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segformer-b5-finetuned-human-parsing

This model is a fine-tuned version of nvidia/mit-b5 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2292
  • Mean Iou: 0.6258
  • Mean Accuracy: 0.7547
  • Overall Accuracy: 0.8256
  • Accuracy Background: nan
  • Accuracy Hat: 0.8561
  • Accuracy Hair: 0.8974
  • Accuracy Sunglasses: 0.7540
  • Accuracy Upper-clothes: 0.8553
  • Accuracy Skirt: 0.7026
  • Accuracy Pants: 0.8913
  • Accuracy Dress: 0.7525
  • Accuracy Belt: 0.4251
  • Accuracy Left-shoe: 0.6014
  • Accuracy Right-shoe: 0.6374
  • Accuracy Face: 0.9094
  • Accuracy Left-leg: 0.8452
  • Accuracy Right-leg: 0.8343
  • Accuracy Left-arm: 0.8506
  • Accuracy Right-arm: 0.8287
  • Accuracy Bag: 0.8232
  • Accuracy Scarf: 0.3662
  • Iou Background: 0.0
  • Iou Hat: 0.7625
  • Iou Hair: 0.8171
  • Iou Sunglasses: 0.6400
  • Iou Upper-clothes: 0.7700
  • Iou Skirt: 0.6211
  • Iou Pants: 0.7788
  • Iou Dress: 0.5512
  • Iou Belt: 0.3564
  • Iou Left-shoe: 0.5032
  • Iou Right-shoe: 0.5381
  • Iou Face: 0.8294
  • Iou Left-leg: 0.7412
  • Iou Right-leg: 0.7591
  • Iou Left-arm: 0.7579
  • Iou Right-arm: 0.7705
  • Iou Bag: 0.7729
  • Iou Scarf: 0.2956

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: 6e-05
  • train_batch_size: 2
  • eval_batch_size: 2
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 15

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Accuracy Background Accuracy Hat Accuracy Hair Accuracy Sunglasses Accuracy Upper-clothes Accuracy Skirt Accuracy Pants Accuracy Dress Accuracy Belt Accuracy Left-shoe Accuracy Right-shoe Accuracy Face Accuracy Left-leg Accuracy Right-leg Accuracy Left-arm Accuracy Right-arm Accuracy Bag Accuracy Scarf Iou Background Iou Hat Iou Hair Iou Sunglasses Iou Upper-clothes Iou Skirt Iou Pants Iou Dress Iou Belt Iou Left-shoe Iou Right-shoe Iou Face Iou Left-leg Iou Right-leg Iou Left-arm Iou Right-arm Iou Bag Iou Scarf
1.1597 0.04 20 1.5815 0.1179 0.1991 0.4296 nan 0.0060 0.6905 0.0 0.7657 0.0108 0.6431 0.2946 0.0 0.0288 0.0366 0.1480 0.0025 0.5692 0.0096 0.0259 0.1537 0.0 0.0 0.0051 0.4253 0.0 0.5199 0.0103 0.3388 0.1700 0.0 0.0258 0.0338 0.0895 0.0025 0.3162 0.0094 0.0253 0.1495 0.0
0.6963 0.08 40 0.8073 0.1759 0.2719 0.4628 nan 0.0015 0.8699 0.0 0.4736 0.4932 0.5141 0.6775 0.0 0.0062 0.1038 0.5301 0.0916 0.5071 0.0092 0.0549 0.2889 0.0 0.0 0.0015 0.6169 0.0 0.4242 0.2202 0.3522 0.2251 0.0 0.0062 0.0904 0.4914 0.0852 0.3160 0.0092 0.0541 0.2731 0.0
0.5786 0.12 60 0.6136 0.2538 0.3642 0.4679 nan 0.0180 0.8122 0.0 0.1998 0.0000 0.6621 0.8592 0.0 0.1440 0.2772 0.8381 0.4032 0.6068 0.4182 0.3097 0.6434 0.0 0.0 0.0179 0.6760 0.0 0.1951 0.0000 0.5471 0.2218 0.0 0.1147 0.2032 0.6403 0.3189 0.4204 0.3505 0.2947 0.5676 0.0
0.324 0.16 80 0.4282 0.2893 0.4044 0.6041 nan 0.0147 0.7890 0.0 0.8222 0.7984 0.6646 0.1038 0.0 0.0896 0.3308 0.8277 0.4099 0.6839 0.2401 0.5474 0.5521 0.0 0.0 0.0147 0.6800 0.0 0.6159 0.3049 0.5913 0.0938 0.0 0.0802 0.2394 0.6598 0.3178 0.4504 0.2288 0.4189 0.5113 0.0
0.297 0.2 100 0.4020 0.3034 0.4230 0.6332 nan 0.0048 0.8076 0.0080 0.9042 0.6567 0.8036 0.0317 0.0 0.0481 0.5298 0.7728 0.2589 0.7232 0.5941 0.3839 0.6643 0.0 0.0 0.0048 0.6708 0.0080 0.6300 0.3836 0.5929 0.0314 0.0 0.0441 0.3152 0.6726 0.2420 0.4745 0.4532 0.3631 0.5759 0.0
0.2608 0.24 120 0.3538 0.3444 0.4554 0.6504 nan 0.2922 0.8078 0.0753 0.8472 0.0425 0.6961 0.6197 0.0 0.2550 0.3074 0.8020 0.5636 0.6895 0.3779 0.6930 0.6734 0.0 0.0 0.2757 0.6940 0.0747 0.6457 0.0419 0.6098 0.3611 0.0 0.1849 0.2412 0.7038 0.4513 0.5038 0.3439 0.4760 0.5915 0.0
0.3306 0.28 140 0.3281 0.3562 0.4736 0.6560 nan 0.4111 0.8576 0.1953 0.8081 0.6916 0.7888 0.3489 0.0 0.0809 0.3612 0.8132 0.0622 0.7078 0.6328 0.5437 0.7482 0.0 0.0 0.3895 0.7227 0.1857 0.6777 0.3750 0.6015 0.2749 0.0 0.0740 0.2602 0.7070 0.0612 0.4348 0.5114 0.4966 0.6385 0.0
0.364 0.32 160 0.3368 0.3689 0.4836 0.6531 nan 0.3898 0.8453 0.1743 0.9269 0.2493 0.7922 0.0842 0.0 0.4874 0.2384 0.8116 0.6226 0.5731 0.6049 0.6620 0.7597 0.0 0.0 0.3746 0.7246 0.1690 0.6015 0.1998 0.5942 0.0786 0.0 0.2682 0.1904 0.7015 0.4781 0.4781 0.5452 0.5804 0.6562 0.0
0.635 0.36 180 0.3092 0.3699 0.4903 0.6319 nan 0.4996 0.8387 0.2136 0.6184 0.0129 0.7920 0.8199 0.0 0.1895 0.3028 0.8307 0.7258 0.3386 0.7480 0.6543 0.7511 0.0 0.0 0.4613 0.7126 0.2042 0.5589 0.0128 0.6658 0.3529 0.0 0.1622 0.2426 0.7363 0.4646 0.3144 0.5794 0.5575 0.6321 0.0
0.1464 0.4 200 0.3306 0.3809 0.5041 0.6544 nan 0.6110 0.8337 0.2420 0.8913 0.8862 0.6492 0.0004 0.0 0.2888 0.2949 0.8514 0.4630 0.7751 0.7020 0.5429 0.5386 0.0 0.0 0.5329 0.7348 0.2331 0.6567 0.3661 0.5769 0.0004 0.0 0.2221 0.2333 0.7431 0.4133 0.5478 0.5718 0.5125 0.5107 0.0
0.2257 0.44 220 0.2751 0.4089 0.5400 0.6752 nan 0.6851 0.8458 0.4204 0.7241 0.1085 0.7997 0.7657 0.0 0.2458 0.4039 0.8858 0.7863 0.3199 0.7405 0.6974 0.7508 0.0 0.0 0.5815 0.7437 0.3776 0.6458 0.1033 0.6526 0.3966 0.0 0.2027 0.3078 0.7438 0.4680 0.2966 0.6204 0.5942 0.6260 0.0
0.3069 0.48 240 0.2614 0.4163 0.5499 0.6868 nan 0.6246 0.8571 0.3130 0.7765 0.8266 0.7786 0.3212 0.0 0.3560 0.3736 0.8579 0.1780 0.8761 0.7423 0.7693 0.6970 0.0 0.0 0.5597 0.7370 0.2931 0.6733 0.4032 0.6889 0.2487 0.0 0.2662 0.2901 0.7425 0.1724 0.4957 0.6373 0.6376 0.6470 0.0
0.1454 0.52 260 0.2563 0.4316 0.5610 0.6965 nan 0.6707 0.8388 0.5572 0.7616 0.3854 0.7280 0.7114 0.0 0.1934 0.3621 0.8718 0.7860 0.6140 0.7403 0.5340 0.7820 0.0 0.0 0.5710 0.7446 0.4497 0.6637 0.3125 0.6624 0.4219 0.0 0.1731 0.2862 0.7295 0.5339 0.5054 0.5742 0.4967 0.6449 0.0
0.1522 0.56 280 0.2521 0.4327 0.5567 0.7138 nan 0.5098 0.9135 0.3399 0.8898 0.5537 0.7508 0.2922 0.0 0.3367 0.2484 0.8388 0.7460 0.7191 0.7496 0.7996 0.7753 0.0 0.0 0.4902 0.7541 0.3196 0.6924 0.3853 0.6261 0.2512 0.0 0.2575 0.2171 0.7393 0.5563 0.5633 0.6403 0.6335 0.6621 0.0
0.1872 0.6 300 0.2359 0.4557 0.5797 0.7247 nan 0.6901 0.8832 0.5498 0.8857 0.6636 0.7843 0.3983 0.0 0.4549 0.2292 0.8147 0.7126 0.6223 0.7467 0.7014 0.7185 0.0 0.0 0.5881 0.7556 0.4621 0.7131 0.4264 0.6506 0.3311 0.0 0.3025 0.1975 0.7350 0.5635 0.5513 0.6505 0.6318 0.6439 0.0
0.2512 0.64 320 0.2601 0.4363 0.5599 0.6801 nan 0.6470 0.8482 0.3819 0.6317 0.2525 0.7437 0.8755 0.0 0.1737 0.5412 0.8907 0.5915 0.7943 0.7177 0.7437 0.6852 0.0 0.0 0.5580 0.7612 0.3645 0.5718 0.2362 0.6671 0.3836 0.0 0.1621 0.3641 0.7486 0.5132 0.5865 0.6472 0.6479 0.6409 0.0
0.6521 0.68 340 0.2286 0.4716 0.6024 0.7351 nan 0.6559 0.8492 0.3976 0.7517 0.5818 0.7622 0.7422 0.0 0.5277 0.2673 0.9098 0.7514 0.6903 0.7853 0.7795 0.7896 0.0 0.0 0.5839 0.7531 0.3761 0.6829 0.4643 0.6722 0.4762 0.0 0.3375 0.2261 0.7551 0.5838 0.5730 0.6548 0.6501 0.6987 0.0
0.1734 0.72 360 0.2511 0.4464 0.5731 0.7074 nan 0.6326 0.8339 0.5953 0.8987 0.8731 0.7575 0.1617 0.0 0.2314 0.5741 0.8497 0.6140 0.6973 0.5250 0.7576 0.7406 0.0 0.0 0.5777 0.7535 0.4840 0.6597 0.5208 0.6261 0.1507 0.0 0.2110 0.3920 0.7579 0.5436 0.5825 0.4959 0.6090 0.6702 0.0
0.1596 0.76 380 0.2303 0.4702 0.5922 0.7351 nan 0.6336 0.8772 0.4196 0.8004 0.4307 0.7034 0.7554 0.0 0.2914 0.4563 0.8930 0.7517 0.7146 0.7649 0.7420 0.8336 0.0 0.0 0.5854 0.7635 0.3937 0.6838 0.3957 0.6295 0.4857 0.0 0.2497 0.3439 0.7526 0.6021 0.6055 0.6591 0.6473 0.6657 0.0
0.1359 0.8 400 0.2332 0.4592 0.5773 0.7182 nan 0.6759 0.8564 0.5305 0.8221 0.4710 0.8463 0.5733 0.0 0.2630 0.5031 0.8314 0.7079 0.7295 0.7449 0.7233 0.5357 0.0 0.0 0.6046 0.7593 0.4670 0.7005 0.3678 0.5672 0.4327 0.0 0.2265 0.3566 0.7593 0.5975 0.6161 0.6456 0.6470 0.5178 0.0
0.2014 0.84 420 0.2298 0.4709 0.5957 0.7268 nan 0.6207 0.8571 0.5146 0.7670 0.6367 0.6238 0.7682 0.0 0.2470 0.4863 0.8939 0.5487 0.8665 0.7735 0.7827 0.7405 0.0 0.0 0.5729 0.7737 0.4637 0.6774 0.4588 0.5840 0.4656 0.0 0.2219 0.3668 0.7764 0.5020 0.5959 0.6641 0.6698 0.6833 0.0
0.137 0.88 440 0.2260 0.4824 0.6147 0.7401 nan 0.7197 0.8823 0.6023 0.8544 0.9048 0.7837 0.3094 0.0245 0.2877 0.4592 0.8905 0.6846 0.8472 0.7109 0.7647 0.7230 0.0 0.0 0.6089 0.7638 0.5071 0.7154 0.5084 0.6749 0.2801 0.0227 0.2486 0.3499 0.7679 0.6127 0.6436 0.6445 0.6729 0.6626 0.0
0.2494 0.92 460 0.2275 0.4721 0.5997 0.7321 nan 0.6265 0.8452 0.6870 0.8116 0.4266 0.8250 0.7026 0.0498 0.5651 0.1855 0.8745 0.7293 0.6387 0.6783 0.8080 0.7416 0.0 0.0 0.5764 0.7653 0.5312 0.7021 0.3635 0.6488 0.4468 0.0475 0.3420 0.1695 0.7764 0.5981 0.5821 0.6149 0.6599 0.6740 0.0
0.2788 0.96 480 0.2315 0.4670 0.5977 0.7292 nan 0.7105 0.8142 0.4169 0.8597 0.8573 0.7707 0.3171 0.0476 0.2514 0.4432 0.9214 0.7332 0.6989 0.8245 0.6729 0.7954 0.0255 0.0 0.6051 0.7556 0.3986 0.7114 0.4588 0.6423 0.2727 0.0438 0.2215 0.3468 0.7650 0.6030 0.6007 0.6432 0.6180 0.6945 0.0253
0.1254 1.0 500 0.2176 0.4955 0.6287 0.7450 nan 0.7081 0.9094 0.4628 0.7437 0.5938 0.7126 0.7410 0.0560 0.3971 0.5239 0.8992 0.7446 0.8258 0.8028 0.7613 0.8041 0.0014 0.0 0.6242 0.7741 0.4367 0.6877 0.4856 0.6276 0.4823 0.0535 0.3136 0.3836 0.7687 0.6347 0.6510 0.6615 0.6529 0.6795 0.0014
0.2625 1.04 520 0.2270 0.5000 0.6339 0.7411 nan 0.7844 0.8633 0.6442 0.8202 0.3913 0.6661 0.7393 0.0533 0.4684 0.5305 0.8686 0.6858 0.8024 0.7433 0.7895 0.8522 0.0729 0.0 0.6637 0.7685 0.5378 0.7150 0.3328 0.6169 0.4502 0.0468 0.3310 0.3732 0.7769 0.6214 0.6602 0.6614 0.6823 0.6913 0.0714
0.2871 1.08 540 0.2072 0.5091 0.6337 0.7630 nan 0.7427 0.8718 0.5674 0.8080 0.6131 0.7855 0.7672 0.0584 0.3031 0.4535 0.8750 0.6763 0.8457 0.8027 0.7491 0.7710 0.0820 0.0 0.6471 0.7706 0.5092 0.7250 0.4737 0.6887 0.5152 0.0507 0.2643 0.3623 0.7788 0.6085 0.6565 0.6659 0.6633 0.7025 0.0816
0.1481 1.12 560 0.2250 0.4824 0.5946 0.7494 nan 0.6480 0.8561 0.5148 0.8637 0.5174 0.7904 0.6671 0.0029 0.3782 0.2824 0.8794 0.6807 0.7755 0.6985 0.7431 0.8058 0.0039 0.0 0.6099 0.7755 0.4755 0.7081 0.4454 0.6483 0.4567 0.0029 0.2864 0.2456 0.7798 0.6012 0.6408 0.6339 0.6715 0.6978 0.0039
0.0995 1.16 580 0.2084 0.5218 0.6570 0.7698 nan 0.7706 0.8532 0.4978 0.7874 0.7761 0.8102 0.6761 0.0 0.4886 0.4884 0.9113 0.7646 0.8476 0.8129 0.7507 0.7485 0.1856 0.0 0.6194 0.7661 0.4641 0.7200 0.5843 0.6730 0.5042 0.0 0.3497 0.3711 0.7790 0.6542 0.6835 0.6823 0.6749 0.6959 0.1715
0.2912 1.2 600 0.2166 0.5136 0.6304 0.7632 nan 0.6870 0.8862 0.4891 0.7752 0.6264 0.8143 0.8202 0.0227 0.2578 0.4830 0.8932 0.7564 0.7366 0.7746 0.7678 0.7558 0.1712 0.0 0.6243 0.7791 0.4579 0.6983 0.5530 0.6676 0.5248 0.0222 0.2333 0.3786 0.7820 0.6438 0.6651 0.6773 0.6749 0.7018 0.1610
0.1874 1.24 620 0.2280 0.5053 0.6296 0.7525 nan 0.7070 0.8689 0.5348 0.8275 0.3452 0.8441 0.7748 0.0643 0.4207 0.4251 0.8840 0.7698 0.6921 0.7271 0.7322 0.7544 0.3318 0.0 0.6387 0.7766 0.4873 0.7210 0.3283 0.6163 0.5014 0.0600 0.3252 0.3434 0.7750 0.6349 0.6336 0.6531 0.6560 0.6995 0.2448
0.1634 1.28 640 0.2052 0.5100 0.6350 0.7638 nan 0.7069 0.8648 0.6021 0.8461 0.6408 0.8499 0.6889 0.0 0.3772 0.5718 0.8730 0.7073 0.5765 0.7283 0.7600 0.7655 0.2362 0.0 0.6105 0.7777 0.5233 0.7372 0.5287 0.6565 0.5185 0.0 0.3063 0.4062 0.7743 0.5688 0.5413 0.6500 0.6721 0.6956 0.2133
0.1894 1.32 660 0.2169 0.5104 0.6553 0.7601 nan 0.7721 0.8902 0.7412 0.8309 0.9266 0.6974 0.5353 0.0008 0.4742 0.4474 0.8442 0.8150 0.7319 0.7803 0.7767 0.7605 0.1160 0.0 0.6506 0.7883 0.5373 0.7116 0.5472 0.6493 0.4321 0.0008 0.3256 0.3422 0.7644 0.6199 0.6389 0.6849 0.6873 0.6919 0.1141
0.0769 1.36 680 0.1993 0.5250 0.6596 0.7756 nan 0.8044 0.8515 0.6711 0.8456 0.6474 0.7909 0.7083 0.0630 0.3173 0.6517 0.9003 0.6833 0.8527 0.8065 0.8162 0.7165 0.0872 0.0 0.6318 0.7755 0.5553 0.7207 0.5836 0.6787 0.5292 0.0625 0.2650 0.4130 0.7788 0.6131 0.6713 0.7043 0.7024 0.6790 0.0866
0.2145 1.4 700 0.2052 0.5114 0.6438 0.7630 nan 0.7518 0.8628 0.5961 0.8763 0.9097 0.7924 0.4449 0.0273 0.4497 0.3682 0.8965 0.8234 0.6068 0.8065 0.6396 0.8432 0.2497 0.0 0.6262 0.7776 0.5260 0.7240 0.6034 0.6991 0.4150 0.0270 0.3297 0.3073 0.7805 0.6198 0.5743 0.6511 0.6071 0.7187 0.2189
0.2162 1.44 720 0.2290 0.5246 0.6727 0.7519 nan 0.8003 0.8895 0.7155 0.7305 0.4570 0.8400 0.8071 0.0599 0.2933 0.5509 0.8700 0.7052 0.8386 0.7501 0.8070 0.8038 0.5178 0.0 0.7009 0.7910 0.5717 0.6618 0.4195 0.6924 0.4677 0.0587 0.2536 0.4050 0.7823 0.6246 0.6658 0.6718 0.6930 0.7369 0.2463
0.1751 1.48 740 0.2073 0.5376 0.6734 0.7847 nan 0.8054 0.8711 0.6506 0.8714 0.7615 0.7720 0.6263 0.1874 0.4293 0.4568 0.9023 0.8568 0.7712 0.7206 0.8132 0.8180 0.1342 0.0 0.7205 0.7976 0.5541 0.7385 0.5644 0.6886 0.4901 0.1510 0.3297 0.3632 0.7814 0.6510 0.6618 0.6457 0.6798 0.7289 0.1310
0.1175 1.52 760 0.2123 0.5114 0.6336 0.7694 nan 0.6736 0.8370 0.6304 0.8724 0.7794 0.7886 0.6708 0.0890 0.2305 0.6798 0.9045 0.5193 0.7556 0.7443 0.7395 0.7734 0.0836 0.0 0.6314 0.7744 0.5497 0.7306 0.5991 0.6411 0.5151 0.0705 0.2169 0.4380 0.7806 0.4983 0.6112 0.6768 0.6739 0.7150 0.0824
0.1317 1.56 780 0.2097 0.5035 0.6318 0.7713 nan 0.3686 0.9006 0.6208 0.8267 0.8135 0.7586 0.6929 0.0769 0.5944 0.2629 0.9171 0.8806 0.6178 0.7197 0.8212 0.7743 0.0936 0.0 0.3669 0.7756 0.5497 0.7150 0.6423 0.6759 0.5331 0.0657 0.3886 0.2448 0.7772 0.6177 0.5813 0.6439 0.6832 0.7088 0.0931
0.5482 1.6 800 0.2511 0.5037 0.6255 0.7414 nan 0.7498 0.8591 0.6984 0.7940 0.4886 0.7867 0.8255 0.0677 0.3048 0.4688 0.8573 0.6227 0.7895 0.7323 0.7148 0.6241 0.2496 0.0 0.6732 0.7722 0.5691 0.6858 0.4315 0.6297 0.4643 0.0620 0.2595 0.3642 0.7790 0.5765 0.6519 0.6686 0.6574 0.6024 0.2200
0.0895 1.64 820 0.1973 0.5191 0.6552 0.7673 nan 0.6921 0.8844 0.4919 0.8472 0.6608 0.7842 0.6546 0.2664 0.4594 0.4925 0.9224 0.8699 0.6010 0.8740 0.5805 0.8105 0.2468 0.0 0.6533 0.7801 0.4672 0.7328 0.5569 0.6945 0.5016 0.2105 0.3565 0.3858 0.7737 0.6031 0.5611 0.5950 0.5277 0.7232 0.2217
0.1804 1.68 840 0.2026 0.5308 0.6584 0.7736 nan 0.7891 0.8563 0.6565 0.8528 0.6089 0.7999 0.7005 0.0741 0.2858 0.6423 0.9035 0.7926 0.7474 0.7500 0.7516 0.7824 0.1997 0.0 0.6848 0.7815 0.5627 0.7391 0.5112 0.6788 0.4969 0.0673 0.2622 0.4456 0.7909 0.6476 0.6569 0.6618 0.6640 0.7139 0.1888
