id	sid	tid	token	lemma	pos
cana-1237	1	1	communications	communication	NOUN
cana-1237	1	2	on	on	ADP
cana-1237	1	3	applied	apply	VERB
cana-1237	1	4	nonlinear	nonlinear	ADJ
cana-1237	1	5	analysis	analysis	NOUN
cana-1237	1	6	issn	issn	NOUN
cana-1237	1	7	:	:	PUNCT
cana-1237	1	8	1074	1074	NUM
cana-1237	1	9	-	-	PUNCT
cana-1237	1	10	133x	133x	NUM
cana-1237	1	11	vol	vol	NOUN
cana-1237	1	12	31	31	NUM
cana-1237	1	13	no	no	NOUN
cana-1237	1	14	.	.	PUNCT
cana-1237	2	1	6s	6s	NUM
cana-1237	2	2	(	(	PUNCT
cana-1237	2	3	2024	2024	NUM
cana-1237	2	4	)	)	PUNCT
cana-1237	2	5	463	463	NUM
cana-1237	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1237	2	7	application	application	NOUN
cana-1237	2	8	of	of	ADP
cana-1237	2	9	hybrid	hybrid	ADJ
cana-1237	2	10	deep	deep	ADJ
cana-1237	2	11	learning	learning	NOUN
cana-1237	2	12	algorithm	algorithm	NOUN
cana-1237	2	13	for	for	ADP
cana-1237	2	14	sentimental	sentimental	ADJ
cana-1237	2	15	analysis	analysis	NOUN
cana-1237	2	16	&	&	CCONJ
cana-1237	2	17	emotional	emotional	ADJ
cana-1237	2	18	behavior	behavior	NOUN
cana-1237	2	19	for	for	ADP
cana-1237	2	20	recognition	recognition	NOUN
cana-1237	2	21	and	and	CCONJ
cana-1237	2	22	classification	classification	NOUN
cana-1237	2	23	on	on	ADP
cana-1237	2	24	twitter	twitter	NOUN
cana-1237	2	25	data	datum	NOUN
cana-1237	2	26	set	set	VERB
cana-1237	2	27	jayaprakash	jayaprakash	PROPN
cana-1237	2	28	vattikundala1	vattikundala1	PROPN
cana-1237	2	29	*	*	NOUN
cana-1237	2	30	,	,	PUNCT
cana-1237	2	31	m.	m.	NOUN
cana-1237	2	32	siva	siva	PROPN
cana-1237	2	33	ganga	ganga	PROPN
cana-1237	2	34	prasad2	prasad2	PROPN
cana-1237	2	35	1	1	NUM
cana-1237	2	36	research	research	NOUN
cana-1237	2	37	scholar	scholar	NOUN
cana-1237	2	38	,	,	PUNCT
cana-1237	2	39	department	department	NOUN
cana-1237	2	40	of	of	ADP
cana-1237	2	41	ecm	ecm	PROPN
cana-1237	2	42	,	,	PUNCT
cana-1237	2	43	koneru	koneru	PROPN
cana-1237	2	44	lakshmaiah	lakshmaiah	PROPN
cana-1237	2	45	education	education	PROPN
cana-1237	2	46	foundation	foundation	PROPN
cana-1237	2	47	,	,	PUNCT
cana-1237	2	48	vaddeswaram	vaddeswaram	PROPN
cana-1237	2	49	,	,	PUNCT
cana-1237	2	50	guntur	guntur	PROPN
cana-1237	2	51	dt	dt	PROPN
cana-1237	2	52	.	.	PROPN
cana-1237	2	53	,	,	PUNCT
cana-1237	2	54	andhra	andhra	PROPN
cana-1237	2	55	pradesh	pradesh	PROPN
cana-1237	2	56	.	.	PUNCT
cana-1237	3	1	chiranjeevijp@yahoo.co.in	chiranjeevijp@yahoo.co.in	PROPN
cana-1237	3	2	2	2	NUM
cana-1237	3	3	guide	guide	NOUN
cana-1237	3	4	,	,	PUNCT
cana-1237	3	5	professor	professor	NOUN
cana-1237	3	6	&	&	CCONJ
cana-1237	3	7	coordinator	coordinator	PROPN
cana-1237	3	8	(	(	PUNCT
cana-1237	3	9	fed	fed	PROPN
cana-1237	3	10	)	)	PUNCT
cana-1237	3	11	,	,	PUNCT
cana-1237	3	12	koneru	koneru	PROPN
cana-1237	3	13	lakshmaiah	lakshmaiah	PROPN
cana-1237	3	14	education	education	PROPN
cana-1237	3	15	foundation	foundation	PROPN
cana-1237	3	16	,	,	PUNCT
cana-1237	3	17	vaddeswaram	vaddeswaram	PROPN
cana-1237	3	18	,	,	PUNCT
cana-1237	3	19	guntur	guntur	PROPN
cana-1237	3	20	dt	dt	PROPN
cana-1237	3	21	.	.	PROPN
cana-1237	3	22	,	,	PUNCT
cana-1237	3	23	andhra	andhra	PROPN
cana-1237	3	24	pradesh	pradesh	PROPN
cana-1237	3	25	.	.	PUNCT
cana-1237	4	1	msivagangaprasad@kluniversity.in	msivagangaprasad@kluniversity.in	PROPN
cana-1237	4	2	article	article	PROPN
cana-1237	4	3	history	history	NOUN
cana-1237	4	4	:	:	PUNCT
cana-1237	4	5	received	receive	VERB
cana-1237	4	6	:	:	PUNCT
cana-1237	4	7	20	20	NUM
cana-1237	4	8	-	-	SYM
cana-1237	4	9	06	06	NUM
cana-1237	4	10	-	-	PUNCT
cana-1237	4	11	2024	2024	NUM
cana-1237	4	12	revised	revise	VERB
cana-1237	4	13	:	:	PUNCT
cana-1237	4	14	20	20	NUM
cana-1237	4	15	-	-	SYM
cana-1237	4	16	07	07	NUM
cana-1237	4	17	-	-	PUNCT
cana-1237	4	18	2024	2024	NUM
cana-1237	4	19	accepted	accept	VERB
cana-1237	4	20	:	:	PUNCT
cana-1237	4	21	07	07	NUM
cana-1237	4	22	-	-	SYM
cana-1237	4	23	08	08	NUM
cana-1237	4	24	-	-	PUNCT
cana-1237	4	25	2024	2024	NUM
cana-1237	4	26	abstract	abstract	NOUN
cana-1237	4	27	:	:	PUNCT
cana-1237	4	28	the	the	DET
cana-1237	4	29	rapidity	rapidity	NOUN
cana-1237	4	30	with	with	ADP
cana-1237	4	31	which	which	DET
cana-1237	4	32	technology	technology	NOUN
cana-1237	4	33	is	be	AUX
cana-1237	4	34	developing	develop	VERB
cana-1237	4	35	is	be	AUX
cana-1237	4	36	changing	change	VERB
cana-1237	4	37	the	the	DET
cana-1237	4	38	way	way	NOUN
cana-1237	4	39	people	people	NOUN
cana-1237	4	40	talk	talk	VERB
cana-1237	4	41	to	to	ADP
cana-1237	4	42	one	one	NUM
cana-1237	4	43	another	another	DET
cana-1237	4	44	.	.	PUNCT
cana-1237	5	1	face	face	NOUN
cana-1237	5	2	book	book	NOUN
cana-1237	5	3	,	,	PUNCT
cana-1237	5	4	twitter	twitter	NOUN
cana-1237	5	5	,	,	PUNCT
cana-1237	5	6	and	and	CCONJ
cana-1237	5	7	instagram	instagram	PROPN
cana-1237	5	8	are	be	AUX
cana-1237	5	9	just	just	ADV
cana-1237	5	10	a	a	DET
cana-1237	5	11	few	few	ADJ
cana-1237	5	12	of	of	ADP
cana-1237	5	13	the	the	DET
cana-1237	5	14	many	many	ADJ
cana-1237	5	15	online	online	ADJ
cana-1237	5	16	communities	community	NOUN
cana-1237	5	17	where	where	SCONJ
cana-1237	5	18	people	people	NOUN
cana-1237	5	19	may	may	AUX
cana-1237	5	20	connect	connect	VERB
cana-1237	5	21	with	with	ADP
cana-1237	5	22	others	other	NOUN
cana-1237	5	23	who	who	PRON
cana-1237	5	24	share	share	VERB
cana-1237	5	25	their	their	PRON
cana-1237	5	26	interests	interest	NOUN
cana-1237	5	27	and	and	CCONJ
cana-1237	5	28	express	express	VERB
cana-1237	5	29	themselves	themselves	PRON
cana-1237	5	30	through	through	ADP
cana-1237	5	31	the	the	DET
cana-1237	5	32	written	write	VERB
cana-1237	5	33	word	word	NOUN
cana-1237	5	34	,	,	PUNCT
cana-1237	5	35	visual	visual	ADJ
cana-1237	5	36	media	medium	NOUN
cana-1237	5	37	,	,	PUNCT
cana-1237	5	38	and	and	CCONJ
cana-1237	5	39	sound	sound	NOUN
cana-1237	5	40	.	.	PUNCT
cana-1237	6	1	this	this	PRON
cana-1237	6	2	opens	open	VERB
cana-1237	6	3	up	up	ADP
cana-1237	6	4	the	the	DET
cana-1237	6	5	possibility	possibility	NOUN
cana-1237	6	6	of	of	ADP
cana-1237	6	7	examining	examine	VERB
cana-1237	6	8	users	user	NOUN
cana-1237	6	9	'	'	PART
cana-1237	6	10	emotions	emotion	NOUN
cana-1237	6	11	and	and	CCONJ
cana-1237	6	12	sentiments	sentiment	NOUN
cana-1237	6	13	in	in	ADP
cana-1237	6	14	their	their	PRON
cana-1237	6	15	online	online	ADJ
cana-1237	6	16	communications	communication	NOUN
cana-1237	6	17	by	by	ADP
cana-1237	6	18	analyzing	analyze	VERB
cana-1237	6	19	data	datum	NOUN
cana-1237	6	20	from	from	ADP
cana-1237	6	21	social	social	ADJ
cana-1237	6	22	networks	network	NOUN
cana-1237	6	23	.	.	PUNCT
cana-1237	7	1	in	in	ADP
cana-1237	7	2	order	order	NOUN
cana-1237	7	3	to	to	PART
cana-1237	7	4	glean	glean	VERB
cana-1237	7	5	useful	useful	ADJ
cana-1237	7	6	information	information	NOUN
cana-1237	7	7	from	from	ADP
cana-1237	7	8	user	user	NOUN
cana-1237	7	9	reviews	review	NOUN
cana-1237	7	10	,	,	PUNCT
cana-1237	7	11	psychologists	psychologist	NOUN
cana-1237	7	12	utilize	utilize	VERB
cana-1237	7	13	a	a	DET
cana-1237	7	14	text	text	NOUN
cana-1237	7	15	-	-	PUNCT
cana-1237	7	16	processing	processing	NOUN
cana-1237	7	17	technique	technique	NOUN
cana-1237	7	18	called	call	VERB
cana-1237	7	19	psychological	psychological	ADJ
cana-1237	7	20	analysis	analysis	NOUN
cana-1237	7	21	.	.	PUNCT
cana-1237	8	1	depression	depression	NOUN
cana-1237	8	2	is	be	AUX
cana-1237	8	3	an	an	DET
cana-1237	8	4	emotion	emotion	NOUN
cana-1237	8	5	that	that	PRON
cana-1237	8	6	can	can	AUX
cana-1237	8	7	have	have	VERB
cana-1237	8	8	a	a	DET
cana-1237	8	9	significant	significant	ADJ
cana-1237	8	10	impact	impact	NOUN
cana-1237	8	11	on	on	ADP
cana-1237	8	12	a	a	DET
cana-1237	8	13	person	person	NOUN
cana-1237	8	14	's	's	PART
cana-1237	8	15	ability	ability	NOUN
cana-1237	8	16	to	to	PART
cana-1237	8	17	function	function	VERB
cana-1237	8	18	normally	normally	ADV
cana-1237	8	19	.	.	PUNCT
cana-1237	9	1	worldwide	worldwide	ADV
cana-1237	9	2	,	,	PUNCT
cana-1237	9	3	the	the	DET
cana-1237	9	4	percentage	percentage	NOUN
cana-1237	9	5	of	of	ADP
cana-1237	9	6	people	people	NOUN
cana-1237	9	7	dealing	deal	VERB
cana-1237	9	8	with	with	ADP
cana-1237	9	9	recurrent	recurrent	ADJ
cana-1237	9	10	emotions	emotion	NOUN
cana-1237	9	11	keeps	keep	VERB
cana-1237	9	12	rising	rise	VERB
cana-1237	9	13	.	.	PUNCT
cana-1237	10	1	self	self	NOUN
cana-1237	10	2	-	-	PUNCT
cana-1237	10	3	harming	harm	VERB
cana-1237	10	4	activities	activity	NOUN
cana-1237	10	5	are	be	AUX
cana-1237	10	6	common	common	ADJ
cana-1237	10	7	among	among	ADP
cana-1237	10	8	depressed	depressed	ADJ
cana-1237	10	9	people	people	NOUN
cana-1237	10	10	and	and	CCONJ
cana-1237	10	11	can	can	AUX
cana-1237	10	12	sometimes	sometimes	ADV
cana-1237	10	13	lead	lead	VERB
cana-1237	10	14	to	to	ADP
cana-1237	10	15	suicide	suicide	NOUN
cana-1237	10	16	.	.	PUNCT
cana-1237	11	1	those	those	PRON
cana-1237	11	2	who	who	PRON
cana-1237	11	3	study	study	VERB
cana-1237	11	4	the	the	DET
cana-1237	11	5	mind	mind	NOUN
cana-1237	11	6	rely	rely	VERB
cana-1237	11	7	on	on	ADP
cana-1237	11	8	social	social	ADJ
cana-1237	11	9	media	medium	NOUN
cana-1237	11	10	to	to	PART
cana-1237	11	11	spot	spot	VERB
cana-1237	11	12	signs	sign	NOUN
cana-1237	11	13	of	of	ADP
cana-1237	11	14	depression	depression	NOUN
cana-1237	11	15	-	-	PUNCT
cana-1237	11	16	related	relate	VERB
cana-1237	11	17	behavior	behavior	NOUN
cana-1237	11	18	and	and	CCONJ
cana-1237	11	19	activities	activity	NOUN
cana-1237	11	20	.	.	PUNCT
cana-1237	12	1	many	many	ADJ
cana-1237	12	2	indicators	indicator	NOUN
cana-1237	12	3	of	of	ADP
cana-1237	12	4	depression	depression	NOUN
cana-1237	12	5	's	's	PART
cana-1237	12	6	beginnings	beginning	NOUN
cana-1237	12	7	can	can	AUX
cana-1237	12	8	be	be	AUX
cana-1237	12	9	gleaned	glean	VERB
cana-1237	12	10	from	from	ADP
cana-1237	12	11	a	a	DET
cana-1237	12	12	person	person	NOUN
cana-1237	12	13	's	's	PART
cana-1237	12	14	social	social	ADJ
cana-1237	12	15	network	network	NOUN
cana-1237	12	16	,	,	PUNCT
cana-1237	12	17	including	include	VERB
cana-1237	12	18	a	a	DET
cana-1237	12	19	lack	lack	NOUN
cana-1237	12	20	of	of	ADP
cana-1237	12	21	interest	interest	NOUN
cana-1237	12	22	in	in	ADP
cana-1237	12	23	others	other	NOUN
cana-1237	12	24	,	,	PUNCT
cana-1237	12	25	a	a	DET
cana-1237	12	26	preoccupation	preoccupation	NOUN
cana-1237	12	27	with	with	ADP
cana-1237	12	28	one	one	PRON
cana-1237	12	29	's	's	PART
cana-1237	12	30	own	own	ADJ
cana-1237	12	31	needs	need	NOUN
cana-1237	12	32	,	,	PUNCT
cana-1237	12	33	and	and	CCONJ
cana-1237	12	34	increased	increase	VERB
cana-1237	12	35	dayand	dayand	NOUN
cana-1237	12	36	nighttime	nighttime	NOUN
cana-1237	12	37	activity	activity	NOUN
cana-1237	12	38	.	.	PUNCT
cana-1237	13	1	high	high	ADJ
cana-1237	13	2	social	social	ADJ
cana-1237	13	3	media	medium	NOUN
cana-1237	13	4	use	use	NOUN
cana-1237	13	5	has	have	AUX
cana-1237	13	6	been	be	AUX
cana-1237	13	7	linked	link	VERB
cana-1237	13	8	to	to	ADP
cana-1237	13	9	more	more	ADJ
cana-1237	13	10	feelings	feeling	NOUN
cana-1237	13	11	of	of	ADP
cana-1237	13	12	depression	depression	NOUN
cana-1237	13	13	,	,	PUNCT
cana-1237	13	14	according	accord	VERB
cana-1237	13	15	to	to	ADP
cana-1237	13	16	recent	recent	ADJ
cana-1237	13	17	research	research	NOUN
cana-1237	13	18	.	.	PUNCT
cana-1237	14	1	recognizing	recognize	VERB
cana-1237	14	2	persons	person	NOUN
cana-1237	14	3	with	with	ADP
cana-1237	14	4	mental	mental	ADJ
cana-1237	14	5	health	health	NOUN
cana-1237	14	6	issues	issue	NOUN
cana-1237	14	7	and	and	CCONJ
cana-1237	14	8	getting	get	VERB
cana-1237	14	9	them	they	PRON
cana-1237	14	10	help	help	VERB
cana-1237	14	11	as	as	ADV
cana-1237	14	12	soon	soon	ADV
cana-1237	14	13	as	as	ADP
cana-1237	14	14	feasible	feasible	ADJ
cana-1237	14	15	is	be	AUX
cana-1237	14	16	a	a	DET
cana-1237	14	17	very	very	ADV
cana-1237	14	18	difficult	difficult	ADJ
cana-1237	14	19	endeavor	endeavor	NOUN
cana-1237	14	20	.	.	PUNCT
cana-1237	15	1	patient	patient	ADJ
cana-1237	15	2	interviews	interview	NOUN
cana-1237	15	3	&	&	CCONJ
cana-1237	15	4	phq	phq	NOUN
cana-1237	15	5	scores	score	NOUN
cana-1237	15	6	were	be	AUX
cana-1237	15	7	traditionally	traditionally	ADV
cana-1237	15	8	used	use	VERB
cana-1237	15	9	to	to	PART
cana-1237	15	10	diagnose	diagnose	VERB
cana-1237	15	11	depression	depression	NOUN
cana-1237	15	12	,	,	PUNCT
cana-1237	15	13	but	but	CCONJ
cana-1237	15	14	these	these	DET
cana-1237	15	15	procedures	procedure	NOUN
cana-1237	15	16	are	be	AUX
cana-1237	15	17	highly	highly	ADV
cana-1237	15	18	inaccurate	inaccurate	ADJ
cana-1237	15	19	.	.	PUNCT
cana-1237	16	1	machine	machine	NOUN
cana-1237	16	2	learning	learning	NOUN
cana-1237	16	3	,	,	PUNCT
cana-1237	16	4	deep	deep	ADJ
cana-1237	16	5	learning	learning	NOUN
cana-1237	16	6	,	,	PUNCT
cana-1237	16	7	&	&	CCONJ
cana-1237	16	8	artificial	artificial	ADJ
cana-1237	16	9	intelligence	intelligence	NOUN
cana-1237	16	10	are	be	AUX
cana-1237	16	11	examples	example	NOUN
cana-1237	16	12	of	of	ADP
cana-1237	16	13	cutting	cut	VERB
cana-1237	16	14	-	-	PUNCT
cana-1237	16	15	edge	edge	NOUN
cana-1237	16	16	technologies	technology	NOUN
cana-1237	16	17	that	that	PRON
cana-1237	16	18	have	have	AUX
cana-1237	16	19	contributed	contribute	VERB
cana-1237	16	20	significantly	significantly	ADV
cana-1237	16	21	to	to	ADP
cana-1237	16	22	these	these	DET
cana-1237	16	23	breakthroughs	breakthrough	NOUN
cana-1237	16	24	.	.	PUNCT
cana-1237	17	1	this	this	DET
cana-1237	17	2	study	study	NOUN
cana-1237	17	3	also	also	ADV
cana-1237	17	4	intends	intend	VERB
cana-1237	17	5	to	to	PART
cana-1237	17	6	employ	employ	VERB
cana-1237	17	7	machine	machine	NOUN
cana-1237	17	8	learning	learning	NOUN
cana-1237	17	9	methods	method	NOUN
cana-1237	17	10	to	to	PART
cana-1237	17	11	identify	identify	VERB
cana-1237	17	12	a	a	DET
cana-1237	17	13	depressed	depressed	ADJ
cana-1237	17	14	twitter	twitter	NOUN
cana-1237	17	15	user	user	NOUN
cana-1237	17	16	by	by	ADP
cana-1237	17	17	analyzing	analyze	VERB
cana-1237	17	18	their	their	PRON
cana-1237	17	19	online	online	ADJ
cana-1237	17	20	activity	activity	NOUN
cana-1237	17	21	and	and	CCONJ
cana-1237	17	22	tweets	tweet	NOUN
cana-1237	17	23	.	.	PUNCT
cana-1237	18	1	to	to	ADP
cana-1237	18	2	this	this	DET
cana-1237	18	3	end	end	NOUN
cana-1237	18	4	,	,	PUNCT
cana-1237	18	5	we	we	PRON
cana-1237	18	6	gathered	gather	VERB
cana-1237	18	7	variables	variable	NOUN
cana-1237	18	8	from	from	ADP
cana-1237	18	9	a	a	DET
cana-1237	18	10	user	user	NOUN
cana-1237	18	11	's	's	PART
cana-1237	18	12	network	network	NOUN
cana-1237	18	13	activity	activity	NOUN
cana-1237	18	14	and	and	CCONJ
cana-1237	18	15	tweets	tweet	NOUN
cana-1237	18	16	and	and	CCONJ
cana-1237	18	17	used	use	VERB
cana-1237	18	18	them	they	PRON
cana-1237	18	19	to	to	PART
cana-1237	18	20	train	train	VERB
cana-1237	18	21	and	and	CCONJ
cana-1237	18	22	evaluate	evaluate	VERB
cana-1237	18	23	classifiers	classifier	NOUN
cana-1237	18	24	that	that	PRON
cana-1237	18	25	can	can	AUX
cana-1237	18	26	determine	determine	VERB
cana-1237	18	27	whether	whether	SCONJ
cana-1237	18	28	a	a	DET
cana-1237	18	29	user	user	NOUN
cana-1237	18	30	is	be	AUX
cana-1237	18	31	depressed	depressed	ADJ
cana-1237	18	32	.	.	PUNCT
cana-1237	19	1	the	the	DET
cana-1237	19	2	results	result	NOUN
cana-1237	19	3	of	of	ADP
cana-1237	19	4	this	this	DET
cana-1237	19	5	work	work	NOUN
cana-1237	19	6	were	be	AUX
cana-1237	19	7	tested	test	VERB
cana-1237	19	8	on	on	ADP
cana-1237	19	9	datasets	dataset	NOUN
cana-1237	19	10	taken	take	VERB
cana-1237	19	11	directly	directly	ADV
cana-1237	19	12	from	from	ADP
cana-1237	19	13	the	the	DET
cana-1237	19	14	scientific	scientific	ADJ
cana-1237	19	15	literature	literature	NOUN
cana-1237	19	16	.	.	PUNCT
cana-1237	20	1	for	for	ADP
cana-1237	20	2	highly	highly	ADV
cana-1237	20	3	accurate	accurate	ADJ
cana-1237	20	4	depression	depression	NOUN
cana-1237	20	5	detection	detection	NOUN
cana-1237	20	6	,	,	PUNCT
cana-1237	20	7	the	the	DET
cana-1237	20	8	suggested	suggest	VERB
cana-1237	20	9	hybrid	hybrid	NOUN
cana-1237	20	10	method	method	NOUN
cana-1237	20	11	outperforms	outperform	VERB
cana-1237	20	12	the	the	DET
cana-1237	20	13	current	current	ADJ
cana-1237	20	14	gold	gold	NOUN
cana-1237	20	15	standard	standard	NOUN
cana-1237	20	16	.	.	PUNCT
cana-1237	21	1	keywords	keyword	NOUN
cana-1237	21	2	:	:	PUNCT
cana-1237	21	3	psychiatry	psychiatry	NOUN
cana-1237	21	4	,	,	PUNCT
cana-1237	21	5	social	social	ADJ
cana-1237	21	6	media	medium	NOUN
cana-1237	21	7	analysis	analysis	NOUN
cana-1237	21	8	,	,	PUNCT
cana-1237	21	9	machine	machine	NOUN
cana-1237	21	10	learning	learning	NOUN
cana-1237	21	11	,	,	PUNCT
cana-1237	21	12	treatment	treatment	NOUN
cana-1237	21	13	response	response	NOUN
cana-1237	21	14	and	and	CCONJ
cana-1237	21	15	detecting	detect	VERB
cana-1237	21	16	depression	depression	NOUN
cana-1237	21	17	1.introduction	1.introduction	NUM
cana-1237	21	18	:	:	PUNCT
cana-1237	21	19	many	many	ADJ
cana-1237	21	20	people	people	NOUN
cana-1237	21	21	suffer	suffer	VERB
cana-1237	21	22	from	from	ADP
cana-1237	21	23	depression	depression	NOUN
cana-1237	21	24	in	in	ADP
cana-1237	21	25	today	today	NOUN
cana-1237	21	26	's	's	PART
cana-1237	21	27	modern	modern	ADJ
cana-1237	21	28	culture	culture	NOUN
cana-1237	21	29	.	.	PUNCT
cana-1237	22	1	depression	depression	NOUN
cana-1237	22	2	,	,	PUNCT
cana-1237	22	3	as	as	SCONJ
cana-1237	22	4	defined	define	VERB
cana-1237	22	5	by	by	ADP
cana-1237	22	6	parekh	parekh	PROPN
cana-1237	22	7	,	,	PUNCT
cana-1237	22	8	is	be	AUX
cana-1237	22	9	a	a	DET
cana-1237	22	10	medical	medical	ADJ
cana-1237	22	11	illness	illness	NOUN
cana-1237	22	12	that	that	PRON
cana-1237	22	13	can	can	AUX
cana-1237	22	14	have	have	VERB
cana-1237	22	15	unfavorable	unfavorable	ADJ
cana-1237	22	16	effects	effect	NOUN
cana-1237	22	17	on	on	ADP
cana-1237	22	18	a	a	DET
cana-1237	22	19	person	person	NOUN
cana-1237	22	20	's	's	PART
cana-1237	22	21	thoughts	thought	NOUN
cana-1237	22	22	,	,	PUNCT
cana-1237	22	23	feelings	feeling	NOUN
cana-1237	22	24	,	,	PUNCT
cana-1237	22	25	and	and	CCONJ
cana-1237	22	26	actions	action	NOUN
cana-1237	22	27	.	.	PUNCT
cana-1237	23	1	communications	communication	NOUN
cana-1237	23	2	on	on	ADP
cana-1237	23	3	applied	apply	VERB
cana-1237	23	4	nonlinear	nonlinear	ADJ
cana-1237	23	5	analysis	analysis	NOUN
cana-1237	23	6	issn	issn	NOUN
cana-1237	23	7	:	:	PUNCT
cana-1237	23	8	1074	1074	NUM
cana-1237	23	9	-	-	PUNCT
cana-1237	23	10	133x	133x	NUM
cana-1237	23	11	vol	vol	NOUN
cana-1237	23	12	31	31	NUM
cana-1237	23	13	no	no	NOUN
cana-1237	23	14	.	.	PUNCT
cana-1237	24	1	6s	6s	NUM
cana-1237	24	2	(	(	PUNCT
cana-1237	24	3	2024	2024	NUM
cana-1237	24	4	)	)	PUNCT
cana-1237	24	5	464	464	NUM
cana-1237	24	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1237	25	1	according	accord	VERB
cana-1237	25	2	to	to	ADP
cana-1237	25	3	data	datum	NOUN
cana-1237	25	4	published	publish	VERB
cana-1237	25	5	by	by	ADP
cana-1237	25	6	the	the	DET
cana-1237	25	7	world	world	PROPN
cana-1237	25	8	health	health	PROPN
cana-1237	25	9	organization	organization	NOUN
cana-1237	25	10	,	,	PUNCT
cana-1237	25	11	there	there	PRON
cana-1237	25	12	were	be	VERB
cana-1237	25	13	surrounding	surround	VERB
cana-1237	25	14	322	322	NUM
cana-1237	25	15	million	million	NUM
cana-1237	25	16	cases	case	NOUN
cana-1237	25	17	in	in	ADP
cana-1237	25	18	2015	2015	NUM
cana-1237	25	19	,	,	PUNCT
cana-1237	25	20	with	with	ADP
cana-1237	25	21	approximately	approximately	ADV
cana-1237	25	22	788.000	788.000	NUM
cana-1237	25	23	ending	end	VERB
cana-1237	25	24	in	in	ADP
cana-1237	25	25	suicide[1	suicide[1	NOUN
cana-1237	25	26	]	]	PUNCT
cana-1237	25	27	.	.	PUNCT
cana-1237	26	1	despite	despite	SCONJ
cana-1237	26	2	how	how	SCONJ
cana-1237	26	3	grave	grave	ADJ
cana-1237	26	4	the	the	DET
cana-1237	26	5	problem	problem	NOUN
cana-1237	26	6	appears	appear	VERB
cana-1237	26	7	to	to	PART
cana-1237	26	8	be	be	AUX
cana-1237	26	9	,	,	PUNCT
cana-1237	26	10	there	there	PRON
cana-1237	26	11	is	be	VERB
cana-1237	26	12	still	still	ADV
cana-1237	26	13	a	a	DET
cana-1237	26	14	widespread	widespread	ADJ
cana-1237	26	15	belief	belief	NOUN
cana-1237	26	16	that	that	SCONJ
cana-1237	26	17	mental	mental	ADJ
cana-1237	26	18	illness	illness	NOUN
cana-1237	26	19	is	be	AUX
cana-1237	26	20	a	a	DET
cana-1237	26	21	sign	sign	NOUN
cana-1237	26	22	of	of	ADP
cana-1237	26	23	weakness	weakness	NOUN
cana-1237	26	24	and	and	CCONJ
cana-1237	26	25	can	can	AUX
cana-1237	26	26	result	result	VERB
cana-1237	26	27	in	in	ADP
cana-1237	26	28	social	social	ADJ
cana-1237	26	29	isolation	isolation	NOUN
cana-1237	26	30	.	.	PUNCT
cana-1237	27	1	people	people	NOUN
cana-1237	27	2	see	see	VERB
cana-1237	27	3	worry	worry	NOUN
cana-1237	27	4	as	as	ADP
cana-1237	27	5	a	a	DET
cana-1237	27	6	significant	significant	ADJ
cana-1237	27	7	issue	issue	NOUN
cana-1237	27	8	,	,	PUNCT
cana-1237	27	9	but	but	CCONJ
cana-1237	27	10	they	they	PRON
cana-1237	27	11	believe	believe	VERB
cana-1237	27	12	it	it	PRON
cana-1237	27	13	to	to	PART
cana-1237	27	14	be	be	AUX
cana-1237	27	15	less	less	ADV
cana-1237	27	16	treatable	treatable	ADJ
cana-1237	27	17	than	than	ADP
cana-1237	27	18	other	other	ADJ
cana-1237	27	19	mental	mental	ADJ
cana-1237	27	20	health	health	NOUN
cana-1237	27	21	issues	issue	NOUN
cana-1237	27	22	,	,	PUNCT
cana-1237	27	23	according	accord	VERB
cana-1237	27	24	to	to	ADP
cana-1237	27	25	a	a	DET
cana-1237	27	26	study[2	study[2	NOUN
cana-1237	27	27	]	]	PUNCT
cana-1237	27	28	.	.	PUNCT
cana-1237	28	1	as	as	ADP
cana-1237	28	2	a	a	DET
cana-1237	28	3	result	result	NOUN
cana-1237	28	4	,	,	PUNCT
cana-1237	28	5	fewer	few	ADJ
cana-1237	28	6	persons	person	NOUN
cana-1237	28	7	with	with	ADP
cana-1237	28	8	mental	mental	ADJ
cana-1237	28	9	health	health	NOUN
cana-1237	28	10	issues	issue	NOUN
cana-1237	28	11	will	will	AUX
cana-1237	28	12	seek	seek	VERB
cana-1237	28	13	professional	professional	ADJ
cana-1237	28	14	help	help	NOUN
cana-1237	28	15	,	,	PUNCT
cana-1237	28	16	increasing	increase	VERB
cana-1237	28	17	the	the	DET
cana-1237	28	18	treatment	treatment	NOUN
cana-1237	28	19	gap	gap	NOUN
cana-1237	28	20	.	.	PUNCT
cana-1237	29	1	seventy	seventy	NUM
cana-1237	29	2	percent	percent	NOUN
cana-1237	29	3	to	to	ADP
cana-1237	29	4	eighty	eighty	NUM
cana-1237	29	5	percent	percent	NOUN
cana-1237	29	6	of	of	ADP
cana-1237	29	7	people	people	NOUN
cana-1237	29	8	with	with	ADP
cana-1237	29	9	despair	despair	NOUN
cana-1237	29	10	do	do	AUX
cana-1237	29	11	not	not	PART
cana-1237	29	12	get	get	VERB
cana-1237	29	13	the	the	DET
cana-1237	29	14	treatment	treatment	NOUN
cana-1237	29	15	they	they	PRON
cana-1237	29	16	need[3	need[3	VERB
cana-1237	29	17	]	]	PUNCT
cana-1237	29	18	.	.	PUNCT
cana-1237	30	1	a	a	DET
cana-1237	30	2	person	person	NOUN
cana-1237	30	3	's	's	PART
cana-1237	30	4	physical	physical	ADJ
cana-1237	30	5	health	health	NOUN
cana-1237	30	6	can	can	AUX
cana-1237	30	7	be	be	AUX
cana-1237	30	8	negatively	negatively	ADV
cana-1237	30	9	impacted	impact	VERB
cana-1237	30	10	by	by	ADP
cana-1237	30	11	depression	depression	NOUN
cana-1237	30	12	in	in	ADP
cana-1237	30	13	addition	addition	NOUN
cana-1237	30	14	to	to	ADP
cana-1237	30	15	the	the	DET
cana-1237	30	16	patient	patient	NOUN
cana-1237	30	17	's	's	PART
cana-1237	30	18	mental	mental	ADJ
cana-1237	30	19	health	health	NOUN
cana-1237	30	20	.	.	PUNCT
cana-1237	31	1	predicting	predict	VERB
cana-1237	31	2	a	a	DET
cana-1237	31	3	patient	patient	NOUN
cana-1237	31	4	's	's	PART
cana-1237	31	5	mental	mental	ADJ
cana-1237	31	6	health	health	NOUN
cana-1237	31	7	status	status	NOUN
cana-1237	31	8	allows	allow	VERB
cana-1237	31	9	us	we	PRON
cana-1237	31	10	to	to	PART
cana-1237	31	11	assess	assess	VERB
cana-1237	31	12	the	the	DET
cana-1237	31	13	severity	severity	NOUN
cana-1237	31	14	of	of	ADP
cana-1237	31	15	their	their	PRON
cana-1237	31	16	depression	depression	NOUN
cana-1237	31	17	.	.	PUNCT
cana-1237	32	1	anxiety	anxiety	NOUN
cana-1237	32	2	disorders	disorder	NOUN
cana-1237	32	3	,	,	PUNCT
cana-1237	32	4	restlessness	restlessness	NOUN
cana-1237	32	5	,	,	PUNCT
cana-1237	32	6	sleeping	sleeping	NOUN
cana-1237	32	7	problems	problem	NOUN
cana-1237	32	8	,	,	PUNCT
cana-1237	32	9	eating	eat	VERB
cana-1237	32	10	disorders	disorder	NOUN
cana-1237	32	11	,	,	PUNCT
cana-1237	32	12	addiction	addiction	NOUN
cana-1237	32	13	disorders	disorder	NOUN
cana-1237	32	14	,	,	PUNCT
cana-1237	32	15	depression	depression	NOUN
cana-1237	32	16	,	,	PUNCT
cana-1237	32	17	traumatic	traumatic	ADJ
cana-1237	32	18	stress	stress	NOUN
cana-1237	32	19	,	,	PUNCT
cana-1237	32	20	and	and	CCONJ
cana-1237	32	21	stress	stress	NOUN
cana-1237	32	22	-	-	PUNCT
cana-1237	32	23	related	relate	VERB
cana-1237	32	24	diseases	disease	NOUN
cana-1237	32	25	account	account	VERB
cana-1237	32	26	for	for	ADP
cana-1237	32	27	the	the	DET
cana-1237	32	28	majority	majority	NOUN
cana-1237	32	29	of	of	ADP
cana-1237	32	30	reported	report	VERB
cana-1237	32	31	cases	case	NOUN
cana-1237	32	32	of	of	ADP
cana-1237	32	33	psychological	psychological	ADJ
cana-1237	32	34	disorders	disorder	NOUN
cana-1237	32	35	[	[	X
cana-1237	32	36	4	4	NUM
cana-1237	32	37	]	]	PUNCT
cana-1237	32	38	.	.	PUNCT
cana-1237	33	1	to	to	PART
cana-1237	33	2	put	put	VERB
cana-1237	33	3	it	it	PRON
cana-1237	33	4	simply	simply	ADV
cana-1237	33	5	,	,	PUNCT
cana-1237	33	6	depression	depression	NOUN
cana-1237	33	7	is	be	AUX
cana-1237	33	8	a	a	DET
cana-1237	33	9	mental	mental	ADJ
cana-1237	33	10	disorder	disorder	NOUN
cana-1237	33	11	characterized	characterize	VERB
cana-1237	33	12	by	by	ADP
cana-1237	33	13	persistent	persistent	ADJ
cana-1237	33	14	feelings	feeling	NOUN
cana-1237	33	15	of	of	ADP
cana-1237	33	16	hopelessness	hopelessness	NOUN
cana-1237	33	17	,	,	PUNCT
cana-1237	33	18	de	de	NOUN
cana-1237	33	19	-	-	NOUN
cana-1237	33	20	motivation	motivation	NOUN
cana-1237	33	21	,	,	PUNCT
cana-1237	33	22	poor	poor	ADJ
cana-1237	33	23	mood	mood	NOUN
cana-1237	33	24	swings	swing	NOUN
cana-1237	33	25	,	,	PUNCT
cana-1237	33	26	and	and	CCONJ
cana-1237	33	27	a	a	DET
cana-1237	33	28	lack	lack	NOUN
cana-1237	33	29	of	of	ADP
cana-1237	33	30	interest	interest	NOUN
cana-1237	33	31	in	in	ADP
cana-1237	33	32	one	one	NUM
cana-1237	33	33	's	's	PART
cana-1237	33	34	usual	usual	ADJ
cana-1237	33	35	routine	routine	NOUN
cana-1237	33	36	of	of	ADP
cana-1237	33	37	physical	physical	ADJ
cana-1237	33	38	,	,	PUNCT
cana-1237	33	39	mental	mental	ADJ
cana-1237	33	40	,	,	PUNCT
cana-1237	33	41	and	and	CCONJ
cana-1237	33	42	social	social	ADJ
cana-1237	33	43	activities	activity	NOUN
cana-1237	33	44	.	.	PUNCT
cana-1237	34	1	it	it	PRON
cana-1237	34	2	has	have	VERB
cana-1237	34	3	a	a	DET
cana-1237	34	4	devastating	devastating	ADJ
cana-1237	34	5	effect	effect	NOUN
cana-1237	34	6	on	on	ADP
cana-1237	34	7	one	one	NUM
cana-1237	34	8	's	's	PART
cana-1237	34	9	ability	ability	NOUN
cana-1237	34	10	to	to	PART
cana-1237	34	11	learn	learn	VERB
cana-1237	34	12	,	,	PUNCT
cana-1237	34	13	as	as	ADV
cana-1237	34	14	well	well	ADV
cana-1237	34	15	as	as	ADP
cana-1237	34	16	their	their	PRON
cana-1237	34	17	emotional	emotional	ADJ
cana-1237	34	18	stability	stability	NOUN
cana-1237	34	19	and	and	CCONJ
cana-1237	34	20	productivity	productivity	NOUN
cana-1237	34	21	at	at	ADP
cana-1237	34	22	work	work	NOUN
cana-1237	34	23	.	.	PUNCT
cana-1237	35	1	depending	depend	VERB
cana-1237	35	2	on	on	ADP
cana-1237	35	3	how	how	SCONJ
cana-1237	35	4	severe	severe	ADJ
cana-1237	35	5	depression	depression	NOUN
cana-1237	35	6	is	be	AUX
cana-1237	35	7	,	,	PUNCT
cana-1237	35	8	a	a	DET
cana-1237	35	9	patient	patient	NOUN
cana-1237	35	10	may	may	AUX
cana-1237	35	11	have	have	VERB
cana-1237	35	12	a	a	DET
cana-1237	35	13	wide	wide	ADJ
cana-1237	35	14	range	range	NOUN
cana-1237	35	15	of	of	ADP
cana-1237	35	16	symptoms	symptom	NOUN
cana-1237	35	17	[	[	X
cana-1237	35	18	5	5	NUM
cana-1237	35	19	]	]	PUNCT
cana-1237	35	20	.	.	PUNCT
cana-1237	36	1	when	when	SCONJ
cana-1237	36	2	its	its	PRON
cana-1237	36	3	severity	severity	NOUN
cana-1237	36	4	is	be	AUX
cana-1237	36	5	high	high	ADJ
cana-1237	36	6	,	,	PUNCT
cana-1237	36	7	brain	brain	NOUN
cana-1237	36	8	activity	activity	NOUN
cana-1237	36	9	slows	slow	VERB
cana-1237	36	10	down	down	ADP
cana-1237	36	11	and	and	CCONJ
cana-1237	36	12	the	the	DET
cana-1237	36	13	body	body	NOUN
cana-1237	36	14	releases	release	VERB
cana-1237	36	15	the	the	DET
cana-1237	36	16	hormone	hormone	NOUN
cana-1237	36	17	cortex	cortex	NOUN
cana-1237	36	18	,	,	PUNCT
cana-1237	36	19	which	which	PRON
cana-1237	36	20	has	have	VERB
cana-1237	36	21	an	an	DET
cana-1237	36	22	effect	effect	NOUN
cana-1237	36	23	on	on	ADP
cana-1237	36	24	neuronal	neuronal	ADJ
cana-1237	36	25	growth	growth	NOUN
cana-1237	36	26	.	.	PUNCT
cana-1237	37	1	it	it	PRON
cana-1237	37	2	messes	mess	VERB
cana-1237	37	3	with	with	ADP
cana-1237	37	4	people	people	NOUN
cana-1237	37	5	's	's	PART
cana-1237	37	6	heads	head	NOUN
cana-1237	37	7	and	and	CCONJ
cana-1237	37	8	might	might	AUX
cana-1237	37	9	even	even	ADV
cana-1237	37	10	cause	cause	VERB
cana-1237	37	11	others	other	NOUN
cana-1237	37	12	to	to	PART
cana-1237	37	13	consider	consider	VERB
cana-1237	37	14	suicide	suicide	NOUN
cana-1237	37	15	.	.	PUNCT
cana-1237	38	1	clinical	clinical	ADJ
cana-1237	38	2	depression	depression	NOUN
cana-1237	38	3	,	,	PUNCT
cana-1237	38	4	bipolar	bipolar	ADJ
cana-1237	38	5	depression	depression	NOUN
cana-1237	38	6	,	,	PUNCT
cana-1237	38	7	dysphoria	dysphoria	NOUN
cana-1237	38	8	,	,	PUNCT
cana-1237	38	9	seasonal	seasonal	ADJ
cana-1237	38	10	adjustment	adjustment	NOUN
cana-1237	38	11	disorder	disorder	NOUN
cana-1237	38	12	,	,	PUNCT
cana-1237	38	13	and	and	CCONJ
cana-1237	38	14	others	other	NOUN
cana-1237	38	15	are	be	AUX
cana-1237	38	16	all	all	PRON
cana-1237	38	17	distinct	distinct	ADJ
cana-1237	38	18	forms	form	NOUN
cana-1237	38	19	of	of	ADP
cana-1237	38	20	depression	depression	NOUN
cana-1237	38	21	[	[	X
cana-1237	38	22	6	6	NUM
cana-1237	38	23	]	]	PUNCT
cana-1237	38	24	.	.	PUNCT
cana-1237	39	1	available	available	ADJ
cana-1237	39	2	services	service	NOUN
cana-1237	39	3	and	and	CCONJ
cana-1237	39	4	treatments	treatment	NOUN
cana-1237	39	5	range	range	VERB
cana-1237	39	6	from	from	ADP
cana-1237	39	7	counseling	counseling	NOUN
cana-1237	39	8	to	to	ADP
cana-1237	39	9	other	other	ADJ
cana-1237	39	10	types	type	NOUN
cana-1237	39	11	of	of	ADP
cana-1237	39	12	therapy	therapy	NOUN
cana-1237	39	13	.	.	PUNCT
cana-1237	40	1	there	there	PRON
cana-1237	40	2	is	be	VERB
cana-1237	40	3	also	also	ADV
cana-1237	40	4	the	the	DET
cana-1237	40	5	option	option	NOUN
cana-1237	40	6	of	of	ADP
cana-1237	40	7	brain	brain	NOUN
cana-1237	40	8	simulation	simulation	NOUN
cana-1237	40	9	therapy	therapy	NOUN
cana-1237	41	1	[	[	X
cana-1237	41	2	7].figure	7].figure	NUM
cana-1237	41	3	1	1	NUM
cana-1237	41	4	depicts	depict	VERB
cana-1237	41	5	a	a	DET
cana-1237	41	6	variety	variety	NOUN
cana-1237	41	7	of	of	ADP
cana-1237	41	8	the	the	DET
cana-1237	41	9	most	most	ADV
cana-1237	41	10	fundamental	fundamental	ADJ
cana-1237	41	11	emotions	emotion	NOUN
cana-1237	41	12	experienced	experience	VERB
cana-1237	41	13	by	by	ADP
cana-1237	41	14	humans	human	NOUN
cana-1237	41	15	.	.	PUNCT
cana-1237	42	1	figure	figure	VERB
cana-1237	42	2	1.various	1.various	NUM
cana-1237	42	3	basic	basic	ADJ
cana-1237	42	4	human	human	ADJ
cana-1237	42	5	emotions	emotion	NOUN
cana-1237	43	1	[	[	X
cana-1237	43	2	source	source	NOUN
cana-1237	43	3	:	:	PUNCT
cana-1237	43	4	internet	internet	NOUN
cana-1237	43	5	]	]	PUNCT
cana-1237	43	6	a	a	DET
cana-1237	43	7	person	person	NOUN
cana-1237	43	8	's	's	PART
cana-1237	43	9	socio	socio	NOUN
cana-1237	43	10	-	-	PUNCT
cana-1237	43	11	economic	economic	ADJ
cana-1237	43	12	standing	standing	NOUN
cana-1237	43	13	could	could	AUX
cana-1237	43	14	be	be	AUX
cana-1237	43	15	negatively	negatively	ADV
cana-1237	43	16	affected	affect	VERB
cana-1237	43	17	by	by	ADP
cana-1237	43	18	depression	depression	NOUN
cana-1237	43	19	.	.	PUNCT
cana-1237	44	1	depressed	depressed	ADJ
cana-1237	44	2	people	people	NOUN
cana-1237	44	3	are	be	AUX
cana-1237	44	4	more	more	ADV
cana-1237	44	5	likely	likely	ADJ
cana-1237	44	6	to	to	PART
cana-1237	44	7	withdraw	withdraw	VERB
cana-1237	44	8	from	from	ADP
cana-1237	44	9	their	their	PRON
cana-1237	44	10	social	social	ADJ
cana-1237	44	11	circles	circle	NOUN
cana-1237	44	12	.	.	PUNCT
cana-1237	45	1	depression	depression	NOUN
cana-1237	45	2	treatment	treatment	NOUN
cana-1237	45	3	options	option	NOUN
cana-1237	45	4	include	include	VERB
cana-1237	45	5	talking	talk	VERB
cana-1237	45	6	therapy	therapy	NOUN
cana-1237	45	7	and	and	CCONJ
cana-1237	45	8	counseling	counseling	NOUN
cana-1237	45	9	.	.	PUNCT
cana-1237	46	1	with	with	ADP
cana-1237	46	2	the	the	DET
cana-1237	46	3	help	help	NOUN
cana-1237	46	4	of	of	ADP
cana-1237	46	5	data	datum	NOUN
cana-1237	46	6	and	and	CCONJ
cana-1237	46	7	extensive	extensive	ADJ
cana-1237	46	8	training	training	NOUN
cana-1237	46	9	,	,	PUNCT
cana-1237	46	10	machine	machine	NOUN
cana-1237	46	11	learning	learning	NOUN
cana-1237	46	12	(	(	PUNCT
cana-1237	46	13	ml	ml	NOUN
cana-1237	46	14	)	)	PUNCT
cana-1237	46	15	algorithms	algorithm	NOUN
cana-1237	46	16	can	can	AUX
cana-1237	46	17	learn	learn	VERB
cana-1237	46	18	to	to	PART
cana-1237	46	19	recognize	recognize	VERB
cana-1237	46	20	previously	previously	ADV
cana-1237	46	21	unseen	unseen	ADJ
cana-1237	46	22	patterns	pattern	NOUN
cana-1237	46	23	.	.	PUNCT
cana-1237	47	1	this	this	DET
cana-1237	47	2	skill	skill	NOUN
cana-1237	47	3	is	be	AUX
cana-1237	47	4	useful	useful	ADJ
cana-1237	47	5	for	for	ADP
cana-1237	47	6	solving	solve	VERB
cana-1237	47	7	new	new	ADJ
cana-1237	47	8	communications	communication	NOUN
cana-1237	47	9	on	on	ADP
cana-1237	47	10	applied	apply	VERB
cana-1237	47	11	nonlinear	nonlinear	ADJ
cana-1237	47	12	analysis	analysis	NOUN
cana-1237	47	13	issn	issn	NOUN
cana-1237	47	14	:	:	PUNCT
cana-1237	47	15	1074	1074	NUM
cana-1237	47	16	-	-	PUNCT
cana-1237	47	17	133x	133x	NUM
cana-1237	47	18	vol	vol	NOUN
cana-1237	47	19	31	31	NUM
cana-1237	47	20	no	no	NOUN
cana-1237	47	21	.	.	PUNCT
cana-1237	48	1	6s	6s	NUM
cana-1237	48	2	(	(	PUNCT
cana-1237	48	3	2024	2024	NUM
cana-1237	48	4	)	)	PUNCT
cana-1237	48	5	465	465	NUM
cana-1237	48	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1237	48	7	challenges	challenge	NOUN
cana-1237	48	8	by	by	ADP
cana-1237	48	9	drawing	draw	VERB
cana-1237	48	10	on	on	ADP
cana-1237	48	11	past	past	ADJ
cana-1237	48	12	experience	experience	NOUN
cana-1237	48	13	.	.	PUNCT
cana-1237	49	1	most	most	ADJ
cana-1237	49	2	ml	ml	NOUN
cana-1237	49	3	algorithms	algorithm	NOUN
cana-1237	49	4	are	be	AUX
cana-1237	49	5	designed	design	VERB
cana-1237	49	6	to	to	PART
cana-1237	49	7	produce	produce	VERB
cana-1237	49	8	predictable	predictable	ADJ
cana-1237	49	9	results	result	NOUN
cana-1237	49	10	[	[	X
