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diff --git a/train/hr_fall_detection_2.mp4 b/train/hr_fall_detection_2.mp4
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diff --git a/train/hr_fall_detection_3.mp4 b/train/hr_fall_detection_3.mp4
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diff --git a/train/labels/hr_fall_detection_1.csv b/train/labels/hr_fall_detection_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fba1f748c9f62a59a24cf32f4362dfe6c89b00ed
--- /dev/null
+++ b/train/labels/hr_fall_detection_1.csv
@@ -0,0 +1,14 @@
+start_time,end_time,action,is_fall
+0,9,None,False
+10,11,Stand,False
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diff --git a/train/labels/hr_fall_detection_1_in_minutes.md b/train/labels/hr_fall_detection_1_in_minutes.md
new file mode 100644
index 0000000000000000000000000000000000000000..0a7369ce77e30868196dca188d25d6e13fd65ab1
--- /dev/null
+++ b/train/labels/hr_fall_detection_1_in_minutes.md
@@ -0,0 +1,13 @@
+0 - 9 None
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+45 - 46 Stand-Lie (Fall)
+47 - 47 Sit-Stand
+48 - 48 Stand
\ No newline at end of file
diff --git a/train/labels/hr_fall_detection_2.csv b/train/labels/hr_fall_detection_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..091a6df04afa686d2a6c4e2ac348af1d21c932ce
--- /dev/null
+++ b/train/labels/hr_fall_detection_2.csv
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\ No newline at end of file
diff --git a/train/labels/hr_fall_detection_2_in_minutes.md b/train/labels/hr_fall_detection_2_in_minutes.md
new file mode 100644
index 0000000000000000000000000000000000000000..9aa0c69c6ff88ba4f342cef6f8a613187892c048
--- /dev/null
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@@ -0,0 +1,32 @@
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+2:17 - 2:34 Stand
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+2:44 - 2:45 Lie
+2:46 - 2:51 Stand
+2:52 - 3:02 Sit
+3:03 - 3:06 Stand
+3:07 - 3:07 Stand (Fall)
+3:08 - 3:26 Stand
\ No newline at end of file
diff --git a/train/labels/hr_fall_detection_3.csv b/train/labels/hr_fall_detection_3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fb3b73c9c071062916427178d741d70f8f280651
--- /dev/null
+++ b/train/labels/hr_fall_detection_3.csv
@@ -0,0 +1,60 @@
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\ No newline at end of file
diff --git a/train/labels/hr_fall_detection_3_in_minutes.md b/train/labels/hr_fall_detection_3_in_minutes.md
new file mode 100644
index 0000000000000000000000000000000000000000..95998a834e31f92b8edac5784e7f57c040a8b3f9
--- /dev/null
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@@ -0,0 +1,56 @@
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+25 - 25 Sit-Stand
+26 - 32 Stand
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+34 - 37 Sit
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+2:00 - 2:07 Stand
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+2:25 - 2:25 Stand-Sit
+2:26 - 2:27 Sit
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+6:23 - 6:23 Stand-Lie (Fall)
+6:24 - 6:24 Sit-Stand
+6:25 - 6:28 Stand
+6:29 - 6:30 None
\ No newline at end of file
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diff --git a/train/pose-1st-iteration/fall.jpg b/train/pose-1st-iteration/fall.jpg
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diff --git a/train/pose-1st-iteration/features_output.csv b/train/pose-1st-iteration/features_output.csv
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@@ -0,0 +1,114 @@
+image_name,is_upright,stand_left,stand_right,sit_left,sit_right,lie_left,lie_right
+stand-knee-up3,True,non_standing,non_standing,sitting,sitting,non_lying,non_lying
+bend-touch-toes,False,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+sit-monk-knee-up-shoulder-down.jpg,,,,,,,
+stand6,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+bend-backwards.jpg,,,,,,,
+stand-legs-bow4,True,standing,squat,non_sitting,non_sitting,non_lying,non_lying
+lying-feet-raised,False,non_standing,non_standing,sitting,sitting,lying,lying
+sit-legs-stretched3,True,standing,non_standing,non_sitting,sitting,non_lying,lying
+sit-feet-on-table,False,non_standing,non_standing,sitting,sitting,lying,lying
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+stand-legs-apart3,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+squat2,True,squat,squat,non_sitting,non_sitting,non_lying,non_lying
+sit-shoulder-bent-knee-up.jpg,,,,,,,
+sit-legs-stretched2,True,non_standing,non_standing,sitting,sitting,lying,lying
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+lying-front.jpg,,,,,,,
+stand-knee-up1,True,non_standing,standing,sitting,non_sitting,non_lying,non_lying
+lying-feet-down,False,non_standing,non_standing,sitting,sitting,lying,lying
+sit-feet-raised-shoulder-down.jpg,,,,,,,
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+sit-legs-stretched.jpg,,,,,,,
+lying-face-down,True,non_standing,non_standing,sitting,sitting,lying,lying
+sit,True,non_standing,non_standing,sitting,sitting,non_lying,non_lying
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+rubbish.jpg,,,,,,,
+sit-lie-feet-on-table,False,non_standing,non_standing,sitting,sitting,lying,lying
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+standing-up.jpg,,,,,,,
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+sit-legs-elevated.jpg,,,,,,,
+stand-knee-up-side,True,non_standing,standing,sitting,non_sitting,non_lying,non_lying
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+sit-about-to-stand,True,standing,squat,non_sitting,non_sitting,non_lying,non_lying
+squat-arms-up,True,squat,squat,non_sitting,non_sitting,non_lying,non_lying
+sit-feet-high,True,standing,squat,sitting,sitting,lying,lying
+stand-2,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+stand-legs-apart,True,standing,squat,non_sitting,non_sitting,non_lying,non_lying
+stand-lean-forward1,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+stand-bend-sideways,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+stand-legs-apart7,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+lie-2,False,non_standing,non_standing,sitting,sitting,lying,lying
+stand-knee-bent-elevated2,True,non_standing,standing,non_sitting,non_sitting,non_lying,non_lying
+stand-lean-forward3,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+stand-legs-bow3,True,squat,standing,non_sitting,non_sitting,non_lying,non_lying
+sit-legs-up,True,non_standing,non_standing,sitting,sitting,lying,lying
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+stand-bend-forward,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+stand-arms-out,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+bend,False,standing,standing,non_sitting,non_sitting,non_lying,lying
+squat,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+sit4,True,non_standing,non_standing,sitting,non_sitting,non_lying,non_lying
+bend-2.jpg,,,,,,,
+stand3,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
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+fall.jpg,,,,,,,
+sit-both-knee-up,True,non_standing,non_standing,sitting,sitting,lying,lying
+stand-1,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+lying-sit,False,non_standing,non_standing,sitting,non_sitting,lying,lying
+stand4,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+squat1,True,non_standing,standing,non_sitting,non_sitting,non_lying,non_lying
+standing-up3,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+squat5,True,standing,squat,non_sitting,non_sitting,non_lying,non_lying
+sit3,True,non_standing,non_standing,sitting,non_sitting,non_lying,non_lying
+stand-knee-up,True,non_standing,squat,sitting,non_sitting,non_lying,non_lying
+lying-fold,False,non_standing,non_standing,sitting,sitting,lying,lying
+sit-lie-feet-on-table-knee-up,False,non_standing,non_standing,sitting,sitting,lying,lying
+sit-fold,True,non_standing,standing,sitting,non_sitting,lying,non_lying
+sitting-up3,True,non_standing,non_standing,sitting,sitting,non_lying,non_lying
+stand-legs-apart6,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+stand-lean-backward3,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+stand-lean-forward2,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+stand-knee-up2,True,squat,squat,non_sitting,sitting,non_lying,non_lying
+sit-lace-shoes,True,standing,standing,non_sitting,non_sitting,lying,lying
+sit-bend.jpg,,,,,,,
+stand-lean-back2,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+sit-openpose,True,non_standing,non_standing,non_sitting,sitting,non_lying,lying
+squat6,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+stand-legs-apart8,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+squat4,True,squat,squat,non_sitting,non_sitting,non_lying,non_lying
+bend-proper,True,standing,standing,non_sitting,non_sitting,lying,lying
+bend-forward,True,squat,non_standing,non_sitting,non_sitting,non_lying,non_lying
+stand-one-leg-hidden,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
+stand-legs-apart9,True,squat,standing,non_sitting,non_sitting,non_lying,non_lying
+stand-elevated,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying
diff --git a/train/pose-1st-iteration/features_output_predicted.csv b/train/pose-1st-iteration/features_output_predicted.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b213bf10db8337cbfdf0a17b1ddbb07d251ba5d1
