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metadata
license: other
base_model: nvidia/segformer-b1-finetuned-cityscapes-1024-1024
tags:
  - vision
  - image-segmentation
  - generated_from_trainer
model-index:
  - name: segformer-b1-cityscapes-512-512-finetuned-coastTrain
    results: []

segformer-b1-cityscapes-512-512-finetuned-coastTrain

This model is a fine-tuned version of nvidia/segformer-b1-finetuned-cityscapes-1024-1024 on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.5086
  • Mean Iou: 0.6771
  • Mean Accuracy: 0.7899
  • Overall Accuracy: 0.8692
  • Accuracy Water: 0.9396
  • Accuracy Whitewater: 0.7192
  • Accuracy Sediment: 0.8602
  • Accuracy Other Natural Terrain: 0.4893
  • Accuracy Vegetation: 0.8863
  • Accuracy Development: 0.8891
  • Accuracy Unknown: 0.7453
  • Iou Water: 0.8743
  • Iou Whitewater: 0.6111
  • Iou Sediment: 0.7312
  • Iou Other Natural Terrain: 0.3814
  • Iou Vegetation: 0.7853
  • Iou Development: 0.6664
  • Iou Unknown: 0.6897

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: 4
  • eval_batch_size: 4
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 25

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Accuracy Water Accuracy Whitewater Accuracy Sediment Accuracy Other Natural Terrain Accuracy Vegetation Accuracy Development Accuracy Unknown Iou Water Iou Whitewater Iou Sediment Iou Other Natural Terrain Iou Vegetation Iou Development Iou Unknown
1.7833 0.05 20 1.7879 0.1419 0.3283 0.3147 0.2403 0.0035 0.6402 0.0150 0.1397 0.6060 0.6537 0.2314 0.0032 0.1836 0.0069 0.1270 0.2117 0.2297
1.7838 0.11 40 1.4716 0.2776 0.4365 0.5639 0.6459 0.0188 0.6544 0.0124 0.5326 0.6361 0.5554 0.5485 0.0170 0.2836 0.0101 0.3969 0.3399 0.3473
1.3207 0.16 60 1.3530 0.2778 0.4193 0.6006 0.7190 0.0227 0.6142 0.0037 0.7399 0.6753 0.1603 0.5667 0.0207 0.3067 0.0033 0.5163 0.3960 0.1346
1.2493 0.22 80 1.1657 0.3101 0.4158 0.6514 0.8203 0.0248 0.3678 0.0002 0.8330 0.5171 0.3471 0.6202 0.0240 0.2424 0.0002 0.5365 0.4152 0.3320
1.4569 0.27 100 1.0787 0.3327 0.4714 0.6681 0.8664 0.0324 0.5682 0.0002 0.6991 0.8054 0.3278 0.6566 0.0312 0.3498 0.0002 0.5457 0.4568 0.2888
0.9883 0.32 120 1.0321 0.3442 0.4645 0.6870 0.8079 0.0227 0.4348 0.0001 0.8664 0.6983 0.4212 0.6806 0.0220 0.3484 0.0001 0.5722 0.4199 0.3664
1.1583 0.38 140 0.9649 0.3624 0.4941 0.6990 0.8404 0.0292 0.6201 0.0003 0.7906 0.7313 0.4467 0.6709 0.0286 0.4056 0.0003 0.6029 0.4312 0.3977
1.5981 0.43 160 0.9504 0.3799 0.4918 0.7109 0.8049 0.0585 0.5255 0.0001 0.9056 0.6823 0.4659 0.6668 0.0572 0.3996 0.0001 0.6063 0.5181 0.4109
1.1484 0.49 180 0.9021 0.3767 0.5004 0.7134 0.8194 0.0280 0.5764 0.0000 0.8630 0.7351 0.4811 0.6771 0.0278 0.3995 0.0000 0.6241 0.4980 0.4105
1.2655 0.54 200 0.9353 0.3623 0.5124 0.6832 0.7741 0.1112 0.6530 0.0000 0.7712 0.8471 0.4305 0.6580 0.1051 0.3867 0.0000 0.5997 0.3917 0.3951
0.8305 0.59 220 0.8839 0.3975 0.5069 0.7196 0.7823 0.1060 0.6188 0.0 0.9452 0.6436 0.4523 0.6602 0.1045 0.4440 0.0 0.6185 0.5265 0.4292
1.5123 0.65 240 0.8430 0.3902 0.5250 0.7172 0.8534 0.0608 0.6691 0.0 0.7783 0.8502 0.4628 0.6740 0.0601 0.4756 0.0 0.6136 0.4758 0.4324
0.9996 0.7 260 0.8608 0.3757 0.4775 0.7121 0.8782 0.1402 0.2912 0.0 0.8831 0.6765 0.4733 0.6548 0.1346 0.2280 0.0 0.6414 0.5281 0.4433
0.9909 0.76 280 0.8172 0.4291 0.5545 0.7440 0.8263 0.2318 0.7596 0.0 0.9054 0.7363 0.4219 0.7128 0.2122 0.5178 0.0 0.6548 0.4875 0.4189
0.7002 0.81 300 0.7744 0.4516 0.5659 0.7592 0.8694 0.2774 0.7680 0.0 0.8950 0.6964 0.4553 0.7310 0.2575 0.5217 0.0 0.6629 0.5521 0.4361
1.7656 0.86 320 0.8864 0.4227 0.5272 0.7159 0.7410 0.3094 0.5361 0.0 0.9597 0.6123 0.5321 0.6556 0.2776 0.4545 0.0 0.5859 0.5128 0.4722
0.8531 0.92 340 0.7569 0.4701 0.5816 0.7706 0.9061 0.3233 0.7389 0.0000 0.8673 0.7594 0.4763 0.7278 0.3026 0.5458 0.0000 0.6846 0.5615 0.4683
0.7323 0.97 360 0.7855 0.4447 0.5625 0.7557 0.8573 0.1807 0.7383 0.0 0.8728 0.7895 0.4987 0.7131 0.1753 0.5450 0.0 0.6563 0.5650 0.4579
0.8552 1.03 380 0.7549 0.4656 0.5857 0.7701 0.8681 0.2906 0.7826 0.0 0.8960 0.8032 0.4594 0.7522 0.2777 0.5258 0.0 0.6754 0.5781 0.4499
0.8444 1.08 400 0.7084 0.4602 0.5651 0.7733 0.8821 0.2122 0.7753 0.0000 0.9224 0.6566 0.5071 0.7470 0.2069 0.5471 0.0000 0.6805 0.5564 0.4835
0.7175 1.14 420 0.6904 0.4768 0.6050 0.7799 0.8965 0.3162 0.8371 0.0000 0.8460 0.8234 0.5159 0.7681 0.2930 0.5312 0.0000 0.7022 0.5577 0.4852
0.6141 1.19 440 0.6932 0.4782 0.6098 0.7763 0.9053 0.3743 0.8092 0.0 0.8231 0.8610 0.4957 0.7759 0.3372 0.5589 0.0 0.6807 0.5357 0.4592
0.4936 1.24 460 0.6680 0.4800 0.5962 0.7750 0.9042 0.3591 0.7624 0.0000 0.8449 0.7623 0.5406 0.7705 0.3300 0.5855 0.0000 0.6756 0.5718 0.4267
0.6058 1.3 480 0.6953 0.4912 0.6144 0.7867 0.8988 0.3983 0.8362 0.0 0.8741 0.8000 0.4933 0.7802 0.3497 0.5556 0.0 0.6987 0.5825 0.4716
1.1279 1.35 500 0.6761 0.4951 0.6085 0.7863 0.9020 0.4554 0.7078 0.0001 0.8995 0.7898 0.5052 0.7811 0.3955 0.5496 0.0001 0.6854 0.5695 0.4849
0.5908 1.41 520 0.6702 0.5043 0.6249 0.7881 0.8911 0.4835 0.7965 0.0000 0.8795 0.8112 0.5123 0.7803 0.4253 0.5761 0.0000 0.6836 0.5677 0.4971
0.5619 1.46 540 0.6795 0.5068 0.6168 0.7953 0.8982 0.4286 0.8136 0.0000 0.9130 0.7514 0.5129 0.7990 0.3923 0.5732 0.0000 0.6878 0.5927 0.5029
0.542 1.51 560 0.6615 0.5083 0.6324 0.7891 0.8796 0.5115 0.8307 0.0000 0.8815 0.8008 0.5229 0.7694 0.4374 0.5711 0.0000 0.7034 0.6046 0.4723
0.5351 1.57 580 0.6603 0.5124 0.6308 0.7940 0.9082 0.5228 0.8054 0.0004 0.8829 0.8067 0.4895 0.7787 0.4395 0.5959 0.0004 0.6977 0.5971 0.4773
0.7767 1.62 600 0.6802 0.5108 0.6430 0.7922 0.8979 0.5737 0.8680 0.0005 0.8646 0.8102 0.4860 0.7870 0.4653 0.5432 0.0005 0.7091 0.5987 0.4720
0.4142 1.68 620 0.6632 0.5123 0.6604 0.7860 0.8661 0.6956 0.8274 0.0007 0.8505 0.8581 0.5245 0.7852 0.4962 0.5795 0.0007 0.6827 0.5455 0.4966
0.5649 1.73 640 0.6215 0.5268 0.6389 0.8050 0.9020 0.5309 0.8440 0.0029 0.9119 0.7378 0.5428 0.7913 0.4438 0.6085 0.0029 0.7136 0.6102 0.5173
1.1126 1.78 660 0.6710 0.5072 0.6214 0.7856 0.8710 0.5075 0.7161 0.0 0.9091 0.8224 0.5237 0.7825 0.4429 0.5821 0.0 0.6619 0.5734 0.5074
0.9695 1.84 680 0.6198 0.5305 0.6630 0.8004 0.9084 0.6110 0.8637 0.0011 0.8216 0.8349 0.6004 0.7829 0.4816 0.5928 0.0011 0.6994 0.5993 0.5561
0.5523 1.89 700 0.6441 0.5227 0.6491 0.7951 0.8706 0.6036 0.7684 0.0072 0.8922 0.8333 0.5685 0.7877 0.4882 0.5808 0.0072 0.6934 0.5828 0.5191
0.8006 1.95 720 0.6019 0.5348 0.6611 0.8020 0.8892 0.5983 0.8240 0.0051 0.8494 0.8173 0.6445 0.7772 0.4853 0.6089 0.0051 0.7054 0.6004 0.5611
1.6557 2.0 740 0.5739 0.5392 0.6624 0.8116 0.8952 0.6136 0.8470 0.0024 0.8979 0.7930 0.5875 0.8091 0.4682 0.6307 0.0024 0.7159 0.6020 0.5459
0.4772 2.05 760 0.7001 0.5047 0.6195 0.7793 0.8289 0.5551 0.8231 0.0007 0.9302 0.5940 0.6043 0.7435 0.4602 0.6202 0.0007 0.6870 0.5443 0.4770
0.6135 2.11 780 0.6414 0.5178 0.6635 0.7902 0.8637 0.6637 0.8236 0.0045 0.8499 0.8699 0.5692 0.7959 0.4827 0.6279 0.0045 0.6915 0.5276 0.4941
0.5883 2.16 800 0.5719 0.5373 0.6471 0.8131 0.9205 0.5466 0.8529 0.0078 0.9038 0.7275 0.5703 0.8165 0.4514 0.6144 0.0078 0.7094 0.6121 0.5496
1.5178 2.22 820 0.7556 0.4534 0.6071 0.7457 0.9334 0.6884 0.8198 0.0109 0.8006 0.8734 0.1228 0.7201 0.4488 0.6383 0.0109 0.6681 0.5701 0.1178
0.4899 2.27 840 0.6151 0.5235 0.6614 0.7937 0.8531 0.6943 0.8269 0.0151 0.9031 0.8045 0.5328 0.7822 0.4611 0.6161 0.0151 0.6892 0.6043 0.4967
0.7717 2.32 860 0.5694 0.5410 0.6771 0.8102 0.9023 0.6725 0.8554 0.0118 0.8576 0.8537 0.5867 0.8122 0.5123 0.5947 0.0118 0.7240 0.5941 0.5382
0.3124 2.38 880 0.5912 0.5308 0.6764 0.8035 0.8728 0.7280 0.8663 0.0176 0.8925 0.8320 0.5252 0.8101 0.4774 0.5993 0.0176 0.7131 0.5974 0.5011
1.0881 2.43 900 0.5762 0.5450 0.6645 0.8132 0.9058 0.6614 0.8226 0.0095 0.9106 0.8050 0.5362 0.8183 0.5055 0.6395 0.0095 0.7089 0.6193 0.5140
1.1418 2.49 920 0.6212 0.5409 0.6790 0.8073 0.8891 0.6945 0.8658 0.0135 0.8693 0.8758 0.5451 0.8050 0.5274 0.5857 0.0134 0.7164 0.6161 0.5223
0.4935 2.54 940 0.5831 0.5492 0.6870 0.8099 0.9066 0.7587 0.8185 0.0128 0.8430 0.8689 0.6006 0.8184 0.5442 0.6307 0.0128 0.6979 0.6119 0.5283
0.7153 2.59 960 0.5784 0.5527 0.6864 0.8137 0.9067 0.7290 0.8433 0.0171 0.8511 0.8346 0.6233 0.8207 0.5102 0.6319 0.0171 0.6994 0.6420 0.5472
0.4808 2.65 980 0.6047 0.5518 0.6716 0.8172 0.9073 0.6681 0.8479 0.0178 0.9072 0.7985 0.5541 0.8204 0.5282 0.6540 0.0178 0.7194 0.5846 0.5381
0.5405 2.7 1000 0.5798 0.5567 0.6888 0.8168 0.9112 0.7304 0.8401 0.0173 0.8620 0.8775 0.5830 0.8256 0.5653 0.6591 0.0173 0.7188 0.5628 0.5480
