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sam1120
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safety-utcustom-terrain-b0-512sq

Image Segmentation
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PyTorch
TensorBoard
segformer
vision
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safety-utcustom-terrain-b0-512sq

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: 0.0905
  • Mean Iou: 0.6547
  • Mean Accuracy: 0.6922
  • Overall Accuracy: 0.9785
  • Accuracy Unlabeled: nan
  • Accuracy Nat: 0.9937
  • Accuracy Concrete: 0.9505
  • Accuracy Grass: 0.8967
  • Accuracy Speedway bricks: 0.9886
  • Accuracy Steel: 0.9017
  • Accuracy Rough concrete: 0.0
  • Accuracy Dark bricks: 0.8836
  • Accuracy Road: 0.9814
  • Accuracy Rough red sidewalk: 0.4644
  • Accuracy Tiles: 0.0731
  • Accuracy Red bricks: 0.8837
  • Accuracy Concrete tiles: 0.9814
  • Accuracy Rest: 0.0
  • Iou Unlabeled: nan
  • Iou Nat: 0.9808
  • Iou Concrete: 0.8881
  • Iou Grass: 0.8358
  • Iou Speedway bricks: 0.9774
  • Iou Steel: 0.8498
  • Iou Rough concrete: 0.0
  • Iou Dark bricks: 0.8385
  • Iou Road: 0.9740
  • Iou Rough red sidewalk: 0.3068
  • Iou Tiles: 0.0731
  • Iou Red bricks: 0.8306
  • Iou Concrete tiles: 0.9563
  • 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
2.5605 1.82 20 2.5923 0.0418 0.1042 0.2052 nan 0.0696 0.0122 0.2127 0.8829 0.0111 0.0142 0.0130 0.0030 0.0657 0.0145 0.0 0.0553 0.0 0.0 0.0694 0.0116 0.0456 0.4465 0.0028 0.0007 0.0008 0.0030 0.0012 0.0003 0.0 0.0026 0.0
2.2612 3.64 40 2.2846 0.1228 0.1971 0.5972 nan 0.6488 0.2267 0.3308 0.9638 0.0140 0.0422 0.0129 0.1058 0.1058 0.0 0.0 0.1114 0.0 0.0 0.6444 0.1866 0.1285 0.6288 0.0081 0.0032 0.0010 0.1044 0.0036 0.0 0.0 0.0103 0.0
1.9031 5.45 60 1.8314 0.1813 0.2456 0.8180 nan 0.9262 0.5041 0.1795 0.9734 0.0017 0.0 0.0156 0.5168 0.0455 0.0 0.0 0.0301 0.0 0.0 0.9160 0.2939 0.1365 0.6863 0.0016 0.0 0.0052 0.4787 0.0115 0.0 0.0 0.0092 0.0
1.5736 7.27 80 1.4966 0.2120 0.2770 0.8702 nan 0.9479 0.6932 0.1739 0.9742 0.0 0.0 0.0017 0.7967 0.0122 0.0 0.0 0.0017 0.0 0.0 0.9379 0.3900 0.1382 0.8110 0.0 0.0 0.0015 0.6779 0.0096 0.0 0.0 0.0013 0.0
1.4408 9.09 100 1.2881 0.2191 0.2891 0.8813 nan 0.9447 0.6590 0.2255 0.9794 0.0 0.0 0.0013 0.9482 0.0 0.0 0.0 0.0 0.0 0.0 0.9369 0.4418 0.1736 0.8288 0.0 0.0 0.0013 0.6856 0.0 0.0 0.0 0.0 0.0
1.1772 10.91 120 1.1057 0.2549 0.3271 0.9074 nan 0.9502 0.8398 0.5467 0.9768 0.0 0.0 0.0000 0.9391 0.0 0.0 0.0 0.0 0.0 0.0 0.9420 0.5934 0.3957 0.8504 0.0 0.0 0.0000 0.7875 0.0 0.0 0.0 0.0 0.0
1.0571 12.73 140 0.9586 0.2889 0.3418 0.9156 nan 0.9510 0.8589 0.7033 0.9788 0.0 0.0 0.0 0.9520 0.0 0.0 0.0 0.0 0.0 nan 0.9427 0.6459 0.5132 0.8582 0.0 0.0 0.0 0.7961 0.0 0.0 0.0 0.0 0.0
0.9963 14.55 160 0.8513 0.2884 0.3424 0.9136 nan 0.9495 0.8917 0.7291 0.9787 0.0 0.0 0.0 0.9017 0.0 0.0 0.0 0.0 0.0 nan 0.9420 0.6236 0.5275 0.8591 0.0 0.0 0.0 0.7965 0.0 0.0 0.0 0.0 0.0
0.8241 16.36 180 0.7475 0.2994 0.3535 0.9216 nan 0.9526 0.9040 0.8159 0.9651 0.0 0.0 0.0 0.9574 0.0 0.0 0.0 0.0 0.0 nan 0.9441 0.6678 0.5813 0.8691 0.0 0.0 0.0 0.8298 0.0 0.0 0.0 0.0 0.0
0.7479 18.18 200 0.6309 0.2999 0.3488 0.9228 nan 0.9550 0.8897 0.7557 0.9846 0.0 0.0 0.0 0.9496 0.0 0.0 0.0 0.0 0.0 nan 0.9456 0.6793 0.5699 0.8567 0.0 0.0 0.0 0.8474 0.0 0.0 0.0 0.0 0.0
0.605 20.0 220 0.5351 0.3058 0.3554 0.9277 nan 0.9591 0.8978 0.8226 0.9748 0.0 0.0 0.0 0.9665 0.0 0.0 0.0 0.0 0.0 nan 0.9481 0.7179 0.5936 0.8682 0.0 0.0 0.0 0.8474 0.0 0.0 0.0 0.0 0.0
0.5297 21.82 240 0.4703 0.3033 0.3525 0.9250 nan 0.9592 0.9271 0.7842 0.9591 0.0 0.0 0.0 0.9536 0.0 0.0 0.0 0.0 0.0 nan 0.9493 0.6572 0.6144 0.8750 0.0 0.0 0.0 0.8468 0.0 0.0 0.0 0.0 0.0
0.4684 23.64 260 0.4069 0.3091 0.3541 0.9290 nan 0.9631 0.9042 0.8167 0.9881 0.0 0.0 0.0 0.9228 0.0 0.0 0.0 0.0079 0.0 nan 0.9522 0.6840 0.6363 0.8642 0.0 0.0 0.0 0.8735 0.0 0.0 0.0 0.0079 0.0
0.3694 25.45 280 0.3385 0.3465 0.3830 0.9384 nan 0.9734 0.8940 0.7669 0.9846 0.0217 0.0 0.0 0.9760 0.0 0.0 0.0 0.3627 0.0 nan 0.9569 0.7483 0.6604 0.8802 0.0217 0.0 0.0 0.8744 0.0 0.0 0.0 0.3627 0.0
0.3173 27.27 300 0.3078 0.3538 0.3922 0.9415 nan 0.9728 0.9165 0.8294 0.9875 0.2440 0.0 0.0 0.9417 0.0 0.0 0.0 0.2065 0.0 nan 0.9596 0.7289 0.6603 0.8906 0.2414 0.0 0.0 0.9115 0.0 0.0 0.0 0.2065 0.0
0.2653 29.09 320 0.2574 0.4205 0.4560 0.9516 nan 0.9783 0.9122 0.8457 0.9819 0.5124 0.0 0.0 0.9681 0.0 0.0 0.0 0.7299 0.0 nan 0.9619 0.7819 0.6859 0.9210 0.4798 0.0 0.0 0.9111 0.0 0.0 0.0 0.7248 0.0
0.2918 30.91 340 0.2306 0.4342 0.4679 0.9534 nan 0.9799 0.9160 0.8320 0.9820 0.5856 0.0 0.0 0.9642 0.0028 0.0 0.0 0.8200 0.0 nan 0.9625 0.7914 0.6872 0.9293 0.5456 0.0 0.0 0.9103 0.0025 0.0 0.0 0.8159 0.0
0.2481 32.73 360 0.2078 0.4326 0.4626 0.9567 nan 0.9854 0.9113 0.8624 0.9831 0.5510 0.0 0.0 0.9639 0.0534 0.0 0.0 0.7037 0.0 nan 0.9656 0.8043 0.7168 0.9337 0.5321 0.0 0.0 0.9251 0.0449 0.0 0.0 0.7011 0.0
0.2312 34.55 380 0.2061 0.4492 0.4916 0.9526 nan 0.9799 0.9541 0.8706 0.9471 0.7317 0.0 0.0960 0.9508 0.1540 0.0 0.0 0.7071 0.0 nan 0.9653 0.7358 0.7194 0.9262 0.6443 0.0 0.0913 0.9343 0.1193 0.0 0.0 0.7038 0.0
0.1927 36.36 400 0.1879 0.4713 0.5096 0.9570 nan 0.9803 0.9387 0.8489 0.9857 0.6957 0.0 0.0159 0.9357 0.2860 0.0 0.0 0.9384 0.0 nan 0.9663 0.7742 0.7474 0.9402 0.6482 0.0 0.0146 0.9142 0.2025 0.0 0.0 0.9195 0.0
0.1704 38.18 420 0.1674 0.4773 0.5119 0.9605 nan 0.9881 0.9335 0.7950 0.9703 0.7309 0.0 0.0557 0.9701 0.2721 0.0 0.0 0.9390 0.0 nan 0.9675 0.8049 0.7364 0.9476 0.6658 0.0 0.0537 0.9229 0.1923 0.0 0.0 0.9134 0.0
0.1536 40.0 440 0.1518 0.4893 0.5307 0.9639 nan 0.9858 0.9143 0.8835 0.9842 0.7672 0.0 0.0150 0.9717 0.4264 0.0 0.0 0.9514 0.0 nan 0.9698 0.8369 0.7571 0.9460 0.6959 0.0 0.0145 0.9396 0.2775 0.0 0.0 0.9230 0.0
0.1496 41.82 460 0.1503 0.4859 0.5224 0.9623 nan 0.9853 0.9400 0.8286 0.9831 0.7661 0.0 0.0583 0.9593 0.3768 0.0 0.0 0.8938 0.0 nan 0.9690 0.8098 0.7616 0.9471 0.7028 0.0 0.0523 0.9361 0.2600 0.0 0.0 0.8776 0.0
0.1374 43.64 480 0.1393 0.5053 0.5413 0.9645 nan 0.9883 0.9244 0.8425 0.9857 0.7523 0.0 0.2899 0.9611 0.3584 0.0 0.0 0.9345 0.0 nan 0.9708 0.8305 0.7664 0.9480 0.6994 0.0 0.2654 0.9358 0.2508 0.0 0.0 0.9020 0.0
0.124 45.45 500 0.1328 0.5158 0.5550 0.9670 nan 0.9881 0.9320 0.8503 0.9809 0.7936 0.0 0.3073 0.9809 0.4357 0.0 0.0 0.9463 0.0 nan 0.9711 0.8432 0.7721 0.9541 0.7303 0.0 0.2799 0.9504 0.2928 0.0 0.0 0.9120 0.0
0.1208 47.27 520 0.1289 0.5342 0.5789 0.9659 nan 0.9868 0.9336 0.8527 0.9883 0.7217 0.0 0.7360 0.9587 0.3765 0.0 0.0 0.9715 0.0 nan 0.9716 0.8279 0.7602 0.9545 0.6899 0.0 0.6173 0.9466 0.2585 0.0 0.0 0.9182 0.0
0.1149 49.09 540 0.1277 0.5389 0.5930 0.9671 nan 0.9866 0.9491 0.8611 0.9734 0.8384 0.0 0.7090 0.9679 0.4303 0.0 0.0 0.9935 0.0 nan 0.9719 0.8246 0.7677 0.9590 0.7486 0.0 0.5948 0.9533 0.2950 0.0 0.0 0.8912 0.0
0.1311 50.91 560 0.1219 0.5443 0.5911 0.9683 nan 0.9902 0.9172 0.8452 0.9916 0.7374 0.0 0.7281 0.9649 0.5163 0.0 0.0020 0.9913 0.0 nan 0.9726 0.8471 0.7756 0.9530 0.7023 0.0 0.6140 0.9524 0.3576 0.0 0.0020 0.8997 0.0
0.106 52.73 580 0.1146 0.5863 0.6368 0.9707 nan 0.9891 0.9221 0.8715 0.9858 0.8293 0.0 0.7703 0.9760 0.6216 0.0 0.3242 0.9879 0.0 nan 0.9733 0.8595 0.7837 0.9614 0.7570 0.0 0.7053 0.9553 0.3929 0.0 0.3223 0.9111 0.0
0.096 54.55 600 0.1188 0.5968 0.6547 0.9693 nan 0.9909 0.9320 0.8542 0.9813 0.8542 0.0 0.7737 0.9499 0.5814 0.0 0.6014 0.9928 0.0 nan 0.9737 0.8434 0.7888 0.9626 0.7530 0.0 0.7130 0.9389 0.3792 0.0 0.5128 0.8933 0.0
0.0825 56.36 620 0.1115 0.6032 0.6578 0.9707 nan 0.9894 0.9354 0.8517 0.9825 0.8532 0.0 0.6762 0.9744 0.5866 0.0 0.7186 0.9830 0.0 nan 0.9734 0.8537 0.7873 0.9634 0.7669 0.0 0.6445 0.9534 0.3820 0.0 0.5954 0.9220 0.0
0.0824 58.18 640 0.1087 0.6086 0.6798 0.9714 nan 0.9877 0.9269 0.8897 0.9882 0.8186 0.0 0.8032 0.9757 0.6110 0.0 0.8406 0.9952 0.0 nan 0.9741 0.8564 0.7941 0.9628 0.7639 0.0 0.7397 0.9598 0.3921 0.0 0.5848 0.8840 0.0
