Image Segmentation
ultralytics
PyTorch
semantic-segmentation
aerial-imagery
drone
uavid
yolo26
computer-vision
Instructions to use dronefreak/uavid-yolo26m-sem with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- ultralytics
How to use dronefreak/uavid-yolo26m-sem with ultralytics:
# Couldn't find a valid YOLO version tag. # Replace XX with the correct version. from ultralytics import YOLOvXX model = YOLOvXX.from_pretrained("dronefreak/uavid-yolo26m-sem") source = 'http://images.cocodataset.org/val2017/000000039769.jpg' model.predict(source=source, save=True) - Notebooks
- Google Colab
- Kaggle
| 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 | |
| 1,24.3206,1.78321,0.82944,0.73562,0.23107,0.5901,1.20424,0.75074,0,0.00326667,0.00326667,0.0706 | |
| 2,43.504,1.11605,0.70752,0.51097,0.31193,0.69755,0.92094,0.64353,0,0.00659994,0.00659994,0.0405999 | |
| 3,62.7737,0.92993,0.62152,0.40711,0.42328,0.75156,0.75036,0.5586,0,0.00993295,0.00993295,0.0105996 | |
| 4,81.8081,0.80082,0.55215,0.34297,0.46788,0.78126,0.66645,0.5095,0,0.00999912,0.00999912,0.00999912 | |
| 5,101.046,0.77167,0.51701,0.32208,0.47838,0.78201,0.6469,0.49927,0,0.00999844,0.00999844,0.00999844 | |
| 6,120.414,0.68356,0.48715,0.29219,0.4985,0.77543,0.6392,0.48497,0,0.00999756,0.00999756,0.00999756 | |
| 7,139.556,0.65359,0.45186,0.27472,0.50496,0.78743,0.63784,0.47034,0,0.00999648,0.00999648,0.00999648 | |
| 8,158.163,0.69926,0.45264,0.28711,0.51906,0.79301,0.60755,0.45167,0,0.00999521,0.00999521,0.00999521 | |
| 9,177.17,0.63561,0.42034,0.26659,0.53941,0.797,0.58052,0.43561,0,0.00999375,0.00999375,0.00999375 | |
| 10,196.194,0.61374,0.40462,0.25461,0.53356,0.78251,0.62387,0.42528,0,0.00999209,0.00999209,0.00999209 | |
| 11,215.199,0.60022,0.40355,0.25112,0.5604,0.81437,0.55738,0.40537,0,0.00999023,0.00999023,0.00999023 | |
| 12,234.453,0.58988,0.38344,0.24656,0.55116,0.80844,0.57114,0.41285,0,0.00998818,0.00998818,0.00998818 | |
| 13,253.855,0.57591,0.38863,0.23921,0.56815,0.8189,0.55898,0.40105,0,0.00998594,0.00998594,0.00998594 | |
| 14,272.993,0.56809,0.37307,0.23611,0.58236,0.82761,0.52179,0.38818,0,0.0099835,0.0099835,0.0099835 | |
| 15,292.339,0.52377,0.35822,0.22267,0.57292,0.82338,0.53126,0.39219,0,0.00998086,0.00998086,0.00998086 | |
| 16,311.594,0.4914,0.34061,0.20437,0.55917,0.81278,0.53693,0.39986,0,0.00997803,0.00997803,0.00997803 | |
| 17,330.986,0.52379,0.3571,0.22005,0.58259,0.82924,0.50544,0.38691,0,0.00997501,0.00997501,0.00997501 | |
| 18,350.012,0.48857,0.32702,0.20413,0.58766,0.83233,0.49889,0.38158,0,0.00997179,0.00997179,0.00997179 | |
| 19,368.971,0.50718,0.33274,0.21249,0.58937,0.83654,0.48248,0.37745,0,0.00996838,0.00996838,0.00996838 | |
| 20,388.416,0.53994,0.35462,0.22455,0.59881,0.83452,0.48983,0.37051,0,0.00996477,0.00996477,0.00996477 | |
| 21,407.628,0.43774,0.30981,0.18524,0.60569,0.84204,0.47844,0.36403,0,0.00996097,0.00996097,0.00996097 | |
| 22,427.221,0.49629,0.32594,0.20443,0.59665,0.84231,0.48054,0.37211,0,0.00995697,0.00995697,0.00995697 | |
| 23,446.339,0.47028,0.32047,0.19651,0.59007,0.82998,0.50852,0.37169,0,0.00995278,0.00995278,0.00995278 | |
| 24,465.45,0.44608,0.31004,0.18787,0.61331,0.84875,0.47302,0.35282,0,0.0099484,0.0099484,0.0099484 | |
| 25,484.335,0.49666,0.31705,0.20587,0.60153,0.8373,0.49118,0.35951,0,0.00994383,0.00994383,0.00994383 | |
| 26,503.811,0.4504,0.30428,0.1883,0.60427,0.84126,0.47155,0.3599,0,0.00993906,0.00993906,0.00993906 | |
| 27,522.949,0.4394,0.29388,0.1856,0.60707,0.8487,0.46447,0.35268,0,0.0099341,0.0099341,0.0099341 | |
| 28,541.959,0.47397,0.31171,0.19674,0.61508,0.84932,0.46097,0.34829,0,0.00992894,0.00992894,0.00992894 | |
