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马阳庆
2025-11-11 17:21:59 +08:00
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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
1,20.0086,1.08731,3.29955,1.64504,0.48095,0.36519,0.39922,0.21803,1.4547,2.91476,2.19748,0.0701807,0.00331325,0.00331325
2,37.4561,1.10527,2.42227,1.62543,0.45751,0.44294,0.42037,0.22736,1.58274,2.95344,2.38848,0.0401149,0.00658079,0.00658079
3,53.5831,1.18287,2.1408,1.65928,0.44406,0.5402,0.53045,0.267,1.44637,3.10211,2.38715,0.00998312,0.00978232,0.00978232
4,69.7641,1.2564,2.15102,1.71232,0.42506,0.47244,0.42852,0.22216,1.46367,2.98094,2.31821,0.009703,0.009703,0.009703
5,85.9353,1.23832,2.04544,1.69687,0.56321,0.63046,0.57009,0.29777,1.53055,1.90867,2.26696,0.009604,0.009604,0.009604
6,101.832,1.19918,1.92689,1.67477,0.70549,0.61898,0.69763,0.38758,1.43295,1.68339,2.16059,0.009505,0.009505,0.009505
7,117.773,1.22633,1.84729,1.6803,0.553,0.67332,0.66166,0.34056,1.58437,1.59916,2.26187,0.009406,0.009406,0.009406
8,133.716,1.15681,1.7694,1.62475,0.65653,0.68416,0.68772,0.355,1.49044,1.58497,2.2459,0.009307,0.009307,0.009307
9,149.682,1.1569,1.69483,1.62545,0.7688,0.67236,0.77061,0.45366,1.32424,1.32885,1.98086,0.009208,0.009208,0.009208
10,165.68,1.15321,1.61623,1.61874,0.69611,0.75215,0.75817,0.4151,1.43079,1.33073,2.13068,0.009109,0.009109,0.009109
11,181.822,1.14882,1.53541,1.59886,0.75853,0.7246,0.78361,0.48015,1.24253,1.28601,1.92595,0.00901,0.00901,0.00901
12,197.889,1.13351,1.49226,1.60018,0.71891,0.78305,0.78574,0.46692,1.30974,1.17806,1.93744,0.008911,0.008911,0.008911
13,213.936,1.12,1.44936,1.57138,0.76987,0.77484,0.83633,0.49014,1.30538,1.10903,1.96262,0.008812,0.008812,0.008812
14,229.905,1.09812,1.40376,1.56604,0.85048,0.82277,0.86213,0.53598,1.24135,1.00046,1.90721,0.008713,0.008713,0.008713
15,245.888,1.0883,1.36922,1.55153,0.81135,0.79338,0.86585,0.49846,1.27613,1.06052,1.92691,0.008614,0.008614,0.008614
16,261.957,1.07151,1.3544,1.54787,0.79833,0.82635,0.87057,0.53621,1.21024,1.04704,1.82224,0.008515,0.008515,0.008515
17,277.964,1.05532,1.29671,1.52115,0.82433,0.84293,0.87414,0.55596,1.19172,0.93791,1.79585,0.008416,0.008416,0.008416
18,293.854,1.06292,1.25445,1.51939,0.80981,0.80042,0.85706,0.53513,1.20435,0.9763,1.85792,0.008317,0.008317,0.008317
19,309.903,1.04243,1.26345,1.51501,0.82473,0.78456,0.85556,0.52423,1.26536,1.09649,1.85899,0.008218,0.008218,0.008218
20,325.895,1.02684,1.22845,1.49715,0.78029,0.8402,0.87547,0.56629,1.21743,0.93182,1.78994,0.008119,0.008119,0.008119
21,341.856,1.00893,1.21206,1.49205,0.8397,0.81854,0.88349,0.57237,1.16211,0.90322,1.72301,0.00802,0.00802,0.00802
22,357.71,1.04323,1.16636,1.51546,0.82415,0.80944,0.85666,0.56374,1.12557,0.88955,1.72481,0.007921,0.007921,0.007921
23,373.601,1.01213,1.16652,1.48291,0.89755,0.84814,0.92614,0.61678,1.0727,0.82181,1.66517,0.007822,0.007822,0.007822
24,389.775,1.01485,1.1677,1.49783,0.82869,0.82688,0.89032,0.57284,1.15754,0.86914,1.75619,0.007723,0.007723,0.007723