--- /dev/null
+++ b/train/pose-1st-iteration/features_output_predicted.csv
@@ -0,0 +1,114 @@
+image_name,is_upright,stand_left,stand_right,sit_left,sit_right,lie_left,lie_right,label,predicted_label
+stand-knee-up3,True,non_standing,non_standing,sitting,sitting,non_lying,non_lying,stand,sit
+bend-touch-toes,False,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+sit-monk-knee-up-shoulder-down.jpg,,,,,,,,sit,
+stand6,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+bend-backwards.jpg,,,,,,,,stand,
+stand-legs-bow4,True,standing,squat,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+lying-feet-raised,False,non_standing,non_standing,sitting,sitting,lying,lying,lie,lie
+sit-legs-stretched3,True,standing,non_standing,non_sitting,sitting,non_lying,lying,sit,stand
+sit-feet-on-table,False,non_standing,non_standing,sitting,sitting,lying,lying,sit,lie
+sit-knee-raised,True,non_standing,non_standing,sitting,sitting,lying,lying,sit,sit
+getting-up,True,non_standing,non_standing,sitting,non_sitting,non_lying,non_lying,sit,sit
+sitting-knee-up,True,non_standing,non_standing,sitting,sitting,lying,lying,sit,sit
+sit-hands-up,True,standing,squat,non_sitting,non_sitting,non_lying,non_lying,sit,stand
+stand-legs-apart3,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+squat2,True,squat,squat,non_sitting,non_sitting,non_lying,non_lying,squat,squat
+sit-shoulder-bent-knee-up.jpg,,,,,,,,sit,
+sit-legs-stretched2,True,non_standing,non_standing,sitting,sitting,lying,lying,sit,sit
+stand-lean-back1,True,squat,squat,non_sitting,non_sitting,non_lying,non_lying,stand,squat
+lying-front.jpg,,,,,,,,lie,
+stand-knee-up1,True,non_standing,standing,sitting,non_sitting,non_lying,non_lying,stand,stand
+lying-feet-down,False,non_standing,non_standing,sitting,sitting,lying,lying,lie,lie
+sit-feet-raised-shoulder-down.jpg,,,,,,,,sit,
+stand-lean-backward,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand5,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+sit-back,True,squat,non_standing,non_sitting,non_sitting,non_lying,non_lying,sit,squat
+lying-knee-up2,False,non_standing,non_standing,sitting,sitting,lying,lying,lie,lie
+lying-fold-backward,True,non_standing,non_standing,sitting,sitting,lying,lying,lie,sit
+sit-openpose-2,True,non_standing,non_standing,non_sitting,sitting,lying,lying,sit,sit
+standing-up2,True,squat,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-legs-bow2,True,standing,squat,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+sit-legs-stretched.jpg,,,,,,,,sit,
+lying-face-down,True,non_standing,non_standing,sitting,sitting,lying,lying,lie,sit
+sit,True,non_standing,non_standing,sitting,sitting,non_lying,non_lying,sit,sit
+sit-monk,True,non_standing,non_standing,sitting,sitting,lying,lying,sit,sit
+stand,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+sit-monk-knee-up,True,non_standing,non_standing,sitting,sitting,non_lying,non_lying,sit,sit
+squat3,True,standing,non_standing,non_sitting,sitting,non_lying,non_lying,squat,stand
+rubbish.jpg,,,,,,,,,
+sit-lie-feet-on-table,False,non_standing,non_standing,sitting,sitting,lying,lying,sit,lie
+stand-legs-apart5,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+sit-knee-up-side,True,non_standing,non_standing,sitting,sitting,lying,lying,sit,sit
+stand-legs-apart2,True,squat,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-bend-slightly,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+lie-chest-raised,True,non_standing,non_standing,sitting,sitting,non_lying,lying,lie,sit
+sit-knee-up,True,standing,squat,non_sitting,sitting,non_lying,non_lying,sit,stand
+stand-lean-back3,True,squat,squat,non_sitting,non_sitting,non_lying,non_lying,stand,squat
+stand7,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+sit-legs,True,non_standing,non_standing,sitting,sitting,lying,lying,sit,sit
+lie.jpg,,,,,,,,lie,
+standing-up.jpg,,,,,,,,stand,
+standing-up-1,True,squat,non_standing,non_sitting,non_sitting,non_lying,non_lying,stand,squat
+stand-knee-bent-elevated,True,standing,non_standing,non_sitting,sitting,non_lying,non_lying,stand,stand
+bend-lean-back1,False,squat,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-lean-forward,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-lean-backward2,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+climb,True,standing,non_standing,non_sitting,sitting,non_lying,non_lying,stand,stand
+sit-legs-elevated.jpg,,,,,,,,sit,
+stand-knee-up-side,True,non_standing,standing,sitting,non_sitting,non_lying,non_lying,stand,stand
+lying-knee-up,False,non_standing,non_standing,sitting,sitting,lying,lying,lie,lie
+bend-lean-forward1,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-lean-side1,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+sit-about-to-stand,True,standing,squat,non_sitting,non_sitting,non_lying,non_lying,sit,stand
+squat-arms-up,True,squat,squat,non_sitting,non_sitting,non_lying,non_lying,squat,squat
+sit-feet-high,True,standing,squat,sitting,sitting,lying,lying,sit,sit
+stand-2,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-legs-apart,True,standing,squat,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-lean-forward1,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-bend-sideways,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-legs-apart7,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+lie-2,False,non_standing,non_standing,sitting,sitting,lying,lying,lie,lie
+stand-knee-bent-elevated2,True,non_standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-lean-forward3,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-legs-bow3,True,squat,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+sit-legs-up,True,non_standing,non_standing,sitting,sitting,lying,lying,sit,sit
+stand-arms-raised,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-bend-forward,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-arms-out,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+bend,False,standing,standing,non_sitting,non_sitting,non_lying,lying,stand,lie
+squat,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,squat,stand
+sit4,True,non_standing,non_standing,sitting,non_sitting,non_lying,non_lying,sit,sit
+bend-2.jpg,,,,,,,,stand,
+stand3,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+sit-lean-forward,True,non_standing,standing,non_sitting,non_sitting,non_lying,non_lying,sit,stand
+fall.jpg,,,,,,,,lie,
+sit-both-knee-up,True,non_standing,non_standing,sitting,sitting,lying,lying,sit,sit
+stand-1,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+lying-sit,False,non_standing,non_standing,sitting,non_sitting,lying,lying,lie,lie
+stand4,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+squat1,True,non_standing,standing,non_sitting,non_sitting,non_lying,non_lying,squat,stand
+standing-up3,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+squat5,True,standing,squat,non_sitting,non_sitting,non_lying,non_lying,squat,stand
+sit3,True,non_standing,non_standing,sitting,non_sitting,non_lying,non_lying,sit,sit
+stand-knee-up,True,non_standing,squat,sitting,non_sitting,non_lying,non_lying,stand,sit
+lying-fold,False,non_standing,non_standing,sitting,sitting,lying,lying,lie,lie
+sit-lie-feet-on-table-knee-up,False,non_standing,non_standing,sitting,sitting,lying,lying,sit,lie
+sit-fold,True,non_standing,standing,sitting,non_sitting,lying,non_lying,sit,stand
+sitting-up3,True,non_standing,non_standing,sitting,sitting,non_lying,non_lying,sit,sit
+stand-legs-apart6,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-lean-backward3,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-lean-forward2,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-knee-up2,True,squat,squat,non_sitting,sitting,non_lying,non_lying,stand,squat
+sit-lace-shoes,True,standing,standing,non_sitting,non_sitting,lying,lying,sit,stand
+sit-bend.jpg,,,,,,,,sit,
+stand-lean-back2,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+sit-openpose,True,non_standing,non_standing,non_sitting,sitting,non_lying,lying,sit,sit
+squat6,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,squat,stand
+stand-legs-apart8,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+squat4,True,squat,squat,non_sitting,non_sitting,non_lying,non_lying,squat,squat
+bend-proper,True,standing,standing,non_sitting,non_sitting,lying,lying,stand,stand
+bend-forward,True,squat,non_standing,non_sitting,non_sitting,non_lying,non_lying,stand,squat
+stand-one-leg-hidden,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-legs-apart9,True,squat,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
+stand-elevated,True,standing,standing,non_sitting,non_sitting,non_lying,non_lying,stand,stand
diff --git a/train/pose-1st-iteration/getting-up.jpg b/train/pose-1st-iteration/getting-up.jpg
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diff --git a/train/pose/features_output.csv b/train/pose/features_output.csv
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+image_name,is_upright,percent_upright,stand_left,stand_right,percent_stand_left,percent_stand_right,sit_left,sit_right,percent_sit_left,percent_sit_right,lie_left,lie_right
+bend-touch-toes,False,11.0,uncertain_standing,uncertain_standing,-50.0,-98.0,sitting,sitting,50.0,30.0,non_lying,non_lying
+sit-monk-knee-up-shoulder-down.jpg,,,,,,,,,,,,
+stand6,True,74.0,standing,standing,73.0,75.0,uncertain_sitting,uncertain_sitting,10.0,3.0,non_lying,non_lying
