id	sid	tid	token	lemma	pos
easat-4164	1	1	edelweiss	edelweiss	PROPN
easat-4164	1	2	applied	apply	VERB
easat-4164	1	3	science	science	NOUN
easat-4164	1	4	and	and	CCONJ
easat-4164	1	5	technology	technology	NOUN
easat-4164	1	6	issn	issn	PROPN
easat-4164	1	7	:	:	PUNCT
easat-4164	1	8	2576	2576	NUM
easat-4164	1	9	-	-	SYM
easat-4164	1	10	8484	8484	NUM
easat-4164	1	11	vol	vol	NOUN
easat-4164	1	12	.	.	PROPN
easat-4164	2	1	9	9	NUM
easat-4164	2	2	,	,	PUNCT
easat-4164	2	3	no	no	INTJ
easat-4164	2	4	.	.	NOUN
easat-4164	2	5	1	1	NUM
easat-4164	2	6	,	,	PUNCT
easat-4164	2	7	515	515	NUM
easat-4164	2	8	-	-	SYM
easat-4164	2	9	535	535	NUM
easat-4164	2	10	2025	2025	NUM
easat-4164	2	11	publisher	publisher	NOUN
easat-4164	2	12	:	:	PUNCT
easat-4164	2	13	learning	learn	VERB
easat-4164	2	14	gate	gate	NOUN
easat-4164	2	15	doi	doi	PROPN
easat-4164	2	16	:	:	PUNCT
easat-4164	2	17	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	2	18	©	©	PROPN
easat-4164	2	19	2025	2025	NUM
easat-4164	2	20	by	by	ADP
easat-4164	2	21	the	the	DET
easat-4164	2	22	authors	author	NOUN
easat-4164	2	23	;	;	PUNCT
easat-4164	2	24	licensee	licensee	PROPN
easat-4164	2	25	learning	learning	NOUN
easat-4164	2	26	gate	gate	NOUN
easat-4164	3	1	©	©	PROPN
easat-4164	3	2	2025	2025	NUM
easat-4164	3	3	by	by	ADP
easat-4164	3	4	the	the	DET
easat-4164	3	5	authors	author	NOUN
easat-4164	3	6	;	;	PUNCT
easat-4164	3	7	licensee	licensee	PROPN
easat-4164	3	8	learning	learning	NOUN
easat-4164	3	9	gate	gate	NOUN
easat-4164	3	10	history	history	NOUN
easat-4164	3	11	:	:	PUNCT
easat-4164	3	12	received	receive	VERB
easat-4164	3	13	:	:	PUNCT
easat-4164	3	14	3	3	NUM
easat-4164	3	15	december	december	PROPN
easat-4164	3	16	2024	2024	NUM
easat-4164	3	17	;	;	PUNCT
easat-4164	3	18	revised	revise	VERB
easat-4164	3	19	:	:	PUNCT
easat-4164	3	20	30	30	NUM
easat-4164	3	21	december	december	PROPN
easat-4164	3	22	2024	2024	NUM
easat-4164	3	23	;	;	PUNCT
easat-4164	3	24	accepted	accept	VERB
easat-4164	3	25	:	:	PUNCT
easat-4164	3	26	7	7	NUM
easat-4164	3	27	january	january	NOUN
easat-4164	3	28	2025	2025	NUM
easat-4164	3	29	;	;	PUNCT
easat-4164	3	30	published	publish	VERB
easat-4164	3	31	:	:	PUNCT
easat-4164	4	1	9	9	NUM
easat-4164	4	2	january	january	NOUN
easat-4164	4	3	2025	2025	NUM
easat-4164	4	4	*	*	PUNCT
easat-4164	4	5	correspondence	correspondence	NOUN
easat-4164	4	6	:	:	PUNCT
easat-4164	4	7	montasermontaser@my.unt.edu	montasermontaser@my.unt.edu	PROPN
easat-4164	4	8	sentiment	sentiment	NOUN
easat-4164	4	9	analysis	analysis	NOUN
easat-4164	4	10	of	of	ADP
easat-4164	4	11	social	social	ADJ
easat-4164	4	12	media	medium	NOUN
easat-4164	4	13	data	datum	NOUN
easat-4164	4	14	:	:	PUNCT
easat-4164	4	15	business	business	NOUN
easat-4164	4	16	insights	insight	NOUN
easat-4164	4	17	and	and	CCONJ
easat-4164	4	18	consumer	consumer	NOUN
easat-4164	4	19	behavior	behavior	NOUN
easat-4164	4	20	trends	trend	NOUN
easat-4164	4	21	in	in	ADP
easat-4164	4	22	the	the	DET
easat-4164	4	23	usa	usa	PROPN
easat-4164	4	24	md	md	PROPN
easat-4164	4	25	abdullah	abdullah	PROPN
easat-4164	4	26	al	al	PROPN
easat-4164	4	27	montaser1	montaser1	PROPN
easat-4164	4	28	*	*	PROPN
easat-4164	4	29	,	,	PUNCT
easat-4164	4	30	bishnu	bishnu	NOUN
easat-4164	4	31	padh	padh	PROPN
easat-4164	4	32	ghosh2	ghosh2	PROPN
easat-4164	4	33	,	,	PUNCT
easat-4164	4	34	ayan	ayan	PROPN
easat-4164	4	35	barua3	barua3	PROPN
easat-4164	4	36	,	,	PUNCT
easat-4164	4	37	fazle	fazle	PROPN
easat-4164	4	38	karim4	karim4	PROPN
easat-4164	4	39	,	,	PUNCT
easat-4164	4	40	bimol	bimol	PROPN
easat-4164	4	41	chandra	chandra	PROPN
easat-4164	4	42	das5	das5	PROPN
easat-4164	4	43	,	,	PUNCT
easat-4164	4	44	reza	reza	PROPN
easat-4164	4	45	e	e	PROPN
easat-4164	4	46	rabbi	rabbi	PROPN
easat-4164	4	47	shawon6	shawon6	PROPN
easat-4164	4	48	,	,	PUNCT
easat-4164	4	49	muhammad	muhammad	PROPN
easat-4164	4	50	shoyaibur	shoyaibur	PROPN
easat-4164	4	51	rahman	rahman	PROPN
easat-4164	4	52	chowdhury7	chowdhury7	PROPN
easat-4164	5	1	1university	1university	NUM
easat-4164	5	2	of	of	ADP
easat-4164	5	3	north	north	PROPN
easat-4164	5	4	texas	texas	PROPN
easat-4164	5	5	,	,	PUNCT
easat-4164	5	6	united	united	PROPN
easat-4164	5	7	states	states	PROPN
easat-4164	5	8	;	;	PUNCT
easat-4164	6	1	montasermontaser@my.unt.edu	montasermontaser@my.unt.edu	PROPN
easat-4164	6	2	(	(	PUNCT
easat-4164	6	3	m.a.a.m	m.a.a.m	PROPN
easat-4164	6	4	.	.	PUNCT
easat-4164	6	5	)	)	PUNCT
easat-4164	6	6	.	.	PUNCT
easat-4164	7	1	2school	2school	NUM
easat-4164	7	2	of	of	ADP
easat-4164	7	3	business	business	NOUN
easat-4164	7	4	,	,	PUNCT
easat-4164	7	5	international	international	ADJ
easat-4164	7	6	american	american	PROPN
easat-4164	7	7	university	university	PROPN
easat-4164	7	8	,	,	PUNCT
easat-4164	7	9	los	los	PROPN
easat-4164	7	10	angeles	angeles	PROPN
easat-4164	7	11	,	,	PUNCT
easat-4164	7	12	california	california	PROPN
easat-4164	7	13	,	,	PUNCT
easat-4164	7	14	usa	usa	PROPN
easat-4164	7	15	;	;	PUNCT
easat-4164	7	16	info@bishnughosh.com	info@bishnughosh.com	PROPN
easat-4164	7	17	(	(	PUNCT
easat-4164	7	18	b.p.g	b.p.g	ADJ
easat-4164	7	19	.	.	PUNCT
easat-4164	7	20	)	)	PUNCT
easat-4164	8	1	3international	3international	PROPN
easat-4164	8	2	american	american	PROPN
easat-4164	8	3	university	university	PROPN
easat-4164	8	4	,	,	PUNCT
easat-4164	8	5	los	los	PROPN
easat-4164	8	6	angeles	angeles	PROPN
easat-4164	8	7	california	california	PROPN
easat-4164	8	8	;	;	PUNCT
easat-4164	8	9	ayanbarua66@gmail.com	ayanbarua66@gmail.com	PROPN
easat-4164	8	10	(	(	PUNCT
easat-4164	8	11	a.b	a.b	PROPN
easat-4164	8	12	.	.	PROPN
easat-4164	8	13	)	)	PUNCT
easat-4164	9	1	4department	4department	NUM
easat-4164	9	2	of	of	ADP
easat-4164	9	3	computer	computer	NOUN
easat-4164	9	4	science	science	NOUN
easat-4164	9	5	and	and	CCONJ
easat-4164	9	6	engineering	engineering	NOUN
easat-4164	9	7	,	,	PUNCT
easat-4164	9	8	daffodil	daffodil	ADJ
easat-4164	9	9	international	international	ADJ
easat-4164	9	10	university	university	NOUN
easat-4164	9	11	,	,	PUNCT
easat-4164	9	12	dhaka	dhaka	PROPN
easat-4164	9	13	,	,	PUNCT
easat-4164	9	14	bangladesh	bangladesh	PROPN
easat-4164	9	15	;	;	PUNCT
easat-4164	9	16	fazle4492@diu.edu.bd	fazle4492@diu.edu.bd	PROPN
easat-4164	9	17	(	(	PUNCT
easat-4164	9	18	f.k	f.k	PROPN
easat-4164	9	19	.	.	PROPN
easat-4164	9	20	)	)	PUNCT
easat-4164	10	1	5trine	5trine	NUM
easat-4164	10	2	university	university	NOUN
easat-4164	10	3	,	,	PUNCT
easat-4164	10	4	indiana	indiana	PROPN
easat-4164	10	5	,	,	PUNCT
easat-4164	10	6	usa	usa	PROPN
easat-4164	10	7	;	;	PUNCT
easat-4164	10	8	bdas23@my.trine.edu	bdas23@my.trine.edu	PROPN
easat-4164	10	9	(	(	PUNCT
easat-4164	10	10	b.c.d	b.c.d	NOUN
easat-4164	10	11	.	.	PUNCT
easat-4164	10	12	)	)	PUNCT
easat-4164	11	1	6gannon	6gannon	NUM
easat-4164	11	2	university	university	NOUN
easat-4164	11	3	,	,	PUNCT
easat-4164	11	4	erie	erie	PROPN
easat-4164	11	5	,	,	PUNCT
easat-4164	11	6	pa	pa	PROPN
easat-4164	11	7	,	,	PUNCT
easat-4164	11	8	usa	usa	PROPN
easat-4164	11	9	;	;	PUNCT
easat-4164	11	10	shawon001@gannon.edu	shawon001@gannon.edu	PROPN
easat-4164	11	11	(	(	PUNCT
easat-4164	11	12	r.e.r.s	r.e.r.s	PROPN
easat-4164	11	13	.	.	PUNCT
easat-4164	11	14	)	)	PUNCT
easat-4164	12	1	7information	7information	NUM
easat-4164	12	2	technology	technology	NOUN
easat-4164	12	3	,	,	PUNCT
easat-4164	12	4	gannon	gannon	PROPN
easat-4164	12	5	university	university	PROPN
easat-4164	12	6	,	,	PUNCT
easat-4164	12	7	erie	erie	PROPN
easat-4164	12	8	,	,	PUNCT
easat-4164	12	9	pa	pa	PROPN
easat-4164	12	10	;	;	PUNCT
easat-4164	12	11	chowdhur009@gannon.edu	chowdhur009@gannon.edu	PROPN
easat-4164	12	12	(	(	PUNCT
easat-4164	12	13	s.r.c	s.r.c	NOUN
easat-4164	12	14	.	.	PUNCT
easat-4164	12	15	)	)	PUNCT
easat-4164	13	1	abstract	abstract	NOUN
easat-4164	13	2	:	:	PUNCT
easat-4164	13	3	the	the	DET
easat-4164	13	4	digital	digital	ADJ
easat-4164	13	5	age	age	NOUN
easat-4164	13	6	has	have	AUX
easat-4164	13	7	reformed	reform	VERB
easat-4164	13	8	how	how	SCONJ
easat-4164	13	9	organizations	organization	NOUN
easat-4164	13	10	in	in	ADP
easat-4164	13	11	the	the	DET
easat-4164	13	12	usa	usa	PROPN
easat-4164	13	13	reach	reach	VERB
easat-4164	13	14	out	out	ADP
easat-4164	13	15	to	to	ADP
easat-4164	13	16	their	their	PRON
easat-4164	13	17	consumers	consumer	NOUN
easat-4164	13	18	and	and	CCONJ
easat-4164	13	19	has	have	AUX
easat-4164	13	20	opened	open	VERB
easat-4164	13	21	up	up	ADP
easat-4164	13	22	more	more	ADJ
easat-4164	13	23	avenues	avenue	NOUN
easat-4164	13	24	for	for	ADP
easat-4164	13	25	understanding	understand	VERB
easat-4164	13	26	consumer	consumer	NOUN
easat-4164	13	27	sentiment	sentiment	NOUN
easat-4164	13	28	and	and	CCONJ
easat-4164	13	29	behavior	behavior	NOUN
easat-4164	13	30	.	.	PUNCT
easat-4164	14	1	this	this	DET
easat-4164	14	2	research	research	NOUN
easat-4164	14	3	explored	explore	VERB
easat-4164	14	4	consumer	consumer	NOUN
easat-4164	14	5	sentiment	sentiment	NOUN
easat-4164	14	6	and	and	CCONJ
easat-4164	14	7	behavior	behavior	NOUN
easat-4164	14	8	trends	trend	NOUN
easat-4164	14	9	through	through	ADP
easat-4164	14	10	social	social	ADJ
easat-4164	14	11	media	medium	NOUN
easat-4164	14	12	data	datum	NOUN
easat-4164	14	13	with	with	ADP
easat-4164	14	14	particular	particular	ADJ
easat-4164	14	15	emphasis	emphasis	NOUN
easat-4164	14	16	on	on	ADP
easat-4164	14	17	platforms	platform	NOUN
easat-4164	14	18	popular	popular	ADJ
easat-4164	14	19	in	in	ADP
easat-4164	14	20	the	the	DET
easat-4164	14	21	usa	usa	PROPN
easat-4164	14	22	.	.	PUNCT
easat-4164	14	23	by	by	ADP
easat-4164	14	24	analyzing	analyze	VERB
easat-4164	14	25	various	various	ADJ
easat-4164	14	26	social	social	ADJ
easat-4164	14	27	media	medium	NOUN
easat-4164	14	28	channels	channel	NOUN
easat-4164	14	29	,	,	PUNCT
easat-4164	14	30	the	the	DET
easat-4164	14	31	study	study	NOUN
easat-4164	14	32	aimed	aim	VERB
easat-4164	14	33	to	to	PART
easat-4164	14	34	determine	determine	VERB
easat-4164	14	35	leading	lead	VERB
easat-4164	14	36	trends	trend	NOUN
easat-4164	14	37	that	that	PRON
easat-4164	14	38	drive	drive	VERB
easat-4164	14	39	consumer	consumer	NOUN
easat-4164	14	40	perception	perception	NOUN
easat-4164	14	41	and	and	CCONJ
easat-4164	14	42	behavior	behavior	NOUN
easat-4164	14	43	in	in	ADP
easat-4164	14	44	real	real	ADJ
