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Browse files- copy_paste/tinyperson/cp1_single1/seed_42/args.yaml +298 -0
- copy_paste/tinyperson/cp1_single1/seed_42/experiment_manifest.json +42 -0
- copy_paste/tinyperson/cp1_single1/seed_42/results.csv +101 -0
- copy_paste/tinyperson/cp1_single1/seed_42/weights/best.pt +3 -0
- copy_paste/tinyperson/cp1_single1/seed_42/weights/last.pt +3 -0
copy_paste/tinyperson/cp1_single1/seed_42/args.yaml
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| 1 |
+
task: detect
|
| 2 |
+
mode: train
|
| 3 |
+
model: yolov8n.pt
|
| 4 |
+
data: /marimo/yolo_code/datasets/tinyperson_split_42_corner_sw640_sh512/tinyperson.yaml
|
| 5 |
+
epochs: 100
|
| 6 |
+
time: null
|
| 7 |
+
patience: 0
|
| 8 |
+
batch: 8
|
| 9 |
+
imgsz: 512
|
| 10 |
+
save: true
|
| 11 |
+
save_period: -1
|
| 12 |
+
cache: false
|
| 13 |
+
device: '0'
|
| 14 |
+
workers: 8
|
| 15 |
+
project: /marimo/yolo_code/runs/copy_paste_tinyperson_8runs/experiments/tinyperson/cp1_single1
|
| 16 |
+
name: seed_42
|
| 17 |
+
exist_ok: true
|
| 18 |
+
pretrained: true
|
| 19 |
+
optimizer: auto
|
| 20 |
+
verbose: true
|
| 21 |
+
seed: 42
|
| 22 |
+
deterministic: true
|
| 23 |
+
single_cls: false
|
| 24 |
+
rect: false
|
| 25 |
+
cos_lr: false
|
| 26 |
+
close_mosaic: 0
|
| 27 |
+
resume: false
|
| 28 |
+
amp: true
|
| 29 |
+
fraction: 1.0
|
| 30 |
+
profile: false
|
| 31 |
+
freeze: null
|
| 32 |
+
multi_scale: 0.0
|
| 33 |
+
compile: false
|
| 34 |
+
overlap_mask: true
|
| 35 |
+
mask_ratio: 4
|
| 36 |
+
dropout: 0.0
|
| 37 |
+
val: true
|
| 38 |
+
split: val
|
| 39 |
+
save_json: false
|
| 40 |
+
conf: null
|
| 41 |
+
iou: 0.5
|
| 42 |
+
max_det: 300
|
| 43 |
+
nms_method: hard
|
| 44 |
+
soft_nms_sigma: 0.5
|
| 45 |
+
soft_nms_min_score: 0.001
|
| 46 |
+
box_voting: false
|
| 47 |
+
box_voting_iou: 0.5
|
| 48 |
+
box_voting_weight: score_iou
|
| 49 |
+
half: false
|
| 50 |
+
dnn: false
|
| 51 |
+
plots: false
|
| 52 |
+
end2end: null
|
| 53 |
+
source: null
|
| 54 |
+
vid_stride: 1
|
| 55 |
+
stream_buffer: false
|
| 56 |
+
visualize: false
|
| 57 |
+
augment: false
|
| 58 |
+
agnostic_nms: false
|
| 59 |
+
classes: null
|
| 60 |
+
retina_masks: false
|
| 61 |
+
embed: null
|
| 62 |
+
show: false
|
| 63 |
+
save_frames: false
|
| 64 |
+
save_txt: false
|
| 65 |
+
save_conf: false
|
| 66 |
+
save_crop: false
|
| 67 |
+
show_labels: true
|
| 68 |
+
show_conf: true
|
| 69 |
+
show_boxes: true
|
| 70 |
+
line_width: null
|
| 71 |
+
format: torchscript
|
| 72 |
+
keras: false
|
| 73 |
+
optimize: false
|
| 74 |
+
int8: false
|
| 75 |
+
dynamic: false
|
| 76 |
+
simplify: true
|
| 77 |
+
opset: null
|
| 78 |
+
workspace: null
|
| 79 |
+
nms: false
|
| 80 |
+
lr0: 0.01
|
| 81 |
+
lrf: 0.01
|
| 82 |
+
momentum: 0.937
|
| 83 |
+
weight_decay: 0.0005
|
| 84 |
+
warmup_epochs: 3.0
|
| 85 |
+
warmup_momentum: 0.8
