Instructions to use Subh775/Dis-Seg-Former with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Subh775/Dis-Seg-Former with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-segmentation", model="Subh775/Dis-Seg-Former")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Subh775/Dis-Seg-Former", dtype="auto") - Notebooks
- Google Colab
- Kaggle
| epoch,step,train/cardinality_error,train/cardinality_error_0,train/cardinality_error_1,train/cardinality_error_2,train/cardinality_error_enc,train/class_error,train/loss,train/loss_bbox,train/loss_bbox_0,train/loss_bbox_1,train/loss_bbox_2,train/loss_bbox_enc,train/loss_ce,train/loss_ce_0,train/loss_ce_1,train/loss_ce_2,train/loss_ce_enc,train/loss_giou,train/loss_giou_0,train/loss_giou_1,train/loss_giou_2,train/loss_giou_enc,train/loss_mask_ce,train/loss_mask_ce_0,train/loss_mask_ce_1,train/loss_mask_ce_2,train/loss_mask_ce_enc,train/loss_mask_dice,train/loss_mask_dice_0,train/loss_mask_dice_1,train/loss_mask_dice_2,train/loss_mask_dice_enc,train/lr,train/lr_max,train/lr_min,val/AP/Leaf Diseases,val/F1,val/ema_mAP_50,val/ema_mAP_50_95,val/ema_mAR,val/ema_segm_mAP_50,val/ema_segm_mAP_50_95,val/loss,val/mAP_50,val/mAP_50_95,val/mAP_75,val/mAR,val/precision,val/recall,val/segm_mAP_50,val/segm_mAP_50_95 | |
| 0,49,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 0,99,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 0,149,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 0,153,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.30970683693885803,0.5402976870536804,0.6336830258369446,0.31781861186027527,0.48366886377334595,0.5443888902664185,0.22762414813041687,31.032146453857422,0.618833065032959,0.30970683693885803,0.26442307233810425,0.48126912117004395,0.6450603604316711,0.4648091495037079,0.4997289478778839,0.20702330768108368 | |
| 0,153,1289.662353515625,1287.039794921875,1287.06494140625,1288.849853515625,1289.1436767578125,0.09627439081668854,32.47704315185547,0.06154510751366615,0.06909503787755966,0.0655469000339508,0.0639837309718132,0.07949250191450119,0.7667392492294312,0.8065637946128845,0.7726864814758301,0.7653451561927795,0.7806776762008667,0.3920120298862457,0.41128650307655334,0.40378692746162415,0.3974880874156952,0.43683019280433655,0.05576213449239731,0.0615670420229435,0.0577806681394577,0.05714526027441025,0.06727656722068787,0.21624954044818878,0.2297491878271103,0.22236189246177673,0.2192455381155014,0.26003625988960266,,,,,,,,,,,,,,,,,,, | |
| 1,199,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 1,249,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 1,299,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 1,307,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.35046181082725525,0.6146543622016907,0.6806293725967407,0.3527435064315796,0.49835723638534546,0.5951617360115051,0.26261162757873535,29.54300308227539,0.6765824556350708,0.35046181082725525,0.31427663564682007,0.4982444941997528,0.6621420383453369,0.5735223293304443,0.5794503092765808,0.25462624430656433 | |
| 1,307,1291.3507080078125,1291.35302734375,1291.35302734375,1291.23046875,1291.35302734375,-4.95415235945984e-07,31.169151306152344,0.04854569584131241,0.05405314639210701,0.05201413854956627,0.04974185302853584,0.0639953538775444,0.7649089694023132,0.8320955634117126,0.7762725353240967,0.7646238803863525,0.7936658263206482,0.35328853130340576,0.37115031480789185,0.3651788830757141,0.3586713969707489,0.394223153591156,0.047390300780534744,0.05086091533303261,0.04920338839292526,0.048589713871479034,0.057731859385967255,0.19558511674404144,0.20683452486991882,0.20099863409996033,0.19768854975700378,0.242028146982193,,,,,,,,,,,,,,,,,,, | |
| 2,349,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 2,399,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 2,449,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 2,461,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.358549565076828,0.6304404735565186,0.7078481316566467,0.37178635597229004,0.5094218254089355,0.6191334128379822,0.27419260144233704,28.89344024658203,0.69927579164505,0.358549565076828,0.31151798367500305,0.4954259991645813,0.6875951290130615,0.582058310508728,0.600896418094635,0.26550546288490295 | |
