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sam1120
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safety-utcustom-terrain-b0

Image Segmentation
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PyTorch
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segformer
vision
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safety-utcustom-terrain-b0

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: 0.1068
  • Mean Iou: 0.6684
  • Mean Accuracy: 0.7082
  • Overall Accuracy: 0.9747
  • Accuracy Unlabeled: nan
  • Accuracy Nat: 0.9932
  • Accuracy Concrete: 0.9513
  • Accuracy Grass: 0.9029
  • Accuracy Speedway bricks: 0.9891
  • Accuracy Steel: 0.9082
  • Accuracy Rough concrete: 0.0
  • Accuracy Dark bricks: 0.8767
  • Accuracy Road: 0.9315
  • Accuracy Rough red sidewalk: 0.5011
  • Accuracy Tiles: 0.2352
  • Accuracy Red bricks: 0.9299
  • Accuracy Concrete tiles: 0.9872
  • Accuracy Rest: 0.0
  • Iou Unlabeled: nan
  • Iou Nat: 0.9807
  • Iou Concrete: 0.8923
  • Iou Grass: 0.8376
  • Iou Speedway bricks: 0.9775
  • Iou Steel: 0.8554
  • Iou Rough concrete: 0.0
  • Iou Dark bricks: 0.8309
  • Iou Road: 0.9241
  • Iou Rough red sidewalk: 0.3386
  • Iou Tiles: 0.2342
  • Iou Red bricks: 0.8665
  • Iou Concrete tiles: 0.9518
  • 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
2.6108 1.82 20 2.6051 0.0159 0.1044 0.0773 nan 0.0951 0.0130 0.1687 0.0635 0.0140 0.0 0.6411 0.0058 0.1063 0.0 0.0 0.0 0.25 0.0 0.0936 0.0118 0.0202 0.0622 0.0065 0.0 0.0059 0.0058 0.0170 0.0 0.0 0.0 0.0000
2.3421 3.64 40 2.2776 0.1190 0.1997 0.5675 nan 0.6849 0.0547 0.1880 0.7466 0.0293 0.0 0.5917 0.1477 0.0279 0.0 0.0 0.0 0.125 0.0 0.6762 0.0473 0.0756 0.6971 0.0129 0.0 0.0096 0.1411 0.0059 0.0 0.0 0.0 0.0000
1.9173 5.45 60 1.6415 0.2069 0.2866 0.8386 nan 0.9258 0.5798 0.4195 0.9327 0.0002 0.0 0.1839 0.6829 0.0005 0.0 0.0 0.0 0.0 0.0 0.9159 0.3659 0.1946 0.7993 0.0002 0.0 0.0247 0.5963 0.0003 0.0 0.0 0.0 0.0
1.5459 7.27 80 1.2372 0.2280 0.2969 0.8869 nan 0.9541 0.7506 0.3301 0.9632 0.0 0.0 0.0003 0.8612 0.0 0.0 0.0 0.0 0.0 0.0 0.9414 0.4972 0.2048 0.8328 0.0 0.0 0.0002 0.7155 0.0 0.0 0.0 0.0 0.0
1.3972 9.09 100 1.1420 0.2549 0.3078 0.8928 nan 0.9442 0.7732 0.3751 0.9784 0.0 0.0 0.0 0.9303 0.0 0.0 0.0 0.0 0.0 nan 0.9364 0.5272 0.2267 0.8404 0.0 0.0 0.0 0.7832 0.0 0.0 0.0 0.0 0.0
1.1514 10.91 120 0.9919 0.2752 0.3282 0.9085 nan 0.9494 0.8587 0.5347 0.9744 0.0 0.0 0.0 0.9496 0.0 0.0 0.0 0.0 0.0 nan 0.9413 0.6159 0.3252 0.8578 0.0 0.0 0.0 0.8378 0.0 0.0 0.0 0.0 0.0
1.0387 12.73 140 0.8870 0.2886 0.3438 0.9166 nan 0.9525 0.8759 0.7264 0.9727 0.0 0.0 0.0 0.9417 0.0 0.0 0.0 0.0 0.0 nan 0.9437 0.6566 0.4501 0.8664 0.0 0.0 0.0 0.8346 0.0 0.0 0.0 0.0 0.0
0.9516 14.55 160 0.7789 0.2891 0.3436 0.9149 nan 0.9519 0.8994 0.7480 0.9754 0.0 0.0 0.0 0.8920 0.0 0.0 0.0 0.0 0.0 nan 0.9435 0.6126 0.4907 0.8661 0.0 0.0 0.0 0.8459 0.0 0.0 0.0 0.0 0.0
0.7909 16.36 180 0.6643 0.3019 0.3510 0.9260 nan 0.9619 0.8908 0.7824 0.9699 0.0 0.0 0.0 0.9575 0.0 0.0 0.0 0.0 0.0 nan 0.9487 0.6817 0.5505 0.8693 0.0 0.0 0.0 0.8747 0.0 0.0 0.0 0.0 0.0
0.7189 18.18 200 0.5797 0.3030 0.3495 0.9264 nan 0.9611 0.8973 0.7524 0.9796 0.0 0.0 0.0 0.9528 0.0 0.0 0.0 0.0 0.0 nan 0.9488 0.6701 0.5678 0.8697 0.0 0.0 0.0 0.8822 0.0 0.0 0.0 0.0 0.0
0.5829 20.0 220 0.4973 0.3041 0.3521 0.9272 nan 0.9617 0.9070 0.7870 0.9751 0.0 0.0 0.0 0.9461 0.0 0.0 0.0 0.0 0.0 nan 0.9499 0.6820 0.5802 0.8727 0.0 0.0 0.0 0.8684 0.0 0.0 0.0 0.0 0.0
0.5048 21.82 240 0.4336 0.3096 0.3555 0.9298 nan 0.9649 0.9156 0.7919 0.9689 0.0267 0.0 0.0 0.9534 0.0 0.0 0.0 0.0 0.0 nan 0.9519 0.6809 0.6172 0.8810 0.0267 0.0 0.0 0.8675 0.0 0.0 0.0 0.0 0.0
0.4344 23.64 260 0.3822 0.3176 0.3626 0.9310 nan 0.9642 0.9097 0.8164 0.9851 0.1145 0.0 0.0 0.9234 0.0 0.0 0.0 0.0 0.0 nan 0.9528 0.6748 0.6166 0.8783 0.1144 0.0 0.0 0.8913 0.0 0.0 0.0 0.0 0.0
0.3584 25.45 280 0.3193 0.3436 0.3813 0.9417 nan 0.9740 0.9091 0.7792 0.9795 0.3456 0.0 0.0 0.9691 0.0 0.0 0.0 0.0 0.0 nan 0.9581 0.7269 0.6364 0.9026 0.3397 0.0 0.0 0.9028 0.0 0.0 0.0 0.0 0.0
0.3006 27.27 300 0.2956 0.3565 0.4000 0.9420 nan 0.9688 0.9278 0.8511 0.9803 0.4487 0.0 0.0 0.9461 0.0 0.0 0.0 0.0770 0.0 nan 0.9583 0.7207 0.6336 0.9046 0.4241 0.0 0.0 0.9164 0.0 0.0 0.0 0.0770 0.0
0.2623 29.09 320 0.2804 0.4001 0.4338 0.9516 nan 0.9864 0.8830 0.8140 0.9768 0.5599 0.0 0.0 0.9644 0.0 0.0 0.0 0.4547 0.0 nan 0.9602 0.7984 0.6255 0.9274 0.5066 0.0 0.0 0.9280 0.0 0.0 0.0 0.4547 0.0
0.2954 30.91 340 0.2242 0.4176 0.4540 0.9533 nan 0.9780 0.9337 0.8581 0.9774 0.5902 0.0 0.0 0.9684 0.0003 0.0 0.0 0.5960 0.0 nan 0.9631 0.7737 0.6824 0.9314 0.5540 0.0 0.0 0.9282 0.0003 0.0 0.0 0.5960 0.0
0.23 32.73 360 0.2201 0.4474 0.4750 0.9579 nan 0.9899 0.9128 0.7867 0.9772 0.7017 0.0 0.0 0.9574 0.0514 0.0 0.0 0.7984 0.0 nan 0.9622 0.8177 0.6784 0.9358 0.6335 0.0 0.0 0.9405 0.0508 0.0 0.0 0.7977 0.0
0.2269 34.55 380 0.2007 0.4393 0.4770 0.9567 nan 0.9863 0.9324 0.8395 0.9595 0.8059 0.0 0.0080 0.9571 0.0643 0.0 0.0 0.6487 0.0 nan 0.9663 0.7832 0.7368 0.9318 0.6573 0.0 0.0080 0.9332 0.0486 0.0 0.0 0.6463 0.0
0.2013 36.36 400 0.1881 0.4695 0.5016 0.9589 nan 0.9866 0.9298 0.8124 0.9791 0.7739 0.0 0.0650 0.9425 0.1114 0.0 0.0 0.9207 0.0 nan 0.9663 0.7974 0.7394 0.9391 0.6864 0.0 0.0649 0.9249 0.0789 0.0 0.0 0.9057 0.0
0.1744 38.18 420 0.1692 0.5043 0.5397 0.9624 nan 0.9873 0.9266 0.8166 0.9732 0.7795 0.0 0.4470 0.9749 0.1529 0.0 0.0 0.9576 0.0 nan 0.9680 0.8151 0.7397 0.9481 0.6920 0.0 0.4439 0.9384 0.1039 0.0 0.0 0.9067 0.0
0.1487 40.0 440 0.1572 0.5243 0.5751 0.9645 nan 0.9855 0.9130 0.8884 0.9811 0.7724 0.0 0.4822 0.9664 0.5105 0.0 0.0 0.9765 0.0 nan 0.9683 0.8370 0.7608 0.9518 0.6969 0.0 0.4801 0.9353 0.3195 0.0 0.0 0.8659 0.0
0.1535 41.82 460 0.1495 0.5245 0.5653 0.9642 nan 0.9876 0.9293 0.7922 0.9860 0.7584 0.0 0.4997 0.9617 0.4520 0.0 0.0 0.9816 0.0 nan 0.9692 0.8188 0.7413 0.9504 0.7010 0.0 0.4966 0.9431 0.3008 0.0 0.0 0.8977 0.0
0.1375 43.64 480 0.1455 0.5208 0.5592 0.9647 nan 0.9903 0.9111 0.8097 0.9868 0.7366 0.0 0.5516 0.9644 0.3513 0.0 0.0 0.9679 0.0 nan 0.9695 0.8279 0.7512 0.9494 0.6913 0.0 0.5358 0.9440 0.2400 0.0 0.0 0.8613 0.0
0.1309 45.45 500 0.1380 0.5367 0.5770 0.9668 nan 0.9898 0.9317 0.8456 0.9773 0.8291 0.0 0.6698 0.9641 0.3113 0.0 0.0 0.9817 0.0 nan 0.9705 0.8298 0.7728 0.9568 0.7419 0.0 0.6454 0.9515 0.2103 0.0 0.0 0.8986 0.0
0.1186 47.27 520 0.1348 0.5351 0.5779 0.9669 nan 0.9897 0.9159 0.8389 0.9888 0.7943 0.0 0.7516 0.9627 0.2831 0.0 0.0 0.9877 0.0 nan 0.9707 0.8389 0.7715 0.9533 0.7310 0.0 0.7112 0.9499 0.1922 0.0 0.0 0.8376 0.0
0.1157 49.09 540 0.1341 0.5405 0.5876 0.9666 nan 0.9881 0.9353 0.8558 0.9765 0.8611 0.0 0.7315 0.9595 0.3413 0.0 0.0 0.9902 0.0 nan 0.9709 0.8279 0.7672 0.9589 0.7522 0.0 0.6999 0.9455 0.2193 0.0 0.0 0.8843 0.0
0.127 50.91 560 0.1232 0.5484 0.5833 0.9689 nan 0.9905 0.9207 0.8449 0.9881 0.7859 0.0 0.7773 0.9745 0.3135 0.0 0.0124 0.9757 0.0 nan 0.9722 0.8494 0.7821 0.9561 0.7330 0.0 0.7354 0.9569 0.2113 0.0 0.0124 0.9198 0.0
0.114 52.73 580 0.1195 0.5655 0.6096 0.9701 nan 0.9900 0.9228 0.8583 0.9841 0.8427 0.0 0.7965 0.9742 0.5022 0.0 0.0707 0.9834 0.0 nan 0.9720 0.8596 0.7848 0.9593 0.7577 0.0 0.7516 0.9558 0.3258 0.0 0.0707 0.9144 0.0
0.0963 54.55 600 0.1274 0.5707 0.6194 0.9666 nan 0.9902 0.9337 0.8520 0.9823 0.8614 0.0 0.7853 0.9296 0.3977 0.0 0.3295 0.9906 0.0 nan 0.9731 0.8200 0.7887 0.9618 0.7623 0.0 0.7394 0.9177 0.2601 0.0 0.3277 0.8686 0.0
0.0854 56.36 620 0.1151 0.5870 0.6264 0.9706 nan 0.9911 0.9281 0.8529 0.9829 0.8564 0.0 0.7772 0.9739 0.3820 0.0 0.4178 0.9814 0.0 nan 0.9731 0.8538 0.7872 0.9622 0.7664 0.0 0.7444 0.9591 0.2556 0.0 0.4145 0.9142 0.0
