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segformer-b0-finetuned-segments-Sixgun8-12-2024

This model is a fine-tuned version of nvidia/mit-b0 on the Saad287/SIXRay_Gun dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0525
  • Mean Iou: 0.3669
  • Mean Accuracy: 0.4931
  • Overall Accuracy: 0.7435
  • Accuracy No-label: nan
  • Accuracy Object1: 0.7624
  • Accuracy Object2: 0.7149
  • Accuracy Object3: 0.7010
  • Accuracy Object4: 0.7802
  • Accuracy Object5: 0.0
  • Accuracy Object6: 0.0
  • Iou No-label: 0.0
  • Iou Object1: 0.6984
  • Iou Object2: 0.5866
  • Iou Object3: 0.5845
  • Iou Object4: 0.6987
  • Iou Object5: 0.0
  • Iou Object6: 0.0

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 6e-05
  • train_batch_size: 2
  • eval_batch_size: 2
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 20

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Accuracy No-label Accuracy Object1 Accuracy Object2 Accuracy Object3 Accuracy Object4 Accuracy Object5 Accuracy Object6 Iou No-label Iou Object1 Iou Object2 Iou Object3 Iou Object4 Iou Object5 Iou Object6
1.7782 0.0521 20 1.8156 0.1047 0.1685 0.5259 nan 0.7663 0.1442 0.0138 0.0867 0.0 0.0 0.0 0.5316 0.1080 0.0130 0.0800 0.0 0.0
1.3731 0.1042 40 1.3167 0.0827 0.1326 0.4417 nan 0.6303 0.1616 0.0030 0.0010 0.0 0.0 0.0 0.4652 0.1100 0.0030 0.0010 0.0 0.0
1.1656 0.1562 60 1.0239 0.0622 0.0936 0.3416 nan 0.5278 0.0336 0.0002 0.0000 0.0 0.0 0.0 0.4050 0.0305 0.0002 0.0000 0.0 0.0
1.1038 0.2083 80 1.0165 0.0656 0.0958 0.3344 nan 0.5004 0.0688 0.0056 0.0 0.0 0.0 0.0 0.3910 0.0628 0.0055 0.0 0.0 0.0
0.8362 0.2604 100 0.7691 0.0657 0.1018 0.3816 nan 0.6024 0.0084 0.0 0.0 0.0 0.0 0.0 0.4513 0.0083 0.0 0.0 0.0 0.0
0.8617 0.3125 120 0.7640 0.0689 0.1120 0.4231 nan 0.6721 0.0 0.0001 0.0 0.0 0.0 0.0 0.4825 0.0 0.0001 0.0 0.0 0.0
0.7336 0.3646 140 0.6613 0.0787 0.1173 0.4084 nan 0.6054 0.0985 0.0 0.0 0.0 0.0 0.0 0.4588 0.0922 0.0 0.0 0.0 0.0
0.6378 0.4167 160 0.5603 0.0652 0.1007 0.3747 nan 0.5883 0.0158 0.0 0.0 0.0 0.0 0.0 0.4405 0.0156 0.0 0.0 0.0 0.0
0.519 0.4688 180 0.4807 0.0686 0.1100 0.4150 nan 0.6586 0.0012 0.0 0.0 0.0 0.0 0.0 0.4790 0.0012 0.0 0.0 0.0 0.0
0.4605 0.5208 200 0.4260 0.0529 0.0748 0.2687 nan 0.4094 0.0395 0.0 0.0 0.0 0.0 0.0 0.3322 0.0382 0.0 0.0 0.0 0.0
0.3794 0.5729 220 0.3728 0.0718 0.1153 0.4335 nan 0.6860 0.0061 0.0 0.0 0.0 0.0 0.0 0.4966 0.0061 0.0 0.0 0.0 0.0
0.3126 0.625 240 0.3026 0.0629 0.0980 0.3700 nan 0.5876 0.0003 0.0 0.0 0.0 0.0 0.0 0.4397 0.0003 0.0 0.0 0.0 0.0
0.3172 0.6771 260 0.2531 0.0662 0.1048 0.3954 nan 0.6277 0.0010 0.0 0.0 0.0 0.0 0.0 0.4623 0.0010 0.0 0.0 0.0 0.0
0.2594 0.7292 280 0.2728 0.0729 0.1168 0.4360 nan 0.6860 0.0150 0.0 0.0 0.0 0.0 0.0 0.4957 0.0149 0.0 0.0 0.0 0.0
0.2466 0.7812 300 0.2516 0.0752 0.1250 0.4707 nan 0.7459 0.0039 0.0 0.0 0.0 0.0 0.0 0.5222 0.0039 0.0 0.0 0.0 0.0
0.2188 0.8333 320 0.1916 0.0679 0.1079 0.4062 nan 0.6435 0.0040 0.0 0.0 0.0 0.0 0.0 0.4711 0.0040 0.0 0.0 0.0 0.0
0.1815 0.8854 340 0.1924 0.0567 0.0847 0.3199 nan 0.5081 0.0000 0.0 0.0 0.0 0.0 0.0 0.3968 0.0000 0.0 0.0 0.0 0.0
0.1639 0.9375 360 0.1626 0.0793 0.1176 0.4106 nan 0.6105 0.0951 0.0 0.0 0.0 0.0 0.0 0.4655 0.0895 0.0 0.0 0.0 0.0
0.1177 0.9896 380 0.1573 0.0711 0.1067 0.3870 nan 0.5949 0.0450 0.0 0.0 0.0 0.0 0.0 0.4531 0.0442 0.0 0.0 0.0 0.0
0.1432 1.0417 400 0.1543 0.0839 0.1232 0.4253 nan 0.6256 0.1136 0.0 0.0 0.0 0.0 0.0 0.4783 0.1087 0.0 0.0 0.0 0.0
0.2525 1.0938 420 0.1413 0.0866 0.1202 0.3658 nan 0.4713 0.2496 0.0 0.0 0.0 0.0 0.0 0.3990 0.2073 0.0 0.0 0.0 0.0
0.1047 1.1458 440 0.1229 0.0908 0.1293 0.4287 nan 0.6069 0.1687 0.0 0.0 0.0 0.0 0.0 0.4812 0.1542 0.0 0.0 0.0 0.0
0.1277 1.1979 460 0.1219 0.0941 0.1363 0.4537 nan 0.6447 0.1728 0.0 0.0 0.0 0.0 0.0 0.4980 0.1609 0.0 0.0 0.0 0.0
0.0778 1.25 480 0.1250 0.1026 0.1494 0.4933 nan 0.6954 0.2008 0.0 0.0 0.0 0.0 0.0 0.5317 0.1863 0.0 0.0 0.0 0.0
0.0668 1.3021 500 0.1154 0.1050 0.1440 0.4294 nan 0.5395 0.3246 0.0 0.0 0.0 0.0 0.0 0.4578 0.2770 0.0 0.0 0.0 0.0
0.1661 1.3542 520 0.1177 0.1237 0.1812 0.5401 nan 0.6781 0.4090 0.0 0.0 0.0 0.0 0.0 0.5396 0.3262 0.0 0.0 0.0 0.0
0.2616 1.4062 540 0.1057 0.1056 0.1470 0.4639 nan 0.6230 0.2589 0.0 0.0 0.0 0.0 0.0 0.5023 0.2369 0.0 0.0 0.0 0.0
0.0671 1.4583 560 0.1085 0.1149 0.1620 0.4624 nan 0.5481 0.4239 0.0 0.0 0.0 0.0 0.0 0.4707 0.3333 0.0 0.0 0.0 0.0
0.1094 1.5104 580 0.1005 0.1166 0.1634 0.5047 nan 0.6617 0.3185 0.0 0.0 0.0 0.0 0.0 0.5293 0.2867 0.0 0.0 0.0 0.0
0.1112 1.5625 600 0.0968 0.1262 0.1789 0.5193 nan 0.6300 0.4435 0.0 0.0 0.0 0.0 0.0 0.5213 0.3622 0.0 0.0 0.0 0.0
0.1303 1.6146 620 0.0961 0.1162 0.1689 0.4608 nan 0.5115 0.5016 0.0 0.0 0.0 0.0 0.0 0.4476 0.3659 0.0 0.0 0.0 0.0
0.0999 1.6667 640 0.0913 0.1172 0.1670 0.5252 nan 0.7029 0.2990 0.0 0.0 0.0 0.0 0.0 0.5461 0.2746 0.0 0.0 0.0 0.0
0.0658 1.7188 660 0.0908 0.1128 0.1562 0.4895 nan 0.6523 0.2851 0.0 0.0 0.0 0.0 0.0 0.5231 0.2665 0.0 0.0 0.0 0.0
0.1184 1.7708 680 0.0944 0.1308 0.1830 0.5447 nan 0.6827 0.4154 0.0001 0.0 0.0 0.0 0.0 0.5511 0.3643 0.0001 0.0 0.0 0.0
0.0504 1.8229 700 0.0884 0.1303 0.1835 0.5618 nan 0.7287 0.3725 0.0 0.0 0.0 0.0 0.0 0.5757 0.3367 0.0 0.0 0.0 0.0
0.0644 1.875 720 0.0885 0.1361 0.1937 0.5921 nan 0.7668 0.3953 0.0 0.0 0.0 0.0 0.0 0.5990 0.3537 0.0 0.0 0.0 0.0
0.0321 1.9271 740 0.0850 0.1268 0.1748 0.5239 nan 0.6626 0.3860 0.0 0.0 0.0 0.0 0.0 0.5390 0.3489 0.0 0.0 0.0 0.0
0.055 1.9792 760 0.0861 0.1340 0.1836 0.5486 nan 0.6911 0.4102 0.0002 0.0 0.0 0.0 0.0 0.5713 0.3665 0.0002 0.0 0.0 0.0
0.0594 2.0312 780 0.0874 0.1375 0.2017 0.5501 nan 0.6121 0.5945 0.0039 0.0 0.0 0.0 0.0 0.5321 0.4265 0.0039 0.0 0.0 0.0
0.048 2.0833 800 0.0831 0.1329 0.1843 0.5582 nan 0.7169 0.3856 0.0031 0.0 0.0 0.0 0.0 0.5726 0.3543 0.0031 0.0 0.0 0.0
0.1416 2.1354 820 0.0788 0.1419 0.1982 0.5376 nan 0.6003 0.5739 0.0150 0.0 0.0 0.0 0.0 0.5305 0.4479 0.0149 0.0 0.0 0.0
0.0714 2.1875 840 0.0816 0.1469 0.2043 0.5917 nan 0.7613 0.3911 0.0734 0.0 0.0 0.0 0.0 0.6018 0.3553 0.0709 0.0 0.0 0.0
0.2012 2.2396 860 0.0789 0.1397 0.1953 0.5543 nan 0.6601 0.4991 0.0086 0.0040 0.0 0.0 0.0 0.5574 0.4079 0.0086 0.0040 0.0 0.0
0.0438 2.2917 880 0.0784 0.1672 0.2327 0.5737 nan 0.6641 0.5175 0.2135 0.0009 0.0 0.0 0.0 0.5726 0.4185 0.1782 0.0009 0.0 0.0
