ESP32 now publishes on broker
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rpi/training/result/corners-training/BoxF1_curve.png
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rpi/training/result/corners-training/BoxPR_curve.png
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rpi/training/result/corners-training/BoxR_curve.png
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rpi/training/result/corners-training/PoseF1_curve.png
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rpi/training/result/corners-training/PosePR_curve.png
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rpi/training/result/corners-training/PoseP_curve.png
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rpi/training/result/corners-training/PoseR_curve.png
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106
rpi/training/result/corners-training/args.yaml
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|
||||
task: pose
|
||||
mode: train
|
||||
model: models/yolo11n-pose.pt
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||||
data: ./datasets/corners/data.yaml
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||||
epochs: 150
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||||
time: null
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||||
patience: 20
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batch: 12
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imgsz: 640
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save: true
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save_period: 25
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||||
cache: false
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device: '0'
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workers: 8
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project: result
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||||
name: corners-training
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exist_ok: true
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pretrained: true
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optimizer: auto
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verbose: true
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seed: 0
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deterministic: true
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single_cls: false
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close_mosaic: 10
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amp: true
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profile: false
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freeze: null
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multi_scale: false
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compile: false
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overlap_mask: true
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mask_ratio: 4
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dropout: 0.0
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val: true
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split: val
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save_json: false
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conf: null
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iou: 0.7
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max_det: 300
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half: false
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dnn: false
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plots: true
