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Yaojia Wang
2026-01-30 00:44:21 +01:00
parent d2489a97d4
commit 33ada0350d
79 changed files with 9737 additions and 297 deletions
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106
runs_backup/train/invoice_fields/args.yaml Normal file
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task: detect
mode: train
model: runs/train/invoice_fields/weights/last.pt
data: /home/kai/invoice-data/dataset/dataset.yaml
epochs: 100
time: null
patience: 100
batch: 8
imgsz: 1280
save: true
save_period: -1
cache: false
device: '0'
workers: 8
project: runs/train
name: invoice_fields
exist_ok: true
pretrained: true
optimizer: auto
verbose: true
seed: 0
deterministic: true
single_cls: false
rect: false
cos_lr: false
close_mosaic: 10
resume: runs/train/invoice_fields/weights/last.pt
amp: true
fraction: 1.0
profile: false
freeze: null
multi_scale: false
compile: false
overlap_mask: true
mask_ratio: 4
dropout: 0.0
val: true
split: val
save_json: false
conf: null
iou: 0.7
max_det: 300
half: false
dnn: false
plots: true
source: null
vid_stride: 1
stream_buffer: false
visualize: false
augment: false
agnostic_nms: false
classes: null
retina_masks: false
embed: null
show: false
save_frames: false
save_txt: false
save_conf: false
save_crop: false
show_labels: true
show_conf: true
show_boxes: true
line_width: null
format: torchscript
keras: false
optimize: false
int8: false
dynamic: false
simplify: true
opset: null
workspace: null
nms: false
lr0: 0.01
lrf: 0.01
momentum: 0.937
weight_decay: 0.0005
warmup_epochs: 3.0
warmup_momentum: 0.8
warmup_bias_lr: 0.0
box: 7.5
cls: 0.5
dfl: 1.5
pose: 12.0
kobj: 1.0
nbs: 64
hsv_h: 0.0
hsv_s: 0.1
hsv_v: 0.2
degrees: 5.0
translate: 0.05
scale: 0.2
shear: 0.0
perspective: 0.0
flipud: 0.0
fliplr: 0.0
bgr: 0.0
mosaic: 0.0
mixup: 0.0
cutmix: 0.0
copy_paste: 0.0
copy_paste_mode: flip
auto_augment: randaugment
erasing: 0.4
cfg: null
tracker: botsort.yaml
save_dir: /mnt/c/Users/yaoji/git/ColaCoder/invoice-master-poc-v2/runs/train/invoice_fields

101
runs_backup/train/invoice_fields/results.csv Normal file
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95,37918.7,0.2413,0.20892,0.78736,0.8899,0.90683,0.93567,0.82882,0.50339,0.47152,0.84105,0.000694,0.000694,0.000694
96,38404.3,0.2405,0.20619,0.78595,0.88999,0.90713,0.9355,0.82912,0.50244,0.47239,0.84104,0.000595,0.000595,0.000595
97,38893.8,0.23808,0.2031,0.78683,0.88982,0.90634,0.93531,0.82938,0.50187,0.47281,0.84116,0.000496,0.000496,0.000496
98,39382.8,0.23581,0.20034,0.78643,0.89144,0.9045,0.93517,0.82959,0.50119,0.47383,0.84128,0.000397,0.000397,0.000397
99,39871.7,0.23432,0.19778,0.78568,0.89187,0.90415,0.93488,0.82953,0.50058,0.47452,0.84126,0.000298,0.000298,0.000298
100,40359.7,0.233,0.19485,0.78528,0.89228,0.90349,0.93471,0.82961,0.50029,0.47497,0.84139,0.000199,0.000199,0.000199
1 epoch time train/box_loss train/cls_loss train/dfl_loss metrics/precision(B) metrics/recall(B) metrics/mAP50(B) metrics/mAP50-95(B) val/box_loss val/cls_loss val/dfl_loss lr/pg0 lr/pg1 lr/pg2
2 1 507.213 0.97459 2.44056 1.09407 0.62221 0.6847 0.6581 0.53505 0.66652 1.13762 0.89651 0.00333127 0.00333127 0.00333127
3 2 960.144 0.65449 1.06648 0.90865 0.62998 0.73947 0.70066 0.58144 0.63394 1.03248 0.89183 0.00659863 0.00659863 0.00659863
4 3 1415.64 0.64921 0.97725 0.90901 0.70271 0.7713 0.76974 0.60362 0.7453 0.92005 0.9044 0.00979998 0.00979998 0.00979998
5 4 1871.6 0.61159 0.90785 0.90192 0.7264 0.77507 0.78958 0.66909 0.57561 0.83662 0.87737 0.009703 0.009703 0.009703
6 5 2317.68 0.55503 0.81107 0.88628 0.75742 0.81685 0.8287 0.70772 0.57193 0.74866 0.87531 0.009604 0.009604 0.009604
7 6 2756.85 0.52443 0.75067 0.8767 0.77362 0.82743 0.84758 0.73413 0.53604 0.70643 0.86947 0.009505 0.009505 0.009505
8 7 3211.38 0.49889 0.70526 0.8696 0.79041 0.83537 0.86367 0.75099 0.52784 0.67021 0.86686 0.009406 0.009406 0.009406
9 8 3657.41 0.47889 0.66715 0.86261 0.80402 0.85067 0.87834 0.7573 0.5365 0.64019 0.86754 0.009307 0.009307 0.009307
10 9 4100.61 0.46417 0.63485 0.85761 0.81776 0.84993 0.88612 0.77638 0.50423 0.61379 0.85539 0.009208 0.009208 0.009208
11 10 4544.47 0.45154 0.61098 0.85334 0.82044 0.86313 0.89168 0.7685 0.54578 0.59853 0.8668 0.009109 0.009109 0.009109
12 11 4983.87 0.44 0.58833 0.84961 0.82995 0.87408 0.90194 0.7972 0.48628 0.57037 0.84686 0.00901 0.00901 0.00901
13 12 5419.2 0.42826 0.57051 0.84622 0.83627 0.87342 0.90482 0.79702 0.49356 0.55869 0.84836 0.008911 0.008911 0.008911
14 13 5854.78 0.42052 0.55192 0.84327 0.83405 0.88243 0.90883 0.79807 0.50137 0.54503 0.85114 0.008812 0.008812 0.008812
15 14 6288.44 0.41497 0.53873 0.84105 0.83687 0.8769 0.90767 0.79881 0.49873 0.54655 0.85078 0.008713 0.008713 0.008713
16 15 6724.06 0.40759 0.52501 0.83904 0.84211 0.88472 0.91329 0.81111 0.47871 0.52982 0.84461 0.008614 0.008614 0.008614
17 16 7164.64 0.39956 0.51303 0.83591 0.85078 0.88609 0.91766 0.80948 0.49199 0.52052 0.84634 0.008515 0.008515 0.008515
18 17 7626.93 0.39651 0.50255 0.83453 0.84894 0.89151 0.92036 0.80185 0.5227 0.52229 0.8514 0.008416 0.008416 0.008416