0.6905 2.76 1020 0.5554 0.5689 0.6973 0.8244 0.9102 0.7144 0.8725 0.0209 0.8490 0.8160 0.6984 0.8153 0.5483 0.6368 0.0209 0.7274 0.6094 0.6245
0.2956 2.81 1040 0.5439 0.5732 0.6998 0.8270 0.9022 0.7176 0.8426 0.0137 0.8652 0.8603 0.6967 0.8270 0.5666 0.6591 0.0137 0.7254 0.5932 0.6278
0.6673 2.86 1060 0.6360 0.5521 0.6563 0.8161 0.9069 0.5855 0.8413 0.0161 0.9258 0.7681 0.5503 0.8207 0.5115 0.6415 0.0161 0.7017 0.6434 0.5297
0.5508 2.92 1080 0.5958 0.5477 0.6840 0.8130 0.9085 0.7176 0.8131 0.0227 0.8676 0.9155 0.5430 0.8231 0.5035 0.6603 0.0226 0.7068 0.5900 0.5275
0.3581 2.97 1100 0.5723 0.5555 0.6838 0.8171 0.9139 0.7258 0.8684 0.0243 0.8794 0.8203 0.5546 0.8212 0.5387 0.6548 0.0243 0.7154 0.6083 0.5262
0.4841 3.03 1120 0.5942 0.5540 0.6757 0.8156 0.8956 0.6895 0.8729 0.0263 0.9085 0.7743 0.5625 0.8169 0.5370 0.6322 0.0262 0.7145 0.6168 0.5345
1.2171 3.08 1140 0.5655 0.5743 0.6854 0.8267 0.9018 0.7026 0.8219 0.0210 0.9170 0.8073 0.6264 0.8188 0.5745 0.6617 0.0209 0.7254 0.6344 0.5845
0.7295 3.14 1160 0.5892 0.5635 0.6893 0.8206 0.9051 0.7172 0.8210 0.0193 0.8819 0.8843 0.5967 0.8103 0.5722 0.6286 0.0193 0.7319 0.6104 0.5715
0.4304 3.19 1180 0.5996 0.5626 0.6676 0.8220 0.9283 0.6472 0.8038 0.0209 0.9114 0.8080 0.5539 0.8254 0.5520 0.6522 0.0209 0.7104 0.6297 0.5473
0.3914 3.24 1200 0.5846 0.5586 0.6802 0.8165 0.9289 0.6335 0.8373 0.0270 0.8397 0.9028 0.5918 0.8165 0.5484 0.6610 0.0269 0.7062 0.5918 0.5592
0.459 3.3 1220 0.5626 0.5697 0.6759 0.8249 0.9200 0.6211 0.8378 0.0247 0.8927 0.8096 0.6256 0.8267 0.5479 0.6707 0.0247 0.7100 0.6239 0.5844
0.4273 3.35 1240 0.5436 0.5748 0.6971 0.8261 0.9160 0.7420 0.8223 0.0284 0.8748 0.8662 0.6296 0.8349 0.5690 0.6648 0.0283 0.7073 0.6220 0.5974
0.7307 3.41 1260 0.5777 0.5740 0.6867 0.8265 0.9018 0.6797 0.8685 0.0287 0.9120 0.8129 0.6032 0.8323 0.5624 0.6609 0.0286 0.7120 0.6408 0.5811
0.8064 3.46 1280 0.5871 0.5709 0.7007 0.8195 0.9046 0.7119 0.8968 0.0283 0.8309 0.8656 0.6669 0.8063 0.5839 0.6250 0.0282 0.7109 0.6261 0.6156
0.4575 3.51 1300 0.5396 0.5813 0.7039 0.8279 0.8869 0.7134 0.8213 0.0278 0.8780 0.8872 0.7128 0.8239 0.5751 0.6786 0.0277 0.7162 0.6100 0.6374
0.8346 3.57 1320 0.5407 0.5862 0.6868 0.8356 0.9215 0.6417 0.8160 0.0303 0.9099 0.8184 0.6701 0.8282 0.5544 0.6760 0.0302 0.7313 0.6665 0.6172
0.538 3.62 1340 0.5798 0.5755 0.6826 0.8288 0.9249 0.6392 0.8513 0.0333 0.8881 0.7921 0.6493 0.8136 0.5373 0.6637 0.0332 0.7297 0.6494 0.6020
0.5 3.68 1360 0.5624 0.5740 0.6972 0.8261 0.9038 0.7564 0.7993 0.0466 0.9040 0.8654 0.6048 0.8267 0.5610 0.6471 0.0459 0.7242 0.6314 0.5817
0.7963 3.73 1380 0.5464 0.5881 0.7196 0.8327 0.9158 0.8199 0.8458 0.0977 0.8864 0.8724 0.5991 0.8307 0.5584 0.6788 0.0955 0.7413 0.6441 0.5681
0.5019 3.78 1400 0.5732 0.5641 0.6892 0.8188 0.8884 0.6861 0.8045 0.0426 0.8905 0.8966 0.6157 0.8294 0.5582 0.6449 0.0417 0.7119 0.5982 0.5647
0.3556 3.84 1420 0.5614 0.5656 0.6939 0.8221 0.9059 0.6968 0.8426 0.0388 0.8769 0.9076 0.5883 0.8286 0.5495 0.6699 0.0379 0.7255 0.5967 0.5512
1.2328 3.89 1440 0.5214 0.5834 0.7049 0.8364 0.9089 0.7927 0.8279 0.0314 0.9174 0.7945 0.6613 0.8361 0.5510 0.6667 0.0311 0.7469 0.6389 0.6130
0.6292 3.95 1460 0.5268 0.5940 0.7025 0.8370 0.9295 0.7078 0.7920 0.0505 0.8791 0.8610 0.6977 0.8302 0.5766 0.6913 0.0502 0.7273 0.6415 0.6410
0.4666 4.0 1480 0.5203 0.5982 0.7149 0.8414 0.8985 0.7237 0.8719 0.0347 0.8957 0.8460 0.7340 0.8261 0.5801 0.6709 0.0343 0.7505 0.6559 0.6697
0.3796 4.05 1500 0.5665 0.5732 0.6847 0.8278 0.9225 0.6943 0.8157 0.0277 0.9059 0.8394 0.5871 0.8228 0.5673 0.6594 0.0276 0.7330 0.6489 0.5531
0.3788 4.11 1520 0.5967 0.5710 0.7094 0.8238 0.9039 0.7587 0.8920 0.0344 0.8499 0.9073 0.6202 0.8123 0.5820 0.6207 0.0341 0.7459 0.6208 0.5810
0.5981 4.16 1540 0.5219 0.6034 0.7141 0.8464 0.9115 0.7437 0.8373 0.0402 0.9134 0.8226 0.7297 0.8375 0.5922 0.6727 0.0400 0.7600 0.6553 0.6659
0.6172 4.22 1560 0.5506 0.6019 0.7276 0.8424 0.9150 0.7922 0.8591 0.0421 0.8637 0.8910 0.7302 0.8310 0.6222 0.6465 0.0419 0.7595 0.6467 0.6653
0.9793 4.27 1580 0.5662 0.5945 0.7157 0.8315 0.8954 0.7067 0.8588 0.1124 0.8828 0.8973 0.6562 0.8274 0.5828 0.6668 0.1099 0.7263 0.6428 0.6055
0.1778 4.32 1600 0.5729 0.5887 0.7027 0.8305 0.9020 0.6804 0.8818 0.0979 0.8952 0.8093 0.6524 0.8203 0.5735 0.6227 0.0960 0.7345 0.6617 0.6122
0.5063 4.38 1620 0.5600 0.6120 0.7229 0.8389 0.8885 0.7092 0.8553 0.1859 0.9225 0.8204 0.6787 0.8280 0.5850 0.6491 0.1766 0.7422 0.6705 0.6325
0.3814 4.43 1640 0.5574 0.6034 0.7102 0.8367 0.8978 0.6917 0.8472 0.1500 0.9286 0.8116 0.6445 0.8259 0.5884 0.6513 0.1386 0.7443 0.6665 0.6089
0.519 4.49 1660 0.5396 0.6096 0.7251 0.8424 0.9117 0.7642 0.8589 0.1320 0.9047 0.8380 0.6662 0.8281 0.5938 0.6625 0.1257 0.7578 0.6706 0.6288
0.2187 4.54 1680 0.6028 0.5772 0.7055 0.8238 0.8965 0.7234 0.8792 0.0723 0.8685 0.8578 0.6407 0.8122 0.5735 0.6276 0.0670 0.7327 0.6279 0.5993
0.2743 4.59 1700 0.5523 0.5925 0.7134 0.8340 0.9116 0.7041 0.8633 0.0752 0.8666 0.9024 0.6703 0.8247 0.5761 0.6458 0.0702 0.7339 0.6523 0.6442
0.3156 4.65 1720 0.5467 0.6008 0.7072 0.8397 0.9288 0.7070 0.8212 0.1022 0.9079 0.8624 0.6207 0.8364 0.5710 0.6920 0.0975 0.7371 0.6732 0.5983
0.5023 4.7 1740 0.5488 0.6001 0.7166 0.8361 0.9347 0.7274 0.8471 0.0957 0.8405 0.8542 0.7168 0.8248 0.5901 0.6627 0.0909 0.7316 0.6688 0.6320
0.4018 4.76 1760 0.5632 0.5931 0.7186 0.8354 0.9207 0.7819 0.8658 0.0854 0.8792 0.8807 0.6162 0.8303 0.6058 0.6519 0.0820 0.7514 0.6402 0.5901
0.6518 4.81 1780 0.5562 0.6116 0.7399 0.8365 0.9176 0.7384 0.8397 0.2313 0.8446 0.9202 0.6874 0.8353 0.5929 0.6764 0.1943 0.7405 0.6012 0.6409
0.4821 4.86 1800 0.5385 0.6090 0.7344 0.8386 0.9156 0.7558 0.8533 0.2101 0.8750 0.8643 0.6663 0.8297 0.5646 0.6635 0.1696 0.7538 0.6649 0.6165
1.2351 4.92 1820 0.5615 0.6048 0.7211 0.8349 0.8931 0.7518 0.8394 0.2313 0.9361 0.7695 0.6264 0.8268 0.5576 0.6753 0.1981 0.7446 0.6386 0.5928
0.4926 4.97 1840 0.5058 0.6325 0.7543 0.8488 0.9236 0.8063 0.8364 0.2754 0.8900 0.8906 0.6580 0.8455 0.5986 0.6978 0.2565 0.7620 0.6363 0.6306
0.4371 5.03 1860 0.5275 0.6269 0.7513 0.8429 0.9164 0.7504 0.8757 0.3191 0.8825 0.8876 0.6275 0.8410 0.5952 0.7030 0.2756 0.7565 0.6221 0.5952
0.6446 5.08 1880 0.5330 0.6232 0.7285 0.8422 0.9206 0.6609 0.8161 0.2624 0.8956 0.8826 0.6610 0.8409 0.5665 0.7013 0.2397 0.7293 0.6589 0.6262
0.4632 5.14 1900 0.5035 0.6373 0.7409 0.8490 0.9317 0.7629 0.8298 0.2748 0.9075 0.8210 0.6584 0.8436 0.6154 0.7021 0.2513 0.7484 0.6889 0.6111
0.2719 5.19 1920 0.5557 0.6045 0.7392 0.8278 0.9006 0.8015 0.8556 0.2787 0.8798 0.9001 0.5582 0.8267 0.5779 0.6913 0.2251 0.7257 0.6632 0.5217
0.5509 5.24 1940 0.5240 0.6182 0.7483 0.8366 0.9072 0.7877 0.8543 0.2800 0.8729 0.9156 0.6203 0.8345 0.5899 0.6798 0.2451 0.7344 0.6602 0.5837
0.2536 5.3 1960 0.5593 0.5963 0.7201 0.8315 0.9170 0.7085 0.8697 0.2047 0.8921 0.9169 0.5316 0.8325 0.5605 0.6759 0.1901 0.7413 0.6639 0.5096
0.8791 5.35 1980 0.5216 0.6331 0.7435 0.8490 0.9181 0.7519 0.8773 0.2744 0.9182 0.8311 0.6334 0.8428 0.5950 0.6767 0.2585 0.7640 0.7008 0.5938
0.3974 5.41 2000 0.5192 0.6348 0.7398 0.8492 0.9059 0.7101 0.8295 0.2401 0.9108 0.8663 0.7161 0.8374 0.5943 0.7026 0.2157 0.7486 0.6957 0.6495
0.8084 5.46 2020 0.5163 0.6360 0.7581 0.8473 0.9152 0.7299 0.8619 0.2927 0.8509 0.9112 0.7450 0.8371 0.5915 0.6840 0.2432 0.7450 0.6808 0.6701
0.3075 5.51 2040 0.5009 0.6407 0.7434 0.8517 0.9225 0.7160 0.8092 0.2932 0.9131 0.8609 0.6888 0.8390 0.5821 0.7010 0.2488 0.7529 0.7127 0.6486
0.5226 5.57 2060 0.5110 0.6346 0.7520 0.8478 0.9210 0.6899 0.8547 0.3067 0.8652 0.9224 0.7044 0.8459 0.5758 0.6844 0.2571 0.7414 0.6755 0.6622
0.4741 5.62 2080 0.5233 0.6403 0.7549 0.8494 0.9124 0.7090 0.8553 0.3421 0.8948 0.8915 0.6794 0.8389 0.5849 0.6655 0.2933 0.7555 0.6866 0.6572
0.2684 5.68 2100 0.4654 0.6519 0.7736 0.8560 0.9084 0.7717 0.8285 0.3537 0.8772 0.8874 0.7882 0.8444 0.5742 0.6988 0.3008 0.7621 0.6854 0.6972
0.3231 5.73 2120 0.4797 0.6445 0.7459 0.8528 0.9128 0.7013 0.8657 0.3075 0.9186 0.8074 0.7079 0.8407 0.5867 0.7076 0.2749 0.7563 0.6986 0.6466
0.5908 5.78 2140 0.5306 0.6249 0.7441 0.8402 0.9123 0.7365 0.8036 0.3342 0.8984 0.9007 0.6229 0.8453 0.5898 0.7087 0.2755 0.7408 0.6310 0.5831
0.2693 5.84 2160 0.5787 0.6188 0.7454 0.8327 0.9288 0.6676 0.8818 0.3901 0.8385 0.9125 0.5985 0.8347 0.5758 0.6955 0.3256 0.7292 0.6057 0.5653
0.2409 5.89 2180 0.5280 0.6288 0.7509 0.8408 0.9057 0.7197 0.8782 0.3590 0.8883 0.8673 0.6380 0.8421 0.5830 0.6858 0.3098 0.7420 0.6469 0.5921
