file_descriptions.md

# Kaggle file descriptions - copy/paste reference

Per-file descriptions for the "Description" box on each file's editor on the Kaggle dataset page (separate from the column-description schema box).

## Training videos

**`train/hr_fall_detection_1.mp4`**

1 labelled fall event (~45-46s) across a 48s clip covering standing, sitting and lying activity.



**`train/hr_fall_detection_2.mp4`**
3 labelled fall events (~28-29s, ~136s, ~163-165s) across a 3m26s clip covering standing, sitting and lying activity.

**`train/hr_fall_detection_3.mp4`**

3 labelled fall events (~204-211s, ~219-220s, ~383-384s) across a 6m30s clip covering standing, sitting and lying activity.



## Validation videos



**`valid/fall_detection_4.mp4`**

3 labelled fall events (~94-98s, ~151-154s, ~160-164s) across a 6m27s clip covering standing, sitting and lying activity.



**`valid/fall_detection_5.mp4`**

4 labelled fall events (~143-146s, ~155-159s, ~167-170s, ~178-182s) across a 3m56s clip covering standing, sitting and lying activity.



**`valid/fall_detection_6.mp4`**

2 labelled fall events (~72-74s, ~83-86s) across a 2m22s clip covering standing, sitting and lying activity.



**`valid/fall_detection_7.mp4`**

1 labelled fall event (~134-136s) across a 2m28s clip covering standing, sitting and lying activity.



**`valid/fall_detection_8.mp4`**

6 labelled fall events (~199-201s, ~215-219s, ~231-232s, ~392-395s, ~407-411s, ~423-426s) across a 7m14s clip covering standing, sitting and lying activity.



**`valid/fall_detection_9.mp4`**

2 labelled fall events (~60-63s, ~73-76s) across a 2m07s clip covering standing, sitting and lying activity.



**`valid/fall_detection_10.mp4`**

6 labelled fall events (~88-90s, ~97-99s, ~105-106s, ~127-129s, ~139-141s, ~167-171s) across a 3m54s clip covering standing, sitting and lying activity.



## Training labels (`train/labels/`)



**`train/labels/hr_fall_detection_1.csv`**
Manual activity/fall labels for `train/hr_fall_detection_1.mp4`: 13 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 48s clip, including 1 labelled fall event (~45-46s).

**`train/labels/hr_fall_detection_1_in_minutes.md`**

Plain-text/markdown rendering of the same labels as `hr_fall_detection_1.csv`, as a quick-to-skim timeline (e.g. "45 - 46 Stand-Lie (Fall)"). Despite the "_in_minutes" filename, timestamps are in seconds, matching the CSV's `start_time`/`end_time`.



**`train/labels/hr_fall_detection_2.csv`**
Manual activity/fall labels for `train/hr_fall_detection_2.mp4`: 33 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 3m26s clip, including 3 labelled fall events (~28-29s, ~136s, ~163-165s).

**`train/labels/hr_fall_detection_2_in_minutes.md`**

Plain-text/markdown rendering of the same labels as `hr_fall_detection_2.csv`, as a quick-to-skim timeline (e.g. "45 - 46 Stand-Lie (Fall)"). Despite the "_in_minutes" filename, timestamps are in seconds, matching the CSV's `start_time`/`end_time`.



**`train/labels/hr_fall_detection_3.csv`**
Manual activity/fall labels for `train/hr_fall_detection_3.mp4`: 59 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 6m30s clip, including 3 labelled fall events (~204-211s, ~219-220s, ~383-384s).

**`train/labels/hr_fall_detection_3_in_minutes.md`**

Plain-text/markdown rendering of the same labels as `hr_fall_detection_3.csv`, as a quick-to-skim timeline (e.g. "45 - 46 Stand-Lie (Fall)"). Despite the "_in_minutes" filename, timestamps are in seconds, matching the CSV's `start_time`/`end_time`.



## Validation labels (`valid/labels/`)



**`valid/labels/fall_detection_4.csv`**
Manual activity/fall labels for `valid/fall_detection_4.mp4`: 65 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 6m27s clip, including 3 labelled fall events (~94-98s, ~151-154s, ~160-164s).

**`valid/labels/fall_detection_5.csv`**
Manual activity/fall labels for `valid/fall_detection_5.mp4`: 83 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 3m56s clip, including 4 labelled fall events (~143-146s, ~155-159s, ~167-170s, ~178-182s).