| 2,461,1291.36767578125,1291.36767578125,1291.36767578125,1291.3011474609375,1291.36767578125,-1.0651427828634041e-06,29.947256088256836,0.04374561831355095,0.04812214523553848,0.04629436880350113,0.04471516236662865,0.05661255493760109,0.7316612005233765,0.8135899305343628,0.7460771799087524,0.7337465286254883,0.7729285955429077,0.3454594612121582,0.36106982827186584,0.35460972785949707,0.3501816987991333,0.3814179599285126,0.043499335646629333,0.04629260674118996,0.04518352076411247,0.044399287551641464,0.05295119807124138,0.18802200257778168,0.1984371542930603,0.19269375503063202,0.19041578471660614,0.23296484351158142,,,,,,,,,,,,,,,,,,, | |
| 3,499,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 3,549,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 3,599,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 3,615,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.36747676134109497,0.646746814250946,0.7270681262016296,0.3865228593349457,0.5161378383636475,0.6315353512763977,0.2821123003959656,28.35497283935547,0.7123875617980957,0.36747676134109497,0.3284333050251007,0.4975680410861969,0.716833233833313,0.589144766330719,0.6203654408454895,0.27700290083885193 | |
| 3,615,1291.5291748046875,1291.5340576171875,1291.5340576171875,1291.5284423828125,1291.5340576171875,-8.669766771163268e-07,28.174427032470703,0.03918766602873802,0.04323930665850639,0.041327595710754395,0.03997447341680527,0.052128709852695465,0.6959500312805176,0.7814403176307678,0.7112786173820496,0.6974539756774902,0.7362155914306641,0.3180704116821289,0.332002729177475,0.32554182410240173,0.3213123083114624,0.35301023721694946,0.040147844702005386,0.042090076953172684,0.04112511873245239,0.04061137139797211,0.047723524272441864,0.17394818365573883,0.18314500153064728,0.1786864548921585,0.17488737404346466,0.21434828639030457,,,,,,,,,,,,,,,,,,, | |
| 4,649,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 4,699,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 4,749,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 4,769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.37803852558135986,0.6598198413848877,0.742792546749115,0.3980181813240051,0.5200031995773315,0.6409782767295837,0.2889079451560974,28.017139434814453,0.718958854675293,0.37803852558135986,0.3452737331390381,0.5056047439575195,0.7487221360206604,0.5897890329360962,0.6351538896560669,0.28675636649131775 | |
| 4,769,1291.42529296875,1291.427001953125,1291.427001953125,1291.4237060546875,1291.427001953125,-1.1146842098241905e-06,28.2629451751709,0.039218124002218246,0.043342284858226776,0.04159635677933693,0.04038826376199722,0.052220288664102554,0.6884267926216125,0.7818560004234314,0.709323525428772,0.6937931180000305,0.7389292120933533,0.3239733576774597,0.3406379818916321,0.3334520161151886,0.32989081740379333,0.3605861961841583,0.03900019824504852,0.04106724262237549,0.03987117111682892,0.039290327578783035,0.047927942126989365,0.17703841626644135,0.18468676507472992,0.18096007406711578,0.1786007583141327,0.2196376621723175,,,,,,,,,,,,,,,,,,, | |
| 5,799,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 5,849,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 5,899,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 5,923,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.3948307931423187,0.6712647676467896,0.7541877627372742,0.40756040811538696,0.5253341794013977,0.6577836871147156,0.29843786358833313,27.637208938598633,0.7373921275138855,0.3948307931423187,0.3624664545059204,0.5169270634651184,0.7562058568000793,0.6034788489341736,0.6414012312889099,0.2881928086280823 | |
| 5,923,1291.1915283203125,1291.1964111328125,1291.1964111328125,1291.1964111328125,1291.1964111328125,-8.422059067925147e-07,27.572059631347656,0.0373767614364624,0.04119879752397537,0.03966566175222397,0.038280732929706573,0.05017952620983124,0.6693642139434814,0.7682619690895081,0.6893392205238342,0.6706961989402771,0.7243474721908569,0.3149178624153137,0.32908153533935547,0.32348525524139404,0.3190118968486786,0.35168200731277466,0.03834511712193489,0.040053803473711014,0.039365869015455246,0.03866013139486313,0.04608164727687836,0.17501093447208405,0.18260537087917328,0.17841599881649017,0.1759110689163208,0.2159784734249115,,,,,,,,,,,,,,,,,,, | |