25,405.662,1.0297,1.14486,1.4959,0.85883,0.86808,0.90549,0.58164,1.18685,0.90579,1.7652,0.007624,0.007624,0.007624
26,421.518,1.00351,1.12364,1.48466,0.91116,0.86016,0.90481,0.59292,1.16494,0.82749,1.7473,0.007525,0.007525,0.007525
27,437.468,0.99466,1.10594,1.48,0.88077,0.87488,0.91148,0.59708,1.12196,0.86732,1.66219,0.007426,0.007426,0.007426
28,453.355,0.97246,1.09983,1.45414,0.8509,0.88423,0.92609,0.59958,1.08857,0.82737,1.66404,0.007327,0.007327,0.007327
29,469.354,0.959,1.03722,1.43833,0.87257,0.89723,0.9292,0.63013,1.05661,0.79721,1.65584,0.007228,0.007228,0.007228
30,485.279,0.94641,1.0268,1.43645,0.87653,0.87173,0.92362,0.6152,1.09542,0.75908,1.668,0.007129,0.007129,0.007129
31,501.258,0.96459,1.0295,1.4477,0.85852,0.85356,0.91341,0.60373,1.10817,0.84379,1.65368,0.00703,0.00703,0.00703
32,517.168,0.9447,1.04712,1.43485,0.89923,0.89345,0.93876,0.62992,1.08927,0.72365,1.6683,0.006931,0.006931,0.006931
33,533.108,0.96199,1.00588,1.44815,0.87076,0.88306,0.91325,0.6119,1.10563,0.7969,1.66875,0.006832,0.006832,0.006832
34,549.012,0.93536,0.99021,1.42286,0.8548,0.89202,0.91598,0.59513,1.07788,0.79095,1.64711,0.006733,0.006733,0.006733
35,564.887,0.94238,1.03363,1.43755,0.89576,0.89663,0.94787,0.63072,1.08729,0.71356,1.64567,0.006634,0.006634,0.006634
36,580.805,0.94078,0.96053,1.41823,0.89222,0.9035,0.93538,0.64363,1.04054,0.67852,1.59891,0.006535,0.006535,0.006535
37,596.784,0.94003,0.94652,1.42158,0.88453,0.88348,0.94349,0.64272,1.06216,0.73028,1.60311,0.006436,0.006436,0.006436
38,612.423,0.92788,0.95855,1.42125,0.88936,0.91974,0.93403,0.6147,1.08269,0.72013,1.61904,0.006337,0.006337,0.006337
39,628.076,0.9224,0.94874,1.40102,0.89073,0.9069,0.92887,0.63473,1.0353,0.69181,1.58564,0.006238,0.006238,0.006238
40,643.77,0.89775,0.94759,1.39744,0.90121,0.88407,0.9443,0.65067,1.0286,0.7247,1.55336,0.006139,0.006139,0.006139
41,659.544,0.92422,0.92201,1.4103,0.91164,0.92449,0.95193,0.65305,1.02727,0.65603,1.55055,0.00604,0.00604,0.00604
42,675.22,0.90217,0.95037,1.40697,0.90345,0.88679,0.93082,0.63708,1.03697,0.69057,1.54943,0.005941,0.005941,0.005941
43,690.878,0.87991,0.89616,1.37762,0.92201,0.88928,0.95304,0.65937,0.96974,0.67072,1.51294,0.005842,0.005842,0.005842
44,706.637,0.88529,0.89891,1.38099,0.90464,0.91058,0.95737,0.64397,1.03433,0.65809,1.55709,0.005743,0.005743,0.005743
45,722.328,0.89267,0.88466,1.38184,0.89532,0.90185,0.93743,0.63438,1.02933,0.6711,1.56103,0.005644,0.005644,0.005644
46,738.079,0.87848,0.87502,1.38415,0.90984,0.90932,0.94224,0.65532,0.99621,0.65005,1.54755,0.005545,0.005545,0.005545
47,753.783,0.86936,0.86761,1.36124,0.90837,0.92106,0.95072,0.6533,1.00146,0.64086,1.54653,0.005446,0.005446,0.005446
48,769.457,0.88033,0.8537,1.37431,0.90748,0.90495,0.958,0.66689,1.02737,0.63689,1.55787,0.005347,0.005347,0.005347
49,785.148,0.86988,0.85134,1.36982,0.88654,0.91463,0.94567,0.65455,1.01259,0.64571,1.54479,0.005248,0.005248,0.005248