**`valid/labels/fall_detection_6.csv`**
Manual activity/fall labels for `valid/fall_detection_6.mp4`: 56 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 2m22s clip, including 2 labelled fall events (~72-74s, ~83-86s).

**`valid/labels/fall_detection_7.csv`**
Manual activity/fall labels for `valid/fall_detection_7.mp4`: 48 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 2m28s clip, including 1 labelled fall event (~134-136s).

**`valid/labels/fall_detection_8.csv`**
Manual activity/fall labels for `valid/fall_detection_8.mp4`: 134 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 7m14s clip, including 6 labelled fall events (~199-201s, ~215-219s, ~231-232s, ~392-395s, ~407-411s, ~423-426s).

**`valid/labels/fall_detection_9.csv`**
Manual activity/fall labels for `valid/fall_detection_9.mp4`: 34 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 2m07s clip, including 2 labelled fall events (~60-63s, ~73-76s).

**`valid/labels/fall_detection_10.csv`**
Manual activity/fall labels for `valid/fall_detection_10.mp4`: 68 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 3m54s clip, including 6 labelled fall events (~88-90s, ~97-99s, ~105-106s, ~127-129s, ~139-141s, ~167-171s).

## `train/pose-1st-iteration/` (113 images + 2 CSVs)

Earlier (first-pass) capture and processing of the same static pose images later finalized under `train/pose/`. A few images were renamed in the final pass (e.g. `stand-knee-up3.jpg` here is `stand-knee-up3-ocluded.jpg` in `train/pose/`), and the two CSVs below are this first pass's classifier output - not byte-identical to the final versions in `train/pose/` since the underlying feature values differ slightly between passes.

**`train/pose-1st-iteration/features_output.csv`**

First-pass MediaPipe-derived static-pose features for all 113 images (same 13-column schema as `train/pose/features_output.csv` - see column descriptions). Superseded by, but not identical to, the final-pass version in `train/pose/`.



**`train/pose-1st-iteration/features_output_predicted.csv`**
First-pass features plus the rule-based classifier's `label`/`predicted_label` columns. Superseded by, but not identical to, the final-pass version in `train/pose/`.