19 18 490.978 0.3953 0.49497 0.83435 0.86113 0.87974 0.92114 0.80521 0.51284 0.51491 0.84926 0.008317 0.008317 0.008317
20 19 976.368 0.39234 0.49242 0.8328 0.86521 0.88431 0.92347 0.80898 0.5037 0.50744 0.84824 0.008218 0.008218 0.008218
21 20 1457.68 0.3864 0.48591 0.8308 0.86361 0.88895 0.92337 0.80562 0.51844 0.50692 0.8497 0.008119 0.008119 0.008119
22 21 1938.95 0.3826 0.47627 0.83086 0.85282 0.89488 0.92276 0.80107 0.53348 0.50706 0.85418 0.00802 0.00802 0.00802
23 22 2418 0.37996 0.46715 0.82911 0.86698 0.89705 0.92757 0.81493 0.5038 0.49105 0.84342 0.007921 0.007921 0.007921
24 23 2900.33 0.37555 0.46089 0.82769 0.86871 0.89566 0.92949 0.82251 0.48233 0.48473 0.84078 0.007822 0.007822 0.007822
25 24 3381.33 0.3717 0.45531 0.82676 0.87203 0.89509 0.93002 0.80968 0.52892 0.49231 0.85017 0.007723 0.007723 0.007723
26 25 3867.95 0.36913 0.44591 0.82544 0.87636 0.89074 0.93018 0.81083 0.5286 0.4882 0.84889 0.007624 0.007624 0.007624
27 26 4354.94 0.3662 0.44016 0.82483 0.86957 0.89807 0.92963 0.80554 0.5486 0.49546 0.8527 0.007525 0.007525 0.007525
28 27 4839.34 0.36364 0.43794 0.82368 0.87515 0.89602 0.93102 0.80927 0.54175 0.49001 0.85159 0.007426 0.007426 0.007426
29 28 5324.36 0.36043 0.42951 0.8234 0.87074 0.90178 0.93175 0.8107 0.53742 0.4862 0.85096 0.007327 0.007327 0.007327
30 29 5810.68 0.35852 0.42834 0.82242 0.87574 0.8992 0.93108 0.80885 0.53965 0.48712 0.85055 0.007228 0.007228 0.007228
31 30 6294.55 0.35572 0.42015 0.82155 0.87635 0.90084 0.93172 0.81312 0.5252 0.48089 0.84711 0.007129 0.007129 0.007129
32 31 6778.25 0.3539 0.41622 0.82025 0.8777 0.90106 0.93275 0.81359 0.52726 0.47864 0.84712 0.00703 0.00703 0.00703
33 32 7261.88 0.35095 0.4105 0.82048 0.87684 0.90364 0.9337 0.81598 0.52269 0.47547 0.84625 0.006931 0.006931 0.006931
34 33 7745.73 0.34835 0.40539 0.81904 0.87629 0.90454 0.933 0.81501 0.52381 0.47649 0.84713 0.006832 0.006832 0.006832
35 34 8234.78 0.34699 0.402 0.8182 0.8755 0.90506 0.93336 0.81532 0.52435 0.4756 0.84749 0.006733 0.006733 0.006733
36 35 8716.45 0.34487 0.39711 0.81704 0.87551 0.90432 0.93325 0.81529 0.52489 0.47558 0.84763 0.006634 0.006634 0.006634
37 36 9200.09 0.34343 0.39638 0.81749 0.87551 0.90495 0.93343 0.81477 0.52659 0.4765 0.84798 0.006535 0.006535 0.006535
38 37 9683.76 0.34013 0.3907 0.81647 0.87738 0.90416 0.93371 0.8152 0.52755 0.47568 0.84807 0.006436 0.006436 0.006436
39 38 10164.4 0.33826 0.38626 0.81468 0.87923 0.90342 0.93399 0.81571 0.52756 0.47527 0.84794 0.006337 0.006337 0.006337
40 39 10648.6 0.3366 0.3812 0.81517 0.8786 0.90333 0.93368 0.81448 0.53035 0.47601 0.84857 0.006238 0.006238 0.006238
41 40 11130.6 0.3353 0.37879 0.8151 0.87974 0.90405 0.93411 0.81544 0.52739 0.47333 0.84768 0.006139 0.006139 0.006139
42 41 11612.6 0.33395 0.37397 0.8143 0.88034 0.90315 0.93432 0.81514 0.529 0.47304 0.84765 0.00604 0.00604 0.00604
43 42 12097.5 0.33104 0.37164 0.81448 0.87942 0.90449 0.93429 0.81484 0.53077 0.47386 0.84799 0.005941 0.005941 0.005941
44 43 12579.8 0.33016 0.3681 0.81305 0.87964 0.90412 0.93457 0.81473 0.53129 0.47382 0.84789 0.005842 0.005842 0.005842
45 44 13065.3 0.32845 0.36431 0.81191 0.88092 0.90312 0.9348 0.81538 0.53025 0.47337 0.84751 0.005743 0.005743 0.005743
46 45 13550.4 0.32642 0.36127 0.81295 0.8805 0.905 0.93502 0.81544 0.53124 0.47333 0.8477 0.005644 0.005644 0.005644
47 46 14034.3 0.32483 0.35761 0.81158 0.87898 0.90636 0.935 0.81556 0.53135 0.47317 0.84772 0.005545 0.005545 0.005545
48 47 14517.3 0.32236 0.35337 0.81014 0.88018 0.90502 0.93493 0.81547 0.53228 0.473 0.8478 0.005446 0.005446 0.005446
49 48 14998.6 0.3211 0.35051 0.81064 0.87941 0.9055 0.93481 0.81473 0.5353 0.47335 0.84839 0.005347 0.005347 0.005347
50 49 15479.2 0.32043 0.34797 0.8097 0.87884 0.90584 0.93482 0.81429 0.53741 0.47359 0.84867 0.005248 0.005248 0.005248
51 50 15962 0.3182 0.34589 0.80867 0.87776 0.90777 0.93476 0.81395 0.53841 0.47358 0.84884 0.005149 0.005149 0.005149
52 51 16445.4 0.31722 0.34332 0.80879 0.87932 0.90605 0.93488 0.81439 0.53827 0.47301 0.84874 0.00505 0.00505 0.00505
53 52 16925.3 0.31437 0.33963 0.80846 0.87925 0.90688 0.93521 0.81468 0.53772 0.47254 0.84861 0.004951 0.004951 0.004951
54 53 17410.4 0.31435 0.33632 0.80792 0.88015 0.9069 0.93538 0.8148 0.53789 0.47193 0.84865 0.004852 0.004852 0.004852
55 54 17893.2 0.31341 0.33352 0.80833 0.88132 0.90605 0.93552 0.81465 0.53934 0.47218 0.84889 0.004753 0.004753 0.004753
56 55 18375.2 0.31091 0.33239 0.80688 0.88151 0.90617 0.93547 0.81453 0.54019 0.47227 0.84885 0.004654 0.004654 0.004654
57 56 18857.4 0.30906 0.32753 0.80616 0.88348 0.90504 0.93565 0.81495 0.53974 0.47179 0.84864 0.004555 0.004555 0.004555
58 57 19340.6 0.30722 0.32334 0.80582 0.88502 0.90326 0.93558 0.81484 0.53977 0.47174 0.84859 0.004456 0.004456 0.004456
59 58 19824.8 0.30575 0.3195 0.80592 0.88348 0.90487 0.93566 0.81511 0.53921 0.47158 0.84832 0.004357 0.004357 0.004357
60 59 20305.7 0.30426 0.31846 0.80494 0.88419 0.90477 0.93575 0.81534 0.5387 0.47138 0.84819 0.004258 0.004258 0.004258