|
| 86 |
+
warmup_bias_lr: 0.1
|
| 87 |
+
box: 7.5
|
| 88 |
+
bbox_iou_loss: ciou
|
| 89 |
+
wiou_monotonous: false
|
| 90 |
+
cls_iou_target: false
|
| 91 |
+
positive_confidence_rescue_gain: 0.0
|
| 92 |
+
positive_confidence_rescue_gamma: 1.0
|
| 93 |
+
scale_temper_target: false
|
| 94 |
+
scale_temper_s1: 16.0
|
| 95 |
+
scale_temper_s2: 32.0
|
| 96 |
+
scale_temper_tau_min: 0.5
|
| 97 |
+
scale_temper_lambda: 0.5
|
| 98 |
+
scale_temper_warmup_start: 5
|
| 99 |
+
scale_temper_warmup_end: 15
|
| 100 |
+
scale_temper_p2_only: true
|
| 101 |
+
factorized_tal_target: false
|
| 102 |
+
factorized_tal_mode: legacy
|
| 103 |
+
factorized_tal_tau: 0.75
|
| 104 |
+
factorized_tal_kappa: 1.5
|
| 105 |
+
factorized_tal_lambda: 0.5
|
| 106 |
+
factorized_tal_s_max: 32.0
|
| 107 |
+
factorized_tal_warmup_start: 5
|
| 108 |
+
factorized_tal_warmup_end: 15
|
| 109 |
+
factorized_tal_p2_only: true
|
| 110 |
+
viewport_enabled: false
|
| 111 |
+
clean_tail_epoch: null
|
| 112 |
+
viewport_p: 0.5
|
| 113 |
+
viewport_scale_min: 0.8
|
| 114 |
+
viewport_scale_max: 1.25
|
| 115 |
+
viewport_translate: 0.15
|
| 116 |
+
viewport_min_visibility: 0.4
|
| 117 |
+
viewport_min_box_size: 2
|
| 118 |
+
occlusion_enabled: false
|
| 119 |
+
occlusion_p: 0.3
|
| 120 |
+
occlusion_object_prob: 0.5
|
| 121 |
+
occlusion_min: 0.1
|
| 122 |
+
occlusion_max: 0.35
|
| 123 |
+
resolution_enabled: false
|
| 124 |
+
resolution_p: 0.25
|
| 125 |
+
resolution_scale_min: 0.65
|
| 126 |
+
resolution_scale_max: 1.0
|
| 127 |
+
clean_control_enabled: false
|
| 128 |
+
viewport_mosaic_enabled: false
|
| 129 |
+
mosaic_postprocess_enabled: false
|
| 130 |
+
ring_context: false
|
| 131 |
+
ring_radius: 5
|
| 132 |
+
head_share_mode: none
|
| 133 |
+
cls_head_width: 0
|
| 134 |
+
cls_head_dense: false
|
| 135 |
+
ggcf_refine: false
|
| 136 |
+
ggcf_geometry: true
|
| 137 |
+
ggcf_patch: 7
|
| 138 |
+
ggcf_infer_k: 1000
|
| 139 |
+
ggcf_train_k: 256
|
| 140 |
+
ggcf_hard_bg: 128
|
| 141 |
+
ggcf_assign_refined: false
|
| 142 |
+
ggcf_tal_diagnostics: false
|
| 143 |
+
vfl: false
|
| 144 |
+
vfl_alpha: 0.75
|
| 145 |
+
vfl_gamma: 2.0
|
| 146 |
+
vfl_iou_detach: true
|
| 147 |
+
vfl_pos_q_weight: true
|
| 148 |
+
tal_topk: 10
|
| 149 |
+
tal_alpha: 0.5
|
| 150 |
+
tal_beta: 6.0
|
| 151 |
+
vfl_weight_box_by_q: false
|
| 152 |
+
box_q_weight_min: 0.25
|
| 153 |
+
boundary_contrast: 0.0
|
| 154 |
+
boundary_levels: 2
|
| 155 |
+
boundary_ring: 1.0
|
| 156 |
+
boundary_samples: 16
|
| 157 |
+
boundary_tau: 0.2
|
| 158 |
+
boundary_shrinkage: 0.25
|
| 159 |
+
loc_quality: 0.0
|
| 160 |
+
loc_quality_levels: 2
|
| 161 |
+
loc_quality_sigma: 0.45
|
| 162 |
+
loc_quality_loss: mse
|
| 163 |
+
dgfe_rec_gain: 0.0
|
| 164 |
+
dgfe_spatial_gain: 0.0
|
| 165 |
+
dgfe_spatial_warmup_epochs: 0
|
| 166 |
+
dgfe_spatial_warmup_start: 0.1
|
| 167 |
+