**`train/pose-1st-iteration/bend-2.jpg`**
Subject bending at the waist (variation 2).

**`train/pose-1st-iteration/bend-backwards.jpg`**
Subject bending at the waist, bending backwards.

**`train/pose-1st-iteration/bend-forward.jpg`**
Subject bending at the waist, leaning forward.

**`train/pose-1st-iteration/bend-lean-back1.jpg`**
Subject bending at the waist, leaning backward (variation 1).

**`train/pose-1st-iteration/bend-lean-forward1.jpg`**
Subject bending at the waist, leaning forward (variation 1).

**`train/pose-1st-iteration/bend-proper.jpg`**
Subject bending at the waist, in correct/reference form.

**`train/pose-1st-iteration/bend-touch-toes.jpg`**
Subject bending at the waist, reaching down to touch their toes.

**`train/pose-1st-iteration/bend.jpg`**
Subject bending at the waist.

**`train/pose-1st-iteration/climb.jpg`**
Subject in a climbing posture (stepping up onto or over an object).

**`train/pose-1st-iteration/fall.jpg`**
Subject in a fallen position, simulating a fall event.

**`train/pose-1st-iteration/getting-up.jpg`**
Subject mid-transition, getting up from a seated or lying position.

**`train/pose-1st-iteration/lie-2.jpg`**
Subject lying down (variation 2).

**`train/pose-1st-iteration/lie-chest-raised.jpg`**
Subject lying down, with chest raised, like a small back extension.

**`train/pose-1st-iteration/lie.jpg`**
Subject lying down.

**`train/pose-1st-iteration/lying-face-down.jpg`**
Subject lying down, face-down (prone position).

**`train/pose-1st-iteration/lying-feet-down.jpg`**
Subject lying down, with feet down.

**`train/pose-1st-iteration/lying-feet-raised.jpg`**
Subject lying down, with feet raised.

**`train/pose-1st-iteration/lying-fold-backward.jpg`**
Subject lying down, folded backward.

**`train/pose-1st-iteration/lying-fold.jpg`**
Subject lying down, in a folded-up position.

**`train/pose-1st-iteration/lying-front.jpg`**
Subject lying down, on their front.

**`train/pose-1st-iteration/lying-knee-up.jpg`**
Subject lying down, with one knee raised.

**`train/pose-1st-iteration/lying-knee-up2.jpg`**
Subject lying down, with one knee raised (variation 2).

**`train/pose-1st-iteration/lying-sit.jpg`**
Subject in a lying-to-sitting transition pose.

**`train/pose-1st-iteration/rubbish.jpg`**
An excluded/discard shot - not a usable pose example (kept for completeness).

**`train/pose-1st-iteration/sit-about-to-stand.jpg`**
Subject sitting, about to stand up.

**`train/pose-1st-iteration/sit-back.jpg`**
Subject sitting, leaning back.

**`train/pose-1st-iteration/sit-bend.jpg`**
Subject sitting, in a bent/hunched posture.

**`train/pose-1st-iteration/sit-both-knee-up.jpg`**
Subject sitting, with both knees raised.

**`train/pose-1st-iteration/sit-feet-high.jpg`**
Subject sitting, with feet raised high.

**`train/pose-1st-iteration/sit-feet-on-table.jpg`**
Subject sitting, with feet resting on a table.

**`train/pose-1st-iteration/sit-feet-raised-shoulder-down.jpg`**
Subject sitting, with feet raised and shoulders lowered.

**`train/pose-1st-iteration/sit-fold.jpg`**
Subject sitting, in a folded-up position.

**`train/pose-1st-iteration/sit-hands-up.jpg`**
Subject sitting, with hands raised.

**`train/pose-1st-iteration/sit-knee-raised.jpg`**
Subject sitting, with a knee raised.

**`train/pose-1st-iteration/sit-knee-up-side.jpg`**
Subject sitting, with a knee raised out to the side.

**`train/pose-1st-iteration/sit-knee-up.jpg`**
Subject sitting, with one knee raised.

**`train/pose-1st-iteration/sit-lace-shoes.jpg`**
Subject sitting, bending down to tie their shoelaces.

**`train/pose-1st-iteration/sit-lean-forward.jpg`**
Subject sitting, leaning forward.

**`train/pose-1st-iteration/sit-legs-elevated.jpg`**
Subject sitting, with legs elevated.

**`train/pose-1st-iteration/sit-legs-stretched.jpg`**
Subject sitting, with both legs stretched out straight.

**`train/pose-1st-iteration/sit-legs-stretched2.jpg`**
Subject sitting, with both legs stretched out straight (variation 2).

**`train/pose-1st-iteration/sit-legs-stretched3.jpg`**
Subject sitting, with both legs stretched out straight (variation 3).

**`train/pose-1st-iteration/sit-legs-up.jpg`**
Subject sitting, with legs raised up.

**`train/pose-1st-iteration/sit-legs.jpg`**
Subject sitting, with legs extended.

**`train/pose-1st-iteration/sit-lie-feet-on-table-knee-up.jpg`**
Subject sitting, reclining with feet on a table and one knee raised.

**`train/pose-1st-iteration/sit-lie-feet-on-table.jpg`**
Subject reclining (semi-lying) with feet resting on a table.

**`train/pose-1st-iteration/sit-monk-knee-up-shoulder-down.jpg`**
Subject sitting, cross-legged (monk-style) with one knee up and shoulders lowered.

**`train/pose-1st-iteration/sit-monk-knee-up.jpg`**
Subject sitting, cross-legged (monk-style) with one knee up.

**`train/pose-1st-iteration/sit-monk.jpg`**
Subject sitting, cross-legged, monk-style.

**`train/pose-1st-iteration/sit-openpose-2.jpg`**
Subject sitting, in a reference pose used for OpenPose-style comparison (variation 2).

**`train/pose-1st-iteration/sit-openpose.jpg`**
Subject sitting, in a reference pose used for OpenPose-style comparison.

**`train/pose-1st-iteration/sit-shoulder-bent-knee-up.jpg`**
Subject sitting, with shoulders bent forward and one knee raised.

**`train/pose-1st-iteration/sit.jpg`**
Subject sitting.

**`train/pose-1st-iteration/sit3.jpg`**
Subject sitting (variation 3).

**`train/pose-1st-iteration/sit4.jpg`**
Subject sitting (variation 4).

**`train/pose-1st-iteration/sitting-knee-up.jpg`**
Subject sitting, with one knee raised.

**`train/pose-1st-iteration/sitting-up3.jpg`**
Subject sitting, in the process of standing up (transition pose) (variation 3).

