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Yaojia Wang
2026-01-30 00:44:21 +01:00
parent d2489a97d4
commit 33ada0350d
79 changed files with 9737 additions and 297 deletions
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runs_backup/train/invoice_yolo11n_full/results.csv Normal file
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epoch,time,train/box_loss,train/cls_loss,train/dfl_loss,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),val/box_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2
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21,3976.3,0.20592,0.23055,0.78534,0.9636,0.94141,0.98186,0.71087,1.20783,0.53596,1.17998,0.00802,0.00802,0.00802
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28,5303.92,0.18817,0.20777,0.7814,0.96837,0.9519,0.98672,0.77596,0.96734,0.43218,1.01592,0.007327,0.007327,0.007327
29,5493.53,0.18565,0.20231,0.78154,0.9719,0.94481,0.98552,0.67875,1.27094,0.57309,1.27411,0.007228,0.007228,0.007228
30,5682.31,0.18424,0.19916,0.77989,0.96714,0.95269,0.98588,0.73712,1.08764,0.52054,1.09884,0.007129,0.007129,0.007129
31,5870.11,0.1812,0.19544,0.78013,0.9698,0.95028,0.98687,0.72258,1.15995,0.50918,1.14823,0.00703,0.00703,0.00703
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34,6427.13,0.176,0.1909,0.77864,0.96962,0.95053,0.98707,0.85351,0.70717,0.36925,0.90913,0.006733,0.006733,0.006733
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38,7186.91,0.16989,0.17967,0.77791,0.97277,0.94891,0.98737,0.8268,0.78213,0.38811,0.9293,0.006337,0.006337,0.006337
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43,8113.31,0.16304,0.17093,0.77627,0.96909,0.95623,0.98692,0.77479,0.97729,0.45248,1.03101,0.005842,0.005842,0.005842
44,8298.3,0.16163,0.16817,0.77509,0.96809,0.9575,0.98709,0.80448,0.85637,0.40945,0.96298,0.005743,0.005743,0.005743
45,8485.25,0.16053,0.16768,0.77535,0.97311,0.95211,0.98726,0.8047,0.85835,0.40888,0.96605,0.005644,0.005644,0.005644
46,8669.88,0.15959,0.16634,0.77576,0.97431,0.95186,0.98739,0.797,0.87218,0.41446,0.97186,0.005545,0.005545,0.005545
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48,9037.52,0.15602,0.16175,0.77439,0.97529,0.94998,0.9874,0.84071,0.77064,0.38361,0.93995,0.005347,0.005347,0.005347
49,9223.9,0.15478,0.1604,0.77364,0.97345,0.95143,0.98729,0.84662,0.73185,0.37143,0.92248,0.005248,0.005248,0.005248
50,9411.45,0.15431,0.1584,0.77449,0.98033,0.94592,0.98733,0.86995,0.63137,0.34173,0.8816,0.005149,0.005149,0.005149
51,9595.98,0.15305,0.15648,0.77414,0.97318,0.95431,0.98753,0.86938,0.63298,0.34305,0.88158,0.00505,0.00505,0.00505
52,9779.61,0.15291,0.15561,0.77441,0.97824,0.94936,0.98777,0.87333,0.60174,0.33831,0.87135,0.004951,0.004951,0.004951