50,800.893,0.88317,0.8575,1.37127,0.91587,0.90751,0.94408,0.63446,1.02748,0.6757,1.5421,0.005149,0.005149,0.005149
51,816.553,0.87948,0.87439,1.37605,0.93772,0.92013,0.95022,0.65743,1.00579,0.63395,1.53519,0.00505,0.00505,0.00505
52,832.289,0.86492,0.83698,1.36435,0.92391,0.90861,0.95711,0.65756,1.04998,0.6317,1.57745,0.004951,0.004951,0.004951
53,848.093,0.85355,0.82554,1.35923,0.91881,0.94257,0.95839,0.66649,1.01111,0.61029,1.52965,0.004852,0.004852,0.004852
54,863.775,0.8535,0.83035,1.3572,0.91154,0.9155,0.94293,0.64606,1.02703,0.63016,1.54362,0.004753,0.004753,0.004753
55,879.543,0.85986,0.83531,1.35698,0.90236,0.93667,0.96041,0.67001,1.0152,0.63869,1.54171,0.004654,0.004654,0.004654
56,895.268,0.84045,0.79273,1.34856,0.89532,0.92493,0.95921,0.67304,1.00989,0.64012,1.54289,0.004555,0.004555,0.004555
57,911.011,0.82598,0.8,1.33521,0.91024,0.90031,0.96198,0.68098,0.98671,0.63172,1.52354,0.004456,0.004456,0.004456
58,926.714,0.84181,0.77648,1.34796,0.91338,0.93502,0.95999,0.67984,0.98774,0.59608,1.49965,0.004357,0.004357,0.004357
59,942.543,0.83298,0.78212,1.3426,0.94031,0.94731,0.96849,0.67095,1.00989,0.58775,1.52084,0.004258,0.004258,0.004258
60,958.212,0.83207,0.78794,1.33592,0.93456,0.93818,0.95865,0.67999,0.99628,0.58504,1.52259,0.004159,0.004159,0.004159
61,973.921,0.82934,0.76291,1.33786,0.94081,0.91384,0.94778,0.65941,1.01695,0.5969,1.526,0.00406,0.00406,0.00406
62,989.588,0.82385,0.76501,1.31992,0.93582,0.92592,0.95652,0.67726,0.99442,0.5805,1.52139,0.003961,0.003961,0.003961
63,1005.27,0.82826,0.74738,1.33216,0.92745,0.93277,0.95931,0.66606,0.98922,0.59454,1.50615,0.003862,0.003862,0.003862
64,1021.05,0.80678,0.72549,1.32648,0.91708,0.9377,0.95986,0.66584,0.99548,0.59683,1.52291,0.003763,0.003763,0.003763
65,1036.89,0.81482,0.72911,1.32164,0.93121,0.93781,0.95586,0.67407,1.0136,0.57583,1.54121,0.003664,0.003664,0.003664
66,1052.64,0.79386,0.71331,1.30697,0.93732,0.93754,0.96547,0.68623,0.97395,0.56161,1.49551,0.003565,0.003565,0.003565
67,1068.43,0.79758,0.71484,1.31935,0.91717,0.93342,0.96536,0.68752,0.97895,0.57296,1.50173,0.003466,0.003466,0.003466
68,1084.23,0.79346,0.71871,1.31773,0.91666,0.95392,0.95066,0.6665,1.01352,0.57563,1.53215,0.003367,0.003367,0.003367
69,1100,0.78618,0.71187,1.31807,0.94808,0.945,0.97505,0.69891,0.96108,0.54733,1.46854,0.003268,0.003268,0.003268
70,1115.68,0.79627,0.69645,1.30445,0.92507,0.96131,0.96442,0.69506,0.97216,0.55866,1.48312,0.003169,0.003169,0.003169
71,1131.46,0.76443,0.70608,1.29604,0.94985,0.9588,0.97657,0.70639,0.96117,0.54299,1.46808,0.00307,0.00307,0.00307
72,1147.25,0.78344,0.68905,1.30023,0.95568,0.95506,0.97787,0.69443,0.97204,0.53025,1.47856,0.002971,0.002971,0.002971
73,1163,0.76713,0.68651,1.28648,0.94512,0.93645,0.96365,0.6831,0.99244,0.54819,1.50867,0.002872,0.002872,0.002872
74,1178.73,0.78028,0.69619,1.30254,0.95322,0.94042,0.96886,0.68547,0.96242,0.55545,1.49758,0.002773,0.002773,0.002773
75,1194.43,0.77224,0.69314,1.29348,0.95179,0.93399,0.97174,0.69176,0.96883,0.55448,1.48271,0.002674,0.002674,0.002674
