Image Segmentation
ultralytics
PyTorch
semantic-segmentation
aerial-imagery
drone
vdd
yolo26
computer-vision
Eval Results (legacy)
Instructions to use dronefreak/vdd-yolo26s-sem with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- ultralytics
How to use dronefreak/vdd-yolo26s-sem with ultralytics:
from huggingface_hub import hf_hub_download from ultralytics import YOLO # pick the weights file from this repo's "Files and versions" tab weights = hf_hub_download("dronefreak/vdd-yolo26s-sem", "<weights>.pt") model = YOLO(weights) source = 'http://images.cocodataset.org/val2017/000000039769.jpg' model.predict(source=source, save=True) - Notebooks
- Google Colab
- Kaggle
Download results.csv from dronefreak/vdd-yolo26s-sem: direct link, hf CLI and curl.
- Browser
- Download file 15.4 kB
-
https://huggingface.co/dronefreak/vdd-yolo26s-sem/resolve/main/results.csv
- Command line
-
hf download hf://dronefreak/vdd-yolo26s-sem/results.csv
-
curl -L -o results.csv https://huggingface.co/dronefreak/vdd-yolo26s-sem/resolve/main/results.csv
15.4 kB
| epoch,time,train/ce_loss,train/dice_loss,train/aux_loss,metrics/mIoU,metrics/pixel_acc,val/ce_loss,val/dice_loss,val/aux_loss,lr/pg0,lr/pg1,lr/pg2 | |
| 1,34.9425,1.70914,0.80716,0.70316,0.33746,0.70926,0.99693,0.7259,0,0.00328571,0.00328571,0.0704286 | |
| 2,67.9864,1.10973,0.6683,0.48848,0.47022,0.78475,0.69322,0.62747,0,0.00661833,0.00661833,0.0404279 | |
| 3,101.622,0.93441,0.57921,0.38698,0.546,0.81154,0.6067,0.53899,0,0.00994806,0.00994806,0.0104243 | |
| 4,135.732,0.80133,0.49365,0.3274,0.59855,0.82567,0.55901,0.49435,0,0.00999023,0.00999023,0.00999023 | |
| 5,169.396,0.72754,0.43094,0.29227,0.63463,0.84603,0.53033,0.45393,0,0.00998264,0.00998264,0.00998264 | |
| 6,202.334,0.71593,0.41267,0.2936,0.5781,0.80806,0.60093,0.47163,0,0.00997288,0.00997288,0.00997288 | |
| 7,235.871,0.68667,0.39439,0.27688,0.63873,0.85034,0.49497,0.4371,0,0.00996097,0.00996097,0.00996097 | |
| 8,269.708,0.58246,0.36692,0.24007,0.64,0.84343,0.5786,0.44757,0,0.0099469,0.0099469,0.0099469 | |
| 9,303.098,0.61513,0.36147,0.24754,0.69303,0.88056,0.41106,0.3871,0,0.00993068,0.00993068,0.00993068 | |
| 10,337.418,0.58924,0.35231,0.24139,0.69899,0.87981,0.42126,0.40399,0,0.00991232,0.00991232,0.00991232 | |
| 11,371.09,0.56123,0.345,0.23135,0.69929,0.87578,0.40481,0.39391,0,0.00989183,0.00989183,0.00989183 | |
| 12,404.404,0.59179,0.34567,0.23782,0.68786,0.87211,0.43059,0.39771,0,0.00986922,0.00986922,0.00986922 | |
| 13,438.192,0.51845,0.32226,0.21052,0.71151,0.88459,0.40861,0.36988,0,0.00984449,0.00984449,0.00984449 | |
| 14,472.025,0.52065,0.31545,0.21211,0.70052,0.87957,0.41161,0.36724,0,0.00981765,0.00981765,0.00981765 | |
| 15,506.167,0.52139,0.32172,0.21333,0.69695,0.86571,0.42271,0.37387,0,0.00978873,0.00978873,0.00978873 | |
| 16,540.475,0.49449,0.31706,0.20569,0.68494,0.86106,0.43726,0.38499,0,0.00975773,0.00975773,0.00975773 | |