53,9963.17,0.15193,0.15454,0.77361,0.97077,0.95579,0.98737,0.87038,0.62864,0.34404,0.87819,0.004852,0.004852,0.004852
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59,11071.2,0.14408,0.14418,0.7724,0.9709,0.95553,0.98729,0.8499,0.71784,0.37089,0.91332,0.004258,0.004258,0.004258
60,11256.4,0.1427,0.14165,0.77106,0.96919,0.95682,0.98729,0.85156,0.70256,0.36509,0.90774,0.004159,0.004159,0.004159
61,11444.8,0.14194,0.14087,0.77269,0.96601,0.96121,0.98731,0.85107,0.70839,0.36753,0.90948,0.00406,0.00406,0.00406
62,11630.9,0.14062,0.13882,0.77215,0.96628,0.96081,0.98736,0.84858,0.73074,0.3762,0.92033,0.003961,0.003961,0.003961
63,11816.5,0.13938,0.13865,0.77152,0.96711,0.95961,0.98744,0.85214,0.70862,0.36754,0.91079,0.003862,0.003862,0.003862
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66,12379.6,0.13556,0.13271,0.77167,0.96725,0.96005,0.98735,0.85898,0.68174,0.3561,0.89887,0.003565,0.003565,0.003565
67,12565.4,0.13463,0.13108,0.77009,0.97381,0.95338,0.98732,0.86031,0.67263,0.35399,0.89484,0.003466,0.003466,0.003466
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73,13695.1,0.12876,0.12321,0.76883,0.9723,0.9569,0.98725,0.86643,0.64091,0.3473,0.88447,0.002872,0.002872,0.002872
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75,14075,0.12664,0.11944,0.76878,0.97277,0.95678,0.98726,0.86861,0.63123,0.3482,0.88086,0.002674,0.002674,0.002674
76,14259.9,0.12587,0.11965,0.7692,0.9727,0.95673,0.98717,0.86916,0.62721,0.34811,0.87932,0.002575,0.002575,0.002575
77,14451.2,0.12433,0.1174,0.76838,0.97267,0.95663,0.9872,0.87057,0.62032,0.34709,0.8769,0.002476,0.002476,0.002476
78,14636.3,0.12352,0.11507,0.76971,0.97087,0.95829,0.98721,0.87189,0.61271,0.34667,0.87445,0.002377,0.002377,0.002377
79,14821.1,0.1231,0.11454,0.76897,0.97195,0.95752,0.98722,0.87292,0.60714,0.34596,0.87271,0.002278,0.002278,0.002278
80,15007.3,0.12117,0.11285,0.76864,0.97146,0.95789,0.98726,0.8735,0.6031,0.34515,0.87163,0.002179,0.002179,0.002179
81,15199.5,0.12029,0.11158,0.76708,0.97018,0.95938,0.9872,0.87378,0.60116,0.34538,0.87113,0.00208,0.00208,0.00208
82,15390.8,0.11877,0.10949,0.76719,0.97021,0.95964,0.98721,0.87422,0.59897,0.3457,0.87057,0.001981,0.001981,0.001981
83,15577.6,0.11812,0.10818,0.76749,0.97013,0.95951,0.98722,0.87429,0.59878,0.34524,0.87054,0.001882,0.001882,0.001882
84,15761.5,0.11687,0.10634,0.76703,0.97155,0.9583,0.98713,0.87407,0.59964,0.34532,0.8709,0.001783,0.001783,0.001783
85,15946.2,0.11551,0.10455,0.7672,0.9717,0.95797,0.9871,0.87367,0.60049,0.34569,0.87136,0.001684,0.001684,0.001684
86,16130.6,0.11474,0.10479,0.76737,0.97183,0.95808,0.98712,0.87406,0.5981,0.34504,0.87076,0.001585,0.001585,0.001585
87,16324.1,0.11337,0.10221,0.76695,0.97137,0.95881,0.98708,0.87382,0.59851,0.34519,0.87106,0.001486,0.001486,0.001486