0.4262 5.95 2200 0.5102 0.6451 0.7559 0.8475 0.8884 0.7201 0.8277 0.3434 0.9061 0.8676 0.7378 0.8330 0.5913 0.7101 0.3108 0.7405 0.6695 0.6607
0.2629 6.0 2220 0.5054 0.6370 0.7511 0.8470 0.9147 0.7661 0.8445 0.3115 0.9070 0.8847 0.6291 0.8411 0.6053 0.6955 0.2879 0.7507 0.6789 0.5996
0.4117 6.05 2240 0.5191 0.6398 0.7506 0.8509 0.9153 0.7405 0.8488 0.3058 0.9114 0.8665 0.6658 0.8476 0.5981 0.6865 0.2761 0.7547 0.6760 0.6397
0.3589 6.11 2260 0.5075 0.6430 0.7573 0.8513 0.9109 0.7465 0.8552 0.3256 0.9044 0.8808 0.6775 0.8491 0.5965 0.6998 0.2919 0.7540 0.6737 0.6360
0.2856 6.16 2280 0.4786 0.6539 0.7700 0.8556 0.9285 0.7530 0.8617 0.3647 0.8685 0.8830 0.7307 0.8552 0.6203 0.6968 0.3064 0.7554 0.6733 0.6699
0.4254 6.22 2300 0.4756 0.6569 0.7665 0.8559 0.9288 0.7752 0.8378 0.3568 0.8853 0.8620 0.7194 0.8472 0.6377 0.7117 0.2956 0.7551 0.6845 0.6666
0.4135 6.27 2320 0.4881 0.6510 0.7674 0.8527 0.9381 0.7567 0.8452 0.3859 0.8675 0.9027 0.6761 0.8490 0.6065 0.7109 0.3298 0.7525 0.6700 0.6384
0.2908 6.32 2340 0.5053 0.6337 0.7471 0.8497 0.9322 0.7010 0.8776 0.3264 0.8965 0.8715 0.6248 0.8542 0.5696 0.6968 0.2772 0.7547 0.6797 0.6038
0.3666 6.38 2360 0.5248 0.6369 0.7650 0.8426 0.9087 0.8227 0.8484 0.3769 0.8875 0.8894 0.6215 0.8385 0.6237 0.7149 0.3173 0.7493 0.6272 0.5875
0.3551 6.43 2380 0.4940 0.6455 0.7620 0.8492 0.9330 0.7356 0.8266 0.4330 0.8855 0.8707 0.6494 0.8430 0.6150 0.7124 0.3404 0.7639 0.6236 0.6202
0.553 6.49 2400 0.5107 0.6281 0.7478 0.8404 0.9057 0.7340 0.8412 0.4025 0.9142 0.8149 0.6222 0.8356 0.6031 0.6988 0.3174 0.7634 0.6132 0.5654
0.2966 6.54 2420 0.4833 0.6533 0.7733 0.8504 0.8926 0.7734 0.8340 0.4425 0.9010 0.8100 0.7594 0.8296 0.5908 0.6986 0.3561 0.7635 0.6855 0.6488
0.3404 6.59 2440 0.4632 0.6744 0.7906 0.8668 0.9260 0.7448 0.8276 0.4473 0.8743 0.9094 0.8048 0.8534 0.5984 0.6945 0.3599 0.7796 0.6775 0.7576
0.3744 6.65 2460 0.4676 0.6668 0.7805 0.8635 0.9082 0.7284 0.8669 0.3997 0.8938 0.8722 0.7940 0.8431 0.5988 0.6811 0.3309 0.7835 0.6963 0.7338
0.2305 6.7 2480 0.4940 0.6457 0.7644 0.8503 0.9106 0.7627 0.8212 0.3682 0.8900 0.8853 0.7126 0.8483 0.6077 0.6985 0.3056 0.7507 0.6460 0.6629
0.5477 6.76 2500 0.4748 0.6434 0.7565 0.8511 0.9113 0.7199 0.8503 0.3216 0.8851 0.8649 0.7422 0.8372 0.6007 0.6964 0.2756 0.7587 0.6627 0.6722
0.4124 6.81 2520 0.5313 0.6212 0.7536 0.8363 0.9066 0.7573 0.8717 0.3575 0.8687 0.8851 0.6284 0.8396 0.5911 0.6855 0.2896 0.7408 0.6163 0.5852
0.2796 6.86 2540 0.5070 0.6298 0.7487 0.8428 0.9255 0.7156 0.8490 0.3604 0.8818 0.8853 0.6232 0.8433 0.5883 0.7088 0.2848 0.7451 0.6501 0.5884
0.4311 6.92 2560 0.4974 0.6417 0.7562 0.8498 0.9235 0.7283 0.8279 0.3363 0.8813 0.9074 0.6887 0.8402 0.5876 0.7103 0.2712 0.7493 0.6854 0.6479
0.3702 6.97 2580 0.4818 0.6476 0.7665 0.8517 0.9057 0.7407 0.8656 0.3668 0.8857 0.8679 0.7329 0.8324 0.5872 0.6917 0.2922 0.7603 0.6916 0.6779
0.2871 7.03 2600 0.4799 0.6534 0.7799 0.8545 0.9170 0.7555 0.8591 0.3950 0.8555 0.9283 0.7492 0.8397 0.5833 0.7046 0.3095 0.7598 0.6822 0.6949
0.7906 7.08 2620 0.4530 0.6682 0.7793 0.8627 0.9270 0.7177 0.8329 0.4190 0.8724 0.8894 0.7967 0.8503 0.6027 0.7201 0.3355 0.7671 0.6815 0.7202
1.0369 7.14 2640 0.4532 0.6729 0.7866 0.8650 0.9171 0.7342 0.8169 0.4682 0.8858 0.8500 0.8340 0.8486 0.6012 0.7221 0.3281 0.7735 0.6901 0.7468
0.1002 7.19 2660 0.4763 0.6475 0.7783 0.8473 0.9195 0.7371 0.8541 0.4672 0.8371 0.8830 0.7504 0.8395 0.5952 0.6829 0.3264 0.7449 0.6816 0.6620
0.421 7.24 2680 0.4708 0.6564 0.7725 0.8536 0.9139 0.7475 0.8448 0.4383 0.8912 0.8500 0.7218 0.8464 0.6053 0.6836 0.3438 0.7537 0.6971 0.6649
0.3491 7.3 2700 0.4797 0.6623 0.7766 0.8605 0.9196 0.7842 0.8150 0.3615 0.8825 0.8893 0.7840 0.8496 0.6198 0.6843 0.3212 0.7668 0.6709 0.7238
0.3251 7.35 2720 0.5016 0.6447 0.7619 0.8503 0.9166 0.7314 0.8473 0.3875 0.8873 0.8581 0.7048 0.8399 0.5973 0.6879 0.3038 0.7598 0.6731 0.6514
0.2954 7.41 2740 0.4827 0.6542 0.7699 0.8558 0.9325 0.7329 0.8164 0.4061 0.8711 0.8951 0.7356 0.8512 0.5979 0.7164 0.3021 0.7561 0.6740 0.6819
0.8119 7.46 2760 0.4875 0.6389 0.7475 0.8483 0.9147 0.7206 0.8252 0.3623 0.9144 0.8061 0.6892 0.8436 0.5970 0.7009 0.2852 0.7529 0.6595 0.6334
0.4892 7.51 2780 0.4884 0.6658 0.7807 0.8602 0.9198 0.7653 0.8348 0.4184 0.8825 0.8762 0.7681 0.8476 0.6314 0.6994 0.3441 0.7736 0.6672 0.6970
0.2375 7.57 2800 0.5425 0.6312 0.7496 0.8437 0.9158 0.7275 0.8471 0.3690 0.8988 0.8531 0.6356 0.8490 0.5966 0.6789 0.3052 0.7509 0.6508 0.5870
0.3523 7.62 2820 0.5090 0.6444 0.7629 0.8493 0.9150 0.7391 0.8120 0.4380 0.9014 0.8461 0.6890 0.8484 0.5877 0.6958 0.3256 0.7557 0.6702 0.6275
0.4111 7.68 2840 0.5295 0.6487 0.7482 0.8527 0.9321 0.6795 0.8419 0.4202 0.9165 0.7582 0.6893 0.8524 0.5854 0.6974 0.3443 0.7492 0.6599 0.6526
1.3345 7.73 2860 0.5312 0.6381 0.7590 0.8457 0.9285 0.7271 0.8544 0.3958 0.8676 0.8797 0.6600 0.8476 0.5921 0.7023 0.3164 0.7434 0.6464 0.6184
0.3067 7.78 2880 0.5353 0.6287 0.7515 0.8419 0.9314 0.7393 0.8338 0.3950 0.8840 0.8860 0.5910 0.8452 0.5748 0.6974 0.3258 0.7478 0.6386 0.5715
0.3504 7.84 2900 0.5089 0.6413 0.7710 0.8427 0.9042 0.7322 0.8563 0.4845 0.8789 0.8926 0.6481 0.8454 0.6037 0.7177 0.3626 0.7464 0.6088 0.6046
0.1571 7.89 2920 0.4610 0.6648 0.7848 0.8592 0.9191 0.7468 0.8439 0.4573 0.8690 0.8682 0.7891 0.8456 0.6052 0.7135 0.3473 0.7687 0.6665 0.7069
1.2816 7.95 2940 0.5114 0.6469 0.7530 0.8489 0.9106 0.7227 0.8345 0.4185 0.9284 0.7978 0.6587 0.8421 0.5930 0.7067 0.3437 0.7454 0.6614 0.6359
0.2313 8.0 2960 0.4590 0.6649 0.7950 0.8581 0.9293 0.7846 0.8195 0.5312 0.8649 0.9124 0.7234 0.8572 0.6063 0.7271 0.3717 0.7663 0.6473 0.6788
0.2783 8.05 2980 0.4880 0.6562 0.7737 0.8552 0.9206 0.7340 0.8481 0.4596 0.8959 0.8693 0.6886 0.8520 0.5964 0.7237 0.3605 0.7651 0.6440 0.6515
0.4596 8.11 3000 0.4796 0.6594 0.7734 0.8594 0.9270 0.7266 0.8638 0.4060 0.8821 0.8712 0.7373 0.8547 0.6029 0.7045 0.3383 0.7691 0.6565 0.6900
0.484 8.16 3020 0.4801 0.6525 0.7662 0.8567 0.9257 0.7447 0.8453 0.3708 0.8911 0.8711 0.7146 0.8497 0.6033 0.7013 0.3143 0.7701 0.6602 0.6683
0.7794 8.22 3040 0.5150 0.6351 0.7574 0.8486 0.9244 0.7055 0.8720 0.3914 0.8906 0.8891 0.6284 0.8510 0.5778 0.6924 0.3180 0.7697 0.6266 0.6100
0.2596 8.27 3060 0.4605 0.6728 0.8023 0.8643 0.9296 0.7382 0.8009 0.6057 0.8676 0.8704 0.8037 0.8590 0.5863 0.7212 0.3657 0.7786 0.6606 0.7384
0.3451 8.32 3080 0.4801 0.6533 0.7726 0.8542 0.9342 0.7089 0.7939 0.5207 0.8905 0.8810 0.6794 0.8569 0.5994 0.7048 0.3568 0.7668 0.6417 0.6465
0.178 8.38 3100 0.4871 0.6587 0.7753 0.8571 0.9203 0.7452 0.8595 0.4154 0.8878 0.8921 0.7068 0.8551 0.5997 0.7056 0.3496 0.7588 0.6677 0.6746
0.243 8.43 3120 0.4930 0.6537 0.7798 0.8525 0.9151 0.7488 0.8526 0.4782 0.8822 0.8962 0.6852 0.8542 0.5954 0.7098 0.3756 0.7604 0.6362 0.6441
1.029 8.49 3140 0.5020 0.6621 0.7809 0.8629 0.9217 0.7246 0.8719 0.4224 0.8814 0.8691 0.7751 0.8575 0.5908 0.7086 0.3256 0.7820 0.6544 0.7156
0.3411 8.54 3160 0.4718 0.6769 0.7942 0.8701 0.9232 0.7410 0.8480 0.4596 0.8799 0.8743 0.8331 0.8581 0.5859 0.7140 0.3461 0.7871 0.6862 0.7609
0.8273 8.59 3180 0.4833 0.6617 0.7717 0.8597 0.9258 0.7331 0.8359 0.4446 0.9110 0.8565 0.6951 0.8554 0.5947 0.7329 0.3361 0.7660 0.6866 0.6599
0.236 8.65 3200 0.5126 0.6623 0.7861 0.8574 0.9327 0.7244 0.8617 0.4976 0.8512 0.8806 0.7546 0.8382 0.5781 0.7337 0.3562 0.7735 0.6844 0.6723
0.5863 8.7 3220 0.4874 0.6583 0.7689 0.8561 0.9247 0.6951 0.8452 0.4707 0.8929 0.8181 0.7352 0.8566 0.5788 0.7320 0.3533 0.7514 0.6751 0.6611
0.1407 8.76 3240 0.4821 0.6631 0.7758 0.8596 0.9317 0.7305 0.8524 0.4620 0.8953 0.8645 0.6943 0.8595 0.6026 0.7289 0.3493 0.7630 0.6822 0.6560
0.37 8.81 3260 0.4610 0.6623 0.7918 0.8576 0.9185 0.7703 0.8591 0.5065 0.8738 0.8910 0.7236 0.8539 0.5877 0.7190 0.3750 0.7674 0.6530 0.6799
0.2278 8.86 3280 0.4558 0.6728 0.7912 0.8657 0.9346 0.7719 0.8781 0.4576 0.8707 0.8522 0.7732 0.8570 0.5979 0.7154 0.3675 0.7793 0.6837 0.7088
0.2162 8.92 3300 0.4729 0.6761 0.7877 0.8690 0.9323 0.7218 0.8599 0.4369 0.8707 0.8607 0.8314 0.8607 0.5898 0.7250 0.3628 0.7802 0.6788 0.7358
0.3056 8.97 3320 0.4642 0.6783 0.7853 0.8703 0.9315 0.7099 0.8458 0.4322 0.8781 0.8557 0.8435 0.8623 0.5979 0.7211 0.3677 0.7827 0.6799 0.7365
0.2559 9.03 3340 0.4656 0.6762 0.7912 0.8682 0.9214 0.7495 0.8704 0.4438 0.8864 0.8712 0.7955 0.8563 0.6054 0.7191 0.3629 0.7876 0.6742 0.7281
0.1877 9.08 3360 0.5040 0.6560 0.7786 0.8564 0.9296 0.7405 0.8308 0.4822 0.8828 0.8864 0.6975 0.8561 0.6038 0.7168 0.3599 0.7781 0.6268 0.6508