easat-4164	14	45	-	-	PUNCT
easat-4164	14	46	time	time	NOUN
easat-4164	14	47	.	.	PUNCT
easat-4164	15	1	the	the	DET
easat-4164	15	2	present	present	ADJ
easat-4164	15	3	research	research	NOUN
easat-4164	15	4	focused	focus	VERB
easat-4164	15	5	on	on	ADP
easat-4164	15	6	the	the	DET
easat-4164	15	7	main	main	ADJ
easat-4164	15	8	social	social	ADJ
easat-4164	15	9	media	medium	NOUN
easat-4164	15	10	platforms	platform	NOUN
easat-4164	15	11	used	use	VERB
easat-4164	15	12	in	in	ADP
easat-4164	15	13	the	the	DET
easat-4164	15	14	usa	usa	PROPN
easat-4164	15	15	:	:	PUNCT
easat-4164	15	16	x	x	X
easat-4164	15	17	-	-	NOUN
easat-4164	15	18	twitter	twitter	NOUN
easat-4164	15	19	,	,	PUNCT
easat-4164	15	20	facebook	facebook	NOUN
easat-4164	15	21	,	,	PUNCT
easat-4164	15	22	instagram	instagram	PROPN
easat-4164	15	23	,	,	PUNCT
easat-4164	15	24	and	and	CCONJ
easat-4164	15	25	tiktok	tiktok	NOUN
easat-4164	15	26	.	.	PUNCT
easat-4164	16	1	sentiment	sentiment	NOUN
easat-4164	16	2	analysis	analysis	NOUN
easat-4164	16	3	data	datum	NOUN
easat-4164	16	4	was	be	AUX
easat-4164	16	5	gathered	gather	VERB
easat-4164	16	6	using	use	VERB
easat-4164	16	7	the	the	DET
easat-4164	16	8	usage	usage	NOUN
easat-4164	16	9	of	of	ADP
easat-4164	16	10	different	different	ADJ
easat-4164	16	11	social	social	ADJ
easat-4164	16	12	media	medium	NOUN
easat-4164	16	13	platforms	platform	NOUN
easat-4164	16	14	for	for	ADP
easat-4164	16	15	their	their	PRON
easat-4164	16	16	unique	unique	ADJ
easat-4164	16	17	features	feature	NOUN
easat-4164	16	18	and	and	CCONJ
easat-4164	16	19	apis	apis	ADJ
easat-4164	16	20	.	.	PUNCT
easat-4164	17	1	x	x	X
easat-4164	17	2	-	-	NOUN
easat-4164	17	3	twitter	twitter	NOUN
easat-4164	17	4	,	,	PUNCT
easat-4164	17	5	being	be	AUX
easat-4164	17	6	the	the	DET
easat-4164	17	7	most	most	ADV
easat-4164	17	8	useful	useful	ADJ
easat-4164	17	9	social	social	ADJ
easat-4164	17	10	media	medium	NOUN
easat-4164	17	11	platform	platform	NOUN
easat-4164	17	12	for	for	ADP
easat-4164	17	13	real	real	ADJ
easat-4164	17	14	-	-	PUNCT
easat-4164	17	15	time	time	NOUN
easat-4164	17	16	microblogging	microblogging	NOUN
easat-4164	17	17	,	,	PUNCT
easat-4164	17	18	provided	provide	VERB
easat-4164	17	19	a	a	DET
easat-4164	17	20	very	very	ADV
easat-4164	17	21	strong	strong	ADJ
easat-4164	17	22	api	api	NOUN
easat-4164	17	23	for	for	SCONJ
easat-4164	17	24	the	the	DET
easat-4164	17	25	analyst	analyst	NOUN
easat-4164	17	26	to	to	PART
easat-4164	17	27	access	access	VERB
easat-4164	17	28	the	the	DET
easat-4164	17	29	tweets	tweet	NOUN
easat-4164	17	30	,	,	PUNCT
easat-4164	17	31	user	user	NOUN
easat-4164	17	32	profiles	profile	NOUN
easat-4164	17	33	,	,	PUNCT
easat-4164	17	34	and	and	CCONJ
easat-4164	17	35	engagement	engagement	NOUN
easat-4164	17	36	metrics	metric	NOUN
easat-4164	17	37	,	,	PUNCT
easat-4164	17	38	which	which	PRON
easat-4164	17	39	is	be	AUX
easat-4164	17	40	very	very	ADV
easat-4164	17	41	good	good	ADJ
easat-4164	17	42	for	for	ADP
easat-4164	17	43	gathering	gather	VERB
easat-4164	17	44	public	public	ADJ
easat-4164	17	45	sentiment	sentiment	NOUN
easat-4164	17	46	and	and	CCONJ
easat-4164	17	47	trending	trend	VERB
easat-4164	17	48	topics	topic	NOUN
easat-4164	17	49	.	.	PUNCT
easat-4164	18	1	with	with	ADP
easat-4164	18	2	the	the	DET
easat-4164	18	3	high	high	ADJ
easat-4164	18	4	volume	volume	NOUN
easat-4164	18	5	of	of	ADP
easat-4164	18	6	users	user	NOUN
easat-4164	18	7	,	,	PUNCT
easat-4164	18	8	facebook	facebook	PROPN
easat-4164	18	9	exposed	expose	VERB
easat-4164	18	10	the	the	DET
easat-4164	18	11	graph	graph	NOUN
easat-4164	18	12	api	api	NOUN
easat-4164	18	13	,	,	PUNCT
easat-4164	18	14	which	which	PRON
easat-4164	18	15	allowed	allow	VERB
easat-4164	18	16	fetching	fetch	VERB
easat-4164	18	17	user	user	NOUN
easat-4164	18	18	interactions	interaction	NOUN
easat-4164	18	19	,	,	PUNCT
easat-4164	18	20	comments	comment	NOUN
easat-4164	18	21	,	,	PUNCT
easat-4164	18	22	and	and	CCONJ
easat-4164	18	23	reactions	reaction	NOUN
easat-4164	18	24	on	on	ADP
easat-4164	18	25	public	public	ADJ
easat-4164	18	26	posts	post	NOUN
easat-4164	18	27	,	,	PUNCT
easat-4164	18	28	giving	give	VERB
easat-4164	18	29	insight	insight	NOUN
easat-4164	18	30	into	into	ADP
easat-4164	18	31	consumer	consumer	NOUN
easat-4164	18	32	opinions	opinion	NOUN
easat-4164	18	33	and	and	CCONJ
easat-4164	18	34	brand	brand	NOUN
easat-4164	18	35	perception	perception	NOUN
easat-4164	18	36	.	.	PUNCT
easat-4164	19	1	also	also	ADV
easat-4164	19	2	,	,	PUNCT
easat-4164	19	3	instagram	instagram	PROPN
easat-4164	19	4	's	's	PART
easat-4164	19	5	api	api	NOUN
easat-4164	19	6	enabled	enable	VERB
easat-4164	19	7	the	the	DET
easat-4164	19	8	collection	collection	NOUN
easat-4164	19	9	of	of	ADP
easat-4164	19	10	visual	visual	ADJ
easat-4164	19	11	content	content	NOUN
easat-4164	19	12	along	along	ADP
easat-4164	19	13	with	with	ADP
easat-4164	19	14	captions	caption	NOUN
easat-4164	19	15	and	and	CCONJ
easat-4164	19	16	engagement	engagement	NOUN
easat-4164	19	17	data	datum	NOUN
easat-4164	19	18	,	,	PUNCT
easat-4164	19	19	enriching	enrich	VERB
easat-4164	19	20	the	the	DET
easat-4164	19	21	analysis	analysis	NOUN
easat-4164	19	22	with	with	ADP
easat-4164	19	23	multimodal	multimodal	ADJ
easat-4164	19	24	sentiment	sentiment	NOUN
easat-4164	19	25	insights	insight	NOUN
easat-4164	19	26	.	.	PUNCT
easat-4164	20	1	three	three	NUM
easat-4164	20	2	machine	machine	NOUN
easat-4164	20	3	learning	learning	NOUN
easat-4164	20	4	models	model	NOUN
easat-4164	20	5	were	be	AUX
easat-4164	20	6	used	use	VERB
easat-4164	20	7	,	,	PUNCT
easat-4164	20	8	most	most	ADV
easat-4164	20	9	notably	notably	ADV
easat-4164	20	10	,	,	PUNCT
easat-4164	20	11	logistic	logistic	ADJ
easat-4164	20	12	regression	regression	NOUN
easat-4164	20	13	,	,	PUNCT
easat-4164	20	14	random	random	ADJ
easat-4164	20	15	forest	forest	NOUN
easat-4164	20	16	classifier	classifier	NOUN
easat-4164	20	17	,	,	PUNCT
easat-4164	20	18	and	and	CCONJ
easat-4164	20	19	xg	xg	NOUN
easat-4164	20	20	-	-	PUNCT
easat-4164	20	21	boost	boost	NOUN
easat-4164	20	22	.	.	PUNCT
easat-4164	21	1	strategic	strategic	ADJ
easat-4164	21	2	metrics	metric	NOUN
easat-4164	21	3	were	be	AUX
easat-4164	21	4	used	use	VERB
easat-4164	21	5	to	to	PART
easat-4164	21	6	evaluate	evaluate	VERB
easat-4164	21	7	the	the	DET
easat-4164	21	8	performance	performance	NOUN
easat-4164	21	9	of	of	ADP
easat-4164	21	10	the	the	DET
easat-4164	21	11	model	model	NOUN
easat-4164	21	12	:	:	PUNCT
easat-4164	21	13	accuracy	accuracy	NOUN
easat-4164	21	14	,	,	PUNCT
easat-4164	21	15	precision	precision	NOUN
easat-4164	21	16	,	,	PUNCT
easat-4164	21	17	recall	recall	NOUN
easat-4164	21	18	,	,	PUNCT
easat-4164	21	19	and	and	CCONJ
easat-4164	21	20	f1	f1	NOUN
easat-4164	21	21	-	-	PUNCT
easat-4164	21	22	score	score	NOUN
easat-4164	21	23	.	.	PUNCT
easat-4164	22	1	with	with	ADP
easat-4164	22	2	a	a	DET
easat-4164	22	3	perfect	perfect	ADJ
easat-4164	22	4	score	score	NOUN
easat-4164	22	5	for	for	ADP
easat-4164	22	6	the	the	DET
easat-4164	22	7	two	two	NUM
easat-4164	22	8	algorithms	algorithm	NOUN
easat-4164	22	9	,	,	PUNCT
easat-4164	22	10	xg	xg	NOUN
easat-4164	22	11	-	-	PUNCT
easat-4164	22	12	boost	boost	NOUN
easat-4164	22	13	and	and	CCONJ
easat-4164	22	14	logistic	logistic	ADJ
easat-4164	22	15	regression	regression	NOUN
easat-4164	22	16	were	be	AUX
easat-4164	22	17	perfectly	perfectly	ADV
easat-4164	22	18	able	able	ADJ
easat-4164	22	19	to	to	PART
easat-4164	22	20	classify	classify	VERB
easat-4164	22	21	on	on	ADP
easat-4164	22	22	all	all	DET
easat-4164	22	23	metrics	metric	NOUN
easat-4164	22	24	,	,	PUNCT
easat-4164	22	25	while	while	SCONJ
easat-4164	22	26	random	random	ADJ
easat-4164	22	27	forest	forest	NOUN
easat-4164	22	28	classifier	classifier	NOUN
easat-4164	22	29	had	have	VERB
easat-4164	22	30	high	high	ADJ
easat-4164	22	31	scores	score	NOUN
easat-4164	22	32	close	close	ADV
easat-4164	22	33	to	to	ADP
easat-4164	22	34	the	the	DET
easat-4164	22	35	other	other	ADJ
easat-4164	22	36	two	two	NUM
easat-4164	22	37	models	model	NOUN
easat-4164	22	38	,	,	PUNCT
easat-4164	22	39	though	though	SCONJ
easat-4164	22	40	a	a	DET
easat-4164	22	41	little	little	ADJ
easat-4164	22	42	lower	low	ADJ
easat-4164	22	43	in	in	ADP
easat-4164	22	44	some	some	DET
easat-4164	22	45	metrics	metric	NOUN
easat-4164	22	46	than	than	ADP
easat-4164	22	47	the	the	DET
easat-4164	22	48	other	other	ADJ
easat-4164	22	49	two	two	NUM
easat-4164	22	50	.	.	PUNCT
easat-4164	23	1	the	the	DET
easat-4164	23	2	results	result	NOUN
easat-4164	23	3	of	of	ADP
easat-4164	23	4	sentiment	sentiment	NOUN
easat-4164	23	5	analysis	analysis	NOUN
easat-4164	23	6	will	will	AUX
easat-4164	23	7	provide	provide	VERB
easat-4164	23	8	actionable	actionable	ADJ
easat-4164	23	9	insights	insight	NOUN
easat-4164	23	10	for	for	ADP
easat-4164	23	11	businesses	business	NOUN
easat-4164	23	12	that	that	PRON
easat-4164	23	13	want	want	VERB
easat-4164	23	14	to	to	PART
easat-4164	23	15	improve	improve	VERB
easat-4164	23	16	their	their	PRON
easat-4164	23	17	positioning	positioning	NOUN
easat-4164	23	18	in	in	ADP
easat-4164	23	19	the	the	DET
easat-4164	23	20	market	market	NOUN
easat-4164	23	21	.	.	PUNCT
easat-4164	24	1	by	by	ADP
easat-4164	24	2	interpreting	interpret	VERB
easat-4164	24	3	the	the	DET
easat-4164	24	4	data	datum	NOUN
easat-4164	24	5	on	on	ADP
easat-4164	24	6	sentiment	sentiment	NOUN
easat-4164	24	7	,	,	PUNCT
easat-4164	24	8	companies	company	NOUN
easat-4164	24	9	in	in	ADP
easat-4164	24	10	the	the	DET
easat-4164	24	11	usa	usa	PROPN
easat-4164	24	12	can	can	AUX
easat-4164	24	13	identify	identify	VERB
easat-4164	24	14	strengths	strength	NOUN
easat-4164	24	15	and	and	CCONJ
easat-4164	24	16	weaknesses	weakness	NOUN
easat-4164	24	17	in	in	ADP
easat-4164	24	18	their	their	PRON
easat-4164	24	19	offerings	offering	NOUN
easat-4164	24	20	and	and	CCONJ
easat-4164	24	21	make	make	VERB
easat-4164	24	22	targeted	targeted	ADJ
easat-4164	24	23	improvements	improvement	NOUN
easat-4164	24	24	.	.	PUNCT
easat-4164	25	1	sentiment	sentiment	NOUN
easat-4164	25	2	analysis	analysis	NOUN
easat-4164	25	3	has	have	AUX
easat-4164	25	4	proved	prove	VERB
easat-4164	25	5	a	a	DET
easat-4164	25	6	crucial	crucial	ADJ
easat-4164	25	7	tool	tool	NOUN
easat-4164	25	8	for	for	ADP
