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diff --git a/yolov5_model/runs/train/6beetle_30_epoch/opt.yaml b/yolov5_model/runs/train/6beetle_30_epoch/opt.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..066eafae1c55e07f3d7a67274d612ca4635caf7e
--- /dev/null
+++ b/yolov5_model/runs/train/6beetle_30_epoch/opt.yaml
@@ -0,0 +1,68 @@
+weights: yolov5m.pt
+cfg: ''
+data: /projects/akhot2/group-01-phys371-sp2023/yolov5_model/data/beetles.yaml
+hyp:
+  lr0: 0.01
+  lrf: 0.01
+  momentum: 0.937
+  weight_decay: 0.0005
+  warmup_epochs: 3.0
+  warmup_momentum: 0.8
+  warmup_bias_lr: 0.1
+  box: 0.05
+  cls: 0.5
+  cls_pw: 1.0
+  obj: 1.0
+  obj_pw: 1.0
+  iou_t: 0.2
+  anchor_t: 4.0
+  fl_gamma: 0.0
+  hsv_h: 0.015
+  hsv_s: 0.7
+  hsv_v: 0.4
+  degrees: 0.0
+  translate: 0.1
+  scale: 0.5
+  shear: 0.0
+  perspective: 0.0
+  flipud: 0.0
+  fliplr: 0.5
+  mosaic: 1.0
+  mixup: 0.0
+  copy_paste: 0.0
+epochs: 30
+batch_size: 16
+imgsz: 1280
+rect: false
+resume: false
+nosave: false
+noval: false
+noautoanchor: false
+noplots: false
+evolve: null
+bucket: ''
+cache: null
+image_weights: false
+device: ''
+multi_scale: false
+single_cls: false
+optimizer: SGD
+sync_bn: false
+workers: 40
+project: runs/train
+name: exp
+exist_ok: false
+quad: false
+cos_lr: false
+label_smoothing: 0.0
+patience: 100
+freeze:
+- 0
+save_period: -1
+seed: 0
+local_rank: -1
+entity: null
+upload_dataset: false
+bbox_interval: -1
+artifact_alias: latest
+save_dir: runs/train/exp14
diff --git a/yolov5_model/runs/train/6beetle_30_epoch/results.csv b/yolov5_model/runs/train/6beetle_30_epoch/results.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8b39527d47a000562ca85cd60866716162c6d75a
--- /dev/null
+++ b/yolov5_model/runs/train/6beetle_30_epoch/results.csv
@@ -0,0 +1,31 @@
+               epoch,      train/box_loss,      train/obj_loss,      train/cls_loss,   metrics/precision,      metrics/recall,     metrics/mAP_0.5,metrics/mAP_0.5:0.95,        val/box_loss,        val/obj_loss,        val/cls_loss,               x/lr0,               x/lr1,               x/lr2
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new file mode 100644
index 0000000000000000000000000000000000000000..fa80eb95531dba10a6c94a7651f781f8c99566be
--- /dev/null
+++ b/yolov5_model/runs/train/6beetle_50_epoch/hyp.yaml
@@ -0,0 +1,28 @@
+lr0: 0.01
+lrf: 0.01
+momentum: 0.937
+weight_decay: 0.0005
+warmup_epochs: 3.0
+warmup_momentum: 0.8
+warmup_bias_lr: 0.1
+box: 0.05
+cls: 0.5
+cls_pw: 1.0
+obj: 1.0
+obj_pw: 1.0
+iou_t: 0.2
+anchor_t: 4.0
+fl_gamma: 0.0
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index 0000000000000000000000000000000000000000..1e2ae5a3723133ffae48a56f5160a70587fdf031
--- /dev/null
+++ b/yolov5_model/runs/train/6beetle_50_epoch/opt.yaml
@@ -0,0 +1,68 @@
+weights: yolov5m.pt
+cfg: ''
+data: /projects/akhot2/group-01-phys371-sp2023/yolov5_model/data/beetles.yaml
+hyp:
+  lr0: 0.01
+  lrf: 0.01
+  momentum: 0.937
+  weight_decay: 0.0005
+  warmup_epochs: 3.0
+  warmup_momentum: 0.8
+  warmup_bias_lr: 0.1
+  box: 0.05
+  cls: 0.5
+  cls_pw: 1.0
+  obj: 1.0
+  obj_pw: 1.0
+  iou_t: 0.2
+  anchor_t: 4.0
+  fl_gamma: 0.0
+  hsv_h: 0.015
+  hsv_s: 0.7
+  hsv_v: 0.4
+  degrees: 0.0
+  translate: 0.1
+  scale: 0.5
+  shear: 0.0
+  perspective: 0.0
+  flipud: 0.0
+  fliplr: 0.5
+  mosaic: 1.0
+  mixup: 0.0
+  copy_paste: 0.0
+epochs: 50
+batch_size: 16
+imgsz: 1280
+rect: false
+resume: false
+nosave: false
+noval: false
+noautoanchor: false
+noplots: false
+evolve: null
+bucket: ''
+cache: null
+image_weights: false
+device: ''