cana-1237	49	11	8	8	NUM
cana-1237	49	12	]	]	PUNCT
cana-1237	49	13	.	.	PUNCT
cana-1237	50	1	algorithms	algorithm	NOUN
cana-1237	50	2	for	for	ADP
cana-1237	50	3	machine	machine	NOUN
cana-1237	50	4	learning	learning	NOUN
cana-1237	50	5	can	can	AUX
cana-1237	50	6	be	be	AUX
cana-1237	50	7	broken	break	VERB
cana-1237	50	8	down	down	ADP
cana-1237	50	9	into	into	ADP
cana-1237	50	10	several	several	ADJ
cana-1237	50	11	broad	broad	ADJ
cana-1237	50	12	categories	category	NOUN
cana-1237	50	13	,	,	PUNCT
cana-1237	50	14	including	include	VERB
cana-1237	50	15	learning	learn	VERB
cana-1237	50	16	under	under	ADP
cana-1237	50	17	supervision	supervision	NOUN
cana-1237	50	18	,	,	PUNCT
cana-1237	50	19	unsupervised	unsupervised	ADJ
cana-1237	50	20	learning	learning	NOUN
cana-1237	50	21	,	,	PUNCT
cana-1237	50	22	semi	semi	ADJ
cana-1237	50	23	-	-	ADJ
cana-1237	50	24	supervised	supervised	ADJ
cana-1237	50	25	learning	learning	NOUN
cana-1237	50	26	and	and	CCONJ
cana-1237	50	27	reinforcement	reinforcement	NOUN
cana-1237	50	28	learning	learning	NOUN
cana-1237	50	29	.	.	PUNCT
cana-1237	51	1	unsupervised	unsupervised	ADJ
cana-1237	51	2	ml	ml	NOUN
cana-1237	51	3	techniques	technique	NOUN
cana-1237	51	4	[	[	X
cana-1237	51	5	10	10	NUM
cana-1237	51	6	]	]	PUNCT
cana-1237	51	7	reveal	reveal	VERB
cana-1237	51	8	hidden	hide	VERB
cana-1237	51	9	patterns	pattern	NOUN
cana-1237	51	10	and	and	CCONJ
cana-1237	51	11	clusters	cluster	NOUN
cana-1237	51	12	in	in	ADP
cana-1237	51	13	the	the	DET
cana-1237	51	14	provided	provide	VERB
cana-1237	51	15	data	datum	NOUN
cana-1237	51	16	,	,	PUNCT
cana-1237	51	17	while	while	SCONJ
cana-1237	51	18	unsupervised	unsupervised	ADJ
cana-1237	51	19	ml	ml	NOUN
cana-1237	51	20	algorithms	algorithms	NOUN
cana-1237	51	21	[	[	X
cana-1237	51	22	9	9	NUM
cana-1237	51	23	]	]	PUNCT
cana-1237	51	24	use	use	VERB
cana-1237	51	25	primary	primary	ADJ
cana-1237	51	26	inputs	input	NOUN
cana-1237	51	27	to	to	PART
cana-1237	51	28	forecast	forecast	VERB
cana-1237	51	29	known	know	VERB
cana-1237	51	30	values	value	NOUN
cana-1237	51	31	.	.	PUNCT
cana-1237	52	1	located	locate	VERB
cana-1237	52	2	between	between	ADP
cana-1237	52	3	unsupervised	unsupervised	ADJ
cana-1237	52	4	and	and	CCONJ
cana-1237	52	5	supervised	supervised	ADJ
cana-1237	52	6	learning	learning	NOUN
cana-1237	52	7	,	,	PUNCT
cana-1237	52	8	semi	semi	ADJ
cana-1237	52	9	-	-	ADJ
cana-1237	52	10	supervised	supervised	ADJ
cana-1237	52	11	learning	learning	NOUN
cana-1237	52	12	[	[	X
cana-1237	52	13	11	11	NUM
cana-1237	52	14	]	]	PUNCT
cana-1237	52	15	explores	explore	NOUN
cana-1237	52	16	system	system	NOUN
cana-1237	52	17	behavior	behavior	NOUN
cana-1237	52	18	by	by	ADP
cana-1237	52	19	integrating	integrate	VERB
cana-1237	52	20	both	both	PRON
cana-1237	52	21	labeled	label	VERB
cana-1237	52	22	and	and	CCONJ
cana-1237	52	23	unlabeled	unlabeled	ADJ
cana-1237	52	24	information	information	NOUN
cana-1237	52	25	.	.	PUNCT
cana-1237	53	1	learning	learn	VERB
cana-1237	53	2	through	through	ADP
cana-1237	53	3	trial	trial	NOUN
cana-1237	53	4	and	and	CCONJ
cana-1237	53	5	error	error	NOUN
cana-1237	53	6	,	,	PUNCT
cana-1237	53	7	with	with	ADP
cana-1237	53	8	the	the	DET
cana-1237	53	9	goal	goal	NOUN
cana-1237	53	10	of	of	ADP
cana-1237	53	11	improving	improve	VERB
cana-1237	53	12	performance	performance	NOUN
cana-1237	53	13	with	with	ADP
cana-1237	53	14	each	each	DET
cana-1237	53	15	attempt	attempt	NOUN
cana-1237	53	16	,	,	PUNCT
cana-1237	53	17	is	be	AUX
cana-1237	53	18	at	at	ADP
cana-1237	53	19	the	the	DET
cana-1237	53	20	heart	heart	NOUN
cana-1237	53	21	of	of	ADP
cana-1237	53	22	reinforcement	reinforcement	NOUN
cana-1237	53	23	learning	learning	NOUN
cana-1237	53	24	[	[	X
cana-1237	53	25	12	12	NUM
cana-1237	53	26	]	]	PUNCT
cana-1237	53	27	.	.	PUNCT
cana-1237	54	1	as	as	SCONJ
cana-1237	54	2	they	they	PRON
cana-1237	54	3	are	be	AUX
cana-1237	54	4	able	able	ADJ
cana-1237	54	5	to	to	PART
cana-1237	54	6	analyze	analyze	VERB
cana-1237	54	7	vast	vast	ADJ
cana-1237	54	8	amounts	amount	NOUN
cana-1237	54	9	of	of	ADP
cana-1237	54	10	diverse	diverse	ADJ
cana-1237	54	11	data	datum	NOUN
cana-1237	54	12	and	and	CCONJ
cana-1237	54	13	yield	yield	VERB
cana-1237	54	14	effective	effective	ADJ
cana-1237	54	15	therapeutic	therapeutic	ADJ
cana-1237	54	16	insights	insight	NOUN
cana-1237	54	17	,	,	PUNCT
cana-1237	54	18	ml	ml	ADP
cana-1237	54	19	applications	application	NOUN
cana-1237	54	20	in	in	ADP
cana-1237	54	21	healthcare	healthcare	NOUN
cana-1237	54	22	have	have	AUX
cana-1237	54	23	been	be	AUX
cana-1237	54	24	shown	show	VERB
cana-1237	54	25	to	to	PART
cana-1237	54	26	be	be	AUX
cana-1237	54	27	pragmatic	pragmatic	ADJ
cana-1237	54	28	.	.	PUNCT
cana-1237	55	1	effective	effective	ADJ
cana-1237	55	2	knowledge	knowledge	NOUN
cana-1237	55	3	of	of	ADP
cana-1237	55	4	mental	mental	ADJ
cana-1237	55	5	illnesses	illness	NOUN
cana-1237	55	6	and	and	CCONJ
cana-1237	55	7	support	support	NOUN
cana-1237	55	8	for	for	ADP
cana-1237	55	9	predictive	predictive	ADJ
cana-1237	55	10	decision	decision	NOUN
cana-1237	55	11	making	making	NOUN
cana-1237	55	12	by	by	ADP
cana-1237	55	13	mental	mental	ADJ
cana-1237	55	14	health	health	NOUN
cana-1237	55	15	professionals	professional	NOUN
cana-1237	55	16	is	be	AUX
cana-1237	55	17	provided	provide	VERB
cana-1237	55	18	by	by	ADP
cana-1237	55	19	ml	ml	NOUN
cana-1237	55	20	-	-	PUNCT
cana-1237	55	21	based	base	VERB
cana-1237	55	22	techniques	technique	NOUN
cana-1237	55	23	[	[	X
cana-1237	55	24	13	13	NUM
cana-1237	55	25	]	]	PUNCT
cana-1237	55	26	.	.	PUNCT
cana-1237	56	1	by	by	ADP
cana-1237	56	2	producing	produce	VERB
cana-1237	56	3	insights	insight	NOUN
cana-1237	56	4	from	from	ADP
cana-1237	56	5	otherwise	otherwise	ADV
cana-1237	56	6	unstructured	unstructure	VERB
cana-1237	56	7	medical	medical	ADJ
cana-1237	56	8	data	datum	NOUN
cana-1237	56	9	,	,	PUNCT
cana-1237	56	10	ml	ml	ADP
cana-1237	56	11	approaches	approach	NOUN
cana-1237	56	12	improve	improve	VERB
cana-1237	56	13	healthcare	healthcare	NOUN
cana-1237	56	14	prediction	prediction	NOUN
cana-1237	56	15	and	and	CCONJ
cana-1237	56	16	diagnosis	diagnosis	NOUN
cana-1237	56	17	.	.	PUNCT
cana-1237	57	1	the	the	DET
cana-1237	57	2	results	result	NOUN
cana-1237	57	3	of	of	ADP
cana-1237	57	4	the	the	DET
cana-1237	57	5	predictions	prediction	NOUN
cana-1237	57	6	aid	aid	NOUN
cana-1237	57	7	in	in	ADP
cana-1237	57	8	the	the	DET
cana-1237	57	9	early	early	ADJ
cana-1237	57	10	diagnosis	diagnosis	NOUN
cana-1237	57	11	of	of	ADP
cana-1237	57	12	patients	patient	NOUN
cana-1237	57	13	at	at	ADP
cana-1237	57	14	risk	risk	NOUN
cana-1237	57	15	for	for	ADP
cana-1237	57	16	serious	serious	ADJ
cana-1237	57	17	medical	medical	ADJ
cana-1237	57	18	complications	complication	NOUN
cana-1237	57	19	.	.	PUNCT
cana-1237	58	1	to	to	PART
cana-1237	58	2	better	well	ADV
cana-1237	58	3	aid	aid	VERB
cana-1237	58	4	healthcare	healthcare	NOUN
cana-1237	58	5	professionals	professional	NOUN
cana-1237	58	6	in	in	ADP
cana-1237	58	7	anticipating	anticipate	VERB
cana-1237	58	8	the	the	DET
cana-1237	58	9	vicissitudes	vicissitude	NOUN
cana-1237	58	10	of	of	ADP
cana-1237	58	11	mental	mental	ADJ
cana-1237	58	12	diseases	disease	NOUN
cana-1237	58	13	and	and	CCONJ
cana-1237	58	14	offering	offer	VERB
cana-1237	58	15	appropriate	appropriate	ADJ
cana-1237	58	16	treatment	treatment	NOUN
cana-1237	58	17	outcomes	outcome	NOUN
cana-1237	58	18	,	,	PUNCT
cana-1237	58	19	ml	ml	ADP
cana-1237	58	20	approaches	approach	NOUN
cana-1237	58	21	help	help	VERB
cana-1237	58	22	arbitrate	arbitrate	VERB
cana-1237	58	23	the	the	DET
cana-1237	58	24	prospective	prospective	ADJ
cana-1237	58	25	behavioral	behavioral	ADJ
cana-1237	58	26	biomarkers	biomarker	NOUN
cana-1237	58	27	[	[	X
cana-1237	58	28	14	14	NUM
cana-1237	58	29	]	]	PUNCT
cana-1237	58	30	.	.	PUNCT
cana-1237	59	1	the	the	DET
cana-1237	59	2	methods	method	NOUN
cana-1237	59	3	improve	improve	VERB
cana-1237	59	4	the	the	DET
cana-1237	59	5	presentation	presentation	NOUN
cana-1237	59	6	and	and	CCONJ
cana-1237	59	7	comprehension	comprehension	NOUN
cana-1237	59	8	of	of	ADP
cana-1237	59	9	intricate	intricate	ADJ
cana-1237	59	10	healthcare	healthcare	NOUN
cana-1237	59	11	data	data	PROPN
cana-1237	59	12	.	.	PUNCT
cana-1237	60	1	the	the	DET
cana-1237	60	2	visualization	visualization	NOUN
cana-1237	60	3	is	be	AUX
cana-1237	60	4	useful	useful	ADJ
cana-1237	60	5	for	for	ADP
cana-1237	60	6	creating	create	VERB
cana-1237	60	7	a	a	DET
cana-1237	60	8	working	work	VERB
cana-1237	60	9	hypothesis	hypothesis	NOUN
cana-1237	60	10	for	for	ADP
cana-1237	60	11	identifying	identify	VERB
cana-1237	60	12	mental	mental	ADJ
cana-1237	60	13	problems	problem	NOUN
cana-1237	60	14	.	.	PUNCT
cana-1237	61	1	the	the	DET
cana-1237	61	2	intricacy	intricacy	NOUN
cana-1237	61	3	of	of	ADP
cana-1237	61	4	depression	depression	NOUN
cana-1237	61	5	is	be	AUX
cana-1237	61	6	not	not	PART
cana-1237	61	7	properly	properly	ADV
cana-1237	61	8	identified	identify	VERB
cana-1237	61	9	by	by	ADP
cana-1237	61	10	the	the	DET
cana-1237	61	11	standard	standard	ADJ
cana-1237	61	12	clinical	clinical	ADJ
cana-1237	61	13	diagnostic	diagnostic	ADJ
cana-1237	61	14	technique	technique	NOUN
cana-1237	61	15	.	.	PUNCT
cana-1237	62	1	using	use	VERB
cana-1237	62	2	ml	ml	NOUN
cana-1237	62	3	techniques	technique	NOUN
cana-1237	62	4	,	,	PUNCT
cana-1237	62	5	we	we	PRON
cana-1237	62	6	can	can	AUX
cana-1237	62	7	readily	readily	ADV
cana-1237	62	8	recognize	recognize	VERB
cana-1237	62	9	and	and	CCONJ
cana-1237	62	10	anticipate	anticipate	VERB
cana-1237	62	11	the	the	DET
cana-1237	62	12	composition	composition	NOUN
cana-1237	62	13	of	of	ADP
cana-1237	62	14	symptoms	symptom	NOUN
cana-1237	62	15	connected	connect	VERB
cana-1237	62	16	to	to	ADP
cana-1237	62	17	mental	mental	ADJ
cana-1237	62	18	diseases	disease	NOUN
cana-1237	62	19	like	like	ADP
cana-1237	62	20	depression	depression	NOUN
cana-1237	62	21	.	.	PUNCT
cana-1237	63	1	therefore	therefore	ADV
cana-1237	63	2	,	,	PUNCT
cana-1237	63	3	it	it	PRON
cana-1237	63	4	would	would	AUX
cana-1237	63	5	appear	appear	VERB
cana-1237	63	6	that	that	SCONJ
cana-1237	63	7	the	the	DET
cana-1237	63	8	ml	ml	ADV
cana-1237	63	9	-	-	PUNCT
cana-1237	63	10	based	base	VERB
cana-1237	63	11	diagnostic	diagnostic	ADJ
cana-1237	63	12	technique	technique	NOUN
cana-1237	63	13	is	be	AUX
cana-1237	63	14	the	the	DET
cana-1237	63	15	best	good	ADJ
cana-1237	63	16	option	option	NOUN
cana-1237	63	17	for	for	ADP
cana-1237	63	18	predictive	predictive	ADJ
cana-1237	63	19	analysis	analysis	NOUN
cana-1237	63	20	.	.	PUNCT
cana-1237	64	1	sensors	sensor	NOUN
cana-1237	64	2	,	,	PUNCT
cana-1237	64	3	text	text	NOUN
cana-1237	64	4	,	,	PUNCT
cana-1237	64	5	organized	organized	ADJ
cana-1237	64	6	information	information	NOUN
cana-1237	64	7	,	,	PUNCT
cana-1237	64	8	and	and	CCONJ
cana-1237	64	9	multifunctional	multifunctional	ADJ
cana-1237	64	10	technology	technology	NOUN
cana-1237	64	11	interactions	interaction	NOUN
cana-1237	64	12	are	be	AUX
cana-1237	64	13	the	the	DET
cana-1237	64	14	most	most	ADV
cana-1237	64	15	common	common	ADJ
cana-1237	64	16	types	type	NOUN
cana-1237	64	17	of	of	ADP
cana-1237	64	18	data	datum	NOUN
cana-1237	64	19	sources	source	NOUN
cana-1237	64	20	used	use	VERB
cana-1237	64	21	in	in	ADP
cana-1237	64	22	the	the	DET
cana-1237	64	23	healthcare	healthcare	NOUN
cana-1237	64	24	industry	industry	NOUN
cana-1237	64	25	for	for	ADP
cana-1237	64	26	ml	ml	ADV
cana-1237	64	27	-	-	PUNCT
cana-1237	64	28	based	base	VERB
cana-1237	64	29	observation	observation	NOUN
cana-1237	64	30	extraction	extraction	NOUN
cana-1237	64	31	of	of	ADP
cana-1237	64	32	mental	mental	ADJ
cana-1237	64	33	diseases	disease	NOUN
cana-1237	64	34	.	.	PUNCT
cana-1237	65	1	the	the	DET
cana-1237	65	2	information	information	NOUN
cana-1237	65	3	gathered	gather	VERB
cana-1237	65	4	by	by	ADP
cana-1237	65	5	the	the	DET
cana-1237	65	6	sensors	sensor	NOUN
cana-1237	65	7	can	can	AUX
cana-1237	65	8	be	be	AUX
cana-1237	65	9	evaluated	evaluate	VERB
cana-1237	65	10	by	by	ADP
cana-1237	65	11	employing	employ	VERB
cana-1237	65	12	sound	sound	ADJ
cana-1237	65	13	waves	wave	NOUN
cana-1237	65	14	and	and	CCONJ
cana-1237	65	15	cell	cell	NOUN
cana-1237	65	16	phones	phone	NOUN
cana-1237	65	17	.	.	PUNCT
cana-1237	66	1	text	text	NOUN
cana-1237	66	2	can	can	AUX
cana-1237	66	3	be	be	AUX
cana-1237	66	4	mined	mine	VERB
cana-1237	66	5	from	from	ADP
cana-1237	66	6	various	various	ADJ
cana-1237	66	7	places	place	NOUN
cana-1237	66	8	,	,	PUNCT
cana-1237	66	9	including	include	VERB
cana-1237	66	10	social	social	ADJ
cana-1237	66	11	media	medium	NOUN
cana-1237	66	12	,	,	PUNCT
cana-1237	66	13	sms	sms	PROPN
cana-1237	66	14	,	,	PUNCT
cana-1237	66	15	and	and	CCONJ
cana-1237	66	16	medical	medical	ADJ
cana-1237	66	17	records	record	NOUN
cana-1237	66	18	.	.	PUNCT
cana-1237	67	1	standardized	standardized	ADJ
cana-1237	67	2	screening	screening	NOUN
cana-1237	67	3	instruments	instrument	NOUN
cana-1237	67	4	,	,	PUNCT
cana-1237	67	5	questionnaires	questionnaire	NOUN
cana-1237	67	6	,	,	PUNCT
cana-1237	67	7	and	and	CCONJ
cana-1237	67	8	patient	patient	ADJ
cana-1237	67	9	medical	medical	ADJ
cana-1237	67	10	records	record	NOUN
cana-1237	67	11	all	all	PRON
cana-1237	67	12	contribute	contribute	VERB
cana-1237	67	13	to	to	ADP
cana-1237	67	14	what	what	PRON
cana-1237	67	15	we	we	PRON
cana-1237	67	16	call	call	VERB
cana-1237	67	17	"	"	PUNCT
cana-1237	67	18	structured	structured	ADJ
cana-1237	67	19	data	datum	NOUN
cana-1237	67	20	.	.	PUNCT
cana-1237	67	21	"	"	PUNCT
cana-1237	68	1	information	information	NOUN
cana-1237	68	2	gathered	gather	VERB
cana-1237	68	3	through	through	ADP
cana-1237	68	4	people	people	NOUN
cana-1237	68	5	's	's	PART
cana-1237	68	6	interactions	interaction	NOUN
cana-1237	68	7	with	with	ADP
cana-1237	68	8	common	common	ADJ
cana-1237	68	9	pieces	piece	NOUN
cana-1237	68	10	of	of	ADP
cana-1237	68	11	technology	technology	NOUN
cana-1237	68	12	,	,	PUNCT
cana-1237	68	13	robots	robot	NOUN
cana-1237	68	14	,	,	PUNCT
cana-1237	68	15	and	and	CCONJ
cana-1237	68	16	digital	digital	ADJ
cana-1237	68	17	representations	representation	NOUN
cana-1237	68	18	of	of	ADP
cana-1237	68	19	people	people	NOUN
cana-1237	68	20	are	be	AUX
cana-1237	68	21	all	all	PRON
cana-1237	68	22	part	part	NOUN
cana-1237	68	23	of	of	ADP
cana-1237	68	24	this	this	DET
cana-1237	68	25	multimodal	multimodal	NOUN
cana-1237	68	26	data	datum	NOUN
cana-1237	68	27	set	set	VERB
cana-1237	68	28	.	.	PUNCT
cana-1237	69	1	the	the	DET
cana-1237	69	2	ml	ml	PROPN
cana-1237	69	3	methods	method	NOUN
cana-1237	69	4	can	can	AUX
cana-1237	69	5	be	be	AUX
cana-1237	69	6	utilized	utilize	VERB
cana-1237	69	7	to	to	PART
cana-1237	69	8	aid	aid	VERB
cana-1237	69	9	in	in	ADP
cana-1237	69	10	the	the	DET
cana-1237	69	11	diagnosis	diagnosis	NOUN
cana-1237	69	12	of	of	ADP
cana-1237	69	13	psychological	psychological	ADJ
cana-1237	69	14	disorders	disorder	NOUN
cana-1237	69	15	.	.	PUNCT
cana-1237	70	1	most	most	ADJ
cana-1237	70	2	of	of	ADP
cana-1237	70	3	these	these	DET
cana-1237	70	4	research	research	NOUN
cana-1237	70	5	look	look	NOUN
cana-1237	70	6	at	at	ADP
cana-1237	70	7	twitter	twitter	NOUN
cana-1237	70	8	[	[	X
cana-1237	70	9	15	15	NUM
cana-1237	70	10	]	]	PUNCT
cana-1237	70	11	or	or	CCONJ
cana-1237	70	12	mobile	mobile	ADJ
cana-1237	70	13	device	device	NOUN
cana-1237	70	14	sensor	sensor	NOUN
cana-1237	70	15	[	[	X
cana-1237	70	16	16	16	NUM
cana-1237	70	17	]	]	X
cana-1237	70	18	data	datum	NOUN
cana-1237	70	19	to	to	PART
cana-1237	70	20	diagnose	diagnose	VERB
cana-1237	70	21	mental	mental	ADJ
cana-1237	70	22	health	health	NOUN
cana-1237	70	23	issues	issue	NOUN
cana-1237	70	24	.	.	PUNCT
cana-1237	71	1	the	the	DET
cana-1237	71	2	patient	patient	NOUN
cana-1237	71	3	's	's	PART
cana-1237	71	4	psychiatric	psychiatric	ADJ
cana-1237	71	5	history	history	NOUN
cana-1237	71	6	can	can	AUX
cana-1237	71	7	be	be	AUX
cana-1237	71	8	mined	mine	VERB
cana-1237	71	9	for	for	ADP
cana-1237	71	10	useful	useful	ADJ
cana-1237	71	11	diagnostic	diagnostic	ADJ
cana-1237	71	12	information	information	NOUN
cana-1237	71	13	through	through	ADP
cana-1237	71	14	the	the	DET
cana-1237	71	15	use	use	NOUN
cana-1237	71	16	of	of	ADP
cana-1237	71	17	textual	textual	ADJ
cana-1237	71	18	analysis	analysis	NOUN
cana-1237	71	19	[	[	X
cana-1237	71	20	17	17	NUM
cana-1237	71	21	]	]	PUNCT
cana-1237	71	22	.	.	PUNCT
cana-1237	72	1	many	many	ADJ
cana-1237	72	2	models	model	NOUN
cana-1237	72	3	and	and	CCONJ
cana-1237	72	4	methods	method	NOUN
cana-1237	72	5	have	have	AUX
cana-1237	72	6	been	be	AUX
cana-1237	72	7	created	create	VERB
cana-1237	72	8	to	to	PART
cana-1237	72	9	detect	detect	VERB
cana-1237	72	10	the	the	DET
cana-1237	72	11	indications	indication	NOUN
cana-1237	72	12	and	and	CCONJ
cana-1237	72	13	symptoms	symptom	NOUN
cana-1237	72	14	of	of	ADP
cana-1237	72	15	mental	mental	ADJ
cana-1237	72	16	diseases	disease	NOUN
cana-1237	72	17	using	use	VERB
cana-1237	72	18	social	social	ADJ
cana-1237	72	19	media	medium	NOUN
cana-1237	72	20	data	datum	NOUN
cana-1237	72	21	because	because	SCONJ
cana-1237	72	22	of	of	ADP
cana-1237	72	23	its	its	PRON
cana-1237	72	24	significant	significant	ADJ
cana-1237	72	25	value	value	NOUN
cana-1237	72	26	in	in	ADP
cana-1237	72	27	identifying	identify	VERB
cana-1237	72	28	persons	person	NOUN
cana-1237	72	29	at	at	ADP
cana-1237	72	30	risk	risk	NOUN
cana-1237	72	31	for	for	ADP
cana-1237	72	32	depression	depression	NOUN
cana-1237	72	33	or	or	CCONJ
cana-1237	72	34	with	with	ADP
cana-1237	72	35	additional	additional	ADJ
cana-1237	72	36	mental	mental	ADJ
cana-1237	72	37	illnesses	illness	NOUN
cana-1237	72	38	.	.	PUNCT
cana-1237	73	1	for	for	ADP
cana-1237	73	2	instance	instance	NOUN
cana-1237	73	3	,	,	PUNCT
cana-1237	73	4	renara	renara	VERB
cana-1237	73	5	et	et	PROPN
cana-1237	73	6	al	al	PROPN
cana-1237	73	7	.	.	PUNCT
cana-1237	74	1	[	[	X
cana-1237	74	2	18	18	NUM
cana-1237	74	3	]	]	PUNCT
cana-1237	74	4	found	find	VERB
cana-1237	74	5	that	that	SCONJ
cana-1237	74	6	analyzing	analyze	VERB
cana-1237	74	7	sentiment	sentiment	NOUN
cana-1237	74	8	on	on	ADP
cana-1237	74	9	social	social	ADJ
cana-1237	74	10	media	medium	NOUN
cana-1237	74	11	could	could	AUX
cana-1237	74	12	help	help	VERB
cana-1237	74	13	monitor	monitor	VERB
cana-1237	74	14	a	a	DET
cana-1237	74	15	person	person	NOUN
cana-1237	74	16	's	's	PART
cana-1237	74	17	mood	mood	NOUN
cana-1237	74	18	.	.	PUNCT
cana-1237	75	1	this	this	PRON
cana-1237	75	2	is	be	AUX
cana-1237	75	3	especially	especially	ADV
cana-1237	75	4	useful	useful	ADJ
cana-1237	75	5	because	because	SCONJ
cana-1237	75	6	people	people	NOUN
cana-1237	75	7	with	with	ADP
cana-1237	75	8	symptoms	symptom	NOUN
cana-1237	75	9	of	of	ADP
cana-1237	75	10	depression	depression	NOUN
cana-1237	75	11	experience	experience	NOUN
cana-1237	75	12	identical	identical	ADJ
cana-1237	75	13	emotions	emotion	NOUN
cana-1237	75	14	and	and	CCONJ
cana-1237	75	15	have	have	VERB
cana-1237	75	16	comparable	comparable	ADJ
cana-1237	75	17	conduct	conduct	NOUN
cana-1237	75	18	,	,	PUNCT
cana-1237	75	19	which	which	PRON
cana-1237	75	20	frequently	frequently	ADV
cana-1237	75	21	comes	come	VERB
cana-1237	75	22	out	out	ADP
cana-1237	75	23	through	through	ADP
cana-1237	75	24	what	what	PRON
cana-1237	75	25	they	they	PRON
cana-1237	75	26	post	post	VERB
cana-1237	75	27	on	on	ADP
cana-1237	75	28	social	social	ADJ
cana-1237	75	29	media	medium	NOUN
cana-1237	75	30	.	.	PUNCT
cana-1237	76	1	the	the	DET
cana-1237	76	2	n	n	CCONJ
cana-1237	76	3	-	-	PUNCT
cana-1237	76	4	gram	gram	NOUN
cana-1237	76	5	model	model	NOUN
cana-1237	76	6	,	,	PUNCT
cana-1237	76	7	which	which	PRON
cana-1237	76	8	is	be	AUX
cana-1237	76	9	a	a	DET
cana-1237	76	10	sequence	sequence	NOUN
cana-1237	76	11	of	of	ADP
cana-1237	76	12	n	n	DET
cana-1237	76	13	successive	successive	ADJ
cana-1237	76	14	words	word	NOUN
cana-1237	76	15	,	,	PUNCT
cana-1237	76	16	is	be	AUX
cana-1237	76	17	frequently	frequently	ADV
cana-1237	76	18	used	use	VERB
cana-1237	76	19	for	for	ADP
cana-1237	76	20	sentiment	sentiment	NOUN
cana-1237	76	21	analysis	analysis	NOUN
cana-1237	76	22	.	.	PUNCT
cana-1237	77	1	in	in	ADP
cana-1237	77	2	reality	reality	NOUN
cana-1237	77	3	,	,	PUNCT
cana-1237	77	4	the	the	DET
cana-1237	77	5	n	n	CCONJ
cana-1237	77	6	-	-	PUNCT
cana-1237	77	7	gram	gram	NOUN
cana-1237	77	8	model	model	NOUN
cana-1237	77	9	—	—	PUNCT
cana-1237	77	10	also	also	ADV
cana-1237	77	11	known	know	VERB
cana-1237	77	12	as	as	ADP
cana-1237	77	13	the	the	DET
cana-1237	77	14	unigram	unigram	NOUN
cana-1237	77	15	—	—	PUNCT
cana-1237	77	16	is	be	AUX
cana-1237	77	17	used	use	VERB
cana-1237	77	18	by	by	ADP
cana-1237	77	19	a	a	DET
cana-1237	77	20	number	number	NOUN
cana-1237	77	21	of	of	ADP
cana-1237	77	22	authors	author	NOUN
cana-1237	77	23	when	when	SCONJ
cana-1237	77	24	n=1	n=1	PROPN
cana-1237	77	25	.	.	PROPN
cana-1237	77	26	de	de	PROPN
cana-1237	77	27	choudhury	choudhury	PROPN
cana-1237	77	28	and	and	CCONJ
cana-1237	77	29	gamon	gamon	NOUN
cana-1237	77	30	[	[	X
cana-1237	77	31	19	19	NUM
cana-1237	77	32	]	]	PUNCT
cana-1237	77	33	found	find	VERB
cana-1237	77	34	that	that	SCONJ
cana-1237	77	35	the	the	DET
cana-1237	77	36	following	follow	VERB
cana-1237	77	37	unigrams	unigrams	ADP
cana-1237	77	38	that	that	PRON
cana-1237	77	39	are	be	AUX
cana-1237	77	40	associated	associate	VERB
cana-1237	77	41	with	with	ADP
cana-1237	77	42	depression	depression	NOUN
cana-1237	77	43	:	:	PUNCT
cana-1237	77	44	retraction	retraction	NOUN
cana-1237	77	45	,	,	PUNCT
cana-1237	77	46	mental	mental	ADJ
cana-1237	77	47	illness	illness	NOUN
cana-1237	77	48	,	,	PUNCT
cana-1237	77	49	harsh	harsh	ADJ
cana-1237	77	50	,	,	PUNCT
cana-1237	77	51	delusions	delusion	NOUN
cana-1237	77	52	,	,	PUNCT
cana-1237	77	53	adhd	adhd	NOUN
cana-1237	77	54	,	,	PUNCT
cana-1237	77	55	inequalities	inequality	NOUN
cana-1237	77	56	,	,	PUNCT
cana-1237	77	57	sleeplessness	sleeplessness	NOUN
cana-1237	77	58	,	,	PUNCT
cana-1237	77	59	self	self	NOUN
cana-1237	77	60	-	-	PUNCT
cana-1237	77	61	harming	harm	VERB
cana-1237	77	62	,	,	PUNCT
cana-1237	77	63	vertigo	vertigo	NOUN
cana-1237	77	64	,	,	PUNCT
cana-1237	77	65	retching	retching	NOUN
cana-1237	77	66	,	,	PUNCT
cana-1237	77	67	assaults	assault	NOUN
cana-1237	77	68	,	,	PUNCT
cana-1237	77	69	communications	communication	NOUN
cana-1237	77	70	on	on	ADP
cana-1237	77	71	applied	apply	VERB
cana-1237	77	72	nonlinear	nonlinear	ADJ
cana-1237	77	73	analysis	analysis	NOUN
cana-1237	77	74	issn	issn	NOUN
cana-1237	77	75	:	:	PUNCT
cana-1237	77	76	1074	1074	NUM
cana-1237	77	77	-	-	PUNCT
cana-1237	77	78	133x	133x	NUM
cana-1237	77	79	vol	vol	NOUN
cana-1237	77	80	31	31	NUM
cana-1237	77	81	no	no	NOUN
cana-1237	77	82	.	.	PUNCT
cana-1237	78	1	6s	6s	NUM
cana-1237	78	2	(	(	PUNCT
cana-1237	78	3	2024	2024	NUM
cana-1237	78	4	)	)	PUNCT
cana-1237	78	5	466	466	NUM
cana-1237	78	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1237	78	7	sleep	sleep	NOUN
cana-1237	78	8	,	,	PUNCT
cana-1237	78	9	epileptic	epileptic	ADJ
cana-1237	78	10	fits	fit	NOUN
cana-1237	78	11	,	,	PUNCT
cana-1237	78	12	addictive	addictive	ADJ
cana-1237	78	13	,	,	PUNCT
cana-1237	78	14	weaned	wean	VERB
cana-1237	78	15	,	,	PUNCT
cana-1237	78	16	fluctuations	fluctuation	NOUN
cana-1237	78	17	,	,	PUNCT
cana-1237	78	18	dysfunction	dysfunction	NOUN
cana-1237	78	19	,	,	PUNCT
cana-1237	78	20	hunger	hunger	NOUN
cana-1237	78	21	,	,	PUNCT
cana-1237	78	22	fuzzy	fuzzy	ADJ
cana-1237	78	23	,	,	PUNCT
cana-1237	78	24	irritability	irritability	NOUN
cana-1237	78	25	,	,	PUNCT
cana-1237	78	26	seasons	season	NOUN
cana-1237	78	27	,	,	PUNCT
cana-1237	78	28	headache	headache	NOUN
cana-1237	78	29	,	,	PUNCT
cana-1237	78	30	fatigue	fatigue	NOUN
cana-1237	78	31	,	,	PUNCT
cana-1237	78	32	edging	edging	NOUN
cana-1237	78	33	,	,	PUNCT
cana-1237	78	34	nervousness	nervousness	NOUN
cana-1237	78	35	,	,	PUNCT
cana-1237	78	36	burden	burden	NOUN
cana-1237	78	37	,	,	PUNCT
cana-1237	78	38	heaviness	heaviness	NOUN
cana-1237	78	39	,	,	PUNCT
cana-1237	78	40	and	and	CCONJ
cana-1237	78	41	somnolence	somnolence	NOUN
cana-1237	78	42	.	.	PUNCT
cana-1237	79	1	however	however	ADV
cana-1237	79	2	,	,	PUNCT
cana-1237	79	3	studies	study	NOUN
cana-1237	79	4	by	by	ADP
cana-1237	79	5	these	these	DET
cana-1237	79	6	writers	writer	NOUN
cana-1237	79	7	[	[	X
cana-1237	79	8	20	20	NUM
cana-1237	79	9	]	]	PUNCT
cana-1237	79	10	have	have	AUX
cana-1237	79	11	shown	show	VERB
cana-1237	79	12	the	the	DET
cana-1237	79	13	success	success	NOUN
cana-1237	79	14	of	of	ADP
cana-1237	79	15	this	this	DET
cana-1237	79	16	approach	approach	NOUN
cana-1237	79	17	.	.	PUNCT
cana-1237	80	1	from	from	ADP
cana-1237	80	2	this	this	DET
cana-1237	80	3	vantage	vantage	NOUN
cana-1237	80	4	point	point	NOUN
cana-1237	80	5	,	,	PUNCT
cana-1237	80	6	it	it	PRON
cana-1237	80	7	makes	make	VERB
cana-1237	80	8	sense	sense	NOUN
cana-1237	80	9	for	for	SCONJ
cana-1237	80	10	researchers	researcher	NOUN
cana-1237	80	11	to	to	PART
cana-1237	80	12	conduct	conduct	VERB
cana-1237	80	13	a	a	DET
cana-1237	80	14	systematic	systematic	ADJ
cana-1237	80	15	review	review	NOUN
cana-1237	80	16	of	of	ADP
cana-1237	80	17	the	the	DET
cana-1237	80	18	literature	literature	NOUN
cana-1237	80	19	to	to	PART
cana-1237	80	20	learn	learn	VERB
cana-1237	80	21	more	more	ADJ
cana-1237	80	22	about	about	ADP
cana-1237	80	23	the	the	DET
cana-1237	80	24	social	social	ADJ
cana-1237	80	25	media	medium	NOUN
cana-1237	80	26	platforms	platform	NOUN
cana-1237	80	27	and	and	CCONJ
cana-1237	80	28	dataset	dataset	NOUN
cana-1237	80	29	characteristics	characteristic	NOUN
cana-1237	80	30	,	,	PUNCT
cana-1237	80	31	linguistic	linguistic	ADJ
cana-1237	80	32	feature	feature	NOUN
cana-1237	80	33	extraction	extraction	NOUN
cana-1237	80	34	techniques	technique	NOUN
cana-1237	80	35	,	,	PUNCT
cana-1237	80	36	machine	machine	NOUN
cana-1237	80	37	learning	learning	NOUN
cana-1237	80	38	algorithms	algorithm	NOUN
cana-1237	80	39	,	,	PUNCT
cana-1237	80	40	computing	compute	VERB
cana-1237	80	41	resources	resource	NOUN
cana-1237	80	42	,	,	PUNCT
cana-1237	80	43	and	and	CCONJ
cana-1237	80	44	statistical	statistical	ADJ
cana-1237	80	45	analyses	analysis	NOUN
cana-1237	80	46	currently	currently	ADV
cana-1237	80	47	used	use	VERB
cana-1237	80	48	to	to	PART
cana-1237	80	49	identify	identify	VERB
cana-1237	80	50	signs	sign	NOUN
cana-1237	80	51	of	of	ADP
cana-1237	80	52	depression	depression	NOUN
cana-1237	80	53	online	online	ADV
cana-1237	80	54	.	.	PUNCT
cana-1237	81	1	the	the	DET
cana-1237	81	2	rest	rest	NOUN
cana-1237	81	3	of	of	ADP
cana-1237	81	4	the	the	DET
cana-1237	81	5	paper	paper	NOUN
cana-1237	81	6	can	can	AUX
cana-1237	81	7	be	be	AUX
cana-1237	81	8	written	write	VERB
cana-1237	81	9	down	down	ADP
cana-1237	81	10	as	as	SCONJ
cana-1237	81	11	follows	follow	VERB
cana-1237	81	12	:	:	PUNCT
cana-1237	81	13	emotion	emotion	NOUN
cana-1237	81	14	detection	detection	NOUN
cana-1237	81	15	techniques	technique	NOUN
cana-1237	81	16	developed	develop	VERB
cana-1237	81	17	using	use	VERB
cana-1237	81	18	machine	machine	NOUN
cana-1237	81	19	learning	learning	NOUN
cana-1237	81	20	are	be	AUX
cana-1237	81	21	discussed	discuss	VERB
cana-1237	81	22	in	in	ADP
cana-1237	81	23	section	section	NOUN
cana-1237	81	24	2	2	NUM
cana-1237	81	25	.	.	PUNCT
cana-1237	82	1	our	our	PRON
cana-1237	82	2	suggested	suggest	VERB
cana-1237	82	3	aco	aco	PROPN
cana-1237	82	4	-	-	PUNCT
cana-1237	82	5	pso	pso	NOUN
cana-1237	82	6	-	-	PUNCT
cana-1237	82	7	svm	svm	ADJ
cana-1237	82	8	hybrid	hybrid	ADJ
cana-1237	82	9	classification	classification	NOUN
cana-1237	82	10	technique	technique	NOUN
cana-1237	82	11	and	and	CCONJ
cana-1237	82	12	method	method	NOUN
cana-1237	82	13	for	for	ADP
cana-1237	82	14	emotion	emotion	NOUN
cana-1237	82	15	classification	classification	NOUN
cana-1237	82	16	are	be	AUX
cana-1237	82	17	discussed	discuss	VERB
cana-1237	82	18	in	in	ADP
cana-1237	82	19	section	section	NOUN
cana-1237	82	20	3	3	NUM
cana-1237	82	21	.	.	PUNCT
cana-1237	82	22	section	section	NOUN
cana-1237	82	23	4	4	NUM
cana-1237	82	24	evaluates	evaluate	VERB
cana-1237	82	25	our	our	PRON
cana-1237	82	26	work	work	NOUN
cana-1237	82	27	considering	consider	VERB
cana-1237	82	28	all	all	PRON
cana-1237	82	29	of	of	ADP
cana-1237	82	30	the	the	DET
cana-1237	82	31	relevant	relevant	ADJ
cana-1237	82	32	literature	literature	NOUN
cana-1237	82	33	,	,	PUNCT
cana-1237	82	34	and	and	CCONJ
cana-1237	82	35	section	section	NOUN
cana-1237	82	36	5	5	NUM
cana-1237	82	37	concludes	conclude	VERB
cana-1237	82	38	the	the	DET
cana-1237	82	39	work	work	NOUN
cana-1237	82	40	.	.	PUNCT
cana-1237	83	1	2	2	X
cana-1237	83	2	.	.	X
cana-1237	83	3	literature	literature	NOUN
cana-1237	83	4	survey	survey	NOUN
cana-1237	83	5	:	:	PUNCT
cana-1237	83	6	the	the	DET
cana-1237	83	7	textual	textual	ADJ
cana-1237	83	8	collection	collection	NOUN
cana-1237	83	9	allows	allow	VERB
cana-1237	83	10	for	for	ADP
cana-1237	83	11	numerous	numerous	ADJ
cana-1237	83	12	approaches	approach	NOUN
cana-1237	83	13	to	to	ADP
cana-1237	83	14	psychological	psychological	ADJ
cana-1237	83	15	study	study	NOUN
cana-1237	83	16	.	.	PUNCT
cana-1237	84	1	in	in	ADP
cana-1237	84	2	this	this	DET
cana-1237	84	3	section	section	NOUN
cana-1237	84	4	,	,	PUNCT
cana-1237	84	5	we	we	PRON
cana-1237	84	6	review	review	VERB
cana-1237	84	7	the	the	DET
cana-1237	84	8	literature	literature	NOUN
cana-1237	84	9	on	on	ADP
cana-1237	84	10	the	the	DET
cana-1237	84	11	subject	subject	NOUN
cana-1237	84	12	of	of	ADP
cana-1237	84	13	depression	depression	NOUN
cana-1237	84	14	detection	detection	NOUN
cana-1237	84	15	and	and	CCONJ
cana-1237	84	16	the	the	DET
cana-1237	84	17	various	various	ADJ
cana-1237	84	18	methods	method	NOUN
cana-1237	84	19	that	that	PRON
cana-1237	84	20	have	have	AUX
cana-1237	84	21	been	be	AUX
cana-1237	84	22	used	use	VERB
cana-1237	84	23	thus	thus	ADV
cana-1237	84	24	far	far	ADV
cana-1237	84	25	.	.	PUNCT
cana-1237	85	1	the	the	DET
cana-1237	85	2	use	use	NOUN
cana-1237	85	3	of	of	ADP
cana-1237	85	4	linguistics	linguistic	NOUN
cana-1237	85	5	in	in	ADP
cana-1237	85	6	depression	depression	NOUN
cana-1237	85	7	identification	identification	NOUN
cana-1237	85	8	is	be	AUX
cana-1237	85	9	promising	promise	VERB
cana-1237	85	10	since	since	SCONJ
cana-1237	85	11	it	it	PRON
cana-1237	85	12	reveals	reveal	VERB
cana-1237	85	13	that	that	SCONJ
cana-1237	85	14	depressed	depressed	ADJ
cana-1237	85	15	and	and	CCONJ
cana-1237	85	16	non	non	ADJ
cana-1237	85	17	-	-	ADJ
cana-1237	85	18	depressed	depressed	ADJ
cana-1237	85	19	individuals	individual	NOUN
cana-1237	85	20	may	may	AUX
cana-1237	85	21	use	use	VERB
cana-1237	85	22	language	language	NOUN
cana-1237	85	23	differently	differently	ADV
cana-1237	85	24	.	.	PUNCT
cana-1237	86	1	people	people	NOUN
cana-1237	86	2	who	who	PRON
cana-1237	86	3	are	be	AUX
cana-1237	86	4	depressed	depressed	ADJ
cana-1237	86	5	tend	tend	VERB
cana-1237	86	6	to	to	PART
cana-1237	86	7	think	think	VERB
cana-1237	86	8	only	only	ADV
cana-1237	86	9	of	of	ADP
cana-1237	86	10	themselves	themselves	PRON
cana-1237	86	11	.	.	PUNCT
cana-1237	87	1	nguyen	nguyen	PROPN
cana-1237	87	2	analyzed	analyze	VERB
cana-1237	87	3	two	two	NUM
cana-1237	87	4	online	online	ADJ
cana-1237	87	5	"	"	PUNCT
cana-1237	87	6	control	control	NOUN
cana-1237	87	7	"	"	PUNCT
cana-1237	87	8	and	and	CCONJ
cana-1237	87	9	"	"	PUNCT
cana-1237	87	10	clinical	clinical	ADJ
cana-1237	87	11	"	"	PUNCT
cana-1237	87	12	groups	group	NOUN
cana-1237	87	13	in	in	ADP
cana-1237	87	14	2014	2014	NUM
cana-1237	87	15	.	.	PUNCT
cana-1237	88	1	people	people	NOUN
cana-1237	88	2	who	who	PRON
cana-1237	88	3	shared	share	VERB
cana-1237	88	4	comparable	comparable	ADJ
cana-1237	88	5	interests	interest	NOUN
cana-1237	88	6	and	and	CCONJ
cana-1237	88	7	were	be	AUX
cana-1237	88	8	generally	generally	ADV
cana-1237	88	9	up	up	ADP
cana-1237	88	10	for	for	ADP
cana-1237	88	11	a	a	DET
cana-1237	88	12	good	good	ADJ
cana-1237	88	13	time	time	NOUN
cana-1237	88	14	made	make	VERB
cana-1237	88	15	up	up	ADP
cana-1237	88	16	the	the	DET
cana-1237	88	17	"	"	PUNCT
cana-1237	88	18	control	control	NOUN
cana-1237	88	19	"	"	PUNCT
cana-1237	88	20	group	group	NOUN
cana-1237	88	21	,	,	PUNCT
cana-1237	88	22	while	while	SCONJ
cana-1237	88	23	those	those	PRON
cana-1237	88	24	with	with	ADP
cana-1237	88	25	mental	mental	ADJ
cana-1237	88	26	health	health	NOUN
cana-1237	88	27	issues	issue	NOUN
cana-1237	88	28	such	such	ADJ
cana-1237	88	29	bipolar	bipolar	ADJ
cana-1237	88	30	disorder	disorder	NOUN
cana-1237	88	31	,	,	PUNCT
cana-1237	88	32	severe	severe	ADJ
cana-1237	88	33	depression	depression	NOUN
cana-1237	88	34	,	,	PUNCT
cana-1237	88	35	seasonal	seasonal	ADJ
cana-1237	88	36	affective	affective	ADJ
cana-1237	88	37	disorder	disorder	NOUN
cana-1237	88	38	,	,	PUNCT
cana-1237	88	39	or	or	CCONJ
cana-1237	88	40	panic	panic	NOUN
cana-1237	88	41	attacks	attack	NOUN
cana-1237	88	42	made	make	VERB
cana-1237	88	43	up	up	ADP
cana-1237	88	44	the	the	DET
cana-1237	88	45	"	"	PUNCT
cana-1237	88	46	clinical	clinical	ADJ
cana-1237	88	47	"	"	PUNCT
cana-1237	88	48	group	group	NOUN
cana-1237	88	49	.	.	PUNCT
cana-1237	89	1	members	member	NOUN
cana-1237	89	2	of	of	ADP
cana-1237	89	3	the	the	DET
cana-1237	89	4	clinical	clinical	ADJ
cana-1237	89	5	group	group	NOUN
cana-1237	89	6	were	be	AUX
cana-1237	89	7	able	able	ADJ
cana-1237	89	8	to	to	PART
cana-1237	89	9	open	open	VERB
cana-1237	89	10	up	up	ADP
cana-1237	89	11	about	about	ADP
cana-1237	89	12	their	their	PRON
cana-1237	89	13	struggles	struggle	NOUN
cana-1237	89	14	and	and	CCONJ
cana-1237	89	15	accept	accept	VERB
cana-1237	89	16	recommendations	recommendation	NOUN
cana-1237	89	17	for	for	ADP
cana-1237	89	18	treatment	treatment	NOUN
cana-1237	89	19	without	without	ADP
cana-1237	89	20	fear	fear	NOUN
cana-1237	89	21	of	of	ADP
cana-1237	89	22	repercussions	repercussion	NOUN
cana-1237	89	23	.	.	PUNCT
cana-1237	90	1	the	the	DET
cana-1237	90	2	author	author	NOUN
cana-1237	90	3	notices	notice	VERB
cana-1237	90	4	a	a	DET
cana-1237	90	5	distinction	distinction	NOUN
cana-1237	90	6	between	between	ADP
cana-1237	90	7	these	these	DET
cana-1237	90	8	two	two	NUM
cana-1237	90	9	types	type	NOUN
cana-1237	90	10	of	of	ADP
cana-1237	90	11	online	online	ADJ
cana-1237	90	12	communities	community	NOUN
cana-1237	90	13	.	.	PUNCT
cana-1237	91	1	people	people	NOUN
cana-1237	91	2	in	in	ADP
cana-1237	91	3	the	the	DET
cana-1237	91	4	"	"	PUNCT
cana-1237	91	5	clinical	clinical	ADJ
cana-1237	91	6	"	"	PUNCT
cana-1237	91	7	group	group	NOUN
cana-1237	91	8	are	be	AUX
cana-1237	91	9	more	more	ADV
cana-1237	91	10	likely	likely	ADJ
cana-1237	91	11	to	to	PART
cana-1237	91	12	use	use	VERB
cana-1237	91	13	first	first	ADJ