easat-4164	25	9	us	us	PROPN
easat-4164	25	10	businesses	business	NOUN
easat-4164	25	11	in	in	ADP
easat-4164	25	12	further	far	ADV
easat-4164	25	13	improving	improve	VERB
easat-4164	25	14	marketing	marketing	NOUN
easat-4164	25	15	and	and	CCONJ
easat-4164	25	16	customer	customer	NOUN
easat-4164	25	17	engagement	engagement	NOUN
easat-4164	25	18	.	.	PUNCT
easat-4164	26	1	sentiment	sentiment	NOUN
easat-4164	26	2	analysis	analysis	NOUN
easat-4164	26	3	will	will	AUX
easat-4164	26	4	help	help	VERB
easat-4164	26	5	companies	company	NOUN
easat-4164	26	6	in	in	ADP
easat-4164	26	7	the	the	DET
easat-4164	26	8	usa	usa	PROPN
easat-4164	26	9	create	create	VERB
easat-4164	26	10	a	a	DET
easat-4164	26	11	meaningful	meaningful	ADJ
easat-4164	26	12	understanding	understanding	NOUN
easat-4164	26	13	of	of	ADP
easat-4164	26	14	the	the	DET
easat-4164	26	15	perceptions	perception	NOUN
easat-4164	26	16	of	of	ADP
easat-4164	26	17	the	the	DET
easat-4164	26	18	general	general	ADJ
easat-4164	26	19	public	public	NOUN
easat-4164	26	20	about	about	ADP
easat-4164	26	21	its	its	PRON
easat-4164	26	22	products	product	NOUN
easat-4164	26	23	and	and	CCONJ
easat-4164	26	24	services	service	NOUN
easat-4164	26	25	.	.	PUNCT
easat-4164	27	1	keywords	keyword	NOUN
easat-4164	27	2	:	:	PUNCT
easat-4164	27	3	business	business	NOUN
easat-4164	27	4	insights	insight	NOUN
easat-4164	27	5	,	,	PUNCT
easat-4164	27	6	consumer	consumer	NOUN
easat-4164	27	7	behavior	behavior	NOUN
easat-4164	27	8	,	,	PUNCT
easat-4164	27	9	data	data	NOUN
easat-4164	27	10	mining	mining	NOUN
easat-4164	27	11	,	,	PUNCT
easat-4164	27	12	digital	digital	ADJ
easat-4164	27	13	age	age	NOUN
easat-4164	27	14	,	,	PUNCT
easat-4164	27	15	marketing	marketing	NOUN
easat-4164	27	16	strategies	strategy	NOUN
easat-4164	27	17	,	,	PUNCT
easat-4164	27	18	sentiment	sentiment	NOUN
easat-4164	27	19	analysis	analysis	NOUN
easat-4164	27	20	,	,	PUNCT
easat-4164	27	21	social	social	ADJ
easat-4164	27	22	media	medium	NOUN
easat-4164	27	23	.	.	PUNCT
easat-4164	28	1	https://orcid.org/0009-0008-4103-4350	https://orcid.org/0009-0008-4103-4350	PROPN
easat-4164	28	2	mailto:montasermontaser@my.unt.edu	mailto:montasermontaser@my.unt.edu	PROPN
easat-4164	28	3	https://orcid.org/0009-0006-0424-5736	https://orcid.org/0009-0006-0424-5736	PRON
easat-4164	28	4	https://orcid.org/0009-0009-8060-6339	https://orcid.org/0009-0009-8060-6339	VERB
easat-4164	28	5	https://orcid.org/0009-0000-2723-6441	https://orcid.org/0009-0000-2723-6441	NOUN
easat-4164	28	6	https://orcid.org/0009-0007-8388-8883	https://orcid.org/0009-0007-8388-8883	ADJ
easat-4164	28	7	https://orcid.org/0009-0005-8217-8615	https://orcid.org/0009-0005-8217-8615	NOUN
easat-4164	28	8	https://orcid.org/0009-0005-0379-6774	https://orcid.org/0009-0005-0379-6774	NOUN
easat-4164	28	9	516	516	NUM
easat-4164	28	10	edelweiss	edelweiss	PROPN
easat-4164	28	11	applied	apply	VERB
easat-4164	28	12	science	science	NOUN
easat-4164	28	13	and	and	CCONJ
easat-4164	28	14	technology	technology	NOUN
easat-4164	28	15	issn	issn	PROPN
easat-4164	28	16	:	:	PUNCT
easat-4164	28	17	2576	2576	NUM
easat-4164	28	18	-	-	SYM
easat-4164	28	19	8484	8484	NUM
easat-4164	28	20	vol	vol	NOUN
easat-4164	28	21	.	.	PROPN
easat-4164	29	1	9	9	NUM
easat-4164	29	2	,	,	PUNCT
easat-4164	29	3	no	no	INTJ
easat-4164	29	4	.	.	NOUN
easat-4164	29	5	1	1	NUM
easat-4164	29	6	:	:	PUNCT
easat-4164	29	7	515	515	NUM
easat-4164	29	8	-	-	SYM
easat-4164	29	9	535	535	NUM
easat-4164	29	10	,	,	PUNCT
easat-4164	29	11	2025	2025	NUM
easat-4164	29	12	doi	doi	NOUN
easat-4164	29	13	:	:	PUNCT
easat-4164	29	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	29	15	©	©	PROPN
easat-4164	29	16	2025	2025	NUM
easat-4164	29	17	by	by	ADP
easat-4164	29	18	the	the	DET
easat-4164	29	19	authors	author	NOUN
easat-4164	29	20	;	;	PUNCT
easat-4164	29	21	licensee	licensee	PROPN
easat-4164	29	22	learning	learning	NOUN
easat-4164	29	23	gate	gate	NOUN
easat-4164	29	24	1	1	NUM
easat-4164	29	25	.	.	PUNCT
easat-4164	30	1	introduction	introduction	NOUN
easat-4164	30	2	1.1	1.1	NUM
easat-4164	30	3	.	.	PUNCT
easat-4164	31	1	background	background	NOUN
easat-4164	31	2	as	as	ADP
easat-4164	31	3	per	per	ADP
easat-4164	31	4	shawon	shawon	ADJ
easat-4164	31	5	,	,	PUNCT
easat-4164	31	6	et	et	PROPN
easat-4164	31	7	al	al	PROPN
easat-4164	31	8	.	.	PUNCT
easat-4164	32	1	[	[	X
easat-4164	32	2	1	1	X
easat-4164	32	3	]	]	PUNCT
easat-4164	32	4	the	the	DET
easat-4164	32	5	digital	digital	ADJ
easat-4164	32	6	age	age	NOUN
easat-4164	32	7	has	have	AUX
easat-4164	32	8	reformed	reform	VERB
easat-4164	32	9	how	how	SCONJ
easat-4164	32	10	businesses	business	NOUN
easat-4164	32	11	in	in	ADP
easat-4164	32	12	the	the	DET
easat-4164	32	13	usa	usa	PROPN
easat-4164	32	14	reach	reach	VERB
easat-4164	32	15	out	out	ADP
easat-4164	32	16	to	to	ADP
easat-4164	32	17	their	their	PRON
easat-4164	32	18	consumers	consumer	NOUN
easat-4164	32	19	and	and	CCONJ
easat-4164	32	20	has	have	AUX
easat-4164	32	21	opened	open	VERB
easat-4164	32	22	up	up	ADP
easat-4164	32	23	more	more	ADJ
easat-4164	32	24	avenues	avenue	NOUN
easat-4164	32	25	for	for	ADP
easat-4164	32	26	understanding	understand	VERB
easat-4164	32	27	consumer	consumer	NOUN
easat-4164	32	28	sentiment	sentiment	NOUN
easat-4164	32	29	and	and	CCONJ
easat-4164	32	30	behavior	behavior	NOUN
easat-4164	32	31	.	.	PUNCT
easat-4164	33	1	social	social	ADJ
easat-4164	33	2	media	medium	NOUN
easat-4164	33	3	sites	site	NOUN
easat-4164	33	4	have	have	AUX
easat-4164	33	5	emerged	emerge	VERB
easat-4164	33	6	as	as	ADP
easat-4164	33	7	strong	strong	ADJ
easat-4164	33	8	tools	tool	NOUN
easat-4164	33	9	wherein	wherein	ADJ
easat-4164	33	10	consumers	consumer	NOUN
easat-4164	33	11	can	can	AUX
easat-4164	33	12	share	share	VERB
easat-4164	33	13	opinions	opinion	NOUN
easat-4164	33	14	,	,	PUNCT
easat-4164	33	15	and	and	CCONJ
easat-4164	33	16	experiences	experience	NOUN
easat-4164	33	17	,	,	PUNCT
easat-4164	33	18	and	and	CCONJ
easat-4164	33	19	engage	engage	VERB
easat-4164	33	20	with	with	ADP
easat-4164	33	21	brands	brand	NOUN
easat-4164	33	22	.	.	PUNCT
easat-4164	34	1	with	with	ADP
easat-4164	34	2	billions	billion	NOUN
easat-4164	34	3	of	of	ADP
easat-4164	34	4	active	active	ADJ
easat-4164	34	5	users	user	NOUN
easat-4164	34	6	worldwide	worldwide	ADV
easat-4164	34	7	,	,	PUNCT
easat-4164	34	8	social	social	ADJ
easat-4164	34	9	media	medium	NOUN
easat-4164	34	10	has	have	AUX
easat-4164	34	11	emerged	emerge	VERB
easat-4164	34	12	as	as	ADP
easat-4164	34	13	a	a	DET
easat-4164	34	14	rich	rich	ADJ
easat-4164	34	15	source	source	NOUN
easat-4164	34	16	of	of	ADP
easat-4164	34	17	consumer	consumer	NOUN
easat-4164	34	18	data	datum	NOUN
easat-4164	34	19	and	and	CCONJ
easat-4164	34	20	captures	capture	VERB
easat-4164	34	21	real	real	ADJ
easat-4164	34	22	-	-	PUNCT
easat-4164	34	23	time	time	NOUN
easat-4164	34	24	sentiment	sentiment	NOUN
easat-4164	34	25	that	that	PRON
easat-4164	34	26	was	be	AUX
easat-4164	34	27	previously	previously	ADV
easat-4164	34	28	unavailable	unavailable	ADJ
easat-4164	34	29	through	through	ADP
easat-4164	34	30	traditional	traditional	ADJ
easat-4164	34	31	approaches	approach	NOUN
easat-4164	34	32	such	such	ADJ
easat-4164	34	33	as	as	ADP
easat-4164	34	34	surveys	survey	NOUN
easat-4164	34	35	or	or	CCONJ
easat-4164	34	36	focus	focus	NOUN
easat-4164	34	37	groups	group	NOUN
easat-4164	34	38	.	.	PUNCT
easat-4164	35	1	in	in	ADP
easat-4164	35	2	the	the	DET
easat-4164	35	3	usa	usa	PROPN
easat-4164	35	4	,	,	PUNCT
easat-4164	35	5	with	with	ADP
easat-4164	35	6	one	one	NUM
easat-4164	35	7	of	of	ADP
easat-4164	35	8	the	the	DET
easat-4164	35	9	highest	high	ADJ
easat-4164	35	10	penetrations	penetration	NOUN
easat-4164	35	11	of	of	ADP
easat-4164	35	12	social	social	ADJ
easat-4164	35	13	media	medium	NOUN
easat-4164	35	14	use	use	NOUN
easat-4164	35	15	in	in	ADP
easat-4164	35	16	the	the	DET
easat-4164	35	17	world	world	NOUN
easat-4164	35	18	,	,	PUNCT
easat-4164	35	19	sites	site	NOUN
easat-4164	35	20	such	such	ADJ
easat-4164	35	21	as	as	ADP
easat-4164	35	22	twitter	twitter	NOUN
easat-4164	35	23	and	and	CCONJ
easat-4164	35	24	instagram	instagram	PROPN
easat-4164	35	25	have	have	AUX
easat-4164	35	26	become	become	VERB
easat-4164	35	27	part	part	NOUN
easat-4164	35	28	of	of	ADP
easat-4164	35	29	everyday	everyday	ADJ
easat-4164	35	30	life	life	NOUN
easat-4164	35	31	.	.	PUNCT
easat-4164	36	1	these	these	DET
easat-4164	36	2	social	social	ADJ
easat-4164	36	3	networking	network	VERB
easat-4164	36	4	sites	site	NOUN
easat-4164	36	5	produce	produce	VERB
easat-4164	36	6	enormous	enormous	ADJ
easat-4164	36	7	amounts	amount	NOUN
easat-4164	36	8	of	of	ADP
easat-4164	36	9	data	datum	NOUN
easat-4164	36	10	each	each	DET
easat-4164	36	11	second	second	ADJ
easat-4164	36	12	and	and	CCONJ
easat-4164	36	13	offer	offer	VERB
easat-4164	36	14	a	a	DET
easat-4164	36	15	business	business	NOUN
easat-4164	36	16	a	a	DET
easat-4164	36	17	distinct	distinct	ADJ
easat-4164	36	18	opportunity	opportunity	NOUN
easat-4164	36	19	to	to	PART
easat-4164	36	20	understand	understand	VERB
easat-4164	36	21	the	the	DET
easat-4164	36	22	sentiment	sentiment	NOUN
easat-4164	36	23	of	of	ADP
easat-4164	36	24	its	its	PRON
easat-4164	36	25	consumers	consumer	NOUN
easat-4164	36	26	about	about	ADP
easat-4164	36	27	any	any	DET
easat-4164	36	28	product	product	NOUN
easat-4164	36	29	,	,	PUNCT
easat-4164	36	30	service	service	NOUN
easat-4164	36	31	,	,	PUNCT
easat-4164	36	32	or	or	CCONJ
easat-4164	36	33	trend	trend	NOUN
easat-4164	36	34	.	.	PUNCT
easat-4164	37	1	by	by	ADP
easat-4164	37	2	applying	apply	VERB
easat-4164	37	3	sentiment	sentiment	NOUN
easat-4164	37	4	analysis	analysis	NOUN
easat-4164	37	5	,	,	PUNCT
easat-4164	37	6	a	a	DET
easat-4164	37	7	method	method	NOUN
easat-4164	37	8	of	of	ADP
easat-4164	37	9	computationally	computationally	ADV
easat-4164	37	10	determining	determine	VERB
easat-4164	37	11	the	the	DET
easat-4164	37	12	classification	classification	NOUN
easat-4164	37	13	of	of	ADP
easat-4164	37	14	opinions	opinion	NOUN
easat-4164	37	15	expressed	express	VERB
easat-4164	37	16	in	in	ADP
easat-4164	37	17	text	text	NOUN
easat-4164	37	18	organizations	organization	NOUN
easat-4164	37	19	can	can	AUX
easat-4164	37	20	reveal	reveal	VERB