88,16517.1,0.11185,0.10043,0.76513,0.97121,0.95899,0.98707,0.87379,0.59906,0.34583,0.87135,0.001387,0.001387,0.001387
89,16708.5,0.11103,0.09846,0.76565,0.97113,0.95904,0.98709,0.87369,0.59838,0.34599,0.87138,0.001288,0.001288,0.001288
90,16896.9,0.11054,0.0982,0.76703,0.97095,0.95892,0.98712,0.87377,0.59757,0.34552,0.87126,0.001189,0.001189,0.001189
91,17091.5,0.10967,0.09616,0.76665,0.97037,0.9595,0.98704,0.87361,0.59635,0.34561,0.87111,0.00109,0.00109,0.00109
92,17282.9,0.10834,0.09481,0.76509,0.9726,0.95743,0.98704,0.87372,0.5956,0.34572,0.87108,0.000991,0.000991,0.000991
93,17471.1,0.10692,0.09247,0.76461,0.97255,0.95738,0.9871,0.87368,0.59467,0.34689,0.8707,0.000892,0.000892,0.000892
94,17654.7,0.10578,0.09076,0.76573,0.97167,0.95786,0.9872,0.87367,0.59367,0.34732,0.87049,0.000793,0.000793,0.000793
95,17858.1,0.10457,0.08903,0.7648,0.97097,0.95816,0.98718,0.87394,0.59295,0.34757,0.87044,0.000694,0.000694,0.000694
96,18048,0.10283,0.08802,0.76437,0.97358,0.95577,0.98712,0.8737,0.59392,0.34877,0.87087,0.000595,0.000595,0.000595
97,18233,0.10269,0.08685,0.76468,0.97469,0.95492,0.98712,0.8741,0.59227,0.34903,0.87042,0.000496,0.000496,0.000496
98,18418.2,0.10143,0.0852,0.7644,0.97473,0.95512,0.98709,0.87397,0.59171,0.35007,0.8704,0.000397,0.000397,0.000397
99,18605.1,0.10052,0.08363,0.76442,0.97443,0.95526,0.98712,0.87396,0.5922,0.35121,0.87087,0.000298,0.000298,0.000298
100,18790,0.09925,0.08228,0.76465,0.97498,0.95493,0.98711,0.8737,0.59312,0.35293,0.87138,0.000199,0.000199,0.000199
1 epoch time train/box_loss train/cls_loss train/dfl_loss metrics/precision(B) metrics/recall(B) metrics/mAP50(B) metrics/mAP50-95(B) val/box_loss val/cls_loss val/dfl_loss lr/pg0 lr/pg1 lr/pg2
2 1 217.641 0.79856 2.56507 1.01986 0.8921 0.84545 0.90033 0.81508 0.49347 0.92369 0.83815 0.00332991 0.00332991 0.00332991
3 2 410.275 0.506 1.04596 0.85661 0.9164 0.85418 0.92852 0.79726 0.63851 0.72277 0.87404 0.00659728 0.00659728 0.00659728
4 3 598.713 0.49618 0.68647 0.85624 0.93775 0.80014 0.91481 0.80383 0.5798 0.76691 0.86835 0.00979865 0.00979865 0.00979865
5 4 782.868 0.44059 0.53532 0.84299 0.94668 0.90421 0.96101 0.8832 0.43961 0.49649 0.84298 0.009703 0.009703 0.009703
6 5 967.898 0.37596 0.44308 0.82667 0.88316 0.81492 0.91376 0.82272 0.50616 0.70202 0.85825 0.009604 0.009604 0.009604
7 6 1152.03 0.33999 0.39482 0.81661 0.81567 0.73691 0.82644 0.75085 0.43451 0.92038 0.86158 0.009505 0.009505 0.009505
8 7 1335.35 0.31114 0.35971 0.80992 0.95256 0.89807 0.96383 0.84241 0.60248 0.48455 0.88156 0.009406 0.009406 0.009406
9 8 1518.68 0.29176 0.33987 0.80516 0.97058 0.91185 0.97221 0.85356 0.58408 0.43771 0.86239 0.009307 0.009307 0.009307