| 29,561.007,0.44825,0.29996,0.18728,0.62277,0.84959,0.46098,0.33633,0,0.00992359,0.00992359,0.00992359 | |
| 30,580.084,0.41805,0.29023,0.17735,0.61649,0.84785,0.46767,0.34602,0,0.00991805,0.00991805,0.00991805 | |
| 31,599.27,0.42551,0.29422,0.17917,0.61817,0.84928,0.47636,0.33974,0,0.00991232,0.00991232,0.00991232 | |
| 32,618.32,0.43046,0.29127,0.17841,0.62553,0.84963,0.46513,0.33296,0,0.0099064,0.0099064,0.0099064 | |
| 33,637.189,0.43378,0.28918,0.1802,0.6229,0.84563,0.47704,0.32934,0,0.00990028,0.00990028,0.00990028 | |
| 34,656.373,0.44411,0.29479,0.1843,0.62283,0.84728,0.47239,0.33144,0,0.00989398,0.00989398,0.00989398 | |
| 35,675.949,0.40906,0.29304,0.17254,0.6257,0.85219,0.46645,0.33447,0,0.00988748,0.00988748,0.00988748 | |
| 36,694.971,0.43268,0.28788,0.18163,0.626,0.85322,0.46006,0.32739,0,0.00988079,0.00988079,0.00988079 | |
| 37,714.049,0.44772,0.29822,0.18513,0.61545,0.85148,0.45993,0.33327,0,0.00987391,0.00987391,0.00987391 | |
| 38,732.853,0.41264,0.2857,0.17269,0.61952,0.84808,0.47258,0.32883,0,0.00986684,0.00986684,0.00986684 | |
| 39,751.852,0.44424,0.29326,0.18481,0.61824,0.84637,0.47989,0.32999,0,0.00985958,0.00985958,0.00985958 | |
| 40,771.33,0.49509,0.3153,0.20325,0.61427,0.84537,0.48591,0.33719,0,0.00985213,0.00985213,0.00985213 | |
| 41,790.658,0.41943,0.29786,0.17874,0.61679,0.84641,0.47175,0.33324,0,0.00984449,0.00984449,0.00984449 | |
| 42,809.846,0.44013,0.2929,0.1824,0.60087,0.84617,0.4766,0.34104,0,0.00983666,0.00983666,0.00983666 | |
| 43,829.256,0.43006,0.29527,0.17768,0.61937,0.85051,0.4684,0.33141,0,0.00982864,0.00982864,0.00982864 | |
| 44,848.416,0.4073,0.27968,0.17115,0.62721,0.85487,0.47195,0.32219,0,0.00982043,0.00982043,0.00982043 | |
| 45,867.703,0.39222,0.27529,0.16364,0.62262,0.84788,0.45801,0.33159,0,0.00981204,0.00981204,0.00981204 | |
| 46,887.013,0.41155,0.28039,0.17233,0.61705,0.84516,0.47333,0.33256,0,0.00980345,0.00980345,0.00980345 | |
| 47,905.993,0.4076,0.28194,0.1731,0.62483,0.85134,0.46885,0.32518,0,0.00979468,0.00979468,0.00979468 | |
| 48,925.209,0.39256,0.26716,0.16374,0.61923,0.84847,0.46356,0.33144,0,0.00978572,0.00978572,0.00978572 | |
| 49,944.727,0.33802,0.25105,0.14501,0.6272,0.84969,0.46765,0.31862,0,0.00977658,0.00977658,0.00977658 | |
| 50,964.332,0.39389,0.27642,0.16492,0.63186,0.85684,0.45056,0.31947,0,0.00976725,0.00976725,0.00976725 | |
| 51,983.414,0.37464,0.26282,0.1581,0.63491,0.85871,0.44192,0.31975,0,0.00975773,0.00975773,0.00975773 | |
| 52,1002.71,0.37792,0.26249,0.15964,0.63763,0.86095,0.42906,0.31847,0,0.00974803,0.00974803,0.00974803 | |
| 53,1021.68,0.41034,0.27715,0.17282,0.63618,0.85526,0.44009,0.3163,0,0.00973814,0.00973814,0.00973814 | |
| 54,1040.68,0.35519,0.24527,0.14978,0.62979,0.85358,0.44407,0.31924,0,0.00972806,0.00972806,0.00972806 | |
| 55,1059.84,0.43492,0.28015,0.17937,0.63529,0.85772,0.44342,0.31695,0,0.0097178,0.0097178,0.0097178 | |
| 56,1079.25,0.3681,0.25773,0.15675,0.62979,0.84977,0.45617,0.32,0,0.00970736,0.00970736,0.00970736 | |
| 57,1098.15,0.36419,0.2526,0.15561,0.64112,0.85795,0.43971,0.30914,0,0.00969673,0.00969673,0.00969673 | |
| 58,1117.62,0.36637,0.25312,0.15309,0.64087,0.8598,0.43456,0.30588,0,0.00968592,0.00968592,0.00968592 | |
| 59,1136.8,0.43974,0.29125,0.18348,0.64036,0.85982,0.43789,0.31081,0,0.00967493,0.00967493,0.00967493 | |
| 60,1155.91,0.38048,0.2559,0.1617,0.64213,0.85782,0.44161,0.31019,0,0.00966375,0.00966375,0.00966375 | |
| 61,1175.14,0.3719,0.26002,0.15697,0.63613,0.85606,0.43481,0.31841,0,0.00965239,0.00965239,0.00965239 | |
| 62,1194.26,0.35723,0.24471,0.1517,0.64025,0.85675,0.44333,0.31141,0,0.00964085,0.00964085,0.00964085 | |
