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task: detect
mode: train
model: runs\detect\train3\weights\last.pt
data: coco8_copy3.yaml
epochs: 300
time: null
patience: 100
batch: 4
imgsz: 640
save: true
save_period: -1
cache: false
device: null
workers: 1
project: null
name: train3
exist_ok: false
pretrained: true
optimizer: auto
verbose: true
seed: 0
deterministic: true
single_cls: false
rect: false
cos_lr: false
close_mosaic: 10
resume: runs\detect\train3\weights\last.pt
amp: true
fraction: 1.0
profile: false
freeze: null
multi_scale: false
overlap_mask: true
mask_ratio: 4
dropout: 0.0
val: true
split: val
save_json: false
save_hybrid: 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: false
opset: null
workspace: 4
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
label_smoothing: 0.0
nbs: 64
hsv_h: 0.015
hsv_s: 0.7
hsv_v: 0.4
degrees: 0.0
translate: 0.1
scale: 0.5
shear: 0.0
perspective: 0.0
flipud: 0.0
fliplr: 0.5
bgr: 0.0
mosaic: 1.0
mixup: 0.0
copy_paste: 0.0
auto_augment: randaugment
erasing: 0.4
crop_fraction: 1.0
cfg: null
tracker: botsort.yaml
save_dir: runs\detect\train3

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runs/detect/train/results.csv Normal file
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epoch, 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
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97, 0.60703, 0.30972, 0.9254, 0.99989, 1, 0.995, 0.75252, 0.95436, 0.32623, 1.4997, 0.006832, 0.006832, 0.006832
98, 0.61467, 0.30868, 0.9305, 0.99984, 1, 0.995, 0.75332, 0.95577, 0.32944, 1.4965, 0.006799, 0.006799, 0.006799
99, 0.60993, 0.30599, 0.9259, 0.99983, 1, 0.995, 0.75026, 0.96152, 0.33118, 1.5061, 0.006766, 0.006766, 0.006766
100, 0.61065, 0.30762, 0.93006, 0.99976, 1, 0.995, 0.75597, 0.95104, 0.32328, 1.488, 0.006733, 0.006733, 0.006733
101, 0.61194, 0.30841, 0.931, 0.9989, 1, 0.99471, 0.75847, 0.9444, 0.31947, 1.4748, 0.0067, 0.0067, 0.0067
102, 0.6098, 0.3099, 0.92855, 0.9989, 1, 0.99453, 0.75694, 0.94774, 0.32166, 1.486, 0.006667, 0.006667, 0.006667
103, 0.60286, 0.30252, 0.9241, 0.99888, 1, 0.99423, 0.7545, 0.95514, 0.32565, 1.4966, 0.006634, 0.006634, 0.006634
104, 0.60009, 0.30211, 0.92045, 0.99887, 1, 0.99435, 0.75227, 0.96324, 0.32957, 1.4976, 0.006601, 0.006601, 0.006601
105, 0.59494, 0.30063, 0.91921, 0.99891, 1, 0.99477, 0.75358, 0.95871, 0.32335, 1.4983, 0.006568, 0.006568, 0.006568
106, 0.60065, 0.29983, 0.92213, 0.99885, 1, 0.99432, 0.75685, 0.95869, 0.32194, 1.494, 0.006535, 0.006535, 0.006535
107, 0.59458, 0.29791, 0.91999, 0.99896, 1, 0.995, 0.75396, 0.96511, 0.32087, 1.4987, 0.006502, 0.006502, 0.006502
108, 0.6012, 0.30064, 0.91946, 0.99927, 1, 0.995, 0.75279, 0.96449, 0.32106, 1.4972, 0.006469, 0.006469, 0.006469
109, 0.59722, 0.29998, 0.91908, 0.99952, 1, 0.995, 0.7539, 0.96354, 0.32228, 1.5011, 0.006436, 0.006436, 0.006436
110, 0.60306, 0.30142, 0.92459, 0.99896, 1, 0.995, 0.75316, 0.96944, 0.32424, 1.5033, 0.006403, 0.006403, 0.006403
111, 0.61142, 0.30436, 0.92754, 0.99963, 1, 0.995, 0.75752, 0.95791, 0.31922, 1.4946, 0.00637, 0.00637, 0.00637
112, 0.60857, 0.30528, 0.92535, 0.99973, 1, 0.995, 0.75975, 0.95177, 0.3206, 1.4864, 0.006337, 0.006337, 0.006337
113, 0.60819, 0.3016, 0.92847, 0.99884, 1, 0.995, 0.75759, 0.94997, 0.32007, 1.4856, 0.006304, 0.006304, 0.006304
114, 0.61123, 0.30658, 0.93075, 0.99896, 1, 0.995, 0.75807, 0.9518, 0.31747, 1.4922, 0.006271, 0.006271, 0.006271
115, 0.59888, 0.29828, 0.92065, 0.99843, 1, 0.99499, 0.75919, 0.95096, 0.31898, 1.4908, 0.006238, 0.006238, 0.006238
116, 0.60518, 0.3003, 0.92174, 0.99799, 1, 0.99494, 0.76023, 0.94988, 0.3179, 1.4892, 0.006205, 0.006205, 0.006205
117, 0.61112, 0.30452, 0.92446, 0.99765, 1, 0.9945, 0.75852, 0.9471, 0.31701, 1.4835, 0.006172, 0.006172, 0.006172
118, 0.60741, 0.30245, 0.93129, 0.9987, 1, 0.99462, 0.75726, 0.95375, 0.31915, 1.4859, 0.006139, 0.006139, 0.006139
119, 0.60226, 0.30065, 0.92599, 0.99887, 1, 0.995, 0.75413, 0.95141, 0.31952, 1.4914, 0.006106, 0.006106, 0.006106
120, 0.6048, 0.30249, 0.92571, 0.99963, 1, 0.995, 0.75482, 0.95115, 0.31977, 1.4898, 0.006073, 0.006073, 0.006073
121, 0.61559, 0.30364, 0.93116, 0.99961, 1, 0.995, 0.7565, 0.94843, 0.31775, 1.4895, 0.00604, 0.00604, 0.00604
122, 0.60397, 0.29805, 0.92516, 0.99983, 1, 0.995, 0.75565, 0.94714, 0.31572, 1.4908, 0.006007, 0.006007, 0.006007
123, 0.59082, 0.29604, 0.92295, 0.99986, 1, 0.995, 0.75539, 0.94974, 0.31626, 1.4912, 0.005974, 0.005974, 0.005974
124, 0.59665, 0.2959, 0.91816, 0.9999, 1, 0.995, 0.75554, 0.94993, 0.31515, 1.492, 0.005941, 0.005941, 0.005941
125, 0.59131, 0.29595, 0.91935, 0.99992, 1, 0.995, 0.75728, 0.95204, 0.31508, 1.4893, 0.005908, 0.005908, 0.005908
126, 0.60205, 0.29748, 0.92124, 0.99992, 1, 0.995, 0.75415, 0.96154, 0.31549, 1.4961, 0.005875, 0.005875, 0.005875
127, 0.59863, 0.29541, 0.92488, 0.99991, 1, 0.995, 0.7551, 0.96047, 0.31607, 1.4938, 0.005842, 0.005842, 0.005842
128, 0.60152, 0.29805, 0.92666, 0.99988, 1, 0.995, 0.75555, 0.95907, 0.31575, 1.4908, 0.005809, 0.005809, 0.005809
129, 0.60001, 0.29795, 0.91961, 0.99959, 1, 0.995, 0.75608, 0.96301, 0.31808, 1.4935, 0.005776, 0.005776, 0.005776
130, 0.59834, 0.29698, 0.92213, 0.99896, 1, 0.995, 0.75372, 0.96558, 0.31677, 1.4929, 0.005743, 0.005743, 0.005743
131, 0.58765, 0.29273, 0.91787, 0.99891, 1, 0.995, 0.75447, 0.96709, 0.31727, 1.4926, 0.00571, 0.00571, 0.00571
132, 0.59786, 0.29666, 0.92404, 0.99891, 1, 0.995, 0.75608, 0.96342, 0.31528, 1.4902, 0.005677, 0.005677, 0.005677
