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- .gitattributes +58 -0
- experiment_2_9c_specialist_models/gadids_9c/F1_curve.png +3 -0
- experiment_2_9c_specialist_models/gadids_9c/PR_curve.png +3 -0
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- experiment_2_9c_specialist_models/gadids_9c/args.yaml +106 -0
- experiment_2_9c_specialist_models/gadids_9c/confusion_matrix.png +3 -0
- experiment_2_9c_specialist_models/gadids_9c/confusion_matrix_normalized.png +3 -0
- experiment_2_9c_specialist_models/gadids_9c/labels.jpg +3 -0
- experiment_2_9c_specialist_models/gadids_9c/labels_correlogram.jpg +3 -0
- experiment_2_9c_specialist_models/gadids_9c/results.csv +181 -0
- experiment_2_9c_specialist_models/gadids_9c/results.png +3 -0
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- experiment_2_9c_specialist_models/gadids_9c/train_batch2.jpg +3 -0
- experiment_2_9c_specialist_models/gadids_9c/val_batch0_labels.jpg +3 -0
- experiment_2_9c_specialist_models/gadids_9c/val_batch0_pred.jpg +3 -0
- experiment_2_9c_specialist_models/gadids_9c/val_batch1_labels.jpg +3 -0
- experiment_2_9c_specialist_models/gadids_9c/val_batch1_pred.jpg +3 -0
- experiment_2_9c_specialist_models/gadids_9c/val_batch2_labels.jpg +3 -0
- experiment_2_9c_specialist_models/gadids_9c/val_batch2_pred.jpg +3 -0
- experiment_2_9c_specialist_models/gadids_9c/weights/best.pt +3 -0
- experiment_2_9c_specialist_models/gadids_9c/weights/last.pt +3 -0
- experiment_2_9c_specialist_models/labrids_9c/F1_curve.png +3 -0
- experiment_2_9c_specialist_models/labrids_9c/PR_curve.png +3 -0
- experiment_2_9c_specialist_models/labrids_9c/P_curve.png +3 -0
- experiment_2_9c_specialist_models/labrids_9c/R_curve.png +3 -0
- experiment_2_9c_specialist_models/labrids_9c/args.yaml +106 -0
- experiment_2_9c_specialist_models/labrids_9c/confusion_matrix.png +3 -0
- experiment_2_9c_specialist_models/labrids_9c/confusion_matrix_normalized.png +3 -0
- experiment_2_9c_specialist_models/labrids_9c/labels.jpg +3 -0
- experiment_2_9c_specialist_models/labrids_9c/labels_correlogram.jpg +3 -0
- experiment_2_9c_specialist_models/labrids_9c/results.csv +201 -0
- experiment_2_9c_specialist_models/labrids_9c/results.png +3 -0
- experiment_2_9c_specialist_models/labrids_9c/train_batch0.jpg +3 -0
- experiment_2_9c_specialist_models/labrids_9c/train_batch1.jpg +3 -0
- experiment_2_9c_specialist_models/labrids_9c/train_batch2.jpg +3 -0
- experiment_2_9c_specialist_models/labrids_9c/train_batch24890.jpg +3 -0
- experiment_2_9c_specialist_models/labrids_9c/train_batch24891.jpg +3 -0
- experiment_2_9c_specialist_models/labrids_9c/train_batch24892.jpg +3 -0
- experiment_2_9c_specialist_models/labrids_9c/val_batch0_labels.jpg +3 -0
- experiment_2_9c_specialist_models/labrids_9c/val_batch0_pred.jpg +3 -0
- experiment_2_9c_specialist_models/labrids_9c/val_batch1_labels.jpg +3 -0
- experiment_2_9c_specialist_models/labrids_9c/val_batch1_pred.jpg +3 -0
- experiment_2_9c_specialist_models/labrids_9c/val_batch2_labels.jpg +3 -0
- experiment_2_9c_specialist_models/labrids_9c/val_batch2_pred.jpg +3 -0
- experiment_2_9c_specialist_models/labrids_9c/weights/best.pt +3 -0
- experiment_2_9c_specialist_models/labrids_9c/weights/last.pt +3 -0
- experiment_2_9c_specialist_models/sharks_9c/F1_curve.png +0 -0
- experiment_2_9c_specialist_models/sharks_9c/PR_curve.png +0 -0
.gitattributes
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experiment_2_9c_specialist_models/gadids_9c/F1_curve.png
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experiment_2_9c_specialist_models/gadids_9c/PR_curve.png
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experiment_2_9c_specialist_models/gadids_9c/P_curve.png
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experiment_2_9c_specialist_models/gadids_9c/R_curve.png
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experiment_2_9c_specialist_models/gadids_9c/args.yaml
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| 1 |
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task: detect
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mode: train
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model: yolov9c.pt
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data: /scratch/disk5/exp1-3-runs2/Yolo_data/exp2/gadines/data.yaml
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| 5 |
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epochs: 200
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time: null
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patience: 100
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| 8 |
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batch: 16
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imgsz: 640
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save: true
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save_period: -1
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cache: false
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device: 0
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workers: 8
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project: null
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name: exp3_9c_gadines
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exist_ok: false
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pretrained: true
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optimizer: auto
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verbose: true
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seed: 1903
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deterministic: true
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single_cls: false
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rect: false
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cos_lr: false
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close_mosaic: 10
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resume: false
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amp: true
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fraction: 1.0
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profile: false
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freeze: null
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multi_scale: false
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overlap_mask: true
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mask_ratio: 4
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dropout: 0.0
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val: true
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split: val
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save_json: false
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save_hybrid: false
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conf: null
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iou: 0.7
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max_det: 300
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half: false
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dnn: false
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plots: true
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source: null
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vid_stride: 1
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stream_buffer: false
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visualize: false
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augment: false
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agnostic_nms: false
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classes: null
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retina_masks: false
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embed: null
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show: false
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save_frames: false
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save_txt: false
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save_conf: false
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save_crop: false