0.0816 60.0 660 0.1060 0.6101 0.6772 0.9722 nan 0.9894 0.9402 0.8646 0.9842 0.8415 0.0 0.7738 0.9749 0.6312 0.0 0.8253 0.9785 0.0 nan 0.9745 0.8587 0.7972 0.9650 0.7713 0.0 0.7324 0.9650 0.4008 0.0 0.5478 0.9188 0.0
0.0829 61.82 680 0.1056 0.6183 0.6715 0.9720 nan 0.9886 0.9449 0.8732 0.9828 0.8584 0.0 0.7537 0.9741 0.5886 0.0 0.7807 0.9850 0.0 nan 0.9743 0.8583 0.7965 0.9657 0.7759 0.0 0.7155 0.9597 0.3843 0.0 0.6928 0.9148 0.0
0.1027 63.64 700 0.1031 0.6173 0.6786 0.9721 nan 0.9889 0.9300 0.8825 0.9875 0.8370 0.0 0.7903 0.9751 0.6066 0.0 0.8350 0.9885 0.0 nan 0.9745 0.8620 0.7973 0.9650 0.7728 0.0 0.7508 0.9571 0.3938 0.0 0.6309 0.9203 0.0
0.0998 65.45 720 0.1042 0.6240 0.6727 0.9718 nan 0.9883 0.9422 0.8827 0.9867 0.8207 0.0 0.7999 0.9719 0.5322 0.0 0.8391 0.9816 0.0 nan 0.9744 0.8559 0.7951 0.9655 0.7684 0.0 0.7510 0.9592 0.3525 0.0 0.7652 0.9242 0.0
0.072 67.27 740 0.1045 0.6144 0.6787 0.9722 nan 0.9896 0.9454 0.8734 0.9875 0.8123 0.0 0.7965 0.9637 0.5820 0.0 0.8853 0.9871 0.0 nan 0.9750 0.8559 0.8023 0.9658 0.7643 0.0 0.7467 0.9579 0.3895 0.0 0.6028 0.9265 0.0
0.0743 69.09 760 0.1043 0.6208 0.6830 0.9713 nan 0.9884 0.9355 0.8582 0.9893 0.8035 0.0 0.8218 0.9696 0.6572 0.0 0.8619 0.9942 0.0 nan 0.9742 0.8610 0.7941 0.9644 0.7632 0.0 0.7712 0.9500 0.4047 0.0 0.6851 0.9027 0.0
0.0707 70.91 780 0.1029 0.6113 0.6824 0.9718 nan 0.9917 0.9214 0.8504 0.9898 0.8348 0.0 0.8253 0.9667 0.5826 0.0 0.9146 0.9939 0.0 nan 0.9748 0.8554 0.7927 0.9637 0.7769 0.0 0.7698 0.9574 0.3879 0.0 0.5817 0.8870 0.0
0.0805 72.73 800 0.0973 0.6116 0.6743 0.9730 nan 0.9912 0.9373 0.8660 0.9858 0.8550 0.0 0.8333 0.9751 0.4338 0.0 0.8999 0.9889 0.0 nan 0.9763 0.8603 0.7998 0.9672 0.7886 0.0 0.7670 0.9630 0.2926 0.0 0.6338 0.9022 0.0
0.0752 74.55 820 0.0966 0.6230 0.6851 0.9728 nan 0.9911 0.9334 0.8708 0.9882 0.8492 0.0 0.8676 0.9678 0.4659 0.0624 0.9181 0.9914 0.0 nan 0.9755 0.8588 0.8023 0.9681 0.7916 0.0 0.7904 0.9603 0.3112 0.0606 0.6871 0.8931 0.0
0.0697 76.36 840 0.0983 0.6214 0.6727 0.9728 nan 0.9905 0.9452 0.8647 0.9858 0.8395 0.0 0.8154 0.9732 0.4675 0.0 0.8782 0.9852 0.0 nan 0.9755 0.8600 0.7985 0.9684 0.7829 0.0 0.7687 0.9604 0.3162 0.0 0.7128 0.9349 0.0
0.0697 78.18 860 0.0995 0.6156 0.6778 0.9722 nan 0.9884 0.9354 0.8923 0.9906 0.8281 0.0 0.8573 0.9698 0.4580 0.0 0.9006 0.9915 0.0 nan 0.9754 0.8556 0.7990 0.9657 0.7767 0.0 0.7927 0.9619 0.3007 0.0 0.6730 0.9017 0.0
0.0803 80.0 880 0.0992 0.6175 0.6703 0.9730 nan 0.9904 0.9426 0.8748 0.9883 0.8511 0.0 0.8218 0.9700 0.4223 0.0 0.8890 0.9637 0.0 nan 0.9762 0.8564 0.8017 0.9686 0.7954 0.0 0.7788 0.9618 0.2867 0.0 0.6713 0.9313 0.0
0.0823 81.82 900 0.0973 0.6168 0.6847 0.9731 nan 0.9905 0.9499 0.8543 0.9826 0.8727 0.0 0.8550 0.9735 0.5014 0.0 0.9352 0.9860 0.0 nan 0.9763 0.8580 0.7892 0.9698 0.8021 0.0 0.7834 0.9621 0.3350 0.0 0.6072 0.9350 0.0
0.0598 83.64 920 0.0954 0.6275 0.6801 0.9733 nan 0.9901 0.9489 0.8719 0.9825 0.8830 0.0 0.8481 0.9741 0.4549 0.0 0.8990 0.9890 0.0 nan 0.9760 0.8617 0.7922 0.9699 0.8058 0.0 0.7944 0.9631 0.3129 0.0 0.7540 0.9276 0.0
0.0735 85.45 940 0.0999 0.6226 0.6745 0.9723 nan 0.9897 0.9441 0.8749 0.9868 0.8551 0.0 0.8233 0.9650 0.4587 0.0 0.8929 0.9777 0.0 nan 0.9761 0.8553 0.7936 0.9692 0.7972 0.0 0.7699 0.9534 0.3065 0.0 0.7480 0.9251 0.0
0.0696 87.27 960 0.0999 0.6220 0.6722 0.9726 nan 0.9919 0.9462 0.8167 0.9874 0.8538 0.0 0.8171 0.9703 0.4605 0.0 0.9078 0.9873 0.0 nan 0.9755 0.8559 0.7776 0.9698 0.7974 0.0 0.7685 0.9602 0.3078 0.0 0.7414 0.9314 0.0
0.0644 89.09 980 0.0931 0.6398 0.6900 0.9750 nan 0.9925 0.9316 0.8678 0.9851 0.8972 0.0 0.8281 0.9818 0.5975 0.0 0.9047 0.9841 0.0 nan 0.9765 0.8748 0.8044 0.9701 0.8101 0.0 0.7795 0.9705 0.3899 0.0 0.7927 0.9489 0.0
0.0575 90.91 1000 0.0959 0.6301 0.6854 0.9740 nan 0.9896 0.9436 0.8986 0.9857 0.8906 0.0 0.8316 0.9720 0.5076 0.0 0.9078 0.9833 0.0 nan 0.9765 0.8658 0.8081 0.9701 0.8106 0.0 0.7807 0.9613 0.3361 0.0 0.7475 0.9349 0.0
0.066 92.73 1020 0.0913 0.6283 0.6837 0.9746 nan 0.9922 0.9347 0.8792 0.9844 0.8871 0.0 0.8579 0.9800 0.4638 0.0 0.9167 0.9916 0.0 nan 0.9768 0.8739 0.8051 0.9706 0.8100 0.0 0.8016 0.9651 0.3081 0.0 0.7405 0.9164 0.0
0.0546 94.55 1040 0.0911 0.6307 0.6824 0.9746 nan 0.9916 0.9393 0.8885 0.9854 0.8828 0.0 0.8570 0.9742 0.4796 0.0 0.8862 0.9864 0.0 nan 0.9770 0.8719 0.8072 0.9706 0.8101 0.0 0.7964 0.9639 0.3157 0.0 0.7487 0.9371 0.0
0.0716 96.36 1060 0.0937 0.6248 0.6821 0.9742 nan 0.9909 0.9465 0.8896 0.9820 0.8896 0.0 0.8510 0.9756 0.4418 0.0 0.9084 0.9916 0.0 nan 0.9770 0.8634 0.8156 0.9701 0.8097 0.0 0.7995 0.9667 0.2885 0.0 0.7244 0.9069 0.0
0.0576 98.18 1080 0.0904 0.6289 0.6941 0.9750 nan 0.9910 0.9405 0.8869 0.9852 0.8759 0.0 0.8518 0.9794 0.6394 0.0 0.9277 0.9452 0.0 nan 0.9772 0.8750 0.8138 0.9705 0.8051 0.0 0.7947 0.9637 0.4131 0.0 0.6436 0.9186 0.0
0.0606 100.0 1100 0.0928 0.6288 0.6792 0.9742 nan 0.9911 0.9493 0.8852 0.9831 0.8831 0.0 0.8521 0.9718 0.4600 0.0 0.8720 0.9826 0.0 nan 0.9771 0.8625 0.8163 0.9709 0.8052 0.0 0.8036 0.9638 0.2981 0.0 0.7430 0.9335 0.0
0.0597 101.82 1120 0.0897 0.6424 0.6936 0.9750 nan 0.9923 0.9405 0.8641 0.9870 0.8760 0.0 0.8517 0.9719 0.6602 0.0002 0.8922 0.9801 0.0 nan 0.9776 0.8727 0.8084 0.9705 0.8083 0.0 0.7879 0.9616 0.4128 0.0002 0.8048 0.9467 0.0
0.0621 103.64 1140 0.0879 0.6261 0.6895 0.9752 nan 0.9898 0.9435 0.9067 0.9845 0.8822 0.0 0.8721 0.9842 0.4954 0.0016 0.9125 0.9913 0.0 nan 0.9774 0.8761 0.8140 0.9713 0.8095 0.0 0.7999 0.9696 0.3199 0.0016 0.6830 0.9174 0.0
0.0602 105.45 1160 0.0881 0.6387 0.6951 0.9756 nan 0.9917 0.9458 0.8855 0.9809 0.8912 0.0 0.8578 0.9837 0.5855 0.0326 0.9078 0.9742 0.0 nan 0.9778 0.8781 0.8201 0.9705 0.8113 0.0 0.8106 0.9652 0.3802 0.0326 0.7079 0.9489 0.0
0.0541 107.27 1180 0.0904 0.6415 0.6833 0.9754 nan 0.9923 0.9486 0.8892 0.9828 0.8759 0.0 0.8422 0.9741 0.5535 0.0010 0.8414 0.9824 0.0 nan 0.9776 0.8737 0.8163 0.9714 0.8132 0.0 0.7996 0.9650 0.3684 0.0010 0.8082 0.9452 0.0
0.0547 109.09 1200 0.0888 0.6418 0.6943 0.9760 nan 0.9916 0.9432 0.8859 0.9874 0.8600 0.0 0.8476 0.9811 0.6323 0.0 0.9075 0.9895 0.0 nan 0.9778 0.8809 0.8207 0.9715 0.8118 0.0 0.8049 0.9664 0.4088 0.0 0.7697 0.9307 0.0
0.0596 110.91 1220 0.0900 0.6405 0.6968 0.9754 nan 0.9913 0.9408 0.8925 0.9856 0.8853 0.0 0.8634 0.9756 0.6322 0.0107 0.9013 0.9791 0.0 nan 0.9774 0.8754 0.8180 0.9720 0.8216 0.0 0.8127 0.9616 0.4064 0.0107 0.7352 0.9358 0.0
0.0507 112.73 1240 0.0908 0.6305 0.6847 0.9747 nan 0.9915 0.9484 0.8845 0.9830 0.8906 0.0 0.8583 0.9739 0.4710 0.0 0.9125 0.9869 0.0 nan 0.9772 0.8682 0.8151 0.9719 0.8173 0.0 0.8147 0.9648 0.3019 0.0 0.7352 0.9295 0.0
0.0455 114.55 1260 0.0938 0.6308 0.6784 0.9744 nan 0.9923 0.9503 0.8855 0.9816 0.9113 0.0 0.8149 0.9653 0.4230 0.0 0.9059 0.9889 0.0 nan 0.9778 0.8637 0.8202 0.9712 0.8135 0.0 0.7877 0.9583 0.2796 0.0 0.7950 0.9330 0.0
0.048 116.36 1280 0.0936 0.6220 0.6703 0.9747 nan 0.9918 0.9469 0.8865 0.9854 0.8863 0.0 0.8440 0.9757 0.3294 0.0 0.8793 0.9893 0.0 nan 0.9780 0.8647 0.8210 0.9720 0.8156 0.0 0.8005 0.9656 0.2192 0.0 0.7209 0.9289 0.0
0.0463 118.18 1300 0.0900 0.6242 0.6772 0.9753 nan 0.9914 0.9517 0.8897 0.9860 0.8762 0.0 0.8464 0.9755 0.3979 0.0 0.9025 0.9863 0.0 nan 0.9784 0.8670 0.8260 0.9718 0.8174 0.0 0.8059 0.9681 0.2628 0.0 0.6776 0.9393 0.0
0.0465 120.0 1320 0.0930 0.6341 0.6732 0.9750 nan 0.9917 0.9468 0.8817 0.9887 0.8689 0.0 0.8452 0.9734 0.3972 0.0 0.8773 0.9801 0.0 nan 0.9778 0.8669 0.8182 0.9714 0.8194 0.0 0.8089 0.9659 0.2646 0.0 0.8129 0.9374 0.0
0.0502 121.82 1340 0.0886 0.6253 0.6780 0.9756 nan 0.9912 0.9450 0.8926 0.9875 0.8638 0.0 0.8620 0.9832 0.4147 0.0 0.8908 0.9837 0.0 nan 0.9780 0.8724 0.8232 0.9719 0.8159 0.0 0.8176 0.9708 0.2733 0.0 0.6680 0.9373 0.0
