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segformer-b0-ade-512-512-finetuned-coastTrain

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segformer-b0-ade-512-512-finetuned-coastTrain

This model is a fine-tuned version of nvidia/segformer-b0-finetuned-ade-512-512 on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.5623
  • Mean Iou: 0.6727
  • Mean Accuracy: 0.7881
  • Overall Accuracy: 0.8652
  • Accuracy Water: 0.9350
  • Accuracy Whitewater: 0.7932
  • Accuracy Sediment: 0.8678
  • Accuracy Other Natural Terrain: 0.4618
  • Accuracy Vegetation: 0.8962
  • Accuracy Development: 0.8586
  • Accuracy Unknown: 0.7042
  • Iou Water: 0.8625
  • Iou Whitewater: 0.6341
  • Iou Sediment: 0.7345
  • Iou Other Natural Terrain: 0.3733
  • Iou Vegetation: 0.7852
  • Iou Development: 0.6480
  • Iou Unknown: 0.6710

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
1.8918 0.05 20 1.7193 0.1727 0.2804 0.4411 0.5409 0.0434 0.3329 0.0178 0.5460 0.0013 0.4804 0.3520 0.0207 0.1753 0.0119 0.3503 0.0012 0.2971
1.7345 0.11 40 1.5764 0.1984 0.2979 0.5306 0.7696 0.0019 0.2842 0.0009 0.6406 0.0167 0.3715 0.4958 0.0019 0.2074 0.0008 0.3808 0.0164 0.2855
1.4187 0.16 60 1.4711 0.2102 0.3017 0.5466 0.6440 0.0043 0.1627 0.0000 0.8840 0.1103 0.3063 0.5401 0.0043 0.1239 0.0000 0.4074 0.0965 0.2988
1.4688 0.22 80 1.3062 0.2133 0.3032 0.5827 0.7637 0.0044 0.0045 0.0 0.8809 0.0455 0.4235 0.5938 0.0044 0.0045 0.0 0.4255 0.0441 0.4209
1.3644 0.27 100 1.2199 0.2163 0.3081 0.6005 0.7899 0.0011 0.0045 0.0000 0.9211 0.0323 0.4077 0.6126 0.0011 0.0045 0.0000 0.4573 0.0319 0.4066
1.0937 0.32 120 1.1782 0.2625 0.3568 0.6210 0.7391 0.0022 0.0014 0.0 0.9458 0.3827 0.4264 0.6299 0.0022 0.0014 0.0 0.4685 0.3097 0.4258
1.3197 0.38 140 1.0962 0.2866 0.3827 0.6571 0.8418 0.0011 0.0354 0.0 0.9075 0.4358 0.4571 0.6282 0.0011 0.0352 0.0 0.5366 0.3545 0.4503
1.4908 0.43 160 1.0924 0.2377 0.3386 0.6230 0.8492 0.0002 0.0202 0.0 0.9143 0.4159 0.1706 0.5894 0.0002 0.0201 0.0 0.5381 0.3457 0.1701
1.3088 0.49 180 1.0883 0.3033 0.4110 0.6656 0.8145 0.0010 0.0251 0.0 0.9013 0.6596 0.4751 0.6515 0.0010 0.0249 0.0 0.5307 0.4522 0.4629
1.3351 0.54 200 1.0277 0.3329 0.4414 0.6842 0.8636 0.0003 0.2249 0.0 0.8420 0.7113 0.4476 0.6386 0.0003 0.2095 0.0 0.5669 0.4778 0.4369
0.9563 0.59 220 0.9793 0.3252 0.4197 0.6917 0.8619 0.0000 0.1276 0.0 0.9385 0.5410 0.4693 0.6530 0.0000 0.1189 0.0 0.5926 0.4505 0.4614
1.6368 0.65 240 0.9654 0.3092 0.4278 0.6742 0.9174 0.0000 0.0367 0.0 0.7668 0.8127 0.4611 0.6101 0.0000 0.0352 0.0 0.5999 0.4659 0.4536
1.2383 0.7 260 0.9034 0.3361 0.4408 0.6979 0.8898 0.0146 0.1503 0.0 0.8741 0.6727 0.4841 0.6644 0.0146 0.1272 0.0 0.6105 0.4607 0.4755
0.966 0.76 280 0.9015 0.3846 0.5006 0.7293 0.8605 0.0006 0.5635 0.0 0.8861 0.7457 0.4476 0.7257 0.0006 0.4458 0.0 0.6134 0.4652 0.4414
0.8036 0.81 300 0.8702 0.4024 0.5103 0.7417 0.8892 0.0433 0.5619 0.0 0.8853 0.7095 0.4831 0.7200 0.0431 0.4450 0.0 0.6358 0.4982 0.4749
1.8788 0.86 320 0.9053 0.3852 0.4851 0.7214 0.8172 0.0141 0.4872 0.0 0.9433 0.6384 0.4953 0.7043 0.0141 0.4128 0.0 0.5845 0.4948 0.4857
1.0235 0.92 340 0.8610 0.4022 0.5153 0.7435 0.8529 0.0031 0.6195 0.0 0.9151 0.7351 0.4814 0.7156 0.0031 0.4456 0.0 0.6495 0.5282 0.4737
0.8514 0.97 360 0.8345 0.4126 0.5193 0.7475 0.8544 0.0043 0.6011 0.0 0.9183 0.7568 0.5005 0.7119 0.0043 0.4706 0.0 0.6386 0.5719 0.4909
1.0291 1.03 380 0.8402 0.4046 0.5075 0.7456 0.8620 0.0020 0.5536 0.0 0.9357 0.7096 0.4894 0.7507 0.0020 0.4354 0.0 0.6173 0.5464 0.4805
1.1258 1.08 400 0.7705 0.4226 0.5354 0.7634 0.8991 0.0015 0.7193 0.0 0.8843 0.7248 0.5188 0.7481 0.0015 0.4673 0.0 0.6767 0.5566 0.5081
0.8487 1.14 420 0.7630 0.4201 0.5532 0.7603 0.8919 0.0069 0.7735 0.0 0.8280 0.8472 0.5247 0.7714 0.0069 0.4792 0.0 0.6687 0.5018 0.5125
0.6441 1.19 440 0.7593 0.4276 0.5465 0.7673 0.8787 0.0023 0.7789 0.0 0.8986 0.7592 0.5079 0.7620 0.0023 0.4709 0.0 0.6852 0.5745 0.4980
0.6257 1.24 460 0.7332 0.4234 0.5433 0.7613 0.9047 0.0039 0.7208 0.0 0.8481 0.8191 0.5064 0.7406 0.0039 0.4672 0.0 0.6759 0.5938 0.4821
0.7471 1.3 480 0.7498 0.4315 0.5477 0.7725 0.8824 0.0013 0.7628 0.0 0.9170 0.7679 0.5025 0.7805 0.0013 0.4620 0.0 0.6898 0.5965 0.4902
1.0338 1.35 500 0.7265 0.4301 0.5589 0.7690 0.9020 0.0100 0.8015 0.0 0.8450 0.8507 0.5031 0.7667 0.0100 0.4858 0.0 0.6891 0.5731 0.4860
0.805 1.41 520 0.7307 0.4291 0.5473 0.7705 0.8844 0.0121 0.7645 0.0 0.9085 0.7607 0.5011 0.7774 0.0121 0.4729 0.0 0.6874 0.5640 0.4897
0.6595 1.46 540 0.7358 0.4299 0.5427 0.7734 0.8996 0.0019 0.7720 0.0 0.9123 0.7089 0.5043 0.7795 0.0019 0.4719 0.0 0.6933 0.5699 0.4928
0.9708 1.51 560 0.7056 0.4360 0.5508 0.7759 0.9059 0.0161 0.7943 0.0 0.8916 0.7169 0.5305 0.7756 0.0161 0.4793 0.0 0.6996 0.5675 0.5139
0.6226 1.57 580 0.6977 0.4411 0.5595 0.7764 0.9063 0.0471 0.7767 0.0 0.8832 0.8029 0.5004 0.7768 0.0469 0.5102 0.0 0.6885 0.5758 0.4894
0.7565 1.62 600 0.7041 0.4387 0.5619 0.7778 0.9083 0.0157 0.8400 0.0 0.8738 0.8083 0.4871 0.7897 0.0156 0.4905 0.0 0.6963 0.6002 0.4784
0.5521 1.68 620 0.7061 0.4544 0.5870 0.7725 0.8670 0.1400 0.8665 0.0 0.8503 0.8462 0.5391 0.7733 0.1378 0.4755 0.0 0.6865 0.5847 0.5230
0.707 1.73 640 0.6628 0.4732 0.5828 0.7900 0.8971 0.1696 0.8091 0.0 0.9136 0.7388 0.5517 0.7858 0.1663 0.5278 0.0 0.7063 0.6084 0.5177
1.0796 1.78 660 0.6726 0.4779 0.5918 0.7888 0.8877 0.2018 0.7916 0.0 0.8991 0.7893 0.5730 0.7806 0.1955 0.5498 0.0 0.6949 0.5827 0.5416
0.9266 1.84 680 0.6593 0.5070 0.6127 0.8028 0.9008 0.2913 0.8170 0.0 0.9117 0.7941 0.5741 0.7853 0.2819 0.5686 0.0 0.7127 0.6494 0.5514
0.7291 1.89 700 0.6523 0.4940 0.6103 0.7972 0.8992 0.2367 0.8321 0.0 0.8779 0.8411 0.5854 0.7879 0.2302 0.5592 0.0 0.7064 0.6340 0.5404
0.8694 1.95 720 0.6745 0.4995 0.6173 0.7923 0.8782 0.3193 0.8501 0.0 0.8786 0.7964 0.5984 0.7721 0.3056 0.5273 0.0 0.7049 0.6283 0.5584
1.7218 2.0 740 0.6700 0.4717 0.5913 0.7880 0.8848 0.1685 0.8075 0.0 0.8923 0.8161 0.5699 0.7854 0.1620 0.5054 0.0 0.7067 0.5921 0.5502
0.4978 2.05 760 0.6541 0.4704 0.5745 0.7877 0.9258 0.1740 0.7733 0.0 0.8958 0.7236 0.5287 0.7626 0.1699 0.5321 0.0 0.7128 0.6039 0.5115
0.8582 2.11 780 0.6597 0.4905 0.6135 0.7888 0.9046 0.3376 0.8279 0.0 0.8577 0.8390 0.5275 0.7782 0.3232 0.5294 0.0 0.7078 0.5849 0.5102
0.633 2.16 800 0.6661 0.4831 0.6051 0.7874 0.8967 0.2465 0.8789 0.0 0.8573 0.8117 0.5447 0.7755 0.2375 0.4916 0.0 0.7147 0.6395 0.5230
1.4596 2.22 820 0.6347 0.5191 0.6249 0.8042 0.9117 0.4367 0.8109 0.0 0.9090 0.7481 0.5578 0.7954 0.3907 0.5809 0.0 0.7080 0.6254 0.5331
0.601 2.27 840 0.6471 0.5134 0.6395 0.7974 0.8891 0.4640 0.8585 0.0 0.8679 0.8283 0.5684 0.7916 0.4042 0.5491 0.0 0.7069 0.5984 0.5439
0.8714 2.32 860 0.6454 0.4995 0.6313 0.7899 0.9040 0.4213 0.8301 0.0 0.8325 0.8916 0.5394 0.7891 0.3825 0.5357 0.0 0.7025 0.5716 0.5154
0.3849 2.38 880 0.6597 0.5007 0.6236 0.7912 0.8757 0.4116 0.8674 0.0 0.8986 0.8036 0.5086 0.7868 0.3641 0.5492 0.0 0.7008 0.6138 0.4901
1.2203 2.43 900 0.6092 0.5375 0.6520 0.8113 0.8990 0.4998 0.8413 0.0 0.8912 0.8383 0.5944 0.8056 0.4552 0.5965 0.0 0.7110 0.6271 0.5673
1.4719 2.49 920 0.6381 0.5216 0.6461 0.8020 0.8982 0.4487 0.8563 0.0 0.8560 0.8911 0.5721 0.7961 0.4188 0.5478 0.0 0.7080 0.6255 0.5553
0.5822 2.54 940 0.6128 0.5316 0.6511 0.8083 0.9166 0.4697 0.8254 0.0 0.8433 0.8752 0.6274 0.8004 0.4234 0.5934 0.0 0.7031 0.6141 0.5868
0.7751 2.59 960 0.6458 0.5183 0.6342 0.7965 0.8834 0.4694 0.8481 0.0 0.8865 0.7793 0.5723 0.7852 0.4221 0.5597 0.0 0.6898 0.6233 0.5478
0.5398 2.65 980 0.6642 0.5192 0.6348 0.8001 0.8881 0.4618 0.8596 0.0 0.8994 0.7910 0.5438 0.7951 0.4210 0.5874 0.0 0.6965 0.6055 0.5290
0.5462 2.7 1000 0.6117 0.5356 0.6542 0.8084 0.9082 0.5472 0.8328 0.0 0.8742 0.8405 0.5768 0.8055 0.4731 0.6383 0.0 0.7055 0.5906 0.5362
0.5752 2.76 1020 0.5982 0.5459 0.6724 0.8126 0.9176 0.6415 0.8624 0.0 0.8507 0.8415 0.5931 0.8114 0.5356 0.6234 0.0 0.7167 0.5743 0.5601
0.4168 2.81 1040 0.5931 0.5564 0.6828 0.8147 0.9003 0.6922 0.8110 0.0 0.8597 0.8835 0.6333 0.8143 0.5762 0.6246 0.0 0.7075 0.5753 0.5968
0.7502 2.86 1060 0.6416 0.5307 0.6359 0.8077 0.8980 0.4684 0.8150 0.0 0.9167 0.7774 0.5756 0.7966 0.4156 0.5952 0.0 0.7011 0.6494 0.5574
0.5585 2.92 1080 0.6311 0.5220 0.6417 0.7992 0.8896 0.5217 0.8075 0.0 0.8910 0.8420 0.5397 0.7942 0.4276 0.5806 0.0 0.6879 0.6416 0.5220
0.4358 2.97 1100 0.6318 0.5211 0.6573 0.7999 0.9171 0.5707 0.8834 0.0 0.8245 0.8599 0.5453 0.8009 0.4507 0.5733 0.0 0.7041 0.5903 0.5281