76,1210.25,0.75916,0.67695,1.2806,0.94949,0.94603,0.97058,0.70176,0.95191,0.54891,1.47248,0.002575,0.002575,0.002575
77,1225.98,0.74762,0.66489,1.28089,0.94943,0.94766,0.97236,0.69255,0.98364,0.55388,1.48251,0.002476,0.002476,0.002476
78,1241.66,0.77711,0.67409,1.2883,0.93344,0.95383,0.96868,0.67911,0.97057,0.54697,1.48187,0.002377,0.002377,0.002377
79,1257.35,0.74631,0.66574,1.27737,0.95085,0.94672,0.97652,0.69682,0.95676,0.54795,1.46933,0.002278,0.002278,0.002278
80,1273.15,0.75217,0.6506,1.28044,0.93861,0.96425,0.97701,0.6801,0.99862,0.53986,1.50843,0.002179,0.002179,0.002179
81,1288.83,0.74646,0.64203,1.28248,0.94694,0.95524,0.97378,0.69948,0.9393,0.53228,1.45059,0.00208,0.00208,0.00208
82,1304.49,0.76051,0.64159,1.29044,0.94279,0.96615,0.97642,0.71067,0.94991,0.52283,1.45191,0.001981,0.001981,0.001981
83,1320.18,0.74572,0.65008,1.26769,0.9648,0.95015,0.97473,0.69887,0.96052,0.53792,1.47686,0.001882,0.001882,0.001882
84,1335.93,0.73985,0.6404,1.26772,0.95366,0.94533,0.97208,0.70438,0.95165,0.52846,1.45992,0.001783,0.001783,0.001783
85,1352,0.74811,0.62183,1.27641,0.94718,0.9572,0.97351,0.70502,0.96988,0.52138,1.48555,0.001684,0.001684,0.001684
86,1367.67,0.74665,0.63662,1.2715,0.95091,0.95529,0.97714,0.70807,0.95641,0.5126,1.46246,0.001585,0.001585,0.001585
87,1383.33,0.71769,0.63289,1.2628,0.94342,0.9504,0.97286,0.69575,0.95349,0.52387,1.4662,0.001486,0.001486,0.001486
88,1399,0.73196,0.62775,1.26479,0.92059,0.96043,0.97218,0.69775,0.95618,0.53638,1.48112,0.001387,0.001387,0.001387
89,1414.78,0.70978,0.60203,1.24537,0.92296,0.95359,0.9652,0.69841,0.9556,0.51803,1.46562,0.001288,0.001288,0.001288
90,1430.43,0.72264,0.59842,1.25778,0.94076,0.9349,0.97077,0.69505,0.97915,0.53102,1.48364,0.001189,0.001189,0.001189
91,1446.11,0.69944,0.60885,1.23989,0.95493,0.95098,0.97538,0.71147,0.95821,0.50546,1.45932,0.00109,0.00109,0.00109
92,1461.79,0.7136,0.58259,1.25125,0.93353,0.95799,0.97267,0.70024,0.97099,0.51186,1.47324,0.000991,0.000991,0.000991
93,1477.44,0.71531,0.6023,1.2503,0.94569,0.95561,0.97551,0.71119,0.96279,0.49675,1.45994,0.000892,0.000892,0.000892
94,1493.19,0.70482,0.59368,1.24567,0.95518,0.94865,0.97496,0.71021,0.96272,0.50238,1.46949,0.000793,0.000793,0.000793
95,1508.84,0.70726,0.6036,1.2466,0.93383,0.9483,0.97548,0.70424,0.96704,0.50892,1.47366,0.000694,0.000694,0.000694
96,1524.51,0.69484,0.58516,1.23633,0.94152,0.95618,0.97524,0.70887,0.96193,0.50233,1.46647,0.000595,0.000595,0.000595
97,1540.23,0.702,0.57676,1.24112,0.94631,0.94809,0.9713,0.70927,0.95388,0.50872,1.45941,0.000496,0.000496,0.000496
98,1555.97,0.7011,0.56706,1.23848,0.94278,0.95722,0.97388,0.71225,0.95844,0.50285,1.46779,0.000397,0.000397,0.000397
99,1571.61,0.68355,0.5717,1.24052,0.94328,0.94665,0.97367,0.70978,0.95599,0.50202,1.45859,0.000298,0.000298,0.000298
100,1587.33,0.68724,0.5822,1.22946,0.94701,0.95346,0.97446,0.71402,0.95374,0.50433,1.46168,0.000199,0.000199,0.000199