| 17,574.585,0.50801,0.30738,0.20858,0.72197,0.88893,0.37949,0.35816,0,0.00972466,0.00972466,0.00972466 | |
| 18,608.476,0.49513,0.30997,0.2032,0.72306,0.88904,0.382,0.36104,0,0.00968955,0.00968955,0.00968955 | |
| 19,642.609,0.47643,0.29937,0.19626,0.73363,0.89477,0.38007,0.33493,0,0.00965239,0.00965239,0.00965239 | |
| 20,676.245,0.49834,0.29492,0.20161,0.72177,0.8879,0.4179,0.34917,0,0.00961322,0.00961322,0.00961322 | |
| 21,709.848,0.45159,0.29192,0.18337,0.7298,0.89295,0.34949,0.34546,0,0.00957205,0.00957205,0.00957205 | |
| 22,743.602,0.44238,0.27489,0.18139,0.73985,0.90019,0.34425,0.3386,0,0.00952889,0.00952889,0.00952889 | |
| 23,777.58,0.43359,0.2717,0.17644,0.75069,0.90333,0.34434,0.32749,0,0.00948377,0.00948377,0.00948377 | |
| 24,811.639,0.41575,0.27646,0.17111,0.74702,0.90354,0.35593,0.33254,0,0.00943671,0.00943671,0.00943671 | |
| 25,845.101,0.44962,0.28193,0.18225,0.74391,0.90176,0.3598,0.32598,0,0.00938772,0.00938772,0.00938772 | |
| 26,879.008,0.46324,0.28672,0.18755,0.73714,0.89754,0.3776,0.33925,0,0.00933683,0.00933683,0.00933683 | |
| 27,912.705,0.42095,0.27363,0.17201,0.7406,0.8989,0.36971,0.33774,0,0.00928405,0.00928405,0.00928405 | |
| 28,945.978,0.42217,0.27059,0.17261,0.75037,0.90054,0.35181,0.33067,0,0.00922942,0.00922942,0.00922942 | |
| 29,979.915,0.4388,0.27546,0.17825,0.7455,0.90065,0.38787,0.32748,0,0.00917296,0.00917296,0.00917296 | |
| 30,1013.69,0.40072,0.26172,0.16154,0.75269,0.90158,0.35594,0.32191,0,0.00911469,0.00911469,0.00911469 | |
| 31,1047.25,0.4363,0.26003,0.1751,0.74768,0.90021,0.36015,0.31902,0,0.00905463,0.00905463,0.00905463 | |
| 32,1080.44,0.37626,0.2445,0.157,0.74964,0.9034,0.35334,0.31666,0,0.00899282,0.00899282,0.00899282 | |
| 33,1113.72,0.40097,0.24677,0.16407,0.75872,0.90645,0.34104,0.30565,0,0.00892928,0.00892928,0.00892928 | |
| 34,1147.37,0.37682,0.23699,0.15558,0.74801,0.89899,0.34226,0.3205,0,0.00886404,0.00886404,0.00886404 | |
| 35,1180.98,0.39267,0.24128,0.15734,0.76875,0.91063,0.34904,0.29787,0,0.00879713,0.00879713,0.00879713 | |
| 36,1214.63,0.43443,0.26239,0.17626,0.76239,0.90773,0.33876,0.30388,0,0.00872857,0.00872857,0.00872857 | |
| 37,1248.61,0.36625,0.24274,0.15234,0.75187,0.90131,0.34488,0.32193,0,0.00865839,0.00865839,0.00865839 | |
| 38,1282.93,0.43682,0.27045,0.1774,0.76198,0.90483,0.34141,0.30432,0,0.00858664,0.00858664,0.00858664 | |
| 39,1317.03,0.39237,0.23973,0.15974,0.74939,0.89993,0.36036,0.31784,0,0.00851333,0.00851333,0.00851333 | |
| 40,1351.63,0.36878,0.24069,0.15266,0.75048,0.90138,0.35313,0.32043,0,0.00843851,0.00843851,0.00843851 | |
| 41,1385.07,0.36716,0.24721,0.15199,0.75936,0.90859,0.31392,0.30401,0,0.0083622,0.0083622,0.0083622 | |
| 42,1419.05,0.38049,0.24215,0.15492,0.76116,0.90724,0.31676,0.30331,0,0.00828443,0.00828443,0.00828443 | |
| 43,1453.09,0.41092,0.25375,0.16784,0.75067,0.89999,0.32816,0.30375,0,0.00820525,0.00820525,0.00820525 | |