133, 0.58662, 0.29584, 0.91704, 0.99892, 1, 0.995, 0.75611, 0.96283, 0.31682, 1.4875, 0.005644, 0.005644, 0.005644
134, 0.5967, 0.29467, 0.91838, 0.99892, 1, 0.995, 0.75692, 0.95648, 0.31529, 1.4823, 0.005611, 0.005611, 0.005611
135, 0.5907, 0.29543, 0.92383, 0.999, 1, 0.995, 0.75654, 0.95745, 0.31426, 1.4811, 0.005578, 0.005578, 0.005578
136, 0.59721, 0.29614, 0.92344, 0.99964, 1, 0.995, 0.75712, 0.95479, 0.31454, 1.4792, 0.005545, 0.005545, 0.005545
137, 0.58002, 0.29113, 0.91516, 0.99975, 1, 0.995, 0.75763, 0.95459, 0.31166, 1.4797, 0.005512, 0.005512, 0.005512
138, 0.594, 0.29309, 0.91914, 0.99976, 1, 0.995, 0.759, 0.95569, 0.31099, 1.4812, 0.005479, 0.005479, 0.005479
139, 0.58968, 0.29254, 0.92244, 0.99985, 1, 0.995, 0.75703, 0.95797, 0.31145, 1.4845, 0.005446, 0.005446, 0.005446
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142, 0.58562, 0.29007, 0.91865, 0.9999, 1, 0.995, 0.75977, 0.95582, 0.31044, 1.4853, 0.005347, 0.005347, 0.005347
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144, 0.58576, 0.29209, 0.91495, 0.99988, 1, 0.995, 0.75745, 0.96004, 0.31195, 1.4902, 0.005281, 0.005281, 0.005281
145, 0.5834, 0.28883, 0.91614, 0.99989, 1, 0.995, 0.75991, 0.95695, 0.30912, 1.4913, 0.005248, 0.005248, 0.005248
146, 0.58264, 0.28696, 0.91448, 0.99986, 1, 0.995, 0.76044, 0.95346, 0.30765, 1.4915, 0.005215, 0.005215, 0.005215
147, 0.5866, 0.29086, 0.9162, 0.99988, 1, 0.995, 0.75784, 0.9575, 0.30832, 1.4943, 0.005182, 0.005182, 0.005182
148, 0.57642, 0.28801, 0.91432, 0.99986, 1, 0.995, 0.75797, 0.9576, 0.30913, 1.4943, 0.005149, 0.005149, 0.005149
149, 0.57618, 0.28567, 0.91338, 0.99986, 1, 0.995, 0.7577, 0.95828, 0.30897, 1.4952, 0.005116, 0.005116, 0.005116
150, 0.58139, 0.28664, 0.91254, 0.99988, 1, 0.995, 0.7573, 0.95799, 0.30749, 1.4962, 0.005083, 0.005083, 0.005083
151, 0.57721, 0.28763, 0.91547, 0.99989, 1, 0.995, 0.75783, 0.95716, 0.30638, 1.4955, 0.00505, 0.00505, 0.00505
152, 0.57342, 0.28438, 0.91606, 0.9999, 1, 0.995, 0.7581, 0.95628, 0.30628, 1.4943, 0.005017, 0.005017, 0.005017
153, 0.57658, 0.28533, 0.91129, 0.9999, 1, 0.995, 0.75836, 0.95592, 0.30605, 1.4946, 0.004984, 0.004984, 0.004984
154, 0.57624, 0.28283, 0.91151, 0.9999, 1, 0.995, 0.75965, 0.95646, 0.30594, 1.4941, 0.004951, 0.004951, 0.004951
155, 0.57277, 0.28332, 0.90902, 0.99989, 1, 0.995, 0.75898, 0.95731, 0.30791, 1.4941, 0.004918, 0.004918, 0.004918
156, 0.57493, 0.28248, 0.91289, 0.99988, 1, 0.995, 0.75697, 0.95754, 0.3073, 1.4931, 0.004885, 0.004885, 0.004885
157, 0.57194, 0.28116, 0.90923, 0.99988, 1, 0.995, 0.75692, 0.95899, 0.30718, 1.4953, 0.004852, 0.004852, 0.004852
158, 0.57399, 0.28478, 0.91119, 0.99989, 1, 0.995, 0.75694, 0.96021, 0.30858, 1.4972, 0.004819, 0.004819, 0.004819
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163, 0.57352, 0.28527, 0.90934, 0.99988, 1, 0.995, 0.75597, 0.96401, 0.30654, 1.5016, 0.004654, 0.004654, 0.004654
164, 0.5706, 0.28121, 0.91104, 0.99987, 1, 0.995, 0.75649, 0.963, 0.30626, 1.5, 0.004621, 0.004621, 0.004621
165, 0.57367, 0.28356, 0.91101, 0.99989, 1, 0.995, 0.75618, 0.96274, 0.30678, 1.4991, 0.004588, 0.004588, 0.004588
166, 0.57034, 0.27984, 0.91068, 0.99989, 1, 0.995, 0.75788, 0.96213, 0.30526, 1.4977, 0.004555, 0.004555, 0.004555
167, 0.57545, 0.28337, 0.91066, 0.99987, 1, 0.995, 0.75601, 0.96151, 0.30562, 1.4961, 0.004522, 0.004522, 0.004522
168, 0.5709, 0.28103, 0.91156, 0.99986, 1, 0.995, 0.75677, 0.9619, 0.30523, 1.4963, 0.004489, 0.004489, 0.004489
169, 0.57288, 0.28089, 0.91013, 0.99986, 1, 0.995, 0.75675, 0.96187, 0.30596, 1.4973, 0.004456, 0.004456, 0.004456
170, 0.56301, 0.27552, 0.90106, 0.99986, 1, 0.995, 0.75598, 0.96213, 0.30591, 1.4978, 0.004423, 0.004423, 0.004423
171, 0.56185, 0.28078, 0.90481, 0.99983, 1, 0.995, 0.75689, 0.96266, 0.30678, 1.4979, 0.00439, 0.00439, 0.00439
172, 0.56315, 0.27576, 0.90641, 0.99983, 1, 0.995, 0.75713, 0.9635, 0.30679, 1.4994, 0.004357, 0.004357, 0.004357
173, 0.56104, 0.27676, 0.9051, 0.99983, 1, 0.995, 0.75654, 0.96411, 0.30698, 1.5005, 0.004324, 0.004324, 0.004324
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175, 0.5671, 0.27857, 0.91254, 0.99975, 1, 0.995, 0.75681, 0.96518, 0.30745, 1.5006, 0.004258, 0.004258, 0.004258
176, 0.56186, 0.27854, 0.90837, 0.99972, 1, 0.995, 0.75705, 0.9652, 0.30676, 1.501, 0.004225, 0.004225, 0.004225
177, 0.56301, 0.27683, 0.90702, 0.99971, 1, 0.995, 0.75788, 0.96589, 0.30673, 1.5019, 0.004192, 0.004192, 0.004192
178, 0.5662, 0.28014, 0.90969, 0.99975, 1, 0.995, 0.75723, 0.96648, 0.30623, 1.5027, 0.004159, 0.004159, 0.004159
179, 0.5619, 0.27651, 0.90532, 0.99975, 1, 0.995, 0.75713, 0.96621, 0.30616, 1.5035, 0.004126, 0.004126, 0.004126
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182, 0.55983, 0.2751, 0.90925, 0.99974, 1, 0.995, 0.75727, 0.96583, 0.30591, 1.5046, 0.004027, 0.004027, 0.004027
183, 0.55951, 0.27503, 0.9075, 0.99973, 1, 0.995, 0.75662, 0.96705, 0.30667, 1.5056, 0.003994, 0.003994, 0.003994
184, 0.5554, 0.27219, 0.90334, 0.99975, 1, 0.995, 0.75624, 0.96659, 0.30671, 1.5054, 0.003961, 0.003961, 0.003961
185, 0.54669, 0.2712, 0.89853, 0.99975, 1, 0.995, 0.75565, 0.96688, 0.30675, 1.5063, 0.003928, 0.003928, 0.003928
186, 0.5508, 0.26916, 0.90352, 0.99974, 1, 0.995, 0.75509, 0.96671, 0.30618, 1.5064, 0.003895, 0.003895, 0.003895
187, 0.55678, 0.27375, 0.90317, 0.99973, 1, 0.995, 0.75631, 0.96715, 0.30654, 1.5073, 0.003862, 0.003862, 0.003862