0.0803 58.18 640 0.1088 0.6041 0.6548 0.9708 nan 0.9885 0.9300 0.8814 0.9849 0.8553 0.0 0.7885 0.9720 0.4836 0.0 0.6344 0.9932 0.0 nan 0.9731 0.8548 0.7902 0.9633 0.7716 0.0 0.7500 0.9598 0.3174 0.0 0.6294 0.8437 0.0
0.0862 60.0 660 0.1186 0.5920 0.6297 0.9685 nan 0.9898 0.9405 0.7933 0.9828 0.8620 0.0 0.7965 0.9697 0.3429 0.0 0.5671 0.9420 0.0 nan 0.9733 0.8298 0.7456 0.9634 0.7728 0.0 0.7532 0.9526 0.2269 0.0 0.5623 0.9168 0.0
0.0869 61.82 680 0.1129 0.6074 0.6520 0.9696 nan 0.9893 0.9362 0.8739 0.9839 0.8544 0.0 0.8275 0.9579 0.3160 0.0 0.7447 0.9920 0.0 nan 0.9741 0.8338 0.7941 0.9649 0.7770 0.0 0.7754 0.9473 0.2110 0.0 0.7349 0.8835 0.0
0.1056 63.64 700 0.1100 0.6182 0.6585 0.9708 nan 0.9891 0.9337 0.8652 0.9873 0.8505 0.0 0.8278 0.9701 0.3640 0.0 0.8052 0.9671 0.0 nan 0.9741 0.8467 0.7933 0.9625 0.7814 0.0 0.7727 0.9599 0.2387 0.0 0.7949 0.9119 0.0
0.1043 65.45 720 0.1035 0.6218 0.6638 0.9712 nan 0.9892 0.9350 0.8516 0.9865 0.8404 0.0 0.8462 0.9771 0.4300 0.0 0.8018 0.9717 0.0 nan 0.9739 0.8530 0.7846 0.9637 0.7690 0.0 0.7931 0.9615 0.2844 0.0 0.7855 0.9140 0.0
0.0689 67.27 740 0.1138 0.6181 0.6609 0.9695 nan 0.9897 0.9396 0.8453 0.9850 0.8639 0.0 0.8107 0.9525 0.4244 0.0 0.8111 0.9696 0.0 nan 0.9741 0.8334 0.7742 0.9656 0.7824 0.0 0.7606 0.9434 0.2848 0.0 0.8006 0.9161 0.0
0.0783 69.09 760 0.1063 0.6229 0.6732 0.9710 nan 0.9893 0.9251 0.8575 0.9870 0.8592 0.0 0.8318 0.9740 0.4851 0.0 0.8546 0.9876 0.0 nan 0.9736 0.8536 0.7815 0.9640 0.7762 0.0 0.7815 0.9612 0.2937 0.0 0.8101 0.9021 0.0
0.0747 70.91 780 0.0987 0.6396 0.6860 0.9728 nan 0.9907 0.9231 0.8665 0.9885 0.8526 0.0 0.8435 0.9773 0.5318 0.0899 0.8635 0.9902 0.0 nan 0.9741 0.8681 0.7966 0.9643 0.7786 0.0 0.7924 0.9651 0.3517 0.0899 0.8366 0.8972 0.0
0.0832 72.73 800 0.0957 0.6392 0.6846 0.9733 nan 0.9908 0.9323 0.8780 0.9862 0.8581 0.0 0.8482 0.9774 0.4579 0.1035 0.8787 0.9888 0.0 nan 0.9750 0.8677 0.8050 0.9670 0.7853 0.0 0.7940 0.9662 0.2988 0.1035 0.8400 0.9074 0.0
0.0768 74.55 820 0.0994 0.6346 0.6812 0.9725 nan 0.9909 0.9388 0.8632 0.9871 0.8383 0.0 0.8645 0.9662 0.4957 0.0385 0.8894 0.9824 0.0 nan 0.9750 0.8590 0.8004 0.9666 0.7760 0.0 0.8055 0.9570 0.3298 0.0385 0.8262 0.9163 0.0
0.0738 76.36 840 0.1013 0.6243 0.6647 0.9724 nan 0.9917 0.9415 0.8527 0.9846 0.8556 0.0 0.8335 0.9683 0.4429 0.0 0.7978 0.9727 0.0 nan 0.9752 0.8557 0.7921 0.9686 0.7892 0.0 0.7866 0.9582 0.2944 0.0 0.7735 0.9231 0.0
0.073 78.18 860 0.0955 0.6448 0.6984 0.9725 nan 0.9887 0.9234 0.8929 0.9908 0.8370 0.0 0.8653 0.9728 0.5640 0.1644 0.8924 0.9878 0.0 nan 0.9744 0.8640 0.7960 0.9649 0.7718 0.0 0.8031 0.9629 0.3590 0.1644 0.8266 0.8955 0.0
0.0829 80.0 880 0.0980 0.6320 0.6724 0.9731 nan 0.9917 0.9318 0.8553 0.9885 0.8538 0.0 0.8547 0.9764 0.4251 0.0 0.8906 0.9725 0.0 nan 0.9751 0.8630 0.7927 0.9675 0.7918 0.0 0.8018 0.9667 0.2869 0.0 0.8399 0.9300 0.0
0.0874 81.82 900 0.1001 0.6299 0.6843 0.9712 nan 0.9916 0.9439 0.8556 0.9838 0.8674 0.0 0.8520 0.9486 0.4492 0.0979 0.9274 0.9781 0.0 nan 0.9764 0.8471 0.8000 0.9681 0.7920 0.0 0.7995 0.9386 0.2937 0.0979 0.7541 0.9211 0.0
0.0605 83.64 920 0.0964 0.6260 0.6758 0.9728 nan 0.9913 0.9397 0.8582 0.9840 0.8832 0.0 0.8554 0.9723 0.4102 0.0 0.8995 0.9916 0.0 nan 0.9758 0.8560 0.7972 0.9691 0.7995 0.0 0.8009 0.9616 0.2729 0.0 0.8104 0.8948 0.0
0.0756 85.45 940 0.1011 0.6253 0.6666 0.9717 nan 0.9911 0.9382 0.8403 0.9844 0.8815 0.0 0.8326 0.9703 0.4261 0.0 0.8475 0.9542 0.0 nan 0.9756 0.8483 0.7718 0.9703 0.8011 0.0 0.7831 0.9551 0.2846 0.0 0.8109 0.9277 0.0
0.0713 87.27 960 0.1032 0.6235 0.6630 0.9718 nan 0.9926 0.9410 0.8021 0.9865 0.8696 0.0 0.8435 0.9684 0.4094 0.0 0.8290 0.9769 0.0 nan 0.9754 0.8490 0.7615 0.9700 0.8027 0.0 0.7976 0.9560 0.2749 0.0 0.7923 0.9267 0.0
0.0644 89.09 980 0.0966 0.6311 0.6747 0.9735 nan 0.9921 0.9329 0.8607 0.9845 0.8910 0.0 0.8584 0.9775 0.4111 0.0 0.8837 0.9787 0.0 nan 0.9757 0.8627 0.7931 0.9700 0.7982 0.0 0.8043 0.9671 0.2751 0.0 0.8277 0.9305 0.0
0.0585 90.91 1000 0.0986 0.6292 0.6737 0.9731 nan 0.9916 0.9357 0.8753 0.9859 0.8991 0.0 0.8332 0.9651 0.4522 0.0 0.8565 0.9637 0.0 nan 0.9764 0.8609 0.8055 0.9685 0.7975 0.0 0.7890 0.9567 0.2884 0.0 0.8142 0.9222 0.0
0.0686 92.73 1020 0.0954 0.6256 0.6720 0.9733 nan 0.9922 0.9391 0.8400 0.9828 0.8998 0.0 0.8325 0.9792 0.4168 0.0 0.8636 0.9906 0.0 nan 0.9762 0.8622 0.7879 0.9696 0.7963 0.0 0.7923 0.9668 0.2704 0.0 0.8132 0.8986 0.0
0.0553 94.55 1040 0.0971 0.6333 0.6778 0.9739 nan 0.9928 0.9317 0.8925 0.9839 0.8925 0.0 0.8706 0.9689 0.3992 0.0 0.9004 0.9790 0.0 nan 0.9764 0.8621 0.8160 0.9705 0.8045 0.0 0.8125 0.9615 0.2666 0.0 0.8325 0.9305 0.0
0.072 96.36 1060 0.0970 0.6286 0.6766 0.9725 nan 0.9920 0.9422 0.8644 0.9821 0.8992 0.0 0.8566 0.9614 0.4215 0.0 0.8988 0.9773 0.0 nan 0.9769 0.8639 0.8004 0.9700 0.7999 0.0 0.8077 0.9519 0.2747 0.0 0.8032 0.9231 0.0
0.0561 98.18 1080 0.0950 0.6295 0.6776 0.9737 nan 0.9915 0.9444 0.8585 0.9860 0.8814 0.0 0.8606 0.9737 0.4086 0.0 0.9299 0.9741 0.0 nan 0.9767 0.8620 0.7957 0.9707 0.8058 0.0 0.8081 0.9643 0.2692 0.0 0.7989 0.9325 0.0
0.0611 100.0 1100 0.0960 0.6294 0.6721 0.9736 nan 0.9911 0.9463 0.8699 0.9856 0.8766 0.0 0.8567 0.9717 0.3878 0.0 0.875 0.9766 0.0 nan 0.9770 0.8580 0.7921 0.9711 0.8052 0.0 0.8082 0.9652 0.2593 0.0 0.8141 0.9324 0.0
0.067 101.82 1120 0.0957 0.6464 0.6943 0.9722 nan 0.9918 0.9381 0.8776 0.9871 0.8781 0.0 0.8499 0.9425 0.5555 0.1116 0.9094 0.9846 0.0 nan 0.9771 0.8688 0.8164 0.9707 0.8054 0.0 0.8045 0.9332 0.3562 0.1116 0.8289 0.9298 0.0
0.0582 103.64 1140 0.0924 0.6352 0.6809 0.9741 nan 0.9906 0.9457 0.8864 0.9845 0.8884 0.0 0.8490 0.9731 0.4750 0.0 0.8885 0.9712 0.0 nan 0.9772 0.8707 0.8061 0.9712 0.8071 0.0 0.8044 0.9607 0.3140 0.0 0.8093 0.9371 0.0
0.0593 105.45 1160 0.0886 0.6406 0.6893 0.9753 nan 0.9922 0.9405 0.8798 0.9832 0.8871 0.0 0.8589 0.9819 0.5258 0.0 0.9325 0.9787 0.0 nan 0.9772 0.8717 0.8177 0.9715 0.8127 0.0 0.8109 0.9683 0.3418 0.0 0.8159 0.9407 0.0
0.0548 107.27 1180 0.1100 0.6298 0.6722 0.9701 nan 0.9918 0.9455 0.8889 0.9854 0.8736 0.0 0.8647 0.9207 0.4293 0.0 0.8596 0.9790 0.0 nan 0.9778 0.8703 0.8140 0.9716 0.8126 0.0 0.8105 0.9119 0.2856 0.0 0.7992 0.9343 0.0
0.0593 109.09 1200 0.0992 0.6380 0.6825 0.9726 nan 0.9918 0.9376 0.8880 0.9891 0.8636 0.0 0.8465 0.9463 0.5118 0.0 0.9139 0.9839 0.0 nan 0.9775 0.8707 0.8239 0.9714 0.8117 0.0 0.8062 0.9372 0.3340 0.0 0.8298 0.9319 0.0
0.0622 110.91 1220 0.1069 0.6264 0.6789 0.9701 nan 0.9912 0.9374 0.8492 0.9884 0.8766 0.0 0.8838 0.9360 0.4517 0.0 0.9219 0.9893 0.0 nan 0.9770 0.8579 0.7776 0.9715 0.8147 0.0 0.8237 0.9284 0.2904 0.0 0.7852 0.9170 0.0
0.0491 112.73 1240 0.1163 0.6280 0.6759 0.9675 nan 0.9914 0.9446 0.8614 0.9853 0.8876 0.0 0.8585 0.9001 0.4679 0.0 0.9050 0.9849 0.0 nan 0.9774 0.8608 0.7882 0.9723 0.8141 0.0 0.8161 0.8928 0.3068 0.0 0.8105 0.9248 0.0
0.0468 114.55 1260 0.1143 0.6328 0.6804 0.9687 nan 0.9916 0.9414 0.8875 0.9840 0.9030 0.0 0.8520 0.9044 0.5029 0.0 0.8908 0.9876 0.0 nan 0.9773 0.8657 0.8087 0.9719 0.8102 0.0 0.8114 0.8969 0.3365 0.0 0.8308 0.9176 0.0
0.0488 116.36 1280 0.1216 0.6249 0.6712 0.9674 nan 0.9918 0.9369 0.8593 0.9869 0.8932 0.0 0.8738 0.9018 0.4061 0.0 0.8888 0.9873 0.0 nan 0.9777 0.8509 0.7931 0.9714 0.8078 0.0 0.8184 0.8920 0.2700 0.0 0.8181 0.9246 0.0
0.0502 118.18 1300 0.1638 0.6172 0.6661 0.9596 nan 0.9920 0.9447 0.8527 0.9860 0.8831 0.0 0.8622 0.8101 0.4110 0.0 0.9242 0.9933 0.0 nan 0.9775 0.8604 0.7949 0.9726 0.8083 0.0 0.8153 0.8038 0.2725 0.0 0.8271 0.8911 0.0