| 6,949,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 6,999,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 6,1049,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 6,1077,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.40004727244377136,0.660254716873169,0.7589585781097412,0.414050817489624,0.5265421271324158,0.6667910814285278,0.3064342439174652,27.259552001953125,0.7454966902732849,0.40004727244377136,0.3675203025341034,0.51654052734375,0.7384462356567383,0.5970365405082703,0.6260820627212524,0.2776470184326172 | |
| 6,1077,1291.991943359375,1291.99755859375,1291.98046875,1291.979736328125,1291.99755859375,-9.90830471891968e-07,25.994661331176758,0.03605230897665024,0.040565963834524155,0.03860658034682274,0.03725181892514229,0.04864008352160454,0.6253789663314819,0.7183803915977478,0.6426913142204285,0.6274896860122681,0.6887073516845703,0.29692885279655457,0.3120144307613373,0.3057062327861786,0.30227789282798767,0.33128681778907776,0.03852986544370651,0.04026364907622337,0.0394950807094574,0.03932284563779831,0.046026382595300674,0.16492392122745514,0.17038284242153168,0.1678905487060547,0.1663299947977066,0.20271652936935425,,,,,,,,,,,,,,,,,,, | |
| 7,1099,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 7,1149,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 7,1199,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 7,1231,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.40221497416496277,0.6868470311164856,0.7646149396896362,0.4190952479839325,0.5293928384780884,0.6736571192741394,0.3105432987213135,27.424890518188477,0.7509275674819946,0.40221497416496277,0.36796504259109497,0.5169270634651184,0.7707414627075195,0.6194233894348145,0.6577642560005188,0.3006817698478699 | |
| 7,1231,1291.227294921875,1291.22802734375,1291.22802734375,1291.219970703125,1291.22802734375,-8.917473905967199e-07,26.84869384765625,0.03442074730992317,0.03728453069925308,0.03593701869249344,0.03501300886273384,0.04502096399664879,0.6540449857711792,0.7577844858169556,0.6781215667724609,0.6587939858436584,0.7229292988777161,0.30554139614105225,0.3156040608882904,0.3102128505706787,0.3084142208099365,0.3355977237224579,0.03597302734851837,0.03745173290371895,0.03700081259012222,0.036102600395679474,0.04314975067973137,0.16801178455352783,0.1737384796142578,0.1708965003490448,0.16873934864997864,0.20917727053165436,,,,,,,,,,,,,,,,,,, | |
| 8,1249,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 8,1299,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 8,1349,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 8,1385,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.4135870933532715,0.6894935965538025,0.7702282071113586,0.42463332414627075,0.5317764282226562,0.6724371314048767,0.3122144639492035,26.890207290649414,0.7581084966659546,0.4135870933532715,0.3865887522697449,0.5270091891288757,0.7825731039047241,0.6162022948265076,0.6626535654067993,0.30451032519340515 | |
| 8,1385,1291.39453125,1291.3985595703125,1291.3985595703125,1291.395263671875,1291.3985595703125,-1.1146842098241905e-06,25.794025421142578,0.033681146800518036,0.03721436858177185,0.03529733791947365,0.034427907317876816,0.045992396771907806,0.6219692826271057,0.7207320928573608,0.6439127922058105,0.6254580020904541,0.6880250573158264,0.29645517468452454,0.3102191090583801,0.3035300374031067,0.2999858856201172,0.3322826325893402,0.03529384359717369,0.0366855151951313,0.036077216267585754,0.035630304366350174,0.04271148890256882,0.16251599788665771,0.17070868611335754,0.1665671020746231,0.16324743628501892,0.2056664526462555,,,,,,,,,,,,,,,,,,, | |
| 9,1399,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 9,1449,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 9,1499,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 9,1539,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.4159665107727051,0.6997079253196716,0.7799381613731384,0.43196719884872437,0.5356740355491638,0.682684600353241,0.317553848028183,26.519113540649414,0.7611580491065979,0.4159665107727051,0.3861904740333557,0.5261072516441345,0.7766208052635193,0.6366564631462097,0.678381621837616,0.3134823143482208 | |