| 44,1487.8,0.403,0.25014,0.16296,0.76287,0.90705,0.34675,0.30767,0,0.00812468,0.00812468,0.00812468 | |
| 45,1521.22,0.35561,0.22979,0.1469,0.7633,0.91013,0.33926,0.3047,0,0.00804277,0.00804277,0.00804277 | |
| 46,1554.31,0.38458,0.23768,0.15565,0.74298,0.89268,0.38914,0.31129,0,0.00795954,0.00795954,0.00795954 | |
| 47,1588.3,0.36695,0.24158,0.15142,0.75689,0.90354,0.35513,0.30498,0,0.00787503,0.00787503,0.00787503 | |
| 48,1622.57,0.34723,0.22262,0.14225,0.76299,0.91015,0.36014,0.30155,0,0.00778929,0.00778929,0.00778929 | |
| 49,1656.78,0.38638,0.25502,0.15786,0.75921,0.90894,0.36606,0.3114,0,0.00770234,0.00770234,0.00770234 | |
| 50,1690.71,0.37247,0.24197,0.15395,0.75759,0.90428,0.3651,0.32109,0,0.00761423,0.00761423,0.00761423 | |
| 51,1724.66,0.391,0.23331,0.15872,0.75686,0.90301,0.38116,0.3028,0,0.007525,0.007525,0.007525 | |
| 52,1758.44,0.33303,0.21263,0.1371,0.76222,0.9059,0.36608,0.30421,0,0.00743468,0.00743468,0.00743468 | |
| 53,1792.29,0.37043,0.23511,0.1489,0.77428,0.91344,0.35826,0.28627,0,0.00734332,0.00734332,0.00734332 | |
| 54,1826.74,0.36123,0.23078,0.14574,0.77426,0.91087,0.32855,0.29775,0,0.00725094,0.00725094,0.00725094 | |
| 55,1860.62,0.33718,0.22437,0.14108,0.77868,0.91508,0.31319,0.2923,0,0.00715761,0.00715761,0.00715761 | |
| 56,1894.79,0.34659,0.22989,0.1439,0.76829,0.91134,0.33418,0.29667,0,0.00706335,0.00706335,0.00706335 | |
| 57,1927.81,0.36694,0.22344,0.14613,0.76858,0.91106,0.33751,0.30116,0,0.0069682,0.0069682,0.0069682 | |
| 58,1960.73,0.34062,0.21397,0.13927,0.77924,0.91697,0.31588,0.28885,0,0.00687222,0.00687222,0.00687222 | |
| 59,1994.31,0.35722,0.22617,0.14656,0.75995,0.90509,0.36358,0.31785,0,0.00677543,0.00677543,0.00677543 | |
| 60,2028.48,0.34028,0.21843,0.14065,0.76575,0.90627,0.35593,0.30419,0,0.00667789,0.00667789,0.00667789 | |
| 61,2062.48,0.33971,0.22269,0.13717,0.77159,0.91186,0.35,0.29119,0,0.00657963,0.00657963,0.00657963 | |
| 62,2096.06,0.32857,0.22518,0.13529,0.77527,0.9133,0.3454,0.28653,0,0.00648071,0.00648071,0.00648071 | |
| 63,2130.52,0.36787,0.23373,0.15067,0.77169,0.91026,0.3642,0.28988,0,0.00638115,0.00638115,0.00638115 | |
| 64,2164.85,0.3252,0.22647,0.13395,0.77348,0.91042,0.3649,0.28971,0,0.00628101,0.00628101,0.00628101 | |
| 65,2198.12,0.33715,0.21479,0.13755,0.77458,0.9112,0.34273,0.28536,0,0.00618034,0.00618034,0.00618034 | |
| 66,2232.34,0.32611,0.21209,0.13257,0.76439,0.905,0.36355,0.29686,0,0.00607916,0.00607916,0.00607916 | |
| 67,2265.89,0.32847,0.2102,0.13529,0.76831,0.90895,0.38138,0.30034,0,0.00597754,0.00597754,0.00597754 | |
| 68,2300.29,0.30698,0.20216,0.12661,0.77572,0.91136,0.36424,0.28963,0,0.00587551,0.00587551,0.00587551 | |
| 69,2334.45,0.3364,0.22501,0.13769,0.7741,0.91116,0.34745,0.28648,0,0.00577311,0.00577311,0.00577311 | |
| 70,2368.28,0.31215,0.20701,0.12994,0.77673,0.91432,0.32837,0.28617,0,0.0056704,0.0056704,0.0056704 | |