0.0533 123.64 1360 0.0909 0.6364 0.6836 0.9758 nan 0.9911 0.9499 0.8999 0.9869 0.8726 0.0 0.8457 0.9777 0.4724 0.0 0.9038 0.9871 0.0 nan 0.9784 0.8724 0.8248 0.9727 0.8220 0.0 0.8066 0.9679 0.3108 0.0 0.7791 0.9390 0.0
0.0508 125.45 1380 0.0871 0.6395 0.6886 0.9757 nan 0.9905 0.9465 0.9123 0.9840 0.8927 0.0 0.8514 0.9799 0.5121 0.0053 0.8828 0.9942 0.0 nan 0.9782 0.8755 0.8192 0.9728 0.8222 0.0 0.8012 0.9685 0.3255 0.0053 0.8334 0.9121 0.0
0.0468 127.27 1400 0.0887 0.6415 0.6835 0.9760 nan 0.9919 0.9495 0.9074 0.9819 0.8983 0.0 0.8487 0.9790 0.4751 0.0 0.8791 0.9751 0.0 nan 0.9786 0.8770 0.8236 0.9720 0.8216 0.0 0.8101 0.9694 0.3103 0.0 0.8329 0.9439 0.0
0.056 129.09 1420 0.0924 0.6374 0.6770 0.9754 nan 0.9914 0.9495 0.8930 0.9881 0.8619 0.0 0.8171 0.9743 0.4818 0.0 0.8736 0.9704 0.0 nan 0.9783 0.8673 0.8232 0.9723 0.8198 0.0 0.7873 0.9673 0.3109 0.0 0.8204 0.9389 0.0
0.0497 130.91 1440 0.0899 0.6379 0.6754 0.9760 nan 0.9931 0.9436 0.8792 0.9878 0.8857 0.0 0.8438 0.9777 0.4134 0.0001 0.8691 0.9862 0.0 nan 0.9783 0.8737 0.8241 0.9724 0.8254 0.0 0.8048 0.9715 0.2750 0.0001 0.8249 0.9427 0.0
0.0519 132.73 1460 0.0912 0.6385 0.6810 0.9757 nan 0.9910 0.9447 0.9049 0.9896 0.8752 0.0 0.8507 0.9747 0.4465 0.0 0.8869 0.9895 0.0 nan 0.9787 0.8690 0.8292 0.9720 0.8223 0.0 0.7985 0.9669 0.2905 0.0 0.8346 0.9393 0.0
0.0529 134.55 1480 0.0868 0.6421 0.6851 0.9762 nan 0.9926 0.9446 0.8778 0.9869 0.8962 0.0 0.8482 0.9789 0.5179 0.0 0.8899 0.9740 0.0 nan 0.9788 0.8758 0.8223 0.9724 0.8253 0.0 0.8075 0.9702 0.3241 0.0 0.8268 0.9439 0.0
0.0443 136.36 1500 0.0892 0.6327 0.6773 0.9758 nan 0.9927 0.9482 0.8801 0.9851 0.8933 0.0 0.8489 0.9784 0.4032 0.0012 0.8899 0.9844 0.0 nan 0.9783 0.8728 0.8217 0.9729 0.8253 0.0 0.8145 0.9688 0.2697 0.0012 0.7518 0.9477 0.0
0.0467 138.18 1520 0.0875 0.6376 0.6821 0.9758 nan 0.9913 0.9418 0.9080 0.9879 0.8849 0.0 0.8577 0.9782 0.4535 0.0 0.8816 0.9831 0.0 nan 0.9788 0.8715 0.8266 0.9719 0.8240 0.0 0.8031 0.9683 0.2954 0.0 0.8051 0.9437 0.0
0.0456 140.0 1540 0.0920 0.6348 0.6757 0.9754 nan 0.9926 0.9431 0.8845 0.9883 0.8819 0.0 0.8550 0.9750 0.3713 0.0 0.9087 0.9833 0.0 nan 0.9786 0.8662 0.8251 0.9725 0.8248 0.0 0.8059 0.9663 0.2475 0.0 0.8224 0.9431 0.0
0.0464 141.82 1560 0.0928 0.6213 0.6727 0.9749 nan 0.9922 0.9426 0.8930 0.9891 0.8705 0.0 0.8534 0.9699 0.3501 0.0003 0.9004 0.9829 0.0 nan 0.9788 0.8664 0.8236 0.9718 0.8173 0.0 0.8144 0.9632 0.2344 0.0003 0.6645 0.9425 0.0
0.0515 143.64 1580 0.0870 0.6458 0.6873 0.9765 nan 0.9922 0.9450 0.8966 0.9871 0.8969 0.0 0.8351 0.9776 0.5370 0.0 0.8887 0.9790 0.0 nan 0.9789 0.8775 0.8220 0.9731 0.8302 0.0 0.8041 0.9698 0.3500 0.0 0.8378 0.9519 0.0
0.0523 145.45 1600 0.0863 0.6476 0.6915 0.9767 nan 0.9931 0.9472 0.8754 0.9882 0.8823 0.0 0.8597 0.9766 0.5686 0.0 0.9093 0.9887 0.0 nan 0.9789 0.8781 0.8255 0.9729 0.8275 0.0 0.8152 0.9697 0.3796 0.0 0.8277 0.9432 0.0
0.052 147.27 1620 0.0873 0.6420 0.6825 0.9764 nan 0.9922 0.9500 0.8870 0.9873 0.8899 0.0 0.8587 0.9777 0.4852 0.0 0.8690 0.9760 0.0 nan 0.9792 0.8712 0.8313 0.9731 0.8311 0.0 0.8184 0.9693 0.3199 0.0 0.8105 0.9414 0.0
0.0473 149.09 1640 0.0875 0.6421 0.6892 0.9764 nan 0.9922 0.9482 0.9111 0.9830 0.9171 0.0 0.8507 0.9768 0.4431 0.0 0.9482 0.9885 0.0 nan 0.9792 0.8750 0.8314 0.9729 0.8297 0.0 0.8091 0.9695 0.2972 0.0 0.8383 0.9450 0.0
0.0445 150.91 1660 0.0842 0.6527 0.6974 0.9774 nan 0.9928 0.9471 0.8885 0.9834 0.9026 0.0 0.8568 0.9864 0.6235 0.0 0.8997 0.9859 0.0 nan 0.9788 0.8870 0.8257 0.9733 0.8326 0.0 0.8127 0.9753 0.4015 0.0 0.8476 0.9501 0.0
0.0478 152.73 1680 0.0865 0.6443 0.6865 0.9765 nan 0.9930 0.9384 0.8960 0.9844 0.9068 0.0 0.8708 0.9842 0.4478 0.0 0.9144 0.9881 0.0 nan 0.9789 0.8757 0.8300 0.9734 0.8344 0.0 0.8121 0.9743 0.2946 0.0 0.8543 0.9486 0.0
0.0446 154.55 1700 0.0870 0.6366 0.6838 0.9762 nan 0.9926 0.9455 0.9027 0.9864 0.8989 0.0 0.8544 0.9744 0.4161 0.0038 0.9286 0.9860 0.0 nan 0.9794 0.8722 0.8321 0.9733 0.8241 0.0 0.8089 0.9675 0.2782 0.0038 0.7873 0.9485 0.0
0.0408 156.36 1720 0.0872 0.6391 0.6887 0.9769 nan 0.9929 0.9444 0.8817 0.9868 0.8889 0.0 0.8612 0.9841 0.5046 0.0020 0.9160 0.9900 0.0 nan 0.9789 0.8807 0.8256 0.9738 0.8312 0.0 0.8095 0.9733 0.3279 0.0020 0.7604 0.9456 0.0
0.0456 158.18 1740 0.0855 0.6520 0.6956 0.9774 nan 0.9929 0.9444 0.8943 0.9878 0.8884 0.0 0.8676 0.9796 0.6019 0.0005 0.9043 0.9808 0.0 nan 0.9795 0.8837 0.8329 0.9733 0.8323 0.0 0.8160 0.9717 0.3833 0.0005 0.8495 0.9534 0.0
0.0476 160.0 1760 0.0868 0.6477 0.6920 0.9766 nan 0.9917 0.9492 0.9086 0.9843 0.9041 0.0 0.8346 0.9772 0.5563 0.0008 0.9078 0.9816 0.0 nan 0.9795 0.8796 0.8315 0.9728 0.8183 0.0 0.7906 0.9661 0.3688 0.0008 0.8619 0.9496 0.0
0.0566 161.82 1780 0.0887 0.6417 0.6789 0.9761 nan 0.9934 0.9505 0.8682 0.9849 0.8958 0.0 0.8442 0.9778 0.4560 0.0006 0.8697 0.9849 0.0 nan 0.9785 0.8737 0.8161 0.9738 0.8317 0.0 0.8078 0.9707 0.3040 0.0006 0.8365 0.9482 0.0
0.0401 163.64 1800 0.0858 0.6481 0.6910 0.9767 nan 0.9939 0.9386 0.8660 0.9871 0.9003 0.0 0.8600 0.9816 0.5701 0.0029 0.8975 0.9849 0.0 nan 0.9786 0.8804 0.8180 0.9736 0.8312 0.0 0.8110 0.9707 0.3689 0.0029 0.8452 0.9450 0.0
0.0444 165.45 1820 0.0860 0.6523 0.6953 0.9773 nan 0.9927 0.9457 0.8903 0.9881 0.8894 0.0 0.8563 0.9806 0.5883 0.0 0.9254 0.9817 0.0 nan 0.9791 0.8831 0.8284 0.9736 0.8308 0.0 0.8148 0.9727 0.3862 0.0 0.8561 0.9544 0.0
0.046 167.27 1840 0.0843 0.6520 0.6935 0.9776 nan 0.9927 0.9457 0.8892 0.9872 0.8920 0.0 0.8584 0.9864 0.5872 0.0004 0.9052 0.9714 0.0 nan 0.9792 0.8877 0.8292 0.9740 0.8305 0.0 0.8158 0.9738 0.3900 0.0004 0.8492 0.9455 0.0
0.0447 169.09 1860 0.0845 0.6496 0.6915 0.9773 nan 0.9934 0.9468 0.8948 0.9842 0.9045 0.0 0.8463 0.9818 0.5438 0.0 0.9126 0.9818 0.0 nan 0.9794 0.8843 0.8311 0.9737 0.8292 0.0 0.8147 0.9719 0.3579 0.0 0.8540 0.9489 0.0
0.0448 170.91 1880 0.0850 0.6516 0.6959 0.9772 nan 0.9925 0.9460 0.9000 0.9882 0.8887 0.0 0.8586 0.9766 0.6172 0.0005 0.9082 0.9699 0.0 nan 0.9793 0.8827 0.8312 0.9737 0.8319 0.0 0.8139 0.9692 0.4030 0.0005 0.8391 0.9463 0.0
0.0432 172.73 1900 0.0846 0.6461 0.6916 0.9770 nan 0.9919 0.9509 0.9007 0.9859 0.9084 0.0 0.8633 0.9783 0.5265 0.0 0.8888 0.9957 0.0 nan 0.9794 0.8784 0.8339 0.9742 0.8369 0.0 0.8174 0.9719 0.3383 0.0 0.8343 0.9343 0.0
0.0403 174.55 1920 0.0891 0.6386 0.6791 0.9764 nan 0.9928 0.9528 0.8935 0.9832 0.9037 0.0 0.8613 0.9795 0.3732 0.0004 0.9052 0.9832 0.0 nan 0.9794 0.8730 0.8329 0.9736 0.8364 0.0 0.8171 0.9690 0.2479 0.0004 0.8240 0.9487 0.0
0.0405 176.36 1940 0.0860 0.6393 0.6853 0.9769 nan 0.9935 0.9449 0.8865 0.9864 0.8847 0.0 0.8523 0.9799 0.5182 0.0010 0.8945 0.9672 0.0 nan 0.9793 0.8807 0.8300 0.9738 0.8268 0.0 0.8157 0.9690 0.3349 0.0010 0.7527 0.9474 0.0
0.0402 178.18 1960 0.0847 0.6502 0.6921 0.9769 nan 0.9926 0.9465 0.8924 0.9892 0.8834 0.0 0.8686 0.9770 0.4591 0.0827 0.9181 0.9871 0.0 nan 0.9797 0.8758 0.8332 0.9737 0.8297 0.0 0.8206 0.9700 0.3011 0.0827 0.8403 0.9461 0.0
0.0436 180.0 1980 0.0815 0.6690 0.7161 0.9774 nan 0.9918 0.9493 0.8977 0.9876 0.8862 0.0 0.8811 0.9812 0.4751 0.3711 0.9036 0.9850 0.0 nan 0.9798 0.8820 0.8311 0.9742 0.8307 0.0 0.8124 0.9700 0.3094 0.3706 0.7918 0.9445 0.0
0.0421 181.82 2000 0.0854 0.6503 0.6950 0.9770 nan 0.9935 0.9442 0.8793 0.9873 0.9035 0.0 0.8674 0.9774 0.5263 0.0594 0.9222 0.9750 0.0 nan 0.9792 0.8809 0.8249 0.9746 0.8335 0.0 0.8129 0.9669 0.3519 0.0594 0.8241 0.9457 0.0
0.0371 183.64 2020 0.0849 0.6483 0.6947 0.9773 nan 0.9928 0.9426 0.8938 0.9890 0.8770 0.0 0.8678 0.9821 0.5535 0.0308 0.9119 0.9892 0.0 nan 0.9798 0.8829 0.8330 0.9739 0.8290 0.0 0.8214 0.9704 0.3514 0.0308 0.8132 0.9425 0.0
0.0443 185.45 2040 0.0843 0.6457 0.6853 0.9771 nan 0.9935 0.9458 0.8817 0.9882 0.8838 0.0 0.8539 0.9804 0.5030 0.0012 0.8981 0.9789 0.0 nan 0.9796 0.8809 0.8281 0.9742 0.8324 0.0 0.8179 0.9702 0.3281 0.0012 0.8325 0.9485 0.0