0.5323 3.03 1120 0.6157 0.5255 0.6448 0.8043 0.9121 0.5605 0.8359 0.0 0.8909 0.7976 0.5171 0.7957 0.4574 0.5840 0.0 0.7154 0.6209 0.5050
1.4922 3.08 1140 0.5830 0.5558 0.6738 0.8193 0.8983 0.6717 0.7827 0.0 0.9085 0.8377 0.6176 0.8102 0.5282 0.6159 0.0 0.7224 0.6188 0.5951
0.905 3.14 1160 0.6268 0.5329 0.6528 0.8065 0.9004 0.6026 0.7946 0.0 0.9055 0.8473 0.5189 0.8097 0.4889 0.6292 0.0 0.7028 0.5942 0.5058
0.4622 3.19 1180 0.6206 0.5311 0.6563 0.8050 0.9011 0.5779 0.8503 0.0 0.8797 0.8638 0.5209 0.8079 0.4911 0.5924 0.0 0.7049 0.6144 0.5068
0.5271 3.24 1200 0.6157 0.5261 0.6494 0.8038 0.9144 0.5465 0.8353 0.0 0.8696 0.8630 0.5168 0.7968 0.4564 0.6118 0.0 0.7074 0.6059 0.5047
0.9229 3.3 1220 0.6206 0.5348 0.6459 0.8082 0.9024 0.5207 0.8407 0.0 0.9007 0.7977 0.5593 0.7937 0.4644 0.5994 0.0 0.7102 0.6312 0.5446
0.4475 3.35 1240 0.5675 0.5617 0.6869 0.8216 0.9038 0.6556 0.8544 0.0 0.8640 0.8840 0.6468 0.8035 0.5272 0.6271 0.0 0.7288 0.6313 0.6141
0.8273 3.41 1260 0.5897 0.5387 0.6604 0.8106 0.9155 0.6027 0.8155 0.0 0.8795 0.8706 0.5392 0.8115 0.4920 0.6339 0.0 0.7088 0.6035 0.5213
0.8445 3.46 1280 0.5881 0.5517 0.6685 0.8180 0.9075 0.5773 0.8793 0.0 0.8810 0.8250 0.6090 0.8071 0.4827 0.6277 0.0 0.7168 0.6484 0.5791
0.5038 3.51 1300 0.5519 0.5688 0.7024 0.8281 0.9145 0.7231 0.8304 0.0 0.8471 0.9131 0.6886 0.8257 0.5266 0.6363 0.0 0.7309 0.6172 0.6449
0.4296 3.57 1320 0.5802 0.5484 0.6625 0.8170 0.9158 0.6329 0.8172 0.0 0.9068 0.8018 0.5628 0.8104 0.4718 0.6517 0.0 0.7124 0.6451 0.5477
0.5717 3.62 1340 0.5777 0.5486 0.6612 0.8183 0.9252 0.6061 0.8297 0.0 0.8899 0.7750 0.6025 0.8064 0.4720 0.6430 0.0 0.7218 0.6265 0.5707
0.4692 3.68 1360 0.5589 0.5593 0.6794 0.8238 0.9229 0.7314 0.7653 0.0 0.8978 0.8213 0.6173 0.8284 0.5364 0.6409 0.0 0.7255 0.5961 0.5880
0.9474 3.73 1380 0.5681 0.5563 0.6881 0.8227 0.9280 0.7145 0.8634 0.0000 0.8562 0.8445 0.6103 0.8155 0.5035 0.6284 0.0000 0.7389 0.6303 0.5775
0.6326 3.78 1400 0.5931 0.5372 0.6662 0.8062 0.8762 0.6766 0.7972 0.0 0.9048 0.8369 0.5716 0.8109 0.5082 0.6344 0.0 0.7019 0.5620 0.5426
0.4007 3.84 1420 0.5790 0.5556 0.6863 0.8183 0.9088 0.7367 0.8316 0.0 0.8792 0.8775 0.5703 0.8234 0.5635 0.6644 0.0 0.7271 0.5694 0.5416
1.3718 3.89 1440 0.5735 0.5613 0.6804 0.8208 0.9062 0.7251 0.8503 0.0 0.9035 0.7900 0.5878 0.8209 0.5868 0.6476 0.0 0.7246 0.5962 0.5531
0.7903 3.95 1460 0.5873 0.5618 0.6832 0.8206 0.9125 0.7309 0.8171 0.0 0.8936 0.8601 0.5679 0.8205 0.5733 0.6697 0.0 0.7192 0.6095 0.5407
0.512 4.0 1480 0.5747 0.5644 0.6828 0.8243 0.9071 0.6266 0.8633 0.0000 0.8783 0.8651 0.6392 0.8203 0.5268 0.6503 0.0000 0.7197 0.6390 0.5948
0.4918 4.05 1500 0.5820 0.5489 0.6696 0.8169 0.9177 0.6180 0.8528 0.0 0.8793 0.8559 0.5635 0.8149 0.5138 0.6522 0.0 0.7225 0.6043 0.5349
0.4678 4.11 1520 0.6087 0.5394 0.6687 0.8106 0.9274 0.6128 0.8787 0.0 0.8396 0.8703 0.5520 0.8003 0.4943 0.6040 0.0 0.7242 0.6282 0.5246
0.6285 4.16 1540 0.5382 0.5858 0.6969 0.8364 0.9086 0.7194 0.7957 0.0 0.9050 0.8349 0.7145 0.8203 0.5592 0.6585 0.0 0.7374 0.6619 0.6633
0.6506 4.22 1560 0.5732 0.5727 0.7064 0.8251 0.8964 0.7515 0.8682 0.0 0.8521 0.8956 0.6814 0.8130 0.5842 0.6351 0.0 0.7296 0.6131 0.6338
1.1357 4.27 1580 0.5978 0.5622 0.6969 0.8166 0.8816 0.7460 0.8690 0.0000 0.8663 0.8874 0.6278 0.8044 0.5791 0.6317 0.0000 0.7147 0.6154 0.5901
0.2342 4.32 1600 0.5353 0.5818 0.6911 0.8358 0.9226 0.6381 0.8740 0.0 0.8832 0.8322 0.6878 0.8177 0.5366 0.6566 0.0 0.7418 0.6754 0.6444
0.5215 4.38 1620 0.5653 0.5826 0.7052 0.8306 0.8828 0.7192 0.8553 0.0 0.8865 0.8863 0.7066 0.8184 0.5859 0.6445 0.0 0.7251 0.6396 0.6645
0.4747 4.43 1640 0.5402 0.5945 0.6921 0.8398 0.9091 0.6950 0.8312 0.0000 0.9347 0.8026 0.6723 0.8256 0.5859 0.6881 0.0000 0.7343 0.6876 0.6398
0.6128 4.49 1660 0.5718 0.5589 0.6790 0.8209 0.8961 0.6727 0.8204 0.0000 0.9052 0.8508 0.6080 0.8185 0.5291 0.6520 0.0000 0.7192 0.6172 0.5765
0.2766 4.54 1680 0.5788 0.5643 0.6806 0.8226 0.9251 0.6560 0.8687 0.0077 0.8706 0.8393 0.5967 0.7968 0.5506 0.6391 0.0077 0.7420 0.6559 0.5582
0.2948 4.59 1700 0.5707 0.5612 0.6972 0.8169 0.9039 0.7249 0.8812 0.0081 0.8377 0.9124 0.6121 0.8117 0.5882 0.6349 0.0081 0.7206 0.5851 0.5795
0.3632 4.65 1720 0.5597 0.5625 0.6832 0.8221 0.9165 0.6722 0.8268 0.0017 0.8751 0.8909 0.5992 0.8197 0.5395 0.6857 0.0017 0.7176 0.5985 0.5751
0.7137 4.7 1740 0.5293 0.5873 0.7059 0.8375 0.9225 0.6963 0.8871 0.0014 0.8582 0.8565 0.7193 0.8217 0.5819 0.6560 0.0014 0.7503 0.6442 0.6558
0.5214 4.76 1760 0.6018 0.5472 0.6769 0.8144 0.8909 0.6723 0.8731 0.0007 0.8989 0.8630 0.5395 0.8070 0.5450 0.6117 0.0007 0.7372 0.6042 0.5249
0.7893 4.81 1780 0.5410 0.5696 0.6921 0.8304 0.9258 0.7175 0.8546 0.0053 0.8915 0.8629 0.5872 0.8314 0.5685 0.6618 0.0053 0.7506 0.6005 0.5689
0.6492 4.86 1800 0.5016 0.5866 0.7164 0.8367 0.9144 0.7949 0.8595 0.0075 0.8661 0.8741 0.6979 0.8302 0.5910 0.6652 0.0075 0.7486 0.6090 0.6545
0.9307 4.92 1820 0.6095 0.5562 0.6734 0.8185 0.8876 0.6798 0.8457 0.0089 0.9298 0.7853 0.5768 0.8244 0.5488 0.6359 0.0089 0.7156 0.6049 0.5550
0.529 4.97 1840 0.5614 0.5665 0.7047 0.8214 0.9151 0.7776 0.8282 0.0113 0.8368 0.9391 0.6250 0.8412 0.5963 0.6488 0.0113 0.7158 0.5452 0.6069
0.2773 5.03 1860 0.5529 0.5571 0.6964 0.8181 0.9077 0.7713 0.8739 0.0114 0.8624 0.8838 0.5643 0.8251 0.5760 0.6370 0.0114 0.7278 0.5741 0.5487
0.4749 5.08 1880 0.5495 0.5629 0.6825 0.8211 0.9125 0.6960 0.8125 0.0018 0.8876 0.8863 0.5807 0.8330 0.5630 0.6739 0.0018 0.7048 0.6004 0.5633
0.4585 5.14 1900 0.5019 0.5957 0.7016 0.8446 0.9259 0.6945 0.8400 0.0083 0.9009 0.8140 0.7277 0.8350 0.5602 0.6641 0.0083 0.7504 0.6860 0.6661
0.3767 5.19 1920 0.5028 0.6065 0.7162 0.8504 0.9171 0.7181 0.8873 0.0137 0.9035 0.8396 0.7343 0.8373 0.5701 0.6570 0.0137 0.7620 0.7054 0.6996
0.5811 5.24 1940 0.5328 0.5896 0.7102 0.8374 0.8970 0.7538 0.8430 0.0147 0.9083 0.8917 0.6627 0.8298 0.5675 0.6780 0.0147 0.7366 0.6627 0.6381
0.2943 5.3 1960 0.5441 0.5841 0.7039 0.8356 0.9137 0.7021 0.8836 0.0193 0.8929 0.9032 0.6128 0.8340 0.5624 0.6785 0.0193 0.7361 0.6576 0.6009
0.9911 5.35 1980 0.5021 0.5983 0.7078 0.8456 0.9171 0.6996 0.8736 0.0114 0.9105 0.8646 0.6778 0.8358 0.5712 0.6990 0.0114 0.7547 0.6683 0.6477
0.4811 5.41 2000 0.5077 0.5957 0.6988 0.8434 0.9161 0.7256 0.8299 0.0021 0.9330 0.8143 0.6704 0.8337 0.6157 0.6976 0.0021 0.7587 0.6317 0.6301
0.8693 5.46 2020 0.5214 0.5831 0.7098 0.8312 0.9025 0.7751 0.8384 0.0191 0.8831 0.9084 0.6424 0.8261 0.6114 0.6946 0.0191 0.7439 0.5852 0.6011
0.2629 5.51 2040 0.5389 0.5766 0.6935 0.8304 0.8984 0.7055 0.8756 0.0160 0.9180 0.8321 0.6089 0.8185 0.5637 0.6458 0.0160 0.7407 0.6584 0.5930
0.5983 5.57 2060 0.5215 0.5926 0.7057 0.8418 0.9272 0.6796 0.8348 0.0051 0.8709 0.8959 0.7261 0.8198 0.5523 0.6703 0.0051 0.7514 0.6467 0.7023
0.6783 5.62 2080 0.5297 0.5710 0.6885 0.8250 0.8661 0.6293 0.8457 0.0008 0.9098 0.8786 0.6894 0.7844 0.5458 0.6620 0.0008 0.7547 0.6589 0.5906
0.4304 5.68 2100 0.4993 0.5839 0.7012 0.8379 0.9178 0.7202 0.8293 0.0068 0.9013 0.8785 0.6541 0.8382 0.5555 0.6628 0.0068 0.7406 0.6475 0.6360
0.3824 5.73 2120 0.4916 0.5969 0.7026 0.8457 0.9108 0.6992 0.8451 0.0079 0.9298 0.8291 0.6960 0.8288 0.5670 0.6614 0.0079 0.7618 0.6754 0.6761
0.7007 5.78 2140 0.5077 0.6003 0.7136 0.8472 0.9141 0.7104 0.8430 0.0111 0.9030 0.9038 0.7099 0.8433 0.5740 0.6823 0.0111 0.7534 0.6566 0.6813
0.4526 5.84 2160 0.5272 0.5872 0.7046 0.8386 0.9358 0.6809 0.8636 0.0208 0.8645 0.9098 0.6565 0.8323 0.5757 0.6451 0.0208 0.7509 0.6473 0.6383
0.3063 5.89 2180 0.4966 0.6144 0.7292 0.8525 0.9113 0.7646 0.8758 0.0142 0.8925 0.8908 0.7556 0.8446 0.6211 0.6779 0.0142 0.7583 0.6640 0.7208
0.471 5.95 2200 0.4718 0.6245 0.7334 0.8579 0.9032 0.8068 0.8643 0.0155 0.9238 0.8437 0.7766 0.8394 0.6220 0.6942 0.0155 0.7690 0.7039 0.7275
0.5611 6.0 2220 0.4877 0.6064 0.7223 0.8489 0.9266 0.7817 0.8686 0.0228 0.8988 0.8901 0.6678 0.8405 0.6022 0.6804 0.0227 0.7606 0.6815 0.6570
0.5276 6.05 2240 0.5347 0.5952 0.7096 0.8400 0.9017 0.7739 0.8627 0.0214 0.9279 0.8451 0.6347 0.8327 0.6120 0.6897 0.0214 0.7466 0.6431 0.6210
0.3992 6.11 2260 0.5550 0.5721 0.6952 0.8313 0.9106 0.6678 0.8779 0.0248 0.8977 0.8908 0.5966 0.8274 0.5522 0.6214 0.0248 0.7583 0.6376 0.5831
0.3276 6.16 2280 0.4819 0.6192 0.7233 0.8573 0.9350 0.7522 0.8361 0.0265 0.9062 0.8666 0.7407 0.8398 0.6010 0.6751 0.0265 0.7756 0.7014 0.7151