| 71,2402.55,0.31095,0.21312,0.12893,0.78169,0.91587,0.32357,0.28266,0,0.00556742,0.00556742,0.00556742 | |
| 72,2436.76,0.31429,0.20236,0.12927,0.78084,0.91423,0.31766,0.28316,0,0.00546421,0.00546421,0.00546421 | |
| 73,2470.37,0.33071,0.22632,0.13628,0.78003,0.91581,0.32735,0.2792,0,0.00536081,0.00536081,0.00536081 | |
| 74,2504.66,0.28258,0.19649,0.11835,0.78045,0.91408,0.33065,0.28098,0,0.00525728,0.00525728,0.00525728 | |
| 75,2538.37,0.31334,0.2046,0.12666,0.78379,0.91692,0.32839,0.28077,0,0.00515366,0.00515366,0.00515366 | |
| 76,2572.63,0.27288,0.19118,0.1151,0.78211,0.91548,0.34909,0.27768,0,0.00505,0.00505,0.00505 | |
| 77,2605.93,0.34124,0.21322,0.13571,0.78003,0.91423,0.37471,0.27661,0,0.00494634,0.00494634,0.00494634 | |
| 78,2640.57,0.31146,0.21014,0.12904,0.78197,0.91528,0.35109,0.27559,0,0.00484272,0.00484272,0.00484272 | |
| 79,2674.4,0.29224,0.19659,0.12181,0.77942,0.9132,0.34613,0.28638,0,0.00473919,0.00473919,0.00473919 | |
| 80,2708.59,0.31942,0.2147,0.13244,0.77674,0.91232,0.37371,0.27975,0,0.00463579,0.00463579,0.00463579 | |
| 81,2742.73,0.29132,0.18422,0.12207,0.78531,0.91905,0.32996,0.27424,0,0.00453258,0.00453258,0.00453258 | |
| 82,2776.5,0.30693,0.19332,0.12656,0.78869,0.91974,0.3216,0.27084,0,0.0044296,0.0044296,0.0044296 | |
| 83,2810.86,0.29404,0.20978,0.12288,0.79173,0.91927,0.33114,0.2717,0,0.00432689,0.00432689,0.00432689 | |
| 84,2844.14,0.33836,0.20904,0.13797,0.78863,0.91739,0.32298,0.27195,0,0.00422449,0.00422449,0.00422449 | |
| 85,2877.71,0.31926,0.2116,0.13249,0.77932,0.9112,0.35915,0.27952,0,0.00412246,0.00412246,0.00412246 | |
| 86,2911.54,0.29324,0.19398,0.12154,0.78235,0.91266,0.3496,0.27247,0,0.00402084,0.00402084,0.00402084 | |
| 87,2945.67,0.28824,0.18858,0.12031,0.78736,0.91796,0.33264,0.27003,0,0.00391966,0.00391966,0.00391966 | |
| 88,2980.11,0.28751,0.20276,0.11884,0.78859,0.91888,0.32456,0.27088,0,0.00381899,0.00381899,0.00381899 | |
| 89,3013.68,0.29252,0.19124,0.12024,0.78813,0.91767,0.32384,0.27222,0,0.00371885,0.00371885,0.00371885 | |
| 90,3047.54,0.29234,0.19947,0.12197,0.78807,0.91838,0.31339,0.27078,0,0.00361929,0.00361929,0.00361929 | |
| 91,3081.53,0.30953,0.20161,0.12567,0.78448,0.9168,0.31706,0.26772,0,0.00352037,0.00352037,0.00352037 | |
| 92,3115.45,0.29053,0.20176,0.12063,0.78961,0.91979,0.32545,0.26774,0,0.00342211,0.00342211,0.00342211 | |
| 93,3149.26,0.31397,0.20137,0.12775,0.79099,0.92011,0.32649,0.27156,0,0.00332457,0.00332457,0.00332457 | |
| 94,3183.05,0.27955,0.19315,0.11682,0.79442,0.92127,0.32436,0.26509,0,0.00322778,0.00322778,0.00322778 | |
| 95,3217.36,0.3069,0.20464,0.12637,0.79587,0.92256,0.32614,0.26096,0,0.0031318,0.0031318,0.0031318 | |
| 96,3252.05,0.28908,0.18626,0.121,0.79608,0.92345,0.33721,0.26368,0,0.00303665,0.00303665,0.00303665 | |
| 97,3286.66,0.30586,0.20222,0.12466,0.79502,0.92267,0.33356,0.26033,0,0.00294239,0.00294239,0.00294239 | |