61 60 20785.1 0.30295 0.3154 0.80494 0.88302 0.90624 0.93568 0.81572 0.53769 0.47106 0.84788 0.004159 0.004159 0.004159
62 61 21263.8 0.3013 0.3131 0.80436 0.88438 0.90545 0.93572 0.81606 0.53622 0.47079 0.84762 0.00406 0.00406 0.00406
63 62 21746 0.30019 0.31077 0.80391 0.88296 0.90732 0.93578 0.8165 0.53455 0.47011 0.84724 0.003961 0.003961 0.003961
64 63 22225 0.29841 0.30656 0.80379 0.88244 0.90779 0.93591 0.81693 0.53417 0.47003 0.84715 0.003862 0.003862 0.003862
65 64 22704.7 0.29696 0.30489 0.80284 0.88493 0.90596 0.9359 0.81716 0.53362 0.47013 0.84707 0.003763 0.003763 0.003763
66 65 23182.9 0.2952 0.30022 0.80288 0.88366 0.90731 0.93594 0.81737 0.533 0.47024 0.84695 0.003664 0.003664 0.003664
67 66 23663.6 0.29337 0.29898 0.80273 0.88514 0.90611 0.93609 0.81805 0.53189 0.47015 0.84664 0.003565 0.003565 0.003565
68 67 24149.7 0.29248 0.29492 0.80242 0.88664 0.90536 0.93607 0.81783 0.53208 0.4704 0.84665 0.003466 0.003466 0.003466
69 68 24629 0.28987 0.29155 0.8009 0.89014 0.90207 0.93611 0.81811 0.53203 0.47046 0.84656 0.003367 0.003367 0.003367
70 69 25109.9 0.28942 0.29004 0.8011 0.88939 0.90353 0.93619 0.81872 0.53127 0.4704 0.84631 0.003268 0.003268 0.003268
71 70 25590.5 0.28752 0.28571 0.80059 0.88926 0.90393 0.93627 0.81909 0.53074 0.47023 0.84624 0.003169 0.003169 0.003169
72 71 26072.8 0.28546 0.28301 0.7999 0.88844 0.90476 0.93631 0.81967 0.52999 0.47005 0.84612 0.00307 0.00307 0.00307
73 72 26552.9 0.2842 0.28027 0.79942 0.88801 0.90505 0.93622 0.81978 0.52939 0.46994 0.84607 0.002971 0.002971 0.002971
74 73 27035.5 0.28297 0.27907 0.79956 0.88781 0.90499 0.93615 0.82032 0.528 0.4694 0.84578 0.002872 0.002872 0.002872
75 74 27518.8 0.2812 0.27446 0.79886 0.88848 0.90493 0.93611 0.82061 0.52675 0.46906 0.84549 0.002773 0.002773 0.002773
76 75 28007.4 0.27866 0.27202 0.79684 0.88889 0.90467 0.9361 0.82099 0.5257 0.4692 0.84529 0.002674 0.002674 0.002674
77 76 28499.1 0.27708 0.26798 0.7978 0.88807 0.9054 0.93615 0.82138 0.52574 0.46928 0.84523 0.002575 0.002575 0.002575
78 77 28993.2 0.27398 0.2644 0.79612 0.88825 0.9055 0.93616 0.82161 0.52491 0.46925 0.84496 0.002476 0.002476 0.002476
79 78 29480.5 0.27359 0.26209 0.79678 0.88876 0.90547 0.93617 0.82172 0.52467 0.4691 0.84498 0.002377 0.002377 0.002377
80 79 29970.7 0.27153 0.25905 0.79585 0.88942 0.90548 0.93613 0.82211 0.52407 0.46892 0.84474 0.002278 0.002278 0.002278
81 80 30453.8 0.2696 0.25647 0.79513 0.88897 0.90665 0.93617 0.82246 0.52298 0.46881 0.84445 0.002179 0.002179 0.002179
82 81 30936.1 0.26895 0.25375 0.79466 0.88799 0.90791 0.93617 0.8226 0.52253 0.46904 0.84445 0.00208 0.00208 0.00208
83 82 31418.6 0.26733 0.25025 0.79474 0.88945 0.90695 0.93608 0.82293 0.52172 0.4694 0.84434 0.001981 0.001981 0.001981
84 83 31911.4 0.26537 0.24754 0.79479 0.89112 0.90496 0.93604 0.82338 0.52094 0.46932 0.84421 0.001882 0.001882 0.001882
85 84 32402 0.26344 0.24514 0.79369 0.8928 0.90319 0.93598 0.82353 0.52015 0.46957 0.84407 0.001783 0.001783 0.001783
86 85 32903.1 0.26045 0.24052 0.79226 0.89211 0.90347 0.93615 0.82427 0.51861 0.46958 0.84372 0.001684 0.001684 0.001684
87 86 33413.6 0.25867 0.23781 0.79209 0.89286 0.90279 0.9362 0.82493 0.51664 0.47018 0.84338 0.001585 0.001585 0.001585
88 87 33923.6 0.257 0.23463 0.792 0.89299 0.90297 0.93614 0.8254 0.5147 0.46974 0.84305 0.001486 0.001486 0.001486
89 88 34436.4 0.25569 0.23153 0.79149 0.89278 0.90277 0.93609 0.82622 0.51242 0.4697 0.84266 0.001387 0.001387 0.001387
90 89 34949.6 0.25343 0.22868 0.791 0.89137 0.90434 0.93599 0.82675 0.51036 0.46947 0.84227 0.001288 0.001288 0.001288
91 90 35449.6 0.25194 0.22502 0.79051 0.89128 0.90489 0.93591 0.82729 0.5092 0.46975 0.84219 0.001189 0.001189 0.001189
92 91 35960.5 0.2502 0.22225 0.78959 0.8898 0.90646 0.93586 0.82781 0.50761 0.46999 0.84186 0.00109 0.00109 0.00109
93 92 36452.1 0.24777 0.21844 0.78906 0.89054 0.9057 0.93593 0.82831 0.50603 0.47043 0.84154 0.000991 0.000991 0.000991
94 93 36942.9 0.24554 0.21503 0.78861 0.88979 0.90679 0.93584 0.82858 0.50495 0.4703 0.84125 0.000892 0.000892 0.000892
95 94 37430.3 0.2434 0.21193 0.78799 0.88928 0.90756 0.93566 0.8288 0.5041 0.47075 0.84109 0.000793 0.000793 0.000793
96 95 37918.7 0.2413 0.20892 0.78736 0.8899 0.90683 0.93567 0.82882 0.50339 0.47152 0.84105 0.000694 0.000694 0.000694
97 96 38404.3 0.2405 0.20619 0.78595 0.88999 0.90713 0.9355 0.82912 0.50244 0.47239 0.84104 0.000595 0.000595 0.000595
98 97 38893.8 0.23808 0.2031 0.78683 0.88982 0.90634 0.93531 0.82938 0.50187 0.47281 0.84116 0.000496 0.000496 0.000496
99 98 39382.8 0.23581 0.20034 0.78643 0.89144 0.9045 0.93517 0.82959 0.50119 0.47383 0.84128 0.000397 0.000397 0.000397
100 99 39871.7 0.23432 0.19778 0.78568 0.89187 0.90415 0.93488 0.82953 0.50058 0.47452 0.84126 0.000298 0.000298 0.000298
101 100 40359.7 0.233 0.19485 0.78528 0.89228 0.90349 0.93471 0.82961 0.50029 0.47497 0.84139 0.000199 0.000199 0.000199

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runs_backup/train/invoice_yolo11n_full/args.yaml Normal file
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task: detect
mode: train
model: yolo11n.pt
data: /home/kai/invoice-data/dataset/dataset.yaml