0.042 2.3438 900 0.0783 0.1496 0.2054 0.5857 nan 0.7574 0.3733 0.0893 0.0124 0.0 0.0 0.0 0.6073 0.3444 0.0834 0.0122 0.0 0.0
0.0961 2.3958 920 0.0835 0.1869 0.2618 0.6235 nan 0.7116 0.5920 0.1217 0.1456 0.0 0.0 0.0 0.6067 0.4448 0.1131 0.1437 0.0 0.0
0.1135 2.4479 940 0.0780 0.1550 0.2154 0.5981 nan 0.7238 0.5012 0.0630 0.0047 0.0 0.0 0.0 0.5971 0.4232 0.0599 0.0047 0.0 0.0
0.1354 2.5 960 0.0763 0.1668 0.2316 0.6148 nan 0.7416 0.5090 0.1008 0.0379 0.0 0.0 0.0 0.6077 0.4285 0.0938 0.0379 0.0 0.0
0.0295 2.5521 980 0.0742 0.1452 0.2020 0.5163 nan 0.5672 0.5573 0.0848 0.0025 0.0 0.0 0.0 0.5006 0.4308 0.0824 0.0025 0.0 0.0
0.079 2.6042 1000 0.0705 0.1819 0.2519 0.5961 nan 0.6845 0.5360 0.2905 0.0002 0.0 0.0 0.0 0.5924 0.4475 0.2330 0.0002 0.0 0.0
0.1454 2.6562 1020 0.0694 0.1933 0.2562 0.5969 nan 0.7112 0.4814 0.1903 0.1544 0.0 0.0 0.0 0.6048 0.4225 0.1732 0.1526 0.0 0.0
0.1365 2.7083 1040 0.0700 0.1786 0.2362 0.5510 nan 0.6472 0.4665 0.1822 0.1212 0.0 0.0 0.0 0.5660 0.4163 0.1663 0.1020 0.0 0.0
0.0978 2.7604 1060 0.0702 0.2439 0.3302 0.6406 nan 0.6781 0.6712 0.2991 0.3326 0.0 0.0 0.0 0.6081 0.5157 0.2616 0.3216 0.0 0.0
0.083 2.8125 1080 0.0710 0.2049 0.2745 0.6153 nan 0.7616 0.4068 0.3059 0.1729 0.0 0.0 0.0 0.6298 0.3734 0.2604 0.1708 0.0 0.0
0.0777 2.8646 1100 0.0716 0.1569 0.2094 0.5497 nan 0.6415 0.5049 0.1005 0.0093 0.0 0.0 0.0 0.5591 0.4318 0.0982 0.0093 0.0 0.0
0.0958 2.9167 1120 0.0700 0.1992 0.2690 0.6337 nan 0.7393 0.5556 0.1665 0.1528 0.0 0.0 0.0 0.6234 0.4645 0.1559 0.1508 0.0 0.0
0.0304 2.9688 1140 0.0676 0.1912 0.2593 0.6059 nan 0.6600 0.6426 0.1721 0.0812 0.0 0.0 0.0 0.5948 0.5001 0.1625 0.0808 0.0 0.0
0.0846 3.0208 1160 0.0673 0.2129 0.2822 0.5870 nan 0.6357 0.5908 0.3211 0.1454 0.0 0.0 0.0 0.5814 0.4909 0.2764 0.1415 0.0 0.0
0.0283 3.0729 1180 0.0662 0.2263 0.2982 0.6350 nan 0.7287 0.5603 0.2006 0.2997 0.0 0.0 0.0 0.6278 0.4815 0.1863 0.2888 0.0 0.0
0.0536 3.125 1200 0.0675 0.2403 0.3318 0.6321 nan 0.6618 0.6634 0.4049 0.2608 0.0 0.0 0.0 0.6008 0.5120 0.3124 0.2567 0.0 0.0
0.038 3.1771 1220 0.0666 0.2129 0.2862 0.6392 nan 0.7458 0.5410 0.2362 0.1939 0.0 0.0 0.0 0.6309 0.4603 0.2067 0.1922 0.0 0.0
0.0382 3.2292 1240 0.0646 0.2180 0.2926 0.6254 nan 0.7050 0.5761 0.2694 0.2050 0.0 0.0 0.0 0.6105 0.4708 0.2417 0.2032 0.0 0.0
0.0236 3.2812 1260 0.0647 0.2507 0.3402 0.6246 nan 0.6842 0.5666 0.4524 0.3381 0.0 0.0 0.0 0.5982 0.4690 0.3585 0.3293 0.0 0.0
0.095 3.3333 1280 0.0660 0.2390 0.3094 0.6106 nan 0.7065 0.5002 0.2552 0.3944 0.0 0.0 0.0 0.6114 0.4487 0.2364 0.3762 0.0 0.0
0.0766 3.3854 1300 0.0682 0.2702 0.3624 0.6045 nan 0.6579 0.5273 0.4871 0.5023 0.0 0.0 0.0 0.5885 0.4498 0.3761 0.4770 0.0 0.0
0.1295 3.4375 1320 0.0645 0.2371 0.3069 0.5841 nan 0.6306 0.5750 0.2937 0.3423 0.0 0.0 0.0 0.5712 0.4825 0.2724 0.3338 0.0 0.0
0.0354 3.4896 1340 0.0650 0.2317 0.3009 0.5831 nan 0.6561 0.5047 0.3753 0.2695 0.0 0.0 0.0 0.5891 0.4481 0.3201 0.2644 0.0 0.0
0.0741 3.5417 1360 0.0638 0.2996 0.4073 0.6695 nan 0.7424 0.5543 0.4581 0.6893 0.0 0.0 0.0 0.6448 0.4659 0.3809 0.6053 0.0 0.0
0.0954 3.5938 1380 0.0620 0.2769 0.3725 0.6669 nan 0.6824 0.7270 0.3705 0.4550 0.0 0.0 0.0 0.6285 0.5479 0.3232 0.4387 0.0 0.0
0.0169 3.6458 1400 0.0655 0.2224 0.2881 0.6264 nan 0.7629 0.4530 0.1682 0.3445 0.0 0.0 0.0 0.6452 0.4243 0.1600 0.3271 0.0 0.0
0.0755 3.6979 1420 0.0619 0.2625 0.3417 0.6418 nan 0.7454 0.5017 0.3068 0.4964 0.0 0.0 0.0 0.6441 0.4496 0.2784 0.4655 0.0 0.0
0.0209 3.75 1440 0.0622 0.2727 0.3567 0.6208 nan 0.6529 0.6238 0.3659 0.4974 0.0 0.0 0.0 0.6061 0.5206 0.3183 0.4642 0.0 0.0
0.0972 3.8021 1460 0.0606 0.2833 0.3818 0.6614 nan 0.7380 0.5475 0.5030 0.5024 0.0 0.0 0.0 0.6475 0.4836 0.3783 0.4736 0.0 0.0
0.0852 3.8542 1480 0.0622 0.2712 0.3594 0.6594 nan 0.7491 0.5443 0.3643 0.4989 0.0 0.0 0.0 0.6417 0.4610 0.3232 0.4728 0.0 0.0
0.1289 3.9062 1500 0.0624 0.2439 0.3158 0.6084 nan 0.6843 0.5365 0.2894 0.3848 0.0 0.0 0.0 0.6124 0.4632 0.2646 0.3670 0.0 0.0
0.0234 3.9583 1520 0.0599 0.3161 0.4183 0.6990 nan 0.7579 0.6290 0.4556 0.6673 0.0 0.0 0.0 0.6682 0.5347 0.3858 0.6240 0.0 0.0
0.0378 4.0104 1540 0.0614 0.3102 0.4149 0.6948 nan 0.7385 0.6621 0.4519 0.6372 0.0 0.0 0.0 0.6609 0.5266 0.3809 0.6030 0.0 0.0
0.0509 4.0625 1560 0.0614 0.2775 0.3621 0.6534 nan 0.7256 0.5784 0.3338 0.5348 0.0 0.0 0.0 0.6347 0.4986 0.2991 0.5101 0.0 0.0
0.0158 4.1146 1580 0.0600 0.3161 0.4322 0.6830 nan 0.7321 0.6037 0.5668 0.6909 0.0 0.0 0.0 0.6470 0.5052 0.4461 0.6142 0.0 0.0
0.0617 4.1667 1600 0.0592 0.2490 0.3257 0.6360 nan 0.7123 0.5677 0.3418 0.3322 0.0 0.0 0.0 0.6255 0.4863 0.3071 0.3242 0.0 0.0
0.0222 4.2188 1620 0.0631 0.3211 0.4287 0.7285 nan 0.7743 0.7063 0.4074 0.6839 0.0 0.0 0.0 0.6942 0.5569 0.3640 0.6323 0.0 0.0
0.0996 4.2708 1640 0.0601 0.3267 0.4507 0.6808 nan 0.7458 0.5404 0.6230 0.7950 0.0 0.0 0.0 0.6527 0.4733 0.4784 0.6825 0.0 0.0
0.0223 4.3229 1660 0.0591 0.3030 0.4011 0.6600 nan 0.6984 0.6278 0.4595 0.6211 0.0 0.0 0.0 0.6274 0.5198 0.3935 0.5803 0.0 0.0
0.0651 4.375 1680 0.0588 0.2786 0.3638 0.6474 nan 0.7016 0.6076 0.3697 0.5037 0.0 0.0 0.0 0.6255 0.5119 0.3285 0.4841 0.0 0.0
0.085 4.4271 1700 0.0624 0.2658 0.3488 0.5993 nan 0.6695 0.5006 0.3727 0.5501 0.0 0.0 0.0 0.5804 0.4498 0.3210 0.5095 0.0 0.0
0.055 4.4792 1720 0.0586 0.3149 0.4165 0.7063 nan 0.7610 0.6648 0.3430 0.7300 0.0 0.0 0.0 0.6768 0.5392 0.3155 0.6732 0.0 0.0
0.2158 4.5312 1740 0.0567 0.3103 0.4116 0.6776 nan 0.7037 0.6751 0.4907 0.5998 0.0 0.0 0.0 0.6434 0.5389 0.4196 0.5705 0.0 0.0
0.026 4.5833 1760 0.0588 0.3073 0.4205 0.6806 nan 0.6598 0.7954 0.4165 0.6515 0.0 0.0 0.0 0.6246 0.5558 0.3682 0.6028 0.0 0.0
0.0721 4.6354 1780 0.0563 0.3063 0.4061 0.6968 nan 0.7313 0.6991 0.4133 0.5927 0.0 0.0 0.0 0.6693 0.5560 0.3672 0.5516 0.0 0.0
0.0805 4.6875 1800 0.0558 0.3183 0.4244 0.6906 nan 0.7343 0.6393 0.5300 0.6426 0.0 0.0 0.0 0.6613 0.5303 0.4337 0.6031 0.0 0.0
0.0495 4.7396 1820 0.0594 0.3179 0.4527 0.6635 nan 0.7167 0.5317 0.6987 0.7693 0.0 0.0 0.0 0.6321 0.4726 0.4532 0.6672 0.0 0.0
0.123 4.7917 1840 0.0579 0.3071 0.4079 0.6800 nan 0.7577 0.5545 0.5065 0.6285 0.0 0.0 0.0 0.6515 0.4776 0.4330 0.5878 0.0 0.0
0.0956 4.8438 1860 0.0560 0.3122 0.4220 0.6765 nan 0.7032 0.6492 0.6277 0.5518 0.0 0.0 0.0 0.6448 0.5511 0.4705 0.5190 0.0 0.0