10 9 1702.03 0.27683 0.3214 0.80166 0.96403 0.91663 0.9736 0.85118 0.6359 0.43055 0.88091 0.009208 0.009208 0.009208
11 10 1891.76 0.26487 0.30796 0.79943 0.96201 0.92669 0.97715 0.894 0.46381 0.37437 0.84314 0.009109 0.009109 0.009109
12 11 2081.79 0.25744 0.29846 0.79614 0.96562 0.92382 0.97554 0.79415 0.81302 0.46321 0.93576 0.00901 0.00901 0.00901
13 12 2273.34 0.24726 0.28842 0.79445 0.96248 0.92901 0.97544 0.7642 0.93193 0.48807 0.98769 0.008911 0.008911 0.008911
14 13 2461.71 0.24266 0.27619 0.79413 0.9672 0.93016 0.97834 0.69208 1.24698 0.59927 1.19042 0.008812 0.008812 0.008812
15 14 2649.81 0.23391 0.26941 0.79165 0.96579 0.93247 0.98028 0.72182 1.0815 0.50846 1.08505 0.008713 0.008713 0.008713
16 15 2837.95 0.22893 0.2651 0.79082 0.9639 0.93414 0.9807 0.8522 0.64306 0.38931 0.88909 0.008614 0.008614 0.008614
17 16 3021.27 0.22269 0.25369 0.78809 0.97667 0.92754 0.98283 0.79198 0.89233 0.43512 0.98623 0.008515 0.008515 0.008515
18 17 3209.3 0.21937 0.24886 0.78797 0.96559 0.93193 0.98178 0.67198 1.35518 0.59949 1.30325 0.008416 0.008416 0.008416
19 18 3400.76 0.21415 0.24489 0.78789 0.95973 0.94489 0.98156 0.63227 1.45967 0.63486 1.42858 0.008317 0.008317 0.008317
20 19 3590.96 0.21227 0.23986 0.78736 0.96136 0.94369 0.98263 0.83035 0.76379 0.39831 0.92541 0.008218 0.008218 0.008218
21 20 3779.15 0.20834 0.23506 0.78475 0.96214 0.93563 0.97908 0.5024 1.92081 0.81282 1.99717 0.008119 0.008119 0.008119
22 21 3976.3 0.20592 0.23055 0.78534 0.9636 0.94141 0.98186 0.71087 1.20783 0.53596 1.17998 0.00802 0.00802 0.00802
23 22 4165.69 0.20195 0.22554 0.78431 0.96621 0.94394 0.98458 0.86353 0.6245 0.35194 0.86978 0.007921 0.007921 0.007921
24 23 4357.69 0.19847 0.22066 0.78362 0.9745 0.93877 0.98501 0.84365 0.71155 0.37717 0.91395 0.007822 0.007822 0.007822
25 24 4548.46 0.19715 0.21991 0.78423 0.96456 0.94907 0.98541 0.77136 0.9901 0.45056 1.02401 0.007723 0.007723 0.007723
26 25 4738.2 0.19207 0.21284 0.7821 0.97136 0.94417 0.98568 0.8139 0.83053 0.41526 0.94475 0.007624 0.007624 0.007624
27 26 4926.95 0.19124 0.21138 0.7823 0.9712 0.94333 0.98466 0.78106 0.94702 0.44977 1.0068 0.007525 0.007525 0.007525
28 27 5115.34 0.18944 0.21166 0.78245 0.97207 0.9347 0.98325 0.57941 1.64865 0.72474 1.70082 0.007426 0.007426 0.007426
29 28 5303.92 0.18817 0.20777 0.7814 0.96837 0.9519 0.98672 0.77596 0.96734 0.43218 1.01592 0.007327 0.007327 0.007327
30 29 5493.53 0.18565 0.20231 0.78154 0.9719 0.94481 0.98552 0.67875 1.27094 0.57309 1.27411 0.007228 0.007228 0.007228
31 30 5682.31 0.18424 0.19916 0.77989 0.96714 0.95269 0.98588 0.73712 1.08764 0.52054 1.09884 0.007129 0.007129 0.007129
32 31 5870.11 0.1812 0.19544 0.78013 0.9698 0.95028 0.98687 0.72258 1.15995 0.50918 1.14823 0.00703 0.00703 0.00703