epochs: 100
time: null
patience: 100
batch: 16
imgsz: 1280
save: true
save_period: -1
cache: false
device: '0'
workers: 8
project: runs/train
name: invoice_yolo11n_full
exist_ok: true
pretrained: true
optimizer: auto
verbose: true
seed: 0
deterministic: true
single_cls: false
rect: false
cos_lr: false
close_mosaic: 10
resume: false
amp: true
fraction: 1.0
profile: false
freeze: null
multi_scale: false
compile: false
overlap_mask: true
mask_ratio: 4
dropout: 0.0
val: true
split: val
save_json: false
conf: null
iou: 0.7
max_det: 300
half: false
dnn: false
plots: true
source: null
vid_stride: 1
stream_buffer: false
visualize: false
augment: false
agnostic_nms: false
classes: null
retina_masks: false
embed: null
show: false
save_frames: false
save_txt: false
save_conf: false
save_crop: false
show_labels: true
show_conf: true
show_boxes: true
line_width: null
format: torchscript
keras: false
optimize: false
int8: false
dynamic: false
simplify: true
opset: null
workspace: null
nms: false
lr0: 0.01
lrf: 0.01
momentum: 0.937
weight_decay: 0.0005
warmup_epochs: 3.0
warmup_momentum: 0.8
warmup_bias_lr: 0.1
box: 7.5
cls: 0.5
dfl: 1.5
pose: 12.0
kobj: 1.0
nbs: 64
hsv_h: 0.0
hsv_s: 0.1
hsv_v: 0.2
degrees: 5.0
translate: 0.05
scale: 0.2
shear: 0.0
perspective: 0.0
flipud: 0.0
fliplr: 0.0
bgr: 0.0
mosaic: 0.0
mixup: 0.0
cutmix: 0.0
copy_paste: 0.0
copy_paste_mode: flip
auto_augment: randaugment
erasing: 0.4
cfg: null
tracker: botsort.yaml
save_dir: /mnt/c/Users/yaoji/git/ColaCoder/invoice-master-poc-v2/runs/train/invoice_yolo11n_full

101
runs_backup/train/invoice_yolo11n_full/results.csv Normal file
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2,410.275,0.506,1.04596,0.85661,0.9164,0.85418,0.92852,0.79726,0.63851,0.72277,0.87404,0.00659728,0.00659728,0.00659728
3,598.713,0.49618,0.68647,0.85624,0.93775,0.80014,0.91481,0.80383,0.5798,0.76691,0.86835,0.00979865,0.00979865,0.00979865
4,782.868,0.44059,0.53532,0.84299,0.94668,0.90421,0.96101,0.8832,0.43961,0.49649,0.84298,0.009703,0.009703,0.009703
5,967.898,0.37596,0.44308,0.82667,0.88316,0.81492,0.91376,0.82272,0.50616,0.70202,0.85825,0.009604,0.009604,0.009604
6,1152.03,0.33999,0.39482,0.81661,0.81567,0.73691,0.82644,0.75085,0.43451,0.92038,0.86158,0.009505,0.009505,0.009505
7,1335.35,0.31114,0.35971,0.80992,0.95256,0.89807,0.96383,0.84241,0.60248,0.48455,0.88156,0.009406,0.009406,0.009406
8,1518.68,0.29176,0.33987,0.80516,0.97058,0.91185,0.97221,0.85356,0.58408,0.43771,0.86239,0.009307,0.009307,0.009307
9,1702.03,0.27683,0.3214,0.80166,0.96403,0.91663,0.9736,0.85118,0.6359,0.43055,0.88091,0.009208,0.009208,0.009208
10,1891.76,0.26487,0.30796,0.79943,0.96201,0.92669,0.97715,0.894,0.46381,0.37437,0.84314,0.009109,0.009109,0.009109
11,2081.79,0.25744,0.29846,0.79614,0.96562,0.92382,0.97554,0.79415,0.81302,0.46321,0.93576,0.00901,0.00901,0.00901
12,2273.34,0.24726,0.28842,0.79445,0.96248,0.92901,0.97544,0.7642,0.93193,0.48807,0.98769,0.008911,0.008911,0.008911
13,2461.71,0.24266,0.27619,0.79413,0.9672,0.93016,0.97834,0.69208,1.24698,0.59927,1.19042,0.008812,0.008812,0.008812
14,2649.81,0.23391,0.26941,0.79165,0.96579,0.93247,0.98028,0.72182,1.0815,0.50846,1.08505,0.008713,0.008713,0.008713
15,2837.95,0.22893,0.2651,0.79082,0.9639,0.93414,0.9807,0.8522,0.64306,0.38931,0.88909,0.008614,0.008614,0.008614
16,3021.27,0.22269,0.25369,0.78809,0.97667,0.92754,0.98283,0.79198,0.89233,0.43512,0.98623,0.008515,0.008515,0.008515
17,3209.3,0.21937,0.24886,0.78797,0.96559,0.93193,0.98178,0.67198,1.35518,0.59949,1.30325,0.008416,0.008416,0.008416
18,3400.76,0.21415,0.24489,0.78789,0.95973,0.94489,0.98156,0.63227,1.45967,0.63486,1.42858,0.008317,0.008317,0.008317
19,3590.96,0.21227,0.23986,0.78736,0.96136,0.94369,0.98263,0.83035,0.76379,0.39831,0.92541,0.008218,0.008218,0.008218
20,3779.15,0.20834,0.23506,0.78475,0.96214,0.93563,0.97908,0.5024,1.92081,0.81282,1.99717,0.008119,0.008119,0.008119
21,3976.3,0.20592,0.23055,0.78534,0.9636,0.94141,0.98186,0.71087,1.20783,0.53596,1.17998,0.00802,0.00802,0.00802
22,4165.69,0.20195,0.22554,0.78431,0.96621,0.94394,0.98458,0.86353,0.6245,0.35194,0.86978,0.007921,0.007921,0.007921
23,4357.69,0.19847,0.22066,0.78362,0.9745,0.93877,0.98501,0.84365,0.71155,0.37717,0.91395,0.007822,0.007822,0.007822
24,4548.46,0.19715,0.21991,0.78423,0.96456,0.94907,0.98541,0.77136,0.9901,0.45056,1.02401,0.007723,0.007723,0.007723
25,4738.2,0.19207,0.21284,0.7821,0.97136,0.94417,0.98568,0.8139,0.83053,0.41526,0.94475,0.007624,0.007624,0.007624
26,4926.95,0.19124,0.21138,0.7823,0.9712,0.94333,0.98466,0.78106,0.94702,0.44977,1.0068,0.007525,0.007525,0.007525
27,5115.34,0.18944,0.21166,0.78245,0.97207,0.9347,0.98325,0.57941,1.64865,0.72474,1.70082,0.007426,0.007426,0.007426
28,5303.92,0.18817,0.20777,0.7814,0.96837,0.9519,0.98672,0.77596,0.96734,0.43218,1.01592,0.007327,0.007327,0.007327
29,5493.53,0.18565,0.20231,0.78154,0.9719,0.94481,0.98552,0.67875,1.27094,0.57309,1.27411,0.007228,0.007228,0.007228
30,5682.31,0.18424,0.19916,0.77989,0.96714,0.95269,0.98588,0.73712,1.08764,0.52054,1.09884,0.007129,0.007129,0.007129