0.1271 1.72 860 0.2134 0.5227 0.6505 0.7693 nan 0.7656 0.8645 0.6724 0.9055 0.6357 0.7807 0.5336 0.0838 0.5199 0.4139 0.9021 0.8526 0.7135 0.7894 0.7737 0.7407 0.1103 0.0 0.6177 0.7821 0.5747 0.7212 0.5627 0.6421 0.4449 0.0762 0.3731 0.3486 0.7872 0.6535 0.6449 0.6892 0.6914 0.6913 0.1075
0.1344 1.76 880 0.2099 0.5269 0.6527 0.7711 nan 0.7985 0.8741 0.6237 0.8356 0.5284 0.8054 0.7358 0.0469 0.3616 0.5220 0.9019 0.6880 0.8126 0.8358 0.7745 0.7948 0.1563 0.0 0.6922 0.7886 0.5563 0.7230 0.4772 0.6475 0.5068 0.0436 0.3041 0.3968 0.7794 0.6338 0.6822 0.6952 0.6896 0.7182 0.1498
0.2751 1.8 900 0.2006 0.5334 0.6488 0.7806 nan 0.7400 0.8550 0.5263 0.8847 0.6187 0.8032 0.6862 0.0858 0.4811 0.4224 0.9162 0.7803 0.7360 0.7854 0.7527 0.7963 0.1590 0.0 0.6939 0.7836 0.4954 0.7498 0.5176 0.6805 0.5075 0.0725 0.3595 0.3539 0.7824 0.6646 0.6782 0.6886 0.6885 0.7303 0.1537
0.2685 1.84 920 0.2153 0.5265 0.6600 0.7598 nan 0.7896 0.8871 0.4589 0.8001 0.3307 0.8338 0.7796 0.2192 0.4367 0.4581 0.9048 0.8316 0.7681 0.8377 0.7482 0.7620 0.3733 0.0 0.6760 0.7832 0.4428 0.7128 0.3263 0.6632 0.5039 0.1754 0.3545 0.3853 0.7758 0.6553 0.6665 0.6908 0.6811 0.6933 0.2913
0.5729 1.88 940 0.2057 0.5343 0.6737 0.7641 nan 0.8351 0.8681 0.5588 0.7823 0.5378 0.8769 0.6844 0.2025 0.4204 0.5736 0.9000 0.6586 0.8633 0.7572 0.8501 0.8008 0.2837 0.0 0.6697 0.7834 0.5193 0.7093 0.4643 0.6734 0.4657 0.1703 0.3568 0.4435 0.7947 0.5896 0.6450 0.6871 0.7106 0.6983 0.2363
0.0862 1.92 960 0.2208 0.5155 0.6363 0.7593 nan 0.6683 0.8670 0.6014 0.8336 0.9151 0.7537 0.6623 0.0948 0.5015 0.4279 0.8643 0.5706 0.5450 0.7743 0.7484 0.7914 0.1971 0.0 0.6179 0.7799 0.5443 0.7211 0.5925 0.5910 0.5189 0.0850 0.3944 0.3678 0.7979 0.5061 0.4893 0.6992 0.6875 0.7094 0.1772
0.0793 1.96 980 0.2003 0.5467 0.6820 0.7890 nan 0.8868 0.8560 0.6296 0.8753 0.5087 0.8319 0.7202 0.2101 0.3960 0.5827 0.9140 0.6879 0.8781 0.7924 0.8308 0.8216 0.1713 0.0 0.7187 0.7865 0.5556 0.7705 0.4573 0.6863 0.5364 0.1786 0.3456 0.4445 0.7817 0.6192 0.6617 0.7112 0.7034 0.7258 0.1571
0.0881 2.0 1000 0.2026 0.5430 0.6696 0.7758 nan 0.8055 0.9034 0.6463 0.8711 0.5281 0.7951 0.6777 0.2288 0.4737 0.5184 0.8716 0.7001 0.7681 0.7600 0.7842 0.8391 0.2115 0.0 0.7040 0.7865 0.5595 0.7562 0.4646 0.6923 0.4893 0.1846 0.3773 0.4039 0.7844 0.6285 0.6595 0.6914 0.6785 0.7171 0.1954
0.164 2.04 1020 0.1894 0.5566 0.6935 0.7948 nan 0.8577 0.8451 0.6489 0.8534 0.6880 0.8749 0.7212 0.2222 0.3785 0.5106 0.8963 0.6640 0.8652 0.8502 0.7722 0.8177 0.3231 0.0 0.6855 0.7756 0.5673 0.7557 0.5883 0.7037 0.5489 0.1773 0.3318 0.4129 0.7889 0.6126 0.6769 0.7042 0.6960 0.7334 0.2598
0.158 2.08 1040 0.2104 0.5418 0.6749 0.7757 nan 0.8476 0.8642 0.6307 0.8318 0.4601 0.8279 0.7790 0.1855 0.4350 0.4771 0.9067 0.7989 0.7718 0.7935 0.8241 0.7621 0.2772 0.0 0.6748 0.7851 0.5636 0.7291 0.4187 0.6812 0.5001 0.1576 0.3579 0.3982 0.7805 0.6649 0.6787 0.7120 0.7232 0.7037 0.2224
0.0724 2.12 1060 0.1818 0.5813 0.7159 0.8143 nan 0.7836 0.8837 0.6726 0.8872 0.8685 0.7996 0.6764 0.3285 0.5280 0.5486 0.9054 0.7857 0.7742 0.8468 0.7965 0.8587 0.2266 0.0 0.7030 0.8008 0.5746 0.7651 0.7179 0.6962 0.5985 0.2603 0.3984 0.4226 0.7850 0.6685 0.6898 0.7073 0.7058 0.7649 0.2040
0.0906 2.16 1080 0.2052 0.5553 0.6875 0.7897 nan 0.8313 0.8956 0.6559 0.8275 0.7173 0.8116 0.7495 0.0605 0.4663 0.5563 0.8829 0.7184 0.8017 0.8431 0.7774 0.7582 0.3341 0.0 0.7110 0.7958 0.5638 0.7280 0.6074 0.6818 0.5526 0.0575 0.3893 0.4334 0.7886 0.6394 0.6823 0.6993 0.6912 0.7073 0.2664
0.119 2.2 1100 0.1916 0.5489 0.6809 0.7793 nan 0.8171 0.8442 0.7128 0.8296 0.7356 0.8236 0.6640 0.1341 0.5456 0.3609 0.8916 0.8015 0.8096 0.7653 0.7951 0.8119 0.2322 0.0 0.6733 0.7745 0.5803 0.7182 0.5975 0.6999 0.4996 0.1222 0.4036 0.3207 0.7971 0.6684 0.6861 0.6890 0.7078 0.7365 0.2050
0.1114 2.24 1120 0.1905 0.5526 0.6769 0.7941 nan 0.7955 0.8759 0.6366 0.8947 0.7813 0.7845 0.6508 0.0994 0.3162 0.6568 0.9211 0.7643 0.7050 0.7629 0.8151 0.7977 0.2493 0.0 0.7142 0.7945 0.5553 0.7484 0.6236 0.6722 0.5467 0.0970 0.2894 0.4530 0.7868 0.6591 0.6571 0.6901 0.7167 0.7352 0.2069
0.0757 2.28 1140 0.2216 0.5458 0.6760 0.7809 nan 0.7006 0.8731 0.6414 0.7872 0.6130 0.8828 0.8184 0.1886 0.5750 0.4180 0.9033 0.8910 0.6235 0.7955 0.7737 0.7658 0.2404 0.0 0.6697 0.7931 0.5672 0.7090 0.5666 0.7073 0.5092 0.1636 0.4196 0.3611 0.7910 0.6391 0.5870 0.7086 0.7117 0.7096 0.2109
0.0551 2.32 1160 0.2090 0.5627 0.7010 0.7837 nan 0.8745 0.9012 0.6052 0.7677 0.6776 0.8074 0.8089 0.2178 0.4269 0.6106 0.8998 0.7038 0.8525 0.8516 0.7745 0.8010 0.3363 0.0 0.7143 0.7934 0.5484 0.6976 0.5691 0.7044 0.5204 0.1995 0.3665 0.4422 0.7764 0.6567 0.7059 0.7163 0.7137 0.7323 0.2721
0.0936 2.36 1180 0.2165 0.5574 0.6867 0.7878 nan 0.7461 0.8914 0.5665 0.8649 0.6354 0.7483 0.7363 0.1586 0.5903 0.3687 0.9141 0.8447 0.7667 0.8507 0.7891 0.7414 0.4599 0.0 0.7022 0.7991 0.5241 0.7179 0.5839 0.6630 0.5364 0.1484 0.4303 0.3375 0.7782 0.6839 0.6968 0.7225 0.7219 0.7012 0.2853
0.2249 2.4 1200 0.1985 0.5576 0.6820 0.7858 nan 0.7479 0.8644 0.6423 0.8948 0.5762 0.7743 0.6383 0.2730 0.4054 0.5883 0.9116 0.8846 0.7431 0.8103 0.7955 0.8559 0.1886 0.0 0.6950 0.7889 0.5656 0.7334 0.5212 0.6682 0.4872 0.2366 0.3478 0.4438 0.7828 0.6917 0.6892 0.7223 0.7322 0.7515 0.1796
0.1143 2.44 1220 0.2132 0.5542 0.6838 0.7695 nan 0.7928 0.8792 0.6912 0.7460 0.6283 0.8408 0.7820 0.2448 0.4905 0.4794 0.8976 0.7917 0.8155 0.8065 0.8147 0.7629 0.1613 0.0 0.7049 0.7851 0.5858 0.6884 0.5133 0.7170 0.4776 0.2212 0.3929 0.3954 0.7848 0.6841 0.7051 0.7079 0.7274 0.7252 0.1587
0.2771 2.48 1240 0.2258 0.5580 0.6880 0.7782 nan 0.8725 0.8834 0.7124 0.8679 0.4498 0.7580 0.7352 0.2542 0.4660 0.5536 0.8802 0.8435 0.7798 0.8040 0.7906 0.7847 0.2596 0.0 0.7281 0.7984 0.5992 0.7209 0.4263 0.6651 0.4859 0.2339 0.3893 0.4403 0.7874 0.6971 0.7040 0.7042 0.7258 0.7388 0.1998
0.1988 2.52 1260 0.2129 0.5508 0.6813 0.7733 nan 0.8449 0.8465 0.6716 0.7666 0.7912 0.7598 0.7918 0.1262 0.4035 0.5711 0.9015 0.7580 0.8154 0.7535 0.8030 0.7797 0.1979 0.0 0.6909 0.7793 0.5838 0.6927 0.5898 0.6771 0.5041 0.1199 0.3521 0.4372 0.7785 0.6728 0.6947 0.6964 0.7248 0.7309 0.1903
0.0679 2.56 1280 0.1937 0.5683 0.6963 0.7955 nan 0.7422 0.9044 0.6691 0.8294 0.6163 0.8310 0.7917 0.3324 0.6376 0.3930 0.9014 0.8285 0.7713 0.8048 0.8271 0.7844 0.1731 0.0 0.6872 0.7986 0.5810 0.7385 0.5481 0.7185 0.5452 0.2847 0.4488 0.3568 0.7849 0.6938 0.6977 0.7127 0.7261 0.7367 0.1710
0.0815 2.6 1300 0.1993 0.5763 0.7156 0.7826 nan 0.7970 0.8772 0.7409 0.7964 0.5757 0.8128 0.8230 0.3708 0.4442 0.6099 0.8871 0.7767 0.7949 0.8140 0.8029 0.7646 0.4768 0.0 0.7016 0.7953 0.5979 0.7150 0.5049 0.7142 0.5156 0.3068 0.3891 0.4637 0.7945 0.6853 0.7042 0.7075 0.7254 0.7177 0.3345
0.0705 2.64 1320 0.1949 0.5713 0.7021 0.7976 nan 0.7553 0.8927 0.5885 0.8530 0.6004 0.8552 0.7297 0.4790 0.6650 0.3765 0.9130 0.8525 0.7707 0.8690 0.7700 0.7959 0.1701 0.0 0.7081 0.8047 0.5361 0.7416 0.5569 0.7221 0.5327 0.3904 0.4541 0.3455 0.7975 0.6906 0.6955 0.6991 0.7043 0.7369 0.1673
0.0785 2.68 1340 0.2041 0.5795 0.7097 0.7964 nan 0.8035 0.9029 0.6566 0.8325 0.5972 0.8503 0.7806 0.4603 0.4654 0.6184 0.8752 0.8377 0.6987 0.7804 0.8239 0.8514 0.2307 0.0 0.7323 0.8038 0.5765 0.7379 0.5414 0.7289 0.5339 0.3700 0.3978 0.4754 0.8028 0.6705 0.6539 0.7093 0.7269 0.7478 0.2222
0.1076 2.72 1360 0.1929 0.5838 0.7190 0.8072 nan 0.6902 0.8919 0.6362 0.8790 0.7117 0.8261 0.6784 0.4480 0.6431 0.4944 0.9088 0.8265 0.7479 0.8457 0.8242 0.8532 0.3170 0.0 0.6566 0.7966 0.5662 0.7594 0.6488 0.6928 0.5625 0.3419 0.4482 0.4200 0.7937 0.6759 0.6761 0.7319 0.7342 0.7486 0.2551
0.1436 2.76 1380 0.2300 0.5385 0.6686 0.7745 nan 0.7836 0.9007 0.6214 0.7997 0.6169 0.8014 0.8452 0.1419 0.3989 0.6709 0.8971 0.4475 0.9195 0.7890 0.8211 0.6318 0.2804 0.0 0.7015 0.8036 0.5603 0.7213 0.5128 0.7149 0.5244 0.1311 0.3619 0.4863 0.7927 0.4435 0.6090 0.7179 0.7295 0.6180 0.2642
0.1067 2.8 1400 0.1957 0.5652 0.7049 0.7881 nan 0.8524 0.8639 0.7524 0.8659 0.6098 0.8053 0.6721 0.2178 0.4882 0.5218 0.8987 0.8355 0.7302 0.8198 0.8127 0.8579 0.3791 0.0 0.6970 0.7926 0.6030 0.7407 0.5254 0.7052 0.4947 0.1865 0.4082 0.4450 0.7945 0.6695 0.6767 0.7171 0.7172 0.7042 0.2960
0.0719 2.84 1420 0.2357 0.5517 0.6760 0.7766 nan 0.8245 0.9166 0.6213 0.8075 0.5353 0.7805 0.8185 0.1425 0.4855 0.5586 0.8749 0.7612 0.7448 0.8053 0.8224 0.7441 0.2490 0.0 0.7198 0.8016 0.5629 0.7240 0.4794 0.6637 0.4917 0.1346 0.4047 0.4592 0.7837 0.6594 0.6719 0.7211 0.7227 0.6954 0.2352
0.1557 2.88 1440 0.2600 0.5491 0.6861 0.7593 nan 0.8334 0.8869 0.6552 0.7548 0.4025 0.7557 0.8423 0.1417 0.5662 0.5345 0.9121 0.8045 0.7816 0.8586 0.7752 0.7765 0.3824 0.0 0.7396 0.7964 0.5758 0.6832 0.3855 0.6560 0.4511 0.1362 0.4422 0.4574 0.7852 0.6753 0.6876 0.7167 0.7123 0.7135 0.2702
0.0667 2.92 1460 0.2077 0.5685 0.7011 0.7889 nan 0.8600 0.9046 0.7236 0.8549 0.4918 0.7826 0.7566 0.2867 0.5245 0.5654 0.8922 0.7801 0.8728 0.7829 0.8062 0.7907 0.2428 0.0 0.7300 0.7920 0.5978 0.7410 0.4591 0.6792 0.5235 0.2351 0.4322 0.4714 0.7826 0.6802 0.7142 0.7103 0.7247 0.7266 0.2322
0.0599 2.96 1480 0.1890 0.5706 0.7078 0.7904 nan 0.8265 0.8570 0.7718 0.8348 0.7044 0.8015 0.7367 0.2153 0.3547 0.6748 0.8968 0.8277 0.7836 0.8193 0.7976 0.7714 0.3590 0.0 0.7146 0.7867 0.6005 0.7420 0.5740 0.7028 0.5212 0.1847 0.3318 0.4857 0.7959 0.6741 0.6980 0.7252 0.7153 0.7289 0.2884
0.1253 3.0 1500 0.2008 0.5730 0.7009 0.7958 nan 0.7983 0.9092 0.6277 0.8403 0.5076 0.8389 0.8069 0.2118 0.5775 0.5092 0.8948 0.8165 0.7955 0.8217 0.7863 0.7737 0.3995 0.0 0.7192 0.8033 0.5639 0.7514 0.4760 0.7203 0.5251 0.2002 0.4440 0.4414 0.8016 0.6836 0.7215 0.7145 0.7223 0.7263 0.3001
0.0902 3.04 1520 0.2002 0.5771 0.7138 0.7951 nan 0.8105 0.8611 0.6681 0.8355 0.6470 0.8293 0.7263 0.2985 0.5198 0.6254 0.9141 0.8738 0.7614 0.8100 0.8081 0.8212 0.3252 0.0 0.6917 0.7907 0.5827 0.7466 0.5515 0.7143 0.5243 0.2417 0.4221 0.4795 0.7980 0.6762 0.6961 0.7176 0.7377 0.7402 0.2770
0.0793 3.08 1540 0.2097 0.5740 0.6960 0.7942 nan 0.7866 0.8973 0.5933 0.8581 0.5793 0.8686 0.7112 0.2830 0.5339 0.5274 0.9094 0.7455 0.8031 0.8050 0.7807 0.7956 0.3542 0.0 0.7338 0.8013 0.5453 0.7551 0.5228 0.7043 0.5216 0.2388 0.4344 0.4474 0.8099 0.6517 0.7028 0.7118 0.7277 0.7302 0.2923
0.1151 3.12 1560 0.2098 0.5839 0.7069 0.8009 nan 0.7985 0.8944 0.6654 0.8527 0.5810 0.8246 0.7654 0.2375 0.5160 0.5706 0.9016 0.7949 0.8408 0.8249 0.8197 0.8106 0.3179 0.0 0.7424 0.8056 0.5829 0.7540 0.5176 0.7170 0.5205 0.2154 0.4395 0.4741 0.8142 0.6893 0.7262 0.7221 0.7486 0.7490 0.2920
0.0521 3.16 1580 0.2137 0.5824 0.7149 0.7968 nan 0.8334 0.8909 0.7298 0.8236 0.5910 0.8047 0.7947 0.2071 0.6304 0.5506 0.8957 0.7867 0.8203 0.8369 0.8054 0.8381 0.3143 0.0 0.7455 0.8052 0.6026 0.7391 0.5304 0.7111 0.5198 0.1846 0.4810 0.4572 0.8158 0.6975 0.7236 0.7188 0.7349 0.7416 0.2748
0.0974 3.2 1600 0.2145 0.5750 0.7010 0.7944 nan 0.8038 0.8812 0.5595 0.8303 0.5730 0.8460 0.7588 0.2021 0.5587 0.5178 0.9135 0.8271 0.8278 0.8214 0.8236 0.7844 0.3874 0.0 0.7228 0.7942 0.5250 0.7341 0.5138 0.7236 0.5115 0.1847 0.4478 0.4420 0.8113 0.6973 0.7192 0.7389 0.7447 0.7376 0.3004
0.0535 3.24 1620 0.1986 0.5803 0.7191 0.8025 nan 0.8644 0.8970 0.7361 0.8454 0.7897 0.7807 0.7109 0.1309 0.5688 0.5623 0.8898 0.8323 0.7588 0.8089 0.8493 0.8091 0.3906 0.0 0.7053 0.7997 0.6082 0.7580 0.5811 0.6955 0.5477 0.1201 0.4516 0.4580 0.8204 0.6752 0.6925 0.7320 0.7468 0.7445 0.3084
0.072 3.28 1640 0.1961 0.5782 0.7140 0.8020 nan 0.8503 0.8473 0.7632 0.8730 0.6862 0.8199 0.7197 0.1571 0.5890 0.5258 0.8817 0.8225 0.7920 0.8056 0.8447 0.7937 0.3655 0.0 0.7110 0.7839 0.6097 0.7675 0.5405 0.7156 0.5373 0.1418 0.4611 0.4439 0.8183 0.6797 0.7040 0.7167 0.7379 0.7420 0.2963
0.0929 3.32 1660 0.2014 0.5753 0.7005 0.8059 nan 0.8069 0.9063 0.6184 0.8649 0.7200 0.8257 0.7258 0.1376 0.4722 0.6033 0.9044 0.8147 0.7698 0.8141 0.8313 0.7646 0.3288 0.0 0.7399 0.8079 0.5636 0.7677 0.5656 0.7075 0.5457 0.1288 0.4001 0.4691 0.8136 0.6855 0.6978 0.7241 0.7291 0.7303 0.2799
0.0883 3.36 1680 0.2020 0.5681 0.6953 0.8032 nan 0.6691 0.8898 0.7268 0.8802 0.6571 0.8365 0.7110 0.2121 0.4769 0.6395 0.9106 0.7869 0.8422 0.8619 0.7270 0.7651 0.2267 0.0 0.6504 0.7967 0.6055 0.7711 0.5475 0.7188 0.5390 0.1922 0.4080 0.4835 0.8028 0.6882 0.7258 0.6887 0.6628 0.7315 0.2127
0.0795 3.4 1700 0.2029 0.5795 0.7073 0.8019 nan 0.7438 0.8881 0.7527 0.8645 0.6712 0.8071 0.7493 0.2007 0.5927 0.5268 0.8968 0.8016 0.8051 0.8163 0.7442 0.8168 0.3461 0.0 0.7033 0.8013 0.6111 0.7618 0.5426 0.7030 0.5380 0.1790 0.4673 0.4503 0.8021 0.7002 0.7318 0.6986 0.6781 0.7602 0.3015
0.0773 3.44 1720 0.1989 0.5812 0.7117 0.8050 nan 0.8647 0.8811 0.6571 0.8473 0.7655 0.8081 0.7508 0.2 0.5806 0.5543 0.8992 0.8711 0.7839 0.8109 0.7591 0.7706 0.2941 0.0 0.7410 0.8039 0.5819 0.7591 0.5928 0.7198 0.5427 0.1720 0.4644 0.4652 0.8028 0.7036 0.7189 0.7045 0.6864 0.7301 0.2720
0.0627 3.48 1740 0.1922 0.5946 0.7326 0.8082 nan 0.8001 0.9026 0.7357 0.8662 0.7616 0.7701 0.7071 0.3307 0.5833 0.5425 0.8858 0.8232 0.8421 0.8466 0.7911 0.8314 0.4343 0.0 0.6934 0.8002 0.6045 0.7542 0.6357 0.6823 0.5510 0.2671 0.4622 0.4621 0.8064 0.7109 0.7429 0.7272 0.7122 0.7564 0.3336
0.0901 3.52 1760 0.1963 0.5834 0.7287 0.8048 nan 0.7844 0.8874 0.7435 0.8876 0.7874 0.7760 0.6757 0.5528 0.4646 0.6739 0.9074 0.8113 0.7329 0.8419 0.7806 0.8012 0.2792 0.0 0.7058 0.8024 0.6052 0.7672 0.6304 0.6697 0.5552 0.2771 0.4063 0.4888 0.8120 0.6742 0.6810 0.7174 0.7099 0.7422 0.2573
0.0945 3.56 1780 0.2033 0.5814 0.7128 0.8026 nan 0.7737 0.8804 0.7259 0.8444 0.7017 0.7875 0.7936 0.2431 0.5968 0.5278 0.8723 0.8753 0.7400 0.8484 0.7847 0.8230 0.2984 0.0 0.6802 0.7959 0.6064 0.7510 0.6027 0.6942 0.5622 0.2123 0.4806 0.4601 0.8139 0.6697 0.6731 0.7165 0.7166 0.7550 0.2749
0.0621 3.6 1800 0.2150 0.5739 0.7002 0.7936 nan 0.7455 0.8958 0.6267 0.8290 0.4667 0.8545 0.7940 0.2158 0.5564 0.5418 0.9127 0.7723 0.8698 0.8493 0.8622 0.7568 0.3538 0.0 0.6987 0.8035 0.5693 0.7468 0.4405 0.7120 0.5078 0.1976 0.4466 0.4550 0.8211 0.6854 0.7335 0.7358 0.7513 0.7141 0.3113