0.4584 6.22 2300 0.4803 0.6181 0.7225 0.8560 0.9274 0.7353 0.8597 0.0287 0.9060 0.8512 0.7492 0.8366 0.5794 0.6867 0.0287 0.7673 0.7041 0.7241
0.4058 6.27 2320 0.5197 0.5925 0.6994 0.8407 0.9294 0.6870 0.8391 0.0279 0.9029 0.8604 0.6489 0.8217 0.5637 0.6857 0.0279 0.7530 0.6634 0.6324
0.3343 6.32 2340 0.5432 0.5781 0.6953 0.8342 0.9305 0.6776 0.8688 0.0271 0.8902 0.8820 0.5907 0.8326 0.5662 0.6284 0.0271 0.7517 0.6557 0.5848
0.3553 6.38 2360 0.5166 0.5866 0.7223 0.8378 0.9084 0.8273 0.8279 0.0267 0.8845 0.9241 0.6571 0.8355 0.5924 0.6612 0.0266 0.7694 0.5825 0.6385
0.4447 6.43 2380 0.4867 0.6074 0.7234 0.8503 0.9230 0.7807 0.8473 0.0294 0.9021 0.8755 0.7054 0.8346 0.6052 0.6904 0.0293 0.7790 0.6266 0.6864
1.1496 6.49 2400 0.4782 0.6066 0.7192 0.8486 0.9283 0.7615 0.8718 0.0321 0.8986 0.8609 0.6813 0.8335 0.6068 0.6954 0.0319 0.7685 0.6498 0.6606
0.3469 6.54 2420 0.4519 0.6242 0.7291 0.8596 0.9060 0.7581 0.8509 0.0309 0.9268 0.8239 0.8074 0.8335 0.5802 0.7110 0.0309 0.7792 0.6935 0.7408
0.3297 6.59 2440 0.4507 0.6295 0.7429 0.8611 0.9122 0.8153 0.8501 0.0320 0.9034 0.8873 0.8000 0.8340 0.6033 0.6955 0.0319 0.7801 0.6931 0.7682
0.4812 6.65 2460 0.5012 0.6054 0.7109 0.8465 0.9008 0.6935 0.8705 0.0287 0.9271 0.8621 0.6939 0.8278 0.5675 0.6714 0.0287 0.7501 0.7061 0.6860
0.2707 6.7 2480 0.5132 0.5977 0.7104 0.8413 0.9048 0.7135 0.8711 0.0306 0.9090 0.8749 0.6686 0.8284 0.5754 0.6694 0.0305 0.7423 0.6771 0.6606
0.5925 6.76 2500 0.4638 0.6148 0.7280 0.8531 0.9323 0.7365 0.8697 0.0367 0.8714 0.8943 0.7556 0.8384 0.5886 0.6755 0.0365 0.7625 0.6664 0.7358
0.6366 6.81 2520 0.4966 0.6045 0.7234 0.8460 0.9121 0.7873 0.8759 0.0372 0.9023 0.8659 0.6833 0.8398 0.5905 0.6781 0.0370 0.7507 0.6725 0.6631
0.4243 6.86 2540 0.5144 0.5933 0.7084 0.8414 0.9356 0.7417 0.8818 0.0357 0.8969 0.8659 0.6012 0.8378 0.5877 0.6753 0.0355 0.7534 0.6686 0.5951
0.4771 6.92 2560 0.4840 0.6172 0.7365 0.8527 0.9253 0.8157 0.8398 0.0332 0.8739 0.9129 0.7550 0.8413 0.6158 0.6739 0.0331 0.7574 0.6556 0.7434
0.399 6.97 2580 0.4412 0.6378 0.7397 0.8667 0.9347 0.8109 0.8618 0.0349 0.9104 0.8311 0.7944 0.8436 0.6280 0.6713 0.0346 0.7892 0.7189 0.7789
0.4007 7.03 2600 0.4699 0.6315 0.7385 0.8618 0.9313 0.8127 0.8390 0.0341 0.9048 0.8986 0.7490 0.8398 0.6321 0.7087 0.0338 0.7802 0.6870 0.7391
1.0005 7.08 2620 0.4564 0.6238 0.7389 0.8568 0.9271 0.7981 0.8402 0.0368 0.8776 0.9189 0.7737 0.8444 0.6266 0.6971 0.0365 0.7672 0.6420 0.7525
1.4214 7.14 2640 0.4421 0.6267 0.7267 0.8623 0.9320 0.7031 0.8518 0.0370 0.9054 0.8681 0.7892 0.8451 0.5809 0.6845 0.0367 0.7786 0.7133 0.7477
0.2781 7.19 2660 0.5224 0.5964 0.7169 0.8415 0.9274 0.7200 0.8521 0.0358 0.8586 0.9141 0.7099 0.8307 0.5691 0.6369 0.0353 0.7466 0.6658 0.6903
0.6757 7.24 2680 0.5078 0.6026 0.7077 0.8463 0.9278 0.7154 0.8363 0.0367 0.9192 0.8749 0.6434 0.8373 0.5804 0.6807 0.0365 0.7536 0.6960 0.6339
0.4166 7.3 2700 0.4821 0.6127 0.7333 0.8523 0.9183 0.8033 0.8419 0.0374 0.8949 0.9158 0.7212 0.8430 0.6014 0.6806 0.0372 0.7698 0.6496 0.7073
0.3795 7.35 2720 0.4950 0.6057 0.7113 0.8484 0.9176 0.7463 0.8420 0.0349 0.9289 0.8166 0.6928 0.8300 0.5881 0.6865 0.0347 0.7660 0.6617 0.6727
0.3066 7.41 2740 0.4681 0.6226 0.7355 0.8566 0.9284 0.7859 0.8319 0.0511 0.8911 0.9160 0.7443 0.8407 0.6185 0.6997 0.0502 0.7778 0.6573 0.7138
0.7403 7.46 2760 0.4904 0.6026 0.7030 0.8477 0.9255 0.6837 0.8598 0.0447 0.9301 0.8073 0.6699 0.8395 0.5841 0.6923 0.0444 0.7630 0.6492 0.6457
0.529 7.51 2780 0.4845 0.6164 0.7254 0.8526 0.9258 0.7781 0.8561 0.0588 0.9154 0.8628 0.6811 0.8440 0.6403 0.6790 0.0582 0.7755 0.6613 0.6563
0.3984 7.57 2800 0.5447 0.5891 0.7115 0.8374 0.9180 0.7180 0.8700 0.0738 0.8956 0.8997 0.6052 0.8408 0.5801 0.6639 0.0724 0.7569 0.6213 0.5886
0.5138 7.62 2820 0.4699 0.6263 0.7307 0.8584 0.9432 0.7874 0.8206 0.0939 0.9109 0.8376 0.7211 0.8476 0.6186 0.6703 0.0907 0.7811 0.6737 0.7025
0.3515 7.68 2840 0.4734 0.6171 0.7105 0.8562 0.9302 0.6841 0.8460 0.0475 0.9309 0.7942 0.7407 0.8468 0.5730 0.6939 0.0458 0.7648 0.6918 0.7039
1.2185 7.73 2860 0.4939 0.6065 0.7264 0.8456 0.9330 0.7810 0.8856 0.0711 0.8780 0.8786 0.6573 0.8466 0.6234 0.6876 0.0675 0.7616 0.6292 0.6292
0.3166 7.78 2880 0.5384 0.5866 0.7072 0.8354 0.9425 0.7545 0.8688 0.0556 0.8785 0.8868 0.5639 0.8269 0.6057 0.6860 0.0547 0.7620 0.6178 0.5531
0.3996 7.84 2900 0.5277 0.5912 0.7045 0.8364 0.9193 0.7301 0.8333 0.0785 0.9185 0.8696 0.5818 0.8271 0.5996 0.6816 0.0759 0.7587 0.6251 0.5704
0.4198 7.89 2920 0.5070 0.6194 0.7413 0.8461 0.9189 0.8288 0.8410 0.1416 0.8841 0.8939 0.6807 0.8331 0.6134 0.7048 0.1278 0.7566 0.6379 0.6622
1.1878 7.95 2940 0.5029 0.6132 0.7210 0.8450 0.9201 0.7696 0.8104 0.1300 0.9233 0.8443 0.6492 0.8269 0.5909 0.6857 0.1201 0.7591 0.6786 0.6315
0.2767 8.0 2960 0.5039 0.6108 0.7295 0.8445 0.9188 0.7442 0.8160 0.1637 0.8995 0.9034 0.6611 0.8424 0.5779 0.6841 0.1509 0.7637 0.6213 0.6353
0.3704 8.05 2980 0.5458 0.6063 0.7219 0.8440 0.9134 0.7439 0.8643 0.1024 0.9091 0.8691 0.6508 0.8388 0.6102 0.6547 0.0981 0.7638 0.6453 0.6335
0.5402 8.11 3000 0.5080 0.6084 0.7252 0.8458 0.9290 0.7781 0.8492 0.0856 0.8920 0.8865 0.6558 0.8418 0.6187 0.6708 0.0818 0.7621 0.6468 0.6368
0.5439 8.16 3020 0.5147 0.6097 0.7226 0.8490 0.9157 0.8169 0.8204 0.0549 0.9300 0.8482 0.6720 0.8418 0.6209 0.6800 0.0537 0.7675 0.6579 0.6464
0.7551 8.22 3040 0.5443 0.6036 0.7129 0.8457 0.9218 0.7343 0.8356 0.0650 0.9216 0.8682 0.6437 0.8438 0.6045 0.6840 0.0627 0.7616 0.6414 0.6274
0.287 8.27 3060 0.4744 0.6399 0.7473 0.8566 0.9318 0.7821 0.8136 0.2193 0.8996 0.8434 0.7414 0.8382 0.6217 0.6807 0.1874 0.7781 0.6631 0.7101
0.4256 8.32 3080 0.4705 0.6370 0.7477 0.8553 0.9249 0.7903 0.8638 0.2067 0.9105 0.8583 0.6791 0.8459 0.6215 0.7071 0.1862 0.7718 0.6709 0.6553
0.2339 8.38 3100 0.5492 0.6165 0.7287 0.8488 0.9194 0.7426 0.8586 0.1391 0.9131 0.8673 0.6608 0.8447 0.5914 0.6850 0.1350 0.7625 0.6540 0.6426
0.3148 8.43 3120 0.5464 0.6142 0.7292 0.8433 0.9148 0.7264 0.8280 0.1850 0.9027 0.8963 0.6515 0.8406 0.5831 0.6876 0.1775 0.7520 0.6282 0.6301
1.1107 8.49 3140 0.5047 0.6250 0.7351 0.8541 0.9244 0.7192 0.8771 0.1749 0.9144 0.8565 0.6792 0.8512 0.5774 0.6991 0.1637 0.7751 0.6550 0.6535
0.5174 8.54 3160 0.4853 0.6326 0.7501 0.8515 0.9297 0.8110 0.8449 0.1911 0.8720 0.8782 0.7237 0.8409 0.6268 0.7051 0.1774 0.7616 0.6418 0.6744
0.9416 8.59 3180 0.5256 0.6252 0.7344 0.8493 0.9258 0.7460 0.8231 0.1864 0.9046 0.8873 0.6678 0.8437 0.5986 0.6970 0.1777 0.7545 0.6549 0.6502
0.2435 8.65 3200 0.4655 0.6454 0.7526 0.8571 0.9422 0.7939 0.8516 0.2450 0.8883 0.8339 0.7131 0.8430 0.6284 0.7202 0.2204 0.7701 0.6610 0.6748
1.0799 8.7 3220 0.5080 0.6204 0.7313 0.8472 0.9129 0.7060 0.8567 0.1967 0.9067 0.8464 0.6939 0.8420 0.5744 0.6931 0.1781 0.7552 0.6390 0.6610
0.1825 8.76 3240 0.4979 0.6293 0.7406 0.8482 0.9170 0.7069 0.8457 0.2453 0.8937 0.8807 0.6948 0.8414 0.5816 0.7195 0.2196 0.7527 0.6362 0.6545
0.4344 8.81 3260 0.5077 0.6320 0.7618 0.8451 0.9204 0.8216 0.8525 0.2733 0.8511 0.9195 0.6941 0.8454 0.6212 0.7105 0.2459 0.7483 0.5981 0.6543
0.2896 8.86 3280 0.4929 0.6306 0.7459 0.8509 0.9268 0.7888 0.8560 0.2317 0.9004 0.8494 0.6682 0.8443 0.6005 0.7126 0.2143 0.7668 0.6362 0.6394
0.2388 8.92 3300 0.4644 0.6421 0.7545 0.8551 0.9249 0.7929 0.8833 0.2337 0.8886 0.8331 0.7250 0.8392 0.6261 0.7190 0.2155 0.7708 0.6568 0.6677
0.3476 8.97 3320 0.4709 0.6461 0.7503 0.8608 0.9233 0.8166 0.8503 0.1742 0.9119 0.8096 0.7664 0.8490 0.6304 0.7274 0.1671 0.7659 0.6749 0.7079
0.2821 9.03 3340 0.4937 0.6341 0.7600 0.8521 0.9118 0.8288 0.8648 0.1932 0.8667 0.8909 0.7634 0.8467 0.6104 0.7153 0.1839 0.7560 0.6320 0.6942
0.2213 9.08 3360 0.5411 0.6223 0.7317 0.8500 0.9183 0.7204 0.8700 0.1762 0.9111 0.8395 0.6863 0.8471 0.5816 0.7176 0.1703 0.7618 0.6426 0.6352
0.4025 9.14 3380 0.5097 0.6314 0.7338 0.8551 0.9364 0.7446 0.8581 0.1842 0.9117 0.7978 0.7039 0.8455 0.6051 0.7208 0.1750 0.7749 0.6512 0.6475
0.3721 9.19 3400 0.5172 0.6274 0.7349 0.8527 0.9270 0.7517 0.8467 0.2057 0.9228 0.8185 0.6721 0.8537 0.6000 0.7186 0.1912 0.7716 0.6239 0.6326
0.7506 9.24 3420 0.5091 0.6331 0.7527 0.8520 0.9239 0.7549 0.8734 0.2618 0.8874 0.8853 0.6819 0.8505 0.6034 0.7003 0.2387 0.7778 0.6259 0.6351
0.3901 9.3 3440 0.5234 0.6290 0.7350 0.8494 0.9463 0.6928 0.8524 0.2659 0.8874 0.8442 0.6560 0.8374 0.5882 0.6981 0.2431 0.7705 0.6388 0.6271
0.2015 9.35 3460 0.4774 0.6339 0.7478 0.8519 0.9256 0.8002 0.8153 0.2172 0.8944 0.8763 0.7054 0.8436 0.6278 0.7113 0.1928 0.7673 0.6352 0.6596
