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SHR_DSCAM

Object Detection
TensorBoard
biology
Model card Files Metrics Community
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V3

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Trained on 36k images of SHR

Files changed (22) hide show
  1. F1_curve.png +0 -0
  2. PR_curve.png +0 -0
  3. P_curve.png +0 -0
  4. R_curve.png +0 -0
  5. args.yaml +106 -106
  6. best.pt +2 -2
  7. confusion_matrix.png +0 -0
  8. confusion_matrix_normalized.png +0 -0
  9. events.out.tfevents.1734652553.7f9a4ce8e8ef.226.0 +3 -0
  10. labels.jpg +0 -0
  11. labels_correlogram.jpg +0 -0
  12. results.csv +109 -137
  13. results.png +0 -0
  14. train_batch0.jpg +0 -0
  15. train_batch1.jpg +0 -0
  16. train_batch2.jpg +0 -0
  17. val_batch0_labels.jpg +0 -0
  18. val_batch0_pred.jpg +0 -0
  19. val_batch1_labels.jpg +0 -0
  20. val_batch1_pred.jpg +0 -0
  21. val_batch2_labels.jpg +0 -0
  22. val_batch2_pred.jpg +0 -0
F1_curve.png CHANGED
PR_curve.png CHANGED
P_curve.png CHANGED
R_curve.png CHANGED
args.yaml CHANGED
@@ -1,106 +1,106 @@
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- task: detect
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- mode: train
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- model: C:\Users\Student\Documents\SHR_Digital_Still_Camera\Models\mbari_315k_yolov8.pt
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- data: C:\Users\Student\Documents\SHR_Digital_Still_Camera\shr.v3i.yolov11\data.yaml
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- epochs: 200
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- time: null
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- project: finetune_yolov8
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- name: shr_finetune2
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- cfg: null
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- tracker: botsort.yaml
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- save_dir: finetune_yolov8\shr_finetune2
 
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+ task: detect
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+ mode: train
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+ model: /content/mbari_315k_yolov8.pt
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+ data: /content/cv/data.yaml
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+ epochs: 200
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+ time: null
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+ patience: 50
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+ batch: 8
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+ imgsz: 1024
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+ save: true
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+ save_period: -1