0.0847 4.8958 1880 0.0572 0.2904 0.3738 0.6334 nan 0.6795 0.5895 0.4351 0.5384 0.0 0.0 0.0 0.6207 0.5285 0.3741 0.5092 0.0 0.0
0.046 4.9479 1900 0.0573 0.3345 0.4654 0.6885 nan 0.6450 0.8129 0.5644 0.7704 0.0 0.0 0.0 0.6184 0.5628 0.4687 0.6913 0.0 0.0
0.0273 5.0 1920 0.0554 0.2870 0.3884 0.6720 nan 0.7271 0.6011 0.6092 0.3928 0.0 0.0 0.0 0.6477 0.5310 0.4502 0.3799 0.0 0.0
0.0554 5.0521 1940 0.0564 0.3253 0.4332 0.7321 nan 0.7935 0.6573 0.5329 0.6155 0.0 0.0 0.0 0.7024 0.5532 0.4477 0.5738 0.0 0.0
0.0777 5.1042 1960 0.0542 0.3472 0.4691 0.7120 nan 0.7114 0.7385 0.6168 0.7478 0.0 0.0 0.0 0.6669 0.5902 0.4943 0.6788 0.0 0.0
0.058 5.1562 1980 0.0547 0.3367 0.4493 0.7231 nan 0.7360 0.7522 0.4967 0.7109 0.0 0.0 0.0 0.6799 0.5740 0.4410 0.6618 0.0 0.0
0.0393 5.2083 2000 0.0616 0.2903 0.3867 0.6106 nan 0.6812 0.4657 0.5864 0.5871 0.0 0.0 0.0 0.6031 0.4340 0.4448 0.5506 0.0 0.0
0.065 5.2604 2020 0.0561 0.3173 0.4363 0.6863 nan 0.6947 0.6991 0.6248 0.5990 0.0 0.0 0.0 0.6380 0.5411 0.4827 0.5594 0.0 0.0
0.0422 5.3125 2040 0.0566 0.3311 0.4396 0.7220 nan 0.7837 0.6345 0.5366 0.6826 0.0 0.0 0.0 0.6908 0.5355 0.4566 0.6345 0.0 0.0
0.0368 5.3646 2060 0.0581 0.3127 0.4225 0.6643 nan 0.7402 0.5108 0.6086 0.6757 0.0 0.0 0.0 0.6438 0.4619 0.4603 0.6233 0.0 0.0
0.1179 5.4167 2080 0.0528 0.3369 0.4440 0.7091 nan 0.7280 0.7167 0.5137 0.7054 0.0 0.0 0.0 0.6699 0.5867 0.4480 0.6535 0.0 0.0
0.0747 5.4688 2100 0.0542 0.3507 0.4620 0.7347 nan 0.7786 0.6779 0.5657 0.7499 0.0 0.0 0.0 0.7034 0.5900 0.4738 0.6879 0.0 0.0
0.0299 5.5208 2120 0.0553 0.3553 0.4750 0.7582 nan 0.7968 0.7147 0.6125 0.7263 0.0 0.0 0.0 0.7220 0.5995 0.4978 0.6678 0.0 0.0
0.0162 5.5729 2140 0.0557 0.3152 0.4117 0.7013 nan 0.7521 0.6463 0.5609 0.5108 0.0 0.0 0.0 0.6876 0.5746 0.4573 0.4869 0.0 0.0
0.0152 5.625 2160 0.0576 0.3107 0.4086 0.6815 nan 0.7476 0.5794 0.5545 0.5700 0.0 0.0 0.0 0.6549 0.5232 0.4626 0.5340 0.0 0.0
0.1569 5.6771 2180 0.0542 0.3264 0.4367 0.6904 nan 0.6829 0.7564 0.5110 0.6697 0.0 0.0 0.0 0.6439 0.5839 0.4411 0.6162 0.0 0.0
0.0498 5.7292 2200 0.0534 0.3329 0.4514 0.6977 nan 0.7359 0.6289 0.6646 0.6790 0.0 0.0 0.0 0.6647 0.5517 0.4908 0.6233 0.0 0.0
0.0317 5.7812 2220 0.0530 0.3464 0.4661 0.7177 nan 0.7263 0.7301 0.5947 0.7455 0.0 0.0 0.0 0.6718 0.5718 0.4980 0.6831 0.0 0.0
0.088 5.8333 2240 0.0561 0.2945 0.3911 0.6644 nan 0.7383 0.5482 0.5336 0.5265 0.0 0.0 0.0 0.6449 0.4813 0.4382 0.4972 0.0 0.0
0.1561 5.8854 2260 0.0539 0.3324 0.4448 0.7046 nan 0.7694 0.5887 0.5898 0.7210 0.0 0.0 0.0 0.6761 0.5093 0.4832 0.6581 0.0 0.0
0.0306 5.9375 2280 0.0525 0.3532 0.4938 0.7208 nan 0.7165 0.7322 0.7163 0.7975 0.0 0.0 0.0 0.6708 0.5633 0.5372 0.7013 0.0 0.0
0.067 5.9896 2300 0.0529 0.3460 0.4589 0.7335 nan 0.7698 0.6991 0.5462 0.7382 0.0 0.0 0.0 0.6989 0.5745 0.4732 0.6757 0.0 0.0
0.0784 6.0417 2320 0.0522 0.3510 0.4764 0.7213 nan 0.7350 0.7066 0.6782 0.7387 0.0 0.0 0.0 0.6810 0.5843 0.5201 0.6715 0.0 0.0
0.0835 6.0938 2340 0.0537 0.3479 0.4716 0.7235 nan 0.7668 0.6413 0.6807 0.7407 0.0 0.0 0.0 0.6932 0.5610 0.5176 0.6634 0.0 0.0
0.0283 6.1458 2360 0.0552 0.3451 0.4702 0.6907 nan 0.6955 0.6865 0.6460 0.7930 0.0 0.0 0.0 0.6457 0.5633 0.5064 0.7005 0.0 0.0
0.0558 6.1979 2380 0.0531 0.3518 0.4857 0.7244 nan 0.7520 0.6657 0.7221 0.7743 0.0 0.0 0.0 0.6812 0.5522 0.5352 0.6942 0.0 0.0
0.0465 6.25 2400 0.0538 0.3265 0.4359 0.7037 nan 0.7644 0.6038 0.5954 0.6516 0.0 0.0 0.0 0.6749 0.5290 0.4839 0.5977 0.0 0.0
0.1085 6.3021 2420 0.0529 0.3146 0.4231 0.7035 nan 0.7024 0.7738 0.5071 0.5550 0.0 0.0 0.0 0.6564 0.5876 0.4382 0.5197 0.0 0.0
0.0348 6.3542 2440 0.0517 0.3469 0.4658 0.7277 nan 0.7355 0.7542 0.5440 0.7610 0.0 0.0 0.0 0.6841 0.5783 0.4726 0.6934 0.0 0.0
0.0372 6.4062 2460 0.0526 0.3467 0.4588 0.7140 nan 0.7512 0.6569 0.6223 0.7225 0.0 0.0 0.0 0.6813 0.5741 0.5085 0.6628 0.0 0.0
0.0238 6.4583 2480 0.0505 0.3620 0.4898 0.7316 nan 0.7332 0.7467 0.6417 0.8173 0.0 0.0 0.0 0.6814 0.6017 0.5260 0.7247 0.0 0.0
0.0417 6.5104 2500 0.0532 0.3318 0.4362 0.6997 nan 0.7651 0.5905 0.5450 0.7169 0.0 0.0 0.0 0.6729 0.5218 0.4683 0.6598 0.0 0.0
0.0428 6.5625 2520 0.0511 0.3392 0.4548 0.7056 nan 0.7152 0.7193 0.5687 0.7258 0.0 0.0 0.0 0.6595 0.5604 0.4880 0.6669 0.0 0.0
0.017 6.6146 2540 0.0546 0.3509 0.4628 0.7280 nan 0.7970 0.6034 0.5835 0.7932 0.0 0.0 0.0 0.7003 0.5437 0.4979 0.7141 0.0 0.0
0.0235 6.6667 2560 0.0538 0.3270 0.4342 0.6934 nan 0.6984 0.7278 0.5615 0.6174 0.0 0.0 0.0 0.6511 0.5894 0.4746 0.5739 0.0 0.0
0.0188 6.7188 2580 0.0532 0.3247 0.4283 0.6997 nan 0.7403 0.6563 0.5566 0.6166 0.0 0.0 0.0 0.6674 0.5669 0.4672 0.5717 0.0 0.0
0.0246 6.7708 2600 0.0526 0.3565 0.4906 0.7176 nan 0.7593 0.6149 0.7340 0.8351 0.0 0.0 0.0 0.6809 0.5413 0.5533 0.7199 0.0 0.0
0.0623 6.8229 2620 0.0510 0.3455 0.4726 0.7040 nan 0.6858 0.7605 0.6647 0.7245 0.0 0.0 0.0 0.6463 0.5784 0.5349 0.6588 0.0 0.0
0.029 6.875 2640 0.0527 0.3571 0.4846 0.7171 nan 0.7450 0.6562 0.7008 0.8054 0.0 0.0 0.0 0.6744 0.5618 0.5472 0.7166 0.0 0.0
0.0319 6.9271 2660 0.0531 0.3545 0.4799 0.7274 nan 0.7697 0.6440 0.6799 0.7857 0.0 0.0 0.0 0.6873 0.5505 0.5395 0.7040 0.0 0.0
0.0396 6.9792 2680 0.0521 0.3509 0.4827 0.7282 nan 0.7470 0.6958 0.7220 0.7315 0.0 0.0 0.0 0.6799 0.5592 0.5511 0.6658 0.0 0.0
0.0244 7.0312 2700 0.0540 0.3279 0.4398 0.7000 nan 0.7604 0.5929 0.6162 0.6694 0.0 0.0 0.0 0.6727 0.5090 0.4966 0.6173 0.0 0.0
0.0657 7.0833 2720 0.0516 0.3490 0.4837 0.7188 nan 0.7304 0.6997 0.7002 0.7718 0.0 0.0 0.0 0.6704 0.5616 0.5400 0.6707 0.0 0.0
0.0316 7.1354 2740 0.0529 0.3422 0.4574 0.6978 nan 0.7197 0.6712 0.6016 0.7518 0.0 0.0 0.0 0.6591 0.5657 0.4973 0.6734 0.0 0.0
0.0115 7.1875 2760 0.0520 0.3535 0.4828 0.7315 nan 0.7624 0.6762 0.6798 0.7781 0.0 0.0 0.0 0.6894 0.5598 0.5377 0.6874 0.0 0.0
0.0197 7.2396 2780 0.0535 0.3478 0.4739 0.6915 nan 0.6798 0.7241 0.6537 0.7857 0.0 0.0 0.0 0.6395 0.5820 0.5279 0.6852 0.0 0.0
0.0275 7.2917 2800 0.0537 0.3539 0.4809 0.7377 nan 0.7856 0.6496 0.6489 0.8011 0.0 0.0 0.0 0.6952 0.5525 0.5276 0.7023 0.0 0.0
0.0588 7.3438 2820 0.0526 0.3387 0.4491 0.6994 nan 0.7338 0.6557 0.5455 0.7598 0.0 0.0 0.0 0.6563 0.5463 0.4784 0.6897 0.0 0.0
0.033 7.3958 2840 0.0530 0.3465 0.4657 0.7272 nan 0.7723 0.6537 0.6262 0.7423 0.0 0.0 0.0 0.6904 0.5497 0.5126 0.6731 0.0 0.0