0.0385 187.27 2060 0.0845 0.6541 0.6969 0.9774 nan 0.9941 0.9462 0.8743 0.9878 0.8929 0.0 0.8566 0.9762 0.6349 0.0032 0.9201 0.9729 0.0 nan 0.9790 0.8862 0.8223 0.9741 0.8351 0.0 0.8207 0.9712 0.4177 0.0032 0.8426 0.9514 0.0
0.0399 189.09 2080 0.0837 0.6527 0.6989 0.9776 nan 0.9919 0.9501 0.9122 0.9855 0.9098 0.0 0.8795 0.9811 0.5548 0.0128 0.9242 0.9840 0.0 nan 0.9798 0.8845 0.8356 0.9743 0.8367 0.0 0.8283 0.9719 0.3656 0.0128 0.8463 0.9493 0.0
0.0431 190.91 2100 0.0839 0.6531 0.6996 0.9774 nan 0.9917 0.9453 0.9157 0.9890 0.8875 0.0 0.8777 0.9777 0.6127 0.0171 0.9132 0.9678 0.0 nan 0.9798 0.8899 0.8325 0.9738 0.8315 0.0 0.8317 0.9691 0.3959 0.0171 0.8222 0.9465 0.0
0.0391 192.73 2120 0.0858 0.6470 0.6854 0.9775 nan 0.9940 0.9423 0.8936 0.9881 0.8904 0.0 0.8589 0.9811 0.4732 0.0024 0.9091 0.9774 0.0 nan 0.9798 0.8832 0.8332 0.9747 0.8376 0.0 0.8227 0.9724 0.3105 0.0024 0.8475 0.9467 0.0
0.0456 194.55 2140 0.0837 0.6486 0.6902 0.9777 nan 0.9931 0.9509 0.8929 0.9847 0.9039 0.0 0.8655 0.9842 0.5249 0.0019 0.8949 0.9757 0.0 nan 0.9797 0.8867 0.8311 0.9748 0.8352 0.0 0.8232 0.9738 0.3440 0.0019 0.8342 0.9471 0.0
0.0402 196.36 2160 0.0845 0.6471 0.6883 0.9777 nan 0.9929 0.9508 0.8902 0.9869 0.8998 0.0 0.8581 0.9838 0.5185 0.0009 0.8828 0.9831 0.0 nan 0.9803 0.8831 0.8354 0.9742 0.8368 0.0 0.8180 0.9740 0.3370 0.0009 0.8272 0.9450 0.0
0.0401 198.18 2180 0.0845 0.6442 0.6850 0.9772 nan 0.9915 0.9541 0.9191 0.9855 0.8951 0.0 0.8530 0.9812 0.4627 0.0003 0.8910 0.9714 0.0 nan 0.9798 0.8795 0.8322 0.9747 0.8343 0.0 0.8161 0.9739 0.3073 0.0003 0.8313 0.9449 0.0
0.0412 200.0 2200 0.0851 0.6480 0.6892 0.9776 nan 0.9938 0.9482 0.8900 0.9864 0.8914 0.0 0.8598 0.9812 0.5108 0.0054 0.9217 0.9715 0.0 nan 0.9794 0.8861 0.8301 0.9745 0.8346 0.0 0.8271 0.9737 0.3424 0.0054 0.8244 0.9469 0.0
0.043 201.82 2220 0.0851 0.6426 0.6807 0.9773 nan 0.9925 0.9475 0.9046 0.9870 0.8995 0.0 0.8505 0.9851 0.3807 0.0039 0.9116 0.9861 0.0 nan 0.9800 0.8786 0.8335 0.9748 0.8384 0.0 0.8218 0.9753 0.2520 0.0039 0.8551 0.9409 0.0
0.0371 203.64 2240 0.0859 0.6406 0.6836 0.9774 nan 0.9929 0.9508 0.9022 0.9846 0.9086 0.0 0.8696 0.9831 0.3943 0.0071 0.9134 0.9806 0.0 nan 0.9801 0.8788 0.8377 0.9746 0.8404 0.0 0.8231 0.9748 0.2606 0.0071 0.8088 0.9425 0.0
0.0355 205.45 2260 0.0833 0.6460 0.6877 0.9777 nan 0.9931 0.9481 0.8961 0.9859 0.9084 0.0 0.8678 0.9856 0.4645 0.0090 0.8975 0.9840 0.0 nan 0.9801 0.8850 0.8338 0.9748 0.8389 0.0 0.8238 0.9745 0.3060 0.0090 0.8263 0.9454 0.0
0.0382 207.27 2280 0.0839 0.6471 0.6885 0.9777 nan 0.9936 0.9437 0.8971 0.9866 0.8981 0.0 0.8724 0.9851 0.4615 0.0353 0.9068 0.9699 0.0 nan 0.9798 0.8859 0.8297 0.9750 0.8406 0.0 0.8149 0.9750 0.3041 0.0353 0.8238 0.9481 0.0
0.0383 209.09 2300 0.0860 0.6433 0.6849 0.9771 nan 0.9921 0.9491 0.9125 0.9862 0.9107 0.0 0.8769 0.9794 0.4066 0.0111 0.9015 0.9776 0.0 nan 0.9796 0.8809 0.8274 0.9750 0.8402 0.0 0.8304 0.9723 0.2693 0.0111 0.8281 0.9489 0.0
0.0369 210.91 2320 0.0858 0.6451 0.6854 0.9774 nan 0.9938 0.9469 0.8873 0.9875 0.8980 0.0 0.8681 0.9792 0.4341 0.0301 0.8997 0.9849 0.0 nan 0.9799 0.8820 0.8302 0.9751 0.8392 0.0 0.8270 0.9709 0.2871 0.0300 0.8170 0.9482 0.0
0.0365 212.73 2340 0.0870 0.6424 0.6818 0.9774 nan 0.9932 0.9465 0.8934 0.9882 0.8889 0.0 0.8825 0.9840 0.4031 0.0084 0.8975 0.9776 0.0 nan 0.9802 0.8806 0.8351 0.9750 0.8359 0.0 0.8287 0.9722 0.2679 0.0084 0.8182 0.9497 0.0
0.0388 214.55 2360 0.0846 0.6463 0.6844 0.9777 nan 0.9933 0.9474 0.8950 0.9884 0.8972 0.0 0.8586 0.9814 0.4519 0.0087 0.8919 0.9837 0.0 nan 0.9804 0.8816 0.8358 0.9750 0.8385 0.0 0.8168 0.9725 0.2994 0.0087 0.8421 0.9517 0.0
0.0352 216.36 2380 0.0857 0.6476 0.6861 0.9776 nan 0.9937 0.9468 0.8907 0.9869 0.9014 0.0 0.8626 0.9822 0.4450 0.0199 0.9125 0.9782 0.0 nan 0.9798 0.8848 0.8314 0.9750 0.8406 0.0 0.8210 0.9735 0.2926 0.0199 0.8490 0.9517 0.0
0.0382 218.18 2400 0.0857 0.6466 0.6898 0.9774 nan 0.9924 0.9508 0.8959 0.9843 0.9031 0.0 0.8752 0.9884 0.4047 0.0570 0.9235 0.9926 0.0 nan 0.9800 0.8822 0.8340 0.9745 0.8345 0.0 0.8227 0.9741 0.2655 0.0570 0.8529 0.9289 0.0
0.0378 220.0 2420 0.0898 0.6441 0.6845 0.9767 nan 0.9916 0.9460 0.9194 0.9881 0.9021 0.0 0.8785 0.9782 0.3604 0.0384 0.9238 0.9718 0.0 nan 0.9798 0.8752 0.8329 0.9748 0.8383 0.0 0.8230 0.9694 0.2401 0.0384 0.8566 0.9444 0.0
0.0383 221.82 2440 0.0864 0.6444 0.6799 0.9773 nan 0.9942 0.9487 0.8780 0.9863 0.9040 0.0 0.8575 0.9817 0.4188 0.0098 0.8942 0.9651 0.0 nan 0.9796 0.8815 0.8291 0.9753 0.8390 0.0 0.8213 0.9732 0.2791 0.0098 0.8409 0.9483 0.0
0.0339 223.64 2460 0.0903 0.6451 0.6845 0.9771 nan 0.9932 0.9525 0.8919 0.9859 0.8993 0.0 0.8594 0.9775 0.4242 0.0173 0.9150 0.9822 0.0 nan 0.9799 0.8781 0.8304 0.9752 0.8406 0.0 0.8191 0.9687 0.2815 0.0173 0.8416 0.9533 0.0
0.0369 225.45 2480 0.0885 0.6394 0.6782 0.9771 nan 0.9930 0.9472 0.9029 0.9881 0.8882 0.0 0.8679 0.9787 0.3940 0.0029 0.8674 0.9865 0.0 nan 0.9800 0.8797 0.8314 0.9754 0.8349 0.0 0.8237 0.9698 0.2634 0.0029 0.8046 0.9465 0.0
0.0362 227.27 2500 0.0907 0.6431 0.6818 0.9771 nan 0.9938 0.9467 0.8888 0.9883 0.8969 0.0 0.8804 0.9772 0.3631 0.0375 0.9137 0.9774 0.0 nan 0.9798 0.8776 0.8317 0.9753 0.8415 0.0 0.8259 0.9703 0.2421 0.0375 0.8272 0.9513 0.0
0.0381 229.09 2520 0.0875 0.6538 0.6983 0.9775 nan 0.9940 0.9460 0.8795 0.9867 0.9127 0.0 0.8662 0.9761 0.5741 0.0397 0.9178 0.9854 0.0 nan 0.9796 0.8836 0.8292 0.9752 0.8412 0.0 0.8211 0.9681 0.3713 0.0397 0.8419 0.9482 0.0
0.0378 230.91 2540 0.0891 0.6451 0.6820 0.9772 nan 0.9941 0.9497 0.8782 0.9853 0.9044 0.0 0.8550 0.9823 0.4145 0.0431 0.8920 0.9675 0.0 nan 0.9801 0.8799 0.8293 0.9748 0.8341 0.0 0.8235 0.9715 0.2744 0.0431 0.8278 0.9482 0.0
0.0366 232.73 2560 0.0805 0.6596 0.7029 0.9781 nan 0.9927 0.9457 0.9038 0.9883 0.9021 0.0 0.8627 0.9820 0.5617 0.1157 0.9036 0.9792 0.0 nan 0.9804 0.8879 0.8347 0.9751 0.8363 0.0 0.8243 0.9713 0.3664 0.1157 0.8314 0.9517 0.0
0.0392 234.55 2580 0.0876 0.6457 0.6848 0.9775 nan 0.9932 0.9542 0.8871 0.9864 0.8981 0.0 0.8556 0.9812 0.4539 0.0049 0.9222 0.9662 0.0 nan 0.9801 0.8793 0.8331 0.9755 0.8402 0.0 0.8213 0.9730 0.2986 0.0049 0.8421 0.9459 0.0
0.0343 236.36 2600 0.0929 0.6426 0.6817 0.9767 nan 0.9939 0.9510 0.8821 0.9868 0.9002 0.0 0.8755 0.9732 0.3850 0.0175 0.9199 0.9769 0.0 nan 0.9797 0.8746 0.8311 0.9756 0.8401 0.0 0.8335 0.9670 0.2518 0.0175 0.8300 0.9533 0.0
0.0293 238.18 2620 0.0866 0.6505 0.6889 0.9774 nan 0.9936 0.9459 0.8962 0.9881 0.9018 0.0 0.8603 0.9749 0.5017 0.0444 0.8683 0.9809 0.0 nan 0.9796 0.8821 0.8319 0.9759 0.8400 0.0 0.8296 0.9691 0.3295 0.0444 0.8198 0.9541 0.0
0.0353 240.0 2640 0.0883 0.6480 0.6858 0.9776 nan 0.9932 0.9495 0.9035 0.9866 0.9131 0.0 0.8624 0.9788 0.4136 0.0268 0.9084 0.9792 0.0 nan 0.9802 0.8823 0.8352 0.9756 0.8412 0.0 0.8318 0.9712 0.2761 0.0268 0.8497 0.9534 0.0
0.0372 241.82 2660 0.0902 0.6433 0.6790 0.9775 nan 0.9937 0.9508 0.8846 0.9880 0.8968 0.0 0.8704 0.9824 0.3534 0.0062 0.9178 0.9832 0.0 nan 0.9803 0.8801 0.8332 0.9758 0.8412 0.0 0.8291 0.9733 0.2367 0.0062 0.8540 0.9533 0.0
0.0343 243.64 2680 0.0866 0.6496 0.6912 0.9766 nan 0.9932 0.9498 0.8967 0.9863 0.8808 0.0 0.8618 0.9714 0.4802 0.0480 0.9261 0.9906 0.0 nan 0.9801 0.8795 0.8317 0.9748 0.8345 0.0 0.8253 0.9611 0.3118 0.0454 0.8515 0.9493 0.0
0.0342 245.45 2700 0.0872 0.6468 0.6875 0.9774 nan 0.9930 0.9491 0.8958 0.9878 0.8840 0.0 0.8627 0.9795 0.4834 0.0200 0.8965 0.9851 0.0 nan 0.9803 0.8788 0.8315 0.9751 0.8329 0.0 0.8275 0.9709 0.3149 0.0200 0.8233 0.9530 0.0
0.0348 247.27 2720 0.0851 0.6531 0.6958 0.9781 nan 0.9932 0.9475 0.9046 0.9874 0.8862 0.0 0.8656 0.9824 0.5480 0.0275 0.9258 0.9776 0.0 nan 0.9805 0.8861 0.8377 0.9756 0.8310 0.0 0.8251 0.9717 0.3604 0.0275 0.8419 0.9532 0.0
0.0323 249.09 2740 0.0843 0.6518 0.6893 0.9780 nan 0.9934 0.9488 0.9029 0.9883 0.8835 0.0 0.8707 0.9807 0.4740 0.0491 0.8972 0.9720 0.0 nan 0.9802 0.8849 0.8369 0.9755 0.8337 0.0 0.8349 0.9736 0.3165 0.0491 0.8370 0.9511 0.0