dgfe_boundary_ring: 1.0
|
| 168 |
+
dgfe_inner_value: 0.3
|
| 169 |
+
dgfe_tiny_area: 4.0
|
| 170 |
+
dgfe_neg_pos_ratio: 3
|
| 171 |
+
dgfe_neg_gain: 0.25
|
| 172 |
+
dgfe_spatial_target_mode: iou
|
| 173 |
+
dgfe_edge_error_norm: 0.25
|
| 174 |
+
p2_detail_rec_gain: 0.0
|
| 175 |
+
p2_deep_sup_gain: 0.0
|
| 176 |
+
orfs_gain: 0.0
|
| 177 |
+
orfs_center_gain: 1.0
|
| 178 |
+
orfs_geometry_gain: 0.25
|
| 179 |
+
orfs_core_ratio: 0.7
|
| 180 |
+
orfs_warmup_start: 5
|
| 181 |
+
orfs_warmup_end: 15
|
| 182 |
+
canonical_teacher_gain: 0.0
|
| 183 |
+
raw_sidecar_gain: 0.0
|
| 184 |
+
evidence_aux_gain: 0.0
|
| 185 |
+
aug_state_gain: 0.0
|
| 186 |
+
quality_head: false
|
| 187 |
+
quality_loss: bce
|
| 188 |
+
quality_gain: 0.5
|
| 189 |
+
quality_neg_gain: 0.1
|
| 190 |
+
quality_pos_iou_thr: 0.5
|
| 191 |
+
quality_hard_neg_iou_thr: 0.3
|
| 192 |
+
quality_hard_neg_score_thr: 0.05
|
| 193 |
+
quality_target_mode: iou_power
|
| 194 |
+
quality_target_power: 1.0
|
| 195 |
+
quality_ramp_low: 0.5
|
| 196 |
+
quality_ramp_high: 0.75
|
| 197 |
+
quality_neg_mode: hard
|
| 198 |
+
quality_score_mode: cls_mul_q
|
| 199 |
+
quality_box_features: false
|
| 200 |
+
quality_box_detach: true
|
| 201 |
+
quality_detach_target: true
|
| 202 |
+
quality_debug: false
|
| 203 |
+
quality_debug_batches: 1
|
| 204 |
+
quality_debug_export: false
|
| 205 |
+
quality_debug_max_preds: 30000
|
| 206 |
+
quality_probe_export: false
|
| 207 |
+
quality_probe_max_preds: 30000
|
| 208 |
+
rank_loss: 0.0
|
| 209 |
+
rank_tau: 0.25
|
| 210 |
+
rank_iou_margin: 0.1
|
| 211 |
+
rank_topk: 10
|
| 212 |
+
loc_assign: false
|
| 213 |
+
loc_assign_topk: 3
|
| 214 |
+
loc_assign_max_stride: 8.0
|
| 215 |
+
loc_assign_center_radius: 2.5
|
| 216 |
+
loc_assign_weight: 0.5
|
| 217 |
+
box_consensus_gain: 0.0
|
| 218 |
+
box_consensus_warmup_start: 5
|
| 219 |
+
box_consensus_warmup_end: 15
|
| 220 |
+
box_consensus_log_grad_ratio: false
|
| 221 |
+
positive_support_dropout: false
|
| 222 |
+
positive_support_mode: dominant
|
| 223 |
+
positive_support_gain: 0.0
|
| 224 |
+
positive_support_prob: 0.5
|
| 225 |
+
positive_support_min_count: 3
|
| 226 |
+
positive_support_aux_topk: 3
|
| 227 |
+
positive_support_radius: 2
|
| 228 |
+
positive_support_fill_kernel: 3
|
| 229 |
+
positive_support_warmup_start: 5
|
| 230 |
+
positive_support_warmup_end: 15
|
| 231 |
+
cls_geometry_fuse: false
|
| 232 |
+
cls_geometry_mode: add
|
| 233 |
+
cls_geometry_detach: true
|
| 234 |
+
cls_deform_geometry: false
|
| 235 |
+
dfl_residual: false
|
| 236 |
+
dfl_residual_scale: 0.25
|
| 237 |
+
cls: 0.5
|
| 238 |
+
cls_pw: 0.0
|
| 239 |
+
dfl: 1.5
|
| 240 |
+
pc_dfl_gain: 0.0
|
| 241 |
+
pc_dfl_margin: 1.5
|
| 242 |
+
cfr_gain: 0.0
|
| 243 |
+
cfr_detail_gain: 1.0
|
| 244 |
+
cfr_cos_gain: 1.0
|
| 245 |
+
cfr_conflict_weight: 3.0
|
| 246 |
+
pose: 12.0
|