33 32 6060.08 0.1801 0.19571 0.7799 0.9699 0.95342 0.98761 0.83372 0.70788 0.36986 0.89674 0.006931 0.006931 0.006931
34 33 6244.87 0.17816 0.19373 0.7789 0.96278 0.95546 0.98684 0.85265 0.66817 0.36063 0.88589 0.006832 0.006832 0.006832
35 34 6427.13 0.176 0.1909 0.77864 0.96962 0.95053 0.98707 0.85351 0.70717 0.36925 0.90913 0.006733 0.006733 0.006733
36 35 6619.57 0.17377 0.18513 0.77794 0.97418 0.94725 0.98662 0.83346 0.77385 0.3987 0.92964 0.006634 0.006634 0.006634
37 36 6807.72 0.17359 0.18454 0.77885 0.97363 0.95 0.98703 0.85072 0.72917 0.36745 0.91556 0.006535 0.006535 0.006535
38 37 7001.26 0.17126 0.18179 0.77796 0.96337 0.95646 0.98744 0.79259 0.86734 0.4072 0.96666 0.006436 0.006436 0.006436
39 38 7186.91 0.16989 0.17967 0.77791 0.97277 0.94891 0.98737 0.8268 0.78213 0.38811 0.9293 0.006337 0.006337 0.006337
40 39 7372.72 0.16823 0.17959 0.77698 0.96961 0.95206 0.98714 0.86035 0.69764 0.35696 0.90589 0.006238 0.006238 0.006238
41 40 7558.51 0.16639 0.17648 0.77676 0.96471 0.9592 0.98756 0.85427 0.70458 0.35248 0.90042 0.006139 0.006139 0.006139
42 41 7747.05 0.16641 0.17472 0.77686 0.96565 0.95698 0.98751 0.76422 1.01303 0.45638 1.04876 0.00604 0.00604 0.00604
43 42 7930.66 0.16528 0.17295 0.77783 0.98029 0.94412 0.98709 0.68134 1.27076 0.55229 1.27714 0.005941 0.005941 0.005941
44 43 8113.31 0.16304 0.17093 0.77627 0.96909 0.95623 0.98692 0.77479 0.97729 0.45248 1.03101 0.005842 0.005842 0.005842
45 44 8298.3 0.16163 0.16817 0.77509 0.96809 0.9575 0.98709 0.80448 0.85637 0.40945 0.96298 0.005743 0.005743 0.005743
46 45 8485.25 0.16053 0.16768 0.77535 0.97311 0.95211 0.98726 0.8047 0.85835 0.40888 0.96605 0.005644 0.005644 0.005644
47 46 8669.88 0.15959 0.16634 0.77576 0.97431 0.95186 0.98739 0.797 0.87218 0.41446 0.97186 0.005545 0.005545 0.005545
48 47 8853.93 0.15778 0.16234 0.77599 0.97532 0.95052 0.98702 0.78582 0.92511 0.43102 1.0039 0.005446 0.005446 0.005446
49 48 9037.52 0.15602 0.16175 0.77439 0.97529 0.94998 0.9874 0.84071 0.77064 0.38361 0.93995 0.005347 0.005347 0.005347
50 49 9223.9 0.15478 0.1604 0.77364 0.97345 0.95143 0.98729 0.84662 0.73185 0.37143 0.92248 0.005248 0.005248 0.005248
51 50 9411.45 0.15431 0.1584 0.77449 0.98033 0.94592 0.98733 0.86995 0.63137 0.34173 0.8816 0.005149 0.005149 0.005149
52 51 9595.98 0.15305 0.15648 0.77414 0.97318 0.95431 0.98753 0.86938 0.63298 0.34305 0.88158 0.00505 0.00505 0.00505
53 52 9779.61 0.15291 0.15561 0.77441 0.97824 0.94936 0.98777 0.87333 0.60174 0.33831 0.87135 0.004951 0.004951 0.004951
54 53 9963.17 0.15193 0.15454 0.77361 0.97077 0.95579 0.98737 0.87038 0.62864 0.34404 0.87819 0.004852 0.004852 0.004852
55 54 10151.9 0.14978 0.15218 0.77431 0.97892 0.94812 0.9874 0.86664 0.6559 0.35033 0.88752 0.004753 0.004753 0.004753