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 20.0086 1.08731 3.29955 1.64504 0.48095 0.36519 0.39922 0.21803 1.4547 2.91476 2.19748 0.0701807 0.00331325 0.00331325
3 2 37.4561 1.10527 2.42227 1.62543 0.45751 0.44294 0.42037 0.22736 1.58274 2.95344 2.38848 0.0401149 0.00658079 0.00658079
4 3 53.5831 1.18287 2.1408 1.65928 0.44406 0.5402 0.53045 0.267 1.44637 3.10211 2.38715 0.00998312 0.00978232 0.00978232
5 4 69.7641 1.2564 2.15102 1.71232 0.42506 0.47244 0.42852 0.22216 1.46367 2.98094 2.31821 0.009703 0.009703 0.009703
6 5 85.9353 1.23832 2.04544 1.69687 0.56321 0.63046 0.57009 0.29777 1.53055 1.90867 2.26696 0.009604 0.009604 0.009604
7 6 101.832 1.19918 1.92689 1.67477 0.70549 0.61898 0.69763 0.38758 1.43295 1.68339 2.16059 0.009505 0.009505 0.009505
8 7 117.773 1.22633 1.84729 1.6803 0.553 0.67332 0.66166 0.34056 1.58437 1.59916 2.26187 0.009406 0.009406 0.009406
9 8 133.716 1.15681 1.7694 1.62475 0.65653 0.68416 0.68772 0.355 1.49044 1.58497 2.2459 0.009307 0.009307 0.009307
10 9 149.682 1.1569 1.69483 1.62545 0.7688 0.67236 0.77061 0.45366 1.32424 1.32885 1.98086 0.009208 0.009208 0.009208
11 10 165.68 1.15321 1.61623 1.61874 0.69611 0.75215 0.75817 0.4151 1.43079 1.33073 2.13068 0.009109 0.009109 0.009109
12 11 181.822 1.14882 1.53541 1.59886 0.75853 0.7246 0.78361 0.48015 1.24253 1.28601 1.92595 0.00901 0.00901 0.00901
13 12 197.889 1.13351 1.49226 1.60018 0.71891 0.78305 0.78574 0.46692 1.30974 1.17806 1.93744 0.008911 0.008911 0.008911
14 13 213.936 1.12 1.44936 1.57138 0.76987 0.77484 0.83633 0.49014 1.30538 1.10903 1.96262 0.008812 0.008812 0.008812
15 14 229.905 1.09812 1.40376 1.56604 0.85048 0.82277 0.86213 0.53598 1.24135 1.00046 1.90721 0.008713 0.008713 0.008713
16 15 245.888 1.0883 1.36922 1.55153 0.81135 0.79338 0.86585 0.49846 1.27613 1.06052 1.92691 0.008614 0.008614 0.008614
17 16 261.957 1.07151 1.3544 1.54787 0.79833 0.82635 0.87057 0.53621 1.21024 1.04704 1.82224 0.008515 0.008515 0.008515
18 17 277.964 1.05532 1.29671 1.52115 0.82433 0.84293 0.87414 0.55596 1.19172 0.93791 1.79585 0.008416 0.008416 0.008416
19 18 293.854 1.06292 1.25445 1.51939 0.80981 0.80042 0.85706 0.53513 1.20435 0.9763 1.85792 0.008317 0.008317 0.008317
20 19 309.903 1.04243 1.26345 1.51501 0.82473 0.78456 0.85556 0.52423 1.26536 1.09649 1.85899 0.008218 0.008218 0.008218
21 20 325.895 1.02684 1.22845 1.49715 0.78029 0.8402 0.87547 0.56629 1.21743 0.93182 1.78994 0.008119 0.008119 0.008119
22 21 341.856 1.00893 1.21206 1.49205 0.8397 0.81854 0.88349 0.57237 1.16211 0.90322 1.72301 0.00802 0.00802 0.00802
23 22 357.71 1.04323 1.16636 1.51546 0.82415 0.80944 0.85666 0.56374 1.12557 0.88955 1.72481 0.007921 0.007921 0.007921
24 23 373.601 1.01213 1.16652 1.48291 0.89755 0.84814 0.92614 0.61678 1.0727 0.82181 1.66517 0.007822 0.007822 0.007822
25 24 389.775 1.01485 1.1677 1.49783 0.82869 0.82688 0.89032 0.57284 1.15754 0.86914 1.75619 0.007723 0.007723 0.007723
26 25 405.662 1.0297 1.14486 1.4959 0.85883 0.86808 0.90549 0.58164 1.18685 0.90579 1.7652 0.007624 0.007624 0.007624