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show_labels: true
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show_conf: true
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show_boxes: true
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line_width: null
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| 64 |
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format: torchscript
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| 65 |
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keras: false
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| 66 |
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optimize: false
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| 67 |
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int8: false
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| 68 |
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dynamic: false
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| 69 |
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simplify: true
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| 70 |
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opset: null
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| 71 |
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workspace: null
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| 72 |
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nms: false
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| 73 |
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lr0: 0.01
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| 74 |
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lrf: 0.01
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| 75 |
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momentum: 0.937
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| 76 |
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weight_decay: 0.0005
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| 77 |
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warmup_epochs: 3.0
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| 78 |
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warmup_momentum: 0.8
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| 79 |
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warmup_bias_lr: 0.1
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| 80 |
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box: 7.5
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| 81 |
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cls: 0.5
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| 82 |
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dfl: 1.5
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| 83 |
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pose: 12.0
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| 84 |
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kobj: 1.0
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| 85 |
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nbs: 64
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| 86 |
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hsv_h: 0.015
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| 87 |
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hsv_s: 0.7
|
| 88 |
+
hsv_v: 0.4
|
| 89 |
+
degrees: 0.0
|
| 90 |
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translate: 0.1
|
| 91 |
+
scale: 0.5
|
| 92 |
+
shear: 0.0
|
| 93 |
+
perspective: 0.0
|
| 94 |
+
flipud: 0.0
|
| 95 |
+
fliplr: 0.5
|
| 96 |
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bgr: 0.0
|
| 97 |
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mosaic: 1.0
|
| 98 |
+
mixup: 0.0
|
| 99 |
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copy_paste: 0.0
|
| 100 |
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copy_paste_mode: flip
|
| 101 |
+
auto_augment: randaugment
|
| 102 |
+
erasing: 0.4
|
| 103 |
+
crop_fraction: 1.0
|
| 104 |
+
cfg: null
|
| 105 |
+
tracker: botsort.yaml
|
| 106 |
+
save_dir: runs/detect/exp3_9c_gadines
|
experiment_2_9c_specialist_models/gadids_9c/confusion_matrix.png
ADDED
|
Git LFS Details
|
experiment_2_9c_specialist_models/gadids_9c/confusion_matrix_normalized.png
ADDED
|
Git LFS Details
|
experiment_2_9c_specialist_models/gadids_9c/labels.jpg
ADDED
|
Git LFS Details
|
experiment_2_9c_specialist_models/gadids_9c/labels_correlogram.jpg
ADDED
|
Git LFS Details
|
experiment_2_9c_specialist_models/gadids_9c/results.csv
ADDED
|
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| 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
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| 2 |
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| 3 |
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| 4 |
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| 6 |
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| 8 |
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| 39 |
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38,14808.9,0.9469,0.84558,1.12149,0.61673,0.3478,0.36462,0.2491,0.92093,2.3383,0.87526,0.000255674,0.000255674,0.000255674
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| 67 |
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| 69 |
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68,21100.5,0.81514,0.67706,1.04862,0.57267,0.48196,0.50403,0.33723,0.86951,1.62898,0.86692,0.000209194,0.000209194,0.000209194
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| 71 |
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70,21478.9,0.8001,0.66917,1.04072,0.43606,0.57919,0.52938,0.38677,0.81946,1.41356,0.84607,0.000206095,0.000206095,0.000206095
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| 72 |
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71,21657.8,0.76714,0.65084,1.0249,0.40917,0.61195,0.48422,0.35066,0.84603,1.47847,0.89721,0.000204545,0.000204545,0.000204545
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| 73 |
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72,21864.5,0.78113,0.66061,1.03573,0.49082,0.59927,0.53383,0.40236,0.79033,1.26553,0.83098,0.000202996,0.000202996,0.000202996
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| 74 |
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| 75 |
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| 76 |
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| 77 |
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76,22710.9,0.74844,0.63193,1.01268,0.55719,0.52943,0.53094,0.39383,0.78766,1.46486,0.80299,0.000196799,0.000196799,0.000196799
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| 78 |
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77,22923.6,0.73928,0.60991,1.01519,0.63726,0.48244,0.46852,0.32982,0.80233,1.73447,0.80425,0.000195249,0.000195249,0.000195249
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| 79 |
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78,23138.2,0.76417,0.60784,1.02249,0.4234,0.36631,0.39446,0.28846,0.75621,1.40416,0.80381,0.0001937,0.0001937,0.0001937
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| 80 |
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79,23329.1,0.76198,0.62803,1.02539,0.4785,0.54682,0.51261,0.38591,0.83112,1.58892,0.82761,0.000192151,0.000192151,0.000192151
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| 81 |
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80,23533.4,0.77206,0.60725,1.01012,0.49815,0.58867,0.55778,0.43193,0.73348,1.53663,0.78922,0.000190601,0.000190601,0.000190601
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| 82 |
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81,23750.9,0.75467,0.60826,1.01037,0.39046,0.41921,0.40113,0.28504,0.75793,1.85057,0.79907,0.000189052,0.000189052,0.000189052
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| 83 |
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82,24016.2,0.75139,0.60064,1.01507,0.37228,0.59113,0.43912,0.33307,0.75462,1.69197,0.81516,0.000187503,0.000187503,0.000187503
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| 84 |