+bend-backwards.jpg,,,,,,,,,,,,
+stand-legs-bow4,True,87.0,standing,non_standing,71.0,-187.0,uncertain_sitting,sitting,10.0,40.0,non_lying,non_lying
+lying-feet-raised,False,12.0,non_standing,non_standing,-186.0,-158.0,sitting,sitting,80.0,80.0,lying,lying
+sit-legs-stretched3,True,44.0,uncertain_standing,non_standing,-101.0,-132.0,sitting,sitting,40.0,200.0,non_lying,lying
+sit-knee-raised,True,32.0,non_standing,non_standing,13.0,5.0,sitting,sitting,83.0,82.0,lying,lying
+getting-up,True,70.0,non_standing,non_standing,-80.0,-288.0,sitting,sitting,50.0,40.0,non_lying,non_lying
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+sit-hands-up,True,84.0,uncertain_squat,non_standing,-38.0,-27.0,sitting,sitting,40.0,50.0,non_lying,non_lying
+stand-legs-apart3,True,57.0,standing,standing,67.0,88.0,non_sitting,uncertain_sitting,0.0,6.0,non_lying,non_lying
+squat2,True,43.0,uncertain_squat,non_standing,59.0,-70.0,uncertain_sitting,sitting,10.0,50.0,non_lying,non_lying
+sit-shoulder-bent-knee-up.jpg,,,,,,,,,,,,
+sit-legs-stretched2,True,26.0,non_standing,non_standing,-56.0,-103.0,sitting,sitting,200.0,200.0,lying,lying
+stand-lean-back1,True,80.0,squat,squat,80.0,81.0,uncertain_sitting,uncertain_sitting,15.0,15.0,non_lying,non_lying
+lying-front.jpg,,,,,,,,,,,,
+stand-knee-up1,True,88.0,non_standing,standing,-365.0,86.0,sitting,non_sitting,200.0,0.0,non_lying,non_lying
+lying-feet-down,False,11.0,non_standing,non_standing,-151.0,-156.0,sitting,sitting,80.0,80.0,lying,lying
+sit-feet-raised-shoulder-down.jpg,,,,,,,,,,,,
+stand-lean-backward,True,54.0,standing,standing,80.0,71.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
+stand5,True,87.0,standing,standing,85.0,86.0,uncertain_sitting,uncertain_sitting,2.0,2.0,non_lying,non_lying
+sit-back,True,86.0,non_standing,non_standing,-173.0,-97.0,sitting,sitting,20.0,0.0,non_lying,non_lying
+lying-knee-up2,False,3.0,non_standing,non_standing,11.0,4.0,sitting,sitting,100.0,100.0,lying,lying
+lying-fold-backward,False,16.0,non_standing,non_standing,-97.0,-190.0,sitting,sitting,110.0,110.0,lying,lying
+sit-openpose-2,True,39.0,non_standing,non_standing,-50.0,-81.0,sitting,sitting,50.0,80.0,lying,lying
+standing-up2,True,14.0,non_standing,non_standing,-69.0,-69.0,sitting,sitting,40.0,30.0,non_lying,non_lying
+stand-legs-bow2,True,64.0,uncertain_squat,non_standing,-228.0,-119.0,sitting,sitting,30.0,50.0,non_lying,non_lying
+sit-legs-stretched.jpg,,,,,,,,,,,,
+lying-face-down,True,16.0,non_standing,non_standing,-248.0,-264.0,sitting,sitting,50.0,50.0,lying,lying
+sit,True,71.0,non_standing,non_standing,-29.0,-29.0,sitting,sitting,200.0,200.0,non_lying,non_lying
+sit-monk,True,97.0,non_standing,non_standing,-76.0,-97.0,sitting,sitting,200.0,200.0,lying,lying
+sit-on-bed-chest-raised,True,51.0,non_standing,non_standing,-124.0,-122.0,sitting,sitting,200.0,200.0,non_lying,lying
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+squat3,True,35.0,non_standing,non_standing,-251.0,-80.0,sitting,sitting,30.0,80.0,non_lying,non_lying
+rubbish.jpg,,,,,,,,,,,,
+stand-legs-apart5,True,77.0,standing,standing,70.0,75.0,uncertain_sitting,uncertain_sitting,6.0,6.0,non_lying,non_lying
+sit-knee-up-side,True,55.0,non_standing,non_standing,16.0,19.0,sitting,sitting,100.0,100.0,lying,lying
+stand-legs-apart2,True,69.0,uncertain_squat,uncertain_standing,64.0,67.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+stand-bend-slightly,True,50.0,standing,standing,77.0,88.0,uncertain_sitting,uncertain_sitting,7.0,5.0,non_lying,non_lying
+sit-knee-up,True,73.0,uncertain_squat,non_standing,-41.0,-21.0,sitting,sitting,50.0,200.0,non_lying,non_lying
+stand-lean-back3,True,71.0,squat,squat,81.0,81.0,uncertain_sitting,uncertain_sitting,15.0,10.0,non_lying,non_lying
+stand7,True,82.0,standing,standing,87.0,88.0,uncertain_sitting,uncertain_sitting,5.0,5.0,non_lying,non_lying
+sit-legs,True,67.0,non_standing,non_standing,5.0,1.0,sitting,sitting,100.0,100.0,lying,lying
+lie.jpg,,,,,,,,,,,,
+standing-up.jpg,,,,,,,,,,,,
+stand-knee-bent-elevated,True,88.0,standing,non_standing,92.0,-58.0,uncertain_sitting,sitting,5.0,200.0,non_lying,non_lying
+bend-lean-back1,False,16.0,squat,standing,82.0,81.0,uncertain_sitting,uncertain_sitting,6.0,15.0,non_lying,non_lying
+stand-knee-up3-ocluded,True,88.0,non_standing,non_standing,-117.0,-95.0,sitting,sitting,200.0,200.0,non_lying,non_lying
+stand-lean-forward,True,64.0,standing,standing,87.0,87.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
+stand-lean-backward2,True,92.0,standing,standing,92.0,94.0,uncertain_sitting,uncertain_sitting,6.0,4.0,non_lying,non_lying
+climb,True,30.0,uncertain_standing,non_standing,71.0,-136.0,uncertain_sitting,sitting,10.0,80.0,non_lying,non_lying
+sit-legs-elevated.jpg,,,,,,,,,,,,
+stand-knee-up-side,True,67.0,non_standing,standing,-318.0,94.0,sitting,uncertain_sitting,200.0,4.0,non_lying,non_lying
+lie-on-chair-feet-on-table-knee-up,False,1.0,non_standing,non_standing,-503.0,-412.0,sitting,sitting,200.0,200.0,lying,lying
+lying-knee-up,False,6.0,non_standing,non_standing,5.0,-126.0,sitting,sitting,86.0,200.0,lying,lying
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+stand-lean-side1,True,71.0,standing,standing,82.0,90.0,uncertain_sitting,non_sitting,10.0,0.0,non_lying,non_lying
+sit-about-to-stand,True,85.0,uncertain_squat,non_standing,0.0,-6.0,sitting,sitting,50.0,40.0,non_lying,non_lying
+squat-arms-up,True,76.0,uncertain_squat,non_standing,66.0,-301.0,uncertain_sitting,sitting,20.0,40.0,non_lying,non_lying
+sit-feet-high,True,21.0,uncertain_standing,uncertain_squat,69.0,66.0,sitting,sitting,50.0,43.0,lying,lying
+stand-2,True,68.0,standing,standing,83.0,82.0,uncertain_sitting,non_sitting,2.0,0.0,non_lying,non_lying
+stand-legs-apart,True,75.0,uncertain_standing,non_standing,65.0,-331.0,uncertain_sitting,sitting,10.0,30.0,non_lying,non_lying
+stand-lean-forward1,True,26.0,standing,standing,98.0,98.0,uncertain_sitting,non_sitting,3.0,0.0,non_lying,non_lying
+stand-bend-sideways,True,54.0,standing,standing,77.0,75.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+stand-legs-apart7,True,65.0,standing,standing,84.0,79.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
+lie-2,False,1.0,non_standing,non_standing,-129.0,-209.0,sitting,sitting,200.0,200.0,lying,lying
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+stand-lean-forward3,True,49.0,standing,standing,84.0,84.0,uncertain_sitting,uncertain_sitting,7.0,7.0,non_lying,non_lying
+stand-legs-bow3,True,70.0,uncertain_squat,uncertain_squat,68.0,-126.0,uncertain_sitting,sitting,20.0,30.0,non_lying,non_lying
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+stand-arms-raised,True,33.0,standing,standing,83.0,85.0,non_sitting,uncertain_sitting,0.0,0.0,non_lying,non_lying
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+bend-sit-lace-shoes,False,8.0,standing,standing,76.0,74.0,uncertain_sitting,uncertain_sitting,7.0,7.0,lying,lying
+bend-2.jpg,,,,,,,,,,,,
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+fall.jpg,,,,,,,,,,,,
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+stand-elevated,True,76.0,standing,standing,91.0,95.0,non_sitting,uncertain_sitting,0.0,4.0,non_lying,non_lying
diff --git a/train/pose/features_output_predicted.csv b/train/pose/features_output_predicted.csv
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index 0000000000000000000000000000000000000000..76cdf0e6b0780e4e34164cc5cef2e43dbd02814b
--- /dev/null
+++ b/train/pose/features_output_predicted.csv
@@ -0,0 +1,114 @@
+image_name,is_upright,percent_upright,stand_left,stand_right,percent_stand_left,percent_stand_right,sit_left,sit_right,percent_sit_left,percent_sit_right,lie_left,lie_right,label,predicted_label
+bend-touch-toes,False,11.0,uncertain_standing,uncertain_standing,-50.0,-98.0,sitting,sitting,50.0,30.0,non_lying,non_lying,stand,sit
+sit-monk-knee-up-shoulder-down.jpg,,,,,,,,,,,,,sit,
+stand6,True,74.0,standing,standing,73.0,75.0,uncertain_sitting,uncertain_sitting,10.0,3.0,non_lying,non_lying,stand,stand
+bend-backwards.jpg,,,,,,,,,,,,,stand,
+stand-legs-bow4,True,87.0,standing,non_standing,71.0,-187.0,uncertain_sitting,sitting,10.0,40.0,non_lying,non_lying,stand,stand
+lying-feet-raised,False,12.0,non_standing,non_standing,-186.0,-158.0,sitting,sitting,80.0,80.0,lying,lying,lie,lie
+sit-legs-stretched3,True,44.0,uncertain_standing,non_standing,-101.0,-132.0,sitting,sitting,40.0,200.0,non_lying,lying,sit,sit
+sit-knee-raised,True,32.0,non_standing,non_standing,13.0,5.0,sitting,sitting,83.0,82.0,lying,lying,sit,sit
+getting-up,True,70.0,non_standing,non_standing,-80.0,-288.0,sitting,sitting,50.0,40.0,non_lying,non_lying,sit,sit
+sitting-knee-up,True,60.0,non_standing,non_standing,-267.0,-454.0,sitting,sitting,200.0,200.0,lying,lying,sit,sit
+sit-hands-up,True,84.0,uncertain_squat,non_standing,-38.0,-27.0,sitting,sitting,40.0,50.0,non_lying,non_lying,sit,sit
+stand-legs-apart3,True,57.0,standing,standing,67.0,88.0,non_sitting,uncertain_sitting,0.0,6.0,non_lying,non_lying,stand,stand
+squat2,True,43.0,uncertain_squat,non_standing,59.0,-70.0,uncertain_sitting,sitting,10.0,50.0,non_lying,non_lying,stand,sit
+sit-shoulder-bent-knee-up.jpg,,,,,,,,,,,,,sit,
+sit-legs-stretched2,True,26.0,non_standing,non_standing,-56.0,-103.0,sitting,sitting,200.0,200.0,lying,lying,sit,sit