0.0355 250.91 2760 0.0860 0.6511 0.6904 0.9780 nan 0.9931 0.9499 0.9036 0.9877 0.8926 0.0 0.8690 0.9808 0.5094 0.0171 0.9016 0.9699 0.0 nan 0.9805 0.8852 0.8370 0.9756 0.8348 0.0 0.8307 0.9720 0.3331 0.0171 0.8485 0.9504 0.0
0.0366 252.73 2780 0.0867 0.6514 0.6900 0.9778 nan 0.9937 0.9446 0.9035 0.9886 0.8815 0.0 0.8649 0.9794 0.5150 0.0229 0.9016 0.9744 0.0 nan 0.9803 0.8844 0.8358 0.9755 0.8337 0.0 0.8274 0.9709 0.3393 0.0229 0.8452 0.9524 0.0
0.0368 254.55 2800 0.0879 0.6451 0.6828 0.9777 nan 0.9937 0.9434 0.9032 0.9882 0.8870 0.0 0.8569 0.9826 0.4230 0.0183 0.8910 0.9890 0.0 nan 0.9804 0.8819 0.8383 0.9753 0.8337 0.0 0.8215 0.9726 0.2783 0.0183 0.8376 0.9488 0.0
0.0388 256.36 2820 0.0883 0.6422 0.6776 0.9776 nan 0.9937 0.9464 0.9016 0.9883 0.8907 0.0 0.8708 0.9827 0.3579 0.0076 0.8931 0.9764 0.0 nan 0.9804 0.8827 0.8374 0.9754 0.8333 0.0 0.8287 0.9729 0.2403 0.0076 0.8395 0.9509 0.0
0.0386 258.18 2840 0.0893 0.6434 0.6809 0.9772 nan 0.9938 0.9477 0.8840 0.9885 0.8922 0.0 0.8622 0.9794 0.3777 0.0420 0.9091 0.9745 0.0 nan 0.9801 0.8804 0.8298 0.9754 0.8342 0.0 0.8269 0.9703 0.2490 0.0420 0.8242 0.9520 0.0
0.0386 260.0 2860 0.0903 0.6473 0.6870 0.9776 nan 0.9940 0.9485 0.8889 0.9860 0.9029 0.0 0.8773 0.9816 0.3984 0.0531 0.9192 0.9808 0.0 nan 0.9803 0.8815 0.8334 0.9756 0.8383 0.0 0.8326 0.9719 0.2637 0.0531 0.8304 0.9544 0.0
0.0383 261.82 2880 0.0882 0.6451 0.6817 0.9771 nan 0.9923 0.9516 0.9188 0.9872 0.8969 0.0 0.8459 0.9748 0.4169 0.0588 0.8576 0.9614 0.0 nan 0.9805 0.8734 0.8412 0.9756 0.8391 0.0 0.8114 0.9671 0.2781 0.0588 0.8156 0.9450 0.0
0.0453 263.64 2900 0.0936 0.6425 0.6776 0.9770 nan 0.9938 0.9515 0.8913 0.9875 0.8942 0.0 0.8662 0.9750 0.3374 0.0279 0.9025 0.9808 0.0 nan 0.9799 0.8763 0.8322 0.9759 0.8413 0.0 0.8315 0.9685 0.2306 0.0279 0.8327 0.9552 0.0
0.0337 265.45 2920 0.0940 0.6379 0.6778 0.9761 nan 0.9937 0.9492 0.9001 0.9869 0.8973 0.0 0.8594 0.9643 0.3736 0.0228 0.8864 0.9772 0.0 nan 0.9799 0.8747 0.8347 0.9754 0.8359 0.0 0.8280 0.9589 0.2507 0.0228 0.7784 0.9534 0.0
0.037 267.27 2940 0.0926 0.6435 0.6818 0.9771 nan 0.9938 0.9521 0.8916 0.9878 0.8858 0.0 0.8528 0.9722 0.4428 0.0264 0.8817 0.9758 0.0 nan 0.9803 0.8757 0.8370 0.9758 0.8372 0.0 0.8186 0.9658 0.2930 0.0264 0.8019 0.9537 0.0
0.0357 269.09 2960 0.0887 0.6467 0.6829 0.9776 nan 0.9937 0.9502 0.9018 0.9873 0.9034 0.0 0.8470 0.9759 0.4431 0.0296 0.8739 0.9719 0.0 nan 0.9804 0.8799 0.8387 0.9760 0.8437 0.0 0.8183 0.9696 0.2943 0.0296 0.8247 0.9519 0.0
0.033 270.91 2980 0.0910 0.6453 0.6824 0.9773 nan 0.9934 0.9515 0.8987 0.9864 0.9136 0.0 0.8525 0.9744 0.4236 0.0323 0.8571 0.9880 0.0 nan 0.9804 0.8760 0.8387 0.9759 0.8437 0.0 0.8255 0.9671 0.2827 0.0323 0.8169 0.9492 0.0
0.0333 272.73 3000 0.0910 0.6481 0.6856 0.9774 nan 0.9943 0.9491 0.8809 0.9854 0.9146 0.0 0.8704 0.9788 0.4187 0.0534 0.8887 0.9782 0.0 nan 0.9799 0.8802 0.8306 0.9758 0.8404 0.0 0.8322 0.9703 0.2804 0.0534 0.8296 0.9522 0.0
0.037 274.55 3020 0.0907 0.6453 0.6841 0.9771 nan 0.9934 0.9531 0.8984 0.9865 0.9030 0.0 0.8419 0.9721 0.4512 0.0357 0.8848 0.9729 0.0 nan 0.9806 0.8740 0.8384 0.9757 0.8420 0.0 0.8096 0.9646 0.2979 0.0357 0.8184 0.9520 0.0
0.0365 276.36 3040 0.0909 0.6466 0.6848 0.9773 nan 0.9939 0.9522 0.8941 0.9849 0.9098 0.0 0.8605 0.9761 0.4040 0.0574 0.8935 0.9757 0.0 nan 0.9804 0.8766 0.8367 0.9756 0.8423 0.0 0.8269 0.9696 0.2695 0.0574 0.8201 0.9513 0.0
0.0354 278.18 3060 0.0905 0.6487 0.6945 0.9772 nan 0.9928 0.9459 0.9125 0.9880 0.9037 0.0 0.8835 0.9734 0.4337 0.0627 0.9426 0.9893 0.0 nan 0.9802 0.8777 0.8358 0.9757 0.8375 0.0 0.8297 0.9668 0.2863 0.0626 0.8329 0.9478 0.0
0.0378 280.0 3080 0.0879 0.6535 0.6946 0.9778 nan 0.9931 0.9468 0.9035 0.9891 0.8882 0.0 0.8652 0.9781 0.5137 0.0597 0.9041 0.9878 0.0 nan 0.9805 0.8828 0.8358 0.9758 0.8385 0.0 0.8281 0.9697 0.3350 0.0597 0.8412 0.9488 0.0
0.0371 281.82 3100 0.0858 0.6545 0.6945 0.9783 nan 0.9933 0.9467 0.9019 0.9886 0.8911 0.0 0.8670 0.9826 0.5208 0.0628 0.8881 0.9858 0.0 nan 0.9805 0.8874 0.8387 0.9759 0.8411 0.0 0.8301 0.9727 0.3412 0.0628 0.8308 0.9466 0.0
0.035 283.64 3120 0.0876 0.6526 0.6928 0.9780 nan 0.9934 0.9498 0.9050 0.9873 0.9034 0.0 0.8836 0.9783 0.4618 0.0547 0.9038 0.9846 0.0 nan 0.9807 0.8836 0.8402 0.9763 0.8446 0.0 0.8362 0.9713 0.3050 0.0546 0.8429 0.9480 0.0
0.0349 285.45 3140 0.0877 0.6500 0.6906 0.9780 nan 0.9930 0.9504 0.9105 0.9869 0.9051 0.0 0.8656 0.9809 0.4285 0.0499 0.9171 0.9901 0.0 nan 0.9804 0.8853 0.8374 0.9763 0.8424 0.0 0.8308 0.9728 0.2869 0.0499 0.8404 0.9471 0.0
0.0423 287.27 3160 0.0875 0.6496 0.6888 0.9781 nan 0.9929 0.9553 0.9057 0.9863 0.9057 0.0 0.8749 0.9822 0.4253 0.0542 0.8963 0.9755 0.0 nan 0.9807 0.8844 0.8394 0.9760 0.8420 0.0 0.8338 0.9748 0.2834 0.0542 0.8248 0.9516 0.0
0.0326 289.09 3180 0.0897 0.6492 0.6881 0.9780 nan 0.9936 0.9527 0.8975 0.9870 0.9142 0.0 0.8698 0.9788 0.4126 0.0584 0.9041 0.9763 0.0 nan 0.9808 0.8823 0.8411 0.9761 0.8421 0.0 0.8305 0.9724 0.2746 0.0583 0.8292 0.9520 0.0
0.0323 290.91 3200 0.0899 0.6487 0.6875 0.9782 nan 0.9934 0.9504 0.8956 0.9878 0.8963 0.0 0.8841 0.9845 0.4247 0.0323 0.8995 0.9888 0.0 nan 0.9807 0.8849 0.8356 0.9762 0.8384 0.0 0.8347 0.9761 0.2822 0.0323 0.8397 0.9517 0.0
0.0407 292.73 3220 0.0844 0.6536 0.6982 0.9782 nan 0.9930 0.9509 0.9032 0.9872 0.9049 0.0 0.8784 0.9808 0.4992 0.0769 0.9125 0.9902 0.0 nan 0.9809 0.8850 0.8388 0.9761 0.8392 0.0 0.8307 0.9729 0.3249 0.0768 0.8274 0.9438 0.0
0.0365 294.55 3240 0.0892 0.6506 0.6887 0.9779 nan 0.9943 0.9506 0.8839 0.9878 0.9002 0.0 0.8785 0.9772 0.4731 0.0510 0.8823 0.9736 0.0 nan 0.9806 0.8820 0.8361 0.9761 0.8421 0.0 0.8275 0.9705 0.3144 0.0509 0.8260 0.9512 0.0
0.0315 296.36 3260 0.0882 0.6528 0.6949 0.9781 nan 0.9935 0.9462 0.9003 0.9884 0.9042 0.0 0.8880 0.9805 0.4850 0.0606 0.9047 0.9822 0.0 nan 0.9808 0.8822 0.8440 0.9760 0.8444 0.0 0.8331 0.9712 0.3161 0.0606 0.8248 0.9529 0.0
0.0379 298.18 3280 0.0894 0.6517 0.6921 0.9781 nan 0.9935 0.9504 0.8988 0.9868 0.9107 0.0 0.8828 0.9815 0.4648 0.0525 0.9134 0.9626 0.0 nan 0.9806 0.8837 0.8398 0.9761 0.8460 0.0 0.8284 0.9726 0.3106 0.0524 0.8347 0.9477 0.0
0.034 300.0 3300 0.0889 0.6531 0.6950 0.9779 nan 0.9939 0.9525 0.8816 0.9866 0.9054 0.0 0.8788 0.9787 0.5118 0.0680 0.9114 0.9664 0.0 nan 0.9802 0.8843 0.8316 0.9761 0.8440 0.0 0.8317 0.9709 0.3396 0.0679 0.8153 0.9490 0.0
0.0387 301.82 3320 0.0877 0.6542 0.6954 0.9781 nan 0.9937 0.9516 0.8935 0.9870 0.9100 0.0 0.8756 0.9778 0.5035 0.0720 0.8871 0.9884 0.0 nan 0.9810 0.8816 0.8420 0.9761 0.8463 0.0 0.8325 0.9710 0.3264 0.0719 0.8233 0.9521 0.0
0.0349 303.64 3340 0.0875 0.6509 0.6923 0.9781 nan 0.9933 0.9499 0.8976 0.9874 0.9067 0.0 0.8839 0.9811 0.4834 0.0564 0.8771 0.9830 0.0 nan 0.9805 0.8849 0.8363 0.9764 0.8444 0.0 0.8349 0.9724 0.3192 0.0558 0.8106 0.9461 0.0
0.0313 305.45 3360 0.0894 0.6503 0.6889 0.9779 nan 0.9938 0.9537 0.8934 0.9858 0.9085 0.0 0.8752 0.9786 0.4658 0.0540 0.8803 0.9669 0.0 nan 0.9806 0.8827 0.8379 0.9762 0.8451 0.0 0.8352 0.9710 0.3082 0.0533 0.8173 0.9470 0.0
0.0358 307.27 3380 0.0894 0.6465 0.6883 0.9778 nan 0.9923 0.9520 0.9138 0.9893 0.8962 0.0 0.8796 0.9780 0.4009 0.0639 0.9009 0.9806 0.0 nan 0.9808 0.8814 0.8397 0.9761 0.8424 0.0 0.8330 0.9708 0.2664 0.0637 0.8022 0.9475 0.0
0.0323 309.09 3400 0.0890 0.6486 0.6912 0.9781 nan 0.9936 0.9510 0.8914 0.9870 0.9048 0.0 0.8768 0.9829 0.4675 0.0636 0.8936 0.9735 0.0 nan 0.9804 0.8869 0.8342 0.9763 0.8419 0.0 0.8339 0.9741 0.3078 0.0623 0.7855 0.9485 0.0
0.0299 310.91 3420 0.0898 0.6479 0.6913 0.9779 nan 0.9930 0.9546 0.9055 0.9855 0.9118 0.0 0.8758 0.9793 0.4479 0.0659 0.9043 0.9628 0.0 nan 0.9806 0.8839 0.8373 0.9760 0.8412 0.0 0.8331 0.9720 0.2964 0.0655 0.7905 0.9466 0.0
0.0316 312.73 3440 0.0902 0.6532 0.6945 0.9777 nan 0.9939 0.9459 0.8925 0.9879 0.9053 0.0 0.8680 0.9766 0.5033 0.0824 0.8993 0.9729 0.0 nan 0.9802 0.8857 0.8357 0.9762 0.8419 0.0 0.8163 0.9677 0.3293 0.0823 0.8255 0.9513 0.0