0.3642 9.14 3380 0.5220 0.6641 0.7750 0.8623 0.9358 0.7360 0.8271 0.4464 0.8909 0.8340 0.7550 0.8398 0.5961 0.7071 0.3322 0.7897 0.6824 0.7011
0.3262 9.19 3400 0.4821 0.6671 0.7852 0.8648 0.9371 0.7365 0.8144 0.4944 0.8846 0.8641 0.7654 0.8583 0.6014 0.7045 0.3507 0.7926 0.6536 0.7089
0.6146 9.24 3420 0.4709 0.6722 0.7968 0.8649 0.9332 0.7110 0.8408 0.5184 0.8445 0.8999 0.8298 0.8581 0.6040 0.6981 0.3546 0.7786 0.6622 0.7497
0.3797 9.3 3440 0.4913 0.6626 0.7726 0.8619 0.9379 0.6889 0.8627 0.4387 0.8827 0.8607 0.7365 0.8575 0.5929 0.6943 0.3417 0.7714 0.6731 0.7071
0.1604 9.35 3460 0.4847 0.6468 0.7515 0.8555 0.9323 0.6980 0.8215 0.3373 0.8956 0.8472 0.7284 0.8557 0.5806 0.7177 0.2842 0.7554 0.6745 0.6597
0.2544 9.41 3480 0.4657 0.6703 0.7804 0.8659 0.9461 0.7093 0.8057 0.4421 0.8614 0.8804 0.8176 0.8528 0.6011 0.7015 0.3266 0.7768 0.6791 0.7540
0.3071 9.46 3500 0.4704 0.6715 0.7864 0.8644 0.9164 0.7579 0.8338 0.4608 0.8998 0.8626 0.7732 0.8597 0.6017 0.7251 0.3381 0.7671 0.6872 0.7213
0.2165 9.51 3520 0.5137 0.6596 0.7623 0.8591 0.9293 0.7242 0.8397 0.3607 0.9003 0.8622 0.7197 0.8554 0.5980 0.7252 0.3079 0.7498 0.6979 0.6829
0.6251 9.57 3540 0.4720 0.6663 0.7775 0.8639 0.9307 0.7446 0.8561 0.4056 0.8906 0.8707 0.7441 0.8662 0.6035 0.7218 0.3113 0.7612 0.6928 0.7072
0.2985 9.62 3560 0.4701 0.6697 0.7857 0.8649 0.9248 0.7738 0.8546 0.4398 0.8962 0.8646 0.7463 0.8656 0.6034 0.7188 0.3235 0.7665 0.6982 0.7120
0.7024 9.68 3580 0.5024 0.6603 0.7762 0.8581 0.9191 0.7492 0.8497 0.4537 0.8999 0.8380 0.7236 0.8564 0.6006 0.7120 0.3222 0.7594 0.6912 0.6802
0.3726 9.73 3600 0.4899 0.6757 0.7952 0.8677 0.9149 0.7442 0.8736 0.4567 0.8779 0.8792 0.8200 0.8607 0.6072 0.7149 0.3316 0.7747 0.6743 0.7670
0.2052 9.78 3620 0.4647 0.6806 0.7999 0.8690 0.9184 0.7340 0.8675 0.5045 0.8741 0.8654 0.8355 0.8622 0.6071 0.7233 0.3590 0.7757 0.6720 0.7648
0.2286 9.84 3640 0.4740 0.6673 0.7868 0.8619 0.9139 0.7225 0.8565 0.5175 0.8994 0.8409 0.7567 0.8573 0.6091 0.7216 0.3492 0.7780 0.6534 0.7025
0.3024 9.89 3660 0.4736 0.6755 0.7984 0.8664 0.9152 0.7496 0.8430 0.5112 0.8767 0.8611 0.8322 0.8541 0.6059 0.7260 0.3414 0.7825 0.6738 0.7447
0.3105 9.95 3680 0.4792 0.6741 0.7931 0.8653 0.9184 0.7362 0.8284 0.5416 0.8915 0.8228 0.8126 0.8528 0.6042 0.7285 0.3435 0.7808 0.6681 0.7407
0.2934 10.0 3700 0.5106 0.6724 0.7975 0.8626 0.9316 0.7395 0.8395 0.5418 0.8552 0.8875 0.7875 0.8534 0.6099 0.7257 0.3640 0.7731 0.6500 0.7308
0.17 10.05 3720 0.5045 0.6638 0.7726 0.8624 0.9309 0.6885 0.8639 0.4334 0.8935 0.8691 0.7291 0.8580 0.5959 0.7067 0.3379 0.7705 0.6719 0.7059
0.2049 10.11 3740 0.4872 0.6727 0.7838 0.8671 0.9338 0.7025 0.8787 0.4221 0.8697 0.8904 0.7893 0.8591 0.6043 0.7121 0.3402 0.7763 0.6775 0.7397
0.2194 10.16 3760 0.4610 0.6873 0.8003 0.8724 0.9370 0.7638 0.8305 0.4971 0.8751 0.8812 0.8177 0.8588 0.6197 0.7279 0.3760 0.7854 0.6812 0.7622
0.7358 10.22 3780 0.4820 0.6644 0.7788 0.8609 0.9221 0.7534 0.8515 0.4582 0.9093 0.8576 0.6993 0.8607 0.6057 0.7157 0.3805 0.7758 0.6392 0.6728
0.2417 10.27 3800 0.4697 0.6745 0.7942 0.8646 0.9354 0.7859 0.8473 0.4847 0.8703 0.8791 0.7571 0.8608 0.6269 0.7212 0.3840 0.7779 0.6462 0.7043
0.2213 10.32 3820 0.4694 0.6856 0.8034 0.8722 0.9329 0.7281 0.8479 0.5462 0.8725 0.8668 0.8296 0.8598 0.6053 0.7289 0.3593 0.7880 0.6926 0.7653
0.2086 10.38 3840 0.4841 0.6821 0.8020 0.8697 0.9260 0.7283 0.8565 0.5346 0.8671 0.8571 0.8447 0.8593 0.6035 0.7259 0.3443 0.7779 0.6986 0.7651
0.2276 10.43 3860 0.4768 0.6778 0.7909 0.8685 0.9253 0.7345 0.8606 0.4627 0.8806 0.8534 0.8191 0.8582 0.6018 0.7140 0.3451 0.7754 0.6993 0.7512
0.9307 10.49 3880 0.4355 0.6858 0.8050 0.8737 0.9314 0.8159 0.8513 0.4519 0.8732 0.8815 0.8299 0.8701 0.6332 0.7154 0.3481 0.7861 0.6798 0.7679
0.1625 10.54 3900 0.4257 0.6836 0.8019 0.8724 0.9209 0.7324 0.8575 0.5085 0.8802 0.8673 0.8468 0.8637 0.6024 0.7254 0.3344 0.7843 0.6963 0.7790
0.1964 10.59 3920 0.4494 0.6834 0.7943 0.8718 0.9317 0.7255 0.8322 0.5191 0.8960 0.8549 0.8007 0.8636 0.6005 0.7243 0.3587 0.7830 0.6965 0.7569
0.2189 10.65 3940 0.4543 0.6863 0.8034 0.8722 0.9352 0.7300 0.8170 0.5578 0.8756 0.8838 0.8242 0.8629 0.6074 0.7227 0.3691 0.7853 0.6912 0.7653
0.1141 10.7 3960 0.4769 0.6809 0.8033 0.8666 0.9234 0.7449 0.8364 0.5728 0.8808 0.8903 0.7746 0.8605 0.6121 0.7226 0.3733 0.7706 0.6860 0.7414
0.1867 10.76 3980 0.4879 0.6746 0.7927 0.8652 0.9234 0.7417 0.8636 0.5258 0.8975 0.8616 0.7349 0.8607 0.6069 0.7269 0.3748 0.7770 0.6687 0.7071
0.156 10.81 4000 0.4501 0.6887 0.8135 0.8720 0.9286 0.7505 0.8476 0.5828 0.8662 0.8978 0.8206 0.8634 0.6066 0.7315 0.3842 0.7828 0.6832 0.7689
0.2032 10.86 4020 0.4532 0.6825 0.7954 0.8695 0.9331 0.7527 0.8311 0.5158 0.8869 0.8539 0.7942 0.8568 0.6037 0.7282 0.3794 0.7812 0.6931 0.7352
0.4218 10.92 4040 0.4506 0.6807 0.8026 0.8674 0.9271 0.7361 0.8379 0.5497 0.8665 0.8901 0.8106 0.8601 0.6099 0.7350 0.3613 0.7727 0.6764 0.7494
0.9776 10.97 4060 0.4304 0.6862 0.8022 0.8720 0.9257 0.7324 0.8475 0.5307 0.8827 0.8755 0.8212 0.8695 0.6107 0.7208 0.3718 0.7764 0.6820 0.7719
0.3795 11.03 4080 0.4585 0.6802 0.7907 0.8698 0.9280 0.7497 0.8484 0.4749 0.8958 0.8439 0.7942 0.8633 0.6101 0.7108 0.3685 0.7795 0.6884 0.7412
0.2103 11.08 4100 0.4643 0.6755 0.7950 0.8659 0.9326 0.7790 0.8364 0.4977 0.8790 0.8776 0.7630 0.8611 0.6004 0.7123 0.3909 0.7768 0.6742 0.7127
0.1525 11.14 4120 0.4791 0.6700 0.7758 0.8655 0.9361 0.7245 0.8489 0.4356 0.9039 0.8582 0.7233 0.8643 0.6066 0.7160 0.3642 0.7754 0.6648 0.6983
0.2646 11.19 4140 0.4628 0.6752 0.7874 0.8666 0.9362 0.7699 0.8380 0.4273 0.8745 0.8858 0.7801 0.8661 0.6313 0.7159 0.3599 0.7712 0.6584 0.7237
0.1286 11.24 4160 0.4678 0.6788 0.7937 0.8690 0.9413 0.7485 0.8311 0.5061 0.8758 0.8609 0.7923 0.8631 0.6143 0.7101 0.3646 0.7824 0.6837 0.7338
0.2149 11.3 4180 0.4582 0.6848 0.7930 0.8723 0.9235 0.7508 0.8278 0.4643 0.9009 0.8672 0.8165 0.8619 0.6145 0.7176 0.3741 0.7861 0.6884 0.7513
0.391 11.35 4200 0.4874 0.6623 0.7832 0.8552 0.8999 0.7433 0.8320 0.4728 0.8866 0.8795 0.7681 0.8343 0.6119 0.7044 0.3773 0.7771 0.6663 0.6645
0.2664 11.41 4220 0.4799 0.6737 0.7918 0.8657 0.9361 0.7459 0.8739 0.4683 0.8651 0.8870 0.7667 0.8652 0.6100 0.7108 0.3730 0.7737 0.6701 0.7130
0.23 11.46 4240 0.5239 0.6427 0.7596 0.8533 0.9379 0.7307 0.8518 0.4006 0.8979 0.8631 0.6349 0.8571 0.5795 0.7136 0.3386 0.7769 0.6293 0.6038
0.4212 11.51 4260 0.5042 0.6584 0.7805 0.8595 0.9318 0.7593 0.8501 0.4429 0.8774 0.8742 0.7275 0.8585 0.5873 0.7148 0.3501 0.7763 0.6440 0.6781
0.1569 11.57 4280 0.4734 0.6687 0.7898 0.8641 0.9320 0.7364 0.8574 0.4970 0.8798 0.8902 0.7359 0.8654 0.6042 0.7270 0.3650 0.7818 0.6402 0.6971
0.415 11.62 4300 0.4841 0.6853 0.8035 0.8727 0.9391 0.7068 0.8404 0.5198 0.8473 0.9012 0.8695 0.8704 0.6043 0.7227 0.3627 0.7764 0.6755 0.7854
0.1442 11.68 4320 0.4612 0.6804 0.7886 0.8708 0.9325 0.7049 0.8381 0.5004 0.8908 0.8259 0.8274 0.8673 0.6018 0.7188 0.3546 0.7787 0.6943 0.7473
0.6131 11.73 4340 0.4764 0.6762 0.7874 0.8678 0.9237 0.7302 0.8712 0.4777 0.8976 0.8227 0.7886 0.8602 0.6077 0.7075 0.3633 0.7802 0.6721 0.7423
0.2644 11.78 4360 0.4727 0.6810 0.7863 0.8704 0.9290 0.7138 0.8497 0.4646 0.9013 0.8668 0.7789 0.8599 0.6109 0.7174 0.3688 0.7830 0.6823 0.7446
0.1389 11.84 4380 0.4478 0.6936 0.8037 0.8768 0.9233 0.7726 0.8539 0.4963 0.9057 0.8561 0.8179 0.8684 0.6107 0.7246 0.3808 0.7868 0.7003 0.7834
0.3118 11.89 4400 0.4622 0.6890 0.7946 0.8748 0.9368 0.7639 0.8483 0.4676 0.8987 0.8491 0.7978 0.8630 0.6080 0.7214 0.3747 0.7854 0.7028 0.7678
0.211 11.95 4420 0.4530 0.6892 0.7998 0.8754 0.9340 0.7400 0.8642 0.4720 0.8800 0.8840 0.8246 0.8656 0.6095 0.7220 0.3705 0.7883 0.6950 0.7731
0.159 12.0 4440 0.4421 0.6961 0.8126 0.8792 0.9365 0.7613 0.8617 0.5111 0.8686 0.8909 0.8584 0.8719 0.6089 0.7293 0.3775 0.7927 0.6937 0.7990
0.2645 12.05 4460 0.4589 0.6868 0.7959 0.8729 0.9241 0.7235 0.8493 0.5106 0.9019 0.8541 0.8078 0.8631 0.6067 0.7293 0.3668 0.7830 0.6986 0.7603
0.308 12.11 4480 0.4609 0.6805 0.7919 0.8707 0.9318 0.7451 0.8502 0.4928 0.8941 0.8293 0.8004 0.8643 0.6031 0.7177 0.3576 0.7807 0.6866 0.7532
0.3428 12.16 4500 0.5009 0.6721 0.7860 0.8648 0.9384 0.7179 0.8500 0.4778 0.8671 0.8675 0.7830 0.8563 0.5979 0.7078 0.3514 0.7686 0.6875 0.7352
0.2222 12.22 4520 0.5077 0.6706 0.7888 0.8635 0.9086 0.7543 0.8630 0.4657 0.8999 0.8636 0.7662 0.8554 0.6036 0.7138 0.3434 0.7709 0.6835 0.7237
0.7624 12.27 4540 0.5146 0.6636 0.7830 0.8614 0.9170 0.7356 0.8559 0.4537 0.8939 0.8927 0.7323 0.8587 0.6061 0.7155 0.3474 0.7789 0.6479 0.6911