+stand-lean-back1,True,80.0,squat,squat,80.0,81.0,uncertain_sitting,uncertain_sitting,15.0,15.0,non_lying,non_lying,stand,stand
+lying-front.jpg,,,,,,,,,,,,,lie,
+stand-knee-up1,True,88.0,non_standing,standing,-365.0,86.0,sitting,non_sitting,200.0,0.0,non_lying,non_lying,stand,stand
+lying-feet-down,False,11.0,non_standing,non_standing,-151.0,-156.0,sitting,sitting,80.0,80.0,lying,lying,lie,lie
+sit-feet-raised-shoulder-down.jpg,,,,,,,,,,,,,sit,
+stand-lean-backward,True,54.0,standing,standing,80.0,71.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying,stand,stand
+stand5,True,87.0,standing,standing,85.0,86.0,uncertain_sitting,uncertain_sitting,2.0,2.0,non_lying,non_lying,stand,stand
+sit-back,True,86.0,non_standing,non_standing,-173.0,-97.0,sitting,sitting,20.0,0.0,non_lying,non_lying,sit,sit
+lying-knee-up2,False,3.0,non_standing,non_standing,11.0,4.0,sitting,sitting,100.0,100.0,lying,lying,lie,lie
+lying-fold-backward,False,16.0,non_standing,non_standing,-97.0,-190.0,sitting,sitting,110.0,110.0,lying,lying,lie,lie
+sit-openpose-2,True,39.0,non_standing,non_standing,-50.0,-81.0,sitting,sitting,50.0,80.0,lying,lying,sit,sit
+standing-up2,True,14.0,non_standing,non_standing,-69.0,-69.0,sitting,sitting,40.0,30.0,non_lying,non_lying,stand,sit
+stand-legs-bow2,True,64.0,uncertain_squat,non_standing,-228.0,-119.0,sitting,sitting,30.0,50.0,non_lying,non_lying,stand,sit
+sit-legs-stretched.jpg,,,,,,,,,,,,,sit,
+lying-face-down,True,16.0,non_standing,non_standing,-248.0,-264.0,sitting,sitting,50.0,50.0,lying,lying,lie,lie
+sit,True,71.0,non_standing,non_standing,-29.0,-29.0,sitting,sitting,200.0,200.0,non_lying,non_lying,sit,sit
+sit-monk,True,97.0,non_standing,non_standing,-76.0,-97.0,sitting,sitting,200.0,200.0,lying,lying,sit,sit
+sit-on-bed-chest-raised,True,51.0,non_standing,non_standing,-124.0,-122.0,sitting,sitting,200.0,200.0,non_lying,lying,sit,sit
+stand,True,59.0,standing,standing,82.0,86.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying,stand,stand
+sit-monk-knee-up,True,54.0,non_standing,non_standing,-89.0,-84.0,sitting,sitting,200.0,200.0,non_lying,non_lying,sit,sit
+squat3,True,35.0,non_standing,non_standing,-251.0,-80.0,sitting,sitting,30.0,80.0,non_lying,non_lying,stand,sit
+rubbish.jpg,,,,,,,,,,,,,,
+stand-legs-apart5,True,77.0,standing,standing,70.0,75.0,uncertain_sitting,uncertain_sitting,6.0,6.0,non_lying,non_lying,stand,stand
+sit-knee-up-side,True,55.0,non_standing,non_standing,16.0,19.0,sitting,sitting,100.0,100.0,lying,lying,sit,sit
+stand-legs-apart2,True,69.0,uncertain_squat,uncertain_standing,64.0,67.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying,stand,stand
+stand-bend-slightly,True,50.0,standing,standing,77.0,88.0,uncertain_sitting,uncertain_sitting,7.0,5.0,non_lying,non_lying,stand,stand
+sit-knee-up,True,73.0,uncertain_squat,non_standing,-41.0,-21.0,sitting,sitting,50.0,200.0,non_lying,non_lying,sit,sit
+stand-lean-back3,True,71.0,squat,squat,81.0,81.0,uncertain_sitting,uncertain_sitting,15.0,10.0,non_lying,non_lying,stand,stand
+stand7,True,82.0,standing,standing,87.0,88.0,uncertain_sitting,uncertain_sitting,5.0,5.0,non_lying,non_lying,stand,stand
+sit-legs,True,67.0,non_standing,non_standing,5.0,1.0,sitting,sitting,100.0,100.0,lying,lying,sit,sit
+lie.jpg,,,,,,,,,,,,,lie,
+standing-up.jpg,,,,,,,,,,,,,stand,
+stand-knee-bent-elevated,True,88.0,standing,non_standing,92.0,-58.0,uncertain_sitting,sitting,5.0,200.0,non_lying,non_lying,stand,stand
+bend-lean-back1,False,16.0,squat,standing,82.0,81.0,uncertain_sitting,uncertain_sitting,6.0,15.0,non_lying,non_lying,stand,stand
+stand-knee-up3-ocluded,True,88.0,non_standing,non_standing,-117.0,-95.0,sitting,sitting,200.0,200.0,non_lying,non_lying,stand,sit
+stand-lean-forward,True,64.0,standing,standing,87.0,87.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying,stand,stand
+stand-lean-backward2,True,92.0,standing,standing,92.0,94.0,uncertain_sitting,uncertain_sitting,6.0,4.0,non_lying,non_lying,stand,stand
+climb,True,30.0,uncertain_standing,non_standing,71.0,-136.0,uncertain_sitting,sitting,10.0,80.0,non_lying,non_lying,stand,sit
+sit-legs-elevated.jpg,,,,,,,,,,,,,sit,
+stand-knee-up-side,True,67.0,non_standing,standing,-318.0,94.0,sitting,uncertain_sitting,200.0,4.0,non_lying,non_lying,stand,stand
+lie-on-chair-feet-on-table-knee-up,False,1.0,non_standing,non_standing,-503.0,-412.0,sitting,sitting,200.0,200.0,lying,lying,lie,lie
+lying-knee-up,False,6.0,non_standing,non_standing,5.0,-126.0,sitting,sitting,86.0,200.0,lying,lying,lie,lie
+bend-lean-forward1,True,28.0,standing,standing,74.0,73.0,uncertain_sitting,uncertain_sitting,10.0,6.0,non_lying,non_lying,stand,stand
+stand-lean-side1,True,71.0,standing,standing,82.0,90.0,uncertain_sitting,non_sitting,10.0,0.0,non_lying,non_lying,stand,stand
+sit-about-to-stand,True,85.0,uncertain_squat,non_standing,0.0,-6.0,sitting,sitting,50.0,40.0,non_lying,non_lying,sit,sit
+squat-arms-up,True,76.0,uncertain_squat,non_standing,66.0,-301.0,uncertain_sitting,sitting,20.0,40.0,non_lying,non_lying,stand,sit
+sit-feet-high,True,21.0,uncertain_standing,uncertain_squat,69.0,66.0,sitting,sitting,50.0,43.0,lying,lying,sit,sit
+stand-2,True,68.0,standing,standing,83.0,82.0,uncertain_sitting,non_sitting,2.0,0.0,non_lying,non_lying,stand,stand
+stand-legs-apart,True,75.0,uncertain_standing,non_standing,65.0,-331.0,uncertain_sitting,sitting,10.0,30.0,non_lying,non_lying,stand,sit
+stand-lean-forward1,True,26.0,standing,standing,98.0,98.0,uncertain_sitting,non_sitting,3.0,0.0,non_lying,non_lying,stand,stand
+stand-bend-sideways,True,54.0,standing,standing,77.0,75.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying,stand,stand
+stand-legs-apart7,True,65.0,standing,standing,84.0,79.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying,stand,stand
+lie-2,False,1.0,non_standing,non_standing,-129.0,-209.0,sitting,sitting,200.0,200.0,lying,lying,lie,lie
+stand-knee-bent-elevated2,True,33.0,non_standing,uncertain_standing,-51.0,-40.0,sitting,sitting,30.0,40.0,non_lying,non_lying,stand,sit
+stand-lean-forward3,True,49.0,standing,standing,84.0,84.0,uncertain_sitting,uncertain_sitting,7.0,7.0,non_lying,non_lying,stand,stand
+stand-legs-bow3,True,70.0,uncertain_squat,uncertain_squat,68.0,-126.0,uncertain_sitting,sitting,20.0,30.0,non_lying,non_lying,stand,sit
+sit-legs-up,True,75.0,non_standing,non_standing,20.0,19.0,sitting,sitting,78.0,87.0,lying,lying,sit,sit
+stand-arms-raised,True,33.0,standing,standing,83.0,85.0,non_sitting,uncertain_sitting,0.0,0.0,non_lying,non_lying,stand,stand
+stand-bend-forward,True,25.0,standing,standing,89.0,100.0,uncertain_sitting,uncertain_sitting,6.0,0.0,non_lying,non_lying,stand,stand
+stand-arms-out,True,94.0,standing,standing,82.0,83.0,uncertain_sitting,uncertain_sitting,6.0,3.0,non_lying,non_lying,stand,stand
+bend,False,8.0,uncertain_standing,uncertain_squat,-136.0,-189.0,sitting,sitting,30.0,30.0,non_lying,lying,stand,lie
+squat,True,41.0,standing,standing,75.0,74.0,uncertain_sitting,uncertain_sitting,10.0,4.0,non_lying,non_lying,stand,stand
+sit4,True,56.0,non_standing,non_standing,-24.0,-36.0,sitting,sitting,80.0,40.0,non_lying,non_lying,sit,sit
+bend-sit-lace-shoes,False,8.0,standing,standing,76.0,74.0,uncertain_sitting,uncertain_sitting,7.0,7.0,lying,lying,stand,stand
+bend-2.jpg,,,,,,,,,,,,,stand,
+stand3,True,98.0,standing,standing,95.0,95.0,uncertain_sitting,uncertain_sitting,2.0,2.0,non_lying,non_lying,stand,stand
+sit-lean-forward,True,30.0,non_standing,uncertain_standing,-57.0,-3.0,sitting,sitting,40.0,50.0,non_lying,non_lying,sit,sit
+fall.jpg,,,,,,,,,,,,,lie,
+sit-both-knee-up,True,30.0,non_standing,non_standing,22.0,22.0,sitting,sitting,79.0,83.0,lying,lying,sit,sit
+stand-1,True,91.0,standing,standing,93.0,93.0,uncertain_sitting,uncertain_sitting,1.0,1.0,non_lying,non_lying,stand,stand
+lying-sit,False,10.0,non_standing,non_standing,-67.0,-68.0,sitting,sitting,200.0,40.0,lying,lying,lie,lie
+stand4,True,88.0,standing,standing,90.0,92.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying,stand,stand
+squat1,True,75.0,non_standing,standing,-310.0,94.0,sitting,uncertain_sitting,40.0,5.0,non_lying,non_lying,stand,stand
+standing-up3,True,31.0,standing,standing,68.0,71.0,uncertain_sitting,uncertain_sitting,3.0,6.0,non_lying,non_lying,stand,stand
+squat5,True,62.0,uncertain_standing,uncertain_squat,74.0,59.0,uncertain_sitting,sitting,10.0,30.0,non_lying,non_lying,stand,stand
+sit3,True,49.0,non_standing,non_standing,-42.0,-30.0,sitting,sitting,80.0,30.0,non_lying,non_lying,sit,sit
+stand-knee-up,True,59.0,non_standing,uncertain_squat,-103.0,48.0,sitting,uncertain_sitting,200.0,7.0,non_lying,non_lying,stand,sit
+lying-fold,False,8.0,non_standing,non_standing,-479.0,-566.0,sitting,sitting,80.0,80.0,lying,lying,lie,lie
+lie-sit-feet-on-table,False,12.0,non_standing,non_standing,-95.0,-192.0,sitting,sitting,200.0,200.0,lying,lying,lie,lie
+sit-fold,True,30.0,non_standing,uncertain_squat,-48.0,0.0,sitting,sitting,80.0,50.0,lying,non_lying,sit,sit
+sitting-up3,True,76.0,non_standing,non_standing,-40.0,-43.0,sitting,sitting,80.0,80.0,non_lying,non_lying,sit,sit
+stand-legs-apart6,True,69.0,standing,standing,76.0,74.0,uncertain_sitting,non_sitting,3.0,0.0,non_lying,non_lying,stand,stand
+stand-lean-backward3,True,70.0,standing,standing,93.0,82.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying,stand,stand