| 247 |
+
kobj: 1.0
|
| 248 |
+
rle: 1.0
|
| 249 |
+
angle: 1.0
|
| 250 |
+
nbs: 64
|
| 251 |
+
hsv_h: 0.015
|
| 252 |
+
hsv_s: 0.7
|
| 253 |
+
hsv_v: 0.4
|
| 254 |
+
degrees: 0.0
|
| 255 |
+
translate: 0.1
|
| 256 |
+
scale: 0.5
|
| 257 |
+
shear: 0.0
|
| 258 |
+
perspective: 0.0
|
| 259 |
+
flipud: 0.0
|
| 260 |
+
fliplr: 0.5
|
| 261 |
+
bgr: 0.0
|
| 262 |
+
hf_atten_prob: 0.0
|
| 263 |
+
hf_atten_min_alpha: 0.0
|
| 264 |
+
hf_atten_max_alpha: 1.0
|
| 265 |
+
hf_atten_blur_kernel: 5
|
| 266 |
+
hf_atten_mask_grid: 16
|
| 267 |
+
mosaic: 0.0
|
| 268 |
+
mixup: 0.0
|
| 269 |
+
cutmix: 0.0
|
| 270 |
+
copy_paste: 0.0
|
| 271 |
+
copy_paste_mode: flip
|
| 272 |
+
copy_paste_enabled: true
|
| 273 |
+
copy_paste_p: 0.5
|
| 274 |
+
copy_paste_unit: single
|
| 275 |
+
copy_paste_copies: 1
|
| 276 |
+
copy_paste_placement: random
|
| 277 |
+
copy_paste_max_overlap: 0.0
|
| 278 |
+
copy_paste_padding: 0.0
|
| 279 |
+
copy_paste_scale: 1.0
|
| 280 |
+
copy_paste_blend: hard
|
| 281 |
+
copy_paste_max_trials: 30
|
| 282 |
+
copy_paste_allow_empty_target: true
|
| 283 |
+
copy_paste_allow_same_source: true
|
| 284 |
+
copy_paste_cluster_expand: 3.0
|
| 285 |
+
copy_paste_cluster_min_objects: 2
|
| 286 |
+
auto_augment: randaugment
|
| 287 |
+
erasing: 0.4
|
| 288 |
+
factorized_support_gain: 0.1
|
| 289 |
+
factorized_support_tau: 0.75
|
| 290 |
+
factorized_support_kappa: 1.5
|
| 291 |
+
factorized_support_blend: 0.5
|
| 292 |
+
factorized_support_topk: 10
|
| 293 |
+
factorized_support_s_max: 32.0
|
| 294 |
+
cfg: null
|
| 295 |
+
pathway_mode: none
|
| 296 |
+
pathway_alpha: 0.0
|
| 297 |
+
tracker: botsort.yaml
|
| 298 |
+
save_dir: /marimo/yolo_code/runs/copy_paste_tinyperson_8runs/experiments/tinyperson/cp1_single1/seed_42
|
copy_paste/tinyperson/cp1_single1/seed_42/experiment_manifest.json
ADDED
|
@@ -0,0 +1,42 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
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|
|
|
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|
|
|
|
|
|
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|
|
|
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|
|
|
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|
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|
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|
|
|
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|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"augmentation": {
|
| 3 |
+
"close_mosaic": 0,
|
| 4 |
+
"copy_paste_allow_empty_target": true,
|
| 5 |
+
"copy_paste_allow_same_source": true,
|
| 6 |
+
"copy_paste_blend": "hard",
|
| 7 |
+
"copy_paste_copies": 1,
|
| 8 |
+
"copy_paste_enabled": true,
|
| 9 |
+
"copy_paste_max_overlap": 0.0,
|
| 10 |
+
"copy_paste_max_trials": 30,
|
| 11 |
+
"copy_paste_p": 0.5,
|
| 12 |
+
"copy_paste_padding": 0.0,
|
| 13 |
+
"copy_paste_placement": "random",