cana-1237	91	14	person	person	NOUN
cana-1237	91	15	pronouns	pronoun	NOUN
cana-1237	91	16	(	(	PUNCT
cana-1237	91	17	"	"	PUNCT
cana-1237	91	18	i	i	PRON
cana-1237	91	19	,	,	PUNCT
cana-1237	91	20	"	"	PUNCT
cana-1237	91	21	"	"	PUNCT
cana-1237	91	22	me	i	PRON
cana-1237	91	23	,	,	PUNCT
cana-1237	91	24	"	"	PUNCT
cana-1237	91	25	and	and	CCONJ
cana-1237	91	26	"	"	PUNCT
cana-1237	91	27	my	my	PRON
cana-1237	91	28	"	"	PUNCT
cana-1237	91	29	)	)	PUNCT
cana-1237	91	30	and	and	CCONJ
cana-1237	91	31	talk	talk	VERB
cana-1237	91	32	about	about	ADP
cana-1237	91	33	themselves	themselves	PRON
cana-1237	91	34	,	,	PUNCT
cana-1237	91	35	whereas	whereas	SCONJ
cana-1237	91	36	those	those	PRON
cana-1237	91	37	in	in	ADP
cana-1237	91	38	the	the	DET
cana-1237	91	39	"	"	PUNCT
cana-1237	91	40	control	control	NOUN
cana-1237	91	41	"	"	PUNCT
cana-1237	91	42	group	group	NOUN
cana-1237	91	43	are	be	AUX
cana-1237	91	44	less	less	ADV
cana-1237	91	45	likely	likely	ADJ
cana-1237	91	46	to	to	PART
cana-1237	91	47	do	do	VERB
cana-1237	91	48	so	so	ADV
cana-1237	91	49	and	and	CCONJ
cana-1237	91	50	talk	talk	VERB
cana-1237	91	51	about	about	ADP
cana-1237	91	52	things	thing	NOUN
cana-1237	91	53	like	like	ADP
cana-1237	91	54	singing	singing	NOUN
cana-1237	91	55	,	,	PUNCT
cana-1237	91	56	dancing	dancing	NOUN
cana-1237	91	57	,	,	PUNCT
cana-1237	91	58	and	and	CCONJ
cana-1237	91	59	running	run	VERB
cana-1237	91	60	.	.	PUNCT
cana-1237	92	1	this	this	DET
cana-1237	92	2	study	study	NOUN
cana-1237	92	3	shows	show	VERB
cana-1237	92	4	that	that	SCONJ
cana-1237	92	5	the	the	DET
cana-1237	92	6	way	way	NOUN
cana-1237	92	7	a	a	DET
cana-1237	92	8	person	person	NOUN
cana-1237	92	9	uses	use	VERB
cana-1237	92	10	language	language	NOUN
cana-1237	92	11	is	be	AUX
cana-1237	92	12	significant	significant	ADJ
cana-1237	92	13	in	in	ADP
cana-1237	92	14	determining	determine	VERB
cana-1237	92	15	whether	whether	SCONJ
cana-1237	92	16	or	or	CCONJ
cana-1237	92	17	not	not	PART
cana-1237	92	18	they	they	PRON
cana-1237	92	19	are	be	AUX
cana-1237	92	20	depressed	depressed	ADJ
cana-1237	92	21	.	.	PUNCT
cana-1237	93	1	according	accord	VERB
cana-1237	93	2	to	to	ADP
cana-1237	93	3	the	the	DET
cana-1237	93	4	research	research	NOUN
cana-1237	93	5	of	of	ADP
cana-1237	93	6	choudhury	choudhury	PROPN
cana-1237	93	7	et	et	PROPN
cana-1237	93	8	al	al	PROPN
cana-1237	93	9	.	.	PUNCT
cana-1237	94	1	[	[	X
cana-1237	94	2	21	21	NUM
cana-1237	94	3	]	]	PUNCT
cana-1237	94	4	,	,	PUNCT
cana-1237	94	5	the	the	DET
cana-1237	94	6	experience	experience	NOUN
cana-1237	94	7	of	of	ADP
cana-1237	94	8	depression	depression	NOUN
cana-1237	94	9	is	be	AUX
cana-1237	94	10	a	a	DET
cana-1237	94	11	true	true	ADJ
cana-1237	94	12	test	test	NOUN
cana-1237	94	13	of	of	ADP
cana-1237	94	14	one	one	NUM
cana-1237	94	15	's	's	PART
cana-1237	94	16	personal	personal	ADJ
cana-1237	94	17	and	and	CCONJ
cana-1237	94	18	societal	societal	ADJ
cana-1237	94	19	health	health	NOUN
cana-1237	94	20	.	.	PUNCT
cana-1237	95	1	a	a	DET
cana-1237	95	2	sizable	sizable	ADJ
cana-1237	95	3	population	population	NOUN
cana-1237	95	4	suffers	suffer	VERB
cana-1237	95	5	from	from	ADP
cana-1237	95	6	depression	depression	NOUN
cana-1237	95	7	,	,	PUNCT
cana-1237	95	8	yet	yet	CCONJ
cana-1237	95	9	only	only	ADV
cana-1237	95	10	a	a	DET
cana-1237	95	11	fraction	fraction	NOUN
cana-1237	95	12	of	of	ADP
cana-1237	95	13	those	those	DET
cana-1237	95	14	people	people	NOUN
cana-1237	95	15	receive	receive	VERB
cana-1237	95	16	effective	effective	ADJ
cana-1237	95	17	therapy	therapy	NOUN
cana-1237	95	18	each	each	DET
cana-1237	95	19	year	year	NOUN
cana-1237	95	20	.	.	PUNCT
cana-1237	96	1	they	they	PRON
cana-1237	96	2	also	also	ADV
cana-1237	96	3	looked	look	VERB
cana-1237	96	4	into	into	ADP
cana-1237	96	5	the	the	DET
cana-1237	96	6	potential	potential	NOUN
cana-1237	96	7	of	of	ADP
cana-1237	96	8	using	use	VERB
cana-1237	96	9	social	social	ADJ
cana-1237	96	10	media	medium	NOUN
cana-1237	96	11	to	to	PART
cana-1237	96	12	spot	spot	VERB
cana-1237	96	13	and	and	CCONJ
cana-1237	96	14	analyze	analyze	VERB
cana-1237	96	15	the	the	DET
cana-1237	96	16	early	early	ADJ
cana-1237	96	17	warning	warning	NOUN
cana-1237	96	18	signs	sign	NOUN
cana-1237	96	19	of	of	ADP
cana-1237	96	20	major	major	ADJ
cana-1237	96	21	depression	depression	NOUN
cana-1237	96	22	in	in	ADP
cana-1237	96	23	people	people	NOUN
cana-1237	96	24	.	.	PUNCT
cana-1237	97	1	social	social	ADJ
cana-1237	97	2	networking	network	VERB
cana-1237	97	3	posts	post	NOUN
cana-1237	97	4	were	be	AUX
cana-1237	97	5	analyzed	analyze	VERB
cana-1237	97	6	for	for	ADP
cana-1237	97	7	quantifiable	quantifiable	ADJ
cana-1237	97	8	behavioral	behavioral	ADJ
cana-1237	97	9	credits	credit	NOUN
cana-1237	97	10	related	relate	VERB
cana-1237	97	11	to	to	ADP
cana-1237	97	12	emotional	emotional	ADJ
cana-1237	97	13	expression	expression	NOUN
cana-1237	97	14	,	,	PUNCT
cana-1237	97	15	communication	communication	NOUN
cana-1237	97	16	patterns	pattern	NOUN
cana-1237	97	17	,	,	PUNCT
cana-1237	97	18	language	language	NOUN
cana-1237	97	19	use	use	NOUN
cana-1237	97	20	,	,	PUNCT
cana-1237	97	21	self	self	NOUN
cana-1237	97	22	-	-	PUNCT
cana-1237	97	23	awareness	awareness	NOUN
cana-1237	97	24	,	,	PUNCT
cana-1237	97	25	and	and	CCONJ
cana-1237	97	26	the	the	DET
cana-1237	97	27	use	use	NOUN
cana-1237	97	28	of	of	ADP
cana-1237	97	29	antidepressants	antidepressant	NOUN
cana-1237	97	30	.	.	PUNCT
cana-1237	98	1	choudhury	choudhury	PROPN
cana-1237	98	2	et	et	PROPN
cana-1237	98	3	al	al	PROPN
cana-1237	98	4	.	.	PUNCT
cana-1237	99	1	[	[	X
cana-1237	99	2	22	22	NUM
cana-1237	99	3	]	]	PUNCT
cana-1237	99	4	viewed	view	VERB
cana-1237	99	5	social	social	ADJ
cana-1237	99	6	media	medium	NOUN
cana-1237	99	7	as	as	ADP
cana-1237	99	8	a	a	DET
cana-1237	99	9	useful	useful	ADJ
cana-1237	99	10	tool	tool	NOUN
cana-1237	99	11	for	for	ADP
cana-1237	99	12	public	public	ADJ
cana-1237	99	13	health	health	NOUN
cana-1237	99	14	,	,	PUNCT
cana-1237	99	15	namely	namely	ADV
cana-1237	99	16	the	the	DET
cana-1237	99	17	opportunity	opportunity	NOUN
cana-1237	99	18	twitter	twitter	NOUN
cana-1237	99	19	provides	provide	VERB
cana-1237	99	20	for	for	ADP
cana-1237	99	21	developing	develop	VERB
cana-1237	99	22	predictive	predictive	ADJ
cana-1237	99	23	models	model	NOUN
cana-1237	99	24	of	of	ADP
cana-1237	99	25	the	the	DET
cana-1237	99	26	long	long	ADJ
cana-1237	99	27	-	-	PUNCT
cana-1237	99	28	term	term	NOUN
cana-1237	99	29	effects	effect	NOUN
cana-1237	99	30	of	of	ADP
cana-1237	99	31	childbirth	childbirth	NOUN
cana-1237	99	32	on	on	ADP
cana-1237	99	33	mothers	mother	NOUN
cana-1237	99	34	'	'	PART
cana-1237	99	35	attitudes	attitude	NOUN
cana-1237	99	36	and	and	CCONJ
cana-1237	99	37	behaviors	behavior	NOUN
cana-1237	99	38	.	.	PUNCT
cana-1237	100	1	three	three	NUM
cana-1237	100	2	hundred	hundred	NUM
cana-1237	100	3	and	and	CCONJ
cana-1237	100	4	seventy	seventy	NUM
cana-1237	100	5	-	-	PUNCT
cana-1237	100	6	six	six	NUM
cana-1237	100	7	mothers	mother	NOUN
cana-1237	100	8	'	'	PART
cana-1237	100	9	twitter	twitter	NOUN
cana-1237	100	10	postings	posting	NOUN
cana-1237	100	11	were	be	AUX
cana-1237	100	12	analyzed	analyze	VERB
cana-1237	100	13	for	for	ADP
cana-1237	100	14	changes	change	NOUN
cana-1237	100	15	in	in	ADP
cana-1237	100	16	social	social	ADJ
cana-1237	100	17	engagement	engagement	NOUN
cana-1237	100	18	,	,	PUNCT
cana-1237	100	19	emotion	emotion	NOUN
cana-1237	100	20	,	,	PUNCT
cana-1237	100	21	informal	informal	ADJ
cana-1237	100	22	network	network	NOUN
cana-1237	100	23	,	,	PUNCT
cana-1237	100	24	and	and	CCONJ
cana-1237	100	25	phonological	phonological	ADJ
cana-1237	100	26	style	style	NOUN
cana-1237	100	27	after	after	ADP
cana-1237	100	28	giving	give	VERB
cana-1237	100	29	birth	birth	NOUN
cana-1237	100	30	.	.	PUNCT
cana-1237	101	1	o'dea	o'dea	PROPN
cana-1237	101	2	et	et	PROPN
cana-1237	101	3	al	al	PROPN
cana-1237	101	4	.	.	PUNCT
cana-1237	102	1	[	[	X
cana-1237	102	2	23	23	NUM
cana-1237	102	3	]	]	PUNCT
cana-1237	102	4	looked	look	VERB
cana-1237	102	5	into	into	ADP
cana-1237	102	6	how	how	SCONJ
cana-1237	102	7	twitter	twitter	NOUN
cana-1237	102	8	is	be	AUX
cana-1237	102	9	increasingly	increasingly	ADV
cana-1237	102	10	being	be	AUX
cana-1237	102	11	studied	study	VERB
cana-1237	102	12	as	as	ADP
cana-1237	102	13	a	a	DET
cana-1237	102	14	way	way	NOUN
cana-1237	102	15	to	to	PART
cana-1237	102	16	detect	detect	VERB
cana-1237	102	17	mental	mental	ADJ
cana-1237	102	18	health	health	NOUN
cana-1237	102	19	issues	issue	NOUN
cana-1237	102	20	like	like	ADP
cana-1237	102	21	depression	depression	NOUN
cana-1237	102	22	and	and	CCONJ
cana-1237	102	23	suicidality	suicidality	NOUN
cana-1237	102	24	.	.	PUNCT
cana-1237	103	1	through	through	ADP
cana-1237	103	2	a	a	DET
cana-1237	103	3	combination	combination	NOUN
cana-1237	103	4	of	of	ADP
cana-1237	103	5	human	human	ADJ
cana-1237	103	6	coders	coder	NOUN
cana-1237	103	7	and	and	CCONJ
cana-1237	103	8	a	a	DET
cana-1237	103	9	preprogrammed	preprogrammed	ADJ
cana-1237	103	10	machine	machine	NOUN
cana-1237	103	11	classifier	classifier	NOUN
cana-1237	103	12	,	,	PUNCT
cana-1237	103	13	they	they	PRON
cana-1237	103	14	discovered	discover	VERB
cana-1237	103	15	that	that	SCONJ
cana-1237	103	16	it	it	PRON
cana-1237	103	17	is	be	AUX
cana-1237	103	18	possible	possible	ADJ
cana-1237	103	19	to	to	PART
cana-1237	103	20	identify	identify	VERB
cana-1237	103	21	the	the	DET
cana-1237	103	22	amount	amount	NOUN
cana-1237	103	23	of	of	ADP
cana-1237	103	24	concern	concern	NOUN
cana-1237	103	25	among	among	ADP
cana-1237	103	26	tweets	tweet	NOUN
cana-1237	103	27	mentioning	mention	VERB
cana-1237	103	28	suicide	suicide	NOUN
cana-1237	103	29	.	.	PUNCT
cana-1237	104	1	zhang	zhang	PROPN
cana-1237	104	2	et	et	PROPN
cana-1237	104	3	al	al	PROPN
cana-1237	104	4	.	.	PUNCT
cana-1237	105	1	[	[	X
cana-1237	105	2	24	24	NUM
cana-1237	105	3	]	]	PUNCT
cana-1237	105	4	demonstrated	demonstrate	VERB
cana-1237	105	5	that	that	SCONJ
cana-1237	105	6	it	it	PRON
cana-1237	105	7	is	be	AUX
cana-1237	105	8	possible	possible	ADJ
cana-1237	105	9	to	to	PART
cana-1237	105	10	implement	implement	VERB
cana-1237	105	11	a	a	DET
cana-1237	105	12	communications	communication	NOUN
cana-1237	105	13	on	on	ADP
cana-1237	105	14	applied	apply	VERB
cana-1237	105	15	nonlinear	nonlinear	ADJ
cana-1237	105	16	analysis	analysis	NOUN
cana-1237	105	17	issn	issn	NOUN
cana-1237	105	18	:	:	PUNCT
cana-1237	105	19	1074	1074	NUM
cana-1237	105	20	-	-	PUNCT
cana-1237	105	21	133x	133x	NUM
cana-1237	105	22	vol	vol	NOUN
cana-1237	105	23	31	31	NUM
cana-1237	105	24	no	no	NOUN
cana-1237	105	25	.	.	PUNCT
cana-1237	106	1	6s	6s	NUM
cana-1237	106	2	(	(	PUNCT
cana-1237	106	3	2024	2024	NUM
cana-1237	106	4	)	)	PUNCT
cana-1237	106	5	467	467	NUM
cana-1237	106	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1237	106	7	dynamic	dynamic	ADJ
cana-1237	106	8	intervention	intervention	NOUN
cana-1237	106	9	mechanism	mechanism	NOUN
cana-1237	106	10	to	to	PART
cana-1237	106	11	save	save	VERB
cana-1237	106	12	the	the	DET
cana-1237	106	13	lives	life	NOUN
cana-1237	106	14	of	of	ADP
cana-1237	106	15	people	people	NOUN
cana-1237	106	16	at	at	ADP
cana-1237	106	17	risk	risk	NOUN
cana-1237	106	18	of	of	ADP
cana-1237	106	19	suicide	suicide	NOUN
cana-1237	106	20	by	by	ADP
cana-1237	106	21	identifying	identify	VERB
cana-1237	106	22	them	they	PRON
cana-1237	106	23	through	through	ADP
cana-1237	106	24	online	online	ADJ
cana-1237	106	25	networking	networking	NOUN
cana-1237	106	26	,	,	PUNCT
cana-1237	106	27	such	such	ADJ
cana-1237	106	28	as	as	ADP
cana-1237	106	29	microblog	microblog	NOUN
cana-1237	106	30	[	[	X
cana-1237	106	31	47	47	NUM
cana-1237	106	32	]	]	PUNCT
cana-1237	106	33	.	.	PUNCT
cana-1237	107	1	several	several	ADJ
cana-1237	107	2	studies	study	NOUN
cana-1237	107	3	have	have	AUX
cana-1237	107	4	shown	show	VERB
cana-1237	107	5	that	that	SCONJ
cana-1237	107	6	ugc	ugc	PROPN
cana-1237	107	7	may	may	AUX
cana-1237	107	8	be	be	AUX
cana-1237	107	9	used	use	VERB
cana-1237	107	10	to	to	PART
cana-1237	107	11	assess	assess	VERB
cana-1237	107	12	people	people	NOUN
cana-1237	107	13	's	's	PART
cana-1237	107	14	mental	mental	ADJ
cana-1237	107	15	health	health	NOUN
cana-1237	107	16	if	if	SCONJ
cana-1237	107	17	it	it	PRON
cana-1237	107	18	is	be	AUX
cana-1237	107	19	used	use	VERB
cana-1237	107	20	correctly	correctly	ADV
cana-1237	107	21	.	.	PUNCT
cana-1237	108	1	for	for	ADP
cana-1237	108	2	instance	instance	NOUN
cana-1237	108	3	,	,	PUNCT
cana-1237	108	4	aldarwish	aldarwish	PROPN
cana-1237	108	5	&	&	CCONJ
cana-1237	108	6	ahmad	ahmad	PROPN
cana-1237	108	7	[	[	X
cana-1237	108	8	25	25	NUM
cana-1237	108	9	]	]	PUNCT
cana-1237	108	10	looked	look	VERB
cana-1237	108	11	at	at	ADP
cana-1237	108	12	how	how	SCONJ
cana-1237	108	13	the	the	DET
cana-1237	108	14	use	use	NOUN
cana-1237	108	15	of	of	ADP
cana-1237	108	16	sns	sns	PROPN
cana-1237	108	17	is	be	AUX
cana-1237	108	18	growing	grow	VERB
cana-1237	108	19	,	,	PUNCT
cana-1237	108	20	especially	especially	ADV
cana-1237	108	21	among	among	ADP
cana-1237	108	22	younger	young	ADJ
cana-1237	108	23	generations	generation	NOUN
cana-1237	108	24	.	.	PUNCT
cana-1237	109	1	customers	customer	NOUN
cana-1237	109	2	are	be	AUX
cana-1237	109	3	able	able	ADJ
cana-1237	109	4	to	to	PART
cana-1237	109	5	share	share	VERB
cana-1237	109	6	their	their	PRON
cana-1237	109	7	passions	passion	NOUN
cana-1237	109	8	,	,	PUNCT
cana-1237	109	9	opinions	opinion	NOUN
cana-1237	109	10	,	,	PUNCT
cana-1237	109	11	and	and	CCONJ
cana-1237	109	12	services	service	NOUN
cana-1237	109	13	on	on	ADP
cana-1237	109	14	a	a	DET
cana-1237	109	15	daily	daily	ADJ
cana-1237	109	16	basis	basis	NOUN
cana-1237	110	1	[	[	X
cana-1237	110	2	26	26	NUM
cana-1237	110	3	]	]	X
cana-1237	110	4	,	,	PUNCT
cana-1237	110	5	all	all	DET
cana-1237	110	6	thanks	thank	NOUN
cana-1237	110	7	to	to	ADP
cana-1237	110	8	the	the	DET
cana-1237	110	9	convenience	convenience	NOUN
cana-1237	110	10	of	of	ADP
cana-1237	110	11	social	social	ADJ
cana-1237	110	12	networking	network	VERB
cana-1237	110	13	sites.nguyen	sites.nguyen	PROPN
cana-1237	110	14	et	et	PROPN
cana-1237	110	15	al	al	PROPN
cana-1237	110	16	.	.	PUNCT
cana-1237	111	1	[	[	X
cana-1237	111	2	27	27	NUM
cana-1237	111	3	]	]	PUNCT
cana-1237	111	4	used	use	VERB
cana-1237	111	5	machine	machine	NOUN
cana-1237	111	6	learning	learning	NOUN
cana-1237	111	7	including	include	VERB
cana-1237	111	8	statistical	statistical	ADJ
cana-1237	111	9	methods	method	NOUN
cana-1237	111	10	to	to	PART
cana-1237	111	11	categorize	categorize	VERB
cana-1237	111	12	online	online	ADJ
cana-1237	111	13	conversations	conversation	NOUN
cana-1237	111	14	about	about	ADP
cana-1237	111	15	depression	depression	NOUN
cana-1237	111	16	and	and	CCONJ
cana-1237	111	17	controls	control	NOUN
cana-1237	111	18	by	by	ADP
cana-1237	111	19	excluding	exclude	VERB
cana-1237	111	20	topics	topic	NOUN
cana-1237	111	21	related	relate	VERB
cana-1237	111	22	to	to	ADP
cana-1237	111	23	mood	mood	NOUN
cana-1237	111	24	,	,	PUNCT
cana-1237	111	25	language	language	NOUN
cana-1237	111	26	use	use	NOUN
cana-1237	111	27	,	,	PUNCT
cana-1237	111	28	and	and	CCONJ
cana-1237	111	29	substance	substance	NOUN
cana-1237	111	30	use[45][46][48	use[45][46][48	NOUN
cana-1237	111	31	]	]	PUNCT
cana-1237	111	32	.	.	PUNCT
cana-1237	112	1	depression	depression	NOUN
cana-1237	112	2	,	,	PUNCT
cana-1237	112	3	imaging	imaging	NOUN
cana-1237	112	4	,	,	PUNCT
cana-1237	112	5	&	&	CCONJ
cana-1237	112	6	ml	ml	PROPN
cana-1237	112	7	methods	method	NOUN
cana-1237	112	8	are	be	AUX
cana-1237	112	9	all	all	PRON
cana-1237	112	10	discussed	discuss	VERB
cana-1237	112	11	in	in	ADP
cana-1237	112	12	[	[	X
cana-1237	112	13	28	28	NUM
cana-1237	112	14	]	]	PUNCT
cana-1237	112	15	,	,	PUNCT
cana-1237	112	16	which	which	PRON
cana-1237	112	17	provides	provide	VERB
cana-1237	112	18	a	a	DET
cana-1237	112	19	historical	historical	ADJ
cana-1237	112	20	perspective	perspective	NOUN
cana-1237	112	21	.	.	PUNCT
cana-1237	113	1	research	research	NOUN
cana-1237	113	2	using	use	VERB
cana-1237	113	3	imaging	imaging	NOUN
cana-1237	113	4	&	&	CCONJ
cana-1237	113	5	ml	ml	NOUN
cana-1237	113	6	to	to	PART
cana-1237	113	7	investigate	investigate	VERB
cana-1237	113	8	depression	depression	NOUN
cana-1237	113	9	is	be	AUX
cana-1237	113	10	also	also	ADV
cana-1237	113	11	reviewed	review	VERB
cana-1237	113	12	.	.	PUNCT
cana-1237	114	1	svm	svm	PROPN
cana-1237	114	2	(	(	PUNCT
cana-1237	114	3	linear	linear	ADJ
cana-1237	114	4	kernels	kernel	NOUN
cana-1237	114	5	)	)	PUNCT
cana-1237	114	6	,	,	PUNCT
cana-1237	114	7	svm	svm	PROPN
cana-1237	114	8	(	(	PUNCT
cana-1237	114	9	nonlinear	nonlinear	ADJ
cana-1237	114	10	kernels	kernel	NOUN
cana-1237	114	11	)	)	PUNCT
cana-1237	114	12	,	,	PUNCT
cana-1237	114	13	and	and	CCONJ
cana-1237	114	14	significance	significance	NOUN
cana-1237	114	15	vector	vector	NOUN
cana-1237	114	16	regression	regression	NOUN
cana-1237	114	17	are	be	AUX
cana-1237	114	18	the	the	DET
cana-1237	114	19	algorithms	algorithm	NOUN
cana-1237	114	20	being	be	AUX
cana-1237	114	21	analyzed	analyze	VERB
cana-1237	114	22	.	.	PUNCT
cana-1237	115	1	in	in	ADP
cana-1237	115	2	this	this	DET
cana-1237	115	3	poll	poll	NOUN
cana-1237	115	4	,	,	PUNCT
cana-1237	115	5	we	we	PRON
cana-1237	115	6	only	only	ADV
cana-1237	115	7	look	look	VERB
cana-1237	115	8	at	at	ADP
cana-1237	115	9	one	one	NUM
cana-1237	115	10	aspect	aspect	NOUN
cana-1237	115	11	of	of	ADP
cana-1237	115	12	mental	mental	ADJ
cana-1237	115	13	health	health	NOUN
cana-1237	115	14	.	.	PUNCT
cana-1237	116	1	depression	depression	NOUN
cana-1237	116	2	screening	screen	VERB
cana-1237	116	3	scales	scale	NOUN
cana-1237	116	4	were	be	AUX
cana-1237	116	5	not	not	PART
cana-1237	116	6	discussed	discuss	VERB
cana-1237	116	7	in	in	ADP
cana-1237	116	8	this	this	DET
cana-1237	116	9	study	study	NOUN
cana-1237	116	10	,	,	PUNCT
cana-1237	116	11	and	and	CCONJ
cana-1237	116	12	an	an	DET
cana-1237	116	13	algorithm	algorithm	NOUN
cana-1237	116	14	comparison	comparison	NOUN
cana-1237	116	15	was	be	AUX
cana-1237	116	16	not	not	PART
cana-1237	116	17	performed	perform	VERB
cana-1237	116	18	.	.	PUNCT
cana-1237	117	1	garcianert	garcianert	PROPN
cana-1237	117	2	et	et	PROPN
cana-1237	117	3	al	al	PROPN
cana-1237	117	4	.	.	PUNCT
cana-1237	118	1	[	[	X
cana-1237	118	2	29	29	NUM
cana-1237	118	3	]	]	PUNCT
cana-1237	118	4	conducted	conduct	VERB
cana-1237	118	5	a	a	DET
cana-1237	118	6	literature	literature	NOUN
cana-1237	118	7	review	review	NOUN
cana-1237	118	8	of	of	ADP
cana-1237	118	9	ml	ml	NOUN
cana-1237	118	10	with	with	ADP
cana-1237	118	11	sensor	sensor	NOUN
cana-1237	118	12	data	datum	NOUN
cana-1237	118	13	in	in	ADP
cana-1237	118	14	psychological	psychological	ADJ
cana-1237	118	15	surveillance	surveillance	NOUN
cana-1237	118	16	systems	system	NOUN
cana-1237	118	17	(	(	PUNCT
cana-1237	118	18	mhms	mhms	PROPN
cana-1237	118	19	)	)	PUNCT
cana-1237	118	20	.	.	PUNCT
cana-1237	119	1	anxiety	anxiety	NOUN
cana-1237	119	2	,	,	PUNCT
cana-1237	119	3	depression	depression	NOUN
cana-1237	119	4	,	,	PUNCT
cana-1237	119	5	bipolar	bipolar	ADJ
cana-1237	119	6	disorder	disorder	NOUN
cana-1237	119	7	(	(	PUNCT
cana-1237	119	8	bd	bd	PROPN
cana-1237	119	9	)	)	PUNCT
cana-1237	119	10	,	,	PUNCT
cana-1237	119	11	migraine	migraine	NOUN
cana-1237	119	12	,	,	PUNCT
cana-1237	119	13	and	and	CCONJ
cana-1237	119	14	stress	stress	NOUN
cana-1237	119	15	were	be	AUX
cana-1237	119	16	only	only	ADV
cana-1237	119	17	some	some	PRON
cana-1237	119	18	of	of	ADP
cana-1237	119	19	the	the	DET
cana-1237	119	20	mental	mental	ADJ
cana-1237	119	21	health	health	NOUN
cana-1237	119	22	conditions	condition	NOUN
cana-1237	119	23	that	that	PRON
cana-1237	119	24	were	be	AUX
cana-1237	119	25	examined	examine	VERB
cana-1237	119	26	with	with	ADP
cana-1237	119	27	supervised	supervised	ADJ
cana-1237	119	28	,	,	PUNCT
cana-1237	119	29	unsupervised	unsupervised	ADJ
cana-1237	119	30	,	,	PUNCT
cana-1237	119	31	semi	semi	ADJ
cana-1237	119	32	-	-	ADJ
cana-1237	119	33	supervised	supervised	ADJ
cana-1237	119	34	,	,	PUNCT
cana-1237	119	35	the	the	DET
cana-1237	119	36	transfer	transfer	NOUN
cana-1237	119	37	,	,	PUNCT
cana-1237	119	38	and	and	CCONJ
cana-1237	119	39	reinforcement	reinforcement	NOUN
cana-1237	119	40	learning	learning	NOUN
cana-1237	119	41	.	.	PUNCT
cana-1237	120	1	however	however	ADV
cana-1237	120	2	,	,	PUNCT
cana-1237	120	3	the	the	DET
cana-1237	120	4	study	study	NOUN
cana-1237	120	5	only	only	ADV
cana-1237	120	6	provides	provide	VERB
cana-1237	120	7	a	a	DET
cana-1237	120	8	superficial	superficial	ADJ
cana-1237	120	9	summary	summary	NOUN
cana-1237	120	10	of	of	ADP
cana-1237	120	11	the	the	DET
cana-1237	120	12	relevant	relevant	ADJ
cana-1237	120	13	instances	instance	NOUN
cana-1237	120	14	and	and	CCONJ
cana-1237	120	15	applications	application	NOUN
cana-1237	120	16	involving	involve	VERB
cana-1237	120	17	mhms	mhm	NOUN
cana-1237	120	18	.	.	PUNCT
cana-1237	121	1	research	research	NOUN
cana-1237	121	2	papers	paper	NOUN
cana-1237	121	3	on	on	ADP
cana-1237	121	4	diagnosis	diagnosis	NOUN
cana-1237	121	5	using	use	VERB
cana-1237	121	6	brain	brain	NOUN
cana-1237	121	7	imaging	imaging	NOUN
cana-1237	121	8	categorization	categorization	NOUN
cana-1237	121	9	and	and	CCONJ
cana-1237	121	10	prediction	prediction	NOUN
cana-1237	121	11	were	be	AUX
cana-1237	121	12	compared	compare	VERB
cana-1237	121	13	by	by	ADP
cana-1237	121	14	gao	gao	PROPN
cana-1237	121	15	et	et	PROPN
cana-1237	121	16	al	al	PROPN
cana-1237	121	17	.	.	PUNCT
cana-1237	122	1	[	[	X
cana-1237	122	2	30	30	NUM
cana-1237	122	3	]	]	PUNCT
cana-1237	122	4	.	.	PUNCT
cana-1237	123	1	the	the	DET
cana-1237	123	2	mri	mri	NOUN
cana-1237	123	3	data	datum	NOUN
cana-1237	123	4	was	be	AUX
cana-1237	123	5	used	use	VERB
cana-1237	123	6	in	in	ADP
cana-1237	123	7	conjunction	conjunction	NOUN
cana-1237	123	8	with	with	ADP
cana-1237	123	9	the	the	DET
cana-1237	123	10	study	study	NOUN
cana-1237	123	11	of	of	ADP
cana-1237	123	12	major	major	ADJ
cana-1237	123	13	depressive	depressive	ADJ
cana-1237	123	14	disorder	disorder	NOUN
cana-1237	123	15	(	(	PUNCT
cana-1237	123	16	mdd	mdd	PROPN
cana-1237	123	17	)	)	PUNCT
cana-1237	123	18	and	and	CCONJ
cana-1237	123	19	bd	bd	PROPN
cana-1237	123	20	.	.	PROPN
cana-1237	124	1	in	in	ADP
cana-1237	124	2	this	this	DET
cana-1237	124	3	research	research	NOUN
cana-1237	124	4	,	,	PUNCT
cana-1237	124	5	we	we	PRON
cana-1237	124	6	examine	examine	VERB
cana-1237	124	7	svm	svm	PROPN
cana-1237	124	8	,	,	PUNCT
cana-1237	124	9	lda	lda	PROPN
cana-1237	124	10	,	,	PUNCT
cana-1237	124	11	the	the	DET
cana-1237	124	12	gpc	gpc	PROPN
cana-1237	124	13	,	,	PUNCT
cana-1237	124	14	dt	dt	PROPN
cana-1237	124	15	,	,	PUNCT
cana-1237	124	16	which	which	PRON
cana-1237	124	17	is	be	AUX
cana-1237	124	18	rvm	rvm	NOUN
cana-1237	124	19	,	,	PUNCT
cana-1237	124	20	nn	nn	NOUN
cana-1237	124	21	,	,	PUNCT
cana-1237	124	22	&	&	CCONJ
cana-1237	124	23	lr	lr	PROPN
cana-1237	124	24	algorithms	algorithm	NOUN
cana-1237	124	25	.	.	PUNCT
cana-1237	125	1	however	however	ADV
cana-1237	125	2	,	,	PUNCT
cana-1237	125	3	little	little	ADJ
cana-1237	125	4	information	information	NOUN
cana-1237	125	5	is	be	AUX
cana-1237	125	6	provided	provide	VERB
cana-1237	125	7	about	about	ADP
cana-1237	125	8	the	the	DET
cana-1237	125	9	depression	depression	NOUN
cana-1237	125	10	screening	screen	VERB
cana-1237	125	11	instruments	instrument	NOUN
cana-1237	125	12	utilized	utilize	VERB
cana-1237	125	13	in	in	ADP
cana-1237	125	14	the	the	DET
cana-1237	125	15	various	various	ADJ
cana-1237	125	16	trials	trial	NOUN
cana-1237	125	17	.	.	PUNCT
cana-1237	126	1	only	only	ADV
cana-1237	126	2	research	research	NOUN
cana-1237	126	3	on	on	ADP
cana-1237	126	4	mdd	mdd	PROPN
cana-1237	126	5	&	&	CCONJ
cana-1237	126	6	bd	bd	PROPN
cana-1237	126	7	is	be	AUX
cana-1237	126	8	discussed	discuss	VERB
cana-1237	126	9	.	.	PUNCT
cana-1237	127	1	in	in	ADP
cana-1237	127	2	their	their	PRON
cana-1237	127	3	study	study	NOUN
cana-1237	127	4	of	of	ADP
cana-1237	127	5	ml	ml	NOUN
cana-1237	127	6	algorithms	algorithm	NOUN
cana-1237	127	7	for	for	ADP
cana-1237	127	8	the	the	DET
cana-1237	127	9	diagnosis	diagnosis	NOUN
cana-1237	127	10	of	of	ADP
cana-1237	127	11	mental	mental	ADJ
cana-1237	127	12	diseases	disease	NOUN
cana-1237	127	13	,	,	PUNCT
cana-1237	127	14	gyeongcheol	gyeongcheol	NOUN
cana-1237	127	15	et	et	PROPN
cana-1237	127	16	al	al	PROPN
cana-1237	127	17	.	.	PUNCT
cana-1237	128	1	[	[	X
cana-1237	128	2	31	31	NUM
cana-1237	128	3	]	]	PUNCT
cana-1237	128	4	focused	focus	VERB
cana-1237	128	5	on	on	ADP
cana-1237	128	6	svm	svm	ADJ
cana-1237	128	7	,	,	PUNCT
cana-1237	128	8	gradient	gradient	ADJ
cana-1237	128	9	boosting	boost	VERB
cana-1237	128	10	machines	machine	NOUN
cana-1237	128	11	(	(	PUNCT
cana-1237	128	12	gbm	gbm	NOUN
cana-1237	128	13	)	)	PUNCT
cana-1237	128	14	,	,	PUNCT
cana-1237	128	15	rf	rf	NOUN
cana-1237	128	16	,	,	PUNCT
cana-1237	128	17	nave	nave	NOUN
cana-1237	128	18	bayes	bayes	PROPN
cana-1237	128	19	,	,	PUNCT
cana-1237	128	20	and	and	CCONJ
cana-1237	128	21	knn	knn	PROPN
cana-1237	128	22	.	.	PROPN
cana-1237	128	23	research	research	PROPN
cana-1237	128	24	on	on	ADP
cana-1237	128	25	bd	bd	PROPN
cana-1237	128	26	,	,	PUNCT
cana-1237	128	27	asd	asd	PROPN
cana-1237	128	28	,	,	PUNCT
cana-1237	128	29	schizophrenia	schizophrenia	NOUN
cana-1237	128	30	,	,	PUNCT
cana-1237	128	31	depression	depression	NOUN
cana-1237	128	32	,	,	PUNCT
cana-1237	128	33	and	and	CCONJ
cana-1237	128	34	ptsd	ptsd	PROPN
cana-1237	128	35	were	be	AUX
cana-1237	128	36	all	all	PRON
cana-1237	128	37	included	include	VERB
cana-1237	128	38	.	.	PUNCT
cana-1237	129	1	only	only	ADV
cana-1237	129	2	a	a	DET
cana-1237	129	3	small	small	ADJ
cana-1237	129	4	subset	subset	NOUN
cana-1237	129	5	of	of	ADP
cana-1237	129	6	ml	ml	ADP
cana-1237	129	7	algorithms	algorithm	NOUN
cana-1237	129	8	were	be	AUX
cana-1237	129	9	covered	cover	VERB
cana-1237	129	10	,	,	PUNCT
cana-1237	129	11	and	and	CCONJ
cana-1237	129	12	the	the	DET
cana-1237	129	13	benefits	benefit	NOUN
cana-1237	129	14	of	of	ADP
cana-1237	129	15	any	any	DET
cana-1237	129	16	one	one	NUM
cana-1237	129	17	ml	ml	NOUN
cana-1237	129	18	technique	technique	NOUN
cana-1237	129	19	were	be	AUX
cana-1237	129	20	not	not	PART
cana-1237	129	21	highlighted.in	highlighted.in	X
cana-1237	130	1	[	[	X
cana-1237	130	2	28	28	NUM
cana-1237	130	3	]	]	PUNCT
cana-1237	130	4	,	,	PUNCT
cana-1237	130	5	the	the	DET
cana-1237	130	6	researchers	researcher	NOUN
cana-1237	130	7	examined	examine	VERB
cana-1237	130	8	facebook	facebook	NOUN
cana-1237	130	9	data	datum	NOUN
cana-1237	130	10	in	in	ADP
cana-1237	130	11	search	search	NOUN
cana-1237	130	12	of	of	ADP
cana-1237	130	13	indicators	indicator	NOUN
cana-1237	130	14	of	of	ADP
cana-1237	130	15	depression	depression	NOUN
cana-1237	130	16	.	.	PUNCT
cana-1237	131	1	liwc	liwc	PROPN
cana-1237	131	2	was	be	AUX
cana-1237	131	3	used	use	VERB
cana-1237	131	4	to	to	PART
cana-1237	131	5	evaluate	evaluate	VERB
cana-1237	131	6	information	information	NOUN
cana-1237	131	7	from	from	ADP
cana-1237	131	8	facebook	facebook	PROPN
cana-1237	131	9	users	user	NOUN
cana-1237	131	10	.	.	PUNCT
cana-1237	132	1	data	datum	NOUN
cana-1237	132	2	was	be	AUX
cana-1237	132	3	processed	process	VERB
cana-1237	132	4	using	use	VERB
cana-1237	132	5	dt	dt	PROPN
cana-1237	132	6	,	,	PUNCT
cana-1237	132	7	knn	knn	PROPN
cana-1237	132	8	,	,	PUNCT
cana-1237	132	9	svm	svm	PROPN
cana-1237	132	10	,	,	PUNCT
cana-1237	132	11	or	or	CCONJ
cana-1237	132	12	an	an	DET
cana-1237	132	13	ensemble	ensemble	ADJ
cana-1237	132	14	model	model	NOUN
cana-1237	132	15	,	,	PUNCT
cana-1237	132	16	all	all	PRON
cana-1237	132	17	of	of	ADP
cana-1237	132	18	which	which	PRON
cana-1237	132	19	are	be	AUX
cana-1237	132	20	supervised	supervise	VERB
cana-1237	132	21	learning	learn	VERB
cana-1237	132	22	machine	machine	NOUN
cana-1237	132	23	learning	learning	NOUN
cana-1237	132	24	(	(	PUNCT
cana-1237	132	25	ml	ml	NOUN
cana-1237	132	26	)	)	PUNCT
cana-1237	132	27	techniques	technique	NOUN
cana-1237	132	28	.	.	PUNCT
cana-1237	133	1	the	the	DET
cana-1237	133	2	classification	classification	NOUN
cana-1237	133	3	accuracy	accuracy	NOUN
cana-1237	133	4	improved	improve	VERB
cana-1237	133	5	experimentally	experimentally	ADV
cana-1237	133	6	with	with	ADP
cana-1237	133	7	dt	dt	PROPN
cana-1237	133	8	.	.	PUNCT
cana-1237	134	1	as	as	ADP
cana-1237	134	2	an	an	DET
cana-1237	134	3	example	example	NOUN
cana-1237	134	4	of	of	ADP
cana-1237	134	5	how	how	SCONJ
cana-1237	134	6	ai	ai	AUX
cana-1237	134	7	might	might	AUX
cana-1237	134	8	be	be	AUX
cana-1237	134	9	used	use	VERB
cana-1237	134	10	to	to	PART
cana-1237	134	11	investigate	investigate	VERB
cana-1237	134	12	potential	potential	ADJ
cana-1237	134	13	biomarkers	biomarker	NOUN
cana-1237	134	14	for	for	ADP
cana-1237	134	15	mental	mental	ADJ
cana-1237	134	16	illness	illness	NOUN
cana-1237	134	17	,	,	PUNCT
cana-1237	134	18	liuert	liuert	PROPN
cana-1237	134	19	et	et	PROPN
cana-1237	134	20	al	al	PROPN
cana-1237	134	21	.	.	PUNCT
cana-1237	135	1	[	[	X
cana-1237	135	2	32	32	NUM
cana-1237	135	3	]	]	PUNCT
cana-1237	135	4	provided	provide	VERB
cana-1237	135	5	a	a	DET
cana-1237	135	6	brief	brief	ADJ
cana-1237	135	7	overview	overview	NOUN
cana-1237	135	8	of	of	ADP
cana-1237	135	9	generic	generic	ADJ
cana-1237	135	10	applications	application	NOUN
cana-1237	135	11	that	that	PRON
cana-1237	135	12	use	use	VERB
cana-1237	135	13	ai	ai	VERB
cana-1237	135	14	for	for	ADP
cana-1237	135	15	mental	mental	ADJ
cana-1237	135	16	illnesses	illness	NOUN
cana-1237	135	17	.	.	PUNCT
cana-1237	136	1	the	the	DET
cana-1237	136	2	research	research	NOUN
cana-1237	136	3	[	[	X
cana-1237	136	4	33	33	NUM
cana-1237	136	5	]	]	PUNCT
cana-1237	136	6	examined	examine	VERB
cana-1237	136	7	five	five	NUM
cana-1237	136	8	ai	ai	ADJ
cana-1237	136	9	methods	method	NOUN
cana-1237	136	10	,	,	PUNCT
cana-1237	136	11	including	include	VERB
cana-1237	136	12	the	the	DET
cana-1237	136	13	bayesian	bayesian	NOUN
cana-1237	136	14	model	model	NOUN
cana-1237	136	15	,	,	PUNCT
cana-1237	136	16	lr	lr	NOUN
cana-1237	136	17	,	,	PUNCT
cana-1237	136	18	dt	dt	NOUN
cana-1237	136	19	,	,	PUNCT
cana-1237	136	20	svm	svm	ADJ
cana-1237	136	21	,	,	PUNCT
cana-1237	136	22	and	and	CCONJ
cana-1237	136	23	dl	dl	X
cana-1237	136	24	,	,	PUNCT
cana-1237	136	25	in	in	ADP
cana-1237	136	26	addition	addition	NOUN
cana-1237	136	27	to	to	ADP
cana-1237	136	28	the	the	DET
cana-1237	136	29	three	three	NUM
cana-1237	136	30	major	major	ADJ
cana-1237	136	31	ways	way	NOUN
cana-1237	136	32	for	for	ADP
cana-1237	136	33	brain	brain	NOUN
cana-1237	136	34	imaging	imaging	NOUN
cana-1237	136	35	for	for	ADP
cana-1237	136	36	psychiatric	psychiatric	ADJ
cana-1237	136	37	disorders	disorder	NOUN
cana-1237	136	38	:	:	PUNCT
cana-1237	136	39	mr	mr	PROPN
cana-1237	136	40	imaging	imaging	PROPN
cana-1237	136	41	(	(	PUNCT
cana-1237	136	42	mri	mri	NOUN
cana-1237	136	43	)	)	PUNCT
cana-1237	136	44	,	,	PUNCT
cana-1237	136	45	electroencephalography	electroencephalography	NOUN
cana-1237	136	46	,	,	PUNCT
cana-1237	136	47	or	or	CCONJ
cana-1237	136	48	eeg	eeg	NOUN
cana-1237	136	49	,	,	PUNCT
cana-1237	136	50	&	&	CCONJ
cana-1237	136	51	kinesics	kinesics	PROPN
cana-1237	136	52	diagnosis	diagnosis	NOUN
cana-1237	136	53	.	.	PUNCT
cana-1237	137	1	a	a	DET
cana-1237	137	2	representation	representation	NOUN
cana-1237	137	3	of	of	ADP
cana-1237	137	4	depressive	depressive	ADJ
cana-1237	137	5	cues	cue	NOUN
cana-1237	137	6	in	in	ADP
cana-1237	137	7	audio	audio	NOUN
cana-1237	137	8	and	and	CCONJ
cana-1237	137	9	video	video	NOUN
cana-1237	137	10	has	have	AUX
cana-1237	137	11	been	be	AUX
cana-1237	137	12	extracted	extract	VERB
cana-1237	137	13	using	use	VERB
cana-1237	137	14	dl	dl	PROPN
cana-1237	137	15	approach	approach	NOUN
cana-1237	137	16	by	by	ADP
cana-1237	137	17	the	the	DET
cana-1237	137	18	authors	author	NOUN
cana-1237	137	19	of	of	ADP
cana-1237	137	20	[	[	X
cana-1237	137	21	34][41][42	34][41][42	NUM
cana-1237	137	22	]	]	PUNCT
cana-1237	137	23	.	.	PUNCT
cana-1237	138	1	communications	communication	NOUN
cana-1237	138	2	on	on	ADP
cana-1237	138	3	applied	apply	VERB
cana-1237	138	4	nonlinear	nonlinear	ADJ
cana-1237	138	5	analysis	analysis	NOUN
cana-1237	138	6	issn	issn	NOUN
cana-1237	138	7	:	:	PUNCT
cana-1237	138	8	1074	1074	NUM
cana-1237	138	9	-	-	PUNCT
cana-1237	138	10	133x	133x	NUM
cana-1237	138	11	vol	vol	NOUN
cana-1237	138	12	31	31	NUM
cana-1237	138	13	no	no	NOUN
cana-1237	138	14	.	.	PUNCT
cana-1237	139	1	6s	6s	NUM
cana-1237	139	2	(	(	PUNCT
cana-1237	139	3	2024	2024	NUM
cana-1237	139	4	)	)	PUNCT
cana-1237	139	5	468	468	NUM
cana-1237	139	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1237	140	1	this	this	DET
cana-1237	140	2	article	article	NOUN
cana-1237	140	3	provides	provide	VERB
cana-1237	140	4	a	a	DET
cana-1237	140	5	summary	summary	NOUN
cana-1237	140	6	of	of	ADP
cana-1237	140	7	the	the	DET
cana-1237	140	8	research	research	NOUN
cana-1237	140	9	on	on	ADP
cana-1237	140	10	automatic	automatic	ADJ
cana-1237	140	11	depression	depression	NOUN
cana-1237	140	12	estimating	estimate	VERB
cana-1237	140	13	(	(	PUNCT
cana-1237	140	14	ade	ade	PROPN
cana-1237	140	15	)	)	PUNCT
cana-1237	140	16	by	by	ADP
cana-1237	140	17	introducing	introduce	VERB
cana-1237	140	18	the	the	DET
cana-1237	140	19	databases	database	NOUN
cana-1237	140	20	and	and	CCONJ
cana-1237	140	21	describing	describe	VERB
cana-1237	140	22	objective	objective	ADJ
cana-1237	140	23	markers	marker	NOUN
cana-1237	140	24	for	for	ADP
cana-1237	140	25	ade	ade	PROPN
cana-1237	140	26	.	.	PUNCT
cana-1237	141	1	to	to	PART
cana-1237	141	2	further	far	ADV
cana-1237	141	3	extract	extract	VERB
cana-1237	141	4	the	the	DET
cana-1237	141	5	depiction	depiction	NOUN
cana-1237	141	6	of	of	ADP
cana-1237	141	7	sadness	sadness	NOUN
cana-1237	141	8	from	from	ADP
cana-1237	141	9	audio	audio	NOUN
cana-1237	141	10	and	and	CCONJ
cana-1237	141	11	video	video	NOUN
cana-1237	141	12	,	,	PUNCT
cana-1237	141	13	they	they	PRON
cana-1237	141	14	further	far	ADV
cana-1237	141	15	reviewed	review	VERB
cana-1237	141	16	the	the	DET
cana-1237	141	17	dl	dl	PROPN
cana-1237	141	18	techniques	technique	NOUN
cana-1237	141	19	(	(	PUNCT
cana-1237	141	20	dcnn	dcnn	PROPN
cana-1237	141	21	,	,	PUNCT
cana-1237	141	22	rnn	rnn	PROPN
cana-1237	141	23	,	,	PUNCT
cana-1237	141	24	&	&	CCONJ
cana-1237	141	25	ltms	ltms	PROPN
cana-1237	141	26	)	)	PUNCT
cana-1237	141	27	to	to	PART
cana-1237	141	28	perform	perform	VERB
cana-1237	141	29	automatic	automatic	ADJ
cana-1237	141	30	depression	depression	NOUN
cana-1237	141	31	detection	detection	NOUN
cana-1237	141	32	.	.	PUNCT
cana-1237	142	1	they	they	PRON
cana-1237	142	2	have	have	AUX