+stand-lean-forward2,True,55.0,standing,standing,96.0,97.0,uncertain_sitting,non_sitting,2.0,0.0,non_lying,non_lying,stand,stand
+stand-knee-up2,True,85.0,uncertain_squat,non_standing,52.0,-25.0,uncertain_sitting,sitting,10.0,200.0,non_lying,non_lying,stand,sit
+sit-bend.jpg,,,,,,,,,,,,,sit,
+lying-on-chair-feet-on-table,False,15.0,non_standing,non_standing,-112.0,-207.0,sitting,sitting,200.0,200.0,lying,lying,lie,lie
+stand-lean-back2,True,78.0,standing,standing,88.0,86.0,uncertain_sitting,uncertain_sitting,5.0,7.0,non_lying,non_lying,stand,stand
+sit-openpose,True,51.0,non_standing,non_standing,-246.0,-97.0,sitting,sitting,50.0,80.0,non_lying,lying,sit,sit
+squat6,True,41.0,non_standing,standing,-337.0,78.0,sitting,non_sitting,0.0,0.0,non_lying,non_lying,stand,stand
+stand-legs-apart8,True,49.0,standing,uncertain_standing,68.0,-114.0,uncertain_sitting,sitting,2.0,30.0,non_lying,non_lying,stand,stand
+squat4,True,41.0,non_standing,non_standing,-170.0,-118.0,sitting,sitting,40.0,40.0,non_lying,non_lying,stand,sit
+bend-proper,True,16.0,standing,standing,77.0,83.0,uncertain_sitting,uncertain_sitting,10.0,4.0,lying,lying,stand,stand
+bend-forward,True,48.0,uncertain_squat,non_standing,47.0,-144.0,uncertain_sitting,sitting,10.0,0.0,non_lying,non_lying,stand,sit
+stand-one-leg-hidden,True,61.0,standing,standing,89.0,84.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying,stand,stand
+sit-standing-up-1,True,34.0,uncertain_squat,non_standing,48.0,-410.0,uncertain_sitting,sitting,10.0,30.0,non_lying,non_lying,sit,sit
+stand-legs-apart9,True,54.0,uncertain_squat,uncertain_standing,72.0,73.0,uncertain_sitting,non_sitting,10.0,0.0,non_lying,non_lying,stand,stand
+stand-elevated,True,76.0,standing,standing,91.0,95.0,non_sitting,uncertain_sitting,0.0,4.0,non_lying,non_lying,stand,stand
diff --git a/train/pose/getting-up.jpg b/train/pose/getting-up.jpg
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diff --git a/train/pose/grouped_kmeans_static_pose_boundingbox_data.csv b/train/pose/grouped_kmeans_static_pose_boundingbox_data.csv
new file mode 100644
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+++ b/train/pose/grouped_kmeans_static_pose_boundingbox_data.csv
@@ -0,0 +1,11 @@
+aspect_ratio,aspect_ratio,aspect_ratio,aspect_ratio
+min,max,mean,count
+1.8612580751771808,2.311803108162207,2.0689767681985956,8
+0.0803996476767325,0.4755062962189639,0.3481830514662176,31
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diff --git a/train/pose/grouped_static_pose_boundingbox_data.csv b/train/pose/grouped_static_pose_boundingbox_data.csv
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+++ b/train/pose/grouped_static_pose_boundingbox_data.csv
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+aspect_ratio,relative_width,relative_height
+mean,mean,mean
+4.660762365184667,0.00041870781924217495,7.823463991203618e-05
+1.3537523391588822,0.00022907166755415384,0.00014964134993508354
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diff --git a/train/pose/lie-2.jpg b/train/pose/lie-2.jpg
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diff --git a/train/pose/lying-feet-raised.jpg b/train/pose/lying-feet-raised.jpg
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+image_name,is_upright,percent_upright,stand_left,stand_right,percent_stand_left,percent_stand_right,sit_left,sit_right,percent_sit_left,percent_sit_right,lie_left,lie_right
+bend-touch-toes,False,11.0,standing,standing,73.0,76.0,sitting,uncertain_sitting,30.0,10.0,non_lying,non_lying
+sit-monk-knee-up-shoulder-down.jpg,,,,,,,,,,,,
+stand6,True,74.0,standing,standing,73.0,75.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+bend-backwards.jpg,,,,,,,,,,,,
+stand-legs-bow4,True,87.0,standing,uncertain_squat,71.0,56.0,uncertain_sitting,uncertain_sitting,10.0,20.0,non_lying,non_lying
+lying-feet-raised,False,12.0,non_standing,non_standing,12.0,11.0,sitting,sitting,60.0,60.0,lying,lying
+sit-legs-stretched3,True,44.0,standing,non_standing,71.0,17.0,uncertain_sitting,sitting,20.0,100.0,non_lying,lying
+sit-knee-raised,True,32.0,non_standing,non_standing,13.0,5.0,sitting,sitting,100.0,100.0,lying,lying
+getting-up,True,70.0,non_standing,non_standing,30.0,50.0,sitting,uncertain_sitting,50.0,20.0,non_lying,non_lying
+sitting-knee-up,True,60.0,non_standing,non_standing,20.0,5.0,sitting,sitting,100.0,100.0,lying,lying
+sit-hands-up,True,84.0,uncertain_standing,uncertain_squat,57.0,53.0,uncertain_sitting,sitting,20.0,30.0,non_lying,non_lying
+stand-legs-apart3,True,57.0,standing,standing,67.0,88.0,non_sitting,uncertain_sitting,0.0,10.0,non_lying,non_lying
+squat2,True,43.0,squat,squat,59.0,46.0,uncertain_sitting,sitting,10.0,30.0,non_lying,non_lying
+sit-shoulder-bent-knee-up.jpg,,,,,,,,,,,,
+sit-legs-stretched2,True,26.0,non_standing,non_standing,32.0,34.0,sitting,sitting,100.0,100.0,lying,lying
+stand-lean-back1,True,80.0,squat,squat,80.0,81.0,uncertain_sitting,uncertain_sitting,20.0,20.0,non_lying,non_lying
+lying-front.jpg,,,,,,,,,,,,
+stand-knee-up1,True,88.0,non_standing,standing,15.0,86.0,sitting,non_sitting,100.0,0.0,non_lying,non_lying
+lying-feet-down,False,11.0,non_standing,non_standing,42.0,40.0,sitting,sitting,60.0,60.0,lying,lying
+sit-feet-raised-shoulder-down.jpg,,,,,,,,,,,,
+stand-lean-backward,True,54.0,standing,standing,80.0,71.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
+stand5,True,87.0,standing,standing,85.0,86.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+sit-back,True,86.0,uncertain_squat,non_standing,61.0,47.0,sitting,non_sitting,20.0,0.0,non_lying,non_lying
+lying-knee-up2,False,3.0,non_standing,non_standing,11.0,4.0,sitting,sitting,100.0,100.0,lying,lying
+lying-fold-backward,False,16.0,non_standing,non_standing,14.0,24.0,sitting,sitting,70.0,70.0,lying,lying
+sit-openpose-2,True,39.0,non_standing,non_standing,38.0,18.0,sitting,sitting,30.0,60.0,lying,lying
+standing-up2,True,14.0,uncertain_squat,uncertain_standing,54.0,55.0,uncertain_sitting,uncertain_sitting,20.0,10.0,non_lying,non_lying
+stand-legs-bow2,True,64.0,standing,uncertain_squat,69.0,53.0,uncertain_sitting,sitting,10.0,30.0,non_lying,non_lying
+sit-legs-stretched.jpg,,,,,,,,,,,,
+lying-face-down,True,16.0,non_standing,non_standing,17.0,17.0,sitting,sitting,50.0,50.0,lying,lying
+sit,True,71.0,non_standing,non_standing,43.0,42.0,sitting,sitting,100.0,100.0,non_lying,non_lying
+sit-monk,True,97.0,non_standing,non_standing,22.0,12.0,sitting,sitting,100.0,100.0,lying,lying
+sit-on-bed-chest-raised,True,51.0,non_standing,non_standing,8.0,2.0,sitting,sitting,100.0,100.0,non_lying,lying
+stand,True,59.0,standing,standing,82.0,86.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
+sit-monk-knee-up,True,54.0,non_standing,non_standing,15.0,17.0,sitting,sitting,100.0,100.0,non_lying,non_lying
+squat3,True,35.0,uncertain_standing,non_standing,56.0,34.0,uncertain_sitting,sitting,10.0,60.0,non_lying,non_lying
+rubbish.jpg,,,,,,,,,,,,
+stand-legs-apart5,True,77.0,standing,standing,70.0,75.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+sit-knee-up-side,True,55.0,non_standing,non_standing,16.0,19.0,sitting,sitting,100.0,100.0,lying,lying
+stand-legs-apart2,True,69.0,uncertain_squat,uncertain_standing,64.0,67.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+stand-bend-slightly,True,50.0,standing,standing,77.0,88.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+sit-knee-up,True,73.0,standing,uncertain_squat,71.0,46.0,sitting,sitting,30.0,100.0,non_lying,non_lying
+stand-lean-back3,True,71.0,squat,squat,81.0,81.0,uncertain_sitting,uncertain_sitting,20.0,10.0,non_lying,non_lying
+stand7,True,82.0,standing,standing,87.0,88.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+sit-legs,True,67.0,non_standing,non_standing,5.0,1.0,sitting,sitting,100.0,100.0,lying,lying
+lie.jpg,,,,,,,,,,,,
+standing-up.jpg,,,,,,,,,,,,
+stand-knee-bent-elevated,True,88.0,standing,non_standing,92.0,28.0,uncertain_sitting,sitting,10.0,100.0,non_lying,non_lying
+bend-lean-back1,False,16.0,squat,standing,82.0,81.0,uncertain_sitting,uncertain_sitting,10.0,20.0,non_lying,non_lying
+stand-knee-up3-ocluded,True,88.0,non_standing,non_standing,28.0,27.0,sitting,sitting,100.0,100.0,non_lying,non_lying
+stand-lean-forward,True,64.0,standing,standing,87.0,87.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
+stand-lean-backward2,True,92.0,standing,standing,92.0,94.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+climb,True,30.0,uncertain_standing,non_standing,71.0,31.0,uncertain_sitting,sitting,10.0,60.0,non_lying,non_lying
+sit-legs-elevated.jpg,,,,,,,,,,,,
+stand-knee-up-side,True,67.0,non_standing,standing,21.0,94.0,sitting,uncertain_sitting,100.0,10.0,non_lying,non_lying
+lie-on-chair-feet-on-table-knee-up,False,1.0,non_standing,non_standing,17.0,23.0,sitting,sitting,100.0,100.0,lying,lying
+lying-knee-up,False,6.0,non_standing,non_standing,5.0,17.0,sitting,sitting,100.0,100.0,lying,lying
+bend-lean-forward1,True,28.0,standing,standing,74.0,73.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+stand-lean-side1,True,71.0,standing,standing,82.0,90.0,uncertain_sitting,non_sitting,10.0,0.0,non_lying,non_lying
+sit-about-to-stand,True,85.0,standing,uncertain_squat,61.0,57.0,sitting,uncertain_sitting,30.0,20.0,non_lying,non_lying
+squat-arms-up,True,76.0,squat,squat,66.0,57.0,uncertain_sitting,uncertain_sitting,20.0,20.0,non_lying,non_lying