0.2348 9.41 3480 0.4837 0.6424 0.7459 0.8558 0.9360 0.7786 0.8255 0.2207 0.8962 0.8375 0.7266 0.8358 0.6255 0.7101 0.1989 0.7659 0.6604 0.7003
0.3957 9.46 3500 0.4642 0.6524 0.7669 0.8601 0.9167 0.8245 0.8520 0.2338 0.8881 0.8813 0.7720 0.8436 0.6227 0.7153 0.2131 0.7651 0.6757 0.7314
0.2818 9.51 3520 0.5002 0.6472 0.7534 0.8590 0.9301 0.7520 0.8491 0.2206 0.8836 0.8747 0.7637 0.8414 0.6082 0.7098 0.2011 0.7639 0.6835 0.7225
0.8269 9.57 3540 0.4622 0.6534 0.7579 0.8628 0.9259 0.7441 0.8607 0.2376 0.8942 0.8654 0.7773 0.8449 0.6033 0.7044 0.2184 0.7716 0.6919 0.7388
0.3955 9.62 3560 0.4439 0.6559 0.7660 0.8651 0.9307 0.7939 0.8488 0.2413 0.8895 0.8771 0.7807 0.8518 0.6110 0.7107 0.2144 0.7782 0.6813 0.7439
0.7192 9.68 3580 0.4434 0.6626 0.7683 0.8703 0.9303 0.8103 0.8478 0.2300 0.9043 0.8503 0.8053 0.8550 0.6297 0.7087 0.2038 0.7914 0.6852 0.7643
0.4002 9.73 3600 0.4823 0.6424 0.7557 0.8566 0.9144 0.7877 0.8667 0.2549 0.9114 0.8323 0.7223 0.8461 0.6170 0.6932 0.2198 0.7767 0.6566 0.6872
0.2532 9.78 3620 0.5049 0.6306 0.7512 0.8496 0.9240 0.7889 0.8525 0.2410 0.8835 0.8878 0.6805 0.8519 0.6169 0.7121 0.2170 0.7640 0.6092 0.6431
0.2531 9.84 3640 0.5668 0.6233 0.7411 0.8455 0.9174 0.7899 0.8713 0.2093 0.9009 0.8674 0.6317 0.8491 0.6313 0.7216 0.1999 0.7567 0.6000 0.6047
0.3244 9.89 3660 0.4870 0.6367 0.7559 0.8511 0.9225 0.7980 0.8690 0.2314 0.8682 0.8685 0.7336 0.8426 0.6276 0.7218 0.2131 0.7621 0.6332 0.6562
0.3462 9.95 3680 0.4665 0.6484 0.7570 0.8559 0.9199 0.7983 0.8409 0.2922 0.9087 0.8058 0.7329 0.8451 0.6295 0.7338 0.2421 0.7675 0.6561 0.6645
0.2696 10.0 3700 0.4992 0.6435 0.7724 0.8490 0.9367 0.8250 0.8525 0.3325 0.8302 0.9063 0.7233 0.8432 0.6292 0.7233 0.2585 0.7468 0.6196 0.6836
0.222 10.05 3720 0.5267 0.6330 0.7377 0.8501 0.9394 0.7026 0.8474 0.2624 0.8881 0.8405 0.6837 0.8387 0.6013 0.7017 0.2284 0.7602 0.6451 0.6560
0.2664 10.11 3740 0.5410 0.6260 0.7360 0.8483 0.9426 0.7152 0.8853 0.2218 0.8748 0.8489 0.6637 0.8366 0.5996 0.6909 0.2039 0.7622 0.6476 0.6412
0.2781 10.16 3760 0.5097 0.6388 0.7517 0.8505 0.9412 0.7972 0.8182 0.3013 0.8886 0.8599 0.6557 0.8404 0.6270 0.7066 0.2735 0.7690 0.6248 0.6306
0.5718 10.22 3780 0.5386 0.6310 0.7449 0.8479 0.9241 0.7839 0.8531 0.2818 0.9130 0.8328 0.6259 0.8472 0.6245 0.6964 0.2648 0.7662 0.6125 0.6057
0.3323 10.27 3800 0.5057 0.6474 0.7612 0.8553 0.9438 0.7995 0.8491 0.3262 0.8858 0.8575 0.6663 0.8514 0.6334 0.7173 0.2923 0.7740 0.6233 0.6401
0.2535 10.32 3820 0.4864 0.6508 0.7772 0.8539 0.9348 0.8188 0.8595 0.3668 0.8533 0.9004 0.7066 0.8549 0.6386 0.7164 0.3057 0.7661 0.6034 0.6703
0.2513 10.38 3840 0.4820 0.6559 0.7743 0.8590 0.9271 0.8306 0.8680 0.3402 0.8907 0.8532 0.7101 0.8514 0.6283 0.7173 0.3062 0.7780 0.6423 0.6679
0.2741 10.43 3860 0.5181 0.6403 0.7528 0.8539 0.9213 0.8096 0.8833 0.2397 0.9053 0.8223 0.6879 0.8444 0.6411 0.7162 0.2174 0.7690 0.6400 0.6544
0.8793 10.49 3880 0.4984 0.6440 0.7639 0.8517 0.9169 0.8168 0.8769 0.2930 0.8877 0.8771 0.6787 0.8444 0.6414 0.7151 0.2617 0.7619 0.6341 0.6493
0.1981 10.54 3900 0.4780 0.6594 0.7710 0.8586 0.9176 0.8092 0.8522 0.3386 0.9015 0.8517 0.7263 0.8463 0.6438 0.7207 0.2899 0.7663 0.6628 0.6859
0.232 10.59 3920 0.5167 0.6511 0.7649 0.8547 0.9196 0.8068 0.8453 0.3311 0.9019 0.8566 0.6927 0.8482 0.6453 0.7203 0.2824 0.7647 0.6404 0.6563
0.2689 10.65 3940 0.5264 0.6488 0.7711 0.8512 0.9278 0.7952 0.8249 0.4003 0.8760 0.8924 0.6813 0.8488 0.6369 0.7129 0.3246 0.7671 0.6110 0.6406
0.1742 10.7 3960 0.5162 0.6502 0.7691 0.8523 0.9240 0.7972 0.8463 0.3970 0.8934 0.8609 0.6652 0.8492 0.6400 0.7237 0.3181 0.7660 0.6205 0.6342
0.222 10.76 3980 0.5389 0.6423 0.7566 0.8502 0.9202 0.7810 0.8767 0.3457 0.9085 0.8190 0.6451 0.8469 0.6284 0.7230 0.2974 0.7626 0.6185 0.6190
0.2272 10.81 4000 0.4768 0.6573 0.7875 0.8536 0.9280 0.8281 0.8720 0.4758 0.8738 0.8815 0.6530 0.8523 0.6409 0.7267 0.3596 0.7681 0.6201 0.6333
0.2723 10.86 4020 0.5040 0.6509 0.7717 0.8497 0.9268 0.8270 0.8522 0.3997 0.8792 0.8588 0.6585 0.8373 0.6435 0.7311 0.3299 0.7586 0.6258 0.6302
0.4227 10.92 4040 0.4656 0.6675 0.7905 0.8581 0.9186 0.8039 0.8517 0.4886 0.8878 0.8817 0.7010 0.8500 0.6477 0.7334 0.3644 0.7714 0.6385 0.6674
0.9581 10.97 4060 0.4638 0.6638 0.7771 0.8599 0.9080 0.7801 0.8618 0.3977 0.9084 0.8405 0.7430 0.8427 0.6323 0.7230 0.3115 0.7738 0.6612 0.7023
0.4865 11.03 4080 0.4606 0.6638 0.7695 0.8627 0.9236 0.7933 0.8436 0.3630 0.9192 0.8099 0.7338 0.8460 0.6406 0.7266 0.2974 0.7820 0.6514 0.7030
0.2958 11.08 4100 0.4746 0.6577 0.7702 0.8591 0.9375 0.8022 0.8415 0.4017 0.9028 0.8131 0.6925 0.8451 0.6342 0.7239 0.3162 0.7863 0.6310 0.6672
0.204 11.14 4120 0.4865 0.6588 0.7797 0.8551 0.9286 0.7847 0.8519 0.4563 0.8801 0.8700 0.6866 0.8425 0.6406 0.7253 0.3448 0.7757 0.6240 0.6587
0.3136 11.19 4140 0.5041 0.6539 0.7715 0.8530 0.9247 0.7921 0.8544 0.3816 0.8800 0.8821 0.6854 0.8392 0.6458 0.7209 0.3240 0.7690 0.6202 0.6581
0.1468 11.24 4160 0.5141 0.6515 0.7695 0.8524 0.9308 0.8031 0.8590 0.3976 0.8858 0.8473 0.6632 0.8433 0.6452 0.7195 0.3288 0.7697 0.6182 0.6360
0.3071 11.3 4180 0.4866 0.6558 0.7711 0.8545 0.9143 0.7799 0.8497 0.4173 0.9083 0.8430 0.6850 0.8477 0.6257 0.7289 0.3412 0.7654 0.6273 0.6542
0.4639 11.35 4200 0.5634 0.6330 0.7501 0.8449 0.9184 0.7348 0.8655 0.3582 0.8991 0.8456 0.6293 0.8398 0.5997 0.7139 0.3168 0.7637 0.5963 0.6013
0.3086 11.41 4220 0.4990 0.6492 0.7631 0.8540 0.9332 0.7973 0.8607 0.3572 0.8947 0.8304 0.6683 0.8470 0.6370 0.7228 0.3153 0.7743 0.6128 0.6351
0.2677 11.46 4240 0.5363 0.6493 0.7661 0.8506 0.9461 0.7764 0.8798 0.4247 0.8745 0.8349 0.6266 0.8418 0.6396 0.7145 0.3586 0.7715 0.6140 0.6052
0.5276 11.51 4260 0.5128 0.6576 0.7816 0.8549 0.9327 0.8229 0.8566 0.4416 0.8763 0.8669 0.6744 0.8529 0.6394 0.7179 0.3740 0.7766 0.6026 0.6397
0.1893 11.57 4280 0.5024 0.6560 0.7728 0.8552 0.9365 0.7838 0.8439 0.4367 0.8885 0.8542 0.6657 0.8516 0.6314 0.7172 0.3641 0.7748 0.6155 0.6371
0.5181 11.62 4300 0.5177 0.6635 0.7851 0.8560 0.9365 0.7863 0.8552 0.4737 0.8597 0.8752 0.7092 0.8470 0.6361 0.7178 0.3697 0.7634 0.6371 0.6734
0.1531 11.68 4320 0.4930 0.6681 0.7778 0.8608 0.9324 0.7946 0.8571 0.4233 0.8929 0.8167 0.7276 0.8438 0.6394 0.7219 0.3456 0.7731 0.6716 0.6816
0.4142 11.73 4340 0.5438 0.6433 0.7604 0.8520 0.9311 0.7925 0.8741 0.3228 0.8829 0.8421 0.6770 0.8463 0.6215 0.7078 0.2844 0.7625 0.6318 0.6487
0.3147 11.78 4360 0.5602 0.6446 0.7527 0.8519 0.9302 0.6861 0.8605 0.4065 0.9066 0.8237 0.6554 0.8485 0.5801 0.7181 0.3362 0.7617 0.6371 0.6302
0.1662 11.84 4380 0.5133 0.6576 0.7686 0.8594 0.9240 0.7485 0.8682 0.3765 0.8988 0.8389 0.7254 0.8519 0.6029 0.7127 0.3211 0.7693 0.6563 0.6893
0.4525 11.89 4400 0.5253 0.6510 0.7614 0.8559 0.9328 0.7342 0.8650 0.3537 0.8844 0.8503 0.7096 0.8464 0.5979 0.7092 0.3070 0.7626 0.6538 0.6799
0.2606 11.95 4420 0.4896 0.6631 0.7847 0.8596 0.9294 0.8303 0.8733 0.3868 0.8694 0.8710 0.7328 0.8494 0.6321 0.7254 0.3196 0.7677 0.6500 0.6979
0.1993 12.0 4440 0.4762 0.6705 0.7897 0.8649 0.9378 0.8444 0.8635 0.3950 0.8757 0.8762 0.7351 0.8591 0.6378 0.7237 0.3338 0.7772 0.6523 0.7093
0.361 12.05 4460 0.4933 0.6619 0.7725 0.8595 0.9189 0.7869 0.8669 0.3713 0.9037 0.8365 0.7232 0.8516 0.6350 0.7266 0.3147 0.7655 0.6534 0.6863
0.3764 12.11 4480 0.5137 0.6559 0.7727 0.8585 0.9249 0.8356 0.8850 0.3418 0.8996 0.8297 0.6927 0.8472 0.6346 0.7202 0.2982 0.7767 0.6531 0.6616
0.4513 12.16 4500 0.5150 0.6554 0.7713 0.8582 0.9374 0.7756 0.8589 0.3849 0.8833 0.8620 0.6970 0.8489 0.6056 0.7141 0.3232 0.7750 0.6528 0.6683
0.2774 12.22 4520 0.5390 0.6473 0.7651 0.8538 0.9131 0.7244 0.8835 0.3934 0.9011 0.8515 0.6888 0.8508 0.5802 0.7026 0.3266 0.7656 0.6481 0.6570
0.4331 12.27 4540 0.5406 0.6468 0.7604 0.8556 0.9177 0.7400 0.8834 0.3289 0.9016 0.8526 0.6990 0.8504 0.5986 0.7112 0.2844 0.7685 0.6497 0.6646
0.269 12.32 4560 0.4955 0.6570 0.7737 0.8607 0.9215 0.8144 0.8848 0.3242 0.8973 0.8554 0.7181 0.8550 0.6359 0.7045 0.2870 0.7785 0.6544 0.6840
0.1178 12.38 4580 0.4399 0.6785 0.7848 0.8723 0.9266 0.8191 0.8578 0.3717 0.9180 0.8221 0.7786 0.8594 0.6457 0.7255 0.3142 0.7969 0.6697 0.7381
0.1972 12.43 4600 0.4786 0.6660 0.7800 0.8644 0.9281 0.8007 0.8818 0.3687 0.8967 0.8616 0.7221 0.8545 0.6375 0.7235 0.3031 0.7838 0.6644 0.6952
0.2086 12.49 4620 0.4917 0.6647 0.7764 0.8632 0.9434 0.7962 0.8712 0.3779 0.8858 0.8497 0.7104 0.8561 0.6356 0.7306 0.3073 0.7771 0.6649 0.6815
