Super machine learning: improving accuracy and reducing variance of behaviour classification from accelerometry

Table 3 Number of unique behaviours observed from video analysis for each category of behaviour

Four categories	Six categories	Behaviour	Number of bouts
[1]		Walking	545
Travelling		Surface swimming	1133
(N = 2864)		Swimming	1008
		Fast	121
		Porpoising	57
[2]		Lying	17
Resting		Sitting	541
(N = 839)		Still	281
[3]	[3]	Scratch	68
Grooming	Grooming	Rubbing	10
(N = 334)	(N = 245)	Sailing	29
		Jugging	19
		Face rub	54
		Rolling	115
	[NA] High frequency	Shake	39
[4]	[4]	Chewing	309
Feeding	Feeding	Manipulation	792
(N = 1841)	(N = 1615)	Capture	394
		Hold and tear	120
	[5] Foraging (N = 226)	Searching	226
[6] Thrashing (N = 303)		Thrashing	303
Other	Playing		30
(N = 1344)	In/out		475
	Other		839

ISSN: 2050-3385