188, 0.54738, 0.26891, 0.89688, 0.99974, 1, 0.995, 0.75561, 0.96805, 0.30694, 1.508, 0.003829, 0.003829, 0.003829
189, 0.55387, 0.27191, 0.90613, 0.99974, 1, 0.995, 0.75367, 0.96919, 0.30749, 1.5089, 0.003796, 0.003796, 0.003796
190, 0.55294, 0.27032, 0.90377, 0.99974, 1, 0.995, 0.75336, 0.96962, 0.30762, 1.5093, 0.003763, 0.003763, 0.003763
191, 0.54833, 0.27246, 0.89684, 0.99973, 1, 0.995, 0.75424, 0.97022, 0.308, 1.5099, 0.00373, 0.00373, 0.00373
192, 0.55654, 0.27257, 0.90509, 0.99972, 1, 0.995, 0.75457, 0.97015, 0.30816, 1.5101, 0.003697, 0.003697, 0.003697
193, 0.55122, 0.27133, 0.90274, 0.99971, 1, 0.995, 0.75402, 0.97032, 0.30828, 1.5106, 0.003664, 0.003664, 0.003664
194, 0.55131, 0.27091, 0.90253, 0.99969, 1, 0.995, 0.75436, 0.97064, 0.30719, 1.5112, 0.003631, 0.003631, 0.003631
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198, 0.5515, 0.26946, 0.90085, 0.99969, 1, 0.995, 0.75267, 0.97159, 0.308, 1.513, 0.003499, 0.003499, 0.003499
199, 0.53974, 0.26392, 0.8954, 0.99969, 1, 0.995, 0.7527, 0.97139, 0.30769, 1.5136, 0.003466, 0.003466, 0.003466
200, 0.54044, 0.2664, 0.89699, 0.99968, 1, 0.995, 0.75283, 0.97164, 0.30705, 1.5143, 0.003433, 0.003433, 0.003433
201, 0.54303, 0.26548, 0.89697, 0.99968, 1, 0.995, 0.75391, 0.97147, 0.30665, 1.5145, 0.0034, 0.0034, 0.0034
202, 0.54718, 0.26601, 0.89681, 0.99967, 1, 0.995, 0.75389, 0.97136, 0.30734, 1.5146, 0.003367, 0.003367, 0.003367
203, 0.5468, 0.26937, 0.90182, 0.99967, 1, 0.995, 0.75324, 0.97166, 0.30748, 1.515, 0.003334, 0.003334, 0.003334
204, 0.53521, 0.26315, 0.89539, 0.99966, 1, 0.995, 0.75287, 0.97233, 0.30724, 1.5159, 0.003301, 0.003301, 0.003301
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206, 0.53833, 0.26287, 0.89668, 0.99965, 1, 0.995, 0.75365, 0.97298, 0.3075, 1.5172, 0.003235, 0.003235, 0.003235
207, 0.5366, 0.26146, 0.89182, 0.99964, 1, 0.995, 0.7526, 0.97281, 0.30695, 1.5172, 0.003202, 0.003202, 0.003202
208, 0.5353, 0.26188, 0.8993, 0.99963, 1, 0.995, 0.75253, 0.97308, 0.30658, 1.5175, 0.003169, 0.003169, 0.003169
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212, 0.53462, 0.25952, 0.89623, 0.99957, 1, 0.995, 0.75267, 0.9733, 0.30644, 1.5183, 0.003037, 0.003037, 0.003037
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219, 0.5297, 0.25739, 0.88443, 0.99952, 1, 0.995, 0.7525, 0.97468, 0.30549, 1.5223, 0.002806, 0.002806, 0.002806
220, 0.52896, 0.25961, 0.88839, 0.99952, 1, 0.995, 0.75298, 0.9746, 0.30562, 1.5227, 0.002773, 0.002773, 0.002773
221, 0.51769, 0.25205, 0.88919, 0.99952, 1, 0.995, 0.75271, 0.97462, 0.30548, 1.5228, 0.00274, 0.00274, 0.00274
222, 0.52093, 0.25542, 0.88881, 0.99954, 1, 0.995, 0.753, 0.97452, 0.30536, 1.523, 0.002707, 0.002707, 0.002707
223, 0.52342, 0.25449, 0.88835, 0.99952, 1, 0.995, 0.75291, 0.97468, 0.30556, 1.5232, 0.002674, 0.002674, 0.002674
224, 0.52082, 0.25639, 0.89139, 0.99955, 1, 0.995, 0.75211, 0.97463, 0.30586, 1.5234, 0.002641, 0.002641, 0.002641
225, 0.5238, 0.25798, 0.8899, 0.99954, 1, 0.995, 0.75213, 0.97473, 0.30565, 1.5236, 0.002608, 0.002608, 0.002608
226, 0.52714, 0.25993, 0.89262, 0.99952, 1, 0.995, 0.75218, 0.97479, 0.30588, 1.5238, 0.002575, 0.002575, 0.002575
227, 0.52514, 0.2585, 0.88977, 0.99951, 1, 0.995, 0.75279, 0.97449, 0.30545, 1.524, 0.002542, 0.002542, 0.002542
228, 0.5219, 0.25507, 0.89182, 0.99948, 1, 0.995, 0.75254, 0.97447, 0.30512, 1.524, 0.002509, 0.002509, 0.002509
229, 0.52545, 0.256, 0.89275, 0.99947, 1, 0.995, 0.75192, 0.97441, 0.30518, 1.524, 0.002476, 0.002476, 0.002476
230, 0.5233, 0.25607, 0.89132, 0.99948, 1, 0.995, 0.75238, 0.97436, 0.30556, 1.5242, 0.002443, 0.002443, 0.002443
231, 0.5182, 0.2527, 0.88814, 0.99945, 1, 0.995, 0.75247, 0.97435, 0.30602, 1.5245, 0.00241, 0.00241, 0.00241
232, 0.51623, 0.25338, 0.88442, 0.99945, 1, 0.995, 0.75226, 0.97421, 0.30504, 1.5247, 0.002377, 0.002377, 0.002377
233, 0.51161, 0.25185, 0.88324, 0.99945, 1, 0.995, 0.75306, 0.97457, 0.30563, 1.5251, 0.002344, 0.002344, 0.002344
234, 0.51221, 0.24993, 0.8851, 0.99947, 1, 0.995, 0.75321, 0.97461, 0.30602, 1.5251, 0.002311, 0.002311, 0.002311
235, 0.51102, 0.25088, 0.88374, 0.99947, 1, 0.995, 0.75357, 0.97436, 0.30605, 1.5251, 0.002278, 0.002278, 0.002278
236, 0.51031, 0.25099, 0.88289, 0.99947, 1, 0.995, 0.75258, 0.97431, 0.30551, 1.5252, 0.002245, 0.002245, 0.002245
237, 0.51079, 0.25111, 0.88347, 0.99946, 1, 0.995, 0.75314, 0.9743, 0.30527, 1.5253, 0.002212, 0.002212, 0.002212
238, 0.51191, 0.25021, 0.88608, 0.99945, 1, 0.995, 0.75275, 0.97421, 0.30505, 1.5254, 0.002179, 0.002179, 0.002179
239, 0.51754, 0.25133, 0.88708, 0.99946, 1, 0.995, 0.75305, 0.97432, 0.30491, 1.5258, 0.002146, 0.002146, 0.002146
240, 0.51126, 0.25082, 0.8841, 0.99946, 1, 0.995, 0.75178, 0.97425, 0.30502, 1.5261, 0.002113, 0.002113, 0.002113
241, 0.5119, 0.24988, 0.88681, 0.99945, 1, 0.995, 0.75211, 0.97447, 0.30468, 1.5266, 0.00208, 0.00208, 0.00208
242, 0.51178, 0.24987, 0.88932, 0.99947, 1, 0.995, 0.7521, 0.97444, 0.30447, 1.5268, 0.002047, 0.002047, 0.002047
243, 0.5071, 0.24735, 0.8827, 0.99947, 1, 0.995, 0.75176, 0.9746, 0.30505, 1.5269, 0.002014, 0.002014, 0.002014
244, 0.50834, 0.24719, 0.88321, 0.9995, 1, 0.995, 0.75245, 0.97462, 0.30489, 1.5271, 0.001981, 0.001981, 0.001981
245, 0.51125, 0.24951, 0.88232, 0.9995, 1, 0.995, 0.75234, 0.97434, 0.30486, 1.527, 0.001948, 0.001948, 0.001948
246, 0.50961, 0.24833, 0.88784, 0.99949, 1, 0.995, 0.75214, 0.9745, 0.30514, 1.5274, 0.001915, 0.001915, 0.001915
247, 0.50514, 0.24827, 0.88526, 0.99949, 1, 0.995, 0.75192, 0.97442, 0.30524, 1.5277, 0.001882, 0.001882, 0.001882