0.1733 7.4479 2860 0.0527 0.3441 0.4610 0.7089 nan 0.7374 0.6656 0.6435 0.7192 0.0 0.0 0.0 0.6684 0.5573 0.5232 0.6596 0.0 0.0
0.0535 7.5 2880 0.0539 0.3372 0.4448 0.7057 nan 0.7613 0.6110 0.6068 0.6896 0.0 0.0 0.0 0.6761 0.5433 0.5065 0.6347 0.0 0.0
0.0167 7.5521 2900 0.0504 0.3541 0.4812 0.7306 nan 0.7192 0.7811 0.6621 0.7247 0.0 0.0 0.0 0.6763 0.6073 0.5412 0.6540 0.0 0.0
0.024 7.6042 2920 0.0513 0.3548 0.4787 0.7142 nan 0.7217 0.7064 0.6944 0.7495 0.0 0.0 0.0 0.6695 0.5904 0.5473 0.6762 0.0 0.0
0.0433 7.6562 2940 0.0530 0.3484 0.4779 0.7284 nan 0.7546 0.6814 0.7256 0.7056 0.0 0.0 0.0 0.6829 0.5667 0.5524 0.6370 0.0 0.0
0.0272 7.7083 2960 0.0573 0.3447 0.4643 0.6880 nan 0.7256 0.6029 0.6771 0.7802 0.0 0.0 0.0 0.6443 0.5234 0.5478 0.6971 0.0 0.0
0.0115 7.7604 2980 0.0543 0.3481 0.4744 0.7084 nan 0.7231 0.6832 0.6915 0.7483 0.0 0.0 0.0 0.6561 0.5562 0.5531 0.6712 0.0 0.0
0.0593 7.8125 3000 0.0530 0.3508 0.4706 0.7271 nan 0.7691 0.6544 0.6538 0.7465 0.0 0.0 0.0 0.6881 0.5515 0.5409 0.6754 0.0 0.0
0.0609 7.8646 3020 0.0525 0.3410 0.4827 0.7082 nan 0.7185 0.6811 0.7464 0.7503 0.0 0.0 0.0 0.6563 0.5451 0.5331 0.6523 0.0 0.0
0.1213 7.9167 3040 0.0516 0.3551 0.4803 0.7315 nan 0.7628 0.6815 0.6386 0.7986 0.0 0.0 0.0 0.6894 0.5544 0.5341 0.7076 0.0 0.0
0.0593 7.9688 3060 0.0495 0.3589 0.4858 0.7193 nan 0.7279 0.7093 0.6676 0.8103 0.0 0.0 0.0 0.6706 0.5693 0.5513 0.7211 0.0 0.0
0.0209 8.0208 3080 0.0499 0.3628 0.4984 0.7229 nan 0.7267 0.7132 0.7071 0.8434 0.0 0.0 0.0 0.6777 0.5911 0.5439 0.7268 0.0 0.0
0.0155 8.0729 3100 0.0534 0.3569 0.4865 0.7395 nan 0.7926 0.6369 0.6375 0.8523 0.0 0.0 0.0 0.6984 0.5365 0.5232 0.7405 0.0 0.0
0.0486 8.125 3120 0.0552 0.3423 0.4677 0.6807 nan 0.7124 0.6041 0.6649 0.8247 0.0 0.0 0.0 0.6321 0.5054 0.5355 0.7233 0.0 0.0
0.0278 8.1771 3140 0.0541 0.3349 0.4422 0.6895 nan 0.7215 0.6430 0.6166 0.6719 0.0 0.0 0.0 0.6513 0.5532 0.5091 0.6310 0.0 0.0
0.1372 8.2292 3160 0.0529 0.3578 0.4797 0.7530 nan 0.7729 0.7499 0.5947 0.7609 0.0 0.0 0.0 0.7106 0.5998 0.5085 0.6859 0.0 0.0
0.0421 8.2812 3180 0.0526 0.3563 0.4747 0.7235 nan 0.7633 0.6497 0.6606 0.7744 0.0 0.0 0.0 0.6947 0.5664 0.5460 0.6869 0.0 0.0
0.0179 8.3333 3200 0.0509 0.3545 0.4846 0.7211 nan 0.7349 0.6970 0.7029 0.7725 0.0 0.0 0.0 0.6809 0.5721 0.5629 0.6654 0.0 0.0
0.0331 8.3854 3220 0.0498 0.3587 0.4864 0.7344 nan 0.7152 0.8076 0.6113 0.7841 0.0 0.0 0.0 0.6836 0.6099 0.5243 0.6931 0.0 0.0
0.0812 8.4375 3240 0.0498 0.3648 0.4993 0.7502 nan 0.7805 0.6930 0.7030 0.8193 0.0 0.0 0.0 0.7105 0.5775 0.5586 0.7066 0.0 0.0
0.061 8.4896 3260 0.0489 0.3536 0.4764 0.7256 nan 0.7288 0.7446 0.6296 0.7553 0.0 0.0 0.0 0.6760 0.5923 0.5309 0.6762 0.0 0.0
0.0554 8.5417 3280 0.0535 0.3274 0.4296 0.7029 nan 0.7522 0.6384 0.5647 0.6226 0.0 0.0 0.0 0.6725 0.5451 0.4928 0.5817 0.0 0.0
0.0067 8.5938 3300 0.0496 0.3664 0.5055 0.7401 nan 0.7272 0.7722 0.7485 0.7852 0.0 0.0 0.0 0.6881 0.6099 0.5752 0.6914 0.0 0.0
0.0252 8.6458 3320 0.0516 0.3527 0.4723 0.7192 nan 0.7345 0.7038 0.6676 0.7278 0.0 0.0 0.0 0.6786 0.5832 0.5493 0.6580 0.0 0.0
0.0846 8.6979 3340 0.0517 0.3660 0.4936 0.7490 nan 0.7784 0.7039 0.6430 0.8360 0.0 0.0 0.0 0.7063 0.5847 0.5422 0.7287 0.0 0.0
0.0302 8.75 3360 0.0512 0.3599 0.5059 0.7139 nan 0.7286 0.6606 0.7544 0.8916 0.0 0.0 0.0 0.6680 0.5495 0.5606 0.7411 0.0 0.0
0.075 8.8021 3380 0.0494 0.3563 0.4808 0.7255 nan 0.7578 0.6654 0.6699 0.7918 0.0 0.0 0.0 0.6851 0.5583 0.5497 0.7008 0.0 0.0
0.0185 8.8542 3400 0.0492 0.3614 0.4895 0.7252 nan 0.7444 0.6906 0.6681 0.8340 0.0 0.0 0.0 0.6813 0.5758 0.5537 0.7189 0.0 0.0
0.0195 8.9062 3420 0.0510 0.3608 0.4794 0.7321 nan 0.7648 0.6827 0.6105 0.8182 0.0 0.0 0.0 0.6954 0.5755 0.5322 0.7224 0.0 0.0
0.0176 8.9583 3440 0.0505 0.3603 0.4878 0.7479 nan 0.7817 0.6908 0.6930 0.7614 0.0 0.0 0.0 0.7086 0.5705 0.5625 0.6802 0.0 0.0
0.0307 9.0104 3460 0.0510 0.3537 0.4722 0.7202 nan 0.7400 0.7001 0.6134 0.7796 0.0 0.0 0.0 0.6775 0.5726 0.5275 0.6980 0.0 0.0
0.0415 9.0625 3480 0.0533 0.3499 0.4681 0.7179 nan 0.7474 0.6723 0.6479 0.7409 0.0 0.0 0.0 0.6806 0.5649 0.5330 0.6711 0.0 0.0
0.0685 9.1146 3500 0.0517 0.3552 0.4812 0.7220 nan 0.7354 0.7077 0.6497 0.7946 0.0 0.0 0.0 0.6712 0.5686 0.5428 0.7040 0.0 0.0
0.0298 9.1667 3520 0.0538 0.3480 0.4698 0.7181 nan 0.7528 0.6550 0.6825 0.7283 0.0 0.0 0.0 0.6779 0.5433 0.5540 0.6607 0.0 0.0
0.0153 9.2188 3540 0.0544 0.3447 0.4629 0.7108 nan 0.7465 0.6482 0.6599 0.7226 0.0 0.0 0.0 0.6717 0.5419 0.5460 0.6533 0.0 0.0
0.0357 9.2708 3560 0.0526 0.3452 0.4754 0.7084 nan 0.7274 0.6684 0.7260 0.7303 0.0 0.0 0.0 0.6608 0.5407 0.5577 0.6574 0.0 0.0
0.0316 9.3229 3580 0.0531 0.3408 0.4673 0.7136 nan 0.7326 0.6848 0.7093 0.6771 0.0 0.0 0.0 0.6659 0.5416 0.5545 0.6234 0.0 0.0
0.0042 9.375 3600 0.0517 0.3617 0.4923 0.7296 nan 0.7452 0.7017 0.6894 0.8178 0.0 0.0 0.0 0.6834 0.5631 0.5636 0.7215 0.0 0.0
0.0383 9.4271 3620 0.0524 0.3484 0.4661 0.7247 nan 0.7777 0.6280 0.6419 0.7492 0.0 0.0 0.0 0.6901 0.5366 0.5340 0.6783 0.0 0.0
0.0473 9.4792 3640 0.0505 0.3620 0.4899 0.7495 nan 0.7693 0.7271 0.6814 0.7616 0.0 0.0 0.0 0.7075 0.5912 0.5535 0.6820 0.0 0.0
0.0875 9.5312 3660 0.0519 0.3542 0.4705 0.7242 nan 0.7532 0.6826 0.6412 0.7464 0.0 0.0 0.0 0.6870 0.5740 0.5374 0.6808 0.0 0.0
0.078 9.5833 3680 0.0487 0.3650 0.4936 0.7436 nan 0.7489 0.7485 0.6970 0.7672 0.0 0.0 0.0 0.6982 0.5942 0.5657 0.6965 0.0 0.0
0.0453 9.6354 3700 0.0495 0.3606 0.4857 0.7181 nan 0.7248 0.7136 0.6538 0.8220 0.0 0.0 0.0 0.6732 0.5823 0.5411 0.7278 0.0 0.0
0.026 9.6875 3720 0.0510 0.3739 0.5193 0.7559 nan 0.7736 0.7076 0.7946 0.8398 0.0 0.0 0.0 0.7107 0.5852 0.5903 0.7308 0.0 0.0
0.0218 9.7396 3740 0.0501 0.3647 0.4922 0.7384 nan 0.7505 0.7254 0.6880 0.7891 0.0 0.0 0.0 0.6922 0.5837 0.5705 0.7065 0.0 0.0
0.1011 9.7917 3760 0.0489 0.3662 0.4975 0.7379 nan 0.7472 0.7242 0.7137 0.7998 0.0 0.0 0.0 0.6900 0.5860 0.5766 0.7109 0.0 0.0
0.067 9.8438 3780 0.0493 0.3556 0.4746 0.7341 nan 0.7762 0.6699 0.5831 0.8181 0.0 0.0 0.0 0.6949 0.5620 0.5100 0.7221 0.0 0.0
0.0131 9.8958 3800 0.0499 0.3530 0.4733 0.7320 nan 0.7627 0.6912 0.6225 0.7636 0.0 0.0 0.0 0.6913 0.5698 0.5279 0.6819 0.0 0.0
0.0234 9.9479 3820 0.0490 0.3513 0.4748 0.7377 nan 0.7428 0.7615 0.6248 0.7193 0.0 0.0 0.0 0.6920 0.5894 0.5263 0.6514 0.0 0.0