0.2598 3.64 1820 0.2038 0.5845 0.7150 0.7998 nan 0.7778 0.8901 0.7231 0.8247 0.6904 0.7825 0.8005 0.2124 0.6003 0.5248 0.8983 0.8224 0.8289 0.8407 0.8113 0.7780 0.3483 0.0 0.6945 0.8005 0.6083 0.7402 0.5578 0.7011 0.5394 0.1800 0.4688 0.4444 0.8234 0.7047 0.7372 0.7436 0.7471 0.7255 0.3038
0.0579 3.68 1840 0.2159 0.5795 0.7123 0.7900 nan 0.8404 0.8889 0.6393 0.8015 0.7077 0.7805 0.7668 0.2314 0.5816 0.5545 0.9067 0.7842 0.8706 0.8527 0.7892 0.7389 0.3750 0.0 0.7195 0.8002 0.5789 0.7270 0.5200 0.6983 0.5056 0.1995 0.4739 0.4656 0.8146 0.6987 0.7419 0.7428 0.7333 0.7015 0.3093
0.178 3.72 1860 0.2051 0.5807 0.7160 0.7960 nan 0.8871 0.8580 0.7123 0.8313 0.6923 0.8340 0.7196 0.2726 0.5479 0.5092 0.9005 0.7924 0.8467 0.8338 0.8060 0.8261 0.3020 0.0 0.7153 0.7931 0.6083 0.7428 0.5218 0.6966 0.5077 0.2297 0.4433 0.4389 0.8253 0.7020 0.7463 0.7383 0.7449 0.7425 0.2560
0.0652 3.76 1880 0.1907 0.5881 0.7163 0.8079 nan 0.7918 0.9170 0.6292 0.8550 0.7548 0.8023 0.7000 0.3581 0.4405 0.6354 0.9116 0.7540 0.8829 0.8521 0.8078 0.8326 0.2512 0.0 0.7321 0.8032 0.5730 0.7583 0.6172 0.6924 0.5500 0.2969 0.3963 0.4849 0.8110 0.6878 0.7372 0.7356 0.7367 0.7462 0.2273
0.0909 3.8 1900 0.2130 0.5773 0.7080 0.7958 nan 0.8645 0.8670 0.6606 0.8539 0.6938 0.7894 0.7331 0.3307 0.5893 0.5149 0.9035 0.7804 0.8136 0.8174 0.8344 0.7693 0.2204 0.0 0.7076 0.7923 0.5894 0.7520 0.5299 0.6777 0.5221 0.2841 0.4775 0.4505 0.8169 0.6857 0.7220 0.7303 0.7335 0.7171 0.2021
0.0961 3.84 1920 0.2318 0.5699 0.7032 0.7850 nan 0.8585 0.8814 0.7262 0.8201 0.4649 0.7840 0.8384 0.2209 0.5943 0.5827 0.9001 0.8247 0.8078 0.8476 0.7852 0.7388 0.2795 0.0 0.7093 0.8043 0.6152 0.7333 0.4218 0.6994 0.5020 0.2123 0.4828 0.4840 0.8139 0.6860 0.7119 0.7325 0.7223 0.6961 0.2304
0.0786 3.88 1940 0.2128 0.5738 0.7009 0.7950 nan 0.8275 0.8709 0.7395 0.8610 0.4952 0.8088 0.7840 0.1940 0.5403 0.5177 0.9014 0.8490 0.8128 0.8428 0.7945 0.8037 0.2714 0.0 0.7236 0.8014 0.6126 0.7543 0.4507 0.7059 0.5309 0.1864 0.4458 0.4492 0.8150 0.6890 0.7151 0.7352 0.7267 0.7343 0.2527
0.0636 3.92 1960 0.2003 0.5833 0.7262 0.7998 nan 0.8600 0.9029 0.7461 0.8230 0.7772 0.7915 0.7836 0.2790 0.6805 0.5158 0.8845 0.9083 0.5324 0.8158 0.8110 0.8367 0.3969 0.0 0.7663 0.8098 0.6200 0.7428 0.6096 0.7033 0.5636 0.2286 0.5014 0.4624 0.8116 0.6112 0.5186 0.7507 0.7531 0.7431 0.3027
0.0589 3.96 1980 0.1973 0.5911 0.7251 0.8140 nan 0.8461 0.8977 0.7605 0.8543 0.7629 0.8871 0.7317 0.2834 0.4014 0.6770 0.8954 0.6367 0.8749 0.8640 0.8419 0.7840 0.3271 0.0 0.7618 0.8090 0.6166 0.7608 0.6512 0.7371 0.5648 0.2335 0.3683 0.4960 0.8055 0.6120 0.6862 0.7559 0.7535 0.7329 0.2949
0.0517 4.0 2000 0.1941 0.5891 0.7204 0.8118 nan 0.8225 0.8958 0.7789 0.8578 0.7435 0.8709 0.7380 0.2309 0.4791 0.6296 0.9095 0.6344 0.8537 0.8293 0.8547 0.7902 0.3280 0.0 0.7503 0.8103 0.6221 0.7556 0.6648 0.7287 0.5669 0.1981 0.4191 0.4888 0.8081 0.6006 0.6729 0.7420 0.7530 0.7366 0.2853
0.0422 4.04 2020 0.2032 0.5913 0.7192 0.8093 nan 0.8231 0.9095 0.7218 0.8538 0.6817 0.8363 0.7633 0.2917 0.6304 0.5313 0.8938 0.8721 0.7443 0.8296 0.8005 0.7821 0.2613 0.0 0.7468 0.8084 0.6122 0.7520 0.6243 0.7129 0.5594 0.2464 0.4930 0.4699 0.8102 0.6812 0.6865 0.7350 0.7349 0.7280 0.2428
0.0861 4.08 2040 0.1949 0.6051 0.7314 0.8172 nan 0.8581 0.8851 0.6496 0.8789 0.7340 0.8261 0.7216 0.3758 0.5946 0.6085 0.9150 0.7740 0.8651 0.8405 0.8456 0.7810 0.2805 0.0 0.7568 0.8076 0.5824 0.7632 0.6593 0.7058 0.5758 0.3100 0.4879 0.5035 0.8131 0.6936 0.7382 0.7537 0.7513 0.7339 0.2559
0.1004 4.12 2060 0.1849 0.6016 0.7348 0.8130 nan 0.8772 0.8872 0.7109 0.8664 0.7335 0.8124 0.7212 0.3150 0.5658 0.5974 0.8978 0.8494 0.8242 0.8454 0.7727 0.8369 0.3779 0.0 0.7377 0.8023 0.6101 0.7663 0.6085 0.7008 0.5652 0.2773 0.4760 0.5018 0.8146 0.7021 0.7407 0.7424 0.7256 0.7571 0.2995
0.0719 4.16 2080 0.1912 0.6032 0.7298 0.8135 nan 0.8346 0.8875 0.7111 0.8822 0.6972 0.8197 0.7397 0.3803 0.4940 0.6159 0.8967 0.7861 0.8263 0.8352 0.8367 0.7981 0.3657 0.0 0.7349 0.8040 0.6079 0.7695 0.6152 0.7048 0.5781 0.3232 0.4266 0.4933 0.8114 0.7068 0.7369 0.7475 0.7395 0.7458 0.3123
0.224 4.2 2100 0.1948 0.6021 0.7505 0.8035 nan 0.8737 0.8728 0.7274 0.8104 0.6621 0.8323 0.7839 0.3911 0.5970 0.5556 0.9130 0.8385 0.8260 0.8199 0.8032 0.8605 0.5910 0.0 0.7477 0.7968 0.6154 0.7411 0.5771 0.7240 0.5406 0.3181 0.4838 0.4865 0.8125 0.7163 0.7370 0.7422 0.7408 0.7673 0.2905
0.0466 4.24 2120 0.2434 0.5946 0.7268 0.7963 nan 0.8764 0.9095 0.6823 0.8218 0.4696 0.7933 0.8337 0.3116 0.5430 0.6394 0.8914 0.8331 0.8339 0.8381 0.8504 0.7937 0.4342 0.0 0.7687 0.8141 0.6015 0.7469 0.4352 0.7082 0.4933 0.2877 0.4605 0.5188 0.8125 0.7242 0.7473 0.7572 0.7617 0.7461 0.3184
0.0539 4.28 2140 0.1896 0.6050 0.7340 0.8169 nan 0.8388 0.9077 0.6648 0.8533 0.6652 0.8309 0.7608 0.3731 0.5600 0.6177 0.9098 0.8182 0.8691 0.8359 0.8473 0.8432 0.2830 0.0 0.7588 0.8153 0.5957 0.7674 0.5456 0.7155 0.5559 0.2860 0.4728 0.5089 0.8094 0.7313 0.7640 0.7594 0.7571 0.7767 0.2705
0.059 4.32 2160 0.1847 0.6109 0.7484 0.8196 nan 0.8403 0.8857 0.7280 0.8728 0.8208 0.8416 0.6962 0.5104 0.5866 0.5678 0.9112 0.8835 0.7349 0.8507 0.8213 0.8171 0.3544 0.0 0.7478 0.8066 0.6136 0.7724 0.6560 0.7165 0.5754 0.3698 0.4771 0.4890 0.8076 0.6971 0.6900 0.7560 0.7475 0.7570 0.3171
0.1197 4.36 2180 0.1876 0.6047 0.7393 0.8149 nan 0.8044 0.8933 0.7389 0.8448 0.6778 0.8412 0.7902 0.3160 0.5677 0.6155 0.9092 0.8380 0.8052 0.8398 0.8433 0.8004 0.4429 0.0 0.7342 0.8048 0.6188 0.7600 0.6143 0.7251 0.5925 0.2804 0.4754 0.5111 0.7982 0.7126 0.7249 0.7478 0.7272 0.7579 0.2998
0.0465 4.4 2200 0.1911 0.6054 0.7314 0.8183 nan 0.8259 0.8737 0.7163 0.8957 0.6328 0.8381 0.7482 0.3173 0.6658 0.5310 0.9127 0.8460 0.8064 0.8194 0.8513 0.7996 0.3532 0.0 0.7469 0.8076 0.6081 0.7664 0.5869 0.7234 0.5681 0.2813 0.5096 0.4736 0.8098 0.7253 0.7382 0.7474 0.7536 0.7591 0.2918
0.0487 4.44 2220 0.1965 0.6013 0.7315 0.8136 nan 0.7788 0.8986 0.7435 0.8289 0.6291 0.8804 0.8127 0.2571 0.6768 0.5054 0.9008 0.8404 0.7823 0.8593 0.8272 0.8242 0.3893 0.0 0.7376 0.8085 0.6166 0.7574 0.5702 0.7369 0.5632 0.2343 0.5060 0.4531 0.8089 0.7150 0.7207 0.7511 0.7581 0.7700 0.3161
0.1179 4.48 2240 0.1887 0.5990 0.7318 0.8132 nan 0.8549 0.8896 0.7258 0.8461 0.7417 0.8238 0.7644 0.2442 0.5182 0.6746 0.8932 0.7816 0.8325 0.8215 0.8220 0.8357 0.3714 0.0 0.7284 0.8028 0.6163 0.7562 0.6044 0.7211 0.5610 0.2192 0.4385 0.5071 0.8120 0.7167 0.7340 0.7441 0.7553 0.7684 0.2975
0.0534 4.52 2260 0.2019 0.5961 0.7289 0.7971 nan 0.7750 0.8870 0.6503 0.8138 0.6035 0.7839 0.8024 0.3672 0.6275 0.5181 0.9029 0.8397 0.8378 0.8522 0.8529 0.8193 0.4577 0.0 0.7304 0.8049 0.5836 0.7364 0.4990 0.6986 0.5223 0.3085 0.4876 0.4604 0.8131 0.7311 0.7468 0.7495 0.7642 0.7595 0.3334
0.0893 4.56 2280 0.2143 0.5987 0.7251 0.7975 nan 0.7382 0.8807 0.7100 0.8223 0.5582 0.8206 0.8070 0.4127 0.5589 0.5561 0.9109 0.8181 0.8803 0.8305 0.8518 0.7708 0.4003 0.0 0.6998 0.7978 0.6118 0.7331 0.5165 0.7194 0.5223 0.3504 0.4649 0.4763 0.8118 0.7273 0.7508 0.7484 0.7669 0.7286 0.3511
0.0443 4.6 2300 0.2107 0.6088 0.7451 0.8079 nan 0.8517 0.9117 0.7681 0.7944 0.6344 0.8661 0.8579 0.4570 0.6486 0.5666 0.8783 0.7970 0.7842 0.8453 0.8396 0.8066 0.3593 0.0 0.7495 0.8123 0.6290 0.7319 0.5771 0.7430 0.5452 0.3799 0.5021 0.4816 0.8129 0.6993 0.7201 0.7506 0.7543 0.7490 0.3210
0.0433 4.64 2320 0.1912 0.6129 0.7392 0.8284 nan 0.7361 0.8932 0.6950 0.8864 0.7410 0.8718 0.7345 0.3977 0.5824 0.6076 0.9056 0.8344 0.8280 0.8070 0.8582 0.8404 0.3467 0.0 0.6949 0.8102 0.6119 0.7813 0.6735 0.7293 0.6042 0.3380 0.4804 0.4994 0.8156 0.7139 0.7324 0.7331 0.7432 0.7583 0.3130
0.0651 4.68 2340 0.1955 0.5984 0.7331 0.8145 nan 0.7781 0.8997 0.6854 0.8605 0.7560 0.8705 0.7164 0.3448 0.4754 0.6191 0.9088 0.8595 0.7697 0.8969 0.7732 0.7595 0.4887 0.0 0.7105 0.8075 0.6069 0.7669 0.6593 0.7214 0.5752 0.3071 0.4179 0.4920 0.8140 0.6969 0.6987 0.7080 0.7072 0.7070 0.3752
0.047 4.72 2360 0.1974 0.6030 0.7384 0.8122 nan 0.8279 0.8898 0.7517 0.8304 0.7763 0.8685 0.7752 0.3255 0.6484 0.5347 0.9093 0.8206 0.7810 0.7968 0.7843 0.7683 0.4647 0.0 0.7301 0.8074 0.6251 0.7479 0.6533 0.7407 0.5601 0.2951 0.4976 0.4673 0.8199 0.6923 0.7070 0.6976 0.7268 0.7155 0.3707
0.0631 4.76 2380 0.1954 0.5960 0.7307 0.8121 nan 0.8168 0.8874 0.7811 0.8587 0.6200 0.8873 0.7910 0.3364 0.5003 0.5346 0.8992 0.7987 0.8182 0.8688 0.7974 0.7612 0.4653 0.0 0.7194 0.8007 0.6240 0.7744 0.5822 0.7310 0.5696 0.3095 0.4293 0.4671 0.8212 0.6866 0.7134 0.7140 0.7220 0.7142 0.3493
0.1457 4.8 2400 0.1905 0.6017 0.7349 0.8122 nan 0.8354 0.8926 0.6969 0.8269 0.7461 0.8505 0.8060 0.2994 0.5935 0.6066 0.9038 0.7462 0.7689 0.8211 0.8379 0.8154 0.4459 0.0 0.7296 0.8007 0.6096 0.7530 0.6517 0.7186 0.5810 0.2758 0.4734 0.4956 0.8201 0.6783 0.6944 0.7232 0.7516 0.7421 0.3313
0.096 4.84 2420 0.1839 0.6017 0.7401 0.8149 nan 0.7803 0.9063 0.6768 0.8360 0.7918 0.8266 0.7649 0.3966 0.4742 0.5942 0.9145 0.8588 0.7922 0.8473 0.8116 0.8137 0.4953 0.0 0.7268 0.8094 0.6010 0.7528 0.6775 0.7149 0.5818 0.3183 0.4211 0.4933 0.8070 0.7010 0.7037 0.7242 0.7304 0.7427 0.3250
0.1249 4.88 2440 0.1843 0.6077 0.7428 0.8183 nan 0.7991 0.8892 0.7353 0.8558 0.7765 0.8298 0.7553 0.3874 0.6074 0.5186 0.8991 0.8337 0.8211 0.8479 0.8120 0.8344 0.4250 0.0 0.7245 0.8070 0.6209 0.7615 0.6935 0.7093 0.5903 0.3295 0.4814 0.4554 0.8175 0.7059 0.7231 0.7149 0.7316 0.7606 0.3115
0.0401 4.92 2460 0.1957 0.5969 0.7328 0.8131 nan 0.8428 0.8672 0.7114 0.8465 0.7447 0.8701 0.7830 0.3845 0.4677 0.5891 0.9165 0.8389 0.7478 0.8294 0.8362 0.7763 0.4048 0.0 0.7000 0.7963 0.6113 0.7632 0.6725 0.7203 0.5890 0.3243 0.4029 0.4698 0.8106 0.6811 0.6832 0.7295 0.7424 0.7313 0.3166
0.0957 4.96 2480 0.1954 0.5970 0.7327 0.8071 nan 0.7625 0.9070 0.7343 0.8071 0.7656 0.8036 0.8320 0.3442 0.6363 0.5262 0.8882 0.8642 0.7561 0.8266 0.8168 0.7836 0.4017 0.0 0.7029 0.8052 0.6222 0.7440 0.6464 0.7212 0.5705 0.2782 0.4840 0.4610 0.8116 0.6883 0.6958 0.7341 0.7438 0.7305 0.3055
0.0839 5.0 2500 0.1927 0.5988 0.7278 0.8200 nan 0.8173 0.8802 0.6631 0.8705 0.7154 0.8477 0.7848 0.3481 0.5379 0.5904 0.9287 0.8472 0.7912 0.8622 0.7959 0.7803 0.3110 0.0 0.7022 0.7997 0.5917 0.7852 0.6572 0.7213 0.6105 0.3032 0.4454 0.4850 0.8044 0.6982 0.7167 0.7343 0.7337 0.7242 0.2656
0.0441 5.04 2520 0.1921 0.6079 0.7363 0.8239 nan 0.7877 0.9069 0.6990 0.8730 0.6964 0.8387 0.7980 0.3814 0.5382 0.6421 0.8931 0.7990 0.8441 0.8362 0.7911 0.8295 0.3623 0.0 0.7204 0.8072 0.6099 0.7831 0.6568 0.7206 0.6074 0.3140 0.4512 0.5082 0.8085 0.7050 0.7430 0.7261 0.7320 0.7559 0.2924
0.0679 5.08 2540 0.1925 0.6096 0.7439 0.8232 nan 0.8173 0.8865 0.7275 0.8745 0.7319 0.8373 0.7785 0.4078 0.6311 0.5003 0.9109 0.8146 0.8512 0.8179 0.8481 0.7909 0.4206 0.0 0.7017 0.7981 0.6187 0.7817 0.6650 0.7292 0.6078 0.3298 0.4797 0.4434 0.8036 0.7140 0.7518 0.7390 0.7513 0.7401 0.3181
0.0762 5.12 2560 0.1966 0.5916 0.7179 0.8151 nan 0.8240 0.8840 0.7232 0.8917 0.7024 0.8440 0.7422 0.2452 0.5112 0.5410 0.8962 0.8666 0.7568 0.8129 0.7840 0.8040 0.3755 0.0 0.7137 0.8025 0.6176 0.7807 0.6263 0.7113 0.5895 0.2326 0.4191 0.4490 0.8085 0.6947 0.6996 0.7263 0.7315 0.7389 0.3072
0.0812 5.16 2580 0.2026 0.6001 0.7320 0.8174 nan 0.8212 0.8860 0.7650 0.8756 0.6950 0.8321 0.7693 0.2653 0.5681 0.6025 0.8839 0.7922 0.8607 0.8671 0.8006 0.7756 0.3841 0.0 0.7167 0.8025 0.6292 0.7705 0.6289 0.7126 0.5880 0.2479 0.4657 0.4925 0.8058 0.7027 0.7396 0.7394 0.7389 0.7249 0.2954
0.0444 5.2 2600 0.1922 0.6073 0.7353 0.8240 nan 0.8309 0.8819 0.7276 0.8846 0.7038 0.8672 0.7492 0.3170 0.5291 0.6013 0.9216 0.7891 0.8462 0.8551 0.8235 0.8115 0.3607 0.0 0.7482 0.8089 0.6214 0.7816 0.6365 0.7228 0.5935 0.2867 0.4451 0.4850 0.8089 0.7069 0.7373 0.7486 0.7520 0.7531 0.2952
0.0723 5.24 2620 0.1927 0.6121 0.7415 0.8252 nan 0.8155 0.9101 0.7610 0.8830 0.7283 0.8631 0.7346 0.3833 0.5606 0.6069 0.8925 0.8546 0.7885 0.8422 0.8172 0.8209 0.3426 0.0 0.7512 0.8134 0.6279 0.7795 0.6473 0.7385 0.5807 0.3154 0.4708 0.5069 0.8119 0.7036 0.7149 0.7469 0.7491 0.7647 0.2952
0.038 5.28 2640 0.2019 0.6074 0.7386 0.8191 nan 0.8442 0.8776 0.6959 0.8620 0.6979 0.8641 0.7660 0.3409 0.5926 0.5682 0.9181 0.8056 0.8347 0.8304 0.8502 0.7998 0.4073 0.0 0.7348 0.8067 0.6034 0.7649 0.6384 0.7362 0.5644 0.2843 0.4902 0.4999 0.8107 0.7004 0.7260 0.7447 0.7476 0.7535 0.3277
0.0545 5.32 2660 0.2016 0.6004 0.7302 0.8180 nan 0.8631 0.8974 0.7166 0.8660 0.7245 0.8718 0.7548 0.2667 0.5677 0.6003 0.8980 0.8759 0.6811 0.8429 0.8213 0.8017 0.3629 0.0 0.7388 0.8079 0.6163 0.7700 0.6512 0.7397 0.5754 0.2448 0.4684 0.5051 0.8088 0.6704 0.6398 0.7464 0.7525 0.7572 0.3150
0.0644 5.36 2680 0.1983 0.6148 0.7467 0.8243 nan 0.8191 0.9042 0.7854 0.8634 0.7273 0.8680 0.7522 0.3414 0.5216 0.6624 0.9161 0.8504 0.7786 0.8585 0.8159 0.8329 0.3973 0.0 0.7561 0.8158 0.6249 0.7688 0.6561 0.7506 0.5695 0.3067 0.4492 0.5257 0.8140 0.7002 0.7042 0.7520 0.7539 0.7789 0.3397
0.0814 5.4 2700 0.2007 0.6073 0.7347 0.8188 nan 0.8194 0.8470 0.7055 0.8634 0.7134 0.8847 0.7546 0.3835 0.5528 0.6093 0.9166 0.8344 0.8307 0.8395 0.8268 0.8139 0.2941 0.0 0.7186 0.7897 0.6077 0.7645 0.6524 0.7458 0.5671 0.3165 0.4585 0.4999 0.8149 0.7195 0.7399 0.7455 0.7569 0.7621 0.2722
0.0437 5.44 2720 0.1966 0.5950 0.7244 0.8125 nan 0.8239 0.9001 0.7067 0.8549 0.6844 0.8617 0.7482 0.3604 0.3834 0.7186 0.8956 0.7357 0.8750 0.8170 0.8544 0.8115 0.2840 0.0 0.7154 0.8097 0.6147 0.7641 0.6176 0.7480 0.5478 0.3101 0.3551 0.5117 0.8145 0.6718 0.7199 0.7336 0.7494 0.7618 0.2643
0.0536 5.48 2740 0.2150 0.5843 0.7165 0.7959 nan 0.7963 0.8867 0.7123 0.8105 0.5821 0.8255 0.8201 0.1755 0.6811 0.4980 0.9111 0.8575 0.7585 0.8623 0.7805 0.7913 0.4308 0.0 0.7054 0.8026 0.6155 0.7356 0.5335 0.7356 0.5247 0.1583 0.5013 0.4513 0.8245 0.6981 0.7006 0.7356 0.7260 0.7410 0.3277
0.0715 5.52 2760 0.2088 0.6012 0.7312 0.8127 nan 0.8138 0.9035 0.7080 0.8064 0.6314 0.8808 0.8267 0.2183 0.5328 0.6335 0.9009 0.8449 0.8147 0.8598 0.8543 0.8246 0.3757 0.0 0.7301 0.8171 0.6143 0.7385 0.6004 0.7536 0.5403 0.2052 0.4497 0.5130 0.8184 0.7211 0.7285 0.7539 0.7559 0.7625 0.3198