+sit-feet-high,True,21.0,uncertain_standing,uncertain_squat,69.0,66.0,sitting,sitting,50.0,70.0,lying,lying
+stand-2,True,68.0,standing,standing,83.0,82.0,uncertain_sitting,non_sitting,10.0,0.0,non_lying,non_lying
+stand-legs-apart,True,75.0,uncertain_standing,uncertain_squat,65.0,62.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+stand-lean-forward1,True,26.0,standing,standing,98.0,98.0,uncertain_sitting,non_sitting,10.0,0.0,non_lying,non_lying
+stand-bend-sideways,True,54.0,standing,standing,77.0,75.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+stand-legs-apart7,True,65.0,standing,standing,84.0,79.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
+lie-2,False,1.0,non_standing,non_standing,10.0,13.0,sitting,sitting,100.0,100.0,lying,lying
+stand-knee-bent-elevated2,True,33.0,non_standing,standing,32.0,64.0,uncertain_sitting,uncertain_sitting,10.0,20.0,non_lying,non_lying
+stand-lean-forward3,True,49.0,standing,standing,84.0,84.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+stand-legs-bow3,True,70.0,uncertain_squat,standing,68.0,77.0,uncertain_sitting,uncertain_sitting,20.0,10.0,non_lying,non_lying
+sit-legs-up,True,75.0,non_standing,non_standing,20.0,19.0,sitting,sitting,100.0,100.0,lying,lying
+stand-arms-raised,True,33.0,standing,standing,83.0,85.0,non_sitting,uncertain_sitting,0.0,10.0,non_lying,non_lying
+stand-bend-forward,True,25.0,standing,standing,89.0,100.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+stand-arms-out,True,94.0,standing,standing,82.0,83.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+bend,False,8.0,standing,standing,74.0,72.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,lying
+squat,True,41.0,standing,standing,75.0,74.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+sit4,True,56.0,non_standing,non_standing,45.0,48.0,sitting,uncertain_sitting,60.0,20.0,non_lying,non_lying
+bend-sit-lace-shoes,False,8.0,standing,standing,76.0,74.0,uncertain_sitting,uncertain_sitting,10.0,10.0,lying,lying
+bend-2.jpg,,,,,,,,,,,,
+stand3,True,98.0,standing,standing,95.0,95.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+sit-lean-forward,True,30.0,non_standing,standing,43.0,59.0,uncertain_sitting,sitting,20.0,30.0,non_lying,non_lying
+fall.jpg,,,,,,,,,,,,
+sit-both-knee-up,True,30.0,non_standing,non_standing,22.0,22.0,sitting,sitting,100.0,100.0,lying,lying
+stand-1,True,91.0,standing,standing,93.0,93.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+lying-sit,False,10.0,non_standing,non_standing,24.0,41.0,sitting,uncertain_sitting,100.0,20.0,lying,lying
+stand4,True,88.0,standing,standing,90.0,92.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
+squat1,True,75.0,non_standing,standing,54.0,94.0,uncertain_sitting,uncertain_sitting,20.0,10.0,non_lying,non_lying
+standing-up3,True,31.0,standing,standing,68.0,71.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+squat5,True,62.0,uncertain_standing,uncertain_squat,74.0,59.0,uncertain_sitting,sitting,10.0,30.0,non_lying,non_lying
+sit3,True,49.0,non_standing,non_standing,40.0,45.0,sitting,uncertain_sitting,60.0,10.0,non_lying,non_lying
+stand-knee-up,True,59.0,non_standing,uncertain_squat,27.0,48.0,sitting,uncertain_sitting,100.0,10.0,non_lying,non_lying
+lying-fold,False,8.0,non_standing,non_standing,21.0,15.0,sitting,sitting,60.0,60.0,lying,lying
+lie-sit-feet-on-table,False,12.0,non_standing,non_standing,21.0,23.0,sitting,sitting,100.0,100.0,lying,lying
+sit-fold,True,30.0,non_standing,standing,38.0,60.0,sitting,sitting,60.0,30.0,lying,non_lying
+sitting-up3,True,76.0,non_standing,non_standing,37.0,35.0,sitting,sitting,60.0,60.0,non_lying,non_lying
+stand-legs-apart6,True,69.0,standing,standing,76.0,74.0,uncertain_sitting,non_sitting,10.0,0.0,non_lying,non_lying
+stand-lean-backward3,True,70.0,standing,standing,93.0,82.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
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+stand-knee-up2,True,85.0,squat,squat,52.0,44.0,uncertain_sitting,sitting,10.0,100.0,non_lying,non_lying
+sit-bend.jpg,,,,,,,,,,,,
+lying-on-chair-feet-on-table,False,15.0,non_standing,non_standing,18.0,24.0,sitting,sitting,100.0,100.0,lying,lying
+stand-lean-back2,True,78.0,standing,standing,88.0,86.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
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+bend-proper,True,16.0,standing,standing,77.0,83.0,uncertain_sitting,uncertain_sitting,10.0,10.0,lying,lying
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+stand-one-leg-hidden,True,61.0,standing,standing,89.0,84.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
+sit-standing-up-1,True,34.0,uncertain_squat,non_standing,48.0,39.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+stand-legs-apart9,True,54.0,uncertain_squat,uncertain_standing,72.0,73.0,uncertain_sitting,non_sitting,10.0,0.0,non_lying,non_lying
+stand-elevated,True,76.0,standing,standing,91.0,95.0,non_sitting,uncertain_sitting,0.0,10.0,non_lying,non_lying
diff --git a/train/pose/model1_features_output_predicted.csv b/train/pose/model1_features_output_predicted.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c2e928b974f2ec52b1964d12f33c595a9eeb1078
--- /dev/null
+++ b/train/pose/model1_features_output_predicted.csv
@@ -0,0 +1,114 @@
+image_name,is_upright,percent_upright,stand_left,stand_right,percent_stand_left,percent_stand_right,sit_left,sit_right,percent_sit_left,percent_sit_right,lie_left,lie_right,label,predicted_label
+bend-touch-toes,False,11.0,standing,standing,73.0,76.0,sitting,uncertain_sitting,30.0,10.0,non_lying,non_lying,stand,stand
+sit-monk-knee-up-shoulder-down.jpg,,,,,,,,,,,,,sit,
+stand6,True,74.0,standing,standing,73.0,75.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying,stand,stand
+bend-backwards.jpg,,,,,,,,,,,,,stand,
+stand-legs-bow4,True,87.0,standing,uncertain_squat,71.0,56.0,uncertain_sitting,uncertain_sitting,10.0,20.0,non_lying,non_lying,stand,stand
+lying-feet-raised,False,12.0,non_standing,non_standing,12.0,11.0,sitting,sitting,60.0,60.0,lying,lying,lie,lie
+sit-legs-stretched3,True,44.0,standing,non_standing,71.0,17.0,uncertain_sitting,sitting,20.0,100.0,non_lying,lying,sit,sit
+sit-knee-raised,True,32.0,non_standing,non_standing,13.0,5.0,sitting,sitting,100.0,100.0,lying,lying,sit,sit
+getting-up,True,70.0,non_standing,non_standing,30.0,50.0,sitting,uncertain_sitting,50.0,20.0,non_lying,non_lying,sit,sit
+sitting-knee-up,True,60.0,non_standing,non_standing,20.0,5.0,sitting,sitting,100.0,100.0,lying,lying,sit,sit
+sit-hands-up,True,84.0,uncertain_standing,uncertain_squat,57.0,53.0,uncertain_sitting,sitting,20.0,30.0,non_lying,non_lying,sit,sit
+stand-legs-apart3,True,57.0,standing,standing,67.0,88.0,non_sitting,uncertain_sitting,0.0,10.0,non_lying,non_lying,stand,stand
+squat2,True,43.0,squat,squat,59.0,46.0,uncertain_sitting,sitting,10.0,30.0,non_lying,non_lying,stand,stand
+sit-shoulder-bent-knee-up.jpg,,,,,,,,,,,,,sit,
+sit-legs-stretched2,True,26.0,non_standing,non_standing,32.0,34.0,sitting,sitting,100.0,100.0,lying,lying,sit,sit
+stand-lean-back1,True,80.0,squat,squat,80.0,81.0,uncertain_sitting,uncertain_sitting,20.0,20.0,non_lying,non_lying,stand,stand
+lying-front.jpg,,,,,,,,,,,,,lie,
+stand-knee-up1,True,88.0,non_standing,standing,15.0,86.0,sitting,non_sitting,100.0,0.0,non_lying,non_lying,stand,stand
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+sit-legs-stretched.jpg,,,,,,,,,,,,,sit,
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+rubbish.jpg,,,,,,,,,,,,,,
+stand-legs-apart5,True,77.0,standing,standing,70.0,75.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying,stand,stand
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+lie.jpg,,,,,,,,,,,,,lie,
+standing-up.jpg,,,,,,,,,,,,,stand,
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+sit-legs-elevated.jpg,,,,,,,,,,,,,sit,
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+bend-2.jpg,,,,,,,,,,,,,stand,
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+fall.jpg,,,,,,,,,,,,,lie,
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+lying-on-chair-feet-on-table,False,15.0,non_standing,non_standing,18.0,24.0,sitting,sitting,100.0,100.0,lying,lying,lie,lie
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+squat4,True,41.0,squat,squat,56.0,59.0,uncertain_sitting,uncertain_sitting,20.0,20.0,non_lying,non_lying,stand,stand
+bend-proper,True,16.0,standing,standing,77.0,83.0,uncertain_sitting,uncertain_sitting,10.0,10.0,lying,lying,stand,stand
+bend-forward,True,48.0,uncertain_squat,non_standing,47.0,37.0,uncertain_sitting,non_sitting,10.0,0.0,non_lying,non_lying,stand,stand
+stand-one-leg-hidden,True,61.0,standing,standing,89.0,84.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying,stand,stand
+sit-standing-up-1,True,34.0,uncertain_squat,non_standing,48.0,39.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying,sit,sit
+stand-legs-apart9,True,54.0,uncertain_squat,uncertain_standing,72.0,73.0,uncertain_sitting,non_sitting,10.0,0.0,non_lying,non_lying,stand,stand
+stand-elevated,True,76.0,standing,standing,91.0,95.0,non_sitting,uncertain_sitting,0.0,10.0,non_lying,non_lying,stand,stand
diff --git a/train/pose/model2_features_output.csv b/train/pose/model2_features_output.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6f7f656b85c6be41941c6fda5fff28a3d89e0db9