0.0471 120.0 1320 0.1424 0.6293 0.6739 0.9653 nan 0.9917 0.9445 0.8728 0.9886 0.8708 0.0 0.8460 0.8645 0.4731 0.0 0.9242 0.9839 0.0 nan 0.9774 0.8691 0.8054 0.9720 0.8065 0.0 0.8094 0.8590 0.3194 0.0 0.8309 0.9319 0.0
0.0518 121.82 1340 0.1363 0.6243 0.6735 0.9653 nan 0.9917 0.9401 0.8560 0.9891 0.8778 0.0 0.8785 0.8730 0.4372 0.0 0.9201 0.9917 0.0 nan 0.9779 0.8643 0.7942 0.9722 0.8123 0.0 0.8157 0.8661 0.2896 0.0 0.8186 0.9046 0.0
0.054 123.64 1360 0.1198 0.6297 0.6849 0.9673 nan 0.9911 0.9396 0.8900 0.9876 0.8889 0.0 0.8761 0.8863 0.5217 0.0 0.9284 0.9936 0.0 nan 0.9781 0.8691 0.8123 0.9728 0.8192 0.0 0.8135 0.8788 0.3432 0.0 0.8097 0.8890 0.0
0.0519 125.45 1380 0.1309 0.6294 0.6836 0.9656 nan 0.9897 0.9451 0.8967 0.9857 0.8936 0.0 0.8679 0.8728 0.5175 0.0029 0.9231 0.9916 0.0 nan 0.9779 0.8707 0.8042 0.9726 0.8207 0.0 0.8079 0.8637 0.3420 0.0029 0.8063 0.9128 0.0
0.0485 127.27 1400 0.1189 0.6372 0.6865 0.9681 nan 0.9914 0.9485 0.8947 0.9838 0.8993 0.0 0.8539 0.8885 0.5688 0.0 0.9094 0.9870 0.0 nan 0.9782 0.8774 0.8081 0.9730 0.8220 0.0 0.8123 0.8812 0.3755 0.0 0.8236 0.9327 0.0
0.0573 129.09 1420 0.1260 0.6308 0.6758 0.9664 nan 0.9920 0.9443 0.8626 0.9893 0.8762 0.0 0.8538 0.8755 0.5081 0.0 0.9038 0.9802 0.0 nan 0.9784 0.8688 0.7995 0.9725 0.8194 0.0 0.8114 0.8695 0.3320 0.0 0.8036 0.9450 0.0
0.055 130.91 1440 0.0953 0.6321 0.6751 0.9741 nan 0.9930 0.9417 0.8574 0.9885 0.8704 0.0 0.8546 0.9676 0.3929 0.0 0.9254 0.9846 0.0 nan 0.9778 0.8698 0.7990 0.9725 0.8170 0.0 0.8141 0.9595 0.2659 0.0 0.8194 0.9226 0.0
0.0516 132.73 1460 0.1438 0.6295 0.6778 0.9655 nan 0.9910 0.9403 0.8820 0.9891 0.8782 0.0 0.8693 0.8681 0.4979 0.0 0.9075 0.9884 0.0 nan 0.9785 0.8640 0.8050 0.9728 0.8218 0.0 0.8159 0.8580 0.3304 0.0 0.8166 0.9212 0.0
0.054 134.55 1480 0.1301 0.6283 0.6715 0.9657 nan 0.9927 0.9424 0.8534 0.9878 0.8903 0.0 0.8533 0.8705 0.4538 0.0 0.9084 0.9772 0.0 nan 0.9782 0.8684 0.7977 0.9726 0.8226 0.0 0.8102 0.8611 0.3035 0.0 0.8130 0.9410 0.0
0.0456 136.36 1500 0.1230 0.6256 0.6719 0.9661 nan 0.9931 0.9476 0.8517 0.9852 0.8958 0.0 0.8568 0.8740 0.4267 0.0 0.9197 0.9847 0.0 nan 0.9778 0.8704 0.8045 0.9734 0.8265 0.0 0.8162 0.8658 0.2888 0.0 0.7812 0.9286 0.0
0.0466 138.18 1520 0.1097 0.6245 0.6715 0.9690 nan 0.9923 0.9381 0.8776 0.9887 0.8817 0.0 0.8708 0.9091 0.3661 0.0 0.9224 0.9833 0.0 nan 0.9784 0.8675 0.8071 0.9723 0.8200 0.0 0.8111 0.9005 0.2467 0.0 0.7825 0.9318 0.0
0.0485 140.0 1540 0.1299 0.6245 0.6674 0.9650 nan 0.9926 0.9384 0.8472 0.9894 0.8740 0.0 0.8533 0.8692 0.4291 0.0 0.8936 0.9894 0.0 nan 0.9781 0.8598 0.7874 0.9730 0.8191 0.0 0.8104 0.8611 0.2891 0.0 0.8259 0.9146 0.0
0.0461 141.82 1560 0.1423 0.6234 0.6720 0.9650 nan 0.9915 0.9411 0.8722 0.9901 0.8678 0.0 0.8721 0.8645 0.4308 0.0 0.9137 0.9919 0.0 nan 0.9786 0.8598 0.7986 0.9723 0.8163 0.0 0.8170 0.8566 0.2894 0.0 0.8113 0.9040 0.0
0.0531 143.64 1580 0.1312 0.6359 0.6837 0.9670 nan 0.9913 0.9444 0.9011 0.9885 0.8899 0.0 0.8505 0.8707 0.5601 0.0 0.9137 0.9780 0.0 nan 0.9788 0.8787 0.8177 0.9736 0.8223 0.0 0.8184 0.8642 0.3641 0.0 0.8046 0.9437 0.0
0.0518 145.45 1600 0.1391 0.6422 0.6897 0.9668 nan 0.9927 0.9450 0.8721 0.9885 0.8684 0.0 0.8748 0.8686 0.5539 0.1030 0.9142 0.9849 0.0 nan 0.9777 0.8809 0.8168 0.9731 0.8154 0.0 0.8197 0.8621 0.3757 0.1030 0.7990 0.9252 0.0
0.0528 147.27 1620 0.1476 0.6304 0.6752 0.9659 nan 0.9917 0.9486 0.8675 0.9869 0.8872 0.0 0.8604 0.8695 0.4855 0.0 0.8935 0.9867 0.0 nan 0.9789 0.8640 0.8085 0.9736 0.8266 0.0 0.8233 0.8612 0.3207 0.0 0.8082 0.9304 0.0
0.0474 149.09 1640 0.1277 0.6245 0.6769 0.9663 nan 0.9927 0.9449 0.8744 0.9850 0.9086 0.0 0.8567 0.8710 0.4388 0.0 0.9414 0.9866 0.0 nan 0.9788 0.8704 0.8091 0.9740 0.8237 0.0 0.8186 0.8633 0.2956 0.0 0.7524 0.9320 0.0
0.0451 150.91 1660 0.0888 0.6545 0.7022 0.9746 nan 0.9927 0.9469 0.8896 0.9863 0.8971 0.0 0.8766 0.9487 0.6198 0.0727 0.9187 0.9792 0.0 nan 0.9783 0.8878 0.8243 0.9745 0.8276 0.0 0.8248 0.9420 0.4160 0.0727 0.8227 0.9373 0.0
0.0453 152.73 1680 0.1081 0.6326 0.6743 0.9713 nan 0.9930 0.9434 0.8839 0.9867 0.8978 0.0 0.8580 0.9243 0.3913 0.0 0.9006 0.9865 0.0 nan 0.9784 0.8748 0.8193 0.9739 0.8247 0.0 0.8226 0.9177 0.2647 0.0 0.8158 0.9314 0.0
0.0443 154.55 1700 0.1257 0.6273 0.6698 0.9668 nan 0.9924 0.9455 0.8873 0.9871 0.8989 0.0 0.8664 0.8743 0.3528 0.0053 0.9135 0.9844 0.0 nan 0.9789 0.8723 0.8205 0.9738 0.8237 0.0 0.8221 0.8679 0.2405 0.0053 0.8197 0.9310 0.0
0.0417 156.36 1720 0.1372 0.6280 0.6709 0.9662 nan 0.9929 0.9490 0.8584 0.9864 0.8963 0.0 0.8795 0.8707 0.4016 0.0 0.9004 0.9862 0.0 nan 0.9790 0.8683 0.8056 0.9744 0.8308 0.0 0.8122 0.8637 0.2695 0.0 0.8282 0.9321 0.0
0.0475 158.18 1740 0.1191 0.6321 0.6768 0.9682 nan 0.9930 0.9459 0.8680 0.9889 0.8898 0.0 0.8884 0.8861 0.4469 0.0 0.9162 0.9753 0.0 nan 0.9792 0.8702 0.8095 0.9740 0.8291 0.0 0.8180 0.8800 0.2983 0.0 0.8168 0.9426 0.0
0.0468 160.0 1760 0.1353 0.6509 0.7001 0.9673 nan 0.9920 0.9455 0.8941 0.9859 0.9074 0.0 0.8583 0.8715 0.4859 0.2384 0.9371 0.9857 0.0 nan 0.9788 0.8815 0.8221 0.9744 0.8224 0.0 0.8043 0.8638 0.3264 0.2384 0.8353 0.9147 0.0
0.0569 161.82 1780 0.1207 0.6354 0.6746 0.9679 nan 0.9930 0.9493 0.8787 0.9856 0.9042 0.0 0.8538 0.8813 0.4475 0.0 0.8967 0.9793 0.0 nan 0.9787 0.8746 0.8278 0.9744 0.8304 0.0 0.8138 0.8728 0.3010 0.0 0.8456 0.9404 0.0
0.0414 163.64 1800 0.1460 0.6455 0.6913 0.9669 nan 0.9933 0.9372 0.8813 0.9873 0.9058 0.0 0.8720 0.8683 0.4885 0.1494 0.9128 0.9911 0.0 nan 0.9779 0.8812 0.8257 0.9744 0.8261 0.0 0.8178 0.8607 0.3223 0.1493 0.8482 0.9084 0.0
0.0447 165.45 1820 0.1044 0.6388 0.6894 0.9708 nan 0.9923 0.9439 0.8828 0.9876 0.8871 0.0 0.8512 0.9150 0.5713 0.0 0.9451 0.9856 0.0 nan 0.9784 0.8774 0.8215 0.9743 0.8290 0.0 0.8095 0.9050 0.3752 0.0 0.8043 0.9301 0.0
0.0485 167.27 1840 0.1204 0.6388 0.6841 0.9686 nan 0.9924 0.9449 0.8884 0.9871 0.8977 0.0 0.8716 0.8881 0.5143 0.0 0.9263 0.9824 0.0 nan 0.9788 0.8792 0.8206 0.9747 0.8304 0.0 0.8055 0.8793 0.3445 0.0 0.8460 0.9454 0.0
0.0461 169.09 1860 0.1313 0.6422 0.6901 0.9675 nan 0.9925 0.9475 0.8937 0.9850 0.9035 0.0 0.8448 0.8708 0.6013 0.0115 0.9366 0.9846 0.0 nan 0.9783 0.8858 0.8222 0.9745 0.8296 0.0 0.8058 0.8639 0.3987 0.0115 0.8451 0.9331 0.0
0.0443 170.91 1880 0.1051 0.6355 0.6830 0.9719 nan 0.9920 0.9431 0.8904 0.9887 0.8924 0.0 0.8725 0.9294 0.4618 0.0 0.9210 0.9880 0.0 nan 0.9785 0.8747 0.8183 0.9741 0.8253 0.0 0.8115 0.9231 0.3032 0.0 0.8130 0.9394 0.0
0.0435 172.73 1900 0.1098 0.6357 0.6870 0.9703 nan 0.9922 0.9460 0.9039 0.9866 0.8965 0.0 0.8758 0.9051 0.4786 0.0008 0.9556 0.9903 0.0 nan 0.9787 0.8757 0.8331 0.9746 0.8308 0.0 0.7989 0.8990 0.3124 0.0008 0.8368 0.9230 0.0
0.0406 174.55 1920 0.1402 0.6283 0.6813 0.9663 nan 0.9926 0.9485 0.8834 0.9835 0.9023 0.0 0.8798 0.8675 0.4361 0.0158 0.9554 0.9920 0.0 nan 0.9787 0.8694 0.8222 0.9739 0.8313 0.0 0.8015 0.8603 0.2922 0.0158 0.8206 0.9024 0.0
0.0405 176.36 1940 0.1101 0.6409 0.6866 0.9705 nan 0.9920 0.9462 0.9041 0.9873 0.8948 0.0 0.8779 0.9058 0.5158 0.0017 0.9210 0.9792 0.0 nan 0.9790 0.8803 0.8317 0.9749 0.8309 0.0 0.8015 0.8978 0.3388 0.0017 0.8453 0.9496 0.0
0.0406 178.18 1960 0.0978 0.6439 0.6944 0.9735 nan 0.9918 0.9414 0.9071 0.9902 0.8802 0.0 0.8832 0.9390 0.5456 0.0194 0.9396 0.9897 0.0 nan 0.9788 0.8794 0.8314 0.9742 0.8269 0.0 0.8102 0.9326 0.3544 0.0194 0.8350 0.9280 0.0
0.0456 180.0 1980 0.1044 0.6467 0.6936 0.9716 nan 0.9922 0.9444 0.8799 0.9875 0.8953 0.0 0.8744 0.9262 0.4691 0.1335 0.9274 0.9868 0.0 nan 0.9791 0.8722 0.8122 0.9747 0.8297 0.0 0.8042 0.9185 0.3132 0.1335 0.8411 0.9293 0.0
0.042 181.82 2000 0.0967 0.6447 0.6927 0.9733 nan 0.9928 0.9445 0.8680 0.9886 0.9002 0.0 0.8684 0.9425 0.4960 0.0803 0.9386 0.9852 0.0 nan 0.9787 0.8760 0.8115 0.9750 0.8353 0.0 0.8030 0.9342 0.3328 0.0803 0.8076 0.9470 0.0