0.234 12.32 4560 0.4953 0.6733 0.7934 0.8644 0.9169 0.7379 0.8521 0.4947 0.8836 0.8961 0.7725 0.8562 0.6102 0.6993 0.3768 0.7790 0.6650 0.7268
0.0902 12.38 4580 0.4858 0.6805 0.7968 0.8684 0.9131 0.7343 0.8520 0.5021 0.8905 0.8703 0.8155 0.8564 0.6145 0.7085 0.3694 0.7826 0.6868 0.7454
0.1475 12.43 4600 0.4919 0.6775 0.7996 0.8667 0.9091 0.7499 0.8677 0.4746 0.8735 0.8937 0.8283 0.8557 0.6094 0.7024 0.3657 0.7786 0.6830 0.7476
0.1838 12.49 4620 0.4916 0.6786 0.7900 0.8685 0.9439 0.7235 0.8574 0.4797 0.8712 0.8881 0.7663 0.8584 0.6118 0.7189 0.3626 0.7792 0.6884 0.7310
0.3815 12.54 4640 0.4743 0.6829 0.7966 0.8713 0.9358 0.7237 0.8443 0.5101 0.8781 0.8796 0.8048 0.8658 0.6014 0.7324 0.3550 0.7785 0.6962 0.7510
0.2289 12.59 4660 0.4548 0.6839 0.7963 0.8710 0.9294 0.7121 0.8461 0.5114 0.8819 0.8822 0.8111 0.8615 0.6040 0.7366 0.3538 0.7786 0.7040 0.7491
0.4497 12.65 4680 0.4628 0.6839 0.7952 0.8713 0.9355 0.7250 0.8585 0.4895 0.8817 0.8994 0.7772 0.8641 0.6105 0.7214 0.3653 0.7779 0.6992 0.7492
0.2843 12.7 4700 0.4697 0.6840 0.7956 0.8714 0.9301 0.7067 0.8492 0.4976 0.8780 0.8881 0.8194 0.8623 0.6027 0.7360 0.3639 0.7799 0.6941 0.7489
0.302 12.76 4720 0.4994 0.6653 0.7847 0.8596 0.9190 0.7397 0.8459 0.4966 0.8971 0.8918 0.7027 0.8543 0.5977 0.7300 0.3753 0.7724 0.6663 0.6612
0.1513 12.81 4740 0.4992 0.6660 0.7891 0.8609 0.9310 0.7379 0.8545 0.5311 0.8829 0.8763 0.7100 0.8619 0.5988 0.7179 0.3768 0.7744 0.6645 0.6680
0.1849 12.86 4760 0.5231 0.6651 0.7820 0.8621 0.9328 0.7234 0.8556 0.4869 0.8908 0.8755 0.7091 0.8612 0.5983 0.7192 0.3612 0.7778 0.6646 0.6731
0.2365 12.92 4780 0.5766 0.6581 0.7829 0.8570 0.9295 0.7514 0.8421 0.5104 0.8890 0.8868 0.6708 0.8596 0.5882 0.7237 0.3777 0.7719 0.6459 0.6399
0.1911 12.97 4800 0.4854 0.6782 0.7898 0.8674 0.9268 0.7250 0.8526 0.4841 0.8880 0.8721 0.7800 0.8648 0.6095 0.7272 0.3711 0.7719 0.6907 0.7126
0.1832 13.03 4820 0.4758 0.6784 0.7913 0.8684 0.9369 0.7309 0.8778 0.4727 0.8751 0.8764 0.7695 0.8631 0.6097 0.7211 0.3716 0.7776 0.6827 0.7226
0.2468 13.08 4840 0.5350 0.6605 0.7856 0.8591 0.9218 0.7489 0.8800 0.4486 0.8742 0.9100 0.7154 0.8592 0.5945 0.7023 0.3667 0.7735 0.6474 0.6801
0.2561 13.14 4860 0.5189 0.6562 0.7792 0.8577 0.9241 0.7412 0.8859 0.4384 0.8796 0.8794 0.7055 0.8557 0.5842 0.6963 0.3579 0.7734 0.6548 0.6709
0.1709 13.19 4880 0.5022 0.6622 0.7780 0.8604 0.9293 0.7275 0.8568 0.4674 0.8960 0.8727 0.6965 0.8569 0.5883 0.7132 0.3747 0.7767 0.6616 0.6637
0.3981 13.24 4900 0.5008 0.6749 0.7942 0.8647 0.9228 0.7505 0.8626 0.4826 0.8754 0.8968 0.7684 0.8625 0.6148 0.7325 0.3783 0.7729 0.6677 0.6959
0.1245 13.3 4920 0.4749 0.6921 0.8090 0.8742 0.9355 0.7635 0.8638 0.5127 0.8614 0.8889 0.8370 0.8686 0.6282 0.7341 0.3908 0.7819 0.6706 0.7706
0.3112 13.35 4940 0.5104 0.6689 0.7953 0.8617 0.9164 0.7723 0.8737 0.5058 0.8841 0.8805 0.7345 0.8573 0.5902 0.7306 0.3881 0.7777 0.6673 0.6712
0.4289 13.41 4960 0.5219 0.6649 0.7876 0.8594 0.9094 0.7240 0.8878 0.4985 0.8909 0.8749 0.7277 0.8528 0.5980 0.7172 0.3781 0.7776 0.6656 0.6647
0.2058 13.46 4980 0.5227 0.6759 0.7930 0.8669 0.9435 0.7176 0.8552 0.5027 0.8605 0.9027 0.7687 0.8578 0.6024 0.7330 0.3706 0.7828 0.6722 0.7125
0.5839 13.51 5000 0.5075 0.6682 0.7884 0.8627 0.9513 0.7326 0.8487 0.5318 0.8632 0.8632 0.7278 0.8558 0.6033 0.7273 0.3575 0.7817 0.6749 0.6768
0.1233 13.57 5020 0.5305 0.6624 0.7835 0.8596 0.9296 0.7342 0.8590 0.5038 0.8875 0.8703 0.6999 0.8539 0.6089 0.7281 0.3595 0.7853 0.6540 0.6474
0.2409 13.62 5040 0.5526 0.6643 0.7865 0.8590 0.9143 0.7376 0.8545 0.5088 0.8909 0.8622 0.7369 0.8535 0.6143 0.7219 0.3644 0.7786 0.6514 0.6662
0.4213 13.68 5060 0.5389 0.6670 0.7850 0.8606 0.9288 0.7144 0.8416 0.5393 0.8892 0.8555 0.7265 0.8568 0.6081 0.7361 0.3728 0.7778 0.6542 0.6633
0.2416 13.73 5080 0.5370 0.6679 0.7892 0.8606 0.9207 0.7313 0.8550 0.5162 0.8822 0.8779 0.7415 0.8588 0.6102 0.7342 0.3676 0.7715 0.6579 0.6750
0.6472 13.78 5100 0.5285 0.6685 0.7919 0.8606 0.9298 0.7272 0.8624 0.5235 0.8621 0.8868 0.7515 0.8615 0.6080 0.7289 0.3784 0.7678 0.6530 0.6816
0.7657 13.84 5120 0.5148 0.6697 0.7884 0.8636 0.9334 0.7171 0.8642 0.4935 0.8686 0.8795 0.7629 0.8658 0.6050 0.7241 0.3698 0.7743 0.6591 0.6896
0.2385 13.89 5140 0.4964 0.6713 0.7887 0.8643 0.9251 0.7185 0.8649 0.5156 0.8924 0.8646 0.7397 0.8605 0.6091 0.7209 0.3661 0.7801 0.6690 0.6938
0.1648 13.95 5160 0.5069 0.6773 0.7953 0.8655 0.9185 0.7397 0.8457 0.5376 0.8966 0.8707 0.7582 0.8591 0.6131 0.7420 0.3609 0.7750 0.6888 0.7021
0.2672 14.0 5180 0.5107 0.6794 0.7943 0.8662 0.9331 0.7316 0.8427 0.5352 0.8796 0.8693 0.7685 0.8589 0.6089 0.7265 0.3813 0.7705 0.6964 0.7134
0.0874 14.05 5200 0.5256 0.6709 0.7988 0.8605 0.9250 0.7574 0.8671 0.5427 0.8636 0.9008 0.7353 0.8593 0.6160 0.7214 0.3903 0.7671 0.6500 0.6922
1.8131 14.11 5220 0.5220 0.6748 0.8032 0.8621 0.9015 0.7559 0.8876 0.5350 0.8759 0.8773 0.7892 0.8512 0.6119 0.7098 0.3841 0.7730 0.6839 0.7094
0.2457 14.16 5240 0.5254 0.6746 0.7956 0.8648 0.9265 0.7368 0.8868 0.5110 0.8754 0.8858 0.7465 0.8595 0.6088 0.7185 0.3877 0.7792 0.6681 0.7003
0.2768 14.22 5260 0.4932 0.6799 0.7958 0.8664 0.9272 0.7368 0.8656 0.5168 0.8791 0.8755 0.7698 0.8554 0.6150 0.7237 0.3848 0.7768 0.6957 0.7080
0.0822 14.27 5280 0.5282 0.6783 0.7965 0.8654 0.9291 0.7412 0.8635 0.4991 0.8651 0.9011 0.7766 0.8580 0.6140 0.7225 0.3893 0.7704 0.6701 0.7235
0.2053 14.32 5300 0.5090 0.6840 0.8027 0.8685 0.9244 0.7388 0.8672 0.5286 0.8694 0.8816 0.8091 0.8569 0.6139 0.7189 0.3871 0.7780 0.7011 0.7321
0.3327 14.38 5320 0.5246 0.6783 0.7848 0.8658 0.9278 0.7153 0.8424 0.4848 0.8936 0.8622 0.7675 0.8513 0.6095 0.7220 0.3875 0.7770 0.7067 0.6943
0.1328 14.43 5340 0.5043 0.6856 0.8064 0.8697 0.9265 0.7344 0.8480 0.5526 0.8656 0.8967 0.8212 0.8609 0.6168 0.7234 0.3855 0.7790 0.6835 0.7499
0.2624 14.49 5360 0.5109 0.6863 0.8074 0.8714 0.9346 0.7357 0.8667 0.5547 0.8627 0.8859 0.8115 0.8641 0.6146 0.7227 0.3810 0.7855 0.6935 0.7425
0.2006 14.54 5380 0.4980 0.6843 0.8061 0.8701 0.9343 0.7429 0.8562 0.5670 0.8722 0.8890 0.7808 0.8639 0.6174 0.7142 0.3805 0.7846 0.6899 0.7395
0.1824 14.59 5400 0.5096 0.6786 0.7923 0.8675 0.9338 0.7243 0.8290 0.5202 0.8885 0.8992 0.7508 0.8629 0.6143 0.7134 0.3900 0.7809 0.6735 0.7152
0.2048 14.65 5420 0.4913 0.6844 0.8054 0.8700 0.9245 0.7762 0.8460 0.5138 0.8725 0.8854 0.8195 0.8598 0.6171 0.7065 0.3925 0.7859 0.6857 0.7433
0.4006 14.7 5440 0.5003 0.6725 0.7905 0.8650 0.9261 0.7556 0.8507 0.4435 0.8715 0.9046 0.7814 0.8599 0.6152 0.7038 0.3600 0.7750 0.6755 0.7180
0.2531 14.76 5460 0.4879 0.6764 0.7882 0.8670 0.9288 0.7380 0.8424 0.4583 0.8833 0.8819 0.7846 0.8608 0.6130 0.7222 0.3602 0.7742 0.6867 0.7180
0.1882 14.81 5480 0.4832 0.6770 0.7953 0.8671 0.9255 0.7753 0.8370 0.4739 0.8833 0.8939 0.7778 0.8623 0.6132 0.7212 0.3605 0.7753 0.6790 0.7274
0.2064 14.86 5500 0.4735 0.6824 0.8012 0.8692 0.9312 0.7581 0.8566 0.5143 0.8731 0.8857 0.7898 0.8612 0.6140 0.7186 0.3652 0.7761 0.6899 0.7517
1.184 14.92 5520 0.4909 0.6796 0.7967 0.8679 0.9356 0.7664 0.8453 0.4997 0.8736 0.8738 0.7825 0.8606 0.6173 0.7067 0.3677 0.7751 0.6860 0.7439
0.2516 14.97 5540 0.5036 0.6669 0.7881 0.8611 0.9364 0.7464 0.8549 0.4775 0.8634 0.9092 0.7289 0.8627 0.6088 0.7127 0.3740 0.7672 0.6494 0.6938
0.3358 15.03 5560 0.4775 0.6868 0.7939 0.8723 0.9291 0.7258 0.8612 0.4767 0.8926 0.8796 0.7921 0.8661 0.6185 0.7262 0.3699 0.7763 0.7008 0.7496
0.2884 15.08 5580 0.4784 0.6830 0.7981 0.8694 0.9276 0.7285 0.8225 0.5186 0.8751 0.8891 0.8251 0.8636 0.6121 0.7219 0.3693 0.7725 0.6927 0.7489
0.1912 15.14 5600 0.4907 0.6810 0.7931 0.8691 0.9235 0.7514 0.8572 0.4865 0.8933 0.8373 0.8028 0.8613 0.6123 0.7265 0.3623 0.7769 0.6957 0.7319
0.2123 15.19 5620 0.5058 0.6768 0.7915 0.8675 0.9217 0.7386 0.8624 0.4891 0.8955 0.8602 0.7733 0.8646 0.6088 0.7306 0.3748 0.7818 0.6757 0.7013
0.1442 15.24 5640 0.4941 0.6725 0.7917 0.8667 0.9344 0.7281 0.8706 0.5157 0.8887 0.8789 0.7258 0.8640 0.5996 0.7236 0.3650 0.7883 0.6704 0.6964
0.3268 15.3 5660 0.4726 0.6900 0.8025 0.8746 0.9392 0.7109 0.8571 0.5436 0.8761 0.8729 0.8175 0.8676 0.6071 0.7361 0.3789 0.7863 0.6998 0.7541
0.1346 15.35 5680 0.5099 0.6762 0.7845 0.8682 0.9291 0.7056 0.8440 0.4873 0.9038 0.8617 0.7602 0.8671 0.5962 0.7343 0.3867 0.7839 0.6724 0.6924
0.1552 15.41 5700 0.5091 0.6770 0.7896 0.8675 0.9334 0.7179 0.8304 0.5079 0.8879 0.8831 0.7669 0.8674 0.6062 0.7304 0.3915 0.7816 0.6645 0.6972
0.2739 15.46 5720 0.4854 0.6818 0.7958 0.8702 0.9308 0.7345 0.8509 0.4874 0.8801 0.8946 0.7923 0.8685 0.6125 0.7309 0.3812 0.7808 0.6737 0.7253