**`train/pose-1st-iteration/squat-arms-up.jpg`**
Subject squatting, with arms raised.

**`train/pose-1st-iteration/squat.jpg`**
Subject squatting.

**`train/pose-1st-iteration/squat1.jpg`**
Subject squatting (variation 1).

**`train/pose-1st-iteration/squat2.jpg`**
Subject squatting (variation 2).

**`train/pose-1st-iteration/squat3.jpg`**
Subject squatting (variation 3).

**`train/pose-1st-iteration/squat4.jpg`**
Subject squatting (variation 4).

**`train/pose-1st-iteration/squat5.jpg`**
Subject squatting (variation 5).

**`train/pose-1st-iteration/squat6.jpg`**
Subject squatting (variation 6).

**`train/pose-1st-iteration/stand-1.jpg`**
Subject standing (variation 1).

**`train/pose-1st-iteration/stand-2.jpg`**
Subject standing (variation 2).

**`train/pose-1st-iteration/stand-arms-out.jpg`**
Subject standing, with arms held out to the sides.

**`train/pose-1st-iteration/stand-arms-raised.jpg`**
Subject standing, with arms raised.

**`train/pose-1st-iteration/stand-bend-forward.jpg`**
Subject standing while bending forward at the waist.

**`train/pose-1st-iteration/stand-bend-sideways.jpg`**
Subject standing while bending sideways at the waist.

**`train/pose-1st-iteration/stand-bend-slightly.jpg`**
Subject standing while bending slightly forward.

**`train/pose-1st-iteration/stand-elevated.jpg`**
Subject standing, on an elevated surface or step.

**`train/pose-1st-iteration/stand-knee-bent-elevated.jpg`**
Subject standing, with one knee bent and raised onto an elevated surface.

**`train/pose-1st-iteration/stand-knee-bent-elevated2.jpg`**
Subject standing, with one knee bent and raised onto an elevated surface (variation 2).