+multi_scale: false
+single_cls: false
+optimizer: SGD
+sync_bn: false
+workers: 40
+project: runs/train
+name: exp
+exist_ok: false
+quad: false
+cos_lr: false
+label_smoothing: 0.0
+patience: 100
+freeze:
+- 0
+save_period: -1
+seed: 0
+local_rank: -1
+entity: null
+upload_dataset: false
+bbox_interval: -1
+artifact_alias: latest
+save_dir: runs/train/exp15
diff --git a/yolov5_model/runs/train/6beetle_50_epoch/results.csv b/yolov5_model/runs/train/6beetle_50_epoch/results.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4d399e60802717de4f7cbf6ff89a1f270e058cd1
--- /dev/null
+++ b/yolov5_model/runs/train/6beetle_50_epoch/results.csv
@@ -0,0 +1,51 @@
+               epoch,      train/box_loss,      train/obj_loss,      train/cls_loss,   metrics/precision,      metrics/recall,     metrics/mAP_0.5,metrics/mAP_0.5:0.95,        val/box_loss,        val/obj_loss,        val/cls_loss,               x/lr0,               x/lr1,               x/lr2
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+                   1,            0.070198,            0.026512,                   0,             0.26082,             0.80795,             0.26527,            0.092746,            0.068964,            0.018125,                   0,            0.040345,           0.0064828,           0.0064828
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diff --git a/yolov5_model/runs/train/exp/events.out.tfevents.1677190992.hal-dgx.138854.0 b/yolov5_model/runs/train/wrong_1beetle/events.out.tfevents.1677190992.hal-dgx.138854.0
similarity index 100%
rename from yolov5_model/runs/train/exp/events.out.tfevents.1677190992.hal-dgx.138854.0
rename to yolov5_model/runs/train/wrong_1beetle/events.out.tfevents.1677190992.hal-dgx.138854.0
diff --git a/yolov5_model/runs/train/wrong_1beetle/hyp.yaml b/yolov5_model/runs/train/wrong_1beetle/hyp.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fa80eb95531dba10a6c94a7651f781f8c99566be
--- /dev/null
+++ b/yolov5_model/runs/train/wrong_1beetle/hyp.yaml
@@ -0,0 +1,28 @@
+lr0: 0.01
+lrf: 0.01
+momentum: 0.937
+weight_decay: 0.0005
+warmup_epochs: 3.0
+warmup_momentum: 0.8
+warmup_bias_lr: 0.1
+box: 0.05
+cls: 0.5
+cls_pw: 1.0
+obj: 1.0
+obj_pw: 1.0
+iou_t: 0.2
+anchor_t: 4.0
+fl_gamma: 0.0
+hsv_h: 0.015
+hsv_s: 0.7
+hsv_v: 0.4
+degrees: 0.0
+translate: 0.1
+scale: 0.5
+shear: 0.0
+perspective: 0.0
+flipud: 0.0
+fliplr: 0.5
+mosaic: 1.0
+mixup: 0.0
+copy_paste: 0.0
diff --git a/yolov5_model/runs/train/exp/labels.jpg b/yolov5_model/runs/train/wrong_1beetle/labels.jpg
similarity index 100%
rename from yolov5_model/runs/train/exp/labels.jpg
rename to yolov5_model/runs/train/wrong_1beetle/labels.jpg
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similarity index 100%
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rename to yolov5_model/runs/train/wrong_1beetle/labels_correlogram.jpg
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similarity index 100%
rename from yolov5_model/runs/train/exp/opt.yaml
rename to yolov5_model/runs/train/wrong_1beetle/opt.yaml
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similarity index 100%
rename from yolov5_model/runs/train/exp/results.csv
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similarity index 100%
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similarity index 100%
rename from yolov5_model/runs/train/exp/weights/best.pt
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similarity index 100%
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diff --git a/yolov5_model/runs/train/wrong_6beetle/hyp.yaml b/yolov5_model/runs/train/wrong_6beetle/hyp.yaml