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+ device: '0'
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+ workers: 8
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+ project: finetune_yolov8
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+ name: shr_finetune_36k2
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+ save_dir: finetune_yolov8/shr_finetune_36k2
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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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- 64, 1.1128, 0.75019, 1.0451, 0.65422, 0.51556, 0.60696, 0.33565, 1.2353, 0.80133, 1.099, 0.0068815, 0.0068815, 0.0068815
66
- 65, 1.1053, 0.7223, 1.0379, 0.60974, 0.54499, 0.52821, 0.29648, 1.2933, 0.80211, 1.125, 0.006832, 0.006832, 0.006832
67
- 66, 1.1081, 0.72324, 1.0355, 0.43963, 0.62592, 0.56989, 0.30476, 1.2922, 0.83737, 1.1229, 0.0067825, 0.0067825, 0.0067825
68
- 67, 1.0925, 0.69446, 1.059, 0.61472, 0.57925, 0.54701, 0.3249, 1.2163, 0.79369, 1.0922, 0.006733, 0.006733, 0.006733
69
- 68, 1.0959, 0.70989, 1.0402, 0.48325, 0.61893, 0.54076, 0.30888, 1.2449, 0.79385, 1.0987, 0.0066835, 0.0066835, 0.0066835
70
- 69, 1.0896, 0.71343, 1.0317, 0.6412, 0.60326, 0.59862, 0.3484, 1.2681, 0.80625, 1.1115, 0.006634, 0.006634, 0.006634
71
- 70, 1.111, 0.7199, 1.0502, 0.37513, 0.55379, 0.49438, 0.28064, 1.2224, 0.78302, 1.0912, 0.0065845, 0.0065845, 0.0065845
72
- 71, 1.0822, 0.6984, 1.04, 0.4368, 0.5318, 0.47552, 0.26263, 1.2467, 0.80801, 1.0985, 0.006535, 0.006535, 0.006535
73
- 72, 1.0501, 0.6744, 1.0112, 0.63085, 0.53632, 0.5726, 0.33967, 1.2258, 0.77165, 1.0956, 0.0064855, 0.0064855, 0.0064855
74
- 73, 1.0682, 0.6879, 1.0302, 0.53351, 0.6267, 0.56826, 0.33648, 1.2197, 0.76545, 1.0963, 0.006436, 0.006436, 0.006436
75
- 74, 1.0768, 0.69483, 1.031, 0.57734, 0.53595, 0.61521, 0.35269, 1.2398, 0.80685, 1.1006, 0.0063865, 0.0063865, 0.0063865
76
- 75, 1.0861, 0.69619, 1.0216, 0.42051, 0.6962, 0.53307, 0.31195, 1.2594, 0.80045, 1.107, 0.006337, 0.006337, 0.006337
77
- 76, 1.0459, 0.67209, 1.0278, 0.5581, 0.54219, 0.59301, 0.34129, 1.2313, 0.7857, 1.101, 0.0062875, 0.0062875, 0.0062875
78
- 77, 1.1029, 0.69235, 1.0523, 0.50025, 0.5776, 0.58315, 0.3355, 1.2182, 0.76411, 1.1022, 0.006238, 0.006238, 0.006238
79
- 78, 1.0442, 0.68131, 1.0176, 0.62569, 0.54078, 0.56703, 0.30416, 1.2678, 0.78223, 1.1173, 0.0061885, 0.0061885, 0.0061885
80
- 79, 1.0545, 0.66727, 1.0162, 0.59678, 0.62913, 0.64941, 0.35691, 1.2249, 0.77146, 1.0988, 0.006139, 0.006139, 0.006139
81
- 80, 1.0292, 0.65614, 1.0132, 0.53477, 0.69357, 0.63096, 0.35218, 1.217, 0.75866, 1.0992, 0.0060895, 0.0060895, 0.0060895
82
- 81, 1.0164, 0.64333, 1.0088, 0.55578, 0.61834, 0.61446, 0.34874, 1.2487, 0.78001, 1.1065, 0.00604, 0.00604, 0.00604