0.0491 10.0 3840 0.0496 0.3587 0.4830 0.7411 nan 0.7624 0.7156 0.6758 0.7439 0.0 0.0 0.0 0.7025 0.5894 0.5543 0.6644 0.0 0.0
0.0283 10.0521 3860 0.0501 0.3586 0.4874 0.7404 nan 0.7541 0.7247 0.7195 0.7262 0.0 0.0 0.0 0.6964 0.5870 0.5730 0.6535 0.0 0.0
0.0319 10.1042 3880 0.0492 0.3628 0.4873 0.7412 nan 0.7484 0.7539 0.6089 0.8127 0.0 0.0 0.0 0.6920 0.5924 0.5349 0.7205 0.0 0.0
0.0497 10.1562 3900 0.0506 0.3691 0.4954 0.7386 nan 0.7506 0.7265 0.6573 0.8379 0.0 0.0 0.0 0.6933 0.5933 0.5609 0.7360 0.0 0.0
0.0666 10.2083 3920 0.0497 0.3696 0.5022 0.7298 nan 0.7332 0.7199 0.7294 0.8305 0.0 0.0 0.0 0.6806 0.5906 0.5815 0.7346 0.0 0.0
0.0417 10.2604 3940 0.0489 0.3680 0.4928 0.7465 nan 0.7491 0.7637 0.6619 0.7821 0.0 0.0 0.0 0.7005 0.6037 0.5646 0.7075 0.0 0.0
0.0158 10.3125 3960 0.0516 0.3705 0.5027 0.7293 nan 0.7465 0.6866 0.7169 0.8662 0.0 0.0 0.0 0.6850 0.5736 0.5814 0.7536 0.0 0.0
0.0103 10.3646 3980 0.0483 0.3645 0.4922 0.7477 nan 0.7484 0.7710 0.6631 0.7707 0.0 0.0 0.0 0.7000 0.6038 0.5594 0.6885 0.0 0.0
0.0274 10.4167 4000 0.0515 0.3550 0.4748 0.7317 nan 0.7707 0.6650 0.6601 0.7533 0.0 0.0 0.0 0.6953 0.5578 0.5563 0.6754 0.0 0.0
0.0089 10.4688 4020 0.0503 0.3542 0.4792 0.7363 nan 0.7506 0.7275 0.6798 0.7172 0.0 0.0 0.0 0.6913 0.5723 0.5647 0.6513 0.0 0.0
0.0662 10.5208 4040 0.0506 0.3522 0.4767 0.7233 nan 0.7493 0.6755 0.7147 0.7209 0.0 0.0 0.0 0.6803 0.5515 0.5796 0.6539 0.0 0.0
0.0263 10.5729 4060 0.0507 0.3539 0.4821 0.7170 nan 0.7479 0.6472 0.7334 0.7643 0.0 0.0 0.0 0.6757 0.5388 0.5806 0.6822 0.0 0.0
0.0197 10.625 4080 0.0507 0.3724 0.5106 0.7477 nan 0.7766 0.6792 0.7422 0.8656 0.0 0.0 0.0 0.7061 0.5614 0.5937 0.7459 0.0 0.0
0.0504 10.6771 4100 0.0519 0.3631 0.4906 0.7280 nan 0.7606 0.6597 0.6826 0.8407 0.0 0.0 0.0 0.6855 0.5511 0.5695 0.7359 0.0 0.0
0.0373 10.7292 4120 0.0522 0.3665 0.5027 0.7338 nan 0.7556 0.6796 0.7465 0.8347 0.0 0.0 0.0 0.6869 0.5583 0.5874 0.7328 0.0 0.0
0.0209 10.7812 4140 0.0561 0.3508 0.4693 0.7125 nan 0.7673 0.6000 0.6527 0.7960 0.0 0.0 0.0 0.6759 0.5207 0.5506 0.7085 0.0 0.0
0.0808 10.8333 4160 0.0552 0.3535 0.4736 0.7229 nan 0.7646 0.6465 0.6466 0.7836 0.0 0.0 0.0 0.6822 0.5435 0.5529 0.6961 0.0 0.0
0.0334 10.8854 4180 0.0546 0.3559 0.4876 0.7284 nan 0.7706 0.6329 0.7420 0.7801 0.0 0.0 0.0 0.6920 0.5381 0.5741 0.6872 0.0 0.0
0.0178 10.9375 4200 0.0547 0.3501 0.4715 0.7265 nan 0.7702 0.6462 0.6745 0.7382 0.0 0.0 0.0 0.6888 0.5365 0.5577 0.6674 0.0 0.0
0.0191 10.9896 4220 0.0517 0.3646 0.4946 0.7408 nan 0.7532 0.7226 0.7232 0.7688 0.0 0.0 0.0 0.6953 0.5832 0.5858 0.6878 0.0 0.0
0.091 11.0417 4240 0.0523 0.3631 0.4913 0.7256 nan 0.7410 0.6952 0.7039 0.8078 0.0 0.0 0.0 0.6825 0.5761 0.5752 0.7080 0.0 0.0
0.0247 11.0938 4260 0.0530 0.3657 0.4998 0.7436 nan 0.7694 0.6883 0.7462 0.7948 0.0 0.0 0.0 0.7038 0.5796 0.5770 0.6993 0.0 0.0
0.0397 11.1458 4280 0.0539 0.3612 0.4928 0.7333 nan 0.7647 0.6632 0.7451 0.7838 0.0 0.0 0.0 0.6946 0.5613 0.5739 0.6984 0.0 0.0
0.0342 11.1979 4300 0.0528 0.3657 0.4892 0.7422 nan 0.7702 0.6973 0.6661 0.8019 0.0 0.0 0.0 0.6996 0.5782 0.5636 0.7185 0.0 0.0
0.0456 11.25 4320 0.0517 0.3582 0.4818 0.7317 nan 0.7590 0.6867 0.6724 0.7728 0.0 0.0 0.0 0.6895 0.5709 0.5598 0.6876 0.0 0.0
0.0278 11.3021 4340 0.0515 0.3568 0.4816 0.7334 nan 0.7597 0.6910 0.6867 0.7525 0.0 0.0 0.0 0.6900 0.5717 0.5652 0.6709 0.0 0.0
0.0156 11.3542 4360 0.0500 0.3617 0.4872 0.7453 nan 0.7549 0.7474 0.6788 0.7423 0.0 0.0 0.0 0.7000 0.6014 0.5624 0.6679 0.0 0.0
0.0531 11.4062 4380 0.0538 0.3571 0.4816 0.7285 nan 0.7669 0.6541 0.6785 0.7901 0.0 0.0 0.0 0.6877 0.5457 0.5639 0.7022 0.0 0.0
0.0362 11.4583 4400 0.0511 0.3636 0.4935 0.7371 nan 0.7544 0.7070 0.7081 0.7912 0.0 0.0 0.0 0.6900 0.5681 0.5854 0.7019 0.0 0.0
0.0257 11.5104 4420 0.0505 0.3637 0.4907 0.7336 nan 0.7651 0.6699 0.6982 0.8107 0.0 0.0 0.0 0.6945 0.5593 0.5746 0.7177 0.0 0.0
0.0758 11.5625 4440 0.0532 0.3566 0.4830 0.7258 nan 0.7752 0.6200 0.6959 0.8068 0.0 0.0 0.0 0.6914 0.5269 0.5636 0.7143 0.0 0.0
0.1465 11.6146 4460 0.0513 0.3707 0.5028 0.7492 nan 0.7550 0.7502 0.6836 0.8283 0.0 0.0 0.0 0.6997 0.5895 0.5782 0.7278 0.0 0.0
0.0571 11.6667 4480 0.0529 0.3533 0.4752 0.7262 nan 0.7686 0.6452 0.6787 0.7588 0.0 0.0 0.0 0.6854 0.5406 0.5643 0.6831 0.0 0.0
0.0115 11.7188 4500 0.0532 0.3610 0.4903 0.7404 nan 0.7664 0.6944 0.7037 0.7774 0.0 0.0 0.0 0.6945 0.5679 0.5741 0.6902 0.0 0.0
0.1223 11.7708 4520 0.0554 0.3481 0.4631 0.7217 nan 0.7652 0.6537 0.5960 0.7637 0.0 0.0 0.0 0.6819 0.5505 0.5166 0.6878 0.0 0.0
0.033 11.8229 4540 0.0523 0.3604 0.4855 0.7325 nan 0.7601 0.6812 0.7032 0.7684 0.0 0.0 0.0 0.6903 0.5723 0.5776 0.6826 0.0 0.0
0.0173 11.875 4560 0.0516 0.3612 0.4891 0.7301 nan 0.7409 0.7172 0.6891 0.7873 0.0 0.0 0.0 0.6837 0.5851 0.5654 0.6942 0.0 0.0
0.0884 11.9271 4580 0.0517 0.3571 0.4784 0.7413 nan 0.7697 0.7022 0.6750 0.7235 0.0 0.0 0.0 0.7045 0.5812 0.5575 0.6563 0.0 0.0
0.0642 11.9792 4600 0.0496 0.3620 0.4855 0.7468 nan 0.7776 0.7015 0.6622 0.7719 0.0 0.0 0.0 0.7094 0.5799 0.5579 0.6868 0.0 0.0
0.0417 12.0312 4620 0.0521 0.3592 0.4780 0.7213 nan 0.7491 0.6797 0.5965 0.8426 0.0 0.0 0.0 0.6795 0.5708 0.5307 0.7333 0.0 0.0
0.019 12.0833 4640 0.0520 0.3768 0.5183 0.7387 nan 0.7413 0.7221 0.7468 0.8994 0.0 0.0 0.0 0.6862 0.5913 0.5956 0.7642 0.0 0.0
0.0472 12.1354 4660 0.0528 0.3673 0.4907 0.7415 nan 0.7599 0.7238 0.6151 0.8454 0.0 0.0 0.0 0.6986 0.5958 0.5381 0.7389 0.0 0.0
0.0414 12.1875 4680 0.0516 0.3687 0.4969 0.7457 nan 0.7469 0.7674 0.6183 0.8487 0.0 0.0 0.0 0.6957 0.6027 0.5391 0.7436 0.0 0.0
0.0286 12.2396 4700 0.0514 0.3729 0.5017 0.7438 nan 0.7531 0.7342 0.6803 0.8428 0.0 0.0 0.0 0.6961 0.5989 0.5727 0.7424 0.0 0.0
0.0123 12.2917 4720 0.0541 0.3690 0.5006 0.7291 nan 0.7386 0.7050 0.7330 0.8272 0.0 0.0 0.0 0.6817 0.5832 0.5848 0.7330 0.0 0.0
0.0504 12.3438 4740 0.0524 0.3644 0.5175 0.7399 nan 0.7278 0.7532 0.8167 0.8071 0.0 0.0 0.0 0.6849 0.5896 0.5707 0.7052 0.0 0.0
0.0198 12.3958 4760 0.0526 0.3641 0.4869 0.7319 nan 0.7411 0.7280 0.6646 0.7879 0.0 0.0 0.0 0.6839 0.5894 0.5676 0.7078 0.0 0.0
0.0136 12.4479 4780 0.0522 0.3618 0.4824 0.7355 nan 0.7665 0.6841 0.6677 0.7759 0.0 0.0 0.0 0.6943 0.5722 0.5703 0.6955 0.0 0.0
0.045 12.5 4800 0.0516 0.3672 0.4943 0.7344 nan 0.7568 0.6936 0.6693 0.8459 0.0 0.0 0.0 0.6895 0.5753 0.5745 0.7313 0.0 0.0