0.0374 183.64 2020 0.1129 0.6375 0.6835 0.9706 nan 0.9924 0.9455 0.8588 0.9892 0.8894 0.0 0.8842 0.9191 0.4598 0.0367 0.9190 0.9918 0.0 nan 0.9790 0.8655 0.7978 0.9745 0.8342 0.0 0.8206 0.9114 0.3061 0.0367 0.8331 0.9283 0.0
0.0442 185.45 2040 0.1124 0.6460 0.6941 0.9706 nan 0.9926 0.9448 0.8853 0.9888 0.8950 0.0 0.8626 0.9060 0.5086 0.0894 0.9625 0.9875 0.0 nan 0.9792 0.8786 0.8236 0.9750 0.8357 0.0 0.8144 0.8990 0.3366 0.0894 0.8274 0.9386 0.0
0.039 187.27 2060 0.1035 0.6498 0.6960 0.9731 nan 0.9939 0.9453 0.8743 0.9877 0.8961 0.0 0.8663 0.9283 0.5815 0.0531 0.9382 0.9837 0.0 nan 0.9789 0.8854 0.8230 0.9749 0.8369 0.0 0.8153 0.9222 0.3904 0.0531 0.8315 0.9353 0.0
0.0399 189.09 2080 0.1065 0.6524 0.7053 0.9719 nan 0.9914 0.9487 0.9079 0.9860 0.9134 0.0 0.8916 0.9178 0.5399 0.1436 0.9398 0.9882 0.0 nan 0.9795 0.8828 0.8276 0.9751 0.8305 0.0 0.8146 0.9102 0.3570 0.1436 0.8248 0.9359 0.0
0.0453 190.91 2100 0.1085 0.6539 0.7008 0.9715 nan 0.9908 0.9478 0.8996 0.9894 0.8936 0.0 0.8861 0.9166 0.5587 0.1298 0.9151 0.9828 0.0 nan 0.9793 0.8822 0.8145 0.9747 0.8314 0.0 0.8284 0.9090 0.3664 0.1298 0.8376 0.9473 0.0
0.0424 192.73 2120 0.1242 0.6399 0.6789 0.9685 nan 0.9935 0.9428 0.8621 0.9885 0.8940 0.0 0.8553 0.8895 0.4576 0.0785 0.8791 0.9849 0.0 nan 0.9792 0.8688 0.8021 0.9752 0.8347 0.0 0.8214 0.8821 0.3031 0.0785 0.8396 0.9333 0.0
0.0447 194.55 2140 0.0969 0.6571 0.7036 0.9741 nan 0.9928 0.9496 0.8869 0.9861 0.9057 0.0 0.8605 0.9397 0.5943 0.1185 0.9292 0.9839 0.0 nan 0.9796 0.8869 0.8219 0.9755 0.8337 0.0 0.8229 0.9314 0.3983 0.1185 0.8297 0.9446 0.0
0.041 196.36 2160 0.1037 0.6440 0.6925 0.9728 nan 0.9911 0.9520 0.8945 0.9877 0.9020 0.0 0.8730 0.9330 0.5270 0.0333 0.9222 0.9871 0.0 nan 0.9801 0.8794 0.8242 0.9751 0.8313 0.0 0.8158 0.9229 0.3409 0.0333 0.8325 0.9361 0.0
0.0407 198.18 2180 0.0970 0.6534 0.6982 0.9741 nan 0.9922 0.9549 0.8958 0.9864 0.9019 0.0 0.8594 0.9377 0.5668 0.0813 0.9150 0.9854 0.0 nan 0.9795 0.8872 0.8284 0.9755 0.8361 0.0 0.8159 0.9311 0.3776 0.0813 0.8390 0.9427 0.0
0.0423 200.0 2200 0.1142 0.6458 0.6857 0.9713 nan 0.9931 0.9536 0.8819 0.9867 0.8953 0.0 0.8528 0.9101 0.4995 0.0458 0.9151 0.9800 0.0 nan 0.9792 0.8851 0.8256 0.9757 0.8350 0.0 0.8187 0.9030 0.3364 0.0458 0.8417 0.9489 0.0
0.0473 201.82 2220 0.1097 0.6449 0.6868 0.9721 nan 0.9925 0.9470 0.9050 0.9876 0.9043 0.0 0.8599 0.9182 0.4843 0.0331 0.9084 0.9885 0.0 nan 0.9799 0.8820 0.8344 0.9753 0.8367 0.0 0.8230 0.9102 0.3255 0.0331 0.8494 0.9341 0.0
0.0381 203.64 2240 0.0959 0.6528 0.6953 0.9744 nan 0.9927 0.9464 0.9132 0.9868 0.9039 0.0 0.8731 0.9425 0.4724 0.0949 0.9332 0.9801 0.0 nan 0.9797 0.8859 0.8375 0.9758 0.8376 0.0 0.8194 0.9351 0.3156 0.0949 0.8611 0.9445 0.0
0.0362 205.45 2260 0.0900 0.6588 0.7062 0.9750 nan 0.9920 0.9460 0.9109 0.9875 0.9014 0.0 0.8806 0.9502 0.5285 0.1579 0.9389 0.9869 0.0 nan 0.9798 0.8868 0.8348 0.9752 0.8325 0.0 0.8100 0.9409 0.3510 0.1579 0.8579 0.9369 0.0
0.039 207.27 2280 0.0881 0.6658 0.7105 0.9754 nan 0.9929 0.9455 0.9029 0.9875 0.8980 0.0 0.8771 0.9511 0.5019 0.2533 0.9458 0.9809 0.0 nan 0.9796 0.8885 0.8338 0.9755 0.8355 0.0 0.8113 0.9430 0.3352 0.2532 0.8491 0.9508 0.0
0.0398 209.09 2300 0.0998 0.6528 0.6944 0.9728 nan 0.9919 0.9449 0.9178 0.9875 0.9061 0.0 0.8733 0.9274 0.4699 0.1329 0.8958 0.9801 0.0 nan 0.9794 0.8844 0.8302 0.9755 0.8326 0.0 0.8198 0.9202 0.3128 0.1329 0.8480 0.9504 0.0
0.0365 210.91 2320 0.0984 0.6675 0.7098 0.9733 nan 0.9933 0.9445 0.8949 0.9888 0.8964 0.0 0.8677 0.9261 0.4936 0.3113 0.9244 0.9861 0.0 nan 0.9795 0.8890 0.8324 0.9753 0.8317 0.0 0.8176 0.9192 0.3306 0.3111 0.8537 0.9368 0.0
0.0367 212.73 2340 0.1067 0.6602 0.7011 0.9719 nan 0.9934 0.9422 0.8750 0.9884 0.8982 0.0 0.8791 0.9204 0.4682 0.2506 0.9141 0.9843 0.0 nan 0.9796 0.8816 0.8147 0.9756 0.8385 0.0 0.8254 0.9096 0.3141 0.2504 0.8512 0.9418 0.0
0.0391 214.55 2360 0.0870 0.6662 0.7085 0.9755 nan 0.9930 0.9450 0.8901 0.9888 0.9011 0.0 0.8814 0.9554 0.4655 0.2839 0.9226 0.9832 0.0 nan 0.9797 0.8893 0.8246 0.9753 0.8332 0.0 0.8310 0.9479 0.3120 0.2835 0.8428 0.9417 0.0
0.0346 216.36 2380 0.0950 0.6591 0.7038 0.9736 nan 0.9927 0.9460 0.8845 0.9879 0.9088 0.0 0.8671 0.9383 0.4853 0.2373 0.9169 0.9842 0.0 nan 0.9796 0.8822 0.8151 0.9757 0.8361 0.0 0.8191 0.9313 0.3232 0.2372 0.8276 0.9414 0.0
0.0383 218.18 2400 0.1076 0.6613 0.7094 0.9711 nan 0.9921 0.9488 0.8887 0.9844 0.9121 0.0 0.8751 0.9158 0.4338 0.3525 0.9274 0.9919 0.0 nan 0.9797 0.8779 0.8134 0.9750 0.8368 0.0 0.8200 0.9074 0.2902 0.3522 0.8398 0.9046 0.0
0.0377 220.0 2420 0.1122 0.6518 0.6957 0.9709 nan 0.9917 0.9429 0.9016 0.9898 0.8987 0.0 0.8883 0.9111 0.3966 0.2131 0.9212 0.9887 0.0 nan 0.9798 0.8757 0.8202 0.9753 0.8400 0.0 0.8250 0.9030 0.2656 0.2130 0.8447 0.9306 0.0
0.0379 221.82 2440 0.0987 0.6640 0.7004 0.9738 nan 0.9941 0.9488 0.8726 0.9868 0.9009 0.0 0.8637 0.9365 0.4319 0.2848 0.9094 0.9752 0.0 nan 0.9791 0.8878 0.8249 0.9759 0.8389 0.0 0.8238 0.9275 0.2918 0.2845 0.8525 0.9457 0.0
0.0343 223.64 2460 0.1061 0.6487 0.6894 0.9725 nan 0.9926 0.9501 0.8866 0.9875 0.8991 0.0 0.8693 0.9286 0.4146 0.1344 0.9150 0.9846 0.0 nan 0.9796 0.8692 0.8190 0.9760 0.8445 0.0 0.8169 0.9197 0.2795 0.1344 0.8453 0.9488 0.0
0.0383 225.45 2480 0.1005 0.6618 0.7027 0.9733 nan 0.9928 0.9465 0.8944 0.9887 0.9054 0.0 0.8781 0.9289 0.4708 0.2467 0.8929 0.9900 0.0 nan 0.9795 0.8830 0.8284 0.9761 0.8437 0.0 0.8206 0.9213 0.3143 0.2464 0.8506 0.9397 0.0
0.0363 227.27 2500 0.1074 0.6551 0.6951 0.9718 nan 0.9929 0.9474 0.8825 0.9881 0.9054 0.0 0.8826 0.9187 0.3993 0.2288 0.9078 0.9831 0.0 nan 0.9792 0.8771 0.8129 0.9762 0.8419 0.0 0.8189 0.9124 0.2724 0.2287 0.8479 0.9482 0.0
0.0385 229.09 2520 0.1043 0.6731 0.7193 0.9721 nan 0.9933 0.9460 0.8837 0.9870 0.9116 0.0 0.8674 0.9127 0.5260 0.4081 0.9276 0.9879 0.0 nan 0.9793 0.8821 0.8220 0.9759 0.8386 0.0 0.8192 0.9056 0.3289 0.4075 0.8638 0.9278 0.0
0.0373 230.91 2540 0.0916 0.6496 0.6911 0.9752 nan 0.9927 0.9497 0.8680 0.9870 0.9075 0.0 0.8735 0.9633 0.4731 0.0747 0.9151 0.9797 0.0 nan 0.9794 0.8766 0.8046 0.9757 0.8373 0.0 0.8183 0.9545 0.3179 0.0747 0.8549 0.9508 0.0
0.0366 232.73 2560 0.0847 0.6691 0.7167 0.9772 nan 0.9923 0.9459 0.9042 0.9887 0.9046 0.0 0.8739 0.9677 0.6272 0.1859 0.9395 0.9880 0.0 nan 0.9798 0.8933 0.8331 0.9759 0.8407 0.0 0.8193 0.9571 0.4178 0.1859 0.8634 0.9317 0.0
0.0414 234.55 2580 0.0939 0.6490 0.6894 0.9752 nan 0.9925 0.9569 0.8856 0.9870 0.8921 0.0 0.8494 0.9563 0.4653 0.0709 0.9268 0.9795 0.0 nan 0.9798 0.8794 0.8275 0.9756 0.8384 0.0 0.8147 0.9476 0.3099 0.0709 0.8441 0.9494 0.0
0.0346 236.36 2600 0.0996 0.6545 0.6965 0.9742 nan 0.9932 0.9517 0.8859 0.9872 0.9077 0.0 0.8768 0.9402 0.4570 0.1435 0.9322 0.9790 0.0 nan 0.9796 0.8829 0.8273 0.9762 0.8420 0.0 0.8076 0.9333 0.3059 0.1435 0.8563 0.9538 0.0
0.029 238.18 2620 0.0890 0.6611 0.6995 0.9757 nan 0.9934 0.9481 0.8936 0.9881 0.9021 0.0 0.8593 0.9552 0.4595 0.2004 0.9164 0.9776 0.0 nan 0.9792 0.8856 0.8319 0.9764 0.8420 0.0 0.8096 0.9484 0.3101 0.2003 0.8606 0.9506 0.0
0.0364 240.0 2640 0.0909 0.6572 0.7009 0.9757 nan 0.9918 0.9496 0.9183 0.9874 0.9126 0.0 0.8707 0.9547 0.4623 0.1635 0.9155 0.9857 0.0 nan 0.9796 0.8840 0.8399 0.9761 0.8407 0.0 0.8115 0.9472 0.3082 0.1635 0.8461 0.9466 0.0
0.0378 241.82 2660 0.1189 0.6465 0.6878 0.9711 nan 0.9927 0.9481 0.9003 0.9879 0.8954 0.0 0.8815 0.9081 0.4541 0.0652 0.9213 0.9868 0.0 nan 0.9799 0.8833 0.8392 0.9757 0.8418 0.0 0.8246 0.8977 0.3027 0.0652 0.8540 0.9400 0.0
