Yolo-12-everything/runs/detect/train/results.csv
fly6516 5f7e66e97f feat(datasets): 添加新的训练和验证标签文件
- 在 train 和 valid 文件夹下添加了多个新的标签文件
- 标签文件包含不同类别的对象标注信息- 新增的标签文件将有助于模型训练和评估
2025-06-03 23:13:32 +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
1,263.799,1.99479,8.58365,3.6952,0.00038,0.08217,0.00024,7e-05,2.51908,inf,13.1446,0.0668914,0.000166375,0.000166375
2,475.01,1.61937,7.63692,2.93931,0.70867,0.06563,0.00656,0.00252,2.10374,8.2834,3.73691,0.0337228,0.000331043,0.000331043
3,691.333,1.45253,7.34415,2.68875,0.75659,0.02106,0.00637,0.00233,2.02697,8.07283,3.61625,0.000552089,0.000493712,0.000493712
4,906.257,1.32275,7.12722,2.5282,0.01264,0.14724,0.00619,0.00224,1.96132,7.8609,3.51241,0.000491,0.000491,0.000491
5,1123.75,1.23025,6.84465,2.43551,0.00306,0.26352,0.00648,0.00239,1.91702,8.47324,3.47714,0.000488,0.000488,0.000488
6,1342.51,1.17493,6.73484,2.36883,0.31226,0.068,0.00732,0.00253,1.84269,7.97621,3.44052,0.000485,0.000485,0.000485
7,1563,1.15035,6.66128,2.33085,0.00396,0.24857,0.007,0.00257,1.80107,8.7409,3.35971,0.000482,0.000482,0.000482
8,1784.24,1.12432,6.55707,2.2933,0.00433,0.28173,0.00748,0.00273,1.75259,8.21844,3.2997,0.000479,0.000479,0.000479
9,2002.63,1.11066,6.5135,2.26936,0.51348,0.04017,0.00838,0.00302,1.8814,8.46846,3.45304,0.000476,0.000476,0.000476
10,2222.97,1.09735,6.45172,2.25634,0.0124,0.19937,0.01,0.00344,1.71755,7.44416,3.26485,0.000473,0.000473,0.000473
11,2442.79,1.0811,6.39974,2.23318,0.37764,0.02408,0.01129,0.0039,1.65552,7.59009,3.19755,0.00047,0.00047,0.00047
12,2662.32,1.07391,6.37258,2.22418,0.45583,0.02122,0.01287,0.00439,1.62286,7.28359,3.14319,0.000467,0.000467,0.000467
13,2881.84,1.06364,6.34407,2.21377,0.47344,0.02096,0.01347,0.0046,1.59907,7.08715,3.0667,0.000464,0.000464,0.000464
14,3100.74,1.05392,6.30141,2.19807,0.33045,0.03674,0.0157,0.00552,1.61561,7.39988,3.13312,0.000461,0.000461,0.000461
15,3319.99,1.05156,6.24997,2.1928,0.4228,0.02696,0.01896,0.00676,1.57974,6.90983,3.04372,0.000458,0.000458,0.000458
16,3538.71,1.04785,6.23937,2.18696,0.47361,0.04041,0.0148,0.00494,1.67263,7.82557,3.21623,0.000455,0.000455,0.000455
17,3757.37,1.0427,6.21091,2.17849,0.48892,0.02248,0.02055,0.00692,1.57791,6.85396,3.01651,0.000452,0.000452,0.000452
18,3976.2,1.03835,6.19119,2.17081,0.39593,0.01766,0.01483,0.00505,1.62414,7.16734,3.09285,0.000449,0.000449,0.000449
19,4194.91,1.03833,6.1748,2.16431,0.41658,0.04542,0.01219,0.00408,1.75819,8.41788,3.32489,0.000446,0.000446,0.000446
20,4413.68,1.02609,6.14653,2.15283,0.39566,0.02361,0.01793,0.00609,1.58348,6.96167,2.99822,0.000443,0.000443,0.000443