easat-4164	37	21	subtle	subtle	ADJ
easat-4164	37	22	shades	shade	NOUN
easat-4164	37	23	of	of	ADP
easat-4164	37	24	consumer	consumer	NOUN
easat-4164	37	25	emotion	emotion	NOUN
easat-4164	37	26	,	,	PUNCT
easat-4164	37	27	preference	preference	NOUN
easat-4164	37	28	,	,	PUNCT
easat-4164	37	29	and	and	CCONJ
easat-4164	37	30	behavior	behavior	NOUN
easat-4164	37	31	that	that	PRON
easat-4164	37	32	might	might	AUX
easat-4164	37	33	otherwise	otherwise	ADV
easat-4164	37	34	remain	remain	VERB
easat-4164	37	35	hidden	hidden	ADJ
easat-4164	37	36	.	.	PUNCT
easat-4164	38	1	these	these	DET
easat-4164	38	2	analyses	analysis	NOUN
easat-4164	38	3	provide	provide	VERB
easat-4164	38	4	valuable	valuable	ADJ
easat-4164	38	5	insight	insight	NOUN
easat-4164	38	6	into	into	ADP
easat-4164	38	7	developing	develop	VERB
easat-4164	38	8	and	and	CCONJ
easat-4164	38	9	refining	refining	NOUN
easat-4164	38	10	marketing	marketing	NOUN
easat-4164	38	11	campaigns	campaign	NOUN
easat-4164	38	12	that	that	PRON
easat-4164	38	13	ensure	ensure	VERB
easat-4164	38	14	superior	superior	ADJ
easat-4164	38	15	customer	customer	NOUN
easat-4164	38	16	experience	experience	NOUN
easat-4164	38	17	and	and	CCONJ
easat-4164	38	18	give	give	VERB
easat-4164	38	19	them	they	PRON
easat-4164	38	20	a	a	DET
easat-4164	38	21	pace	pace	NOUN
easat-4164	38	22	ahead	ahead	ADV
easat-4164	38	23	of	of	ADP
easat-4164	38	24	their	their	PRON
easat-4164	38	25	competitors	competitor	NOUN
easat-4164	38	26	[	[	X
easat-4164	38	27	2	2	NUM
easat-4164	38	28	]	]	PUNCT
easat-4164	38	29	.	.	PUNCT
easat-4164	39	1	1.2	1.2	NUM
easat-4164	39	2	.	.	PUNCT
easat-4164	39	3	problem	problem	NOUN
easat-4164	39	4	statement	statement	NOUN
easat-4164	39	5	according	accord	VERB
easat-4164	39	6	to	to	ADP
easat-4164	39	7	choi	choi	NOUN
easat-4164	39	8	,	,	PUNCT
easat-4164	39	9	et	et	PROPN
easat-4164	39	10	al	al	PROPN
easat-4164	39	11	.	.	PUNCT
easat-4164	40	1	[	[	X
easat-4164	40	2	3	3	X
easat-4164	40	3	]	]	PUNCT
easat-4164	40	4	while	while	SCONJ
easat-4164	40	5	social	social	ADJ
easat-4164	40	6	media	media	NOUN
easat-4164	40	7	is	be	AUX
easat-4164	40	8	a	a	DET
easat-4164	40	9	rich	rich	ADJ
easat-4164	40	10	online	online	ADJ
easat-4164	40	11	data	datum	NOUN
easat-4164	40	12	source	source	NOUN
easat-4164	40	13	,	,	PUNCT
easat-4164	40	14	the	the	DET
easat-4164	40	15	challenge	challenge	NOUN
easat-4164	40	16	lies	lie	VERB
easat-4164	40	17	precisely	precisely	ADV
easat-4164	40	18	in	in	ADP
easat-4164	40	19	extracting	extract	VERB
easat-4164	40	20	actionable	actionable	ADJ
easat-4164	40	21	insights	insight	NOUN
easat-4164	40	22	through	through	ADP
easat-4164	40	23	the	the	DET
easat-4164	40	24	analysis	analysis	NOUN
easat-4164	40	25	of	of	ADP
easat-4164	40	26	its	its	PRON
easat-4164	40	27	ungrained	ungrained	ADJ
easat-4164	40	28	and	and	CCONJ
easat-4164	40	29	voluminous	voluminous	ADJ
easat-4164	40	30	content	content	NOUN
easat-4164	40	31	.	.	PUNCT
easat-4164	41	1	social	social	ADJ
easat-4164	41	2	listening	listening	NOUN
easat-4164	41	3	data	datum	NOUN
easat-4164	41	4	is	be	AUX
easat-4164	41	5	voluminous	voluminous	ADJ
easat-4164	41	6	,	,	PUNCT
easat-4164	41	7	and	and	CCONJ
easat-4164	41	8	fast	fast	ADV
easat-4164	41	9	,	,	PUNCT
easat-4164	41	10	featuring	feature	VERB
easat-4164	41	11	text	text	NOUN
easat-4164	41	12	,	,	PUNCT
easat-4164	41	13	images	image	NOUN
easat-4164	41	14	,	,	PUNCT
easat-4164	41	15	videos	video	NOUN
easat-4164	41	16	,	,	PUNCT
easat-4164	41	17	and	and	CCONJ
easat-4164	41	18	all	all	DET
easat-4164	41	19	types	type	NOUN
easat-4164	41	20	of	of	ADP
easat-4164	41	21	hashtags	hashtag	NOUN
easat-4164	41	22	.	.	PUNCT
easat-4164	42	1	each	each	PRON
easat-4164	42	2	of	of	ADP
easat-4164	42	3	these	these	DET
easat-4164	42	4	reasons	reason	NOUN
easat-4164	42	5	adds	add	VERB
easat-4164	42	6	depth	depth	NOUN
easat-4164	42	7	to	to	ADP
easat-4164	42	8	the	the	DET
easat-4164	42	9	challenge	challenge	NOUN
easat-4164	42	10	:	:	PUNCT
easat-4164	42	11	complicated	complicated	ADJ
easat-4164	42	12	filtering	filtering	NOUN
easat-4164	42	13	of	of	ADP
easat-4164	42	14	noise	noise	NOUN
easat-4164	42	15	,	,	PUNCT
easat-4164	42	16	handling	handle	VERB
easat-4164	42	17	sarcasm	sarcasm	NOUN
easat-4164	42	18	robustly	robustly	ADV
easat-4164	42	19	,	,	PUNCT
easat-4164	42	20	and	and	CCONJ
easat-4164	42	21	ambiguous	ambiguous	ADJ
easat-4164	42	22	sentiments	sentiment	NOUN
easat-4164	42	23	.	.	PUNCT
easat-4164	43	1	moreover	moreover	ADV
easat-4164	43	2	,	,	PUNCT
easat-4164	43	3	many	many	ADJ
easat-4164	43	4	of	of	ADP
easat-4164	43	5	the	the	DET
easat-4164	43	6	traditional	traditional	ADJ
easat-4164	43	7	analytics	analytic	NOUN
easat-4164	43	8	tools	tool	NOUN
easat-4164	43	9	can	can	AUX
easat-4164	43	10	not	not	PART
easat-4164	43	11	operate	operate	VERB
easat-4164	43	12	in	in	ADP
easat-4164	43	13	real	real	ADJ
easat-4164	43	14	time	time	NOUN
easat-4164	43	15	with	with	ADP
easat-4164	43	16	social	social	ADJ
easat-4164	43	17	media	medium	NOUN
easat-4164	43	18	conversations	conversation	NOUN
easat-4164	43	19	and	and	CCONJ
easat-4164	43	20	hence	hence	ADV
easat-4164	43	21	are	be	AUX
easat-4164	43	22	not	not	PART
easat-4164	43	23	effective	effective	ADJ
easat-4164	43	24	at	at	ADP
easat-4164	43	25	catching	catch	VERB
easat-4164	43	26	dynamic	dynamic	ADJ
easat-4164	43	27	consumer	consumer	NOUN
easat-4164	43	28	trends	trend	NOUN
easat-4164	43	29	.	.	PUNCT
easat-4164	44	1	despite	despite	SCONJ
easat-4164	44	2	the	the	DET
easat-4164	44	3	possible	possible	ADJ
easat-4164	44	4	benefits	benefit	NOUN
easat-4164	44	5	of	of	ADP
easat-4164	44	6	sentiment	sentiment	NOUN
easat-4164	44	7	analysis	analysis	NOUN
easat-4164	44	8	,	,	PUNCT
easat-4164	44	9	several	several	ADJ
easat-4164	44	10	challenges	challenge	NOUN
easat-4164	44	11	impede	impede	VERB
easat-4164	44	12	the	the	DET
easat-4164	44	13	effective	effective	ADJ
easat-4164	44	14	extraction	extraction	NOUN
easat-4164	44	15	of	of	ADP
easat-4164	44	16	meaningful	meaningful	ADJ
easat-4164	44	17	insights	insight	NOUN
easat-4164	44	18	from	from	ADP
easat-4164	44	19	social	social	ADJ
easat-4164	44	20	media	medium	NOUN
easat-4164	44	21	data	datum	NOUN
easat-4164	44	22	.	.	PUNCT
easat-4164	45	1	for	for	ADP
easat-4164	45	2	instance	instance	NOUN
easat-4164	45	3	,	,	PUNCT
easat-4164	45	4	the	the	DET
easat-4164	45	5	volume	volume	NOUN
easat-4164	45	6	of	of	ADP
easat-4164	45	7	data	datum	NOUN
easat-4164	45	8	generated	generate	VERB
easat-4164	45	9	on	on	ADP
easat-4164	45	10	these	these	DET
easat-4164	45	11	platforms	platform	NOUN
easat-4164	45	12	is	be	AUX
easat-4164	45	13	overwhelming	overwhelming	ADJ
easat-4164	45	14	;	;	PUNCT
easat-4164	45	15	several	several	ADJ
easat-4164	45	16	million	million	NUM
easat-4164	45	17	posts	post	NOUN
easat-4164	45	18	,	,	PUNCT
easat-4164	45	19	comments	comment	NOUN
easat-4164	45	20	,	,	PUNCT
easat-4164	45	21	and	and	CCONJ
easat-4164	45	22	tweets	tweet	NOUN
easat-4164	45	23	are	be	AUX
easat-4164	45	24	created	create	VERB
easat-4164	45	25	every	every	DET
easat-4164	45	26	day	day	NOUN
easat-4164	45	27	,	,	PUNCT
easat-4164	45	28	which	which	PRON
easat-4164	45	29	is	be	AUX
easat-4164	45	30	very	very	ADV
easat-4164	45	31	hard	hard	ADJ
easat-4164	45	32	for	for	SCONJ
easat-4164	45	33	businesses	business	NOUN
easat-4164	45	34	to	to	PART
easat-4164	45	35	process	process	VERB
easat-4164	45	36	and	and	CCONJ
easat-4164	45	37	analyze	analyze	VERB
easat-4164	45	38	efficiently	efficiently	ADV
easat-4164	45	39	.	.	PUNCT
easat-4164	46	1	besides	besides	SCONJ
easat-4164	46	2	,	,	PUNCT
easat-4164	46	3	the	the	DET
easat-4164	46	4	unstructured	unstructured	ADJ
easat-4164	46	5	nature	nature	NOUN
easat-4164	46	6	of	of	ADP
easat-4164	46	7	social	social	ADJ
easat-4164	46	8	media	medium	NOUN
easat-4164	46	9	data	datum	NOUN
easat-4164	46	10	contributes	contribute	VERB
easat-4164	46	11	to	to	ADP
easat-4164	46	12	more	more	ADJ
easat-4164	46	13	problems	problem	NOUN
easat-4164	46	14	.	.	PUNCT
easat-4164	47	1	the	the	DET
easat-4164	47	2	posts	post	NOUN
easat-4164	47	3	are	be	AUX
easat-4164	47	4	full	full	ADJ
easat-4164	47	5	of	of	ADP
easat-4164	47	6	slang	slang	PROPN
easat-4164	47	7	,	,	PUNCT
easat-4164	47	8	emojis	emoji	NOUN
easat-4164	47	9	,	,	PUNCT
easat-4164	47	10	abbreviations	abbreviation	NOUN
easat-4164	47	11	,	,	PUNCT
easat-4164	47	12	and	and	CCONJ
easat-4164	47	13	varied	varied	ADJ
easat-4164	47	14	contexts	context	NOUN
easat-4164	47	15	,	,	PUNCT
easat-4164	47	16	which	which	PRON
easat-4164	47	17	make	make	VERB
easat-4164	47	18	the	the	DET
easat-4164	47	19	task	task	NOUN
easat-4164	47	20	of	of	ADP
easat-4164	47	21	sentiment	sentiment	NOUN
easat-4164	47	22	analysis	analysis	NOUN
easat-4164	47	23	really	really	ADV
easat-4164	47	24	complex	complex	ADJ
easat-4164	47	25	and	and	CCONJ
easat-4164	47	26	most	most	ADV
easat-4164	47	27	often	often	ADV
easat-4164	47	28	result	result	VERB
easat-4164	47	29	in	in	ADP
easat-4164	47	30	misinterpretations	misinterpretation	NOUN
easat-4164	47	31	of	of	ADP
easat-4164	47	32	consumer	consumer	NOUN
easat-4164	47	33	sentiment	sentiment	NOUN
easat-4164	47	34	.	.	PUNCT
easat-4164	48	1	this	this	DET
easat-4164	48	2	fluidity	fluidity	NOUN
easat-4164	48	3	requires	require	VERB
easat-4164	48	4	sentiment	sentiment	NOUN
easat-4164	48	5	analysis	analysis	NOUN
easat-4164	48	6	systems	system	NOUN
easat-4164	48	7	put	put	VERB
easat-4164	48	8	in	in	ADP
easat-4164	48	9	place	place	NOUN
easat-4164	48	10	by	by	ADP
easat-4164	48	11	businesses	business	NOUN
easat-4164	48	12	if	if	SCONJ
easat-4164	48	13	they	they	PRON
easat-4164	48	14	want	want	VERB
easat-4164	48	15	to	to	PART
easat-4164	48	16	stay	stay	VERB
easat-4164	48	17	ahead	ahead	ADV
easat-4164	48	18	of	of	ADP
easat-4164	48	19	the	the	DET
easat-4164	48	20	trend	trend	NOUN
easat-4164	48	21	and	and	CCONJ
easat-4164	48	22	take	take	VERB
easat-4164	48	23	early	early	ADJ
easat-4164	48	24	measures	measure	NOUN
easat-4164	48	25	accordingly	accordingly	ADV
easat-4164	48	26	[	[	X
easat-4164	48	27	4	4	NUM
easat-4164	48	28	,	,	PUNCT
easat-4164	48	29	5	5	NUM
easat-4164	48	30	]	]	PUNCT
easat-4164	48	31	.	.	PUNCT
easat-4164	49	1	therefore	therefore	ADV
easat-4164	49	2	,	,	PUNCT
easat-4164	49	3	there	there	PRON
easat-4164	49	4	is	be	VERB