83
- 82, 1.044, 0.66374, 1.0137, 0.69703, 0.50415, 0.58744, 0.352, 1.2732, 0.79319, 1.1083, 0.0059905, 0.0059905, 0.0059905
84
- 83, 1.0367, 0.66136, 1.008, 0.58235, 0.55304, 0.55802, 0.32354, 1.2617, 0.7755, 1.1093, 0.005941, 0.005941, 0.005941
85
- 84, 1.035, 0.64782, 1.0087, 0.51594, 0.6009, 0.5767, 0.34088, 1.2482, 0.79587, 1.1043, 0.0058915, 0.0058915, 0.0058915
86
- 85, 1.0299, 0.6508, 1.016, 0.62774, 0.64746, 0.65508, 0.36372, 1.2513, 0.78983, 1.1094, 0.005842, 0.005842, 0.005842
87
- 86, 1.0075, 0.65196, 0.99942, 0.59488, 0.56927, 0.62474, 0.37517, 1.2652, 0.78777, 1.1146, 0.0057925, 0.0057925, 0.0057925
88
- 87, 0.99991, 0.64471, 0.99706, 0.60322, 0.54205, 0.57497, 0.34134, 1.2155, 0.78107, 1.1021, 0.005743, 0.005743, 0.005743
89
- 88, 1.0132, 0.65725, 1.0043, 0.55084, 0.63826, 0.59909, 0.35795, 1.235, 0.79157, 1.1098, 0.0056935, 0.0056935, 0.0056935
90
- 89, 0.99774, 0.64344, 0.99581, 0.46388, 0.69024, 0.59742, 0.35273, 1.2212, 0.75858, 1.1014, 0.005644, 0.005644, 0.005644
91
- 90, 0.9949, 0.67281, 0.99546, 0.66144, 0.62867, 0.57364, 0.34929, 1.2292, 0.77315, 1.1003, 0.0055945, 0.0055945, 0.0055945
92
- 91, 1.0078, 0.6272, 0.99865, 0.57492, 0.64684, 0.60679, 0.36597, 1.2189, 0.75895, 1.0959, 0.005545, 0.005545, 0.005545
93
- 92, 1.0008, 0.62941, 1.0041, 0.53384, 0.67553, 0.59517, 0.33826, 1.2562, 0.78992, 1.1107, 0.0054955, 0.0054955, 0.0054955
94
- 93, 0.98228, 0.60826, 0.98094, 0.51279, 0.67258, 0.60564, 0.35764, 1.2364, 0.76286, 1.099, 0.005446, 0.005446, 0.005446
95
- 94, 0.98959, 0.61398, 0.98888, 0.53428, 0.61696, 0.59013, 0.3337, 1.2542, 0.78486, 1.1085, 0.0053965, 0.0053965, 0.0053965
96
- 95, 0.9759, 0.61282, 0.98597, 0.48918, 0.65878, 0.58834, 0.34867, 1.2156, 0.75582, 1.0979, 0.005347, 0.005347, 0.005347
97
- 96, 0.96839, 0.61099, 0.98295, 0.54274, 0.67697, 0.61451, 0.35954, 1.2649, 0.79239, 1.1144, 0.0052975, 0.0052975, 0.0052975
98
- 97, 0.96687, 0.61289, 0.98673, 0.51098, 0.61889, 0.59069, 0.33619, 1.251, 0.77988, 1.1082, 0.005248, 0.005248, 0.005248
99
- 98, 0.95984, 0.60397, 0.98128, 0.6012, 0.72383, 0.67318, 0.36141, 1.2416, 0.77666, 1.1172, 0.0051985, 0.0051985, 0.0051985
100
- 99, 0.94892, 0.59651, 0.97418, 0.57854, 0.64922, 0.61218, 0.35846, 1.2448, 0.76596, 1.1033, 0.005149, 0.005149, 0.005149
101
- 100, 0.94273, 0.58753, 0.97347, 0.6111, 0.65472, 0.62581, 0.35431, 1.2314, 0.76352, 1.1074, 0.0050995, 0.0050995, 0.0050995
102
- 101, 0.91388, 0.57379, 0.97008, 0.58574, 0.64799, 0.60588, 0.35618, 1.2415, 0.75847, 1.1091, 0.00505, 0.00505, 0.00505
103
- 102, 0.94741, 0.58429, 0.98333, 0.5184, 0.66764, 0.59391, 0.34945, 1.2759, 0.77046, 1.1328, 0.0050005, 0.0050005, 0.0050005
104
- 103, 0.97717, 0.59354, 1.0014, 0.59431, 0.65783, 0.6175, 0.36063, 1.2331, 0.77478, 1.1051, 0.004951, 0.004951, 0.004951
105