|
| 14 |
+
"copy_paste_scale": 1.0,
|
| 15 |
+
"copy_paste_unit": "single",
|
| 16 |
+
"cutmix": 0.0,
|
| 17 |
+
"mixup": 0.0,
|
| 18 |
+
"mosaic": 0.0
|
| 19 |
+
},
|
| 20 |
+
"batch_size": 8,
|
| 21 |
+
"commit_sha": "42634bf05bbb81de5092d5d2c5fdf91c2d716fa5",
|
| 22 |
+
"data_yaml": "/marimo/yolo_code/datasets/tinyperson_split_42_corner_sw640_sh512/tinyperson.yaml",
|
| 23 |
+
"dataset": "tinyperson",
|
| 24 |
+
"device": "cuda",
|
| 25 |
+
"epochs": 100,
|
| 26 |
+
"hf_repo_id": "duyle2408/tinyperson-copy-paste",
|
| 27 |
+
"imgsz": 512,
|
| 28 |
+
"metrics": {
|
| 29 |
+
"fitness": 0.1668893857779664,
|
| 30 |
+
"metrics/mAP50(B)": 0.46359451166519483,
|
| 31 |
+
"metrics/mAP50-95(B)": 0.1668893857779664,
|
| 32 |
+
"metrics/precision(B)": 0.5897359752264095,
|
| 33 |
+
"metrics/recall(B)": 0.466276154578394
|
| 34 |
+
},
|
| 35 |
+
"nms_iou": 0.5,
|
| 36 |
+
"patience": 0,
|
| 37 |
+
"seed": 42,
|
| 38 |
+
"split_seed": 42,
|
| 39 |
+
"upload_required": true,
|
| 40 |
+
"variant": "cp1_single1",
|
| 41 |
+
"workers": 8
|
| 42 |
+
}
|
copy_paste/tinyperson/cp1_single1/seed_42/results.csv
ADDED
|
@@ -0,0 +1,101 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
epoch,time,train/box_loss,train/cls_loss,train/dfl_loss,psd_eligible_gt,psd_alt_supports_avg,psd_raw_loss,psd_delta_drop,p2_positive_count,p2_positive_fraction,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,lr/pg3,lr/pg4,lr/pg5,lr/pg6,lr/pg7
|
| 2 |
+
1,61.8951,2.20504,3.08294,1.06034,0,0,0,0,0,0,0.42619,0.17697,0.16704,0.05697,2.48847,4.58933,1.14719,0.00998926,0.00332975,0.00998926,0.00332975,0.00998926,0.00332975,0.00998926,0.00332975
|
| 3 |
+
2,105.551,2.35155,2.05381,1.09792,0,0,0,0,0,0,0.38192,0.24607,0.20534,0.06214,2.58267,3.11113,1.19051,0.0197914,0.00659712,0.0197914,0.00659712,0.0197914,0.00659712,0.0197914,0.00659712
|
| 4 |
+
3,143.906,2.51451,1.98326,1.17322,0,0,0,0,0,0,0.27775,0.1785,0.11777,0.03195,2.603,3.23959,1.20968,0.0293955,0.00979849,0.0293955,0.00979849,0.0293955,0.00979849,0.0293955,0.00979849
|
| 5 |
+
4,180.195,2.52354,1.94555,1.19822,0,0,0,0,0,0,0.34835,0.19232,0.15317,0.04159,2.68922,2.28147,1.3084,0.029109,0.009703,0.029109,0.009703,0.029109,0.009703,0.029109,0.009703
|
| 6 |
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5,217.194,2.47158,1.81853,1.18451,0,0,0,0,0,0,0.35713,0.27946,0.21395,0.06285,2.56934,2.49926,1.17928,0.028812,0.009604,0.028812,0.009604,0.028812,0.009604,0.028812,0.009604
|
| 7 |
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6,254.104,2.35347,1.68142,1.15251,0,0,0,0,0,0,0.43623,0.30365,0.24924,0.07375,2.50659,2.12,1.18371,0.028515,0.009505,0.028515,0.009505,0.028515,0.009505,0.028515,0.009505
|
| 8 |
+
7,291.843,2.28846,1.63926,1.14198,0,0,0,0,0,0,0.42258,0.2906,0.24352,0.07695,2.45112,2.11275,1.1968,0.028218,0.009406,0.028218,0.009406,0.028218,0.009406,0.028218,0.009406