| 63,1213.35,0.33169,0.23955,0.14013,0.6427,0.85771,0.45191,0.30973,0,0.00962913,0.00962913,0.00962913 | |
| 64,1232.48,0.35638,0.25181,0.14879,0.64473,0.85715,0.44476,0.30898,0,0.00961723,0.00961723,0.00961723 | |
| 65,1251.75,0.35426,0.24288,0.15057,0.6332,0.84628,0.47162,0.3149,0,0.00960515,0.00960515,0.00960515 | |
| 66,1270.95,0.35483,0.24998,0.15115,0.64455,0.86158,0.42872,0.30984,0,0.00959289,0.00959289,0.00959289 | |
| 67,1290.23,0.38989,0.26308,0.16303,0.63355,0.84627,0.47066,0.31502,0,0.00958044,0.00958044,0.00958044 | |
| 68,1309.35,0.35221,0.24566,0.14935,0.63514,0.8502,0.45958,0.30929,0,0.00956782,0.00956782,0.00956782 | |
| 69,1328.15,0.39331,0.26252,0.16533,0.63451,0.85034,0.4625,0.31262,0,0.00955502,0.00955502,0.00955502 | |
| 70,1347.35,0.36609,0.25494,0.15512,0.63816,0.85702,0.44674,0.30938,0,0.00954205,0.00954205,0.00954205 | |
| 71,1366.26,0.3833,0.25621,0.15973,0.64352,0.85966,0.43761,0.30701,0,0.00952889,0.00952889,0.00952889 | |
| 72,1385.61,0.36934,0.25681,0.1564,0.638,0.85649,0.44616,0.30808,0,0.00951556,0.00951556,0.00951556 | |
| 73,1404.43,0.39842,0.26442,0.16636,0.64041,0.85518,0.45967,0.30761,0,0.00950206,0.00950206,0.00950206 | |
| 74,1423.66,0.37328,0.25385,0.15654,0.63246,0.85997,0.43742,0.30662,0,0.00948837,0.00948837,0.00948837 | |
| 75,1442.85,0.38654,0.25906,0.16265,0.64988,0.8625,0.43419,0.30083,0,0.00947452,0.00947452,0.00947452 | |
| 76,1461.86,0.34513,0.2469,0.14689,0.64966,0.86423,0.41922,0.30342,0,0.00946048,0.00946048,0.00946048 | |
| 77,1481.22,0.35106,0.2424,0.14982,0.64535,0.8631,0.42431,0.30494,0,0.00944628,0.00944628,0.00944628 | |
| 78,1500.32,0.35578,0.24189,0.15074,0.65262,0.86509,0.42521,0.2998,0,0.00943189,0.00943189,0.00943189 | |
| 79,1519.36,0.33488,0.23393,0.14406,0.63323,0.86097,0.43549,0.30231,0,0.00941734,0.00941734,0.00941734 | |
| 80,1538.36,0.34895,0.23988,0.1483,0.63156,0.85361,0.44783,0.31282,0,0.00940262,0.00940262,0.00940262 | |
| 81,1557.42,0.3698,0.24654,0.15535,0.64964,0.86416,0.41601,0.30678,0,0.00938772,0.00938772,0.00938772 | |
| 82,1576.97,0.32688,0.22929,0.13911,0.65199,0.86423,0.42651,0.2991,0,0.00937265,0.00937265,0.00937265 | |
| 83,1596.38,0.33412,0.22927,0.14169,0.64985,0.86063,0.43451,0.29735,0,0.00935741,0.00935741,0.00935741 | |
| 84,1615.66,0.37617,0.24496,0.15793,0.64125,0.85433,0.45023,0.30258,0,0.009342,0.009342,0.009342 | |
| 85,1634.9,0.35829,0.2456,0.15086,0.64192,0.85732,0.43764,0.3055,0,0.00932642,0.00932642,0.00932642 | |
| 86,1653.95,0.32807,0.23032,0.13881,0.6516,0.86403,0.42402,0.29841,0,0.00931067,0.00931067,0.00931067 | |
| 87,1672.96,0.35443,0.23611,0.14801,0.65549,0.86775,0.40623,0.29428,0,0.00929476,0.00929476,0.00929476 | |
| 88,1692.5,0.34558,0.23502,0.14695,0.65963,0.86963,0.40983,0.29102,0,0.00927867,0.00927867,0.00927867 | |
| 89,1711.52,0.36943,0.2443,0.15573,0.65597,0.86816,0.41549,0.29328,0,0.00926242,0.00926242,0.00926242 | |
| 90,1730.75,0.32377,0.23721,0.13863,0.64667,0.86641,0.4316,0.29743,0,0.00924601,0.00924601,0.00924601 | |
| 91,1749.96,0.33086,0.2285,0.13974,0.65068,0.86325,0.43344,0.29291,0,0.00922942,0.00922942,0.00922942 | |
| 92,1769.03,0.33318,0.23036,0.13947,0.65808,0.86601,0.41787,0.28834,0,0.00921268,0.00921268,0.00921268 | |
| 93,1788.17,0.3449,0.23166,0.14522,0.65872,0.86828,0.4138,0.29092,0,0.00919576,0.00919576,0.00919576 | |
| 94,1807.19,0.33028,0.22945,0.14169,0.64622,0.85911,0.43411,0.30334,0,0.00917869,0.00917869,0.00917869 | |
| 95,1826.41,0.35376,0.23261,0.14924,0.65399,0.86334,0.42018,0.29839,0,0.00916145,0.00916145,0.00916145 | |
| 96,1845.36,0.29093,0.20829,0.12561,0.65391,0.8679,0.4181,0.29366,0,0.00914405,0.00914405,0.00914405 | |