- 104, 0.92345, 0.58401, 0.96409, 0.50185, 0.64773, 0.58259, 0.35039, 1.2043, 0.7671, 1.0981, 0.0049015, 0.0049015, 0.0049015
106
- 105, 0.92819, 0.55965, 0.96089, 0.54818, 0.69119, 0.6017, 0.36962, 1.2624, 0.77994, 1.1242, 0.004852, 0.004852, 0.004852
107
- 106, 0.9236, 0.55824, 0.96284, 0.56062, 0.6694, 0.60196, 0.35528, 1.229, 0.75395, 1.1065, 0.0048025, 0.0048025, 0.0048025
108
- 107, 0.93012, 0.56707, 0.9671, 0.54714, 0.6887, 0.59168, 0.36691, 1.2405, 0.77521, 1.1111, 0.004753, 0.004753, 0.004753
109
- 108, 0.89517, 0.55888, 0.95785, 0.57816, 0.6583, 0.58929, 0.35262, 1.2326, 0.75072, 1.1093, 0.0047035, 0.0047035, 0.0047035
110
- 109, 0.91475, 0.5582, 0.95141, 0.54699, 0.67035, 0.60471, 0.35666, 1.2325, 0.77767, 1.1115, 0.004654, 0.004654, 0.004654
111
- 110, 0.90527, 0.56872, 0.95696, 0.54965, 0.66735, 0.58893, 0.35453, 1.2209, 0.76105, 1.1105, 0.0046045, 0.0046045, 0.0046045
112
- 111, 0.92186, 0.56842, 0.96848, 0.53412, 0.64478, 0.58215, 0.34336, 1.2379, 0.76428, 1.1155, 0.004555, 0.004555, 0.004555
113
- 112, 0.89822, 0.54969, 0.95504, 0.51636, 0.72274, 0.58972, 0.35368, 1.2688, 0.7617, 1.1268, 0.0045055, 0.0045055, 0.0045055
114
- 113, 0.91772, 0.58291, 0.95685, 0.49522, 0.67609, 0.58643, 0.35258, 1.2269, 0.77699, 1.1123, 0.004456, 0.004456, 0.004456
115
- 114, 0.88361, 0.53595, 0.95751, 0.50892, 0.64406, 0.57658, 0.35398, 1.2463, 0.78398, 1.1237, 0.0044065, 0.0044065, 0.0044065
116
- 115, 0.88592, 0.54443, 0.95202, 0.51957, 0.64171, 0.59414, 0.36489, 1.2344, 0.77958, 1.1187, 0.004357, 0.004357, 0.004357
117
- 116, 0.88565, 0.54208, 0.96409, 0.61006, 0.62003, 0.60497, 0.37562, 1.2492, 0.76376, 1.1214, 0.0043075, 0.0043075, 0.0043075
118
- 117, 0.88594, 0.5287, 0.95054, 0.52785, 0.67595, 0.59691, 0.36007, 1.2512, 0.79712, 1.1146, 0.004258, 0.004258, 0.004258
119
- 118, 0.86053, 0.5168, 0.94014, 0.53948, 0.70858, 0.59934, 0.35992, 1.2451, 0.78097, 1.1238, 0.0042085, 0.0042085, 0.0042085
120
- 119, 0.86738, 0.52661, 0.94277, 0.51708, 0.67074, 0.58844, 0.36255, 1.2826, 0.79602, 1.1398, 0.004159, 0.004159, 0.004159
121
- 120, 0.86476, 0.54179, 0.93842, 0.55228, 0.6226, 0.57767, 0.35339, 1.2508, 0.77, 1.1211, 0.0041095, 0.0041095, 0.0041095
122
- 121, 0.86639, 0.52692, 0.94649, 0.52285, 0.65476, 0.57081, 0.34494, 1.2489, 0.7941, 1.1317, 0.00406, 0.00406, 0.00406
123
- 122, 0.86715, 0.51573, 0.94393, 0.53156, 0.66826, 0.59913, 0.358, 1.2556, 0.77681, 1.1287, 0.0040105, 0.0040105, 0.0040105
124
- 123, 0.85216, 0.50685, 0.94035, 0.6346, 0.61503, 0.5889, 0.33814, 1.2465, 0.80444, 1.1261, 0.003961, 0.003961, 0.003961
125
- 124, 0.85157, 0.52396, 0.94792, 0.52402, 0.67498, 0.59223, 0.34263, 1.2649, 0.79386, 1.125, 0.0039115, 0.0039115, 0.0039115
126
- 125, 0.86374, 0.51225, 0.94944, 0.62038, 0.62327, 0.61195, 0.36244, 1.2839, 0.76824, 1.147, 0.003862, 0.003862, 0.003862