0.0364 243.64 2680 0.1163 0.6478 0.6961 0.9713 nan 0.9922 0.9447 0.9114 0.9883 0.8977 0.0 0.8686 0.9083 0.4920 0.0920 0.9648 0.9891 0.0 nan 0.9795 0.8835 0.8338 0.9762 0.8434 0.0 0.8138 0.8991 0.3271 0.0918 0.8566 0.9163 0.0
0.0339 245.45 2700 0.1076 0.6511 0.6946 0.9725 nan 0.9929 0.9489 0.8986 0.9886 0.8957 0.0 0.8640 0.9174 0.5220 0.0932 0.9231 0.9853 0.0 nan 0.9800 0.8850 0.8335 0.9761 0.8393 0.0 0.8062 0.9103 0.3452 0.0931 0.8478 0.9477 0.0
0.0353 247.27 2720 0.0962 0.6604 0.7042 0.9750 nan 0.9925 0.9480 0.9092 0.9880 0.9056 0.0 0.8581 0.9461 0.4787 0.2037 0.9393 0.9854 0.0 nan 0.9801 0.8871 0.8381 0.9763 0.8380 0.0 0.8099 0.9373 0.3189 0.2032 0.8565 0.9403 0.0
0.0328 249.09 2740 0.0971 0.6526 0.6908 0.9751 nan 0.9936 0.9463 0.8975 0.9893 0.8997 0.0 0.8706 0.9470 0.4562 0.0899 0.9249 0.9653 0.0 nan 0.9796 0.8851 0.8337 0.9764 0.8431 0.0 0.8177 0.9399 0.3098 0.0899 0.8589 0.9500 0.0
0.0356 250.91 2760 0.1015 0.6489 0.6913 0.9746 nan 0.9926 0.9498 0.9064 0.9880 0.9107 0.0 0.8614 0.9440 0.4341 0.0809 0.9395 0.9796 0.0 nan 0.9802 0.8818 0.8357 0.9762 0.8419 0.0 0.8091 0.9370 0.2908 0.0808 0.8500 0.9522 0.0
0.0383 252.73 2780 0.0961 0.6501 0.6945 0.9752 nan 0.9928 0.9431 0.9144 0.9889 0.9036 0.0 0.8666 0.9496 0.4640 0.0811 0.9359 0.9886 0.0 nan 0.9800 0.8831 0.8373 0.9762 0.8421 0.0 0.8104 0.9420 0.3138 0.0810 0.8524 0.9328 0.0
0.0368 254.55 2800 0.1057 0.6475 0.6871 0.9737 nan 0.9930 0.9435 0.9092 0.9894 0.9046 0.0 0.8617 0.9319 0.4621 0.0683 0.8796 0.9887 0.0 nan 0.9803 0.8826 0.8369 0.9759 0.8427 0.0 0.8200 0.9239 0.3130 0.0683 0.8387 0.9359 0.0
0.0384 256.36 2820 0.0982 0.6487 0.6865 0.9754 nan 0.9929 0.9478 0.9111 0.9888 0.9009 0.0 0.8570 0.9511 0.4426 0.0480 0.9020 0.9822 0.0 nan 0.9804 0.8846 0.8404 0.9762 0.8416 0.0 0.8202 0.9428 0.2983 0.0480 0.8516 0.9493 0.0
0.0397 258.18 2840 0.1466 0.6451 0.6865 0.9682 nan 0.9931 0.9459 0.8996 0.9887 0.9032 0.0 0.8676 0.8718 0.4513 0.0848 0.9297 0.9887 0.0 nan 0.9798 0.8838 0.8376 0.9763 0.8404 0.0 0.8213 0.8646 0.3021 0.0847 0.8609 0.9346 0.0
0.038 260.0 2860 0.1468 0.6483 0.6927 0.9682 nan 0.9929 0.9485 0.8948 0.9867 0.9072 0.0 0.8651 0.8744 0.4672 0.1379 0.9425 0.9878 0.0 nan 0.9800 0.8840 0.8300 0.9763 0.8424 0.0 0.8136 0.8654 0.3113 0.1378 0.8543 0.9327 0.0
0.0387 261.82 2880 0.1367 0.6458 0.6887 0.9682 nan 0.9921 0.9506 0.9011 0.9873 0.9034 0.0 0.8918 0.8766 0.4037 0.1411 0.9176 0.9881 0.0 nan 0.9803 0.8771 0.8240 0.9763 0.8453 0.0 0.8182 0.8692 0.2718 0.1411 0.8544 0.9371 0.0
0.0406 263.64 2900 0.1388 0.6462 0.6837 0.9686 nan 0.9931 0.9496 0.9036 0.9882 0.9004 0.0 0.8422 0.8734 0.4268 0.1141 0.9176 0.9789 0.0 nan 0.9801 0.8847 0.8350 0.9761 0.8426 0.0 0.8114 0.8671 0.2895 0.1140 0.8518 0.9479 0.0
0.0333 265.45 2920 0.1423 0.6417 0.6813 0.9682 nan 0.9936 0.9488 0.9013 0.9876 0.9089 0.0 0.8564 0.8689 0.4076 0.0753 0.9224 0.9863 0.0 nan 0.9800 0.8830 0.8374 0.9762 0.8432 0.0 0.8099 0.8638 0.2764 0.0752 0.8575 0.9400 0.0
0.0371 267.27 2940 0.1304 0.6447 0.6840 0.9696 nan 0.9929 0.9500 0.9074 0.9888 0.8951 0.0 0.8676 0.8841 0.4537 0.0632 0.9064 0.9827 0.0 nan 0.9804 0.8833 0.8422 0.9764 0.8446 0.0 0.8170 0.8775 0.3021 0.0632 0.8548 0.9394 0.0
0.0352 269.09 2960 0.1279 0.6472 0.6870 0.9699 nan 0.9930 0.9512 0.9078 0.9872 0.9099 0.0 0.8505 0.8856 0.4674 0.0723 0.9237 0.9828 0.0 nan 0.9804 0.8852 0.8422 0.9766 0.8423 0.0 0.8170 0.8788 0.3129 0.0722 0.8605 0.9449 0.0
0.0334 270.91 2980 0.1152 0.6485 0.6882 0.9723 nan 0.9928 0.9534 0.9089 0.9867 0.9112 0.0 0.8471 0.9139 0.4807 0.0732 0.8960 0.9827 0.0 nan 0.9802 0.8832 0.8407 0.9765 0.8439 0.0 0.8158 0.9075 0.3193 0.0731 0.8427 0.9481 0.0
0.0331 272.73 3000 0.1094 0.6447 0.6842 0.9734 nan 0.9938 0.9506 0.8812 0.9863 0.9115 0.0 0.8775 0.9348 0.3710 0.0707 0.9306 0.9864 0.0 nan 0.9797 0.8824 0.8242 0.9764 0.8466 0.0 0.8228 0.9269 0.2543 0.0706 0.8557 0.9418 0.0
0.0397 274.55 3020 0.1459 0.6450 0.6880 0.9685 nan 0.9913 0.9531 0.9213 0.9887 0.9014 0.0 0.8561 0.8730 0.4884 0.0579 0.9380 0.9742 0.0 nan 0.9801 0.8830 0.8371 0.9766 0.8445 0.0 0.8194 0.8664 0.3220 0.0579 0.8477 0.9505 0.0
0.0376 276.36 3040 0.1256 0.6477 0.6861 0.9709 nan 0.9932 0.9507 0.8959 0.9869 0.9154 0.0 0.8651 0.9021 0.4304 0.0857 0.9226 0.9712 0.0 nan 0.9796 0.8852 0.8328 0.9764 0.8431 0.0 0.8257 0.8955 0.2909 0.0855 0.8581 0.9473 0.0
0.0355 278.18 3060 0.1042 0.6466 0.6889 0.9747 nan 0.9925 0.9473 0.9166 0.9888 0.9084 0.0 0.8891 0.9434 0.4081 0.0692 0.9006 0.9913 0.0 nan 0.9802 0.8834 0.8377 0.9763 0.8458 0.0 0.8202 0.9369 0.2743 0.0691 0.8489 0.9336 0.0
0.0385 280.0 3080 0.1003 0.6610 0.7055 0.9747 nan 0.9920 0.9463 0.9175 0.9893 0.9007 0.0 0.8564 0.9408 0.5343 0.1822 0.9226 0.9901 0.0 nan 0.9802 0.8886 0.8337 0.9766 0.8450 0.0 0.8132 0.9323 0.3547 0.1819 0.8547 0.9319 0.0
0.0375 281.82 3100 0.1082 0.6517 0.6955 0.9730 nan 0.9926 0.9455 0.9030 0.9887 0.9064 0.0 0.8594 0.9259 0.5051 0.0940 0.9343 0.9864 0.0 nan 0.9799 0.8844 0.8304 0.9766 0.8460 0.0 0.8194 0.9168 0.3366 0.0939 0.8555 0.9324 0.0
0.0357 283.64 3120 0.1075 0.6502 0.6933 0.9735 nan 0.9928 0.9493 0.9009 0.9880 0.9062 0.0 0.8816 0.9296 0.4668 0.0868 0.9267 0.9842 0.0 nan 0.9799 0.8843 0.8307 0.9769 0.8448 0.0 0.8140 0.9225 0.3143 0.0867 0.8554 0.9434 0.0
0.0341 285.45 3140 0.1091 0.6502 0.6944 0.9731 nan 0.9921 0.9492 0.9150 0.9883 0.9075 0.0 0.8668 0.9249 0.4764 0.0871 0.9300 0.9903 0.0 nan 0.9801 0.8869 0.8347 0.9767 0.8439 0.0 0.8218 0.9173 0.3210 0.0871 0.8571 0.9256 0.0
0.0433 287.27 3160 0.0948 0.6581 0.6971 0.9753 nan 0.9925 0.9521 0.9171 0.9876 0.9109 0.0 0.8641 0.9448 0.4618 0.1374 0.9102 0.9842 0.0 nan 0.9802 0.8906 0.8398 0.9766 0.8442 0.0 0.8263 0.9381 0.3118 0.1373 0.8630 0.9473 0.0
0.032 289.09 3180 0.1012 0.6563 0.6981 0.9747 nan 0.9933 0.9507 0.9007 0.9875 0.9115 0.0 0.8715 0.9381 0.4890 0.1092 0.9363 0.9872 0.0 nan 0.9803 0.8896 0.8362 0.9765 0.8439 0.0 0.8247 0.9315 0.3282 0.1091 0.8707 0.9415 0.0
0.0324 290.91 3200 0.1065 0.6532 0.6958 0.9740 nan 0.9929 0.9477 0.9010 0.9887 0.9010 0.0 0.8773 0.9350 0.4745 0.1097 0.9297 0.9884 0.0 nan 0.9802 0.8865 0.8310 0.9767 0.8447 0.0 0.8237 0.9274 0.3161 0.1096 0.8635 0.9324 0.0
0.0399 292.73 3220 0.1024 0.6618 0.7039 0.9745 nan 0.9927 0.9484 0.9118 0.9881 0.9022 0.0 0.8858 0.9392 0.4226 0.2348 0.9387 0.9868 0.0 nan 0.9803 0.8879 0.8379 0.9763 0.8409 0.0 0.8257 0.9311 0.2880 0.2344 0.8686 0.9326 0.0
0.0358 294.55 3240 0.0968 0.6583 0.6988 0.9754 nan 0.9931 0.9516 0.9007 0.9888 0.9003 0.0 0.8733 0.9472 0.4539 0.1575 0.9322 0.9856 0.0 nan 0.9805 0.8855 0.8392 0.9766 0.8445 0.0 0.8260 0.9396 0.3039 0.1573 0.8612 0.9430 0.0
0.0318 296.36 3260 0.0984 0.6572 0.7017 0.9746 nan 0.9930 0.9477 0.8847 0.9889 0.9082 0.0 0.8899 0.9443 0.4672 0.1735 0.9339 0.9906 0.0 nan 0.9803 0.8838 0.8241 0.9765 0.8420 0.0 0.8275 0.9362 0.3131 0.1730 0.8511 0.9358 0.0
0.0367 298.18 3280 0.0947 0.6654 0.7079 0.9753 nan 0.9927 0.9520 0.9038 0.9876 0.9102 0.0 0.8762 0.9459 0.4688 0.2340 0.9501 0.9809 0.0 nan 0.9801 0.8911 0.8361 0.9769 0.8468 0.0 0.8173 0.9376 0.3177 0.2333 0.8562 0.9574 0.0
0.034 300.0 3300 0.1027 0.6550 0.6972 0.9745 nan 0.9936 0.9506 0.8847 0.9871 0.9078 0.0 0.8731 0.9405 0.4984 0.1196 0.9224 0.9853 0.0 nan 0.9799 0.8866 0.8280 0.9766 0.8477 0.0 0.8185 0.9333 0.3341 0.1190 0.8477 0.9432 0.0
0.0394 301.82 3320 0.1032 0.6578 0.7034 0.9742 nan 0.9931 0.9493 0.8916 0.9874 0.9112 0.0 0.8673 0.9365 0.4777 0.2113 0.9263 0.9921 0.0 nan 0.9805 0.8835 0.8296 0.9766 0.8464 0.0 0.8245 0.9295 0.3217 0.2103 0.8460 0.9032 0.0
0.0353 303.64 3340 0.0979 0.6641 0.7104 0.9749 nan 0.9924 0.9497 0.9076 0.9882 0.9109 0.0 0.8726 0.9414 0.4908 0.2587 0.9361 0.9866 0.0 nan 0.9801 0.8886 0.8345 0.9768 0.8497 0.0 0.8241 0.9335 0.3314 0.2581 0.8295 0.9277 0.0