31,5870.11,0.1812,0.19544,0.78013,0.9698,0.95028,0.98687,0.72258,1.15995,0.50918,1.14823,0.00703,0.00703,0.00703
32,6060.08,0.1801,0.19571,0.7799,0.9699,0.95342,0.98761,0.83372,0.70788,0.36986,0.89674,0.006931,0.006931,0.006931
33,6244.87,0.17816,0.19373,0.7789,0.96278,0.95546,0.98684,0.85265,0.66817,0.36063,0.88589,0.006832,0.006832,0.006832
34,6427.13,0.176,0.1909,0.77864,0.96962,0.95053,0.98707,0.85351,0.70717,0.36925,0.90913,0.006733,0.006733,0.006733
35,6619.57,0.17377,0.18513,0.77794,0.97418,0.94725,0.98662,0.83346,0.77385,0.3987,0.92964,0.006634,0.006634,0.006634
36,6807.72,0.17359,0.18454,0.77885,0.97363,0.95,0.98703,0.85072,0.72917,0.36745,0.91556,0.006535,0.006535,0.006535
37,7001.26,0.17126,0.18179,0.77796,0.96337,0.95646,0.98744,0.79259,0.86734,0.4072,0.96666,0.006436,0.006436,0.006436
38,7186.91,0.16989,0.17967,0.77791,0.97277,0.94891,0.98737,0.8268,0.78213,0.38811,0.9293,0.006337,0.006337,0.006337
39,7372.72,0.16823,0.17959,0.77698,0.96961,0.95206,0.98714,0.86035,0.69764,0.35696,0.90589,0.006238,0.006238,0.006238
40,7558.51,0.16639,0.17648,0.77676,0.96471,0.9592,0.98756,0.85427,0.70458,0.35248,0.90042,0.006139,0.006139,0.006139
41,7747.05,0.16641,0.17472,0.77686,0.96565,0.95698,0.98751,0.76422,1.01303,0.45638,1.04876,0.00604,0.00604,0.00604
42,7930.66,0.16528,0.17295,0.77783,0.98029,0.94412,0.98709,0.68134,1.27076,0.55229,1.27714,0.005941,0.005941,0.005941
43,8113.31,0.16304,0.17093,0.77627,0.96909,0.95623,0.98692,0.77479,0.97729,0.45248,1.03101,0.005842,0.005842,0.005842
44,8298.3,0.16163,0.16817,0.77509,0.96809,0.9575,0.98709,0.80448,0.85637,0.40945,0.96298,0.005743,0.005743,0.005743
45,8485.25,0.16053,0.16768,0.77535,0.97311,0.95211,0.98726,0.8047,0.85835,0.40888,0.96605,0.005644,0.005644,0.005644
46,8669.88,0.15959,0.16634,0.77576,0.97431,0.95186,0.98739,0.797,0.87218,0.41446,0.97186,0.005545,0.005545,0.005545
47,8853.93,0.15778,0.16234,0.77599,0.97532,0.95052,0.98702,0.78582,0.92511,0.43102,1.0039,0.005446,0.005446,0.005446
48,9037.52,0.15602,0.16175,0.77439,0.97529,0.94998,0.9874,0.84071,0.77064,0.38361,0.93995,0.005347,0.005347,0.005347
49,9223.9,0.15478,0.1604,0.77364,0.97345,0.95143,0.98729,0.84662,0.73185,0.37143,0.92248,0.005248,0.005248,0.005248
50,9411.45,0.15431,0.1584,0.77449,0.98033,0.94592,0.98733,0.86995,0.63137,0.34173,0.8816,0.005149,0.005149,0.005149
51,9595.98,0.15305,0.15648,0.77414,0.97318,0.95431,0.98753,0.86938,0.63298,0.34305,0.88158,0.00505,0.00505,0.00505
52,9779.61,0.15291,0.15561,0.77441,0.97824,0.94936,0.98777,0.87333,0.60174,0.33831,0.87135,0.004951,0.004951,0.004951
53,9963.17,0.15193,0.15454,0.77361,0.97077,0.95579,0.98737,0.87038,0.62864,0.34404,0.87819,0.004852,0.004852,0.004852
54,10151.9,0.14978,0.15218,0.77431,0.97892,0.94812,0.9874,0.86664,0.6559,0.35033,0.88752,0.004753,0.004753,0.004753
55,10335.2,0.14867,0.14954,0.77318,0.98227,0.94556,0.98734,0.86535,0.66191,0.35233,0.89052,0.004654,0.004654,0.004654
56,10517.7,0.14781,0.1504,0.77387,0.97187,0.95472,0.98731,0.85393,0.70291,0.36551,0.90638,0.004555,0.004555,0.004555
57,10704.4,0.14704,0.14654,0.77286,0.96973,0.95539,0.98731,0.84386,0.75517,0.38619,0.92774,0.004456,0.004456,0.004456
58,10888.6,0.14478,0.14588,0.77324,0.9792,0.94676,0.9872,0.84023,0.76095,0.38846,0.93011,0.004357,0.004357,0.004357
59,11071.2,0.14408,0.14418,0.7724,0.9709,0.95553,0.98729,0.8499,0.71784,0.37089,0.91332,0.004258,0.004258,0.004258
60,11256.4,0.1427,0.14165,0.77106,0.96919,0.95682,0.98729,0.85156,0.70256,0.36509,0.90774,0.004159,0.004159,0.004159
61,11444.8,0.14194,0.14087,0.77269,0.96601,0.96121,0.98731,0.85107,0.70839,0.36753,0.90948,0.00406,0.00406,0.00406
62,11630.9,0.14062,0.13882,0.77215,0.96628,0.96081,0.98736,0.84858,0.73074,0.3762,0.92033,0.003961,0.003961,0.003961
63,11816.5,0.13938,0.13865,0.77152,0.96711,0.95961,0.98744,0.85214,0.70862,0.36754,0.91079,0.003862,0.003862,0.003862
64,12005.3,0.13858,0.13687,0.77045,0.96702,0.9595,0.98748,0.85574,0.69672,0.36084,0.90588,0.003763,0.003763,0.003763
65,12191.8,0.13775,0.13411,0.77132,0.96785,0.95943,0.9874,0.85729,0.68875,0.35766,0.90221,0.003664,0.003664,0.003664
66,12379.6,0.13556,0.13271,0.77167,0.96725,0.96005,0.98735,0.85898,0.68174,0.3561,0.89887,0.003565,0.003565,0.003565
67,12565.4,0.13463,0.13108,0.77009,0.97381,0.95338,0.98732,0.86031,0.67263,0.35399,0.89484,0.003466,0.003466,0.003466
68,12752.5,0.13515,0.1311,0.77095,0.96906,0.95916,0.98725,0.86029,0.66717,0.35274,0.89292,0.003367,0.003367,0.003367
69,12940.8,0.13415,0.12957,0.76963,0.97126,0.95685,0.9873,0.86049,0.6644,0.35306,0.8918,0.003268,0.003268,0.003268
70,13133.2,0.13179,0.12737,0.76937,0.97287,0.95478,0.98727,0.86047,0.6632,0.35246,0.89193,0.003169,0.003169,0.003169
71,13319.4,0.13185,0.1274,0.77079,0.97267,0.95587,0.98722,0.86193,0.65949,0.35213,0.89086,0.00307,0.00307,0.00307
72,13504.8,0.12947,0.12446,0.76998,0.97199,0.95686,0.98725,0.86401,0.64895,0.34877,0.88741,0.002971,0.002971,0.002971
73,13695.1,0.12876,0.12321,0.76883,0.9723,0.9569,0.98725,0.86643,0.64091,0.3473,0.88447,0.002872,0.002872,0.002872
74,13882,0.12828,0.12194,0.76915,0.97256,0.95686,0.98732,0.86847,0.6322,0.34702,0.88109,0.002773,0.002773,0.002773