21,4631.88,1.02792,6.11144,2.15373,0.34554,0.02387,0.01678,0.00559,1.59952,7.10234,3.03485,0.00044,0.00044,0.00044
22,4847.64,1.02091,6.09153,2.14336,0.30295,0.02397,0.01723,0.00573,1.60002,7.11143,3.01855,0.000437,0.000437,0.000437
23,5064.05,1.01979,6.07758,2.14083,0.30666,0.04135,0.02635,0.00875,1.52208,6.66591,2.89175,0.000434,0.000434,0.000434
24,5278.35,1.01486,6.07547,2.13603,0.27309,0.0739,0.02934,0.00999,1.56071,7.07534,3.0135,0.000431,0.000431,0.000431
25,5493.98,1.01407,6.06166,2.13205,0.26594,0.07572,0.03016,0.01035,1.54884,6.97398,2.98994,0.000428,0.000428,0.000428
26,5708.24,1.00524,6.01781,2.12281,0.32059,0.0761,0.03466,0.01182,1.5121,6.66239,2.9125,0.000425,0.000425,0.000425
27,5924.73,1.00408,6.00619,2.11969,0.27711,0.06983,0.03927,0.01339,1.47578,6.39334,2.8332,0.000422,0.000422,0.000422
28,6137.37,0.9999,5.99732,2.1126,0.27446,0.06676,0.04101,0.01406,1.4661,6.31854,2.80866,0.000419,0.000419,0.000419
29,6349.64,0.99939,5.99207,2.11157,0.27492,0.0699,0.04226,0.01444,1.46332,6.29455,2.80311,0.000416,0.000416,0.000416
30,6561.47,0.99254,5.9537,2.10651,0.28316,0.06776,0.04253,0.01444,1.45833,6.2569,2.78692,0.000413,0.000413,0.000413
31,6773.6,0.99578,5.96695,2.10981,0.27951,0.07368,0.04464,0.01549,1.45846,6.25073,2.79169,0.00041,0.00041,0.00041
32,6986.37,0.99447,5.94182,2.10641,0.29026,0.07767,0.04606,0.01606,1.45989,6.26021,2.7957,0.000407,0.000407,0.000407
33,7200.01,0.98634,5.91576,2.09775,0.29645,0.083,0.04779,0.01673,1.45524,6.23526,2.78624,0.000404,0.000404,0.000404
34,7413,0.98886,5.90796,2.09955,0.29572,0.08486,0.04884,0.01707,1.45626,6.23937,2.78914,0.000401,0.000401,0.000401
35,7625.27,0.98572,5.89717,2.09719,0.2935,0.08642,0.04983,0.01736,1.45097,6.20184,2.77649,0.000398,0.000398,0.000398
36,7838.39,0.98035,5.87233,2.09239,0.34101,0.08591,0.05003,0.01743,1.44239,6.15391,2.75408,0.000395,0.000395,0.000395
37,8050.53,0.97959,5.87414,2.088,0.34046,0.08637,0.05089,0.0176,1.43957,6.13566,2.74643,0.000392,0.000392,0.000392
38,8263.42,0.97966,5.86442,2.08551,0.28825,0.0878,0.05215,0.0179,1.4378,6.12209,2.742,0.000389,0.000389,0.000389
39,8476.04,0.97537,5.83275,2.0838,0.29627,0.08966,0.05265,0.018,1.43556,6.10668,2.73528,0.000386,0.000386,0.000386
40,8689.8,0.97499,5.83835,2.08059,0.30058,0.09262,0.05424,0.01858,1.43432,6.09188,2.73415,0.000383,0.000383,0.000383
41,8902.28,0.97446,5.82413,2.07971,0.30164,0.09547,0.05615,0.01922,1.43247,6.07936,2.7315,0.00038,0.00038,0.00038