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source: null
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vid_stride: 1
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stream_buffer: false
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visualize: false
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augment: false
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agnostic_nms: false
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classes: null
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embed: null
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save_txt: false
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show_labels: true
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show_conf: true
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show_boxes: true
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line_width: null
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format: torchscript
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keras: false
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optimize: false
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int8: false
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dynamic: false
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simplify: true
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opset: null
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workspace: null
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nms: false
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lr0: 0.01
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lrf: 0.01
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momentum: 0.937
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weight_decay: 0.0005
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warmup_epochs: 3.0
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warmup_momentum: 0.8
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warmup_bias_lr: 0.1
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box: 7.5
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cls: 0.5
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dfl: 1.5
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pose: 12.0
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kobj: 1.0
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nbs: 64
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hsv_h: 0.015
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hsv_s: 0.7
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hsv_v: 0.4
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degrees: 0.0
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translate: 0.1
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scale: 0.5
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shear: 0.0
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perspective: 0.0
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flipud: 0.0
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fliplr: 0.5
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bgr: 0.0
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mosaic: 1.0
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mixup: 0.0
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cutmix: 0.0
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copy_paste: 0.0
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copy_paste_mode: flip
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auto_augment: randaugment
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erasing: 0.4
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cfg: null
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tracker: botsort.yaml
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save_dir: C:\Users\Laurent\Desktop\board-mate\rpi\training\result\corners-training
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||||
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rpi/training/result/corners-training/confusion_matrix.png
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rpi/training/result/corners-training/labels.jpg
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123
rpi/training/result/corners-training/results.csv
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epoch,time,train/box_loss,train/pose_loss,train/kobj_loss,train/cls_loss,train/dfl_loss,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),metrics/precision(P),metrics/recall(P),metrics/mAP50(P),metrics/mAP50-95(P),val/box_loss,val/pose_loss,val/kobj_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2
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|
||||
51,1993.55,0.23827,0.29298,0.11593,0.1822,0.94408,0.99938,1,0.995,0.97526,0.96387,0.96447,0.97424,0.93482,0.31133,0.4847,0.0533,0.15991,0.72714,0.00134,0.00134,0.00134
|
||||
52,2030.55,0.23563,0.28018,0.11237,0.18133,0.94868,0.99983,1,0.995,0.97096,0.97699,0.97716,0.98402,0.96395,0.31517,0.44986,0.07793,0.20216,0.74575,0.0013268,0.0013268,0.0013268
|
||||
53,2066.75,0.23384,0.29695,0.11892,0.1789,0.94541,0.99984,1,0.995,0.97256,0.95927,0.95939,0.97009,0.79479,0.26033,1.10111,0.12698,0.1648,0.69885,0.0013136,0.0013136,0.0013136
|
||||
54,2102.91,0.23152,0.2776,0.11114,0.18141,0.94411,0.99982,1,0.995,0.97631,0.97198,0.97208,0.97655,0.95527,0.3197,0.43438,0.03767,0.3008,0.73837,0.0013004,0.0013004,0.0013004
|
||||
55,2138.82,0.23046,0.26741,0.10828,0.17577,0.94546,0.99985,1,0.995,0.98041,0.98209,0.98223,0.98877,0.96507,0.2604,0.35929,0.04404,0.16826,0.69072,0.0012872,0.0012872,0.0012872
|
||||
56,2174.67,0.22749,0.26357,0.10458,0.17443,0.94552,0.99975,1,0.995,0.97582,0.97692,0.97716,0.98358,0.94576,0.27214,0.35448,0.29325,0.15032,0.69325,0.001274,0.001274,0.001274
|
||||
57,2210.82,0.22765,0.24893,0.10514,0.17317,0.94568,0.99984,1,0.995,0.97058,0.97701,0.97716,0.98411,0.95634,0.2492,0.34523,0.04154,0.14017,0.65436,0.0012608,0.0012608,0.0012608
|
||||
58,2247.23,0.22911,0.25326,0.09969,0.17453,0.94687,0.99984,1,0.995,0.96941,0.94401,0.94416,0.93237,0.80447,0.29883,0.53882,0.09426,0.15442,0.70813,0.0012476,0.0012476,0.0012476
|
||||
59,2283.26,0.22888,0.26267,0.09782,0.17675,0.94686,0.99978,1,0.995,0.96272,0.99475,0.99492,0.99497,0.93516,0.26397,0.43593,0.04185,0.16742,0.68021,0.0012344,0.0012344,0.0012344
|
||||
60,2318.97,0.23292,0.25173,0.09804,0.17627,0.94668,0.99981,1,0.995,0.97242,0.97951,0.9797,0.98016,0.94961,0.27568,0.35899,0.0853,0.1925,0.70429,0.0012212,0.0012212,0.0012212
|
||||
61,2356.26,0.22807,0.24696,0.10027,0.17422,0.94721,0.99983,1,0.995,0.9662,0.97953,0.9797,0.97445,0.93525,0.23848,0.40063,0.07996,0.16476,0.66578,0.001208,0.001208,0.001208
|
||||
62,2392.87,0.22747,0.2581,0.10249,0.17503,0.95321,0.9996,1,0.995,0.97074,0.9793,0.9797,0.97513,0.94557,0.26975,0.39598,0.05737,0.15921,0.68649,0.0011948,0.0011948,0.0011948
|
||||
63,2428.91,0.22766,0.24132,0.09611,0.17477,0.94303,0.99971,1,0.995,0.96235,0.97941,0.9797,0.97348,0.93612,0.2428,0.35819,0.039,0.15311,0.66118,0.0011816,0.0011816,0.0011816
|
||||
64,2465.95,0.22517,0.21765,0.09105,0.17103,0.94599,0.9998,1,0.995,0.96668,0.98457,0.98477,0.9841,0.94901,0.2771,0.36874,0.06648,0.15681,0.67964,0.0011684,0.0011684,0.0011684