0.405 12.54 4640 0.5377 0.6600 0.7744 0.8588 0.9330 0.7947 0.8525 0.4003 0.8970 0.8700 0.6731 0.8573 0.6448 0.7387 0.3228 0.7733 0.6379 0.6454
0.2407 12.59 4660 0.4678 0.6726 0.7849 0.8648 0.9324 0.7947 0.8651 0.4104 0.8847 0.8578 0.7490 0.8542 0.6512 0.7350 0.3193 0.7754 0.6605 0.7129
0.4881 12.65 4680 0.4741 0.6735 0.7863 0.8655 0.9352 0.7932 0.8620 0.4271 0.8889 0.8701 0.7275 0.8559 0.6476 0.7356 0.3378 0.7817 0.6582 0.6976
0.3421 12.7 4700 0.4710 0.6719 0.7815 0.8656 0.9307 0.7652 0.8420 0.4211 0.8984 0.8744 0.7387 0.8576 0.6368 0.7315 0.3343 0.7810 0.6617 0.7005
0.339 12.76 4720 0.5162 0.6578 0.7792 0.8575 0.9283 0.7972 0.8548 0.4277 0.8903 0.8769 0.6789 0.8588 0.6288 0.7307 0.3317 0.7726 0.6334 0.6486
0.1653 12.81 4740 0.5618 0.6400 0.7534 0.8518 0.9296 0.7189 0.8702 0.3516 0.8962 0.8435 0.6635 0.8530 0.5911 0.7115 0.2914 0.7622 0.6354 0.6355
0.213 12.86 4760 0.6174 0.6270 0.7464 0.8429 0.9244 0.7146 0.8693 0.3455 0.8871 0.8728 0.6113 0.8467 0.5855 0.7121 0.2987 0.7532 0.6076 0.5854
0.2808 12.92 4780 0.5969 0.6418 0.7616 0.8483 0.9257 0.7401 0.8735 0.4186 0.8922 0.8546 0.6263 0.8467 0.5884 0.7277 0.3514 0.7626 0.6172 0.5986
0.2436 12.97 4800 0.5843 0.6322 0.7486 0.8432 0.9147 0.7072 0.8638 0.3813 0.9016 0.8536 0.6180 0.8410 0.5890 0.7187 0.3274 0.7556 0.6094 0.5841
0.2076 13.03 4820 0.5755 0.6269 0.7466 0.8446 0.9314 0.7117 0.8873 0.3420 0.8854 0.8666 0.6021 0.8448 0.5825 0.7051 0.3008 0.7672 0.6150 0.5727
0.289 13.08 4840 0.5757 0.6332 0.7563 0.8459 0.9230 0.7370 0.8729 0.3790 0.8907 0.8828 0.6087 0.8474 0.5776 0.7105 0.3302 0.7638 0.6227 0.5802
0.2963 13.14 4860 0.5199 0.6485 0.7678 0.8543 0.9310 0.7834 0.8680 0.3795 0.8896 0.8592 0.6637 0.8538 0.6126 0.7216 0.3186 0.7708 0.6309 0.6314
0.2072 13.19 4880 0.5422 0.6480 0.7643 0.8539 0.9289 0.7738 0.8613 0.3749 0.8995 0.8637 0.6480 0.8486 0.6122 0.7262 0.3209 0.7736 0.6303 0.6239
0.436 13.24 4900 0.4915 0.6580 0.7761 0.8595 0.9245 0.8288 0.8618 0.3524 0.8963 0.8711 0.6982 0.8540 0.6318 0.7307 0.3097 0.7764 0.6368 0.6667
0.1602 13.3 4920 0.4685 0.6640 0.7795 0.8624 0.9315 0.7810 0.8780 0.4048 0.8896 0.8513 0.7204 0.8553 0.6160 0.7197 0.3329 0.7781 0.6548 0.6912
0.3805 13.35 4940 0.5413 0.6435 0.7730 0.8513 0.9187 0.8250 0.8728 0.3808 0.8915 0.8852 0.6374 0.8540 0.6100 0.7198 0.3229 0.7735 0.6140 0.6101
0.4563 13.41 4960 0.5416 0.6525 0.7747 0.8543 0.9274 0.7967 0.8779 0.4147 0.8917 0.8720 0.6423 0.8580 0.6384 0.7283 0.3407 0.7746 0.6153 0.6122
0.267 13.46 4980 0.5113 0.6588 0.7812 0.8568 0.9382 0.7916 0.8762 0.4375 0.8683 0.8744 0.6822 0.8510 0.6396 0.7273 0.3327 0.7739 0.6353 0.6518
0.6845 13.51 5000 0.5037 0.6550 0.7751 0.8550 0.9392 0.8143 0.8723 0.3970 0.8677 0.8411 0.6943 0.8426 0.6345 0.7289 0.3052 0.7669 0.6471 0.6599
0.1488 13.57 5020 0.5335 0.6573 0.7741 0.8590 0.9272 0.8093 0.8577 0.3777 0.9026 0.8665 0.6775 0.8564 0.6379 0.7349 0.3104 0.7792 0.6336 0.6484
0.1949 13.62 5040 0.5214 0.6620 0.7775 0.8619 0.9325 0.8244 0.8598 0.3807 0.9002 0.8461 0.6987 0.8608 0.6363 0.7327 0.3203 0.7786 0.6393 0.6659
0.4794 13.68 5060 0.5203 0.6614 0.7757 0.8581 0.9444 0.7886 0.8708 0.4144 0.8738 0.8486 0.6892 0.8443 0.6368 0.7275 0.3321 0.7720 0.6560 0.6613
0.2998 13.73 5080 0.5237 0.6633 0.7798 0.8607 0.9358 0.7775 0.8733 0.4340 0.8893 0.8634 0.6851 0.8573 0.6327 0.7282 0.3478 0.7804 0.6400 0.6566
0.8203 13.78 5100 0.5309 0.6594 0.7770 0.8581 0.9316 0.7465 0.8602 0.4284 0.8769 0.8855 0.7096 0.8530 0.6185 0.7228 0.3431 0.7744 0.6370 0.6670
1.1222 13.84 5120 0.4967 0.6640 0.7765 0.8634 0.9377 0.7554 0.8599 0.4007 0.8864 0.8661 0.7291 0.8575 0.6160 0.7193 0.3240 0.7801 0.6577 0.6934
0.2649 13.89 5140 0.4936 0.6591 0.7698 0.8601 0.9344 0.7570 0.8611 0.3866 0.8931 0.8430 0.7132 0.8516 0.6254 0.7221 0.3015 0.7742 0.6562 0.6825
0.2577 13.95 5160 0.4935 0.6677 0.7870 0.8623 0.9258 0.8153 0.8599 0.4207 0.8869 0.8703 0.7301 0.8571 0.6292 0.7339 0.3240 0.7691 0.6576 0.7027
0.2886 14.0 5180 0.4860 0.6743 0.7872 0.8663 0.9402 0.8277 0.8624 0.4220 0.8930 0.8478 0.7170 0.8584 0.6430 0.7352 0.3487 0.7815 0.6631 0.6903
0.1118 14.05 5200 0.5314 0.6641 0.7930 0.8563 0.9215 0.8268 0.8690 0.4832 0.8762 0.8957 0.6789 0.8520 0.6447 0.7356 0.3692 0.7705 0.6249 0.6515
1.741 14.11 5220 0.5089 0.6755 0.7958 0.8649 0.9226 0.8303 0.8835 0.4567 0.8926 0.8588 0.7258 0.8586 0.6438 0.7323 0.3672 0.7796 0.6584 0.6886
0.2747 14.16 5240 0.5532 0.6590 0.7828 0.8574 0.9332 0.8041 0.8984 0.4260 0.8748 0.8732 0.6701 0.8538 0.6292 0.7184 0.3530 0.7760 0.6404 0.6422
0.3364 14.22 5260 0.4954 0.6721 0.7866 0.8654 0.9404 0.8099 0.8695 0.4120 0.8816 0.8706 0.7220 0.8585 0.6431 0.7299 0.3425 0.7808 0.6621 0.6881
0.1092 14.27 5280 0.5403 0.6668 0.7817 0.8622 0.9326 0.8063 0.8576 0.4038 0.8934 0.8883 0.6903 0.8572 0.6428 0.7290 0.3439 0.7786 0.6526 0.6633
0.2543 14.32 5300 0.4710 0.6751 0.7858 0.8670 0.9426 0.7976 0.8665 0.4427 0.8981 0.8497 0.7031 0.8563 0.6373 0.7316 0.3588 0.7888 0.6727 0.6801
0.3732 14.38 5320 0.4648 0.6833 0.7912 0.8718 0.9385 0.8005 0.8569 0.4450 0.9034 0.8450 0.7491 0.8626 0.6390 0.7351 0.3665 0.7912 0.6732 0.7156
0.1528 14.43 5340 0.4656 0.6879 0.8058 0.8715 0.9340 0.7962 0.8489 0.5164 0.8816 0.8936 0.7699 0.8629 0.6477 0.7363 0.3880 0.7920 0.6534 0.7350
0.3244 14.49 5360 0.4819 0.6799 0.7992 0.8675 0.9388 0.8142 0.8677 0.4842 0.8772 0.8797 0.7327 0.8593 0.6425 0.7292 0.3777 0.7863 0.6673 0.6971
0.2471 14.54 5380 0.5574 0.6558 0.7864 0.8540 0.9270 0.8175 0.8705 0.4817 0.8815 0.8864 0.6402 0.8534 0.6300 0.7209 0.3702 0.7775 0.6240 0.6144
0.3905 14.59 5400 0.5166 0.6629 0.7812 0.8599 0.9366 0.7865 0.8554 0.4319 0.8837 0.8957 0.6788 0.8558 0.6376 0.7243 0.3525 0.7819 0.6397 0.6484
0.2366 14.65 5420 0.5017 0.6705 0.7890 0.8655 0.9361 0.8299 0.8475 0.4132 0.8866 0.8847 0.7248 0.8625 0.6383 0.7279 0.3406 0.7848 0.6503 0.6891
0.432 14.7 5440 0.4907 0.6696 0.7843 0.8641 0.9378 0.8229 0.8357 0.4179 0.8963 0.8825 0.6968 0.8566 0.6400 0.7348 0.3492 0.7864 0.6542 0.6657
0.2797 14.76 5460 0.4823 0.6714 0.7822 0.8653 0.9368 0.8077 0.8301 0.4094 0.9018 0.8876 0.7023 0.8565 0.6441 0.7392 0.3449 0.7876 0.6568 0.6703
0.284 14.81 5480 0.4817 0.6763 0.7882 0.8668 0.9367 0.8150 0.8322 0.4407 0.9015 0.8829 0.7081 0.8558 0.6383 0.7339 0.3713 0.7894 0.6701 0.6750
0.2486 14.86 5500 0.4743 0.6813 0.7975 0.8687 0.9381 0.8057 0.8638 0.4659 0.8777 0.8788 0.7525 0.8623 0.6416 0.7306 0.3675 0.7811 0.6758 0.7099
1.0494 14.92 5520 0.5004 0.6725 0.7994 0.8636 0.9386 0.8408 0.8609 0.4807 0.8660 0.8867 0.7218 0.8614 0.6357 0.7276 0.3682 0.7776 0.6499 0.6868
0.3282 14.97 5540 0.5212 0.6602 0.7826 0.8605 0.9357 0.7940 0.8699 0.4259 0.8818 0.8824 0.6886 0.8602 0.6045 0.7202 0.3520 0.7798 0.6460 0.6589
0.46 15.03 5560 0.5118 0.6684 0.7767 0.8662 0.9354 0.7391 0.8666 0.4207 0.9038 0.8428 0.7282 0.8651 0.5993 0.7243 0.3519 0.7805 0.6659 0.6919
0.2936 15.08 5580 0.5192 0.6659 0.7882 0.8609 0.9319 0.7430 0.8424 0.4950 0.8729 0.9068 0.7252 0.8666 0.6054 0.7200 0.3753 0.7690 0.6397 0.6850
0.2287 15.14 5600 0.5296 0.6573 0.7719 0.8597 0.9304 0.7450 0.8833 0.4235 0.9021 0.8333 0.6860 0.8564 0.5819 0.6972 0.3501 0.7769 0.6834 0.6549
0.2904 15.19 5620 0.5371 0.6618 0.7742 0.8605 0.9246 0.7525 0.8723 0.4390 0.9128 0.8294 0.6886 0.8538 0.5983 0.7007 0.3598 0.7777 0.6826 0.6598
0.1743 15.24 5640 0.5354 0.6642 0.7898 0.8575 0.9329 0.7826 0.8584 0.5319 0.8819 0.8765 0.6645 0.8481 0.6236 0.7261 0.3739 0.7773 0.6612 0.6392
0.4112 15.3 5660 0.5052 0.6723 0.7901 0.8614 0.9394 0.7820 0.8536 0.5162 0.8812 0.8633 0.6952 0.8488 0.6356 0.7324 0.3818 0.7787 0.6688 0.6597
0.1699 15.35 5680 0.5328 0.6690 0.7797 0.8637 0.9333 0.7722 0.8553 0.4220 0.8983 0.8682 0.7089 0.8566 0.6303 0.7255 0.3521 0.7796 0.6592 0.6794
0.1916 15.41 5700 0.5239 0.6685 0.7828 0.8634 0.9350 0.7994 0.8497 0.4325 0.8972 0.8660 0.7002 0.8583 0.6314 0.7261 0.3546 0.7807 0.6584 0.6700
0.3017 15.46 5720 0.5202 0.6667 0.7874 0.8611 0.9378 0.7855 0.8547 0.4498 0.8691 0.9042 0.7106 0.8612 0.6321 0.7219 0.3577 0.7716 0.6448 0.6778
0.4613 15.51 5740 0.5305 0.6689 0.7846 0.8637 0.9371 0.7753 0.8568 0.4424 0.8864 0.8865 0.7077 0.8621 0.6225 0.7240 0.3623 0.7787 0.6559 0.6766
0.2427 15.57 5760 0.5309 0.6718 0.7882 0.8649 0.9307 0.8135 0.8612 0.4478 0.8997 0.8510 0.7136 0.8624 0.6301 0.7245 0.3640 0.7804 0.6637 0.6777
0.1715 15.62 5780 0.5624 0.6562 0.7710 0.8575 0.9419 0.7407 0.8751 0.4462 0.8906 0.8442 0.6581 0.8581 0.6136 0.7169 0.3606 0.7771 0.6393 0.6281