0.091 5.56 2780 0.2041 0.6034 0.7423 0.8110 nan 0.8689 0.8771 0.7109 0.8244 0.6929 0.8958 0.7644 0.3538 0.5529 0.6557 0.9130 0.7627 0.8228 0.8463 0.8492 0.7885 0.4405 0.0 0.7032 0.8010 0.6166 0.7454 0.6173 0.7461 0.5405 0.2925 0.4647 0.5157 0.8187 0.6948 0.7173 0.7534 0.7638 0.7432 0.3271
0.0393 5.6 2800 0.2226 0.6045 0.7396 0.8036 nan 0.8102 0.8913 0.7321 0.7656 0.6763 0.8691 0.8480 0.2555 0.6074 0.6081 0.9126 0.8450 0.8172 0.8242 0.8333 0.7906 0.4864 0.0 0.7332 0.8077 0.6235 0.7098 0.6315 0.7585 0.5299 0.2295 0.4953 0.5149 0.8173 0.7228 0.7343 0.7428 0.7567 0.7462 0.3268
0.0414 5.64 2820 0.2097 0.6077 0.7418 0.8162 nan 0.8296 0.8941 0.7577 0.8453 0.6405 0.8695 0.7839 0.2478 0.5981 0.6425 0.9007 0.8282 0.8185 0.8512 0.8185 0.8026 0.4819 0.0 0.7503 0.8152 0.6313 0.7578 0.6115 0.7246 0.5618 0.2221 0.4853 0.5175 0.8186 0.7245 0.7450 0.7400 0.7506 0.7550 0.3278
0.1061 5.68 2840 0.2079 0.6085 0.7396 0.8139 nan 0.8036 0.8906 0.7229 0.8454 0.6381 0.8610 0.7658 0.3532 0.5529 0.6432 0.9175 0.8227 0.8296 0.8678 0.8142 0.8296 0.4152 0.0 0.7403 0.8125 0.6203 0.7558 0.6054 0.7119 0.5590 0.2992 0.4675 0.5195 0.8170 0.7175 0.7413 0.7384 0.7399 0.7671 0.3402
0.044 5.72 2860 0.2129 0.5955 0.7281 0.8073 nan 0.8760 0.8817 0.7239 0.8369 0.6680 0.8184 0.7773 0.1578 0.5715 0.6299 0.8995 0.8182 0.8421 0.8418 0.8206 0.7976 0.4171 0.0 0.7150 0.8070 0.6213 0.7422 0.5868 0.7250 0.5270 0.1529 0.4774 0.5211 0.8188 0.7080 0.7371 0.7410 0.7502 0.7567 0.3316
0.0832 5.76 2880 0.2060 0.6030 0.7359 0.8107 nan 0.8445 0.8972 0.7264 0.8434 0.6797 0.8604 0.7604 0.3486 0.6110 0.5234 0.9062 0.8506 0.7577 0.8396 0.7971 0.8256 0.4393 0.0 0.7388 0.8133 0.6226 0.7478 0.6102 0.7332 0.5351 0.2822 0.4757 0.4633 0.8212 0.7096 0.7075 0.7428 0.7475 0.7665 0.3362
0.0458 5.8 2900 0.2080 0.6049 0.7418 0.8100 nan 0.8212 0.8851 0.7796 0.8234 0.6697 0.8497 0.7741 0.3276 0.5372 0.6118 0.9123 0.8514 0.8086 0.8501 0.8600 0.8373 0.4115 0.0 0.7295 0.8059 0.6272 0.7408 0.6093 0.7425 0.5317 0.2670 0.4552 0.5113 0.8183 0.7212 0.7323 0.7519 0.7597 0.7728 0.3115
0.0429 5.84 2920 0.2081 0.6025 0.7436 0.8059 nan 0.8457 0.8600 0.7882 0.8348 0.7078 0.8311 0.7521 0.3579 0.6167 0.6247 0.9036 0.8151 0.8271 0.8229 0.8037 0.8150 0.4357 0.0 0.6773 0.7914 0.6201 0.7399 0.6141 0.7345 0.5253 0.2743 0.4960 0.5209 0.8174 0.7162 0.7385 0.7401 0.7466 0.7628 0.3298
0.054 5.88 2940 0.2204 0.5966 0.7370 0.8051 nan 0.7878 0.8990 0.6791 0.8110 0.6541 0.8227 0.7956 0.3752 0.5920 0.5842 0.9142 0.8651 0.7815 0.8965 0.8251 0.8181 0.4275 0.0 0.7110 0.8108 0.5928 0.7351 0.5910 0.7252 0.5343 0.2705 0.4730 0.4895 0.8139 0.7148 0.7219 0.7288 0.7308 0.7629 0.3323
0.0526 5.92 2960 0.2271 0.5921 0.7137 0.8074 nan 0.7305 0.8986 0.6791 0.8207 0.6357 0.8230 0.8263 0.1921 0.5933 0.5993 0.9000 0.7991 0.8748 0.8311 0.8310 0.8173 0.2809 0.0 0.7011 0.8120 0.5975 0.7376 0.5800 0.7360 0.5299 0.1707 0.4862 0.5073 0.8141 0.7211 0.7529 0.7340 0.7601 0.7582 0.2582
0.0787 5.96 2980 0.1975 0.6112 0.7550 0.8154 nan 0.8712 0.8549 0.7621 0.8253 0.7788 0.8781 0.7424 0.3999 0.5312 0.6642 0.8947 0.8300 0.8439 0.8626 0.8529 0.8194 0.4234 0.0 0.7091 0.7942 0.6226 0.7461 0.6634 0.7555 0.5392 0.2870 0.4502 0.5253 0.8142 0.7330 0.7496 0.7555 0.7663 0.7618 0.3277
0.077 6.0 3000 0.1916 0.6131 0.7349 0.8314 nan 0.7940 0.9065 0.6260 0.9004 0.8101 0.8706 0.6719 0.3622 0.5013 0.6468 0.9126 0.8364 0.8394 0.8486 0.8284 0.8337 0.3050 0.0 0.7254 0.8176 0.5706 0.7962 0.6645 0.7580 0.5719 0.3001 0.4435 0.5239 0.8170 0.7344 0.7520 0.7461 0.7545 0.7748 0.2853
0.0346 6.04 3020 0.2012 0.6083 0.7380 0.8188 nan 0.7745 0.9022 0.7231 0.8575 0.8261 0.8445 0.6999 0.3096 0.6325 0.5564 0.9167 0.8575 0.7878 0.8419 0.8112 0.8105 0.3936 0.0 0.7344 0.8100 0.6167 0.7698 0.6416 0.7527 0.5464 0.2616 0.5020 0.4926 0.8105 0.7176 0.7237 0.7446 0.7461 0.7632 0.3165
0.1209 6.08 3040 0.1980 0.6079 0.7360 0.8205 nan 0.7869 0.9241 0.7542 0.8579 0.8112 0.8485 0.7041 0.2721 0.5967 0.5987 0.8841 0.8261 0.8375 0.7873 0.8708 0.8015 0.3504 0.0 0.7410 0.8122 0.6182 0.7677 0.6410 0.7500 0.5438 0.2397 0.4894 0.5063 0.8078 0.7253 0.7425 0.7332 0.7581 0.7582 0.3084
0.0416 6.12 3060 0.1973 0.6151 0.7489 0.8206 nan 0.8262 0.8939 0.7506 0.8571 0.8057 0.8401 0.7037 0.3972 0.5672 0.6363 0.9234 0.8370 0.8145 0.8586 0.8284 0.8339 0.3578 0.0 0.7489 0.8125 0.6259 0.7666 0.6410 0.7477 0.5412 0.3161 0.4825 0.5207 0.8096 0.7224 0.7329 0.7565 0.7594 0.7769 0.3103
0.0439 6.16 3080 0.1961 0.6118 0.7440 0.8172 nan 0.7941 0.9156 0.7294 0.8416 0.8139 0.8435 0.7159 0.4061 0.5151 0.6792 0.8770 0.8128 0.8503 0.8483 0.8207 0.8163 0.3677 0.0 0.7441 0.8094 0.6217 0.7562 0.6516 0.7470 0.5382 0.3008 0.4542 0.5300 0.8056 0.7234 0.7458 0.7501 0.7595 0.7641 0.3111
0.0467 6.2 3100 0.1993 0.6138 0.7460 0.8209 nan 0.8212 0.8919 0.6869 0.8580 0.8067 0.8439 0.7093 0.4469 0.6316 0.5251 0.9193 0.8579 0.8226 0.8563 0.8425 0.8178 0.3439 0.0 0.7509 0.8102 0.6060 0.7639 0.6560 0.7453 0.5469 0.3408 0.4853 0.4688 0.8130 0.7281 0.7425 0.7528 0.7666 0.7698 0.3011
0.0639 6.24 3120 0.1939 0.6192 0.7579 0.8265 nan 0.8742 0.8965 0.7917 0.8737 0.8232 0.8609 0.6932 0.4729 0.6036 0.5774 0.8927 0.8442 0.8251 0.8449 0.8313 0.8289 0.3502 0.0 0.7351 0.8098 0.6319 0.7757 0.6619 0.7524 0.5602 0.3486 0.4854 0.4994 0.8139 0.7307 0.7493 0.7511 0.7647 0.7767 0.2985
0.051 6.28 3140 0.1950 0.6220 0.7483 0.8331 nan 0.7659 0.9159 0.7107 0.8991 0.8370 0.8677 0.6572 0.4390 0.5374 0.6454 0.9061 0.8271 0.8608 0.8353 0.8573 0.8176 0.3415 0.0 0.7207 0.8189 0.6197 0.7846 0.6857 0.7521 0.5636 0.3327 0.4680 0.5305 0.8165 0.7409 0.7586 0.7565 0.7750 0.7733 0.2979
0.0594 6.32 3160 0.1999 0.6118 0.7459 0.8225 nan 0.8510 0.9022 0.7170 0.8657 0.8162 0.8436 0.7059 0.3287 0.6434 0.5611 0.9120 0.8567 0.7685 0.8446 0.8253 0.8281 0.4108 0.0 0.7467 0.8156 0.6191 0.7684 0.6833 0.7346 0.5523 0.2637 0.4770 0.4749 0.8154 0.7191 0.7192 0.7495 0.7587 0.7786 0.3354
0.0409 6.36 3180 0.1963 0.6192 0.7575 0.8254 nan 0.8534 0.8970 0.7831 0.8714 0.8042 0.8622 0.6865 0.3991 0.5463 0.6052 0.8979 0.8318 0.8446 0.8594 0.8434 0.8354 0.4559 0.0 0.7419 0.8124 0.6315 0.7739 0.6809 0.7405 0.5644 0.3053 0.4624 0.5117 0.8150 0.7316 0.7465 0.7526 0.7583 0.7718 0.3453
0.0484 6.4 3200 0.1987 0.6111 0.7424 0.8209 nan 0.8281 0.9024 0.6257 0.8620 0.7811 0.8600 0.7204 0.3944 0.6037 0.5542 0.9109 0.8334 0.7980 0.8483 0.8021 0.8282 0.4678 0.0 0.7514 0.8125 0.5716 0.7692 0.6594 0.7495 0.5607 0.3106 0.4874 0.4876 0.8123 0.7212 0.7319 0.7363 0.7409 0.7658 0.3315
0.0487 6.44 3220 0.2036 0.6149 0.7462 0.8220 nan 0.8514 0.8878 0.6876 0.8779 0.7743 0.8645 0.7127 0.4503 0.6008 0.6170 0.8930 0.8475 0.7827 0.8425 0.7648 0.8298 0.4014 0.0 0.7369 0.8084 0.6070 0.7732 0.6437 0.7516 0.5569 0.3440 0.4941 0.5205 0.8114 0.7216 0.7223 0.7360 0.7266 0.7781 0.3354
0.0718 6.48 3240 0.2046 0.6133 0.7454 0.8194 nan 0.8476 0.8742 0.7364 0.8526 0.7709 0.8615 0.7423 0.3505 0.5951 0.6241 0.9139 0.8710 0.7696 0.8505 0.8137 0.8146 0.3840 0.0 0.7315 0.8026 0.6207 0.7617 0.6362 0.7511 0.5496 0.2920 0.4927 0.5264 0.8121 0.7279 0.7215 0.7561 0.7537 0.7749 0.3295
0.0666 6.52 3260 0.2018 0.6103 0.7363 0.8237 nan 0.8582 0.8781 0.6627 0.8734 0.7564 0.8542 0.7235 0.2790 0.5671 0.6371 0.9218 0.8576 0.8130 0.8377 0.8483 0.8246 0.3251 0.0 0.7225 0.8045 0.5912 0.7707 0.6436 0.7516 0.5589 0.2490 0.4777 0.5257 0.8117 0.7423 0.7456 0.7587 0.7612 0.7767 0.2931
0.055 6.56 3280 0.1966 0.6189 0.7470 0.8300 nan 0.8568 0.8922 0.7653 0.8824 0.7941 0.8632 0.7250 0.2978 0.5364 0.6410 0.9050 0.8366 0.8240 0.8570 0.8350 0.8158 0.3706 0.0 0.7414 0.8117 0.6337 0.7806 0.6754 0.7565 0.5760 0.2545 0.4678 0.5268 0.8145 0.7382 0.7441 0.7636 0.7652 0.7718 0.3177
0.0586 6.6 3300 0.1984 0.6196 0.7496 0.8243 nan 0.8386 0.8967 0.7340 0.8547 0.7187 0.8721 0.7726 0.3753 0.5738 0.6503 0.8946 0.8357 0.8508 0.8480 0.8219 0.8012 0.4052 0.0 0.7402 0.8120 0.6273 0.7598 0.6449 0.7617 0.5580 0.3214 0.4871 0.5336 0.8142 0.7362 0.7574 0.7550 0.7624 0.7641 0.3178
0.054 6.64 3320 0.1945 0.6176 0.7460 0.8294 nan 0.8253 0.8945 0.7383 0.8571 0.7803 0.8766 0.7617 0.3174 0.5509 0.6698 0.9057 0.8345 0.8537 0.8654 0.8013 0.8261 0.3228 0.0 0.7363 0.8137 0.6226 0.7705 0.6833 0.7702 0.5751 0.2722 0.4787 0.5382 0.8145 0.7380 0.7596 0.7456 0.7416 0.7759 0.2810
0.0918 6.68 3340 0.1977 0.6178 0.7486 0.8289 nan 0.8353 0.8952 0.7535 0.8468 0.7779 0.8714 0.7888 0.2920 0.6281 0.6273 0.9077 0.8633 0.8127 0.8589 0.7952 0.8256 0.3471 0.0 0.7390 0.8108 0.6278 0.7660 0.6963 0.7715 0.5818 0.2559 0.5158 0.5280 0.8138 0.7307 0.7471 0.7388 0.7326 0.7751 0.2890
0.0485 6.72 3360 0.1935 0.6151 0.7438 0.8303 nan 0.8458 0.8932 0.7397 0.8770 0.8135 0.8903 0.7165 0.3140 0.5889 0.5917 0.9073 0.8082 0.8552 0.8702 0.8096 0.7906 0.3327 0.0 0.7394 0.8087 0.6186 0.7824 0.6935 0.7730 0.5854 0.2679 0.4889 0.5122 0.8123 0.7277 0.7524 0.7443 0.7412 0.7485 0.2754
0.0707 6.76 3380 0.1956 0.6135 0.7441 0.8298 nan 0.8640 0.8860 0.7093 0.8739 0.7835 0.8753 0.7555 0.2561 0.5847 0.6261 0.9060 0.8611 0.7900 0.8629 0.7686 0.8284 0.4190 0.0 0.7419 0.8129 0.6096 0.7736 0.6967 0.7596 0.5906 0.2294 0.4890 0.5329 0.8141 0.7393 0.7399 0.7283 0.7234 0.7732 0.2894
0.0479 6.8 3400 0.2023 0.6173 0.7511 0.8284 nan 0.8060 0.8994 0.7386 0.8636 0.7464 0.8888 0.7598 0.4561 0.4873 0.6764 0.9131 0.8034 0.8738 0.8118 0.8396 0.8131 0.3915 0.0 0.7375 0.8162 0.6257 0.7735 0.6701 0.7588 0.5810 0.3186 0.4419 0.5425 0.8176 0.7365 0.7567 0.7342 0.7566 0.7620 0.2826
0.0681 6.84 3420 0.1910 0.6193 0.7555 0.8259 nan 0.8415 0.9146 0.7535 0.8504 0.8153 0.8551 0.7497 0.4178 0.6103 0.6438 0.8894 0.8482 0.8158 0.8471 0.7817 0.8164 0.3937 0.0 0.7503 0.8117 0.6351 0.7665 0.6840 0.7704 0.5730 0.3150 0.4980 0.5348 0.8161 0.7367 0.7468 0.7341 0.7374 0.7620 0.2755
0.0527 6.88 3440 0.2485 0.5992 0.7385 0.7956 nan 0.8583 0.9012 0.6970 0.8161 0.4887 0.7942 0.8130 0.4627 0.5456 0.6360 0.9041 0.8325 0.8547 0.8560 0.8318 0.8158 0.4471 0.0 0.7482 0.8062 0.6126 0.7252 0.4562 0.7181 0.5111 0.3480 0.4828 0.5308 0.8197 0.7248 0.7482 0.7423 0.7568 0.7627 0.2918
0.0552 6.92 3460 0.2340 0.6095 0.7488 0.8068 nan 0.8834 0.8760 0.7525 0.8465 0.5447 0.8179 0.7830 0.4823 0.6262 0.6107 0.9227 0.8547 0.8231 0.8487 0.8352 0.8306 0.3909 0.0 0.7352 0.8068 0.6311 0.7391 0.5054 0.7189 0.5285 0.3720 0.5219 0.5261 0.8197 0.7314 0.7472 0.7522 0.7705 0.7766 0.2888
0.0467 6.96 3480 0.2203 0.6069 0.7367 0.8145 nan 0.8406 0.8867 0.7886 0.8672 0.6168 0.8327 0.7707 0.4004 0.5789 0.6595 0.8940 0.8545 0.8098 0.8402 0.8144 0.8331 0.2364 0.0 0.7277 0.8133 0.6357 0.7570 0.5657 0.7190 0.5524 0.3152 0.5036 0.5464 0.8177 0.7252 0.7368 0.7496 0.7611 0.7712 0.2260
0.0439 7.0 3500 0.2275 0.6051 0.7303 0.8110 nan 0.8470 0.8943 0.6942 0.8549 0.6545 0.8176 0.7530 0.3131 0.6298 0.6255 0.9062 0.8398 0.8313 0.8247 0.8425 0.7976 0.2892 0.0 0.7388 0.8097 0.6109 0.7479 0.5758 0.7290 0.5326 0.2652 0.5192 0.5317 0.8174 0.7297 0.7445 0.7506 0.7710 0.7548 0.2632
0.0521 7.04 3520 0.2251 0.6088 0.7420 0.8137 nan 0.8732 0.8794 0.7645 0.8523 0.7060 0.8313 0.7457 0.3072 0.5490 0.6194 0.9096 0.7940 0.8878 0.8470 0.8630 0.7804 0.4046 0.0 0.7474 0.8070 0.6354 0.7500 0.6009 0.7335 0.5409 0.2459 0.4823 0.5253 0.8200 0.7260 0.7482 0.7637 0.7731 0.7381 0.3209
0.0309 7.08 3540 0.2404 0.6004 0.7310 0.8055 nan 0.8285 0.8969 0.7766 0.8295 0.6323 0.8245 0.7835 0.2006 0.6407 0.5665 0.9032 0.8318 0.8426 0.8452 0.8229 0.7760 0.4249 0.0 0.7453 0.8156 0.6395 0.7323 0.5505 0.7299 0.5171 0.1760 0.5113 0.4996 0.8199 0.7356 0.7584 0.7586 0.7658 0.7337 0.3173
0.041 7.12 3560 0.2270 0.6036 0.7300 0.8090 nan 0.8632 0.8931 0.6576 0.8435 0.6410 0.8345 0.7614 0.2645 0.5828 0.6233 0.9111 0.8093 0.8429 0.8509 0.8402 0.7893 0.4015 0.0 0.7552 0.8082 0.5947 0.7412 0.5704 0.7325 0.5289 0.2354 0.4928 0.5234 0.8194 0.7224 0.7475 0.7582 0.7656 0.7445 0.3243
0.0516 7.16 3580 0.2235 0.6068 0.7352 0.8144 nan 0.8617 0.8936 0.6386 0.8380 0.7164 0.8518 0.7569 0.3071 0.5462 0.6456 0.9117 0.8011 0.8581 0.8647 0.8250 0.7942 0.3875 0.0 0.7505 0.8082 0.5835 0.7456 0.6204 0.7463 0.5376 0.2546 0.4747 0.5257 0.8182 0.7202 0.7438 0.7604 0.7633 0.7480 0.3215
0.0444 7.2 3600 0.2259 0.6113 0.7438 0.8127 nan 0.8235 0.8932 0.7367 0.8187 0.6444 0.8665 0.8099 0.3617 0.6273 0.6339 0.9160 0.8431 0.8102 0.8794 0.7815 0.8072 0.3914 0.0 0.7410 0.8093 0.6299 0.7389 0.5965 0.7561 0.5393 0.2970 0.5100 0.5292 0.8202 0.7342 0.7461 0.7426 0.7365 0.7587 0.3185
0.0443 7.24 3620 0.2187 0.6184 0.7525 0.8190 nan 0.8530 0.8955 0.7771 0.8274 0.6900 0.8704 0.8047 0.4150 0.5997 0.6314 0.9052 0.8460 0.8180 0.8637 0.8151 0.8124 0.3677 0.0 0.7525 0.8098 0.6386 0.7475 0.6305 0.7658 0.5575 0.3230 0.4993 0.5302 0.8209 0.7393 0.7484 0.7495 0.7537 0.7600 0.3047
0.0773 7.28 3640 0.2119 0.6199 0.7516 0.8210 nan 0.8772 0.9028 0.7443 0.8270 0.7095 0.8537 0.8093 0.3872 0.6059 0.6146 0.9135 0.8322 0.8508 0.8241 0.8498 0.8167 0.3585 0.0 0.7556 0.8096 0.6315 0.7483 0.6378 0.7640 0.5590 0.3153 0.5032 0.5233 0.8201 0.7369 0.7544 0.7562 0.7717 0.7639 0.3068
0.0381 7.32 3660 0.2086 0.6088 0.7409 0.8124 nan 0.8592 0.8914 0.7294 0.8354 0.7693 0.8301 0.7288 0.3523 0.5901 0.6420 0.9119 0.8092 0.8492 0.8283 0.8480 0.8010 0.3202 0.0 0.7428 0.8083 0.6265 0.7509 0.6160 0.7504 0.5294 0.2703 0.4945 0.5303 0.8220 0.7244 0.7482 0.7515 0.7664 0.7466 0.2808
0.0464 7.36 3680 0.2155 0.6097 0.7379 0.8135 nan 0.8474 0.8975 0.7075 0.8456 0.7282 0.8638 0.7149 0.3864 0.5974 0.5819 0.9084 0.8256 0.8455 0.8365 0.8537 0.7817 0.3218 0.0 0.7408 0.8088 0.6178 0.7546 0.5922 0.7590 0.5152 0.3069 0.4931 0.5063 0.8208 0.7335 0.7535 0.7598 0.7728 0.7445 0.2955
0.0614 7.4 3700 0.2195 0.6135 0.7500 0.8110 nan 0.8656 0.8814 0.7297 0.8356 0.7074 0.8448 0.7365 0.4880 0.5984 0.5838 0.9176 0.8240 0.8345 0.8315 0.8677 0.8213 0.3814 0.0 0.7419 0.8070 0.6230 0.7469 0.6014 0.7525 0.5221 0.3509 0.4926 0.5007 0.8195 0.7314 0.7503 0.7538 0.7739 0.7641 0.3112