0.0346 314.55 3460 0.0891 0.6538 0.6971 0.9781 nan 0.9926 0.9511 0.9086 0.9887 0.8953 0.0 0.8813 0.9794 0.4861 0.0727 0.9263 0.9805 0.0 nan 0.9805 0.8868 0.8357 0.9764 0.8416 0.0 0.8351 0.9717 0.3176 0.0726 0.8282 0.9531 0.0
0.0341 316.36 3480 0.0861 0.6524 0.6911 0.9781 nan 0.9941 0.9474 0.8925 0.9879 0.8937 0.0 0.8771 0.9825 0.4475 0.0827 0.9002 0.9791 0.0 nan 0.9804 0.8871 0.8373 0.9764 0.8403 0.0 0.8350 0.9732 0.2970 0.0781 0.8236 0.9529 0.0
0.0349 318.18 3500 0.0907 0.6487 0.6856 0.9778 nan 0.9939 0.9498 0.8943 0.9877 0.8943 0.0 0.8742 0.9781 0.4577 0.0311 0.8775 0.9736 0.0 nan 0.9803 0.8829 0.8362 0.9764 0.8421 0.0 0.8306 0.9712 0.3032 0.0302 0.8271 0.9529 0.0
0.0343 320.0 3520 0.0910 0.6485 0.6858 0.9778 nan 0.9938 0.9497 0.8968 0.9874 0.9044 0.0 0.8807 0.9778 0.4278 0.0422 0.8817 0.9733 0.0 nan 0.9802 0.8844 0.8364 0.9764 0.8443 0.0 0.8339 0.9714 0.2865 0.0421 0.8223 0.9530 0.0
0.0372 321.82 3540 0.0894 0.6507 0.6899 0.9781 nan 0.9935 0.9504 0.9042 0.9855 0.9141 0.0 0.8811 0.9809 0.4533 0.0524 0.8755 0.9779 0.0 nan 0.9805 0.8851 0.8382 0.9762 0.8449 0.0 0.8309 0.9731 0.2998 0.0519 0.8239 0.9540 0.0
0.0338 323.64 3560 0.0882 0.6524 0.6930 0.9780 nan 0.9934 0.9521 0.9021 0.9858 0.9186 0.0 0.8738 0.9792 0.4563 0.0612 0.9087 0.9770 0.0 nan 0.9808 0.8832 0.8395 0.9763 0.8462 0.0 0.8298 0.9717 0.3012 0.0603 0.8389 0.9531 0.0
0.0332 325.45 3580 0.0876 0.6522 0.6888 0.9784 nan 0.9939 0.9498 0.8982 0.9873 0.9035 0.0 0.8680 0.9826 0.4739 0.0619 0.8603 0.9754 0.0 nan 0.9805 0.8875 0.8382 0.9764 0.8477 0.0 0.8294 0.9747 0.3179 0.0614 0.8103 0.9541 0.0
0.031 327.27 3600 0.0880 0.6533 0.6911 0.9783 nan 0.9941 0.9461 0.8996 0.9874 0.9056 0.0 0.8708 0.9827 0.4609 0.0705 0.8919 0.9753 0.0 nan 0.9804 0.8876 0.8355 0.9765 0.8409 0.0 0.8321 0.9755 0.3079 0.0705 0.8331 0.9523 0.0
0.0314 329.09 3620 0.0911 0.6518 0.6915 0.9779 nan 0.9924 0.9532 0.9187 0.9871 0.9050 0.0 0.8749 0.9783 0.4372 0.0759 0.8888 0.9781 0.0 nan 0.9807 0.8819 0.8395 0.9765 0.8451 0.0 0.8347 0.9719 0.2873 0.0758 0.8273 0.9531 0.0
0.0315 330.91 3640 0.0890 0.6539 0.6924 0.9782 nan 0.9935 0.9475 0.9014 0.9877 0.8994 0.0 0.8782 0.9816 0.4982 0.0765 0.8597 0.9769 0.0 nan 0.9803 0.8874 0.8335 0.9764 0.8441 0.0 0.8334 0.9738 0.3267 0.0764 0.8142 0.9541 0.0
0.0333 332.73 3660 0.0897 0.6530 0.6913 0.9782 nan 0.9939 0.9478 0.8982 0.9875 0.9056 0.0 0.8833 0.9814 0.4382 0.0825 0.8878 0.9813 0.0 nan 0.9806 0.8848 0.8371 0.9766 0.8444 0.0 0.8387 0.9737 0.2914 0.0824 0.8248 0.9542 0.0
0.0341 334.55 3680 0.0886 0.6545 0.6923 0.9783 nan 0.9934 0.9476 0.9030 0.9889 0.8997 0.0 0.8764 0.9822 0.4599 0.0920 0.8837 0.9728 0.0 nan 0.9808 0.8856 0.8393 0.9765 0.8458 0.0 0.8357 0.9744 0.3017 0.0915 0.8247 0.9523 0.0
0.0301 336.36 3700 0.0899 0.6516 0.6892 0.9781 nan 0.9934 0.9521 0.9029 0.9862 0.9045 0.0 0.8795 0.9812 0.4375 0.0754 0.8707 0.9762 0.0 nan 0.9808 0.8836 0.8377 0.9765 0.8453 0.0 0.8357 0.9728 0.2916 0.0754 0.8184 0.9524 0.0
0.0295 338.18 3720 0.0874 0.6559 0.6972 0.9785 nan 0.9936 0.9509 0.8985 0.9880 0.8961 0.0 0.8824 0.9819 0.4822 0.0693 0.9396 0.9813 0.0 nan 0.9810 0.8869 0.8385 0.9764 0.8440 0.0 0.8374 0.9737 0.3193 0.0693 0.8475 0.9531 0.0
0.0306 340.0 3740 0.0870 0.6592 0.7002 0.9786 nan 0.9935 0.9516 0.8970 0.9866 0.9053 0.0 0.8728 0.9828 0.5435 0.0707 0.9238 0.9748 0.0 nan 0.9806 0.8901 0.8339 0.9766 0.8449 0.0 0.8341 0.9741 0.3597 0.0707 0.8507 0.9537 0.0
0.0283 341.82 3760 0.0878 0.6583 0.6993 0.9783 nan 0.9938 0.9480 0.8967 0.9869 0.9106 0.0 0.8838 0.9801 0.5249 0.0868 0.9036 0.9756 0.0 nan 0.9805 0.8869 0.8363 0.9765 0.8463 0.0 0.8350 0.9717 0.3444 0.0867 0.8407 0.9535 0.0
0.0376 343.64 3780 0.0906 0.6561 0.6963 0.9781 nan 0.9935 0.9483 0.9037 0.9879 0.9036 0.0 0.8749 0.9780 0.4881 0.0760 0.9123 0.9858 0.0 nan 0.9803 0.8866 0.8349 0.9766 0.8474 0.0 0.8351 0.9709 0.3256 0.0760 0.8412 0.9552 0.0
0.0316 345.45 3800 0.0876 0.6581 0.7000 0.9785 nan 0.9935 0.9492 0.9003 0.9876 0.9055 0.0 0.8766 0.9809 0.5509 0.0718 0.9013 0.9826 0.0 nan 0.9808 0.8886 0.8361 0.9765 0.8447 0.0 0.8351 0.9734 0.3618 0.0718 0.8336 0.9532 0.0
0.03 347.27 3820 0.0881 0.6560 0.6944 0.9784 nan 0.9941 0.9491 0.8922 0.9879 0.8951 0.0 0.8800 0.9802 0.5194 0.0688 0.8873 0.9729 0.0 nan 0.9807 0.8888 0.8349 0.9766 0.8437 0.0 0.8362 0.9721 0.3422 0.0687 0.8330 0.9512 0.0
0.0336 349.09 3840 0.0898 0.6534 0.6917 0.9782 nan 0.9937 0.9532 0.8942 0.9873 0.8994 0.0 0.8761 0.9799 0.4736 0.0707 0.8835 0.9808 0.0 nan 0.9809 0.8845 0.8358 0.9766 0.8441 0.0 0.8348 0.9726 0.3129 0.0706 0.8264 0.9552 0.0
0.0314 350.91 3860 0.0869 0.6565 0.6970 0.9786 nan 0.9935 0.9510 0.8995 0.9878 0.8977 0.0 0.8845 0.9827 0.5176 0.0739 0.8986 0.9735 0.0 nan 0.9808 0.8904 0.8348 0.9768 0.8437 0.0 0.8344 0.9746 0.3410 0.0739 0.8310 0.9527 0.0
0.0309 352.73 3880 0.0892 0.6533 0.6939 0.9781 nan 0.9921 0.9510 0.9161 0.9882 0.9016 0.0 0.8884 0.9823 0.4434 0.0799 0.8945 0.9834 0.0 nan 0.9804 0.8875 0.8316 0.9767 0.8442 0.0 0.8387 0.9742 0.2952 0.0798 0.8278 0.9571 0.0
0.0342 354.55 3900 0.0888 0.6530 0.6897 0.9782 nan 0.9938 0.9530 0.8968 0.9864 0.9063 0.0 0.8723 0.9802 0.4558 0.0685 0.8786 0.9742 0.0 nan 0.9805 0.8871 0.8362 0.9767 0.8457 0.0 0.8345 0.9728 0.3029 0.0685 0.8289 0.9546 0.0
0.0365 356.36 3920 0.0869 0.6567 0.6982 0.9785 nan 0.9932 0.9526 0.9029 0.9878 0.9015 0.0 0.8879 0.9803 0.5220 0.0699 0.8917 0.9872 0.0 nan 0.9808 0.8883 0.8396 0.9767 0.8428 0.0 0.8347 0.9724 0.3456 0.0698 0.8348 0.9522 0.0
0.0333 358.18 3940 0.0868 0.6535 0.6926 0.9783 nan 0.9934 0.9503 0.9020 0.9883 0.8989 0.0 0.8703 0.9806 0.4826 0.0743 0.8771 0.9863 0.0 nan 0.9807 0.8866 0.8383 0.9765 0.8419 0.0 0.8326 0.9736 0.3193 0.0742 0.8191 0.9521 0.0
0.036 360.0 3960 0.0882 0.6540 0.6929 0.9786 nan 0.9936 0.9513 0.8979 0.9877 0.9024 0.0 0.8887 0.9827 0.4783 0.0736 0.8688 0.9822 0.0 nan 0.9806 0.8897 0.8360 0.9768 0.8460 0.0 0.8367 0.9753 0.3176 0.0736 0.8162 0.9530 0.0
0.0312 361.82 3980 0.0862 0.6613 0.7035 0.9788 nan 0.9938 0.9513 0.8954 0.9879 0.9096 0.0 0.8779 0.9791 0.5993 0.0829 0.8876 0.9805 0.0 nan 0.9806 0.8918 0.8369 0.9768 0.8470 0.0 0.8330 0.9736 0.3931 0.0828 0.8256 0.9557 0.0
0.039 363.64 4000 0.0917 0.6504 0.6875 0.9780 nan 0.9937 0.9536 0.8970 0.9869 0.9043 0.0 0.8786 0.9781 0.4372 0.0616 0.8686 0.9777 0.0 nan 0.9806 0.8880 0.8365 0.9767 0.8463 0.0 0.8375 0.9711 0.2909 0.0616 0.8126 0.9527 0.0
0.0333 365.45 4020 0.0867 0.6568 0.6974 0.9787 nan 0.9936 0.9497 0.9033 0.9880 0.9013 0.0 0.8829 0.9815 0.5210 0.0750 0.8924 0.9778 0.0 nan 0.9808 0.8915 0.8355 0.9768 0.8459 0.0 0.8346 0.9743 0.3429 0.0750 0.8258 0.9560 0.0
0.0317 367.27 4040 0.0899 0.6532 0.6921 0.9781 nan 0.9937 0.9519 0.8979 0.9880 0.8961 0.0 0.8784 0.9775 0.4633 0.0753 0.8974 0.9780 0.0 nan 0.9805 0.8868 0.8346 0.9766 0.8437 0.0 0.8348 0.9710 0.3082 0.0752 0.8253 0.9553 0.0
0.0293 369.09 4060 0.0875 0.6556 0.6944 0.9785 nan 0.9935 0.9523 0.8980 0.9872 0.8980 0.0 0.8787 0.9830 0.5020 0.0679 0.8871 0.9799 0.0 nan 0.9807 0.8889 0.8363 0.9767 0.8463 0.0 0.8363 0.9750 0.3301 0.0678 0.8285 0.9559 0.0
0.0332 370.91 4080 0.0881 0.6568 0.6958 0.9787 nan 0.9939 0.9515 0.8929 0.9873 0.9054 0.0 0.8822 0.9830 0.5162 0.0663 0.8869 0.9793 0.0 nan 0.9808 0.8897 0.8364 0.9767 0.8467 0.0 0.8369 0.9751 0.3395 0.0663 0.8335 0.9562 0.0
0.0306 372.73 4100 0.0878 0.6567 0.6967 0.9786 nan 0.9937 0.9509 0.8963 0.9873 0.9101 0.0 0.8838 0.9827 0.4861 0.0826 0.8999 0.9835 0.0 nan 0.9809 0.8888 0.8376 0.9767 0.8476 0.0 0.8383 0.9743 0.3225 0.0825 0.8314 0.9567 0.0
0.0317 374.55 4120 0.0913 0.6552 0.6942 0.9781 nan 0.9937 0.9506 0.8978 0.9876 0.9046 0.0 0.8750 0.9771 0.5074 0.0674 0.8819 0.9820 0.0 nan 0.9806 0.8853 0.8359 0.9769 0.8474 0.0 0.8339 0.9697 0.3348 0.0674 0.8287 0.9567 0.0