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83,24249.7,0.71855,0.59287,0.99691,0.49541,0.57336,0.52298,0.40633,0.83539,1.72025,0.84496,0.000185953,0.000185953,0.000185953
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| 85 |
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| 86 |
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85,24708.5,0.7141,0.58439,1.01134,0.54422,0.50835,0.46135,0.34256,0.84559,1.48806,0.8657,0.000182855,0.000182855,0.000182855
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| 87 |
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86,24919.2,0.73991,0.59351,1.00903,0.63697,0.48953,0.48293,0.31426,0.82564,1.80681,0.83581,0.000181305,0.000181305,0.000181305
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| 88 |
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87,25129.2,0.73059,0.6043,1.0201,0.49919,0.49097,0.46914,0.30889,0.81114,1.95465,0.83116,0.000179756,0.000179756,0.000179756
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| 89 |
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88,25337.1,0.73754,0.58651,1.00363,0.55462,0.54399,0.52616,0.39667,0.74489,1.70465,0.8052,0.000178207,0.000178207,0.000178207
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| 90 |
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89,25561.9,0.71846,0.57478,1.00044,0.66048,0.50357,0.51248,0.32624,0.75215,1.68663,0.80942,0.000176657,0.000176657,0.000176657
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| 91 |
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90,25784.5,0.70313,0.56608,0.98842,0.4518,0.52441,0.50089,0.35634,0.79938,1.56005,0.83136,0.000175108,0.000175108,0.000175108
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| 92 |
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91,26026.8,0.70073,0.53832,0.9994,0.5271,0.50391,0.51284,0.39146,0.7827,1.57126,0.83222,0.000173559,0.000173559,0.000173559
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| 93 |
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92,26267.1,0.70115,0.52746,0.98992,0.54387,0.50953,0.52913,0.40637,0.75755,1.49341,0.81736,0.000172009,0.000172009,0.000172009
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| 94 |
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| 95 |
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| 96 |
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95,26933.6,0.69382,0.56567,0.98198,0.47129,0.57657,0.49616,0.38507,0.76032,1.59165,0.79674,0.000167361,0.000167361,0.000167361
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| 97 |
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| 98 |
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| 99 |
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| 100 |
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99,27778.8,0.67936,0.53508,0.98314,0.49646,0.54295,0.45396,0.33047,0.80485,1.49527,0.84425,0.000161164,0.000161164,0.000161164
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| 101 |
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100,27996.9,0.68006,0.52647,0.97439,0.56557,0.48743,0.49848,0.38321,0.81553,1.49666,0.84655,0.000159614,0.000159614,0.000159614
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| 102 |
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101,28219.9,0.65882,0.50213,0.98536,0.56618,0.5046,0.49905,0.36573,0.77892,1.74204,0.82708,0.000158065,0.000158065,0.000158065
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102,28417,0.68002,0.5231,0.97809,0.5257,0.57654,0.50717,0.38801,0.73778,1.61983,0.82646,0.000156516,0.000156516,0.000156516
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| 104 |
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103,28633.1,0.64877,0.50504,0.9568,0.58476,0.46468,0.49121,0.38231,0.74497,1.67457,0.82738,0.000154966,0.000154966,0.000154966
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| 105 |
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104,28834.6,0.63719,0.49607,0.95068,0.46189,0.56677,0.43978,0.33748,0.76547,1.42788,0.83739,0.000153417,0.000153417,0.000153417
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| 106 |
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105,29065.3,0.63591,0.4893,0.95806,0.4422,0.52491,0.46065,0.34345,0.81649,1.65119,0.86304,0.000151868,0.000151868,0.000151868
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| 107 |
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106,29271.6,0.62654,0.5019,0.96438,0.49405,0.53188,0.50532,0.38957,0.8004,1.49987,0.84548,0.000150318,0.000150318,0.000150318
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| 108 |
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107,29478.8,0.63328,0.5116,0.95932,0.45521,0.51497,0.47604,0.37671,0.78618,1.77487,0.83179,0.000148769,0.000148769,0.000148769
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| 109 |
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108,29703.9,0.61611,0.48594,0.95685,0.44,0.56333,0.47356,0.35398,0.75748,1.49032,0.83387,0.00014722,0.00014722,0.00014722
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| 110 |
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109,29897.3,0.65848,0.50658,0.97905,0.53797,0.48574,0.52054,0.39296,0.72573,1.45202,0.82146,0.00014567,0.00014567,0.00014567
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| 111 |
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110,30110.4,0.62777,0.49267,0.96392,0.51437,0.47578,0.46687,0.35503,0.74738,1.53945,0.81463,0.000144121,0.000144121,0.000144121
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| 112 |
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111,30341.6,0.64917,0.51661,0.96926,0.46686,0.52594,0.48522,0.37428,0.74217,1.61199,0.81772,0.000142572,0.000142572,0.000142572
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| 113 |
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112,30542,0.63397,0.48976,0.97057,0.47653,0.53132,0.51689,0.39201,0.76084,1.67177,0.81999,0.000141022,0.000141022,0.000141022
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| 114 |
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113,30775.3,0.63999,0.50203,0.96126,0.68033,0.49699,0.52865,0.40157,0.72813,1.56386,0.81754,0.000139473,0.000139473,0.000139473
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| 115 |
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114,30986.6,0.6541,0.48103,0.97742,0.52825,0.45521,0.49728,0.38718,0.73942,1.52477,0.80374,0.000137923,0.000137923,0.000137923
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| 116 |
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115,31233,0.64625,0.49599,0.97,0.42584,0.47071,0.40764,0.29865,0.77455,1.94107,0.83166,0.000136374,0.000136374,0.000136374
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| 117 |
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116,31468.3,0.60829,0.49181,0.95465,0.55854,0.45098,0.41408,0.3022,0.75702,1.69585,0.8242,0.000134825,0.000134825,0.000134825
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| 118 |
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117,31690.9,0.62505,0.49338,0.95699,0.49355,0.48965,0.43289,0.31325,0.71409,1.711,0.79722,0.000133275,0.000133275,0.000133275
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| 119 |
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118,31918.9,0.63127,0.50047,0.95181,0.55674,0.45839,0.50573,0.39329,0.78535,1.81204,0.85149,0.000131726,0.000131726,0.000131726
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| 120 |
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119,32141,0.6265,0.47698,0.95058,0.53064,0.4591,0.47325,0.35648,0.74621,1.6493,0.81676,0.000130177,0.000130177,0.000130177
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| 121 |
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120,32347.4,0.615,0.46575,0.94719,0.40309,0.51633,0.47798,0.33046,0.72639,1.72595,0.81137,0.000128627,0.000128627,0.000128627
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| 122 |
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121,32570.9,0.57609,0.45292,0.94426,0.50267,0.50332,0.47471,0.33946,0.72845,1.64651,0.82071,0.000127078,0.000127078,0.000127078