| 97,1864.54,0.34159,0.23526,0.1446,0.65121,0.86477,0.41964,0.29849,0,0.00912649,0.00912649,0.00912649 | |
| 98,1883.63,0.3282,0.2256,0.1397,0.65463,0.86449,0.42374,0.29683,0,0.00910876,0.00910876,0.00910876 | |
| 99,1902.68,0.32686,0.23054,0.13885,0.65423,0.86494,0.42055,0.29841,0,0.00909088,0.00909088,0.00909088 | |
| 100,1921.99,0.35928,0.24177,0.15062,0.65733,0.86704,0.41534,0.29657,0,0.00907284,0.00907284,0.00907284 | |
| 101,1941.09,0.32577,0.23232,0.13907,0.65832,0.86882,0.40956,0.29814,0,0.00905463,0.00905463,0.00905463 | |
| 102,1959.91,0.34852,0.24237,0.14874,0.65825,0.86899,0.41385,0.2961,0,0.00903627,0.00903627,0.00903627 | |
| 103,1979.18,0.37377,0.24539,0.15718,0.66027,0.87005,0.41634,0.29164,0,0.00901776,0.00901776,0.00901776 | |
| 104,1998.29,0.32954,0.23045,0.14008,0.65673,0.86889,0.42415,0.29013,0,0.00899908,0.00899908,0.00899908 | |
| 105,2017.43,0.3168,0.21525,0.13548,0.66077,0.86863,0.42083,0.28911,0,0.00898025,0.00898025,0.00898025 | |
| 106,2036.27,0.33085,0.22334,0.13931,0.65394,0.86471,0.4282,0.29302,0,0.00896127,0.00896127,0.00896127 | |
| 107,2055.24,0.35263,0.24131,0.14922,0.65479,0.86196,0.43076,0.29439,0,0.00894213,0.00894213,0.00894213 | |
| 108,2074.28,0.30185,0.21383,0.13008,0.66126,0.86923,0.41748,0.2887,0,0.00892283,0.00892283,0.00892283 | |
| 109,2093.65,0.35892,0.23543,0.15171,0.65653,0.86706,0.42435,0.29386,0,0.00890339,0.00890339,0.00890339 | |
| 110,2112.61,0.3613,0.24115,0.15259,0.65529,0.86683,0.43311,0.292,0,0.00888379,0.00888379,0.00888379 | |
| 111,2131.94,0.32201,0.22574,0.13664,0.65194,0.86884,0.42263,0.29161,0,0.00886404,0.00886404,0.00886404 | |
| 112,2150.96,0.34254,0.22351,0.14333,0.65648,0.86682,0.42462,0.2897,0,0.00884414,0.00884414,0.00884414 | |
| 113,2170.04,0.31839,0.21986,0.13493,0.65861,0.8685,0.4236,0.28661,0,0.00882409,0.00882409,0.00882409 | |
| 114,2189.49,0.31623,0.22164,0.13461,0.6606,0.86906,0.4105,0.28721,0,0.00880389,0.00880389,0.00880389 | |
| 115,2208.58,0.31467,0.22969,0.13347,0.6549,0.8668,0.41069,0.29616,0,0.00878354,0.00878354,0.00878354 | |
| 116,2227.97,0.32922,0.22486,0.13964,0.65852,0.86876,0.4084,0.29284,0,0.00876305,0.00876305,0.00876305 | |
| 117,2247,0.34171,0.22318,0.14356,0.65771,0.86762,0.41213,0.29165,0,0.00874241,0.00874241,0.00874241 | |
| 118,2266.07,0.35964,0.24047,0.15041,0.65296,0.86575,0.41994,0.29623,0,0.00872162,0.00872162,0.00872162 | |
| 119,2285.2,0.32701,0.22552,0.13972,0.65757,0.8694,0.41315,0.28945,0,0.00870069,0.00870069,0.00870069 | |
| 120,2304.67,0.30803,0.22461,0.13312,0.6615,0.86839,0.42927,0.2862,0,0.00867961,0.00867961,0.00867961 | |
| 121,2323.58,0.33105,0.22111,0.13848,0.64798,0.86564,0.43289,0.28931,0,0.00865839,0.00865839,0.00865839 | |
| 122,2342.48,0.31601,0.22615,0.13475,0.65116,0.86779,0.42868,0.28637,0,0.00863703,0.00863703,0.00863703 | |
| 123,2361.39,0.39092,0.25297,0.16186,0.65058,0.86457,0.42219,0.29759,0,0.00861553,0.00861553,0.00861553 | |
| 124,2380.42,0.32043,0.22433,0.13705,0.65483,0.86786,0.41129,0.29299,0,0.00859389,0.00859389,0.00859389 | |
| 125,2399.36,0.38892,0.25197,0.16141,0.66153,0.86898,0.41224,0.28736,0,0.0085721,0.0085721,0.0085721 | |
| 126,2418.75,0.30634,0.20777,0.13161,0.66311,0.87006,0.41124,0.2863,0,0.00855018,0.00855018,0.00855018 | |
| 127,2438.04,0.31691,0.22139,0.13608,0.66097,0.869,0.41066,0.28867,0,0.00852812,0.00852812,0.00852812 | |
| 128,2457.28,0.32485,0.22637,0.13713,0.66263,0.86855,0.40951,0.28498,0,0.00850592,0.00850592,0.00850592 | |
| 129,2476.26,0.29978,0.21378,0.12921,0.66267,0.86821,0.40818,0.2859,0,0.00848358,0.00848358,0.00848358 | |