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+++ b/yolov5_model/runs/train/wrong_6beetle/hyp.yaml
@@ -0,0 +1,28 @@
+lr0: 0.01
+lrf: 0.01
+momentum: 0.937
+weight_decay: 0.0005
+warmup_epochs: 3.0
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+box: 0.05
+cls: 0.5
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+obj: 1.0
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diff --git a/yolov5_model/runs/train/wrong_6beetle/opt.yaml b/yolov5_model/runs/train/wrong_6beetle/opt.yaml
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@@ -0,0 +1,68 @@
+weights: yolov5m.pt
+cfg: ''
+data: /projects/akhot2/group-01-phys371-sp2023/yolov5_model/data/beetles.yaml
+hyp:
+  lr0: 0.01
+  lrf: 0.01
+  momentum: 0.937
+  weight_decay: 0.0005
+  warmup_epochs: 3.0
+  warmup_momentum: 0.8
+  warmup_bias_lr: 0.1
+  box: 0.05
+  cls: 0.5
+  cls_pw: 1.0
+  obj: 1.0
+  obj_pw: 1.0
+  iou_t: 0.2
+  anchor_t: 4.0
+  fl_gamma: 0.0
+  hsv_h: 0.015
+  hsv_s: 0.7
+  hsv_v: 0.4
+  degrees: 0.0
+  translate: 0.1
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+  flipud: 0.0
+  fliplr: 0.5
+  mosaic: 1.0
+  mixup: 0.0
+  copy_paste: 0.0
+epochs: 30
+batch_size: 16
+imgsz: 1280
+rect: false
+resume: false
+nosave: false
+noval: false
+noautoanchor: false
+noplots: false
+evolve: null
+bucket: ''
+cache: null
+image_weights: false
+device: ''
+multi_scale: false
+single_cls: false
+optimizer: SGD
+sync_bn: false
+workers: 40
+project: runs/train
+name: exp
+exist_ok: false
+quad: false
+cos_lr: false
+label_smoothing: 0.0
+patience: 100
+freeze:
+- 0
+save_period: -1
+seed: 0
+local_rank: -1
+entity: null
+upload_dataset: false
+bbox_interval: -1
+artifact_alias: latest
+save_dir: runs/train/exp8
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new file mode 100644
index 0000000000000000000000000000000000000000..1be6aebef6f6e081feb8d459782726e628f02619
--- /dev/null
+++ b/yolov5_model/runs/train/wrong_6beetle/results.csv
@@ -0,0 +1,8 @@
+               epoch,      train/box_loss,      train/obj_loss,      train/cls_loss,   metrics/precision,      metrics/recall,     metrics/mAP_0.5,metrics/mAP_0.5:0.95,        val/box_loss,        val/obj_loss,        val/cls_loss,               x/lr0,               x/lr1,               x/lr2
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+                   3,            0.069886,            0.025821,                   0,             0.16174,              0.7481,             0.16129,            0.053783,            0.068933,            0.025629,                   0,             0.00901,             0.00901,             0.00901
+                   4,            0.060441,            0.025751,                   0,             0.48337,             0.59461,             0.50774,             0.13363,            0.062516,            0.025314,                   0,             0.00901,             0.00901,             0.00901
+                   5,            0.055425,            0.024546,                   0,             0.34318,              0.7967,             0.34479,            0.099022,            0.064165,            0.022711,                   0,             0.00868,             0.00868,             0.00868
+                   6,            0.050632,            0.023547,                   0,             0.51361,             0.97436,             0.67168,             0.30281,            0.048885,            0.020909,                   0,             0.00835,             0.00835,             0.00835
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