27 26 421.518 1.00351 1.12364 1.48466 0.91116 0.86016 0.90481 0.59292 1.16494 0.82749 1.7473 0.007525 0.007525 0.007525
28 27 437.468 0.99466 1.10594 1.48 0.88077 0.87488 0.91148 0.59708 1.12196 0.86732 1.66219 0.007426 0.007426 0.007426
29 28 453.355 0.97246 1.09983 1.45414 0.8509 0.88423 0.92609 0.59958 1.08857 0.82737 1.66404 0.007327 0.007327 0.007327
30 29 469.354 0.959 1.03722 1.43833 0.87257 0.89723 0.9292 0.63013 1.05661 0.79721 1.65584 0.007228 0.007228 0.007228
31 30 485.279 0.94641 1.0268 1.43645 0.87653 0.87173 0.92362 0.6152 1.09542 0.75908 1.668 0.007129 0.007129 0.007129
32 31 501.258 0.96459 1.0295 1.4477 0.85852 0.85356 0.91341 0.60373 1.10817 0.84379 1.65368 0.00703 0.00703 0.00703
33 32 517.168 0.9447 1.04712 1.43485 0.89923 0.89345 0.93876 0.62992 1.08927 0.72365 1.6683 0.006931 0.006931 0.006931
34 33 533.108 0.96199 1.00588 1.44815 0.87076 0.88306 0.91325 0.6119 1.10563 0.7969 1.66875 0.006832 0.006832 0.006832
35 34 549.012 0.93536 0.99021 1.42286 0.8548 0.89202 0.91598 0.59513 1.07788 0.79095 1.64711 0.006733 0.006733 0.006733
36 35 564.887 0.94238 1.03363 1.43755 0.89576 0.89663 0.94787 0.63072 1.08729 0.71356 1.64567 0.006634 0.006634 0.006634
37 36 580.805 0.94078 0.96053 1.41823 0.89222 0.9035 0.93538 0.64363 1.04054 0.67852 1.59891 0.006535 0.006535 0.006535
38 37 596.784 0.94003 0.94652 1.42158 0.88453 0.88348 0.94349 0.64272 1.06216 0.73028 1.60311 0.006436 0.006436 0.006436
39 38 612.423 0.92788 0.95855 1.42125 0.88936 0.91974 0.93403 0.6147 1.08269 0.72013 1.61904 0.006337 0.006337 0.006337
40 39 628.076 0.9224 0.94874 1.40102 0.89073 0.9069 0.92887 0.63473 1.0353 0.69181 1.58564 0.006238 0.006238 0.006238
41 40 643.77 0.89775 0.94759 1.39744 0.90121 0.88407 0.9443 0.65067 1.0286 0.7247 1.55336 0.006139 0.006139 0.006139
42 41 659.544 0.92422 0.92201 1.4103 0.91164 0.92449 0.95193 0.65305 1.02727 0.65603 1.55055 0.00604 0.00604 0.00604
43 42 675.22 0.90217 0.95037 1.40697 0.90345 0.88679 0.93082 0.63708 1.03697 0.69057 1.54943 0.005941 0.005941 0.005941
44 43 690.878 0.87991 0.89616 1.37762 0.92201 0.88928 0.95304 0.65937 0.96974 0.67072 1.51294 0.005842 0.005842 0.005842
45 44 706.637 0.88529 0.89891 1.38099 0.90464 0.91058 0.95737 0.64397 1.03433 0.65809 1.55709 0.005743 0.005743 0.005743
46 45 722.328 0.89267 0.88466 1.38184 0.89532 0.90185 0.93743 0.63438 1.02933 0.6711 1.56103 0.005644 0.005644 0.005644
47 46 738.079 0.87848 0.87502 1.38415 0.90984 0.90932 0.94224 0.65532 0.99621 0.65005 1.54755 0.005545 0.005545 0.005545
48 47 753.783 0.86936 0.86761 1.36124 0.90837 0.92106 0.95072 0.6533 1.00146 0.64086 1.54653 0.005446 0.005446 0.005446
49 48 769.457 0.88033 0.8537 1.37431 0.90748 0.90495 0.958 0.66689 1.02737 0.63689 1.55787 0.005347 0.005347 0.005347
50 49 785.148 0.86988 0.85134 1.36982 0.88654 0.91463 0.94567 0.65455 1.01259 0.64571 1.54479 0.005248 0.005248 0.005248
51 50 800.893 0.88317 0.8575 1.37127 0.91587 0.90751 0.94408 0.63446 1.02748 0.6757 1.5421 0.005149 0.005149 0.005149