248, 0.50284, 0.24606, 0.88309, 0.99949, 1, 0.995, 0.75121, 0.97449, 0.30522, 1.5278, 0.001849, 0.001849, 0.001849
249, 0.51457, 0.24946, 0.88805, 0.9995, 1, 0.995, 0.75133, 0.97429, 0.30532, 1.528, 0.001816, 0.001816, 0.001816
250, 0.50593, 0.24498, 0.88434, 0.9995, 1, 0.995, 0.75038, 0.97406, 0.30525, 1.5282, 0.001783, 0.001783, 0.001783
251, 0.49427, 0.24216, 0.8823, 0.99945, 1, 0.995, 0.75023, 0.97435, 0.30507, 1.5285, 0.00175, 0.00175, 0.00175
252, 0.49909, 0.24328, 0.87935, 0.99948, 1, 0.995, 0.75055, 0.97477, 0.30483, 1.5291, 0.001717, 0.001717, 0.001717
253, 0.49663, 0.24227, 0.87926, 0.99945, 1, 0.995, 0.75053, 0.97489, 0.30475, 1.5294, 0.001684, 0.001684, 0.001684
254, 0.50067, 0.24226, 0.88046, 0.99941, 1, 0.995, 0.75049, 0.97514, 0.30472, 1.5299, 0.001651, 0.001651, 0.001651
255, 0.50226, 0.24234, 0.8824, 0.99938, 1, 0.995, 0.74973, 0.97524, 0.30475, 1.5302, 0.001618, 0.001618, 0.001618
256, 0.50095, 0.24389, 0.88446, 0.9994, 1, 0.995, 0.74978, 0.97526, 0.30478, 1.5304, 0.001585, 0.001585, 0.001585
257, 0.5015, 0.24479, 0.87836, 0.99942, 1, 0.995, 0.75055, 0.97562, 0.30556, 1.5309, 0.001552, 0.001552, 0.001552
258, 0.49773, 0.24412, 0.87869, 0.99941, 1, 0.995, 0.75045, 0.97592, 0.30548, 1.5314, 0.001519, 0.001519, 0.001519
259, 0.491, 0.23853, 0.87802, 0.9994, 1, 0.995, 0.75061, 0.97574, 0.30511, 1.5317, 0.001486, 0.001486, 0.001486
260, 0.49814, 0.24145, 0.88049, 0.99938, 1, 0.995, 0.75084, 0.97597, 0.30507, 1.5323, 0.001453, 0.001453, 0.001453
261, 0.48844, 0.2412, 0.87698, 0.9994, 1, 0.995, 0.75064, 0.97606, 0.30497, 1.5325, 0.00142, 0.00142, 0.00142
262, 0.49387, 0.23933, 0.87543, 0.99941, 1, 0.995, 0.75048, 0.97627, 0.30517, 1.5329, 0.001387, 0.001387, 0.001387
263, 0.49251, 0.24291, 0.88159, 0.99941, 1, 0.995, 0.74976, 0.97649, 0.30557, 1.5332, 0.001354, 0.001354, 0.001354
264, 0.49278, 0.23965, 0.87966, 0.9994, 1, 0.995, 0.75078, 0.97672, 0.30564, 1.5336, 0.001321, 0.001321, 0.001321
265, 0.4832, 0.23779, 0.87467, 0.99937, 1, 0.995, 0.75085, 0.97705, 0.30586, 1.5339, 0.001288, 0.001288, 0.001288
266, 0.48952, 0.23711, 0.87692, 0.9994, 1, 0.995, 0.75106, 0.97718, 0.30567, 1.5342, 0.001255, 0.001255, 0.001255
267, 0.48632, 0.23831, 0.87904, 0.99938, 1, 0.995, 0.75149, 0.97729, 0.306, 1.5346, 0.001222, 0.001222, 0.001222
268, 0.48847, 0.23592, 0.87384, 0.99941, 1, 0.995, 0.7507, 0.97723, 0.30569, 1.535, 0.001189, 0.001189, 0.001189
269, 0.4843, 0.23618, 0.87566, 0.99942, 1, 0.995, 0.75031, 0.97731, 0.30538, 1.5353, 0.001156, 0.001156, 0.001156
270, 0.48127, 0.2345, 0.87541, 0.99942, 1, 0.995, 0.75156, 0.97726, 0.30551, 1.5356, 0.001123, 0.001123, 0.001123
271, 0.48734, 0.23646, 0.87176, 0.99945, 1, 0.995, 0.75058, 0.97755, 0.30589, 1.5359, 0.00109, 0.00109, 0.00109
272, 0.48231, 0.23633, 0.87391, 0.99946, 1, 0.995, 0.75039, 0.97766, 0.30594, 1.5366, 0.001057, 0.001057, 0.001057
273, 0.47774, 0.23409, 0.87179, 0.99946, 1, 0.995, 0.75122, 0.9777, 0.30609, 1.5369, 0.001024, 0.001024, 0.001024
274, 0.47796, 0.23355, 0.87235, 0.99946, 1, 0.995, 0.75101, 0.9781, 0.30605, 1.5376, 0.000991, 0.000991, 0.000991
275, 0.48437, 0.23461, 0.87404, 0.99947, 1, 0.995, 0.75074, 0.97835, 0.30647, 1.538, 0.000958, 0.000958, 0.000958
276, 0.47214, 0.23145, 0.87252, 0.99946, 1, 0.995, 0.75084, 0.97851, 0.30607, 1.5384, 0.000925, 0.000925, 0.000925
277, 0.4759, 0.23071, 0.87118, 0.99946, 1, 0.995, 0.75108, 0.97867, 0.30634, 1.5388, 0.000892, 0.000892, 0.000892
278, 0.47387, 0.23028, 0.87119, 0.99947, 1, 0.995, 0.75052, 0.979, 0.30627, 1.5393, 0.000859, 0.000859, 0.000859
279, 0.47565, 0.23254, 0.87164, 0.99947, 1, 0.995, 0.75077, 0.97911, 0.30615, 1.5397, 0.000826, 0.000826, 0.000826
280, 0.47404, 0.2297, 0.87487, 0.99948, 1, 0.995, 0.75006, 0.97926, 0.30591, 1.54, 0.000793, 0.000793, 0.000793
281, 0.47385, 0.23064, 0.86984, 0.99949, 1, 0.995, 0.75068, 0.97949, 0.30591, 1.5405, 0.00076, 0.00076, 0.00076
282, 0.47363, 0.22815, 0.87016, 0.99949, 1, 0.995, 0.75074, 0.97968, 0.30555, 1.5411, 0.000727, 0.000727, 0.000727
283, 0.46899, 0.22902, 0.86823, 0.99948, 1, 0.995, 0.75093, 0.97994, 0.30579, 1.5415, 0.000694, 0.000694, 0.000694
284, 0.47107, 0.22783, 0.87157, 0.99947, 1, 0.995, 0.75114, 0.9801, 0.30552, 1.542, 0.000661, 0.000661, 0.000661
285, 0.46656, 0.22582, 0.86823, 0.99947, 1, 0.995, 0.75093, 0.98016, 0.30558, 1.5424, 0.000628, 0.000628, 0.000628
286, 0.46551, 0.22663, 0.86836, 0.99949, 1, 0.995, 0.74985, 0.9804, 0.30566, 1.543, 0.000595, 0.000595, 0.000595
287, 0.46599, 0.22545, 0.86736, 0.99947, 1, 0.995, 0.75063, 0.98074, 0.30549, 1.5435, 0.000562, 0.000562, 0.000562
288, 0.46947, 0.2284, 0.87052, 0.99947, 1, 0.995, 0.75009, 0.98105, 0.30529, 1.5439, 0.000529, 0.000529, 0.000529
289, 0.46529, 0.22598, 0.87175, 0.99948, 1, 0.995, 0.7506, 0.98138, 0.30577, 1.5445, 0.000496, 0.000496, 0.000496
290, 0.47093, 0.23036, 0.87347, 0.9995, 1, 0.995, 0.7501, 0.98136, 0.30555, 1.545, 0.000463, 0.000463, 0.000463
291, 0.43185, 0.20188, 0.86044, 0.99949, 1, 0.995, 0.75017, 0.98149, 0.30581, 1.5456, 0.00043, 0.00043, 0.00043
292, 0.42955, 0.2009, 0.85938, 0.9995, 1, 0.995, 0.75025, 0.98148, 0.30569, 1.5459, 0.000397, 0.000397, 0.000397
293, 0.42937, 0.19999, 0.86194, 0.99951, 1, 0.995, 0.75082, 0.9815, 0.30611, 1.5464, 0.000364, 0.000364, 0.000364
294, 0.42408, 0.19903, 0.85478, 0.99953, 1, 0.995, 0.75038, 0.98174, 0.30588, 1.5467, 0.000331, 0.000331, 0.000331
295, 0.42199, 0.1982, 0.85533, 0.99953, 1, 0.995, 0.75015, 0.98181, 0.30629, 1.5473, 0.000298, 0.000298, 0.000298