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| 123 |
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122,32795.8,0.60467,0.48083,0.93979,0.46303,0.51261,0.44188,0.32441,0.81126,1.55667,0.84921,0.000125529,0.000125529,0.000125529
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| 124 |
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123,33020.4,0.60875,0.48626,0.9436,0.45371,0.52576,0.43178,0.31076,0.76269,1.70017,0.81937,0.000123979,0.000123979,0.000123979
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| 125 |
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124,33251.4,0.5932,0.43359,0.94486,0.40143,0.53057,0.39698,0.28403,0.72653,1.75326,0.80155,0.00012243,0.00012243,0.00012243
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| 126 |
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125,33486.7,0.589,0.47039,0.92781,0.33189,0.4302,0.38408,0.26915,0.72689,1.54346,0.80883,0.000120881,0.000120881,0.000120881
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| 127 |
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126,33705.5,0.58875,0.43963,0.93355,0.37348,0.48184,0.45611,0.33643,0.76229,1.62509,0.81916,0.000119331,0.000119331,0.000119331
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| 128 |
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127,33938,0.5698,0.44086,0.9298,0.51136,0.53004,0.5063,0.39715,0.73277,1.58722,0.79953,0.000117782,0.000117782,0.000117782
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| 129 |
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128,34150.5,0.57437,0.43347,0.92324,0.38636,0.52132,0.38899,0.27918,0.73114,1.82483,0.80778,0.000116233,0.000116233,0.000116233
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| 130 |
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129,34372.2,0.55558,0.43512,0.92969,0.36854,0.51581,0.37506,0.26098,0.73525,1.60968,0.80573,0.000114683,0.000114683,0.000114683
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| 131 |
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130,34573.6,0.56956,0.42964,0.92724,0.36163,0.52162,0.38347,0.27078,0.71238,1.56963,0.78913,0.000113134,0.000113134,0.000113134
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| 132 |
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131,34817.4,0.57751,0.4654,0.93917,0.44747,0.51106,0.48918,0.33263,0.73329,1.61864,0.80065,0.000111585,0.000111585,0.000111585
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| 133 |
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132,35044.1,0.56644,0.4299,0.93129,0.43765,0.49878,0.43159,0.30727,0.76499,1.61766,0.82082,0.000110035,0.000110035,0.000110035
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| 134 |
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133,35284.5,0.57865,0.45319,0.93568,0.47864,0.53298,0.46509,0.33501,0.80194,1.44186,0.84442,0.000108486,0.000108486,0.000108486
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| 135 |
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134,35511.4,0.5452,0.45486,0.94001,0.77611,0.43629,0.52224,0.37437,0.72759,1.45792,0.80362,0.000106936,0.000106936,0.000106936
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| 136 |
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135,35707.9,0.54138,0.42266,0.92497,0.47766,0.50581,0.51141,0.35907,0.74051,1.50256,0.80987,0.000105387,0.000105387,0.000105387
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| 137 |
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136,35928.6,0.54729,0.42484,0.92646,0.54497,0.45887,0.50051,0.3927,0.74261,1.38524,0.79848,0.000103838,0.000103838,0.000103838
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| 138 |
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137,36170.2,0.53595,0.41288,0.92231,0.46497,0.49484,0.49788,0.3288,0.71403,1.52265,0.77824,0.000102288,0.000102288,0.000102288
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| 139 |
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138,36403.1,0.57779,0.44168,0.93911,0.56868,0.47692,0.50291,0.34623,0.72457,1.63114,0.7905,0.000100739,0.000100739,0.000100739
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| 140 |
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139,36624.3,0.56475,0.41741,0.92674,0.5142,0.53679,0.51265,0.3555,0.71737,1.53911,0.81752,9.91897e-05,9.91897e-05,9.91897e-05
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| 141 |
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140,36836.7,0.5249,0.40361,0.91631,0.50868,0.56461,0.5225,0.38963,0.76627,1.56668,0.84529,9.76404e-05,9.76404e-05,9.76404e-05
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| 142 |
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141,37042.8,0.56211,0.42767,0.93366,0.4651,0.55544,0.44764,0.34247,0.74156,1.49588,0.82183,9.6091e-05,9.6091e-05,9.6091e-05
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| 143 |
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142,37256.6,0.54108,0.43328,0.93843,0.47504,0.53751,0.49732,0.33982,0.78612,1.65052,0.84521,9.45417e-05,9.45417e-05,9.45417e-05
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| 144 |
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143,37450.2,0.54082,0.42125,0.93151,0.466,0.50813,0.4305,0.31183,0.76454,1.78782,0.83096,9.29923e-05,9.29923e-05,9.29923e-05
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| 145 |
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144,37676.1,0.54174,0.42485,0.91997,0.45378,0.53603,0.43678,0.32165,0.73911,1.62345,0.81608,9.1443e-05,9.1443e-05,9.1443e-05
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| 146 |
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145,37889.3,0.52446,0.38893,0.91006,0.44664,0.4783,0.41982,0.29461,0.8113,1.59033,0.85613,8.98936e-05,8.98936e-05,8.98936e-05
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| 147 |
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146,38109.9,0.52475,0.40812,0.91534,0.41952,0.51998,0.44029,0.32071,0.76483,1.49421,0.82673,8.83443e-05,8.83443e-05,8.83443e-05
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| 148 |
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147,38324.4,0.5335,0.4034,0.91008,0.44927,0.53138,0.44962,0.32719,0.6922,1.47378,0.79156,8.67949e-05,8.67949e-05,8.67949e-05
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| 149 |
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148,38553.8,0.53932,0.40573,0.92958,0.47431,0.55175,0.44488,0.317,0.69116,1.49135,0.78277,8.52456e-05,8.52456e-05,8.52456e-05
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| 150 |
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149,38767.6,0.51098,0.38772,0.91863,0.46906,0.4987,0.51893,0.37163,0.65826,1.53688,0.77346,8.36962e-05,8.36962e-05,8.36962e-05
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| 151 |
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150,38955.3,0.54992,0.42377,0.9235,0.37191,0.53183,0.47967,0.32596,0.71015,1.59,0.79897,8.21469e-05,8.21469e-05,8.21469e-05
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| 152 |
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151,39135.5,0.5398,0.41876,0.91915,0.49957,0.48264,0.43039,0.3039,0.70819,1.6063,0.78714,8.05975e-05,8.05975e-05,8.05975e-05
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| 153 |
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152,39323.1,0.50825,0.39186,0.90793,0.47308,0.52111,0.50161,0.34644,0.75928,1.46742,0.82346,7.90482e-05,7.90482e-05,7.90482e-05
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| 154 |
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153,39564.4,0.54943,0.41366,0.93242,0.44674,0.4811,0.4285,0.30944,0.76139,1.4224,0.82037,7.74988e-05,7.74988e-05,7.74988e-05
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| 155 |
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154,39792.8,0.52272,0.41208,0.91694,0.57475,0.42533,0.46746,0.3141,0.7748,1.65421,0.81627,7.59495e-05,7.59495e-05,7.59495e-05
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| 156 |
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155,40010.5,0.49879,0.3761,0.90277,0.48232,0.45164,0.42226,0.30376,0.75982,1.52511,0.80718,7.44001e-05,7.44001e-05,7.44001e-05