cana-1237	142	3	concluded	conclude	VERB
cana-1237	142	4	their	their	PRON
cana-1237	142	5	discussion	discussion	NOUN
cana-1237	142	6	by	by	ADP
cana-1237	142	7	pointing	point	VERB
cana-1237	142	8	out	out	ADP
cana-1237	142	9	certain	certain	ADJ
cana-1237	142	10	problems	problem	NOUN
cana-1237	142	11	and	and	CCONJ
cana-1237	142	12	prospective	prospective	ADJ
cana-1237	142	13	future	future	ADJ
cana-1237	142	14	developments	development	NOUN
cana-1237	142	15	in	in	ADP
cana-1237	142	16	the	the	DET
cana-1237	142	17	field	field	NOUN
cana-1237	142	18	of	of	ADP
cana-1237	142	19	automatic	automatic	ADJ
cana-1237	142	20	depression	depression	NOUN
cana-1237	142	21	diagnosis	diagnosis	NOUN
cana-1237	142	22	using	use	VERB
cana-1237	142	23	dl	dl	PROPN
cana-1237	142	24	methods[40][44	methods[40][44	PROPN
cana-1237	142	25	]	]	PUNCT
cana-1237	142	26	.	.	PUNCT
cana-1237	143	1	3	3	X
cana-1237	143	2	.	.	NUM
cana-1237	143	3	proposed	propose	VERB
cana-1237	143	4	methodology	methodology	NOUN
cana-1237	143	5	:	:	PUNCT
cana-1237	143	6	the	the	DET
cana-1237	143	7	initial	initial	ADJ
cana-1237	143	8	step	step	NOUN
cana-1237	143	9	of	of	ADP
cana-1237	143	10	the	the	DET
cana-1237	143	11	proposed	propose	VERB
cana-1237	143	12	method	method	NOUN
cana-1237	143	13	is	be	AUX
cana-1237	143	14	data	datum	NOUN
cana-1237	143	15	collection	collection	NOUN
cana-1237	143	16	.	.	PUNCT
cana-1237	144	1	known	know	VERB
cana-1237	144	2	twitter	twitter	NOUN
cana-1237	144	3	datasets	dataset	NOUN
cana-1237	144	4	are	be	AUX
cana-1237	144	5	used	use	VERB
cana-1237	144	6	in	in	ADP
cana-1237	144	7	this	this	DET
cana-1237	144	8	work	work	NOUN
cana-1237	144	9	to	to	PART
cana-1237	144	10	develop	develop	VERB
cana-1237	144	11	a	a	DET
cana-1237	144	12	text	text	NOUN
cana-1237	144	13	-	-	PUNCT
cana-1237	144	14	based	base	VERB
cana-1237	144	15	depression	depression	NOUN
cana-1237	144	16	detector	detector	NOUN
cana-1237	144	17	.	.	PUNCT
cana-1237	145	1	this	this	PRON
cana-1237	145	2	consists	consist	VERB
cana-1237	145	3	of	of	ADP
cana-1237	145	4	the	the	DET
cana-1237	145	5	tweets	tweet	NOUN
cana-1237	145	6	collected	collect	VERB
cana-1237	145	7	from	from	ADP
cana-1237	145	8	the	the	DET
cana-1237	145	9	kaggle	kaggle	VERB
cana-1237	145	10	-	-	PUNCT
cana-1237	145	11	available	available	ADJ
cana-1237	145	12	work	work	NOUN
cana-1237	145	13	[	[	X
cana-1237	145	14	36	36	NUM
cana-1237	145	15	]	]	PUNCT
cana-1237	145	16	.	.	PUNCT
cana-1237	146	1	depressive	depressive	ADJ
cana-1237	146	2	data	datum	NOUN
cana-1237	146	3	was	be	AUX
cana-1237	146	4	obtained	obtain	VERB
cana-1237	146	5	from	from	ADP
cana-1237	146	6	twitter	twitter	NOUN
cana-1237	146	7	posts	post	NOUN
cana-1237	146	8	,	,	PUNCT
cana-1237	146	9	and	and	CCONJ
cana-1237	146	10	its	its	PRON
cana-1237	146	11	recognition	recognition	NOUN
cana-1237	146	12	and	and	CCONJ
cana-1237	146	13	processing	processing	NOUN
cana-1237	146	14	were	be	AUX
cana-1237	146	15	the	the	DET
cana-1237	146	16	primary	primary	ADJ
cana-1237	146	17	focuses	focus	NOUN
cana-1237	146	18	of	of	ADP
cana-1237	146	19	this	this	DET
cana-1237	146	20	work	work	NOUN
cana-1237	146	21	.	.	PUNCT
cana-1237	147	1	these	these	DET
cana-1237	147	2	characteristics	characteristic	NOUN
cana-1237	147	3	included	include	VERB
cana-1237	147	4	emotional	emotional	ADJ
cana-1237	147	5	procedure	procedure	NOUN
cana-1237	147	6	,	,	PUNCT
cana-1237	147	7	temporal	temporal	ADJ
cana-1237	147	8	process	process	NOUN
cana-1237	147	9	,	,	PUNCT
cana-1237	147	10	language	language	NOUN
cana-1237	147	11	style	style	NOUN
cana-1237	147	12	,	,	PUNCT
cana-1237	147	13	and	and	CCONJ
cana-1237	147	14	all	all	DET
cana-1237	147	15	(	(	PUNCT
cana-1237	147	16	emotional	emotional	ADJ
cana-1237	147	17	,	,	PUNCT
cana-1237	147	18	temporary	temporary	ADJ
cana-1237	147	19	,	,	PUNCT
cana-1237	147	20	linguistic	linguistic	ADJ
cana-1237	147	21	style	style	NOUN
cana-1237	147	22	)	)	PUNCT
cana-1237	147	23	features	feature	VERB
cana-1237	147	24	together	together	ADV
cana-1237	147	25	.	.	PUNCT
cana-1237	148	1	we	we	PRON
cana-1237	148	2	then	then	ADV
cana-1237	148	3	use	use	VERB
cana-1237	148	4	supervised	supervised	ADJ
cana-1237	148	5	machine	machine	NOUN
cana-1237	148	6	learning	learn	VERB
cana-1237	148	7	techniques	technique	NOUN
cana-1237	148	8	to	to	PART
cana-1237	148	9	investigate	investigate	VERB
cana-1237	148	10	each	each	DET
cana-1237	148	11	type	type	NOUN
cana-1237	148	12	of	of	ADP
cana-1237	148	13	component	component	NOUN
cana-1237	148	14	separately	separately	ADV
cana-1237	148	15	.	.	PUNCT
cana-1237	149	1	the	the	DET
cana-1237	149	2	notations	notation	NOUN
cana-1237	149	3	depression	depression	NOUN
cana-1237	149	4	(	(	PUNCT
cana-1237	149	5	dpr	dpr	PROPN
cana-1237	149	6	)	)	PUNCT
cana-1237	149	7	and	and	CCONJ
cana-1237	149	8	non	non	NOUN
cana-1237	149	9	-	-	NOUN
cana-1237	149	10	depression	depression	ADJ
cana-1237	149	11	(	(	PUNCT
cana-1237	149	12	n	n	CCONJ
cana-1237	149	13	-	-	PUNCT
cana-1237	149	14	dpr	dpr	NOUN
cana-1237	149	15	)	)	PUNCT
cana-1237	149	16	are	be	AUX
cana-1237	149	17	used	use	VERB
cana-1237	149	18	to	to	PART
cana-1237	149	19	distinguish	distinguish	VERB
cana-1237	149	20	between	between	ADP
cana-1237	149	21	depressive	depressive	ADJ
cana-1237	149	22	and	and	CCONJ
cana-1237	149	23	non	non	ADJ
cana-1237	149	24	-	-	ADJ
cana-1237	149	25	depressive	depressive	ADJ
cana-1237	149	26	states	state	NOUN
cana-1237	149	27	.	.	PUNCT
cana-1237	150	1	the	the	DET
cana-1237	150	2	data	datum	NOUN
cana-1237	150	3	in	in	ADP
cana-1237	150	4	the	the	DET
cana-1237	150	5	kaggle	kaggle	ADJ
cana-1237	150	6	repository	repository	NOUN
cana-1237	150	7	[	[	X
cana-1237	150	8	37	37	NUM
cana-1237	150	9	]	]	PUNCT
cana-1237	150	10	is	be	AUX
cana-1237	150	11	skewed	skew	VERB
cana-1237	150	12	and	and	CCONJ
cana-1237	150	13	contains	contain	VERB
cana-1237	150	14	a	a	DET
cana-1237	150	15	lot	lot	NOUN
cana-1237	150	16	of	of	ADP
cana-1237	150	17	dirty	dirty	ADJ
cana-1237	150	18	tweets	tweet	NOUN
cana-1237	150	19	.	.	PUNCT
cana-1237	151	1	there	there	PRON
cana-1237	151	2	is	be	VERB
cana-1237	151	3	an	an	DET
cana-1237	151	4	unbalanced	unbalanced	ADJ
cana-1237	151	5	number	number	NOUN
cana-1237	151	6	of	of	ADP
cana-1237	151	7	records	record	NOUN
cana-1237	151	8	in	in	ADP
cana-1237	151	9	the	the	DET
cana-1237	151	10	dataset	dataset	NOUN
cana-1237	151	11	between	between	ADP
cana-1237	151	12	the	the	DET
cana-1237	151	13	depression	depression	NOUN
cana-1237	151	14	vs	vs	ADP
cana-1237	151	15	non	non	ADJ
cana-1237	151	16	-	-	ADJ
cana-1237	151	17	depression	depression	ADJ
cana-1237	151	18	groups	group	NOUN
cana-1237	151	19	.	.	PUNCT
cana-1237	152	1	there	there	PRON
cana-1237	152	2	is	be	VERB
cana-1237	152	3	no	no	DET
cana-1237	152	4	perfect	perfect	ADJ
cana-1237	152	5	data	datum	NOUN
cana-1237	152	6	sampling	sample	VERB
cana-1237	152	7	strategy	strategy	NOUN
cana-1237	152	8	that	that	PRON
cana-1237	152	9	works	work	VERB
cana-1237	152	10	for	for	ADP
cana-1237	152	11	every	every	DET
cana-1237	152	12	classification	classification	NOUN
cana-1237	152	13	model	model	NOUN
cana-1237	152	14	.	.	PUNCT
cana-1237	153	1	in	in	ADP
cana-1237	153	2	order	order	NOUN
cana-1237	153	3	to	to	PART
cana-1237	153	4	keep	keep	VERB
cana-1237	153	5	the	the	DET
cana-1237	153	6	data	datum	NOUN
cana-1237	153	7	evenly	evenly	ADV
cana-1237	153	8	distributed	distribute	VERB
cana-1237	153	9	,	,	PUNCT
cana-1237	153	10	only	only	ADV
cana-1237	153	11	7352	7352	NUM
cana-1237	153	12	data	datum	NOUN
cana-1237	153	13	are	be	AUX
cana-1237	153	14	collected	collect	VERB
cana-1237	153	15	rather	rather	ADV
cana-1237	153	16	than	than	ADP
cana-1237	153	17	using	use	VERB
cana-1237	153	18	a	a	DET
cana-1237	153	19	sampling	sample	VERB
cana-1237	153	20	technique	technique	NOUN
cana-1237	153	21	to	to	PART
cana-1237	153	22	get	get	VERB
cana-1237	153	23	the	the	DET
cana-1237	153	24	precise	precise	ADJ
cana-1237	153	25	balance	balance	NOUN
cana-1237	153	26	in	in	ADP
cana-1237	153	27	each	each	DET
cana-1237	153	28	category	category	NOUN
cana-1237	153	29	.	.	PUNCT
cana-1237	154	1	there	there	PRON
cana-1237	154	2	is	be	VERB
cana-1237	154	3	no	no	DET
cana-1237	154	4	change	change	NOUN
cana-1237	154	5	in	in	ADP
cana-1237	154	6	the	the	DET
cana-1237	154	7	number	number	NOUN
cana-1237	154	8	of	of	ADP
cana-1237	154	9	records	record	NOUN
cana-1237	154	10	(	(	PUNCT
cana-1237	154	11	3676	3676	NUM
cana-1237	154	12	)	)	PUNCT
cana-1237	154	13	between	between	ADP
cana-1237	154	14	the	the	DET
cana-1237	154	15	depression	depression	NOUN
cana-1237	154	16	and	and	CCONJ
cana-1237	154	17	non	non	ADJ
cana-1237	154	18	-	-	ADJ
cana-1237	154	19	depression	depression	ADJ
cana-1237	154	20	categories	category	NOUN
cana-1237	154	21	,	,	PUNCT
cana-1237	154	22	out	out	ADP
cana-1237	154	23	of	of	ADP
cana-1237	154	24	a	a	DET
cana-1237	154	25	total	total	NOUN
cana-1237	154	26	of	of	ADP
cana-1237	154	27	7352.some	7352.some	NUM
cana-1237	154	28	of	of	ADP
cana-1237	154	29	the	the	DET
cana-1237	154	30	comments	comment	NOUN
cana-1237	154	31	and	and	CCONJ
cana-1237	154	32	phrases	phrase	NOUN
cana-1237	154	33	from	from	ADP
cana-1237	154	34	the	the	DET
cana-1237	154	35	social	social	ADJ
cana-1237	154	36	media	medium	NOUN
cana-1237	154	37	datasets	dataset	NOUN
cana-1237	154	38	are	be	AUX
cana-1237	154	39	displayed	display	VERB
cana-1237	154	40	in	in	ADP
cana-1237	154	41	tables	table	NOUN
cana-1237	154	42	1	1	NUM
cana-1237	154	43	below	below	ADV
cana-1237	154	44	.	.	PUNCT
cana-1237	155	1	table	table	NOUN
cana-1237	155	2	1	1	NUM
cana-1237	155	3	:	:	PUNCT
cana-1237	155	4	a	a	DET
cana-1237	155	5	sample	sample	NOUN
cana-1237	155	6	of	of	ADP
cana-1237	155	7	dpr	dpr	PROPN
cana-1237	155	8	&	&	CCONJ
cana-1237	155	9	n	n	CCONJ
cana-1237	155	10	-	-	PUNCT
cana-1237	155	11	dpr	dpr	NOUN
cana-1237	155	12	tweets	tweet	NOUN
cana-1237	155	13	from	from	ADP
cana-1237	155	14	a	a	DET
cana-1237	155	15	dataset	dataset	VERB
cana-1237	155	16	s.no	s.no	NOUN
cana-1237	155	17	social	social	ADJ
cana-1237	155	18	media	medium	NOUN
cana-1237	155	19	post	post	NOUN
cana-1237	155	20	from	from	ADP
cana-1237	155	21	dataset	dataset	ADJ
cana-1237	155	22	category	category	NOUN
cana-1237	155	23	1	1	NUM
cana-1237	156	1	i	i	PRON
cana-1237	156	2	'm	be	AUX
cana-1237	156	3	depressed	depressed	ADJ
cana-1237	156	4	and	and	CCONJ
cana-1237	156	5	ca	can	AUX
cana-1237	156	6	n't	not	PART
cana-1237	156	7	concentrate	concentrate	VERB
cana-1237	156	8	on	on	ADP
cana-1237	156	9	my	my	PRON
cana-1237	156	10	academics	academic	NOUN
cana-1237	156	11	dpr	dpr	PROPN
cana-1237	156	12	2	2	NUM
cana-1237	156	13	i	i	PRON
cana-1237	156	14	find	find	VERB
cana-1237	156	15	flaws	flaw	NOUN
cana-1237	156	16	in	in	ADP
cana-1237	156	17	everyone	everyone	PRON
cana-1237	156	18	around	around	ADP
cana-1237	156	19	me	i	PRON
cana-1237	156	20	;	;	PUNCT
cana-1237	156	21	i	i	PRON
cana-1237	156	22	'm	be	AUX
cana-1237	156	23	lonely	lonely	ADJ
cana-1237	156	24	and	and	CCONJ
cana-1237	156	25	alone	alone	ADV
cana-1237	156	26	;	;	PUNCT
cana-1237	156	27	dpr	dpr	PROPN
cana-1237	156	28	3	3	NUM
cana-1237	156	29	i	i	PRON
cana-1237	156	30	really	really	ADV
cana-1237	156	31	over	over	ADV
cana-1237	156	32	think	think	VERB
cana-1237	156	33	everything	everything	PRON
cana-1237	156	34	,	,	PUNCT
cana-1237	156	35	which	which	PRON
cana-1237	156	36	causes	cause	VERB
cana-1237	156	37	me	i	PRON
cana-1237	156	38	to	to	PART
cana-1237	156	39	stress	stress	VERB
cana-1237	156	40	out	out	ADP
cana-1237	156	41	.	.	PUNCT
cana-1237	157	1	dpr	dpr	PROPN
cana-1237	157	2	4	4	NUM
cana-1237	158	1	i	i	PRON
cana-1237	158	2	shall	shall	AUX
cana-1237	158	3	be	be	AUX
cana-1237	158	4	eternally	eternally	ADV
cana-1237	158	5	grateful	grateful	ADJ
cana-1237	158	6	to	to	ADP
cana-1237	158	7	my	my	PRON
cana-1237	158	8	friends	friend	NOUN
cana-1237	158	9	for	for	ADP
cana-1237	158	10	making	make	VERB
cana-1237	158	11	me	i	PRON
cana-1237	158	12	happy	happy	ADJ
cana-1237	158	13	.	.	PUNCT
cana-1237	159	1	n	n	CCONJ
cana-1237	159	2	-	-	PUNCT
cana-1237	159	3	dpr	dpr	PROPN
cana-1237	159	4	5	5	NUM
cana-1237	159	5	merry	merry	ADJ
cana-1237	159	6	christmas	christmas	PROPN
cana-1237	159	7	to	to	ADP
cana-1237	159	8	everyone	everyone	PRON
cana-1237	159	9	!	!	PUNCT
cana-1237	160	1	n	n	CCONJ
cana-1237	160	2	-	-	PUNCT
cana-1237	160	3	dpr	dpr	PROPN
cana-1237	160	4	6	6	NUM
cana-1237	160	5	my	my	PRON
cana-1237	160	6	life	life	NOUN
cana-1237	160	7	story	story	NOUN
cana-1237	160	8	.	.	PUNCT
cana-1237	161	1	i	i	PRON
cana-1237	161	2	battle	battle	VERB
cana-1237	161	3	with	with	ADP
cana-1237	161	4	these	these	DET
cana-1237	161	5	issues	issue	NOUN
cana-1237	161	6	on	on	ADP
cana-1237	161	7	a	a	DET
cana-1237	161	8	regular	regular	ADJ
cana-1237	161	9	basis	basis	NOUN
cana-1237	161	10	.	.	PUNCT
cana-1237	162	1	n	n	CCONJ
cana-1237	162	2	-	-	PUNCT
cana-1237	162	3	dpr	dpr	PROPN
cana-1237	162	4	3.1	3.1	NUM
cana-1237	162	5	data	datum	NOUN
cana-1237	162	6	collection	collection	NOUN
cana-1237	162	7	:	:	PUNCT
cana-1237	162	8	accuracy	accuracy	NOUN
cana-1237	162	9	of	of	ADP
cana-1237	162	10	data	datum	NOUN
cana-1237	162	11	is	be	AUX
cana-1237	162	12	of	of	ADP
cana-1237	162	13	the	the	DET
cana-1237	162	14	utmost	utmost	ADJ
cana-1237	162	15	importance	importance	NOUN
cana-1237	162	16	,	,	PUNCT
cana-1237	162	17	and	and	CCONJ
cana-1237	162	18	this	this	PRON
cana-1237	162	19	holds	hold	VERB
cana-1237	162	20	true	true	ADJ
cana-1237	162	21	across	across	ADP
cana-1237	162	22	a	a	DET
cana-1237	162	23	wide	wide	ADJ
cana-1237	162	24	range	range	NOUN
cana-1237	162	25	of	of	ADP
cana-1237	162	26	research	research	NOUN
cana-1237	162	27	approaches	approach	NOUN
cana-1237	162	28	.	.	PUNCT
cana-1237	163	1	the	the	DET
cana-1237	163	2	goal	goal	NOUN
cana-1237	163	3	of	of	ADP
cana-1237	163	4	every	every	DET
cana-1237	163	5	data	data	NOUN
cana-1237	163	6	collection	collection	NOUN
cana-1237	163	7	endeavor	endeavor	NOUN
cana-1237	163	8	should	should	AUX
cana-1237	163	9	be	be	AUX
cana-1237	163	10	to	to	PART
cana-1237	163	11	amass	amass	VERB
cana-1237	163	12	high	high	ADJ
cana-1237	163	13	-	-	PUNCT
cana-1237	163	14	quality	quality	NOUN
cana-1237	163	15	data	datum	NOUN
cana-1237	163	16	,	,	PUNCT
cana-1237	163	17	the	the	DET
cana-1237	163	18	kind	kind	NOUN
cana-1237	163	19	that	that	PRON
cana-1237	163	20	can	can	AUX
cana-1237	163	21	be	be	AUX
cana-1237	163	22	utilized	utilize	VERB
cana-1237	163	23	to	to	PART
cana-1237	163	24	evaluate	evaluate	VERB
cana-1237	163	25	rich	rich	ADJ
cana-1237	163	26	data	datum	NOUN
cana-1237	163	27	sets	set	NOUN
cana-1237	163	28	and	and	CCONJ
cana-1237	163	29	provide	provide	VERB
cana-1237	163	30	credible	credible	ADJ
cana-1237	163	31	and	and	CCONJ
cana-1237	163	32	definitive	definitive	ADJ
cana-1237	163	33	answers	answer	NOUN
cana-1237	163	34	to	to	ADP
cana-1237	163	35	the	the	DET
cana-1237	163	36	questions	question	NOUN
cana-1237	163	37	such	such	ADJ
cana-1237	163	38	sets	set	NOUN
cana-1237	163	39	are	be	AUX
cana-1237	163	40	designed	design	VERB
cana-1237	163	41	to	to	PART
cana-1237	163	42	answer	answer	VERB
cana-1237	163	43	.	.	PUNCT
cana-1237	164	1	so	so	ADV
cana-1237	164	2	,	,	PUNCT
cana-1237	164	3	there	there	PRON
cana-1237	164	4	it	it	PRON
cana-1237	164	5	is	be	AUX
cana-1237	164	6	:	:	PUNCT
cana-1237	164	7	tweet	tweet	NOUN
cana-1237	164	8	collection	collection	NOUN
cana-1237	164	9	refers	refer	VERB
cana-1237	164	10	to	to	ADP
cana-1237	164	11	the	the	DET
cana-1237	164	12	process	process	NOUN
cana-1237	164	13	of	of	ADP
cana-1237	164	14	gathering	gather	VERB
cana-1237	164	15	tweets	tweet	NOUN
cana-1237	164	16	that	that	PRON
cana-1237	164	17	are	be	AUX
cana-1237	164	18	pertinent	pertinent	ADJ
cana-1237	164	19	to	to	ADP
cana-1237	164	20	a	a	DET
cana-1237	164	21	given	give	VERB
cana-1237	164	22	topic	topic	NOUN
cana-1237	164	23	.	.	PUNCT
cana-1237	165	1	to	to	PART
cana-1237	165	2	compile	compile	VERB
cana-1237	165	3	the	the	DET
cana-1237	165	4	tweets	tweet	NOUN
cana-1237	165	5	,	,	PUNCT
cana-1237	165	6	an	an	DET
cana-1237	165	7	api	api	NOUN
cana-1237	165	8	is	be	AUX
cana-1237	165	9	employed	employ	VERB
cana-1237	165	10	.	.	PUNCT
cana-1237	166	1	input	input	NOUN
cana-1237	166	2	data	datum	NOUN
cana-1237	166	3	can	can	AUX
cana-1237	166	4	be	be	AUX
cana-1237	166	5	gathered	gather	VERB
cana-1237	166	6	using	use	VERB
cana-1237	166	7	these	these	DET
cana-1237	166	8	apis	apis	NOUN
cana-1237	166	9	.	.	PUNCT
cana-1237	167	1	this	this	DET
cana-1237	167	2	program	program	NOUN
cana-1237	167	3	provides	provide	VERB
cana-1237	167	4	a	a	DET
cana-1237	167	5	safe	safe	ADJ
cana-1237	167	6	and	and	CCONJ
cana-1237	167	7	encrypted	encrypt	VERB
cana-1237	167	8	connection	connection	NOUN
cana-1237	167	9	between	between	ADP
cana-1237	167	10	the	the	DET
cana-1237	167	11	user	user	NOUN
cana-1237	167	12	and	and	CCONJ
cana-1237	167	13	the	the	DET
cana-1237	167	14	server	server	NOUN
cana-1237	167	15	that	that	PRON
cana-1237	167	16	keeps	keep	VERB
cana-1237	167	17	and	and	CCONJ
cana-1237	167	18	retrieves	retrieve	VERB
cana-1237	167	19	tweet	tweet	NOUN
cana-1237	167	20	information	information	NOUN
cana-1237	167	21	.	.	PUNCT
cana-1237	168	1	due	due	ADP
cana-1237	168	2	to	to	ADP
cana-1237	168	3	the	the	DET
cana-1237	168	4	timeconsuming	timeconsuming	ADJ
cana-1237	168	5	nature	nature	NOUN
cana-1237	168	6	of	of	ADP
cana-1237	168	7	the	the	DET
cana-1237	168	8	method	method	NOUN
cana-1237	168	9	,	,	PUNCT
cana-1237	168	10	data	datum	NOUN
cana-1237	168	11	for	for	ADP
cana-1237	168	12	this	this	DET
cana-1237	168	13	study	study	NOUN
cana-1237	168	14	was	be	AUX
cana-1237	168	15	acquired	acquire	VERB
cana-1237	168	16	from	from	ADP
cana-1237	168	17	a	a	DET
cana-1237	168	18	wide	wide	ADJ
cana-1237	168	19	range	range	NOUN
cana-1237	168	20	of	of	ADP
cana-1237	168	21	websites	website	NOUN
cana-1237	168	22	communications	communication	NOUN
cana-1237	168	23	on	on	ADP
cana-1237	168	24	applied	apply	VERB
cana-1237	168	25	nonlinear	nonlinear	ADJ
cana-1237	168	26	analysis	analysis	NOUN
cana-1237	168	27	issn	issn	NOUN
cana-1237	168	28	:	:	PUNCT
cana-1237	168	29	1074	1074	NUM
cana-1237	168	30	-	-	PUNCT
cana-1237	168	31	133x	133x	NUM
cana-1237	168	32	vol	vol	NOUN
cana-1237	168	33	31	31	NUM
cana-1237	168	34	no	no	NOUN
cana-1237	168	35	.	.	PUNCT
cana-1237	169	1	6s	6s	NUM
cana-1237	169	2	(	(	PUNCT
cana-1237	169	3	2024	2024	NUM
cana-1237	169	4	)	)	PUNCT
cana-1237	169	5	469	469	NUM
cana-1237	169	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1237	169	7	instead	instead	ADV
cana-1237	169	8	of	of	ADP
cana-1237	169	9	directly	directly	ADV
cana-1237	169	10	from	from	ADP
cana-1237	169	11	twitter.getting	twitter.gette	VERB
cana-1237	169	12	them	they	PRON
cana-1237	169	13	ready	ready	ADJ
cana-1237	169	14	to	to	PART
cana-1237	169	15	be	be	AUX
cana-1237	169	16	used	use	VERB
cana-1237	169	17	similarly	similarly	ADV
cana-1237	169	18	,	,	PUNCT
cana-1237	169	19	data	datum	NOUN
cana-1237	169	20	pre	pre	ADJ
cana-1237	169	21	-	-	ADJ
cana-1237	169	22	processing	processing	NOUN
cana-1237	169	23	can	can	AUX
cana-1237	169	24	be	be	AUX
cana-1237	169	25	a	a	DET
cana-1237	169	26	pivotal	pivotal	ADJ
cana-1237	169	27	stage	stage	NOUN
cana-1237	169	28	since	since	SCONJ
cana-1237	169	29	it	it	PRON
cana-1237	169	30	affects	affect	VERB
cana-1237	169	31	the	the	DET
cana-1237	169	32	success	success	NOUN
cana-1237	169	33	of	of	ADP
cana-1237	169	34	later	later	ADJ
cana-1237	169	35	stages	stage	NOUN
cana-1237	169	36	.	.	PUNCT
cana-1237	170	1	making	make	VERB
cana-1237	170	2	the	the	DET
cana-1237	170	3	necessary	necessary	ADJ
cana-1237	170	4	grammatical	grammatical	ADJ
cana-1237	170	5	adjustments	adjustment	NOUN
cana-1237	170	6	to	to	ADP
cana-1237	170	7	the	the	DET
cana-1237	170	8	tweets	tweet	NOUN
cana-1237	170	9	is	be	AUX
cana-1237	170	10	part	part	NOUN
cana-1237	170	11	of	of	ADP
cana-1237	170	12	the	the	DET
cana-1237	170	13	process	process	NOUN
cana-1237	170	14	.	.	PUNCT
cana-1237	171	1	table	table	NOUN
cana-1237	171	2	2	2	NUM
cana-1237	171	3	twitter	twitter	NOUN
cana-1237	171	4	dataset	dataset	NOUN
cana-1237	171	5	statistics	statistic	NOUN
cana-1237	171	6	.	.	PUNCT
cana-1237	172	1	data	datum	NOUN
cana-1237	172	2	quantity	quantity	NOUN
cana-1237	172	3	estimated	estimate	VERB
cana-1237	172	4	569783	569783	NUM
cana-1237	172	5	positive	positive	ADJ
cana-1237	172	6	reviews	review	NOUN
cana-1237	172	7	256123	256123	NUM
cana-1237	172	8	negative	negative	ADJ
cana-1237	172	9	reviews	review	NOUN
cana-1237	172	10	223395	223395	NUM
cana-1237	172	11	neutral	neutral	ADJ
cana-1237	172	12	reviews	review	NOUN
cana-1237	172	13	90265	90265	NUM
cana-1237	172	14	amount	amount	NOUN
cana-1237	172	15	of	of	ADP
cana-1237	172	16	features	feature	NOUN
cana-1237	172	17	remaining	remain	VERB
cana-1237	172	18	after	after	ADP
cana-1237	172	19	extracting	extract	VERB
cana-1237	172	20	72458	72458	NUM
cana-1237	172	21	the	the	DET
cana-1237	172	22	dataset	dataset	NOUN
cana-1237	172	23	consists	consist	VERB
cana-1237	172	24	of	of	ADP
cana-1237	172	25	the	the	DET
cana-1237	172	26	three	three	NUM
cana-1237	172	27	types	type	NOUN
cana-1237	172	28	of	of	ADP
cana-1237	172	29	reviews	review	NOUN
cana-1237	172	30	shown	show	VERB
cana-1237	172	31	in	in	ADP
cana-1237	172	32	table	table	NOUN
cana-1237	172	33	2	2	NUM
cana-1237	172	34	:	:	PUNCT
cana-1237	172	35	positive	positive	ADJ
cana-1237	172	36	,	,	PUNCT
cana-1237	172	37	negative	negative	ADJ
cana-1237	172	38	,	,	PUNCT
cana-1237	172	39	and	and	CCONJ
cana-1237	172	40	neutral	neutral	ADJ
cana-1237	172	41	.	.	PUNCT
cana-1237	173	1	extraction	extraction	NOUN
cana-1237	173	2	and	and	CCONJ
cana-1237	173	3	statistical	statistical	ADJ
cana-1237	173	4	analysis	analysis	NOUN
cana-1237	173	5	of	of	ADP
cana-1237	173	6	the	the	DET
cana-1237	173	7	dataset	dataset	NOUN
cana-1237	173	8	show	show	NOUN
cana-1237	173	9	characteristics	characteristic	NOUN
cana-1237	173	10	like	like	ADP
cana-1237	173	11	favorable	favorable	ADJ
cana-1237	173	12	,	,	PUNCT
cana-1237	173	13	negative	negative	ADJ
cana-1237	173	14	,	,	PUNCT
cana-1237	173	15	and	and	CCONJ
cana-1237	173	16	neutral	neutral	ADJ
cana-1237	173	17	reviews	review	NOUN
cana-1237	173	18	.	.	PUNCT
cana-1237	174	1	3.2	3.2	NUM
cana-1237	174	2	data	datum	NOUN
cana-1237	174	3	pre	pre	ADJ
cana-1237	174	4	-	-	NOUN
cana-1237	174	5	processing	processing	NOUN
cana-1237	174	6	:	:	PUNCT
cana-1237	174	7	the	the	DET
cana-1237	174	8	two	two	NUM
cana-1237	174	9	main	main	ADJ
cana-1237	174	10	components	component	NOUN
cana-1237	174	11	of	of	ADP
cana-1237	174	12	this	this	DET
cana-1237	174	13	process	process	NOUN
cana-1237	174	14	are	be	AUX
cana-1237	174	15	stop	stop	VERB
cana-1237	174	16	word	word	NOUN
cana-1237	174	17	deletion	deletion	NOUN
cana-1237	174	18	and	and	CCONJ
cana-1237	174	19	stemming	stemming	NOUN
cana-1237	174	20	.	.	PUNCT
cana-1237	175	1	removed	remove	VERB
cana-1237	175	2	stop	stop	NOUN
cana-1237	175	3	words	word	NOUN
cana-1237	175	4	and	and	CCONJ
cana-1237	175	5	applied	apply	VERB
cana-1237	175	6	stemming	stem	VERB
cana-1237	175	7	to	to	PART
cana-1237	175	8	get	get	VERB
cana-1237	175	9	at	at	ADP
cana-1237	175	10	the	the	DET
cana-1237	175	11	views	view	NOUN
cana-1237	175	12	'	'	PART
cana-1237	175	13	actual	actual	ADJ
cana-1237	175	14	verbs	verb	NOUN
cana-1237	175	15	and	and	CCONJ
cana-1237	175	16	adverbs	adverb	NOUN
cana-1237	175	17	.	.	PUNCT
cana-1237	176	1	any	any	DET
cana-1237	176	2	extraneous	extraneous	ADJ
cana-1237	176	3	digits	digit	NOUN
cana-1237	176	4	,	,	PUNCT
cana-1237	176	5	punctuation	punctuation	NOUN
cana-1237	176	6	,	,	PUNCT
cana-1237	176	7	or	or	CCONJ
cana-1237	176	8	words	word	NOUN
cana-1237	176	9	(	(	PUNCT
cana-1237	176	10	such	such	ADJ
cana-1237	176	11	as	as	ADP
cana-1237	176	12	an	an	PRON
cana-1237	176	13	,	,	PUNCT
cana-1237	176	14	the	the	PRON
cana-1237	176	15	,	,	PUNCT
cana-1237	176	16	a	a	PRON
cana-1237	176	17	,	,	PUNCT
cana-1237	176	18	and	and	CCONJ
cana-1237	176	19	,	,	PUNCT
cana-1237	176	20	or	or	CCONJ
cana-1237	176	21	,	,	PUNCT
cana-1237	176	22	etc	etc	X
cana-1237	176	23	.	.	X
cana-1237	176	24	)	)	PUNCT
cana-1237	176	25	are	be	AUX
cana-1237	176	26	removed	remove	VERB
cana-1237	176	27	during	during	ADP
cana-1237	176	28	the	the	DET
cana-1237	176	29	stop	stop	NOUN
cana-1237	176	30	word	word	NOUN
cana-1237	176	31	removal	removal	NOUN
cana-1237	176	32	process	process	NOUN
cana-1237	176	33	.	.	PUNCT
cana-1237	177	1	in	in	ADP
cana-1237	177	2	most	most	ADJ
cana-1237	177	3	cases	case	NOUN
cana-1237	177	4	,	,	PUNCT
cana-1237	177	5	stemming	stemming	NOUN
cana-1237	177	6	will	will	AUX
cana-1237	177	7	return	return	VERB
cana-1237	177	8	a	a	DET
cana-1237	177	9	derived	derived	ADJ
cana-1237	177	10	word	word	NOUN
cana-1237	177	11	to	to	ADP
cana-1237	177	12	its	its	PRON
cana-1237	177	13	basic	basic	ADJ
cana-1237	177	14	form	form	NOUN
cana-1237	177	15	(	(	PUNCT
cana-1237	177	16	in	in	ADP
cana-1237	177	17	this	this	DET
cana-1237	177	18	case	case	NOUN
cana-1237	177	19	,	,	PUNCT
cana-1237	177	20	"	"	PUNCT
cana-1237	177	21	smoother	smooth	ADJ
cana-1237	177	22	"	"	PUNCT
cana-1237	177	23	would	would	AUX
cana-1237	177	24	be	be	AUX
cana-1237	177	25	"	"	PUNCT
cana-1237	177	26	smooth	smooth	ADJ
cana-1237	177	27	"	"	PUNCT
cana-1237	177	28	)	)	PUNCT
cana-1237	177	29	.	.	PUNCT
cana-1237	178	1	we	we	PRON
cana-1237	178	2	employ	employ	VERB
cana-1237	178	3	the	the	DET
cana-1237	178	4	n	n	CCONJ
cana-1237	178	5	-	-	PUNCT
cana-1237	178	6	gram	gram	NOUN
cana-1237	178	7	method	method	NOUN
cana-1237	178	8	for	for	ADP
cana-1237	178	9	processing	process	VERB
cana-1237	178	10	the	the	DET
cana-1237	178	11	information	information	NOUN
cana-1237	178	12	and	and	CCONJ
cana-1237	178	13	cleaning	clean	VERB
cana-1237	178	14	it	it	PRON
cana-1237	178	15	of	of	ADP
cana-1237	178	16	extraneous	extraneous	ADJ
cana-1237	178	17	material	material	NOUN
cana-1237	178	18	.	.	PUNCT
cana-1237	179	1	3.3	3.3	NUM
cana-1237	179	2	feature	feature	NOUN
cana-1237	179	3	extraction	extraction	NOUN
cana-1237	179	4	and	and	CCONJ
cana-1237	179	5	optimization	optimization	NOUN
cana-1237	179	6	in	in	ADP
cana-1237	179	7	this	this	DET
cana-1237	179	8	research	research	NOUN
cana-1237	179	9	,	,	PUNCT
cana-1237	179	10	aco	aco	PROPN
cana-1237	179	11	and	and	CCONJ
cana-1237	179	12	pso	pso	NOUN
cana-1237	179	13	are	be	AUX
cana-1237	179	14	used	use	VERB
cana-1237	179	15	to	to	PART
cana-1237	179	16	modify	modify	VERB
cana-1237	179	17	the	the	DET
cana-1237	179	18	procedure	procedure	NOUN
cana-1237	179	19	.	.	PUNCT
cana-1237	180	1	the	the	DET
cana-1237	180	2	term	term	NOUN
cana-1237	180	3	"	"	PUNCT
cana-1237	180	4	combinatory	combinatory	ADJ
cana-1237	180	5	optimization	optimization	NOUN
cana-1237	180	6	"	"	PUNCT
cana-1237	180	7	is	be	AUX
cana-1237	180	8	used	use	VERB
cana-1237	180	9	to	to	PART
cana-1237	180	10	describe	describe	VERB
cana-1237	180	11	this	this	DET
cana-1237	180	12	situation	situation	NOUN
cana-1237	180	13	.	.	PUNCT
cana-1237	181	1	it	it	PRON
cana-1237	181	2	's	be	AUX
cana-1237	181	3	probable	probable	ADJ
cana-1237	181	4	that	that	SCONJ
cana-1237	181	5	multi	multi	ADJ
cana-1237	181	6	-	-	ADJ
cana-1237	181	7	objective	objective	ADJ
cana-1237	181	8	functions	function	NOUN
cana-1237	181	9	need	need	VERB
cana-1237	181	10	certain	certain	ADJ
cana-1237	181	11	techniques	technique	NOUN
cana-1237	181	12	of	of	ADP
cana-1237	181	13	looking	look	VERB
cana-1237	181	14	for	for	ADP
cana-1237	181	15	preliminary	preliminary	ADJ
cana-1237	181	16	values	value	NOUN
cana-1237	181	17	in	in	ADP
cana-1237	181	18	order	order	NOUN
cana-1237	181	19	to	to	PART
cana-1237	181	20	lessen	lessen	VERB
cana-1237	181	21	the	the	DET
cana-1237	181	22	end	end	NOUN
cana-1237	181	23	outputs	output	NOUN
cana-1237	181	24	of	of	ADP
cana-1237	181	25	our	our	PRON
cana-1237	181	26	function	function	NOUN
cana-1237	181	27	.	.	PUNCT
cana-1237	182	1	here	here	ADV
cana-1237	182	2	,	,	PUNCT
cana-1237	182	3	it	it	PRON
cana-1237	182	4	's	be	AUX
cana-1237	182	5	all	all	PRON
cana-1237	182	6	about	about	ADP
cana-1237	182	7	picking	pick	VERB
cana-1237	182	8	the	the	DET
cana-1237	182	9	most	most	ADV
cana-1237	182	10	important	important	ADJ
cana-1237	182	11	characteristics	characteristic	NOUN
cana-1237	182	12	out	out	ADP
cana-1237	182	13	of	of	ADP
cana-1237	182	14	a	a	DET
cana-1237	182	15	large	large	ADJ
cana-1237	182	16	pool	pool	NOUN
cana-1237	182	17	.	.	PUNCT
cana-1237	183	1	this	this	PRON
cana-1237	183	2	is	be	AUX
cana-1237	183	3	done	do	VERB
cana-1237	183	4	with	with	ADP
cana-1237	183	5	the	the	DET
cana-1237	183	6	help	help	NOUN
cana-1237	183	7	of	of	ADP
cana-1237	183	8	optimization	optimization	NOUN
cana-1237	183	9	techniques	technique	NOUN
cana-1237	183	10	.	.	PUNCT
cana-1237	184	1	both	both	DET
cana-1237	184	2	optimization	optimization	NOUN
cana-1237	184	3	of	of	ADP
cana-1237	184	4	ant	ant	ADJ
cana-1237	184	5	colonies	colony	NOUN
cana-1237	184	6	and	and	CCONJ
cana-1237	184	7	particle	particle	NOUN
cana-1237	184	8	swarm	swarm	NOUN
cana-1237	184	9	optimization	optimization	NOUN
cana-1237	184	10	draw	draw	VERB
cana-1237	184	11	inspiration	inspiration	NOUN
cana-1237	184	12	from	from	ADP
cana-1237	184	13	the	the	DET
cana-1237	184	14	natural	natural	ADJ
cana-1237	184	15	behavior	behavior	NOUN
cana-1237	184	16	of	of	ADP
cana-1237	184	17	real	real	ADJ
cana-1237	184	18	-	-	PUNCT
cana-1237	184	19	world	world	NOUN
cana-1237	184	20	organisms	organism	NOUN
cana-1237	184	21	.	.	PUNCT
cana-1237	185	1	it	it	PRON
cana-1237	185	2	used	use	VERB
cana-1237	185	3	this	this	DET
cana-1237	185	4	technique	technique	NOUN
cana-1237	185	5	to	to	PART
cana-1237	185	6	discover	discover	VERB
cana-1237	185	7	the	the	DET
cana-1237	185	8	shortest	short	ADJ
cana-1237	185	9	routes	route	NOUN
cana-1237	185	10	taken	take	VERB
cana-1237	185	11	by	by	ADP
cana-1237	185	12	the	the	DET
cana-1237	185	13	ants	ant	NOUN
cana-1237	185	14	.	.	PUNCT
cana-1237	186	1	the	the	DET
cana-1237	186	2	optimization	optimization	NOUN
cana-1237	186	3	procedure	procedure	NOUN
cana-1237	186	4	clearly	clearly	ADV
cana-1237	186	5	decreased	decrease	VERB
cana-1237	186	6	the	the	DET
cana-1237	186	7	total	total	ADJ
cana-1237	186	8	number	number	NOUN
cana-1237	186	9	of	of	ADP
cana-1237	186	10	aco	aco	PROPN
cana-1237	186	11	paths	path	NOUN
cana-1237	186	12	,	,	PUNCT
cana-1237	186	13	but	but	CCONJ
cana-1237	186	14	it	it	PRON
cana-1237	186	15	also	also	ADV
cana-1237	186	16	located	locate	VERB
cana-1237	186	17	the	the	DET
cana-1237	186	18	quickest	quick	ADJ
cana-1237	186	19	path	path	NOUN
cana-1237	186	20	to	to	ADP
cana-1237	186	21	a	a	DET
cana-1237	186	22	longer	long	ADJ
cana-1237	186	23	path	path	NOUN
cana-1237	186	24	.	.	PUNCT
cana-1237	187	1	these	these	DET
cana-1237	187	2	algorithms	algorithm	NOUN
cana-1237	187	3	provide	provide	VERB
cana-1237	187	4	the	the	DET
cana-1237	187	5	most	most	ADV
cana-1237	187	6	useful	useful	ADJ
cana-1237	187	7	characteristics	characteristic	NOUN
cana-1237	187	8	because	because	SCONJ
cana-1237	187	9	they	they	PRON
cana-1237	187	10	are	be	AUX
cana-1237	187	11	based	base	VERB
cana-1237	187	12	on	on	ADP
cana-1237	187	13	the	the	DET
cana-1237	187	14	same	same	ADJ
cana-1237	187	15	ideas	idea	NOUN
cana-1237	187	16	as	as	ADP
cana-1237	187	17	ants	ant	NOUN
cana-1237	187	18	.	.	PUNCT
cana-1237	188	1	then	then	ADV
cana-1237	188	2	,	,	PUNCT
cana-1237	188	3	the	the	DET
cana-1237	188	4	hybrid	hybrid	PROPN
cana-1237	188	5	aco	aco	PROPN
cana-1237	188	6	-	-	PUNCT
cana-1237	188	7	pso	pso	NOUN
cana-1237	188	8	method	method	NOUN
cana-1237	188	9	is	be	AUX
cana-1237	188	10	applied	apply	VERB
cana-1237	188	11	to	to	ADP
cana-1237	188	12	this	this	DET
cana-1237	188	13	dataset	dataset	NOUN
cana-1237	188	14	for	for	ADP
cana-1237	188	15	optimization	optimization	NOUN
cana-1237	188	16	.	.	PUNCT
cana-1237	189	1	3.4	3.4	NUM
cana-1237	189	2	classification	classification	NOUN
cana-1237	189	3	the	the	DET
cana-1237	189	4	classification	classification	NOUN
cana-1237	189	5	method	method	NOUN
cana-1237	189	6	is	be	AUX
cana-1237	189	7	used	use	VERB
cana-1237	189	8	as	as	ADP
cana-1237	189	9	a	a	DET
cana-1237	189	10	final	final	ADJ
cana-1237	189	11	stage	stage	NOUN
cana-1237	189	12	while	while	SCONJ
cana-1237	189	13	processing	processing	NOUN
cana-1237	189	14	twitter	twitter	NOUN
cana-1237	189	15	data	datum	NOUN
cana-1237	189	16	.	.	PUNCT
cana-1237	190	1	here	here	ADV
cana-1237	190	2	,	,	PUNCT
cana-1237	190	3	we	we	PRON
cana-1237	190	4	'll	will	AUX
cana-1237	190	5	use	use	VERB
cana-1237	190	6	aco	aco	PROPN
cana-1237	190	7	,	,	PUNCT
cana-1237	190	8	pso	pso	NOUN
cana-1237	190	9	,	,	PUNCT
cana-1237	190	10	and	and	CCONJ
cana-1237	190	11	svm	svm	VERB
cana-1237	190	12	to	to	PART
cana-1237	190	13	create	create	VERB
cana-1237	190	14	a	a	DET
cana-1237	190	15	hybrid	hybrid	NOUN
cana-1237	190	16	classifier	classifier	NOUN
cana-1237	190	17	.	.	PUNCT
cana-1237	191	1	the	the	DET
cana-1237	191	2	sentiment	sentiment	NOUN
cana-1237	191	3	analysis	analysis	NOUN
cana-1237	191	4	performed	perform	VERB
cana-1237	191	5	with	with	ADP
cana-1237	191	6	the	the	DET
cana-1237	191	7	hybrid	hybrid	NOUN
cana-1237	191	8	classifier	classifier	NOUN
cana-1237	191	9	will	will	AUX
cana-1237	191	10	be	be	AUX
cana-1237	191	11	quite	quite	ADV
cana-1237	191	12	precise	precise	ADJ
cana-1237	191	13	.	.	PUNCT
cana-1237	192	1	communications	communication	NOUN
cana-1237	192	2	on	on	ADP
cana-1237	192	3	applied	apply	VERB
cana-1237	192	4	nonlinear	nonlinear	ADJ
cana-1237	192	5	analysis	analysis	NOUN
cana-1237	192	6	issn	issn	NOUN
cana-1237	192	7	:	:	PUNCT
cana-1237	192	8	1074	1074	NUM
cana-1237	192	9	-	-	PUNCT
cana-1237	192	10	133x	133x	NUM
cana-1237	192	11	vol	vol	NOUN
cana-1237	192	12	31	31	NUM
cana-1237	192	13	no	no	NOUN
cana-1237	192	14	.	.	PUNCT
cana-1237	193	1	6s	6s	NUM
cana-1237	193	2	(	(	PUNCT
cana-1237	193	3	2024	2024	NUM
cana-1237	193	4	)	)	PUNCT
cana-1237	193	5	470	470	NUM
cana-1237	193	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-1237	193	7	3.5	3.5	NUM
cana-1237	193	8	optimization	optimization	NOUN
cana-1237	193	9	algorithms	algorithm	NOUN
cana-1237	193	10	:	:	PUNCT
cana-1237	193	11	3.5.1	3.5.1	NUM
cana-1237	193	12	particle	particle	NOUN
cana-1237	193	13	swarm	swarm	NOUN
cana-1237	193	14	optimization	optimization	NOUN
cana-1237	193	15	(	(	PUNCT
cana-1237	193	16	pso	pso	NOUN
cana-1237	193	17	)	)	PUNCT
cana-1237	193	18	as	as	ADP
cana-1237	193	19	a	a	DET
cana-1237	193	20	result	result	NOUN
cana-1237	193	21	,	,	PUNCT
cana-1237	193	22	pso	pso	NOUN
cana-1237	193	23	acts	act	VERB
cana-1237	193	24	similarly	similarly	ADV
cana-1237	193	25	to	to	ADP
cana-1237	193	26	a	a	DET
cana-1237	193	27	school	school	NOUN
cana-1237	193	28	of	of	ADP
cana-1237	193	29	birds	bird	NOUN