| 9,1539,1291.6890869140625,1291.7257080078125,1291.7264404296875,1291.715087890625,1291.7288818359375,-1.1394549801480025e-06,25.21316146850586,0.033762335777282715,0.03703623265028,0.035466697067022324,0.0345267653465271,0.04464500769972801,0.6060163378715515,0.7027211785316467,0.6273266077041626,0.6098076701164246,0.6742486953735352,0.29544180631637573,0.30824753642082214,0.30180293321609497,0.2974431812763214,0.32528507709503174,0.03466285392642021,0.036523763090372086,0.035374581813812256,0.03498392179608345,0.04263734072446823,0.15763606131076813,0.16434431076049805,0.16147980093955994,0.1594361811876297,0.19870764017105103,,,,,,,,,,,,,,,,,,, | |
| 10,1549,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 10,1599,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 10,1649,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 10,1693,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.4195510149002075,0.6884299516677856,0.7798097729682922,0.43155041337013245,0.535368025302887,0.6839687824249268,0.31897902488708496,26.093172073364258,0.7694909572601318,0.4195510149002075,0.3879316747188568,0.5255113840103149,0.7821721434593201,0.6147527694702148,0.6570225954055786,0.30447232723236084 | |
| 10,1693,1291.7508544921875,1291.758056640625,1291.7564697265625,1291.7467041015625,1291.758056640625,-9.90830471891968e-07,24.698020935058594,0.03241686522960663,0.03576570004224777,0.03422319144010544,0.03311433643102646,0.04426747187972069,0.5964726805686951,0.6878277063369751,0.6155171990394592,0.5999220609664917,0.6525152921676636,0.2839401662349701,0.29547542333602905,0.2901468276977539,0.28656715154647827,0.3158368468284607,0.03488880768418312,0.036608703434467316,0.03567195683717728,0.035198770463466644,0.04206054285168648,0.15685352683067322,0.16319504380226135,0.15961694717407227,0.15762551128864288,0.19705608487129211,,,,,,,,,,,,,,,,,,, | |
| 11,1699,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 11,1749,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 11,1799,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 11,1847,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.4192490577697754,0.7122340202331543,0.7845534682273865,0.4362376928329468,0.5409727692604065,0.6873515844345093,0.31945058703422546,26.368528366088867,0.7675713300704956,0.4192490577697754,0.3886373043060303,0.5294894576072693,0.7921514511108398,0.6469640731811523,0.6903473734855652,0.32227277755737305 | |
| 11,1847,1291.741943359375,1291.7451171875,1291.7410888671875,1291.73046875,1291.7459716796875,-9.16518160920532e-07,24.900020599365234,0.03219594806432724,0.03562379255890846,0.03418540954589844,0.03310976177453995,0.04424199461936951,0.601871907711029,0.6934361457824707,0.620116114616394,0.6063047051429749,0.6562522053718567,0.28181180357933044,0.2955170273780823,0.2906929850578308,0.28657200932502747,0.31523168087005615,0.035841651260852814,0.03750377148389816,0.03668733686208725,0.036414287984371185,0.04300602525472641,0.15844081342220306,0.1656855344772339,0.16276925802230835,0.1604030281305313,0.19798558950424194,,,,,,,,,,,,,,,,,,, | |
| 12,1849,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 12,1899,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 12,1949,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 12,1999,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 12,2001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.42487862706184387,0.6952295303344727,0.78667151927948,0.4386879503726959,0.5421162843704224,0.6879128813743591,0.3214484751224518,26.1407413482666,0.7753257751464844,0.42487862706184387,0.40110912919044495,0.5299404263496399,0.7880024313926697,0.6220003366470337,0.6687901020050049,0.3069206178188324 | |
| 12,2001,1291.9010009765625,1291.9058837890625,1291.902587890625,1291.8887939453125,1291.9058837890625,-1.2385380614432506e-06,24.418481826782227,0.030772846192121506,0.03435233607888222,0.032714515924453735,0.031609777361154556,0.04247378557920456,0.59031081199646,0.6917718052864075,0.6138715147972107,0.5947673916816711,0.655014157295227,0.2736895978450775,0.2858457565307617,0.2814423739910126,0.2769961655139923,0.3058168590068817,0.033449359238147736,0.03519383445382118,0.034286245703697205,0.03365844115614891,0.04030303657054901,0.15423139929771423,0.16074977815151215,0.15732908248901367,0.1545785367488861,0.19274470210075378,,,,,,,,,,,,,,,,,,, | |