52 51 816.553 0.87948 0.87439 1.37605 0.93772 0.92013 0.95022 0.65743 1.00579 0.63395 1.53519 0.00505 0.00505 0.00505
53 52 832.289 0.86492 0.83698 1.36435 0.92391 0.90861 0.95711 0.65756 1.04998 0.6317 1.57745 0.004951 0.004951 0.004951
54 53 848.093 0.85355 0.82554 1.35923 0.91881 0.94257 0.95839 0.66649 1.01111 0.61029 1.52965 0.004852 0.004852 0.004852
55 54 863.775 0.8535 0.83035 1.3572 0.91154 0.9155 0.94293 0.64606 1.02703 0.63016 1.54362 0.004753 0.004753 0.004753
56 55 879.543 0.85986 0.83531 1.35698 0.90236 0.93667 0.96041 0.67001 1.0152 0.63869 1.54171 0.004654 0.004654 0.004654
57 56 895.268 0.84045 0.79273 1.34856 0.89532 0.92493 0.95921 0.67304 1.00989 0.64012 1.54289 0.004555 0.004555 0.004555
58 57 911.011 0.82598 0.8 1.33521 0.91024 0.90031 0.96198 0.68098 0.98671 0.63172 1.52354 0.004456 0.004456 0.004456
59 58 926.714 0.84181 0.77648 1.34796 0.91338 0.93502 0.95999 0.67984 0.98774 0.59608 1.49965 0.004357 0.004357 0.004357
60 59 942.543 0.83298 0.78212 1.3426 0.94031 0.94731 0.96849 0.67095 1.00989 0.58775 1.52084 0.004258 0.004258 0.004258
61 60 958.212 0.83207 0.78794 1.33592 0.93456 0.93818 0.95865 0.67999 0.99628 0.58504 1.52259 0.004159 0.004159 0.004159
62 61 973.921 0.82934 0.76291 1.33786 0.94081 0.91384 0.94778 0.65941 1.01695 0.5969 1.526 0.00406 0.00406 0.00406
63 62 989.588 0.82385 0.76501 1.31992 0.93582 0.92592 0.95652 0.67726 0.99442 0.5805 1.52139 0.003961 0.003961 0.003961
64 63 1005.27 0.82826 0.74738 1.33216 0.92745 0.93277 0.95931 0.66606 0.98922 0.59454 1.50615 0.003862 0.003862 0.003862
65 64 1021.05 0.80678 0.72549 1.32648 0.91708 0.9377 0.95986 0.66584 0.99548 0.59683 1.52291 0.003763 0.003763 0.003763
66 65 1036.89 0.81482 0.72911 1.32164 0.93121 0.93781 0.95586 0.67407 1.0136 0.57583 1.54121 0.003664 0.003664 0.003664
67 66 1052.64 0.79386 0.71331 1.30697 0.93732 0.93754 0.96547 0.68623 0.97395 0.56161 1.49551 0.003565 0.003565 0.003565
68 67 1068.43 0.79758 0.71484 1.31935 0.91717 0.93342 0.96536 0.68752 0.97895 0.57296 1.50173 0.003466 0.003466 0.003466
69 68 1084.23 0.79346 0.71871 1.31773 0.91666 0.95392 0.95066 0.6665 1.01352 0.57563 1.53215 0.003367 0.003367 0.003367
70 69 1100 0.78618 0.71187 1.31807 0.94808 0.945 0.97505 0.69891 0.96108 0.54733 1.46854 0.003268 0.003268 0.003268
71 70 1115.68 0.79627 0.69645 1.30445 0.92507 0.96131 0.96442 0.69506 0.97216 0.55866 1.48312 0.003169 0.003169 0.003169
72 71 1131.46 0.76443 0.70608 1.29604 0.94985 0.9588 0.97657 0.70639 0.96117 0.54299 1.46808 0.00307 0.00307 0.00307
73 72 1147.25 0.78344 0.68905 1.30023 0.95568 0.95506 0.97787 0.69443 0.97204 0.53025 1.47856 0.002971 0.002971 0.002971
74 73 1163 0.76713 0.68651 1.28648 0.94512 0.93645 0.96365 0.6831 0.99244 0.54819 1.50867 0.002872 0.002872 0.002872
75 74 1178.73 0.78028 0.69619 1.30254 0.95322 0.94042 0.96886 0.68547 0.96242 0.55545 1.49758 0.002773 0.002773 0.002773
76 75 1194.43 0.77224 0.69314 1.29348 0.95179 0.93399 0.97174 0.69176 0.96883 0.55448 1.48271 0.002674 0.002674 0.002674