0.0325 305.45 3360 0.0969 0.6640 0.7063 0.9751 nan 0.9934 0.9500 0.8941 0.9871 0.9121 0.0 0.8845 0.9438 0.4721 0.2378 0.9276 0.9793 0.0 nan 0.9801 0.8905 0.8309 0.9768 0.8476 0.0 0.8264 0.9352 0.3194 0.2376 0.8489 0.9392 0.0
0.0356 307.27 3380 0.0955 0.6611 0.7019 0.9754 nan 0.9919 0.9491 0.9202 0.9899 0.8986 0.0 0.8815 0.9480 0.4479 0.1931 0.9190 0.9857 0.0 nan 0.9804 0.8876 0.8392 0.9763 0.8482 0.0 0.8300 0.9393 0.3040 0.1929 0.8553 0.9404 0.0
0.033 309.09 3400 0.0864 0.6635 0.7068 0.9773 nan 0.9933 0.9498 0.8937 0.9878 0.9080 0.0 0.8824 0.9700 0.4898 0.1834 0.9464 0.9834 0.0 nan 0.9800 0.8896 0.8338 0.9766 0.8462 0.0 0.8299 0.9615 0.3289 0.1829 0.8562 0.9403 0.0
0.0304 310.91 3420 0.0916 0.6616 0.7037 0.9762 nan 0.9926 0.9543 0.9045 0.9870 0.9089 0.0 0.8793 0.9565 0.4878 0.1674 0.9311 0.9782 0.0 nan 0.9800 0.8887 0.8346 0.9766 0.8462 0.0 0.8261 0.9489 0.3265 0.1672 0.8534 0.9523 0.0
0.0318 312.73 3440 0.0935 0.6599 0.7017 0.9761 nan 0.9934 0.9474 0.9019 0.9877 0.9066 0.0 0.8820 0.9562 0.4831 0.1431 0.9379 0.9826 0.0 nan 0.9800 0.8898 0.8358 0.9768 0.8444 0.0 0.8229 0.9475 0.3262 0.1427 0.8622 0.9511 0.0
0.0352 314.55 3460 0.0938 0.6609 0.7056 0.9759 nan 0.9925 0.9503 0.9221 0.9886 0.9002 0.0 0.8792 0.9482 0.5006 0.1663 0.9412 0.9836 0.0 nan 0.9804 0.8900 0.8406 0.9769 0.8443 0.0 0.8220 0.9417 0.3358 0.1660 0.8459 0.9477 0.0
0.0336 316.36 3480 0.0982 0.6582 0.7007 0.9745 nan 0.9937 0.9459 0.8763 0.9881 0.9053 0.0 0.8775 0.9448 0.4568 0.1987 0.9377 0.9838 0.0 nan 0.9799 0.8837 0.8150 0.9767 0.8457 0.0 0.8227 0.9370 0.3087 0.1977 0.8554 0.9342 0.0
0.0346 318.18 3500 0.0997 0.6642 0.7060 0.9747 nan 0.9926 0.9499 0.9103 0.9878 0.9062 0.0 0.8826 0.9394 0.4827 0.2278 0.9121 0.9860 0.0 nan 0.9802 0.8884 0.8343 0.9766 0.8449 0.0 0.8271 0.9321 0.3253 0.2274 0.8565 0.9415 0.0
0.0339 320.0 3520 0.1043 0.6610 0.7007 0.9742 nan 0.9934 0.9495 0.9038 0.9876 0.9070 0.0 0.8826 0.9326 0.4432 0.2062 0.9174 0.9855 0.0 nan 0.9800 0.8909 0.8363 0.9767 0.8469 0.0 0.8238 0.9257 0.3016 0.2059 0.8643 0.9411 0.0
0.0372 321.82 3540 0.0999 0.6605 0.7022 0.9749 nan 0.9935 0.9485 0.9043 0.9865 0.9148 0.0 0.8799 0.9408 0.4754 0.1708 0.9279 0.9859 0.0 nan 0.9803 0.8891 0.8380 0.9766 0.8477 0.0 0.8260 0.9336 0.3210 0.1705 0.8638 0.9395 0.0
0.0344 323.64 3560 0.1052 0.6526 0.6951 0.9739 nan 0.9930 0.9506 0.8960 0.9873 0.9120 0.0 0.8821 0.9343 0.4613 0.1019 0.9341 0.9844 0.0 nan 0.9805 0.8835 0.8306 0.9768 0.8507 0.0 0.8310 0.9263 0.3098 0.1016 0.8523 0.9402 0.0
0.0337 325.45 3580 0.1140 0.6610 0.7004 0.9721 nan 0.9931 0.9503 0.9067 0.9884 0.9116 0.0 0.8615 0.9055 0.5177 0.1706 0.9183 0.9815 0.0 nan 0.9808 0.8915 0.8395 0.9768 0.8513 0.0 0.8255 0.8978 0.3436 0.1703 0.8613 0.9549 0.0
0.0299 327.27 3600 0.1028 0.6597 0.6985 0.9744 nan 0.9936 0.9506 0.8959 0.9876 0.9117 0.0 0.8808 0.9349 0.4626 0.1589 0.9242 0.9801 0.0 nan 0.9804 0.8908 0.8347 0.9767 0.8499 0.0 0.8308 0.9274 0.3142 0.1587 0.8613 0.9512 0.0
0.0327 329.09 3620 0.1274 0.6525 0.6970 0.9703 nan 0.9917 0.9535 0.9200 0.9881 0.9098 0.0 0.8856 0.8883 0.5077 0.1019 0.9302 0.9845 0.0 nan 0.9808 0.8871 0.8375 0.9768 0.8499 0.0 0.8328 0.8817 0.3361 0.1017 0.8455 0.9519 0.0
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0.0338 332.73 3660 0.1096 0.6593 0.7017 0.9733 nan 0.9931 0.9480 0.9026 0.9887 0.9094 0.0 0.8854 0.9220 0.4773 0.1739 0.9343 0.9872 0.0 nan 0.9805 0.8890 0.8355 0.9770 0.8510 0.0 0.8334 0.9145 0.3204 0.1737 0.8491 0.9469 0.0
0.034 334.55 3680 0.1070 0.6611 0.7025 0.9739 nan 0.9930 0.9467 0.9052 0.9898 0.8996 0.0 0.8764 0.9284 0.5121 0.1626 0.9343 0.9847 0.0 nan 0.9807 0.8886 0.8382 0.9766 0.8495 0.0 0.8349 0.9205 0.3396 0.1620 0.8533 0.9498 0.0
0.0314 336.36 3700 0.1142 0.6595 0.7008 0.9725 nan 0.9928 0.9508 0.9107 0.9870 0.9103 0.0 0.8786 0.9141 0.4806 0.1704 0.9308 0.9849 0.0 nan 0.9804 0.8884 0.8384 0.9768 0.8520 0.0 0.8312 0.9060 0.3239 0.1700 0.8596 0.9470 0.0
0.0296 338.18 3720 0.1065 0.6608 0.7052 0.9740 nan 0.9934 0.9512 0.8980 0.9887 0.9036 0.0 0.8775 0.9268 0.5043 0.1763 0.9622 0.9854 0.0 nan 0.9808 0.8896 0.8395 0.9769 0.8502 0.0 0.8337 0.9195 0.3363 0.1758 0.8382 0.9501 0.0
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0.029 341.82 3760 0.0915 0.6896 0.7332 0.9763 nan 0.9933 0.9478 0.9059 0.9880 0.9049 0.0 0.8808 0.9474 0.5829 0.4499 0.9519 0.9790 0.0 nan 0.9802 0.8993 0.8408 0.9770 0.8475 0.0 0.8313 0.9387 0.3932 0.4479 0.8648 0.9444 0.0
0.038 343.64 3780 0.1187 0.6534 0.6971 0.9719 nan 0.9932 0.9471 0.9049 0.9887 0.9057 0.0 0.8836 0.9071 0.4950 0.1019 0.9446 0.9900 0.0 nan 0.9800 0.8812 0.8385 0.9768 0.8491 0.0 0.8326 0.9003 0.3332 0.1016 0.8610 0.9402 0.0
0.0306 345.45 3800 0.1199 0.6540 0.6957 0.9717 nan 0.9934 0.9485 0.9036 0.9886 0.9085 0.0 0.8733 0.9017 0.5013 0.1100 0.9276 0.9879 0.0 nan 0.9808 0.8865 0.8393 0.9770 0.8514 0.0 0.8312 0.8941 0.3342 0.1097 0.8574 0.9407 0.0
0.0303 347.27 3820 0.1052 0.6698 0.7124 0.9746 nan 0.9930 0.9500 0.9129 0.9879 0.9045 0.0 0.8743 0.9304 0.5893 0.1978 0.9364 0.9843 0.0 nan 0.9806 0.8942 0.8406 0.9772 0.8501 0.0 0.8327 0.9228 0.3938 0.1975 0.8706 0.9480 0.0
0.0342 349.09 3840 0.1158 0.6600 0.7001 0.9728 nan 0.9933 0.9509 0.9046 0.9877 0.9108 0.0 0.8755 0.9139 0.4924 0.1622 0.9254 0.9846 0.0 nan 0.9805 0.8891 0.8405 0.9770 0.8506 0.0 0.8323 0.9068 0.3283 0.1618 0.8625 0.9509 0.0
0.0324 350.91 3860 0.1156 0.6605 0.7014 0.9727 nan 0.9929 0.9506 0.9149 0.9881 0.9070 0.0 0.8814 0.9118 0.5101 0.1482 0.9283 0.9847 0.0 nan 0.9807 0.8909 0.8440 0.9769 0.8486 0.0 0.8356 0.9046 0.3397 0.1479 0.8653 0.9529 0.0
0.0304 352.73 3880 0.1129 0.6615 0.7025 0.9730 nan 0.9925 0.9508 0.9135 0.9887 0.9107 0.0 0.8874 0.9171 0.4755 0.1809 0.9288 0.9863 0.0 nan 0.9804 0.8896 0.8425 0.9769 0.8512 0.0 0.8365 0.9097 0.3200 0.1802 0.8606 0.9524 0.0
0.0344 354.55 3900 0.1090 0.6594 0.6983 0.9737 nan 0.9933 0.9541 0.9029 0.9873 0.9119 0.0 0.8656 0.9238 0.4764 0.1538 0.9247 0.9841 0.0 nan 0.9806 0.8885 0.8411 0.9770 0.8520 0.0 0.8314 0.9170 0.3190 0.1535 0.8563 0.9552 0.0
0.0376 356.36 3920 0.1084 0.6639 0.7075 0.9739 nan 0.9923 0.9513 0.9136 0.9892 0.9051 0.0 0.8871 0.9262 0.4806 0.2174 0.9455 0.9896 0.0 nan 0.9805 0.8898 0.8434 0.9769 0.8515 0.0 0.8322 0.9185 0.3222 0.2167 0.8623 0.9366 0.0
0.0327 358.18 3940 0.1028 0.6641 0.7051 0.9747 nan 0.9930 0.9499 0.9123 0.9894 0.9015 0.0 0.8806 0.9326 0.4839 0.2005 0.9338 0.9888 0.0 nan 0.9806 0.8909 0.8447 0.9768 0.8476 0.0 0.8332 0.9264 0.3271 0.2002 0.8635 0.9423 0.0
0.0363 360.0 3960 0.1098 0.6603 0.7007 0.9739 nan 0.9933 0.9498 0.9041 0.9885 0.9086 0.0 0.8880 0.9265 0.4705 0.1675 0.9247 0.9870 0.0 nan 0.9803 0.8913 0.8396 0.9772 0.8498 0.0 0.8333 0.9194 0.3183 0.1671 0.8628 0.9444 0.0
0.0317 361.82 3980 0.0958 0.6542 0.6926 0.9762 nan 0.9933 0.9529 0.9043 0.9886 0.9063 0.0 0.8821 0.9529 0.4346 0.0914 0.9110 0.9868 0.0 nan 0.9808 0.8865 0.8425 0.9771 0.8508 0.0 0.8330 0.9463 0.2929 0.0911 0.8535 0.9502 0.0
0.0414 363.64 4000 0.1092 0.6523 0.6917 0.9740 nan 0.9929 0.9533 0.8956 0.9883 0.9052 0.0 0.8828 0.9345 0.4354 0.0910 0.9288 0.9843 0.0 nan 0.9803 0.8854 0.8284 0.9770 0.8530 0.0 0.8342 0.9276 0.2940 0.0908 0.8606 0.9486 0.0
0.0338 365.45 4020 0.1130 0.6592 0.7004 0.9735 nan 0.9933 0.9503 0.8980 0.9884 0.9051 0.0 0.8856 0.9241 0.4642 0.1656 0.9428 0.9874 0.0 nan 0.9805 0.8884 0.8323 0.9771 0.8508 0.0 0.8363 0.9175 0.3122 0.1649 0.8609 0.9484 0.0
0.0321 367.27 4040 0.1147 0.6520 0.6921 0.9732 nan 0.9930 0.9509 0.9042 0.9888 0.8978 0.0 0.8816 0.9234 0.4467 0.0944 0.9313 0.9857 0.0 nan 0.9804 0.8863 0.8336 0.9769 0.8483 0.0 0.8320 0.9168 0.3015 0.0942 0.8590 0.9471 0.0