easat-4164	49	5	a	a	DET
easat-4164	49	6	dire	dire	ADJ
easat-4164	49	7	need	need	NOUN
easat-4164	49	8	for	for	SCONJ
easat-4164	49	9	businesses	business	NOUN
easat-4164	49	10	to	to	PART
easat-4164	49	11	have	have	VERB
easat-4164	49	12	an	an	DET
easat-4164	49	13	appropriate	appropriate	ADJ
easat-4164	49	14	and	and	CCONJ
easat-4164	49	15	effective	effective	ADJ
easat-4164	49	16	sentiment	sentiment	NOUN
easat-4164	49	17	analysis	analysis	NOUN
easat-4164	49	18	tool	tool	NOUN
easat-4164	49	19	or	or	CCONJ
easat-4164	49	20	methodology	methodology	NOUN
easat-4164	49	21	that	that	PRON
easat-4164	49	22	can	can	AUX
easat-4164	49	23	support	support	VERB
easat-4164	49	24	businesses	business	NOUN
easat-4164	49	25	with	with	ADP
easat-4164	49	26	their	their	PRON
easat-4164	49	27	strategies	strategy	NOUN
easat-4164	49	28	on	on	ADP
easat-4164	49	29	how	how	SCONJ
easat-4164	49	30	to	to	PART
easat-4164	49	31	utilize	utilize	VERB
easat-4164	49	32	social	social	ADJ
easat-4164	49	33	media	medium	NOUN
easat-4164	49	34	data	datum	NOUN
easat-4164	49	35	.	.	PUNCT
easat-4164	50	1	1.3	1.3	NUM
easat-4164	50	2	.	.	PUNCT
easat-4164	51	1	research	research	NOUN
easat-4164	51	2	objective	objective	NOUN
easat-4164	51	3	this	this	DET
easat-4164	51	4	research	research	NOUN
easat-4164	51	5	explores	explore	VERB
easat-4164	51	6	consumer	consumer	NOUN
easat-4164	51	7	sentiment	sentiment	NOUN
easat-4164	51	8	and	and	CCONJ
easat-4164	51	9	behavior	behavior	NOUN
easat-4164	51	10	trends	trend	NOUN
easat-4164	51	11	through	through	ADP
easat-4164	51	12	social	social	ADJ
easat-4164	51	13	media	medium	NOUN
easat-4164	51	14	data	datum	NOUN
easat-4164	51	15	with	with	ADP
easat-4164	51	16	particular	particular	ADJ
easat-4164	51	17	emphasis	emphasis	NOUN
easat-4164	51	18	on	on	ADP
easat-4164	51	19	platforms	platform	NOUN
easat-4164	51	20	popular	popular	ADJ
easat-4164	51	21	in	in	ADP
easat-4164	51	22	the	the	DET
easat-4164	51	23	usa	usa	PROPN
easat-4164	51	24	.	.	PUNCT
easat-4164	51	25	by	by	ADP
easat-4164	51	26	analyzing	analyze	VERB
easat-4164	51	27	various	various	ADJ
easat-4164	51	28	social	social	ADJ
easat-4164	51	29	media	medium	NOUN
easat-4164	51	30	channels	channel	NOUN
easat-4164	51	31	,	,	PUNCT
easat-4164	51	32	the	the	DET
easat-4164	51	33	study	study	NOUN
easat-4164	51	34	aims	aim	VERB
easat-4164	51	35	to	to	PART
easat-4164	51	36	determine	determine	VERB
easat-4164	51	37	leading	lead	VERB
easat-4164	51	38	trends	trend	NOUN
easat-4164	51	39	that	that	PRON
easat-4164	51	40	drive	drive	VERB
easat-4164	51	41	consumer	consumer	NOUN
easat-4164	51	42	perception	perception	NOUN
easat-4164	51	43	and	and	CCONJ
easat-4164	51	44	behavior	behavior	NOUN
easat-4164	51	45	in	in	ADP
easat-4164	51	46	real	real	ADJ
easat-4164	51	47	time	time	NOUN
easat-4164	51	48	.	.	PUNCT
easat-4164	52	1	understanding	understand	VERB
easat-4164	52	2	these	these	DET
easat-4164	52	3	trends	trend	NOUN
easat-4164	52	4	puts	put	VERB
easat-4164	52	5	a	a	DET
easat-4164	52	6	business	business	NOUN
easat-4164	52	7	in	in	ADP
easat-4164	52	8	a	a	DET
easat-4164	52	9	strategic	strategic	ADJ
easat-4164	52	10	position	position	NOUN
easat-4164	52	11	,	,	PUNCT
easat-4164	52	12	not	not	PART
easat-4164	52	13	only	only	ADV
easat-4164	52	14	in	in	ADP
easat-4164	52	15	their	their	PRON
easat-4164	52	16	adaptation	adaptation	NOUN
easat-4164	52	17	of	of	ADP
easat-4164	52	18	marketing	marketing	NOUN
easat-4164	52	19	strategies	strategy	NOUN
easat-4164	52	20	but	but	CCONJ
easat-4164	52	21	also	also	ADV
easat-4164	52	22	in	in	ADP
easat-4164	52	23	their	their	PRON
easat-4164	52	24	approach	approach	NOUN
easat-4164	52	25	toward	toward	ADP
easat-4164	52	26	customers	customer	NOUN
easat-4164	52	27	.	.	PUNCT
easat-4164	53	1	these	these	DET
easat-4164	53	2	analyses	analysis	NOUN
easat-4164	53	3	will	will	AUX
easat-4164	53	4	be	be	AUX
easat-4164	53	5	drawn	draw	VERB
easat-4164	53	6	out	out	ADP
easat-4164	53	7	by	by	ADP
easat-4164	53	8	the	the	DET
easat-4164	53	9	research	research	NOUN
easat-4164	53	10	through	through	ADP
easat-4164	53	11	various	various	ADJ
easat-4164	53	12	techniques	technique	NOUN
easat-4164	53	13	of	of	ADP
easat-4164	53	14	sentiment	sentiment	NOUN
easat-4164	53	15	analysis	analysis	NOUN
easat-4164	53	16	on	on	ADP
easat-4164	53	17	social	social	ADJ
easat-4164	53	18	media	medium	NOUN
easat-4164	53	19	posts	post	NOUN
easat-4164	53	20	,	,	PUNCT
easat-4164	53	21	employing	employ	VERB
easat-4164	53	22	machine	machine	NOUN
easat-4164	53	23	learning	learn	VERB
easat-4164	53	24	algorithms	algorithm	NOUN
easat-4164	53	25	and	and	CCONJ
easat-4164	53	26	natural	natural	ADJ
easat-4164	53	27	language	language	NOUN
easat-4164	53	28	processing	processing	NOUN
easat-4164	53	29	.	.	PUNCT
easat-4164	54	1	the	the	DET
easat-4164	54	2	information	information	NOUN
easat-4164	54	3	about	about	ADP
easat-4164	54	4	aggregate	aggregate	ADJ
easat-4164	54	5	sentiment	sentiment	NOUN
easat-4164	54	6	will	will	AUX
easat-4164	54	7	provide	provide	VERB
easat-4164	54	8	us	we	PRON
easat-4164	54	9	businesses	business	NOUN
easat-4164	54	10	with	with	ADP
easat-4164	54	11	the	the	DET
easat-4164	54	12	ability	ability	NOUN
easat-4164	54	13	to	to	PART
easat-4164	54	14	understand	understand	VERB
easat-4164	54	15	some	some	DET
easat-4164	54	16	key	key	ADJ
easat-4164	54	17	patterns	pattern	NOUN
easat-4164	54	18	in	in	ADP
easat-4164	54	19	consumer	consumer	NOUN
easat-4164	54	20	behavior	behavior	NOUN
easat-4164	54	21	as	as	ADP
easat-4164	54	22	a	a	DET
easat-4164	54	23	preference	preference	NOUN
easat-4164	54	24	,	,	PUNCT
easat-4164	54	25	pain	pain	NOUN
easat-4164	54	26	points	point	NOUN
easat-4164	54	27	,	,	PUNCT
easat-4164	54	28	and	and	CCONJ
easat-4164	54	29	emerging	emerge	VERB
easat-4164	54	30	trends	trend	NOUN
easat-4164	54	31	that	that	PRON
easat-4164	54	32	will	will	AUX
easat-4164	54	33	eventually	eventually	ADV
easat-4164	54	34	enable	enable	VERB
easat-4164	54	35	actionable	actionable	ADJ
easat-4164	54	36	insight	insight	NOUN
easat-4164	54	37	for	for	SCONJ
easat-4164	54	38	us	us	PROPN
easat-4164	54	39	businesses	business	NOUN
easat-4164	54	40	to	to	PART
easat-4164	54	41	enrich	enrich	VERB
easat-4164	54	42	their	their	PRON
easat-4164	54	43	marketing	marketing	NOUN
easat-4164	54	44	strategies	strategy	NOUN
easat-4164	54	45	toward	toward	ADP
easat-4164	54	46	higher	high	ADJ
easat-4164	54	47	customer	customer	NOUN
easat-4164	54	48	satisfaction	satisfaction	NOUN
easat-4164	54	49	and	and	CCONJ
easat-4164	54	50	brand	brand	NOUN
easat-4164	54	51	loyalty	loyalty	NOUN
easat-4164	54	52	.	.	PUNCT
easat-4164	55	1	517	517	NUM
easat-4164	55	2	edelweiss	edelweiss	PROPN
easat-4164	55	3	applied	apply	VERB
easat-4164	55	4	science	science	NOUN
easat-4164	55	5	and	and	CCONJ
easat-4164	55	6	technology	technology	NOUN
easat-4164	55	7	issn	issn	PROPN
easat-4164	55	8	:	:	PUNCT
easat-4164	55	9	2576	2576	NUM
easat-4164	55	10	-	-	SYM
easat-4164	55	11	8484	8484	NUM
easat-4164	55	12	vol	vol	NOUN
easat-4164	55	13	.	.	PROPN
easat-4164	56	1	9	9	NUM
easat-4164	56	2	,	,	PUNCT
easat-4164	56	3	no	no	INTJ
easat-4164	56	4	.	.	NOUN
easat-4164	56	5	1	1	NUM
easat-4164	56	6	:	:	PUNCT
easat-4164	56	7	515	515	NUM
easat-4164	56	8	-	-	SYM
easat-4164	56	9	535	535	NUM
easat-4164	56	10	,	,	PUNCT
easat-4164	56	11	2025	2025	NUM
easat-4164	56	12	doi	doi	NOUN
easat-4164	56	13	:	:	PUNCT
easat-4164	56	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	56	15	©	©	PROPN
easat-4164	56	16	2025	2025	NUM
easat-4164	56	17	by	by	ADP
easat-4164	56	18	the	the	DET
easat-4164	56	19	authors	author	NOUN
easat-4164	56	20	;	;	PUNCT
easat-4164	56	21	licensee	licensee	PROPN
easat-4164	56	22	learning	learning	NOUN
easat-4164	56	23	gate	gate	VERB
easat-4164	56	24	1.4	1.4	NUM
easat-4164	56	25	.	.	PUNCT
easat-4164	57	1	scope	scope	NOUN
easat-4164	57	2	of	of	ADP
easat-4164	57	3	the	the	DET
easat-4164	57	4	research	research	NOUN
easat-4164	57	5	the	the	DET
easat-4164	57	6	present	present	ADJ
easat-4164	57	7	research	research	NOUN
easat-4164	57	8	will	will	AUX
easat-4164	57	9	focus	focus	VERB
easat-4164	57	10	on	on	ADP
easat-4164	57	11	the	the	DET
easat-4164	57	12	main	main	ADJ
easat-4164	57	13	social	social	ADJ
easat-4164	57	14	media	medium	NOUN
easat-4164	57	15	platforms	platform	NOUN
easat-4164	57	16	used	use	VERB
easat-4164	57	17	in	in	ADP
easat-4164	57	18	the	the	DET
easat-4164	57	19	usa	usa	PROPN
easat-4164	57	20	:	:	PUNCT
easat-4164	57	21	x	x	X
easat-4164	57	22	-	-	NOUN
easat-4164	57	23	twitter	twitter	NOUN
easat-4164	57	24	,	,	PUNCT
easat-4164	57	25	facebook	facebook	NOUN
easat-4164	57	26	,	,	PUNCT
easat-4164	57	27	instagram	instagram	PROPN
easat-4164	57	28	,	,	PUNCT
easat-4164	57	29	and	and	CCONJ
easat-4164	57	30	tiktok	tiktok	NOUN
easat-4164	57	31	.	.	PUNCT
easat-4164	58	1	each	each	PRON
easat-4164	58	2	of	of	ADP
easat-4164	58	3	these	these	DET
easat-4164	58	4	sites	site	NOUN
easat-4164	58	5	has	have	VERB
easat-4164	58	6	peculiarities	peculiarity	NOUN
easat-4164	58	7	that	that	PRON
easat-4164	58	8	condition	condition	VERB
easat-4164	58	9	the	the	DET
easat-4164	58	10	expression	expression	NOUN
easat-4164	58	11	of	of	ADP
easat-4164	58	12	consumer	consumer	NOUN
easat-4164	58	13	sentiment	sentiment	NOUN
easat-4164	58	14	.	.	PUNCT
easat-4164	59	1	for	for	ADP
easat-4164	59	2	instance	instance	NOUN
easat-4164	59	3	,	,	PUNCT
easat-4164	59	4	twitter	twitter	NOUN
easat-4164	59	5	's	's	PART
easat-4164	59	6	character	character	NOUN
easat-4164	59	7	limit	limit	NOUN
easat-4164	59	8	imposes	impose	VERB
easat-4164	59	9	conciseness	conciseness	NOUN
easat-4164	59	10	,	,	PUNCT
easat-4164	59	11	while	while	SCONJ
easat-4164	59	12	instagram	instagram	PROPN
easat-4164	59	13	's	's	PART
easat-4164	59	14	demand	demand	NOUN
easat-4164	59	15	for	for	ADP
easat-4164	59	16	visual	visual	ADJ
easat-4164	59	17	content	content	NOUN
easat-4164	59	18	impacts	impact	VERB
easat-4164	59	19	the	the	DET
easat-4164	59	20	expression	expression	NOUN
easat-4164	59	21	of	of	ADP
easat-4164	59	22	sentiment	sentiment	NOUN
easat-4164	59	23	differently	differently	ADV
easat-4164	59	24	from	from	ADP
easat-4164	59	25	one	one	NUM
easat-4164	59	26	platform	platform	NOUN
easat-4164	59	27	to	to	ADP
easat-4164	59	28	another	another	PRON