**`train/pose-1st-iteration/stand-knee-up-side.jpg`**
Subject standing, with a knee raised out to the side.

**`train/pose-1st-iteration/stand-knee-up.jpg`**
Subject standing, with one knee raised.

**`train/pose-1st-iteration/stand-knee-up1.jpg`**
Subject standing, with one knee raised (variation 1).

**`train/pose-1st-iteration/stand-knee-up2.jpg`**
Subject standing, with one knee raised (variation 2).

**`train/pose-1st-iteration/stand-knee-up3.jpg`**
Subject standing, with one knee raised (variation 3).

**`train/pose-1st-iteration/stand-lean-back1.jpg`**
Subject standing, leaning backward (variation 1).

**`train/pose-1st-iteration/stand-lean-back2.jpg`**
Subject standing, leaning backward (variation 2).

**`train/pose-1st-iteration/stand-lean-back3.jpg`**
Subject standing, leaning backward (variation 3).

**`train/pose-1st-iteration/stand-lean-backward.jpg`**
Subject standing, leaning backward.

**`train/pose-1st-iteration/stand-lean-backward2.jpg`**
Subject standing, leaning backward (variation 2).

**`train/pose-1st-iteration/stand-lean-backward3.jpg`**
Subject standing, leaning backward (variation 3).

**`train/pose-1st-iteration/stand-lean-forward.jpg`**
Subject standing, leaning forward.

**`train/pose-1st-iteration/stand-lean-forward1.jpg`**
Subject standing, leaning forward (variation 1).

**`train/pose-1st-iteration/stand-lean-forward2.jpg`**
Subject standing, leaning forward (variation 2).

**`train/pose-1st-iteration/stand-lean-forward3.jpg`**
Subject standing, leaning forward (variation 3).

**`train/pose-1st-iteration/stand-lean-side1.jpg`**
Subject standing, leaning to the side (variation 1).

**`train/pose-1st-iteration/stand-legs-apart.jpg`**
Subject standing, with legs apart.

**`train/pose-1st-iteration/stand-legs-apart2.jpg`**
Subject standing, with legs apart (variation 2).

**`train/pose-1st-iteration/stand-legs-apart3.jpg`**
Subject standing, with legs apart (variation 3).

**`train/pose-1st-iteration/stand-legs-apart5.jpg`**
Subject standing, with legs apart (variation 5).

**`train/pose-1st-iteration/stand-legs-apart6.jpg`**
Subject standing, with legs apart (variation 6).

**`train/pose-1st-iteration/stand-legs-apart7.jpg`**
Subject standing, with legs apart (variation 7).

**`train/pose-1st-iteration/stand-legs-apart8.jpg`**
Subject standing, with legs apart (variation 8).

**`train/pose-1st-iteration/stand-legs-apart9.jpg`**
Subject standing, with legs apart (variation 9).

**`train/pose-1st-iteration/stand-legs-bow2.jpg`**
Subject standing, with legs in a bow stance (variation 2).

**`train/pose-1st-iteration/stand-legs-bow3.jpg`**
Subject standing, with legs in a bow stance (variation 3).

**`train/pose-1st-iteration/stand-legs-bow4.jpg`**
Subject standing, with legs in a bow stance (variation 4).

**`train/pose-1st-iteration/stand-one-leg-hidden.jpg`**
Subject standing, with one leg hidden/occluded from camera view.

**`train/pose-1st-iteration/stand.jpg`**
Subject standing.

**`train/pose-1st-iteration/stand3.jpg`**
Subject standing (variation 3).

**`train/pose-1st-iteration/stand4.jpg`**
Subject standing (variation 4).

**`train/pose-1st-iteration/stand5.jpg`**
Subject standing (variation 5).

**`train/pose-1st-iteration/stand6.jpg`**
Subject standing (variation 6).

**`train/pose-1st-iteration/stand7.jpg`**
Subject standing (variation 7).

**`train/pose-1st-iteration/standing-up-1.jpg`**
Subject in the process of standing up (transition pose), variation 1.

**`train/pose-1st-iteration/standing-up.jpg`**
Subject standing, in the process of standing up (transition pose).

**`train/pose-1st-iteration/standing-up2.jpg`**
Subject standing, in the process of standing up (transition pose) (variation 2).

**`train/pose-1st-iteration/standing-up3.jpg`**
Subject standing, in the process of standing up (transition pose) (variation 3).

## `train/pose/` (113 images + 11 CSVs)

Final-pass captures of the 113 static pose images (the versions the dissertation's headline results are computed from), plus the derived feature/classifier CSVs. Most images are identical to `train/pose-1st-iteration/`; a few were renamed to describe the pose more precisely (e.g. `stand-knee-up3.jpg` became `stand-knee-up3-ocluded.jpg`).

**`train/pose/features_output.csv`**

Final-pass MediaPipe-derived static-pose features for all 113 images (13 columns - see the column descriptions). This is the primary feature file; the model1_/model2_ variants alongside are rule-variant comparisons, and an earlier pass lives in `train/pose-1st-iteration/`.



**`train/pose/features_output_predicted.csv`**
`features_output.csv` plus the rule-based classifier's `label`/`predicted_label` columns - the file behind the 74.3% static-posture accuracy shown in the demo notebook.

**`train/pose/grouped_kmeans_static_pose_boundingbox_data.csv`**

K-means cluster summary (min/max/mean/count of pose bounding-box aspect ratio per cluster) across the 113 images. Note: pandas multi-index export - data row 0 holds the sub-column labels ('min'/'max'/'mean'/'count'), skip it when loading.



**`train/pose/grouped_static_pose_boundingbox_data.csv`**

Overall mean pose bounding-box aspect ratio, relative width, and relative height across the 113 images. Same multi-index export quirk: data row 0 holds the sub-column label ('mean').



**`train/pose/model1_features_output.csv`**

Static-pose features computed with rule-variant 1 of the feature extractor (the `model` parameter of `get_features` in the ai-posture-monitor package); kept for comparison against the primary output.



**`train/pose/model1_features_output_predicted.csv`**
`model1_features_output.csv` plus the classifier's `label`/`predicted_label` columns.

**`train/pose/model2_features_output.csv`**
Static-pose features computed with rule-variant 2 of the feature extractor - the variant the primary `features_output.csv` is based on.

**`train/pose/model2_features_output_predicted.csv`**

`model2_features_output.csv` plus the classifier's `label`/`predicted_label` columns.



**`train/pose/static_pose_boundingbox_data.csv`**
Per-image pose bounding-box geometry (frame size, aspect ratio, relative width/height) computed from the focused keypoint subset (shoulders/hips/knees/ankles).

**`train/pose/static_pose_boundingbox_data_all_keypoints.csv`**

Per-image pose bounding-box geometry computed from all 33 MediaPipe keypoints (vs. the focused subset used in `static_pose_boundingbox_data.csv`).