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| 157 |
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156,40241,0.51359,0.38349,0.90472,0.47038,0.56455,0.46333,0.31965,0.72471,1.47434,0.79425,7.28507e-05,7.28507e-05,7.28507e-05
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| 158 |
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| 1 |
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task: detect
|
| 2 |
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mode: train
|
| 3 |
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model: yolov9c.pt
|
| 4 |
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data: /scratch/disk5/exp1-3-runs2/Yolo_data/exp2/labrids/data.yaml
|
| 5 |
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epochs: 200
|
| 6 |
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time: null
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patience: 100
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batch: 16
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| 15 |
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name: exp3_9c_labrids
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|
| 18 |
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|
| 19 |
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optimizer: auto
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| 20 |
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| 21 |
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seed: 1903
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| 22 |
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deterministic: true
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| 23 |
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single_cls: false
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| 24 |
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| 25 |
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| 26 |
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close_mosaic: 10
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| 27 |
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| 28 |
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amp: true
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| 29 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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overlap_mask: true
|
| 34 |
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mask_ratio: 4
|
| 35 |
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dropout: 0.0
|
| 36 |
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val: true
|
| 37 |
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split: val
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| 38 |
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| 39 |
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| 40 |
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conf: null
|
| 41 |
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iou: 0.7
|
| 42 |
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max_det: 300
|
| 43 |
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half: false
|
| 44 |
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dnn: false
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| 45 |
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plots: true
|
| 46 |
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source: null
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| 47 |
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vid_stride: 1
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| 48 |
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|
| 49 |
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| 50 |
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| 51 |
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agnostic_nms: false
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| 52 |
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classes: null
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| 53 |
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retina_masks: false
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| 54 |
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embed: null
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| 55 |
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show: false
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| 56 |
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save_frames: false
|
| 57 |
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save_txt: false
|
| 58 |
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save_conf: false
|
| 59 |
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|
| 60 |
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show_labels: true
|
| 61 |
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|
| 62 |
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| 63 |
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| 64 |
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format: torchscript
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| 65 |
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keras: false
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| 66 |
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optimize: false
|
| 67 |
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int8: false
|
| 68 |
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dynamic: false
|
| 69 |
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simplify: true
|
| 70 |
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opset: null
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| 71 |
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workspace: null
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| 72 |
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nms: false
|
| 73 |
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lr0: 0.01
|
| 74 |
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lrf: 0.01
|
| 75 |
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momentum: 0.937
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| 76 |
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weight_decay: 0.0005
|
| 77 |
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warmup_epochs: 3.0
|
| 78 |
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warmup_momentum: 0.8
|
| 79 |
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warmup_bias_lr: 0.1
|
| 80 |
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box: 7.5
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| 81 |
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cls: 0.5
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| 82 |
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dfl: 1.5
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| 83 |
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pose: 12.0
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| 84 |
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kobj: 1.0
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nbs: 64
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| 86 |
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hsv_h: 0.015
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| 87 |
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hsv_s: 0.7
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hsv_v: 0.4
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| 89 |
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degrees: 0.0
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| 90 |
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translate: 0.1
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| 91 |
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scale: 0.5
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copy_paste_mode: flip
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| 101 |
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|
| 102 |
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erasing: 0.4