0.0346 12.5521 4820 0.0518 0.3708 0.5141 0.7462 nan 0.7749 0.6712 0.7717 0.8668 0.0 0.0 0.0 0.7060 0.5725 0.5918 0.7252 0.0 0.0
0.0149 12.6042 4840 0.0531 0.3649 0.4936 0.7336 nan 0.7542 0.6912 0.7273 0.7887 0.0 0.0 0.0 0.6889 0.5856 0.5774 0.7022 0.0 0.0
0.0457 12.6562 4860 0.0523 0.3623 0.4874 0.7427 nan 0.7697 0.7002 0.6852 0.7691 0.0 0.0 0.0 0.6998 0.5775 0.5680 0.6911 0.0 0.0
0.0201 12.7083 4880 0.0507 0.3611 0.4858 0.7342 nan 0.7513 0.7095 0.7013 0.7527 0.0 0.0 0.0 0.6917 0.5808 0.5703 0.6847 0.0 0.0
0.0649 12.7604 4900 0.0502 0.3626 0.4847 0.7321 nan 0.7360 0.7423 0.6754 0.7547 0.0 0.0 0.0 0.6839 0.5970 0.5669 0.6905 0.0 0.0
0.0148 12.8125 4920 0.0510 0.3638 0.4891 0.7429 nan 0.7737 0.6896 0.6863 0.7849 0.0 0.0 0.0 0.7035 0.5663 0.5699 0.7066 0.0 0.0
0.0694 12.8646 4940 0.0512 0.3602 0.4841 0.7231 nan 0.7468 0.6781 0.6898 0.7897 0.0 0.0 0.0 0.6764 0.5598 0.5733 0.7120 0.0 0.0
0.0186 12.9167 4960 0.0508 0.3692 0.4937 0.7486 nan 0.7655 0.7322 0.6596 0.8048 0.0 0.0 0.0 0.7026 0.5905 0.5670 0.7240 0.0 0.0
0.0202 12.9688 4980 0.0504 0.3660 0.4976 0.7317 nan 0.7398 0.7141 0.7417 0.7903 0.0 0.0 0.0 0.6852 0.5837 0.5844 0.7090 0.0 0.0
0.0502 13.0208 5000 0.0523 0.3587 0.4957 0.7368 nan 0.7668 0.6678 0.7669 0.7729 0.0 0.0 0.0 0.6961 0.5480 0.5773 0.6895 0.0 0.0
0.0234 13.0729 5020 0.0564 0.3450 0.4710 0.7089 nan 0.7630 0.5874 0.7178 0.7577 0.0 0.0 0.0 0.6706 0.4917 0.5690 0.6836 0.0 0.0
0.0677 13.125 5040 0.0583 0.3488 0.4760 0.7158 nan 0.7703 0.5950 0.7070 0.7834 0.0 0.0 0.0 0.6727 0.4958 0.5758 0.6975 0.0 0.0
0.0564 13.1771 5060 0.0546 0.3540 0.4835 0.7270 nan 0.7609 0.6591 0.6962 0.7848 0.0 0.0 0.0 0.6803 0.5249 0.5737 0.6988 0.0 0.0
0.0104 13.2292 5080 0.0521 0.3643 0.4962 0.7324 nan 0.7495 0.6986 0.7013 0.8279 0.0 0.0 0.0 0.6832 0.5544 0.5864 0.7265 0.0 0.0
0.043 13.2812 5100 0.0522 0.3618 0.4847 0.7288 nan 0.7571 0.6790 0.6573 0.8145 0.0 0.0 0.0 0.6879 0.5617 0.5604 0.7224 0.0 0.0
0.0092 13.3333 5120 0.0520 0.3725 0.5071 0.7484 nan 0.7599 0.7274 0.7262 0.8290 0.0 0.0 0.0 0.7026 0.5934 0.5832 0.7281 0.0 0.0
0.0381 13.3854 5140 0.0532 0.3728 0.5096 0.7197 nan 0.7255 0.6918 0.7258 0.9147 0.0 0.0 0.0 0.6681 0.5781 0.5875 0.7758 0.0 0.0
0.0213 13.4375 5160 0.0509 0.3727 0.5000 0.7478 nan 0.7687 0.7154 0.6658 0.8502 0.0 0.0 0.0 0.7040 0.5871 0.5696 0.7483 0.0 0.0
0.068 13.4896 5180 0.0517 0.3624 0.4845 0.7424 nan 0.7799 0.6792 0.6560 0.7917 0.0 0.0 0.0 0.7037 0.5653 0.5598 0.7077 0.0 0.0
0.0278 13.5417 5200 0.0499 0.3658 0.4973 0.7405 nan 0.7489 0.7285 0.7368 0.7699 0.0 0.0 0.0 0.6927 0.5874 0.5888 0.6920 0.0 0.0
0.1043 13.5938 5220 0.0501 0.3650 0.5002 0.7303 nan 0.7199 0.7543 0.7487 0.7786 0.0 0.0 0.0 0.6779 0.5999 0.5785 0.6987 0.0 0.0
0.015 13.6458 5240 0.0491 0.3717 0.5045 0.7462 nan 0.7497 0.7456 0.7218 0.8098 0.0 0.0 0.0 0.6994 0.6019 0.5826 0.7181 0.0 0.0
0.035 13.6979 5260 0.0514 0.3676 0.4958 0.7361 nan 0.7609 0.6846 0.7148 0.8145 0.0 0.0 0.0 0.6915 0.5699 0.5871 0.7244 0.0 0.0
0.0175 13.75 5280 0.0518 0.3686 0.4998 0.7353 nan 0.7515 0.6985 0.7389 0.8099 0.0 0.0 0.0 0.6897 0.5802 0.5931 0.7173 0.0 0.0
0.0494 13.8021 5300 0.0521 0.3694 0.4978 0.7455 nan 0.7622 0.7195 0.7030 0.8020 0.0 0.0 0.0 0.6998 0.5886 0.5818 0.7152 0.0 0.0
0.0199 13.8542 5320 0.0528 0.3592 0.4763 0.7341 nan 0.7579 0.7059 0.6497 0.7445 0.0 0.0 0.0 0.6904 0.5838 0.5555 0.6844 0.0 0.0
0.0872 13.9062 5340 0.0520 0.3583 0.4763 0.7371 nan 0.7666 0.6945 0.6777 0.7189 0.0 0.0 0.0 0.6990 0.5804 0.5659 0.6630 0.0 0.0
0.0138 13.9583 5360 0.0526 0.3645 0.4910 0.7470 nan 0.7843 0.6775 0.6996 0.7845 0.0 0.0 0.0 0.7105 0.5690 0.5694 0.7027 0.0 0.0
0.0162 14.0104 5380 0.0553 0.3534 0.4770 0.7238 nan 0.7720 0.6251 0.6864 0.7787 0.0 0.0 0.0 0.6868 0.5303 0.5591 0.6972 0.0 0.0
0.0279 14.0625 5400 0.0549 0.3599 0.4888 0.7374 nan 0.7707 0.6719 0.7120 0.7780 0.0 0.0 0.0 0.6940 0.5482 0.5831 0.6943 0.0 0.0
0.0148 14.1146 5420 0.0504 0.3636 0.4970 0.7281 nan 0.7100 0.7784 0.6865 0.8073 0.0 0.0 0.0 0.6689 0.5944 0.5697 0.7124 0.0 0.0
0.1248 14.1667 5440 0.0497 0.3668 0.4972 0.7479 nan 0.7575 0.7421 0.6976 0.7858 0.0 0.0 0.0 0.7028 0.5916 0.5742 0.6994 0.0 0.0
0.0385 14.2188 5460 0.0507 0.3707 0.5035 0.7537 nan 0.7767 0.7108 0.7271 0.8065 0.0 0.0 0.0 0.7126 0.5868 0.5849 0.7107 0.0 0.0
0.0314 14.2708 5480 0.0506 0.3618 0.4843 0.7367 nan 0.7638 0.6932 0.6768 0.7717 0.0 0.0 0.0 0.6982 0.5764 0.5653 0.6928 0.0 0.0
0.0104 14.3229 5500 0.0517 0.3640 0.4904 0.7386 nan 0.7699 0.6791 0.6968 0.7965 0.0 0.0 0.0 0.6975 0.5672 0.5755 0.7079 0.0 0.0
0.033 14.375 5520 0.0510 0.3613 0.4827 0.7399 nan 0.7667 0.7043 0.6382 0.7870 0.0 0.0 0.0 0.6981 0.5790 0.5469 0.7050 0.0 0.0
0.0218 14.4271 5540 0.0519 0.3602 0.4812 0.7328 nan 0.7554 0.7040 0.6427 0.7850 0.0 0.0 0.0 0.6879 0.5792 0.5489 0.7055 0.0 0.0
0.0369 14.4792 5560 0.0531 0.3674 0.4985 0.7369 nan 0.7582 0.6912 0.7274 0.8144 0.0 0.0 0.0 0.6910 0.5718 0.5897 0.7194 0.0 0.0
0.0208 14.5312 5580 0.0527 0.3650 0.4999 0.7352 nan 0.7558 0.6861 0.7553 0.8022 0.0 0.0 0.0 0.6915 0.5664 0.5884 0.7087 0.0 0.0
0.0171 14.5833 5600 0.0510 0.3642 0.4956 0.7376 nan 0.7620 0.6867 0.7301 0.7948 0.0 0.0 0.0 0.6925 0.5646 0.5867 0.7059 0.0 0.0
0.0779 14.6354 5620 0.0517 0.3590 0.4873 0.7333 nan 0.7751 0.6449 0.7173 0.7865 0.0 0.0 0.0 0.6929 0.5382 0.5765 0.7051 0.0 0.0
0.0225 14.6875 5640 0.0521 0.3594 0.4859 0.7270 nan 0.7508 0.6816 0.6993 0.7837 0.0 0.0 0.0 0.6808 0.5532 0.5752 0.7063 0.0 0.0
0.0709 14.7396 5660 0.0529 0.3565 0.4782 0.7186 nan 0.7435 0.6729 0.6832 0.7697 0.0 0.0 0.0 0.6735 0.5557 0.5701 0.6961 0.0 0.0
0.0205 14.7917 5680 0.0533 0.3625 0.4880 0.7359 nan 0.7685 0.6767 0.6650 0.8176 0.0 0.0 0.0 0.6901 0.5557 0.5649 0.7268 0.0 0.0
0.0354 14.8438 5700 0.0530 0.3646 0.4934 0.7337 nan 0.7621 0.6749 0.7032 0.8203 0.0 0.0 0.0 0.6879 0.5529 0.5844 0.7269 0.0 0.0
0.0209 14.8958 5720 0.0519 0.3681 0.4957 0.7430 nan 0.7561 0.7249 0.7141 0.7790 0.0 0.0 0.0 0.6997 0.5923 0.5876 0.6972 0.0 0.0
0.0505 14.9479 5740 0.0517 0.3692 0.4977 0.7444 nan 0.7596 0.7184 0.7331 0.7752 0.0 0.0 0.0 0.7018 0.5906 0.5959 0.6957 0.0 0.0
0.0092 15.0 5760 0.0517 0.3717 0.5014 0.7436 nan 0.7633 0.7038 0.7263 0.8148 0.0 0.0 0.0 0.6995 0.5843 0.5962 0.7218 0.0 0.0