0.0387 7.44 3720 0.2203 0.6204 0.7548 0.8177 nan 0.8613 0.8878 0.7302 0.8424 0.7072 0.8624 0.7557 0.4943 0.6047 0.6229 0.8990 0.8379 0.8324 0.8634 0.8426 0.8073 0.3807 0.0 0.7446 0.8094 0.6272 0.7534 0.6154 0.7665 0.5337 0.3675 0.5036 0.5203 0.8211 0.7351 0.7515 0.7663 0.7764 0.7584 0.3162
0.0756 7.48 3740 0.2238 0.6159 0.7463 0.8187 nan 0.8548 0.8948 0.7299 0.8325 0.7072 0.8686 0.7847 0.3186 0.5954 0.6298 0.9106 0.8341 0.8262 0.8541 0.8236 0.8073 0.4144 0.0 0.7526 0.8121 0.6257 0.7509 0.6249 0.7643 0.5441 0.2633 0.5015 0.5210 0.8226 0.7318 0.7506 0.7612 0.7694 0.7608 0.3291
0.0442 7.52 3760 0.2139 0.6150 0.7454 0.8186 nan 0.8580 0.9114 0.7052 0.8456 0.6986 0.8814 0.7237 0.3424 0.6381 0.5776 0.9101 0.8323 0.8491 0.8561 0.8353 0.8024 0.4048 0.0 0.7541 0.8137 0.6187 0.7590 0.5916 0.7691 0.5252 0.2908 0.5133 0.4968 0.8226 0.7350 0.7548 0.7660 0.7775 0.7583 0.3228
0.0539 7.56 3780 0.2026 0.6198 0.7487 0.8260 nan 0.8731 0.8995 0.7449 0.8710 0.7200 0.8849 0.7157 0.3682 0.6338 0.6196 0.9113 0.7938 0.8676 0.8560 0.8503 0.8035 0.3142 0.0 0.7541 0.8119 0.6326 0.7762 0.6140 0.7747 0.5466 0.3147 0.5172 0.5266 0.8235 0.7179 0.7479 0.7624 0.7809 0.7632 0.2924
0.047 7.6 3800 0.2024 0.6212 0.7475 0.8296 nan 0.8603 0.8992 0.7020 0.8756 0.7303 0.8862 0.7304 0.3776 0.6126 0.5955 0.9141 0.8511 0.8107 0.8579 0.8407 0.8378 0.3254 0.0 0.7505 0.8158 0.6163 0.7818 0.6228 0.7744 0.5596 0.3137 0.5023 0.5141 0.8244 0.7330 0.7436 0.7663 0.7774 0.7821 0.3034
0.0467 7.64 3820 0.2028 0.6129 0.7373 0.8199 nan 0.8027 0.8986 0.6825 0.8596 0.7446 0.8921 0.7136 0.3488 0.5648 0.6284 0.8980 0.8360 0.7928 0.8416 0.8354 0.8113 0.3827 0.0 0.7326 0.8131 0.6084 0.7703 0.6213 0.7694 0.5378 0.2919 0.4774 0.5175 0.8227 0.7184 0.7291 0.7620 0.7710 0.7670 0.3217
0.0385 7.68 3840 0.2022 0.6145 0.7447 0.8220 nan 0.8519 0.8908 0.7347 0.8602 0.7322 0.8846 0.7235 0.3646 0.5684 0.5708 0.9190 0.8485 0.8332 0.8654 0.8127 0.8194 0.3794 0.0 0.7498 0.8106 0.6242 0.7719 0.6280 0.7682 0.5460 0.3105 0.4718 0.4958 0.8232 0.7229 0.7411 0.7460 0.7484 0.7711 0.3320
0.082 7.72 3860 0.2047 0.6180 0.7498 0.8261 nan 0.8602 0.9006 0.7283 0.8621 0.7385 0.9008 0.7200 0.3629 0.6560 0.5607 0.9057 0.8369 0.8220 0.8445 0.8385 0.8283 0.3802 0.0 0.7502 0.8141 0.6240 0.7764 0.6321 0.7699 0.5491 0.3007 0.5019 0.4872 0.8222 0.7280 0.7474 0.7510 0.7594 0.7764 0.3344
0.0452 7.76 3880 0.2026 0.6187 0.7544 0.8228 nan 0.8522 0.8847 0.7730 0.8698 0.7117 0.8773 0.7253 0.4656 0.5983 0.6178 0.9034 0.8591 0.8158 0.8700 0.7850 0.8353 0.3805 0.0 0.7390 0.8077 0.6320 0.7788 0.6067 0.7798 0.5474 0.3492 0.4907 0.5241 0.8225 0.7265 0.7491 0.7399 0.7383 0.7763 0.3284
0.0709 7.8 3900 0.2129 0.6168 0.7514 0.8228 nan 0.8691 0.8992 0.7177 0.8494 0.7060 0.8733 0.7717 0.3807 0.6129 0.5954 0.8941 0.8474 0.8247 0.8548 0.8000 0.8376 0.4392 0.0 0.7570 0.8118 0.6217 0.7666 0.6198 0.7782 0.5532 0.3023 0.4885 0.5096 0.8215 0.7249 0.7523 0.7414 0.7392 0.7806 0.3340
0.0445 7.84 3920 0.2112 0.6152 0.7479 0.8208 nan 0.8354 0.8968 0.7225 0.8596 0.7025 0.8762 0.7309 0.4132 0.5801 0.6012 0.9090 0.8403 0.8277 0.8304 0.8310 0.8418 0.4157 0.0 0.7408 0.8104 0.6227 0.7721 0.5956 0.7748 0.5390 0.3149 0.4730 0.5026 0.8231 0.7298 0.7588 0.7489 0.7601 0.7798 0.3279
0.0684 7.88 3940 0.2073 0.6162 0.7520 0.8212 nan 0.8597 0.8945 0.7100 0.8620 0.7031 0.8764 0.7234 0.4659 0.6066 0.6061 0.9092 0.8544 0.8132 0.8451 0.8228 0.8359 0.3964 0.0 0.7482 0.8133 0.6172 0.7733 0.5902 0.7734 0.5329 0.3347 0.4877 0.5064 0.8232 0.7360 0.7534 0.7511 0.7568 0.7794 0.3151
0.0461 7.92 3960 0.2076 0.6157 0.7469 0.8250 nan 0.8594 0.8986 0.6659 0.8770 0.7159 0.8692 0.7100 0.4604 0.5639 0.5988 0.9099 0.8512 0.8546 0.8655 0.8396 0.8200 0.3381 0.0 0.7589 0.8132 0.5961 0.7836 0.5913 0.7689 0.5409 0.3507 0.4729 0.5124 0.8228 0.7347 0.7600 0.7532 0.7589 0.7715 0.2926
0.053 7.96 3980 0.2174 0.6106 0.7430 0.8218 nan 0.8738 0.8890 0.7214 0.8702 0.7303 0.8785 0.7177 0.3748 0.5630 0.5626 0.9187 0.8729 0.7903 0.8706 0.8151 0.8118 0.3701 0.0 0.7605 0.8134 0.6223 0.7789 0.6070 0.7638 0.5417 0.3003 0.4682 0.4870 0.8225 0.7172 0.7317 0.7506 0.7546 0.7626 0.3087
0.063 8.0 4000 0.2192 0.6122 0.7454 0.8158 nan 0.8402 0.9083 0.7397 0.8477 0.6991 0.8612 0.7566 0.4382 0.5439 0.5893 0.8825 0.8527 0.8119 0.8538 0.8192 0.8023 0.4255 0.0 0.7532 0.8109 0.6301 0.7640 0.6155 0.7572 0.5442 0.3352 0.4609 0.5009 0.8170 0.7196 0.7373 0.7428 0.7510 0.7598 0.3202
0.0696 8.04 4020 0.2176 0.6092 0.7437 0.8174 nan 0.8501 0.8994 0.7617 0.8430 0.7154 0.8691 0.7603 0.3024 0.5760 0.6084 0.9050 0.7923 0.8546 0.8203 0.8350 0.8042 0.4453 0.0 0.7502 0.8153 0.6318 0.7643 0.6147 0.7635 0.5416 0.2431 0.4767 0.5068 0.8239 0.7155 0.7448 0.7377 0.7574 0.7632 0.3147
0.0716 8.08 4040 0.2081 0.6164 0.7460 0.8256 nan 0.8457 0.8875 0.7553 0.8637 0.7370 0.8820 0.7645 0.3343 0.6189 0.5919 0.9100 0.8438 0.8032 0.8669 0.7875 0.8119 0.3787 0.0 0.7475 0.8098 0.6328 0.7769 0.6563 0.7717 0.5780 0.2759 0.4884 0.5018 0.8258 0.7273 0.7430 0.7411 0.7404 0.7682 0.3097
0.0476 8.12 4060 0.2121 0.6152 0.7445 0.8213 nan 0.8776 0.8912 0.7376 0.8673 0.7077 0.8765 0.7191 0.3780 0.5497 0.6293 0.9055 0.8189 0.8572 0.8369 0.8284 0.8291 0.3461 0.0 0.7476 0.8102 0.6290 0.7731 0.6066 0.7692 0.5422 0.3104 0.4700 0.5254 0.8235 0.7342 0.7590 0.7401 0.7570 0.7771 0.2989
0.0282 8.16 4080 0.2227 0.6179 0.7503 0.8233 nan 0.8493 0.8953 0.7243 0.8609 0.7054 0.8850 0.7402 0.4689 0.5992 0.6032 0.9098 0.8674 0.8176 0.8304 0.8224 0.8261 0.3496 0.0 0.7464 0.8135 0.6221 0.7722 0.6173 0.7711 0.5455 0.3437 0.4873 0.5114 0.8242 0.7384 0.7545 0.7427 0.7597 0.7755 0.2974
0.066 8.2 4100 0.2196 0.6178 0.7515 0.8234 nan 0.8605 0.8867 0.7520 0.8588 0.6987 0.8821 0.7467 0.3982 0.5296 0.7016 0.9118 0.8113 0.8563 0.8405 0.8277 0.8350 0.3778 0.0 0.7526 0.8116 0.6271 0.7691 0.6182 0.7677 0.5441 0.3201 0.4636 0.5442 0.8241 0.7320 0.7581 0.7477 0.7625 0.7792 0.2986
0.0778 8.24 4120 0.2207 0.6158 0.7519 0.8196 nan 0.8662 0.8984 0.7375 0.8417 0.7046 0.8827 0.7453 0.4193 0.5823 0.6251 0.9098 0.8391 0.8376 0.8596 0.8218 0.8180 0.3927 0.0 0.7475 0.8082 0.6272 0.7637 0.6183 0.7644 0.5440 0.3164 0.4880 0.5196 0.8225 0.7363 0.7576 0.7433 0.7527 0.7708 0.3040
0.0467 8.28 4140 0.2348 0.6066 0.7388 0.8137 nan 0.8778 0.8864 0.7390 0.8421 0.6967 0.8328 0.7716 0.2713 0.5635 0.6553 0.9114 0.8487 0.8293 0.8234 0.8276 0.8004 0.3817 0.0 0.7537 0.8105 0.6265 0.7509 0.5995 0.7384 0.5331 0.2300 0.4803 0.5344 0.8265 0.7321 0.7541 0.7356 0.7555 0.7611 0.2958
0.0729 8.32 4160 0.2377 0.6016 0.7342 0.8092 nan 0.8659 0.9055 0.7306 0.8257 0.6606 0.8228 0.7871 0.2538 0.5477 0.6017 0.9047 0.8374 0.8502 0.8598 0.8237 0.8064 0.3972 0.0 0.7492 0.8113 0.6273 0.7462 0.5713 0.7264 0.5335 0.2263 0.4677 0.5076 0.8252 0.7278 0.7542 0.7386 0.7492 0.7609 0.3055
0.0314 8.36 4180 0.2331 0.6053 0.7385 0.8127 nan 0.8451 0.9049 0.7290 0.8338 0.6926 0.8417 0.7630 0.2421 0.5876 0.6142 0.8928 0.8661 0.8179 0.8467 0.7945 0.8287 0.4544 0.0 0.7498 0.8132 0.6277 0.7472 0.6012 0.7386 0.5316 0.2206 0.4866 0.5158 0.8222 0.7240 0.7455 0.7416 0.7438 0.7740 0.3121
0.0417 8.4 4200 0.2297 0.6117 0.7444 0.8154 nan 0.8657 0.8996 0.7438 0.8327 0.6827 0.8573 0.7638 0.3149 0.5832 0.6047 0.9116 0.8488 0.8428 0.8714 0.8068 0.8253 0.3989 0.0 0.7633 0.8123 0.6302 0.7487 0.6098 0.7502 0.5344 0.2728 0.4839 0.5104 0.8265 0.7317 0.7573 0.7467 0.7452 0.7725 0.3153
0.05 8.44 4220 0.2271 0.6161 0.7455 0.8215 nan 0.8631 0.9026 0.7511 0.8575 0.6986 0.8655 0.7491 0.3346 0.5949 0.6104 0.8962 0.8472 0.8347 0.8632 0.8054 0.8265 0.3734 0.0 0.7625 0.8138 0.6335 0.7622 0.6207 0.7495 0.5443 0.2922 0.4888 0.5166 0.8246 0.7395 0.7607 0.7435 0.7497 0.7785 0.3096
0.0541 8.48 4240 0.2227 0.6164 0.7388 0.8272 nan 0.8478 0.9055 0.7101 0.8879 0.6953 0.8455 0.7449 0.2957 0.6119 0.6019 0.9073 0.8250 0.8470 0.8558 0.8319 0.8216 0.3246 0.0 0.7695 0.8174 0.6182 0.7706 0.6331 0.7388 0.5698 0.2683 0.4955 0.5107 0.8253 0.7389 0.7609 0.7467 0.7556 0.7774 0.2987
0.0361 8.52 4260 0.2275 0.6168 0.7421 0.8272 nan 0.8536 0.8995 0.7183 0.8799 0.7048 0.8417 0.7611 0.3506 0.5552 0.6506 0.9142 0.8481 0.8468 0.8534 0.8210 0.8173 0.2988 0.0 0.7541 0.8131 0.6184 0.7697 0.6383 0.7402 0.5791 0.2963 0.4795 0.5348 0.8234 0.7439 0.7606 0.7444 0.7527 0.7714 0.2818
0.0389 8.56 4280 0.2229 0.6198 0.7505 0.8290 nan 0.8848 0.8979 0.7303 0.8820 0.6991 0.8480 0.7562 0.4229 0.6257 0.6414 0.9137 0.8404 0.8390 0.8373 0.8252 0.8380 0.2764 0.0 0.7545 0.8152 0.6212 0.7709 0.6410 0.7464 0.5771 0.3138 0.5133 0.5295 0.8244 0.7366 0.7597 0.7498 0.7575 0.7848 0.2609
0.0558 8.6 4300 0.2195 0.6148 0.7425 0.8239 nan 0.8746 0.8951 0.7349 0.8719 0.7043 0.8426 0.7614 0.3675 0.5751 0.6383 0.9055 0.8457 0.8271 0.8390 0.8284 0.8273 0.2837 0.0 0.7525 0.8152 0.6213 0.7658 0.6393 0.7416 0.5705 0.2937 0.4901 0.5255 0.8239 0.7295 0.7502 0.7522 0.7592 0.7772 0.2592
0.0518 8.64 4320 0.2243 0.6100 0.7395 0.8187 nan 0.8573 0.8882 0.6744 0.8370 0.7125 0.8549 0.7943 0.3636 0.5806 0.6465 0.9170 0.8424 0.8206 0.8424 0.8282 0.8064 0.3046 0.0 0.7494 0.8109 0.5947 0.7505 0.6412 0.7541 0.5576 0.2835 0.4915 0.5322 0.8231 0.7243 0.7405 0.7508 0.7564 0.7662 0.2525
0.0494 8.68 4340 0.2253 0.6195 0.7551 0.8216 nan 0.8610 0.8936 0.7012 0.8349 0.7050 0.8833 0.7699 0.4646 0.6088 0.6337 0.9047 0.8290 0.8393 0.8325 0.8498 0.8475 0.3772 0.0 0.7665 0.8150 0.6144 0.7542 0.6231 0.7692 0.5457 0.3459 0.5041 0.5377 0.8237 0.7256 0.7486 0.7537 0.7631 0.7836 0.2767
0.0383 8.72 4360 0.2340 0.6198 0.7559 0.8203 nan 0.8520 0.9032 0.6900 0.8180 0.7041 0.8829 0.7936 0.4585 0.5947 0.6318 0.9162 0.8363 0.8426 0.8445 0.8350 0.8253 0.4223 0.0 0.7709 0.8145 0.6086 0.7455 0.6360 0.7683 0.5511 0.3486 0.4953 0.5325 0.8247 0.7336 0.7517 0.7556 0.7600 0.7761 0.2841
0.0375 8.76 4380 0.2217 0.6190 0.7508 0.8206 nan 0.8522 0.8948 0.7449 0.8423 0.7028 0.8788 0.7530 0.3981 0.5796 0.6369 0.9089 0.8378 0.8432 0.8509 0.8432 0.8251 0.3711 0.0 0.7654 0.8135 0.6285 0.7568 0.6153 0.7698 0.5412 0.3309 0.4905 0.5324 0.8261 0.7353 0.7564 0.7579 0.7658 0.7739 0.2821
0.0367 8.8 4400 0.2246 0.6145 0.7416 0.8197 nan 0.8334 0.9068 0.7256 0.8322 0.7058 0.8781 0.7749 0.3536 0.6074 0.5935 0.9129 0.8687 0.8181 0.8378 0.8418 0.8087 0.3076 0.0 0.7557 0.8191 0.6192 0.7533 0.6236 0.7658 0.5453 0.3045 0.4992 0.5132 0.8244 0.7292 0.7469 0.7588 0.7727 0.7672 0.2636
0.074 8.84 4420 0.2326 0.6138 0.7419 0.8193 nan 0.8483 0.8924 0.7183 0.8400 0.7080 0.8732 0.7632 0.3716 0.5848 0.6264 0.9149 0.8326 0.8520 0.8216 0.8525 0.8141 0.2978 0.0 0.7572 0.8164 0.6165 0.7537 0.6143 0.7643 0.5398 0.2985 0.4928 0.5247 0.8242 0.7314 0.7556 0.7516 0.7737 0.7704 0.2632
0.038 8.88 4440 0.2314 0.6220 0.7566 0.8234 nan 0.8469 0.9163 0.7150 0.8502 0.6724 0.8791 0.7627 0.5999 0.6023 0.6458 0.9025 0.8408 0.8365 0.8592 0.8411 0.8110 0.2815 0.0 0.7603 0.8159 0.6218 0.7619 0.6140 0.7485 0.5529 0.4128 0.5023 0.5385 0.8229 0.7336 0.7566 0.7688 0.7776 0.7600 0.2481
0.0486 8.92 4460 0.2265 0.6176 0.7471 0.8218 nan 0.8489 0.8824 0.7234 0.8589 0.6716 0.8823 0.7616 0.4996 0.5337 0.6612 0.9079 0.8436 0.8342 0.8490 0.8480 0.8212 0.2740 0.0 0.7505 0.8106 0.6248 0.7667 0.6140 0.7534 0.5585 0.3704 0.4673 0.5368 0.8259 0.7315 0.7565 0.7639 0.7729 0.7609 0.2529
0.0589 8.96 4480 0.2335 0.6140 0.7404 0.8184 nan 0.8318 0.9004 0.7298 0.8342 0.6780 0.8726 0.7916 0.3401 0.5608 0.6654 0.9077 0.8507 0.8166 0.8645 0.8000 0.8166 0.3265 0.0 0.7470 0.8131 0.6265 0.7503 0.6308 0.7604 0.5579 0.2867 0.4791 0.5382 0.8258 0.7323 0.7529 0.7567 0.7570 0.7584 0.2784
0.0928 9.0 4500 0.2234 0.6170 0.7451 0.8261 nan 0.8674 0.8965 0.7326 0.8676 0.6852 0.8826 0.7584 0.2819 0.6002 0.6321 0.9084 0.8186 0.8459 0.8650 0.8278 0.8071 0.3889 0.0 0.7652 0.8184 0.6286 0.7709 0.6255 0.7565 0.5666 0.2459 0.4963 0.5297 0.8279 0.7332 0.7606 0.7590 0.7643 0.7585 0.2994
0.0573 9.04 4520 0.2235 0.6203 0.7464 0.8278 nan 0.8441 0.9048 0.7557 0.8764 0.6927 0.8730 0.7553 0.3351 0.5800 0.6431 0.8976 0.8401 0.8388 0.8349 0.8396 0.8132 0.3647 0.0 0.7572 0.8168 0.6361 0.7754 0.6289 0.7582 0.5684 0.2740 0.4915 0.5384 0.8271 0.7325 0.7539 0.7550 0.7734 0.7672 0.3111
0.0523 9.08 4540 0.2217 0.6225 0.7516 0.8277 nan 0.8399 0.8935 0.7553 0.8741 0.6888 0.8867 0.7466 0.4573 0.5676 0.6488 0.9148 0.8437 0.8369 0.8397 0.8095 0.8470 0.3272 0.0 0.7538 0.8140 0.6335 0.7796 0.6226 0.7658 0.5625 0.3275 0.4876 0.5414 0.8296 0.7301 0.7501 0.7519 0.7637 0.7855 0.3064
0.0372 9.12 4560 0.2219 0.6164 0.7455 0.8271 nan 0.8473 0.9010 0.7986 0.8733 0.7194 0.8896 0.7262 0.2736 0.6386 0.5583 0.9006 0.8329 0.8349 0.8477 0.8408 0.8291 0.3614 0.0 0.7641 0.8176 0.6378 0.7793 0.6240 0.7654 0.5526 0.2364 0.5000 0.4922 0.8266 0.7301 0.7500 0.7622 0.7750 0.7774 0.3053
0.0338 9.16 4580 0.2194 0.6151 0.7444 0.8235 nan 0.8565 0.9045 0.7748 0.8561 0.6996 0.8831 0.7412 0.2413 0.5597 0.6618 0.9050 0.8354 0.8398 0.8621 0.8231 0.8231 0.3871 0.0 0.7564 0.8160 0.6372 0.7708 0.6168 0.7642 0.5501 0.2192 0.4849 0.5388 0.8262 0.7314 0.7486 0.7605 0.7652 0.7703 0.3151
0.0257 9.2 4600 0.2310 0.6161 0.7447 0.8228 nan 0.8637 0.9010 0.7017 0.8463 0.6798 0.8983 0.7594 0.3465 0.5853 0.6059 0.9181 0.8553 0.8271 0.8657 0.8445 0.8027 0.3584 0.0 0.7591 0.8155 0.6141 0.7665 0.6172 0.7607 0.5539 0.2841 0.4879 0.5133 0.8245 0.7351 0.7456 0.7654 0.7720 0.7611 0.3139
0.0361 9.24 4620 0.2252 0.6177 0.7411 0.8252 nan 0.8602 0.8865 0.7017 0.8594 0.6979 0.8903 0.7653 0.2889 0.5940 0.6255 0.9065 0.8491 0.8159 0.8514 0.8225 0.8356 0.3481 0.0 0.7640 0.8156 0.6161 0.7685 0.6218 0.7700 0.5514 0.2470 0.4947 0.5280 0.8262 0.7354 0.7478 0.7640 0.7766 0.7753 0.3158
0.0347 9.28 4640 0.2147 0.6200 0.7443 0.8232 nan 0.8352 0.9015 0.6848 0.8728 0.6870 0.8730 0.7260 0.4264 0.5880 0.6143 0.9147 0.8463 0.8288 0.8560 0.8371 0.8136 0.3471 0.0 0.7601 0.8139 0.6094 0.7736 0.6179 0.7552 0.5541 0.3273 0.4945 0.5242 0.8248 0.7396 0.7573 0.7674 0.7783 0.7595 0.3036
0.0448 9.32 4660 0.2202 0.6206 0.7493 0.8224 nan 0.8721 0.8928 0.7461 0.8527 0.6907 0.8672 0.7654 0.3517 0.5951 0.6236 0.9228 0.8334 0.8348 0.8474 0.8318 0.8255 0.3839 0.0 0.7636 0.8125 0.6291 0.7633 0.6285 0.7545 0.5555 0.2887 0.4987 0.5293 0.8243 0.7380 0.7602 0.7629 0.7738 0.7699 0.3173