42,9115.72,0.97264,5.81122,2.07599,0.30232,0.09503,0.05624,0.0193,1.42933,6.06334,2.72077,0.000377,0.000377,0.000377
43,9328.67,0.96574,5.79751,2.07014,0.29883,0.09854,0.05774,0.01998,1.42803,6.04713,2.71995,0.000374,0.000374,0.000374
44,9541.81,0.96722,5.79356,2.07081,0.29603,0.10326,0.05988,0.02069,1.42845,6.03685,2.72307,0.000371,0.000371,0.000371
45,9762.06,0.96649,5.78463,2.06548,0.28941,0.10535,0.06175,0.02145,1.42729,6.02175,2.72028,0.000368,0.000368,0.000368
46,9977.93,0.96294,5.76717,2.05993,0.28667,0.10879,0.06261,0.02183,1.42561,6.00375,2.71593,0.000365,0.000365,0.000365
47,10194.5,0.96218,5.76234,2.06075,0.28497,0.10962,0.06418,0.02239,1.42507,5.9944,2.71561,0.000362,0.000362,0.000362
48,10410.2,0.95873,5.75125,2.05643,0.28418,0.10989,0.06599,0.02305,1.42131,5.97348,2.70732,0.000359,0.000359,0.000359
49,10625.9,0.96256,5.7587,2.05859,0.27806,0.11237,0.0673,0.02349,1.41865,5.95425,2.69987,0.000356,0.000356,0.000356
50,10842.9,0.95739,5.72734,2.05503,0.27981,0.11504,0.06882,0.02408,1.41839,5.94187,2.69977,0.000353,0.000353,0.000353
51,11058.8,0.95705,5.73461,2.05136,0.28502,0.11631,0.07002,0.02484,1.41855,5.93187,2.70099,0.00035,0.00035,0.00035
52,11273.7,0.95778,5.71207,2.05191,0.28662,0.12026,0.07158,0.02539,1.41651,5.91332,2.69614,0.000347,0.000347,0.000347
53,11489.6,0.95345,5.70418,2.04884,0.28693,0.11967,0.07271,0.02603,1.41345,5.89149,2.6897,0.000344,0.000344,0.000344
54,11704.9,0.95532,5.70066,2.04666,0.29133,0.12221,0.07494,0.02711,1.41279,5.88014,2.68935,0.000341,0.000341,0.000341
55,11920.9,0.95217,5.69427,2.04685,0.29433,0.12499,0.07636,0.02752,1.4093,5.8563,2.68092,0.000338,0.000338,0.000338
56,12136.4,0.95135,5.7003,2.0414,0.29404,0.12631,0.07716,0.02809,1.40648,5.83415,2.67381,0.000335,0.000335,0.000335
57,12352.7,0.94983,5.68724,2.04255,0.29381,0.12841,0.07886,0.02844,1.40471,5.81843,2.66881,0.000332,0.000332,0.000332
58,12568.4,0.94803,5.67625,2.0393,0.29948,0.13214,0.081,0.0294,1.40324,5.8021,2.66631,0.000329,0.000329,0.000329
59,12783.6,0.94543,5.65827,2.03434,0.30331,0.13377,0.08238,0.03014,1.40192,5.78789,2.66413,0.000326,0.000326,0.000326
60,13000.2,0.94437,5.66201,2.03403,0.3065,0.13509,0.08441,0.03076,1.40003,5.76837,2.65961,0.000323,0.000323,0.000323
61,13215.8,0.94429,5.64102,2.03362,0.30195,0.13514,0.08667,0.03147,1.39727,5.75107,2.65241,0.00032,0.00032,0.00032
62,13430.5,0.94522,5.65589,2.03459,0.30313,0.1371,0.08869,0.03254,1.3964,5.73782,2.65198,0.000317,0.000317,0.000317
63,13644.9,0.94291,5.64772,2.03223,0.30396,0.13748,0.09022,0.03323,1.39487,5.72232,2.64899,0.000314,0.000314,0.000314