296, 0.41948, 0.19609, 0.85232, 0.99954, 1, 0.995, 0.74972, 0.98228, 0.30616, 1.548, 0.000265, 0.000265, 0.000265
297, 0.41693, 0.19583, 0.85358, 0.99954, 1, 0.995, 0.74978, 0.98266, 0.30679, 1.5486, 0.000232, 0.000232, 0.000232
298, 0.41502, 0.19538, 0.8539, 0.99956, 1, 0.995, 0.75026, 0.98298, 0.30643, 1.5494, 0.000199, 0.000199, 0.000199
299, 0.41736, 0.19688, 0.85042, 0.99957, 1, 0.995, 0.74886, 0.98309, 0.30649, 1.5498, 0.000166, 0.000166, 0.000166
300, 0.4178, 0.19537, 0.85375, 0.99957, 1, 0.995, 0.74914, 0.98343, 0.30697, 1.5506, 0.000133, 0.000133, 0.000133
1 epoch 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 1.0503 1.6331 1.1239 0.95444 0.96262 0.9892 0.63916 1.1002 1.1831 1.4277 0.0033308 0.0033308 0.0033308
3 2 0.98754 0.83334 1.078 0.91488 0.96304 0.9756 0.62446 1.1119 0.88269 1.5501 0.0066422 0.0066422 0.0066422
4 3 1.0209 0.70246 1.0904 0.92873 0.96329 0.98165 0.60366 1.301 0.85585 1.9178 0.0099315 0.0099315 0.0099315
5 4 0.99455 0.61544 1.0916 0.98019 0.99401 0.99406 0.68946 1.1387 0.58803 1.7708 0.009901 0.009901 0.009901
6 5 0.94533 0.55623 1.0676 0.98185 0.995 0.98933 0.68707 1.0839 0.57567 1.6804 0.009868 0.009868 0.009868
7 6 0.9158 0.51977 1.0603 0.99303 0.99579 0.99469 0.66945 1.1423 0.57498 1.7352 0.009835 0.009835 0.009835
8 7 0.88089 0.49986 1.0405 0.98169 0.998 0.9904 0.6257 1.3312 0.6079 1.908 0.009802 0.009802 0.009802
9 8 0.86375 0.4798 1.0354 0.99303 0.99684 0.993 0.68179 1.1052 0.54759 1.7316 0.009769 0.009769 0.009769
10 9 0.84759 0.4733 1.0306 0.98909 0.99644 0.99289 0.70268 1.06 0.5027 1.6289 0.009736 0.009736 0.009736
11 10 0.83166 0.45551 1.0241 0.99866 0.998 0.99472 0.67116 1.1152 0.49645 1.6515 0.009703 0.009703 0.009703
12 11 0.80935 0.44387 1.0133 0.99827 0.998 0.995 0.69961 1.0908 0.53554 1.6742 0.00967 0.00967 0.00967
13 12 0.80084 0.43697 1.0066 0.9953 1 0.99488 0.72372 1.0613 0.44859 1.649 0.009637 0.009637 0.009637
14 13 0.78945 0.42955 1.0016 0.99775 1 0.9947 0.72418 1.0624 0.44817 1.6903 0.009604 0.009604 0.009604
15 14 0.78181 0.42117 1 0.99701 0.99937 0.99407 0.71176 1.0553 0.43864 1.5921 0.009571 0.009571 0.009571
16 15 0.77627 0.42247 0.99859 0.99704 1 0.99406 0.7171 1.0238 0.46016 1.5687 0.009538 0.009538 0.009538
17 16 0.77258 0.41577 0.99316 0.99584 1 0.99428 0.71436 1.0329 0.43674 1.5896 0.009505 0.009505 0.009505
18 17 0.75977 0.41002 0.98563 0.99604 1 0.99433 0.72351 1.0139 0.43755 1.5682 0.009472 0.009472 0.009472
19 18 0.75682 0.40568 0.99319 0.99868 0.999 0.99407 0.73346 1.0341 0.43091 1.5777 0.009439 0.009439 0.009439
20 19 0.75225 0.40336 0.98926 0.9979 1 0.99499 0.73548 1.0113 0.39987 1.5712 0.009406 0.009406 0.009406
21 20 0.74216 0.39949 0.9826 0.99884 1 0.995 0.73964 1.0007 0.40105 1.5345 0.009373 0.009373 0.009373
22 21 0.73794 0.39221 0.98262 0.99739 1 0.99408 0.73393 0.991 0.39289 1.5483 0.00934 0.00934 0.00934
23 22 0.73927 0.39362 0.98515 0.99243 0.998 0.99499 0.71797 1.0826 0.43758 1.6331 0.009307 0.009307 0.009307
24 23 0.72741 0.38415 0.97327 0.99784 1 0.99469 0.73325 1.0102 0.41577 1.5612 0.009274 0.009274 0.009274
25 24 0.72644 0.38556 0.97426 0.99694 1 0.99424 0.70986 1.0653 0.42558 1.6177 0.009241 0.009241 0.009241
26 25 0.72482 0.38261 0.97359 0.997 0.999 0.99499 0.72996 1.0099 0.40602 1.5497 0.009208 0.009208 0.009208
27 26 0.72251 0.38082 0.97772 0.99605 1 0.99382 0.72496 1.0063 0.40521 1.5485 0.009175 0.009175 0.009175
28 27 0.72097 0.38123 0.97802 0.99879 1 0.995 0.73469 1.0033 0.3946 1.5418 0.009142 0.009142 0.009142
29 28 0.71652 0.38039 0.97525 0.99652 1 0.99388 0.7167 1.0109 0.4053 1.5415 0.009109 0.009109 0.009109
30 29 0.72655 0.37826 0.97584 0.99667 1 0.99452 0.72735 1.0433 0.39472 1.5967 0.009076 0.009076 0.009076
31 30 0.71066 0.37087 0.97171 0.99826 1 0.995 0.73602 0.99498 0.37535 1.5454 0.009043 0.009043 0.009043
32 31 0.69794 0.36932 0.96995 0.99888 1 0.995 0.72845 1.0038 0.39515 1.5273 0.00901 0.00901 0.00901
33 32 0.69761 0.36607 0.96426 0.99954 1 0.995 0.73309 1.019 0.39113 1.5424 0.008977 0.008977 0.008977
34 33 0.69999 0.36743 0.96477 0.99987 1 0.995 0.72058 1.0551 0.39376 1.6316 0.008944 0.008944 0.008944
35 34 0.70386 0.36827 0.96367 0.99615 0.999 0.99436 0.74549 0.98174 0.37545 1.5014 0.008911 0.008911 0.008911
36 35 0.69521 0.36211 0.96445 0.99959 1 0.995 0.7383 0.9821 0.36878 1.5266 0.008878 0.008878 0.008878
37 36 0.70158 0.36351 0.97154 0.99801 0.99989 0.99499 0.72623 1.0074 0.38861 1.5644 0.008845 0.008845 0.008845
38 37 0.70135 0.36468 0.96219 0.99832 1 0.99498 0.73948 0.98559 0.36921 1.5252 0.008812 0.008812 0.008812
39 38 0.69335 0.35689 0.96399 0.99868 1 0.995 0.73115 0.98779 0.39165 1.5445 0.008779 0.008779 0.008779
40 39 0.68361 0.35348 0.95995 0.99971 1 0.995 0.74225 0.97537 0.37404 1.5324 0.008746 0.008746 0.008746
41 40 0.692 0.35586 0.9655 0.99849 1 0.99485 0.73814 0.98972 0.37983 1.5372 0.008713 0.008713 0.008713
42 41 0.67887 0.35731 0.95756 0.99963 1 0.995 0.74272 0.97557 0.36422 1.5246 0.00868 0.00868 0.00868
43 42 0.68805 0.35505 0.95776 0.9983 1 0.99498 0.75018 0.96878 0.37192 1.5149 0.008647 0.008647 0.008647
44 43 0.68498 0.35818 0.96498 0.99974 1 0.995 0.74261 0.98614 0.37024 1.5409 0.008614 0.008614 0.008614
45 44 0.68451 0.35376 0.96194 0.99772 1 0.995 0.73849 0.9998 0.39325 1.5321 0.008581 0.008581 0.008581
46 45 0.66966 0.34835 0.95377 1 0.99887 0.995 0.73424 0.99209 0.38117 1.5372 0.008548 0.008548 0.008548
47 46 0.68597 0.34983 0.95958 0.99979 1 0.995 0.73729 0.9807 0.36169 1.5248 0.008515 0.008515 0.008515