easat-4164	59	29	.	.	PUNCT
easat-4164	60	1	it	it	PRON
easat-4164	60	2	will	will	AUX
easat-4164	60	3	be	be	AUX
easat-4164	60	4	an	an	DET
easat-4164	60	5	inclusive	inclusive	ADJ
easat-4164	60	6	study	study	NOUN
easat-4164	60	7	that	that	PRON
easat-4164	60	8	will	will	AUX
easat-4164	60	9	analyze	analyze	VERB
easat-4164	60	10	the	the	DET
easat-4164	60	11	sentiments	sentiment	NOUN
easat-4164	60	12	across	across	ADP
easat-4164	60	13	a	a	DET
easat-4164	60	14	wide	wide	ADJ
easat-4164	60	15	array	array	NOUN
easat-4164	60	16	of	of	ADP
easat-4164	60	17	industries	industry	NOUN
easat-4164	60	18	from	from	ADP
easat-4164	60	19	retail	retail	NOUN
easat-4164	60	20	to	to	ADP
easat-4164	60	21	technology	technology	NOUN
easat-4164	60	22	,	,	PUNCT
easat-4164	60	23	including	include	VERB
easat-4164	60	24	services	service	NOUN
easat-4164	60	25	.	.	PUNCT
easat-4164	61	1	in	in	ADP
easat-4164	61	2	focusing	focus	VERB
easat-4164	61	3	on	on	ADP
easat-4164	61	4	various	various	ADJ
easat-4164	61	5	industries	industry	NOUN
easat-4164	61	6	,	,	PUNCT
easat-4164	61	7	the	the	DET
easat-4164	61	8	study	study	NOUN
easat-4164	61	9	hopes	hope	VERB
easat-4164	61	10	to	to	PART
easat-4164	61	11	be	be	AUX
easat-4164	61	12	able	able	ADJ
easat-4164	61	13	to	to	PART
easat-4164	61	14	show	show	VERB
easat-4164	61	15	,	,	PUNCT
easat-4164	61	16	much	much	ADJ
easat-4164	61	17	like	like	ADP
easat-4164	61	18	sentiment	sentiment	NOUN
easat-4164	61	19	varies	vary	VERB
easat-4164	61	20	from	from	ADP
easat-4164	61	21	platform	platform	NOUN
easat-4164	61	22	to	to	ADP
easat-4164	61	23	platform	platform	NOUN
easat-4164	61	24	,	,	PUNCT
easat-4164	61	25	so	so	SCONJ
easat-4164	61	26	it	it	PRON
easat-4164	61	27	does	do	VERB
easat-4164	61	28	from	from	ADP
easat-4164	61	29	industry	industry	NOUN
easat-4164	61	30	to	to	ADP
easat-4164	61	31	industry	industry	NOUN
easat-4164	61	32	,	,	PUNCT
easat-4164	61	33	which	which	PRON
easat-4164	61	34	would	would	AUX
easat-4164	61	35	go	go	VERB
easat-4164	61	36	more	more	ADV
easat-4164	61	37	in	in	ADP
easat-4164	61	38	-	-	PUNCT
easat-4164	61	39	depth	depth	NOUN
easat-4164	61	40	with	with	ADP
easat-4164	61	41	the	the	DET
easat-4164	61	42	details	detail	NOUN
easat-4164	61	43	of	of	ADP
easat-4164	61	44	consumer	consumer	NOUN
easat-4164	61	45	behavior	behavior	NOUN
easat-4164	61	46	trends	trend	NOUN
easat-4164	61	47	.	.	PUNCT
easat-4164	62	1	moreover	moreover	ADV
easat-4164	62	2	,	,	PUNCT
easat-4164	62	3	the	the	DET
easat-4164	62	4	research	research	NOUN
easat-4164	62	5	will	will	AUX
easat-4164	62	6	study	study	VERB
easat-4164	62	7	the	the	DET
easat-4164	62	8	temporal	temporal	ADJ
easat-4164	62	9	dimension	dimension	NOUN
easat-4164	62	10	of	of	ADP
easat-4164	62	11	sentiment	sentiment	NOUN
easat-4164	62	12	,	,	PUNCT
easat-4164	62	13	determining	determine	VERB
easat-4164	62	14	how	how	SCONJ
easat-4164	62	15	consumer	consumer	NOUN
easat-4164	62	16	opinions	opinion	NOUN
easat-4164	62	17	change	change	VERB
easat-4164	62	18	over	over	ADP
easat-4164	62	19	time	time	NOUN
easat-4164	62	20	about	about	ADP
easat-4164	62	21	marketing	marketing	NOUN
easat-4164	62	22	campaigns	campaign	NOUN
easat-4164	62	23	,	,	PUNCT
easat-4164	62	24	social	social	ADJ
easat-4164	62	25	events	event	NOUN
easat-4164	62	26	,	,	PUNCT
easat-4164	62	27	and	and	CCONJ
easat-4164	62	28	brand	brand	NOUN
easat-4164	62	29	interactions	interaction	NOUN
easat-4164	62	30	.	.	PUNCT
easat-4164	63	1	this	this	DET
easat-4164	63	2	multi	multi	ADJ
easat-4164	63	3	-	-	ADJ
easat-4164	63	4	faceted	faceted	ADJ
easat-4164	63	5	approach	approach	NOUN
easat-4164	63	6	will	will	AUX
easat-4164	63	7	ensure	ensure	VERB
easat-4164	63	8	that	that	SCONJ
easat-4164	63	9	the	the	DET
easat-4164	63	10	analysis	analysis	NOUN
easat-4164	63	11	is	be	AUX
easat-4164	63	12	robust	robust	ADJ
easat-4164	63	13	,	,	PUNCT
easat-4164	63	14	yielding	yield	VERB
easat-4164	63	15	insights	insight	NOUN
easat-4164	63	16	both	both	CCONJ
easat-4164	63	17	relevant	relevant	ADJ
easat-4164	63	18	and	and	CCONJ
easat-4164	63	19	actionable	actionable	ADJ
easat-4164	63	20	for	for	ADP
easat-4164	63	21	businesses	business	NOUN
easat-4164	63	22	operating	operate	VERB
easat-4164	63	23	in	in	ADP
easat-4164	63	24	the	the	DET
easat-4164	63	25	dynamic	dynamic	ADJ
easat-4164	63	26	landscape	landscape	NOUN
easat-4164	63	27	of	of	ADP
easat-4164	63	28	social	social	ADJ
easat-4164	63	29	media	medium	NOUN
easat-4164	63	30	.	.	PUNCT
easat-4164	64	1	2	2	X
easat-4164	64	2	.	.	X
easat-4164	64	3	literature	literature	NOUN
easat-4164	64	4	review	review	VERB
easat-4164	64	5	2.1	2.1	NUM
easat-4164	64	6	.	.	PUNCT
easat-4164	65	1	sentiment	sentiment	NOUN
easat-4164	65	2	analysis	analysis	NOUN
easat-4164	65	3	in	in	ADP
easat-4164	65	4	business	business	NOUN
easat-4164	65	5	sentiment	sentiment	NOUN
easat-4164	65	6	analysis	analysis	NOUN
easat-4164	65	7	,	,	PUNCT
easat-4164	65	8	in	in	ADP
easat-4164	65	9	this	this	DET
easat-4164	65	10	regard	regard	NOUN
easat-4164	65	11	,	,	PUNCT
easat-4164	65	12	has	have	AUX
easat-4164	65	13	been	be	AUX
easat-4164	65	14	a	a	DET
easat-4164	65	15	key	key	ADJ
easat-4164	65	16	differentiator	differentiator	NOUN
easat-4164	65	17	for	for	ADP
easat-4164	65	18	any	any	DET
easat-4164	65	19	business	business	NOUN
easat-4164	65	20	in	in	ADP
easat-4164	65	21	an	an	DET
easat-4164	65	22	attempt	attempt	NOUN
easat-4164	65	23	to	to	PART
easat-4164	65	24	understand	understand	VERB
easat-4164	65	25	consumer	consumer	NOUN
easat-4164	65	26	attitudes	attitude	NOUN
easat-4164	65	27	and	and	CCONJ
easat-4164	65	28	trends	trend	NOUN
easat-4164	65	29	in	in	ADP
easat-4164	65	30	the	the	DET
easat-4164	65	31	ever	ever	ADV
easat-4164	65	32	-	-	PUNCT
easat-4164	65	33	growing	grow	VERB
easat-4164	65	34	competitive	competitive	ADJ
easat-4164	65	35	market	market	NOUN
easat-4164	65	36	.	.	PUNCT
easat-4164	66	1	it	it	PRON
easat-4164	66	2	is	be	AUX
easat-4164	66	3	a	a	DET
easat-4164	66	4	computational	computational	ADJ
easat-4164	66	5	treatment	treatment	NOUN
easat-4164	66	6	of	of	ADP
easat-4164	66	7	opinions	opinion	NOUN
easat-4164	66	8	,	,	PUNCT
easat-4164	66	9	sentiments	sentiment	NOUN
easat-4164	66	10	,	,	PUNCT
easat-4164	66	11	and	and	CCONJ
easat-4164	66	12	emotions	emotion	NOUN
easat-4164	66	13	expressed	express	VERB
easat-4164	66	14	in	in	ADP
easat-4164	66	15	texts	text	NOUN
easat-4164	66	16	;	;	PUNCT
easat-4164	66	17	it	it	PRON
easat-4164	66	18	hence	hence	ADV
easat-4164	66	19	involves	involve	VERB
easat-4164	66	20	using	use	VERB
easat-4164	66	21	nlp	nlp	NOUN
easat-4164	66	22	and	and	CCONJ
easat-4164	66	23	ml	ml	VERB
easat-4164	66	24	techniques	technique	NOUN
easat-4164	66	25	to	to	PART
easat-4164	66	26	categorize	categorize	VERB
easat-4164	66	27	and	and	CCONJ
easat-4164	66	28	quantify	quantify	VERB
easat-4164	66	29	the	the	DET
easat-4164	66	30	sentiment	sentiment	NOUN
easat-4164	66	31	from	from	ADP
easat-4164	66	32	various	various	ADJ
easat-4164	66	33	data	datum	NOUN
easat-4164	66	34	,	,	PUNCT
easat-4164	66	35	especially	especially	ADV
easat-4164	66	36	unstructured	unstructured	ADJ
easat-4164	66	37	data	datum	NOUN
easat-4164	66	38	stemming	stem	VERB
easat-4164	66	39	from	from	ADP
easat-4164	66	40	social	social	ADJ
easat-4164	66	41	media	medium	NOUN
easat-4164	66	42	[	[	X
easat-4164	66	43	6	6	NUM
easat-4164	66	44	]	]	PUNCT
easat-4164	66	45	.	.	PUNCT
easat-4164	67	1	in	in	ADP
easat-4164	67	2	the	the	DET
easat-4164	67	3	business	business	NOUN
easat-4164	67	4	context	context	NOUN
easat-4164	67	5	,	,	PUNCT
easat-4164	67	6	sentiment	sentiment	NOUN
easat-4164	67	7	analysis	analysis	NOUN
easat-4164	67	8	serves	serve	VERB
easat-4164	67	9	multiple	multiple	ADJ
easat-4164	67	10	applications	application	NOUN
easat-4164	67	11	,	,	PUNCT
easat-4164	67	12	including	include	VERB
easat-4164	67	13	brand	brand	NOUN
easat-4164	67	14	monitoring	monitoring	NOUN
easat-4164	67	15	,	,	PUNCT
easat-4164	67	16	customer	customer	NOUN
easat-4164	67	17	feedback	feedback	NOUN
easat-4164	67	18	analysis	analysis	NOUN
easat-4164	67	19	,	,	PUNCT
easat-4164	67	20	market	market	NOUN
easat-4164	67	21	research	research	NOUN
easat-4164	67	22	,	,	PUNCT
easat-4164	67	23	and	and	CCONJ
easat-4164	67	24	competitive	competitive	ADJ
easat-4164	67	25	analysis	analysis	NOUN
easat-4164	67	26	.	.	PUNCT
easat-4164	68	1	companies	company	NOUN
easat-4164	68	2	utilize	utilize	VERB
easat-4164	68	3	this	this	DET
easat-4164	68	4	information	information	NOUN
easat-4164	68	5	to	to	PART
easat-4164	68	6	gauge	gauge	VERB
easat-4164	68	7	public	public	ADJ
easat-4164	68	8	perception	perception	NOUN
easat-4164	68	9	of	of	ADP
easat-4164	68	10	their	their	PRON
easat-4164	68	11	products	product	NOUN
easat-4164	68	12	and	and	CCONJ
easat-4164	68	13	services	service	NOUN
easat-4164	68	14	,	,	PUNCT
easat-4164	68	15	allowing	allow	VERB
easat-4164	68	16	them	they	PRON
easat-4164	68	17	to	to	PART
easat-4164	68	18	make	make	VERB
easat-4164	68	19	informed	informed	ADJ
easat-4164	68	20	decisions	decision	NOUN
easat-4164	68	21	that	that	PRON
easat-4164	68	22	align	align	VERB
easat-4164	68	23	with	with	ADP
easat-4164	68	24	consumer	consumer	NOUN
easat-4164	68	25	expectations	expectation	NOUN
easat-4164	68	26	[	[	X
easat-4164	68	27	7	7	NUM
easat-4164	68	28	]	]	PUNCT
easat-4164	68	29	.	.	PUNCT
easat-4164	69	1	according	accord	VERB
easat-4164	69	2	to	to	ADP
easat-4164	69	3	rahman	rahman	PROPN
easat-4164	69	4	,	,	PUNCT
easat-4164	69	5	et	et	PROPN
easat-4164	69	6	al	al	PROPN
easat-4164	69	7	.	.	PUNCT
easat-4164	70	1	[	[	X
easat-4164	70	2	8	8	NUM
easat-4164	70	3	]	]	X
easat-4164	70	4	the	the	DET
easat-4164	70	5	role	role	NOUN
easat-4164	70	6	and	and	CCONJ
easat-4164	70	7	importance	importance	NOUN
easat-4164	70	8	of	of	ADP
easat-4164	70	9	sentiment	sentiment	NOUN
easat-4164	70	10	analysis	analysis	NOUN
easat-4164	70	11	in	in	ADP
easat-4164	70	12	business	business	NOUN
easat-4164	70	13	can	can	AUX
easat-4164	70	14	not	not	PART
easat-4164	70	15	be	be	AUX
easat-4164	70	16	underestimated	underestimate	VERB
easat-4164	70	17	.	.	PUNCT
easat-4164	71	1	as	as	SCONJ
easat-4164	71	2	consumers	consumer	NOUN
easat-4164	71	3	increasingly	increasingly	ADV
easat-4164	71	4	turn	turn	VERB
easat-4164	71	5	to	to	ADP
easat-4164	71	6	social	social	ADJ