|
||||
65,2503.83,0.22064,0.21802,0.09219,0.1702,0.9411,0.99979,1,0.995,0.97612,0.96442,0.96447,0.96162,0.91155,0.24653,0.68639,0.14368,0.18795,0.66392,0.0011552,0.0011552,0.0011552
|
||||
66,2541.56,0.22615,0.23008,0.09458,0.17335,0.94477,0.99964,1,0.995,0.9735,0.98188,0.98223,0.98454,0.91693,0.29998,0.56021,0.03456,0.16208,0.7394,0.001142,0.001142,0.001142
|
||||
67,2579.34,0.21895,0.22134,0.09177,0.17007,0.9393,0.9998,1,0.995,0.96791,0.98965,0.98985,0.98513,0.95475,0.29002,0.41934,0.04548,0.19376,0.70637,0.0011288,0.0011288,0.0011288
|
||||
68,2615.21,0.21973,0.1919,0.08678,0.1709,0.93963,0.99978,1,0.995,0.96724,0.98202,0.98223,0.98349,0.90306,0.26922,0.61318,0.10111,0.20667,0.69965,0.0011156,0.0011156,0.0011156
|
||||
69,2650.96,0.2166,0.22402,0.0907,0.16562,0.93782,0.99982,1,0.995,0.97324,0.97191,0.97208,0.98134,0.94279,0.28298,0.46992,0.04373,0.21881,0.71916,0.0011024,0.0011024,0.0011024
|
||||
70,2686.79,0.21906,0.20668,0.08299,0.16491,0.93901,0.99965,1,0.995,0.96212,0.98442,0.98477,0.98336,0.96374,0.26579,0.35204,0.08746,0.16889,0.68702,0.0010892,0.0010892,0.0010892
|
||||
71,2724.45,0.21016,0.19774,0.08291,0.1634,0.93385,0.9997,1,0.995,0.96475,0.98198,0.98223,0.98332,0.94531,0.27078,0.51252,0.04689,0.18894,0.70118,0.001076,0.001076,0.001076
|
||||
72,2760.19,0.2149,0.20865,0.08638,0.16158,0.9367,0.99985,1,0.995,0.97249,0.98722,0.98731,0.99049,0.97898,0.28486,0.2826,0.03408,0.18064,0.71769,0.0010628,0.0010628,0.0010628
|
||||
73,2795.77,0.21372,0.18585,0.07757,0.16098,0.93502,0.99985,1,0.995,0.96926,0.98463,0.98477,0.98439,0.96686,0.23842,0.32887,0.03542,0.16675,0.67708,0.0010496,0.0010496,0.0010496
|
||||
74,2832.16,0.21219,0.19808,0.08108,0.16174,0.93811,0.99981,1,0.995,0.97396,0.98204,0.98223,0.98686,0.96267,0.25053,0.38738,0.04021,0.16226,0.66394,0.0010364,0.0010364,0.0010364
|
||||
75,2884.25,0.21154,0.17501,0.07794,0.16458,0.93535,0.99984,1,0.995,0.96454,0.98212,0.98223,0.98262,0.94393,0.26803,0.44257,0.0566,0.1929,0.70009,0.0010232,0.0010232,0.0010232
|
||||
76,2944.97,0.21228,0.19711,0.08138,0.16737,0.93377,0.99983,1,0.995,0.96646,0.98715,0.98731,0.98447,0.92461,0.24225,0.41607,0.0348,0.16097,0.67341,0.00101,0.00101,0.00101
|
||||
77,3008.25,0.2151,0.1833,0.07709,0.16469,0.9407,0.99973,1,0.995,0.96418,0.98196,0.98223,0.98366,0.93001,0.2628,0.46921,0.09878,0.17788,0.70491,0.0009968,0.0009968,0.0009968
|
||||
78,3049.31,0.21425,0.18755,0.07687,0.1605,0.93539,0.99822,1,0.995,0.96739,0.98056,0.98223,0.98358,0.90628,0.26047,0.53634,0.05729,0.17455,0.68519,0.0009836,0.0009836,0.0009836
|
||||
79,3087.06,0.20793,0.1773,0.0746,0.16126,0.9352,0.99975,1,0.995,0.96655,0.98199,0.98223,0.98287,0.91938,0.29016,0.47211,0.05869,0.18346,0.7069,0.0009704,0.0009704,0.0009704
|
||||
80,3124.02,0.20848,0.17801,0.0768,0.16115,0.93479,0.99979,1,0.995,0.96672,0.9715,0.96701,0.97093,0.96037,0.28392,0.54634,0.09783,0.17891,0.71633,0.0009572,0.0009572,0.0009572
|
||||
81,3160.53,0.2073,0.16688,0.07229,0.15915,0.93552,0.99956,1,0.995,0.96926,0.97164,0.97208,0.97233,0.91555,0.26665,0.54827,0.0452,0.18538,0.69744,0.000944,0.000944,0.000944
|
||||
82,3197.02,0.2093,0.16428,0.06873,0.15987,0.93266,0.99981,1,0.995,0.97185,0.98458,0.98477,0.98373,0.95155,0.24957,0.33346,0.0599,0.14366,0.66852,0.0009308,0.0009308,0.0009308
|
||||
83,3233.19,0.20772,0.15941,0.07021,0.16025,0.93347,0.99975,1,0.995,0.96732,0.96675,0.96701,0.96219,0.9355,0.27792,0.42357,0.03927,0.16484,0.70684,0.0009176,0.0009176,0.0009176
|
||||