**`train/pose/static_pose_boundingbox_data_bounding_box_size_predicted.csv`**
Bounding-box geometry plus ground-truth `label` and a bounding-box-aspect-ratio-only posture `predicted_label` - the fallback classifier for images where MediaPipe landmark detection fails (e.g. some lying/occluded poses).

**`train/pose/bend-2.jpg`**
Subject bending at the waist (variation 2).

**`train/pose/bend-backwards.jpg`**
Subject bending at the waist, bending backwards.

**`train/pose/bend-forward.jpg`**
Subject bending at the waist, leaning forward.

**`train/pose/bend-lean-back1.jpg`**
Subject bending at the waist, leaning backward (variation 1).

**`train/pose/bend-lean-forward1.jpg`**
Subject bending at the waist, leaning forward (variation 1).

**`train/pose/bend-proper.jpg`**
Subject bending at the waist, in correct/reference form.

**`train/pose/bend-sit-lace-shoes.jpg`**
Subject bending down from a seated position to tie their shoelaces.

**`train/pose/bend-touch-toes.jpg`**
Subject bending at the waist, reaching down to touch their toes.

**`train/pose/bend.jpg`**
Subject bending at the waist.

**`train/pose/climb.jpg`**
Subject in a climbing posture (stepping up onto or over an object).

**`train/pose/fall.jpg`**
Subject in a fallen position, simulating a fall event.

**`train/pose/getting-up.jpg`**
Subject mid-transition, getting up from a seated or lying position.

**`train/pose/lie-2.jpg`**
Subject lying down (variation 2).

**`train/pose/lie-on-chair-feet-on-table-knee-up.jpg`**
Subject reclining on a chair with feet on a table and one knee raised.

**`train/pose/lie-sit-feet-on-table.jpg`**
Subject reclining (semi-lying) with feet resting on a table.

**`train/pose/lie.jpg`**
Subject lying down.

**`train/pose/lying-face-down.jpg`**
Subject lying down, face-down (prone position).

**`train/pose/lying-feet-down.jpg`**
Subject lying down, with feet down.

**`train/pose/lying-feet-raised.jpg`**
Subject lying down, with feet raised.

**`train/pose/lying-fold-backward.jpg`**
Subject lying down, folded backward.

**`train/pose/lying-fold.jpg`**
Subject lying down, in a folded-up position.

**`train/pose/lying-front.jpg`**
Subject lying down, on their front.

**`train/pose/lying-knee-up.jpg`**
Subject lying down, with one knee raised.

**`train/pose/lying-knee-up2.jpg`**
Subject lying down, with one knee raised (variation 2).

**`train/pose/lying-on-chair-feet-on-table.jpg`**
Subject reclining on a chair with feet resting on a table.

**`train/pose/lying-sit.jpg`**
Subject in a lying-to-sitting transition pose.

**`train/pose/rubbish.jpg`**
An excluded/discard shot - not a usable pose example (kept for completeness).

**`train/pose/sit-about-to-stand.jpg`**
Subject sitting, about to stand up.

**`train/pose/sit-back.jpg`**
Subject sitting, leaning back.

**`train/pose/sit-bend.jpg`**
Subject sitting, in a bent/hunched posture.

**`train/pose/sit-both-knee-up.jpg`**
Subject sitting, with both knees raised.

**`train/pose/sit-feet-high.jpg`**
Subject sitting, with feet raised high.

**`train/pose/sit-feet-raised-shoulder-down.jpg`**
Subject sitting, with feet raised and shoulders lowered.

**`train/pose/sit-fold.jpg`**
Subject sitting, in a folded-up position.

**`train/pose/sit-hands-up.jpg`**
Subject sitting, with hands raised.

**`train/pose/sit-knee-raised.jpg`**
Subject sitting, with a knee raised.

**`train/pose/sit-knee-up-side.jpg`**
Subject sitting, with a knee raised out to the side.

**`train/pose/sit-knee-up.jpg`**
Subject sitting, with one knee raised.

**`train/pose/sit-lean-forward.jpg`**
Subject sitting, leaning forward.

**`train/pose/sit-legs-elevated.jpg`**
Subject sitting, with legs elevated.

**`train/pose/sit-legs-stretched.jpg`**
Subject sitting, with both legs stretched out straight.

**`train/pose/sit-legs-stretched2.jpg`**
Subject sitting, with both legs stretched out straight (variation 2).

**`train/pose/sit-legs-stretched3.jpg`**
Subject sitting, with both legs stretched out straight (variation 3).

**`train/pose/sit-legs-up.jpg`**
Subject sitting, with legs raised up.

**`train/pose/sit-legs.jpg`**
Subject sitting, with legs extended.

**`train/pose/sit-monk-knee-up-shoulder-down.jpg`**
Subject sitting, cross-legged (monk-style) with one knee up and shoulders lowered.