| 130,2495.21,0.31232,0.21406,0.13269,0.65794,0.8669,0.40781,0.29433,0,0.00846111,0.00846111,0.00846111 | |
| 131,2514.59,0.29311,0.20528,0.12634,0.65856,0.86474,0.42039,0.29216,0,0.00843851,0.00843851,0.00843851 | |
| 132,2533.63,0.29739,0.20753,0.12705,0.653,0.86525,0.42532,0.29358,0,0.00841577,0.00841577,0.00841577 | |
| 133,2552.85,0.28716,0.20048,0.12258,0.66071,0.8698,0.41141,0.28696,0,0.0083929,0.0083929,0.0083929 | |
| 134,2572.67,0.30203,0.21956,0.12963,0.66336,0.87076,0.4125,0.28617,0,0.00836989,0.00836989,0.00836989 | |
| 135,2591.75,0.32306,0.21056,0.13746,0.66103,0.869,0.41621,0.28429,0,0.00834676,0.00834676,0.00834676 | |
| 136,2610.62,0.29532,0.20204,0.12667,0.65895,0.86621,0.42595,0.28512,0,0.00832349,0.00832349,0.00832349 | |
| 137,2629.75,0.31875,0.22625,0.13599,0.6633,0.86967,0.41232,0.28405,0,0.0083001,0.0083001,0.0083001 | |
| 138,2649.11,0.31771,0.22077,0.13638,0.65914,0.86734,0.42314,0.28658,0,0.00827658,0.00827658,0.00827658 | |
| 139,2668.25,0.32577,0.22683,0.13824,0.66265,0.86952,0.41159,0.28455,0,0.00825293,0.00825293,0.00825293 | |
| 140,2687.15,0.29689,0.21183,0.12686,0.6642,0.8712,0.41505,0.28266,0,0.00822915,0.00822915,0.00822915 | |
| 141,2706.27,0.29141,0.20849,0.12599,0.65501,0.86691,0.42461,0.28848,0,0.00820525,0.00820525,0.00820525 | |
| 142,2725.38,0.29782,0.20822,0.12736,0.66095,0.87149,0.42224,0.28067,0,0.00818122,0.00818122,0.00818122 | |
| 143,2744.58,0.31737,0.22493,0.13448,0.66229,0.86829,0.41887,0.28134,0,0.00815707,0.00815707,0.00815707 | |
| 144,2763.8,0.30177,0.21702,0.1304,0.66315,0.87122,0.41272,0.27951,0,0.0081328,0.0081328,0.0081328 | |
| 145,2782.94,0.31709,0.2153,0.13391,0.66159,0.86985,0.41259,0.28026,0,0.00810841,0.00810841,0.00810841 | |
| 146,2802.18,0.29952,0.20889,0.12888,0.67025,0.87253,0.41149,0.27937,0,0.00808389,0.00808389,0.00808389 | |
| 147,2821.4,0.27911,0.20175,0.12005,0.66759,0.8714,0.41158,0.28198,0,0.00805925,0.00805925,0.00805925 | |
| 148,2840.44,0.27962,0.19641,0.11974,0.67181,0.87466,0.4033,0.27839,0,0.0080345,0.0080345,0.0080345 | |
| 149,2859.6,0.30621,0.21597,0.13008,0.66893,0.87437,0.39854,0.28128,0,0.00800963,0.00800963,0.00800963 | |
| 150,2878.63,0.31121,0.21057,0.13435,0.6716,0.87423,0.39541,0.2794,0,0.00798464,0.00798464,0.00798464 | |
| 151,2897.76,0.31206,0.21977,0.13313,0.66871,0.87211,0.4036,0.27958,0,0.00795954,0.00795954,0.00795954 | |
| 152,2917.16,0.29098,0.20466,0.12472,0.66687,0.87104,0.41533,0.27892,0,0.00793432,0.00793432,0.00793432 | |
| 153,2936.47,0.29435,0.21004,0.12576,0.65132,0.8692,0.42132,0.28748,0,0.00790898,0.00790898,0.00790898 | |
| 154,2955.82,0.31494,0.2157,0.13373,0.65956,0.8688,0.42192,0.28263,0,0.00788354,0.00788354,0.00788354 | |
| 155,2975.15,0.2779,0.2027,0.11981,0.6665,0.87012,0.41714,0.28162,0,0.00785798,0.00785798,0.00785798 | |
| 156,2994.2,0.30129,0.20323,0.12882,0.6662,0.87032,0.41847,0.28422,0,0.00783231,0.00783231,0.00783231 | |
| 157,3013.37,0.2916,0.20406,0.12496,0.66604,0.86998,0.41839,0.28156,0,0.00780653,0.00780653,0.00780653 | |
| 158,3032.25,0.27641,0.199,0.11978,0.66502,0.87071,0.42285,0.28078,0,0.00778065,0.00778065,0.00778065 | |
| 159,3051.17,0.34013,0.22268,0.1443,0.653,0.86804,0.43089,0.28759,0,0.00775465,0.00775465,0.00775465 | |
| 160,3070.33,0.30304,0.21432,0.12972,0.66188,0.86832,0.42625,0.28146,0,0.00772855,0.00772855,0.00772855 | |
| 161,3089.75,0.33743,0.23315,0.14283,0.66383,0.87102,0.41601,0.28113,0,0.00770234,0.00770234,0.00770234 | |
| 162,3108.95,0.31905,0.22257,0.136,0.66985,0.87247,0.40017,0.28136,0,0.00767603,0.00767603,0.00767603 | |
| 163,3128.26,0.30573,0.21922,0.13015,0.66528,0.86735,0.42507,0.27717,0,0.00764961,0.00764961,0.00764961 | |