127
- 126, 0.86133, 0.51515, 0.9593, 0.53991, 0.67766, 0.59703, 0.35696, 1.2535, 0.77438, 1.1317, 0.0038125, 0.0038125, 0.0038125
128
- 127, 0.82354, 0.50373, 0.93643, 0.50078, 0.65229, 0.58035, 0.34705, 1.2433, 0.77919, 1.1289, 0.003763, 0.003763, 0.003763
129
- 128, 0.84145, 0.49964, 0.92922, 0.63822, 0.61814, 0.59692, 0.36739, 1.2366, 0.78049, 1.1277, 0.0037135, 0.0037135, 0.0037135
130
- 129, 0.83858, 0.49371, 0.92741, 0.53511, 0.66181, 0.58405, 0.35441, 1.2318, 0.80065, 1.12, 0.003664, 0.003664, 0.003664
131
- 130, 0.80545, 0.4836, 0.92393, 0.63646, 0.54876, 0.5536, 0.32659, 1.2774, 0.79781, 1.1451, 0.0036145, 0.0036145, 0.0036145
132
- 131, 0.82718, 0.48827, 0.93721, 0.52446, 0.6224, 0.57055, 0.31513, 1.261, 0.78859, 1.1421, 0.003565, 0.003565, 0.003565
133
- 132, 0.79526, 0.4721, 0.91248, 0.48924, 0.57626, 0.566, 0.34265, 1.2338, 0.79943, 1.1311, 0.0035155, 0.0035155, 0.0035155
134
- 133, 0.81557, 0.47992, 0.9237, 0.53388, 0.67182, 0.55609, 0.34181, 1.2537, 0.82199, 1.1332, 0.003466, 0.003466, 0.003466
135
- 134, 0.7841, 0.47091, 0.91541, 0.44784, 0.60018, 0.5185, 0.30457, 1.2646, 0.84216, 1.1408, 0.0034165, 0.0034165, 0.0034165
136
- 135, 0.81457, 0.4837, 0.92792, 0.5455, 0.63983, 0.56469, 0.35194, 1.2297, 0.80423, 1.1226, 0.003367, 0.003367, 0.003367
137
- 136, 0.79703, 0.47849, 0.91986, 0.54438, 0.7069, 0.6048, 0.37044, 1.2374, 0.8003, 1.13, 0.0033175, 0.0033175, 0.0033175
 
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
+ 1,1281.94,1.09871,1.00892,0.96865,0.74711,0.60056,0.68858,0.47736,0.99251,0.59773,0.93557,0.00333242,0.00333242,0.00333242
3
+ 2,2529.9,1.01638,0.6331,0.93554,0.68152,0.65931,0.6739,0.47569,0.96784,0.58602,0.93076,0.00663275,0.00663275,0.00663275
4
+ 3,3759.31,1.04491,0.6623,0.94297,0.70493,0.60882,0.64723,0.43717,0.99012,0.61761,0.9369,0.00990009,0.00990009,0.00990009
5
+ 4,4991.39,1.05624,0.67635,0.94715,0.68758,0.6565,0.66817,0.4716,0.94406,0.58635,0.92065,0.0098515,0.0098515,0.0098515
6
+ 5,6224.59,1.02243,0.64396,0.93472,0.62068,0.68141,0.69519,0.48902,0.93478,0.57747,0.91736,0.009802,0.009802,0.009802
7
+ 6,7459.8,0.99642,0.62568,0.92849,0.61666,0.71656,0.71405,0.49984,0.92125,0.55642,0.91129,0.0097525,0.0097525,0.0097525
8
+ 7,8694.52,0.98226,0.61157,0.92277,0.71302,0.64553,0.69073,0.49509,0.89738,0.54954,0.90657,0.009703,0.009703,0.009703
9
+ 8,9927.99,0.96194,0.59739,0.91857,0.64802,0.66289,0.70066,0.50318,0.90047,0.53853,0.90588,0.0096535,0.0096535,0.0096535
10
+ 9,11164.1,0.95344,0.58991,0.91551,0.78466,0.6415,0.7342,0.53333,0.88009,0.52033,0.89956,0.009604,0.009604,0.009604
11
+ 10,12398.2,0.9431,0.58194,0.9128,0.6867,0.70902,0.74768,0.54612,0.86265,0.51003,0.892,0.0095545,0.0095545,0.0095545
12
+ 11,13634.5,0.93061,0.57282,0.90925,0.73506,0.7126,0.76891,0.56125,0.85789,0.50324,0.89129,0.009505,0.009505,0.009505