cana-1237	193	30	or	or	CCONJ
cana-1237	193	31	fish	fish	NOUN
cana-1237	193	32	.	.	PUNCT
cana-1237	194	1	most	most	ADJ
cana-1237	194	2	social	social	ADJ
cana-1237	194	3	behavior	behavior	NOUN
cana-1237	194	4	(	(	PUNCT
cana-1237	194	5	in	in	ADP
cana-1237	194	6	terms	term	NOUN
cana-1237	194	7	of	of	ADP
cana-1237	194	8	intellect	intellect	NOUN
cana-1237	194	9	)	)	PUNCT
cana-1237	194	10	in	in	ADP
cana-1237	194	11	flocks	flock	NOUN
cana-1237	194	12	of	of	ADP
cana-1237	194	13	birds	bird	NOUN
cana-1237	194	14	or	or	CCONJ
cana-1237	194	15	schools	school	NOUN
cana-1237	194	16	of	of	ADP
cana-1237	194	17	fish	fish	NOUN
cana-1237	194	18	is	be	AUX
cana-1237	194	19	the	the	DET
cana-1237	194	20	result	result	NOUN
cana-1237	194	21	of	of	ADP
cana-1237	194	22	the	the	DET
cana-1237	194	23	individual	individual	ADJ
cana-1237	194	24	actions	action	NOUN
cana-1237	194	25	and	and	CCONJ
cana-1237	194	26	impacts	impact	NOUN
cana-1237	194	27	of	of	ADP
cana-1237	194	28	other	other	ADJ
cana-1237	194	29	members	member	NOUN
cana-1237	194	30	of	of	ADP
cana-1237	194	31	the	the	DET
cana-1237	194	32	population	population	NOUN
cana-1237	194	33	or	or	CCONJ
cana-1237	194	34	group	group	NOUN
cana-1237	194	35	.	.	PUNCT
cana-1237	195	1	the	the	DET
cana-1237	195	2	acts	act	NOUN
cana-1237	195	3	of	of	ADP
cana-1237	195	4	other	other	ADJ
cana-1237	195	5	herd	herd	NOUN
cana-1237	195	6	members	member	NOUN
cana-1237	195	7	can	can	AUX
cana-1237	195	8	have	have	VERB
cana-1237	195	9	an	an	DET
cana-1237	195	10	effect	effect	NOUN
cana-1237	195	11	on	on	ADP
cana-1237	195	12	the	the	DET
cana-1237	195	13	behavior	behavior	NOUN
cana-1237	195	14	of	of	ADP
cana-1237	195	15	an	an	DET
cana-1237	195	16	individual	individual	ADJ
cana-1237	195	17	animal	animal	NOUN
cana-1237	195	18	.	.	PUNCT
cana-1237	196	1	the	the	DET
cana-1237	196	2	pso	pso	NOUN
cana-1237	196	3	algorithm	algorithm	NOUN
cana-1237	196	4	is	be	AUX
cana-1237	196	5	then	then	ADV
cana-1237	196	6	modified	modify	VERB
cana-1237	196	7	to	to	PART
cana-1237	196	8	account	account	VERB
cana-1237	196	9	for	for	ADP
cana-1237	196	10	the	the	DET
cana-1237	196	11	collective	collective	NOUN
cana-1237	196	12	's	's	PART
cana-1237	196	13	actions	action	NOUN
cana-1237	196	14	.	.	PUNCT
cana-1237	197	1	3.5.2	3.5.2	NUM
cana-1237	197	2	ant	ant	ADJ
cana-1237	197	3	colony	colony	NOUN
cana-1237	197	4	optimization	optimization	NOUN
cana-1237	197	5	(	(	PUNCT
cana-1237	197	6	aco	aco	PROPN
cana-1237	197	7	)	)	PUNCT
cana-1237	197	8	the	the	DET
cana-1237	197	9	ants	ant	NOUN
cana-1237	197	10	in	in	ADP
cana-1237	197	11	a	a	DET
cana-1237	197	12	colony	colony	NOUN
cana-1237	197	13	must	must	AUX
cana-1237	197	14	figure	figure	VERB
cana-1237	197	15	out	out	ADP
cana-1237	197	16	the	the	DET
cana-1237	197	17	quickest	quick	ADJ
cana-1237	197	18	route	route	NOUN
cana-1237	197	19	from	from	ADP
cana-1237	197	20	one	one	NUM
cana-1237	197	21	location	location	NOUN
cana-1237	197	22	to	to	ADP
cana-1237	197	23	another	another	PRON
cana-1237	197	24	.	.	PUNCT
cana-1237	198	1	when	when	SCONJ
cana-1237	198	2	they	they	PRON
cana-1237	198	3	decide	decide	VERB
cana-1237	198	4	that	that	SCONJ
cana-1237	198	5	the	the	DET
cana-1237	198	6	path	path	NOUN
cana-1237	198	7	they	they	PRON
cana-1237	198	8	're	be	AUX
cana-1237	198	9	on	on	ADP
cana-1237	198	10	is	be	AUX
cana-1237	198	11	n't	not	PART
cana-1237	198	12	the	the	DET
cana-1237	198	13	best	good	ADJ
cana-1237	198	14	one	one	NUM
cana-1237	198	15	,	,	PUNCT
cana-1237	198	16	they	they	PRON
cana-1237	198	17	leave	leave	VERB
cana-1237	198	18	a	a	DET
cana-1237	198	19	certain	certain	ADJ
cana-1237	198	20	quantity	quantity	NOUN
cana-1237	198	21	of	of	ADP
cana-1237	198	22	pheromones	pheromone	NOUN
cana-1237	198	23	behind	behind	ADV
cana-1237	198	24	to	to	PART
cana-1237	198	25	let	let	VERB
cana-1237	198	26	others	other	NOUN
cana-1237	198	27	know	know	VERB
cana-1237	198	28	.	.	PUNCT
cana-1237	199	1	as	as	ADP
cana-1237	199	2	more	more	ADJ
cana-1237	199	3	pheromone	pheromone	NOUN
cana-1237	199	4	is	be	AUX
cana-1237	199	5	added	add	VERB
cana-1237	199	6	,	,	PUNCT
cana-1237	199	7	the	the	DET
cana-1237	199	8	ant	ant	ADJ
cana-1237	199	9	trail	trail	VERB
cana-1237	199	10	with	with	ADP
cana-1237	199	11	the	the	DET
cana-1237	199	12	greatest	great	ADJ
cana-1237	199	13	amount	amount	NOUN
cana-1237	199	14	will	will	AUX
cana-1237	199	15	be	be	AUX
cana-1237	199	16	encouraged	encourage	VERB
cana-1237	199	17	by	by	ADP
cana-1237	199	18	more	more	ADJ
cana-1237	199	19	ants	ant	NOUN
cana-1237	199	20	.	.	PUNCT
cana-1237	200	1	one	one	NUM
cana-1237	200	2	of	of	ADP
cana-1237	200	3	the	the	DET
cana-1237	200	4	most	most	ADV
cana-1237	200	5	effective	effective	ADJ
cana-1237	200	6	computing	computing	NOUN
cana-1237	200	7	methodologies	methodology	NOUN
cana-1237	200	8	inspired	inspire	VERB
cana-1237	200	9	by	by	ADP
cana-1237	200	10	ant	ant	ADJ
cana-1237	200	11	behavior	behavior	NOUN
cana-1237	200	12	is	be	AUX
cana-1237	200	13	ant	ant	ADJ
cana-1237	200	14	colony	colony	NOUN
cana-1237	200	15	optimization	optimization	NOUN
cana-1237	200	16	.	.	PUNCT
cana-1237	201	1	in	in	ADP
cana-1237	201	2	order	order	NOUN
cana-1237	201	3	to	to	PART
cana-1237	201	4	construct	construct	VERB
cana-1237	201	5	the	the	DET
cana-1237	201	6	artificial	artificial	ADJ
cana-1237	201	7	ant	ant	NOUN
cana-1237	201	8	,	,	PUNCT
cana-1237	201	9	we	we	PRON
cana-1237	201	10	will	will	AUX
cana-1237	201	11	employ	employ	VERB
cana-1237	201	12	network	network	NOUN
cana-1237	201	13	nodes	node	NOUN
cana-1237	201	14	to	to	PART
cana-1237	201	15	denote	denote	VERB
cana-1237	201	16	origin	origin	NOUN
cana-1237	201	17	and	and	CCONJ
cana-1237	201	18	end	end	VERB
cana-1237	201	19	locations	location	NOUN
cana-1237	201	20	.	.	PUNCT
cana-1237	202	1	this	this	PRON
cana-1237	202	2	is	be	AUX
cana-1237	202	3	according	accord	VERB
cana-1237	202	4	to	to	ADP
cana-1237	202	5	a	a	DET
cana-1237	202	6	recent	recent	ADJ
cana-1237	202	7	study.the	study.the	DET
cana-1237	202	8	robotic	robotic	ADJ
cana-1237	202	9	ants	ant	NOUN
cana-1237	202	10	forage	forage	VERB
cana-1237	202	11	their	their	PRON
cana-1237	202	12	way	way	NOUN
cana-1237	202	13	from	from	ADP
cana-1237	202	14	the	the	DET
cana-1237	202	15	colony	colony	NOUN
cana-1237	202	16	to	to	ADP
cana-1237	202	17	the	the	DET
cana-1237	202	18	food	food	NOUN
cana-1237	202	19	source	source	NOUN
cana-1237	202	20	,	,	PUNCT
cana-1237	202	21	leaving	leave	VERB
cana-1237	202	22	scent	scent	NOUN
cana-1237	202	23	trails	trail	NOUN
cana-1237	202	24	in	in	ADP
cana-1237	202	25	the	the	DET
cana-1237	202	26	wake	wake	NOUN
cana-1237	202	27	.	.	PUNCT
cana-1237	203	1	they	they	PRON
cana-1237	203	2	leave	leave	VERB
cana-1237	203	3	and	and	CCONJ
cana-1237	203	4	return	return	VERB
cana-1237	203	5	to	to	ADP
cana-1237	203	6	the	the	DET
cana-1237	203	7	colony	colony	NOUN
cana-1237	203	8	immediately	immediately	ADV
cana-1237	203	9	after	after	ADP
cana-1237	203	10	(	(	PUNCT
cana-1237	203	11	see	see	VERB
cana-1237	203	12	source).seeing	source).seee	VERB
cana-1237	203	13	that	that	SCONJ
cana-1237	203	14	ants	ant	NOUN
cana-1237	203	15	were	be	AUX
cana-1237	203	16	easily	easily	ADV
cana-1237	203	17	noticed	notice	VERB
cana-1237	203	18	on	on	ADP
cana-1237	203	19	the	the	DET
cana-1237	203	20	most	most	ADV
cana-1237	203	21	direct	direct	ADJ
cana-1237	203	22	paths	path	NOUN
cana-1237	203	23	,	,	PUNCT
cana-1237	203	24	it	it	PRON
cana-1237	203	25	is	be	AUX
cana-1237	203	26	not	not	PART
cana-1237	203	27	uncommon	uncommon	ADJ
cana-1237	203	28	for	for	SCONJ
cana-1237	203	29	other	other	ADJ
cana-1237	203	30	insects	insect	NOUN
cana-1237	203	31	to	to	PART
cana-1237	203	32	follow	follow	VERB
cana-1237	203	33	in	in	ADP
cana-1237	203	34	the	the	DET
cana-1237	203	35	same	same	ADJ
cana-1237	203	36	footsteps	footstep	NOUN
cana-1237	203	37	,	,	PUNCT
cana-1237	203	38	and	and	CCONJ
cana-1237	203	39	for	for	SCONJ
cana-1237	203	40	future	future	ADJ
cana-1237	203	41	ants	ant	NOUN
cana-1237	203	42	to	to	PART
cana-1237	203	43	take	take	VERB
cana-1237	203	44	the	the	DET
cana-1237	203	45	shortest	short	ADJ
cana-1237	203	46	and	and	CCONJ
cana-1237	203	47	most	most	ADJ
cana-1237	203	48	pheromone	pheromone	NOUN
cana-1237	203	49	-	-	PUNCT
cana-1237	203	50	rich	rich	ADJ
cana-1237	203	51	route	route	NOUN
cana-1237	203	52	.	.	PUNCT
cana-1237	204	1	the	the	DET
cana-1237	204	2	strength	strength	NOUN
cana-1237	204	3	of	of	ADP
cana-1237	204	4	the	the	DET
cana-1237	204	5	pheromone	pheromone	NOUN
cana-1237	204	6	trail	trail	NOUN
cana-1237	204	7	decreases	decrease	VERB
cana-1237	204	8	with	with	ADP
cana-1237	204	9	increasing	increase	VERB
cana-1237	204	10	distance	distance	NOUN
cana-1237	204	11	.	.	PUNCT
cana-1237	205	1	figure	figure	VERB
cana-1237	205	2	2.block	2.block	NUM
cana-1237	205	3	diagram	diagram	NOUN
cana-1237	205	4	of	of	ADP
cana-1237	205	5	the	the	DET
cana-1237	205	6	proposed	propose	VERB
cana-1237	205	7	system	system	NOUN
cana-1237	205	8	3.5.3	3.5.3	NUM
cana-1237	205	9	hybrid	hybrid	ADJ
cana-1237	205	10	aco	aco	PROPN
cana-1237	205	11	-	-	PUNCT
cana-1237	205	12	pso	pso	NOUN
cana-1237	205	13	algorithm	algorithm	NOUN
cana-1237	205	14	for	for	ADP
cana-1237	205	15	emotion	emotion	NOUN
cana-1237	205	16	detection	detection	NOUN
cana-1237	205	17	based	base	VERB
cana-1237	205	18	on	on	ADP
cana-1237	205	19	social	social	ADJ
cana-1237	205	20	media	medium	NOUN
cana-1237	205	21	data	datum	NOUN
cana-1237	205	22	:	:	PUNCT
cana-1237	205	23	the	the	DET
cana-1237	205	24	hybrid	hybrid	PROPN
cana-1237	205	25	aco	aco	PROPN
cana-1237	205	26	/	/	SYM
cana-1237	205	27	pso	pso	NOUN
cana-1237	205	28	approach	approach	NOUN
cana-1237	205	29	combines	combine	VERB
cana-1237	205	30	particle	particle	NOUN
cana-1237	205	31	swarm	swarm	NOUN
cana-1237	205	32	optimization	optimization	NOUN
cana-1237	205	33	&	&	CCONJ
cana-1237	205	34	ant	ant	ADJ
cana-1237	205	35	colony	colony	NOUN
cana-1237	205	36	optimization	optimization	NOUN
cana-1237	205	37	to	to	PART
cana-1237	205	38	boost	boost	VERB
cana-1237	205	39	efficiency	efficiency	NOUN
cana-1237	205	40	and	and	CCONJ
cana-1237	205	41	precision	precision	NOUN
cana-1237	205	42	.	.	PUNCT
cana-1237	206	1	swarming	swarm	VERB
cana-1237	206	2	intelligence	intelligence	NOUN
cana-1237	206	3	is	be	AUX
cana-1237	206	4	a	a	DET
cana-1237	206	5	novel	novel	NOUN
cana-1237	206	6	and	and	CCONJ
cana-1237	206	7	well	well	ADV
cana-1237	206	8	-	-	PUNCT
cana-1237	206	9	known	know	VERB
cana-1237	206	10	approach	approach	NOUN
cana-1237	206	11	to	to	ADP
cana-1237	206	12	solving	solve	VERB
cana-1237	206	13	difficult	difficult	ADJ
cana-1237	206	14	issues	issue	NOUN
cana-1237	206	15	.	.	PUNCT
cana-1237	207	1	aco	aco	PROPN
cana-1237	207	2	and	and	CCONJ
cana-1237	207	3	pso	pso	NOUN
cana-1237	207	4	are	be	AUX
cana-1237	207	5	the	the	DET
cana-1237	207	6	two	two	NUM
cana-1237	207	7	top	top	ADJ
cana-1237	207	8	swarm	swarm	NOUN
cana-1237	207	9	intelligence	intelligence	NOUN
cana-1237	207	10	algorithms	algorithm	NOUN
cana-1237	207	11	.	.	PUNCT
cana-1237	208	1	we	we	PRON
cana-1237	208	2	offer	offer	VERB
cana-1237	208	3	a	a	DET
cana-1237	208	4	combination	combination	NOUN
cana-1237	208	5	of	of	ADP
cana-1237	208	6	algorithms	algorithm	NOUN
cana-1237	208	7	called	call	VERB
cana-1237	208	8	aco-pso.dr	aco-pso.dr	ADJ
cana-1237	208	9	.	.	PUNCT
cana-1237	209	1	james	james	PROPN
cana-1237	209	2	kennedy	kennedy	PROPN
cana-1237	209	3	and	and	CCONJ
cana-1237	209	4	dr	dr	PROPN
cana-1237	209	5	.	.	PROPN
cana-1237	209	6	eberhart	eberhart	PROPN
cana-1237	209	7	,	,	PUNCT
cana-1237	209	8	who	who	PRON
cana-1237	209	9	developed	develop	VERB
cana-1237	209	10	the	the	DET
cana-1237	209	11	pso	pso	NOUN
cana-1237	209	12	idea	idea	NOUN
cana-1237	209	13	in	in	ADP
cana-1237	209	14	1995	1995	NUM
cana-1237	209	15	,	,	PUNCT
cana-1237	209	16	developed	develop	VERB
cana-1237	209	17	a	a	DET
cana-1237	209	18	new	new	ADJ
cana-1237	209	19	optimization	optimization	NOUN
cana-1237	209	20	strategy	strategy	NOUN
cana-1237	209	21	that	that	PRON
cana-1237	209	22	outperforms	outperform	VERB
cana-1237	209	23	the	the	DET
cana-1237	209	24	traditional	traditional	ADJ
cana-1237	209	25	acopso	acopso	NOUN
cana-1237	209	26	method	method	NOUN
cana-1237	209	27	.	.	PUNCT
cana-1237	210	1	the	the	DET
cana-1237	210	2	pso	pso	NOUN
cana-1237	210	3	method	method	NOUN
cana-1237	210	4	is	be	AUX
cana-1237	210	5	a	a	DET
cana-1237	210	6	swarming	swarm	VERB
cana-1237	210	7	strategy	strategy	NOUN
cana-1237	210	8	,	,	PUNCT
cana-1237	210	9	like	like	ADP
cana-1237	210	10	that	that	PRON
cana-1237	210	11	used	use	VERB
cana-1237	210	12	by	by	ADP
cana-1237	210	13	animals	animal	NOUN
cana-1237	210	14	such	such	ADJ
cana-1237	210	15	as	as	ADP
cana-1237	210	16	birds	bird	NOUN
cana-1237	210	17	and	and	CCONJ
cana-1237	210	18	fish	fish	NOUN
cana-1237	210	19	.	.	PUNCT
cana-1237	211	1	problems	problem	NOUN
cana-1237	211	2	with	with	ADP
cana-1237	211	3	optimization	optimization	NOUN
cana-1237	211	4	can	can	AUX
cana-1237	211	5	be	be	AUX
cana-1237	211	6	overcome	overcome	VERB
cana-1237	211	7	with	with	ADP
cana-1237	211	8	the	the	DET
cana-1237	211	9	use	use	NOUN
cana-1237	211	10	of	of	ADP
cana-1237	211	11	a	a	DET
cana-1237	211	12	flexible	flexible	ADJ
cana-1237	211	13	and	and	CCONJ
cana-1237	211	14	adaptable	adaptable	ADJ
cana-1237	211	15	algorithm	algorithm	NOUN
cana-1237	211	16	.	.	PUNCT
cana-1237	212	1	an	an	DET
cana-1237	212	2	initial	initial	ADJ
cana-1237	212	3	population	population	NOUN
cana-1237	212	4	is	be	AUX
cana-1237	212	5	generated	generate	VERB
cana-1237	212	6	by	by	ADP
cana-1237	212	7	pso	pso	NOUN
cana-1237	212	8	through	through	ADP
cana-1237	212	9	a	a	DET
cana-1237	212	10	search	search	NOUN
cana-1237	212	11	in	in	ADP
cana-1237	212	12	which	which	PRON
cana-1237	212	13	every	every	DET
cana-1237	212	14	living	living	NOUN
cana-1237	212	15	thing	thing	NOUN
cana-1237	212	16	or	or	CCONJ
cana-1237	212	17	particle	particle	NOUN
cana-1237	212	18	moves	move	NOUN
cana-1237	212	19	to	to	ADP
cana-1237	212	20	a	a	DET
cana-1237	212	21	new	new	ADJ
cana-1237	212	22	location	location	NOUN
cana-1237	212	23	at	at	ADP
cana-1237	212	24	regular	regular	ADJ
cana-1237	212	25	intervals	interval	NOUN
cana-1237	212	26	.	.	PUNCT
cana-1237	213	1	in	in	ADP
cana-1237	213	2	the	the	DET
cana-1237	213	3	pso	pso	NOUN
cana-1237	213	4	system	system	NOUN
cana-1237	213	5	,	,	PUNCT
cana-1237	213	6	particles	particle	NOUN
cana-1237	213	7	can	can	AUX
cana-1237	213	8	move	move	VERB
cana-1237	213	9	about	about	ADP
cana-1237	213	10	.	.	PUNCT
cana-1237	214	1	particles	particle	NOUN
cana-1237	214	2	make	make	VERB
cana-1237	214	3	decisions	decision	NOUN
cana-1237	214	4	on	on	ADP
cana-1237	214	5	where	where	SCONJ
cana-1237	214	6	to	to	PART
cana-1237	214	7	settle	settle	VERB
cana-1237	214	8	depending	depend	VERB
cana-1237	214	9	on	on	ADP
cana-1237	214	10	their	their	PRON
cana-1237	214	11	own	own	ADJ
cana-1237	214	12	past	past	ADJ
cana-1237	214	13	experiences	experience	NOUN
cana-1237	214	14	and	and	CCONJ
cana-1237	214	15	those	those	PRON
cana-1237	214	16	of	of	ADP
cana-1237	214	17	their	their	PRON
cana-1237	214	18	communications	communication	NOUN
cana-1237	214	19	on	on	ADP
cana-1237	214	20	applied	apply	VERB
cana-1237	214	21	nonlinear	nonlinear	ADJ
cana-1237	214	22	analysis	analysis	NOUN
cana-1237	214	23	issn	issn	NOUN
cana-1237	214	24	:	:	PUNCT
cana-1237	214	25	1074	1074	NUM
cana-1237	214	26	-	-	PUNCT
cana-1237	214	27	133x	133x	NUM
cana-1237	214	28	vol	vol	NOUN
cana-1237	214	29	31	31	NUM
cana-1237	214	30	no	no	NOUN
cana-1237	214	31	.	.	PUNCT
cana-1237	215	1	6s	6s	NUM
cana-1237	215	2	(	(	PUNCT
cana-1237	215	3	2024	2024	NUM
cana-1237	215	4	)	)	PUNCT
cana-1237	215	5	471	471	NUM
cana-1237	215	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1237	215	7	neighbors	neighbor	NOUN
cana-1237	215	8	.	.	PUNCT
cana-1237	216	1	particle	particle	NOUN
cana-1237	216	2	has	have	AUX
cana-1237	216	3	,	,	PUNCT
cana-1237	216	4	in	in	ADP
cana-1237	216	5	the	the	DET
cana-1237	216	6	opinion	opinion	NOUN
cana-1237	216	7	of	of	ADP
cana-1237	216	8	both	both	PRON
cana-1237	216	9	itself	itself	PRON
cana-1237	216	10	and	and	CCONJ
cana-1237	216	11	its	its	PRON
cana-1237	216	12	neighbor	neighbor	NOUN
cana-1237	216	13	,	,	PUNCT
cana-1237	216	14	located	locate	VERB
cana-1237	216	15	the	the	DET
cana-1237	216	16	optimal	optimal	ADJ
cana-1237	216	17	location	location	NOUN
cana-1237	216	18	.	.	PUNCT
cana-1237	217	1	therefore	therefore	ADV
cana-1237	217	2	,	,	PUNCT
cana-1237	217	3	pso	pso	NOUN
cana-1237	217	4	is	be	AUX
cana-1237	217	5	a	a	DET
cana-1237	217	6	global	global	ADJ
cana-1237	217	7	as	as	ADV
cana-1237	217	8	well	well	ADV
cana-1237	217	9	as	as	ADP
cana-1237	217	10	a	a	DET
cana-1237	217	11	local	local	ADJ
cana-1237	217	12	search	search	NOUN
cana-1237	217	13	method	method	NOUN
cana-1237	217	14	.	.	PUNCT
cana-1237	218	1	in	in	ADP
cana-1237	218	2	the	the	DET
cana-1237	218	3	first	first	ADJ
cana-1237	218	4	step	step	NOUN
cana-1237	218	5	,	,	PUNCT
cana-1237	218	6	we	we	PRON
cana-1237	218	7	use	use	VERB
cana-1237	218	8	a	a	DET
cana-1237	218	9	ga	ga	NOUN
cana-1237	218	10	(	(	PUNCT
cana-1237	218	11	genetic	genetic	ADJ
cana-1237	218	12	algorithm	algorithm	NOUN
cana-1237	218	13	)	)	PUNCT
cana-1237	218	14	to	to	PART
cana-1237	218	15	generate	generate	VERB
cana-1237	218	16	a	a	DET
cana-1237	218	17	population	population	NOUN
cana-1237	218	18	of	of	ADP
cana-1237	218	19	particles	particle	NOUN
cana-1237	218	20	.	.	PUNCT
cana-1237	219	1	1	1	X
cana-1237	219	2	.	.	X
cana-1237	219	3	start	start	VERB
cana-1237	219	4	:	:	PUNCT
cana-1237	219	5	create	create	VERB
cana-1237	219	6	a	a	DET
cana-1237	219	7	new	new	ADJ
cana-1237	219	8	population	population	NOUN
cana-1237	219	9	and	and	CCONJ
cana-1237	219	10	execute	execute	VERB
cana-1237	219	11	2	2	NUM
cana-1237	219	12	.	.	X
cana-1237	219	13	compute	compute	VERB
cana-1237	219	14	the	the	DET
cana-1237	219	15	fitness	fitness	NOUN
cana-1237	219	16	value	value	NOUN
cana-1237	219	17	using	use	VERB
cana-1237	219	18	the	the	DET
cana-1237	219	19	e	e	NOUN
cana-1237	219	20	particle	particle	NOUN
cana-1237	219	21	's	's	PART
cana-1237	219	22	function	function	NOUN
cana-1237	219	23	.	.	PUNCT
cana-1237	220	1	3	3	X
cana-1237	220	2	.	.	X
cana-1237	220	3	apply	apply	VERB
cana-1237	220	4	to	to	ADP
cana-1237	220	5	the	the	DET
cana-1237	220	6	particles	particle	NOUN
cana-1237	220	7	the	the	DET
cana-1237	220	8	three	three	NUM
cana-1237	220	9	phases	phase	NOUN
cana-1237	220	10	of	of	ADP
cana-1237	220	11	selection	selection	NOUN
cana-1237	220	12	,	,	PUNCT
cana-1237	220	13	crossovers	crossover	NOUN
cana-1237	220	14	,	,	PUNCT
cana-1237	220	15	and	and	CCONJ
cana-1237	220	16	mutation	mutation	NOUN
cana-1237	220	17	.	.	PUNCT
cana-1237	221	1	4	4	X
cana-1237	221	2	.	.	X
cana-1237	221	3	in	in	ADP
cana-1237	221	4	the	the	DET
cana-1237	221	5	end	end	NOUN
cana-1237	221	6	,	,	PUNCT
cana-1237	221	7	an	an	DET
cana-1237	221	8	estimated	estimate	VERB
cana-1237	221	9	population	population	NOUN
cana-1237	221	10	can	can	AUX
cana-1237	221	11	be	be	AUX
cana-1237	221	12	created	create	VERB
cana-1237	221	13	..	..	PUNCT
cana-1237	222	1	5	5	X
cana-1237	222	2	.	.	X
cana-1237	222	3	if	if	SCONJ
cana-1237	222	4	the	the	DET
cana-1237	222	5	criterion	criterion	NOUN
cana-1237	222	6	is	be	AUX
cana-1237	222	7	met	meet	VERB
cana-1237	222	8	,	,	PUNCT
cana-1237	222	9	end	end	VERB
cana-1237	222	10	;	;	PUNCT
cana-1237	222	11	otherwise	otherwise	ADV
cana-1237	222	12	,	,	PUNCT
cana-1237	222	13	proceed	proceed	VERB
cana-1237	222	14	to	to	PART
cana-1237	222	15	step	step	VERB
cana-1237	222	16	2	2	NUM
cana-1237	222	17	.	.	NOUN
cana-1237	222	18	6	6	NUM
cana-1237	222	19	.	.	PUNCT
cana-1237	223	1	the	the	DET
cana-1237	223	2	final	final	ADJ
cana-1237	223	3	population	population	NOUN
cana-1237	223	4	data	datum	NOUN
cana-1237	223	5	will	will	AUX
cana-1237	223	6	be	be	AUX
cana-1237	223	7	sent	send	VERB
cana-1237	223	8	to	to	ADP
cana-1237	223	9	aco	aco	PROPN
cana-1237	223	10	-	-	PUNCT
cana-1237	223	11	pso	pso	NOUN
cana-1237	223	12	.	.	PUNCT
cana-1237	224	1	second	second	ADJ
cana-1237	224	2	,	,	PUNCT
cana-1237	224	3	the	the	DET
cana-1237	224	4	aco	aco	PROPN
cana-1237	224	5	-	-	PUNCT
cana-1237	224	6	pso	pso	NOUN
cana-1237	224	7	hybrids	hybrid	NOUN
cana-1237	224	8	algorithm	algorithm	NOUN
cana-1237	224	9	:	:	PUNCT
cana-1237	224	10	ant	ant	ADJ
cana-1237	224	11	colonyoptimization	colonyoptimization	NOUN
cana-1237	224	12	algorithm	algorithm	PROPN
cana-1237	224	13	a.	a.	PROPN
cana-1237	224	14	ga	ga	PROPN
cana-1237	224	15	provides	provide	VERB
cana-1237	224	16	the	the	DET
cana-1237	224	17	final	final	ADJ
cana-1237	224	18	population	population	NOUN
cana-1237	224	19	.	.	PUNCT
cana-1237	225	1	b.	b.	PROPN
cana-1237	225	2	set	set	VERB
cana-1237	225	3	up	up	ADP
cana-1237	225	4	a	a	DET
cana-1237	225	5	starting	starting	NOUN
cana-1237	225	6	point	point	NOUN
cana-1237	225	7	for	for	ADP
cana-1237	225	8	the	the	DET
cana-1237	225	9	heuristics	heuristic	NOUN
cana-1237	225	10	.	.	PUNCT
cana-1237	226	1	c.	c.	PROPN
cana-1237	226	2	turn	turn	VERB
cana-1237	226	3	on	on	ADP
cana-1237	226	4	the	the	DET
cana-1237	226	5	artificial	artificial	ADJ
cana-1237	226	6	pheromones	pheromone	NOUN
cana-1237	226	7	.	.	PUNCT
cana-1237	227	1	d.	d.	PROPN
cana-1237	227	2	do	do	AUX
cana-1237	227	3	if	if	SCONJ
cana-1237	227	4	halting	halting	ADJ
cana-1237	227	5	condition	condition	NOUN
cana-1237	227	6	is	be	AUX
cana-1237	227	7	not	not	PART
cana-1237	227	8	met	meet	VERB
cana-1237	227	9	e.	e.	PROPN
cana-1237	227	10	for	for	ADP
cana-1237	227	11	output	output	NOUN
cana-1237	227	12	f.	f.	PROPN
cana-1237	227	13	add	add	VERB
cana-1237	227	14	regional	regional	ADJ
cana-1237	227	15	path	path	NOUN
cana-1237	227	16	g.	g.	PROPN
cana-1237	227	17	pheromone	pheromone	PROPN
cana-1237	227	18	revision	revision	NOUN
cana-1237	227	19	h.	h.	PROPN
cana-1237	227	20	when	when	SCONJ
cana-1237	227	21	a	a	DET
cana-1237	227	22	local	local	ADJ
cana-1237	227	23	optimal	optimal	ADJ
cana-1237	227	24	path	path	NOUN
cana-1237	227	25	is	be	AUX
cana-1237	227	26	found	find	VERB
cana-1237	227	27	to	to	PART
cana-1237	227	28	be	be	AUX
cana-1237	227	29	more	more	ADV
cana-1237	227	30	desirable	desirable	ADJ
cana-1237	227	31	than	than	ADP
cana-1237	227	32	the	the	DET
cana-1237	227	33	global	global	ADJ
cana-1237	227	34	optimal	optimal	ADJ
cana-1237	227	35	path	path	NOUN
cana-1237	227	36	,	,	PUNCT
cana-1237	227	37	we	we	PRON
cana-1237	227	38	say	say	VERB
cana-1237	227	39	that	that	SCONJ
cana-1237	227	40	it	it	PRON
cana-1237	227	41	is	be	AUX
cana-1237	227	42	"	"	PUNCT
cana-1237	227	43	global	global	ADJ
cana-1237	227	44	ideal	ideal	NOUN
cana-1237	227	45	.	.	PUNCT
cana-1237	227	46	"	"	PUNCT
cana-1237	227	47	particle	particle	NOUN
cana-1237	227	48	swarm	swarm	NOUN
cana-1237	227	49	optimization	optimization	NOUN
cana-1237	227	50	algorithm	algorithm	PROPN
cana-1237	227	51	a	a	NOUN
cana-1237	227	52	)	)	PUNCT
cana-1237	227	53	the	the	DET
cana-1237	227	54	global	global	ADJ
cana-1237	227	55	distribution	distribution	NOUN
cana-1237	227	56	of	of	ADP
cana-1237	227	57	the	the	DET
cana-1237	227	58	final	final	ADJ
cana-1237	227	59	population	population	NOUN
cana-1237	227	60	is	be	AUX
cana-1237	227	61	based	base	VERB
cana-1237	227	62	on	on	ADP
cana-1237	227	63	aco	aco	PROPN
cana-1237	227	64	.	.	PUNCT
cana-1237	228	1	b	b	X
cana-1237	228	2	)	)	PUNCT
cana-1237	228	3	determine	determine	VERB
cana-1237	228	4	one	one	PRON
cana-1237	228	5	's	's	PART
cana-1237	228	6	fitness	fitness	NOUN
cana-1237	228	7	level	level	NOUN
cana-1237	228	8	by	by	ADP
cana-1237	228	9	utilizing	utilize	VERB
cana-1237	228	10	an	an	DET
cana-1237	228	11	objective	objective	ADJ
cana-1237	228	12	function	function	NOUN
cana-1237	228	13	.	.	PUNCT
cana-1237	229	1	c	c	X
cana-1237	229	2	)	)	PUNCT
cana-1237	229	3	if	if	SCONJ
cana-1237	229	4	the	the	DET
cana-1237	229	5	current	current	ADJ
cana-1237	229	6	location	location	NOUN
cana-1237	229	7	of	of	ADP
cana-1237	229	8	a	a	DET
cana-1237	229	9	particle	particle	NOUN
cana-1237	229	10	is	be	AUX
cana-1237	229	11	superior	superior	ADJ
cana-1237	229	12	to	to	ADP
cana-1237	229	13	the	the	DET
cana-1237	229	14	previous	previous	ADJ
cana-1237	229	15	best	good	ADJ
cana-1237	229	16	location	location	NOUN
cana-1237	229	17	,	,	PUNCT
cana-1237	229	18	it	it	PRON
cana-1237	229	19	should	should	AUX
cana-1237	229	20	be	be	AUX
cana-1237	229	21	elevated	elevate	VERB
cana-1237	229	22	to	to	ADP
cana-1237	229	23	the	the	DET
cana-1237	229	24	g	g	PROPN
cana-1237	229	25	best	good	ADJ
cana-1237	229	26	location	location	NOUN
cana-1237	229	27	.	.	PUNCT
cana-1237	230	1	d	d	X
cana-1237	230	2	)	)	PUNCT
cana-1237	230	3	the	the	DET
cana-1237	230	4	particle	particle	NOUN
cana-1237	230	5	's	's	PART
cana-1237	230	6	mobility	mobility	NOUN
cana-1237	230	7	and	and	CCONJ
cana-1237	230	8	direction	direction	NOUN
cana-1237	230	9	are	be	AUX
cana-1237	230	10	recalculated	recalculate	VERB
cana-1237	230	11	.	.	PUNCT
cana-1237	231	1	e	e	X
cana-1237	231	2	)	)	PUNCT
cana-1237	231	3	if	if	SCONJ
cana-1237	231	4	the	the	DET
cana-1237	231	5	desired	desire	VERB
cana-1237	231	6	number	number	NOUN
cana-1237	231	7	of	of	ADP
cana-1237	231	8	people	people	NOUN
cana-1237	231	9	have	have	AUX
cana-1237	231	10	been	be	AUX
cana-1237	231	11	attained	attain	VERB
cana-1237	231	12	then	then	ADV
cana-1237	231	13	the	the	DET
cana-1237	231	14	process	process	NOUN
cana-1237	231	15	ends	end	VERB
cana-1237	231	16	.	.	PUNCT
cana-1237	232	1	3.5.4	3.5.4	NUM
cana-1237	232	2	svm	svm	PROPN
cana-1237	232	3	classifier	classifier	NOUN
cana-1237	232	4	:	:	PUNCT
cana-1237	232	5	here	here	ADV
cana-1237	232	6	,	,	PUNCT
cana-1237	232	7	we	we	PRON
cana-1237	232	8	provide	provide	VERB
cana-1237	232	9	a	a	DET
cana-1237	232	10	brief	brief	ADJ
cana-1237	232	11	explanation	explanation	NOUN
cana-1237	232	12	of	of	ADP
cana-1237	232	13	what	what	PRON
cana-1237	232	14	svm	svm	PROPN
cana-1237	232	15	is	be	AUX
cana-1237	232	16	.	.	PUNCT
cana-1237	233	1	the	the	DET
cana-1237	233	2	generalized	generalize	VERB
cana-1237	233	3	linear	linear	ADJ
cana-1237	233	4	svm	svm	PROPN
cana-1237	233	5	solves	solve	VERB
cana-1237	233	6	the	the	DET
cana-1237	233	7	following	follow	VERB
cana-1237	233	8	optimisation	optimisation	NOUN
cana-1237	233	9	problem	problem	NOUN
cana-1237	233	10	to	to	PART
cana-1237	233	11	determine	determine	VERB
cana-1237	233	12	the	the	DET
cana-1237	233	13	optimal	optimal	ADJ
cana-1237	233	14	separating	separate	VERB
cana-1237	233	15	hyper	hyper	ADJ
cana-1237	233	16	plane	plane	NOUN
cana-1237	233	17	(	(	PUNCT
cana-1237	233	18	x	x	NOUN
cana-1237	233	19	)	)	PUNCT
cana-1237	233	20	=	=	SYM
cana-1237	233	21	€	€	X
cana-1237	233	22	w.	w.	NOUN
cana-1237	233	23	x	x	PUNCT
cana-1237	234	1	+	+	NOUN
cana-1237	234	2	b	b	NOUN
cana-1237	234	3	given	give	VERB
cana-1237	234	4	a	a	DET
cana-1237	234	5	trained	train	VERB
cana-1237	234	6	set	set	NOUN
cana-1237	234	7	of	of	ADP
cana-1237	234	8	instance	instance	NOUN
cana-1237	234	9	-	-	PUNCT
cana-1237	234	10	label	label	NOUN
cana-1237	234	11	pairings	pairing	NOUN
cana-1237	234	12	(	(	PUNCT
cana-1237	234	13	xi	xi	PROPN
cana-1237	234	14	,	,	PUNCT
cana-1237	234	15	yi	yi	PROPN
cana-1237	234	16	)	)	PUNCT
cana-1237	234	17	,	,	PUNCT
cana-1237	234	18	i	i	PRON
cana-1237	234	19	=	=	NOUN
cana-1237	234	20	1	1	NUM
cana-1237	234	21	,	,	PUNCT
cana-1237	234	22	2	2	NUM
cana-1237	234	23	,	,	PUNCT
cana-1237	234	24	...	...	PUNCT
cana-1237	234	25	,	,	PUNCT
cana-1237	234	26	m	m	VERB
cana-1237	234	27	where	where	SCONJ
cana-1237	234	28	xic	xic	PROPN
cana-1237	234	29	rn	rn	PROPN
cana-1237	234	30	and	and	CCONJ
cana-1237	234	31	yic	yic	PROPN
cana-1237	234	32	+1	+1	PROPN
cana-1237	234	33	,	,	PUNCT
cana-1237	234	34	1.improves	1.improves	NUM
cana-1237	234	35	a	a	DET
cana-1237	234	36	metric	metric	NOUN
cana-1237	234	37	that	that	PRON
cana-1237	234	38	was	be	AUX
cana-1237	234	39	set	set	VERB
cana-1237	234	40	as	as	ADP
cana-1237	234	41	the	the	DET
cana-1237	234	42	goal	goal	NOUN
cana-1237	234	43	.	.	PUNCT
cana-1237	235	1	two	two	NUM
cana-1237	235	2	values	value	NOUN
cana-1237	235	3	,	,	PUNCT
cana-1237	235	4	xid	xid	PROPN
cana-1237	235	5	and	and	CCONJ
cana-1237	235	6	vid	vid	NOUN
cana-1237	235	7	that	that	PRON
cana-1237	235	8	,	,	PUNCT
cana-1237	235	9	uniquely	uniquely	ADV
cana-1237	235	10	identify	identify	VERB
cana-1237	235	11	each	each	DET
cana-1237	235	12	particle	particle	NOUN
cana-1237	235	13	as	as	SCONJ
cana-1237	235	14	shown	show	VERB
cana-1237	235	15	in	in	ADP
cana-1237	235	16	equations	equation	NOUN
cana-1237	235	17	1	1	NUM
cana-1237	235	18	&	&	CCONJ
cana-1237	235	19	2	2	NUM
cana-1237	235	20	.	.	PUNCT
cana-1237	235	21	𝑚𝑖𝑛𝑖𝑚𝑖𝑧𝑒	𝑚𝑖𝑛𝑖𝑚𝑖𝑧𝑒	PROPN
cana-1237	235	22	€	€	SYM
cana-1237	235	23	𝑥.	𝑥.	VERB
cana-1237	235	24	𝑥𝜀	𝑥𝜀	PROPN
cana-1237	236	1	+	+	NUM
cana-1237	236	2	𝐷𝜀𝑁£-------------(1	𝐷𝜀𝑁£-------------(1	PROPN
cana-1237	236	3	)	)	PUNCT
cana-1237	236	4	communications	communication	NOUN
cana-1237	236	5	on	on	ADP
cana-1237	236	6	applied	apply	VERB
cana-1237	236	7	nonlinear	nonlinear	ADJ
cana-1237	236	8	analysis	analysis	NOUN
cana-1237	236	9	issn	issn	NOUN
cana-1237	236	10	:	:	PUNCT
cana-1237	236	11	1074	1074	NUM
cana-1237	236	12	-	-	PUNCT
cana-1237	236	13	133x	133x	NUM
cana-1237	236	14	vol	vol	NOUN
cana-1237	236	15	31	31	NUM
cana-1237	236	16	no	no	NOUN
cana-1237	236	17	.	.	PUNCT
cana-1237	237	1	6s	6s	NUM
cana-1237	237	2	(	(	PUNCT
cana-1237	237	3	2024	2024	NUM
cana-1237	237	4	)	)	PUNCT
cana-1237	237	5	472	472	NUM
cana-1237	237	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1237	237	7	the	the	DET
cana-1237	237	8	free	free	ADJ
cana-1237	237	9	variables	variable	NOUN
cana-1237	237	10	are	be	AUX
cana-1237	237	11	denoted	denote	VERB
cana-1237	237	12	by	by	ADP
cana-1237	237	13	i	i	PRON
cana-1237	237	14	,	,	PUNCT
cana-1237	237	15	while	while	SCONJ
cana-1237	237	16	the	the	DET
cana-1237	237	17	penalty	penalty	NOUN
cana-1237	237	18	variable	variable	NOUN
cana-1237	237	19	is	be	AUX
cana-1237	237	20	d.	d.	PROPN
cana-1237	237	21	the	the	DET
cana-1237	237	22	least	least	ADJ
cana-1237	237	23	-	-	PUNCT
cana-1237	237	24	wrong	wrong	NOUN
cana-1237	237	25	hyper	hyper	ADJ
cana-1237	237	26	plane	plane	NOUN
cana-1237	237	27	in	in	ADP
cana-1237	237	28	training	training	NOUN
cana-1237	237	29	is	be	AUX
cana-1237	237	30	identified	identify	VERB
cana-1237	237	31	by	by	ADP
cana-1237	237	32	support	support	NOUN
cana-1237	237	33	vector	vector	NOUN
cana-1237	237	34	machines	machine	NOUN
cana-1237	237	35	.	.	PUNCT
cana-1237	238	1	nonlinear	nonlinear	ADJ
cana-1237	238	2	svm	svm	PROPN
cana-1237	238	3	uses	use	VERB
cana-1237	238	4	a	a	DET
cana-1237	238	5	mapping	mapping	NOUN
cana-1237	238	6	function	function	NOUN
cana-1237	238	7	f	f	PROPN
cana-1237	238	8	to	to	PART
cana-1237	238	9	map	map	VERB
cana-1237	238	10	samples	sample	NOUN
cana-1237	238	11	used	use	VERB
cana-1237	238	12	for	for	ADP
cana-1237	238	13	training	training	NOUN
cana-1237	238	14	from	from	ADP
cana-1237	238	15	the	the	DET
cana-1237	238	16	input	input	NOUN
cana-1237	238	17	space	space	NOUN
cana-1237	238	18	to	to	ADP
cana-1237	238	19	a	a	DET
cana-1237	238	20	higher	higher	ADV
cana-1237	238	21	-	-	PUNCT
cana-1237	238	22	dimensional	dimensional	ADJ
cana-1237	238	23	space	space	NOUN
cana-1237	238	24	of	of	ADP
cana-1237	238	25	features	feature	NOUN
cana-1237	238	26	.	.	PUNCT
cana-1237	239	1	the	the	DET
cana-1237	239	2	radial	radial	ADJ
cana-1237	239	3	basis	basis	NOUN
cana-1237	239	4	function	function	NOUN
cana-1237	239	5	(	(	PUNCT
cana-1237	239	6	rbf	rbf	PROPN
cana-1237	239	7	)	)	PUNCT
cana-1237	239	8	is	be	AUX
cana-1237	239	9	one	one	NUM
cana-1237	239	10	of	of	ADP
cana-1237	239	11	the	the	DET
cana-1237	239	12	most	most	ADV
cana-1237	239	13	popular	popular	ADJ
cana-1237	239	14	kernel	kernel	NOUN
cana-1237	239	15	functions	function	NOUN
cana-1237	239	16	.	.	PUNCT
cana-1237	240	1	k(x	k(x	PROPN
cana-1237	240	2	,	,	PUNCT
cana-1237	240	3	x	x	X
cana-1237	240	4	)	)	PUNCT
cana-1237	240	5	=	=	SYM
cana-1237	240	6	exp(y-1||x	exp(y-1||x	NOUN
cana-1237	240	7	–	–	PUNCT
cana-1237	240	8	x2	x2	ADJ
cana-1237	240	9	)	)	PUNCT
cana-1237	240	10	------------(2	------------(2	NOUN
cana-1237	240	11	)	)	PUNCT
cana-1237	240	12	test	test	NOUN
cana-1237	240	13	findings	finding	NOUN
cana-1237	240	14	and	and	CCONJ
cana-1237	240	15	an	an	DET
cana-1237	240	16	analysis	analysis	NOUN
cana-1237	240	17	of	of	ADP
cana-1237	240	18	our	our	PRON
cana-1237	240	19	technique	technique	NOUN
cana-1237	240	20	are	be	AUX
cana-1237	240	21	presented	present	VERB
cana-1237	240	22	and	and	CCONJ
cana-1237	240	23	analyzed	analyze	VERB
cana-1237	240	24	in	in	ADP
cana-1237	240	25	this	this	DET
cana-1237	240	26	study.[59	study.[59	NOUN
cana-1237	240	27	]	]	X
cana-1237	240	28	first	first	ADV
cana-1237	240	29	,	,	PUNCT
cana-1237	240	30	we	we	PRON
cana-1237	240	31	'll	will	AUX
cana-1237	240	32	take	take	VERB
cana-1237	240	33	a	a	DET
cana-1237	240	34	look	look	NOUN
cana-1237	240	35	at	at	ADP
cana-1237	240	36	what	what	PRON
cana-1237	240	37	happens	happen	VERB
cana-1237	240	38	when	when	SCONJ
cana-1237	240	39	you	you	PRON
cana-1237	240	40	change	change	VERB
cana-1237	240	41	the	the	DET
cana-1237	240	42	methods	method	NOUN
cana-1237	240	43	for	for	ADP
cana-1237	240	44	analyzing	analyze	VERB
cana-1237	240	45	and	and	CCONJ
cana-1237	240	46	looking	look	VERB
cana-1237	240	47	into	into	ADP
cana-1237	240	48	data	datum	NOUN
cana-1237	240	49	from	from	ADP
cana-1237	240	50	twitter	twitter	NOUN
cana-1237	240	51	.	.	PUNCT
cana-1237	241	1	consequences	consequence	NOUN
cana-1237	241	2	talks	talk	NOUN
cana-1237	241	3	of	of	ADP
cana-1237	241	4	featured	feature	VERB
cana-1237	241	5	items	item	NOUN
cana-1237	241	6	are	be	AUX
cana-1237	241	7	introduced	introduce	VERB
cana-1237	241	8	in	in	ADP
cana-1237	241	9	the	the	DET
cana-1237	241	10	second	second	ADJ
cana-1237	241	11	stage	stage	NOUN
cana-1237	241	12	.	.	PUNCT
cana-1237	242	1	along	along	ADP
cana-1237	242	2	these	these	DET
cana-1237	242	3	lines	line	NOUN
cana-1237	242	4	,	,	PUNCT
cana-1237	242	5	we	we	PRON
cana-1237	242	6	talked	talk	VERB
cana-1237	242	7	about	about	ADP
cana-1237	242	8	the	the	DET
cana-1237	242	9	best	good	ADJ
cana-1237	242	10	results	result	NOUN
cana-1237	242	11	(	(	PUNCT
cana-1237	242	12	obtained	obtain	VERB
cana-1237	242	13	by	by	ADP
cana-1237	242	14	the	the	DET
cana-1237	242	15	svm	svm	PROPN
cana-1237	242	16	,	,	PUNCT
cana-1237	242	17	knn	knn	PROPN
cana-1237	242	18	,	,	PUNCT
cana-1237	242	19	aco	aco	PROPN
cana-1237	242	20	,	,	PUNCT
cana-1237	242	21	pso	pso	NOUN
cana-1237	242	22	,	,	PUNCT
cana-1237	242	23	and	and	CCONJ
cana-1237	242	24	nb	nb	NOUN
cana-1237	242	25	approaches	approach	NOUN
cana-1237	242	26	)	)	PUNCT