--- /dev/null
+++ b/train/pose/model2_features_output.csv
@@ -0,0 +1,114 @@
+image_name,is_upright,percent_upright,stand_left,stand_right,percent_stand_left,percent_stand_right,sit_left,sit_right,percent_sit_left,percent_sit_right,lie_left,lie_right
+bend-touch-toes,False,11.0,standing,standing,73.0,76.0,sitting,uncertain_sitting,30.0,10.0,non_lying,non_lying
+sit-monk-knee-up-shoulder-down.jpg,,,,,,,,,,,,
+stand6,True,74.0,standing,standing,73.0,75.0,uncertain_sitting,uncertain_sitting,10.0,3.0,non_lying,non_lying
+bend-backwards.jpg,,,,,,,,,,,,
+stand-legs-bow4,True,87.0,standing,uncertain_squat,71.0,56.0,uncertain_sitting,uncertain_sitting,10.0,20.0,non_lying,non_lying
+lying-feet-raised,False,12.0,non_standing,non_standing,12.0,-158.0,sitting,sitting,60.0,80.0,lying,lying
+sit-legs-stretched3,True,44.0,standing,non_standing,71.0,-132.0,uncertain_sitting,sitting,20.0,200.0,non_lying,lying
+sit-knee-raised,True,32.0,non_standing,non_standing,13.0,5.0,sitting,sitting,83.0,82.0,lying,lying
+getting-up,True,70.0,non_standing,non_standing,-80.0,50.0,sitting,uncertain_sitting,50.0,20.0,non_lying,non_lying
+sitting-knee-up,True,60.0,non_standing,non_standing,20.0,5.0,sitting,sitting,100.0,100.0,lying,lying
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+squat2,True,43.0,uncertain_squat,non_standing,59.0,-70.0,uncertain_sitting,sitting,10.0,50.0,non_lying,non_lying
+sit-shoulder-bent-knee-up.jpg,,,,,,,,,,,,
+sit-legs-stretched2,True,26.0,non_standing,non_standing,-56.0,-103.0,sitting,sitting,200.0,200.0,lying,lying
+stand-lean-back1,True,80.0,squat,squat,80.0,81.0,uncertain_sitting,uncertain_sitting,15.0,15.0,non_lying,non_lying
+lying-front.jpg,,,,,,,,,,,,
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+stand-legs-bow2,True,64.0,standing,uncertain_squat,69.0,53.0,uncertain_sitting,sitting,10.0,30.0,non_lying,non_lying
+sit-legs-stretched.jpg,,,,,,,,,,,,
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+squat3,True,35.0,uncertain_standing,non_standing,56.0,-80.0,uncertain_sitting,sitting,10.0,80.0,non_lying,non_lying
+rubbish.jpg,,,,,,,,,,,,
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+bend-lean-forward1,True,28.0,standing,standing,74.0,73.0,uncertain_sitting,uncertain_sitting,10.0,6.0,non_lying,non_lying
+stand-lean-side1,True,71.0,standing,standing,82.0,90.0,uncertain_sitting,non_sitting,10.0,0.0,non_lying,non_lying
+sit-about-to-stand,True,85.0,uncertain_squat,non_standing,0.0,-6.0,sitting,sitting,50.0,40.0,non_lying,non_lying
+squat-arms-up,True,76.0,squat,squat,66.0,57.0,uncertain_sitting,uncertain_sitting,20.0,20.0,non_lying,non_lying
+sit-feet-high,True,21.0,uncertain_standing,uncertain_squat,69.0,66.0,sitting,sitting,50.0,43.0,lying,lying
+stand-2,True,68.0,standing,standing,83.0,82.0,uncertain_sitting,non_sitting,2.0,0.0,non_lying,non_lying
+stand-legs-apart,True,75.0,uncertain_standing,uncertain_squat,65.0,62.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+stand-lean-forward1,True,26.0,standing,standing,98.0,98.0,uncertain_sitting,non_sitting,3.0,0.0,non_lying,non_lying
+stand-bend-sideways,True,54.0,standing,standing,77.0,75.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+stand-legs-apart7,True,65.0,standing,standing,84.0,79.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
+lie-2,False,1.0,non_standing,non_standing,-129.0,13.0,sitting,sitting,200.0,100.0,lying,lying
+stand-knee-bent-elevated2,True,33.0,non_standing,standing,-51.0,64.0,sitting,uncertain_sitting,30.0,20.0,non_lying,non_lying
+stand-lean-forward3,True,49.0,standing,standing,84.0,84.0,uncertain_sitting,uncertain_sitting,7.0,7.0,non_lying,non_lying
+stand-legs-bow3,True,70.0,uncertain_squat,standing,68.0,77.0,uncertain_sitting,uncertain_sitting,20.0,10.0,non_lying,non_lying
+sit-legs-up,True,75.0,non_standing,non_standing,20.0,19.0,sitting,sitting,78.0,87.0,lying,lying
+stand-arms-raised,True,33.0,standing,standing,83.0,85.0,non_sitting,uncertain_sitting,0.0,0.0,non_lying,non_lying
+stand-bend-forward,True,25.0,standing,standing,89.0,100.0,uncertain_sitting,uncertain_sitting,6.0,0.0,non_lying,non_lying
+stand-arms-out,True,94.0,standing,standing,82.0,83.0,uncertain_sitting,uncertain_sitting,6.0,3.0,non_lying,non_lying
+bend,False,8.0,standing,standing,74.0,72.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,lying
+squat,True,41.0,standing,standing,75.0,74.0,uncertain_sitting,uncertain_sitting,10.0,4.0,non_lying,non_lying
+sit4,True,56.0,non_standing,non_standing,-24.0,-36.0,sitting,sitting,80.0,40.0,non_lying,non_lying
+bend-sit-lace-shoes,False,8.0,standing,standing,76.0,74.0,uncertain_sitting,uncertain_sitting,7.0,7.0,lying,lying
+bend-2.jpg,,,,,,,,,,,,
+stand3,True,98.0,standing,standing,95.0,95.0,uncertain_sitting,uncertain_sitting,2.0,2.0,non_lying,non_lying
+sit-lean-forward,True,30.0,non_standing,uncertain_standing,-57.0,-3.0,sitting,sitting,40.0,50.0,non_lying,non_lying
+fall.jpg,,,,,,,,,,,,
+sit-both-knee-up,True,30.0,non_standing,non_standing,22.0,22.0,sitting,sitting,79.0,83.0,lying,lying
+stand-1,True,91.0,standing,standing,93.0,93.0,uncertain_sitting,uncertain_sitting,1.0,1.0,non_lying,non_lying
+lying-sit,False,10.0,non_standing,non_standing,-67.0,-68.0,sitting,sitting,200.0,40.0,lying,lying
+stand4,True,88.0,standing,standing,90.0,92.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
+squat1,True,75.0,non_standing,standing,54.0,94.0,uncertain_sitting,uncertain_sitting,20.0,5.0,non_lying,non_lying
+standing-up3,True,31.0,standing,standing,68.0,71.0,uncertain_sitting,uncertain_sitting,3.0,6.0,non_lying,non_lying
+squat5,True,62.0,uncertain_standing,uncertain_squat,74.0,59.0,uncertain_sitting,sitting,10.0,30.0,non_lying,non_lying
+sit3,True,49.0,non_standing,non_standing,-42.0,-30.0,sitting,sitting,80.0,30.0,non_lying,non_lying
+stand-knee-up,True,59.0,non_standing,uncertain_squat,-103.0,48.0,sitting,uncertain_sitting,200.0,7.0,non_lying,non_lying
+lying-fold,False,8.0,non_standing,non_standing,21.0,15.0,sitting,sitting,60.0,60.0,lying,lying
+lie-sit-feet-on-table,False,12.0,non_standing,non_standing,-95.0,23.0,sitting,sitting,200.0,100.0,lying,lying
+sit-fold,True,30.0,non_standing,uncertain_squat,-48.0,0.0,sitting,sitting,80.0,50.0,lying,non_lying
+sitting-up3,True,76.0,non_standing,non_standing,-40.0,-43.0,sitting,sitting,80.0,80.0,non_lying,non_lying
+stand-legs-apart6,True,69.0,standing,standing,76.0,74.0,uncertain_sitting,non_sitting,3.0,0.0,non_lying,non_lying
+stand-lean-backward3,True,70.0,standing,standing,93.0,82.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
+stand-lean-forward2,True,55.0,standing,standing,96.0,97.0,uncertain_sitting,non_sitting,2.0,0.0,non_lying,non_lying
+stand-knee-up2,True,85.0,uncertain_squat,non_standing,52.0,-25.0,uncertain_sitting,sitting,10.0,200.0,non_lying,non_lying
+sit-bend.jpg,,,,,,,,,,,,
+lying-on-chair-feet-on-table,False,15.0,non_standing,non_standing,-112.0,24.0,sitting,sitting,200.0,100.0,lying,lying
+stand-lean-back2,True,78.0,standing,standing,88.0,86.0,uncertain_sitting,uncertain_sitting,5.0,7.0,non_lying,non_lying
+sit-openpose,True,51.0,non_standing,non_standing,23.0,-97.0,sitting,sitting,30.0,80.0,non_lying,lying
+squat6,True,41.0,standing,standing,54.0,78.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
+stand-legs-apart8,True,49.0,standing,standing,68.0,70.0,uncertain_sitting,uncertain_sitting,2.0,10.0,non_lying,non_lying
+squat4,True,41.0,squat,squat,56.0,59.0,uncertain_sitting,uncertain_sitting,20.0,20.0,non_lying,non_lying
+bend-proper,True,16.0,standing,standing,77.0,83.0,uncertain_sitting,uncertain_sitting,10.0,4.0,lying,lying
+bend-forward,True,48.0,uncertain_squat,non_standing,47.0,37.0,uncertain_sitting,non_sitting,10.0,0.0,non_lying,non_lying
+stand-one-leg-hidden,True,61.0,standing,standing,89.0,84.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying
+sit-standing-up-1,True,34.0,uncertain_squat,non_standing,48.0,39.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying
+stand-legs-apart9,True,54.0,uncertain_squat,uncertain_standing,72.0,73.0,uncertain_sitting,non_sitting,10.0,0.0,non_lying,non_lying
+stand-elevated,True,76.0,standing,standing,91.0,95.0,non_sitting,uncertain_sitting,0.0,4.0,non_lying,non_lying
diff --git a/train/pose/model2_features_output_predicted.csv b/train/pose/model2_features_output_predicted.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d04edf62b03c628dacde0a9f98642b5277a99826
--- /dev/null
+++ b/train/pose/model2_features_output_predicted.csv
@@ -0,0 +1,114 @@
+image_name,is_upright,percent_upright,stand_left,stand_right,percent_stand_left,percent_stand_right,sit_left,sit_right,percent_sit_left,percent_sit_right,lie_left,lie_right,label,predicted_label
+bend-touch-toes,False,11.0,standing,standing,73.0,76.0,sitting,uncertain_sitting,30.0,10.0,non_lying,non_lying,stand,stand
+sit-monk-knee-up-shoulder-down.jpg,,,,,,,,,,,,,sit,
+stand6,True,74.0,standing,standing,73.0,75.0,uncertain_sitting,uncertain_sitting,10.0,3.0,non_lying,non_lying,stand,stand
+bend-backwards.jpg,,,,,,,,,,,,,stand,
+stand-legs-bow4,True,87.0,standing,uncertain_squat,71.0,56.0,uncertain_sitting,uncertain_sitting,10.0,20.0,non_lying,non_lying,stand,stand
+lying-feet-raised,False,12.0,non_standing,non_standing,12.0,-158.0,sitting,sitting,60.0,80.0,lying,lying,lie,lie
+sit-legs-stretched3,True,44.0,standing,non_standing,71.0,-132.0,uncertain_sitting,sitting,20.0,200.0,non_lying,lying,sit,sit