0.0172 15.0521 5780 0.0521 0.3666 0.4945 0.7333 nan 0.7541 0.6896 0.7251 0.7984 0.0 0.0 0.0 0.6882 0.5780 0.5888 0.7114 0.0 0.0
0.0298 15.1042 5800 0.0519 0.3724 0.5057 0.7618 nan 0.7799 0.7325 0.7423 0.7798 0.0 0.0 0.0 0.7170 0.5978 0.5981 0.6942 0.0 0.0
0.0486 15.1562 5820 0.0518 0.3624 0.4854 0.7361 nan 0.7532 0.7145 0.6873 0.7575 0.0 0.0 0.0 0.6903 0.5873 0.5763 0.6827 0.0 0.0
0.0476 15.2083 5840 0.0529 0.3555 0.4759 0.7353 nan 0.7775 0.6600 0.6819 0.7361 0.0 0.0 0.0 0.6986 0.5549 0.5660 0.6690 0.0 0.0
0.0153 15.2604 5860 0.0515 0.3653 0.4918 0.7534 nan 0.7775 0.7205 0.6909 0.7617 0.0 0.0 0.0 0.7104 0.5864 0.5757 0.6848 0.0 0.0
0.0198 15.3125 5880 0.0519 0.3625 0.4883 0.7302 nan 0.7321 0.7396 0.6886 0.7695 0.0 0.0 0.0 0.6802 0.5937 0.5743 0.6895 0.0 0.0
0.0232 15.3646 5900 0.0534 0.3645 0.4910 0.7393 nan 0.7591 0.7076 0.6994 0.7802 0.0 0.0 0.0 0.6964 0.5866 0.5751 0.6938 0.0 0.0
0.0214 15.4167 5920 0.0541 0.3587 0.4765 0.7326 nan 0.7629 0.6882 0.6460 0.7618 0.0 0.0 0.0 0.6935 0.5754 0.5543 0.6877 0.0 0.0
0.025 15.4688 5940 0.0540 0.3634 0.4852 0.7448 nan 0.7784 0.6922 0.6558 0.7846 0.0 0.0 0.0 0.7055 0.5756 0.5606 0.7022 0.0 0.0
0.0724 15.5208 5960 0.0517 0.3655 0.4873 0.7421 nan 0.7675 0.7057 0.6585 0.7923 0.0 0.0 0.0 0.7010 0.5805 0.5668 0.7103 0.0 0.0
0.0635 15.5729 5980 0.0524 0.3606 0.4815 0.7362 nan 0.7580 0.7075 0.6752 0.7485 0.0 0.0 0.0 0.6948 0.5822 0.5672 0.6797 0.0 0.0
0.0364 15.625 6000 0.0522 0.3646 0.4892 0.7446 nan 0.7698 0.7058 0.6879 0.7719 0.0 0.0 0.0 0.7030 0.5846 0.5730 0.6914 0.0 0.0
0.0328 15.6771 6020 0.0520 0.3636 0.4863 0.7457 nan 0.7682 0.7193 0.6594 0.7711 0.0 0.0 0.0 0.7035 0.5921 0.5591 0.6908 0.0 0.0
0.0133 15.7292 6040 0.0524 0.3611 0.4848 0.7417 nan 0.7764 0.6812 0.6880 0.7633 0.0 0.0 0.0 0.7018 0.5684 0.5736 0.6841 0.0 0.0
0.048 15.7812 6060 0.0523 0.3645 0.4901 0.7463 nan 0.7784 0.6896 0.7006 0.7721 0.0 0.0 0.0 0.7055 0.5720 0.5820 0.6920 0.0 0.0
0.0363 15.8333 6080 0.0512 0.3697 0.5032 0.7446 nan 0.7636 0.7037 0.7474 0.8047 0.0 0.0 0.0 0.7009 0.5809 0.5957 0.7105 0.0 0.0
0.0612 15.8854 6100 0.0509 0.3712 0.5046 0.7531 nan 0.7679 0.7267 0.7481 0.7850 0.0 0.0 0.0 0.7092 0.5948 0.5961 0.6984 0.0 0.0
0.0742 15.9375 6120 0.0519 0.3692 0.4990 0.7441 nan 0.7596 0.7163 0.7296 0.7885 0.0 0.0 0.0 0.7006 0.5903 0.5922 0.7016 0.0 0.0
0.0418 15.9896 6140 0.0523 0.3686 0.4933 0.7395 nan 0.7623 0.6994 0.6938 0.8042 0.0 0.0 0.0 0.6976 0.5827 0.5851 0.7150 0.0 0.0
0.0074 16.0417 6160 0.0512 0.3662 0.4914 0.7439 nan 0.7579 0.7294 0.6931 0.7683 0.0 0.0 0.0 0.6974 0.5906 0.5835 0.6918 0.0 0.0
0.0077 16.0938 6180 0.0518 0.3650 0.4931 0.7400 nan 0.7522 0.7227 0.7277 0.7560 0.0 0.0 0.0 0.6925 0.5896 0.5912 0.6817 0.0 0.0
0.0174 16.1458 6200 0.0524 0.3688 0.5009 0.7468 nan 0.7588 0.7264 0.7449 0.7752 0.0 0.0 0.0 0.6997 0.5917 0.5969 0.6933 0.0 0.0
0.0883 16.1979 6220 0.0515 0.3718 0.5025 0.7506 nan 0.7684 0.7191 0.7269 0.8004 0.0 0.0 0.0 0.7058 0.5883 0.5974 0.7110 0.0 0.0
0.0168 16.25 6240 0.0509 0.3665 0.4921 0.7398 nan 0.7617 0.7023 0.7023 0.7861 0.0 0.0 0.0 0.6968 0.5806 0.5843 0.7041 0.0 0.0
0.0386 16.3021 6260 0.0509 0.3667 0.4925 0.7425 nan 0.7663 0.7026 0.6935 0.7927 0.0 0.0 0.0 0.6986 0.5804 0.5814 0.7066 0.0 0.0
0.0165 16.3542 6280 0.0501 0.3728 0.5044 0.7502 nan 0.7666 0.7208 0.7209 0.8178 0.0 0.0 0.0 0.7024 0.5896 0.5959 0.7215 0.0 0.0
0.0098 16.4062 6300 0.0505 0.3690 0.4956 0.7444 nan 0.7677 0.7040 0.6953 0.8065 0.0 0.0 0.0 0.7001 0.5831 0.5834 0.7165 0.0 0.0
0.0283 16.4583 6320 0.0507 0.3656 0.4880 0.7432 nan 0.7694 0.7043 0.6651 0.7894 0.0 0.0 0.0 0.7014 0.5828 0.5686 0.7064 0.0 0.0
0.0237 16.5104 6340 0.0523 0.3661 0.4894 0.7350 nan 0.7588 0.6938 0.6803 0.8035 0.0 0.0 0.0 0.6927 0.5779 0.5772 0.7147 0.0 0.0
0.0331 16.5625 6360 0.0521 0.3679 0.4944 0.7382 nan 0.7639 0.6888 0.6978 0.8159 0.0 0.0 0.0 0.6964 0.5754 0.5830 0.7205 0.0 0.0
0.041 16.6146 6380 0.0513 0.3677 0.4950 0.7426 nan 0.7739 0.6828 0.6922 0.8210 0.0 0.0 0.0 0.6988 0.5681 0.5829 0.7238 0.0 0.0
0.0179 16.6667 6400 0.0521 0.3675 0.4965 0.7424 nan 0.7707 0.6870 0.7041 0.8170 0.0 0.0 0.0 0.6975 0.5675 0.5872 0.7200 0.0 0.0
0.0305 16.7188 6420 0.0527 0.3616 0.4836 0.7315 nan 0.7597 0.6840 0.6623 0.7955 0.0 0.0 0.0 0.6881 0.5653 0.5679 0.7098 0.0 0.0
0.0181 16.7708 6440 0.0524 0.3642 0.4874 0.7388 nan 0.7666 0.6938 0.6653 0.7988 0.0 0.0 0.0 0.6957 0.5713 0.5701 0.7124 0.0 0.0
0.0168 16.8229 6460 0.0525 0.3620 0.4853 0.7381 nan 0.7678 0.6887 0.6725 0.7826 0.0 0.0 0.0 0.6962 0.5695 0.5692 0.6990 0.0 0.0
0.0093 16.875 6480 0.0528 0.3636 0.4877 0.7322 nan 0.7521 0.6998 0.6835 0.7910 0.0 0.0 0.0 0.6874 0.5753 0.5770 0.7055 0.0 0.0
0.0144 16.9271 6500 0.0521 0.3680 0.4939 0.7394 nan 0.7589 0.7056 0.7039 0.7951 0.0 0.0 0.0 0.6960 0.5827 0.5863 0.7109 0.0 0.0
0.0201 16.9792 6520 0.0524 0.3691 0.4952 0.7417 nan 0.7627 0.7051 0.7010 0.8025 0.0 0.0 0.0 0.6993 0.5839 0.5848 0.7158 0.0 0.0
0.0216 17.0312 6540 0.0520 0.3683 0.4921 0.7414 nan 0.7640 0.7050 0.6849 0.7989 0.0 0.0 0.0 0.7000 0.5826 0.5800 0.7156 0.0 0.0
0.0555 17.0833 6560 0.0511 0.3703 0.4971 0.7434 nan 0.7625 0.7107 0.7039 0.8056 0.0 0.0 0.0 0.7001 0.5857 0.5877 0.7184 0.0 0.0
0.0134 17.1354 6580 0.0523 0.3662 0.4878 0.7413 nan 0.7691 0.6984 0.6589 0.8008 0.0 0.0 0.0 0.6994 0.5811 0.5654 0.7175 0.0 0.0
0.0053 17.1875 6600 0.0519 0.3686 0.4928 0.7477 nan 0.7716 0.7139 0.6619 0.8093 0.0 0.0 0.0 0.7043 0.5873 0.5678 0.7210 0.0 0.0
0.0213 17.2396 6620 0.0516 0.3658 0.4871 0.7433 nan 0.7698 0.7063 0.6495 0.7968 0.0 0.0 0.0 0.7020 0.5835 0.5607 0.7146 0.0 0.0
0.0343 17.2917 6640 0.0521 0.3711 0.5014 0.7485 nan 0.7633 0.7252 0.7139 0.8060 0.0 0.0 0.0 0.7026 0.5896 0.5910 0.7143 0.0 0.0
0.0148 17.3438 6660 0.0532 0.3708 0.4998 0.7461 nan 0.7656 0.7119 0.7072 0.8140 0.0 0.0 0.0 0.7012 0.5853 0.5879 0.7212 0.0 0.0
0.0299 17.3958 6680 0.0538 0.3675 0.4962 0.7416 nan 0.7670 0.6912 0.7244 0.7945 0.0 0.0 0.0 0.6986 0.5747 0.5909 0.7083 0.0 0.0
0.0212 17.4479 6700 0.0539 0.3675 0.4957 0.7468 nan 0.7721 0.7005 0.7202 0.7814 0.0 0.0 0.0 0.7035 0.5795 0.5898 0.6995 0.0 0.0
0.0077 17.5 6720 0.0536 0.3673 0.4933 0.7413 nan 0.7594 0.7134 0.7000 0.7868 0.0 0.0 0.0 0.6954 0.5858 0.5856 0.7040 0.0 0.0
0.0076 17.5521 6740 0.0542 0.3667 0.4927 0.7386 nan 0.7610 0.6983 0.7031 0.7940 0.0 0.0 0.0 0.6938 0.5799 0.5861 0.7070 0.0 0.0