| 98,3321.29,0.26208,0.17632,0.10908,0.79761,0.92225,0.32497,0.25912,0,0.00284906,0.00284906,0.00284906 | |
| 99,3355.51,0.28007,0.19356,0.11511,0.79503,0.9212,0.32026,0.2647,0,0.00275668,0.00275668,0.00275668 | |
| 100,3389.51,0.29047,0.1956,0.11954,0.79244,0.91885,0.32447,0.26499,0,0.00266532,0.00266532,0.00266532 | |
| 101,3423.52,0.27461,0.18673,0.11551,0.79521,0.92137,0.31306,0.26079,0,0.002575,0.002575,0.002575 | |
| 102,3457.43,0.28402,0.18492,0.11597,0.79414,0.91999,0.31575,0.26114,0,0.00248577,0.00248577,0.00248577 | |
| 103,3491.44,0.30469,0.19668,0.12531,0.78963,0.91718,0.3208,0.26525,0,0.00239766,0.00239766,0.00239766 | |
| 104,3525.41,0.34347,0.22715,0.14079,0.7911,0.91812,0.32178,0.26469,0,0.00231071,0.00231071,0.00231071 | |
| 105,3559.05,0.30727,0.193,0.12552,0.79402,0.91959,0.32807,0.26446,0,0.00222497,0.00222497,0.00222497 | |
| 106,3593.3,0.26165,0.17061,0.11106,0.79347,0.91818,0.33262,0.26644,0,0.00214046,0.00214046,0.00214046 | |
| 107,3627.43,0.25202,0.19211,0.10664,0.78901,0.91475,0.32796,0.26772,0,0.00205723,0.00205723,0.00205723 | |
| 108,3661.39,0.27877,0.18804,0.11711,0.78946,0.91613,0.33118,0.2644,0,0.00197532,0.00197532,0.00197532 | |
| 109,3695.07,0.2758,0.18047,0.11319,0.78968,0.9165,0.33143,0.26346,0,0.00189475,0.00189475,0.00189475 | |
| 110,3728.33,0.29066,0.19547,0.11974,0.79389,0.91992,0.33375,0.26266,0,0.00181557,0.00181557,0.00181557 | |
| 111,3762.06,0.26114,0.17863,0.10955,0.79544,0.92125,0.32115,0.26025,0,0.0017378,0.0017378,0.0017378 | |
| 112,3796.07,0.25444,0.17939,0.10675,0.79652,0.92032,0.32651,0.26031,0,0.00166149,0.00166149,0.00166149 | |
| 113,3830.39,0.32133,0.2059,0.12926,0.79294,0.91769,0.33596,0.26099,0,0.00158667,0.00158667,0.00158667 | |
| 114,3864.9,0.26836,0.17358,0.11198,0.79511,0.92017,0.32348,0.26405,0,0.00151336,0.00151336,0.00151336 | |
| 115,3898.88,0.23767,0.16748,0.10158,0.79811,0.92219,0.31947,0.26288,0,0.00144161,0.00144161,0.00144161 | |
| 116,3932.94,0.26815,0.17915,0.11156,0.79429,0.91888,0.32556,0.26161,0,0.00137143,0.00137143,0.00137143 | |
| 117,3966.93,0.27217,0.18087,0.11271,0.79802,0.92243,0.32129,0.26249,0,0.00130287,0.00130287,0.00130287 | |
| 118,4000.72,0.26293,0.17153,0.11026,0.79723,0.9222,0.32107,0.2633,0,0.00123596,0.00123596,0.00123596 | |
| 119,4034.71,0.25029,0.17569,0.10606,0.79676,0.92169,0.31838,0.26524,0,0.00117072,0.00117072,0.00117072 | |
| 120,4069.07,0.31551,0.20953,0.12979,0.79639,0.92083,0.32434,0.2639,0,0.00110718,0.00110718,0.00110718 | |
| 121,4103,0.25376,0.1765,0.10697,0.79828,0.9219,0.31973,0.2643,0,0.00104537,0.00104537,0.00104537 | |
| 122,4136.13,0.23925,0.16676,0.10147,0.79702,0.92079,0.32091,0.26589,0,0.000985311,0.000985311,0.000985311 | |
| 123,4170.96,0.28848,0.20094,0.1197,0.79788,0.92147,0.3198,0.26266,0,0.00092704,0.00092704,0.00092704 | |
| 124,4205.21,0.28822,0.19173,0.11947,0.8006,0.92304,0.31356,0.25966,0,0.000870577,0.000870577,0.000870577 | |