0.0291 369.09 4060 0.1129 0.6592 0.6990 0.9736 nan 0.9930 0.9521 0.9075 0.9885 0.9033 0.0 0.8799 0.9231 0.4734 0.1556 0.9261 0.9839 0.0 nan 0.9805 0.8896 0.8383 0.9772 0.8512 0.0 0.8304 0.9163 0.3185 0.1553 0.8603 0.9519 0.0
0.0344 370.91 4080 0.1066 0.6673 0.7113 0.9752 nan 0.9933 0.9506 0.9042 0.9886 0.9078 0.0 0.8807 0.9327 0.6771 0.0985 0.9316 0.9822 0.0 nan 0.9807 0.8969 0.8410 0.9771 0.8515 0.0 0.8338 0.9256 0.4496 0.0984 0.8678 0.9521 0.0
0.0309 372.73 4100 0.1078 0.6646 0.7102 0.9750 nan 0.9929 0.9501 0.9114 0.9889 0.9056 0.0 0.8885 0.9325 0.6374 0.0962 0.9425 0.9872 0.0 nan 0.9808 0.8964 0.8429 0.9769 0.8498 0.0 0.8329 0.9248 0.4280 0.0959 0.8592 0.9528 0.0
0.032 374.55 4120 0.1079 0.6634 0.7059 0.9749 nan 0.9933 0.9509 0.9039 0.9880 0.9096 0.0 0.8748 0.9330 0.6270 0.0868 0.9237 0.9862 0.0 nan 0.9803 0.8952 0.8383 0.9772 0.8513 0.0 0.8327 0.9262 0.4210 0.0866 0.8605 0.9547 0.0
0.034 376.36 4140 0.1070 0.6638 0.7059 0.9751 nan 0.9928 0.9526 0.9109 0.9888 0.9033 0.0 0.8748 0.9341 0.6112 0.0970 0.9249 0.9857 0.0 nan 0.9807 0.8940 0.8421 0.9772 0.8521 0.0 0.8302 0.9272 0.4091 0.0968 0.8640 0.9556 0.0
0.0339 378.18 4160 0.1066 0.6623 0.7055 0.9750 nan 0.9922 0.9494 0.9231 0.9895 0.9009 0.0 0.8846 0.9353 0.5772 0.1073 0.9229 0.9891 0.0 nan 0.9807 0.8928 0.8430 0.9771 0.8506 0.0 0.8315 0.9275 0.3883 0.1072 0.8586 0.9526 0.0
0.0322 380.0 4180 0.1092 0.6652 0.7077 0.9746 nan 0.9932 0.9505 0.9031 0.9890 0.9082 0.0 0.8758 0.9288 0.6226 0.1212 0.9229 0.9845 0.0 nan 0.9804 0.8947 0.8393 0.9771 0.8497 0.0 0.8322 0.9225 0.4172 0.1209 0.8610 0.9529 0.0
0.033 381.82 4200 0.1056 0.6681 0.7110 0.9754 nan 0.9930 0.9523 0.9051 0.9885 0.9079 0.0 0.8830 0.9378 0.5947 0.1563 0.9377 0.9873 0.0 nan 0.9807 0.8957 0.8419 0.9774 0.8528 0.0 0.8356 0.9296 0.4018 0.1557 0.8694 0.9451 0.0
0.0313 383.64 4220 0.1042 0.6592 0.6998 0.9751 nan 0.9930 0.9511 0.9023 0.9890 0.9061 0.0 0.8871 0.9402 0.5171 0.0998 0.9258 0.9853 0.0 nan 0.9806 0.8893 0.8350 0.9775 0.8540 0.0 0.8371 0.9328 0.3485 0.0996 0.8653 0.9506 0.0
0.0322 385.45 4240 0.1045 0.6679 0.7128 0.9755 nan 0.9929 0.9532 0.9057 0.9877 0.9116 0.0 0.8831 0.9385 0.6182 0.1546 0.9355 0.9859 0.0 nan 0.9808 0.8927 0.8370 0.9775 0.8536 0.0 0.8352 0.9314 0.4072 0.1538 0.8618 0.9520 0.0
0.0296 387.27 4260 0.1042 0.6687 0.7111 0.9752 nan 0.9931 0.9536 0.9027 0.9875 0.9090 0.0 0.8889 0.9369 0.5808 0.1781 0.9279 0.9853 0.0 nan 0.9807 0.8940 0.8369 0.9773 0.8536 0.0 0.8327 0.9292 0.3924 0.1774 0.8645 0.9544 0.0
0.0273 389.09 4280 0.1097 0.6720 0.7135 0.9742 nan 0.9926 0.9519 0.9032 0.9888 0.9077 0.0 0.8643 0.9264 0.6261 0.2096 0.9201 0.9849 0.0 nan 0.9806 0.8926 0.8316 0.9772 0.8535 0.0 0.8291 0.9194 0.4166 0.2093 0.8717 0.9542 0.0
0.034 390.91 4300 0.1072 0.6682 0.7088 0.9744 nan 0.9929 0.9510 0.9133 0.9887 0.9114 0.0 0.8780 0.9271 0.5054 0.2158 0.9437 0.9866 0.0 nan 0.9807 0.8938 0.8431 0.9770 0.8529 0.0 0.8313 0.9201 0.3425 0.2157 0.8787 0.9505 0.0
0.0312 392.73 4320 0.1088 0.6679 0.7075 0.9741 nan 0.9932 0.9524 0.9077 0.9881 0.9081 0.0 0.8804 0.9248 0.5026 0.2282 0.9302 0.9820 0.0 nan 0.9806 0.8943 0.8420 0.9774 0.8530 0.0 0.8290 0.9178 0.3387 0.2279 0.8662 0.9564 0.0
0.03 394.55 4340 0.1121 0.6646 0.7049 0.9736 nan 0.9929 0.9513 0.9114 0.9890 0.9055 0.0 0.8864 0.9199 0.4844 0.2110 0.9247 0.9866 0.0 nan 0.9806 0.8916 0.8418 0.9772 0.8538 0.0 0.8311 0.9134 0.3262 0.2107 0.8611 0.9526 0.0
0.0329 396.36 4360 0.1102 0.6615 0.7029 0.9742 nan 0.9931 0.9494 0.9078 0.9885 0.9066 0.0 0.8832 0.9294 0.5040 0.1510 0.9398 0.9844 0.0 nan 0.9805 0.8906 0.8399 0.9770 0.8550 0.0 0.8314 0.9215 0.3376 0.1508 0.8647 0.9508 0.0
0.0279 398.18 4380 0.1050 0.6897 0.7341 0.9749 nan 0.9927 0.9530 0.9107 0.9883 0.9079 0.0 0.8718 0.9275 0.6044 0.4519 0.9537 0.9816 0.0 nan 0.9805 0.8992 0.8405 0.9773 0.8529 0.0 0.8284 0.9208 0.4046 0.4495 0.8583 0.9543 0.0
0.0459 400.0 4400 0.1012 0.6861 0.7289 0.9758 nan 0.9933 0.9516 0.9025 0.9885 0.9038 0.0 0.8784 0.9368 0.6359 0.3664 0.9354 0.9837 0.0 nan 0.9809 0.9010 0.8415 0.9773 0.8514 0.0 0.8330 0.9278 0.4256 0.3657 0.8584 0.9567 0.0
0.0265 401.82 4420 0.1049 0.6814 0.7251 0.9750 nan 0.9930 0.9491 0.9083 0.9897 0.9053 0.0 0.8945 0.9292 0.6095 0.3308 0.9311 0.9859 0.0 nan 0.9806 0.8996 0.8408 0.9771 0.8506 0.0 0.8344 0.9223 0.4087 0.3297 0.8618 0.9522 0.0
0.0257 403.64 4440 0.1071 0.6680 0.7070 0.9744 nan 0.9927 0.9550 0.9028 0.9882 0.9066 0.0 0.8828 0.9303 0.5080 0.2263 0.9164 0.9817 0.0 nan 0.9807 0.8919 0.8369 0.9773 0.8546 0.0 0.8372 0.9223 0.3427 0.2259 0.8560 0.9589 0.0
0.0316 405.45 4460 0.1070 0.6690 0.7100 0.9743 nan 0.9928 0.9525 0.9038 0.9886 0.9098 0.0 0.8779 0.9284 0.5173 0.2422 0.9300 0.9867 0.0 nan 0.9807 0.8913 0.8372 0.9772 0.8532 0.0 0.8342 0.9209 0.3481 0.2415 0.8597 0.9532 0.0
0.0288 407.27 4480 0.1034 0.6715 0.7129 0.9750 nan 0.9928 0.9533 0.9072 0.9884 0.9092 0.0 0.8758 0.9352 0.5335 0.2468 0.9403 0.9851 0.0 nan 0.9807 0.8943 0.8389 0.9773 0.8550 0.0 0.8327 0.9272 0.3604 0.2461 0.8625 0.9546 0.0
0.028 409.09 4500 0.1090 0.6737 0.7143 0.9742 nan 0.9931 0.9512 0.9094 0.9890 0.9067 0.0 0.8799 0.9237 0.5016 0.3071 0.9384 0.9863 0.0 nan 0.9807 0.8942 0.8413 0.9773 0.8530 0.0 0.8315 0.9166 0.3396 0.3057 0.8665 0.9522 0.0
0.0331 410.91 4520 0.1070 0.6759 0.7167 0.9746 nan 0.9931 0.9518 0.9057 0.9886 0.9070 0.0 0.8680 0.9285 0.5480 0.3009 0.9402 0.9853 0.0 nan 0.9807 0.8956 0.8388 0.9774 0.8545 0.0 0.8323 0.9209 0.3685 0.2995 0.8660 0.9524 0.0
0.0338 412.73 4540 0.1101 0.6645 0.7036 0.9738 nan 0.9934 0.9499 0.8950 0.9895 0.9048 0.0 0.8838 0.9255 0.4974 0.1936 0.9292 0.9842 0.0 nan 0.9803 0.8908 0.8323 0.9774 0.8556 0.0 0.8333 0.9184 0.3370 0.1933 0.8638 0.9560 0.0
0.0287 414.55 4560 0.1085 0.6693 0.7107 0.9743 nan 0.9931 0.9506 0.9014 0.9885 0.9123 0.0 0.8803 0.9289 0.5478 0.2182 0.9334 0.9844 0.0 nan 0.9807 0.8943 0.8361 0.9773 0.8542 0.0 0.8310 0.9200 0.3689 0.2177 0.8634 0.9576 0.0
0.0326 416.36 4580 0.1041 0.6632 0.7006 0.9750 nan 0.9932 0.9538 0.8958 0.9886 0.9065 0.0 0.8720 0.9393 0.4789 0.1780 0.9192 0.9820 0.0 nan 0.9807 0.8888 0.8343 0.9774 0.8552 0.0 0.8289 0.9321 0.3229 0.1776 0.8620 0.9614 0.0
0.0295 418.18 4600 0.1171 0.6685 0.7099 0.9729 nan 0.9927 0.9532 0.9062 0.9890 0.9036 0.0 0.8812 0.9111 0.5387 0.2322 0.9354 0.9852 0.0 nan 0.9805 0.8927 0.8366 0.9774 0.8529 0.0 0.8349 0.9044 0.3600 0.2312 0.8643 0.9554 0.0
0.0323 420.0 4620 0.1553 0.6577 0.6970 0.9686 nan 0.9931 0.9520 0.8853 0.9888 0.9058 0.0 0.8867 0.8720 0.4612 0.2018 0.9276 0.9869 0.0 nan 0.9806 0.8834 0.8226 0.9772 0.8533 0.0 0.8359 0.8649 0.3116 0.2008 0.8663 0.9530 0.0
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0.0328 423.64 4660 0.1390 0.6602 0.7000 0.9696 nan 0.9934 0.9513 0.8971 0.9884 0.9092 0.0 0.8821 0.8762 0.5016 0.1896 0.9247 0.9861 0.0 nan 0.9805 0.8896 0.8358 0.9774 0.8538 0.0 0.8361 0.8693 0.3366 0.1890 0.8587 0.9552 0.0
0.0288 425.45 4680 0.1314 0.6644 0.7043 0.9705 nan 0.9931 0.9512 0.9069 0.9886 0.9062 0.0 0.8749 0.8842 0.5280 0.2110 0.9290 0.9824 0.0 nan 0.9805 0.8917 0.8392 0.9776 0.8547 0.0 0.8356 0.8774 0.3548 0.2104 0.8617 0.9537 0.0
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0.0309 429.09 4720 0.1460 0.6790 0.7216 0.9699 nan 0.9932 0.9471 0.9055 0.9899 0.9045 0.0 0.8758 0.8721 0.5933 0.3667 0.9432 0.9891 0.0 nan 0.9807 0.8964 0.8385 0.9771 0.8531 0.0 0.8327 0.8652 0.3990 0.3641 0.8680 0.9517 0.0
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0.0296 440.0 4840 0.1123 0.6666 0.7061 0.9733 nan 0.9930 0.9513 0.8969 0.9887 0.9089 0.0 0.8775 0.9201 0.4845 0.2525 0.9185 0.9877 0.0 nan 0.9805 0.8887 0.8308 0.9774 0.8544 0.0 0.8304 0.9129 0.3265 0.2515 0.8602 0.9526 0.0