13
+ 12,14867.1,0.91862,0.56401,0.90672,0.60708,0.72198,0.73103,0.53812,0.84843,0.49568,0.89164,0.0094555,0.0094555,0.0094555
14
+ 13,16102.4,0.91539,0.55824,0.90635,0.61357,0.77324,0.78947,0.58366,0.83918,0.4885,0.88929,0.009406,0.009406,0.009406
15
+ 14,17337.1,0.90749,0.55214,0.902,0.79985,0.67922,0.75937,0.56351,0.83296,0.48147,0.88705,0.0093565,0.0093565,0.0093565
16
+ 15,18570.5,0.90005,0.54872,0.90056,0.80226,0.68129,0.7937,0.57988,0.82912,0.47547,0.88436,0.009307,0.009307,0.009307
17
+ 16,19806.8,0.89354,0.54398,0.89946,0.77846,0.68504,0.77149,0.57333,0.82463,0.47716,0.88354,0.0092575,0.0092575,0.0092575
18
+ 17,21040.1,0.8907,0.53941,0.8981,0.64192,0.79593,0.79322,0.58414,0.82001,0.47142,0.88194,0.009208,0.009208,0.009208
19
+ 18,22275.3,0.887,0.53571,0.89778,0.69919,0.79921,0.82925,0.61289,0.8166,0.46465,0.88074,0.0091585,0.0091585,0.0091585
20
+ 19,23507.5,0.8801,0.53343,0.89521,0.76893,0.749,0.81497,0.60663,0.81385,0.46313,0.87934,0.009109,0.009109,0.009109
21
+ 20,24744,0.8771,0.52958,0.89493,0.77376,0.77459,0.82927,0.62166,0.81157,0.4592,0.87837,0.0090595,0.0090595,0.0090595
22
+ 21,25980.7,0.87209,0.52685,0.89337,0.75202,0.73008,0.80758,0.60618,0.80393,0.45609,0.87689,0.00901,0.00901,0.00901
23
+ 22,27214,0.86598,0.52171,0.89112,0.80225,0.70436,0.81118,0.6049,0.80198,0.45386,0.87651,0.0089605,0.0089605,0.0089605
24
+ 23,28451.1,0.86381,0.52015,0.89027,0.65587,0.84088,0.83576,0.62547,0.79647,0.45164,0.87459,0.008911,0.008911,0.008911
25
+ 24,29685,0.85799,0.51621,0.88849,0.72468,0.79696,0.83278,0.62576,0.79781,0.45068,0.87519,0.0088615,0.0088615,0.0088615
26
+ 25,30922.4,0.85861,0.51516,0.88817,0.69612,0.80259,0.82737,0.62074,0.79747,0.44938,0.87496,0.008812,0.008812,0.008812
27
+ 26,32157.8,0.85161,0.5106,0.88675,0.8059,0.74054,0.82685,0.6248,0.79618,0.44654,0.87471,0.0087625,0.0087625,0.0087625
28
+ 27,33394.6,0.84979,0.50742,0.8869,0.7761,0.77549,0.8327,0.6354,0.7955,0.44525,0.87457,0.008713,0.008713,0.008713
29
+ 28,34628.9,0.84649,0.50387,0.88496,0.72649,0.80232,0.83319,0.63267,0.79217,0.44237,0.87383,0.0086635,0.0086635,0.0086635
30
+ 29,35861.3,0.84482,0.5032,0.88622,0.73685,0.793,0.83329,0.633,0.79249,0.44108,0.87401,0.008614,0.008614,0.008614
31
+ 30,37096.3,0.84089,0.50314,0.88415,0.77069,0.76316,0.83322,0.63297,0.79238,0.4405,0.87409,0.0085645,0.0085645,0.0085645
32
+ 31,38327.8,0.83955,0.50037,0.88313,0.77622,0.7642,0.83705,0.63727,0.79169,0.43991,0.87386,0.008515,0.008515,0.008515
33
+ 32,39563.4,0.83971,0.50129,0.88302,0.81113,0.73204,0.83694,0.63655,0.79161,0.43886,0.87385,0.0084655,0.0084655,0.0084655
34
+ 33,40797.3,0.83222,0.49457,0.88012,0.78831,0.76335,0.83935,0.63836,0.79108,0.43823,0.87376,0.008416,0.008416,0.008416
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