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metadata
license: other
tags:
  - generated_from_trainer
model-index:
  - name: safety-utcustom-terrain-b0
    results: []

safety-utcustom-terrain-b0

This model is a fine-tuned version of nvidia/mit-b0 on the None 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