0.0304 441.82 4860 0.1114 0.6675 0.7095 0.9737 nan 0.9928 0.9524 0.9015 0.9876 0.9101 0.0 0.8760 0.9244 0.5140 0.2458 0.9308 0.9885 0.0 nan 0.9808 0.8888 0.8325 0.9775 0.8535 0.0 0.8287 0.9161 0.3432 0.2451 0.8606 0.9510 0.0
0.0346 443.64 4880 0.1098 0.6680 0.7095 0.9739 nan 0.9929 0.9518 0.9035 0.9888 0.9084 0.0 0.8779 0.9251 0.4964 0.2572 0.9327 0.9893 0.0 nan 0.9809 0.8892 0.8344 0.9774 0.8546 0.0 0.8321 0.9177 0.3338 0.2558 0.8595 0.9487 0.0
0.0283 445.45 4900 0.1115 0.6668 0.7077 0.9736 nan 0.9931 0.9492 0.9032 0.9887 0.9079 0.0 0.8813 0.9237 0.4617 0.2674 0.9348 0.9894 0.0 nan 0.9806 0.8885 0.8322 0.9775 0.8544 0.0 0.8320 0.9162 0.3135 0.2659 0.8614 0.9469 0.0
0.027 447.27 4920 0.1135 0.6658 0.7070 0.9733 nan 0.9928 0.9509 0.9054 0.9890 0.9060 0.0 0.8776 0.9189 0.4845 0.2421 0.9343 0.9898 0.0 nan 0.9807 0.8895 0.8343 0.9774 0.8545 0.0 0.8314 0.9119 0.3274 0.2414 0.8597 0.9479 0.0
0.0307 449.09 4940 0.1111 0.6686 0.7097 0.9736 nan 0.9928 0.9506 0.9083 0.9892 0.9068 0.0 0.8797 0.9209 0.4992 0.2577 0.9331 0.9882 0.0 nan 0.9807 0.8908 0.8360 0.9774 0.8558 0.0 0.8319 0.9140 0.3362 0.2563 0.8623 0.9498 0.0
0.0292 450.91 4960 0.1114 0.6700 0.7096 0.9737 nan 0.9933 0.9518 0.8997 0.9879 0.9133 0.0 0.8726 0.9220 0.4959 0.2733 0.9295 0.9861 0.0 nan 0.9806 0.8910 0.8350 0.9775 0.8556 0.0 0.8331 0.9147 0.3344 0.2713 0.8651 0.9521 0.0
0.0329 452.73 4980 0.1052 0.6722 0.7124 0.9748 nan 0.9933 0.9499 0.9052 0.9885 0.9106 0.0 0.8740 0.9336 0.5081 0.2771 0.9352 0.9851 0.0 nan 0.9807 0.8936 0.8364 0.9776 0.8558 0.0 0.8323 0.9257 0.3428 0.2754 0.8649 0.9537 0.0
0.0314 454.55 5000 0.1017 0.6675 0.7081 0.9753 nan 0.9930 0.9516 0.9057 0.9890 0.9098 0.0 0.8730 0.9399 0.4960 0.2209 0.9395 0.9869 0.0 nan 0.9808 0.8910 0.8362 0.9775 0.8566 0.0 0.8333 0.9332 0.3341 0.2198 0.8598 0.9547 0.0
0.03 456.36 5020 0.1029 0.6670 0.7079 0.9752 nan 0.9930 0.9523 0.9043 0.9887 0.9100 0.0 0.8754 0.9389 0.4895 0.2228 0.9403 0.9881 0.0 nan 0.9808 0.8908 0.8353 0.9776 0.8571 0.0 0.8323 0.9314 0.3304 0.2216 0.8602 0.9534 0.0
0.0311 458.18 5040 0.1032 0.6681 0.7082 0.9751 nan 0.9931 0.9528 0.9032 0.9884 0.9078 0.0 0.8704 0.9387 0.4860 0.2394 0.9412 0.9857 0.0 nan 0.9807 0.8907 0.8345 0.9777 0.8571 0.0 0.8315 0.9312 0.3280 0.2381 0.8614 0.9545 0.0
0.0269 460.0 5060 0.1031 0.6697 0.7100 0.9750 nan 0.9932 0.9534 0.9008 0.9878 0.9114 0.0 0.8793 0.9369 0.4996 0.2463 0.9386 0.9824 0.0 nan 0.9808 0.8912 0.8345 0.9775 0.8567 0.0 0.8335 0.9296 0.3354 0.2453 0.8663 0.9551 0.0
0.0261 461.82 5080 0.1035 0.6714 0.7120 0.9751 nan 0.9933 0.9516 0.9002 0.9884 0.9087 0.0 0.8799 0.9370 0.5140 0.2609 0.9389 0.9828 0.0 nan 0.9808 0.8920 0.8339 0.9776 0.8566 0.0 0.8338 0.9293 0.3441 0.2596 0.8673 0.9538 0.0
0.0336 463.64 5100 0.1046 0.6704 0.7097 0.9750 nan 0.9931 0.9523 0.9039 0.9885 0.9098 0.0 0.8741 0.9356 0.5061 0.2520 0.9277 0.9832 0.0 nan 0.9809 0.8913 0.8355 0.9776 0.8563 0.0 0.8327 0.9280 0.3399 0.2508 0.8668 0.9549 0.0
0.029 465.45 5120 0.1046 0.6679 0.7071 0.9749 nan 0.9931 0.9518 0.9026 0.9887 0.9101 0.0 0.8793 0.9360 0.4742 0.2432 0.9263 0.9864 0.0 nan 0.9807 0.8907 0.8349 0.9775 0.8562 0.0 0.8325 0.9285 0.3212 0.2422 0.8673 0.9512 0.0
0.0287 467.27 5140 0.1040 0.6672 0.7072 0.9749 nan 0.9932 0.9527 0.8982 0.9879 0.9113 0.0 0.8828 0.9373 0.4782 0.2333 0.9324 0.9869 0.0 nan 0.9807 0.8907 0.8342 0.9776 0.8557 0.0 0.8327 0.9290 0.3237 0.2325 0.8672 0.9501 0.0
0.0264 469.09 5160 0.1061 0.6677 0.7077 0.9746 nan 0.9930 0.9516 0.8997 0.9889 0.9099 0.0 0.8816 0.9334 0.4851 0.2397 0.9300 0.9874 0.0 nan 0.9807 0.8897 0.8333 0.9775 0.8557 0.0 0.8319 0.9257 0.3274 0.2384 0.8671 0.9522 0.0
0.0283 470.91 5180 0.1037 0.6696 0.7101 0.9748 nan 0.9931 0.9510 0.8997 0.9889 0.9093 0.0 0.8847 0.9353 0.5076 0.2461 0.9293 0.9864 0.0 nan 0.9807 0.8914 0.8334 0.9775 0.8552 0.0 0.8320 0.9276 0.3416 0.2450 0.8681 0.9523 0.0
0.0283 472.73 5200 0.1039 0.6712 0.7123 0.9750 nan 0.9931 0.9521 0.9004 0.9885 0.9105 0.0 0.8833 0.9360 0.5190 0.2596 0.9311 0.9867 0.0 nan 0.9808 0.8919 0.8343 0.9775 0.8545 0.0 0.8328 0.9283 0.3487 0.2585 0.8666 0.9519 0.0
0.0275 474.55 5220 0.1047 0.6687 0.7082 0.9748 nan 0.9932 0.9520 0.9013 0.9885 0.9093 0.0 0.8806 0.9345 0.4863 0.2485 0.9256 0.9871 0.0 nan 0.9807 0.8904 0.8340 0.9776 0.8553 0.0 0.8325 0.9276 0.3288 0.2475 0.8671 0.9510 0.0
0.0264 476.36 5240 0.1108 0.6676 0.7079 0.9739 nan 0.9929 0.9516 0.9041 0.9890 0.9080 0.0 0.8811 0.9241 0.4843 0.2515 0.9279 0.9881 0.0 nan 0.9807 0.8898 0.8337 0.9775 0.8550 0.0 0.8310 0.9175 0.3270 0.2504 0.8675 0.9487 0.0
0.0313 478.18 5260 0.1172 0.6674 0.7089 0.9729 nan 0.9929 0.9506 0.9020 0.9891 0.9097 0.0 0.8754 0.9137 0.5080 0.2487 0.9377 0.9881 0.0 nan 0.9807 0.8901 0.8330 0.9774 0.8545 0.0 0.8310 0.9068 0.3415 0.2476 0.8652 0.9480 0.0
0.0254 480.0 5280 0.1142 0.6699 0.7121 0.9734 nan 0.9928 0.9508 0.9090 0.9891 0.9092 0.0 0.8830 0.9175 0.5182 0.2615 0.9396 0.9866 0.0 nan 0.9808 0.8924 0.8371 0.9775 0.8549 0.0 0.8311 0.9101 0.3480 0.2601 0.8651 0.9518 0.0
0.0373 481.82 5300 0.1122 0.6691 0.7095 0.9737 nan 0.9932 0.9513 0.9036 0.9884 0.9107 0.0 0.8778 0.9206 0.5073 0.2500 0.9354 0.9847 0.0 nan 0.9808 0.8928 0.8370 0.9776 0.8554 0.0 0.8302 0.9127 0.3426 0.2488 0.8664 0.9546 0.0
0.0255 483.64 5320 0.1104 0.6685 0.7087 0.9740 nan 0.9933 0.9515 0.9023 0.9885 0.9098 0.0 0.8805 0.9240 0.5053 0.2405 0.9322 0.9854 0.0 nan 0.9807 0.8922 0.8368 0.9776 0.8559 0.0 0.8310 0.9165 0.3407 0.2394 0.8662 0.9537 0.0
0.0285 485.45 5340 0.1084 0.6693 0.7108 0.9745 nan 0.9930 0.9509 0.9085 0.9886 0.9106 0.0 0.8817 0.9289 0.5108 0.2425 0.9379 0.9866 0.0 nan 0.9808 0.8928 0.8378 0.9776 0.8557 0.0 0.8312 0.9214 0.3439 0.2415 0.8652 0.9527 0.0
0.0297 487.27 5360 0.1085 0.6688 0.7097 0.9745 nan 0.9932 0.9517 0.9030 0.9889 0.9086 0.0 0.8795 0.9290 0.5124 0.2383 0.9336 0.9883 0.0 nan 0.9808 0.8918 0.8368 0.9776 0.8554 0.0 0.8305 0.9220 0.3451 0.2371 0.8657 0.9512 0.0
0.0265 489.09 5380 0.1088 0.6682 0.7087 0.9745 nan 0.9932 0.9520 0.9020 0.9888 0.9081 0.0 0.8791 0.9297 0.5135 0.2311 0.9279 0.9881 0.0 nan 0.9808 0.8916 0.8362 0.9776 0.8561 0.0 0.8304 0.9222 0.3459 0.2300 0.8639 0.9519 0.0
0.0301 490.91 5400 0.1079 0.6687 0.7095 0.9746 nan 0.9932 0.9517 0.9030 0.9884 0.9091 0.0 0.8773 0.9313 0.5110 0.2369 0.9327 0.9884 0.0 nan 0.9807 0.8922 0.8367 0.9777 0.8563 0.0 0.8301 0.9232 0.3445 0.2357 0.8655 0.9507 0.0
0.028 492.73 5420 0.1072 0.6697 0.7101 0.9747 nan 0.9932 0.9509 0.9040 0.9886 0.9109 0.0 0.8777 0.9321 0.5124 0.2444 0.9302 0.9874 0.0 nan 0.9808 0.8928 0.8373 0.9776 0.8557 0.0 0.8306 0.9239 0.3455 0.2432 0.8671 0.9518 0.0
0.0305 494.55 5440 0.1065 0.6700 0.7107 0.9748 nan 0.9933 0.9498 0.9037 0.9890 0.9093 0.0 0.8802 0.9329 0.5086 0.2493 0.9361 0.9869 0.0 nan 0.9807 0.8932 0.8377 0.9775 0.8555 0.0 0.8314 0.9248 0.3432 0.2481 0.8658 0.9515 0.0
0.0292 496.36 5460 0.1088 0.6695 0.7101 0.9746 nan 0.9931 0.9518 0.9053 0.9888 0.9104 0.0 0.8763 0.9303 0.5131 0.2429 0.9332 0.9865 0.0 nan 0.9807 0.8925 0.8380 0.9776 0.8556 0.0 0.8308 0.9231 0.3451 0.2418 0.8653 0.9532 0.0
0.0281 498.18 5480 0.1070 0.6693 0.7091 0.9747 nan 0.9932 0.9521 0.9031 0.9883 0.9118 0.0 0.8750 0.9323 0.4945 0.2482 0.9331 0.9861 0.0 nan 0.9807 0.8925 0.8375 0.9776 0.8557 0.0 0.8312 0.9245 0.3349 0.2470 0.8662 0.9531 0.0
0.0335 500.0 5500 0.1068 0.6684 0.7082 0.9747 nan 0.9932 0.9513 0.9029 0.9891 0.9082 0.0 0.8767 0.9315 0.5011 0.2352 0.9299 0.9872 0.0 nan 0.9807 0.8923 0.8376 0.9775 0.8554 0.0 0.8309 0.9241 0.3386 0.2342 0.8665 0.9518 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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