easat-4164	71	7	media	medium	NOUN
easat-4164	71	8	to	to	PART
easat-4164	71	9	state	state	VERB
easat-4164	71	10	their	their	PRON
easat-4164	71	11	opinions	opinion	NOUN
easat-4164	71	12	,	,	PUNCT
easat-4164	71	13	companies	company	NOUN
easat-4164	71	14	not	not	PART
easat-4164	71	15	paying	pay	VERB
easat-4164	71	16	attention	attention	NOUN
easat-4164	71	17	to	to	ADP
easat-4164	71	18	this	this	DET
easat-4164	71	19	data	datum	NOUN
easat-4164	71	20	will	will	AUX
easat-4164	71	21	forfeit	forfeit	VERB
easat-4164	71	22	important	important	ADJ
easat-4164	71	23	insights	insight	NOUN
easat-4164	71	24	that	that	PRON
easat-4164	71	25	may	may	AUX
easat-4164	71	26	inform	inform	VERB
easat-4164	71	27	their	their	PRON
easat-4164	71	28	strategy	strategy	NOUN
easat-4164	71	29	.	.	PUNCT
easat-4164	72	1	for	for	ADP
easat-4164	72	2	example	example	NOUN
easat-4164	72	3	,	,	PUNCT
easat-4164	72	4	brands	brand	NOUN
easat-4164	72	5	can	can	AUX
easat-4164	72	6	monitor	monitor	VERB
easat-4164	72	7	the	the	DET
easat-4164	72	8	ebb	ebb	NOUN
easat-4164	72	9	and	and	CCONJ
easat-4164	72	10	flow	flow	NOUN
easat-4164	72	11	of	of	ADP
easat-4164	72	12	sentiment	sentiment	NOUN
easat-4164	72	13	over	over	ADP
easat-4164	72	14	time	time	NOUN
easat-4164	72	15	to	to	PART
easat-4164	72	16	watch	watch	VERB
easat-4164	72	17	for	for	ADP
easat-4164	72	18	shifts	shift	NOUN
easat-4164	72	19	in	in	ADP
easat-4164	72	20	consumer	consumer	NOUN
easat-4164	72	21	mood	mood	NOUN
easat-4164	72	22	,	,	PUNCT
easat-4164	72	23	helping	help	VERB
easat-4164	72	24	them	they	PRON
easat-4164	72	25	get	get	VERB
easat-4164	72	26	ahead	ahead	ADV
easat-4164	72	27	of	of	ADP
easat-4164	72	28	a	a	DET
easat-4164	72	29	developing	develop	VERB
easat-4164	72	30	crisis	crisis	NOUN
easat-4164	72	31	or	or	CCONJ
easat-4164	72	32	capitalize	capitalize	VERB
easat-4164	72	33	on	on	ADP
easat-4164	72	34	positive	positive	ADJ
easat-4164	72	35	trends	trend	NOUN
easat-4164	72	36	.	.	PUNCT
easat-4164	73	1	companies	company	NOUN
easat-4164	73	2	like	like	ADP
easat-4164	73	3	amazon	amazon	NOUN
easat-4164	73	4	and	and	CCONJ
easat-4164	73	5	starbucks	starbuck	NOUN
easat-4164	73	6	have	have	AUX
easat-4164	73	7	done	do	VERB
easat-4164	73	8	that	that	SCONJ
easat-4164	73	9	already	already	ADV
easat-4164	73	10	,	,	PUNCT
easat-4164	73	11	using	use	VERB
easat-4164	73	12	the	the	DET
easat-4164	73	13	process	process	NOUN
easat-4164	73	14	to	to	PART
easat-4164	73	15	drive	drive	VERB
easat-4164	73	16	marketing	marketing	NOUN
easat-4164	73	17	strategy	strategy	NOUN
easat-4164	73	18	toward	toward	ADP
easat-4164	73	19	better	well	ADJ
easat-4164	73	20	customer	customer	NOUN
easat-4164	73	21	engagement	engagement	NOUN
easat-4164	73	22	and	and	CCONJ
easat-4164	73	23	higher	high	ADJ
easat-4164	73	24	levels	level	NOUN
easat-4164	73	25	of	of	ADP
easat-4164	73	26	service	service	NOUN
easat-4164	73	27	delivery	delivery	NOUN
easat-4164	73	28	.	.	PUNCT
easat-4164	74	1	through	through	ADP
easat-4164	74	2	this	this	DET
easat-4164	74	3	systemic	systemic	ADJ
easat-4164	74	4	analysis	analysis	NOUN
easat-4164	74	5	of	of	ADP
easat-4164	74	6	consumer	consumer	NOUN
easat-4164	74	7	sentiment	sentiment	NOUN
easat-4164	74	8	,	,	PUNCT
easat-4164	74	9	businesses	business	NOUN
easat-4164	74	10	can	can	AUX
easat-4164	74	11	enhance	enhance	VERB
easat-4164	74	12	their	their	PRON
easat-4164	74	13	brand	brand	NOUN
easat-4164	74	14	reputation	reputation	NOUN
easat-4164	74	15	,	,	PUNCT
easat-4164	74	16	foster	foster	ADJ
easat-4164	74	17	loyalty	loyalty	NOUN
easat-4164	74	18	among	among	ADP
easat-4164	74	19	customers	customer	NOUN
easat-4164	74	20	,	,	PUNCT
easat-4164	74	21	and	and	CCONJ
easat-4164	74	22	,	,	PUNCT
easat-4164	74	23	at	at	ADP
easat-4164	74	24	the	the	DET
easat-4164	74	25	same	same	ADJ
easat-4164	74	26	time	time	NOUN
easat-4164	74	27	,	,	PUNCT
easat-4164	74	28	sales	sale	NOUN
easat-4164	74	29	[	[	X
easat-4164	74	30	9	9	NUM
easat-4164	74	31	,	,	PUNCT
easat-4164	74	32	10	10	NUM
easat-4164	74	33	]	]	PUNCT
easat-4164	74	34	.	.	PUNCT
easat-4164	75	1	2.2	2.2	NUM
easat-4164	75	2	.	.	PUNCT
easat-4164	75	3	techniques	technique	NOUN
easat-4164	75	4	in	in	ADP
easat-4164	75	5	sentiment	sentiment	NOUN
easat-4164	75	6	analysis	analysis	NOUN
easat-4164	75	7	sumsuzoha	sumsuzoha	ADJ
easat-4164	75	8	,	,	PUNCT
easat-4164	75	9	et	et	PROPN
easat-4164	75	10	al	al	PROPN
easat-4164	75	11	.	.	PUNCT
easat-4164	76	1	[	[	X
easat-4164	76	2	11	11	NUM
easat-4164	76	3	]	]	PUNCT
easat-4164	76	4	reported	report	VERB
easat-4164	76	5	that	that	SCONJ
easat-4164	76	6	several	several	ADJ
easat-4164	76	7	techniques	technique	NOUN
easat-4164	76	8	have	have	AUX
easat-4164	76	9	been	be	AUX
easat-4164	76	10	developed	develop	VERB
easat-4164	76	11	to	to	PART
easat-4164	76	12	effectively	effectively	ADV
easat-4164	76	13	realize	realize	VERB
easat-4164	76	14	sentiment	sentiment	NOUN
easat-4164	76	15	analysis	analysis	NOUN
easat-4164	76	16	,	,	PUNCT
easat-4164	76	17	with	with	ADP
easat-4164	76	18	machine	machine	NOUN
easat-4164	76	19	learning	learning	NOUN
easat-4164	76	20	and	and	CCONJ
easat-4164	76	21	natural	natural	ADJ
easat-4164	76	22	language	language	NOUN
easat-4164	76	23	processing	process	VERB
easat-4164	76	24	the	the	DET
easat-4164	76	25	most	most	ADV
easat-4164	76	26	prominent	prominent	ADJ
easat-4164	76	27	.	.	PUNCT
easat-4164	77	1	traditional	traditional	ADJ
easat-4164	77	2	methods	method	NOUN
easat-4164	77	3	of	of	ADP
easat-4164	77	4	sentiment	sentiment	NOUN
easat-4164	77	5	analysis	analysis	NOUN
easat-4164	77	6	have	have	AUX
easat-4164	77	7	always	always	ADV
easat-4164	77	8	relied	rely	VERB
easat-4164	77	9	on	on	ADP
easat-4164	77	10	rule	rule	NOUN
easat-4164	77	11	-	-	PUNCT
easat-4164	77	12	based	base	VERB
easat-4164	77	13	approaches	approach	NOUN
easat-4164	77	14	and	and	CCONJ
easat-4164	77	15	keyword	keyword	NOUN
easat-4164	77	16	matches	match	NOUN
easat-4164	77	17	,	,	PUNCT
easat-4164	77	18	which	which	PRON
easat-4164	77	19	,	,	PUNCT
easat-4164	77	20	although	although	SCONJ
easat-4164	77	21	very	very	ADV
easat-4164	77	22	useful	useful	ADJ
easat-4164	77	23	,	,	PUNCT
easat-4164	77	24	have	have	VERB
easat-4164	77	25	little	little	ADJ
easat-4164	77	26	flexibility	flexibility	NOUN
easat-4164	77	27	to	to	PART
easat-4164	77	28	fit	fit	VERB
easat-4164	77	29	the	the	DET
easat-4164	77	30	innate	innate	ADJ
easat-4164	77	31	complexities	complexity	NOUN
easat-4164	77	32	of	of	ADP
easat-4164	77	33	human	human	ADJ
easat-4164	77	34	languages	language	NOUN
easat-4164	77	35	.	.	PUNCT
easat-4164	78	1	contrasting	contrast	VERB
easat-4164	78	2	to	to	ADP
easat-4164	78	3	these	these	PRON
easat-4164	78	4	,	,	PUNCT
easat-4164	78	5	machine	machine	NOUN
easat-4164	78	6	learning	learning	NOUN
easat-4164	78	7	algorithms	algorithm	NOUN
easat-4164	78	8	enabled	enable	VERB
easat-4164	78	9	the	the	DET
easat-4164	78	10	models	model	NOUN
easat-4164	78	11	to	to	PART
easat-4164	78	12	learn	learn	VERB
easat-4164	78	13	from	from	ADP
easat-4164	78	14	the	the	DET
easat-4164	78	15	data	datum	NOUN
easat-4164	78	16	and	and	CCONJ
easat-4164	78	17	improve	improve	VERB
easat-4164	78	18	with	with	ADP
easat-4164	78	19	time	time	NOUN
easat-4164	78	20	.	.	PUNCT
easat-4164	79	1	the	the	DET
easat-4164	79	2	general	general	ADJ
easat-4164	79	3	machine	machine	NOUN
easat-4164	79	4	learning	learn	VERB
easat-4164	79	5	algorithms	algorithm	NOUN
easat-4164	79	6	include	include	VERB
easat-4164	79	7	logistic	logistic	ADJ
easat-4164	79	8	regression	regression	NOUN
easat-4164	79	9	,	,	PUNCT
easat-4164	79	10	support	support	VERB
easat-4164	79	11	vector	vector	NOUN
easat-4164	79	12	machines	machine	NOUN
easat-4164	79	13	,	,	PUNCT
easat-4164	79	14	more	more	ADV
easat-4164	79	15	advanced	advanced	ADJ
easat-4164	79	16	techniques	technique	NOUN
easat-4164	79	17	,	,	PUNCT
easat-4164	79	18	ensemble	ensemble	ADJ
easat-4164	79	19	methods	method	NOUN
easat-4164	79	20	,	,	PUNCT
easat-4164	79	21	and	and	CCONJ
easat-4164	79	22	deep	deep	ADJ
easat-4164	79	23	learning	learning	NOUN
easat-4164	79	24	.	.	PUNCT
easat-4164	80	1	moreover	moreover	ADV
easat-4164	80	2	,	,	PUNCT
easat-4164	80	3	natural	natural	ADJ
easat-4164	80	4	language	language	NOUN
easat-4164	80	5	processing	processing	NOUN
easat-4164	80	6	makes	make	VERB
easat-4164	80	7	several	several	ADJ
easat-4164	80	8	very	very	ADV
easat-4164	80	9	important	important	ADJ
easat-4164	80	10	contributions	contribution	NOUN
easat-4164	80	11	to	to	PART
easat-4164	80	12	sentiment	sentiment	VERB
easat-4164	80	13	analysis	analysis	NOUN
easat-4164	80	14	since	since	SCONJ
easat-4164	80	15	the	the	DET
easat-4164	80	16	former	former	NOUN
easat-4164	80	17	provides	provide	VERB
easat-4164	80	18	the	the	DET
easat-4164	80	19	latter	latter	ADJ
easat-4164	80	20	with	with	ADP
easat-4164	80	21	all	all	DET
easat-4164	80	22	the	the	DET
easat-4164	80	23	tools	tool	NOUN
easat-4164	80	24	necessary	necessary	ADJ
easat-4164	80	25	to	to	ADP
easat-4164	80	26	preprocess	preprocess	NOUN
easat-4164	80	27	and	and	CCONJ
easat-4164	80	28	analyze	analyze	VERB
easat-4164	80	29	textual	textual	ADJ
easat-4164	80	30	data	datum	NOUN
easat-4164	80	31	.	.	PUNCT
easat-4164	81	1	nlp	nlp	NOUN
easat-4164	81	2	techniques	technique	NOUN
easat-4164	81	3	include	include	VERB
easat-4164	81	4	tokenization	tokenization	NOUN
easat-4164	81	5	,	,	PUNCT
easat-4164	81	6	stemming	stemming	NOUN
easat-4164	81	7	,	,	PUNCT
easat-4164	81	8	and	and	CCONJ
easat-4164	81	9	lemmatization	lemmatization	NOUN
easat-4164	81	10	,	,	PUNCT
easat-4164	81	11	which	which	PRON
easat-4164	81	12	assist	assist	VERB
easat-4164	81	13	in	in	ADP
easat-4164	81	14	breaking	break	VERB
easat-4164	81	15	down	down	ADP
easat-4164	81	16	the	the	DET
easat-4164	81	17	text	text	NOUN
easat-4164	81	18	into	into	ADP
easat-4164	81	19	manageable	manageable	ADJ
easat-4164	81	20	units	unit	NOUN
easat-4164	81	21	,	,	PUNCT
easat-4164	81	22	whereas	whereas	SCONJ
easat-4164	81	23	sentiment	sentiment	NOUN
easat-4164	81	24	lexicons	lexicon	NOUN
easat-4164	81	25	provide	provide	VERB
easat-4164	81	26	the	the	DET
easat-4164	81	27	backbone	backbone	NOUN
easat-4164	81	28	for	for	ADP
easat-4164	81	29	understanding	understand	VERB
easat-4164	81	30	the	the	DET
easat-4164	81	31	emotive	emotive	ADJ