+sit-knee-raised,True,32.0,non_standing,non_standing,13.0,5.0,sitting,sitting,83.0,82.0,lying,lying,sit,sit
+getting-up,True,70.0,non_standing,non_standing,-80.0,50.0,sitting,uncertain_sitting,50.0,20.0,non_lying,non_lying,sit,sit
+sitting-knee-up,True,60.0,non_standing,non_standing,20.0,5.0,sitting,sitting,100.0,100.0,lying,lying,sit,sit
+sit-hands-up,True,84.0,uncertain_squat,non_standing,-38.0,-27.0,sitting,sitting,40.0,50.0,non_lying,non_lying,sit,sit
+stand-legs-apart3,True,57.0,standing,standing,67.0,88.0,non_sitting,uncertain_sitting,0.0,6.0,non_lying,non_lying,stand,stand
+squat2,True,43.0,uncertain_squat,non_standing,59.0,-70.0,uncertain_sitting,sitting,10.0,50.0,non_lying,non_lying,stand,sit
+sit-shoulder-bent-knee-up.jpg,,,,,,,,,,,,,sit,
+sit-legs-stretched2,True,26.0,non_standing,non_standing,-56.0,-103.0,sitting,sitting,200.0,200.0,lying,lying,sit,sit
+stand-lean-back1,True,80.0,squat,squat,80.0,81.0,uncertain_sitting,uncertain_sitting,15.0,15.0,non_lying,non_lying,stand,stand
+lying-front.jpg,,,,,,,,,,,,,lie,
+stand-knee-up1,True,88.0,non_standing,standing,15.0,86.0,sitting,non_sitting,100.0,0.0,non_lying,non_lying,stand,stand
+lying-feet-down,False,11.0,non_standing,non_standing,42.0,40.0,sitting,sitting,60.0,60.0,lying,lying,lie,lie
+sit-feet-raised-shoulder-down.jpg,,,,,,,,,,,,,sit,
+stand-lean-backward,True,54.0,standing,standing,80.0,71.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying,stand,stand
+stand5,True,87.0,standing,standing,85.0,86.0,uncertain_sitting,uncertain_sitting,2.0,2.0,non_lying,non_lying,stand,stand
+sit-back,True,86.0,uncertain_squat,non_standing,61.0,47.0,sitting,non_sitting,20.0,0.0,non_lying,non_lying,sit,sit
+lying-knee-up2,False,3.0,non_standing,non_standing,11.0,4.0,sitting,sitting,100.0,100.0,lying,lying,lie,lie
+lying-fold-backward,False,16.0,non_standing,non_standing,-97.0,24.0,sitting,sitting,110.0,70.0,lying,lying,lie,lie
+sit-openpose-2,True,39.0,non_standing,non_standing,-50.0,-81.0,sitting,sitting,50.0,80.0,lying,lying,sit,sit
+standing-up2,True,14.0,uncertain_squat,uncertain_standing,54.0,55.0,uncertain_sitting,uncertain_sitting,20.0,10.0,non_lying,non_lying,stand,stand
+stand-legs-bow2,True,64.0,standing,uncertain_squat,69.0,53.0,uncertain_sitting,sitting,10.0,30.0,non_lying,non_lying,stand,stand
+sit-legs-stretched.jpg,,,,,,,,,,,,,sit,
+lying-face-down,True,16.0,non_standing,non_standing,17.0,17.0,sitting,sitting,50.0,50.0,lying,lying,lie,lie
+sit,True,71.0,non_standing,non_standing,-29.0,-29.0,sitting,sitting,200.0,200.0,non_lying,non_lying,sit,sit
+sit-monk,True,97.0,non_standing,non_standing,-76.0,-97.0,sitting,sitting,200.0,200.0,lying,lying,sit,sit
+sit-on-bed-chest-raised,True,51.0,non_standing,non_standing,-124.0,-122.0,sitting,sitting,200.0,200.0,non_lying,lying,sit,sit
+stand,True,59.0,standing,standing,82.0,86.0,non_sitting,non_sitting,0.0,0.0,non_lying,non_lying,stand,stand
+sit-monk-knee-up,True,54.0,non_standing,non_standing,-89.0,-84.0,sitting,sitting,200.0,200.0,non_lying,non_lying,sit,sit
+squat3,True,35.0,uncertain_standing,non_standing,56.0,-80.0,uncertain_sitting,sitting,10.0,80.0,non_lying,non_lying,stand,sit
+rubbish.jpg,,,,,,,,,,,,,,
+stand-legs-apart5,True,77.0,standing,standing,70.0,75.0,uncertain_sitting,uncertain_sitting,6.0,6.0,non_lying,non_lying,stand,stand
+sit-knee-up-side,True,55.0,non_standing,non_standing,16.0,19.0,sitting,sitting,100.0,100.0,lying,lying,sit,sit
+stand-legs-apart2,True,69.0,uncertain_squat,uncertain_standing,64.0,67.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,non_lying,stand,stand
+stand-bend-slightly,True,50.0,standing,standing,77.0,88.0,uncertain_sitting,uncertain_sitting,7.0,5.0,non_lying,non_lying,stand,stand
+sit-knee-up,True,73.0,standing,non_standing,71.0,-21.0,sitting,sitting,30.0,200.0,non_lying,non_lying,sit,sit
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+stand7,True,82.0,standing,standing,87.0,88.0,uncertain_sitting,uncertain_sitting,5.0,5.0,non_lying,non_lying,stand,stand
+sit-legs,True,67.0,non_standing,non_standing,5.0,1.0,sitting,sitting,100.0,100.0,lying,lying,sit,sit
+lie.jpg,,,,,,,,,,,,,lie,
+standing-up.jpg,,,,,,,,,,,,,stand,
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+stand-knee-up3-ocluded,True,88.0,non_standing,non_standing,-117.0,-95.0,sitting,sitting,200.0,200.0,non_lying,non_lying,stand,sit
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+climb,True,30.0,uncertain_standing,non_standing,71.0,31.0,uncertain_sitting,sitting,10.0,60.0,non_lying,non_lying,stand,stand
+sit-legs-elevated.jpg,,,,,,,,,,,,,sit,
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+lie-on-chair-feet-on-table-knee-up,False,1.0,non_standing,non_standing,17.0,23.0,sitting,sitting,100.0,100.0,lying,lying,lie,lie
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+sit-about-to-stand,True,85.0,uncertain_squat,non_standing,0.0,-6.0,sitting,sitting,50.0,40.0,non_lying,non_lying,sit,sit
+squat-arms-up,True,76.0,squat,squat,66.0,57.0,uncertain_sitting,uncertain_sitting,20.0,20.0,non_lying,non_lying,stand,stand
+sit-feet-high,True,21.0,uncertain_standing,uncertain_squat,69.0,66.0,sitting,sitting,50.0,43.0,lying,lying,sit,sit
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+bend,False,8.0,standing,standing,74.0,72.0,uncertain_sitting,uncertain_sitting,10.0,10.0,non_lying,lying,stand,stand
+squat,True,41.0,standing,standing,75.0,74.0,uncertain_sitting,uncertain_sitting,10.0,4.0,non_lying,non_lying,stand,stand
+sit4,True,56.0,non_standing,non_standing,-24.0,-36.0,sitting,sitting,80.0,40.0,non_lying,non_lying,sit,sit
+bend-sit-lace-shoes,False,8.0,standing,standing,76.0,74.0,uncertain_sitting,uncertain_sitting,7.0,7.0,lying,lying,stand,stand
+bend-2.jpg,,,,,,,,,,,,,stand,
+stand3,True,98.0,standing,standing,95.0,95.0,uncertain_sitting,uncertain_sitting,2.0,2.0,non_lying,non_lying,stand,stand
+sit-lean-forward,True,30.0,non_standing,uncertain_standing,-57.0,-3.0,sitting,sitting,40.0,50.0,non_lying,non_lying,sit,sit
+fall.jpg,,,,,,,,,,,,,lie,
+sit-both-knee-up,True,30.0,non_standing,non_standing,22.0,22.0,sitting,sitting,79.0,83.0,lying,lying,sit,sit
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+lying-sit,False,10.0,non_standing,non_standing,-67.0,-68.0,sitting,sitting,200.0,40.0,lying,lying,lie,lie
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+squat1,True,75.0,non_standing,standing,54.0,94.0,uncertain_sitting,uncertain_sitting,20.0,5.0,non_lying,non_lying,stand,stand
+standing-up3,True,31.0,standing,standing,68.0,71.0,uncertain_sitting,uncertain_sitting,3.0,6.0,non_lying,non_lying,stand,stand
+squat5,True,62.0,uncertain_standing,uncertain_squat,74.0,59.0,uncertain_sitting,sitting,10.0,30.0,non_lying,non_lying,stand,stand
+sit3,True,49.0,non_standing,non_standing,-42.0,-30.0,sitting,sitting,80.0,30.0,non_lying,non_lying,sit,sit
+stand-knee-up,True,59.0,non_standing,uncertain_squat,-103.0,48.0,sitting,uncertain_sitting,200.0,7.0,non_lying,non_lying,stand,sit
+lying-fold,False,8.0,non_standing,non_standing,21.0,15.0,sitting,sitting,60.0,60.0,lying,lying,lie,lie
+lie-sit-feet-on-table,False,12.0,non_standing,non_standing,-95.0,23.0,sitting,sitting,200.0,100.0,lying,lying,lie,lie
+sit-fold,True,30.0,non_standing,uncertain_squat,-48.0,0.0,sitting,sitting,80.0,50.0,lying,non_lying,sit,sit
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diff --git a/train/pose/static_pose_boundingbox_data_all_keypoints.csv b/train/pose/static_pose_boundingbox_data_all_keypoints.csv
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diff --git a/train/pose/static_pose_boundingbox_data_bounding_box_size_predicted.csv b/train/pose/static_pose_boundingbox_data_bounding_box_size_predicted.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bc4a7c08b4c804bb1f4b39e22b7861db3a95ebc8
--- /dev/null
+++ b/train/pose/static_pose_boundingbox_data_bounding_box_size_predicted.csv
@@ -0,0 +1,114 @@
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diff --git a/train/results of static pose classifier on training videos/hr_fall_detection_static_pose_class_on_video_1_results.csv b/train/results of static pose classifier on training videos/hr_fall_detection_static_pose_class_on_video_1_results.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f6c2b4b6364972e66ea932cda0c4a08ff7c0b164
--- /dev/null
+++ b/train/results of static pose classifier on training videos/hr_fall_detection_static_pose_class_on_video_1_results.csv	
@@ -0,0 +1,808 @@
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diff --git a/train/results of static pose classifier on training videos/hr_fall_detection_static_pose_class_on_video_2_results.csv b/train/results of static pose classifier on training videos/hr_fall_detection_static_pose_class_on_video_2_results.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cc7e1a9d20ee9cb2c4c84083c91923c3a0790710
--- /dev/null
+++ b/train/results of static pose classifier on training videos/hr_fall_detection_static_pose_class_on_video_2_results.csv	
@@ -0,0 +1,5742 @@
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+5174,98,True,None,None,
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+6124,182,True,stand,sit,None, True, 80, non_standing, non_standing, -189, 28, sitting, sitting, 60, 40, non_lying, non_lying
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