64,13857.9,0.94233,5.6374,2.03042,0.30863,0.13907,0.09187,0.03391,1.39256,5.70574,2.64485,0.000311,0.000311,0.000311
65,14071.3,0.94388,5.63674,2.03076,0.30862,0.14284,0.09358,0.03467,1.39138,5.69547,2.64356,0.000308,0.000308,0.000308
66,14284.6,0.93998,5.62172,2.02744,0.31572,0.14509,0.09526,0.03528,1.38986,5.68489,2.64098,0.000305,0.000305,0.000305
67,14498.9,0.93577,5.60548,2.02487,0.32281,0.14937,0.09607,0.03588,1.38945,5.67526,2.6405,0.000302,0.000302,0.000302
68,14710.9,0.93871,5.61048,2.02638,0.32677,0.15094,0.09713,0.03626,1.38627,5.64811,2.63077,0.000299,0.000299,0.000299
69,14924.1,0.93792,5.60864,2.02536,0.33016,0.15369,0.09885,0.03699,1.38502,5.63156,2.62526,0.000296,0.000296,0.000296
70,15136.3,0.93587,5.60739,2.01745,0.32678,0.1548,0.1001,0.03759,1.38336,5.61486,2.61869,0.000293,0.000293,0.000293
71,15349.5,0.93552,5.58746,2.01797,0.33472,0.15926,0.10178,0.03831,1.38245,5.60073,2.61831,0.00029,0.00029,0.00029
72,15562,0.93581,5.60326,2.02049,0.33513,0.16041,0.10329,0.03919,1.38213,5.58488,2.6155,0.000287,0.000287,0.000287
73,15774.2,0.93111,5.58094,2.01131,0.3314,0.16143,0.10471,0.03954,1.38083,5.57127,2.61124,0.000284,0.000284,0.000284
74,15986.7,0.93216,5.57605,2.01531,0.32739,0.16342,0.10548,0.04011,1.37985,5.55763,2.6074,0.000281,0.000281,0.000281
75,16198.6,0.93266,5.57604,2.01777,0.33081,0.16516,0.1067,0.04071,1.37836,5.54405,2.60418,0.000278,0.000278,0.000278
76,16411.3,0.931,5.55638,2.0128,0.337,0.167,0.10886,0.04167,1.37763,5.53045,2.60218,0.000275,0.000275,0.000275
77,16624.8,0.9295,5.56134,2.01382,0.33185,0.17153,0.10952,0.04211,1.3771,5.51927,2.60017,0.000272,0.000272,0.000272
78,16840.8,0.9287,5.55244,2.0129,0.33735,0.17394,0.11216,0.04317,1.37598,5.50106,2.59996,0.000269,0.000269,0.000269
79,17056.7,0.92365,5.54187,2.00846,0.33607,0.18156,0.11525,0.04422,1.37514,5.48867,2.60087,0.000266,0.000266,0.000266
80,17272.7,0.92809,5.54184,2.00591,0.34084,0.18448,0.11682,0.04495,1.37473,5.47918,2.60133,0.000263,0.000263,0.000263
81,17488.6,0.92593,5.52357,2.00927,0.35066,0.18668,0.11893,0.04574,1.37479,5.47139,2.60189,0.00026,0.00026,0.00026
82,17704.8,0.92403,5.5318,2.00565,0.3527,0.18685,0.11942,0.04611,1.37457,5.46511,2.60366,0.000257,0.000257,0.000257
83,17921.1,0.92362,5.52381,2.00459,0.3558,0.18698,0.12074,0.04693,1.37281,5.44824,2.59898,0.000254,0.000254,0.000254
84,18137.4,0.92274,5.51934,2.00333,0.35471,0.18859,0.12239,0.04764,1.37213,5.43219,2.59601,0.000251,0.000251,0.000251
85,18353.4,0.92205,5.5051,2.00058,0.3126,0.19238,0.12486,0.04854,1.37138,5.41551,2.59374,0.000248,0.000248,0.000248