0.0408 17.6042 6760 0.0540 0.3651 0.4885 0.7317 nan 0.7508 0.7004 0.6829 0.7972 0.0 0.0 0.0 0.6852 0.5812 0.5783 0.7113 0.0 0.0
0.0157 17.6562 6780 0.0534 0.3643 0.4901 0.7412 nan 0.7685 0.6930 0.7000 0.7789 0.0 0.0 0.0 0.6981 0.5774 0.5801 0.6947 0.0 0.0
0.0442 17.7083 6800 0.0532 0.3610 0.4805 0.7379 nan 0.7652 0.7000 0.6560 0.7620 0.0 0.0 0.0 0.6956 0.5814 0.5619 0.6883 0.0 0.0
0.0135 17.7604 6820 0.0546 0.3639 0.4887 0.7346 nan 0.7526 0.7055 0.7039 0.7702 0.0 0.0 0.0 0.6895 0.5852 0.5825 0.6903 0.0 0.0
0.0246 17.8125 6840 0.0519 0.3631 0.4871 0.7401 nan 0.7649 0.7004 0.6945 0.7630 0.0 0.0 0.0 0.6976 0.5824 0.5780 0.6839 0.0 0.0
0.0182 17.8646 6860 0.0522 0.3619 0.4837 0.7344 nan 0.7551 0.7050 0.6788 0.7633 0.0 0.0 0.0 0.6894 0.5849 0.5724 0.6866 0.0 0.0
0.0198 17.9167 6880 0.0530 0.3625 0.4853 0.7328 nan 0.7523 0.7030 0.6933 0.7632 0.0 0.0 0.0 0.6874 0.5840 0.5779 0.6881 0.0 0.0
0.0141 17.9688 6900 0.0536 0.3652 0.4934 0.7354 nan 0.7550 0.6973 0.7221 0.7858 0.0 0.0 0.0 0.6884 0.5801 0.5889 0.6993 0.0 0.0
0.0172 18.0208 6920 0.0541 0.3660 0.4942 0.7415 nan 0.7647 0.6993 0.7087 0.7926 0.0 0.0 0.0 0.6948 0.5803 0.5858 0.7014 0.0 0.0
0.0349 18.0729 6940 0.0534 0.3634 0.4861 0.7319 nan 0.7483 0.7108 0.6708 0.7866 0.0 0.0 0.0 0.6840 0.5862 0.5710 0.7022 0.0 0.0
0.0325 18.125 6960 0.0536 0.3616 0.4826 0.7297 nan 0.7531 0.6926 0.6707 0.7791 0.0 0.0 0.0 0.6850 0.5770 0.5704 0.6989 0.0 0.0
0.0217 18.1771 6980 0.0539 0.3635 0.4882 0.7324 nan 0.7543 0.6935 0.6982 0.7830 0.0 0.0 0.0 0.6873 0.5772 0.5811 0.6992 0.0 0.0
0.0115 18.2292 7000 0.0530 0.3654 0.4888 0.7433 nan 0.7730 0.6949 0.6686 0.7963 0.0 0.0 0.0 0.7004 0.5781 0.5702 0.7094 0.0 0.0
0.0163 18.2812 7020 0.0527 0.3710 0.5011 0.7496 nan 0.7698 0.7140 0.7158 0.8070 0.0 0.0 0.0 0.7041 0.5879 0.5928 0.7119 0.0 0.0
0.0297 18.3333 7040 0.0518 0.3681 0.4946 0.7377 nan 0.7563 0.7042 0.7067 0.8006 0.0 0.0 0.0 0.6926 0.5837 0.5888 0.7115 0.0 0.0
0.0414 18.3854 7060 0.0524 0.3669 0.4918 0.7366 nan 0.7577 0.6999 0.6955 0.7979 0.0 0.0 0.0 0.6921 0.5822 0.5837 0.7102 0.0 0.0
0.0326 18.4375 7080 0.0535 0.3648 0.4863 0.7393 nan 0.7654 0.6998 0.6613 0.7911 0.0 0.0 0.0 0.6972 0.5815 0.5670 0.7080 0.0 0.0
0.0857 18.4896 7100 0.0531 0.3674 0.4927 0.7409 nan 0.7619 0.7069 0.6887 0.7987 0.0 0.0 0.0 0.6964 0.5839 0.5808 0.7106 0.0 0.0
0.0262 18.5417 7120 0.0536 0.3668 0.4908 0.7394 nan 0.7623 0.7017 0.6848 0.7958 0.0 0.0 0.0 0.6959 0.5826 0.5798 0.7091 0.0 0.0
0.0569 18.5938 7140 0.0543 0.3681 0.4935 0.7450 nan 0.7685 0.7070 0.6890 0.7966 0.0 0.0 0.0 0.7012 0.5853 0.5817 0.7088 0.0 0.0
0.0143 18.6458 7160 0.0523 0.3692 0.4953 0.7464 nan 0.7695 0.7074 0.7021 0.7928 0.0 0.0 0.0 0.7033 0.5854 0.5886 0.7075 0.0 0.0
0.0136 18.6979 7180 0.0524 0.3677 0.4942 0.7432 nan 0.7654 0.7044 0.7118 0.7834 0.0 0.0 0.0 0.7002 0.5840 0.5904 0.6996 0.0 0.0
0.034 18.75 7200 0.0528 0.3679 0.4925 0.7456 nan 0.7736 0.6971 0.6960 0.7884 0.0 0.0 0.0 0.7045 0.5807 0.5846 0.7052 0.0 0.0
0.0172 18.8021 7220 0.0524 0.3690 0.4950 0.7458 nan 0.7700 0.7045 0.6973 0.7981 0.0 0.0 0.0 0.7021 0.5836 0.5866 0.7110 0.0 0.0
0.0415 18.8542 7240 0.0520 0.3685 0.4953 0.7422 nan 0.7661 0.6979 0.7072 0.8007 0.0 0.0 0.0 0.6979 0.5801 0.5902 0.7114 0.0 0.0
0.0157 18.9062 7260 0.0526 0.3677 0.4928 0.7443 nan 0.7704 0.7000 0.6889 0.7976 0.0 0.0 0.0 0.7010 0.5808 0.5821 0.7101 0.0 0.0
0.0099 18.9583 7280 0.0525 0.3691 0.4954 0.7476 nan 0.7718 0.7071 0.6999 0.7935 0.0 0.0 0.0 0.7042 0.5844 0.5874 0.7079 0.0 0.0
0.0165 19.0104 7300 0.0529 0.3673 0.4925 0.7427 nan 0.7638 0.7094 0.6938 0.7879 0.0 0.0 0.0 0.6983 0.5855 0.5832 0.7038 0.0 0.0
0.0287 19.0625 7320 0.0531 0.3655 0.4889 0.7383 nan 0.7598 0.7053 0.6812 0.7870 0.0 0.0 0.0 0.6940 0.5839 0.5768 0.7041 0.0 0.0
0.0155 19.1146 7340 0.0535 0.3666 0.4925 0.7438 nan 0.7696 0.6993 0.6997 0.7863 0.0 0.0 0.0 0.7007 0.5806 0.5839 0.7012 0.0 0.0
0.02 19.1667 7360 0.0528 0.3674 0.4932 0.7433 nan 0.7664 0.7051 0.6933 0.7941 0.0 0.0 0.0 0.6990 0.5828 0.5827 0.7074 0.0 0.0
0.0099 19.2188 7380 0.0521 0.3673 0.4925 0.7397 nan 0.7609 0.7044 0.6926 0.7969 0.0 0.0 0.0 0.6946 0.5829 0.5828 0.7104 0.0 0.0
0.0096 19.2708 7400 0.0526 0.3666 0.4938 0.7403 nan 0.7597 0.7072 0.7091 0.7866 0.0 0.0 0.0 0.6945 0.5840 0.5872 0.7007 0.0 0.0
0.0212 19.3229 7420 0.0534 0.3665 0.4928 0.7414 nan 0.7644 0.7014 0.7015 0.7897 0.0 0.0 0.0 0.6964 0.5808 0.5847 0.7035 0.0 0.0
0.1154 19.375 7440 0.0537 0.3662 0.4911 0.7447 nan 0.7693 0.7063 0.6836 0.7875 0.0 0.0 0.0 0.7007 0.5827 0.5770 0.7034 0.0 0.0
0.0048 19.4271 7460 0.0526 0.3652 0.4886 0.7435 nan 0.7682 0.7080 0.6650 0.7903 0.0 0.0 0.0 0.6993 0.5825 0.5684 0.7064 0.0 0.0
0.0591 19.4792 7480 0.0529 0.3654 0.4895 0.7421 nan 0.7674 0.7025 0.6754 0.7919 0.0 0.0 0.0 0.6979 0.5800 0.5736 0.7065 0.0 0.0
0.063 19.5312 7500 0.0529 0.3670 0.4917 0.7422 nan 0.7613 0.7159 0.6756 0.7972 0.0 0.0 0.0 0.6964 0.5858 0.5754 0.7115 0.0 0.0
0.0237 19.5833 7520 0.0523 0.3663 0.4914 0.7409 nan 0.7604 0.7117 0.6885 0.7876 0.0 0.0 0.0 0.6954 0.5846 0.5796 0.7041 0.0 0.0
0.0184 19.6354 7540 0.0525 0.3680 0.4938 0.7461 nan 0.7685 0.7117 0.6867 0.7956 0.0 0.0 0.0 0.7017 0.5848 0.5804 0.7094 0.0 0.0
0.0322 19.6875 7560 0.0529 0.3677 0.4936 0.7462 nan 0.7675 0.7142 0.6901 0.7896 0.0 0.0 0.0 0.7014 0.5858 0.5814 0.7056 0.0 0.0
0.0226 19.7396 7580 0.0521 0.3679 0.4951 0.7417 nan 0.7593 0.7132 0.7032 0.7947 0.0 0.0 0.0 0.6956 0.5856 0.5868 0.7076 0.0 0.0
0.0243 19.7917 7600 0.0527 0.3692 0.4969 0.7472 nan 0.7687 0.7116 0.7005 0.8004 0.0 0.0 0.0 0.7020 0.5851 0.5863 0.7108 0.0 0.0
0.0238 19.8438 7620 0.0521 0.3679 0.4953 0.7438 nan 0.7650 0.7073 0.7070 0.7922 0.0 0.0 0.0 0.6990 0.5835 0.5872 0.7059 0.0 0.0
0.0295 19.8958 7640 0.0524 0.3682 0.4952 0.7421 nan 0.7600 0.7134 0.7014 0.7965 0.0 0.0 0.0 0.6962 0.5860 0.5863 0.7089 0.0 0.0
0.0255 19.9479 7660 0.0520 0.3658 0.4907 0.7407 nan 0.7628 0.7046 0.6968 0.7803 0.0 0.0 0.0 0.6969 0.5825 0.5819 0.6993 0.0 0.0
0.0098 20.0 7680 0.0525 0.3669 0.4931 0.7435 nan 0.7624 0.7149 0.7010 0.7802 0.0 0.0 0.0 0.6984 0.5866 0.5845 0.6987 0.0 0.0

Framework versions

  • Transformers 4.42.4
  • Pytorch 2.3.1+cu121
  • Datasets 2.20.0
  • Tokenizers 0.19.1
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