75,14075,0.12664,0.11944,0.76878,0.97277,0.95678,0.98726,0.86861,0.63123,0.3482,0.88086,0.002674,0.002674,0.002674
76,14259.9,0.12587,0.11965,0.7692,0.9727,0.95673,0.98717,0.86916,0.62721,0.34811,0.87932,0.002575,0.002575,0.002575
77,14451.2,0.12433,0.1174,0.76838,0.97267,0.95663,0.9872,0.87057,0.62032,0.34709,0.8769,0.002476,0.002476,0.002476
78,14636.3,0.12352,0.11507,0.76971,0.97087,0.95829,0.98721,0.87189,0.61271,0.34667,0.87445,0.002377,0.002377,0.002377
79,14821.1,0.1231,0.11454,0.76897,0.97195,0.95752,0.98722,0.87292,0.60714,0.34596,0.87271,0.002278,0.002278,0.002278
80,15007.3,0.12117,0.11285,0.76864,0.97146,0.95789,0.98726,0.8735,0.6031,0.34515,0.87163,0.002179,0.002179,0.002179
81,15199.5,0.12029,0.11158,0.76708,0.97018,0.95938,0.9872,0.87378,0.60116,0.34538,0.87113,0.00208,0.00208,0.00208
82,15390.8,0.11877,0.10949,0.76719,0.97021,0.95964,0.98721,0.87422,0.59897,0.3457,0.87057,0.001981,0.001981,0.001981
83,15577.6,0.11812,0.10818,0.76749,0.97013,0.95951,0.98722,0.87429,0.59878,0.34524,0.87054,0.001882,0.001882,0.001882
84,15761.5,0.11687,0.10634,0.76703,0.97155,0.9583,0.98713,0.87407,0.59964,0.34532,0.8709,0.001783,0.001783,0.001783
85,15946.2,0.11551,0.10455,0.7672,0.9717,0.95797,0.9871,0.87367,0.60049,0.34569,0.87136,0.001684,0.001684,0.001684
86,16130.6,0.11474,0.10479,0.76737,0.97183,0.95808,0.98712,0.87406,0.5981,0.34504,0.87076,0.001585,0.001585,0.001585
87,16324.1,0.11337,0.10221,0.76695,0.97137,0.95881,0.98708,0.87382,0.59851,0.34519,0.87106,0.001486,0.001486,0.001486
88,16517.1,0.11185,0.10043,0.76513,0.97121,0.95899,0.98707,0.87379,0.59906,0.34583,0.87135,0.001387,0.001387,0.001387
89,16708.5,0.11103,0.09846,0.76565,0.97113,0.95904,0.98709,0.87369,0.59838,0.34599,0.87138,0.001288,0.001288,0.001288
90,16896.9,0.11054,0.0982,0.76703,0.97095,0.95892,0.98712,0.87377,0.59757,0.34552,0.87126,0.001189,0.001189,0.001189
91,17091.5,0.10967,0.09616,0.76665,0.97037,0.9595,0.98704,0.87361,0.59635,0.34561,0.87111,0.00109,0.00109,0.00109
92,17282.9,0.10834,0.09481,0.76509,0.9726,0.95743,0.98704,0.87372,0.5956,0.34572,0.87108,0.000991,0.000991,0.000991
93,17471.1,0.10692,0.09247,0.76461,0.97255,0.95738,0.9871,0.87368,0.59467,0.34689,0.8707,0.000892,0.000892,0.000892
94,17654.7,0.10578,0.09076,0.76573,0.97167,0.95786,0.9872,0.87367,0.59367,0.34732,0.87049,0.000793,0.000793,0.000793
95,17858.1,0.10457,0.08903,0.7648,0.97097,0.95816,0.98718,0.87394,0.59295,0.34757,0.87044,0.000694,0.000694,0.000694
96,18048,0.10283,0.08802,0.76437,0.97358,0.95577,0.98712,0.8737,0.59392,0.34877,0.87087,0.000595,0.000595,0.000595
97,18233,0.10269,0.08685,0.76468,0.97469,0.95492,0.98712,0.8741,0.59227,0.34903,0.87042,0.000496,0.000496,0.000496
98,18418.2,0.10143,0.0852,0.7644,0.97473,0.95512,0.98709,0.87397,0.59171,0.35007,0.8704,0.000397,0.000397,0.000397
99,18605.1,0.10052,0.08363,0.76442,0.97443,0.95526,0.98712,0.87396,0.5922,0.35121,0.87087,0.000298,0.000298,0.000298
100,18790,0.09925,0.08228,0.76465,0.97498,0.95493,0.98711,0.8737,0.59312,0.35293,0.87138,0.000199,0.000199,0.000199
1 epoch time train/box_loss train/cls_loss train/dfl_loss metrics/precision(B) metrics/recall(B) metrics/mAP50(B) metrics/mAP50-95(B) val/box_loss val/cls_loss val/dfl_loss lr/pg0 lr/pg1 lr/pg2
2 1 217.641 0.79856 2.56507 1.01986 0.8921 0.84545 0.90033 0.81508 0.49347 0.92369 0.83815 0.00332991 0.00332991 0.00332991
3 2 410.275 0.506 1.04596 0.85661 0.9164 0.85418 0.92852 0.79726 0.63851 0.72277 0.87404 0.00659728 0.00659728 0.00659728
4 3 598.713 0.49618 0.68647 0.85624 0.93775 0.80014 0.91481 0.80383 0.5798 0.76691 0.86835 0.00979865 0.00979865 0.00979865
5 4 782.868 0.44059 0.53532 0.84299 0.94668 0.90421 0.96101 0.8832 0.43961 0.49649 0.84298 0.009703 0.009703 0.009703
6 5 967.898 0.37596 0.44308 0.82667 0.88316 0.81492 0.91376 0.82272 0.50616 0.70202 0.85825 0.009604 0.009604 0.009604
7 6 1152.03 0.33999 0.39482 0.81661 0.81567 0.73691 0.82644 0.75085 0.43451 0.92038 0.86158 0.009505 0.009505 0.009505
8 7 1335.35 0.31114 0.35971 0.80992 0.95256 0.89807 0.96383 0.84241 0.60248 0.48455 0.88156 0.009406 0.009406 0.009406
9 8 1518.68 0.29176 0.33987 0.80516 0.97058 0.91185 0.97221 0.85356 0.58408 0.43771 0.86239 0.009307 0.009307 0.009307
10 9 1702.03 0.27683 0.3214 0.80166 0.96403 0.91663 0.9736 0.85118 0.6359 0.43055 0.88091 0.009208 0.009208 0.009208
11 10 1891.76 0.26487 0.30796 0.79943 0.96201 0.92669 0.97715 0.894 0.46381 0.37437 0.84314 0.009109 0.009109 0.009109
12 11 2081.79 0.25744 0.29846 0.79614 0.96562 0.92382 0.97554 0.79415 0.81302 0.46321 0.93576 0.00901 0.00901 0.00901
13 12 2273.34 0.24726 0.28842 0.79445 0.96248 0.92901 0.97544 0.7642 0.93193 0.48807 0.98769 0.008911 0.008911 0.008911
14 13 2461.71 0.24266 0.27619 0.79413 0.9672 0.93016 0.97834 0.69208 1.24698 0.59927 1.19042 0.008812 0.008812 0.008812
15 14 2649.81 0.23391 0.26941 0.79165 0.96579 0.93247 0.98028 0.72182 1.0815 0.50846 1.08505 0.008713 0.008713 0.008713
16 15 2837.95 0.22893 0.2651 0.79082 0.9639 0.93414 0.9807 0.8522 0.64306 0.38931 0.88909 0.008614 0.008614 0.008614