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| 103 |
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crop_fraction: 1.0
|
| 104 |
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cfg: null
|
| 105 |
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tracker: botsort.yaml
|
| 106 |
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save_dir: runs/detect/exp3_9c_labrids
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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 |
+
1,866.659,1.1268,3.20952,1.20638,0.27196,0.35955,0.28275,0.1931,1.02916,1.74263,1.05472,0.000103537,0.000103537,0.000103537
|
| 3 |
+
2,1870.63,1.10326,1.70237,1.17942,0.69543,0.29526,0.32848,0.22945,1.08017,2.33299,1.10664,0.000206841,0.000206841,0.000206841
|
| 4 |
+
3,2419.09,1.18313,1.54652,1.24272,0.40581,0.34882,0.33603,0.2308,1.12967,4.00867,1.11999,0.000309113,0.000309113,0.000309113
|
| 5 |
+
4,2881.49,1.17918,1.48101,1.2224,0.60632,0.35785,0.35925,0.25263,1.08574,1.41833,1.11422,0.000308352,0.000308352,0.000308352
|
| 6 |
+
5,3385.2,1.11021,1.35095,1.18879,0.66854,0.35357,0.38472,0.25931,1.06977,1.27189,1.09026,0.000306803,0.000306803,0.000306803
|
| 7 |
+
6,3940.05,1.14121,1.29098,1.19857,0.53314,0.35232,0.37518,0.25111,1.09593,1.37782,1.10255,0.000305253,0.000305253,0.000305253
|
| 8 |
+
7,4494.89,1.09489,1.21564,1.18835,0.5243,0.40499,0.41904,0.2831,1.09683,1.41768,1.10613,0.000303704,0.000303704,0.000303704
|
| 9 |
+
8,5131.28,1.08242,1.13837,1.16963,0.54134,0.39509,0.41233,0.28914,1.08405,1.31042,1.10468,0.000302155,0.000302155,0.000302155
|
| 10 |
+
9,5870.8,1.08003,1.10771,1.17818,0.54092,0.42237,0.4289,0.30267,1.07495,1.32434,1.12083,0.000300605,0.000300605,0.000300605
|
| 11 |
+
10,6171.5,1.03058,1.05608,1.13751,0.48603,0.48837,0.43941,0.31261,1.06195,1.28199,1.10664,0.000299056,0.000299056,0.000299056
|
| 12 |
+
11,6525.69,1.02232,1.02861,1.14181,0.45488,0.43759,0.44119,0.31959,1.03038,1.11263,1.05646,0.000297507,0.000297507,0.000297507
|
| 13 |
+
12,6850.96,0.99799,1.00081,1.11635,0.63884,0.41491,0.46519,0.32102,1.06629,1.19328,1.0994,0.000295957,0.000295957,0.000295957
|
| 14 |
+
13,7130.24,0.99506,0.98694,1.1196,0.55711,0.42579,0.43714,0.30382,1.02487,1.23178,1.06064,0.000294408,0.000294408,0.000294408
|
| 15 |
+
14,7412.12,1.0001,1.02271,1.12741,0.55752,0.42396,0.43082,0.29713,1.06158,1.32002,1.08054,0.000292858,0.000292858,0.000292858
|
| 16 |
+
15,7693.82,0.96907,0.9491,1.10593,0.63512,0.39391,0.46085,0.32722,1.01765,1.15946,1.07155,0.000291309,0.000291309,0.000291309
|
| 17 |
+
16,7966.15,0.94999,0.94408,1.09984,0.60684,0.41536,0.44185,0.31077,1.00135,1.13663,1.06474,0.00028976,0.00028976,0.00028976
|
| 18 |
+
17,8258.63,0.9378,0.883,1.08735,0.47967,0.44146,0.44595,0.31321,1.01961,1.18345,1.0514,0.00028821,0.00028821,0.00028821
|
| 19 |
+
18,8738.62,0.94815,0.88536,1.09237,0.48021,0.57635,0.50441,0.35718,0.97515,1.16288,1.04664,0.000286661,0.000286661,0.000286661
|
| 20 |
+
19,9050.28,0.93142,0.88651,1.08854,0.53399,0.48044,0.49442,0.3518,0.98029,1.20624,1.02792,0.000285112,0.000285112,0.000285112
|
| 21 |
+
20,9410.26,0.93728,0.85059,1.07944,0.42313,0.51027,0.48554,0.35128,0.97638,1.07526,1.0403,0.000283562,0.000283562,0.000283562
|
| 22 |
+
21,9703.8,0.92588,0.86156,1.07678,0.48921,0.53501,0.50648,0.36689,1.02094,1.07724,1.0659,0.000282013,0.000282013,0.000282013
|
| 23 |
+
22,9965.45,0.89299,0.82969,1.07429,0.4582,0.49221,0.48583,0.34966,0.99841,1.18674,1.07222,0.000280464,0.000280464,0.000280464
|
| 24 |
+
23,10309.6,0.88746,0.79803,1.05246,0.50423,0.55783,0.51315,0.3796,0.9593,1.1674,1.04177,0.000278914,0.000278914,0.000278914
|
| 25 |
+
24,10691.3,0.87889,0.7737,1.06184,0.55757,0.5341,0.53779,0.38114,0.99975,1.05922,1.08434,0.000277365,0.000277365,0.000277365
|
| 26 |
+
25,11084.6,0.88239,0.77467,1.06449,0.4628,0.4677,0.46337,0.33447,0.97451,1.23972,1.02852,0.000275816,0.000275816,0.000275816
|
| 27 |
+
26,11508.5,0.86659,0.80635,1.0559,0.67596,0.46266,0.51432,0.36559,1.00963,1.12866,1.07503,0.000274266,0.000274266,0.000274266
|
| 28 |
+
27,11927.1,0.84664,0.7563,1.0393,0.5531,0.47631,0.47364,0.35105,0.95065,1.19584,1.04682,0.000272717,0.000272717,0.000272717
|
| 29 |
+
28,12385.7,0.8763,0.78443,1.06545,0.52661,0.48626,0.47843,0.34756,1.0026,1.08072,1.05523,0.000271168,0.000271168,0.000271168
|
| 30 |
+
29,12762.5,0.83683,0.75256,1.04016,0.44033,0.53119,0.46645,0.33882,0.97683,1.06416,1.03254,0.000269618,0.000269618,0.000269618
|
| 31 |
+
30,13095.4,0.83759,0.70955,1.02842,0.53457,0.56217,0.51077,0.36151,0.95228,1.05378,1.03087,0.000268069,0.000268069,0.000268069
|
| 32 |
+
31,13490.4,0.85875,0.73145,1.05721,0.49726,0.53448,0.4941,0.35752,0.9964,1.04707,1.06276,0.00026652,0.00026652,0.00026652
|
| 33 |
+
32,13791,0.8518,0.74775,1.0445,0.57424,0.52308,0.53372,0.3947,0.93491,1.10728,1.02642,0.00026497,0.00026497,0.00026497
|
| 34 |
+
33,14168.5,0.83809,0.69643,1.03261,0.56584,0.57228,0.56199,0.40226,0.91754,1.09175,1.01944,0.000263421,0.000263421,0.000263421
|
| 35 |
+
34,14447.7,0.82386,0.70323,1.01792,0.58364,0.47434,0.4878,0.3595,0.94965,1.05865,1.0263,0.000261871,0.000261871,0.000261871
|
| 36 |
+
35,14837.3,0.82351,0.69113,1.02264,0.52089,0.56459,0.51546,0.37769,0.93972,1.01812,1.03313,0.000260322,0.000260322,0.000260322
|
| 37 |
+
36,15249.3,0.81898,0.67158,1.02353,0.58792,0.50768,0.52917,0.38285,0.93124,1.14107,1.02534,0.000258773,0.000258773,0.000258773
|
| 38 |
+
37,15766.7,0.80912,0.68222,1.0215,0.55872,0.5436,0.55257,0.41094,0.9554,1.05083,1.03849,0.000257223,0.000257223,0.000257223
|
| 39 |
+
38,16077,0.7897,0.67002,1.01431,0.56055,0.54656,0.5377,0.40182,0.92548,0.97807,1.02754,0.000255674,0.000255674,0.000255674
|
| 40 |
+
39,16361.3,0.79902,0.64919,1.01568,0.60919,0.51176,0.55079,0.40512,0.92379,1.02375,1.02563,0.000254125,0.000254125,0.000254125
|
| 41 |
+
40,16607.4,0.78284,0.64374,1.01358,0.54324,0.5607,0.51747,0.37872,0.93258,1.09324,1.0351,0.000252575,0.000252575,0.000252575
|
| 42 |
+
41,16949.2,0.78692,0.64448,1.00504,0.55542,0.51598,0.51006,0.37419,0.94154,1.0588,1.03738,0.000251026,0.000251026,0.000251026
|
| 43 |
+
42,17208,0.80192,0.6377,1.01395,0.56674,0.5515,0.5463,0.39426,0.9652,1.0056,1.05336,0.000249477,0.000249477,0.000249477
|
| 44 |
+
43,17607.9,0.77027,0.62491,0.99991,0.48133,0.59684,0.4993,0.36979,0.91595,1.07107,1.02827,0.000247927,0.000247927,0.000247927
|
| 45 |
+
44,17979.5,0.76917,0.61227,0.99609,0.60725,0.54241,0.52425,0.38224,0.90408,1.01157,1.02263,0.000246378,0.000246378,0.000246378
|
| 46 |
+
45,18313.3,0.76733,0.63513,1.00251,0.60778,0.4958,0.51145,0.36666,0.938,1.08403,1.03357,0.000244829,0.000244829,0.000244829
|
| 47 |
+
46,18727.3,0.76139,0.60331,0.98924,0.60218,0.5336,0.5084,0.3677,0.90626,1.05587,1.02447,0.000243279,0.000243279,0.000243279
|
| 48 |
+
47,19000.9,0.74604,0.59594,0.99991,0.57647,0.51627,0.51852,0.37841,0.93007,1.1292,1.03113,0.00024173,0.00024173,0.00024173
|
| 49 |
+
48,19337.5,0.76421,0.60034,0.98808,0.50472,0.52903,0.48733,0.3539,0.90088,1.23431,1.02433,0.000240181,0.000240181,0.000240181
|
| 50 |
+
49,19690.8,0.7337,0.56933,0.98095,0.54537,0.52787,0.51412,0.3749,0.93651,1.08175,1.02875,0.000238631,0.000238631,0.000238631
|
| 51 |
+
50,20129.6,0.72739,0.58258,0.97475,0.53944,0.5065,0.52202,0.38259,0.92956,1.03029,1.03475,0.000237082,0.000237082,0.000237082
|
| 52 |
+
51,20530.1,0.72168,0.57246,0.98271,0.55684,0.55578,0.52756,0.39694,0.89848,1.02574,1.02986,0.000235533,0.000235533,0.000235533
|
| 53 |
+
52,20802.9,0.7295,0.60329,0.98458,0.51079,0.58405,0.4942,0.35605,0.93917,1.14196,1.0495,0.000233983,0.000233983,0.000233983
|
| 54 |
+
53,21014.2,0.72716,0.56925,0.97578,0.55536,0.56249,0.56035,0.42357,0.93671,1.06138,1.04177,0.000232434,0.000232434,0.000232434
|
| 55 |
+
54,21345.5,0.71654,0.57001,0.98042,0.63938,0.50886,0.53207,0.39853,0.90432,1.02651,1.03181,0.000230884,0.000230884,0.000230884
|
| 56 |
+
55,21840.1,0.74404,0.56471,0.9896,0.41504,0.53618,0.48678,0.35474,0.91939,0.97908,1.03146,0.000229335,0.000229335,0.000229335
|
| 57 |
+
56,22162.8,0.70074,0.54695,0.97142,0.57618,0.53952,0.54216,0.40371,0.91196,1.03796,1.02975,0.000227786,0.000227786,0.000227786
|
| 58 |
+