56 55 10335.2 0.14867 0.14954 0.77318 0.98227 0.94556 0.98734 0.86535 0.66191 0.35233 0.89052 0.004654 0.004654 0.004654
57 56 10517.7 0.14781 0.1504 0.77387 0.97187 0.95472 0.98731 0.85393 0.70291 0.36551 0.90638 0.004555 0.004555 0.004555
58 57 10704.4 0.14704 0.14654 0.77286 0.96973 0.95539 0.98731 0.84386 0.75517 0.38619 0.92774 0.004456 0.004456 0.004456
59 58 10888.6 0.14478 0.14588 0.77324 0.9792 0.94676 0.9872 0.84023 0.76095 0.38846 0.93011 0.004357 0.004357 0.004357
60 59 11071.2 0.14408 0.14418 0.7724 0.9709 0.95553 0.98729 0.8499 0.71784 0.37089 0.91332 0.004258 0.004258 0.004258
61 60 11256.4 0.1427 0.14165 0.77106 0.96919 0.95682 0.98729 0.85156 0.70256 0.36509 0.90774 0.004159 0.004159 0.004159
62 61 11444.8 0.14194 0.14087 0.77269 0.96601 0.96121 0.98731 0.85107 0.70839 0.36753 0.90948 0.00406 0.00406 0.00406
63 62 11630.9 0.14062 0.13882 0.77215 0.96628 0.96081 0.98736 0.84858 0.73074 0.3762 0.92033 0.003961 0.003961 0.003961
64 63 11816.5 0.13938 0.13865 0.77152 0.96711 0.95961 0.98744 0.85214 0.70862 0.36754 0.91079 0.003862 0.003862 0.003862
65 64 12005.3 0.13858 0.13687 0.77045 0.96702 0.9595 0.98748 0.85574 0.69672 0.36084 0.90588 0.003763 0.003763 0.003763
66 65 12191.8 0.13775 0.13411 0.77132 0.96785 0.95943 0.9874 0.85729 0.68875 0.35766 0.90221 0.003664 0.003664 0.003664
67 66 12379.6 0.13556 0.13271 0.77167 0.96725 0.96005 0.98735 0.85898 0.68174 0.3561 0.89887 0.003565 0.003565 0.003565
68 67 12565.4 0.13463 0.13108 0.77009 0.97381 0.95338 0.98732 0.86031 0.67263 0.35399 0.89484 0.003466 0.003466 0.003466
69 68 12752.5 0.13515 0.1311 0.77095 0.96906 0.95916 0.98725 0.86029 0.66717 0.35274 0.89292 0.003367 0.003367 0.003367
70 69 12940.8 0.13415 0.12957 0.76963 0.97126 0.95685 0.9873 0.86049 0.6644 0.35306 0.8918 0.003268 0.003268 0.003268
71 70 13133.2 0.13179 0.12737 0.76937 0.97287 0.95478 0.98727 0.86047 0.6632 0.35246 0.89193 0.003169 0.003169 0.003169
72 71 13319.4 0.13185 0.1274 0.77079 0.97267 0.95587 0.98722 0.86193 0.65949 0.35213 0.89086 0.00307 0.00307 0.00307
73 72 13504.8 0.12947 0.12446 0.76998 0.97199 0.95686 0.98725 0.86401 0.64895 0.34877 0.88741 0.002971 0.002971 0.002971
74 73 13695.1 0.12876 0.12321 0.76883 0.9723 0.9569 0.98725 0.86643 0.64091 0.3473 0.88447 0.002872 0.002872 0.002872
75 74 13882 0.12828 0.12194 0.76915 0.97256 0.95686 0.98732 0.86847 0.6322 0.34702 0.88109 0.002773 0.002773 0.002773
76 75 14075 0.12664 0.11944 0.76878 0.97277 0.95678 0.98726 0.86861 0.63123 0.3482 0.88086 0.002674 0.002674 0.002674
77 76 14259.9 0.12587 0.11965 0.7692 0.9727 0.95673 0.98717 0.86916 0.62721 0.34811 0.87932 0.002575 0.002575 0.002575
78 77 14451.2 0.12433 0.1174 0.76838 0.97267 0.95663 0.9872 0.87057 0.62032 0.34709 0.8769 0.002476 0.002476 0.002476