86,18569.4,0.92212,5.50174,2.00414,0.32067,0.19382,0.12536,0.04873,1.37168,5.41642,2.59588,0.000245,0.000245,0.000245
87,18785.7,0.92458,5.50203,2.00432,0.26868,0.19486,0.12737,0.04983,1.37084,5.39712,2.59317,0.000242,0.000242,0.000242
88,19002.1,0.92027,5.50664,2.00093,0.28554,0.19805,0.12956,0.05058,1.36972,5.38062,2.58968,0.000239,0.000239,0.000239
89,19218.1,0.91701,5.50817,1.99583,0.28003,0.19736,0.13009,0.05076,1.36911,5.37349,2.58807,0.000236,0.000236,0.000236
90,19434.1,0.91743,5.47981,1.99669,0.28654,0.20191,0.13146,0.05141,1.3679,5.36058,2.58603,0.000233,0.000233,0.000233
91,19650.5,0.92117,5.49758,1.99833,0.28666,0.20037,0.13309,0.05185,1.36834,5.35385,2.58707,0.00023,0.00023,0.00023
92,19866.1,0.92005,5.48648,1.99531,0.29708,0.20541,0.13501,0.05279,1.36711,5.33396,2.58194,0.000227,0.000227,0.000227
93,20081.8,0.91398,5.47095,1.99069,0.30306,0.2059,0.13725,0.05392,1.3661,5.32134,2.57969,0.000224,0.000224,0.000224
94,20295.7,0.91874,5.47696,1.99518,0.29187,0.20674,0.13863,0.0543,1.36537,5.31968,2.57887,0.000221,0.000221,0.000221
95,20509.1,0.91998,5.47623,1.99362,0.29764,0.20603,0.13989,0.05488,1.36424,5.3094,2.57649,0.000218,0.000218,0.000218
96,20721.2,0.91742,5.46914,1.99362,0.29777,0.2065,0.14139,0.05546,1.36355,5.29971,2.57432,0.000215,0.000215,0.000215
97,20934.1,0.91595,5.45423,1.99139,0.30507,0.20856,0.14225,0.05587,1.3626,5.29073,2.573,0.000212,0.000212,0.000212
98,21147.2,0.91732,5.45577,1.99113,0.30415,0.21051,0.14408,0.05663,1.36146,5.27562,2.57044,0.000209,0.000209,0.000209
99,21360.2,0.91565,5.45155,1.98905,0.3037,0.20924,0.14402,0.05665,1.36111,5.27474,2.57135,0.000206,0.000206,0.000206
100,21573.4,0.91697,5.45788,1.99042,0.29858,0.21395,0.14582,0.05759,1.35877,5.25686,2.56586,0.000203,0.000203,0.000203
101,21786,0.91715,5.45439,1.99103,0.25842,0.21357,0.1472,0.05833,1.35742,5.24374,2.56302,0.0002,0.0002,0.0002
102,21999.4,0.91092,5.44536,1.98426,0.25923,0.21844,0.14976,0.05949,1.35622,5.22013,2.55798,0.000197,0.000197,0.000197
103,22212.3,0.91098,5.42633,1.98749,0.25583,0.22035,0.15175,0.06069,1.35518,5.20067,2.55324,0.000194,0.000194,0.000194
104,22426,0.9129,5.43121,1.98487,0.25649,0.21938,0.15302,0.06172,1.35378,5.18646,2.54927,0.000191,0.000191,0.000191
105,22638.7,0.9152,5.44218,1.987,0.2592,0.22218,0.15396,0.06223,1.35311,5.17797,2.54805,0.000188,0.000188,0.000188
106,22851.5,0.91192,5.4199,1.98277,0.25722,0.22415,0.15535,0.06286,1.35222,5.17072,2.54499,0.000185,0.000185,0.000185