0.0335 376.36 4140 0.0892 0.6531 0.6911 0.9784 nan 0.9931 0.9536 0.9012 0.9886 0.8983 0.0 0.8784 0.9816 0.4736 0.0670 0.875 0.9738 0.0 nan 0.9812 0.8850 0.8372 0.9771 0.8461 0.0 0.8359 0.9741 0.3110 0.0670 0.8223 0.9534 0.0
0.0338 378.18 4160 0.0899 0.6529 0.6907 0.9784 nan 0.9934 0.9485 0.9079 0.9888 0.8969 0.0 0.8861 0.9820 0.4447 0.0649 0.8862 0.9798 0.0 nan 0.9810 0.8858 0.8371 0.9770 0.8447 0.0 0.8382 0.9741 0.2970 0.0648 0.8329 0.9549 0.0
0.0323 380.0 4180 0.0900 0.6547 0.6924 0.9783 nan 0.9942 0.9491 0.8930 0.9880 0.9082 0.0 0.8716 0.9787 0.4915 0.0729 0.8794 0.9747 0.0 nan 0.9807 0.8866 0.8367 0.9769 0.8465 0.0 0.8359 0.9719 0.3229 0.0728 0.8265 0.9543 0.0
0.0327 381.82 4200 0.0899 0.6566 0.6959 0.9786 nan 0.9934 0.9514 0.8969 0.9882 0.8983 0.0 0.8866 0.9831 0.5002 0.0736 0.8919 0.9833 0.0 nan 0.9807 0.8893 0.8349 0.9770 0.8461 0.0 0.8380 0.9744 0.3308 0.0736 0.8340 0.9566 0.0
0.0285 383.64 4220 0.0892 0.6563 0.6957 0.9785 nan 0.9935 0.9501 0.9040 0.9881 0.8995 0.0 0.8862 0.9811 0.4852 0.0773 0.8977 0.9808 0.0 nan 0.9809 0.8873 0.8391 0.9772 0.8460 0.0 0.8392 0.9732 0.3195 0.0773 0.8375 0.9549 0.0
0.0314 385.45 4240 0.0886 0.6580 0.6989 0.9786 nan 0.9933 0.9515 0.9045 0.9869 0.9091 0.0 0.8815 0.9816 0.5215 0.0820 0.8899 0.9844 0.0 nan 0.9809 0.8891 0.8376 0.9770 0.8460 0.0 0.8372 0.9734 0.3410 0.0820 0.8349 0.9553 0.0
0.0292 387.27 4260 0.0879 0.6573 0.6973 0.9785 nan 0.9933 0.9524 0.9039 0.9871 0.9027 0.0 0.8883 0.9805 0.5176 0.0783 0.8817 0.9790 0.0 nan 0.9808 0.8876 0.8356 0.9771 0.8463 0.0 0.8337 0.9730 0.3426 0.0783 0.8335 0.9565 0.0
0.0263 389.09 4280 0.0900 0.6558 0.6943 0.9784 nan 0.9930 0.9508 0.9095 0.9886 0.9007 0.0 0.8757 0.9790 0.5073 0.0704 0.8782 0.9732 0.0 nan 0.9807 0.8873 0.8358 0.9771 0.8462 0.0 0.8364 0.9721 0.3355 0.0704 0.8301 0.9540 0.0
0.0335 390.91 4300 0.0896 0.6550 0.6922 0.9782 nan 0.9934 0.9506 0.9049 0.9882 0.9042 0.0 0.8791 0.9779 0.4725 0.0670 0.8873 0.9742 0.0 nan 0.9807 0.8853 0.8355 0.9771 0.8457 0.0 0.8370 0.9712 0.3148 0.0670 0.8454 0.9547 0.0
0.0314 392.73 4320 0.0894 0.6561 0.6949 0.9784 nan 0.9934 0.9523 0.9054 0.9874 0.9041 0.0 0.8804 0.9789 0.4871 0.0738 0.8963 0.9752 0.0 nan 0.9809 0.8877 0.8381 0.9772 0.8456 0.0 0.8378 0.9716 0.3196 0.0737 0.8418 0.9550 0.0
0.0293 394.55 4340 0.0911 0.6543 0.6930 0.9779 nan 0.9928 0.9519 0.9088 0.9885 0.8981 0.0 0.8891 0.9770 0.4580 0.0701 0.8956 0.9785 0.0 nan 0.9808 0.8876 0.8346 0.9772 0.8457 0.0 0.8398 0.9696 0.3017 0.0700 0.8432 0.9556 0.0
0.0314 396.36 4360 0.0906 0.6577 0.6981 0.9784 nan 0.9933 0.9486 0.9033 0.9886 0.8972 0.0 0.8909 0.9810 0.5145 0.0712 0.9100 0.9762 0.0 nan 0.9806 0.8900 0.8343 0.9770 0.8468 0.0 0.8404 0.9727 0.3350 0.0711 0.8471 0.9555 0.0
0.0276 398.18 4380 0.0885 0.6560 0.6956 0.9784 nan 0.9934 0.9532 0.9007 0.9879 0.9029 0.0 0.8802 0.9795 0.4981 0.0738 0.9038 0.9688 0.0 nan 0.9807 0.8886 0.8346 0.9771 0.8465 0.0 0.8377 0.9732 0.3308 0.0738 0.8337 0.9507 0.0
0.0433 400.0 4400 0.0883 0.6569 0.6967 0.9787 nan 0.9937 0.9519 0.8931 0.9879 0.8994 0.0 0.8881 0.9838 0.5089 0.0679 0.9059 0.9762 0.0 nan 0.9810 0.8898 0.8358 0.9771 0.8463 0.0 0.8402 0.9746 0.3333 0.0679 0.8400 0.9544 0.0
0.026 401.82 4420 0.0883 0.6586 0.6991 0.9786 nan 0.9934 0.9498 0.8983 0.9893 0.8958 0.0 0.8897 0.9807 0.5383 0.0728 0.9022 0.9779 0.0 nan 0.9809 0.8894 0.8358 0.9769 0.8438 0.0 0.8400 0.9732 0.3489 0.0728 0.8446 0.9553 0.0
0.0253 403.64 4440 0.0891 0.6568 0.6952 0.9787 nan 0.9934 0.9536 0.8991 0.9880 0.9018 0.0 0.8729 0.9824 0.5137 0.0669 0.8936 0.9717 0.0 nan 0.9811 0.8880 0.8380 0.9772 0.8499 0.0 0.8359 0.9742 0.3392 0.0669 0.8348 0.9534 0.0
0.0316 405.45 4460 0.0884 0.6583 0.6978 0.9786 nan 0.9935 0.9504 0.8962 0.9885 0.9038 0.0 0.8849 0.9820 0.5136 0.0744 0.9034 0.9813 0.0 nan 0.9809 0.8885 0.8367 0.9771 0.8492 0.0 0.8377 0.9741 0.3381 0.0744 0.8445 0.9567 0.0
0.0289 407.27 4480 0.0873 0.6626 0.7040 0.9789 nan 0.9936 0.9521 0.8951 0.9882 0.9000 0.0 0.8821 0.9815 0.5965 0.0688 0.9146 0.9791 0.0 nan 0.9807 0.8934 0.8348 0.9773 0.8493 0.0 0.8326 0.9736 0.3945 0.0687 0.8525 0.9568 0.0
0.0279 409.09 4500 0.0897 0.6571 0.6958 0.9784 nan 0.9937 0.9514 0.9000 0.9882 0.9030 0.0 0.8854 0.9780 0.4876 0.0783 0.8988 0.9809 0.0 nan 0.9808 0.8870 0.8384 0.9772 0.8485 0.0 0.8357 0.9713 0.3224 0.0783 0.8466 0.9565 0.0
0.0334 410.91 4520 0.0883 0.6567 0.6956 0.9785 nan 0.9938 0.9516 0.8941 0.9877 0.9049 0.0 0.8795 0.9807 0.4953 0.0769 0.8940 0.9850 0.0 nan 0.9808 0.8889 0.8353 0.9773 0.8494 0.0 0.8382 0.9730 0.3265 0.0769 0.8401 0.9509 0.0
0.0332 412.73 4540 0.0897 0.6563 0.6943 0.9783 nan 0.9940 0.9489 0.8932 0.9887 0.9030 0.0 0.8786 0.9776 0.5089 0.0657 0.8888 0.9784 0.0 nan 0.9806 0.8895 0.8348 0.9772 0.8490 0.0 0.8359 0.9704 0.3372 0.0657 0.8377 0.9541 0.0
0.0295 414.55 4560 0.0883 0.6579 0.6977 0.9787 nan 0.9938 0.9488 0.8977 0.9877 0.9076 0.0 0.8925 0.9830 0.5121 0.0737 0.9036 0.9695 0.0 nan 0.9808 0.8899 0.8360 0.9773 0.8507 0.0 0.8381 0.9740 0.3350 0.0737 0.8462 0.9510 0.0
0.0323 416.36 4580 0.0896 0.6547 0.6906 0.9785 nan 0.9938 0.9527 0.8956 0.9880 0.9009 0.0 0.8724 0.9819 0.4765 0.0660 0.8832 0.9675 0.0 nan 0.9809 0.8872 0.8367 0.9773 0.8502 0.0 0.8352 0.9743 0.3156 0.0660 0.8368 0.9506 0.0
0.0294 418.18 4600 0.0907 0.6562 0.6945 0.9784 nan 0.9931 0.9537 0.9024 0.9884 0.8972 0.0 0.8885 0.9795 0.4780 0.0734 0.8981 0.9765 0.0 nan 0.9808 0.8870 0.8362 0.9772 0.8491 0.0 0.8390 0.9726 0.3134 0.0734 0.8472 0.9546 0.0
0.0308 420.0 4620 0.0938 0.6517 0.6881 0.9776 nan 0.9936 0.9538 0.8984 0.9879 0.9010 0.0 0.8842 0.9723 0.4149 0.0759 0.8869 0.9761 0.0 nan 0.9809 0.8799 0.8374 0.9772 0.8485 0.0 0.8390 0.9661 0.2758 0.0759 0.8388 0.9531 0.0
0.0263 421.82 4640 0.0901 0.6557 0.6935 0.9783 nan 0.9938 0.9481 0.8999 0.9887 0.8988 0.0 0.8851 0.9793 0.4946 0.0745 0.8793 0.9738 0.0 nan 0.9807 0.8876 0.8363 0.9771 0.8469 0.0 0.8378 0.9713 0.3242 0.0745 0.8347 0.9528 0.0
0.0317 423.64 4660 0.0907 0.6552 0.6932 0.9784 nan 0.9937 0.9518 0.8998 0.9879 0.9042 0.0 0.8838 0.9788 0.4782 0.0701 0.8853 0.9776 0.0 nan 0.9807 0.8878 0.8377 0.9772 0.8500 0.0 0.8388 0.9716 0.3154 0.0701 0.8339 0.9541 0.0
0.0289 425.45 4680 0.0905 0.6554 0.6933 0.9785 nan 0.9935 0.9507 0.9022 0.9882 0.9056 0.0 0.8812 0.9816 0.4694 0.0709 0.8920 0.9774 0.0 nan 0.9808 0.8880 0.8374 0.9773 0.8506 0.0 0.8378 0.9740 0.3089 0.0709 0.8399 0.9542 0.0
0.0301 427.27 4700 0.0906 0.6565 0.6944 0.9787 nan 0.9939 0.9513 0.8972 0.9879 0.9032 0.0 0.8832 0.9821 0.4820 0.0691 0.8972 0.9804 0.0 nan 0.9809 0.8883 0.8383 0.9773 0.8508 0.0 0.8386 0.9741 0.3170 0.0691 0.8447 0.9557 0.0
0.03 429.09 4720 0.0891 0.6572 0.6956 0.9786 nan 0.9936 0.9468 0.9020 0.9897 0.9002 0.0 0.8815 0.9820 0.4854 0.0778 0.8999 0.9842 0.0 nan 0.9810 0.8883 0.8382 0.9770 0.8490 0.0 0.8388 0.9739 0.3198 0.0778 0.8449 0.9552 0.0
0.0247 430.91 4740 0.0883 0.6576 0.6967 0.9786 nan 0.9938 0.9486 0.9006 0.9883 0.9055 0.0 0.8734 0.9803 0.5065 0.0790 0.9007 0.9801 0.0 nan 0.9808 0.8887 0.8367 0.9773 0.8494 0.0 0.8329 0.9734 0.3325 0.0790 0.8434 0.9549 0.0
0.0281 432.73 4760 0.0887 0.6556 0.6937 0.9785 nan 0.9937 0.9500 0.9008 0.9878 0.9069 0.0 0.8808 0.9817 0.4871 0.0760 0.8839 0.9689 0.0 nan 0.9808 0.8887 0.8368 0.9772 0.8488 0.0 0.8339 0.9741 0.3214 0.0760 0.8345 0.9507 0.0
0.0321 434.55 4780 0.0883 0.6568 0.6955 0.9786 nan 0.9936 0.9500 0.8971 0.9889 0.9018 0.0 0.8830 0.9820 0.4973 0.0833 0.8857 0.9788 0.0 nan 0.9810 0.8882 0.8374 0.9773 0.8494 0.0 0.8353 0.9742 0.3253 0.0833 0.8320 0.9548 0.0
0.034 436.36 4800 0.0914 0.6505 0.6863 0.9783 nan 0.9940 0.9510 0.8954 0.9877 0.9105 0.0 0.8828 0.9813 0.3914 0.0720 0.8777 0.9788 0.0 nan 0.9809 0.8842 0.8375 0.9772 0.8524 0.0 0.8356 0.9741 0.2622 0.0720 0.8259 0.9546 0.0
0.0327 438.18 4820 0.0898 0.6535 0.6914 0.9784 nan 0.9935 0.9500 0.8986 0.9884 0.9061 0.0 0.8879 0.9820 0.4382 0.0775 0.8825 0.9839 0.0 nan 0.9808 0.8863 0.8372 0.9773 0.8508 0.0 0.8362 0.9740 0.2890 0.0774 0.8304 0.9559 0.0