| 164,3147.32,0.26843,0.19272,0.11653,0.67163,0.8729,0.41927,0.27077,0,0.0076231,0.0076231,0.0076231 | |
| 165,3166.33,0.28915,0.20898,0.12484,0.67414,0.8739,0.41598,0.27025,0,0.00759648,0.00759648,0.00759648 | |
| 166,3185.66,0.29329,0.20258,0.12466,0.66837,0.87249,0.42411,0.27624,0,0.00756976,0.00756976,0.00756976 | |
| 167,3204.82,0.27283,0.19367,0.11771,0.66904,0.87132,0.41134,0.2743,0,0.00754293,0.00754293,0.00754293 | |
| 168,3224.06,0.30421,0.20922,0.12908,0.67144,0.87442,0.40287,0.27678,0,0.00751602,0.00751602,0.00751602 | |
| 169,3243.08,0.30437,0.21269,0.12916,0.67028,0.87357,0.41097,0.27658,0,0.007489,0.007489,0.007489 | |
| 170,3261.98,0.30932,0.22718,0.13329,0.6667,0.87052,0.42852,0.27674,0,0.00746189,0.00746189,0.00746189 | |
| 171,3280.8,0.28793,0.20128,0.12344,0.6659,0.86997,0.42403,0.27538,0,0.00743468,0.00743468,0.00743468 | |
| 172,3300.01,0.3112,0.2184,0.1324,0.6674,0.86933,0.42976,0.27188,0,0.00740738,0.00740738,0.00740738 | |
| 173,3319.06,0.27434,0.19582,0.1185,0.67077,0.87308,0.42082,0.2689,0,0.00737998,0.00737998,0.00737998 | |
| 174,3337.95,0.29673,0.21514,0.12739,0.66946,0.87044,0.4203,0.2724,0,0.0073525,0.0073525,0.0073525 | |
| 175,3356.93,0.28109,0.18847,0.1191,0.66301,0.86684,0.417,0.27925,0,0.00732492,0.00732492,0.00732492 | |
| 176,3376.01,0.28773,0.20259,0.12398,0.67044,0.87106,0.41173,0.27544,0,0.00729725,0.00729725,0.00729725 | |
| 177,3395.08,0.28419,0.19882,0.12243,0.66419,0.86844,0.42039,0.27994,0,0.0072695,0.0072695,0.0072695 | |
| 178,3414.33,0.29066,0.19958,0.12405,0.66377,0.87091,0.42283,0.27838,0,0.00724165,0.00724165,0.00724165 | |
| 179,3433.68,0.28692,0.2082,0.12435,0.66643,0.87286,0.41615,0.27741,0,0.00721372,0.00721372,0.00721372 | |
| 180,3452.61,0.30923,0.20813,0.13297,0.66299,0.86859,0.43033,0.28187,0,0.00718571,0.00718571,0.00718571 | |
| 181,3471.5,0.27229,0.19436,0.1182,0.66732,0.87216,0.41786,0.27913,0,0.00715761,0.00715761,0.00715761 | |
| 182,3490.59,0.28812,0.19998,0.12281,0.66755,0.87001,0.4233,0.2776,0,0.00712942,0.00712942,0.00712942 | |
| 183,3509.58,0.3086,0.21231,0.13232,0.67103,0.8728,0.40955,0.27566,0,0.00710116,0.00710116,0.00710116 | |
| 184,3528.91,0.26285,0.19153,0.1133,0.67224,0.87352,0.40666,0.27504,0,0.00707281,0.00707281,0.00707281 | |
| 185,3547.97,0.31607,0.21019,0.13384,0.66903,0.87402,0.40429,0.2794,0,0.00704439,0.00704439,0.00704439 | |
| 186,3567.25,0.27653,0.20325,0.11968,0.65933,0.86712,0.41796,0.28704,0,0.00701588,0.00701588,0.00701588 | |
| 187,3586.34,0.32199,0.21813,0.13679,0.67137,0.87348,0.40105,0.28041,0,0.0069873,0.0069873,0.0069873 | |
| 188,3605.37,0.28028,0.20584,0.12264,0.67086,0.87184,0.41291,0.27774,0,0.00695864,0.00695864,0.00695864 | |
| 189,3624.38,0.27699,0.19301,0.11772,0.67334,0.87262,0.41266,0.27401,0,0.00692991,0.00692991,0.00692991 | |
| 190,3643.33,0.29023,0.20901,0.12415,0.67159,0.87431,0.40146,0.27612,0,0.0069011,0.0069011,0.0069011 | |
| 191,3662.32,0.28787,0.199,0.12375,0.66937,0.87273,0.40388,0.27959,0,0.00687222,0.00687222,0.00687222 | |
| 192,3681.12,0.30383,0.2131,0.13159,0.66884,0.87362,0.40464,0.2787,0,0.00684326,0.00684326,0.00684326 | |
| 193,3699.96,0.29339,0.20718,0.12678,0.66906,0.87414,0.39886,0.27942,0,0.00681424,0.00681424,0.00681424 | |
| 194,3719.04,0.30056,0.21807,0.12834,0.6675,0.87197,0.40383,0.27954,0,0.00678514,0.00678514,0.00678514 | |
| 195,3738.04,0.27054,0.191,0.1168,0.67155,0.87345,0.40927,0.27467,0,0.00675598,0.00675598,0.00675598 | |
| 196,3757.08,0.25912,0.18526,0.11252,0.67036,0.87397,0.41618,0.27575,0,0.00672675,0.00672675,0.00672675 | |
| 197,3776.14,0.30731,0.20735,0.13131,0.67003,0.872,0.42268,0.27367,0,0.00669746,0.00669746,0.00669746 | |