48 47 0.6738 0.34952 0.95957 0.9998 1 0.995 0.73572 1.0012 0.3818 1.5386 0.008482 0.008482 0.008482
49 48 0.67001 0.34544 0.95197 0.99954 1 0.995 0.75319 0.95809 0.3689 1.4887 0.008449 0.008449 0.008449
50 49 0.67592 0.34544 0.95689 0.99982 1 0.995 0.74147 0.9788 0.36036 1.5325 0.008416 0.008416 0.008416
51 50 0.66792 0.33937 0.95554 0.99776 1 0.99426 0.73779 0.97502 0.35705 1.5105 0.008383 0.008383 0.008383
52 51 0.67249 0.34391 0.95182 0.99739 0.999 0.99485 0.74682 0.96871 0.35339 1.5089 0.00835 0.00835 0.00835
53 52 0.6747 0.34281 0.95353 0.99891 1 0.99426 0.74171 0.98056 0.36565 1.5053 0.008317 0.008317 0.008317
54 53 0.66427 0.34102 0.95204 0.99998 0.999 0.995 0.74864 0.97838 0.3667 1.508 0.008284 0.008284 0.008284
55 54 0.66518 0.33796 0.95208 0.9989 1 0.995 0.74492 0.98372 0.35329 1.5093 0.008251 0.008251 0.008251
56 55 0.66563 0.34053 0.95242 0.99861 1 0.99448 0.7434 0.97304 0.35488 1.5006 0.008218 0.008218 0.008218
57 56 0.65922 0.34018 0.95292 0.99874 1 0.99498 0.73771 0.97399 0.35016 1.5166 0.008185 0.008185 0.008185
58 57 0.66032 0.33506 0.95032 0.99887 1 0.99433 0.74954 0.96308 0.34257 1.5081 0.008152 0.008152 0.008152
59 58 0.66174 0.33415 0.94907 0.99797 1 0.99429 0.75126 0.96549 0.34206 1.5107 0.008119 0.008119 0.008119
60 59 0.65965 0.33753 0.95138 0.99801 0.99999 0.99457 0.73845 0.99701 0.35134 1.5276 0.008086 0.008086 0.008086
61 60 0.65348 0.33402 0.9506 0.99899 1 0.99428 0.74705 0.97036 0.34745 1.4991 0.008053 0.008053 0.008053
62 61 0.65245 0.33332 0.94302 0.99763 1 0.99388 0.74774 0.96817 0.36315 1.5048 0.00802 0.00802 0.00802
63 62 0.65382 0.33492 0.94607 0.99785 1 0.99434 0.75029 0.97306 0.353 1.4883 0.007987 0.007987 0.007987
64 63 0.64748 0.32966 0.94246 0.99787 1 0.9943 0.74522 0.9831 0.34898 1.5091 0.007954 0.007954 0.007954
65 64 0.65258 0.32931 0.94796 0.99887 1 0.99457 0.74709 0.98294 0.34796 1.533 0.007921 0.007921 0.007921
66 65 0.65256 0.33411 0.94629 0.99873 1 0.99455 0.7409 0.98456 0.34674 1.5303 0.007888 0.007888 0.007888
67 66 0.64994 0.3321 0.94364 0.99924 1 0.995 0.74802 0.97364 0.34843 1.5102 0.007855 0.007855 0.007855
68 67 0.65223 0.32964 0.9459 0.99793 1 0.99487 0.73888 0.97838 0.35099 1.5293 0.007822 0.007822 0.007822
69 68 0.6502 0.33079 0.94913 0.99872 1 0.99498 0.74713 0.97782 0.34401 1.5042 0.007789 0.007789 0.007789
70 69 0.64758 0.32935 0.9488 0.99813 1 0.99493 0.74993 0.96679 0.33791 1.5058 0.007756 0.007756 0.007756
71 70 0.6541 0.32845 0.951 0.99887 1 0.995 0.74854 0.9834 0.34935 1.5177 0.007723 0.007723 0.007723
72 71 0.65 0.32907 0.94268 0.99968 1 0.995 0.75304 0.95545 0.3436 1.4949 0.00769 0.00769 0.00769
73 72 0.64145 0.32337 0.94132 0.999 0.99966 0.995 0.74551 0.9809 0.35573 1.5141 0.007657 0.007657 0.007657
74 73 0.643 0.32538 0.94344 0.99931 1 0.995 0.74989 0.96919 0.34108 1.5006 0.007624 0.007624 0.007624
75 74 0.64544 0.32362 0.9414 0.99882 1 0.99404 0.75519 0.9613 0.3343 1.4896 0.007591 0.007591 0.007591
76 75 0.60192 0.3079 0.92405 0.99972 1 0.995 0.74433 0.97143 0.33762 1.5194 0.007558 0.007558 0.007558
77 76 0.60311 0.30817 0.92478 0.9988 1 0.995 0.75038 0.96999 0.32691 1.515 0.007525 0.007525 0.007525
78 77 0.62014 0.31389 0.93076 0.99883 1 0.99439 0.75124 0.9734 0.33935 1.5103 0.007492 0.007492 0.007492
79 78 0.63728 0.32356 0.94348 0.99869 1 0.99488 0.74829 0.96848 0.3411 1.5031 0.007459 0.007459 0.007459
80 79 0.64013 0.33029 0.94049 0.99899 1 0.995 0.74999 0.97219 0.34154 1.5094 0.007426 0.007426 0.007426
81 80 0.64463 0.32311 0.94444 0.99882 1 0.995 0.74973 0.96551 0.34132 1.5075 0.007393 0.007393 0.007393
82 81 0.63958 0.32241 0.93863 0.99977 1 0.995 0.75027 0.97406 0.34208 1.5224 0.00736 0.00736 0.00736
83 82 0.63896 0.32171 0.94233 0.99892 1 0.995 0.75175 0.95922 0.33867 1.4928 0.007327 0.007327 0.007327
84 83 0.6397 0.32144 0.94335 0.99936 1 0.995 0.76036 0.93718 0.32843 1.4659 0.007294 0.007294 0.007294
85 84 0.63886 0.32328 0.94252 0.99875 1 0.99426 0.75207 0.95029 0.33798 1.4876 0.007261 0.007261 0.007261
86 85 0.63065 0.31745 0.93764 0.99779 1 0.99423 0.74785 0.96999 0.34302 1.5063 0.007228 0.007228 0.007228
87 86 0.62851 0.31686 0.93104 0.99868 1 0.99435 0.74846 0.96322 0.33737 1.4989 0.007195 0.007195 0.007195
88 87 0.6243 0.31658 0.93255 0.99974 1 0.995 0.74773 0.97624 0.33424 1.508 0.007162 0.007162 0.007162
89 88 0.62704 0.31263 0.93463 0.9979 1 0.99493 0.74831 0.96721 0.33394 1.4978 0.007129 0.007129 0.007129
90 89 0.62594 0.31557 0.93271 0.99892 1 0.995 0.74841 0.97029 0.33022 1.505 0.007096 0.007096 0.007096
91 90 0.62732 0.31353 0.93154 0.99889 1 0.995 0.7447 0.97384 0.33256 1.5039 0.007063 0.007063 0.007063
92 91 0.61834 0.31256 0.92873 0.99879 1 0.99487 0.75117 0.96484 0.32776 1.4999 0.00703 0.00703 0.00703
93 92 0.61877 0.30952 0.93297 0.99887 1 0.99477 0.74981 0.96841 0.32799 1.4941 0.006997 0.006997 0.006997
94 93 0.59867 0.30072 0.92219 0.9988 1 0.995 0.75153 0.96234 0.32506 1.4983 0.006964 0.006964 0.006964
95 94 0.59975 0.30522 0.92277 0.99928 1 0.995 0.75231 0.96833 0.32703 1.5051 0.006931 0.006931 0.006931
96 95 0.60359 0.30476 0.92227 0.99883 1 0.995 0.75183 0.96666 0.3252 1.5 0.006898 0.006898 0.006898
97 96 0.6073 0.30758 0.92779 1 0.99992 0.995 0.7531 0.95398 0.32186 1.4988 0.006865 0.006865 0.006865
98 97 0.60703 0.30972 0.9254 0.99989 1 0.995 0.75252 0.95436 0.32623 1.4997 0.006832 0.006832 0.006832
99 98 0.61467 0.30868 0.9305 0.99984 1 0.995 0.75332 0.95577 0.32944 1.4965 0.006799 0.006799 0.006799