cana-1237	242	27	.	.	PUNCT
cana-1237	243	1	the	the	DET
cana-1237	243	2	nb	nb	PROPN
cana-1237	243	3	,	,	PUNCT
cana-1237	243	4	nb	nb	ADJ
cana-1237	243	5	-	-	PUNCT
cana-1237	243	6	svm	svm	PROPN
cana-1237	243	7	connection	connection	NOUN
cana-1237	243	8	yields	yield	VERB
cana-1237	243	9	a	a	DET
cana-1237	243	10	bar	bar	NOUN
cana-1237	243	11	chart	chart	NOUN
cana-1237	243	12	similar	similar	ADJ
cana-1237	243	13	to	to	ADP
cana-1237	243	14	the	the	DET
cana-1237	243	15	one	one	NOUN
cana-1237	243	16	shown	show	VERB
cana-1237	243	17	below	below	ADP
cana-1237	243	18	,	,	PUNCT
cana-1237	243	19	whereby	whereby	SCONJ
cana-1237	243	20	the	the	DET
cana-1237	243	21	xpivot	xpivot	PROPN
cana-1237	243	22	stands	stand	VERB
cana-1237	243	23	for	for	ADP
cana-1237	243	24	correctness	correctness	NOUN
cana-1237	243	25	,	,	PUNCT
cana-1237	243	26	review	review	NOUN
cana-1237	243	27	,	,	PUNCT
cana-1237	243	28	and	and	CCONJ
cana-1237	243	29	accuracy	accuracy	NOUN
cana-1237	243	30	,	,	PUNCT
cana-1237	243	31	and	and	CCONJ
cana-1237	243	32	the	the	DET
cana-1237	243	33	y	y	NOUN
cana-1237	243	34	-	-	PUNCT
cana-1237	243	35	hub	hub	NOUN
cana-1237	243	36	for	for	ADP
cana-1237	243	37	frequency	frequency	NOUN
cana-1237	243	38	.	.	PUNCT
cana-1237	244	1	4	4	X
cana-1237	244	2	.	.	X
cana-1237	244	3	results	result	NOUN
cana-1237	244	4	:	:	PUNCT
cana-1237	244	5	the	the	DET
cana-1237	244	6	effectiveness	effectiveness	NOUN
cana-1237	244	7	of	of	ADP
cana-1237	244	8	both	both	CCONJ
cana-1237	244	9	the	the	DET
cana-1237	244	10	present	present	ADJ
cana-1237	244	11	study	study	NOUN
cana-1237	244	12	and	and	CCONJ
cana-1237	244	13	previous	previous	ADJ
cana-1237	244	14	research	research	NOUN
cana-1237	244	15	is	be	AUX
cana-1237	244	16	evaluated	evaluate	VERB
cana-1237	244	17	through	through	ADP
cana-1237	244	18	a	a	DET
cana-1237	244	19	series	series	NOUN
cana-1237	244	20	of	of	ADP
cana-1237	244	21	experiments	experiment	NOUN
cana-1237	244	22	.	.	PUNCT
cana-1237	245	1	devices	device	NOUN
cana-1237	245	2	with	with	ADP
cana-1237	245	3	a	a	DET
cana-1237	245	4	core	core	NOUN
cana-1237	245	5	i7	i7	NOUN
cana-1237	245	6	processor	processor	NOUN
cana-1237	245	7	&	&	CCONJ
cana-1237	245	8	python	python	PROPN
cana-1237	245	9	programming	programming	NOUN
cana-1237	245	10	languages	language	NOUN
cana-1237	245	11	were	be	AUX
cana-1237	245	12	used	use	VERB
cana-1237	245	13	throughout	throughout	ADP
cana-1237	245	14	the	the	DET
cana-1237	245	15	model	model	NOUN
cana-1237	245	16	's	's	PART
cana-1237	245	17	creation	creation	NOUN
cana-1237	245	18	.	.	PUNCT
cana-1237	246	1	the	the	DET
cana-1237	246	2	nltk	nltk	NOUN
cana-1237	246	3	and	and	CCONJ
cana-1237	246	4	gensim	gensim	VERB
cana-1237	246	5	[	[	PUNCT
cana-1237	246	6	38	38	NUM
cana-1237	246	7	]	]	PUNCT
cana-1237	246	8	libraries	library	NOUN
cana-1237	246	9	are	be	AUX
cana-1237	246	10	used	use	VERB
cana-1237	246	11	during	during	ADP
cana-1237	246	12	preprocessing	preprocessing	NOUN
cana-1237	246	13	and	and	CCONJ
cana-1237	246	14	word	word	NOUN
cana-1237	246	15	embedding	embed	VERB
cana-1237	246	16	.	.	PUNCT
cana-1237	247	1	keras	keras	PROPN
cana-1237	248	1	[	[	X
cana-1237	248	2	39	39	NUM
cana-1237	248	3	]	]	PUNCT
cana-1237	248	4	&	&	CCONJ
cana-1237	248	5	tensor	tensor	NOUN
cana-1237	248	6	-	-	PUNCT
cana-1237	248	7	flow	flow	NOUN
cana-1237	248	8	[	[	X
cana-1237	248	9	40	40	NUM
cana-1237	248	10	]	]	PUNCT
cana-1237	248	11	are	be	AUX
cana-1237	248	12	used	use	VERB
cana-1237	248	13	to	to	PART
cana-1237	248	14	develop	develop	VERB
cana-1237	248	15	models	model	NOUN
cana-1237	248	16	for	for	ADP
cana-1237	248	17	machine	machine	NOUN
cana-1237	248	18	learning	learning	NOUN
cana-1237	248	19	.	.	PUNCT
cana-1237	249	1	the	the	DET
cana-1237	249	2	created	create	VERB
cana-1237	249	3	model	model	NOUN
cana-1237	249	4	merges	merge	VERB
cana-1237	249	5	the	the	DET
cana-1237	249	6	helpful	helpful	ADJ
cana-1237	249	7	tweets	tweet	NOUN
cana-1237	249	8	utilizing	utilize	VERB
cana-1237	249	9	the	the	DET
cana-1237	249	10	gensim	gensim	NOUN
cana-1237	249	11	with	with	ADP
cana-1237	249	12	keras	keras	PROPN
cana-1237	249	13	functional	functional	ADJ
cana-1237	249	14	application	application	NOUN
cana-1237	249	15	development	development	NOUN
cana-1237	249	16	interface	interface	NOUN
cana-1237	249	17	.	.	PUNCT
cana-1237	250	1	the	the	DET
cana-1237	250	2	confusion	confusion	NOUN
cana-1237	250	3	matrix	matrix	NOUN
cana-1237	250	4	is	be	AUX
cana-1237	250	5	used	use	VERB
cana-1237	250	6	to	to	PART
cana-1237	250	7	calculate	calculate	VERB
cana-1237	250	8	the	the	DET
cana-1237	250	9	necessary	necessary	ADJ
cana-1237	250	10	parameters	parameter	NOUN
cana-1237	250	11	for	for	ADP
cana-1237	250	12	evaluating	evaluate	VERB
cana-1237	250	13	the	the	DET
cana-1237	250	14	efficacy	efficacy	NOUN
cana-1237	250	15	of	of	ADP
cana-1237	250	16	a	a	DET
cana-1237	250	17	hybrid	hybrid	ADJ
cana-1237	250	18	machine	machine	NOUN
cana-1237	250	19	learning	learning	NOUN
cana-1237	250	20	(	(	PUNCT
cana-1237	250	21	ml	ml	NOUN
cana-1237	250	22	)	)	PUNCT
cana-1237	250	23	classification	classification	NOUN
cana-1237	250	24	system	system	NOUN
cana-1237	250	25	.	.	PUNCT
cana-1237	251	1	this	this	DET
cana-1237	251	2	methodology	methodology	NOUN
cana-1237	251	3	can	can	AUX
cana-1237	251	4	be	be	AUX
cana-1237	251	5	used	use	VERB
cana-1237	251	6	to	to	PART
cana-1237	251	7	assess	assess	VERB
cana-1237	251	8	a	a	DET
cana-1237	251	9	procedure	procedure	NOUN
cana-1237	251	10	's	's	PART
cana-1237	251	11	efficacy	efficacy	NOUN
cana-1237	251	12	.	.	PUNCT
cana-1237	252	1	error	error	NOUN
cana-1237	252	2	matrices	matrix	NOUN
cana-1237	252	3	,	,	PUNCT
cana-1237	252	4	special	special	ADJ
cana-1237	252	5	tables	table	NOUN
cana-1237	252	6	with	with	ADP
cana-1237	252	7	the	the	DET
cana-1237	252	8	format	format	NOUN
cana-1237	252	9	depicted	depict	VERB
cana-1237	252	10	in	in	ADP
cana-1237	252	11	figure	figure	NOUN
cana-1237	252	12	3	3	NUM
cana-1237	252	13	,	,	PUNCT
cana-1237	252	14	can	can	AUX
cana-1237	252	15	be	be	AUX
cana-1237	252	16	used	use	VERB
cana-1237	252	17	to	to	PART
cana-1237	252	18	illustrate	illustrate	VERB
cana-1237	252	19	the	the	DET
cana-1237	252	20	efficacy	efficacy	NOUN
cana-1237	252	21	of	of	ADP
cana-1237	252	22	an	an	DET
cana-1237	252	23	algorithm	algorithm	NOUN
cana-1237	252	24	.	.	PUNCT
cana-1237	253	1	total	total	ADJ
cana-1237	253	2	probability	probability	NOUN
cana-1237	253	3	(	(	PUNCT
cana-1237	253	4	tp	tp	NOUN
cana-1237	253	5	)	)	PUNCT
cana-1237	253	6	,	,	PUNCT
cana-1237	253	7	total	total	ADJ
cana-1237	253	8	probability	probability	NOUN
cana-1237	253	9	(	(	PUNCT
cana-1237	253	10	tn	tn	NOUN
cana-1237	253	11	)	)	PUNCT
cana-1237	253	12	,	,	PUNCT
cana-1237	253	13	final	final	ADJ
cana-1237	253	14	probability	probability	NOUN
cana-1237	253	15	(	(	PUNCT
cana-1237	253	16	fp	fp	NOUN
cana-1237	253	17	)	)	PUNCT
cana-1237	253	18	,	,	PUNCT
cana-1237	253	19	and	and	CCONJ
cana-1237	253	20	final	final	ADJ
cana-1237	253	21	probability	probability	NOUN
cana-1237	253	22	(	(	PUNCT
cana-1237	253	23	fn	fn	NOUN
cana-1237	253	24	)	)	PUNCT
cana-1237	253	25	are	be	AUX
cana-1237	253	26	the	the	DET
cana-1237	253	27	four	four	NUM
cana-1237	253	28	parameters	parameter	NOUN
cana-1237	253	29	represented	represent	VERB
cana-1237	253	30	by	by	ADP
cana-1237	253	31	this	this	DET
cana-1237	253	32	equation	equation	NOUN
cana-1237	253	33	.	.	PUNCT
cana-1237	254	1	this	this	DET
cana-1237	254	2	equation	equation	NOUN
cana-1237	254	3	represents	represent	VERB
cana-1237	254	4	four	four	NUM
cana-1237	254	5	different	different	ADJ
cana-1237	254	6	kinds	kind	NOUN
cana-1237	254	7	of	of	ADP
cana-1237	254	8	probabilities	probability	NOUN
cana-1237	254	9	:	:	PUNCT
cana-1237	254	10	the	the	DET
cana-1237	254	11	total	total	ADJ
cana-1237	254	12	likelihood	likelihood	NOUN
cana-1237	254	13	(	(	PUNCT
cana-1237	254	14	tp	tp	NOUN
cana-1237	254	15	)	)	PUNCT
cana-1237	254	16	,	,	PUNCT
cana-1237	254	17	the	the	DET
cana-1237	254	18	total	total	ADJ
cana-1237	254	19	likelihood	likelihood	NOUN
cana-1237	254	20	(	(	PUNCT
cana-1237	254	21	tn	tn	NOUN
cana-1237	254	22	)	)	PUNCT
cana-1237	254	23	,	,	PUNCT
cana-1237	254	24	the	the	DET
cana-1237	254	25	final	final	ADJ
cana-1237	254	26	likelihood	likelihood	NOUN
cana-1237	254	27	(	(	PUNCT
cana-1237	254	28	fp	fp	NOUN
cana-1237	254	29	)	)	PUNCT
cana-1237	254	30	,	,	PUNCT
cana-1237	254	31	and	and	CCONJ
cana-1237	254	32	its	its	PRON
cana-1237	254	33	final	final	ADJ
cana-1237	254	34	likelihood	likelihood	NOUN
cana-1237	254	35	(	(	PUNCT
cana-1237	254	36	fn	fn	NOUN
cana-1237	254	37	)	)	PUNCT
cana-1237	254	38	.	.	PUNCT
cana-1237	255	1	figure	figure	VERB
cana-1237	255	2	3.confusion	3.confusion	NUM
cana-1237	255	3	matrix	matrix	NOUN
cana-1237	255	4	4.1	4.1	NUM
cana-1237	255	5	performance	performance	NOUN
cana-1237	255	6	metrics	metric	NOUN
cana-1237	255	7	:	:	PUNCT
cana-1237	255	8	the	the	DET
cana-1237	255	9	model	model	NOUN
cana-1237	255	10	is	be	AUX
cana-1237	255	11	tested	test	VERB
cana-1237	255	12	using	use	VERB
cana-1237	255	13	precision	precision	NOUN
cana-1237	255	14	,	,	PUNCT
cana-1237	255	15	recall	recall	NOUN
cana-1237	255	16	,	,	PUNCT
cana-1237	255	17	precision	precision	NOUN
cana-1237	255	18	,	,	PUNCT
cana-1237	255	19	accuracy	accuracy	NOUN
cana-1237	255	20	,	,	PUNCT
cana-1237	255	21	and	and	CCONJ
cana-1237	255	22	f1	f1	NOUN
cana-1237	255	23	-	-	PUNCT
cana-1237	255	24	score	score	NOUN
cana-1237	255	25	.	.	PUNCT
cana-1237	256	1	specificity	specificity	NOUN
cana-1237	256	2	,	,	PUNCT
cana-1237	256	3	the	the	DET
cana-1237	256	4	false	false	ADJ
cana-1237	256	5	positive	positive	ADJ
cana-1237	256	6	rate	rate	NOUN
cana-1237	256	7	,	,	PUNCT
cana-1237	256	8	and	and	CCONJ
cana-1237	256	9	the	the	DET
cana-1237	256	10	rate	rate	NOUN
cana-1237	256	11	of	of	ADP
cana-1237	256	12	false	false	ADJ
cana-1237	256	13	negatives	negative	NOUN
cana-1237	256	14	are	be	AUX
cana-1237	256	15	additional	additional	ADJ
cana-1237	256	16	measures	measure	NOUN
cana-1237	256	17	used	use	VERB
cana-1237	256	18	to	to	PART
cana-1237	256	19	evaluate	evaluate	VERB
cana-1237	256	20	performance	performance	NOUN
cana-1237	256	21	.	.	PUNCT
cana-1237	257	1	accuracy	accuracy	NOUN
cana-1237	257	2	measures	measure	NOUN
cana-1237	257	3	how	how	SCONJ
cana-1237	257	4	well	well	ADV
cana-1237	257	5	the	the	DET
cana-1237	257	6	predicted	predict	VERB
cana-1237	257	7	research	research	NOUN
cana-1237	257	8	does	do	VERB
cana-1237	257	9	in	in	ADP
cana-1237	257	10	comparison	comparison	NOUN
cana-1237	257	11	to	to	ADP
cana-1237	257	12	actual	actual	ADJ
cana-1237	257	13	studies	study	NOUN
cana-1237	257	14	.	.	PUNCT
cana-1237	258	1	the	the	DET
cana-1237	258	2	parameters	parameter	NOUN
cana-1237	258	3	of	of	ADP
cana-1237	258	4	the	the	DET
cana-1237	258	5	metrics	metric	NOUN
cana-1237	258	6	are	be	AUX
cana-1237	258	7	indicated	indicate	VERB
cana-1237	258	8	by	by	ADP
cana-1237	258	9	the	the	DET
cana-1237	258	10	following	follow	VERB
cana-1237	258	11	notations	notation	NOUN
cana-1237	258	12	.	.	PUNCT
cana-1237	259	1	communications	communication	NOUN
cana-1237	259	2	on	on	ADP
cana-1237	259	3	applied	apply	VERB
cana-1237	259	4	nonlinear	nonlinear	ADJ
cana-1237	259	5	analysis	analysis	NOUN
cana-1237	259	6	issn	issn	NOUN
cana-1237	259	7	:	:	PUNCT
cana-1237	259	8	1074	1074	NUM
cana-1237	259	9	-	-	PUNCT
cana-1237	259	10	133x	133x	NUM
cana-1237	259	11	vol	vol	NOUN
cana-1237	259	12	31	31	NUM
cana-1237	259	13	no	no	NOUN
cana-1237	259	14	.	.	PUNCT
cana-1237	260	1	6s	6s	NUM
cana-1237	260	2	(	(	PUNCT
cana-1237	260	3	2024	2024	NUM
cana-1237	260	4	)	)	PUNCT
cana-1237	260	5	473	473	NUM
cana-1237	260	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1237	261	1	p	p	X
cana-1237	261	2	:	:	PUNCT
cana-1237	261	3	true	true	ADJ
cana-1237	261	4	positive	positive	ADJ
cana-1237	261	5	q	q	NOUN
cana-1237	261	6	:	:	PUNCT
cana-1237	261	7	false	false	ADJ
cana-1237	261	8	positive	positive	ADJ
cana-1237	261	9	r	r	NOUN
cana-1237	261	10	:	:	PUNCT
cana-1237	261	11	true	true	ADJ
cana-1237	261	12	negative	negative	ADJ
cana-1237	261	13	s	s	NOUN
cana-1237	261	14	:	:	PUNCT
cana-1237	261	15	false	false	ADJ
cana-1237	261	16	negative	negative	ADJ
cana-1237	261	17	•	•	NOUN
cana-1237	261	18	precision	precision	NOUN
cana-1237	261	19	(	(	PUNCT
cana-1237	261	20	p	p	X
cana-1237	261	21	):	):	PUNCT
cana-1237	261	22	it	it	PRON
cana-1237	261	23	produces	produce	VERB
cana-1237	261	24	accurate	accurate	ADJ
cana-1237	261	25	predictions	prediction	NOUN
cana-1237	261	26	from	from	ADP
cana-1237	261	27	all	all	DET
cana-1237	261	28	expected	expect	VERB
cana-1237	261	29	occurrences	occurrence	NOUN
cana-1237	261	30	.	.	PUNCT
cana-1237	262	1	it	it	PRON
cana-1237	262	2	is	be	AUX
cana-1237	262	3	quantifiable	quantifiable	ADJ
cana-1237	262	4	,	,	PUNCT
cana-1237	262	5	as	as	SCONJ
cana-1237	262	6	seen	see	VERB
cana-1237	262	7	here	here	ADV
cana-1237	262	8	.	.	PUNCT
cana-1237	263	1	precision=	precision=	NUM
cana-1237	263	2	p	p	X
cana-1237	263	3	/	/	SYM
cana-1237	263	4	p+q	p+q	NUM
cana-1237	263	5	------------(3	------------(3	PROPN
cana-1237	263	6	)	)	PUNCT
cana-1237	263	7	•	•	NUM
cana-1237	263	8	recall	recall	NOUN
cana-1237	263	9	(	(	PUNCT
cana-1237	263	10	r	r	NOUN
cana-1237	263	11	):	):	PUNCT
cana-1237	263	12	it	it	PRON
cana-1237	263	13	is	be	AUX
cana-1237	263	14	a	a	DET
cana-1237	263	15	choice	choice	NOUN
cana-1237	263	16	of	of	ADP
cana-1237	263	17	the	the	DET
cana-1237	263	18	most	most	ADV
cana-1237	263	19	relevant	relevant	ADJ
cana-1237	263	20	events	event	NOUN
cana-1237	263	21	from	from	ADP
cana-1237	263	22	all	all	DET
cana-1237	263	23	relevant	relevant	ADJ
cana-1237	263	24	occurrences	occurrence	NOUN
cana-1237	263	25	.	.	PUNCT
cana-1237	264	1	it	it	PRON
cana-1237	264	2	is	be	AUX
cana-1237	264	3	quantifiable	quantifiable	ADJ
cana-1237	264	4	,	,	PUNCT
cana-1237	264	5	as	as	SCONJ
cana-1237	264	6	seen	see	VERB
cana-1237	264	7	here	here	ADV
cana-1237	264	8	.	.	PUNCT
cana-1237	265	1	recall	recall	VERB
cana-1237	265	2	=	=	ADJ
cana-1237	265	3	p	p	PROPN
cana-1237	265	4	/	/	SYM
cana-1237	265	5	p+r	p+r	X
cana-1237	265	6	------------(4	------------(4	NOUN
cana-1237	265	7	)	)	PUNCT
cana-1237	265	8	•	•	ADV
cana-1237	265	9	f1	f1	NOUN
cana-1237	265	10	-	-	PUNCT
cana-1237	265	11	score	score	NOUN
cana-1237	265	12	:	:	PUNCT
cana-1237	265	13	the	the	DET
cana-1237	265	14	f1	f1	PROPN
cana-1237	265	15	score	score	NOUN
cana-1237	265	16	correlates	correlate	VERB
cana-1237	265	17	recollection	recollection	ADJ
cana-1237	265	18	and	and	CCONJ
cana-1237	265	19	accuracy	accuracy	NOUN
cana-1237	265	20	as	as	SCONJ
cana-1237	265	21	depicted	depict	VERB
cana-1237	265	22	below	below	ADV
cana-1237	265	23	.	.	PUNCT
cana-1237	266	1	f1	f1	NOUN
cana-1237	266	2	-	-	PUNCT
cana-1237	266	3	score=	score=	NUM
cana-1237	266	4	(	(	PUNCT
cana-1237	266	5	2*p*r	2*p*r	NUM
cana-1237	266	6	)	)	PUNCT
cana-1237	266	7	/	/	SYM
cana-1237	266	8	(	(	PUNCT
cana-1237	266	9	p+r	p+r	NOUN
cana-1237	266	10	)	)	PUNCT
cana-1237	266	11	--------------(5	--------------(5	PROPN
cana-1237	266	12	)	)	PUNCT
cana-1237	266	13	•	•	NUM
cana-1237	266	14	accuracy	accuracy	NOUN
cana-1237	266	15	:	:	PUNCT
cana-1237	266	16	it	it	PRON
cana-1237	266	17	provides	provide	VERB
cana-1237	266	18	an	an	DET
cana-1237	266	19	accurate	accurate	ADJ
cana-1237	266	20	representation	representation	NOUN
cana-1237	266	21	of	of	ADP
cana-1237	266	22	instances	instance	NOUN
cana-1237	266	23	over	over	ADP
cana-1237	266	24	a	a	DET
cana-1237	266	25	specified	specified	ADJ
cana-1237	266	26	collection	collection	NOUN
cana-1237	266	27	of	of	ADP
cana-1237	266	28	instances	instance	NOUN
cana-1237	266	29	.	.	PUNCT
cana-1237	267	1	accuracy=	accuracy=	NUM
cana-1237	267	2	(	(	PUNCT
cana-1237	267	3	(	(	PUNCT
cana-1237	267	4	p+s	p+s	NOUN
cana-1237	267	5	)	)	PUNCT
cana-1237	267	6	/	/	SYM
cana-1237	267	7	(	(	PUNCT
cana-1237	267	8	p+q+r+s	p+q+r+	NOUN
cana-1237	267	9	)	)	PUNCT
cana-1237	267	10	)	)	PUNCT
cana-1237	267	11	--------------(6	--------------(6	NOUN
cana-1237	267	12	)	)	PUNCT
cana-1237	267	13	among	among	ADP
cana-1237	267	14	the	the	DET
cana-1237	267	15	many	many	ADJ
cana-1237	267	16	available	available	ADJ
cana-1237	267	17	options	option	NOUN
cana-1237	267	18	,	,	PUNCT
cana-1237	267	19	those	those	PRON
cana-1237	267	20	based	base	VERB
cana-1237	267	21	on	on	ADP
cana-1237	267	22	machine	machine	NOUN
cana-1237	267	23	learning	learning	NOUN
cana-1237	267	24	are	be	AUX
cana-1237	267	25	rapidly	rapidly	ADV
cana-1237	267	26	gaining	gain	VERB
cana-1237	267	27	popularity	popularity	NOUN
cana-1237	267	28	due	due	ADP
cana-1237	267	29	to	to	ADP
cana-1237	267	30	their	their	PRON
cana-1237	267	31	superior	superior	ADJ
cana-1237	267	32	accuracy	accuracy	NOUN
cana-1237	267	33	in	in	ADP
cana-1237	267	34	identifying	identify	VERB
cana-1237	267	35	spam	spam	NOUN
cana-1237	267	36	.	.	PUNCT
cana-1237	268	1	support	support	NOUN
cana-1237	268	2	vector	vector	NOUN
cana-1237	268	3	machines	machine	NOUN
cana-1237	268	4	,	,	PUNCT
cana-1237	268	5	bayesian	bayesian	NOUN
cana-1237	268	6	clustering	clustering	NOUN
cana-1237	268	7	using	use	VERB
cana-1237	268	8	k	k	NOUN
cana-1237	268	9	-	-	PUNCT
cana-1237	268	10	means	means	ADJ
cana-1237	268	11	,	,	PUNCT
cana-1237	268	12	choice	choice	NOUN
cana-1237	268	13	trees	tree	NOUN
cana-1237	268	14	,	,	PUNCT
cana-1237	268	15	and	and	CCONJ
cana-1237	268	16	neural	neural	ADJ
cana-1237	268	17	networks	network	NOUN
cana-1237	268	18	are	be	AUX
cana-1237	268	19	only	only	ADV
cana-1237	268	20	few	few	ADJ
cana-1237	268	21	of	of	ADP
cana-1237	268	22	the	the	DET
cana-1237	268	23	methods	method	NOUN
cana-1237	268	24	used	use	VERB
cana-1237	268	25	in	in	ADP
cana-1237	268	26	these	these	DET
cana-1237	268	27	approaches	approach	NOUN
cana-1237	268	28	.	.	PUNCT
cana-1237	269	1	many	many	ADJ
cana-1237	269	2	existing	exist	VERB
cana-1237	269	3	machine	machine	NOUN
cana-1237	269	4	learning	learning	NOUN
cana-1237	269	5	-	-	PUNCT
cana-1237	269	6	based	base	VERB
cana-1237	269	7	solutions	solution	NOUN
cana-1237	269	8	rely	rely	VERB
cana-1237	269	9	on	on	ADP
cana-1237	269	10	either	either	DET
cana-1237	269	11	svms	svms	NOUN
cana-1237	269	12	(	(	PUNCT
cana-1237	269	13	support	support	VERB
cana-1237	269	14	vector	vector	NOUN
cana-1237	269	15	machines	machine	NOUN
cana-1237	269	16	)	)	PUNCT
cana-1237	269	17	or	or	CCONJ
cana-1237	269	18	nbs	nbs	PROPN
cana-1237	269	19	(	(	PUNCT
cana-1237	269	20	naive	naive	ADJ
cana-1237	269	21	bayes	bayes	NOUN
cana-1237	269	22	)	)	PUNCT
cana-1237	269	23	.	.	PUNCT
cana-1237	270	1	when	when	SCONJ
cana-1237	270	2	it	it	PRON
cana-1237	270	3	comes	come	VERB
cana-1237	270	4	to	to	AUX
cana-1237	270	5	spam	spam	VERB
cana-1237	270	6	filtering	filtering	NOUN
cana-1237	270	7	,	,	PUNCT
cana-1237	270	8	an	an	DET
cana-1237	270	9	svm	svm	ADJ
cana-1237	270	10	-	-	PUNCT
cana-1237	270	11	based	base	VERB
cana-1237	270	12	solution	solution	NOUN
cana-1237	270	13	typically	typically	ADV
cana-1237	270	14	has	have	VERB
cana-1237	270	15	significant	significant	ADJ
cana-1237	270	16	advantages	advantage	NOUN
cana-1237	270	17	in	in	ADP
cana-1237	270	18	accuracy	accuracy	NOUN
cana-1237	270	19	,	,	PUNCT
cana-1237	270	20	precision	precision	NOUN
cana-1237	270	21	,	,	PUNCT
cana-1237	270	22	and	and	CCONJ
cana-1237	270	23	recall	recall	NOUN
cana-1237	270	24	rate	rate	NOUN
cana-1237	270	25	,	,	PUNCT
cana-1237	270	26	but	but	CCONJ
cana-1237	270	27	it	it	PRON
cana-1237	270	28	is	be	AUX
cana-1237	270	29	slow	slow	ADJ
cana-1237	270	30	and	and	CCONJ
cana-1237	270	31	requires	require	VERB
cana-1237	270	32	a	a	DET
cana-1237	270	33	large	large	ADJ
cana-1237	270	34	training	training	NOUN
cana-1237	270	35	set	set	NOUN
cana-1237	270	36	.	.	PUNCT
cana-1237	271	1	in	in	ADP
cana-1237	271	2	contrast	contrast	NOUN
cana-1237	271	3	,	,	PUNCT
cana-1237	271	4	a	a	DET
cana-1237	271	5	naive	naive	ADJ
cana-1237	271	6	bayes	bayes	NOUN
cana-1237	271	7	-	-	PUNCT
cana-1237	271	8	based	base	VERB
cana-1237	271	9	solution	solution	NOUN
cana-1237	271	10	is	be	AUX
cana-1237	271	11	typically	typically	ADV
cana-1237	271	12	faster	fast	ADJ
cana-1237	271	13	and	and	CCONJ
cana-1237	271	14	requires	require	VERB
cana-1237	271	15	a	a	DET
cana-1237	271	16	smaller	small	ADJ
cana-1237	271	17	training	training	NOUN
cana-1237	271	18	set	set	NOUN
cana-1237	271	19	,	,	PUNCT
cana-1237	271	20	but	but	CCONJ
cana-1237	271	21	it	it	PRON
cana-1237	271	22	provides	provide	VERB
cana-1237	271	23	less	less	ADJ
cana-1237	271	24	accuracy	accuracy	NOUN
cana-1237	271	25	.	.	PUNCT
cana-1237	272	1	but	but	CCONJ
cana-1237	272	2	in	in	ADP
cana-1237	272	3	terms	term	NOUN
cana-1237	272	4	of	of	ADP
cana-1237	272	5	spam	spam	NOUN
cana-1237	272	6	filtering	filter	VERB
cana-1237	272	7	,	,	PUNCT
cana-1237	272	8	these	these	DET
cana-1237	272	9	current	current	ADJ
cana-1237	272	10	options	option	NOUN
cana-1237	272	11	are	be	AUX
cana-1237	272	12	either	either	CCONJ
cana-1237	272	13	too	too	ADV
cana-1237	272	14	sluggish	sluggish	ADJ
cana-1237	272	15	or	or	CCONJ
cana-1237	272	16	too	too	ADV
cana-1237	272	17	wrong	wrong	ADJ
cana-1237	272	18	.	.	PUNCT
cana-1237	273	1	therefore	therefore	ADV
cana-1237	273	2	,	,	PUNCT
cana-1237	273	3	due	due	ADP
cana-1237	273	4	to	to	ADP
cana-1237	273	5	inadequate	inadequate	ADJ
cana-1237	273	6	accuracy	accuracy	NOUN
cana-1237	273	7	,	,	PUNCT
cana-1237	273	8	some	some	DET
cana-1237	273	9	spam	spam	NOUN
cana-1237	273	10	messages	message	NOUN
cana-1237	273	11	are	be	AUX
cana-1237	273	12	unnoticed	unnoticed	ADJ
cana-1237	273	13	,	,	PUNCT
cana-1237	273	14	and	and	CCONJ
cana-1237	273	15	others	other	NOUN
cana-1237	273	16	are	be	AUX
cana-1237	273	17	caught	catch	VERB
cana-1237	273	18	slowly	slowly	ADV
cana-1237	273	19	.	.	PUNCT
cana-1237	274	1	results	result	NOUN
cana-1237	274	2	are	be	AUX
cana-1237	274	3	gathered	gather	VERB
cana-1237	274	4	by	by	ADP
cana-1237	274	5	using	use	VERB
cana-1237	274	6	the	the	DET
cana-1237	274	7	current	current	ADJ
cana-1237	274	8	nb	nb	PROPN
cana-1237	274	9	,	,	PUNCT
cana-1237	274	10	svm	svm	PROPN
cana-1237	274	11	,	,	PUNCT
cana-1237	274	12	nbsvm	nbsvm	NOUN
cana-1237	274	13	,	,	PUNCT
cana-1237	274	14	svm	svm	ADJ
cana-1237	274	15	-	-	NOUN
cana-1237	274	16	pso	pso	ADJ
cana-1237	274	17	,	,	PUNCT
cana-1237	274	18	svm	svm	PROPN
cana-1237	274	19	-	-	NOUN
cana-1237	274	20	aco	aco	PROPN
cana-1237	274	21	,	,	PUNCT
cana-1237	274	22	and	and	CCONJ
cana-1237	274	23	the	the	DET
cana-1237	274	24	proposed	propose	VERB
cana-1237	274	25	aco	aco	PROPN
cana-1237	274	26	-	-	PUNCT
cana-1237	274	27	pso	pso	NOUN
cana-1237	274	28	-	-	PUNCT
cana-1237	274	29	svm	svm	ADJ
cana-1237	274	30	algorithms	algorithm	NOUN
cana-1237	274	31	to	to	ADP
cana-1237	274	32	the	the	DET
cana-1237	274	33	twitter	twitter	NOUN
cana-1237	274	34	data	datum	NOUN
cana-1237	274	35	set	set	VERB
cana-1237	274	36	.	.	PUNCT
cana-1237	275	1	table	table	NOUN
cana-1237	275	2	3	3	NUM
cana-1237	275	3	displays	display	VERB
cana-1237	275	4	the	the	DET
cana-1237	275	5	results	result	NOUN
cana-1237	275	6	of	of	ADP
cana-1237	275	7	our	our	PRON
cana-1237	275	8	comparisons	comparison	NOUN
cana-1237	275	9	of	of	ADP
cana-1237	275	10	the	the	DET
cana-1237	275	11	current	current	PROPN
cana-1237	275	12	nb	nb	PROPN
cana-1237	275	13	,	,	PUNCT
cana-1237	275	14	svm	svm	PROPN
cana-1237	275	15	,	,	PUNCT
cana-1237	275	16	nb	nb	NOUN
cana-1237	275	17	-	-	PUNCT
cana-1237	275	18	svm	svm	ADJ
cana-1237	275	19	,	,	PUNCT
cana-1237	275	20	svm	svm	ADJ
cana-1237	275	21	-	-	NOUN
cana-1237	275	22	pso	pso	NOUN
cana-1237	275	23	,	,	PUNCT
cana-1237	275	24	and	and	CCONJ
cana-1237	275	25	svm	svm	PROPN
cana-1237	275	26	-	-	PUNCT
cana-1237	275	27	aco	aco	PROPN
cana-1237	275	28	algorithms	algorithm	NOUN
cana-1237	275	29	with	with	ADP
cana-1237	275	30	regard	regard	NOUN
cana-1237	275	31	to	to	ADP
cana-1237	275	32	the	the	DET
cana-1237	275	33	aforementioned	aforementioned	ADJ
cana-1237	275	34	four	four	NUM
cana-1237	275	35	parameters	parameter	NOUN
cana-1237	275	36	.	.	PUNCT
cana-1237	276	1	table3	table3	PROPN
cana-1237	276	2	results	result	NOUN
cana-1237	276	3	of	of	ADP
cana-1237	276	4	applying	apply	VERB
cana-1237	276	5	various	various	ADJ
cana-1237	276	6	algorithms	algorithm	NOUN
cana-1237	276	7	on	on	ADP
cana-1237	276	8	the	the	DET
cana-1237	276	9	twitter	twitter	NOUN
cana-1237	276	10	data	datum	NOUN
cana-1237	276	11	set	set	VERB
cana-1237	276	12	parameter	parameter	PROPN
cana-1237	276	13	nb	nb	PROPN
cana-1237	276	14	nb	nb	PROPN
cana-1237	276	15	-	-	PUNCT
cana-1237	276	16	svm	svm	PROPN
cana-1237	276	17	svm	svm	PROPN
cana-1237	276	18	svm	svm	PROPN
cana-1237	276	19	-	-	PUNCT
cana-1237	276	20	aco	aco	NOUN
cana-1237	276	21	svm	svm	PROPN
cana-1237	276	22	-	-	ADJ
cana-1237	276	23	pso	pso	ADJ
cana-1237	276	24	aco	aco	PROPN
cana-1237	276	25	-	-	PUNCT
cana-1237	276	26	pso	pso	NOUN
cana-1237	276	27	-	-	PUNCT
cana-1237	276	28	svm	svm	NOUN
cana-1237	276	29	precision	precision	NOUN
cana-1237	276	30	58.63	58.63	NUM
cana-1237	276	31	61.52	61.52	NUM
cana-1237	276	32	72.59	72.59	NUM
cana-1237	276	33	83.56	83.56	NUM
cana-1237	276	34	84.56	84.56	NUM
cana-1237	276	35	87.82	87.82	NUM
cana-1237	276	36	recall	recall	VERB
cana-1237	276	37	49.56	49.56	NUM
cana-1237	276	38	56.57	56.57	NUM
cana-1237	276	39	86.45	86.45	NUM
cana-1237	276	40	91.75	91.75	NUM
cana-1237	276	41	93.46	93.46	NUM
cana-1237	276	42	95.45	95.45	NUM
cana-1237	276	43	f1	f1	NOUN
cana-1237	276	44	-	-	PUNCT
cana-1237	276	45	score	score	NOUN
cana-1237	276	46	72.56	72.56	NUM
cana-1237	276	47	76.45	76.45	NUM
cana-1237	276	48	82.45	82.45	NUM
cana-1237	276	49	89.45	89.45	NUM
cana-1237	276	50	92.43	92.43	NUM
cana-1237	276	51	96.85	96.85	NUM
cana-1237	276	52	accuracy	accuracy	NOUN
cana-1237	276	53	81.52	81.52	NUM
cana-1237	276	54	83.45	83.45	NUM
cana-1237	276	55	86.45	86.45	NUM
cana-1237	276	56	92.42	92.42	NUM
cana-1237	276	57	94.56	94.56	NUM
cana-1237	276	58	97.89	97.89	NUM
cana-1237	276	59	communications	communication	NOUN
cana-1237	276	60	on	on	ADP
cana-1237	276	61	applied	apply	VERB
cana-1237	276	62	nonlinear	nonlinear	ADJ
cana-1237	276	63	analysis	analysis	NOUN
cana-1237	276	64	issn	issn	NOUN
cana-1237	276	65	:	:	PUNCT
cana-1237	276	66	1074	1074	NUM
cana-1237	276	67	-	-	PUNCT
cana-1237	276	68	133x	133x	NUM
cana-1237	276	69	vol	vol	NOUN
cana-1237	276	70	31	31	NUM
cana-1237	276	71	no	no	NOUN
cana-1237	276	72	.	.	PUNCT
cana-1237	277	1	6s	6s	NUM
cana-1237	277	2	(	(	PUNCT
cana-1237	277	3	2024	2024	NUM
cana-1237	277	4	)	)	PUNCT
cana-1237	277	5	474	474	NUM
cana-1237	277	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1237	278	1	figure	figure	NOUN
cana-1237	278	2	4	4	NUM
cana-1237	278	3	.	.	PUNCT
cana-1237	278	4	evaluated	evaluate	VERB
cana-1237	278	5	results	result	NOUN
cana-1237	278	6	of	of	ADP
cana-1237	278	7	all	all	DET
cana-1237	278	8	the	the	DET
cana-1237	278	9	algorithms	algorithm	NOUN
cana-1237	278	10	.	.	PUNCT
cana-1237	279	1	the	the	DET
cana-1237	279	2	results	result	NOUN
cana-1237	279	3	presented	present	VERB
cana-1237	279	4	above	above	ADP
cana-1237	279	5	show	show	VERB
cana-1237	279	6	that	that	SCONJ
cana-1237	279	7	our	our	PRON
cana-1237	279	8	suggested	suggest	VERB
cana-1237	279	9	aco	aco	PROPN
cana-1237	279	10	-	-	PUNCT
cana-1237	279	11	pso	pso	NOUN
cana-1237	279	12	-	-	PUNCT
cana-1237	279	13	svm	svm	NOUN
cana-1237	279	14	algorithm	algorithm	NOUN
cana-1237	279	15	outperforms	outperform	VERB
cana-1237	279	16	the	the	DET
cana-1237	279	17	existing	exist	VERB
cana-1237	279	18	conventional	conventional	ADJ
cana-1237	279	19	and	and	CCONJ
cana-1237	279	20	hybrid	hybrid	ADJ
cana-1237	279	21	algorithms	algorithm	NOUN
cana-1237	279	22	across	across	ADP
cana-1237	279	23	the	the	DET
cana-1237	279	24	board	board	NOUN
cana-1237	279	25	,	,	PUNCT
cana-1237	279	26	as	as	SCONJ
cana-1237	279	27	we	we	PRON
cana-1237	279	28	determined	determine	VERB
cana-1237	279	29	by	by	ADP
cana-1237	279	30	comparing	compare	VERB
cana-1237	279	31	our	our	PRON
cana-1237	279	32	work	work	NOUN
cana-1237	279	33	to	to	ADP
cana-1237	279	34	five	five	NUM
cana-1237	279	35	existing	exist	VERB
cana-1237	279	36	algorithms	algorithm	NOUN
cana-1237	279	37	.	.	PUNCT
cana-1237	280	1	our	our	PRON
cana-1237	280	2	aco	aco	PROPN
cana-1237	280	3	-	-	PUNCT
cana-1237	280	4	pso	pso	NOUN
cana-1237	280	5	-	-	PUNCT
cana-1237	280	6	svm	svm	NOUN
cana-1237	280	7	algorithm	algorithm	NOUN
cana-1237	280	8	outperforms	outperform	VERB
cana-1237	280	9	its	its	PRON
cana-1237	280	10	counterparts	counterpart	NOUN
cana-1237	280	11	by	by	ADP
cana-1237	280	12	a	a	DET
cana-1237	280	13	factor	factor	NOUN
cana-1237	280	14	of	of	ADP
cana-1237	280	15	4	4	NUM
cana-1237	280	16	%	%	NOUN
cana-1237	280	17	compared	compare	VERB
cana-1237	280	18	to	to	ADP
cana-1237	280	19	svm	svm	ADJ
cana-1237	280	20	-	-	NOUN
cana-1237	280	21	pso	pso	NOUN
cana-1237	280	22	,	,	PUNCT
cana-1237	280	23	7	7	NUM
cana-1237	280	24	%	%	NOUN
cana-1237	280	25	compared	compare	VERB
cana-1237	280	26	to	to	ADP
cana-1237	280	27	svm	svm	PROPN
cana-1237	280	28	-	-	PUNCT
cana-1237	280	29	aco	aco	PROPN
cana-1237	280	30	,	,	PUNCT
cana-1237	280	31	10	10	NUM
cana-1237	280	32	%	%	NOUN
cana-1237	280	33	compared	compare	VERB
cana-1237	280	34	to	to	ADP
cana-1237	280	35	svm	svm	PROPN
cana-1237	280	36	,	,	PUNCT
cana-1237	280	37	12	12	NUM
cana-1237	280	38	%	%	NOUN
cana-1237	280	39	compared	compare	VERB
cana-1237	280	40	to	to	ADP
cana-1237	280	41	nb	nb	NOUN
cana-1237	280	42	-	-	PUNCT
cana-1237	280	43	svm	svm	PROPN
cana-1237	280	44	,	,	PUNCT
cana-1237	280	45	and	and	CCONJ
cana-1237	280	46	15	15	NUM
cana-1237	280	47	%	%	NOUN
cana-1237	280	48	compared	compare	VERB
cana-1237	280	49	to	to	ADP
cana-1237	280	50	nb	nb	PROPN
cana-1237	280	51	methods	method	NOUN
cana-1237	280	52	.	.	PUNCT
cana-1237	281	1	there	there	PRON
cana-1237	281	2	is	be	VERB
cana-1237	281	3	now	now	ADV
cana-1237	281	4	a	a	DET
cana-1237	281	5	substantial	substantial	ADJ
cana-1237	281	6	amount	amount	NOUN
cana-1237	281	7	of	of	ADP
cana-1237	281	8	potential	potential	NOUN
cana-1237	281	9	for	for	ADP
cana-1237	281	10	improvement	improvement	NOUN
cana-1237	281	11	;	;	PUNCT
cana-1237	281	12	therefore	therefore	ADV
cana-1237	281	13	a	a	DET
cana-1237	281	14	special	special	ADJ
cana-1237	281	15	kind	kind	NOUN
cana-1237	281	16	of	of	ADP
cana-1237	281	17	composite	composite	ADJ
cana-1237	281	18	model	model	NOUN
cana-1237	281	19	requires	require	VERB
cana-1237	281	20	more	more	ADJ
cana-1237	281	21	research	research	NOUN
cana-1237	281	22	.	.	PUNCT
cana-1237	282	1	5	5	X
cana-1237	282	2	.	.	X
cana-1237	282	3	conclusion	conclusion	NOUN
cana-1237	282	4	:	:	PUNCT
cana-1237	282	5	depression	depression	NOUN
cana-1237	282	6	is	be	AUX
cana-1237	282	7	a	a	DET
cana-1237	282	8	serious	serious	ADJ
cana-1237	282	9	mental	mental	ADJ
cana-1237	282	10	condition	condition	NOUN
cana-1237	282	11	affecting	affect	VERB
cana-1237	282	12	people	people	NOUN
cana-1237	282	13	of	of	ADP
cana-1237	282	14	all	all	DET
cana-1237	282	15	ages	age	NOUN
cana-1237	282	16	all	all	ADV
cana-1237	282	17	over	over	ADP
cana-1237	282	18	the	the	DET
cana-1237	282	19	world	world	NOUN
cana-1237	282	20	.	.	PUNCT
cana-1237	283	1	patients	patient	NOUN
cana-1237	283	2	with	with	ADP
cana-1237	283	3	depression	depression	NOUN
cana-1237	283	4	disorders	disorder	NOUN
cana-1237	283	5	are	be	AUX
cana-1237	283	6	less	less	ADV
cana-1237	283	7	likely	likely	ADJ
cana-1237	283	8	to	to	PART
cana-1237	283	9	provide	provide	VERB
cana-1237	283	10	feedback	feedback	NOUN
cana-1237	283	11	during	during	ADP
cana-1237	283	12	clinical	clinical	ADJ
cana-1237	283	13	procedures	procedure	NOUN
cana-1237	283	14	.	.	PUNCT
cana-1237	284	1	with	with	ADP
cana-1237	284	2	the	the	DET
cana-1237	284	3	rise	rise	NOUN
cana-1237	284	4	of	of	ADP
cana-1237	284	5	the	the	DET
cana-1237	284	6	internet	internet	NOUN
cana-1237	284	7	and	and	CCONJ
cana-1237	284	8	the	the	DET
cana-1237	284	9	prevalence	prevalence	NOUN
cana-1237	284	10	of	of	ADP
cana-1237	284	11	social	social	ADJ
cana-1237	284	12	media	medium	NOUN
cana-1237	284	13	sites	site	NOUN
cana-1237	284	14	like	like	ADP
cana-1237	284	15	twitter	twitter	NOUN
cana-1237	284	16	,	,	PUNCT
cana-1237	284	17	it	it	PRON
cana-1237	284	18	is	be	AUX
cana-1237	284	19	now	now	ADV
cana-1237	284	20	possible	possible	ADJ
cana-1237	284	21	to	to	PART
cana-1237	284	22	detect	detect	VERB
cana-1237	284	23	depressive	depressive	ADJ
cana-1237	284	24	symptoms	symptom	NOUN
cana-1237	284	25	online	online	ADV
cana-1237	284	26	.	.	PUNCT
cana-1237	285	1	text	text	NOUN
cana-1237	285	2	analysis	analysis	NOUN
cana-1237	285	3	is	be	AUX
cana-1237	285	4	currently	currently	ADV
cana-1237	285	5	revolutionizing	revolutionize	VERB
cana-1237	285	6	the	the	DET
cana-1237	285	7	monitoring	monitoring	NOUN
cana-1237	285	8	of	of	ADP
cana-1237	285	9	the	the	DET
cana-1237	285	10	underlying	underlie	VERB
cana-1237	285	11	patterns	pattern	NOUN
cana-1237	285	12	in	in	ADP
cana-1237	285	13	the	the	DET
cana-1237	285	14	shared	share	VERB
cana-1237	285	15	text	text	NOUN
cana-1237	285	16	,	,	PUNCT
cana-1237	285	17	which	which	PRON
cana-1237	285	18	aids	aid	VERB
cana-1237	285	19	in	in	ADP
cana-1237	285	20	disease	disease	NOUN
cana-1237	285	21	diagnosis	diagnosis	NOUN
cana-1237	285	22	.	.	PUNCT
cana-1237	286	1	in	in	ADP
cana-1237	286	2	this	this	DET
cana-1237	286	3	study	study	NOUN
cana-1237	286	4	,	,	PUNCT
cana-1237	286	5	we	we	PRON
cana-1237	286	6	use	use	VERB
cana-1237	286	7	a	a	DET
cana-1237	286	8	hybrid	hybrid	ADJ
cana-1237	286	9	machine	machine	NOUN
cana-1237	286	10	learning	learning	NOUN
cana-1237	286	11	method	method	NOUN
cana-1237	286	12	to	to	PART
cana-1237	286	13	grade	grade	NOUN
cana-1237	286	14	stress	stress	NOUN
cana-1237	286	15	,	,	PUNCT
cana-1237	286	16	sadness	sadness	NOUN
cana-1237	286	17	,	,	PUNCT
cana-1237	286	18	and	and	CCONJ
cana-1237	286	19	anxiety	anxiety	NOUN
cana-1237	286	20	on	on	ADP
cana-1237	286	21	a	a	DET
cana-1237	286	22	five	five	NUM
cana-1237	286	23	-	-	PUNCT
cana-1237	286	24	point	point	NOUN
cana-1237	286	25	scale	scale	NOUN
cana-1237	286	26	.	.	PUNCT
cana-1237	287	1	people	people	NOUN
cana-1237	287	2	are	be	AUX
cana-1237	287	3	capable	capable	ADJ
cana-1237	287	4	of	of	ADP
cana-1237	287	5	holding	hold	VERB
cana-1237	287	6	both	both	CCONJ
cana-1237	287	7	optimistic	optimistic	ADJ
cana-1237	287	8	and	and	CCONJ
cana-1237	287	9	pessimistic	pessimistic	ADJ
cana-1237	287	10	worldviews	worldview	NOUN
cana-1237	287	11	.	.	PUNCT
cana-1237	288	1	the	the	DET
cana-1237	288	2	element	element	NOUN
cana-1237	288	3	of	of	ADP
cana-1237	288	4	speech	speech	NOUN
cana-1237	288	5	function	function	NOUN
cana-1237	288	6	is	be	AUX
cana-1237	288	7	widely	widely	ADV
cana-1237	288	8	used	use	VERB