0.0461 9.36 4680 0.2219 0.6224 0.7525 0.8226 nan 0.8586 0.8968 0.7592 0.8534 0.6851 0.8649 0.7606 0.4322 0.5740 0.6244 0.9118 0.8247 0.8462 0.8574 0.8488 0.8434 0.3512 0.0 0.7621 0.8184 0.6386 0.7572 0.6231 0.7441 0.5521 0.3460 0.4897 0.5255 0.8259 0.7370 0.7613 0.7627 0.7814 0.7692 0.3093
0.0426 9.4 4700 0.2204 0.6179 0.7414 0.8235 nan 0.8537 0.8979 0.7061 0.8604 0.7016 0.8757 0.7515 0.3451 0.5808 0.6057 0.9052 0.8406 0.8397 0.8718 0.8247 0.8201 0.3240 0.0 0.7597 0.8162 0.6196 0.7614 0.6139 0.7480 0.5505 0.2937 0.4912 0.5175 0.8257 0.7415 0.7624 0.7689 0.7782 0.7715 0.3032
0.0298 9.44 4720 0.2229 0.6186 0.7430 0.8269 nan 0.8791 0.8981 0.6689 0.8638 0.6958 0.8800 0.7490 0.3231 0.5789 0.6243 0.9209 0.8405 0.8507 0.8610 0.8479 0.8245 0.3249 0.0 0.7687 0.8212 0.5974 0.7684 0.6145 0.7596 0.5552 0.2785 0.4865 0.5197 0.8278 0.7435 0.7616 0.7728 0.7830 0.7728 0.3035
0.0396 9.48 4740 0.2194 0.6178 0.7451 0.8249 nan 0.8558 0.8985 0.7329 0.8603 0.6917 0.8656 0.7544 0.2961 0.5915 0.6101 0.9182 0.8229 0.8528 0.8644 0.8321 0.8544 0.3656 0.0 0.7584 0.8118 0.6254 0.7689 0.6216 0.7592 0.5630 0.2490 0.4927 0.5189 0.8270 0.7312 0.7581 0.7654 0.7742 0.7813 0.3152
0.0376 9.52 4760 0.2246 0.6190 0.7453 0.8293 nan 0.8531 0.9008 0.7675 0.8879 0.6756 0.8653 0.7463 0.3321 0.5628 0.6402 0.9072 0.8465 0.8313 0.8571 0.8365 0.8420 0.3171 0.0 0.7661 0.8215 0.6346 0.7783 0.6147 0.7502 0.5700 0.2799 0.4806 0.5286 0.8280 0.7331 0.7529 0.7601 0.7741 0.7820 0.2880
0.0352 9.56 4780 0.2257 0.6170 0.7451 0.8236 nan 0.8482 0.8993 0.7699 0.8593 0.6632 0.8646 0.7753 0.3683 0.5849 0.6340 0.9119 0.8564 0.8098 0.8549 0.8404 0.8405 0.2851 0.0 0.7635 0.8183 0.6363 0.7651 0.6148 0.7525 0.5637 0.3001 0.4872 0.5264 0.8264 0.7286 0.7449 0.7577 0.7713 0.7812 0.2675
0.0542 9.6 4800 0.2272 0.6175 0.7445 0.8233 nan 0.8529 0.9084 0.7263 0.8714 0.6360 0.8556 0.7600 0.4009 0.5835 0.6507 0.9122 0.8492 0.8174 0.8589 0.8306 0.8385 0.3039 0.0 0.7682 0.8175 0.6278 0.7656 0.5900 0.7477 0.5562 0.3268 0.4917 0.5386 0.8276 0.7303 0.7475 0.7591 0.7672 0.7832 0.2697
0.0597 9.64 4820 0.2243 0.6173 0.7459 0.8209 nan 0.8581 0.8975 0.7392 0.8623 0.6479 0.8756 0.7467 0.4048 0.5571 0.6483 0.9147 0.8412 0.8386 0.8492 0.8357 0.8250 0.3387 0.0 0.7632 0.8103 0.6294 0.7655 0.5914 0.7578 0.5482 0.3298 0.4798 0.5331 0.8269 0.7378 0.7562 0.7535 0.7642 0.7758 0.2888
0.0855 9.68 4840 0.2361 0.6083 0.7346 0.8123 nan 0.8613 0.8959 0.7404 0.8304 0.6354 0.8824 0.7803 0.2968 0.5771 0.6293 0.9045 0.8358 0.8301 0.8307 0.8167 0.8049 0.3358 0.0 0.7646 0.8139 0.6307 0.7473 0.5705 0.7638 0.5246 0.2614 0.4867 0.5266 0.8259 0.7308 0.7483 0.7451 0.7598 0.7597 0.2898
0.0563 9.72 4860 0.2289 0.6154 0.7473 0.8178 nan 0.8695 0.9057 0.7158 0.8294 0.6774 0.8696 0.7678 0.3771 0.6135 0.5997 0.9082 0.8485 0.8368 0.8476 0.8450 0.8416 0.3509 0.0 0.7647 0.8150 0.6206 0.7501 0.6023 0.7646 0.5346 0.3071 0.4981 0.5153 0.8249 0.7351 0.7524 0.7541 0.7661 0.7764 0.2950
0.0694 9.76 4880 0.2276 0.6139 0.7427 0.8186 nan 0.8687 0.9006 0.7177 0.8340 0.7027 0.8921 0.7562 0.3572 0.6075 0.5876 0.9079 0.8441 0.8309 0.8355 0.8477 0.8100 0.3259 0.0 0.7621 0.8153 0.6212 0.7563 0.6080 0.7695 0.5397 0.2979 0.4909 0.5043 0.8247 0.7374 0.7541 0.7512 0.7699 0.7609 0.2868
0.0377 9.8 4900 0.2148 0.6199 0.7466 0.8302 nan 0.8704 0.8920 0.7402 0.8967 0.7284 0.8958 0.6951 0.3935 0.5583 0.6585 0.9177 0.8135 0.8469 0.8450 0.8428 0.8031 0.2944 0.0 0.7683 0.8178 0.6249 0.7924 0.6244 0.7652 0.5623 0.3204 0.4778 0.5333 0.8260 0.7276 0.7532 0.7546 0.7684 0.7598 0.2823
0.0534 9.84 4920 0.2119 0.6209 0.7478 0.8312 nan 0.8586 0.9098 0.7091 0.8895 0.7283 0.8786 0.7104 0.4140 0.6087 0.6257 0.9178 0.8457 0.8222 0.8478 0.8429 0.8212 0.2815 0.0 0.7662 0.8146 0.6182 0.7906 0.6364 0.7656 0.5698 0.3339 0.4983 0.5214 0.8250 0.7333 0.7485 0.7513 0.7668 0.7670 0.2699
0.0596 9.88 4940 0.2095 0.6206 0.7466 0.8317 nan 0.8512 0.9009 0.7502 0.8952 0.7235 0.8842 0.7147 0.3887 0.5872 0.6461 0.8986 0.8318 0.8380 0.8639 0.8334 0.8172 0.2676 0.0 0.7584 0.8165 0.6355 0.7917 0.6305 0.7697 0.5682 0.3181 0.4964 0.5364 0.8242 0.7291 0.7487 0.7529 0.7690 0.7622 0.2628
0.0443 9.92 4960 0.2174 0.6185 0.7482 0.8271 nan 0.8366 0.8982 0.7238 0.8692 0.6983 0.8825 0.7496 0.4489 0.5994 0.6071 0.9190 0.8424 0.8391 0.8726 0.8129 0.8225 0.2967 0.0 0.7460 0.8164 0.6239 0.7827 0.6206 0.7661 0.5694 0.3445 0.4996 0.5204 0.8233 0.7275 0.7472 0.7485 0.7583 0.7631 0.2748
0.0366 9.96 4980 0.2141 0.6158 0.7455 0.8229 nan 0.8576 0.8926 0.7784 0.8813 0.7318 0.8717 0.7171 0.3805 0.5959 0.6243 0.8987 0.8323 0.8288 0.8452 0.7942 0.7856 0.3574 0.0 0.7498 0.8127 0.6371 0.7817 0.6057 0.7667 0.5537 0.3075 0.4946 0.5219 0.8239 0.7303 0.7494 0.7416 0.7523 0.7455 0.3103
0.0378 10.0 5000 0.2255 0.6146 0.7467 0.8205 nan 0.8623 0.8960 0.7348 0.8527 0.7228 0.8557 0.7479 0.3292 0.6004 0.6126 0.9190 0.8466 0.8337 0.8469 0.8429 0.7933 0.3966 0.0 0.7603 0.8111 0.6260 0.7673 0.6062 0.7592 0.5469 0.2756 0.4944 0.5214 0.8248 0.7310 0.7492 0.7548 0.7687 0.7511 0.3148
0.0412 10.04 5020 0.2159 0.6145 0.7431 0.8224 nan 0.8334 0.9106 0.7136 0.8595 0.7208 0.8631 0.7485 0.3142 0.5852 0.6161 0.9079 0.8300 0.8400 0.8357 0.8431 0.7875 0.4234 0.0 0.7569 0.8186 0.6197 0.7697 0.6115 0.7634 0.5506 0.2716 0.4897 0.5235 0.8262 0.7264 0.7453 0.7509 0.7665 0.7481 0.3230
0.1179 10.08 5040 0.2071 0.6180 0.7496 0.8239 nan 0.8613 0.9001 0.7407 0.8686 0.7187 0.8611 0.7420 0.3679 0.5785 0.6314 0.9041 0.8371 0.8376 0.8479 0.8274 0.8013 0.4174 0.0 0.7594 0.8119 0.6309 0.7763 0.6182 0.7628 0.5625 0.2990 0.4925 0.5347 0.8260 0.7251 0.7413 0.7540 0.7641 0.7537 0.3123
0.0377 10.12 5060 0.2216 0.6169 0.7470 0.8237 nan 0.8673 0.8996 0.6967 0.8612 0.7010 0.8703 0.7586 0.3511 0.6051 0.6281 0.9198 0.8355 0.8233 0.8483 0.8428 0.7845 0.4051 0.0 0.7629 0.8188 0.6104 0.7721 0.6135 0.7628 0.5605 0.2929 0.5016 0.5304 0.8264 0.7279 0.7409 0.7580 0.7689 0.7454 0.3103
0.0445 10.16 5080 0.2239 0.6179 0.7467 0.8240 nan 0.8545 0.8958 0.7701 0.8630 0.7007 0.8702 0.7605 0.3334 0.6025 0.6255 0.9208 0.8364 0.8213 0.8593 0.8240 0.7971 0.3595 0.0 0.7640 0.8170 0.6357 0.7734 0.6157 0.7643 0.5647 0.2889 0.4980 0.5305 0.8266 0.7283 0.7441 0.7552 0.7653 0.7550 0.2959
0.0397 10.2 5100 0.2256 0.6182 0.7471 0.8257 nan 0.8602 0.8983 0.7746 0.8704 0.7085 0.8777 0.7589 0.3473 0.6178 0.5808 0.9051 0.8427 0.8164 0.8588 0.8123 0.7980 0.3731 0.0 0.7645 0.8199 0.6395 0.7753 0.6197 0.7651 0.5659 0.2990 0.4985 0.5049 0.8273 0.7302 0.7465 0.7551 0.7643 0.7549 0.2975
0.0335 10.24 5120 0.2156 0.6217 0.7500 0.8290 nan 0.8619 0.8925 0.7266 0.8851 0.7115 0.8604 0.7429 0.4009 0.6091 0.6095 0.9262 0.8338 0.8409 0.8507 0.8471 0.8052 0.3459 0.0 0.7638 0.8206 0.6234 0.7827 0.6255 0.7603 0.5746 0.3377 0.5021 0.5211 0.8260 0.7300 0.7501 0.7550 0.7683 0.7577 0.2923
0.048 10.28 5140 0.2195 0.6206 0.7457 0.8280 nan 0.8531 0.9014 0.6939 0.8842 0.7175 0.8655 0.7404 0.4071 0.6059 0.6196 0.9035 0.8571 0.8085 0.8516 0.8397 0.7988 0.3285 0.0 0.7606 0.8163 0.6127 0.7841 0.6295 0.7633 0.5770 0.3358 0.5014 0.5297 0.8262 0.7284 0.7393 0.7531 0.7629 0.7543 0.2961
0.0518 10.32 5160 0.2107 0.6254 0.7515 0.8318 nan 0.8493 0.8991 0.7409 0.8845 0.7223 0.8681 0.7451 0.3741 0.5943 0.6483 0.9188 0.8404 0.8384 0.8459 0.8475 0.8103 0.3483 0.0 0.7630 0.8202 0.6315 0.7845 0.6292 0.7674 0.5743 0.3200 0.5017 0.5441 0.8304 0.7308 0.7501 0.7621 0.7759 0.7625 0.3086
0.0362 10.36 5180 0.2180 0.6204 0.7522 0.8271 nan 0.8772 0.8998 0.7279 0.8720 0.7247 0.8705 0.7520 0.3289 0.5850 0.6485 0.9086 0.8084 0.8411 0.8353 0.8401 0.7921 0.4761 0.0 0.7615 0.8145 0.6294 0.7781 0.6348 0.7684 0.5729 0.2863 0.4947 0.5348 0.8298 0.7204 0.7510 0.7587 0.7739 0.7521 0.3060
0.053 10.4 5200 0.2110 0.6238 0.7492 0.8305 nan 0.8493 0.9017 0.7544 0.8845 0.7309 0.8746 0.7392 0.3401 0.5799 0.6198 0.9038 0.8354 0.8265 0.8521 0.8394 0.8169 0.3874 0.0 0.7631 0.8175 0.6393 0.7849 0.6409 0.7671 0.5779 0.2954 0.4893 0.5222 0.8297 0.7329 0.7528 0.7644 0.7747 0.7652 0.3116
0.0626 10.44 5220 0.2206 0.6222 0.7489 0.8291 nan 0.8490 0.9027 0.7750 0.8726 0.7048 0.8677 0.7555 0.2887 0.5839 0.6412 0.9092 0.8312 0.8575 0.8582 0.8417 0.8173 0.3746 0.0 0.7695 0.8209 0.6442 0.7780 0.6199 0.7659 0.5642 0.2613 0.4979 0.5377 0.8304 0.7308 0.7592 0.7671 0.7764 0.7675 0.3092
0.0327 10.48 5240 0.2259 0.6213 0.7494 0.8227 nan 0.8680 0.8990 0.7714 0.8542 0.6356 0.8630 0.8026 0.3758 0.5874 0.6414 0.9155 0.8420 0.8452 0.8468 0.8367 0.7930 0.3618 0.0 0.7686 0.8182 0.6428 0.7656 0.6033 0.7590 0.5645 0.3215 0.5024 0.5408 0.8284 0.7342 0.7579 0.7564 0.7711 0.7505 0.2988
0.0502 10.52 5260 0.2303 0.6205 0.7532 0.8192 nan 0.8599 0.9073 0.7546 0.8278 0.6260 0.8672 0.8299 0.4034 0.6101 0.6381 0.9083 0.8542 0.8286 0.8677 0.8222 0.7866 0.4117 0.0 0.7654 0.8201 0.6399 0.7542 0.5932 0.7602 0.5554 0.3344 0.5066 0.5406 0.8287 0.7359 0.7540 0.7616 0.7674 0.7443 0.3081
0.0261 10.56 5280 0.2100 0.6276 0.7585 0.8288 nan 0.8454 0.8949 0.7216 0.8499 0.7262 0.8815 0.7873 0.4518 0.5732 0.6507 0.9106 0.8435 0.8412 0.8713 0.8251 0.8197 0.4006 0.0 0.7584 0.8135 0.6246 0.7698 0.6606 0.7626 0.5794 0.3609 0.4907 0.5444 0.8275 0.7360 0.7576 0.7629 0.7689 0.7684 0.3100
0.0367 10.6 5300 0.2105 0.6286 0.7600 0.8295 nan 0.8311 0.9008 0.7109 0.8554 0.7369 0.8848 0.7620 0.4867 0.6178 0.6341 0.9151 0.8242 0.8420 0.8563 0.8457 0.8271 0.3897 0.0 0.7560 0.8176 0.6200 0.7720 0.6602 0.7608 0.5730 0.3741 0.5059 0.5350 0.8270 0.7342 0.7568 0.7657 0.7747 0.7741 0.3087
0.0494 10.64 5320 0.2101 0.6297 0.7626 0.8293 nan 0.8543 0.8998 0.7747 0.8539 0.7431 0.8798 0.7701 0.4706 0.5727 0.6555 0.9018 0.8355 0.8481 0.8455 0.8512 0.8174 0.3906 0.0 0.7598 0.8179 0.6454 0.7712 0.6626 0.7614 0.5729 0.3685 0.4892 0.5435 0.8264 0.7346 0.7580 0.7642 0.7773 0.7698 0.3125
0.032 10.68 5340 0.2092 0.6256 0.7525 0.8288 nan 0.8394 0.9041 0.7387 0.8624 0.7439 0.8801 0.7531 0.4074 0.5851 0.6353 0.9099 0.8306 0.8395 0.8385 0.8394 0.8221 0.3637 0.0 0.7606 0.8164 0.6359 0.7755 0.6571 0.7609 0.5714 0.3418 0.4900 0.5332 0.8272 0.7302 0.7549 0.7582 0.7714 0.7749 0.3020
0.0815 10.72 5360 0.2096 0.6262 0.7539 0.8322 nan 0.8455 0.8997 0.7519 0.8693 0.7435 0.8937 0.7511 0.3924 0.6073 0.5934 0.9148 0.8577 0.8196 0.8589 0.8448 0.8204 0.3518 0.0 0.7650 0.8207 0.6388 0.7816 0.6572 0.7617 0.5773 0.3307 0.4985 0.5189 0.8281 0.7326 0.7490 0.7657 0.7760 0.7720 0.2975
0.0529 10.76 5380 0.2130 0.6261 0.7532 0.8287 nan 0.8682 0.8954 0.7341 0.8578 0.7345 0.8630 0.7909 0.4212 0.5998 0.6059 0.9135 0.8545 0.8225 0.8491 0.8459 0.8118 0.3364 0.0 0.7678 0.8209 0.6332 0.7739 0.6654 0.7521 0.5824 0.3451 0.4929 0.5194 0.8284 0.7403 0.7554 0.7608 0.7780 0.7618 0.2918
0.0348 10.8 5400 0.2174 0.6254 0.7535 0.8270 nan 0.8603 0.8988 0.6850 0.8541 0.7227 0.8434 0.7972 0.4412 0.5788 0.6221 0.9185 0.8593 0.8188 0.8499 0.8463 0.8332 0.3798 0.0 0.7677 0.8190 0.6110 0.7707 0.6526 0.7469 0.5817 0.3509 0.4876 0.5275 0.8273 0.7360 0.7504 0.7609 0.7770 0.7691 0.3200
0.0424 10.84 5420 0.2128 0.6286 0.7594 0.8323 nan 0.8541 0.8904 0.7261 0.8671 0.7348 0.8700 0.7783 0.3729 0.5723 0.6372 0.9230 0.8561 0.8202 0.8570 0.8394 0.8370 0.4743 0.0 0.7685 0.8167 0.6291 0.7790 0.6736 0.7597 0.5928 0.3156 0.4897 0.5383 0.8277 0.7348 0.7485 0.7624 0.7729 0.7761 0.3302
0.0443 10.88 5440 0.2127 0.6280 0.7551 0.8318 nan 0.8285 0.9077 0.7122 0.8713 0.7365 0.8675 0.7681 0.3680 0.6071 0.6288 0.9094 0.8384 0.8312 0.8476 0.8344 0.8200 0.4596 0.0 0.7680 0.8184 0.6258 0.7799 0.6731 0.7608 0.5919 0.3159 0.5004 0.5312 0.8275 0.7353 0.7551 0.7588 0.7722 0.7686 0.3203
0.0725 10.92 5460 0.2146 0.6300 0.7579 0.8328 nan 0.8521 0.8993 0.7243 0.8694 0.7051 0.8731 0.7830 0.3837 0.6255 0.6155 0.9131 0.8557 0.8331 0.8509 0.8339 0.8381 0.4290 0.0 0.7717 0.8195 0.6304 0.7799 0.6599 0.7633 0.5904 0.3339 0.5067 0.5259 0.8285 0.7402 0.7604 0.7598 0.7730 0.7798 0.3168
0.0516 10.96 5480 0.2144 0.6324 0.7604 0.8355 nan 0.8486 0.9148 0.7692 0.8722 0.7175 0.8743 0.7817 0.3988 0.5847 0.6573 0.9090 0.8564 0.8315 0.8598 0.8257 0.8307 0.3950 0.0 0.7761 0.8266 0.6443 0.7816 0.6665 0.7638 0.5937 0.3506 0.4985 0.5469 0.8267 0.7378 0.7569 0.7599 0.7671 0.7812 0.3043
0.0542 11.0 5500 0.2133 0.6298 0.7572 0.8331 nan 0.8333 0.9010 0.7820 0.8751 0.7279 0.8879 0.7564 0.4034 0.5703 0.6596 0.9128 0.8320 0.8518 0.8707 0.8125 0.8182 0.3773 0.0 0.7640 0.8179 0.6455 0.7836 0.6643 0.7653 0.5916 0.3499 0.4914 0.5451 0.8265 0.7416 0.7649 0.7560 0.7595 0.7752 0.2944
0.0404 11.04 5520 0.2140 0.6325 0.7596 0.8365 nan 0.8663 0.8999 0.7718 0.8849 0.7341 0.8879 0.7504 0.4153 0.5794 0.6610 0.9106 0.8534 0.8390 0.8535 0.8246 0.8299 0.3507 0.0 0.7760 0.8215 0.6441 0.7857 0.6680 0.7666 0.5918 0.3588 0.4958 0.5472 0.8283 0.7478 0.7633 0.7584 0.7669 0.7815 0.2824
0.0451 11.08 5540 0.2135 0.6290 0.7568 0.8327 nan 0.8767 0.9029 0.7418 0.8730 0.7319 0.8768 0.7688 0.4331 0.5868 0.6178 0.9193 0.8594 0.8246 0.8577 0.8235 0.8097 0.3623 0.0 0.7778 0.8237 0.6354 0.7786 0.6702 0.7645 0.5908 0.3712 0.4864 0.5227 0.8254 0.7392 0.7573 0.7583 0.7652 0.7654 0.2896
0.0477 11.12 5560 0.2149 0.6277 0.7547 0.8314 nan 0.8641 0.8961 0.7527 0.8823 0.7351 0.8723 0.7534 0.4310 0.5857 0.6364 0.9045 0.8509 0.8218 0.8473 0.8141 0.8222 0.3595 0.0 0.7712 0.8169 0.6389 0.7823 0.6654 0.7653 0.5867 0.3619 0.4893 0.5323 0.8250 0.7381 0.7556 0.7541 0.7625 0.7697 0.2840
0.0373 11.16 5580 0.2104 0.6275 0.7564 0.8315 nan 0.8625 0.8935 0.7551 0.8727 0.7091 0.8845 0.7628 0.4085 0.5838 0.6345 0.9158 0.8496 0.8422 0.8586 0.8232 0.8257 0.3760 0.0 0.7754 0.8146 0.6345 0.7790 0.6502 0.7704 0.5822 0.3509 0.4897 0.5328 0.8257 0.7402 0.7627 0.7564 0.7639 0.7744 0.2914
0.0359 11.2 5600 0.2093 0.6279 0.7592 0.8310 nan 0.8657 0.8938 0.7299 0.8674 0.7094 0.8825 0.7700 0.4404 0.5819 0.6408 0.9095 0.8462 0.8487 0.8587 0.8144 0.8360 0.4117 0.0 0.7685 0.8183 0.6283 0.7763 0.6471 0.7696 0.5786 0.3624 0.4902 0.5349 0.8256 0.7377 0.7633 0.7569 0.7626 0.7809 0.3001
0.0549 11.24 5620 0.2080 0.6231 0.7515 0.8279 nan 0.8614 0.9001 0.7025 0.8620 0.7041 0.8777 0.7664 0.3873 0.5975 0.6150 0.9117 0.8499 0.8352 0.8384 0.8368 0.8320 0.3974 0.0 0.7629 0.8166 0.6182 0.7750 0.6366 0.7677 0.5736 0.3337 0.4940 0.5205 0.8246 0.7360 0.7591 0.7550 0.7669 0.7764 0.2982
