Table 1.

Description of movements present on dataset DS-1.

Non-Fall Movements	Samples
While seated slowly drop sensor on the table	99
While seated quickly drop sensor on the table	68
While standing quickly drop sensor on the table	73
While standing slowly drop sensor on the table	82
Stumble	67
Sit on a lower chair, wait 10 s and get up	63
Left lateral fall with recovery	67
Walking and sitting on a chair	65
Lay, wait 10 s, stand, wait 10 s	70
Forward Fall with recovery	67
Backward fall with recovery	67
Catch an object from the floor while walking	67
Walk a few meters	68
Cough and sneeze	67
Sit, wait 10 s, stand, wait 10 s	70
Run a few meters	67
Right lateral fall with recovery	66
While seated slightly lift the body	31
Sitting on a chair	34
Laying on a bed	31
Bend and pick an object from the floor	18
Get up from laying and stand	59
Get up from laying and sit	30
Walk	3
Total	1399
Fall Movements
Sited on a chair, stand up, walk and fall	64
Backward fall ending lying	70
Forward fall with rotation, ending in lateral left position	67
Backward fall ending sitting	67
Forward fall with rotation, ending in lateral right position	67
Walk few meters and then right lateral fall	67
Lateral fall to the left ending lying flat	67
Lateral fall to the right ending lying flat	67
Backward fall ending in lateral position	66
Walk few meters and fall backwards	66
Walk few meters and left lateral falls	67
Forward fall on the knees	70
Forward fall ending lying flat	67
Forward fall with forward arm protection	70
Walk few meters and fall forward	67
Total	1009