17 16 3021.27 0.22269 0.25369 0.78809 0.97667 0.92754 0.98283 0.79198 0.89233 0.43512 0.98623 0.008515 0.008515 0.008515
18 17 3209.3 0.21937 0.24886 0.78797 0.96559 0.93193 0.98178 0.67198 1.35518 0.59949 1.30325 0.008416 0.008416 0.008416
19 18 3400.76 0.21415 0.24489 0.78789 0.95973 0.94489 0.98156 0.63227 1.45967 0.63486 1.42858 0.008317 0.008317 0.008317
20 19 3590.96 0.21227 0.23986 0.78736 0.96136 0.94369 0.98263 0.83035 0.76379 0.39831 0.92541 0.008218 0.008218 0.008218
21 20 3779.15 0.20834 0.23506 0.78475 0.96214 0.93563 0.97908 0.5024 1.92081 0.81282 1.99717 0.008119 0.008119 0.008119
22 21 3976.3 0.20592 0.23055 0.78534 0.9636 0.94141 0.98186 0.71087 1.20783 0.53596 1.17998 0.00802 0.00802 0.00802
23 22 4165.69 0.20195 0.22554 0.78431 0.96621 0.94394 0.98458 0.86353 0.6245 0.35194 0.86978 0.007921 0.007921 0.007921
24 23 4357.69 0.19847 0.22066 0.78362 0.9745 0.93877 0.98501 0.84365 0.71155 0.37717 0.91395 0.007822 0.007822 0.007822
25 24 4548.46 0.19715 0.21991 0.78423 0.96456 0.94907 0.98541 0.77136 0.9901 0.45056 1.02401 0.007723 0.007723 0.007723
26 25 4738.2 0.19207 0.21284 0.7821 0.97136 0.94417 0.98568 0.8139 0.83053 0.41526 0.94475 0.007624 0.007624 0.007624
27 26 4926.95 0.19124 0.21138 0.7823 0.9712 0.94333 0.98466 0.78106 0.94702 0.44977 1.0068 0.007525 0.007525 0.007525
28 27 5115.34 0.18944 0.21166 0.78245 0.97207 0.9347 0.98325 0.57941 1.64865 0.72474 1.70082 0.007426 0.007426 0.007426
29 28 5303.92 0.18817 0.20777 0.7814 0.96837 0.9519 0.98672 0.77596 0.96734 0.43218 1.01592 0.007327 0.007327 0.007327
30 29 5493.53 0.18565 0.20231 0.78154 0.9719 0.94481 0.98552 0.67875 1.27094 0.57309 1.27411 0.007228 0.007228 0.007228
31 30 5682.31 0.18424 0.19916 0.77989 0.96714 0.95269 0.98588 0.73712 1.08764 0.52054 1.09884 0.007129 0.007129 0.007129
32 31 5870.11 0.1812 0.19544 0.78013 0.9698 0.95028 0.98687 0.72258 1.15995 0.50918 1.14823 0.00703 0.00703 0.00703
33 32 6060.08 0.1801 0.19571 0.7799 0.9699 0.95342 0.98761 0.83372 0.70788 0.36986 0.89674 0.006931 0.006931 0.006931
34 33 6244.87 0.17816 0.19373 0.7789 0.96278 0.95546 0.98684 0.85265 0.66817 0.36063 0.88589 0.006832 0.006832 0.006832
35 34 6427.13 0.176 0.1909 0.77864 0.96962 0.95053 0.98707 0.85351 0.70717 0.36925 0.90913 0.006733 0.006733 0.006733
36 35 6619.57 0.17377 0.18513 0.77794 0.97418 0.94725 0.98662 0.83346 0.77385 0.3987 0.92964 0.006634 0.006634 0.006634
37 36 6807.72 0.17359 0.18454 0.77885 0.97363 0.95 0.98703 0.85072 0.72917 0.36745 0.91556 0.006535 0.006535 0.006535
38 37 7001.26 0.17126 0.18179 0.77796 0.96337 0.95646 0.98744 0.79259 0.86734 0.4072 0.96666 0.006436 0.006436 0.006436
39 38 7186.91 0.16989 0.17967 0.77791 0.97277 0.94891 0.98737 0.8268 0.78213 0.38811 0.9293 0.006337 0.006337 0.006337
40 39 7372.72 0.16823 0.17959 0.77698 0.96961 0.95206 0.98714 0.86035 0.69764 0.35696 0.90589 0.006238 0.006238 0.006238
41 40 7558.51 0.16639 0.17648 0.77676 0.96471 0.9592 0.98756 0.85427 0.70458 0.35248 0.90042 0.006139 0.006139 0.006139
42 41 7747.05 0.16641 0.17472 0.77686 0.96565 0.95698 0.98751 0.76422 1.01303 0.45638 1.04876 0.00604 0.00604 0.00604
43 42 7930.66 0.16528 0.17295 0.77783 0.98029 0.94412 0.98709 0.68134 1.27076 0.55229 1.27714 0.005941 0.005941 0.005941
44 43 8113.31 0.16304 0.17093 0.77627 0.96909 0.95623 0.98692 0.77479 0.97729 0.45248 1.03101 0.005842 0.005842 0.005842
45 44 8298.3 0.16163 0.16817 0.77509 0.96809 0.9575 0.98709 0.80448 0.85637 0.40945 0.96298 0.005743 0.005743 0.005743
46 45 8485.25 0.16053 0.16768 0.77535 0.97311 0.95211 0.98726 0.8047 0.85835 0.40888 0.96605 0.005644 0.005644 0.005644
47 46 8669.88 0.15959 0.16634 0.77576 0.97431 0.95186 0.98739 0.797 0.87218 0.41446 0.97186 0.005545 0.005545 0.005545
48 47 8853.93 0.15778 0.16234 0.77599 0.97532 0.95052 0.98702 0.78582 0.92511 0.43102 1.0039 0.005446 0.005446 0.005446
49 48 9037.52 0.15602 0.16175 0.77439 0.97529 0.94998 0.9874 0.84071 0.77064 0.38361 0.93995 0.005347 0.005347 0.005347
50 49 9223.9 0.15478 0.1604 0.77364 0.97345 0.95143 0.98729 0.84662 0.73185 0.37143 0.92248 0.005248 0.005248 0.005248
51 50 9411.45 0.15431 0.1584 0.77449 0.98033 0.94592 0.98733 0.86995 0.63137 0.34173 0.8816 0.005149 0.005149 0.005149
52 51 9595.98 0.15305 0.15648 0.77414 0.97318 0.95431 0.98753 0.86938 0.63298 0.34305 0.88158 0.00505 0.00505 0.00505
53 52 9779.61 0.15291 0.15561 0.77441 0.97824 0.94936 0.98777 0.87333 0.60174 0.33831 0.87135 0.004951 0.004951 0.004951
54 53 9963.17 0.15193 0.15454 0.77361 0.97077 0.95579 0.98737 0.87038 0.62864 0.34404 0.87819 0.004852 0.004852 0.004852
55 54 10151.9 0.14978 0.15218 0.77431 0.97892 0.94812 0.9874 0.86664 0.6559 0.35033 0.88752 0.004753 0.004753 0.004753
56 55 10335.2 0.14867 0.14954 0.77318 0.98227 0.94556 0.98734 0.86535 0.66191 0.35233 0.89052 0.004654 0.004654 0.004654
57 56 10517.7 0.14781 0.1504 0.77387 0.97187 0.95472 0.98731 0.85393 0.70291 0.36551 0.90638 0.004555 0.004555 0.004555
58 57 10704.4 0.14704 0.14654 0.77286 0.96973 0.95539 0.98731 0.84386 0.75517 0.38619 0.92774 0.004456 0.004456 0.004456