100 99 0.60993 0.30599 0.9259 0.99983 1 0.995 0.75026 0.96152 0.33118 1.5061 0.006766 0.006766 0.006766
101 100 0.61065 0.30762 0.93006 0.99976 1 0.995 0.75597 0.95104 0.32328 1.488 0.006733 0.006733 0.006733
102 101 0.61194 0.30841 0.931 0.9989 1 0.99471 0.75847 0.9444 0.31947 1.4748 0.0067 0.0067 0.0067
103 102 0.6098 0.3099 0.92855 0.9989 1 0.99453 0.75694 0.94774 0.32166 1.486 0.006667 0.006667 0.006667
104 103 0.60286 0.30252 0.9241 0.99888 1 0.99423 0.7545 0.95514 0.32565 1.4966 0.006634 0.006634 0.006634
105 104 0.60009 0.30211 0.92045 0.99887 1 0.99435 0.75227 0.96324 0.32957 1.4976 0.006601 0.006601 0.006601
106 105 0.59494 0.30063 0.91921 0.99891 1 0.99477 0.75358 0.95871 0.32335 1.4983 0.006568 0.006568 0.006568
107 106 0.60065 0.29983 0.92213 0.99885 1 0.99432 0.75685 0.95869 0.32194 1.494 0.006535 0.006535 0.006535
108 107 0.59458 0.29791 0.91999 0.99896 1 0.995 0.75396 0.96511 0.32087 1.4987 0.006502 0.006502 0.006502
109 108 0.6012 0.30064 0.91946 0.99927 1 0.995 0.75279 0.96449 0.32106 1.4972 0.006469 0.006469 0.006469
110 109 0.59722 0.29998 0.91908 0.99952 1 0.995 0.7539 0.96354 0.32228 1.5011 0.006436 0.006436 0.006436
111 110 0.60306 0.30142 0.92459 0.99896 1 0.995 0.75316 0.96944 0.32424 1.5033 0.006403 0.006403 0.006403
112 111 0.61142 0.30436 0.92754 0.99963 1 0.995 0.75752 0.95791 0.31922 1.4946 0.00637 0.00637 0.00637
113 112 0.60857 0.30528 0.92535 0.99973 1 0.995 0.75975 0.95177 0.3206 1.4864 0.006337 0.006337 0.006337
114 113 0.60819 0.3016 0.92847 0.99884 1 0.995 0.75759 0.94997 0.32007 1.4856 0.006304 0.006304 0.006304
115 114 0.61123 0.30658 0.93075 0.99896 1 0.995 0.75807 0.9518 0.31747 1.4922 0.006271 0.006271 0.006271
116 115 0.59888 0.29828 0.92065 0.99843 1 0.99499 0.75919 0.95096 0.31898 1.4908 0.006238 0.006238 0.006238
117 116 0.60518 0.3003 0.92174 0.99799 1 0.99494 0.76023 0.94988 0.3179 1.4892 0.006205 0.006205 0.006205
118 117 0.61112 0.30452 0.92446 0.99765 1 0.9945 0.75852 0.9471 0.31701 1.4835 0.006172 0.006172 0.006172
119 118 0.60741 0.30245 0.93129 0.9987 1 0.99462 0.75726 0.95375 0.31915 1.4859 0.006139 0.006139 0.006139
120 119 0.60226 0.30065 0.92599 0.99887 1 0.995 0.75413 0.95141 0.31952 1.4914 0.006106 0.006106 0.006106
121 120 0.6048 0.30249 0.92571 0.99963 1 0.995 0.75482 0.95115 0.31977 1.4898 0.006073 0.006073 0.006073
122 121 0.61559 0.30364 0.93116 0.99961 1 0.995 0.7565 0.94843 0.31775 1.4895 0.00604 0.00604 0.00604
123 122 0.60397 0.29805 0.92516 0.99983 1 0.995 0.75565 0.94714 0.31572 1.4908 0.006007 0.006007 0.006007
124 123 0.59082 0.29604 0.92295 0.99986 1 0.995 0.75539 0.94974 0.31626 1.4912 0.005974 0.005974 0.005974
125 124 0.59665 0.2959 0.91816 0.9999 1 0.995 0.75554 0.94993 0.31515 1.492 0.005941 0.005941 0.005941
126 125 0.59131 0.29595 0.91935 0.99992 1 0.995 0.75728 0.95204 0.31508 1.4893 0.005908 0.005908 0.005908
127 126 0.60205 0.29748 0.92124 0.99992 1 0.995 0.75415 0.96154 0.31549 1.4961 0.005875 0.005875 0.005875
128 127 0.59863 0.29541 0.92488 0.99991 1 0.995 0.7551 0.96047 0.31607 1.4938 0.005842 0.005842 0.005842
129 128 0.60152 0.29805 0.92666 0.99988 1 0.995 0.75555 0.95907 0.31575 1.4908 0.005809 0.005809 0.005809
130 129 0.60001 0.29795 0.91961 0.99959 1 0.995 0.75608 0.96301 0.31808 1.4935 0.005776 0.005776 0.005776
131 130 0.59834 0.29698 0.92213 0.99896 1 0.995 0.75372 0.96558 0.31677 1.4929 0.005743 0.005743 0.005743
132 131 0.58765 0.29273 0.91787 0.99891 1 0.995 0.75447 0.96709 0.31727 1.4926 0.00571 0.00571 0.00571
133 132 0.59786 0.29666 0.92404 0.99891 1 0.995 0.75608 0.96342 0.31528 1.4902 0.005677 0.005677 0.005677
134 133 0.58662 0.29584 0.91704 0.99892 1 0.995 0.75611 0.96283 0.31682 1.4875 0.005644 0.005644 0.005644
135 134 0.5967 0.29467 0.91838 0.99892 1 0.995 0.75692 0.95648 0.31529 1.4823 0.005611 0.005611 0.005611
136 135 0.5907 0.29543 0.92383 0.999 1 0.995 0.75654 0.95745 0.31426 1.4811 0.005578 0.005578 0.005578
137 136 0.59721 0.29614 0.92344 0.99964 1 0.995 0.75712 0.95479 0.31454 1.4792 0.005545 0.005545 0.005545
138 137 0.58002 0.29113 0.91516 0.99975 1 0.995 0.75763 0.95459 0.31166 1.4797 0.005512 0.005512 0.005512
139 138 0.594 0.29309 0.91914 0.99976 1 0.995 0.759 0.95569 0.31099 1.4812 0.005479 0.005479 0.005479
140 139 0.58968 0.29254 0.92244 0.99985 1 0.995 0.75703 0.95797 0.31145 1.4845 0.005446 0.005446 0.005446
141 140 0.58803 0.29181 0.91582 0.99985 1 0.995 0.75813 0.95945 0.31283 1.4858 0.005413 0.005413 0.005413
142 141 0.58643 0.29098 0.91798 0.99988 1 0.995 0.75894 0.95382 0.30982 1.4837 0.00538 0.00538 0.00538
143 142 0.58562 0.29007 0.91865 0.9999 1 0.995 0.75977 0.95582 0.31044 1.4853 0.005347 0.005347 0.005347
144 143 0.59006 0.29168 0.91575 0.99988 1 0.995 0.75801 0.95782 0.31124 1.4875 0.005314 0.005314 0.005314
145 144 0.58576 0.29209 0.91495 0.99988 1 0.995 0.75745 0.96004 0.31195 1.4902 0.005281 0.005281 0.005281
146 145 0.5834 0.28883 0.91614 0.99989 1 0.995 0.75991 0.95695 0.30912 1.4913 0.005248 0.005248 0.005248
147 146 0.58264 0.28696 0.91448 0.99986 1 0.995 0.76044 0.95346 0.30765 1.4915 0.005215 0.005215 0.005215
148 147 0.5866 0.29086 0.9162 0.99988 1 0.995 0.75784 0.9575 0.30832 1.4943 0.005182 0.005182 0.005182
149 148 0.57642 0.28801 0.91432 0.99986 1 0.995 0.75797 0.9576 0.30913 1.4943 0.005149 0.005149 0.005149
150 149 0.57618 0.28567 0.91338 0.99986 1 0.995 0.7577 0.95828 0.30897 1.4952 0.005116 0.005116 0.005116
151 150 0.58139 0.28664 0.91254 0.99988 1 0.995 0.7573 0.95799 0.30749 1.4962 0.005083 0.005083 0.005083