0.1743 15.68 5800 0.5858 0.6474 0.7718 0.8515 0.9255 0.7338 0.8919 0.4446 0.8790 0.8760 0.6516 0.8540 0.6027 0.7056 0.3599 0.7700 0.6193 0.6204
0.1497 15.73 5820 0.5603 0.6659 0.7830 0.8595 0.9291 0.7782 0.8759 0.4456 0.8845 0.8723 0.6953 0.8559 0.6379 0.7309 0.3684 0.7730 0.6350 0.6600
0.1704 15.78 5840 0.5118 0.6780 0.7864 0.8685 0.9415 0.7931 0.8423 0.4234 0.8912 0.8696 0.7442 0.8624 0.6468 0.7316 0.3559 0.7839 0.6621 0.7033
0.2139 15.84 5860 0.5604 0.6598 0.7785 0.8575 0.9417 0.7978 0.8686 0.4478 0.8864 0.8622 0.6453 0.8534 0.6459 0.7270 0.3536 0.7803 0.6375 0.6210
0.2681 15.89 5880 0.5511 0.6606 0.7768 0.8585 0.9339 0.8061 0.8352 0.4398 0.9030 0.8553 0.6645 0.8573 0.6392 0.7339 0.3482 0.7770 0.6330 0.6357
0.4451 15.95 5900 0.5849 0.6544 0.7729 0.8552 0.9280 0.7920 0.8683 0.4166 0.9002 0.8661 0.6395 0.8567 0.6407 0.7325 0.3389 0.7740 0.6246 0.6134
0.2227 16.0 5920 0.5656 0.6600 0.7718 0.8583 0.9314 0.7589 0.8451 0.4590 0.9162 0.8454 0.6464 0.8612 0.6363 0.7345 0.3601 0.7773 0.6309 0.6196
0.1399 16.05 5940 0.5454 0.6638 0.7856 0.8594 0.9311 0.8021 0.8783 0.4619 0.8910 0.8743 0.6607 0.8640 0.6450 0.7326 0.3674 0.7786 0.6308 0.6285
0.2748 16.11 5960 0.6201 0.6587 0.7815 0.8554 0.9342 0.7969 0.8792 0.4682 0.8869 0.8788 0.6261 0.8588 0.6519 0.7246 0.3736 0.7767 0.6230 0.6021
0.2186 16.16 5980 0.5809 0.6635 0.7922 0.8577 0.9296 0.8315 0.8590 0.5140 0.8901 0.8716 0.6499 0.8629 0.6421 0.7340 0.3849 0.7780 0.6229 0.6199
0.9109 16.22 6000 0.5806 0.6598 0.7839 0.8562 0.9358 0.7914 0.8766 0.4737 0.8781 0.8861 0.6454 0.8617 0.6434 0.7326 0.3732 0.7742 0.6170 0.6165
0.229 16.27 6020 0.5317 0.6628 0.7808 0.8589 0.9298 0.7970 0.8556 0.4508 0.8979 0.8628 0.6717 0.8573 0.6345 0.7319 0.3615 0.7759 0.6379 0.6407
0.1148 16.32 6040 0.5476 0.6663 0.7861 0.8599 0.9262 0.7672 0.8661 0.4985 0.8950 0.8631 0.6863 0.8551 0.6162 0.7292 0.3834 0.7764 0.6490 0.6551
0.2058 16.38 6060 0.6424 0.6593 0.7686 0.8554 0.9324 0.7444 0.8467 0.4748 0.9143 0.8383 0.6293 0.8478 0.6211 0.7304 0.3874 0.7714 0.6494 0.6075
0.3258 16.43 6080 0.5560 0.6656 0.7791 0.8608 0.9298 0.7633 0.8762 0.4509 0.9000 0.8476 0.6860 0.8530 0.6238 0.7263 0.3672 0.7790 0.6543 0.6557
0.2097 16.49 6100 0.5592 0.6673 0.7747 0.8615 0.9321 0.7842 0.8539 0.4282 0.9133 0.8283 0.6828 0.8508 0.6411 0.7377 0.3629 0.7815 0.6440 0.6534
0.1554 16.54 6120 0.5593 0.6684 0.7847 0.8615 0.9245 0.7956 0.8659 0.4542 0.9034 0.8614 0.6880 0.8535 0.6409 0.7300 0.3685 0.7827 0.6439 0.6593
1.0233 16.59 6140 0.5681 0.6595 0.7668 0.8602 0.9335 0.7291 0.8624 0.4098 0.9083 0.8414 0.6834 0.8527 0.6119 0.7172 0.3547 0.7828 0.6418 0.6555
0.1656 16.65 6160 0.5631 0.6641 0.7750 0.8610 0.9293 0.7302 0.8514 0.4592 0.9070 0.8556 0.6922 0.8559 0.5994 0.7228 0.3867 0.7804 0.6415 0.6622
0.1768 16.7 6180 0.5629 0.6718 0.7903 0.8618 0.9320 0.7868 0.8579 0.4890 0.8871 0.8905 0.6892 0.8558 0.6290 0.7399 0.3971 0.7792 0.6398 0.6615
0.298 16.76 6200 0.5488 0.6720 0.7906 0.8624 0.9306 0.7532 0.8659 0.4985 0.8806 0.8937 0.7116 0.8597 0.6218 0.7369 0.3919 0.7756 0.6451 0.6730
0.3174 16.81 6220 0.5639 0.6712 0.7837 0.8628 0.9256 0.7469 0.8611 0.4816 0.9056 0.8710 0.6943 0.8573 0.6154 0.7295 0.3988 0.7797 0.6517 0.6659
2.2986 16.86 6240 0.5555 0.6717 0.7782 0.8649 0.9323 0.7315 0.8713 0.4571 0.9097 0.8433 0.7024 0.8581 0.6204 0.7316 0.3816 0.7842 0.6536 0.6721
0.1239 16.92 6260 0.5121 0.6784 0.7904 0.8675 0.9330 0.8007 0.8500 0.4376 0.8923 0.8780 0.7411 0.8623 0.6422 0.7370 0.3722 0.7818 0.6553 0.6983
0.4243 16.97 6280 0.5192 0.6780 0.7880 0.8677 0.9311 0.8051 0.8610 0.4178 0.8995 0.8697 0.7317 0.8597 0.6483 0.7393 0.3622 0.7842 0.6532 0.6988
0.1333 17.03 6300 0.4975 0.6766 0.7927 0.8658 0.9296 0.8200 0.8553 0.4512 0.8905 0.8627 0.7395 0.8593 0.6506 0.7414 0.3519 0.7780 0.6566 0.6987
0.2877 17.08 6320 0.5117 0.6742 0.8014 0.8632 0.9275 0.8139 0.8602 0.5093 0.8684 0.8800 0.7507 0.8633 0.6434 0.7367 0.3510 0.7705 0.6555 0.6986
0.138 17.14 6340 0.5202 0.6690 0.7905 0.8614 0.9247 0.8059 0.8752 0.4796 0.8871 0.8307 0.7301 0.8583 0.6442 0.7281 0.3387 0.7713 0.6566 0.6858
0.2876 17.19 6360 0.5580 0.6496 0.7729 0.8541 0.9319 0.7853 0.8786 0.4272 0.8919 0.8622 0.6330 0.8550 0.6184 0.7201 0.3440 0.7799 0.6230 0.6065
0.8339 17.24 6380 0.6122 0.6454 0.7615 0.8520 0.9361 0.7730 0.8545 0.4034 0.9046 0.8507 0.6084 0.8525 0.6229 0.7216 0.3397 0.7763 0.6178 0.5869
0.7474 17.3 6400 0.5489 0.6636 0.7709 0.8613 0.9380 0.7517 0.8600 0.4072 0.8961 0.8335 0.7095 0.8506 0.6216 0.7276 0.3413 0.7768 0.6491 0.6780
0.1185 17.35 6420 0.5330 0.6681 0.7734 0.8655 0.9345 0.7603 0.8367 0.4204 0.9192 0.8285 0.7139 0.8612 0.6170 0.7291 0.3548 0.7859 0.6485 0.6800
0.4462 17.41 6440 0.5454 0.6620 0.7790 0.8605 0.9276 0.7877 0.8408 0.4482 0.9058 0.8439 0.6988 0.8568 0.6036 0.7307 0.3599 0.7796 0.6407 0.6629
0.5445 17.46 6460 0.5240 0.6666 0.7783 0.8644 0.9379 0.7571 0.8742 0.4554 0.9089 0.8280 0.6864 0.8625 0.6159 0.7285 0.3577 0.7870 0.6497 0.6645
0.1115 17.51 6480 0.5198 0.6651 0.7843 0.8623 0.9350 0.7463 0.8777 0.4974 0.8968 0.8622 0.6744 0.8626 0.6151 0.7240 0.3733 0.7884 0.6443 0.6482
0.245 17.57 6500 0.5252 0.6700 0.7884 0.8639 0.9303 0.7806 0.8511 0.4831 0.8996 0.8762 0.6978 0.8626 0.6275 0.7296 0.3763 0.7879 0.6412 0.6649
0.8472 17.62 6520 0.5077 0.6717 0.7884 0.8652 0.9300 0.7849 0.8612 0.4621 0.8983 0.8685 0.7138 0.8626 0.6336 0.7313 0.3628 0.7877 0.6486 0.6750
0.2628 17.68 6540 0.5328 0.6735 0.7958 0.8642 0.9278 0.8056 0.8677 0.5064 0.8929 0.8602 0.7100 0.8621 0.6398 0.7329 0.3823 0.7867 0.6402 0.6702
0.2206 17.73 6560 0.5419 0.6686 0.7907 0.8624 0.9336 0.8046 0.8718 0.4855 0.8905 0.8633 0.6854 0.8627 0.6354 0.7352 0.3745 0.7852 0.6356 0.6517
0.4008 17.78 6580 0.5471 0.6655 0.7858 0.8611 0.9250 0.8095 0.8543 0.4608 0.9039 0.8613 0.6858 0.8613 0.6263 0.7366 0.3697 0.7820 0.6328 0.6501
0.2569 17.84 6600 0.5723 0.6587 0.7726 0.8611 0.9352 0.7637 0.8748 0.4024 0.9009 0.8486 0.6824 0.8604 0.6168 0.7223 0.3318 0.7833 0.6434 0.6532
0.438 17.89 6620 0.5625 0.6605 0.7820 0.8608 0.9311 0.7878 0.8763 0.4328 0.8925 0.8712 0.6822 0.8614 0.6095 0.7180 0.3460 0.7815 0.6551 0.6520
0.3253 17.95 6640 0.5381 0.6719 0.7896 0.8658 0.9266 0.8072 0.8681 0.4426 0.9034 0.8737 0.7060 0.8624 0.6122 0.7337 0.3767 0.7872 0.6613 0.6695
0.2993 18.0 6660 0.5754 0.6722 0.7916 0.8633 0.9236 0.7817 0.8707 0.4875 0.8967 0.8801 0.7011 0.8584 0.6183 0.7322 0.3966 0.7824 0.6503 0.6674
0.2065 18.05 6680 0.5444 0.6689 0.7823 0.8624 0.9169 0.7521 0.8745 0.4642 0.9093 0.8377 0.7210 0.8565 0.6097 0.7298 0.3757 0.7768 0.6646 0.6693
0.3371 18.11 6700 0.5273 0.6757 0.7966 0.8648 0.9217 0.8152 0.8496 0.4998 0.8991 0.8633 0.7276 0.8624 0.6277 0.7397 0.3904 0.7813 0.6530 0.6754
0.5228 18.16 6720 0.5471 0.6708 0.7856 0.8650 0.9337 0.7853 0.8663 0.4497 0.8993 0.8631 0.7017 0.8635 0.6327 0.7301 0.3639 0.7858 0.6552 0.6646
0.2349 18.22 6740 0.5225 0.6691 0.7902 0.8618 0.9302 0.7764 0.8783 0.4901 0.8816 0.8602 0.7141 0.8593 0.6323 0.7354 0.3579 0.7762 0.6537 0.6687
0.296 18.27 6760 0.5410 0.6710 0.7873 0.8642 0.9196 0.7942 0.8639 0.4490 0.9087 0.8637 0.7124 0.8572 0.6287 0.7330 0.3596 0.7844 0.6596 0.6748
0.2349 18.32 6780 0.5687 0.6661 0.7818 0.8626 0.9200 0.7858 0.8744 0.4312 0.9104 0.8465 0.7044 0.8569 0.6272 0.7284 0.3355 0.7811 0.6631 0.6708
0.4848 18.38 6800 0.5320 0.6715 0.7892 0.8637 0.9331 0.7980 0.8656 0.4704 0.8912 0.8560 0.7102 0.8597 0.6412 0.7348 0.3434 0.7778 0.6694 0.6744
0.2716 18.43 6820 0.5290 0.6722 0.7942 0.8635 0.9285 0.8218 0.8578 0.4668 0.8848 0.8770 0.7226 0.8625 0.6371 0.7374 0.3669 0.7781 0.6490 0.6743
0.2607 18.49 6840 0.5762 0.6684 0.7847 0.8625 0.9299 0.7859 0.8679 0.4440 0.8946 0.8751 0.6953 0.8576 0.6369 0.7328 0.3617 0.7829 0.6432 0.6634
0.7043 18.54 6860 0.5676 0.6691 0.7859 0.8634 0.9205 0.7614 0.8808 0.4704 0.9048 0.8503 0.7135 0.8586 0.6161 0.7254 0.3669 0.7828 0.6578 0.6762
0.2008 18.59 6880 0.5637 0.6680 0.7828 0.8627 0.9322 0.7548 0.8669 0.4669 0.8944 0.8577 0.7066 0.8588 0.6206 0.7311 0.3651 0.7801 0.6499 0.6705
0.3121 18.65 6900 0.5398 0.6751 0.7929 0.8667 0.9322 0.7949 0.8817 0.4777 0.8966 0.8545 0.7124 0.8654 0.6273 0.7347 0.3761 0.7866 0.6627 0.6729
0.1511 18.7 6920 0.5115 0.6731 0.7925 0.8653 0.9332 0.7922 0.8723 0.4714 0.8855 0.8709 0.7221 0.8661 0.6252 0.7388 0.3702 0.7809 0.6605 0.6701
0.1835 18.76 6940 0.5327 0.6735 0.7932 0.8651 0.9295 0.8151 0.8664 0.4703 0.8955 0.8662 0.7093 0.8642 0.6370 0.7419 0.3649 0.7824 0.6549 0.6692