79 78 14636.3 0.12352 0.11507 0.76971 0.97087 0.95829 0.98721 0.87189 0.61271 0.34667 0.87445 0.002377 0.002377 0.002377
80 79 14821.1 0.1231 0.11454 0.76897 0.97195 0.95752 0.98722 0.87292 0.60714 0.34596 0.87271 0.002278 0.002278 0.002278
81 80 15007.3 0.12117 0.11285 0.76864 0.97146 0.95789 0.98726 0.8735 0.6031 0.34515 0.87163 0.002179 0.002179 0.002179
82 81 15199.5 0.12029 0.11158 0.76708 0.97018 0.95938 0.9872 0.87378 0.60116 0.34538 0.87113 0.00208 0.00208 0.00208
83 82 15390.8 0.11877 0.10949 0.76719 0.97021 0.95964 0.98721 0.87422 0.59897 0.3457 0.87057 0.001981 0.001981 0.001981
84 83 15577.6 0.11812 0.10818 0.76749 0.97013 0.95951 0.98722 0.87429 0.59878 0.34524 0.87054 0.001882 0.001882 0.001882
85 84 15761.5 0.11687 0.10634 0.76703 0.97155 0.9583 0.98713 0.87407 0.59964 0.34532 0.8709 0.001783 0.001783 0.001783
86 85 15946.2 0.11551 0.10455 0.7672 0.9717 0.95797 0.9871 0.87367 0.60049 0.34569 0.87136 0.001684 0.001684 0.001684
87 86 16130.6 0.11474 0.10479 0.76737 0.97183 0.95808 0.98712 0.87406 0.5981 0.34504 0.87076 0.001585 0.001585 0.001585
88 87 16324.1 0.11337 0.10221 0.76695 0.97137 0.95881 0.98708 0.87382 0.59851 0.34519 0.87106 0.001486 0.001486 0.001486
89 88 16517.1 0.11185 0.10043 0.76513 0.97121 0.95899 0.98707 0.87379 0.59906 0.34583 0.87135 0.001387 0.001387 0.001387
90 89 16708.5 0.11103 0.09846 0.76565 0.97113 0.95904 0.98709 0.87369 0.59838 0.34599 0.87138 0.001288 0.001288 0.001288
91 90 16896.9 0.11054 0.0982 0.76703 0.97095 0.95892 0.98712 0.87377 0.59757 0.34552 0.87126 0.001189 0.001189 0.001189
92 91 17091.5 0.10967 0.09616 0.76665 0.97037 0.9595 0.98704 0.87361 0.59635 0.34561 0.87111 0.00109 0.00109 0.00109
93 92 17282.9 0.10834 0.09481 0.76509 0.9726 0.95743 0.98704 0.87372 0.5956 0.34572 0.87108 0.000991 0.000991 0.000991
94 93 17471.1 0.10692 0.09247 0.76461 0.97255 0.95738 0.9871 0.87368 0.59467 0.34689 0.8707 0.000892 0.000892 0.000892
95 94 17654.7 0.10578 0.09076 0.76573 0.97167 0.95786 0.9872 0.87367 0.59367 0.34732 0.87049 0.000793 0.000793 0.000793
96 95 17858.1 0.10457 0.08903 0.7648 0.97097 0.95816 0.98718 0.87394 0.59295 0.34757 0.87044 0.000694 0.000694 0.000694
97 96 18048 0.10283 0.08802 0.76437 0.97358 0.95577 0.98712 0.8737 0.59392 0.34877 0.87087 0.000595 0.000595 0.000595
98 97 18233 0.10269 0.08685 0.76468 0.97469 0.95492 0.98712 0.8741 0.59227 0.34903 0.87042 0.000496 0.000496 0.000496
99 98 18418.2 0.10143 0.0852 0.7644 0.97473 0.95512 0.98709 0.87397 0.59171 0.35007 0.8704 0.000397 0.000397 0.000397
100 99 18605.1 0.10052 0.08363 0.76442 0.97443 0.95526 0.98712 0.87396 0.5922 0.35121 0.87087 0.000298 0.000298 0.000298
101 100 18790 0.09925 0.08228 0.76465 0.97498 0.95493 0.98711 0.8737 0.59312 0.35293 0.87138 0.000199 0.000199 0.000199