| 198,3794.82,0.27766,0.19242,0.11887,0.67316,0.87298,0.41509,0.27325,0,0.0066681,0.0066681,0.0066681 | |
| 199,3814.2,0.31226,0.2126,0.1321,0.66913,0.87081,0.41704,0.27747,0,0.00663867,0.00663867,0.00663867 | |
| 200,3833.23,0.27022,0.19241,0.11821,0.67211,0.87461,0.40662,0.276,0,0.00660918,0.00660918,0.00660918 | |
| 201,3852.68,0.2788,0.19727,0.12002,0.66986,0.87391,0.41658,0.27507,0,0.00657963,0.00657963,0.00657963 | |
| 202,3871.6,0.28316,0.19874,0.12202,0.66625,0.8723,0.43143,0.27567,0,0.00655002,0.00655002,0.00655002 | |
| 203,3890.7,0.28639,0.19726,0.12303,0.67011,0.87271,0.4133,0.27594,0,0.00652036,0.00652036,0.00652036 | |
| 204,3909.87,0.30583,0.20305,0.13123,0.67081,0.87011,0.41263,0.2759,0,0.00649063,0.00649063,0.00649063 | |
| 205,3929.14,0.31929,0.21427,0.13617,0.66722,0.8702,0.4271,0.27808,0,0.00646085,0.00646085,0.00646085 | |
| 206,3948.17,0.25204,0.18281,0.11001,0.67181,0.87356,0.42474,0.2704,0,0.00643101,0.00643101,0.00643101 | |
| 207,3967.59,0.30211,0.21047,0.12709,0.6705,0.87223,0.42923,0.27015,0,0.00640111,0.00640111,0.00640111 | |
| 208,3986.61,0.26684,0.18984,0.11574,0.67254,0.87315,0.41759,0.26947,0,0.00637116,0.00637116,0.00637116 | |
| 209,4005.82,0.31948,0.22509,0.13564,0.67503,0.875,0.41348,0.26918,0,0.00634117,0.00634117,0.00634117 | |
| 210,4025.2,0.30236,0.2095,0.13034,0.66959,0.86879,0.42097,0.27464,0,0.00631112,0.00631112,0.00631112 | |
| 211,4044.16,0.27719,0.19032,0.11955,0.67247,0.87262,0.40878,0.27156,0,0.00628101,0.00628101,0.00628101 | |
| 212,4063.22,0.25417,0.18392,0.11102,0.67524,0.87476,0.405,0.27128,0,0.00625087,0.00625087,0.00625087 | |
| 213,4082.26,0.24444,0.19254,0.10701,0.67506,0.875,0.40352,0.26901,0,0.00622067,0.00622067,0.00622067 | |
| 214,4101.7,0.28898,0.20596,0.12359,0.67658,0.87615,0.40137,0.26836,0,0.00619043,0.00619043,0.00619043 | |
| 215,4120.87,0.26972,0.18668,0.11652,0.67366,0.87386,0.40834,0.27134,0,0.00616014,0.00616014,0.00616014 | |
| 216,4139.88,0.3448,0.21981,0.14395,0.66985,0.87082,0.40976,0.27546,0,0.00612981,0.00612981,0.00612981 | |
| 217,4158.88,0.25952,0.18917,0.11503,0.66786,0.87151,0.41671,0.2757,0,0.00609944,0.00609944,0.00609944 | |
| 218,4177.81,0.25907,0.18196,0.11268,0.66915,0.87119,0.41962,0.27369,0,0.00606902,0.00606902,0.00606902 | |
| 219,4197.02,0.29197,0.18833,0.12428,0.67039,0.87324,0.41391,0.27186,0,0.00603856,0.00603856,0.00603856 | |
| 220,4216.06,0.27766,0.20006,0.11896,0.6702,0.87247,0.42221,0.27255,0,0.00600807,0.00600807,0.00600807 | |
| 221,4235.29,0.26919,0.19533,0.11626,0.67035,0.87284,0.42672,0.27252,0,0.00597754,0.00597754,0.00597754 | |
| 222,4254.34,0.3016,0.20971,0.12857,0.67116,0.87275,0.42761,0.27111,0,0.00594697,0.00594697,0.00594697 | |
| 223,4273.22,0.26199,0.18778,0.11379,0.6689,0.87264,0.42954,0.27263,0,0.00591636,0.00591636,0.00591636 | |
| 224,4292.64,0.27093,0.18752,0.11657,0.67005,0.87304,0.42037,0.27138,0,0.00588573,0.00588573,0.00588573 | |
| 225,4311.84,0.27612,0.194,0.11804,0.67103,0.87173,0.42135,0.27316,0,0.00585505,0.00585505,0.00585505 | |
| 226,4330.58,0.26193,0.18045,0.1122,0.67023,0.87207,0.41359,0.27515,0,0.00582435,0.00582435,0.00582435 | |
| 227,4349.65,0.28903,0.20739,0.12384,0.67016,0.87413,0.41087,0.27508,0,0.00579362,0.00579362,0.00579362 | |
| 228,4368.52,0.25861,0.18454,0.11255,0.6695,0.87363,0.41091,0.27406,0,0.00576285,0.00576285,0.00576285 | |
| 229,4387.48,0.29741,0.19979,0.12636,0.66695,0.87269,0.41086,0.27723,0,0.00573206,0.00573206,0.00573206 | |
| 230,4407.17,0.2791,0.19656,0.12032,0.6675,0.86997,0.42308,0.27777,0,0.00570124,0.00570124,0.00570124 | |