**`train/pose/sit-monk-knee-up.jpg`**
Subject sitting, cross-legged (monk-style) with one knee up.

**`train/pose/sit-monk.jpg`**
Subject sitting, cross-legged, monk-style.

**`train/pose/sit-on-bed-chest-raised.jpg`**
Subject on a bed with chest raised - a pose between lying down and sitting up.

**`train/pose/sit-openpose-2.jpg`**
Subject sitting, in a reference pose used for OpenPose-style comparison (variation 2).

**`train/pose/sit-openpose.jpg`**
Subject sitting, in a reference pose used for OpenPose-style comparison.

**`train/pose/sit-shoulder-bent-knee-up.jpg`**
Subject sitting, with shoulders bent forward and one knee raised.

**`train/pose/sit-standing-up-1.jpg`**
Subject rising from a seat - a sit-to-stand transition pose (variation 1).

**`train/pose/sit.jpg`**
Subject sitting.

**`train/pose/sit3.jpg`**
Subject sitting (variation 3).

**`train/pose/sit4.jpg`**
Subject sitting (variation 4).

**`train/pose/sitting-knee-up.jpg`**
Subject sitting, with one knee raised.

**`train/pose/sitting-up3.jpg`**
Subject sitting, in the process of standing up (transition pose) (variation 3).

**`train/pose/squat-arms-up.jpg`**
Subject squatting, with arms raised.

**`train/pose/squat.jpg`**
Subject squatting.

**`train/pose/squat1.jpg`**
Subject squatting (variation 1).

**`train/pose/squat2.jpg`**
Subject squatting (variation 2).

**`train/pose/squat3.jpg`**
Subject squatting (variation 3).

**`train/pose/squat4.jpg`**
Subject squatting (variation 4).

**`train/pose/squat5.jpg`**
Subject squatting (variation 5).

**`train/pose/squat6.jpg`**
Subject squatting (variation 6).

**`train/pose/stand-1.jpg`**
Subject standing (variation 1).

**`train/pose/stand-2.jpg`**
Subject standing (variation 2).

**`train/pose/stand-arms-out.jpg`**
Subject standing, with arms held out to the sides.

**`train/pose/stand-arms-raised.jpg`**
Subject standing, with arms raised.

**`train/pose/stand-bend-forward.jpg`**
Subject standing while bending forward at the waist.

**`train/pose/stand-bend-sideways.jpg`**
Subject standing while bending sideways at the waist.

**`train/pose/stand-bend-slightly.jpg`**
Subject standing while bending slightly forward.

**`train/pose/stand-elevated.jpg`**
Subject standing, on an elevated surface or step.

**`train/pose/stand-knee-bent-elevated.jpg`**
Subject standing, with one knee bent and raised onto an elevated surface.

**`train/pose/stand-knee-bent-elevated2.jpg`**
Subject standing, with one knee bent and raised onto an elevated surface (variation 2).

**`train/pose/stand-knee-up-side.jpg`**
Subject standing, with a knee raised out to the side.

**`train/pose/stand-knee-up.jpg`**
Subject standing, with one knee raised.

**`train/pose/stand-knee-up1.jpg`**
Subject standing, with one knee raised (variation 1).

**`train/pose/stand-knee-up2.jpg`**
Subject standing, with one knee raised (variation 2).

**`train/pose/stand-knee-up3-ocluded.jpg`**
Subject standing with one knee raised, partially occluded from camera view (variation 3).