0.0512 11.28 5640 0.2108 0.6251 0.7541 0.8314 nan 0.8632 0.9005 0.7296 0.8754 0.6961 0.8890 0.7573 0.3910 0.6054 0.6270 0.9131 0.8557 0.8332 0.8487 0.8269 0.8212 0.3856 0.0 0.7650 0.8158 0.6289 0.7828 0.6318 0.7657 0.5804 0.3362 0.4984 0.5274 0.8258 0.7400 0.7589 0.7562 0.7671 0.7733 0.2974
0.0329 11.32 5660 0.2129 0.6243 0.7561 0.8279 nan 0.8647 0.8870 0.7665 0.8815 0.6828 0.8908 0.7336 0.4715 0.5886 0.6307 0.9125 0.8491 0.8272 0.8533 0.8241 0.8292 0.3601 0.0 0.7595 0.8118 0.6378 0.7854 0.6189 0.7576 0.5749 0.3751 0.4922 0.5265 0.8249 0.7381 0.7567 0.7558 0.7647 0.7755 0.2824
0.0624 11.36 5680 0.2176 0.6276 0.7592 0.8322 nan 0.8666 0.9038 0.7484 0.8798 0.6784 0.8929 0.7404 0.4572 0.5800 0.6500 0.9101 0.8476 0.8426 0.8579 0.8419 0.8432 0.3653 0.0 0.7675 0.8213 0.6343 0.7865 0.6190 0.7568 0.5758 0.3717 0.4907 0.5365 0.8250 0.7409 0.7612 0.7636 0.7735 0.7825 0.2902
0.0438 11.4 5700 0.2145 0.6197 0.7470 0.8276 nan 0.8583 0.8946 0.7420 0.8716 0.7013 0.8881 0.7458 0.3413 0.5784 0.6286 0.9070 0.8443 0.8230 0.8482 0.8484 0.8255 0.3524 0.0 0.7606 0.8171 0.6299 0.7809 0.6282 0.7606 0.5730 0.2992 0.4899 0.5293 0.8233 0.7329 0.7486 0.7557 0.7704 0.7716 0.2840
0.0357 11.44 5720 0.2165 0.6224 0.7510 0.8290 nan 0.8549 0.9050 0.7354 0.8677 0.7007 0.8893 0.7488 0.3664 0.6073 0.6288 0.9029 0.8525 0.8212 0.8488 0.8396 0.8376 0.3607 0.0 0.7648 0.8193 0.6297 0.7792 0.6292 0.7660 0.5687 0.3147 0.5002 0.5310 0.8234 0.7338 0.7487 0.7549 0.7688 0.7767 0.2935
0.0476 11.48 5740 0.2198 0.6246 0.7552 0.8284 nan 0.8697 0.9019 0.7674 0.8673 0.6945 0.8877 0.7538 0.4138 0.5647 0.6587 0.9082 0.8418 0.8337 0.8504 0.8338 0.8250 0.3658 0.0 0.7700 0.8182 0.6393 0.7769 0.6309 0.7648 0.5706 0.3502 0.4808 0.5358 0.8261 0.7391 0.7571 0.7529 0.7638 0.7699 0.2964
0.0467 11.52 5760 0.2185 0.6216 0.7517 0.8282 nan 0.8730 0.8975 0.7627 0.8608 0.7052 0.8941 0.7595 0.3479 0.5988 0.6071 0.9060 0.8564 0.8250 0.8546 0.8256 0.8349 0.3691 0.0 0.7690 0.8174 0.6378 0.7752 0.6320 0.7646 0.5660 0.3006 0.4899 0.5149 0.8273 0.7414 0.7564 0.7554 0.7662 0.7761 0.2982
0.0433 11.56 5780 0.2111 0.6208 0.7480 0.8278 nan 0.8661 0.8986 0.7574 0.8706 0.7196 0.8946 0.7398 0.3789 0.5838 0.5903 0.9081 0.8516 0.8256 0.8466 0.8307 0.8173 0.3367 0.0 0.7611 0.8168 0.6375 0.7805 0.6338 0.7664 0.5661 0.3274 0.4832 0.5056 0.8262 0.7368 0.7542 0.7568 0.7669 0.7684 0.2871
0.0304 11.6 5800 0.2154 0.6191 0.7436 0.8277 nan 0.8618 0.8979 0.7209 0.8716 0.7157 0.8946 0.7407 0.3319 0.5662 0.6205 0.9098 0.8442 0.8295 0.8469 0.8375 0.8093 0.3416 0.0 0.7636 0.8199 0.6260 0.7789 0.6300 0.7689 0.5623 0.2928 0.4787 0.5193 0.8260 0.7348 0.7550 0.7615 0.7725 0.7631 0.2904
0.0456 11.64 5820 0.2215 0.6230 0.7521 0.8266 nan 0.8554 0.9081 0.7498 0.8582 0.7027 0.8900 0.7501 0.3789 0.5846 0.6315 0.9070 0.8620 0.8103 0.8540 0.8338 0.8297 0.3791 0.0 0.7671 0.8182 0.6374 0.7732 0.6303 0.7704 0.5589 0.3259 0.4920 0.5315 0.8259 0.7282 0.7434 0.7636 0.7698 0.7745 0.3035
0.0395 11.68 5840 0.2156 0.6267 0.7571 0.8288 nan 0.8395 0.9011 0.7391 0.8638 0.7053 0.8887 0.7445 0.4443 0.6131 0.6206 0.9123 0.8457 0.8456 0.8584 0.8299 0.8410 0.3778 0.0 0.7617 0.8185 0.6350 0.7767 0.6294 0.7724 0.5599 0.3643 0.5046 0.5287 0.8268 0.7346 0.7577 0.7628 0.7672 0.7783 0.3018
0.0391 11.72 5860 0.2238 0.6280 0.7600 0.8292 nan 0.8536 0.9013 0.7666 0.8641 0.7047 0.8927 0.7430 0.4564 0.6096 0.6249 0.9133 0.8358 0.8507 0.8643 0.8406 0.8269 0.3712 0.0 0.7668 0.8178 0.6427 0.7769 0.6300 0.7726 0.5607 0.3792 0.5012 0.5286 0.8268 0.7357 0.7595 0.7659 0.7694 0.7724 0.2980
0.0346 11.76 5880 0.2191 0.6239 0.7533 0.8262 nan 0.8605 0.9009 0.7339 0.8621 0.7032 0.8922 0.7436 0.4405 0.6021 0.6003 0.9150 0.8546 0.8185 0.8389 0.8408 0.8256 0.3724 0.0 0.7648 0.8168 0.6315 0.7751 0.6285 0.7713 0.5581 0.3704 0.4912 0.5119 0.8274 0.7354 0.7498 0.7582 0.7679 0.7729 0.2998
0.0428 11.8 5900 0.2230 0.6226 0.7544 0.8254 nan 0.8661 0.9018 0.7239 0.8575 0.7139 0.8850 0.7410 0.4345 0.5995 0.6129 0.9190 0.8587 0.8062 0.8652 0.8263 0.8313 0.3829 0.0 0.7703 0.8180 0.6275 0.7721 0.6201 0.7767 0.5547 0.3585 0.4955 0.5214 0.8283 0.7276 0.7427 0.7600 0.7599 0.7759 0.2983
0.0376 11.84 5920 0.2248 0.6199 0.7497 0.8238 nan 0.8727 0.8903 0.7110 0.8552 0.7067 0.8816 0.7558 0.4013 0.6114 0.6214 0.9192 0.8479 0.8203 0.8553 0.8205 0.8192 0.3547 0.0 0.7625 0.8181 0.6212 0.7665 0.6213 0.7749 0.5510 0.3346 0.5040 0.5291 0.8278 0.7265 0.7457 0.7574 0.7599 0.7695 0.2881
0.0359 11.88 5940 0.2267 0.6204 0.7485 0.8251 nan 0.8528 0.9020 0.7108 0.8586 0.6962 0.8801 0.7549 0.3779 0.5934 0.6442 0.9122 0.8469 0.8411 0.8614 0.8156 0.8121 0.3645 0.0 0.7618 0.8199 0.6232 0.7681 0.6200 0.7714 0.5553 0.3211 0.4962 0.5359 0.8260 0.7373 0.7558 0.7539 0.7591 0.7666 0.2956
0.0345 11.92 5960 0.2250 0.6230 0.7505 0.8262 nan 0.8300 0.9085 0.7175 0.8635 0.7003 0.8771 0.7477 0.4255 0.5867 0.6400 0.9049 0.8476 0.8444 0.8481 0.8222 0.8292 0.3651 0.0 0.7581 0.8192 0.6272 0.7707 0.6217 0.7718 0.5576 0.3485 0.4925 0.5330 0.8258 0.7390 0.7586 0.7542 0.7623 0.7761 0.2974
0.0374 11.96 5980 0.2186 0.6238 0.7521 0.8256 nan 0.8399 0.9082 0.7109 0.8621 0.7026 0.8810 0.7414 0.4934 0.6159 0.5969 0.9150 0.8529 0.8370 0.8347 0.8388 0.8225 0.3330 0.0 0.7612 0.8185 0.6248 0.7701 0.6254 0.7705 0.5559 0.3824 0.5027 0.5153 0.8279 0.7365 0.7563 0.7553 0.7685 0.7736 0.2826
0.055 12.0 6000 0.2175 0.6251 0.7562 0.8254 nan 0.8404 0.9083 0.6946 0.8566 0.7138 0.8827 0.7373 0.4973 0.5873 0.6403 0.9124 0.8417 0.8445 0.8313 0.8508 0.8241 0.3917 0.0 0.7637 0.8192 0.6178 0.7687 0.6261 0.7699 0.5516 0.3656 0.4957 0.5332 0.8288 0.7396 0.7604 0.7583 0.7731 0.7739 0.3052
0.0336 12.04 6020 0.2203 0.6265 0.7593 0.8256 nan 0.8568 0.8967 0.7212 0.8569 0.7082 0.8832 0.7463 0.4661 0.6005 0.6372 0.9132 0.8482 0.8314 0.8517 0.8351 0.8277 0.4268 0.0 0.7665 0.8147 0.6297 0.7679 0.6285 0.7707 0.5547 0.3604 0.5009 0.5349 0.8294 0.7401 0.7577 0.7606 0.7723 0.7758 0.3115
0.0286 12.08 6040 0.2250 0.6271 0.7585 0.8279 nan 0.8574 0.8988 0.7423 0.8675 0.7068 0.8874 0.7407 0.4549 0.6028 0.6397 0.9084 0.8455 0.8280 0.8531 0.8258 0.8309 0.4054 0.0 0.7684 0.8179 0.6376 0.7737 0.6257 0.7723 0.5564 0.3632 0.5019 0.5374 0.8298 0.7358 0.7559 0.7609 0.7717 0.7777 0.3018
0.0309 12.12 6060 0.2299 0.6233 0.7504 0.8261 nan 0.8402 0.9057 0.6992 0.8646 0.6978 0.8817 0.7436 0.4204 0.5674 0.6546 0.9063 0.8399 0.8438 0.8562 0.8334 0.8201 0.3814 0.0 0.7621 0.8182 0.6200 0.7726 0.6221 0.7671 0.5575 0.3449 0.4860 0.5407 0.8272 0.7355 0.7586 0.7605 0.7725 0.7678 0.3055
0.0335 12.16 6080 0.2293 0.6213 0.7477 0.8218 nan 0.8327 0.8919 0.7078 0.8492 0.6968 0.8750 0.7630 0.4157 0.5924 0.6157 0.9195 0.8414 0.8426 0.8437 0.8327 0.8217 0.3698 0.0 0.7595 0.8158 0.6204 0.7626 0.6262 0.7656 0.5507 0.3408 0.5001 0.5262 0.8277 0.7348 0.7566 0.7532 0.7695 0.7708 0.3035
0.0334 12.2 6100 0.2293 0.6235 0.7534 0.8234 nan 0.8485 0.9054 0.7384 0.8482 0.7003 0.8764 0.7602 0.4250 0.6150 0.6245 0.9104 0.8574 0.8285 0.8454 0.8390 0.8127 0.3723 0.0 0.7650 0.8190 0.6351 0.7630 0.6232 0.7688 0.5482 0.3464 0.5120 0.5339 0.8277 0.7326 0.7495 0.7546 0.7702 0.7689 0.3058
0.0413 12.24 6120 0.2224 0.6251 0.7572 0.8247 nan 0.8724 0.9004 0.7315 0.8544 0.7000 0.8835 0.7461 0.4563 0.5877 0.6541 0.9096 0.8544 0.8243 0.8548 0.8427 0.8206 0.3802 0.0 0.7680 0.8162 0.6332 0.7667 0.6181 0.7706 0.5492 0.3710 0.4992 0.5461 0.8275 0.7315 0.7495 0.7578 0.7706 0.7733 0.3027
0.0317 12.28 6140 0.2260 0.6248 0.7557 0.8251 nan 0.8752 0.8976 0.7346 0.8549 0.7024 0.8815 0.7496 0.4264 0.6123 0.6348 0.9121 0.8522 0.8280 0.8460 0.8366 0.8302 0.3733 0.0 0.7699 0.8190 0.6336 0.7651 0.6137 0.7748 0.5445 0.3573 0.5082 0.5388 0.8289 0.7329 0.7518 0.7561 0.7711 0.7785 0.3026
0.0357 12.32 6160 0.2295 0.6233 0.7542 0.8227 nan 0.8614 0.9038 0.7491 0.8420 0.7010 0.8852 0.7599 0.4142 0.5897 0.6365 0.9102 0.8520 0.8247 0.8376 0.8361 0.8309 0.3872 0.0 0.7686 0.8170 0.6399 0.7610 0.6167 0.7771 0.5468 0.3442 0.4971 0.5352 0.8287 0.7332 0.7538 0.7543 0.7677 0.7790 0.2991
0.0362 12.36 6180 0.2290 0.6259 0.7574 0.8260 nan 0.8600 0.9036 0.7575 0.8503 0.6978 0.8862 0.7541 0.3948 0.6014 0.6476 0.9111 0.8516 0.8385 0.8550 0.8375 0.8296 0.3996 0.0 0.7734 0.8207 0.6423 0.7641 0.6160 0.7747 0.5464 0.3382 0.5043 0.5414 0.8295 0.7401 0.7631 0.7609 0.7712 0.7805 0.2992
0.0484 12.4 6200 0.2278 0.6258 0.7550 0.8253 nan 0.8532 0.9050 0.7494 0.8537 0.6986 0.8866 0.7488 0.4345 0.5954 0.6401 0.9056 0.8454 0.8465 0.8529 0.8325 0.8251 0.3620 0.0 0.7676 0.8179 0.6411 0.7666 0.6182 0.7709 0.5495 0.3644 0.5026 0.5401 0.8280 0.7389 0.7637 0.7584 0.7688 0.7777 0.2906
0.0353 12.44 6220 0.2256 0.6294 0.7594 0.8279 nan 0.8645 0.9064 0.7356 0.8636 0.7006 0.8859 0.7354 0.4782 0.6007 0.6601 0.9118 0.8441 0.8395 0.8566 0.8366 0.8307 0.3597 0.0 0.7718 0.8221 0.6358 0.7727 0.6177 0.7719 0.5516 0.3942 0.5053 0.5472 0.8294 0.7407 0.7645 0.7622 0.7718 0.7794 0.2904
0.0361 12.48 6240 0.2236 0.6265 0.7557 0.8261 nan 0.8510 0.9002 0.7453 0.8569 0.6987 0.8855 0.7481 0.4498 0.5990 0.6371 0.9145 0.8531 0.8317 0.8567 0.8332 0.8344 0.3515 0.0 0.7644 0.8185 0.6377 0.7703 0.6220 0.7704 0.5536 0.3703 0.5037 0.5392 0.8296 0.7372 0.7584 0.7628 0.7706 0.7792 0.2882
0.0511 12.52 6260 0.2277 0.6253 0.7548 0.8242 nan 0.8476 0.8931 0.7597 0.8480 0.7010 0.8868 0.7604 0.4331 0.6105 0.6158 0.9159 0.8539 0.8393 0.8495 0.8376 0.8202 0.3593 0.0 0.7640 0.8184 0.6402 0.7621 0.6255 0.7707 0.5468 0.3641 0.5030 0.5265 0.8306 0.7393 0.7614 0.7625 0.7736 0.7731 0.2929
0.0586 12.56 6280 0.2299 0.6242 0.7543 0.8224 nan 0.8597 0.8940 0.7576 0.8428 0.7032 0.8725 0.7691 0.4026 0.6018 0.6374 0.9108 0.8519 0.8347 0.8484 0.8349 0.8241 0.3781 0.0 0.7651 0.8190 0.6397 0.7572 0.6239 0.7710 0.5454 0.3396 0.5044 0.5380 0.8308 0.7388 0.7568 0.7571 0.7711 0.7736 0.3037
0.0261 12.6 6300 0.2290 0.6244 0.7553 0.8225 nan 0.8704 0.8966 0.7397 0.8438 0.7034 0.8785 0.7639 0.4307 0.5786 0.6540 0.9126 0.8562 0.8144 0.8458 0.8396 0.8254 0.3871 0.0 0.7687 0.8189 0.6341 0.7586 0.6231 0.7710 0.5491 0.3626 0.4951 0.5432 0.8300 0.7328 0.7460 0.7561 0.7715 0.7739 0.3039
0.04 12.64 6320 0.2329 0.6277 0.7594 0.8252 nan 0.8835 0.8976 0.7452 0.8447 0.6999 0.8810 0.7746 0.4545 0.5671 0.6589 0.9143 0.8449 0.8405 0.8459 0.8404 0.8280 0.3883 0.0 0.7703 0.8184 0.6348 0.7600 0.6321 0.7721 0.5557 0.3785 0.4905 0.5449 0.8301 0.7400 0.7592 0.7572 0.7744 0.7767 0.3029
0.0781 12.68 6340 0.2256 0.6255 0.7551 0.8252 nan 0.8670 0.8966 0.7042 0.8548 0.7049 0.8694 0.7625 0.4641 0.5711 0.6488 0.9170 0.8511 0.8333 0.8529 0.8267 0.8376 0.3752 0.0 0.7684 0.8176 0.6185 0.7655 0.6280 0.7709 0.5596 0.3800 0.4920 0.5416 0.8285 0.7369 0.7551 0.7539 0.7680 0.7801 0.2950
0.0363 12.72 6360 0.2250 0.6249 0.7525 0.8253 nan 0.8345 0.9020 0.7121 0.8564 0.7004 0.8744 0.7617 0.4431 0.5829 0.6374 0.9145 0.8497 0.8377 0.8500 0.8310 0.8220 0.3834 0.0 0.7609 0.8184 0.6233 0.7670 0.6281 0.7684 0.5605 0.3693 0.4970 0.5384 0.8282 0.7373 0.7557 0.7550 0.7704 0.7748 0.2953
0.0593 12.76 6380 0.2211 0.6265 0.7593 0.8254 nan 0.8452 0.9015 0.7707 0.8558 0.7028 0.8872 0.7524 0.4794 0.5794 0.6445 0.9071 0.8471 0.8278 0.8500 0.8447 0.8158 0.3967 0.0 0.7626 0.8188 0.6433 0.7688 0.6237 0.7701 0.5560 0.3839 0.4912 0.5370 0.8281 0.7371 0.7547 0.7579 0.7748 0.7698 0.2995
0.0413 12.8 6400 0.2294 0.6243 0.7537 0.8258 nan 0.8638 0.9019 0.7530 0.8542 0.7002 0.8839 0.7623 0.4083 0.5835 0.6451 0.9085 0.8509 0.8287 0.8441 0.8519 0.8128 0.3597 0.0 0.7640 0.8197 0.6395 0.7671 0.6266 0.7705 0.5563 0.3461 0.4931 0.5383 0.8275 0.7364 0.7548 0.7586 0.7787 0.7688 0.2912
0.0643 12.84 6420 0.2268 0.6205 0.7460 0.8258 nan 0.8655 0.8930 0.7164 0.8635 0.7005 0.8766 0.7589 0.3734 0.5981 0.6227 0.9131 0.8497 0.8373 0.8601 0.8369 0.8054 0.3110 0.0 0.7610 0.8162 0.6249 0.7705 0.6263 0.7691 0.5590 0.3202 0.4985 0.5288 0.8268 0.7389 0.7588 0.7603 0.7768 0.7641 0.2695
0.0395 12.88 6440 0.2283 0.6245 0.7517 0.8281 nan 0.8563 0.9066 0.7141 0.8563 0.6995 0.8924 0.7603 0.4074 0.5881 0.6474 0.9126 0.8516 0.8405 0.8606 0.8364 0.8136 0.3343 0.0 0.7669 0.8196 0.6246 0.7732 0.6249 0.7803 0.5577 0.3405 0.4975 0.5420 0.8271 0.7388 0.7590 0.7615 0.7773 0.7684 0.2824
0.0405 12.92 6460 0.2262 0.6250 0.7532 0.8276 nan 0.8608 0.8982 0.7534 0.8616 0.6956 0.8992 0.7566 0.4366 0.5871 0.6325 0.9096 0.8538 0.8318 0.8533 0.8305 0.8112 0.3330 0.0 0.7663 0.8200 0.6393 0.7754 0.6220 0.7795 0.5576 0.3592 0.4954 0.5359 0.8281 0.7382 0.7560 0.7588 0.7745 0.7656 0.2786
0.0499 12.96 6480 0.2250 0.6244 0.7539 0.8266 nan 0.8606 0.8939 0.7448 0.8603 0.6943 0.8968 0.7500 0.4342 0.5886 0.6393 0.9134 0.8534 0.8320 0.8542 0.8384 0.8159 0.3458 0.0 0.7622 0.8176 0.6369 0.7764 0.6152 0.7770 0.5559 0.3563 0.4988 0.5392 0.8275 0.7375 0.7557 0.7568 0.7745 0.7651 0.2865
0.0759 13.0 6500 0.2264 0.6232 0.7504 0.8292 nan 0.8655 0.8962 0.7145 0.8670 0.6965 0.8953 0.7496 0.3597 0.6238 0.6121 0.9137 0.8443 0.8349 0.8655 0.8427 0.8243 0.3505 0.0 0.7682 0.8209 0.6255 0.7787 0.6182 0.7777 0.5565 0.3142 0.5113 0.5263 0.8282 0.7378 0.7571 0.7596 0.7752 0.7701 0.2922
0.0346 13.04 6520 0.2275 0.6243 0.7520 0.8272 nan 0.8592 0.8995 0.7354 0.8599 0.6961 0.8982 0.7528 0.4045 0.6214 0.6191 0.9039 0.8312 0.8476 0.8599 0.8302 0.8213 0.3431 0.0 0.7646 0.8169 0.6353 0.7762 0.6238 0.7778 0.5570 0.3432 0.5123 0.5295 0.8263 0.7357 0.7576 0.7561 0.7707 0.7691 0.2859
0.0732 13.08 6540 0.2215 0.6250 0.7543 0.8273 nan 0.8583 0.8961 0.7646 0.8582 0.6937 0.9009 0.7533 0.3897 0.6029 0.6417 0.9080 0.8392 0.8441 0.8565 0.8248 0.8273 0.3642 0.0 0.7647 0.8161 0.6412 0.7749 0.6255 0.7769 0.5579 0.3359 0.5064 0.5398 0.8271 0.7387 0.7568 0.7575 0.7706 0.7712 0.2897
0.0573 13.12 6560 0.2277 0.6239 0.7521 0.8278 nan 0.8549 0.9003 0.7490 0.8600 0.6969 0.8982 0.7494 0.3698 0.6079 0.6389 0.9136 0.8442 0.8399 0.8518 0.8394 0.8175 0.3537 0.0 0.7653 0.8189 0.6380 0.7747 0.6242 0.7777 0.5570 0.3218 0.5059 0.5375 0.8273 0.7397 0.7563 0.7568 0.7733 0.7680 0.2879