cana-1237	288	9	in	in	ADP
cana-1237	288	10	computational	computational	ADJ
cana-1237	288	11	linguistics	linguistic	NOUN
cana-1237	288	12	to	to	PART
cana-1237	288	13	determine	determine	VERB
cana-1237	288	14	the	the	DET
cana-1237	288	15	author	author	NOUN
cana-1237	288	16	's	's	PART
cana-1237	288	17	intent	intent	NOUN
cana-1237	288	18	from	from	ADP
cana-1237	288	19	textual	textual	ADJ
cana-1237	288	20	input	input	NOUN
cana-1237	288	21	.	.	PUNCT
cana-1237	289	1	in	in	ADP
cana-1237	289	2	this	this	DET
cana-1237	289	3	study	study	NOUN
cana-1237	289	4	,	,	PUNCT
cana-1237	289	5	a	a	DET
cana-1237	289	6	number	number	NOUN
cana-1237	289	7	of	of	ADP
cana-1237	289	8	methods	method	NOUN
cana-1237	289	9	are	be	AUX
cana-1237	289	10	used	use	VERB
cana-1237	289	11	to	to	ADP
cana-1237	289	12	the	the	DET
cana-1237	289	13	dataset	dataset	NOUN
cana-1237	289	14	,	,	PUNCT
cana-1237	289	15	including	include	VERB
cana-1237	289	16	the	the	DET
cana-1237	289	17	effective	effective	ADJ
cana-1237	289	18	values	value	NOUN
cana-1237	289	19	of	of	ADP
cana-1237	289	20	nb	nb	PROPN
cana-1237	289	21	,	,	PUNCT
cana-1237	289	22	svm	svm	PROPN
cana-1237	289	23	,	,	PUNCT
cana-1237	289	24	nbsvm	nbsvm	NOUN
cana-1237	289	25	,	,	PUNCT
cana-1237	289	26	svm	svm	PROPN
cana-1237	289	27	-	-	PROPN
cana-1237	289	28	aco	aco	PROPN
cana-1237	289	29	,	,	PUNCT
cana-1237	289	30	and	and	CCONJ
cana-1237	289	31	a	a	DET
cana-1237	289	32	classifier	classifier	NOUN
cana-1237	289	33	that	that	PRON
cana-1237	289	34	discriminates	discriminate	VERB
cana-1237	289	35	based	base	VERB
cana-1237	289	36	on	on	ADP
cana-1237	289	37	svm	svm	PROPN
cana-1237	289	38	.	.	PROPN
cana-1237	290	1	both	both	PRON
cana-1237	290	2	svm	svm	PROPN
cana-1237	290	3	-	-	PROPN
cana-1237	290	4	aco	aco	PROPN
cana-1237	290	5	and	and	CCONJ
cana-1237	290	6	svmpso	svmpso	PROPN
cana-1237	290	7	perform	perform	VERB
cana-1237	290	8	well	well	ADV
cana-1237	290	9	,	,	PUNCT
cana-1237	290	10	but	but	CCONJ
cana-1237	290	11	the	the	DET
cana-1237	290	12	results	result	NOUN
cana-1237	290	13	demonstrate	demonstrate	VERB
cana-1237	290	14	that	that	SCONJ
cana-1237	290	15	svm	svm	PROPN
cana-1237	290	16	-	-	PUNCT
cana-1237	290	17	aco	aco	NOUN
cana-1237	290	18	-	-	PUNCT
cana-1237	290	19	pso	pso	NOUN
cana-1237	290	20	is	be	AUX
cana-1237	290	21	superior	superior	ADJ
cana-1237	290	22	,	,	PUNCT
cana-1237	290	23	with	with	ADP
cana-1237	290	24	an	an	DET
cana-1237	290	25	accuracy	accuracy	NOUN
cana-1237	290	26	of	of	ADP
cana-1237	290	27	97.89	97.89	NUM
cana-1237	290	28	percent	percent	NOUN
cana-1237	290	29	.	.	PUNCT
cana-1237	291	1	this	this	PRON
cana-1237	291	2	occurs	occur	VERB
cana-1237	291	3	because	because	SCONJ
cana-1237	291	4	svm	svm	PROPN
cana-1237	291	5	-	-	PUNCT
cana-1237	291	6	aco	aco	PROPN
cana-1237	291	7	-	-	PUNCT
cana-1237	291	8	pso	pso	NOUN
cana-1237	291	9	iteratively	iteratively	ADV
cana-1237	291	10	modifies	modify	VERB
cana-1237	291	11	the	the	DET
cana-1237	291	12	edge	edge	NOUN
cana-1237	291	13	if	if	SCONJ
cana-1237	291	14	the	the	DET
cana-1237	291	15	weight	weight	NOUN
cana-1237	291	16	varies	vary	VERB
cana-1237	291	17	across	across	ADP
cana-1237	291	18	boundaries	boundary	NOUN
cana-1237	291	19	.	.	PUNCT
cana-1237	292	1	parameter	parameter	NOUN
cana-1237	292	2	selection	selection	NOUN
cana-1237	292	3	in	in	ADP
cana-1237	292	4	an	an	DET
cana-1237	292	5	aco	aco	PROPN
cana-1237	292	6	is	be	AUX
cana-1237	292	7	intended	intend	VERB
cana-1237	292	8	to	to	PART
cana-1237	292	9	be	be	AUX
cana-1237	292	10	based	base	VERB
cana-1237	292	11	on	on	ADP
cana-1237	292	12	robust	robust	ADJ
cana-1237	292	13	particles	particle	NOUN
cana-1237	292	14	search	search	NOUN
cana-1237	292	15	instead	instead	ADV
cana-1237	292	16	of	of	ADP
cana-1237	292	17	artificial	artificial	ADJ
cana-1237	292	18	experience	experience	NOUN
cana-1237	292	19	,	,	PUNCT
cana-1237	292	20	and	and	CCONJ
cana-1237	292	21	pso	pso	NOUN
cana-1237	292	22	is	be	AUX
cana-1237	292	23	used	use	VERB
cana-1237	292	24	to	to	PART
cana-1237	292	25	improve	improve	VERB
cana-1237	292	26	these	these	DET
cana-1237	292	27	characteristics	characteristic	NOUN
cana-1237	292	28	.	.	PUNCT
cana-1237	293	1	aco	aco	PROPN
cana-1237	293	2	helped	help	VERB
cana-1237	293	3	us	we	PRON
cana-1237	293	4	figure	figure	VERB
cana-1237	293	5	out	out	ADP
cana-1237	293	6	which	which	PRON
cana-1237	293	7	of	of	ADP
cana-1237	293	8	several	several	ADJ
cana-1237	293	9	possible	possible	ADJ
cana-1237	293	10	ant	ant	ADJ
cana-1237	293	11	routes	route	NOUN
cana-1237	293	12	was	be	AUX
cana-1237	293	13	the	the	DET
cana-1237	293	14	quickest	quick	ADJ
cana-1237	293	15	overall	overall	ADJ
cana-1237	293	16	.	.	PUNCT
cana-1237	294	1	better	well	ADJ
cana-1237	294	2	performance	performance	NOUN
cana-1237	294	3	metrics	metric	NOUN
cana-1237	294	4	for	for	ADP
cana-1237	294	5	massive	massive	ADJ
cana-1237	294	6	datasets	dataset	NOUN
cana-1237	294	7	can	can	AUX
cana-1237	294	8	be	be	AUX
cana-1237	294	9	attained	attain	VERB
cana-1237	294	10	with	with	ADP
cana-1237	294	11	the	the	DET
cana-1237	294	12	use	use	NOUN
cana-1237	294	13	of	of	ADP
cana-1237	294	14	alternative	alternative	ADJ
cana-1237	294	15	methods	method	NOUN
cana-1237	294	16	.	.	PUNCT
cana-1237	295	1	multiple	multiple	ADJ
cana-1237	295	2	extraction	extraction	NOUN
cana-1237	295	3	methods	method	NOUN
cana-1237	295	4	can	can	AUX
cana-1237	295	5	be	be	AUX
cana-1237	295	6	combined	combine	VERB
cana-1237	295	7	to	to	PART
cana-1237	295	8	produce	produce	VERB
cana-1237	295	9	a	a	DET
cana-1237	295	10	more	more	ADV
cana-1237	295	11	robust	robust	ADJ
cana-1237	295	12	feature	feature	NOUN
cana-1237	295	13	collection	collection	NOUN
cana-1237	295	14	for	for	ADP
cana-1237	295	15	use	use	NOUN
cana-1237	295	16	in	in	ADP
cana-1237	295	17	classification	classification	NOUN
cana-1237	295	18	.	.	PUNCT
cana-1237	296	1	references	reference	NOUN
cana-1237	296	2	:	:	PUNCT
cana-1237	297	1	[	[	X
cana-1237	297	2	1	1	X
cana-1237	297	3	]	]	PUNCT
cana-1237	297	4	world	world	NOUN
cana-1237	297	5	health	health	NOUN
cana-1237	297	6	organization	organization	PROPN
cana-1237	297	7	.	.	PUNCT
cana-1237	298	1	depression	depression	NOUN
cana-1237	298	2	and	and	CCONJ
cana-1237	298	3	other	other	ADJ
cana-1237	298	4	common	common	ADJ
cana-1237	298	5	mental	mental	ADJ
cana-1237	298	6	disorders	disorder	NOUN
cana-1237	298	7	:	:	PUNCT
cana-1237	298	8	global	global	ADJ
cana-1237	298	9	health	health	NOUN
cana-1237	298	10	estimates	estimate	NOUN
cana-1237	298	11	geneva	geneva	PROPN
cana-1237	298	12	:	:	PUNCT
cana-1237	298	13	world	world	PROPN
cana-1237	298	14	health	health	PROPN
cana-1237	298	15	organization	organization	NOUN
cana-1237	298	16	;	;	PUNCT
cana-1237	298	17	2017	2017	NUM
cana-1237	298	18	.	.	PUNCT
cana-1237	299	1	[	[	X
cana-1237	299	2	2	2	NUM
cana-1237	299	3	]	]	PUNCT
cana-1237	299	4	edwards	edwards	PROPN
cana-1237	299	5	s	s	PROPN
cana-1237	299	6	,	,	PUNCT
cana-1237	299	7	tinning	tin	VERB
cana-1237	299	8	l	l	NOUN
cana-1237	299	9	,	,	PUNCT
cana-1237	299	10	brown	brown	PROPN
cana-1237	299	11	jsl	jsl	PROPN
cana-1237	299	12	,	,	PUNCT
cana-1237	299	13	boardman	boardman	PROPN
cana-1237	299	14	j	j	PROPN
cana-1237	299	15	,	,	PUNCT
cana-1237	299	16	weinman	weinman	PROPN
cana-1237	299	17	j.	j.	PROPN
cana-1237	299	18	reluctance	reluctance	PROPN
cana-1237	299	19	to	to	PART
cana-1237	299	20	seek	seek	VERB
cana-1237	299	21	help	help	NOUN
cana-1237	299	22	and	and	CCONJ
cana-1237	299	23	the	the	DET
cana-1237	299	24	perception	perception	NOUN
cana-1237	299	25	of	of	ADP
cana-1237	299	26	anxiety	anxiety	NOUN
cana-1237	299	27	and	and	CCONJ
cana-1237	299	28	depression	depression	NOUN
cana-1237	299	29	in	in	ADP
cana-1237	299	30	the	the	DET
cana-1237	299	31	united	united	ADJ
cana-1237	299	32	kingdom	kingdom	PROPN
cana-1237	299	33	.	.	PUNCT
cana-1237	300	1	the	the	DET
cana-1237	300	2	journal	journal	NOUN
cana-1237	300	3	of	of	ADP
cana-1237	300	4	nervous	nervous	ADJ
cana-1237	300	5	and	and	CCONJ
cana-1237	300	6	mental	mental	ADJ
cana-1237	300	7	disease	disease	NOUN
cana-1237	300	8	.	.	PUNCT
cana-1237	300	9	2017	2017	NUM
cana-1237	300	10	;	;	PUNCT
cana-1237	300	11	:	:	PUNCT
cana-1237	300	12	p.	p.	NOUN
cana-1237	300	13	258	258	NUM
cana-1237	300	14	-	-	SYM
cana-1237	300	15	261	261	NUM
cana-1237	300	16	.	.	PUNCT
cana-1237	301	1	[	[	X
cana-1237	301	2	3	3	X
cana-1237	301	3	]	]	X
cana-1237	301	4	philip	philip	PROPN
cana-1237	301	5	s.	s.	PROPN
cana-1237	301	6	wang	wang	PROPN
cana-1237	301	7	sagjew	sagjew	PROPN
cana-1237	301	8	.	.	PUNCT
cana-1237	302	1	worldwide	worldwide	ADJ
cana-1237	302	2	use	use	NOUN
cana-1237	302	3	of	of	ADP
cana-1237	302	4	mental	mental	ADJ
cana-1237	302	5	health	health	NOUN
cana-1237	302	6	services	service	NOUN
cana-1237	302	7	for	for	ADP
cana-1237	302	8	anxiety	anxiety	NOUN
cana-1237	302	9	,	,	PUNCT
cana-1237	302	10	mood	mood	NOUN
cana-1237	302	11	,	,	PUNCT
cana-1237	302	12	and	and	CCONJ
cana-1237	302	13	substance	substance	NOUN
cana-1237	302	14	disorders	disorder	NOUN
cana-1237	302	15	:	:	PUNCT
cana-1237	302	16	results	result	NOUN
cana-1237	302	17	from	from	ADP
cana-1237	302	18	17	17	NUM
cana-1237	302	19	countries	country	NOUN
cana-1237	302	20	in	in	ADP
cana-1237	302	21	the	the	DET
cana-1237	302	22	who	who	PRON
cana-1237	302	23	world	world	VERB
cana-1237	302	24	mental	mental	ADJ
cana-1237	302	25	heal	heal	NOUN
cana-1237	302	26	(	(	PUNCT
cana-1237	302	27	wmh	wmh	NOUN
cana-1237	302	28	)	)	PUNCT
cana-1237	302	29	surveys	survey	NOUN
cana-1237	302	30	.	.	PUNCT
cana-1237	303	1	the	the	DET
cana-1237	303	2	lancet	lancet	NOUN
cana-1237	303	3	.	.	PUNCT
cana-1237	304	1	2017	2017	NUM
cana-1237	304	2	;	;	PUNCT
cana-1237	304	3	:	:	PUNCT
cana-1237	304	4	p.	p.	NOUN
cana-1237	304	5	841	841	NUM
cana-1237	304	6	-	-	SYM
cana-1237	304	7	850	850	NUM
cana-1237	304	8	.	.	PUNCT
cana-1237	305	1	communications	communication	NOUN
cana-1237	305	2	on	on	ADP
cana-1237	305	3	applied	apply	VERB
cana-1237	305	4	nonlinear	nonlinear	ADJ
cana-1237	305	5	analysis	analysis	NOUN
cana-1237	305	6	issn	issn	NOUN
cana-1237	305	7	:	:	PUNCT
cana-1237	305	8	1074	1074	NUM
cana-1237	305	9	-	-	PUNCT
cana-1237	305	10	133x	133x	NUM
cana-1237	305	11	vol	vol	NOUN
cana-1237	305	12	31	31	NUM
cana-1237	305	13	no	no	NOUN
cana-1237	305	14	.	.	PUNCT
cana-1237	306	1	6s	6s	NUM
cana-1237	306	2	(	(	PUNCT
cana-1237	306	3	2024	2024	NUM
cana-1237	306	4	)	)	PUNCT
cana-1237	306	5	475	475	NUM
cana-1237	306	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1237	307	1	[	[	X
cana-1237	307	2	4	4	NUM
cana-1237	307	3	]	]	PUNCT
cana-1237	307	4	h.-n	h.-n	NOUN
cana-1237	307	5	.	.	PUNCT
cana-1237	308	1	le	le	PROPN
cana-1237	308	2	,	,	PUNCT
cana-1237	308	3	r.c	r.c	PROPN
cana-1237	308	4	.	.	PROPN
cana-1237	308	5	boyd	boyd	PROPN
cana-1237	308	6	,	,	PUNCT
cana-1237	308	7	prevention	prevention	NOUN
cana-1237	308	8	of	of	ADP
cana-1237	308	9	major	major	ADJ
cana-1237	308	10	depression	depression	NOUN
cana-1237	308	11	:	:	PUNCT
cana-1237	308	12	early	early	ADJ
cana-1237	308	13	detection	detection	NOUN
cana-1237	308	14	and	and	CCONJ
cana-1237	308	15	early	early	ADJ
cana-1237	308	16	intervention	intervention	NOUN
cana-1237	308	17	in	in	ADP
cana-1237	308	18	the	the	DET
cana-1237	308	19	general	general	ADJ
cana-1237	308	20	population	population	NOUN
cana-1237	308	21	,	,	PUNCT
cana-1237	308	22	2016	2016	NUM
cana-1237	308	23	,	,	PUNCT
cana-1237	308	24	p.	p.	NOUN
cana-1237	308	25	23	23	NUM
cana-1237	308	26	,	,	PUNCT
cana-1237	308	27	2022	2022	NUM
cana-1237	308	28	.	.	PUNCT
cana-1237	309	1	[	[	X
cana-1237	309	2	5	5	X
cana-1237	309	3	]	]	PUNCT
cana-1237	309	4	z.	z.	PROPN
cana-1237	309	5	wang	wang	PROPN
cana-1237	309	6	,	,	PUNCT
cana-1237	309	7	l.	l.	PROPN
cana-1237	309	8	chen	chen	PROPN
cana-1237	309	9	,	,	PUNCT
cana-1237	309	10	l.	l.	PROPN
cana-1237	309	11	wang	wang	PROPN
cana-1237	309	12	,	,	PUNCT
cana-1237	309	13	g.	g.	PROPN
cana-1237	309	14	diao	diao	PROPN
cana-1237	309	15	,	,	PUNCT
cana-1237	309	16	recognition	recognition	NOUN
cana-1237	309	17	of	of	ADP
cana-1237	309	18	audio	audio	ADJ
cana-1237	309	19	depression	depression	NOUN
cana-1237	309	20	based	base	VERB
cana-1237	309	21	on	on	ADP
cana-1237	309	22	convolutional	convolutional	ADJ
cana-1237	309	23	neural	neural	ADJ
cana-1237	309	24	network	network	NOUN
cana-1237	309	25	and	and	CCONJ
cana-1237	309	26	generative	generative	ADJ
cana-1237	309	27	antagonism	antagonism	NOUN
cana-1237	309	28	network	network	NOUN
cana-1237	309	29	model	model	NOUN
cana-1237	309	30	,	,	PUNCT
cana-1237	309	31	ieee	ieee	NOUN
cana-1237	309	32	access	access	NOUN
cana-1237	309	33	8	8	NUM
cana-1237	309	34	(	(	PUNCT
cana-1237	309	35	2020	2020	NUM
cana-1237	309	36	)	)	PUNCT
cana-1237	309	37	101181–101191	101181–101191	NUM
cana-1237	309	38	,	,	PUNCT
cana-1237	309	39	https://doi.org/10.1109/	https://doi.org/10.1109/	PROPN
cana-1237	309	40	access.2020.2998532	access.2020.2998532	NOUN
cana-1237	309	41	.	.	PUNCT
cana-1237	310	1	[	[	X
cana-1237	310	2	6	6	NUM
cana-1237	310	3	]	]	X
cana-1237	310	4	n.s	n.s	PROPN
cana-1237	310	5	.	.	PROPN
cana-1237	310	6	alghamdi	alghamdi	PROPN
cana-1237	310	7	,	,	PUNCT
cana-1237	310	8	h.a	h.a	PROPN
cana-1237	310	9	.	.	PROPN
cana-1237	310	10	hosni	hosni	PROPN
cana-1237	310	11	mahmoud	mahmoud	PROPN
cana-1237	310	12	,	,	PUNCT
cana-1237	310	13	a.	a.	PROPN
cana-1237	310	14	abraham	abraham	PROPN
cana-1237	310	15	,	,	PUNCT
cana-1237	310	16	s.a	s.a	PROPN
cana-1237	310	17	.	.	PROPN
cana-1237	310	18	alanazi	alanazi	PROPN
cana-1237	310	19	,	,	PUNCT
cana-1237	310	20	l.	l.	PROPN
cana-1237	310	21	garcíahern´andez	garcíahern´andez	PROPN
cana-1237	310	22	,	,	PUNCT
cana-1237	310	23	predicting	predict	VERB
cana-1237	310	24	depression	depression	NOUN
cana-1237	310	25	symptoms	symptom	NOUN
cana-1237	310	26	in	in	ADP
cana-1237	310	27	an	an	DET
cana-1237	310	28	arabic	arabic	ADJ
cana-1237	310	29	psychological	psychological	ADJ
cana-1237	310	30	forum	forum	PROPN
cana-1237	310	31	,	,	PUNCT
cana-1237	310	32	ieee	ieee	NOUN
cana-1237	310	33	access	access	NOUN
cana-1237	310	34	8	8	NUM
cana-1237	310	35	(	(	PUNCT
cana-1237	310	36	2020	2020	NUM
cana-1237	310	37	)	)	PUNCT
cana-1237	310	38	57317–57334	57317–57334	NUM
cana-1237	310	39	,	,	PUNCT
cana-1237	310	40	https://doi.org/10.1109/	https://doi.org/10.1109/	PROPN
cana-1237	310	41	access.2020.2981834	access.2020.2981834	PROPN
cana-1237	310	42	.	.	PUNCT
cana-1237	311	1	[	[	X
cana-1237	311	2	7	7	X
cana-1237	311	3	]	]	X
cana-1237	311	4	t.	t.	NOUN
cana-1237	311	5	alhanai	alhanai	PROPN
cana-1237	311	6	,	,	PUNCT
cana-1237	311	7	m.	m.	NOUN
cana-1237	311	8	ghassemi	ghassemi	PROPN
cana-1237	311	9	,	,	PUNCT
cana-1237	311	10	j.	j.	PROPN
cana-1237	311	11	glass	glass	PROPN
cana-1237	311	12	,	,	PUNCT
cana-1237	311	13	detecting	detect	VERB
cana-1237	311	14	depression	depression	NOUN
cana-1237	311	15	with	with	ADP
cana-1237	311	16	audio	audio	ADJ
cana-1237	311	17	/	/	SYM
cana-1237	311	18	text	text	NOUN
cana-1237	311	19	sequence	sequence	NOUN
cana-1237	311	20	modeling	modeling	NOUN
cana-1237	311	21	of	of	ADP
cana-1237	311	22	interviews	interview	NOUN
cana-1237	311	23	,	,	PUNCT
cana-1237	311	24	proc	proc	NOUN
cana-1237	311	25	.	.	PUNCT
cana-1237	312	1	annu	annu	PROPN
cana-1237	312	2	.	.	PUNCT
cana-1237	312	3	conf	conf	PROPN
cana-1237	312	4	.	.	PUNCT
cana-1237	313	1	int	int	NOUN
cana-1237	313	2	.	.	PUNCT
cana-1237	314	1	speech	speech	PROPN
cana-1237	314	2	commun	commun	PROPN
cana-1237	314	3	.	.	PUNCT
cana-1237	315	1	assoc	assoc	PROPN
cana-1237	315	2	.	.	PUNCT
cana-1237	316	1	interspeech	interspeech	PROPN
cana-1237	316	2	(	(	PUNCT
cana-1237	316	3	september	september	PROPN
cana-1237	316	4	)	)	PUNCT
cana-1237	316	5	(	(	PUNCT
cana-1237	316	6	2018	2018	NUM
cana-1237	316	7	)	)	PUNCT
cana-1237	316	8	1716–1720	1716–1720	NOUN
cana-1237	316	9	,	,	PUNCT
cana-1237	316	10	https://doi.org/10.21437/	https://doi.org/10.21437/	PROPN
cana-1237	316	11	interspeech.2018	interspeech.2018	PROPN
cana-1237	316	12	-	-	PROPN
cana-1237	316	13	2522	2522	NUM
cana-1237	316	14	,	,	PUNCT
cana-1237	316	15	2018	2018	NUM
cana-1237	316	16	-	-	SYM
cana-1237	316	17	september	september	PROPN
cana-1237	316	18	.	.	PUNCT
cana-1237	317	1	[	[	X
cana-1237	317	2	8	8	NUM
cana-1237	317	3	]	]	PUNCT
cana-1237	317	4	shalev	shalev	NOUN
cana-1237	317	5	-	-	PUNCT
cana-1237	317	6	shwartz	shwartz	PROPN
cana-1237	317	7	,	,	PUNCT
cana-1237	317	8	s.	s.	PROPN
cana-1237	317	9	;	;	PUNCT
cana-1237	317	10	ben	ben	PROPN
cana-1237	317	11	-	-	PUNCT
cana-1237	317	12	david	david	PROPN
cana-1237	317	13	,	,	PUNCT
cana-1237	317	14	s.	s.	PROPN
cana-1237	317	15	decision	decision	NOUN
cana-1237	317	16	trees	tree	NOUN
cana-1237	317	17	.	.	PUNCT
cana-1237	318	1	understanding	understand	VERB
cana-1237	318	2	machine	machine	NOUN
cana-1237	318	3	learning	learning	NOUN
cana-1237	318	4	;	;	PUNCT
cana-1237	318	5	cambridge	cambridge	PROPN
cana-1237	318	6	university	university	PROPN
cana-1237	318	7	press	press	NOUN
cana-1237	318	8	:	:	PUNCT
cana-1237	318	9	cambridge	cambridge	PROPN
cana-1237	318	10	,	,	PUNCT
cana-1237	318	11	uk	uk	PROPN
cana-1237	318	12	,	,	PUNCT
cana-1237	318	13	2019	2019	NUM
cana-1237	318	14	.	.	PUNCT
cana-1237	319	1	[	[	X
cana-1237	319	2	9	9	NUM
cana-1237	319	3	]	]	X
cana-1237	319	4	kotsiantis	kotsiantis	PROPN
cana-1237	319	5	,	,	PUNCT
cana-1237	319	6	s.b	s.b	PROPN
cana-1237	319	7	.	.	PROPN
cana-1237	319	8	supervised	supervised	ADJ
cana-1237	319	9	machine	machine	NOUN
cana-1237	319	10	learning	learning	NOUN
cana-1237	319	11	:	:	PUNCT
cana-1237	319	12	a	a	DET
cana-1237	319	13	review	review	NOUN
cana-1237	319	14	of	of	ADP
cana-1237	319	15	classification	classification	NOUN
cana-1237	319	16	techniques	technique	NOUN
cana-1237	319	17	.	.	PUNCT
cana-1237	320	1	informatica	informatica	PROPN
cana-1237	320	2	2017	2017	NUM
cana-1237	320	3	,	,	PUNCT
cana-1237	320	4	31	31	NUM
cana-1237	320	5	,	,	PUNCT
cana-1237	320	6	249	249	NUM
cana-1237	320	7	–	–	PUNCT
cana-1237	320	8	268	268	NUM
cana-1237	320	9	.	.	PUNCT
cana-1237	321	1	[	[	X
cana-1237	321	2	10	10	NUM
cana-1237	321	3	]	]	X
cana-1237	321	4	alloghani	alloghani	PROPN
cana-1237	321	5	,	,	PUNCT
cana-1237	321	6	m.a	m.a	PROPN
cana-1237	321	7	.	.	PROPN
cana-1237	321	8	;	;	PUNCT
cana-1237	321	9	al	al	PROPN
cana-1237	321	10	-	-	PUNCT
cana-1237	321	11	jumeily	jumeily	PROPN
cana-1237	321	12	,	,	PUNCT
cana-1237	321	13	d.	d.	PROPN
cana-1237	321	14	;	;	PUNCT
cana-1237	321	15	mustafina	mustafina	PROPN
cana-1237	321	16	,	,	PUNCT
cana-1237	321	17	j.	j.	PROPN
cana-1237	321	18	;	;	PUNCT
cana-1237	321	19	hussain	hussain	PROPN
cana-1237	321	20	,	,	PUNCT
cana-1237	321	21	a.	a.	NOUN
cana-1237	321	22	;	;	PUNCT
cana-1237	321	23	aljaaf	aljaaf	PROPN
cana-1237	321	24	,	,	PUNCT
cana-1237	321	25	a.j	a.j	PROPN
cana-1237	321	26	.	.	PROPN
cana-1237	321	27	a	a	DET
cana-1237	321	28	systematic	systematic	ADJ
cana-1237	321	29	review	review	NOUN
cana-1237	321	30	on	on	ADP
cana-1237	321	31	supervised	supervised	ADJ
cana-1237	321	32	and	and	CCONJ
cana-1237	321	33	unsupervised	unsupervised	ADJ
cana-1237	321	34	machine	machine	NOUN
cana-1237	321	35	learning	learn	VERB
cana-1237	321	36	algorithms	algorithm	NOUN
cana-1237	321	37	for	for	ADP
cana-1237	321	38	data	data	NOUN
cana-1237	321	39	science	science	NOUN
cana-1237	321	40	.	.	PUNCT
cana-1237	322	1	in	in	ADP
cana-1237	322	2	supervised	supervised	ADJ
cana-1237	322	3	and	and	CCONJ
cana-1237	322	4	unsupervised	unsupervised	ADJ
cana-1237	322	5	learning	learning	NOUN
cana-1237	322	6	for	for	ADP
cana-1237	322	7	data	data	NOUN
cana-1237	322	8	science	science	NOUN
cana-1237	322	9	;	;	PUNCT
cana-1237	322	10	berry	berry	NOUN
cana-1237	322	11	,	,	PUNCT
cana-1237	322	12	m.	m.	NOUN
cana-1237	322	13	,	,	PUNCT
cana-1237	322	14	mohamed	mohamed	PROPN
cana-1237	322	15	,	,	PUNCT
cana-1237	322	16	a.	a.	PROPN
cana-1237	322	17	,	,	PUNCT
cana-1237	322	18	yap	yap	PROPN
cana-1237	322	19	,	,	PUNCT
cana-1237	322	20	b.	b.	PROPN
cana-1237	322	21	,	,	PUNCT
cana-1237	322	22	eds	eds	PROPN
cana-1237	322	23	.	.	PUNCT
cana-1237	322	24	;	;	PUNCT
cana-1237	322	25	springer	springer	NOUN
cana-1237	322	26	:	:	PUNCT
cana-1237	322	27	cham	cham	PROPN
cana-1237	322	28	,	,	PUNCT
cana-1237	322	29	switzerland	switzerland	PROPN
cana-1237	322	30	,	,	PUNCT
cana-1237	322	31	2020	2020	NUM
cana-1237	322	32	.	.	PUNCT
cana-1237	323	1	[	[	X
cana-1237	323	2	11	11	NUM
cana-1237	323	3	]	]	X
cana-1237	323	4	van	van	PROPN
cana-1237	323	5	engelen	engelen	PROPN
cana-1237	323	6	,	,	PUNCT
cana-1237	323	7	j.e	j.e	PROPN
cana-1237	323	8	.	.	PROPN
cana-1237	323	9	;	;	PUNCT
cana-1237	323	10	hoos	hoos	PROPN
cana-1237	323	11	,	,	PUNCT
cana-1237	323	12	h.h	h.h	PROPN
cana-1237	323	13	.	.	PROPN
cana-1237	323	14	a	a	DET
cana-1237	323	15	survey	survey	NOUN
cana-1237	323	16	on	on	ADP
cana-1237	323	17	semi	semi	ADJ
cana-1237	323	18	-	-	ADJ
cana-1237	323	19	supervised	supervised	ADJ
cana-1237	323	20	learning	learning	NOUN
cana-1237	323	21	.	.	PUNCT
cana-1237	324	1	mach	mach	PROPN
cana-1237	324	2	.	.	PUNCT
cana-1237	325	1	learn	learn	VERB
cana-1237	325	2	.	.	PUNCT
cana-1237	326	1	2020	2020	NUM
cana-1237	326	2	,	,	PUNCT
cana-1237	326	3	109	109	NUM
cana-1237	326	4	,	,	PUNCT
cana-1237	326	5	373–440	373–440	NUM
cana-1237	326	6	.	.	PUNCT
cana-1237	327	1	[	[	X
cana-1237	327	2	12	12	NUM
cana-1237	327	3	]	]	SYM
cana-1237	327	4	sutton	sutton	PROPN
cana-1237	327	5	,	,	PUNCT
cana-1237	327	6	r.s	r.s	PROPN
cana-1237	327	7	.	.	PROPN
cana-1237	327	8	;	;	PUNCT
cana-1237	327	9	barto	barto	PROPN
cana-1237	327	10	,	,	PUNCT
cana-1237	327	11	a.g	a.g	PROPN
cana-1237	327	12	.	.	PROPN
cana-1237	327	13	reinforcement	reinforcement	NOUN
cana-1237	327	14	learning	learning	NOUN
cana-1237	327	15	:	:	PUNCT
cana-1237	327	16	an	an	DET
cana-1237	327	17	introduction	introduction	NOUN
cana-1237	327	18	;	;	PUNCT
cana-1237	327	19	mit	mit	PROPN
cana-1237	327	20	press	press	NOUN
cana-1237	327	21	:	:	PUNCT
cana-1237	327	22	cambridge	cambridge	PROPN
cana-1237	327	23	,	,	PUNCT
cana-1237	327	24	ma	ma	PROPN
cana-1237	327	25	,	,	PUNCT
cana-1237	327	26	usa	usa	PROPN
cana-1237	327	27	,	,	PUNCT
cana-1237	327	28	2019	2019	NUM
cana-1237	327	29	.	.	PUNCT
cana-1237	328	1	[	[	X
cana-1237	328	2	13	13	NUM
cana-1237	328	3	]	]	X
cana-1237	328	4	dwyer	dwyer	PROPN
cana-1237	328	5	,	,	PUNCT
cana-1237	328	6	d.b	d.b	PROPN
cana-1237	328	7	.	.	PROPN
cana-1237	328	8	;	;	PUNCT
cana-1237	328	9	falkai	falkai	PROPN
cana-1237	328	10	,	,	PUNCT
cana-1237	328	11	p.	p.	NOUN
cana-1237	328	12	;	;	PUNCT
cana-1237	328	13	koutsouleris	koutsouleris	PROPN
cana-1237	328	14	,	,	PUNCT
cana-1237	328	15	n.	n.	NOUN
cana-1237	328	16	machine	machine	NOUN
cana-1237	328	17	learning	learning	NOUN
cana-1237	328	18	approaches	approach	NOUN
cana-1237	328	19	for	for	ADP
cana-1237	328	20	clinical	clinical	ADJ
cana-1237	328	21	psychology	psychology	NOUN
cana-1237	328	22	and	and	CCONJ
cana-1237	328	23	psychiatry	psychiatry	NOUN
cana-1237	328	24	.	.	PUNCT
cana-1237	329	1	annu	annu	PROPN
cana-1237	329	2	.	.	PUNCT
cana-1237	330	1	rev	rev	PROPN
cana-1237	330	2	.	.	PROPN
cana-1237	331	1	clin	clin	PROPN
cana-1237	331	2	.	.	PUNCT
cana-1237	332	1	psychol	psychol	PROPN
cana-1237	332	2	.	.	PROPN
cana-1237	332	3	2019	2019	NUM
cana-1237	332	4	,	,	PUNCT
cana-1237	332	5	14	14	NUM
cana-1237	332	6	,	,	PUNCT
cana-1237	332	7	91–118	91–118	NUM
cana-1237	332	8	.	.	PUNCT
cana-1237	333	1	[	[	X
cana-1237	333	2	14	14	NUM
cana-1237	333	3	]	]	X
cana-1237	333	4	chen	chen	PROPN
cana-1237	333	5	,	,	PUNCT
cana-1237	333	6	x.	x.	PROPN
cana-1237	333	7	;	;	PUNCT
cana-1237	333	8	sykora	sykora	PROPN
cana-1237	333	9	,	,	PUNCT
cana-1237	333	10	m.d	m.d	PROPN
cana-1237	333	11	.	.	PROPN
cana-1237	333	12	;	;	PUNCT
cana-1237	333	13	jackson	jackson	PROPN
cana-1237	333	14	,	,	PUNCT
cana-1237	333	15	t.w	t.w	PROPN
cana-1237	333	16	.	.	PROPN
cana-1237	333	17	;	;	PUNCT
cana-1237	333	18	elayan	elayan	PROPN
cana-1237	333	19	,	,	PUNCT
cana-1237	333	20	s.	s.	PROPN
cana-1237	333	21	what	what	PRON
cana-1237	333	22	about	about	ADP
cana-1237	333	23	mood	mood	NOUN
cana-1237	333	24	swings	swing	NOUN
cana-1237	333	25	:	:	PUNCT
cana-1237	333	26	identifying	identify	VERB
cana-1237	333	27	depression	depression	NOUN
cana-1237	333	28	on	on	ADP
cana-1237	333	29	twitter	twitter	NOUN
cana-1237	333	30	with	with	ADP
cana-1237	333	31	temporal	temporal	ADJ
cana-1237	333	32	measures	measure	NOUN
cana-1237	333	33	of	of	ADP
cana-1237	333	34	emotions	emotion	NOUN
cana-1237	333	35	.	.	PUNCT
cana-1237	334	1	in	in	ADP
cana-1237	334	2	proceedings	proceeding	NOUN
cana-1237	334	3	of	of	ADP
cana-1237	334	4	the	the	DET
cana-1237	334	5	the	the	DET
cana-1237	334	6	web	web	NOUN
cana-1237	334	7	conference	conference	NOUN
cana-1237	334	8	,	,	PUNCT
cana-1237	334	9	lyon	lyon	PROPN
cana-1237	334	10	,	,	PUNCT
cana-1237	334	11	france	france	PROPN
cana-1237	334	12	,	,	PUNCT
cana-1237	334	13	23–27	23–27	NUM
cana-1237	334	14	april	april	PROPN
cana-1237	334	15	2018	2018	NUM
cana-1237	334	16	;	;	PUNCT
cana-1237	334	17	pp	pp	X
cana-1237	334	18	.	.	PUNCT
cana-1237	335	1	1653–1660	1653–1660	NUM
cana-1237	335	2	.	.	PUNCT
cana-1237	336	1	[	[	X
cana-1237	336	2	15	15	NUM
cana-1237	336	3	]	]	X
cana-1237	336	4	g.	g.	PROPN
cana-1237	336	5	b.	b.	PROPN
cana-1237	336	6	h.	h.	PROPN
cana-1237	336	7	b.	b.	PROPN
cana-1237	336	8	l.	l.	PROPN
cana-1237	336	9	r.	r.	PROPN
cana-1237	336	10	b.	b.	PROPN
cana-1237	336	11	m.	m.	PROPN
cana-1237	336	12	d.	d.	PROPN
cana-1237	336	13	.	.	PUNCT
cana-1237	337	1	kuppala	kuppala	PROPN
cana-1237	337	2	saritha	saritha	PROPN
cana-1237	337	3	,	,	PUNCT
cana-1237	337	4	d.	d.	PROPN
cana-1237	337	5	ganesh	ganesh	PROPN
cana-1237	337	6	,	,	PUNCT
cana-1237	337	7	p.	p.	PROPN
cana-1237	337	8	neelima	neelima	NOUN
cana-1237	337	9	,	,	PUNCT
cana-1237	337	10	“	"	PUNCT
cana-1237	337	11	diabetes	diabetes	NOUN
cana-1237	337	12	care	care	VERB
cana-1237	337	13	:	:	PUNCT
cana-1237	337	14	a	a	DET
cana-1237	337	15	machine	machine	NOUN
cana-1237	337	16	learning	learning	NOUN
cana-1237	337	17	based	base	VERB
cana-1237	337	18	review	review	NOUN
cana-1237	337	19	under	under	ADP
cana-1237	337	20	supervision	supervision	NOUN
cana-1237	337	21	and	and	CCONJ
cana-1237	337	22	without	without	ADP
cana-1237	337	23	supervision	supervision	NOUN
cana-1237	337	24	”	"	PUNCT
cana-1237	337	25	,	,	PUNCT
cana-1237	337	26	int	int	PROPN
cana-1237	337	27	j	j	PROPN
cana-1237	337	28	intell	intell	PROPN
cana-1237	337	29	syst	syst	PROPN
cana-1237	337	30	appl	appl	PROPN
cana-1237	337	31	eng	eng	PROPN
cana-1237	337	32	,	,	PUNCT
cana-1237	337	33	vol	vol	NOUN
cana-1237	337	34	.	.	PROPN
cana-1237	337	35	12	12	NUM
cana-1237	337	36	,	,	PUNCT
cana-1237	337	37	no	no	INTJ
cana-1237	337	38	.	.	NOUN
cana-1237	337	39	21s	21s	NUM
cana-1237	337	40	,	,	PUNCT
cana-1237	337	41	pp	pp	X
cana-1237	337	42	.	.	PUNCT
cana-1237	338	1	1310–1315	1310–1315	NUM
cana-1237	338	2	,	,	PUNCT
cana-1237	338	3	mar	mar	PROPN
cana-1237	338	4	.	.	PROPN
cana-1237	338	5	2024	2024	NUM
cana-1237	338	6	.	.	PUNCT
cana-1237	339	1	[	[	X
cana-1237	339	2	16	16	NUM
cana-1237	339	3	]	]	PUNCT
cana-1237	339	4	m.	m.	PROPN
cana-1237	339	5	b.	b.	PROPN
cana-1237	339	6	mukesh	mukesh	PROPN
cana-1237	339	7	krishnan	krishnan	PROPN
cana-1237	339	8	and	and	CCONJ
cana-1237	339	9	d.	d.	PROPN
cana-1237	339	10	ganesh	ganesh	PROPN
cana-1237	339	11	,	,	PUNCT
cana-1237	339	12	“	"	PUNCT
cana-1237	339	13	hybrid	hybrid	ADJ
cana-1237	339	14	machine	machine	NOUN
cana-1237	339	15	learning	learning	NOUN
cana-1237	339	16	approaches	approach	NOUN
cana-1237	339	17	for	for	ADP
cana-1237	339	18	predicting	predict	VERB
cana-1237	339	19	and	and	CCONJ
cana-1237	339	20	diagnosing	diagnose	VERB
cana-1237	339	21	major	major	ADJ
cana-1237	339	22	depressive	depressive	ADJ
cana-1237	339	23	disorder	disorder	NOUN
cana-1237	339	24	”	"	PUNCT
cana-1237	339	25	international	international	ADJ
cana-1237	339	26	journal	journal	NOUN
cana-1237	339	27	of	of	ADP
cana-1237	339	28	advanced	advanced	ADJ
cana-1237	339	29	computer	computer	NOUN
cana-1237	339	30	science	science	NOUN
cana-1237	339	31	and	and	CCONJ
cana-1237	339	32	applications(ijacsa	applications(ijacsa	PROPN
cana-1237	339	33	)	)	PUNCT
cana-1237	339	34	,	,	PUNCT
cana-1237	339	35	15(3	15(3	NUM
cana-1237	339	36	)	)	PUNCT
cana-1237	339	37	,	,	PUNCT
cana-1237	339	38	2024	2024	NUM
cana-1237	339	39	.	.	PUNCT
cana-1237	340	1	http://dx.doi.org/10.14569/ijacsa.2024.0150363	http://dx.doi.org/10.14569/ijacsa.2024.0150363	VERB
cana-1237	340	2	[	[	X
cana-1237	340	3	17	17	NUM
cana-1237	340	4	]	]	X
cana-1237	340	5	turukmane	turukmane	NOUN
cana-1237	340	6	,	,	PUNCT
cana-1237	340	7	a.	a.	NOUN
cana-1237	341	1	v.	v.	PROPN
cana-1237	341	2	.	.	PUNCT
cana-1237	341	3	,	,	PUNCT
cana-1237	341	4	tangudu	tangudu	ADJ
cana-1237	341	5	,	,	PUNCT
cana-1237	341	6	n.	n.	NOUN
cana-1237	341	7	.	.	PUNCT
cana-1237	341	8	,	,	PUNCT
cana-1237	341	9	sreedhar	sreedhar	PROPN
cana-1237	341	10	,	,	PUNCT
cana-1237	341	11	b.	b.	PROPN
cana-1237	341	12	.	.	PROPN
cana-1237	341	13	,	,	PUNCT
cana-1237	341	14	ganesh	ganesh	PROPN
cana-1237	341	15	,	,	PUNCT
cana-1237	341	16	d.	d.	PROPN
cana-1237	341	17	.	.	PUNCT
cana-1237	342	1	,	,	PUNCT
cana-1237	342	2	reddy	reddy	PROPN
cana-1237	342	3	,	,	PUNCT
cana-1237	342	4	p.	p.	PROPN
cana-1237	342	5	s.	s.	PROPN
cana-1237	342	6	s.	s.	PROPN
cana-1237	342	7	.	.	PUNCT
cana-1237	342	8	,	,	PUNCT
cana-1237	342	9	&	&	CCONJ
cana-1237	342	10	batta	batta	PROPN
cana-1237	342	11	,	,	PUNCT
cana-1237	342	12	u.	u.	PROPN
cana-1237	342	13	.	.	PUNCT
cana-1237	343	1	(	(	PUNCT
cana-1237	343	2	2023	2023	NUM
cana-1237	343	3	)	)	PUNCT
cana-1237	343	4	.	.	PUNCT
cana-1237	344	1	an	an	DET
cana-1237	344	2	effective	effective	ADJ
cana-1237	344	3	routing	routing	NOUN
cana-1237	344	4	algorithm	algorithm	NOUN
cana-1237	344	5	for	for	ADP
cana-1237	344	6	load	load	NOUN
cana-1237	344	7	balancing	balance	VERB
cana-1237	344	8	in	in	ADP
cana-1237	344	9	unstructured	unstructured	ADJ
cana-1237	344	10	peer	peer	NOUN
cana-1237	344	11	-	-	PUNCT
cana-1237	344	12	to	to	ADP
cana-1237	344	13	-	-	PUNCT
cana-1237	344	14	peer	peer	NOUN
cana-1237	344	15	networks	network	NOUN
cana-1237	344	16	.	.	PUNCT
cana-1237	345	1	international	international	ADJ
cana-1237	345	2	journal	journal	NOUN
cana-1237	345	3	of	of	ADP
cana-1237	345	4	intelligent	intelligent	ADJ
cana-1237	345	5	systems	system	NOUN
cana-1237	345	6	and	and	CCONJ
cana-1237	345	7	applications	application	NOUN
cana-1237	345	8	in	in	ADP
cana-1237	345	9	engineering	engineering	NOUN
cana-1237	345	10	,	,	PUNCT
cana-1237	345	11	12(7s	12(7s	NUM
cana-1237	345	12	)	)	PUNCT
cana-1237	345	13	,	,	PUNCT
cana-1237	345	14	87–97	87–97	NUM
cana-1237	346	1	[	[	X
cana-1237	346	2	18	18	NUM
cana-1237	346	3	]	]	X
cana-1237	346	4	rosa	rosa	PROPN
cana-1237	346	5	,	,	PUNCT
cana-1237	346	6	r.l	r.l	PROPN
cana-1237	346	7	.	.	PROPN
cana-1237	346	8	;	;	PUNCT
cana-1237	346	9	rodríguez	rodríguez	NOUN
cana-1237	346	10	,	,	PUNCT
cana-1237	346	11	d.z	d.z	PROPN
cana-1237	346	12	.	.	PROPN
cana-1237	346	13	;	;	PUNCT
cana-1237	346	14	schwartz	schwartz	PROPN
cana-1237	346	15	,	,	PUNCT
cana-1237	346	16	g.m	g.m	PROPN
cana-1237	346	17	.	.	PROPN
cana-1237	346	18	;	;	PUNCT
cana-1237	346	19	de	de	PROPN
cana-1237	346	20	campos	campos	PROPN
cana-1237	346	21	ribeiro	ribeiro	PROPN
cana-1237	346	22	,	,	PUNCT
cana-1237	346	23	i.	i.	PROPN
cana-1237	346	24	;	;	PUNCT
cana-1237	346	25	bressan	bressan	NOUN
cana-1237	346	26	,	,	PUNCT
cana-1237	346	27	g.	g.	NOUN
cana-1237	346	28	monitoring	monitoring	NOUN
cana-1237	346	29	system	system	NOUN
cana-1237	346	30	for	for	ADP
cana-1237	346	31	potential	potential	ADJ
cana-1237	346	32	users	user	NOUN
cana-1237	346	33	with	with	ADP
cana-1237	346	34	depression	depression	NOUN
cana-1237	346	35	using	use	VERB
cana-1237	346	36	sentiment	sentiment	NOUN
cana-1237	346	37	analysis	analysis	NOUN
cana-1237	346	38	.	.	PUNCT
cana-1237	347	1	in	in	ADP
cana-1237	347	2	proceedings	proceeding	NOUN
cana-1237	347	3	of	of	ADP
cana-1237	347	4	the	the	DET
cana-1237	347	5	2022	2022	NUM
cana-1237	347	6	ieee	ieee	NOUN
cana-1237	347	7	international	international	ADJ
cana-1237	347	8	conference	conference	NOUN
cana-1237	347	9	on	on	ADP
cana-1237	347	10	consumer	consumer	NOUN
cana-1237	347	11	electronics	electronic	NOUN
cana-1237	347	12	(	(	PUNCT
cana-1237	347	13	icce	icce	NOUN
cana-1237	347	14	)	)	PUNCT
cana-1237	347	15	,	,	PUNCT
cana-1237	347	16	las	las	PROPN
cana-1237	347	17	vegas	vegas	PROPN
cana-1237	347	18	,	,	PUNCT
cana-1237	347	19	nv	nv	PROPN
cana-1237	347	20	,	,	PUNCT
cana-1237	347	21	usa	usa	PROPN
cana-1237	347	22	,	,	PUNCT
cana-1237	347	23	7–11	7–11	PROPN
cana-1237	347	24	january	january	PROPN
cana-1237	347	25	2022	2022	NUM
cana-1237	347	26	;	;	PUNCT
cana-1237	347	27	pp	pp	ADV
cana-1237	347	28	.	.	PUNCT
cana-1237	348	1	381–382	381–382	NUM
cana-1237	348	2	.	.	PUNCT
cana-1237	349	1	[	[	X
cana-1237	349	2	19	19	NUM
cana-1237	349	3	]	]	X
cana-1237	349	4	choudhury	choudhury	PROPN
cana-1237	349	5	,	,	PUNCT
cana-1237	349	6	m.d	m.d	PROPN
cana-1237	349	7	.	.	PROPN
cana-1237	349	8	;	;	PUNCT
cana-1237	349	9	gamon	gamon	NOUN
cana-1237	349	10	,	,	PUNCT
cana-1237	349	11	m.	m.	NOUN
cana-1237	349	12	;	;	PUNCT
cana-1237	349	13	counts	count	NOUN
cana-1237	349	14	,	,	PUNCT
cana-1237	349	15	s.	s.	PROPN
cana-1237	349	16	;	;	PUNCT
cana-1237	349	17	horvitz	horvitz	PROPN
cana-1237	349	18	,	,	PUNCT
cana-1237	349	19	e.	e.	PROPN
cana-1237	349	20	predicting	predict	VERB
cana-1237	349	21	depression	depression	NOUN
cana-1237	349	22	via	via	ADP
cana-1237	349	23	social	social	ADJ
cana-1237	349	24	media	medium	NOUN
cana-1237	349	25	.	.	PUNCT
cana-1237	350	1	in	in	ADP
cana-1237	350	2	proceedings	proceeding	NOUN
cana-1237	350	3	of	of	ADP
cana-1237	350	4	the	the	DET
cana-1237	350	5	seventh	seventh	ADJ
cana-1237	350	6	international	international	PROPN
cana-1237	350	7	aaai	aaai	PROPN
cana-1237	350	8	conference	conference	NOUN
cana-1237	350	9	on	on	ADP
cana-1237	350	10	weblogs	weblog	NOUN
cana-1237	350	11	and	and	CCONJ
cana-1237	350	12	social	social	ADJ
cana-1237	350	13	media	medium	NOUN
cana-1237	350	14	;	;	PUNCT
cana-1237	350	15	cambridge	cambridge	PROPN
cana-1237	350	16	,	,	PUNCT
cana-1237	350	17	ma	ma	PROPN
cana-1237	350	18	,	,	PUNCT
cana-1237	350	19	usa	usa	PROPN
cana-1237	350	20	,	,	PUNCT
cana-1237	350	21	8–11	8–11	PROPN
cana-1237	350	22	july	july	PROPN
cana-1237	350	23	2013	2013	NUM
cana-1237	350	24	,	,	PUNCT
cana-1237	350	25	iaaa	iaaa	NOUN
cana-1237	350	26	publisher	publisher	NOUN
cana-1237	350	27	:	:	PUNCT
cana-1237	350	28	palo	palo	PROPN
cana-1237	350	29	alto	alto	PROPN
cana-1237	350	30	,	,	PUNCT
cana-1237	350	31	ca	ca	PROPN
cana-1237	350	32	,	,	PUNCT
cana-1237	350	33	usa	usa	PROPN
cana-1237	350	34	,	,	PUNCT
cana-1237	350	35	2020	2020	NUM
cana-1237	350	36	;	;	PUNCT