57,22416.1,0.70734,0.54548,0.96207,0.5715,0.56978,0.52583,0.37666,0.95115,1.02793,1.06069,0.000226236,0.000226236,0.000226236
|
| 59 |
+
58,22688.1,0.7042,0.53718,0.95996,0.58633,0.56495,0.57156,0.42392,0.9203,1.02573,1.04716,0.000224687,0.000224687,0.000224687
|
| 60 |
+
59,22941.8,0.70884,0.53425,0.96615,0.65743,0.47018,0.50421,0.38311,0.91947,1.11854,1.02693,0.000223138,0.000223138,0.000223138
|
| 61 |
+
60,23246.3,0.71024,0.54385,0.9767,0.57043,0.51765,0.50484,0.38814,0.92107,1.06662,1.03271,0.000221588,0.000221588,0.000221588
|
| 62 |
+
61,23492.3,0.7069,0.53933,0.96698,0.62795,0.5459,0.53563,0.39307,0.88575,1.08975,1.02575,0.000220039,0.000220039,0.000220039
|
| 63 |
+
62,23749,0.68262,0.52298,0.95996,0.63279,0.56673,0.56154,0.42426,0.87692,1.02556,1.01804,0.00021849,0.00021849,0.00021849
|
| 64 |
+
63,24051.4,0.69772,0.52363,0.96894,0.59149,0.5062,0.51458,0.38753,0.90793,1.08219,1.01778,0.00021694,0.00021694,0.00021694
|
| 65 |
+
64,24283.8,0.68268,0.52846,0.96423,0.61682,0.57466,0.57385,0.42751,0.90338,0.97884,1.03524,0.000215391,0.000215391,0.000215391
|
| 66 |
+
65,24592.5,0.67846,0.51123,0.9519,0.5491,0.58807,0.54134,0.40764,0.90811,0.98754,1.03866,0.000213842,0.000213842,0.000213842
|
| 67 |
+
66,24961.7,0.67732,0.50738,0.9454,0.66375,0.49693,0.53659,0.39094,0.9156,1.05048,1.0356,0.000212292,0.000212292,0.000212292
|
| 68 |
+
67,25280,0.68036,0.5176,0.96685,0.50967,0.55123,0.53519,0.39598,0.93001,1.04865,1.04921,0.000210743,0.000210743,0.000210743
|
| 69 |
+
68,25564.6,0.65753,0.49589,0.94514,0.55097,0.57065,0.52354,0.38894,0.92285,1.14903,1.04767,0.000209194,0.000209194,0.000209194
|
| 70 |
+
69,25827.1,0.6771,0.49571,0.95363,0.5784,0.48682,0.51892,0.39027,0.92705,1.16578,1.05157,0.000207644,0.000207644,0.000207644
|
| 71 |
+
70,26120.2,0.67812,0.50834,0.96628,0.5818,0.58656,0.56222,0.4231,0.95866,1.04857,1.0756,0.000206095,0.000206095,0.000206095
|
| 72 |
+
71,26456.1,0.67054,0.48172,0.94473,0.6018,0.53327,0.55335,0.41814,0.93415,1.02324,1.0448,0.000204545,0.000204545,0.000204545
|
| 73 |
+
72,26734.2,0.65077,0.48225,0.95056,0.59542,0.58948,0.56326,0.4185,0.90903,1.11184,1.03367,0.000202996,0.000202996,0.000202996
|
| 74 |
+
73,27126.5,0.64686,0.48137,0.94119,0.54448,0.5544,0.53058,0.39639,0.91581,1.05952,1.057,0.000201447,0.000201447,0.000201447
|
| 75 |
+
74,27466.5,0.66319,0.49274,0.95381,0.65846,0.52538,0.54357,0.41141,0.89892,1.14081,1.02295,0.000199897,0.000199897,0.000199897
|
| 76 |
+
75,27690.5,0.64657,0.47319,0.93524,0.65315,0.55919,0.58787,0.44112,0.91001,1.08646,1.03947,0.000198348,0.000198348,0.000198348
|
| 77 |
+
76,27904.1,0.64968,0.48112,0.95358,0.54662,0.4939,0.50736,0.38036,0.89735,1.09405,1.0302,0.000196799,0.000196799,0.000196799
|
| 78 |
+
77,28111.4,0.6597,0.48755,0.95173,0.60265,0.53122,0.54341,0.40997,0.91766,1.04392,1.03532,0.000195249,0.000195249,0.000195249
|
| 79 |
+
78,28361.5,0.63048,0.46939,0.94445,0.55263,0.5448,0.52254,0.39081,0.90111,1.04334,1.03378,0.0001937,0.0001937,0.0001937
|
| 80 |
+
79,28599.8,0.64332,0.47566,0.94548,0.5884,0.61148,0.58554,0.4313,0.89139,0.99459,1.03263,0.000192151,0.000192151,0.000192151
|
| 81 |
+
80,28778.7,0.63553,0.45435,0.93752,0.58585,0.57068,0.54651,0.40312,0.89865,1.08709,1.04306,0.000190601,0.000190601,0.000190601
|
| 82 |
+
81,29005.7,0.61761,0.4514,0.92926,0.6111,0.47287,0.52264,0.38494,0.924,1.42417,1.05788,0.000189052,0.000189052,0.000189052
|
| 83 |
+
82,29235.3,0.61182,0.45534,0.93159,0.60389,0.55337,0.56013,0.42303,0.90995,0.99589,1.03575,0.000187503,0.000187503,0.000187503
|
| 84 |
+
83,29527.9,0.61301,0.44527,0.93248,0.51233,0.64149,0.54925,0.40734,0.92476,1.08733,1.05099,0.000185953,0.000185953,0.000185953
|
| 85 |
+
84,29756.3,0.63137,0.45095,0.93808,0.60319,0.54496,0.54928,0.41639,0.91156,1.05186,1.04185,0.000184404,0.000184404,0.000184404
|
| 86 |
+
85,30053.6,0.63481,0.46227,0.94368,0.64667,0.47842,0.53331,0.40193,0.88748,1.15393,1.0191,0.000182855,0.000182855,0.000182855
|
| 87 |
+
86,30349,0.62052,0.4682,0.93498,0.60297,0.50744,0.5197,0.39267,0.87029,1.12214,1.01719,0.000181305,0.000181305,0.000181305
|
| 88 |
+
87,30549.9,0.6096,0.44242,0.92599,0.58917,0.55823,0.5687,0.43678,0.89202,1.04194,1.03892,0.000179756,0.000179756,0.000179756
|
| 89 |
+
88,30798.3,0.61289,0.43792,0.928,0.62302,0.54151,0.53881,0.39255,0.92332,1.1489,1.05082,0.000178207,0.000178207,0.000178207
|
| 90 |
+
89,31017.5,0.58356,0.44218,0.92698,0.5918,0.53341,0.5554,0.40608,0.89036,1.07357,1.03889,0.000176657,0.000176657,0.000176657
|
| 91 |
+
90,31213.4,0.61415,0.43542,0.92111,0.54652,0.51872,0.51821,0.37948,0.91702,1.08835,1.05232,0.000175108,0.000175108,0.000175108
|
| 92 |
+
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| 129 |
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| 130 |
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| 132 |
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| 134 |
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133,43497.2,0.49296,0.34183,0.88231,0.56571,0.50594,0.54454,0.41853,0.88257,1.02622,1.03819,0.000108486,0.000108486,0.000108486
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| 135 |
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134,43588.3,0.49895,0.34815,0.8901,0.50112,0.53654,0.5331,0.41042,0.88667,1.06862,1.04105,0.000106936,0.000106936,0.000106936
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| 136 |
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135,43690.4,0.47572,0.32587,0.87948,0.55408,0.56131,0.56469,0.43337,0.87647,1.04161,1.03491,0.000105387,0.000105387,0.000105387
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| 137 |
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| 138 |
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137,44261.4,0.48536,0.33724,0.8929,0.54962,0.57961,0.56442,0.43502,0.88365,1.06858,1.047,0.000102288,0.000102288,0.000102288
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| 139 |
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138,44759.5,0.49711,0.33527,0.87687,0.57406,0.58858,0.58831,0.45266,0.88285,1.09146,1.04759,0.000100739,0.000100739,0.000100739
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| 140 |
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139,45084.7,0.49484,0.33653,0.885,0.52644,0.57613,0.55922,0.43579,0.87338,1.04687,1.04154,9.91897e-05,9.91897e-05,9.91897e-05
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| 141 |
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140,45325.2,0.47973,0.33485,0.88128,0.52845,0.58096,0.56388,0.43086,0.86252,1.04029,1.0368,9.76404e-05,9.76404e-05,9.76404e-05
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| 142 |
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141,45607.8,0.47272,0.32957,0.88608,0.5551,0.57299,0.57491,0.43758,0.8728,1.05975,1.0519,9.6091e-05,9.6091e-05,9.6091e-05
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| 143 |
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142,45854.9,0.48703,0.33558,0.88145,0.61552,0.53255,0.55905,0.43088,0.87133,1.07301,1.05584,9.45417e-05,9.45417e-05,9.45417e-05
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| 144 |
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143,46008.6,0.45992,0.31942,0.86514,0.58115,0.57182,0.56974,0.44136,0.86914,1.04334,1.05996,9.29923e-05,9.29923e-05,9.29923e-05
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| 145 |
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144,46299.8,0.47531,0.32619,0.87445,0.56735,0.56647,0.56451,0.43354,0.86135,1.04397,1.06121,9.1443e-05,9.1443e-05,9.1443e-05
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| 146 |
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145,46803.2,0.46777,0.32552,0.87904,0.55217,0.54784,0.56574,0.43082,0.86764,1.02013,1.05743,8.98936e-05,8.98936e-05,8.98936e-05
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| 147 |
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146,47240.6,0.47951,0.32628,0.87941,0.68234,0.51047,0.54192,0.41394,0.88454,1.08082,1.05772,8.83443e-05,8.83443e-05,8.83443e-05
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| 148 |