0.2156 15.51 5740 0.4731 0.6835 0.7979 0.8710 0.9304 0.7510 0.8526 0.4908 0.8846 0.8890 0.7869 0.8675 0.6113 0.7342 0.3863 0.7842 0.6799 0.7209
0.2013 15.57 5760 0.4961 0.6882 0.8011 0.8739 0.9186 0.7628 0.8485 0.4896 0.8978 0.8555 0.8349 0.8615 0.6045 0.7156 0.3894 0.7920 0.6970 0.7572
0.1138 15.62 5780 0.5189 0.6675 0.7816 0.8632 0.9371 0.7159 0.8528 0.4915 0.8926 0.8796 0.7014 0.8604 0.5961 0.7214 0.3945 0.7862 0.6546 0.6596
0.1717 15.68 5800 0.4771 0.6812 0.7994 0.8688 0.9233 0.7309 0.8893 0.5013 0.8751 0.8847 0.7909 0.8645 0.6063 0.7145 0.3889 0.7784 0.6887 0.7271
0.145 15.73 5820 0.4821 0.6879 0.8018 0.8723 0.9235 0.7312 0.8697 0.4904 0.8754 0.8946 0.8276 0.8645 0.6110 0.7303 0.3846 0.7788 0.6943 0.7518
0.1478 15.78 5840 0.4487 0.6904 0.7995 0.8753 0.9353 0.7295 0.8364 0.4992 0.8838 0.8825 0.8296 0.8699 0.6110 0.7228 0.3867 0.7867 0.7015 0.7539
0.2065 15.84 5860 0.4444 0.6956 0.7982 0.8802 0.9518 0.7037 0.8404 0.4966 0.8807 0.8763 0.8380 0.8696 0.6083 0.7172 0.3907 0.8014 0.7014 0.7805
0.2238 15.89 5880 0.4495 0.6952 0.8011 0.8789 0.9417 0.7128 0.8180 0.5268 0.8907 0.8827 0.8351 0.8681 0.6068 0.7271 0.3977 0.8007 0.6982 0.7677
0.4265 15.95 5900 0.4619 0.6934 0.8080 0.8759 0.9331 0.7314 0.8722 0.5381 0.8790 0.8932 0.8093 0.8694 0.6150 0.7354 0.3971 0.7908 0.6958 0.7503
0.184 16.0 5920 0.4537 0.6885 0.7972 0.8727 0.9250 0.7163 0.8451 0.5246 0.9008 0.8730 0.7955 0.8670 0.6138 0.7320 0.3988 0.7847 0.6925 0.7305
0.117 16.05 5940 0.4749 0.6852 0.8001 0.8713 0.9247 0.7221 0.8719 0.5021 0.8786 0.8940 0.8075 0.8685 0.6100 0.7328 0.3909 0.7809 0.6802 0.7333
0.2419 16.11 5960 0.4945 0.6816 0.7971 0.8706 0.9351 0.7259 0.8734 0.4895 0.8738 0.9049 0.7771 0.8727 0.6139 0.7283 0.3879 0.7840 0.6624 0.7220
0.169 16.16 5980 0.4624 0.6953 0.8065 0.8768 0.9330 0.7431 0.8578 0.5194 0.8858 0.8966 0.8101 0.8724 0.6145 0.7379 0.3954 0.7833 0.6916 0.7721
0.8402 16.22 6000 0.4915 0.6863 0.7946 0.8717 0.9411 0.7182 0.8662 0.5007 0.8852 0.9008 0.7499 0.8645 0.6069 0.7359 0.3976 0.7805 0.6958 0.7230
0.1921 16.27 6020 0.4983 0.6774 0.7943 0.8655 0.9330 0.7389 0.8524 0.5452 0.8925 0.8915 0.7067 0.8620 0.5967 0.7429 0.4068 0.7745 0.6789 0.6800
0.1016 16.32 6040 0.5132 0.6827 0.7929 0.8676 0.9337 0.7171 0.8531 0.5350 0.8927 0.8880 0.7308 0.8602 0.6087 0.7406 0.3948 0.7705 0.7007 0.7033
0.1321 16.38 6060 0.5703 0.6799 0.7838 0.8673 0.9375 0.7166 0.8419 0.5102 0.9107 0.8677 0.7023 0.8563 0.6045 0.7403 0.3986 0.7776 0.6987 0.6835
0.2588 16.43 6080 0.5038 0.6789 0.7921 0.8679 0.9409 0.7241 0.8702 0.5235 0.8874 0.8805 0.7180 0.8599 0.6080 0.7334 0.3892 0.7838 0.6834 0.6946
0.1616 16.49 6100 0.5008 0.6786 0.7817 0.8693 0.9425 0.7019 0.8361 0.4896 0.9078 0.8767 0.7174 0.8608 0.6008 0.7287 0.3979 0.7891 0.6841 0.6890
0.1174 16.54 6120 0.5136 0.6788 0.7847 0.8676 0.9282 0.7261 0.8527 0.4666 0.9034 0.8697 0.7461 0.8618 0.6112 0.7263 0.3941 0.7783 0.6869 0.6928
0.8829 16.59 6140 0.5435 0.6658 0.7803 0.8609 0.9335 0.7219 0.8690 0.4571 0.8802 0.8912 0.7093 0.8585 0.5971 0.7269 0.3926 0.7756 0.6506 0.6590
0.1366 16.65 6160 0.5220 0.6651 0.7877 0.8611 0.9316 0.7367 0.8599 0.5083 0.8806 0.8891 0.7073 0.8642 0.5871 0.7303 0.3922 0.7774 0.6486 0.6558
0.1399 16.7 6180 0.5332 0.6649 0.7904 0.8606 0.9308 0.7560 0.8570 0.5150 0.8799 0.8936 0.7005 0.8631 0.5878 0.7308 0.3925 0.7783 0.6487 0.6527
0.266 16.76 6200 0.5124 0.6742 0.7956 0.8654 0.9316 0.7323 0.8586 0.5206 0.8727 0.9015 0.7522 0.8684 0.6032 0.7330 0.3861 0.7765 0.6560 0.6963
0.2649 16.81 6220 0.5171 0.6725 0.7852 0.8663 0.9347 0.7277 0.8480 0.4835 0.8970 0.8849 0.7209 0.8695 0.6000 0.7310 0.3904 0.7823 0.6594 0.6751
2.2747 16.86 6240 0.5286 0.6687 0.7812 0.8665 0.9317 0.7407 0.8781 0.4345 0.9044 0.8685 0.7106 0.8681 0.5999 0.7045 0.3671 0.7879 0.6804 0.6732
0.1122 16.92 6260 0.4876 0.6884 0.8043 0.8722 0.9329 0.7668 0.8413 0.5248 0.8815 0.8900 0.7927 0.8648 0.6196 0.7319 0.3912 0.7845 0.6951 0.7317
0.2894 16.97 6280 0.5100 0.6860 0.7993 0.8707 0.9320 0.7503 0.8545 0.5291 0.8886 0.8604 0.7802 0.8606 0.6155 0.7410 0.3827 0.7826 0.6966 0.7231
0.1169 17.03 6300 0.5046 0.6815 0.8032 0.8676 0.9283 0.7455 0.8495 0.5613 0.8758 0.8846 0.7773 0.8608 0.6071 0.7506 0.3785 0.7773 0.6805 0.7160
0.2227 17.08 6320 0.5002 0.6814 0.8028 0.8680 0.9301 0.7329 0.8725 0.5459 0.8674 0.8878 0.7832 0.8623 0.6103 0.7470 0.3782 0.7787 0.6770 0.7161
0.1101 17.14 6340 0.4999 0.6758 0.7907 0.8667 0.9315 0.7144 0.8719 0.5299 0.8909 0.8479 0.7486 0.8619 0.6019 0.7417 0.3779 0.7832 0.6762 0.6879
0.1437 17.19 6360 0.5290 0.6673 0.7899 0.8631 0.9377 0.7547 0.8732 0.5188 0.8884 0.8779 0.6791 0.8575 0.5889 0.7352 0.3865 0.7897 0.6619 0.6513
0.7185 17.24 6380 0.5790 0.6682 0.7805 0.8639 0.9411 0.7334 0.8508 0.4772 0.8999 0.8882 0.6731 0.8590 0.5941 0.7330 0.3891 0.7858 0.6616 0.6545
0.3752 17.3 6400 0.5241 0.6768 0.7824 0.8701 0.9385 0.7039 0.8697 0.4734 0.9097 0.8628 0.7186 0.8677 0.5918 0.7389 0.3852 0.7882 0.6722 0.6938
0.101 17.35 6420 0.5049 0.6820 0.7883 0.8719 0.9314 0.7332 0.8491 0.5022 0.9208 0.8349 0.7465 0.8685 0.5986 0.7431 0.3875 0.7886 0.6731 0.7144
0.4648 17.41 6440 0.5267 0.6766 0.8002 0.8671 0.9242 0.7590 0.8573 0.5398 0.8887 0.8778 0.7548 0.8669 0.5976 0.7437 0.3816 0.7840 0.6692 0.6931
0.5598 17.46 6460 0.5149 0.6740 0.7945 0.8666 0.9288 0.7208 0.8709 0.5463 0.8908 0.8628 0.7414 0.8689 0.5913 0.7395 0.3863 0.7849 0.6647 0.6823
0.0913 17.51 6480 0.5095 0.6764 0.7965 0.8685 0.9310 0.7228 0.8837 0.5317 0.8892 0.8834 0.7336 0.8715 0.5949 0.7359 0.3874 0.7868 0.6595 0.6988
0.1733 17.57 6500 0.5256 0.6716 0.7921 0.8653 0.9297 0.7368 0.8625 0.5225 0.8949 0.8936 0.7049 0.8687 0.6039 0.7238 0.3840 0.7833 0.6579 0.6798
0.7268 17.62 6520 0.4883 0.6747 0.7932 0.8688 0.9317 0.7246 0.8573 0.5250 0.8981 0.8793 0.7362 0.8733 0.5938 0.7345 0.3736 0.7891 0.6568 0.7019
0.2392 17.68 6540 0.4983 0.6666 0.7928 0.8632 0.9244 0.7257 0.8657 0.5250 0.8802 0.8837 0.7445 0.8673 0.5872 0.7311 0.3645 0.7822 0.6515 0.6821
0.1811 17.73 6560 0.5077 0.6626 0.7896 0.8596 0.9255 0.7218 0.8771 0.5201 0.8716 0.8853 0.7257 0.8601 0.5912 0.7290 0.3689 0.7789 0.6489 0.6610
0.2697 17.78 6580 0.5188 0.6660 0.7872 0.8638 0.9206 0.7355 0.8661 0.4757 0.8947 0.8859 0.7322 0.8631 0.5895 0.7234 0.3580 0.7850 0.6570 0.6856
0.2092 17.84 6600 0.5315 0.6624 0.7773 0.8644 0.9377 0.7148 0.8839 0.4149 0.8829 0.8823 0.7249 0.8670 0.5864 0.7235 0.3363 0.7820 0.6631 0.6784
0.398 17.89 6620 0.5081 0.6737 0.7919 0.8690 0.9337 0.7491 0.8786 0.4616 0.8882 0.8941 0.7377 0.8725 0.5942 0.7292 0.3660 0.7871 0.6626 0.7044
0.3194 17.95 6640 0.4716 0.6859 0.7981 0.8741 0.9285 0.7433 0.8710 0.4712 0.8930 0.8892 0.7903 0.8727 0.6026 0.7407 0.3823 0.7891 0.6850 0.7286
0.2433 18.0 6660 0.4902 0.6914 0.8036 0.8760 0.9318 0.7383 0.8735 0.4998 0.8872 0.8944 0.7999 0.8716 0.6073 0.7360 0.3931 0.7898 0.6931 0.7490
0.1648 18.05 6680 0.4797 0.6898 0.7959 0.8760 0.9243 0.7241 0.8808 0.4618 0.9013 0.8655 0.8135 0.8672 0.6111 0.7216 0.3737 0.7907 0.7048 0.7595
0.1684 18.11 6700 0.4691 0.6936 0.8063 0.8770 0.9272 0.7503 0.8499 0.5170 0.8959 0.8905 0.8132 0.8714 0.6087 0.7342 0.3881 0.7903 0.6978 0.7648
0.4593 18.16 6720 0.4752 0.6897 0.8013 0.8753 0.9295 0.7261 0.8724 0.5019 0.8917 0.8933 0.7941 0.8690 0.6072 0.7277 0.3847 0.7899 0.6932 0.7562
0.217 18.22 6740 0.4584 0.6936 0.8007 0.8775 0.9300 0.7042 0.8778 0.5180 0.8981 0.8637 0.8132 0.8705 0.6094 0.7351 0.3823 0.7914 0.7045 0.7623
0.5066 18.27 6760 0.4653 0.6879 0.7997 0.8745 0.9274 0.7379 0.8540 0.5139 0.9032 0.8761 0.7852 0.8711 0.6087 0.7330 0.3891 0.7921 0.6871 0.7341
0.2053 18.32 6780 0.4726 0.6925 0.8045 0.8777 0.9298 0.7446 0.8693 0.4990 0.8920 0.8742 0.8226 0.8739 0.6127 0.7349 0.3867 0.7974 0.6933 0.7486
0.4129 18.38 6800 0.4768 0.6978 0.8085 0.8801 0.9418 0.7218 0.8670 0.5094 0.8666 0.8905 0.8623 0.8759 0.6187 0.7339 0.3836 0.7929 0.6987 0.7807
0.2414 18.43 6820 0.4853 0.6974 0.8091 0.8796 0.9323 0.7369 0.8549 0.5041 0.8765 0.8935 0.8656 0.8722 0.6181 0.7342 0.3866 0.7964 0.7011 0.7734
0.2057 18.49 6840 0.4845 0.6937 0.8025 0.8768 0.9332 0.7181 0.8599 0.5064 0.8842 0.8906 0.8250 0.8675 0.6146 0.7339 0.3905 0.7920 0.7020 0.7558
0.5205 18.54 6860 0.4946 0.6853 0.7987 0.8727 0.9293 0.7190 0.8716 0.5031 0.8847 0.8857 0.7974 0.8711 0.6133 0.7321 0.3810 0.7872 0.6872 0.7255
0.1792 18.59 6880 0.4973 0.6730 0.7836 0.8672 0.9357 0.7035 0.8645 0.4709 0.8905 0.8777 0.7426 0.8644 0.6014 0.7341 0.3724 0.7867 0.6692 0.6831
0.2469 18.65 6900 0.5070 0.6733 0.7917 0.8661 0.9268 0.7284 0.8730 0.5105 0.8932 0.8800 0.7303 0.8654 0.5962 0.7379 0.3813 0.7847 0.6711 0.6761