cana-1237	350	37	volume	volume	NOUN
cana-1237	350	38	2	2	NUM
cana-1237	350	39	,	,	PUNCT
cana-1237	350	40	pp	pp	ADJ
cana-1237	350	41	.	.	PUNCT
cana-1237	351	1	128–137	128–137	NUM
cana-1237	351	2	.	.	PUNCT
cana-1237	352	1	[	[	X
cana-1237	352	2	20	20	NUM
cana-1237	352	3	]	]	SYM
cana-1237	352	4	naslund	naslund	PROPN
cana-1237	352	5	,	,	PUNCT
cana-1237	352	6	j.a	j.a	PROPN
cana-1237	352	7	.	.	PROPN
cana-1237	352	8	;	;	PUNCT
cana-1237	352	9	aschbrenner	aschbrenner	PROPN
cana-1237	352	10	,	,	PUNCT
cana-1237	352	11	k.a	k.a	PROPN
cana-1237	352	12	.	.	PROPN
cana-1237	352	13	;	;	PUNCT
cana-1237	352	14	mchugo	mchugo	PROPN
cana-1237	352	15	,	,	PUNCT
cana-1237	352	16	g.j	g.j	PROPN
cana-1237	352	17	.	.	PROPN
cana-1237	352	18	;	;	PUNCT
cana-1237	352	19	unützer	unützer	PROPN
cana-1237	352	20	,	,	PUNCT
cana-1237	352	21	j.	j.	PROPN
cana-1237	352	22	;	;	PUNCT
cana-1237	352	23	marsch	marsch	PROPN
cana-1237	352	24	,	,	PUNCT
cana-1237	352	25	l.a	l.a	PROPN
cana-1237	352	26	.	.	PROPN
cana-1237	352	27	;	;	PUNCT
cana-1237	352	28	bartels	bartels	PROPN
cana-1237	352	29	,	,	PUNCT
cana-1237	352	30	s.j	s.j	PROPN
cana-1237	352	31	.	.	PROPN
cana-1237	352	32	exploring	explore	VERB
cana-1237	352	33	opportunities	opportunity	NOUN
cana-1237	352	34	to	to	PART
cana-1237	352	35	support	support	VERB
cana-1237	352	36	mental	mental	ADJ
cana-1237	352	37	health	health	NOUN
cana-1237	352	38	care	care	NOUN
cana-1237	352	39	using	use	VERB
cana-1237	352	40	social	social	ADJ
cana-1237	352	41	media	medium	NOUN
cana-1237	352	42	:	:	PUNCT
cana-1237	352	43	a	a	DET
cana-1237	352	44	survey	survey	NOUN
cana-1237	352	45	of	of	ADP
cana-1237	352	46	social	social	ADJ
cana-1237	352	47	media	medium	NOUN
cana-1237	352	48	users	user	NOUN
cana-1237	352	49	with	with	ADP
cana-1237	352	50	mental	mental	ADJ
cana-1237	352	51	illness	illness	NOUN
cana-1237	352	52	.	.	PUNCT
cana-1237	353	1	early	early	ADJ
cana-1237	353	2	interv	interv	NOUN
cana-1237	353	3	.	.	PUNCT
cana-1237	354	1	psychiatry	psychiatry	NOUN
cana-1237	354	2	2020	2020	NUM
cana-1237	354	3	,	,	PUNCT
cana-1237	354	4	13	13	NUM
cana-1237	354	5	,	,	PUNCT
cana-1237	354	6	405–413	405–413	NUM
cana-1237	354	7	.	.	PUNCT
cana-1237	355	1	[	[	X
cana-1237	355	2	21	21	NUM
cana-1237	355	3	]	]	X
cana-1237	355	4	de	de	PROPN
cana-1237	355	5	choudhury	choudhury	PROPN
cana-1237	355	6	m	m	PROPN
cana-1237	355	7	,	,	PUNCT
cana-1237	355	8	et	et	PROPN
cana-1237	355	9	al	al	PROPN
cana-1237	355	10	.	.	PROPN
cana-1237	355	11	predicting	predict	VERB
cana-1237	355	12	depression	depression	NOUN
cana-1237	355	13	via	via	ADP
cana-1237	355	14	social	social	ADJ
cana-1237	355	15	media	medium	NOUN
cana-1237	355	16	.	.	PUNCT
cana-1237	356	1	in	in	ADP
cana-1237	356	2	:	:	PUNCT
cana-1237	356	3	icwsm	icwsm	ADJ
cana-1237	356	4	,	,	PUNCT
cana-1237	356	5	vol	vol	NOUN
cana-1237	356	6	.	.	PROPN
cana-1237	356	7	13	13	NUM
cana-1237	356	8	.	.	X
cana-1237	356	9	2013	2013	NUM
cana-1237	356	10	.	.	PUNCT
cana-1237	357	1	p.	p.	NOUN
cana-1237	357	2	1–10	1–10	NOUN
cana-1237	357	3	.	.	PUNCT
cana-1237	358	1	[	[	X
cana-1237	358	2	22	22	NUM
cana-1237	358	3	]	]	X
cana-1237	358	4	de	de	PROPN
cana-1237	358	5	choudhury	choudhury	PROPN
cana-1237	358	6	m	m	PROPN
cana-1237	358	7	,	,	PUNCT
cana-1237	358	8	counts	count	VERB
cana-1237	358	9	s	s	PROPN
cana-1237	358	10	,	,	PUNCT
cana-1237	358	11	horvitz	horvitz	PROPN
cana-1237	358	12	e.	e.	PROPN
cana-1237	358	13	predicting	predict	VERB
cana-1237	358	14	postpartum	postpartum	NOUN
cana-1237	358	15	changes	change	VERB
cana-1237	358	16	in	in	ADP
cana-1237	358	17	emotion	emotion	NOUN
cana-1237	358	18	and	and	CCONJ
cana-1237	358	19	behavior	behavior	NOUN
cana-1237	358	20	via	via	ADP
cana-1237	358	21	social	social	ADJ
cana-1237	358	22	media	medium	NOUN
cana-1237	358	23	.	.	PUNCT
cana-1237	359	1	in	in	ADP
cana-1237	359	2	:	:	PUNCT
cana-1237	359	3	proceedings	proceeding	NOUN
cana-1237	359	4	of	of	ADP
cana-1237	359	5	the	the	DET
cana-1237	359	6	sigchi	sigchi	PROPN
cana-1237	359	7	conference	conference	NOUN
cana-1237	359	8	on	on	ADP
cana-1237	359	9	human	human	ADJ
cana-1237	359	10	factors	factor	NOUN
cana-1237	359	11	in	in	ADP
cana-1237	359	12	computing	computing	NOUN
cana-1237	359	13	systems	system	NOUN
cana-1237	359	14	.	.	PUNCT
cana-1237	360	1	new	new	PROPN
cana-1237	360	2	york	york	PROPN
cana-1237	360	3	:	:	PUNCT
cana-1237	360	4	acm	acm	PROPN
cana-1237	360	5	;	;	PUNCT
cana-1237	360	6	2021	2021	NUM
cana-1237	360	7	.	.	PUNCT
cana-1237	361	1	[	[	X
cana-1237	361	2	23	23	NUM
cana-1237	361	3	]	]	PUNCT
cana-1237	361	4	o’dea	o’dea	ADJ
cana-1237	361	5	b	b	NOUN
cana-1237	361	6	,	,	PUNCT
cana-1237	361	7	et	et	PROPN
cana-1237	361	8	al	al	PROPN
cana-1237	361	9	.	.	PUNCT
cana-1237	362	1	detecting	detect	VERB
cana-1237	362	2	suicidality	suicidality	NOUN
cana-1237	362	3	on	on	ADP
cana-1237	362	4	twitter	twitter	NOUN
cana-1237	362	5	.	.	PUNCT
cana-1237	363	1	internet	internet	NOUN
cana-1237	363	2	interv	interv	NOUN
cana-1237	363	3	.	.	PUNCT
cana-1237	364	1	2019;2(2):183–8	2019;2(2):183–8	X
cana-1237	364	2	.	.	PUNCT
cana-1237	365	1	[	[	X
cana-1237	365	2	24	24	NUM
cana-1237	365	3	]	]	X
cana-1237	365	4	zhang	zhang	PROPN
cana-1237	365	5	l	l	PROPN
cana-1237	365	6	,	,	PUNCT
cana-1237	365	7	et	et	PROPN
cana-1237	365	8	al	al	PROPN
cana-1237	365	9	.	.	PUNCT
cana-1237	366	1	using	use	VERB
cana-1237	366	2	linguistic	linguistic	ADJ
cana-1237	366	3	features	feature	NOUN
cana-1237	366	4	to	to	PART
cana-1237	366	5	estimate	estimate	VERB
cana-1237	366	6	suicide	suicide	NOUN
cana-1237	366	7	probability	probability	NOUN
cana-1237	366	8	of	of	ADP
cana-1237	366	9	chinese	chinese	ADJ
cana-1237	366	10	microblog	microblog	NOUN
cana-1237	366	11	users	user	NOUN
cana-1237	366	12	.	.	PUNCT
cana-1237	367	1	in	in	ADP
cana-1237	367	2	:	:	PUNCT
cana-1237	367	3	international	international	ADJ
cana-1237	367	4	conference	conference	NOUN
cana-1237	367	5	on	on	ADP
cana-1237	367	6	human	human	ADJ
cana-1237	367	7	centered	center	VERB
cana-1237	367	8	computing	computing	NOUN
cana-1237	367	9	.	.	PUNCT
cana-1237	368	1	berlin	berlin	ADJ
cana-1237	368	2	:	:	PUNCT
cana-1237	368	3	springer	springer	NOUN
cana-1237	368	4	;	;	PUNCT
cana-1237	368	5	2020	2020	NUM
cana-1237	368	6	.	.	PUNCT
cana-1237	369	1	[	[	X
cana-1237	369	2	25	25	NUM
cana-1237	369	3	]	]	X
cana-1237	369	4	aldarwish	aldarwish	PROPN
cana-1237	369	5	mm	mm	PROPN
cana-1237	369	6	,	,	PUNCT
cana-1237	369	7	ahmad	ahmad	PROPN
cana-1237	369	8	hf	hf	PROPN
cana-1237	369	9	.	.	PUNCT
cana-1237	370	1	predicting	predict	VERB
cana-1237	370	2	depression	depression	NOUN
cana-1237	370	3	levels	level	NOUN
cana-1237	370	4	using	use	VERB
cana-1237	370	5	social	social	ADJ
cana-1237	370	6	media	medium	NOUN
cana-1237	370	7	posts	post	NOUN
cana-1237	370	8	.	.	PUNCT
cana-1237	371	1	in	in	ADP
cana-1237	371	2	:	:	PUNCT
cana-1237	371	3	2017	2017	NUM
cana-1237	371	4	ieee	ieee	NOUN
cana-1237	371	5	13th	13th	NOUN
cana-1237	371	6	international	international	ADJ
cana-1237	371	7	symposium	symposium	NOUN
cana-1237	371	8	on	on	ADP
cana-1237	371	9	autonomous	autonomous	ADJ
cana-1237	371	10	decentralized	decentralize	VERB
cana-1237	371	11	system	system	NOUN
cana-1237	371	12	(	(	PUNCT
cana-1237	371	13	isads	isad	NOUN
cana-1237	371	14	)	)	PUNCT
cana-1237	371	15	.	.	PUNCT
cana-1237	371	16	2017	2017	NUM
cana-1237	371	17	.	.	PUNCT
cana-1237	372	1	communications	communication	NOUN
cana-1237	372	2	on	on	ADP
cana-1237	372	3	applied	apply	VERB
cana-1237	372	4	nonlinear	nonlinear	ADJ
cana-1237	372	5	analysis	analysis	NOUN
cana-1237	372	6	issn	issn	NOUN
cana-1237	372	7	:	:	PUNCT
cana-1237	372	8	1074	1074	NUM
cana-1237	372	9	-	-	PUNCT
cana-1237	372	10	133x	133x	NUM
cana-1237	372	11	vol	vol	NOUN
cana-1237	372	12	31	31	NUM
cana-1237	372	13	no	no	NOUN
cana-1237	372	14	.	.	PUNCT
cana-1237	373	1	6s	6s	NUM
cana-1237	373	2	(	(	PUNCT
cana-1237	373	3	2024	2024	NUM
cana-1237	373	4	)	)	PUNCT
cana-1237	373	5	476	476	NUM
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cana-1237	374	2	26	26	NUM
cana-1237	374	3	]	]	X
cana-1237	374	4	zhou	zhou	PROPN
cana-1237	374	5	j	j	PROPN
cana-1237	374	6	,	,	PUNCT
cana-1237	374	7	et	et	PROPN
cana-1237	374	8	al	al	PROPN
cana-1237	374	9	.	.	PROPN
cana-1237	374	10	measuring	measure	VERB
cana-1237	374	11	emotion	emotion	NOUN
cana-1237	374	12	bifurcation	bifurcation	NOUN
cana-1237	374	13	points	point	NOUN
cana-1237	374	14	for	for	ADP
cana-1237	374	15	individuals	individual	NOUN
cana-1237	374	16	in	in	ADP
cana-1237	374	17	social	social	ADJ
cana-1237	374	18	media	medium	NOUN
cana-1237	374	19	.	.	PUNCT
cana-1237	375	1	in	in	ADP
cana-1237	375	2	:	:	PUNCT
cana-1237	375	3	2016	2016	NUM
cana-1237	375	4	49th	49th	ADJ
cana-1237	375	5	hawaii	hawaii	PROPN
cana-1237	375	6	international	international	ADJ
cana-1237	375	7	conference	conference	NOUN
cana-1237	375	8	on	on	ADP
cana-1237	375	9	system	system	NOUN
cana-1237	375	10	sciences	science	NOUN
cana-1237	375	11	(	(	PUNCT
cana-1237	375	12	hicss	hicss	ADJ
cana-1237	375	13	)	)	PUNCT
cana-1237	375	14	.	.	PUNCT
cana-1237	376	1	2016	2016	NUM
cana-1237	376	2	.	.	PUNCT
cana-1237	377	1	koloa	koloa	NOUN
cana-1237	377	2	:	:	PUNCT
cana-1237	377	3	ieee	ieee	NOUN
cana-1237	377	4	[	[	X
cana-1237	377	5	27	27	NUM
cana-1237	377	6	]	]	X
cana-1237	377	7	nguyen	nguyen	PROPN
cana-1237	377	8	t	t	PROPN
cana-1237	377	9	,	,	PUNCT
cana-1237	377	10	et	et	PROPN
cana-1237	377	11	al	al	PROPN
cana-1237	377	12	.	.	PROPN
cana-1237	377	13	affective	affective	PROPN
cana-1237	377	14	and	and	CCONJ
cana-1237	377	15	content	content	NOUN
cana-1237	377	16	analysis	analysis	NOUN
cana-1237	377	17	of	of	ADP
cana-1237	377	18	online	online	ADJ
cana-1237	377	19	depression	depression	NOUN
cana-1237	377	20	communities	community	NOUN
cana-1237	377	21	.	.	PUNCT
cana-1237	378	1	ieee	ieee	PROPN
cana-1237	378	2	trans	trans	PROPN
cana-1237	378	3	affect	affect	VERB
cana-1237	378	4	comput	comput	NOUN
cana-1237	378	5	.	.	PUNCT
cana-1237	379	1	2019;5(3):217–26	2019;5(3):217–26	NUM
cana-1237	379	2	.	.	PUNCT
cana-1237	380	1	[	[	X
cana-1237	380	2	28	28	NUM
cana-1237	380	3	]	]	X
cana-1237	380	4	patel	patel	PROPN
cana-1237	380	5	,	,	PUNCT
cana-1237	380	6	m.j	m.j	PROPN
cana-1237	380	7	.	.	PROPN
cana-1237	380	8	;	;	PUNCT
cana-1237	380	9	khalaf	khalaf	PROPN
cana-1237	380	10	,	,	PUNCT
cana-1237	380	11	a.	a.	PROPN
cana-1237	380	12	;	;	PUNCT
cana-1237	380	13	aizenstein	aizenstein	PROPN
cana-1237	380	14	,	,	PUNCT
cana-1237	380	15	h.j	h.j	PROPN
cana-1237	380	16	.	.	NOUN
cana-1237	381	1	studying	study	VERB
cana-1237	381	2	depression	depression	NOUN
cana-1237	381	3	using	use	VERB
cana-1237	381	4	imaging	imaging	NOUN
cana-1237	381	5	and	and	CCONJ
cana-1237	381	6	machine	machine	NOUN
cana-1237	381	7	learning	learning	NOUN
cana-1237	381	8	methods	method	NOUN
cana-1237	381	9	.	.	PUNCT
cana-1237	382	1	neuroimage	neuroimage	PROPN
cana-1237	382	2	clin	clin	PROPN
cana-1237	382	3	.	.	PUNCT
cana-1237	383	1	2019	2019	NUM
cana-1237	383	2	,	,	PUNCT
cana-1237	383	3	10	10	NUM
cana-1237	383	4	,	,	PUNCT
cana-1237	383	5	115–123	115–123	NUM
cana-1237	383	6	.	.	PUNCT
cana-1237	384	1	[	[	X
cana-1237	384	2	29	29	NUM
cana-1237	384	3	]	]	X
cana-1237	384	4	garcia	garcia	PROPN
cana-1237	384	5	-	-	PUNCT
cana-1237	384	6	ceja	ceja	PROPN
cana-1237	384	7	,	,	PUNCT
cana-1237	384	8	e.	e.	PROPN
cana-1237	384	9	;	;	PUNCT
cana-1237	384	10	riegler	riegler	NOUN
cana-1237	384	11	,	,	PUNCT
cana-1237	384	12	m.	m.	NOUN
cana-1237	384	13	;	;	PUNCT
cana-1237	384	14	nordgreen	nordgreen	ADJ
cana-1237	384	15	,	,	PUNCT
cana-1237	384	16	t.	t.	PROPN
cana-1237	384	17	;	;	PUNCT
cana-1237	384	18	jakobsen	jakobsen	PROPN
cana-1237	384	19	,	,	PUNCT
cana-1237	384	20	p.	p.	NOUN
cana-1237	384	21	;	;	PUNCT
cana-1237	384	22	oedegaard	oedegaard	ADJ
cana-1237	384	23	,	,	PUNCT
cana-1237	384	24	k.j	k.j	PROPN
cana-1237	384	25	.	.	PROPN
cana-1237	384	26	;	;	PUNCT
cana-1237	384	27	tørresen	tørresen	PROPN
cana-1237	384	28	,	,	PUNCT
cana-1237	384	29	j.	j.	PROPN
cana-1237	384	30	mental	mental	PROPN
cana-1237	384	31	health	health	NOUN
cana-1237	384	32	monitoring	monitoring	NOUN
cana-1237	384	33	with	with	ADP
cana-1237	384	34	multimodal	multimodal	ADJ
cana-1237	384	35	sensing	sensing	NOUN
cana-1237	384	36	and	and	CCONJ
cana-1237	384	37	machine	machine	NOUN
cana-1237	384	38	learning	learning	NOUN
cana-1237	384	39	:	:	PUNCT
cana-1237	384	40	a	a	DET
cana-1237	384	41	survey	survey	NOUN
cana-1237	384	42	.	.	PUNCT
cana-1237	385	1	pervasive	pervasive	ADJ
cana-1237	385	2	mob	mob	NOUN
cana-1237	385	3	.	.	PUNCT
cana-1237	386	1	comput	comput	NOUN
cana-1237	386	2	.	.	PUNCT
cana-1237	387	1	2020	2020	NUM
cana-1237	387	2	,	,	PUNCT
cana-1237	387	3	51	51	NUM
cana-1237	387	4	,	,	PUNCT
cana-1237	387	5	1–26	1–26	NOUN
cana-1237	387	6	.	.	PUNCT
cana-1237	388	1	[	[	X
cana-1237	388	2	30	30	NUM
cana-1237	388	3	]	]	X
cana-1237	388	4	gao	gao	PROPN
cana-1237	388	5	,	,	PUNCT
cana-1237	388	6	s.	s.	PROPN
cana-1237	388	7	;	;	PUNCT
cana-1237	388	8	calhoun	calhoun	PROPN
cana-1237	388	9	,	,	PUNCT
cana-1237	388	10	v.d	v.d	PROPN
cana-1237	388	11	.	.	PROPN
cana-1237	388	12	;	;	PUNCT
cana-1237	388	13	sui	sui	PROPN
cana-1237	388	14	,	,	PUNCT
cana-1237	388	15	j.	j.	PROPN
cana-1237	388	16	machine	machine	PROPN
cana-1237	388	17	learning	learn	VERB
cana-1237	388	18	in	in	ADP
cana-1237	388	19	major	major	ADJ
cana-1237	388	20	depression	depression	NOUN
cana-1237	388	21	:	:	PUNCT
cana-1237	388	22	from	from	ADP
cana-1237	388	23	classification	classification	NOUN
cana-1237	388	24	to	to	ADP
cana-1237	388	25	treatment	treatment	NOUN
cana-1237	388	26	outcome	outcome	NOUN
cana-1237	388	27	prediction	prediction	NOUN
cana-1237	388	28	.	.	PUNCT
cana-1237	389	1	cns	cns	PROPN
cana-1237	389	2	neurosci	neurosci	PROPN
cana-1237	389	3	.	.	PUNCT
cana-1237	390	1	ther	ther	PROPN
cana-1237	390	2	.	.	PUNCT
cana-1237	391	1	2018	2018	NUM
cana-1237	391	2	,	,	PUNCT
cana-1237	391	3	24	24	NUM
cana-1237	391	4	,	,	PUNCT
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cana-1237	391	6	.	.	PUNCT
cana-1237	392	1	[	[	X
cana-1237	392	2	31	31	NUM
cana-1237	392	3	]	]	X
cana-1237	392	4	cho	cho	PROPN
cana-1237	392	5	,	,	PUNCT
cana-1237	392	6	g.	g.	PROPN
cana-1237	392	7	;	;	PUNCT
cana-1237	392	8	yim	yim	PROPN
cana-1237	392	9	,	,	PUNCT
cana-1237	392	10	j.	j.	PROPN
cana-1237	392	11	;	;	PUNCT
cana-1237	392	12	choi	choi	NOUN
cana-1237	392	13	,	,	PUNCT
cana-1237	392	14	y.	y.	PROPN
cana-1237	392	15	;	;	PUNCT
cana-1237	392	16	ko	ko	PROPN
cana-1237	392	17	,	,	PUNCT
cana-1237	392	18	j.	j.	PROPN
cana-1237	392	19	;	;	PUNCT
cana-1237	392	20	lee	lee	PROPN
cana-1237	392	21	,	,	PUNCT
cana-1237	392	22	s.-h	s.-h	NOUN
cana-1237	392	23	.	.	PUNCT
cana-1237	392	24	review	review	NOUN
cana-1237	392	25	of	of	ADP
cana-1237	392	26	machine	machine	NOUN
cana-1237	392	27	learning	learn	VERB
cana-1237	392	28	algorithms	algorithm	NOUN
cana-1237	392	29	for	for	ADP
cana-1237	392	30	diagnosing	diagnose	VERB
cana-1237	392	31	mental	mental	ADJ
cana-1237	392	32	illness	illness	NOUN
cana-1237	392	33	.	.	PUNCT
cana-1237	393	1	psychiatry	psychiatry	PROPN
cana-1237	393	2	investig	investig	PROPN
cana-1237	393	3	.	.	PROPN
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cana-1237	393	5	,	,	PUNCT
cana-1237	393	6	16	16	NUM
cana-1237	393	7	,	,	PUNCT
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cana-1237	393	9	.	.	PUNCT
cana-1237	394	1	[	[	X
cana-1237	394	2	32	32	NUM
cana-1237	394	3	]	]	X
cana-1237	394	4	liu	liu	PROPN
cana-1237	394	5	,	,	PUNCT
cana-1237	394	6	g.-d	g.-d	PROPN
cana-1237	394	7	.	.	PUNCT
cana-1237	394	8	;	;	PUNCT
cana-1237	394	9	li	li	PROPN
cana-1237	394	10	,	,	PUNCT
cana-1237	394	11	y.-c	y.-c	PROPN
cana-1237	394	12	.	.	PUNCT
cana-1237	394	13	;	;	PUNCT
cana-1237	394	14	zhang	zhang	PROPN
cana-1237	394	15	,	,	PUNCT
cana-1237	394	16	w.	w.	PROPN
cana-1237	394	17	;	;	PUNCT
cana-1237	394	18	zhang	zhang	PROPN
cana-1237	394	19	,	,	PUNCT
cana-1237	394	20	l.	l.	PROPN
cana-1237	394	21	a	a	DET
cana-1237	394	22	brief	brief	ADJ
cana-1237	394	23	review	review	NOUN
cana-1237	394	24	of	of	ADP
cana-1237	394	25	artificial	artificial	ADJ
cana-1237	394	26	intelligence	intelligence	NOUN
cana-1237	394	27	applications	application	NOUN
cana-1237	394	28	and	and	CCONJ
cana-1237	394	29	algorithms	algorithm	NOUN
cana-1237	394	30	for	for	ADP
cana-1237	394	31	psychiatric	psychiatric	ADJ
cana-1237	394	32	disorders	disorder	NOUN
cana-1237	394	33	.	.	PUNCT
cana-1237	395	1	engineering	engineer	VERB
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cana-1237	395	3	,	,	PUNCT
cana-1237	395	4	6	6	NUM
cana-1237	395	5	,	,	PUNCT
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cana-1237	395	7	.	.	PUNCT
cana-1237	396	1	[	[	X
cana-1237	396	2	33	33	NUM
cana-1237	396	3	]	]	PUNCT
cana-1237	396	4	he	he	PRON
cana-1237	396	5	,	,	PUNCT
cana-1237	396	6	l.	l.	PROPN
cana-1237	396	7	;	;	PUNCT
cana-1237	396	8	niu	niu	PROPN
cana-1237	396	9	,	,	PUNCT
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cana-1237	396	11	;	;	PUNCT
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cana-1237	396	13	,	,	PUNCT
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cana-1237	396	15	;	;	PUNCT
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cana-1237	396	17	,	,	PUNCT
cana-1237	396	18	p.	p.	PROPN
cana-1237	396	19	;	;	PUNCT
cana-1237	396	20	su	su	PROPN
cana-1237	396	21	,	,	PUNCT
cana-1237	396	22	r.	r.	PROPN
cana-1237	396	23	;	;	PUNCT
cana-1237	396	24	jiang	jiang	PROPN
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cana-1237	396	26	j.	j.	PROPN
cana-1237	396	27	;	;	PUNCT
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cana-1237	396	29	,	,	PUNCT
cana-1237	396	30	c.	c.	PROPN
cana-1237	396	31	;	;	PUNCT
cana-1237	396	32	wang	wang	PROPN
cana-1237	396	33	,	,	PUNCT
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cana-1237	396	35	;	;	PUNCT
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cana-1237	396	37	,	,	PUNCT
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cana-1237	396	39	;	;	PUNCT
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cana-1237	396	41	,	,	PUNCT
cana-1237	396	42	z.	z.	PROPN
cana-1237	396	43	;	;	PUNCT
cana-1237	396	44	et	et	PROPN
cana-1237	396	45	al	al	PROPN
cana-1237	396	46	.	.	PUNCT
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cana-1237	397	2	learning	learning	NOUN
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cana-1237	397	4	depression	depression	NOUN
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cana-1237	397	9	:	:	PUNCT
cana-1237	397	10	a	a	DET
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cana-1237	397	12	.	.	PUNCT
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cana-1237	398	2	.	.	PUNCT
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cana-1237	398	5	,	,	PUNCT
cana-1237	398	6	80	80	NUM
cana-1237	398	7	,	,	PUNCT
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cana-1237	398	9	.	.	PUNCT
cana-1237	399	1	[	[	X
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cana-1237	399	3	]	]	X
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cana-1237	399	5	,	,	PUNCT
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cana-1237	399	7	;	;	PUNCT
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cana-1237	399	9	,	,	PUNCT
cana-1237	399	10	t.	t.	PROPN
cana-1237	399	11	;	;	PUNCT
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cana-1237	399	13	,	,	PUNCT
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cana-1237	399	15	;	;	PUNCT
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cana-1237	399	17	,	,	PUNCT
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cana-1237	399	19	.	.	PROPN
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cana-1237	399	23	:	:	PUNCT
cana-1237	399	24	a	a	DET
cana-1237	399	25	detailed	detailed	ADJ
cana-1237	399	26	tutorial	tutorial	NOUN
cana-1237	399	27	.	.	PUNCT
cana-1237	400	1	ai	ai	VERB
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cana-1237	400	3	.	.	PUNCT
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cana-1237	401	2	,	,	PUNCT
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cana-1237	401	4	.	.	PUNCT
cana-1237	402	1	[	[	X
cana-1237	402	2	35	35	NUM
cana-1237	402	3	]	]	X
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cana-1237	402	5	,	,	PUNCT
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cana-1237	403	1	j.	j.	PROPN
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cana-1237	405	2	.	.	PUNCT
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cana-1237	406	2	,	,	PUNCT
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cana-1237	406	4	.	.	PUNCT
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cana-1237	407	3	]	]	SYM
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cana-1237	407	36	.	.	PUNCT
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cana-1237	410	12	tweets	tweet	NOUN
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cana-1237	410	18	and	and	CCONJ
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cana-1237	410	20	.	.	PUNCT
cana-1237	411	1	2022	2022	NUM
cana-1237	411	2	.	.	PUNCT
cana-1237	412	1	available	available	ADJ
cana-1237	412	2	online	online	ADV
cana-1237	412	3	:	:	PUNCT
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cana-1237	413	2	(	(	PUNCT
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cana-1237	413	4	on	on	ADP
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cana-1237	413	7	2023	2023	NUM
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cana-1237	413	9	.	.	PUNCT
cana-1237	414	1	[	[	X
cana-1237	414	2	38	38	NUM
cana-1237	414	3	]	]	SYM
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cana-1237	414	13	and	and	CCONJ
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cana-1237	414	15	sunil	sunil	PROPN
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cana-1237	414	17	.	.	PUNCT
cana-1237	415	1	"	"	PUNCT
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cana-1237	415	5	in	in	ADP
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cana-1237	415	7	plant	plant	NOUN
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cana-1237	415	11	techniques	technique	NOUN
cana-1237	415	12	.	.	PUNCT
cana-1237	415	13	"	"	PUNCT
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cana-1237	416	7	,	,	PUNCT
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cana-1237	416	11	(	(	PUNCT
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cana-1237	416	13	):	):	PUNCT
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cana-1237	416	17	.	.	PUNCT
cana-1237	417	1	[	[	X
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cana-1237	417	3	]	]	PUNCT
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cana-1237	417	8	,	,	PUNCT
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cana-1237	417	20	s.	s.	PROPN
cana-1237	417	21	,	,	PUNCT
cana-1237	417	22	&	&	CCONJ
cana-1237	417	23	mohamed	mohamed	PROPN
cana-1237	417	24	,	,	PUNCT
cana-1237	417	25	m.	m.	PROPN
cana-1237	417	26	y.	y.	PROPN
cana-1237	417	27	n.	n.	PROPN
cana-1237	417	28	(	(	PUNCT
cana-1237	417	29	2020	2020	NUM
cana-1237	417	30	,	,	PUNCT
cana-1237	417	31	september	september	PROPN
cana-1237	417	32	)	)	PUNCT
cana-1237	417	33	.	.	PUNCT
cana-1237	417	34	segmentation	segmentation	NOUN
cana-1237	417	35	of	of	ADP
cana-1237	417	36	nuclei	nucleus	NOUN
cana-1237	417	37	in	in	ADP
cana-1237	417	38	histopathology	histopathology	NOUN
cana-1237	417	39	images	image	NOUN
cana-1237	417	40	using	use	VERB
cana-1237	417	41	fully	fully	ADV
cana-1237	417	42	convolutional	convolutional	ADJ
cana-1237	417	43	deep	deep	ADJ
cana-1237	417	44	neural	neural	ADJ
cana-1237	417	45	architecture	architecture	NOUN
cana-1237	417	46	.	.	PUNCT
cana-1237	418	1	in	in	ADP
cana-1237	418	2	2020	2020	NUM
cana-1237	418	3	international	international	ADJ
cana-1237	418	4	conference	conference	NOUN
cana-1237	418	5	on	on	ADP
cana-1237	418	6	computing	computing	NOUN
cana-1237	418	7	and	and	CCONJ
cana-1237	418	8	information	information	NOUN
cana-1237	418	9	technology	technology	NOUN
cana-1237	418	10	(	(	PUNCT
cana-1237	418	11	iccit-1441	iccit-1441	NOUN
cana-1237	418	12	)	)	PUNCT
cana-1237	418	13	(	(	PUNCT
cana-1237	418	14	pp	pp	ADJ
cana-1237	418	15	.	.	PUNCT
cana-1237	419	1	1	1	NUM
cana-1237	419	2	-	-	SYM
cana-1237	419	3	7	7	NUM
cana-1237	419	4	)	)	PUNCT
cana-1237	419	5	.	.	PUNCT
cana-1237	420	1	ieee	ieee	NOUN
cana-1237	420	2	.	.	PUNCT
cana-1237	421	1	[	[	X
cana-1237	421	2	40	40	NUM
cana-1237	421	3	]	]	PUNCT
cana-1237	421	4	sreedhar	sreedhar	PROPN
cana-1237	421	5	,	,	PUNCT
cana-1237	421	6	b.	b.	PROPN
cana-1237	421	7	,	,	PUNCT
cana-1237	421	8	be	be	AUX
cana-1237	421	9	,	,	PUNCT
cana-1237	421	10	m.	m.	NOUN
cana-1237	421	11	s.	s.	PROPN
cana-1237	421	12	,	,	PUNCT
cana-1237	421	13	&	&	CCONJ
cana-1237	421	14	kumar	kumar	PROPN
cana-1237	421	15	,	,	PUNCT
cana-1237	421	16	m.	m.	NOUN
cana-1237	421	17	s.	s.	PROPN
cana-1237	421	18	(	(	PUNCT
cana-1237	421	19	2020	2020	NUM
cana-1237	421	20	,	,	PUNCT
cana-1237	421	21	october	october	PROPN
cana-1237	421	22	)	)	PUNCT
cana-1237	421	23	.	.	PUNCT
cana-1237	422	1	a	a	DET
cana-1237	422	2	comparative	comparative	ADJ
cana-1237	422	3	study	study	NOUN
cana-1237	422	4	of	of	ADP
cana-1237	422	5	melanoma	melanoma	NOUN
cana-1237	422	6	skin	skin	NOUN
cana-1237	422	7	cancer	cancer	NOUN
cana-1237	422	8	detection	detection	NOUN
cana-1237	422	9	in	in	ADP
cana-1237	422	10	traditional	traditional	ADJ
cana-1237	422	11	and	and	CCONJ
cana-1237	422	12	current	current	ADJ
cana-1237	422	13	image	image	NOUN
cana-1237	422	14	processing	processing	NOUN
cana-1237	422	15	techniques	technique	NOUN
cana-1237	422	16	.	.	PUNCT
cana-1237	423	1	in	in	ADP
cana-1237	423	2	2020	2020	NUM
cana-1237	423	3	fourth	fourth	ADJ
cana-1237	423	4	international	international	ADJ
cana-1237	423	5	conference	conference	NOUN
cana-1237	423	6	on	on	ADP
cana-1237	423	7	i	i	PROPN
cana-1237	423	8	-	-	PUNCT
cana-1237	423	9	smac	smac	PROPN
cana-1237	423	10	(	(	PUNCT
cana-1237	423	11	iot	iot	PROPN
cana-1237	423	12	in	in	ADP
cana-1237	423	13	social	social	ADJ
cana-1237	423	14	,	,	PUNCT
cana-1237	423	15	mobile	mobile	ADJ
cana-1237	423	16	,	,	PUNCT
cana-1237	423	17	analytics	analytic	NOUN
cana-1237	423	18	and	and	CCONJ
cana-1237	423	19	cloud)(i	cloud)(i	PROPN
cana-1237	423	20	-	-	PUNCT
cana-1237	423	21	smac	smac	PROPN
cana-1237	423	22	)	)	PUNCT
cana-1237	423	23	(	(	PUNCT
cana-1237	423	24	pp	pp	X
cana-1237	423	25	.	.	PUNCT
cana-1237	424	1	654	654	NUM
cana-1237	424	2	-	-	SYM
cana-1237	424	3	658	658	NUM
cana-1237	424	4	)	)	PUNCT
cana-1237	424	5	.	.	PUNCT
cana-1237	425	1	ieee	ieee	NOUN
cana-1237	425	2	.	.	PUNCT
cana-1237	426	1	[	[	X
cana-1237	426	2	41	41	NUM
cana-1237	426	3	]	]	X
cana-1237	426	4	kumar	kumar	PROPN
cana-1237	426	5	,	,	PUNCT
cana-1237	426	6	m.s	m.s	PROPN
cana-1237	426	7	.	.	PROPN
cana-1237	426	8	,harsha	,harsha	PROPN
cana-1237	426	9	,	,	PUNCT
cana-1237	426	10	b.k	b.k	PROPN
cana-1237	426	11	.	.	PROPN
cana-1237	426	12	,jule	,jule	PUNCT
cana-1237	426	13	,	,	PUNCT
cana-1237	426	14	l.t	l.t	PROPN
cana-1237	426	15	.	.	PROPN
cana-1237	426	16	,"ai	,"ai	ADJ
cana-1237	426	17	-	-	PUNCT
cana-1237	426	18	driven	drive	VERB
cana-1237	426	19	cybersecurity	cybersecurity	NOUN
cana-1237	426	20	modeling	modeling	NOUN
cana-1237	426	21	using	use	VERB
cana-1237	426	22	quantum	quantum	NOUN
cana-1237	426	23	computing	computing	NOUN
cana-1237	426	24	for	for	ADP
cana-1237	426	25	mitigation	mitigation	NOUN
cana-1237	426	26	of	of	ADP
cana-1237	426	27	attacks	attack	NOUN
cana-1237	426	28	in	in	ADP
cana-1237	426	29	iot	iot	ADJ
cana-1237	426	30	-	-	PUNCT
cana-1237	426	31	sdn	sdn	NOUN
cana-1237	426	32	network",quantum	network",quantum	ADJ
cana-1237	426	33	-	-	PUNCT
cana-1237	426	34	safe	safe	ADJ
cana-1237	426	35	cryptography	cryptography	NOUN
cana-1237	426	36	algorithms	algorithm	NOUN
cana-1237	426	37	and	and	CCONJ
cana-1237	426	38	approaches	approach	NOUN
cana-1237	426	39	:	:	PUNCT
cana-1237	426	40	impacts	impact	NOUN
cana-1237	426	41	of	of	ADP
cana-1237	426	42	quantum	quantum	NOUN
cana-1237	426	43	computing	computing	NOUN
cana-1237	426	44	on	on	ADP
cana-1237	426	45	cybersecur	cybersecur	NOUN
cana-1237	426	46	,	,	PUNCT
cana-1237	426	47	2023	2023	NUM
cana-1237	426	48	,	,	PUNCT
cana-1237	426	49	pp	pp	ADJ
cana-1237	426	50	.	.	PUNCT
cana-1237	426	51	37–47	37–47	NUM
cana-1237	426	52	.	.	PUNCT
cana-1237	427	1	[	[	X
cana-1237	427	2	42	42	NUM
cana-1237	427	3	]	]	X
cana-1237	427	4	natarajan	natarajan	PROPN
cana-1237	427	5	,	,	PUNCT
cana-1237	427	6	v.	v.	PROPN
cana-1237	427	7	anantha	anantha	PROPN
cana-1237	427	8	,	,	PUNCT
cana-1237	427	9	et	et	PROPN
cana-1237	427	10	al	al	PROPN
cana-1237	427	11	.	.	PUNCT
cana-1237	428	1	"	"	PUNCT
cana-1237	428	2	segmentation	segmentation	NOUN
cana-1237	428	3	of	of	ADP
cana-1237	428	4	nuclei	nucleus	NOUN
cana-1237	428	5	in	in	ADP
cana-1237	428	6	histopathology	histopathology	NOUN
cana-1237	428	7	images	image	NOUN
cana-1237	428	8	using	use	VERB
cana-1237	428	9	fully	fully	ADV
cana-1237	428	10	convolutional	convolutional	ADJ
cana-1237	428	11	deep	deep	ADJ
cana-1237	428	12	neural	neural	ADJ
cana-1237	428	13	architecture	architecture	NOUN
cana-1237	428	14	.	.	PUNCT
cana-1237	428	15	"	"	PUNCT
cana-1237	429	1	2020	2020	NUM
cana-1237	429	2	international	international	ADJ
cana-1237	429	3	conference	conference	NOUN
cana-1237	429	4	on	on	ADP
cana-1237	429	5	computing	computing	NOUN
cana-1237	429	6	and	and	CCONJ
cana-1237	429	7	information	information	NOUN
cana-1237	429	8	technology	technology	NOUN
cana-1237	429	9	(	(	PUNCT
cana-1237	429	10	iccit-1441	iccit-1441	NOUN
cana-1237	429	11	)	)	PUNCT
cana-1237	429	12	.	.	PUNCT
cana-1237	430	1	ieee	ieee	PROPN
cana-1237	430	2	,	,	PUNCT
cana-1237	430	3	2020	2020	NUM
cana-1237	430	4	.	.	PUNCT
cana-1237	431	1	[	[	X
cana-1237	431	2	43	43	NUM
cana-1237	431	3	]	]	X
cana-1237	431	4	sreedhar	sreedhar	PROPN
cana-1237	431	5	,	,	PUNCT
cana-1237	431	6	b.	b.	PROPN
cana-1237	431	7	,	,	PUNCT
cana-1237	431	8	be	be	AUX
cana-1237	431	9	,	,	PUNCT
cana-1237	431	10	m.	m.	NOUN
cana-1237	431	11	s.	s.	PROPN
cana-1237	431	12	,	,	PUNCT
cana-1237	431	13	&	&	CCONJ
cana-1237	431	14	kumar	kumar	PROPN
cana-1237	431	15	,	,	PUNCT
cana-1237	431	16	m.	m.	NOUN
cana-1237	431	17	s.	s.	PROPN
cana-1237	431	18	(	(	PUNCT
cana-1237	431	19	2020	2020	NUM
cana-1237	431	20	,	,	PUNCT
cana-1237	431	21	october	october	PROPN
cana-1237	431	22	)	)	PUNCT
cana-1237	431	23	.	.	PUNCT
cana-1237	432	1	a	a	DET
cana-1237	432	2	comparative	comparative	ADJ
cana-1237	432	3	study	study	NOUN
cana-1237	432	4	of	of	ADP
cana-1237	432	5	melanoma	melanoma	NOUN
cana-1237	432	6	skin	skin	NOUN
cana-1237	432	7	cancer	cancer	NOUN
cana-1237	432	8	detection	detection	NOUN
cana-1237	432	9	in	in	ADP
cana-1237	432	10	traditional	traditional	ADJ
cana-1237	432	11	and	and	CCONJ
cana-1237	432	12	current	current	ADJ
cana-1237	432	13	image	image	NOUN
cana-1237	432	14	processing	processing	NOUN
cana-1237	432	15	techniques	technique	NOUN
cana-1237	432	16	.	.	PUNCT
cana-1237	433	1	in	in	ADP
cana-1237	433	2	2020	2020	NUM
cana-1237	433	3	fourth	fourth	ADJ
cana-1237	433	4	international	international	ADJ
cana-1237	433	5	conference	conference	NOUN
cana-1237	433	6	on	on	ADP
cana-1237	433	7	i	i	PROPN
cana-1237	433	8	-	-	PUNCT
cana-1237	433	9	smac	smac	PROPN
cana-1237	433	10	(	(	PUNCT
cana-1237	433	11	iot	iot	PROPN
cana-1237	433	12	in	in	ADP
cana-1237	433	13	social	social	ADJ
cana-1237	433	14	,	,	PUNCT
cana-1237	433	15	mobile	mobile	ADJ
cana-1237	433	16	,	,	PUNCT
cana-1237	433	17	analytics	analytic	NOUN
cana-1237	433	18	and	and	CCONJ
cana-1237	433	19	cloud)(i	cloud)(i	PROPN
cana-1237	433	20	-	-	PUNCT
cana-1237	433	21	smac	smac	PROPN
cana-1237	433	22	)	)	PUNCT
cana-1237	433	23	(	(	PUNCT
cana-1237	433	24	pp	pp	X
cana-1237	433	25	.	.	PUNCT
cana-1237	434	1	654	654	NUM
cana-1237	434	2	-	-	SYM
cana-1237	434	3	658	658	NUM
cana-1237	434	4	)	)	PUNCT
cana-1237	434	5	.	.	PUNCT
cana-1237	435	1	ieee	ieee	NOUN
cana-1237	435	2	.	.	PUNCT
cana-1237	436	1	[	[	X
cana-1237	436	2	44	44	NUM
cana-1237	436	3	]	]	PUNCT
cana-1237	436	4	ananthanatarajan	ananthanatarajan	PROPN
cana-1237	436	5	,	,	PUNCT
cana-1237	436	6	v.	v.	PROPN
cana-1237	436	7	,	,	PUNCT
cana-1237	436	8	kumar	kumar	PROPN
cana-1237	436	9	,	,	PUNCT
cana-1237	436	10	m.	m.	NOUN
cana-1237	436	11	s.	s.	PROPN
cana-1237	436	12	,	,	PUNCT
cana-1237	436	13	&	&	CCONJ
cana-1237	436	14	tamizhazhagan	tamizhazhagan	VERB
cana-1237	436	15	,	,	PUNCT
cana-1237	436	16	v.	v.	CCONJ
cana-1237	436	17	(	(	PUNCT
cana-1237	436	18	2020	2020	NUM
cana-1237	436	19	)	)	PUNCT
cana-1237	436	20	.	.	PUNCT
cana-1237	437	1	forecasting	forecasting	NOUN
cana-1237	437	2	of	of	ADP
cana-1237	437	3	wind	wind	NOUN
cana-1237	437	4	power	power	NOUN
cana-1237	437	5	using	use	VERB
cana-1237	437	6	lstm	lstm	ADJ
cana-1237	437	7	recurrent	recurrent	ADJ
cana-1237	437	8	neural	neural	ADJ
cana-1237	437	9	network	network	NOUN
cana-1237	437	10	.	.	PUNCT
cana-1237	438	1	journal	journal	PROPN
cana-1237	438	2	of	of	ADP
cana-1237	438	3	green	green	ADJ
cana-1237	438	4	engineering	engineering	NOUN
cana-1237	438	5	,	,	PUNCT
cana-1237	438	6	10	10	NUM
cana-1237	438	7	.	.	PUNCT
cana-1237	439	1	[	[	X
cana-1237	439	2	45	45	NUM
cana-1237	439	3	]	]	X
cana-1237	439	4	rupesh	rupesh	NOUN
cana-1237	439	5	,	,	PUNCT
cana-1237	439	6	b.	b.	PROPN
cana-1237	439	7	,	,	PUNCT
cana-1237	439	8	&	&	CCONJ
cana-1237	439	9	kumar	kumar	PROPN
cana-1237	439	10	,	,	PUNCT
cana-1237	439	11	m.	m.	NOUN
cana-1237	439	12	s.	s.	PROPN
cana-1237	439	13	(	(	PUNCT
cana-1237	439	14	2015	2015	NUM
cana-1237	439	15	)	)	PUNCT
cana-1237	439	16	.	.	PUNCT
cana-1237	440	1	predicting	predict	VERB
cana-1237	440	2	the	the	DET
cana-1237	440	3	hard	hard	ADJ
cana-1237	440	4	keyword	keyword	NOUN
cana-1237	440	5	queries	query	VERB
cana-1237	440	6	over	over	ADP
cana-1237	440	7	relational	relational	ADJ
cana-1237	440	8	databases	database	NOUN
cana-1237	440	9	.	.	PUNCT
cana-1237	441	1	international	international	ADJ
cana-1237	441	2	journal	journal	NOUN
cana-1237	441	3	of	of	ADP
cana-1237	441	4	applied	apply	VERB
cana-1237	441	5	engineering	engineering	NOUN
cana-1237	441	6	research	research	NOUN
cana-1237	441	7	,	,	PUNCT
cana-1237	441	8	10(10	10(10	NUM
cana-1237	441	9	)	)	PUNCT
cana-1237	441	10	,	,	PUNCT
cana-1237	441	11	26629	26629	NUM
cana-1237	441	12	-	-	SYM
cana-1237	441	13	26640	26640	NUM
cana-1237	441	14	.	.	PUNCT
cana-1237	442	1	[	[	X
cana-1237	442	2	46	46	NUM
cana-1237	442	3	]	]	X
cana-1237	442	4	https://pypi.org/project/gensim/	https://pypi.org/project/gensim/	PROPN
cana-1237	443	1	[	[	X
cana-1237	443	2	47	47	NUM
cana-1237	443	3	]	]	X
cana-1237	443	4	https://keras.io/.	https://keras.io/.	PROPN
cana-1237	444	1	[	[	X
cana-1237	444	2	48	48	NUM
cana-1237	444	3	]	]	PUNCT
cana-1237	444	4	https://www.tensorflow.org/	https://www.tensorflow.org/	NOUN