84,3269.31,0.20127,0.16847,0.06499,0.15542,0.93088,0.99971,1,0.995,0.96479,0.97434,0.97462,0.9718,0.951,0.25128,0.35881,0.03472,0.16965,0.67475,0.0009044,0.0009044,0.0009044
|
||||
85,3305.8,0.20216,0.15587,0.06895,0.15625,0.9334,0.99963,1,0.995,0.96885,0.97172,0.97208,0.97419,0.95291,0.26132,0.37446,0.03852,0.15243,0.69368,0.0008912,0.0008912,0.0008912
|
||||
86,3344.2,0.20354,0.16737,0.07149,0.15566,0.9329,0.99929,1,0.995,0.96572,0.97644,0.97716,0.9739,0.94227,0.2245,0.34752,0.03232,0.1351,0.65493,0.000878,0.000878,0.000878
|
||||
87,3389.15,0.20533,0.1604,0.06719,0.15668,0.9326,0.99941,1,0.995,0.9638,0.97929,0.9797,0.97424,0.93558,0.22373,0.34606,0.03417,0.13217,0.64715,0.0008648,0.0008648,0.0008648
|
||||
88,3438.25,0.20257,0.15615,0.06746,0.15741,0.93127,0.99979,1,0.995,0.96633,0.98203,0.98223,0.98305,0.93607,0.25572,0.38356,0.03464,0.17148,0.69273,0.0008516,0.0008516,0.0008516
|
||||
89,3499.91,0.20039,0.13643,0.06695,0.15308,0.93165,0.99985,1,0.995,0.96586,0.97447,0.97462,0.97358,0.85146,0.23551,0.44653,0.03699,0.13512,0.66228,0.0008384,0.0008384,0.0008384
|
||||
90,3561.09,0.20274,0.15695,0.06701,0.15267,0.93225,0.99983,1,0.995,0.96748,0.97446,0.97462,0.97583,0.89462,0.2269,0.41481,0.03757,0.16208,0.67632,0.0008252,0.0008252,0.0008252
|
||||
91,3618.14,0.19302,0.14341,0.06578,0.14975,0.92917,0.99985,1,0.995,0.97232,0.97448,0.97462,0.9762,0.97089,0.23752,0.2991,0.03227,0.16581,0.72065,0.000812,0.000812,0.000812
|
||||
92,3654.23,0.20038,0.15799,0.0652,0.15218,0.9318,0.99984,1,0.995,0.97259,0.98207,0.98223,0.98726,0.98131,0.21235,0.2616,0.04773,0.12781,0.64291,0.0007988,0.0007988,0.0007988
|
||||
93,3689.65,0.19023,0.13662,0.06122,0.14574,0.92551,0.99981,1,0.995,0.97527,0.97951,0.9797,0.98493,0.97308,0.2032,0.29249,0.03368,0.14232,0.63621,0.0007856,0.0007856,0.0007856
|
||||
94,3724.7,0.19616,0.13415,0.05921,0.14865,0.93075,0.99984,1,0.995,0.97642,0.98208,0.98223,0.987,0.97595,0.21629,0.30119,0.03241,0.14311,0.64116,0.0007724,0.0007724,0.0007724
|
||||
95,3759.63,0.20054,0.13043,0.06445,0.15849,0.93305,0.99982,1,0.995,0.97745,0.97699,0.97716,0.98311,0.94879,0.23807,0.39694,0.03499,0.17089,0.65597,0.0007592,0.0007592,0.0007592
|
||||
96,3797.99,0.20053,0.14308,0.06001,0.15525,0.92858,0.99964,1,0.995,0.9757,0.97681,0.97716,0.98337,0.94553,0.20586,0.39662,0.03853,0.11513,0.63758,0.000746,0.000746,0.000746
|
||||
97,3834.19,0.19415,0.13198,0.06327,0.15219,0.9291,0.99978,1,0.995,0.97892,0.98202,0.98223,0.98701,0.92947,0.21512,0.38049,0.03895,0.12492,0.64288,0.0007328,0.0007328,0.0007328
|
||||
98,3869.36,0.19769,0.13726,0.05792,0.1582,0.93047,0.99983,1,0.995,0.97584,0.97954,0.9797,0.98502,0.96447,0.29181,0.43827,0.04533,0.25325,0.69339,0.0007196,0.0007196,0.0007196
|
||||
99,3905.48,0.1931,0.14005,0.05879,0.14691,0.92704,0.9998,1,0.995,0.97531,0.9795,0.9797,0.98592,0.97457,0.25615,0.35473,0.05087,0.19319,0.67247,0.0007064,0.0007064,0.0007064
|
||||
100,3941.48,0.19669,0.13246,0.05929,0.15339,0.92856,0.99981,1,0.995,0.96973,0.97951,0.9797,0.97536,0.9677,0.29806,0.33783,0.0409,0.17006,0.71805,0.0006932,0.0006932,0.0006932
|
||||
101,3977.45,0.19787,0.12413,0.05634,0.14962,0.92788,0.99972,1,0.995,0.97416,0.9845,0.98477,0.98513,0.97464,0.27688,0.29723,0.03804,0.1582,0.69637,0.00068,0.00068,0.00068
|
||||
102,4013.43,0.19365,0.12164,0.05403,0.14708,0.92507,0.99973,1,0.995,0.97829,0.98704,0.98731,0.98973,0.98363,0.22145,0.23119,0.03078,0.11484,0.63888,0.0006668,0.0006668,0.0006668
|
||||
103,4049.86,0.18922,0.12249,0.0541,0.14511,0.92592,0.9996,1,0.995,0.97635,0.98184,0.98223,0.98645,0.98314,0.22662,0.25381,0.03791,0.12071,0.64712,0.0006536,0.0006536,0.0006536
|
||||