152 151 0.57721 0.28763 0.91547 0.99989 1 0.995 0.75783 0.95716 0.30638 1.4955 0.00505 0.00505 0.00505
153 152 0.57342 0.28438 0.91606 0.9999 1 0.995 0.7581 0.95628 0.30628 1.4943 0.005017 0.005017 0.005017
154 153 0.57658 0.28533 0.91129 0.9999 1 0.995 0.75836 0.95592 0.30605 1.4946 0.004984 0.004984 0.004984
155 154 0.57624 0.28283 0.91151 0.9999 1 0.995 0.75965 0.95646 0.30594 1.4941 0.004951 0.004951 0.004951
156 155 0.57277 0.28332 0.90902 0.99989 1 0.995 0.75898 0.95731 0.30791 1.4941 0.004918 0.004918 0.004918
157 156 0.57493 0.28248 0.91289 0.99988 1 0.995 0.75697 0.95754 0.3073 1.4931 0.004885 0.004885 0.004885
158 157 0.57194 0.28116 0.90923 0.99988 1 0.995 0.75692 0.95899 0.30718 1.4953 0.004852 0.004852 0.004852
159 158 0.57399 0.28478 0.91119 0.99989 1 0.995 0.75694 0.96021 0.30858 1.4972 0.004819 0.004819 0.004819
160 159 0.57233 0.28195 0.90974 0.99987 1 0.995 0.75702 0.96051 0.30759 1.4978 0.004786 0.004786 0.004786
161 160 0.57732 0.28518 0.9151 0.99984 1 0.995 0.75614 0.96103 0.30658 1.4984 0.004753 0.004753 0.004753
162 161 0.56938 0.28063 0.9145 0.99987 1 0.995 0.75749 0.96268 0.30709 1.4998 0.00472 0.00472 0.00472
163 162 0.57686 0.28474 0.91694 0.99987 1 0.995 0.7566 0.96413 0.30708 1.501 0.004687 0.004687 0.004687
164 163 0.57352 0.28527 0.90934 0.99988 1 0.995 0.75597 0.96401 0.30654 1.5016 0.004654 0.004654 0.004654
165 164 0.5706 0.28121 0.91104 0.99987 1 0.995 0.75649 0.963 0.30626 1.5 0.004621 0.004621 0.004621
166 165 0.57367 0.28356 0.91101 0.99989 1 0.995 0.75618 0.96274 0.30678 1.4991 0.004588 0.004588 0.004588
167 166 0.57034 0.27984 0.91068 0.99989 1 0.995 0.75788 0.96213 0.30526 1.4977 0.004555 0.004555 0.004555
168 167 0.57545 0.28337 0.91066 0.99987 1 0.995 0.75601 0.96151 0.30562 1.4961 0.004522 0.004522 0.004522
169 168 0.5709 0.28103 0.91156 0.99986 1 0.995 0.75677 0.9619 0.30523 1.4963 0.004489 0.004489 0.004489
170 169 0.57288 0.28089 0.91013 0.99986 1 0.995 0.75675 0.96187 0.30596 1.4973 0.004456 0.004456 0.004456
171 170 0.56301 0.27552 0.90106 0.99986 1 0.995 0.75598 0.96213 0.30591 1.4978 0.004423 0.004423 0.004423
172 171 0.56185 0.28078 0.90481 0.99983 1 0.995 0.75689 0.96266 0.30678 1.4979 0.00439 0.00439 0.00439
173 172 0.56315 0.27576 0.90641 0.99983 1 0.995 0.75713 0.9635 0.30679 1.4994 0.004357 0.004357 0.004357
174 173 0.56104 0.27676 0.9051 0.99983 1 0.995 0.75654 0.96411 0.30698 1.5005 0.004324 0.004324 0.004324
175 174 0.56641 0.28081 0.90847 0.99979 1 0.995 0.75684 0.96436 0.30704 1.5007 0.004291 0.004291 0.004291
176 175 0.5671 0.27857 0.91254 0.99975 1 0.995 0.75681 0.96518 0.30745 1.5006 0.004258 0.004258 0.004258
177 176 0.56186 0.27854 0.90837 0.99972 1 0.995 0.75705 0.9652 0.30676 1.501 0.004225 0.004225 0.004225
178 177 0.56301 0.27683 0.90702 0.99971 1 0.995 0.75788 0.96589 0.30673 1.5019 0.004192 0.004192 0.004192
179 178 0.5662 0.28014 0.90969 0.99975 1 0.995 0.75723 0.96648 0.30623 1.5027 0.004159 0.004159 0.004159
180 179 0.5619 0.27651 0.90532 0.99975 1 0.995 0.75713 0.96621 0.30616 1.5035 0.004126 0.004126 0.004126
181 180 0.56217 0.27896 0.90486 0.99974 1 0.995 0.7563 0.96581 0.30637 1.5037 0.004093 0.004093 0.004093
182 181 0.56203 0.27762 0.90512 0.99973 1 0.995 0.7565 0.96559 0.30662 1.5039 0.00406 0.00406 0.00406
183 182 0.55983 0.2751 0.90925 0.99974 1 0.995 0.75727 0.96583 0.30591 1.5046 0.004027 0.004027 0.004027
184 183 0.55951 0.27503 0.9075 0.99973 1 0.995 0.75662 0.96705 0.30667 1.5056 0.003994 0.003994 0.003994
185 184 0.5554 0.27219 0.90334 0.99975 1 0.995 0.75624 0.96659 0.30671 1.5054 0.003961 0.003961 0.003961
186 185 0.54669 0.2712 0.89853 0.99975 1 0.995 0.75565 0.96688 0.30675 1.5063 0.003928 0.003928 0.003928
187 186 0.5508 0.26916 0.90352 0.99974 1 0.995 0.75509 0.96671 0.30618 1.5064 0.003895 0.003895 0.003895
188 187 0.55678 0.27375 0.90317 0.99973 1 0.995 0.75631 0.96715 0.30654 1.5073 0.003862 0.003862 0.003862
189 188 0.54738 0.26891 0.89688 0.99974 1 0.995 0.75561 0.96805 0.30694 1.508 0.003829 0.003829 0.003829
190 189 0.55387 0.27191 0.90613 0.99974 1 0.995 0.75367 0.96919 0.30749 1.5089 0.003796 0.003796 0.003796
191 190 0.55294 0.27032 0.90377 0.99974 1 0.995 0.75336 0.96962 0.30762 1.5093 0.003763 0.003763 0.003763
192 191 0.54833 0.27246 0.89684 0.99973 1 0.995 0.75424 0.97022 0.308 1.5099 0.00373 0.00373 0.00373
193 192 0.55654 0.27257 0.90509 0.99972 1 0.995 0.75457 0.97015 0.30816 1.5101 0.003697 0.003697 0.003697
194 193 0.55122 0.27133 0.90274 0.99971 1 0.995 0.75402 0.97032 0.30828 1.5106 0.003664 0.003664 0.003664
195 194 0.55131 0.27091 0.90253 0.99969 1 0.995 0.75436 0.97064 0.30719 1.5112 0.003631 0.003631 0.003631
196 195 0.55428 0.26952 0.90241 0.99968 1 0.995 0.75405 0.97101 0.30736 1.5117 0.003598 0.003598 0.003598
197 196 0.54542 0.26447 0.89938 0.99967 1 0.995 0.75287 0.97112 0.30756 1.5123 0.003565 0.003565 0.003565
198 197 0.54889 0.27107 0.89848 0.99967 1 0.995 0.75261 0.97137 0.30777 1.5124 0.003532 0.003532 0.003532
199 198 0.5515 0.26946 0.90085 0.99969 1 0.995 0.75267 0.97159 0.308 1.513 0.003499 0.003499 0.003499
200 199 0.53974 0.26392 0.8954 0.99969 1 0.995 0.7527 0.97139 0.30769 1.5136 0.003466 0.003466 0.003466
201 200 0.54044 0.2664 0.89699 0.99968 1 0.995 0.75283 0.97164 0.30705 1.5143 0.003433 0.003433 0.003433
202 201 0.54303 0.26548 0.89697 0.99968 1 0.995 0.75391 0.97147 0.30665 1.5145 0.0034 0.0034 0.0034
203 202 0.54718 0.26601 0.89681 0.99967 1 0.995 0.75389 0.97136 0.30734 1.5146 0.003367 0.003367 0.003367
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