59 58 10888.6 0.14478 0.14588 0.77324 0.9792 0.94676 0.9872 0.84023 0.76095 0.38846 0.93011 0.004357 0.004357 0.004357
60 59 11071.2 0.14408 0.14418 0.7724 0.9709 0.95553 0.98729 0.8499 0.71784 0.37089 0.91332 0.004258 0.004258 0.004258
61 60 11256.4 0.1427 0.14165 0.77106 0.96919 0.95682 0.98729 0.85156 0.70256 0.36509 0.90774 0.004159 0.004159 0.004159
62 61 11444.8 0.14194 0.14087 0.77269 0.96601 0.96121 0.98731 0.85107 0.70839 0.36753 0.90948 0.00406 0.00406 0.00406
63 62 11630.9 0.14062 0.13882 0.77215 0.96628 0.96081 0.98736 0.84858 0.73074 0.3762 0.92033 0.003961 0.003961 0.003961
64 63 11816.5 0.13938 0.13865 0.77152 0.96711 0.95961 0.98744 0.85214 0.70862 0.36754 0.91079 0.003862 0.003862 0.003862
65 64 12005.3 0.13858 0.13687 0.77045 0.96702 0.9595 0.98748 0.85574 0.69672 0.36084 0.90588 0.003763 0.003763 0.003763
66 65 12191.8 0.13775 0.13411 0.77132 0.96785 0.95943 0.9874 0.85729 0.68875 0.35766 0.90221 0.003664 0.003664 0.003664
67 66 12379.6 0.13556 0.13271 0.77167 0.96725 0.96005 0.98735 0.85898 0.68174 0.3561 0.89887 0.003565 0.003565 0.003565
68 67 12565.4 0.13463 0.13108 0.77009 0.97381 0.95338 0.98732 0.86031 0.67263 0.35399 0.89484 0.003466 0.003466 0.003466
69 68 12752.5 0.13515 0.1311 0.77095 0.96906 0.95916 0.98725 0.86029 0.66717 0.35274 0.89292 0.003367 0.003367 0.003367
70 69 12940.8 0.13415 0.12957 0.76963 0.97126 0.95685 0.9873 0.86049 0.6644 0.35306 0.8918 0.003268 0.003268 0.003268
71 70 13133.2 0.13179 0.12737 0.76937 0.97287 0.95478 0.98727 0.86047 0.6632 0.35246 0.89193 0.003169 0.003169 0.003169
72 71 13319.4 0.13185 0.1274 0.77079 0.97267 0.95587 0.98722 0.86193 0.65949 0.35213 0.89086 0.00307 0.00307 0.00307
73 72 13504.8 0.12947 0.12446 0.76998 0.97199 0.95686 0.98725 0.86401 0.64895 0.34877 0.88741 0.002971 0.002971 0.002971
74 73 13695.1 0.12876 0.12321 0.76883 0.9723 0.9569 0.98725 0.86643 0.64091 0.3473 0.88447 0.002872 0.002872 0.002872
75 74 13882 0.12828 0.12194 0.76915 0.97256 0.95686 0.98732 0.86847 0.6322 0.34702 0.88109 0.002773 0.002773 0.002773
76 75 14075 0.12664 0.11944 0.76878 0.97277 0.95678 0.98726 0.86861 0.63123 0.3482 0.88086 0.002674 0.002674 0.002674
77 76 14259.9 0.12587 0.11965 0.7692 0.9727 0.95673 0.98717 0.86916 0.62721 0.34811 0.87932 0.002575 0.002575 0.002575
78 77 14451.2 0.12433 0.1174 0.76838 0.97267 0.95663 0.9872 0.87057 0.62032 0.34709 0.8769 0.002476 0.002476 0.002476
79 78 14636.3 0.12352 0.11507 0.76971 0.97087 0.95829 0.98721 0.87189 0.61271 0.34667 0.87445 0.002377 0.002377 0.002377
80 79 14821.1 0.1231 0.11454 0.76897 0.97195 0.95752 0.98722 0.87292 0.60714 0.34596 0.87271 0.002278 0.002278 0.002278
81 80 15007.3 0.12117 0.11285 0.76864 0.97146 0.95789 0.98726 0.8735 0.6031 0.34515 0.87163 0.002179 0.002179 0.002179
82 81 15199.5 0.12029 0.11158 0.76708 0.97018 0.95938 0.9872 0.87378 0.60116 0.34538 0.87113 0.00208 0.00208 0.00208
83 82 15390.8 0.11877 0.10949 0.76719 0.97021 0.95964 0.98721 0.87422 0.59897 0.3457 0.87057 0.001981 0.001981 0.001981
84 83 15577.6 0.11812 0.10818 0.76749 0.97013 0.95951 0.98722 0.87429 0.59878 0.34524 0.87054 0.001882 0.001882 0.001882
85 84 15761.5 0.11687 0.10634 0.76703 0.97155 0.9583 0.98713 0.87407 0.59964 0.34532 0.8709 0.001783 0.001783 0.001783
86 85 15946.2 0.11551 0.10455 0.7672 0.9717 0.95797 0.9871 0.87367 0.60049 0.34569 0.87136 0.001684 0.001684 0.001684
87 86 16130.6 0.11474 0.10479 0.76737 0.97183 0.95808 0.98712 0.87406 0.5981 0.34504 0.87076 0.001585 0.001585 0.001585
88 87 16324.1 0.11337 0.10221 0.76695 0.97137 0.95881 0.98708 0.87382 0.59851 0.34519 0.87106 0.001486 0.001486 0.001486
89 88 16517.1 0.11185 0.10043 0.76513 0.97121 0.95899 0.98707 0.87379 0.59906 0.34583 0.87135 0.001387 0.001387 0.001387
90 89 16708.5 0.11103 0.09846 0.76565 0.97113 0.95904 0.98709 0.87369 0.59838 0.34599 0.87138 0.001288 0.001288 0.001288
91 90 16896.9 0.11054 0.0982 0.76703 0.97095 0.95892 0.98712 0.87377 0.59757 0.34552 0.87126 0.001189 0.001189 0.001189
92 91 17091.5 0.10967 0.09616 0.76665 0.97037 0.9595 0.98704 0.87361 0.59635 0.34561 0.87111 0.00109 0.00109 0.00109
93 92 17282.9 0.10834 0.09481 0.76509 0.9726 0.95743 0.98704 0.87372 0.5956 0.34572 0.87108 0.000991 0.000991 0.000991
94 93 17471.1 0.10692 0.09247 0.76461 0.97255 0.95738 0.9871 0.87368 0.59467 0.34689 0.8707 0.000892 0.000892 0.000892
95 94 17654.7 0.10578 0.09076 0.76573 0.97167 0.95786 0.9872 0.87367 0.59367 0.34732 0.87049 0.000793 0.000793 0.000793
96 95 17858.1 0.10457 0.08903 0.7648 0.97097 0.95816 0.98718 0.87394 0.59295 0.34757 0.87044 0.000694 0.000694 0.000694
97 96 18048 0.10283 0.08802 0.76437 0.97358 0.95577 0.98712 0.8737 0.59392 0.34877 0.87087 0.000595 0.000595 0.000595
98 97 18233 0.10269 0.08685 0.76468 0.97469 0.95492 0.98712 0.8741 0.59227 0.34903 0.87042 0.000496 0.000496 0.000496
99 98 18418.2 0.10143 0.0852 0.7644 0.97473 0.95512 0.98709 0.87397 0.59171 0.35007 0.8704 0.000397 0.000397 0.000397
100 99 18605.1 0.10052 0.08363 0.76442 0.97443 0.95526 0.98712 0.87396 0.5922 0.35121 0.87087 0.000298 0.000298 0.000298
101 100 18790 0.09925 0.08228 0.76465 0.97498 0.95493 0.98711 0.8737 0.59312 0.35293 0.87138 0.000199 0.000199 0.000199