0.0778 13.16 6580 0.2248 0.6238 0.7522 0.8273 nan 0.8608 0.8912 0.7534 0.8637 0.7025 0.8966 0.7488 0.3889 0.5965 0.6424 0.9154 0.8425 0.8367 0.8508 0.8299 0.8165 0.3509 0.0 0.7646 0.8171 0.6389 0.7757 0.6225 0.7797 0.5567 0.3331 0.4992 0.5377 0.8284 0.7414 0.7567 0.7548 0.7699 0.7658 0.2859
0.0471 13.2 6600 0.2250 0.6262 0.7549 0.8281 nan 0.8596 0.8987 0.7459 0.8625 0.7008 0.8925 0.7580 0.4383 0.5730 0.6607 0.9067 0.8400 0.8446 0.8613 0.8206 0.8170 0.3530 0.0 0.7647 0.8188 0.6374 0.7751 0.6291 0.7785 0.5614 0.3660 0.4895 0.5442 0.8279 0.7419 0.7590 0.7556 0.7670 0.7670 0.2879
0.0286 13.24 6620 0.2275 0.6251 0.7541 0.8264 nan 0.8571 0.9003 0.7318 0.8554 0.6998 0.8911 0.7582 0.4283 0.6010 0.6385 0.9097 0.8407 0.8339 0.8515 0.8390 0.8200 0.3629 0.0 0.7634 0.8170 0.6323 0.7720 0.6288 0.7760 0.5574 0.3604 0.4999 0.5328 0.8276 0.7388 0.7557 0.7560 0.7715 0.7704 0.2911
0.0349 13.28 6640 0.2300 0.6261 0.7560 0.8281 nan 0.8669 0.8957 0.7340 0.8597 0.7003 0.8930 0.7522 0.4288 0.6015 0.6413 0.9139 0.8436 0.8380 0.8504 0.8430 0.8348 0.3542 0.0 0.7660 0.8175 0.6332 0.7744 0.6267 0.7768 0.5568 0.3611 0.5022 0.5371 0.8287 0.7393 0.7569 0.7566 0.7738 0.7787 0.2840
0.0306 13.32 6660 0.2307 0.6266 0.7564 0.8283 nan 0.8701 0.8999 0.7348 0.8608 0.6980 0.8911 0.7512 0.4234 0.6036 0.6437 0.9131 0.8350 0.8476 0.8492 0.8432 0.8303 0.3638 0.0 0.7672 0.8194 0.6338 0.7726 0.6252 0.7740 0.5581 0.3583 0.5038 0.5401 0.8289 0.7399 0.7602 0.7588 0.7746 0.7781 0.2860
0.0311 13.36 6680 0.2294 0.6266 0.7570 0.8274 nan 0.8626 0.9014 0.7207 0.8600 0.6993 0.8897 0.7452 0.4604 0.5968 0.6393 0.9114 0.8394 0.8461 0.8619 0.8449 0.8236 0.3669 0.0 0.7658 0.8194 0.6288 0.7721 0.6222 0.7735 0.5564 0.3823 0.4997 0.5362 0.8276 0.7403 0.7596 0.7609 0.7734 0.7732 0.2875
0.0306 13.4 6700 0.2276 0.6260 0.7567 0.8260 nan 0.8548 0.8992 0.7393 0.8555 0.7020 0.8857 0.7528 0.4614 0.6084 0.6323 0.9099 0.8456 0.8381 0.8640 0.8356 0.8217 0.3570 0.0 0.7620 0.8181 0.6351 0.7704 0.6199 0.7759 0.5546 0.3800 0.5050 0.5352 0.8275 0.7395 0.7570 0.7588 0.7712 0.7712 0.2867
0.039 13.44 6720 0.2236 0.6247 0.7550 0.8256 nan 0.8596 0.8948 0.7488 0.8575 0.7069 0.8837 0.7453 0.4302 0.6010 0.6397 0.9133 0.8442 0.8393 0.8567 0.8473 0.8183 0.3490 0.0 0.7612 0.8165 0.6382 0.7708 0.6181 0.7748 0.5527 0.3618 0.5029 0.5384 0.8277 0.7398 0.7570 0.7584 0.7745 0.7701 0.2819
0.0432 13.48 6740 0.2253 0.6248 0.7534 0.8265 nan 0.8610 0.8984 0.7402 0.8586 0.7057 0.8851 0.7493 0.4230 0.5866 0.6460 0.9102 0.8378 0.8436 0.8502 0.8424 0.8311 0.3393 0.0 0.7616 0.8183 0.6364 0.7708 0.6213 0.7751 0.5551 0.3581 0.4975 0.5416 0.8284 0.7396 0.7572 0.7562 0.7728 0.7769 0.2802
0.0561 13.52 6760 0.2249 0.6252 0.7538 0.8258 nan 0.8634 0.8931 0.7255 0.8613 0.7117 0.8817 0.7439 0.4569 0.5847 0.6417 0.9144 0.8428 0.8335 0.8479 0.8433 0.8290 0.3400 0.0 0.7629 0.8170 0.6301 0.7711 0.6232 0.7737 0.5549 0.3799 0.4953 0.5382 0.8287 0.7379 0.7536 0.7570 0.7743 0.7745 0.2810
0.0274 13.56 6780 0.2255 0.6257 0.7535 0.8276 nan 0.8548 0.9047 0.7118 0.8624 0.7132 0.8827 0.7408 0.4344 0.5899 0.6469 0.9102 0.8451 0.8372 0.8485 0.8431 0.8342 0.3497 0.0 0.7653 0.8200 0.6253 0.7725 0.6241 0.7734 0.5553 0.3660 0.4977 0.5403 0.8283 0.7404 0.7565 0.7594 0.7761 0.7769 0.2846
0.0351 13.6 6800 0.2265 0.6253 0.7529 0.8267 nan 0.8525 0.8998 0.7031 0.8561 0.7110 0.8882 0.7468 0.4319 0.6002 0.6402 0.9130 0.8394 0.8354 0.8608 0.8389 0.8351 0.3463 0.0 0.7637 0.8186 0.6208 0.7706 0.6258 0.7751 0.5545 0.3662 0.5019 0.5370 0.8282 0.7395 0.7572 0.7591 0.7740 0.7785 0.2853
0.03 13.64 6820 0.2249 0.6277 0.7571 0.8275 nan 0.8542 0.9011 0.7257 0.8581 0.7129 0.8850 0.7441 0.4520 0.6132 0.6366 0.9075 0.8438 0.8373 0.8605 0.8409 0.8409 0.3568 0.0 0.7643 0.8179 0.6311 0.7724 0.6256 0.7747 0.5538 0.3791 0.5082 0.5368 0.8279 0.7398 0.7573 0.7594 0.7743 0.7809 0.2953
0.054 13.68 6840 0.2284 0.6284 0.7573 0.8271 nan 0.8525 0.9009 0.7383 0.8598 0.7058 0.8868 0.7452 0.4685 0.6112 0.6215 0.9114 0.8494 0.8378 0.8523 0.8422 0.8296 0.3611 0.0 0.7645 0.8183 0.6366 0.7723 0.6244 0.7750 0.5526 0.3927 0.5061 0.5297 0.8286 0.7404 0.7574 0.7601 0.7754 0.7771 0.2994
0.0289 13.72 6860 0.2274 0.6297 0.7595 0.8282 nan 0.8596 0.9078 0.7485 0.8556 0.6974 0.8891 0.7552 0.4650 0.6101 0.6309 0.9094 0.8471 0.8419 0.8515 0.8426 0.8371 0.3631 0.0 0.7676 0.8199 0.6401 0.7709 0.6265 0.7744 0.5559 0.3916 0.5079 0.5359 0.8284 0.7406 0.7582 0.7617 0.7749 0.7807 0.2995
0.0428 13.76 6880 0.2275 0.6282 0.7584 0.8271 nan 0.8697 0.8965 0.7569 0.8585 0.7026 0.8861 0.7531 0.4632 0.5979 0.6336 0.9129 0.8470 0.8393 0.8537 0.8435 0.8265 0.3511 0.0 0.7661 0.8186 0.6414 0.7708 0.6242 0.7755 0.5540 0.3873 0.5025 0.5358 0.8288 0.7410 0.7598 0.7606 0.7745 0.7759 0.2906
0.0262 13.8 6900 0.2307 0.6296 0.7619 0.8271 nan 0.8737 0.9034 0.7519 0.8523 0.7033 0.8888 0.7561 0.4930 0.5972 0.6564 0.9107 0.8473 0.8322 0.8615 0.8355 0.8268 0.3629 0.0 0.7664 0.8191 0.6413 0.7697 0.6252 0.7771 0.5545 0.4006 0.5030 0.5446 0.8283 0.7406 0.7594 0.7598 0.7721 0.7765 0.2948
0.034 13.84 6920 0.2306 0.6306 0.7642 0.8280 nan 0.8723 0.9016 0.7533 0.8544 0.7030 0.8925 0.7515 0.5148 0.6102 0.6373 0.9143 0.8519 0.8318 0.8573 0.8446 0.8296 0.3707 0.0 0.7661 0.8199 0.6412 0.7711 0.6243 0.7772 0.5539 0.4123 0.5073 0.5376 0.8288 0.7408 0.7590 0.7619 0.7752 0.7782 0.2967
0.0364 13.88 6940 0.2279 0.6298 0.7626 0.8268 nan 0.8683 0.8940 0.7468 0.8531 0.7034 0.8918 0.7561 0.5135 0.6046 0.6460 0.9170 0.8475 0.8329 0.8522 0.8421 0.8244 0.3708 0.0 0.7630 0.8169 0.6386 0.7703 0.6253 0.7771 0.5546 0.4098 0.5054 0.5407 0.8283 0.7404 0.7592 0.7606 0.7749 0.7758 0.2953
0.0521 13.92 6960 0.2275 0.6300 0.7623 0.8271 nan 0.8659 0.8991 0.7397 0.8542 0.7023 0.8863 0.7566 0.5049 0.6100 0.6424 0.9156 0.8527 0.8341 0.8587 0.8405 0.8202 0.3765 0.0 0.7651 0.8186 0.6366 0.7705 0.6265 0.7761 0.5561 0.4079 0.5090 0.5414 0.8282 0.7402 0.7585 0.7608 0.7742 0.7734 0.2968
0.0303 13.96 6980 0.2276 0.6298 0.7618 0.8277 nan 0.8509 0.9057 0.7412 0.8548 0.7029 0.8858 0.7557 0.5095 0.6060 0.6347 0.9150 0.8610 0.8288 0.8581 0.8385 0.8270 0.3748 0.0 0.7652 0.8209 0.6376 0.7709 0.6247 0.7765 0.5552 0.4065 0.5066 0.5384 0.8286 0.7394 0.7566 0.7611 0.7738 0.7768 0.2978
0.0313 14.0 7000 0.2287 0.6287 0.7593 0.8268 nan 0.8446 0.9004 0.7461 0.8603 0.7037 0.8831 0.7461 0.5012 0.5885 0.6483 0.9121 0.8581 0.8307 0.8587 0.8352 0.8259 0.3648 0.0 0.7627 0.8190 0.6387 0.7721 0.6214 0.7759 0.5527 0.4051 0.5000 0.5437 0.8286 0.7395 0.7566 0.7596 0.7726 0.7751 0.2937
0.0295 14.04 7020 0.2245 0.6275 0.7567 0.8264 nan 0.8466 0.8983 0.7551 0.8597 0.7003 0.8906 0.7474 0.4686 0.5751 0.6514 0.9114 0.8521 0.8331 0.8520 0.8400 0.8209 0.3621 0.0 0.7624 0.8184 0.6410 0.7722 0.6226 0.7765 0.5533 0.3895 0.4938 0.5430 0.8288 0.7398 0.7575 0.7587 0.7736 0.7730 0.2917
0.0335 14.08 7040 0.2252 0.6275 0.7575 0.8272 nan 0.8498 0.9024 0.7555 0.8566 0.7038 0.8934 0.7482 0.4464 0.5949 0.6440 0.9122 0.8530 0.8304 0.8594 0.8340 0.8248 0.3678 0.0 0.7637 0.8202 0.6406 0.7716 0.6209 0.7784 0.5514 0.3733 0.5023 0.5410 0.8293 0.7405 0.7581 0.7611 0.7730 0.7750 0.2953
0.0308 14.12 7060 0.2311 0.6268 0.7569 0.8266 nan 0.8595 0.9011 0.7570 0.8525 0.7014 0.8929 0.7559 0.4232 0.6013 0.6404 0.9101 0.8513 0.8356 0.8590 0.8357 0.8193 0.3719 0.0 0.7655 0.8191 0.6411 0.7699 0.6228 0.7777 0.5522 0.3576 0.5049 0.5401 0.8288 0.7413 0.7598 0.7607 0.7727 0.7719 0.2964
0.0901 14.16 7080 0.2238 0.6248 0.7521 0.8257 nan 0.8481 0.9002 0.7428 0.8561 0.7035 0.8920 0.7512 0.4234 0.5920 0.6396 0.9113 0.8482 0.8325 0.8501 0.8319 0.8177 0.3453 0.0 0.7600 0.8177 0.6368 0.7711 0.6212 0.7770 0.5519 0.3595 0.5001 0.5397 0.8287 0.7398 0.7578 0.7585 0.7701 0.7704 0.2867
0.0342 14.2 7100 0.2280 0.6261 0.7537 0.8276 nan 0.8545 0.8969 0.7266 0.8636 0.7020 0.8895 0.7496 0.4283 0.5876 0.6378 0.9157 0.8480 0.8372 0.8573 0.8374 0.8164 0.3642 0.0 0.7629 0.8182 0.6309 0.7742 0.6218 0.7774 0.5560 0.3651 0.4989 0.5398 0.8291 0.7396 0.7580 0.7601 0.7711 0.7713 0.2960
0.0464 14.24 7120 0.2264 0.6276 0.7568 0.8275 nan 0.8558 0.9002 0.7335 0.8599 0.7014 0.8886 0.7512 0.4561 0.5957 0.6327 0.9154 0.8503 0.8383 0.8605 0.8382 0.8179 0.3697 0.0 0.7631 0.8190 0.6342 0.7730 0.6218 0.7780 0.5556 0.3813 0.5025 0.5375 0.8291 0.7401 0.7586 0.7606 0.7711 0.7717 0.2997
0.035 14.28 7140 0.2272 0.6279 0.7576 0.8268 nan 0.8576 0.8974 0.7363 0.8581 0.7020 0.8893 0.7512 0.4621 0.5983 0.6404 0.9140 0.8468 0.8391 0.8556 0.8375 0.8194 0.3736 0.0 0.7628 0.8179 0.6349 0.7721 0.6215 0.7788 0.5543 0.3825 0.5040 0.5402 0.8294 0.7404 0.7596 0.7597 0.7714 0.7721 0.3005
0.0607 14.32 7160 0.2220 0.6271 0.7564 0.8263 nan 0.8558 0.9017 0.7173 0.8597 0.7047 0.8888 0.7371 0.4717 0.6011 0.6354 0.9143 0.8470 0.8350 0.8580 0.8417 0.8224 0.3679 0.0 0.7621 0.8178 0.6282 0.7734 0.6183 0.7781 0.5518 0.3886 0.5048 0.5376 0.8283 0.7403 0.7586 0.7595 0.7711 0.7723 0.2973
0.0385 14.36 7180 0.2286 0.6258 0.7531 0.8268 nan 0.8600 0.9010 0.7351 0.8591 0.7037 0.8914 0.7511 0.4106 0.5936 0.6409 0.9094 0.8412 0.8394 0.8497 0.8356 0.8172 0.3641 0.0 0.7641 0.8184 0.6351 0.7720 0.6222 0.7784 0.5543 0.3494 0.5018 0.5404 0.8295 0.7407 0.7608 0.7580 0.7723 0.7711 0.2966
0.0249 14.4 7200 0.2265 0.6277 0.7564 0.8279 nan 0.8588 0.9019 0.7445 0.8581 0.7004 0.8924 0.7549 0.4295 0.5960 0.6456 0.9119 0.8410 0.8413 0.8534 0.8380 0.8246 0.3664 0.0 0.7653 0.8200 0.6387 0.7719 0.6239 0.7791 0.5555 0.3618 0.5031 0.5431 0.8301 0.7412 0.7613 0.7592 0.7726 0.7750 0.2969
0.0696 14.44 7220 0.2261 0.6251 0.7524 0.8273 nan 0.8546 0.9017 0.7450 0.8596 0.7046 0.8882 0.7522 0.3870 0.5925 0.6459 0.9097 0.8463 0.8409 0.8488 0.8384 0.8196 0.3559 0.0 0.7635 0.8198 0.6386 0.7722 0.6209 0.7789 0.5533 0.3322 0.5011 0.5428 0.8294 0.7415 0.7607 0.7582 0.7736 0.7719 0.2937
0.0275 14.48 7240 0.2313 0.6257 0.7528 0.8277 nan 0.8543 0.9035 0.7401 0.8612 0.7019 0.8917 0.7480 0.3991 0.5864 0.6421 0.9076 0.8444 0.8442 0.8526 0.8423 0.8194 0.3585 0.0 0.7642 0.8200 0.6380 0.7729 0.6208 0.7786 0.5533 0.3423 0.4979 0.5409 0.8290 0.7413 0.7612 0.7601 0.7746 0.7720 0.2953
0.0275 14.52 7260 0.2287 0.6262 0.7541 0.8272 nan 0.8583 0.8979 0.7486 0.8614 0.7002 0.8887 0.7501 0.4107 0.6033 0.6407 0.9106 0.8440 0.8423 0.8479 0.8377 0.8219 0.3554 0.0 0.7642 0.8185 0.6394 0.7725 0.6219 0.7782 0.5540 0.3498 0.5049 0.5400 0.8294 0.7409 0.7605 0.7583 0.7735 0.7729 0.2929
0.0289 14.56 7280 0.2300 0.6261 0.7551 0.8266 nan 0.8598 0.9003 0.7461 0.8573 0.7020 0.8874 0.7491 0.4181 0.5875 0.6462 0.9131 0.8410 0.8484 0.8535 0.8421 0.8187 0.3665 0.0 0.7650 0.8185 0.6386 0.7712 0.6206 0.7776 0.5530 0.3536 0.4989 0.5423 0.8287 0.7406 0.7610 0.7598 0.7737 0.7712 0.2960
0.0344 14.6 7300 0.2288 0.6249 0.7539 0.8251 nan 0.8592 0.8959 0.7598 0.8538 0.7016 0.8922 0.7515 0.4125 0.5852 0.6357 0.9101 0.8403 0.8440 0.8519 0.8393 0.8194 0.3634 0.0 0.7626 0.8163 0.6421 0.7700 0.6202 0.7781 0.5519 0.3484 0.4966 0.5370 0.8285 0.7408 0.7605 0.7584 0.7721 0.7707 0.2945
0.0346 14.64 7320 0.2338 0.6268 0.7566 0.8269 nan 0.8557 0.9050 0.7529 0.8560 0.7025 0.8915 0.7463 0.4320 0.5965 0.6417 0.9079 0.8469 0.8410 0.8546 0.8412 0.8252 0.3643 0.0 0.7642 0.8193 0.6412 0.7712 0.6191 0.7787 0.5509 0.3614 0.5017 0.5405 0.8284 0.7421 0.7605 0.7596 0.7733 0.7743 0.2955
0.0307 14.68 7340 0.2271 0.6265 0.7557 0.8265 nan 0.8564 0.9005 0.7511 0.8552 0.7005 0.8950 0.7497 0.4260 0.5976 0.6397 0.9100 0.8436 0.8409 0.8508 0.8406 0.8237 0.3651 0.0 0.7637 0.8184 0.6400 0.7708 0.6203 0.7788 0.5515 0.3581 0.5018 0.5393 0.8290 0.7419 0.7607 0.7594 0.7733 0.7741 0.2952
0.0336 14.72 7360 0.2285 0.6264 0.7548 0.8272 nan 0.8554 0.9010 0.7462 0.8625 0.7020 0.8938 0.7406 0.4302 0.5991 0.6354 0.9109 0.8508 0.8367 0.8526 0.8378 0.8187 0.3578 0.0 0.7643 0.8186 0.6385 0.7732 0.6186 0.7790 0.5506 0.3647 0.5021 0.5378 0.8292 0.7416 0.7589 0.7596 0.7736 0.7720 0.2933
0.0341 14.76 7380 0.2335 0.6266 0.7552 0.8276 nan 0.8532 0.9024 0.7469 0.8566 0.6991 0.8969 0.7516 0.4132 0.5960 0.6437 0.9093 0.8471 0.8419 0.8524 0.8377 0.8259 0.3640 0.0 0.7633 0.8190 0.6388 0.7714 0.6215 0.7792 0.5524 0.3511 0.5017 0.5419 0.8290 0.7430 0.7612 0.7601 0.7740 0.7756 0.2950
0.0321 14.8 7400 0.2308 0.6264 0.7547 0.8276 nan 0.8541 0.9008 0.7331 0.8581 0.7018 0.8939 0.7496 0.4216 0.5962 0.6428 0.9152 0.8488 0.8427 0.8529 0.8394 0.8179 0.3604 0.0 0.7644 0.8196 0.6338 0.7715 0.6202 0.7798 0.5516 0.3569 0.5020 0.5416 0.8294 0.7426 0.7612 0.7601 0.7747 0.7718 0.2938
0.0783 14.84 7420 0.2278 0.6258 0.7540 0.8272 nan 0.8556 0.9037 0.7446 0.8563 0.7031 0.8952 0.7497 0.3995 0.6044 0.6390 0.9105 0.8453 0.8387 0.8480 0.8397 0.8223 0.3630 0.0 0.7644 0.8195 0.6383 0.7710 0.6198 0.7802 0.5510 0.3419 0.5047 0.5393 0.8294 0.7428 0.7609 0.7590 0.7742 0.7735 0.2945
0.0259 14.88 7440 0.2288 0.6263 0.7549 0.8268 nan 0.8559 0.8999 0.7459 0.8566 0.7012 0.8953 0.7488 0.4195 0.6040 0.6386 0.9119 0.8451 0.8358 0.8513 0.8396 0.8231 0.3611 0.0 0.7638 0.8185 0.6384 0.7710 0.6206 0.7792 0.5513 0.3552 0.5042 0.5389 0.8296 0.7422 0.7600 0.7592 0.7734 0.7737 0.2937
0.0353 14.92 7460 0.2265 0.6264 0.7550 0.8269 nan 0.8508 0.9005 0.7393 0.8568 0.7007 0.8919 0.7503 0.4240 0.6047 0.6397 0.9123 0.8487 0.8358 0.8533 0.8386 0.8246 0.3624 0.0 0.7618 0.8188 0.6362 0.7709 0.6215 0.7790 0.5519 0.3581 0.5051 0.5396 0.8293 0.7418 0.7596 0.7598 0.7734 0.7745 0.2943
0.0386 14.96 7480 0.2278 0.6261 0.7548 0.8261 nan 0.8536 0.8987 0.7446 0.8552 0.7021 0.8904 0.7532 0.4292 0.6033 0.6383 0.9109 0.8457 0.8402 0.8466 0.8366 0.8216 0.3618 0.0 0.7620 0.8177 0.6378 0.7700 0.6215 0.7788 0.5515 0.3583 0.5046 0.5391 0.8293 0.7418 0.7605 0.7575 0.7728 0.7725 0.2940
0.0279 15.0 7500 0.2292 0.6258 0.7547 0.8256 nan 0.8561 0.8974 0.7540 0.8553 0.7026 0.8913 0.7525 0.4251 0.6014 0.6374 0.9094 0.8452 0.8343 0.8506 0.8287 0.8232 0.3662 0.0 0.7625 0.8171 0.6400 0.7700 0.6211 0.7788 0.5512 0.3564 0.5032 0.5381 0.8294 0.7412 0.7591 0.7579 0.7705 0.7729 0.2956

Framework versions

  • Transformers 4.28.1
  • Pytorch 2.0.0+cu118
  • Datasets 2.12.0
  • Tokenizers 0.13.3
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