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147,47660.2,0.45874,0.32087,0.87278,0.64954,0.51374,0.55863,0.43239,0.87129,1.05829,1.05273,8.67949e-05,8.67949e-05,8.67949e-05
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| 149 |
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148,47885.8,0.4663,0.32223,0.87249,0.61057,0.54272,0.56364,0.4334,0.86635,1.02657,1.04605,8.52456e-05,8.52456e-05,8.52456e-05
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| 150 |
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149,48078.4,0.47004,0.3221,0.88077,0.55355,0.56411,0.5611,0.42709,0.8711,1.01205,1.0471,8.36962e-05,8.36962e-05,8.36962e-05
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| 151 |
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150,48301.9,0.46307,0.32231,0.87216,0.66423,0.50817,0.55505,0.4268,0.87332,1.01307,1.05965,8.21469e-05,8.21469e-05,8.21469e-05
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| 152 |
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151,48474.1,0.45089,0.31311,0.86976,0.65689,0.51005,0.5537,0.42963,0.86609,1.02243,1.0573,8.05975e-05,8.05975e-05,8.05975e-05
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| 153 |
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152,48599.7,0.458,0.31445,0.87077,0.57605,0.55402,0.5601,0.43655,0.87439,1.03482,1.05732,7.90482e-05,7.90482e-05,7.90482e-05
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| 154 |
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153,48696.7,0.45053,0.30505,0.87174,0.58674,0.58063,0.56236,0.4363,0.87554,1.10215,1.06262,7.74988e-05,7.74988e-05,7.74988e-05
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| 155 |
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154,48802.9,0.45296,0.31186,0.87717,0.58646,0.57782,0.57503,0.43956,0.87037,1.06721,1.06009,7.59495e-05,7.59495e-05,7.59495e-05
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| 156 |
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155,48980.1,0.44618,0.30315,0.86949,0.60812,0.55062,0.56577,0.43788,0.86906,1.06506,1.06338,7.44001e-05,7.44001e-05,7.44001e-05
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| 157 |
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156,49327.4,0.44403,0.30671,0.86924,0.6492,0.52963,0.56528,0.44205,0.88845,1.05676,1.06159,7.28507e-05,7.28507e-05,7.28507e-05
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| 158 |
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157,49663.2,0.44634,0.30559,0.873,0.596,0.5463,0.55276,0.43501,0.86455,1.09413,1.05198,7.13014e-05,7.13014e-05,7.13014e-05
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| 159 |
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158,50018.5,0.43182,0.29969,0.86697,0.5525,0.5898,0.58379,0.45398,0.86064,1.06805,1.06268,6.9752e-05,6.9752e-05,6.9752e-05
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| 160 |
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159,50265.9,0.4423,0.30468,0.86492,0.57551,0.54964,0.57241,0.44111,0.86593,1.1066,1.06309,6.82027e-05,6.82027e-05,6.82027e-05
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| 161 |
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160,50602.4,0.43068,0.30187,0.86332,0.57074,0.56596,0.56747,0.43219,0.88983,1.12651,1.0796,6.66533e-05,6.66533e-05,6.66533e-05
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| 162 |
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161,50843,0.43263,0.29734,0.86284,0.5549,0.56984,0.57815,0.44406,0.8861,1.09096,1.07984,6.5104e-05,6.5104e-05,6.5104e-05
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| 163 |
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162,51235,0.43259,0.29686,0.87063,0.60204,0.55727,0.57242,0.44523,0.86824,1.12476,1.07794,6.35546e-05,6.35546e-05,6.35546e-05
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| 164 |
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163,51510.7,0.4344,0.29525,0.8584,0.66202,0.53151,0.55944,0.43744,0.86369,1.10436,1.06489,6.20053e-05,6.20053e-05,6.20053e-05
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| 165 |
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164,52023,0.42955,0.30502,0.86528,0.58674,0.56447,0.56824,0.44313,0.85881,1.04068,1.06271,6.0456e-05,6.0456e-05,6.0456e-05
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| 166 |
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165,52287.6,0.43026,0.29592,0.85949,0.59227,0.57542,0.57864,0.45053,0.84939,1.06633,1.05907,5.89066e-05,5.89066e-05,5.89066e-05
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| 167 |
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166,52577.6,0.42676,0.29432,0.86577,0.63476,0.54904,0.582,0.44823,0.86751,1.026,1.05841,5.73573e-05,5.73573e-05,5.73573e-05
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| 168 |
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167,52750.7,0.42538,0.28491,0.8633,0.61148,0.59911,0.57975,0.45049,0.8588,1.05861,1.05599,5.58079e-05,5.58079e-05,5.58079e-05
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| 169 |
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168,53059.7,0.42481,0.2963,0.86483,0.63636,0.54741,0.58388,0.44998,0.86294,1.08807,1.04992,5.42586e-05,5.42586e-05,5.42586e-05
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| 170 |
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169,53197.6,0.41565,0.28856,0.86123,0.63421,0.53985,0.57229,0.44389,0.87328,1.08267,1.06086,5.27092e-05,5.27092e-05,5.27092e-05
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| 171 |
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170,53271.4,0.41489,0.286,0.85781,0.58832,0.54149,0.5599,0.43566,0.87331,1.07438,1.06022,5.11599e-05,5.11599e-05,5.11599e-05
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| 172 |
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171,53436.4,0.40958,0.27703,0.8523,0.60488,0.56278,0.56118,0.43547,0.86348,1.06151,1.06311,4.96105e-05,4.96105e-05,4.96105e-05
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| 173 |
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172,53736.5,0.40526,0.27569,0.85777,0.65517,0.55438,0.57881,0.45321,0.86247,1.09222,1.05512,4.80612e-05,4.80612e-05,4.80612e-05
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| 174 |
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173,53959.6,0.41365,0.28309,0.85411,0.67385,0.55643,0.5839,0.4517,0.85045,1.09582,1.0439,4.65118e-05,4.65118e-05,4.65118e-05
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| 175 |
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174,54171.5,0.40104,0.27296,0.85555,0.64772,0.5403,0.55862,0.43789,0.85409,1.08877,1.0485,4.49625e-05,4.49625e-05,4.49625e-05
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| 176 |
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175,54372.4,0.41508,0.28008,0.86521,0.56058,0.57073,0.56516,0.43998,0.85706,1.07909,1.0598,4.34131e-05,4.34131e-05,4.34131e-05
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| 177 |
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176,54620.3,0.41131,0.29125,0.85627,0.56319,0.54695,0.55142,0.42814,0.86475,1.10304,1.05727,4.18638e-05,4.18638e-05,4.18638e-05
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| 178 |
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177,54865.5,0.40885,0.27543,0.8558,0.58259,0.55797,0.56825,0.43843,0.86815,1.11468,1.05894,4.03144e-05,4.03144e-05,4.03144e-05
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| 179 |
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178,55113.4,0.40082,0.28194,0.86122,0.57542,0.54388,0.55474,0.42907,0.87149,1.1307,1.06871,3.8765e-05,3.8765e-05,3.8765e-05
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| 180 |
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179,55369.7,0.40842,0.28607,0.86321,0.56731,0.53823,0.56014,0.43217,0.86847,1.06359,1.06409,3.72157e-05,3.72157e-05,3.72157e-05
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| 181 |
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180,55564,0.39193,0.26726,0.84649,0.56389,0.56473,0.5567,0.43209,0.85699,1.08541,1.05397,3.56663e-05,3.56663e-05,3.56663e-05
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| 182 |
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