**`train/pose/stand-lean-back1.jpg`**
Subject standing, leaning backward (variation 1).

**`train/pose/stand-lean-back2.jpg`**
Subject standing, leaning backward (variation 2).

**`train/pose/stand-lean-back3.jpg`**
Subject standing, leaning backward (variation 3).

**`train/pose/stand-lean-backward.jpg`**
Subject standing, leaning backward.

**`train/pose/stand-lean-backward2.jpg`**
Subject standing, leaning backward (variation 2).

**`train/pose/stand-lean-backward3.jpg`**
Subject standing, leaning backward (variation 3).

**`train/pose/stand-lean-forward.jpg`**
Subject standing, leaning forward.

**`train/pose/stand-lean-forward1.jpg`**
Subject standing, leaning forward (variation 1).

**`train/pose/stand-lean-forward2.jpg`**
Subject standing, leaning forward (variation 2).

**`train/pose/stand-lean-forward3.jpg`**
Subject standing, leaning forward (variation 3).

**`train/pose/stand-lean-side1.jpg`**
Subject standing, leaning to the side (variation 1).

**`train/pose/stand-legs-apart.jpg`**
Subject standing, with legs apart.

**`train/pose/stand-legs-apart2.jpg`**
Subject standing, with legs apart (variation 2).

**`train/pose/stand-legs-apart3.jpg`**
Subject standing, with legs apart (variation 3).

**`train/pose/stand-legs-apart5.jpg`**
Subject standing, with legs apart (variation 5).

**`train/pose/stand-legs-apart6.jpg`**
Subject standing, with legs apart (variation 6).

**`train/pose/stand-legs-apart7.jpg`**
Subject standing, with legs apart (variation 7).

**`train/pose/stand-legs-apart8.jpg`**
Subject standing, with legs apart (variation 8).

**`train/pose/stand-legs-apart9.jpg`**
Subject standing, with legs apart (variation 9).

**`train/pose/stand-legs-bow2.jpg`**
Subject standing, with legs in a bow stance (variation 2).

**`train/pose/stand-legs-bow3.jpg`**
Subject standing, with legs in a bow stance (variation 3).

**`train/pose/stand-legs-bow4.jpg`**
Subject standing, with legs in a bow stance (variation 4).

**`train/pose/stand-one-leg-hidden.jpg`**
Subject standing, with one leg hidden/occluded from camera view.

**`train/pose/stand.jpg`**
Subject standing.

**`train/pose/stand3.jpg`**
Subject standing (variation 3).

**`train/pose/stand4.jpg`**
Subject standing (variation 4).

**`train/pose/stand5.jpg`**
Subject standing (variation 5).

**`train/pose/stand6.jpg`**
Subject standing (variation 6).

**`train/pose/stand7.jpg`**
Subject standing (variation 7).

**`train/pose/standing-up.jpg`**
Subject standing, in the process of standing up (transition pose).

**`train/pose/standing-up2.jpg`**
Subject standing, in the process of standing up (transition pose) (variation 2).

**`train/pose/standing-up3.jpg`**
Subject standing, in the process of standing up (transition pose) (variation 3).

## `train/results of static pose classifier on training videos/`

Per-frame output of the same rule-based static-posture classifier behind `features_output_predicted.csv`, run across motion-triggered frames of the 3 training videos. This run predates the fall-detection/temporal-smoothing layer described in the project README, so these files cover static posture classification only (no `fall`/`fall_watch`/`smooth_prediction` columns - see column descriptions for the full per-column schema).

**`train/results of static pose classifier on training videos/hr_fall_detection_static_pose_class_on_video_1_results.csv`**

Per-frame output for `hr_fall_detection_1.mp4`: 807 motion-triggered frames (frame indices 28-1508); a pose was successfully detected and classified on 132 of them (16%), with predictions of stand/sit.



**`train/results of static pose classifier on training videos/hr_fall_detection_static_pose_class_on_video_2_results.csv`**
Per-frame output for `hr_fall_detection_2.mp4`: 5,741 motion-triggered frames (frame indices 1-6200); a pose was successfully detected and classified on 4,676 of them (81%), with predictions of sit/stand/lie.

**`train/results of static pose classifier on training videos/hr_fall_detection_static_pose_class_on_video_3_results.csv`**

Per-frame output for `hr_fall_detection_3.mp4`: 8,743 motion-triggered frames (frame indices 52-11826); a pose was successfully detected and classified on 8,108 of them (93%), with predictions of sit/stand/lie.



---



Note: this matches the live Kaggle dataset's current structure/paths. The local OneDrive copy of `train/pose-1st-iteration/` nests the two CSVs under a `results/` subfolder, and the local per-frame results files are named `static_pose_class_on_video_hr_fall_detection_N_results.csv` (reversed word order vs. Kaggle's `hr_fall_detection_static_pose_class_on_video_N_results.csv`) - same content, different path/name. This divergence between the local copy and the published dataset was flagged earlier and deferred; the descriptions above use Kaggle's actual paths.