| 13,2049,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 13,2099,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 13,2149,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 13,2155,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.41623905301094055,0.7107838988304138,0.7908803820610046,0.44148382544517517,0.5420196652412415,0.6914272904396057,0.3244766294956207,25.984403610229492,0.7750558853149414,0.41623905301094055,0.3876747190952301,0.5198904871940613,0.8031655550003052,0.6374617218971252,0.6873461604118347,0.322268545627594 | |
| 13,2155,1291.7353515625,1291.7353515625,1291.734619140625,1291.6875,1291.7353515625,-9.66059701568156e-07,24.011001586914062,0.030177850276231766,0.03354298323392868,0.031825825572013855,0.03071402572095394,0.04217807948589325,0.5772160291671753,0.6772609353065491,0.6011759042739868,0.5811213254928589,0.6419320702552795,0.2788468599319458,0.28951093554496765,0.2853047549724579,0.28120875358581543,0.3095129728317261,0.0330083929002285,0.03486967459321022,0.033812399953603745,0.033035799860954285,0.04057763144373894,0.15064118802547455,0.1566520780324936,0.153762549161911,0.15109609067440033,0.18984666466712952,,,,,,,,,,,,,,,,,,, | |
| 14,2199,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 14,2249,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 14,2299,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 14,2309,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.4301953911781311,0.7035425901412964,0.7946074604988098,0.4443921148777008,0.5419068932533264,0.6984958648681641,0.3280183672904968,25.99357795715332,0.7875017523765564,0.4301953911781311,0.4002722203731537,0.5309067368507385,0.7839335203170776,0.6381059885025024,0.6763229370117188,0.31291472911834717 | |
| 14,2309,1291.612060546875,1291.6136474609375,1291.6136474609375,1291.572265625,1291.615234375,-6.935813416930614e-07,24.419578552246094,0.030410533770918846,0.03425539657473564,0.032335180789232254,0.03104500286281109,0.04394423961639404,0.5894983410835266,0.6801031231880188,0.6094270944595337,0.5945862531661987,0.6499036550521851,0.2848063111305237,0.2964334785938263,0.2920602858066559,0.2876136898994446,0.31780746579170227,0.032785844057798386,0.03446676954627037,0.03348178043961525,0.03289683908224106,0.040439411997795105,0.15517157316207886,0.16046759486198425,0.15762676298618317,0.15504473447799683,0.19453847408294678,,,,,,,,,,,,,,,,,,, | |
| 15,2349,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 15,2399,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 15,2449,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 15,2463,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.42830538749694824,0.7022078633308411,0.7943457365036011,0.44505199790000916,0.5417941808700562,0.6990920305252075,0.3287733197212219,25.73213005065918,0.7859033346176147,0.42830538749694824,0.3950408399105072,0.5311000347137451,0.7930265665054321,0.6300531625747681,0.6680231690406799,0.3108392357826233 | |
| 15,2463,1291.544677734375,1291.547119140625,1291.5462646484375,1291.537353515625,1291.547119140625,-1.1642257504718145e-06,24.669971466064453,0.031461797654628754,0.03510092943906784,0.033415500074625015,0.03240366652607918,0.045059818774461746,0.5931165814399719,0.6989941000938416,0.6141502857208252,0.597974956035614,0.6613708734512329,0.2813625931739807,0.29226383566856384,0.28859978914260864,0.28453531861305237,0.3142404556274414,0.03347000852227211,0.0350324921309948,0.03422871604561806,0.0338752418756485,0.04051433131098747,0.15498287975788116,0.16174612939357758,0.15968908369541168,0.15721504390239716,0.19579046964645386,,,,,,,,,,,,,,,,,,, | |
| 16,2499,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 16,2549,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 16,2599,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 16,2617,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.43587496876716614,0.7220028638839722,0.8031627535820007,0.4489564597606659,0.5438073873519897,0.7036727666854858,0.3321852684020996,25.797042846679688,0.7890810966491699,0.43587496876716614,0.40932339429855347,0.5392655730247498,0.8151975870132446,0.6479304432868958,0.6875944137573242,0.32236725091934204 | |