0.0291 440.0 4840 0.0909 0.6526 0.6899 0.9783 nan 0.9935 0.9529 0.8975 0.9880 0.9070 0.0 0.8857 0.9804 0.4281 0.0777 0.875 0.9829 0.0 nan 0.9809 0.8852 0.8374 0.9773 0.8519 0.0 0.8362 0.9735 0.2839 0.0777 0.8233 0.9563 0.0
0.03 441.82 4860 0.0887 0.6592 0.7009 0.9787 nan 0.9931 0.9523 0.9036 0.9872 0.9102 0.0 0.8857 0.9810 0.5448 0.0776 0.8926 0.9833 0.0 nan 0.9810 0.8889 0.8376 0.9772 0.8518 0.0 0.8352 0.9728 0.3540 0.0776 0.8370 0.9564 0.0
0.035 443.64 4880 0.0897 0.6553 0.6940 0.9784 nan 0.9934 0.9509 0.9012 0.9883 0.9057 0.0 0.8870 0.9801 0.4675 0.0794 0.8832 0.9853 0.0 nan 0.9811 0.8854 0.8386 0.9772 0.8514 0.0 0.8379 0.9724 0.3075 0.0794 0.8330 0.9551 0.0
0.0277 445.45 4900 0.0897 0.6548 0.6933 0.9784 nan 0.9935 0.9494 0.9042 0.9880 0.9065 0.0 0.8859 0.9804 0.4598 0.0798 0.8777 0.9871 0.0 nan 0.9809 0.8866 0.8381 0.9772 0.8503 0.0 0.8393 0.9724 0.3038 0.0798 0.8299 0.9545 0.0
0.0266 447.27 4920 0.0904 0.6548 0.6928 0.9786 nan 0.9937 0.9500 0.8990 0.9888 0.8999 0.0 0.8858 0.9809 0.4745 0.0686 0.8777 0.9874 0.0 nan 0.9811 0.8875 0.8384 0.9773 0.8491 0.0 0.8383 0.9735 0.3128 0.0686 0.8303 0.9559 0.0
0.0302 449.09 4940 0.0897 0.6555 0.6948 0.9785 nan 0.9933 0.9517 0.9024 0.9884 0.9039 0.0 0.8883 0.9801 0.4777 0.0767 0.8849 0.9850 0.0 nan 0.9810 0.8870 0.8369 0.9773 0.8492 0.0 0.8379 0.9732 0.3130 0.0767 0.8339 0.9560 0.0
0.0291 450.91 4960 0.0899 0.6559 0.6942 0.9786 nan 0.9937 0.9520 0.8954 0.9876 0.9050 0.0 0.8856 0.9824 0.4838 0.0790 0.8759 0.9839 0.0 nan 0.9810 0.8881 0.8366 0.9773 0.8499 0.0 0.8390 0.9744 0.3168 0.0790 0.8278 0.9562 0.0
0.0311 452.73 4980 0.0897 0.6567 0.6952 0.9786 nan 0.9936 0.9498 0.9016 0.9881 0.9043 0.0 0.8843 0.9821 0.4884 0.0792 0.8832 0.9824 0.0 nan 0.9809 0.8890 0.8366 0.9774 0.8498 0.0 0.8408 0.9745 0.3201 0.0792 0.8319 0.9570 0.0
0.032 454.55 5000 0.0898 0.6560 0.6950 0.9785 nan 0.9933 0.9510 0.9048 0.9883 0.9044 0.0 0.8827 0.9811 0.4748 0.0791 0.8908 0.9847 0.0 nan 0.9810 0.8868 0.8371 0.9774 0.8490 0.0 0.8395 0.9741 0.3113 0.0791 0.8357 0.9564 0.0
0.0301 456.36 5020 0.0897 0.6568 0.6964 0.9786 nan 0.9933 0.9510 0.9016 0.9885 0.9036 0.0 0.8851 0.9815 0.5002 0.0745 0.8906 0.9835 0.0 nan 0.9809 0.8880 0.8364 0.9774 0.8498 0.0 0.8397 0.9739 0.3268 0.0745 0.8345 0.9563 0.0
0.0302 458.18 5040 0.0909 0.6558 0.6944 0.9785 nan 0.9936 0.9531 0.8982 0.9878 0.9012 0.0 0.8810 0.9801 0.4919 0.0759 0.8871 0.9771 0.0 nan 0.9809 0.8872 0.8362 0.9774 0.8497 0.0 0.8370 0.9729 0.3229 0.0759 0.8295 0.9555 0.0
0.0268 460.0 5060 0.0902 0.6552 0.6937 0.9785 nan 0.9937 0.9522 0.8971 0.9874 0.9076 0.0 0.8854 0.9810 0.4867 0.0720 0.8828 0.9728 0.0 nan 0.9809 0.8879 0.8362 0.9774 0.8506 0.0 0.8383 0.9734 0.3195 0.0720 0.8281 0.9538 0.0
0.0261 461.82 5080 0.0907 0.6558 0.6941 0.9785 nan 0.9938 0.9507 0.8961 0.9880 0.9024 0.0 0.8868 0.9812 0.4819 0.0775 0.8873 0.9777 0.0 nan 0.9808 0.8879 0.8360 0.9773 0.8503 0.0 0.8393 0.9737 0.3158 0.0775 0.8309 0.9558 0.0
0.0347 463.64 5100 0.0905 0.6559 0.6941 0.9785 nan 0.9936 0.9510 0.9008 0.9879 0.9042 0.0 0.8840 0.9812 0.4818 0.0767 0.8848 0.9770 0.0 nan 0.9809 0.8878 0.8367 0.9774 0.8497 0.0 0.8397 0.9735 0.3165 0.0767 0.8320 0.9557 0.0
0.0281 465.45 5120 0.0903 0.6553 0.6931 0.9785 nan 0.9936 0.9515 0.8990 0.9882 0.9007 0.0 0.8862 0.9810 0.4698 0.0761 0.8832 0.9812 0.0 nan 0.9809 0.8879 0.8367 0.9774 0.8489 0.0 0.8395 0.9734 0.3102 0.0761 0.8309 0.9569 0.0
0.0281 467.27 5140 0.0912 0.6530 0.6905 0.9784 nan 0.9938 0.9524 0.8953 0.9874 0.9043 0.0 0.8888 0.9821 0.4326 0.0740 0.8855 0.9808 0.0 nan 0.9810 0.8860 0.8371 0.9773 0.8491 0.0 0.8402 0.9737 0.2860 0.0739 0.8284 0.9562 0.0
0.0266 469.09 5160 0.0904 0.6536 0.6918 0.9784 nan 0.9934 0.9504 0.9047 0.9886 0.9023 0.0 0.8893 0.9813 0.4366 0.0790 0.8853 0.9821 0.0 nan 0.9810 0.8862 0.8385 0.9774 0.8486 0.0 0.8401 0.9736 0.2880 0.0790 0.8285 0.9556 0.0
0.0291 470.91 5180 0.0901 0.6544 0.6928 0.9785 nan 0.9937 0.9506 0.8956 0.9885 0.9016 0.0 0.8885 0.9822 0.4679 0.0729 0.8839 0.9817 0.0 nan 0.9808 0.8884 0.8352 0.9774 0.8488 0.0 0.8374 0.9743 0.3087 0.0729 0.8272 0.9557 0.0
0.0286 472.73 5200 0.0908 0.6546 0.6933 0.9785 nan 0.9937 0.9516 0.8975 0.9880 0.9028 0.0 0.8882 0.9813 0.4694 0.0747 0.8841 0.9821 0.0 nan 0.9808 0.8879 0.8358 0.9774 0.8495 0.0 0.8368 0.9739 0.3096 0.0747 0.8276 0.9559 0.0
0.027 474.55 5220 0.0911 0.6541 0.6919 0.9784 nan 0.9937 0.9518 0.8979 0.9881 0.9016 0.0 0.8845 0.9794 0.4600 0.0758 0.8791 0.9832 0.0 nan 0.9808 0.8872 0.8363 0.9774 0.8485 0.0 0.8377 0.9723 0.3046 0.0758 0.8267 0.9561 0.0
0.0266 476.36 5240 0.0914 0.6539 0.6919 0.9782 nan 0.9935 0.9516 0.8994 0.9886 0.9007 0.0 0.8842 0.9782 0.4591 0.0769 0.8798 0.9830 0.0 nan 0.9809 0.8872 0.8362 0.9773 0.8478 0.0 0.8380 0.9711 0.3038 0.0769 0.8260 0.9558 0.0
0.0304 478.18 5260 0.0911 0.6547 0.6934 0.9783 nan 0.9935 0.9504 0.9022 0.9887 0.9016 0.0 0.8819 0.9791 0.4703 0.0748 0.8878 0.9836 0.0 nan 0.9809 0.8878 0.8367 0.9773 0.8483 0.0 0.8381 0.9719 0.3096 0.0748 0.8297 0.9559 0.0
0.025 480.0 5280 0.0909 0.6549 0.6934 0.9784 nan 0.9936 0.9502 0.8995 0.9887 0.9008 0.0 0.8883 0.9801 0.4674 0.0775 0.8901 0.9786 0.0 nan 0.9809 0.8878 0.8359 0.9773 0.8486 0.0 0.8363 0.9725 0.3080 0.0775 0.8334 0.9556 0.0
0.0353 481.82 5300 0.0905 0.6550 0.6933 0.9785 nan 0.9936 0.9504 0.9002 0.9882 0.9028 0.0 0.8831 0.9811 0.4723 0.0766 0.8857 0.9787 0.0 nan 0.9808 0.8884 0.8358 0.9773 0.8495 0.0 0.8363 0.9732 0.3109 0.0765 0.8305 0.9560 0.0
0.0249 483.64 5320 0.0911 0.6549 0.6932 0.9785 nan 0.9938 0.9509 0.8972 0.9879 0.9033 0.0 0.8855 0.9805 0.4706 0.0773 0.8855 0.9790 0.0 nan 0.9808 0.8881 0.8359 0.9774 0.8493 0.0 0.8362 0.9730 0.3098 0.0773 0.8308 0.9556 0.0
0.0281 485.45 5340 0.0908 0.6557 0.6943 0.9785 nan 0.9935 0.9506 0.9025 0.9881 0.9042 0.0 0.8838 0.9810 0.4763 0.0768 0.8897 0.9796 0.0 nan 0.9809 0.8886 0.8361 0.9774 0.8497 0.0 0.8384 0.9735 0.3130 0.0767 0.8341 0.9559 0.0
0.0299 487.27 5360 0.0904 0.6553 0.6936 0.9785 nan 0.9937 0.9511 0.8977 0.9882 0.9044 0.0 0.8839 0.9808 0.4698 0.0783 0.8865 0.9817 0.0 nan 0.9809 0.8881 0.8364 0.9774 0.8495 0.0 0.8387 0.9735 0.3096 0.0783 0.8304 0.9560 0.0
0.0259 489.09 5380 0.0909 0.6556 0.6937 0.9786 nan 0.9936 0.9517 0.8974 0.9880 0.9028 0.0 0.8853 0.9819 0.4740 0.0788 0.8830 0.9821 0.0 nan 0.9809 0.8883 0.8365 0.9774 0.8502 0.0 0.8386 0.9740 0.3115 0.0788 0.8302 0.9562 0.0
0.0295 490.91 5400 0.0907 0.6559 0.6947 0.9786 nan 0.9936 0.9511 0.8984 0.9876 0.9044 0.0 0.8862 0.9827 0.4753 0.0797 0.8885 0.9832 0.0 nan 0.9809 0.8886 0.8364 0.9774 0.8509 0.0 0.8381 0.9741 0.3122 0.0797 0.8321 0.9563 0.0
0.0279 492.73 5420 0.0906 0.6556 0.6938 0.9786 nan 0.9937 0.9499 0.8987 0.9881 0.9055 0.0 0.8843 0.9825 0.4716 0.0797 0.8842 0.9816 0.0 nan 0.9809 0.8886 0.8362 0.9773 0.8508 0.0 0.8381 0.9741 0.3102 0.0797 0.8314 0.9560 0.0
0.0302 494.55 5440 0.0907 0.6553 0.6936 0.9786 nan 0.9937 0.9494 0.8983 0.9886 0.9011 0.0 0.8876 0.9827 0.4655 0.0779 0.8912 0.9807 0.0 nan 0.9809 0.8885 0.8360 0.9773 0.8502 0.0 0.8378 0.9742 0.3067 0.0778 0.8337 0.9560 0.0
0.0295 496.36 5460 0.0911 0.6555 0.6941 0.9785 nan 0.9936 0.9507 0.8991 0.9883 0.9043 0.0 0.8856 0.9810 0.4712 0.0776 0.8913 0.9802 0.0 nan 0.9809 0.8882 0.8363 0.9773 0.8500 0.0 0.8383 0.9737 0.3099 0.0776 0.8335 0.9565 0.0
0.0281 498.18 5480 0.0905 0.6552 0.6930 0.9785 nan 0.9937 0.9511 0.8973 0.9879 0.9058 0.0 0.8833 0.9819 0.4603 0.0788 0.8887 0.9799 0.0 nan 0.9808 0.8883 0.8360 0.9773 0.8506 0.0 0.8378 0.9741 0.3048 0.0788 0.8325 0.9564 0.0
0.0327 500.0 5500 0.0905 0.6547 0.6922 0.9785 nan 0.9937 0.9505 0.8967 0.9886 0.9017 0.0 0.8836 0.9814 0.4644 0.0731 0.8837 0.9814 0.0 nan 0.9808 0.8881 0.8358 0.9774 0.8498 0.0 0.8385 0.9740 0.3068 0.0731 0.8306 0.9563 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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