104,4085.9,0.19198,0.12236,0.05401,0.14777,0.9304,0.9998,1,0.995,0.97503,0.9795,0.9797,0.98496,0.98162,0.27936,0.26264,0.05589,0.1843,0.72599,0.0006404,0.0006404,0.0006404
|
||||
105,4121.83,0.18681,0.11665,0.05452,0.14126,0.92572,0.99984,1,0.995,0.97532,0.98461,0.98477,0.98821,0.98357,0.23599,0.21897,0.03495,0.12562,0.65805,0.0006272,0.0006272,0.0006272
|
||||
106,4159.34,0.18931,0.12302,0.05285,0.14246,0.92584,0.99982,1,0.995,0.97722,0.98205,0.98223,0.98684,0.97835,0.25876,0.29638,0.03407,0.16049,0.6784,0.000614,0.000614,0.000614
|
||||
107,4195.74,0.18796,0.11484,0.05041,0.14362,0.9265,0.99979,1,0.995,0.96935,0.97949,0.9797,0.97924,0.95248,0.24025,0.2878,0.02369,0.13361,0.65578,0.0006008,0.0006008,0.0006008
|
||||
108,4231.54,0.18757,0.11764,0.05198,0.14475,0.92646,0.9998,1,0.995,0.96933,0.98204,0.98223,0.98245,0.93037,0.27001,0.40162,0.03723,0.17234,0.70029,0.0005876,0.0005876,0.0005876
|
||||
109,4267.56,0.19175,0.11254,0.05275,0.145,0.9276,0.99983,1,0.995,0.97396,0.98207,0.98223,0.98434,0.93374,0.25562,0.4719,0.02845,0.15375,0.68166,0.0005744,0.0005744,0.0005744
|
||||
110,4303.6,0.18424,0.11282,0.05199,0.14493,0.92974,0.99984,1,0.995,0.97399,0.98461,0.98477,0.98563,0.92607,0.24741,0.53219,0.03147,0.15061,0.67807,0.0005612,0.0005612,0.0005612
|
||||
111,4339.91,0.18773,0.10936,0.05228,0.14673,0.92905,0.99983,1,0.995,0.97165,0.9846,0.98477,0.98355,0.91287,0.24123,0.47352,0.0301,0.15751,0.67074,0.000548,0.000548,0.000548
|
||||
112,4376.47,0.18008,0.10368,0.05034,0.13864,0.92094,0.99979,1,0.995,0.97363,0.98202,0.98223,0.98648,0.95041,0.25188,0.48111,0.02839,0.14908,0.67927,0.0005348,0.0005348,0.0005348
|
||||
113,4413.13,0.18541,0.122,0.0518,0.14829,0.9254,0.99976,1,0.995,0.96913,0.982,0.98223,0.98294,0.95892,0.246,0.32916,0.02569,0.15708,0.67047,0.0005216,0.0005216,0.0005216
|
||||
114,4449.44,0.17684,0.10055,0.04513,0.13459,0.9226,0.99979,1,0.995,0.97342,0.98203,0.98223,0.98619,0.9794,0.2232,0.25121,0.02916,0.12833,0.64652,0.0005084,0.0005084,0.0005084
|
||||
115,4485.77,0.17897,0.09904,0.04583,0.13773,0.92376,0.9998,1,0.995,0.9742,0.98458,0.98477,0.98789,0.97447,0.26093,0.31745,0.03068,0.19056,0.67449,0.0004952,0.0004952,0.0004952
|
||||
116,4522.97,0.17672,0.10152,0.04676,0.13291,0.91946,0.99982,1,0.995,0.97666,0.98713,0.98731,0.98997,0.97642,0.23816,0.29252,0.0356,0.14726,0.65811,0.000482,0.000482,0.000482
|
||||
117,4559.69,0.17613,0.10321,0.04537,0.13302,0.92168,0.99984,1,0.995,0.97696,0.98715,0.98731,0.98983,0.97863,0.24862,0.28556,0.03062,0.15368,0.67233,0.0004688,0.0004688,0.0004688
|
||||
118,4596.34,0.17646,0.10323,0.04861,0.13363,0.91883,0.99985,1,0.995,0.9785,0.98716,0.98731,0.98994,0.97648,0.23669,0.2839,0.02463,0.14847,0.66231,0.0004556,0.0004556,0.0004556
|
||||
119,4632.45,0.17602,0.10081,0.04742,0.13517,0.91892,0.99976,1,0.995,0.9778,0.98708,0.98731,0.98987,0.96218,0.241,0.30527,0.02843,0.14518,0.66692,0.0004424,0.0004424,0.0004424
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120,4668.66,0.17735,0.10765,0.05064,0.13768,0.92402,0.9997,1,0.995,0.97626,0.98448,0.98477,0.98786,0.95995,0.22648,0.33094,0.02432,0.13178,0.64916,0.0004292,0.0004292,0.0004292
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121,4704.27,0.1743,0.09213,0.04368,0.13562,0.92291,0.99978,1,0.995,0.97755,0.98456,0.98477,0.98787,0.94648,0.23997,0.34039,0.02239,0.1435,0.66791,0.000416,0.000416,0.000416
|
||||
122,4757.92,0.17425,0.09085,0.04699,0.13466,0.91992,0.99965,1,0.995,0.97818,0.98443,0.98477,0.98801,0.94732,0.25639,0.34739,0.0231,0.14642,0.68408,0.0004028,0.0004028,0.0004028
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