77 76 1210.25 0.75916 0.67695 1.2806 0.94949 0.94603 0.97058 0.70176 0.95191 0.54891 1.47248 0.002575 0.002575 0.002575
78 77 1225.98 0.74762 0.66489 1.28089 0.94943 0.94766 0.97236 0.69255 0.98364 0.55388 1.48251 0.002476 0.002476 0.002476
79 78 1241.66 0.77711 0.67409 1.2883 0.93344 0.95383 0.96868 0.67911 0.97057 0.54697 1.48187 0.002377 0.002377 0.002377
80 79 1257.35 0.74631 0.66574 1.27737 0.95085 0.94672 0.97652 0.69682 0.95676 0.54795 1.46933 0.002278 0.002278 0.002278
81 80 1273.15 0.75217 0.6506 1.28044 0.93861 0.96425 0.97701 0.6801 0.99862 0.53986 1.50843 0.002179 0.002179 0.002179
82 81 1288.83 0.74646 0.64203 1.28248 0.94694 0.95524 0.97378 0.69948 0.9393 0.53228 1.45059 0.00208 0.00208 0.00208
83 82 1304.49 0.76051 0.64159 1.29044 0.94279 0.96615 0.97642 0.71067 0.94991 0.52283 1.45191 0.001981 0.001981 0.001981
84 83 1320.18 0.74572 0.65008 1.26769 0.9648 0.95015 0.97473 0.69887 0.96052 0.53792 1.47686 0.001882 0.001882 0.001882
85 84 1335.93 0.73985 0.6404 1.26772 0.95366 0.94533 0.97208 0.70438 0.95165 0.52846 1.45992 0.001783 0.001783 0.001783
86 85 1352 0.74811 0.62183 1.27641 0.94718 0.9572 0.97351 0.70502 0.96988 0.52138 1.48555 0.001684 0.001684 0.001684
87 86 1367.67 0.74665 0.63662 1.2715 0.95091 0.95529 0.97714 0.70807 0.95641 0.5126 1.46246 0.001585 0.001585 0.001585
88 87 1383.33 0.71769 0.63289 1.2628 0.94342 0.9504 0.97286 0.69575 0.95349 0.52387 1.4662 0.001486 0.001486 0.001486
89 88 1399 0.73196 0.62775 1.26479 0.92059 0.96043 0.97218 0.69775 0.95618 0.53638 1.48112 0.001387 0.001387 0.001387
90 89 1414.78 0.70978 0.60203 1.24537 0.92296 0.95359 0.9652 0.69841 0.9556 0.51803 1.46562 0.001288 0.001288 0.001288
91 90 1430.43 0.72264 0.59842 1.25778 0.94076 0.9349 0.97077 0.69505 0.97915 0.53102 1.48364 0.001189 0.001189 0.001189
92 91 1446.11 0.69944 0.60885 1.23989 0.95493 0.95098 0.97538 0.71147 0.95821 0.50546 1.45932 0.00109 0.00109 0.00109
93 92 1461.79 0.7136 0.58259 1.25125 0.93353 0.95799 0.97267 0.70024 0.97099 0.51186 1.47324 0.000991 0.000991 0.000991
94 93 1477.44 0.71531 0.6023 1.2503 0.94569 0.95561 0.97551 0.71119 0.96279 0.49675 1.45994 0.000892 0.000892 0.000892
95 94 1493.19 0.70482 0.59368 1.24567 0.95518 0.94865 0.97496 0.71021 0.96272 0.50238 1.46949 0.000793 0.000793 0.000793
96 95 1508.84 0.70726 0.6036 1.2466 0.93383 0.9483 0.97548 0.70424 0.96704 0.50892 1.47366 0.000694 0.000694 0.000694
97 96 1524.51 0.69484 0.58516 1.23633 0.94152 0.95618 0.97524 0.70887 0.96193 0.50233 1.46647 0.000595 0.000595 0.000595
98 97 1540.23 0.702 0.57676 1.24112 0.94631 0.94809 0.9713 0.70927 0.95388 0.50872 1.45941 0.000496 0.000496 0.000496
99 98 1555.97 0.7011 0.56706 1.23848 0.94278 0.95722 0.97388 0.71225 0.95844 0.50285 1.46779 0.000397 0.000397 0.000397
100 99 1571.61 0.68355 0.5717 1.24052 0.94328 0.94665 0.97367 0.70978 0.95599 0.50202 1.45859 0.000298 0.000298 0.000298
101 100 1587.33 0.68724 0.5822 1.22946 0.94701 0.95346 0.97446 0.71402 0.95374 0.50433 1.46168 0.000199 0.000199 0.000199