107,23065.4,0.9104,5.40771,1.98063,0.25394,0.22565,0.15633,0.06375,1.35105,5.15578,2.54091,0.000182,0.000182,0.000182
108,23278,0.91324,5.41809,1.98212,0.25252,0.22711,0.15749,0.06437,1.35042,5.14722,2.53815,0.000179,0.000179,0.000179
109,23490.9,0.90829,5.42133,1.9753,0.25832,0.22869,0.15854,0.0649,1.34961,5.14585,2.53778,0.000176,0.000176,0.000176
110,23703.7,0.90789,5.414,1.97833,0.25646,0.22824,0.15921,0.06505,1.34979,5.13936,2.53793,0.000173,0.000173,0.000173
111,23917.4,0.90445,5.39841,1.97818,0.25913,0.22431,0.15935,0.06503,1.34924,5.14579,2.53855,0.00017,0.00017,0.00017
112,24133.4,0.90471,5.39026,1.97686,0.25148,0.22922,0.16144,0.06656,1.34749,5.12277,2.53347,0.000167,0.000167,0.000167
113,24350.5,0.90473,5.3844,1.97626,0.2535,0.22852,0.16279,0.0673,1.34591,5.10419,2.52883,0.000164,0.000164,0.000164
114,24567.3,0.90796,5.38932,1.97538,0.25561,0.23019,0.16472,0.06836,1.34542,5.09132,2.52539,0.000161,0.000161,0.000161
115,24785.2,0.91045,5.39382,1.97802,0.25533,0.23757,0.16575,0.06842,1.34652,5.08068,2.52302,0.000158,0.000158,0.000158
116,25002.9,0.9081,5.38549,1.97835,0.24869,0.23868,0.16612,0.06841,1.34607,5.07482,2.52135,0.000155,0.000155,0.000155
117,25220,0.90559,5.37222,1.97594,0.25263,0.24219,0.16689,0.06886,1.3449,5.06835,2.51922,0.000152,0.000152,0.000152
118,25437.1,0.90636,5.37769,1.97501,0.25505,0.2454,0.16761,0.06896,1.34569,5.06263,2.51842,0.000149,0.000149,0.000149
119,25654.5,0.90204,5.37388,1.96937,0.2704,0.24495,0.16912,0.06999,1.34346,5.05211,2.51658,0.000146,0.000146,0.000146
120,25871.5,0.90323,5.37191,1.97369,0.25308,0.24664,0.16995,0.06992,1.34547,5.04915,2.51685,0.000143,0.000143,0.000143
121,26125.5,0.90362,5.36059,1.97485,0.25581,0.24642,0.17085,0.07026,1.34542,5.04621,2.51511,0.00014,0.00014,0.00014
122,26342.3,0.90522,5.3649,1.97306,0.2561,0.24688,0.17193,0.07044,1.34528,5.04081,2.51439,0.000137,0.000137,0.000137
123,26560.3,0.90056,5.34346,1.96951,0.25606,0.24205,0.1715,0.07009,1.34863,5.04416,2.51676,0.000134,0.000134,0.000134
124,26777.6,0.90493,5.3562,1.9741,0.25868,0.24217,0.17294,0.07064,1.34893,5.03972,2.51682,0.000131,0.000131,0.000131
125,26994.6,0.90243,5.34933,1.96947,0.25842,0.24219,0.17383,0.071,1.3488,5.03137,2.51563,0.000128,0.000128,0.000128
126,27210.8,0.90271,5.35445,1.96911,0.25994,0.24206,0.17464,0.07158,1.34772,5.02083,2.51396,0.000125,0.000125,0.000125
127,27426.8,0.89882,5.34387,1.9666,0.25662,0.2438,0.17584,0.07209,1.34769,5.01215,2.51324,0.000122,0.000122,0.000122
128,27642.8,0.89953,5.33544,1.96613,0.2582,0.24586,0.17675,0.07252,1.34874,5.00905,2.51422,0.000119,0.000119,0.000119