0.121 18.7 6920 0.4979 0.6719 0.7963 0.8649 0.9239 0.7379 0.8748 0.5208 0.8795 0.8870 0.7499 0.8681 0.5890 0.7402 0.3822 0.7795 0.6672 0.6771
0.1563 18.76 6940 0.4967 0.6730 0.7933 0.8667 0.9250 0.7491 0.8569 0.5207 0.9009 0.8640 0.7368 0.8689 0.5884 0.7399 0.3817 0.7866 0.6668 0.6787
0.2343 18.81 6960 0.4936 0.6793 0.7915 0.8704 0.9295 0.7238 0.8565 0.4964 0.9008 0.8730 0.7604 0.8696 0.6038 0.7387 0.3774 0.7893 0.6745 0.7017
0.1376 18.86 6980 0.5142 0.6753 0.7924 0.8683 0.9289 0.7285 0.8713 0.5054 0.8976 0.8839 0.7309 0.8687 0.5949 0.7384 0.3835 0.7889 0.6630 0.6897
0.2083 18.92 7000 0.5195 0.6759 0.7958 0.8676 0.9339 0.7296 0.8727 0.5400 0.8889 0.8783 0.7272 0.8680 0.5947 0.7409 0.3936 0.7878 0.6568 0.6896
0.1786 18.97 7020 0.5023 0.6787 0.7978 0.8671 0.9339 0.7409 0.8547 0.5385 0.8800 0.8896 0.7467 0.8673 0.6178 0.7436 0.3939 0.7835 0.6596 0.6852
0.1673 19.03 7040 0.5260 0.6756 0.7945 0.8652 0.9332 0.7680 0.8618 0.5078 0.8845 0.8876 0.7188 0.8675 0.6249 0.7469 0.3920 0.7802 0.6528 0.6651
0.2254 19.08 7060 0.5240 0.6706 0.7900 0.8640 0.9306 0.7045 0.8670 0.5283 0.8810 0.8821 0.7363 0.8658 0.5950 0.7366 0.3927 0.7820 0.6504 0.6715
0.2038 19.14 7080 0.5257 0.6761 0.7948 0.8674 0.9280 0.7311 0.8631 0.5331 0.8954 0.8774 0.7351 0.8683 0.6026 0.7370 0.3963 0.7888 0.6533 0.6862
0.2925 19.19 7100 0.5166 0.6740 0.7887 0.8663 0.9289 0.7246 0.8511 0.5130 0.8975 0.8619 0.7439 0.8687 0.6084 0.7321 0.3892 0.7841 0.6540 0.6817
0.1445 19.24 7120 0.4984 0.6781 0.7947 0.8677 0.9389 0.7432 0.8513 0.5214 0.8795 0.8744 0.7545 0.8679 0.6184 0.7336 0.3872 0.7840 0.6616 0.6938
0.2232 19.3 7140 0.5119 0.6790 0.7977 0.8684 0.9381 0.7644 0.8663 0.5223 0.8830 0.8705 0.7396 0.8708 0.6217 0.7404 0.3890 0.7854 0.6553 0.6901
0.1221 19.35 7160 0.4848 0.6841 0.7982 0.8704 0.9323 0.7526 0.8690 0.4965 0.8847 0.8897 0.7628 0.8701 0.6311 0.7414 0.3924 0.7851 0.6636 0.7048
0.1109 19.41 7180 0.5155 0.6769 0.7898 0.8682 0.9302 0.7215 0.8500 0.5056 0.9010 0.8859 0.7346 0.8693 0.6091 0.7354 0.3899 0.7869 0.6535 0.6941
0.1974 19.46 7200 0.5345 0.6743 0.7930 0.8656 0.9272 0.7396 0.8417 0.5285 0.8926 0.8780 0.7436 0.8685 0.6057 0.7366 0.3898 0.7805 0.6552 0.6839
0.1654 19.51 7220 0.5000 0.6864 0.8025 0.8726 0.9369 0.7333 0.8370 0.5406 0.8763 0.8840 0.8095 0.8691 0.6061 0.7386 0.3891 0.7867 0.6779 0.7376
0.1334 19.57 7240 0.5047 0.6852 0.7975 0.8716 0.9325 0.7230 0.8542 0.5253 0.8885 0.8737 0.7851 0.8695 0.6096 0.7357 0.3955 0.7839 0.6805 0.7214
0.341 19.62 7260 0.5075 0.6820 0.7910 0.8709 0.9375 0.6995 0.8525 0.5021 0.8868 0.8828 0.7761 0.8704 0.6041 0.7345 0.3944 0.7840 0.6729 0.7136
0.1156 19.68 7280 0.5026 0.6868 0.7984 0.8727 0.9301 0.7176 0.8696 0.5196 0.8890 0.8691 0.7940 0.8723 0.6087 0.7372 0.3998 0.7841 0.6834 0.7222
0.3066 19.73 7300 0.5020 0.6932 0.8067 0.8752 0.9263 0.7316 0.8810 0.5265 0.8803 0.8676 0.8337 0.8716 0.6139 0.7351 0.3987 0.7831 0.7003 0.7497
0.1444 19.78 7320 0.5167 0.6839 0.8013 0.8704 0.9346 0.7326 0.8579 0.5480 0.8801 0.8823 0.7738 0.8711 0.6064 0.7351 0.3994 0.7808 0.6806 0.7141
1.95 19.84 7340 0.5440 0.6768 0.7930 0.8676 0.9344 0.7220 0.8757 0.5189 0.8860 0.8754 0.7389 0.8715 0.6039 0.7322 0.3970 0.7814 0.6645 0.6873
1.7888 19.89 7360 0.5679 0.6691 0.7877 0.8623 0.9381 0.7295 0.8693 0.5271 0.8838 0.8738 0.6925 0.8615 0.5999 0.7336 0.3975 0.7792 0.6646 0.6472
0.154 19.95 7380 0.5072 0.6861 0.8004 0.8719 0.9345 0.7361 0.8560 0.5171 0.8805 0.8948 0.7841 0.8724 0.6143 0.7300 0.3928 0.7804 0.6856 0.7269
0.3593 20.0 7400 0.5257 0.6800 0.8007 0.8677 0.9346 0.7409 0.8535 0.5490 0.8740 0.8923 0.7604 0.8705 0.6091 0.7297 0.3919 0.7742 0.6760 0.7086
0.1941 20.05 7420 0.5089 0.6874 0.8040 0.8726 0.9337 0.7357 0.8694 0.5349 0.8768 0.8820 0.7956 0.8717 0.6105 0.7294 0.3906 0.7813 0.6909 0.7371
0.1581 20.11 7440 0.5325 0.6737 0.7884 0.8647 0.9332 0.7304 0.8395 0.5166 0.8906 0.8767 0.7315 0.8641 0.6095 0.7185 0.3931 0.7767 0.6738 0.6802
0.2148 20.16 7460 0.5160 0.6796 0.7909 0.8679 0.9294 0.7184 0.8309 0.5173 0.8956 0.8835 0.7614 0.8691 0.6119 0.7220 0.3967 0.7767 0.6781 0.7026
0.1271 20.22 7480 0.5087 0.6798 0.7889 0.8693 0.9360 0.7072 0.8544 0.5089 0.8977 0.8785 0.7394 0.8677 0.6087 0.7257 0.3957 0.7841 0.6786 0.6979
0.1316 20.27 7500 0.5033 0.6880 0.7962 0.8725 0.9331 0.7151 0.8572 0.5077 0.8874 0.8805 0.7922 0.8651 0.6153 0.7255 0.3913 0.7825 0.7059 0.7299
0.4032 20.32 7520 0.5064 0.6880 0.7929 0.8731 0.9350 0.7051 0.8463 0.4888 0.8889 0.8885 0.7977 0.8632 0.6112 0.7282 0.3911 0.7848 0.7061 0.7318
0.207 20.38 7540 0.5199 0.6817 0.7902 0.8691 0.9254 0.7202 0.8681 0.4813 0.8979 0.8785 0.7598 0.8629 0.6149 0.7332 0.3876 0.7804 0.6941 0.6991
0.1099 20.43 7560 0.5195 0.6835 0.7912 0.8705 0.9321 0.7222 0.8641 0.4706 0.8883 0.8883 0.7731 0.8642 0.6120 0.7367 0.3850 0.7806 0.6999 0.7060
0.1801 20.49 7580 0.5230 0.6800 0.7905 0.8692 0.9367 0.7052 0.8734 0.4894 0.8820 0.8902 0.7568 0.8667 0.6076 0.7391 0.3878 0.7819 0.6827 0.6942
0.0809 20.54 7600 0.5215 0.6806 0.7954 0.8674 0.9233 0.7404 0.8733 0.5074 0.8911 0.8789 0.7535 0.8619 0.6113 0.7408 0.3907 0.7767 0.6894 0.6935
0.0992 20.59 7620 0.5121 0.6866 0.7953 0.8724 0.9391 0.7167 0.8623 0.5051 0.8841 0.8797 0.7797 0.8671 0.6087 0.7405 0.3871 0.7826 0.7048 0.7155
0.6249 20.65 7640 0.5238 0.6816 0.7949 0.8697 0.9376 0.7324 0.8611 0.5039 0.8811 0.8871 0.7609 0.8683 0.6124 0.7366 0.3913 0.7822 0.6824 0.6982
1.5679 20.7 7660 0.5109 0.6792 0.7927 0.8688 0.9389 0.7168 0.8616 0.5110 0.8824 0.8913 0.7467 0.8705 0.6104 0.7370 0.3943 0.7836 0.6706 0.6880
0.1715 20.76 7680 0.5076 0.6869 0.7986 0.8727 0.9374 0.7230 0.8495 0.5173 0.8820 0.8947 0.7863 0.8703 0.6118 0.7321 0.3967 0.7855 0.6919 0.7198
0.6711 20.81 7700 0.5382 0.6744 0.7886 0.8651 0.9281 0.7354 0.8442 0.4929 0.8924 0.8941 0.7333 0.8664 0.6076 0.7321 0.3965 0.7762 0.6660 0.6759
0.2482 20.86 7720 0.5224 0.6740 0.7894 0.8654 0.9317 0.7294 0.8639 0.4960 0.8866 0.8881 0.7303 0.8655 0.6106 0.7320 0.3921 0.7811 0.6632 0.6734
0.2083 20.92 7740 0.5170 0.6784 0.7959 0.8669 0.9288 0.7479 0.8550 0.5201 0.8869 0.8836 0.7491 0.8648 0.6140 0.7363 0.3923 0.7809 0.6723 0.6880
0.3701 20.97 7760 0.5037 0.6839 0.7902 0.8728 0.9381 0.7243 0.8621 0.4892 0.9016 0.8499 0.7661 0.8699 0.6120 0.7381 0.3855 0.7917 0.6860 0.7041
0.2443 21.03 7780 0.5069 0.6859 0.7902 0.8746 0.9473 0.7138 0.8655 0.4929 0.8942 0.8377 0.7800 0.8687 0.6069 0.7391 0.3792 0.7947 0.6943 0.7184
0.2176 21.08 7800 0.5088 0.6823 0.7950 0.8713 0.9406 0.7203 0.8628 0.5135 0.8852 0.8855 0.7568 0.8710 0.6161 0.7394 0.3833 0.7903 0.6790 0.6969
0.2942 21.14 7820 0.5356 0.6779 0.7908 0.8690 0.9404 0.7272 0.8603 0.5145 0.8942 0.8714 0.7276 0.8696 0.6142 0.7381 0.3848 0.7905 0.6731 0.6749
0.142 21.19 7840 0.4776 0.6901 0.7998 0.8744 0.9381 0.7156 0.8709 0.5212 0.8836 0.8771 0.7918 0.8671 0.6170 0.7377 0.3865 0.7894 0.7061 0.7271
0.2145 21.24 7860 0.4926 0.6790 0.7936 0.8690 0.9391 0.7207 0.8682 0.5182 0.8860 0.8904 0.7327 0.8709 0.6172 0.7381 0.3890 0.7885 0.6703 0.6789
0.0617 21.3 7880 0.5276 0.6789 0.7894 0.8691 0.9364 0.7242 0.8753 0.4917 0.8966 0.8764 0.7251 0.8702 0.6186 0.7359 0.3878 0.7861 0.6776 0.6759
0.2212 21.35 7900 0.5370 0.6763 0.7908 0.8673 0.9365 0.7370 0.8749 0.4863 0.8865 0.8933 0.7212 0.8702 0.6181 0.7348 0.3838 0.7822 0.6748 0.6700
0.312 21.41 7920 0.5227 0.6796 0.7919 0.8691 0.9405 0.7370 0.8502 0.5056 0.8885 0.8779 0.7435 0.8703 0.6153 0.7371 0.3811 0.7821 0.6862 0.6850
0.2125 21.46 7940 0.5185 0.6748 0.7795 0.8672 0.9387 0.6971 0.8642 0.4716 0.9002 0.8588 0.7259 0.8667 0.6117 0.7354 0.3788 0.7802 0.6743 0.6764
0.1527 21.51 7960 0.5007 0.6814 0.7908 0.8698 0.9380 0.7251 0.8498 0.4966 0.8898 0.8788 0.7575 0.8722 0.6200 0.7344 0.3876 0.7794 0.6762 0.6998
0.2243 21.57 7980 0.5211 0.6778 0.7900 0.8682 0.9412 0.7306 0.8567 0.4932 0.8847 0.8883 0.7354 0.8708 0.6193 0.7294 0.3886 0.7823 0.6717 0.6825
0.1433 21.62 8000 0.5342 0.6745 0.7874 0.8667 0.9416 0.7228 0.8484 0.5006 0.8879 0.8916 0.7191 0.8695 0.6156 0.7281 0.3869 0.7838 0.6677 0.6702
0.1678 21.68 8020 0.4974 0.6824 0.7918 0.8719 0.9476 0.7247 0.8512 0.5012 0.8892 0.8878 0.7411 0.8708 0.6138 0.7301 0.3864 0.7900 0.6810 0.7045
0.2466 21.73 8040 0.5197 0.6810 0.7877 0.8716 0.9422 0.7214 0.8512 0.4944 0.9074 0.8750 0.7220 0.8725 0.6105 0.7324 0.3874 0.7891 0.6808 0.6946
0.4098 21.78 8060 0.5223 0.6811 0.7909 0.8715 0.9437 0.7399 0.8536 0.5059 0.9040 0.8698 0.7195 0.8730 0.6084 0.7306 0.3888 0.7888 0.6824 0.6957
0.094 21.84 8080 0.5396 0.6818 0.7980 0.8712 0.9365 0.7391 0.8514 0.5281 0.8945 0.9010 0.7353 0.8777 0.6117 0.7312 0.3915 0.7862 0.6676 0.7069