| 125,4239.02,0.23982,0.16481,0.10079,0.80119,0.92365,0.30949,0.25807,0,0.000815947,0.000815947,0.000815947 | |
| 126,4272.47,0.26265,0.17277,0.11039,0.79764,0.92227,0.32347,0.25942,0,0.000763174,0.000763174,0.000763174 | |
| 127,4306.34,0.27486,0.18238,0.11354,0.79866,0.92289,0.31815,0.2589,0,0.000712282,0.000712282,0.000712282 | |
| 128,4340.2,0.29521,0.19899,0.12204,0.80022,0.9232,0.32079,0.25947,0,0.000663292,0.000663292,0.000663292 | |
| 129,4374,0.29627,0.19977,0.12258,0.79899,0.92253,0.31769,0.2613,0,0.000616227,0.000616227,0.000616227 | |
| 130,4407.82,0.2784,0.18104,0.11503,0.7992,0.92276,0.31919,0.26106,0,0.000571106,0.000571106,0.000571106 | |
| 131,4441.49,0.2734,0.18051,0.11283,0.79822,0.92277,0.32051,0.26192,0,0.00052795,0.00052795,0.00052795 | |
| 132,4475.03,0.27831,0.19393,0.11625,0.79887,0.92291,0.32008,0.26194,0,0.000486777,0.000486777,0.000486777 | |
| 133,4508.94,0.2503,0.1755,0.1055,0.79961,0.9232,0.31989,0.25968,0,0.000447606,0.000447606,0.000447606 | |
| 134,4543.25,0.24364,0.17569,0.10302,0.80109,0.92401,0.3139,0.25811,0,0.000410454,0.000410454,0.000410454 | |
| 135,4577.09,0.25027,0.18687,0.10571,0.80126,0.92403,0.31076,0.25728,0,0.000375337,0.000375337,0.000375337 | |
| 136,4612.7,0.13497,0.14927,0.0622,0.80254,0.92464,0.30279,0.2578,0,0.00034227,0.00034227,0.00034227 | |
| 137,4645.76,0.13316,0.14954,0.06071,0.80287,0.92473,0.29844,0.2583,0,0.000311268,0.000311268,0.000311268 | |
| 138,4679.04,0.13721,0.13555,0.06091,0.80234,0.92433,0.30669,0.25728,0,0.000282345,0.000282345,0.000282345 | |
| 139,4712.68,0.13926,0.14929,0.06127,0.80325,0.92471,0.30725,0.25708,0,0.000255513,0.000255513,0.000255513 | |
| 140,4746.21,0.13506,0.1448,0.06022,0.80269,0.92431,0.30909,0.25797,0,0.000230784,0.000230784,0.000230784 | |
| 141,4779.75,0.12992,0.13809,0.05942,0.80264,0.92432,0.31208,0.25769,0,0.000208169,0.000208169,0.000208169 | |
| 142,4812.42,0.13188,0.12564,0.05894,0.8026,0.9243,0.31214,0.25709,0,0.000187678,0.000187678,0.000187678 | |
| 143,4846.1,0.14135,0.15979,0.06308,0.80261,0.92431,0.31071,0.25637,0,0.00016932,0.00016932,0.00016932 | |
| 144,4879.02,0.13025,0.15014,0.05872,0.80245,0.9241,0.3154,0.25685,0,0.000153102,0.000153102,0.000153102 | |
| 145,4911.93,0.12793,0.14343,0.05783,0.8027,0.92426,0.31092,0.25723,0,0.000139032,0.000139032,0.000139032 | |
| 146,4945.66,0.13314,0.14706,0.05951,0.80229,0.92399,0.31554,0.25786,0,0.000127117,0.000127117,0.000127117 | |
| 147,4979.48,0.12804,0.15749,0.05789,0.80216,0.92405,0.31586,0.25795,0,0.00011736,0.00011736,0.00011736 | |
| 148,5013.47,0.13562,0.14002,0.06034,0.8018,0.92399,0.31627,0.2571,0,0.000109768,0.000109768,0.000109768 | |
| 149,5046.62,0.13084,0.14934,0.05912,0.80191,0.92408,0.31573,0.2568,0,0.000104342,0.000104342,0.000104342 | |
| 150,5079.42,0.12681,0.13467,0.05683,0.8024,0.92428,0.3167,0.25632,0,0.000101086,0.000101086,0.000101086 | |