129,27860.2,0.9012,5.35184,1.96607,0.25369,0.24993,0.17828,0.07331,1.3467,4.99667,2.512,0.000116,0.000116,0.000116
130,28076.2,0.89966,5.35033,1.9653,0.25515,0.25215,0.17966,0.07384,1.34456,4.98589,2.50952,0.000113,0.000113,0.000113
131,28295.5,0.90163,5.3424,1.96912,0.25558,0.25017,0.17968,0.07385,1.34585,4.98575,2.51024,0.00011,0.00011,0.00011
132,28512.9,0.90345,5.34457,1.96573,0.25633,0.25451,0.1807,0.07437,1.34519,4.97848,2.50924,0.000107,0.000107,0.000107
133,28729.5,0.89764,5.32386,1.96505,0.25999,0.2518,0.18083,0.07437,1.34675,4.97503,2.51052,0.000104,0.000104,0.000104
134,28946.9,0.89752,5.32312,1.96546,0.26478,0.25558,0.18363,0.07542,1.34614,4.96894,2.51007,0.000101,0.000101,0.000101
135,29164.4,0.89963,5.32124,1.96159,0.26855,0.25495,0.18412,0.07544,1.34621,4.96288,2.50981,9.8e-05,9.8e-05,9.8e-05
136,29382,0.89693,5.32451,1.9613,0.27098,0.25862,0.18618,0.07634,1.34411,4.95071,2.50737,9.5e-05,9.5e-05,9.5e-05
137,29597.9,0.89525,5.31624,1.95877,0.27338,0.2581,0.18662,0.07708,1.34092,4.93944,2.50431,9.2e-05,9.2e-05,9.2e-05
138,29814,0.89825,5.32389,1.96661,0.27363,0.26112,0.18712,0.07747,1.33996,4.93344,2.5035,8.9e-05,8.9e-05,8.9e-05
139,30031,0.89723,5.31637,1.96229,0.27399,0.25891,0.18717,0.07769,1.33797,4.93083,2.50237,8.6e-05,8.6e-05,8.6e-05
140,30249.3,0.90109,5.31634,1.96187,0.27113,0.26105,0.1882,0.07827,1.33797,4.92504,2.50265,8.3e-05,8.3e-05,8.3e-05
141,30504.3,0.9721,5.42684,2.14645,0.27451,0.25942,0.19019,0.0793,1.33606,4.90424,2.50048,8e-05,8e-05,8e-05
142,30718,0.96943,5.28517,2.13928,0.28376,0.25843,0.19253,0.08069,1.33261,4.88848,2.49791,7.7e-05,7.7e-05,7.7e-05
143,30932.9,0.96768,5.24311,2.13495,0.28327,0.26192,0.19568,0.08199,1.3311,4.86772,2.49591,7.4e-05,7.4e-05,7.4e-05
144,31146.8,0.9597,5.21907,2.12332,0.27838,0.26485,0.20039,0.08393,1.33135,4.84206,2.49455,7.1e-05,7.1e-05,7.1e-05
145,31361.3,0.96051,5.20253,2.12226,0.28015,0.2684,0.20281,0.0852,1.32913,4.82311,2.49194,6.8e-05,6.8e-05,6.8e-05
146,31576.2,0.96273,5.17154,2.12356,0.27902,0.27069,0.20401,0.08622,1.32835,4.80481,2.49053,6.5e-05,6.5e-05,6.5e-05
147,31792.6,0.96108,5.16559,2.11882,0.28068,0.27327,0.20608,0.08734,1.32681,4.78725,2.4888,6.2e-05,6.2e-05,6.2e-05
148,32007.3,0.95506,5.16292,2.11637,0.28473,0.27002,0.208,0.08818,1.32595,4.77357,2.48871,5.9e-05,5.9e-05,5.9e-05
149,32221.1,0.9519,5.14351,2.11106,0.28684,0.27062,0.20934,0.08919,1.32486,4.75808,2.48814,5.6e-05,5.6e-05,5.6e-05
150,32437.1,0.95243,5.12549,2.11174,0.28875,0.27467,0.21196,0.09051,1.32317,4.74365,2.4866,5.3e-05,5.3e-05,5.3e-05