| 16,2617,1291.3782958984375,1291.37744140625,1291.3782958984375,1291.3782958984375,1291.3782958984375,-8.669766771163268e-07,24.780838012695312,0.03095126710832119,0.034659430384635925,0.0327366404235363,0.03160887584090233,0.04460887238383293,0.5939428210258484,0.7009721994400024,0.6161254048347473,0.5970792174339294,0.6604427099227905,0.28845852613449097,0.3020685911178589,0.2963566482067108,0.29169511795043945,0.32425662875175476,0.03307802975177765,0.034970805048942566,0.033895641565322876,0.03310424089431763,0.04105185344815254,0.1566343754529953,0.16275043785572052,0.1587608903646469,0.15695105493068695,0.20070840418338776,,,,,,,,,,,,,,,,,,, | |
| 17,2649,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 17,2699,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 17,2749,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 17,2771,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.43911534547805786,0.7168529033660889,0.8047260046005249,0.4532963037490845,0.5468191504478455,0.7019104361534119,0.33239588141441345,25.5489444732666,0.7922585010528564,0.43911534547805786,0.41570818424224854,0.5360444784164429,0.8056672215461731,0.6456756591796875,0.6874757409095764,0.32097122073173523 | |
| 17,2771,1291.4439697265625,1291.4415283203125,1291.4423828125,1291.4423828125,1291.447998046875,-9.66059701568156e-07,24.183942794799805,0.02930542640388012,0.033164456486701965,0.031348489224910736,0.030273782089352608,0.0424935519695282,0.5781204104423523,0.6867790222167969,0.6000829339027405,0.5820925235748291,0.6531595587730408,0.2823008894920349,0.2961370348930359,0.29074785113334656,0.28596413135528564,0.31847962737083435,0.03223950043320656,0.034037671983242035,0.03289971128106117,0.03246907889842987,0.03967210650444031,0.1515788584947586,0.15839388966560364,0.15494289994239807,0.15215712785720825,0.19212710857391357,,,,,,,,,,,,,,,,,,, | |
| 18,2799,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 18,2849,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 18,2899,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 18,2925,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.436800092458725,0.7283154129981995,0.8075608611106873,0.4552357494831085,0.5472056865692139,0.7074729800224304,0.3344852030277252,25.548616409301758,0.7910363674163818,0.436800092458725,0.4148384928703308,0.533805787563324,0.820844292640686,0.6545337438583374,0.7044506072998047,0.3322056233882904 | |
| 18,2925,1291.512939453125,1291.512939453125,1291.5113525390625,1291.4991455078125,1291.512939453125,-7.183520551734546e-07,24.601863861083984,0.031008725985884666,0.034311626106500626,0.032729342579841614,0.031722553074359894,0.04222008213400841,0.5881755948066711,0.6913968920707703,0.6144359707832336,0.5924285054206848,0.659143328666687,0.2851771414279938,0.2976019084453583,0.2924342155456543,0.28799402713775635,0.3172977566719055,0.0332738496363163,0.034801315516233444,0.03390713408589363,0.03343789279460907,0.0405760295689106,0.15680432319641113,0.1636372059583664,0.15943853557109833,0.15772375464439392,0.19699877500534058,,,,,,,,,,,,,,,,,,, | |
| 19,2949,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 19,2999,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 19,3049,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.999999747378752e-05,9.999999747378752e-05,3.232564267818816e-06,,,,,,,,,,,,,,,, | |
| 19,3079,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.4378165900707245,0.7284155488014221,0.8111637234687805,0.45821118354797363,0.5495731830596924,0.7091159224510193,0.33626359701156616,25.38936996459961,0.7964076995849609,0.4378165900707245,0.4077358543872833,0.5350781083106995,0.7952725887298584,0.6719278693199158,0.6924266219139099,0.3291807174682617 | |
| 19,3079,1291.517822265625,1291.719970703125,1291.844970703125,1291.79296875,1291.849853515625,-8.669766771163268e-07,23.431203842163086,0.028183767572045326,0.03152860701084137,0.02975512109696865,0.028759723529219627,0.03994253650307655,0.5625207424163818,0.659018337726593,0.5808969736099243,0.5653594732284546,0.6332157254219055,0.2726138234138489,0.28285300731658936,0.2785445749759674,0.27435991168022156,0.3023289740085602,0.031052730977535248,0.032909587025642395,0.03207913413643837,0.03147444874048233,0.03782498091459274,0.14952142536640167,0.15578192472457886,0.1532992422580719,0.1510028839111328,0.187832772731781,,,,,,,,,,,,,,,,,,, | |