|
| 9 |
+
8,329.391,2.24076,1.57109,1.11465,0,0,0,0,0,0,0.43499,0.3167,0.27008,0.0829,2.40798,2.07242,1.18623,0.027921,0.009307,0.027921,0.009307,0.027921,0.009307,0.027921,0.009307
|
| 10 |
+
9,366.721,2.2016,1.52179,1.11416,0,0,0,0,0,0,0.43459,0.31862,0.27316,0.08493,2.46022,2.14294,1.16282,0.027624,0.009208,0.027624,0.009208,0.027624,0.009208,0.027624,0.009208
|
| 11 |
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10,404.575,2.15665,1.49682,1.11178,0,0,0,0,0,0,0.41026,0.31017,0.23829,0.07537,2.41969,2.08489,1.17685,0.027327,0.009109,0.027327,0.009109,0.027327,0.009109,0.027327,0.009109
|
| 12 |
+
11,441.923,2.12001,1.467,1.10152,0,0,0,0,0,0,0.45399,0.35432,0.29289,0.09562,2.37321,2.04463,1.17582,0.02703,0.00901,0.02703,0.00901,0.02703,0.00901,0.02703,0.00901
|
| 13 |
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12,478.613,2.13701,1.44788,1.08732,0,0,0,0,0,0,0.46258,0.35816,0.30825,0.10137,2.3362,1.92213,1.1614,0.026733,0.008911,0.026733,0.008911,0.026733,0.008911,0.026733,0.008911
|
| 14 |
+
13,515.955,2.11651,1.42954,1.08246,0,0,0,0,0,0,0.4151,0.3263,0.27329,0.08627,2.37958,1.82996,1.11756,0.026436,0.008812,0.026436,0.008812,0.026436,0.008812,0.026436,0.008812
|
| 15 |
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14,553.505,2.08943,1.40169,1.07206,0,0,0,0,0,0,0.4322,0.34779,0.29571,0.0914,2.38062,1.899,1.12383,0.026139,0.008713,0.026139,0.008713,0.026139,0.008713,0.026139,0.008713
|
| 16 |
+
15,591.199,2.06205,1.38701,1.06875,0,0,0,0,0,0,0.45671,0.33915,0.3099,0.10093,2.34524,1.91004,1.1528,0.025842,0.008614,0.025842,0.008614,0.025842,0.008614,0.025842,0.008614
|
| 17 |
+
16,628.537,2.01884,1.35448,1.06541,0,0,0,0,0,0,0.4417,0.34664,0.29807,0.09607,2.29332,2.04391,1.12791,0.025545,0.008515,0.025545,0.008515,0.025545,0.008515,0.025545,0.008515
|
| 18 |
+
17,665.77,2.00912,1.35671,1.05321,0,0,0,0,0,0,0.46122,0.34866,0.30628,0.09897,2.27088,1.79759,1.1358,0.025248,0.008416,0.025248,0.008416,0.025248,0.008416,0.025248,0.008416
|
| 19 |
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18,703.177,2.00485,1.33792,1.05599,0,0,0,0,0,0,0.48303,0.39539,0.35005,0.11147,2.30881,1.87341,1.13341,0.024951,0.008317,0.024951,0.008317,0.024951,0.008317,0.024951,0.008317
|
| 20 |
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|
| 21 |
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20,778.059,1.99777,1.3071,1.05472,0,0,0,0,0,0,0.5081,0.39693,0.36919,0.12191,2.26295,1.63255,1.12687,0.024357,0.008119,0.024357,0.008119,0.024357,0.008119,0.024357,0.008119
|
| 22 |
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| 23 |
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22,852.733,1.98166,1.30329,1.0454,0,0,0,0,0,0,0.47187,0.38426,0.32484,0.10142,2.30498,1.78803,1.11581,0.023763,0.007921,0.023763,0.007921,0.023763,0.007921,0.023763,0.007921
|
| 24 |