0.2217 21.89 8100 0.5046 0.6842 0.7971 0.8728 0.9371 0.7306 0.8655 0.5055 0.8908 0.8913 0.7590 0.8770 0.6120 0.7310 0.3859 0.7862 0.6794 0.7176
0.294 21.95 8120 0.5143 0.6807 0.7934 0.8700 0.9327 0.7232 0.8667 0.5107 0.8963 0.8823 0.7418 0.8719 0.6126 0.7328 0.3855 0.7832 0.6741 0.7044
0.1934 22.0 8140 0.5112 0.6770 0.7917 0.8687 0.9369 0.7239 0.8610 0.4937 0.8836 0.8916 0.7510 0.8735 0.6097 0.7321 0.3832 0.7840 0.6657 0.6909
0.1342 22.05 8160 0.5057 0.6763 0.7952 0.8675 0.9345 0.7419 0.8468 0.5223 0.8844 0.8913 0.7454 0.8721 0.6117 0.7314 0.3840 0.7832 0.6631 0.6887
0.1506 22.11 8180 0.5229 0.6771 0.7903 0.8687 0.9375 0.7146 0.8613 0.5122 0.8926 0.8790 0.7349 0.8730 0.6080 0.7313 0.3842 0.7842 0.6692 0.6895
0.3276 22.16 8200 0.5271 0.6768 0.7940 0.8680 0.9344 0.7460 0.8659 0.5031 0.8880 0.8864 0.7341 0.8718 0.6101 0.7318 0.3833 0.7820 0.6681 0.6903
0.2339 22.22 8220 0.5234 0.6779 0.7931 0.8686 0.9317 0.7349 0.8636 0.5048 0.8935 0.8831 0.7398 0.8725 0.6110 0.7340 0.3818 0.7816 0.6730 0.6915
0.2097 22.27 8240 0.5019 0.6783 0.7936 0.8680 0.9236 0.7483 0.8591 0.5027 0.8999 0.8705 0.7510 0.8677 0.6109 0.7357 0.3831 0.7817 0.6783 0.6906
0.1459 22.32 8260 0.5357 0.6805 0.7948 0.8711 0.9403 0.7397 0.8561 0.5113 0.8944 0.8894 0.7325 0.8777 0.6121 0.7327 0.3846 0.7865 0.6702 0.7000
0.7437 22.38 8280 0.5471 0.6814 0.7941 0.8718 0.9367 0.7416 0.8692 0.4944 0.9013 0.8907 0.7248 0.8779 0.6129 0.7334 0.3860 0.7874 0.6713 0.7008
0.1763 22.43 8300 0.5147 0.6815 0.7935 0.8709 0.9348 0.7316 0.8594 0.5087 0.9002 0.8828 0.7369 0.8726 0.6142 0.7353 0.3853 0.7866 0.6766 0.6999
0.1461 22.49 8320 0.5001 0.6816 0.7929 0.8718 0.9381 0.7340 0.8738 0.4993 0.8986 0.8619 0.7444 0.8733 0.6119 0.7342 0.3798 0.7890 0.6794 0.7040
0.1624 22.54 8340 0.5144 0.6805 0.7950 0.8703 0.9305 0.7476 0.8503 0.5124 0.9036 0.8828 0.7379 0.8729 0.6147 0.7343 0.3833 0.7871 0.6743 0.6972
0.1166 22.59 8360 0.4920 0.6822 0.7980 0.8715 0.9370 0.7486 0.8534 0.5222 0.8937 0.8821 0.7487 0.8741 0.6120 0.7346 0.3826 0.7889 0.6788 0.7043
0.2406 22.65 8380 0.5113 0.6810 0.7951 0.8713 0.9419 0.7427 0.8513 0.5138 0.8940 0.8895 0.7328 0.8756 0.6114 0.7331 0.3815 0.7875 0.6739 0.7037
0.2164 22.7 8400 0.5197 0.6801 0.7932 0.8714 0.9479 0.7313 0.8516 0.5113 0.8880 0.8874 0.7349 0.8754 0.6080 0.7325 0.3817 0.7887 0.6717 0.7027
0.0711 22.76 8420 0.5145 0.6792 0.7937 0.8700 0.9376 0.7308 0.8514 0.5097 0.8923 0.8977 0.7365 0.8730 0.6087 0.7326 0.3827 0.7858 0.6700 0.7018
1.7284 22.81 8440 0.5197 0.6780 0.7927 0.8701 0.9451 0.7356 0.8626 0.5069 0.8860 0.8777 0.7351 0.8738 0.6066 0.7315 0.3805 0.7879 0.6726 0.6928
0.0839 22.86 8460 0.5006 0.6780 0.7944 0.8689 0.9356 0.7455 0.8606 0.5022 0.8865 0.8807 0.7495 0.8699 0.6097 0.7310 0.3795 0.7857 0.6784 0.6916
0.4294 22.92 8480 0.4983 0.6785 0.7904 0.8700 0.9367 0.7301 0.8637 0.4983 0.8979 0.8649 0.7412 0.8708 0.6093 0.7308 0.3800 0.7884 0.6763 0.6938
0.3384 22.97 8500 0.5029 0.6773 0.7943 0.8686 0.9358 0.7419 0.8512 0.5113 0.8883 0.8888 0.7425 0.8709 0.6106 0.7324 0.3817 0.7865 0.6680 0.6914
1.8569 23.03 8520 0.5310 0.6761 0.7908 0.8679 0.9350 0.7399 0.8547 0.5020 0.8947 0.8770 0.7324 0.8696 0.6102 0.7327 0.3823 0.7853 0.6695 0.6833
0.6043 23.08 8540 0.5251 0.6743 0.7893 0.8664 0.9281 0.7420 0.8484 0.4935 0.8980 0.8791 0.7363 0.8669 0.6085 0.7338 0.3828 0.7840 0.6679 0.6761
0.2202 23.14 8560 0.5358 0.6746 0.7881 0.8665 0.9273 0.7239 0.8534 0.5002 0.9014 0.8795 0.7308 0.8674 0.6093 0.7336 0.3859 0.7844 0.6669 0.6743
0.1846 23.19 8580 0.5119 0.6752 0.7932 0.8665 0.9309 0.7311 0.8660 0.5129 0.8839 0.8793 0.7479 0.8671 0.6080 0.7341 0.3809 0.7821 0.6722 0.6823
0.1721 23.24 8600 0.5122 0.6763 0.7928 0.8674 0.9292 0.7419 0.8553 0.5101 0.8954 0.8783 0.7395 0.8679 0.6091 0.7343 0.3823 0.7846 0.6710 0.6846
0.2801 23.3 8620 0.5276 0.6734 0.7828 0.8671 0.9348 0.7094 0.8500 0.4708 0.8972 0.8815 0.7357 0.8663 0.6035 0.7325 0.3789 0.7856 0.6680 0.6790
0.1638 23.35 8640 0.5123 0.6732 0.7905 0.8659 0.9308 0.7345 0.8750 0.4869 0.8823 0.8773 0.7469 0.8665 0.6065 0.7315 0.3782 0.7822 0.6698 0.6777
1.9128 23.41 8660 0.5345 0.6739 0.7923 0.8662 0.9331 0.7188 0.8765 0.5143 0.8812 0.8869 0.7355 0.8676 0.6062 0.7314 0.3830 0.7832 0.6650 0.6811
1.0489 23.46 8680 0.5446 0.6751 0.7933 0.8667 0.9340 0.7323 0.8690 0.5165 0.8845 0.8831 0.7335 0.8679 0.6081 0.7333 0.3835 0.7829 0.6659 0.6840
0.2933 23.51 8700 0.5513 0.6768 0.7860 0.8688 0.9337 0.7175 0.8653 0.4820 0.9029 0.8707 0.7301 0.8684 0.6077 0.7338 0.3842 0.7862 0.6687 0.6883
0.2841 23.57 8720 0.5662 0.6760 0.7908 0.8673 0.9281 0.7269 0.8629 0.5086 0.8984 0.8762 0.7344 0.8683 0.6097 0.7335 0.3868 0.7846 0.6679 0.6814
0.3192 23.62 8740 0.5151 0.6740 0.7950 0.8652 0.9322 0.7345 0.8646 0.5196 0.8732 0.8906 0.7504 0.8673 0.6108 0.7345 0.3823 0.7796 0.6628 0.6810
0.2945 23.68 8760 0.5218 0.6741 0.7933 0.8653 0.9237 0.7304 0.8675 0.5127 0.8870 0.8842 0.7473 0.8674 0.6110 0.7339 0.3810 0.7798 0.6681 0.6775
0.173 23.73 8780 0.5260 0.6744 0.7940 0.8654 0.9224 0.7374 0.8668 0.5129 0.8897 0.8845 0.7440 0.8677 0.6105 0.7350 0.3815 0.7795 0.6688 0.6777
0.1498 23.78 8800 0.5042 0.6765 0.7926 0.8667 0.9257 0.7174 0.8679 0.5159 0.8885 0.8748 0.7580 0.8681 0.6123 0.7354 0.3806 0.7800 0.6742 0.6849
0.0628 23.84 8820 0.5065 0.6765 0.7942 0.8672 0.9338 0.7344 0.8609 0.5171 0.8822 0.8789 0.7521 0.8706 0.6099 0.7347 0.3810 0.7800 0.6713 0.6879
0.12 23.89 8840 0.5175 0.6765 0.7917 0.8677 0.9342 0.7372 0.8551 0.5112 0.8924 0.8728 0.7390 0.8720 0.6096 0.7340 0.3847 0.7809 0.6696 0.6846
0.1828 23.95 8860 0.5272 0.6766 0.7877 0.8687 0.9318 0.7333 0.8644 0.4636 0.8971 0.8824 0.7412 0.8723 0.6122 0.7335 0.3785 0.7828 0.6711 0.6858
0.2761 24.0 8880 0.5269 0.6771 0.7879 0.8688 0.9301 0.7261 0.8656 0.4762 0.9007 0.8750 0.7413 0.8722 0.6117 0.7335 0.3798 0.7829 0.6717 0.6877
1.1097 24.05 8900 0.5176 0.6770 0.7889 0.8686 0.9362 0.7309 0.8588 0.4816 0.8917 0.8785 0.7443 0.8715 0.6105 0.7336 0.3806 0.7824 0.6723 0.6882
0.2759 24.11 8920 0.5111 0.6767 0.7891 0.8682 0.9339 0.7259 0.8572 0.4883 0.8929 0.8823 0.7432 0.8718 0.6111 0.7340 0.3823 0.7823 0.6685 0.6867
0.0643 24.16 8940 0.5087 0.6755 0.7897 0.8675 0.9370 0.7159 0.8666 0.4982 0.8844 0.8843 0.7412 0.8713 0.6100 0.7323 0.3821 0.7823 0.6660 0.6847
0.1467 24.22 8960 0.5046 0.6763 0.7950 0.8670 0.9327 0.7317 0.8564 0.5256 0.8815 0.8848 0.7527 0.8704 0.6121 0.7336 0.3829 0.7815 0.6657 0.6877
0.1865 24.27 8980 0.5241 0.6766 0.7899 0.8681 0.9364 0.7199 0.8659 0.5070 0.8911 0.8708 0.7380 0.8715 0.6113 0.7323 0.3834 0.7827 0.6686 0.6866
0.1842 24.32 9000 0.4979 0.6790 0.7927 0.8690 0.9341 0.7321 0.8550 0.5174 0.8934 0.8620 0.7551 0.8709 0.6113 0.7331 0.3830 0.7828 0.6750 0.6970
0.0528 24.38 9020 0.5193 0.6771 0.7908 0.8683 0.9345 0.7213 0.8616 0.5022 0.8902 0.8840 0.7419 0.8717 0.6124 0.7323 0.3834 0.7829 0.6675 0.6895
0.1893 24.43 9040 0.5173 0.6782 0.7907 0.8694 0.9399 0.7252 0.8570 0.4868 0.8838 0.8877 0.7543 0.8727 0.6125 0.7311 0.3811 0.7840 0.6709 0.6950
0.1759 24.49 9060 0.5155 0.6764 0.7921 0.8674 0.9334 0.7182 0.8567 0.5086 0.8845 0.8965 0.7469 0.8720 0.6139 0.7314 0.3844 0.7817 0.6627 0.6885
0.1896 24.54 9080 0.5121 0.6775 0.7925 0.8680 0.9311 0.7251 0.8606 0.5117 0.8911 0.8795 0.7487 0.8717 0.6131 0.7323 0.3834 0.7820 0.6701 0.6897
0.097 24.59 9100 0.5051 0.6765 0.7968 0.8670 0.9281 0.7450 0.8606 0.5272 0.8877 0.8834 0.7455 0.8715 0.6118 0.7327 0.3834 0.7810 0.6668 0.6881
0.1805 24.65 9120 0.5159 0.6772 0.7903 0.8691 0.9392 0.7236 0.8545 0.4952 0.8883 0.8882 0.7431 0.8739 0.6115 0.7316 0.3833 0.7853 0.6660 0.6889
0.3628 24.7 9140 0.5198 0.6775 0.7916 0.8694 0.9440 0.7249 0.8512 0.5123 0.8869 0.8867 0.7350 0.8752 0.6109 0.7319 0.3835 0.7862 0.6653 0.6897
0.3653 24.76 9160 0.5124 0.6776 0.7880 0.8690 0.9339 0.7247 0.8638 0.4948 0.9016 0.8566 0.7407 0.8719 0.6108 0.7320 0.3820 0.7838 0.6716 0.6908
0.1246 24.81 9180 0.5082 0.6775 0.7904 0.8687 0.9335 0.7318 0.8510 0.5031 0.8974 0.8716 0.7442 0.8721 0.6109 0.7316 0.3828 0.7831 0.6710 0.6913
0.2485 24.86 9200 0.5061 0.6776 0.7883 0.8692 0.9368 0.7151 0.8535 0.4924 0.8944 0.8808 0.7454 0.8729 0.6106 0.7320 0.3827 0.7847 0.6695 0.6910
0.1355 24.92 9220 0.5291 0.6771 0.7901 0.8697 0.9456 0.7281 0.8457 0.5011 0.8880 0.8874 0.7350 0.8753 0.6097 0.7304 0.3820 0.7876 0.6642 0.6902
0.1582 24.97 9240 0.5086 0.6771 0.7899 0.8692 0.9396 0.7192 0.8602 0.4893 0.8863 0.8891 0.7453 0.8743 0.6111 0.7312 0.3814 0.7853 0.6664 0.6897

Framework versions

  • Transformers 4.33.0
  • Pytorch 2.0.0
  • Datasets 2.17.1
  • Tokenizers 0.13.3