0.2837 18.81 6960 0.5515 0.6713 0.7891 0.8643 0.9334 0.8020 0.8664 0.4550 0.8927 0.8751 0.6995 0.8640 0.6394 0.7398 0.3591 0.7817 0.6495 0.6658
0.1731 18.86 6980 0.5519 0.6740 0.7886 0.8649 0.9321 0.7978 0.8635 0.4706 0.9025 0.8581 0.6955 0.8627 0.6356 0.7400 0.3741 0.7796 0.6610 0.6645
0.2349 18.92 7000 0.5380 0.6761 0.7916 0.8645 0.9323 0.7646 0.8670 0.5184 0.8938 0.8536 0.7113 0.8584 0.6331 0.7428 0.3911 0.7812 0.6519 0.6740
0.2234 18.97 7020 0.5678 0.6721 0.7882 0.8640 0.9382 0.7470 0.8651 0.5052 0.8881 0.8760 0.6977 0.8629 0.6259 0.7375 0.3879 0.7837 0.6423 0.6643
0.225 19.03 7040 0.5822 0.6677 0.7840 0.8609 0.9277 0.7737 0.8650 0.4743 0.9010 0.8699 0.6761 0.8576 0.6283 0.7369 0.3880 0.7807 0.6340 0.6484
0.2817 19.08 7060 0.5592 0.6691 0.7870 0.8610 0.9306 0.7640 0.8635 0.5015 0.8918 0.8686 0.6890 0.8575 0.6278 0.7350 0.3882 0.7779 0.6398 0.6577
0.2163 19.14 7080 0.5760 0.6668 0.7882 0.8594 0.9236 0.7730 0.8712 0.5191 0.8996 0.8590 0.6720 0.8577 0.6236 0.7353 0.3999 0.7791 0.6294 0.6426
0.3567 19.19 7100 0.5600 0.6743 0.7875 0.8648 0.9296 0.7735 0.8600 0.4852 0.9047 0.8567 0.7031 0.8616 0.6318 0.7352 0.3907 0.7825 0.6472 0.6712
0.1846 19.24 7120 0.5490 0.6750 0.7890 0.8655 0.9415 0.8049 0.8635 0.4735 0.8937 0.8446 0.7011 0.8600 0.6391 0.7361 0.3839 0.7848 0.6516 0.6699
0.3032 19.3 7140 0.5672 0.6697 0.7886 0.8627 0.9367 0.8156 0.8700 0.4861 0.8977 0.8365 0.6778 0.8594 0.6326 0.7330 0.3887 0.7857 0.6390 0.6492
0.1946 19.35 7160 0.5625 0.6736 0.7880 0.8640 0.9360 0.8089 0.8646 0.4694 0.8998 0.8543 0.6831 0.8590 0.6434 0.7375 0.3962 0.7865 0.6379 0.6546
0.135 19.41 7180 0.5581 0.6751 0.7882 0.8650 0.9323 0.7993 0.8518 0.4760 0.9073 0.8612 0.6893 0.8612 0.6438 0.7382 0.3949 0.7868 0.6404 0.6604
0.2432 19.46 7200 0.5832 0.6741 0.7886 0.8627 0.9237 0.7989 0.8359 0.4959 0.9112 0.8616 0.6933 0.8560 0.6385 0.7350 0.4062 0.7824 0.6398 0.6607
0.1975 19.51 7220 0.5366 0.6765 0.7931 0.8649 0.9407 0.7973 0.8284 0.5083 0.8865 0.8759 0.7144 0.8593 0.6395 0.7321 0.3981 0.7846 0.6456 0.6765
0.2508 19.57 7240 0.5275 0.6792 0.7958 0.8663 0.9357 0.7951 0.8559 0.5032 0.8875 0.8697 0.7231 0.8627 0.6452 0.7380 0.3939 0.7829 0.6481 0.6835
0.4301 19.62 7260 0.5307 0.6817 0.7969 0.8678 0.9351 0.8082 0.8597 0.4903 0.8908 0.8646 0.7298 0.8639 0.6493 0.7348 0.3996 0.7857 0.6455 0.6932
0.1237 19.68 7280 0.5420 0.6839 0.7992 0.8675 0.9226 0.7999 0.8585 0.5191 0.9018 0.8498 0.7429 0.8611 0.6438 0.7365 0.4107 0.7815 0.6535 0.7000
0.36 19.73 7300 0.5512 0.6800 0.7968 0.8664 0.9214 0.8010 0.8745 0.4956 0.8983 0.8419 0.7449 0.8618 0.6353 0.7286 0.3959 0.7777 0.6575 0.7029
0.1626 19.78 7320 0.5594 0.6775 0.7919 0.8651 0.9325 0.7960 0.8503 0.4902 0.8949 0.8626 0.7165 0.8580 0.6407 0.7326 0.3916 0.7791 0.6559 0.6850
1.7953 19.84 7340 0.6085 0.6681 0.7822 0.8616 0.9338 0.7686 0.8664 0.4663 0.8983 0.8670 0.6752 0.8595 0.6334 0.7299 0.3827 0.7798 0.6418 0.6497
1.867 19.89 7360 0.6072 0.6649 0.7769 0.8618 0.9386 0.7367 0.8718 0.4639 0.8992 0.8542 0.6741 0.8576 0.6132 0.7218 0.3691 0.7815 0.6619 0.6488
0.1957 19.95 7380 0.5220 0.6744 0.7897 0.8661 0.9346 0.7849 0.8613 0.4752 0.8971 0.8638 0.7113 0.8634 0.6272 0.7300 0.3779 0.7850 0.6607 0.6767
0.4062 20.0 7400 0.5444 0.6753 0.7937 0.8653 0.9363 0.7933 0.8579 0.5095 0.8935 0.8649 0.7008 0.8642 0.6380 0.7344 0.3824 0.7837 0.6553 0.6690
0.2402 20.05 7420 0.5215 0.6744 0.7915 0.8656 0.9361 0.7742 0.8748 0.4944 0.8882 0.8528 0.7198 0.8649 0.6338 0.7320 0.3695 0.7816 0.6625 0.6766
0.1948 20.11 7440 0.5325 0.6759 0.7865 0.8666 0.9350 0.7735 0.8619 0.4734 0.9047 0.8463 0.7108 0.8632 0.6409 0.7326 0.3746 0.7854 0.6593 0.6750
0.2471 20.16 7460 0.5395 0.6740 0.7854 0.8667 0.9291 0.7546 0.8543 0.4615 0.9032 0.8588 0.7364 0.8678 0.6226 0.7294 0.3688 0.7807 0.6601 0.6888
0.1413 20.22 7480 0.5538 0.6628 0.7729 0.8617 0.9285 0.7124 0.8662 0.4266 0.8978 0.8549 0.7237 0.8597 0.5998 0.7205 0.3453 0.7730 0.6634 0.6779
0.1396 20.27 7500 0.5528 0.6630 0.7722 0.8618 0.9283 0.7045 0.8680 0.4317 0.8987 0.8449 0.7291 0.8609 0.5984 0.7175 0.3472 0.7715 0.6639 0.6814
0.4735 20.32 7520 0.5323 0.6690 0.7812 0.8645 0.9366 0.7153 0.8537 0.4743 0.8896 0.8676 0.7316 0.8668 0.6024 0.7205 0.3739 0.7775 0.6599 0.6822
0.2384 20.38 7540 0.5432 0.6688 0.7833 0.8640 0.9255 0.7148 0.8758 0.4879 0.8987 0.8489 0.7318 0.8660 0.5946 0.7187 0.3836 0.7781 0.6586 0.6822
0.1263 20.43 7560 0.5176 0.6749 0.7916 0.8651 0.9346 0.7601 0.8616 0.4992 0.8822 0.8659 0.7378 0.8644 0.6170 0.7267 0.3954 0.7771 0.6562 0.6877
0.2657 20.49 7580 0.5225 0.6726 0.7855 0.8652 0.9410 0.7408 0.8750 0.4744 0.8846 0.8679 0.7146 0.8638 0.6238 0.7285 0.3838 0.7836 0.6494 0.6750
0.1029 20.54 7600 0.5211 0.6780 0.7974 0.8672 0.9331 0.7985 0.8779 0.5041 0.8919 0.8575 0.7191 0.8659 0.6372 0.7348 0.3861 0.7873 0.6508 0.6843
0.1148 20.59 7620 0.5278 0.6769 0.7913 0.8666 0.9441 0.7884 0.8563 0.4964 0.8911 0.8574 0.7052 0.8618 0.6425 0.7355 0.3833 0.7888 0.6519 0.6745
0.6143 20.65 7640 0.5407 0.6763 0.7935 0.8665 0.9417 0.8000 0.8543 0.4949 0.8890 0.8652 0.7091 0.8637 0.6340 0.7346 0.3875 0.7873 0.6496 0.6771
1.6212 20.7 7660 0.5453 0.6732 0.7947 0.8637 0.9407 0.7817 0.8576 0.5307 0.8828 0.8802 0.6889 0.8646 0.6344 0.7379 0.3963 0.7852 0.6346 0.6591
0.2199 20.76 7680 0.5434 0.6740 0.7933 0.8650 0.9357 0.7967 0.8591 0.4937 0.8901 0.8754 0.7027 0.8658 0.6333 0.7324 0.3903 0.7848 0.6429 0.6688
0.6563 20.81 7700 0.5779 0.6663 0.7819 0.8625 0.9322 0.7900 0.8459 0.4485 0.9049 0.8709 0.6812 0.8648 0.6248 0.7312 0.3698 0.7813 0.6415 0.6508
0.2724 20.86 7720 0.5538 0.6674 0.7838 0.8622 0.9272 0.7698 0.8691 0.4523 0.8970 0.8728 0.6983 0.8597 0.6210 0.7305 0.3720 0.7803 0.6432 0.6649
0.2677 20.92 7740 0.5418 0.6740 0.7952 0.8658 0.9312 0.8128 0.8633 0.4734 0.8901 0.8783 0.7173 0.8655 0.6291 0.7342 0.3758 0.7857 0.6460 0.6815
0.4391 20.97 7760 0.5329 0.6751 0.7847 0.8683 0.9333 0.7851 0.8680 0.4378 0.9116 0.8406 0.7168 0.8644 0.6323 0.7332 0.3632 0.7903 0.6590 0.6832
0.8593 21.03 7780 0.5310 0.6710 0.7837 0.8658 0.9440 0.7658 0.8754 0.4665 0.8909 0.8219 0.7211 0.8630 0.6326 0.7336 0.3360 0.7837 0.6664 0.6818
0.2848 21.08 7800 0.5415 0.6693 0.7910 0.8630 0.9341 0.7785 0.8665 0.4955 0.8817 0.8638 0.7171 0.8648 0.6337 0.7378 0.3398 0.7759 0.6544 0.6786
0.2635 21.14 7820 0.5943 0.6725 0.7897 0.8651 0.9339 0.7907 0.8586 0.4940 0.9029 0.8526 0.6950 0.8637 0.6319 0.7365 0.3691 0.7852 0.6549 0.6663
0.1603 21.19 7840 0.5332 0.6744 0.7928 0.8656 0.9390 0.7718 0.8777 0.5057 0.8828 0.8493 0.7230 0.8666 0.6272 0.7324 0.3761 0.7803 0.6614 0.6768
0.2562 21.24 7860 0.5453 0.6734 0.7918 0.8656 0.9362 0.7881 0.8782 0.4889 0.8929 0.8575 0.7010 0.8650 0.6343 0.7280 0.3732 0.7863 0.6573 0.6699
0.0818 21.3 7880 0.5671 0.6728 0.7876 0.8655 0.9291 0.7912 0.8805 0.4626 0.9077 0.8453 0.6970 0.8623 0.6332 0.7293 0.3714 0.7867 0.6601 0.6664
0.2494 21.35 7900 0.5663 0.6705 0.7932 0.8631 0.9291 0.7994 0.8746 0.4937 0.8921 0.8712 0.6918 0.8640 0.6310 0.7297 0.3806 0.7825 0.6443 0.6616
0.3767 21.41 7920 0.5480 0.6742 0.7952 0.8655 0.9351 0.8093 0.8563 0.5039 0.8930 0.8629 0.7058 0.8661 0.6304 0.7350 0.3804 0.7842 0.6507 0.6727
0.2554 21.46 7940 0.5749 0.6680 0.7768 0.8644 0.9378 0.7422 0.8744 0.4505 0.9088 0.8395 0.6845 0.8626 0.6205 0.7313 0.3682 0.7863 0.6499 0.6570
0.2093 21.51 7960 0.5519 0.6744 0.7856 0.8659 0.9362 0.7711 0.8554 0.4742 0.9035 0.8559 0.7031 0.8610 0.6272 0.7368 0.3833 0.7853 0.6540 0.6729
0.1923 21.57 7980 0.5720 0.6719 0.7856 0.8648 0.9356 0.7790 0.8670 0.4649 0.9008 0.8610 0.6906 0.8616 0.6258 0.7346 0.3814 0.7846 0.6524 0.6631
0.1905 21.62 8000 0.5737 0.6710 0.7839 0.8650 0.9342 0.7720 0.8688 0.4521 0.9016 0.8608 0.6976 0.8629 0.6227 0.7328 0.3750 0.7843 0.6514 0.6676
0.1949 21.68 8020 0.5325 0.6730 0.7916 0.8647 0.9383 0.7847 0.8661 0.4871 0.8825 0.8662 0.7164 0.8655 0.6225 0.7363 0.3832 0.7797 0.6541 0.6697
0.285 21.73 8040 0.5412 0.6764 0.7875 0.8666 0.9360 0.7521 0.8635 0.4985 0.9019 0.8483 0.7123 0.8659 0.6251 0.7372 0.3950 0.7837 0.6571 0.6710
0.4771 21.78 8060 0.5659 0.6751 0.7915 0.8656 0.9348 0.7810 0.8746 0.5035 0.8978 0.8478 0.7007 0.8650 0.6300 0.7342 0.3904 0.7838 0.6557 0.6663
0.121 21.84 8080 0.6047 0.6728 0.7913 0.8644 0.9334 0.7734 0.8645 0.5046 0.8938 0.8705 0.6988 0.8657 0.6290 0.7323 0.3880 0.7833 0.6459 0.6656
0.1861 21.89 8100 0.5573 0.6732 0.7942 0.8652 0.9309 0.8043 0.8766 0.4826 0.8910 0.8604 0.7136 0.8658 0.6276 0.7297 0.3807 0.7843 0.6497 0.6745