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|
| 25 |
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24,929.116,1.95755,1.27786,1.04312,0,0,0,0,0,0,0.48868,0.3977,0.35261,0.11382,2.27124,1.60716,1.09779,0.023169,0.007723,0.023169,0.007723,0.023169,0.007723,0.023169,0.007723
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| 26 |
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25,967.441,1.91202,1.23235,1.0333,0,0,0,0,0,0,0.53297,0.38273,0.35779,0.12284,2.28036,1.6803,1.12861,0.022872,0.007624,0.022872,0.007624,0.022872,0.007624,0.022872,0.007624
|
| 27 |
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26,1006.09,1.94419,1.25083,1.02756,0,0,0,0,0,0,0.51827,0.39731,0.36751,0.1228,2.29074,1.80425,1.14333,0.022575,0.007525,0.022575,0.007525,0.022575,0.007525,0.022575,0.007525
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| 28 |
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|
| 29 |
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28,1082.12,1.91868,1.23051,1.03547,0,0,0,0,0,0,0.47716,0.39194,0.35811,0.1152,2.27473,1.78699,1.0992,0.021981,0.007327,0.021981,0.007327,0.021981,0.007327,0.021981,0.007327
|
| 30 |
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29,1120.01,1.91565,1.22263,1.02173,0,0,0,0,0,0,0.51213,0.41689,0.38303,0.12718,2.2132,1.73406,1.08775,0.021684,0.007228,0.021684,0.007228,0.021684,0.007228,0.021684,0.007228
|
| 31 |
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30,1158.46,1.91949,1.21823,1.03331,0,0,0,0,0,0,0.53973,0.39271,0.37889,0.12933,2.23641,1.68342,1.11621,0.021387,0.007129,0.021387,0.007129,0.021387,0.007129,0.021387,0.007129
|
| 32 |
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31,1195.89,1.90752,1.21035,1.02574,0,0,0,0,0,0,0.49449,0.41268,0.37657,0.12446,2.25326,1.66646,1.12258,0.02109,0.00703,0.02109,0.00703,0.02109,0.00703,0.02109,0.00703
|
| 33 |
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32,1233.7,1.87981,1.19286,1.01026,0,0,0,0,0,0,0.49251,0.41382,0.3842,0.12808,2.23231,1.60241,1.09053,0.020793,0.006931,0.020793,0.006931,0.020793,0.006931,0.020793,0.006931
|
| 34 |
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33,1271.77,1.90467,1.21328,1.01733,0,0,0,0,0,0,0.5181,0.41267,0.39509,0.13434,2.24155,1.58392,1.08748,0.020496,0.006832,0.020496,0.006832,0.020496,0.006832,0.020496,0.006832
|
| 35 |
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34,1308.5,1.87448,1.175,1.01669,0,0,0,0,0,0,0.52859,0.4142,0.38842,0.1325,2.24238,1.70298,1.09387,0.020199,0.006733,0.020199,0.006733,0.020199,0.006733,0.020199,0.006733
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| 36 |
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| 37 |
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| 38 |
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|
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