| 231,4426.13,0.27217,0.19204,0.11861,0.66805,0.86812,0.44047,0.27557,0,0.0056704,0.0056704,0.0056704 | |
| 232,4445.21,0.26438,0.18609,0.1131,0.66991,0.8719,0.43008,0.27295,0,0.00563953,0.00563953,0.00563953 | |
| 233,4464.32,0.26814,0.19372,0.11582,0.6692,0.87,0.42491,0.27564,0,0.00560864,0.00560864,0.00560864 | |
| 234,4483.12,0.26954,0.18496,0.117,0.66964,0.86959,0.42943,0.27455,0,0.00557773,0.00557773,0.00557773 | |
| 235,4502.16,0.26677,0.19398,0.11568,0.67094,0.87136,0.41862,0.2748,0,0.00554679,0.00554679,0.00554679 | |
| 236,4521.28,0.27961,0.19186,0.12001,0.67122,0.87108,0.41209,0.27329,0,0.00551584,0.00551584,0.00551584 | |
| 237,4540.34,0.27936,0.19051,0.12126,0.66937,0.8728,0.41182,0.27393,0,0.00548486,0.00548486,0.00548486 | |
| 238,4559.21,0.2922,0.18979,0.12567,0.6699,0.87256,0.41784,0.2715,0,0.00545387,0.00545387,0.00545387 | |
| 239,4578.18,0.27802,0.19797,0.12038,0.67162,0.87259,0.42195,0.26833,0,0.00542287,0.00542287,0.00542287 | |
| 240,4597.15,0.26851,0.18545,0.11583,0.67075,0.87289,0.42137,0.27114,0,0.00539185,0.00539185,0.00539185 | |
| 241,4616.26,0.26262,0.19257,0.11358,0.66657,0.87068,0.43803,0.27227,0,0.00536081,0.00536081,0.00536081 | |
| 242,4635.51,0.29132,0.19706,0.12273,0.66168,0.86971,0.44037,0.27748,0,0.00532977,0.00532977,0.00532977 | |
| 243,4654.82,0.28561,0.20778,0.12172,0.66621,0.86836,0.43394,0.27384,0,0.00529871,0.00529871,0.00529871 | |
| 244,4673.94,0.25193,0.17988,0.11118,0.66823,0.87024,0.42649,0.27006,0,0.00526764,0.00526764,0.00526764 | |
| 245,4692.91,0.24761,0.18026,0.10774,0.67262,0.87225,0.43377,0.26465,0,0.00523657,0.00523657,0.00523657 | |
| 246,4712.17,0.27397,0.19875,0.11791,0.67387,0.87266,0.42415,0.26499,0,0.00520548,0.00520548,0.00520548 | |
| 247,4731.21,0.25247,0.17811,0.11012,0.66999,0.87005,0.42022,0.26878,0,0.00517439,0.00517439,0.00517439 | |
| 248,4750.1,0.26058,0.18313,0.11393,0.67095,0.8711,0.41753,0.27121,0,0.0051433,0.0051433,0.0051433 | |
| 249,4769.23,0.25255,0.18587,0.11039,0.67421,0.87309,0.41252,0.27026,0,0.0051122,0.0051122,0.0051122 | |
| 250,4788.37,0.28408,0.19523,0.12218,0.66853,0.87145,0.42006,0.27616,0,0.0050811,0.0050811,0.0050811 | |
| 251,4807.59,0.31457,0.20543,0.13338,0.67337,0.87257,0.41353,0.26888,0,0.00505,0.00505,0.00505 | |
| 252,4826.76,0.28494,0.20057,0.12182,0.67626,0.8745,0.41517,0.26715,0,0.0050189,0.0050189,0.0050189 | |
| 253,4845.76,0.24938,0.18991,0.10882,0.67444,0.87464,0.41105,0.26888,0,0.0049878,0.0049878,0.0049878 | |
| 254,4864.59,0.26101,0.18298,0.11318,0.66928,0.87247,0.42558,0.27184,0,0.0049567,0.0049567,0.0049567 | |
| 255,4883.46,0.26404,0.18658,0.1139,0.67421,0.87586,0.41557,0.26724,0,0.00492561,0.00492561,0.00492561 | |
| 256,4902.69,0.25568,0.1849,0.11081,0.67472,0.87406,0.42456,0.26601,0,0.00489452,0.00489452,0.00489452 | |
| 257,4921.88,0.26085,0.1789,0.11234,0.67473,0.87422,0.42393,0.26655,0,0.00486343,0.00486343,0.00486343 | |
| 258,4940.9,0.26868,0.19893,0.11542,0.67371,0.87543,0.42111,0.2676,0,0.00483236,0.00483236,0.00483236 | |
| 259,4960.06,0.27042,0.19453,0.11794,0.6722,0.87501,0.42053,0.26667,0,0.00480129,0.00480129,0.00480129 | |
| 260,4979.17,0.25596,0.18607,0.11159,0.67392,0.87371,0.42422,0.26551,0,0.00477023,0.00477023,0.00477023 | |
| 261,4997.96,0.26468,0.17707,0.11284,0.67016,0.87174,0.42392,0.2705,0,0.00473919,0.00473919,0.00473919 | |
| 262,5016.94,0.26532,0.18552,0.11381,0.67012,0.87258,0.42189,0.27201,0,0.00470815,0.00470815,0.00470815 | |
| 263,5035.85,0.24847,0.18021,0.10985,0.67425,0.87212,0.41785,0.27029,0,0.00467713,0.00467713,0.00467713 | |
| 264,5055.06,0.27121,0.19259,0.1188,0.6759,0.8728,0.41345,0.26897,0,0.00464613,0.00464613,0.00464613 | |