0.3111 21.95 8120 0.5570 0.6725 0.7893 0.8644 0.9324 0.7853 0.8791 0.4803 0.8968 0.8536 0.6976 0.8630 0.6344 0.7309 0.3859 0.7852 0.6439 0.6643
0.2168 22.0 8140 0.5677 0.6724 0.7915 0.8633 0.9278 0.7946 0.8703 0.4742 0.8902 0.8757 0.7075 0.8597 0.6353 0.7363 0.3845 0.7825 0.6392 0.6692
0.162 22.05 8160 0.5571 0.6739 0.7955 0.8636 0.9281 0.8092 0.8559 0.5017 0.8912 0.8758 0.7069 0.8600 0.6342 0.7377 0.3911 0.7829 0.6415 0.6699
0.1734 22.11 8180 0.5713 0.6709 0.7875 0.8629 0.9320 0.7572 0.8694 0.4984 0.8941 0.8674 0.6937 0.8596 0.6271 0.7338 0.3913 0.7836 0.6400 0.6612
0.3735 22.16 8200 0.5758 0.6703 0.7936 0.8618 0.9282 0.8062 0.8675 0.5032 0.8905 0.8696 0.6900 0.8601 0.6291 0.7338 0.3965 0.7824 0.6334 0.6567
0.2757 22.22 8220 0.5797 0.6704 0.7900 0.8616 0.9253 0.7866 0.8687 0.4974 0.8980 0.8683 0.6858 0.8599 0.6316 0.7351 0.3989 0.7814 0.6334 0.6525
0.2528 22.27 8240 0.5713 0.6694 0.7887 0.8616 0.9253 0.7923 0.8614 0.4916 0.9008 0.8597 0.6898 0.8602 0.6268 0.7340 0.3947 0.7811 0.6351 0.6537
0.1758 22.32 8260 0.5897 0.6681 0.7897 0.8613 0.9361 0.7762 0.8676 0.5133 0.8876 0.8727 0.6745 0.8640 0.6274 0.7295 0.3980 0.7824 0.6305 0.6452
0.3572 22.38 8280 0.6036 0.6640 0.7835 0.8605 0.9291 0.7757 0.8770 0.4756 0.9011 0.8607 0.6652 0.8635 0.6172 0.7241 0.3891 0.7821 0.6333 0.6384
0.1984 22.43 8300 0.5637 0.6690 0.7851 0.8638 0.9350 0.7656 0.8667 0.4812 0.8995 0.8575 0.6897 0.8659 0.6165 0.7279 0.3887 0.7847 0.6420 0.6576
0.1827 22.49 8320 0.5519 0.6683 0.7825 0.8643 0.9354 0.7779 0.8784 0.4597 0.9042 0.8260 0.6957 0.8646 0.6161 0.7283 0.3755 0.7846 0.6470 0.6622
0.2099 22.54 8340 0.5776 0.6713 0.7883 0.8640 0.9285 0.8028 0.8509 0.4818 0.9090 0.8531 0.6918 0.8641 0.6300 0.7350 0.3817 0.7832 0.6455 0.6599
0.129 22.59 8360 0.5548 0.6725 0.7905 0.8648 0.9349 0.8130 0.8558 0.4809 0.9002 0.8542 0.6946 0.8640 0.6300 0.7368 0.3823 0.7857 0.6466 0.6618
0.3029 22.65 8380 0.5657 0.6712 0.7878 0.8642 0.9364 0.8059 0.8553 0.4770 0.9024 0.8544 0.6833 0.8639 0.6332 0.7362 0.3833 0.7861 0.6424 0.6533
0.2456 22.7 8400 0.5721 0.6731 0.7873 0.8651 0.9428 0.7933 0.8542 0.4792 0.8958 0.8555 0.6905 0.8626 0.6372 0.7374 0.3841 0.7878 0.6426 0.6598
0.1053 22.76 8420 0.5606 0.6739 0.7922 0.8635 0.9287 0.7984 0.8540 0.5025 0.8994 0.8674 0.6950 0.8599 0.6368 0.7394 0.3946 0.7833 0.6407 0.6627
1.795 22.81 8440 0.5699 0.6731 0.7903 0.8636 0.9370 0.7859 0.8670 0.5047 0.8916 0.8504 0.6954 0.8586 0.6362 0.7375 0.3877 0.7836 0.6438 0.6646
0.1018 22.86 8460 0.5460 0.6729 0.7948 0.8635 0.9317 0.8101 0.8670 0.5022 0.8883 0.8591 0.7056 0.8600 0.6311 0.7369 0.3864 0.7818 0.6443 0.6699
0.6768 22.92 8480 0.5495 0.6737 0.7898 0.8640 0.9304 0.7840 0.8692 0.5040 0.9017 0.8403 0.6989 0.8594 0.6299 0.7368 0.3949 0.7830 0.6458 0.6658
0.3736 22.97 8500 0.5669 0.6734 0.7915 0.8638 0.9286 0.8012 0.8571 0.4954 0.9004 0.8570 0.7004 0.8589 0.6304 0.7389 0.3919 0.7834 0.6438 0.6668
1.8637 23.03 8520 0.6098 0.6732 0.7884 0.8637 0.9286 0.7872 0.8570 0.4960 0.9061 0.8481 0.6959 0.8576 0.6296 0.7385 0.3912 0.7829 0.6462 0.6664
0.651 23.08 8540 0.5954 0.6736 0.7889 0.8640 0.9280 0.8008 0.8504 0.4812 0.9060 0.8563 0.6996 0.8578 0.6313 0.7395 0.3880 0.7829 0.6461 0.6693
0.2601 23.14 8560 0.5999 0.6710 0.7842 0.8623 0.9259 0.7709 0.8526 0.4903 0.9116 0.8529 0.6848 0.8573 0.6303 0.7375 0.3916 0.7802 0.6431 0.6572
0.2218 23.19 8580 0.5675 0.6747 0.7934 0.8640 0.9318 0.7903 0.8692 0.5127 0.8924 0.8501 0.7074 0.8590 0.6303 0.7375 0.3908 0.7808 0.6514 0.6729
0.2579 23.24 8600 0.5624 0.6738 0.7898 0.8639 0.9288 0.7895 0.8584 0.5026 0.9046 0.8456 0.6990 0.8587 0.6267 0.7379 0.3949 0.7814 0.6501 0.6673
0.3312 23.3 8620 0.5908 0.6670 0.7762 0.8622 0.9328 0.7491 0.8524 0.4524 0.9084 0.8496 0.6887 0.8570 0.6188 0.7334 0.3753 0.7810 0.6449 0.6584
0.231 23.35 8640 0.5613 0.6712 0.7880 0.8638 0.9313 0.7842 0.8785 0.4710 0.8936 0.8482 0.7094 0.8582 0.6215 0.7319 0.3779 0.7815 0.6531 0.6744
2.6066 23.41 8660 0.5940 0.6686 0.7902 0.8607 0.9327 0.7734 0.8787 0.5063 0.8825 0.8730 0.6845 0.8577 0.6263 0.7321 0.3917 0.7784 0.6383 0.6556
1.1004 23.46 8680 0.5960 0.6705 0.7906 0.8616 0.9298 0.7862 0.8763 0.5128 0.8947 0.8505 0.6839 0.8574 0.6286 0.7343 0.3944 0.7799 0.6431 0.6557
0.4095 23.51 8700 0.6164 0.6652 0.7764 0.8609 0.9297 0.7600 0.8711 0.4513 0.9104 0.8392 0.6732 0.8557 0.6250 0.7343 0.3718 0.7802 0.6426 0.6471
0.3332 23.57 8720 0.6297 0.6700 0.7879 0.8619 0.9276 0.7837 0.8664 0.4964 0.9020 0.8554 0.6835 0.8583 0.6306 0.7354 0.3867 0.7804 0.6435 0.6553
0.357 23.62 8740 0.5714 0.6702 0.7947 0.8617 0.9327 0.8098 0.8677 0.4985 0.8781 0.8734 0.7030 0.8586 0.6299 0.7358 0.3767 0.7770 0.6440 0.6692
0.3457 23.68 8760 0.5787 0.6693 0.7895 0.8620 0.9241 0.7879 0.8704 0.4898 0.8988 0.8591 0.6961 0.8590 0.6235 0.7329 0.3826 0.7800 0.6438 0.6634
0.1971 23.73 8780 0.5902 0.6690 0.7915 0.8613 0.9216 0.8057 0.8644 0.5011 0.9022 0.8561 0.6894 0.8585 0.6224 0.7340 0.3878 0.7799 0.6417 0.6586
0.1705 23.78 8800 0.5612 0.6727 0.7922 0.8635 0.9263 0.7932 0.8649 0.5081 0.9007 0.8481 0.7038 0.8604 0.6272 0.7359 0.3880 0.7813 0.6477 0.6686
0.0754 23.84 8820 0.5562 0.6715 0.7934 0.8627 0.9326 0.8052 0.8605 0.5124 0.8910 0.8535 0.6983 0.8602 0.6295 0.7361 0.3849 0.7807 0.6447 0.6645
0.1414 23.89 8840 0.5753 0.6709 0.7877 0.8627 0.9299 0.8024 0.8558 0.4902 0.9062 0.8463 0.6834 0.8588 0.6317 0.7375 0.3887 0.7830 0.6417 0.6546
0.2294 23.95 8860 0.5839 0.6672 0.7810 0.8620 0.9286 0.7855 0.8596 0.4449 0.9072 0.8591 0.6818 0.8583 0.6321 0.7353 0.3721 0.7828 0.6371 0.6530
0.3012 24.0 8880 0.5865 0.6690 0.7844 0.8621 0.9248 0.7915 0.8633 0.4642 0.9090 0.8517 0.6861 0.8583 0.6328 0.7362 0.3786 0.7813 0.6393 0.6563
0.8447 24.05 8900 0.5817 0.6704 0.7875 0.8626 0.9315 0.8042 0.8580 0.4742 0.8995 0.8557 0.6897 0.8582 0.6345 0.7370 0.3813 0.7827 0.6397 0.6593
0.3594 24.11 8920 0.5794 0.6690 0.7895 0.8614 0.9276 0.7992 0.8640 0.4819 0.8939 0.8713 0.6885 0.8590 0.6324 0.7363 0.3846 0.7808 0.6337 0.6564
0.0976 24.16 8940 0.5703 0.6707 0.7909 0.8622 0.9321 0.7927 0.8719 0.4989 0.8904 0.8594 0.6906 0.8593 0.6353 0.7366 0.3852 0.7814 0.6378 0.6591
0.1682 24.22 8960 0.5625 0.6733 0.7952 0.8633 0.9307 0.8030 0.8617 0.5188 0.8908 0.8574 0.7040 0.8606 0.6352 0.7388 0.3862 0.7814 0.6427 0.6680
0.2327 24.27 8980 0.5876 0.6700 0.7873 0.8622 0.9323 0.7891 0.8688 0.4929 0.8985 0.8447 0.6851 0.8579 0.6337 0.7358 0.3817 0.7812 0.6427 0.6568
0.2144 24.32 9000 0.5541 0.6741 0.7915 0.8644 0.9314 0.8004 0.8633 0.5056 0.9008 0.8323 0.7065 0.8594 0.6334 0.7381 0.3820 0.7820 0.6508 0.6731
0.0768 24.38 9020 0.5887 0.6696 0.7868 0.8620 0.9286 0.7791 0.8688 0.4884 0.9000 0.8558 0.6872 0.8586 0.6330 0.7342 0.3810 0.7810 0.6410 0.6585
0.2397 24.43 9040 0.5738 0.6725 0.7880 0.8650 0.9392 0.7989 0.8584 0.4624 0.8919 0.8600 0.7054 0.8620 0.6349 0.7352 0.3726 0.7850 0.6458 0.6717
0.1936 24.49 9060 0.5754 0.6733 0.7913 0.8641 0.9297 0.7791 0.8656 0.4989 0.8952 0.8650 0.7057 0.8617 0.6346 0.7358 0.3816 0.7823 0.6457 0.6716
0.2075 24.54 9080 0.5687 0.6737 0.7909 0.8644 0.9293 0.7906 0.8685 0.4945 0.9001 0.8491 0.7045 0.8610 0.6343 0.7359 0.3807 0.7826 0.6495 0.6716
0.144 24.59 9100 0.5720 0.6726 0.7963 0.8635 0.9238 0.8185 0.8683 0.5078 0.8983 0.8527 0.7044 0.8605 0.6286 0.7363 0.3806 0.7817 0.6491 0.6717
0.2048 24.65 9120 0.5760 0.6728 0.7890 0.8649 0.9344 0.7993 0.8574 0.4726 0.8988 0.8604 0.6999 0.8624 0.6349 0.7352 0.3768 0.7853 0.6466 0.6686
0.4382 24.7 9140 0.5900 0.6722 0.7872 0.8643 0.9386 0.7962 0.8494 0.4847 0.9008 0.8524 0.6881 0.8613 0.6378 0.7362 0.3783 0.7855 0.6456 0.6603
0.5225 24.76 9160 0.5747 0.6724 0.7853 0.8645 0.9283 0.7859 0.8719 0.4729 0.9111 0.8265 0.7004 0.8599 0.6324 0.7352 0.3760 0.7825 0.6511 0.6698
0.2378 24.81 9180 0.5753 0.6730 0.7895 0.8645 0.9291 0.8118 0.8557 0.4781 0.9068 0.8432 0.7014 0.8606 0.6318 0.7365 0.3787 0.7832 0.6502 0.6700
0.2651 24.86 9200 0.5621 0.6736 0.7877 0.8652 0.9340 0.7918 0.8596 0.4739 0.9024 0.8496 0.7025 0.8617 0.6349 0.7364 0.3777 0.7848 0.6495 0.6703
0.191 24.92 9220 0.5835 0.6728 0.7876 0.8650 0.9415 0.7962 0.8513 0.4805 0.8963 0.8533 0.6943 0.8617 0.6366 0.7359 0.3778 0.7864 0.6467 0.6647
0.1826 24.97 9240 0.5623 0.6727 0.7881 0.8652 0.9350 0.7932 0.8678 0.4618 0.8962 0.8586 0.7042 0.8625 0.6341 0.7345 0.3733 0.7852 0.6480 0.6710

Framework versions

  • Transformers 4.37.0
  • Pytorch 2.1.2
  • Datasets 2.17.1
  • Tokenizers 0.15.1
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