easat-4164	81	32	content	content	NOUN
easat-4164	81	33	of	of	ADP
easat-4164	81	34	words	word	NOUN
easat-4164	81	35	[	[	X
easat-4164	81	36	12	12	NUM
easat-4164	81	37	]	]	PUNCT
easat-4164	81	38	.	.	PUNCT
easat-4164	82	1	in	in	ADP
easat-4164	82	2	recent	recent	ADJ
easat-4164	82	3	times	time	NOUN
easat-4164	82	4	,	,	PUNCT
easat-4164	82	5	deep	deep	ADJ
easat-4164	82	6	learning	learning	NOUN
easat-4164	82	7	approaches	approach	NOUN
easat-4164	82	8	,	,	PUNCT
easat-4164	82	9	especially	especially	ADV
easat-4164	82	10	rnns	rnn	NOUN
easat-4164	82	11	and	and	CCONJ
easat-4164	82	12	transformers	transformer	NOUN
easat-4164	82	13	,	,	PUNCT
easat-4164	82	14	are	be	AUX
easat-4164	82	15	in	in	ADP
easat-4164	82	16	vogue	vogue	NOUN
easat-4164	82	17	because	because	SCONJ
easat-4164	82	18	these	these	PRON
easat-4164	82	19	can	can	AUX
easat-4164	82	20	capture	capture	VERB
easat-4164	82	21	context	context	NOUN
easat-4164	82	22	and	and	CCONJ
easat-4164	82	23	meaning	meaning	NOUN
easat-4164	82	24	in	in	ADP
easat-4164	82	25	text	text	NOUN
easat-4164	82	26	.	.	PUNCT
easat-4164	83	1	chaudhary	chaudhary	PROPN
easat-4164	83	2	,	,	PUNCT
easat-4164	83	3	et	et	PROPN
easat-4164	83	4	al	al	PROPN
easat-4164	83	5	.	.	PUNCT
easat-4164	84	1	[	[	X
easat-4164	84	2	13	13	NUM
easat-4164	84	3	]	]	PUNCT
easat-4164	84	4	stated	state	VERB
easat-4164	84	5	that	that	SCONJ
easat-4164	84	6	the	the	DET
easat-4164	84	7	models	model	NOUN
easat-4164	84	8	,	,	PUNCT
easat-4164	84	9	such	such	ADJ
easat-4164	84	10	as	as	ADP
easat-4164	84	11	bert	bert	PROPN
easat-4164	84	12	,	,	PUNCT
easat-4164	84	13	which	which	PRON
easat-4164	84	14	stands	stand	VERB
easat-4164	84	15	for	for	ADP
easat-4164	84	16	bidirectional	bidirectional	ADJ
easat-4164	84	17	encoder	encoder	NOUN
easat-4164	84	18	representations	representation	VERB
easat-4164	84	19	from	from	ADP
easat-4164	84	20	transformers	transformer	NOUN
easat-4164	84	21	,	,	PUNCT
easat-4164	84	22	performed	perform	VERB
easat-4164	84	23	very	very	ADV
easat-4164	84	24	well	well	ADV
easat-4164	84	25	in	in	ADP
easat-4164	84	26	classifying	classify	VERB
easat-4164	84	27	sentiments	sentiment	NOUN
easat-4164	84	28	,	,	PUNCT
easat-4164	84	29	as	as	SCONJ
easat-4164	84	30	they	they	PRON
easat-4164	84	31	518	518	NUM
easat-4164	84	32	edelweiss	edelweiss	PROPN
easat-4164	84	33	applied	apply	VERB
easat-4164	84	34	science	science	NOUN
easat-4164	84	35	and	and	CCONJ
easat-4164	84	36	technology	technology	NOUN
easat-4164	84	37	issn	issn	PROPN
easat-4164	84	38	:	:	PUNCT
easat-4164	84	39	2576	2576	NUM
easat-4164	84	40	-	-	SYM
easat-4164	84	41	8484	8484	NUM
easat-4164	84	42	vol	vol	NOUN
easat-4164	84	43	.	.	PROPN
easat-4164	85	1	9	9	NUM
easat-4164	85	2	,	,	PUNCT
easat-4164	85	3	no	no	INTJ
easat-4164	85	4	.	.	NOUN
easat-4164	85	5	1	1	NUM
easat-4164	85	6	:	:	PUNCT
easat-4164	85	7	515	515	NUM
easat-4164	85	8	-	-	SYM
easat-4164	85	9	535	535	NUM
easat-4164	85	10	,	,	PUNCT
easat-4164	85	11	2025	2025	NUM
easat-4164	85	12	doi	doi	NOUN
easat-4164	85	13	:	:	PUNCT
easat-4164	85	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	85	15	©	©	PROPN
easat-4164	85	16	2025	2025	NUM
easat-4164	85	17	by	by	ADP
easat-4164	85	18	the	the	DET
easat-4164	85	19	authors	author	NOUN
easat-4164	85	20	;	;	PUNCT
easat-4164	85	21	licensee	licensee	PROPN
easat-4164	85	22	learning	learn	VERB
easat-4164	85	23	gate	gate	NOUN
easat-4164	85	24	consider	consider	VERB
easat-4164	85	25	the	the	DET
easat-4164	85	26	relationship	relationship	NOUN
easat-4164	85	27	between	between	ADP
easat-4164	85	28	words	word	NOUN
easat-4164	85	29	in	in	ADP
easat-4164	85	30	a	a	DET
easat-4164	85	31	sentence	sentence	NOUN
easat-4164	85	32	,	,	PUNCT
easat-4164	85	33	thereby	thereby	ADV
easat-4164	85	34	allowing	allow	VERB
easat-4164	85	35	deep	deep	ADJ
easat-4164	85	36	insights	insight	NOUN
easat-4164	85	37	into	into	ADP
easat-4164	85	38	consumer	consumer	NOUN
easat-4164	85	39	sentiment	sentiment	NOUN
easat-4164	85	40	.	.	PUNCT
easat-4164	86	1	despite	despite	SCONJ
easat-4164	86	2	all	all	DET
easat-4164	86	3	these	these	DET
easat-4164	86	4	improvements	improvement	NOUN
easat-4164	86	5	,	,	PUNCT
easat-4164	86	6	there	there	PRON
easat-4164	86	7	are	be	VERB
easat-4164	86	8	still	still	ADV
easat-4164	86	9	many	many	ADJ
easat-4164	86	10	challenges	challenge	NOUN
easat-4164	86	11	regarding	regard	VERB
easat-4164	86	12	the	the	DET
easat-4164	86	13	application	application	NOUN
easat-4164	86	14	of	of	ADP
easat-4164	86	15	sentiment	sentiment	NOUN
easat-4164	86	16	analysis	analysis	NOUN
easat-4164	86	17	techniques	technique	NOUN
easat-4164	86	18	.	.	PUNCT
easat-4164	87	1	language	language	NOUN
easat-4164	87	2	variability	variability	NOUN
easat-4164	87	3	makes	make	VERB
easat-4164	87	4	the	the	DET
easat-4164	87	5	classification	classification	NOUN
easat-4164	87	6	of	of	ADP
easat-4164	87	7	sentiment	sentiment	NOUN
easat-4164	87	8	challenging	challenge	VERB
easat-4164	87	9	.	.	PUNCT
easat-4164	88	1	the	the	DET
easat-4164	88	2	pace	pace	NOUN
easat-4164	88	3	at	at	ADP
easat-4164	88	4	which	which	PRON
easat-4164	88	5	languages	language	NOUN
easat-4164	88	6	evolve	evolve	VERB
easat-4164	88	7	on	on	ADP
easat-4164	88	8	social	social	ADJ
easat-4164	88	9	media	medium	NOUN
easat-4164	88	10	sites	site	NOUN
easat-4164	88	11	means	mean	VERB
easat-4164	88	12	that	that	SCONJ
easat-4164	88	13	any	any	DET
easat-4164	88	14	model	model	NOUN
easat-4164	88	15	of	of	ADP
easat-4164	88	16	sentiment	sentiment	NOUN
easat-4164	88	17	analysis	analysis	NOUN
easat-4164	88	18	must	must	AUX
easat-4164	88	19	be	be	AUX
easat-4164	88	20	updated	update	VERB
easat-4164	88	21	regularly	regularly	ADV
easat-4164	88	22	for	for	SCONJ
easat-4164	88	23	it	it	PRON
easat-4164	88	24	to	to	PART
easat-4164	88	25	remain	remain	VERB
easat-4164	88	26	effective	effective	ADJ
easat-4164	88	27	.	.	PUNCT
easat-4164	89	1	thus	thus	ADV
easat-4164	89	2	,	,	PUNCT
easat-4164	89	3	research	research	NOUN
easat-4164	89	4	on	on	ADP
easat-4164	89	5	sentiment	sentiment	NOUN
easat-4164	89	6	analysis	analysis	NOUN
easat-4164	89	7	focuses	focus	VERB
easat-4164	89	8	on	on	ADP
easat-4164	89	9	the	the	DET
easat-4164	89	10	improvement	improvement	NOUN
easat-4164	89	11	and	and	CCONJ
easat-4164	89	12	further	further	ADJ
easat-4164	89	13	refinement	refinement	NOUN
easat-4164	89	14	of	of	ADP
easat-4164	89	15	these	these	DET
easat-4164	89	16	techniques	technique	NOUN
easat-4164	89	17	to	to	PART
easat-4164	89	18	increase	increase	VERB
easat-4164	89	19	their	their	PRON
easat-4164	89	20	accuracy	accuracy	NOUN
easat-4164	89	21	and	and	CCONJ
easat-4164	89	22	the	the	DET
easat-4164	89	23	ability	ability	NOUN
easat-4164	89	24	of	of	ADP
easat-4164	89	25	approaches	approach	NOUN
easat-4164	89	26	to	to	PART
easat-4164	89	27	be	be	AUX
easat-4164	89	28	adaptive	adaptive	ADJ
easat-4164	89	29	in	in	ADP
easat-4164	89	30	this	this	DET
easat-4164	89	31	fast	fast	ADV
easat-4164	89	32	-	-	PUNCT
easat-4164	89	33	changing	change	VERB
easat-4164	89	34	environment	environment	NOUN
easat-4164	89	35	.	.	PUNCT
easat-4164	90	1	3	3	X
easat-4164	90	2	.	.	X
easat-4164	90	3	consumer	consumer	NOUN
easat-4164	90	4	behavior	behavior	NOUN
easat-4164	90	5	trends	trend	NOUN
easat-4164	90	6	businesses	business	NOUN
easat-4164	90	7	must	must	AUX
easat-4164	90	8	understand	understand	VERB
easat-4164	90	9	consumer	consumer	NOUN
easat-4164	90	10	behavior	behavior	NOUN
easat-4164	90	11	trends	trend	NOUN
easat-4164	90	12	in	in	ADP
easat-4164	90	13	applying	apply	VERB
easat-4164	90	14	sentiment	sentiment	NOUN
easat-4164	90	15	analysis	analysis	NOUN
easat-4164	90	16	successfully	successfully	ADV
easat-4164	90	17	.	.	PUNCT
easat-4164	91	1	several	several	ADJ
easat-4164	91	2	by	by	ADP
easat-4164	91	3	zeeshan	zeeshan	PROPN
easat-4164	91	4	,	,	PUNCT
easat-4164	91	5	et	et	PROPN
easat-4164	91	6	al	al	PROPN
easat-4164	91	7	.	.	PUNCT
easat-4164	92	1	[	[	X
easat-4164	92	2	14	14	NUM
easat-4164	92	3	]	]	PUNCT
easat-4164	92	4	have	have	AUX
easat-4164	92	5	tried	try	VERB
easat-4164	92	6	to	to	PART
easat-4164	92	7	analyze	analyze	VERB
easat-4164	92	8	the	the	DET
easat-4164	92	9	relationship	relationship	NOUN
easat-4164	92	10	between	between	ADP
easat-4164	92	11	consumer	consumer	NOUN
easat-4164	92	12	sentiments	sentiment	NOUN
easat-4164	92	13	and	and	CCONJ
easat-4164	92	14	purchasing	purchasing	NOUN
easat-4164	92	15	decisions	decision	NOUN
easat-4164	92	16	,	,	PUNCT
easat-4164	92	17	proving	prove	VERB
easat-4164	92	18	that	that	SCONJ
easat-4164	92	19	high	high	ADJ
easat-4164	92	20	positive	positive	ADJ
easat-4164	92	21	sentiments	sentiment	NOUN
easat-4164	92	22	correspond	correspond	VERB
easat-4164	92	23	to	to	ADP
easat-4164	92	24	a	a	DET
easat-4164	92	25	higher	high	ADJ
easat-4164	92	26	likelihood	likelihood	NOUN
easat-4164	92	27	to	to	PART
easat-4164	92	28	buy	buy	VERB
easat-4164	92	29	,	,	PUNCT
easat-4164	92	30	while	while	SCONJ
easat-4164	92	31	negative	negative	ADJ
easat-4164	92	32	ones	one	NOUN
easat-4164	92	33	reduce	reduce	VERB
easat-4164	92	34	the	the	DET
easat-4164	92	35	likelihood	likelihood	NOUN
easat-4164	92	36	of	of	ADP
easat-4164	92	37	consumption	consumption	NOUN
easat-4164	92	38	of	of	ADP
easat-4164	92	39	a	a	DET
easat-4164	92	40	brand	brand	NOUN
easat-4164	92	41	.	.	PUNCT
easat-4164	93	1	it	it	PRON
easat-4164	93	2	has	have	AUX
easat-4164	93	3	,	,	PUNCT
easat-4164	93	4	for	for	ADP
easat-4164	93	5	instance	instance	NOUN
easat-4164	93	6	,	,	PUNCT
easat-4164	93	7	been	be	AUX
easat-4164	93	8	proved	prove	VERB
easat-4164	93	9	that	that	SCONJ
easat-4164	93	10	consumers	consumer	NOUN
easat-4164	93	11	are	be	AUX
easat-4164	93	12	likely	likely	ADJ
easat-4164	93	13	to	to	PART
easat-4164	93	14	buy	buy	VERB
easat-4164	93	15	goods	good	NOUN
easat-4164	93	16	from	from	ADP
easat-4164	93	17	companies	company	NOUN
easat-4164	93	18	for	for	ADP
easat-4164	93	19	which	which	PRON
easat-4164	93	20	they	they	PRON
easat-4164	93	21	have	have	VERB
easat-4164	93	22	positive	positive	ADJ
easat-4164	93	23	feelings	feeling	NOUN
easat-4164	93	24	,	,	PUNCT
easat-4164	93	25	therefore	therefore	ADV
easat-4164	93	26	,	,	PUNCT
easat-4164	93	27	showing	show	VERB
easat-4164	93	28	the	the	DET
easat-4164	93	29	effect	effect	NOUN
easat-4164	93	30	of	of	ADP
easat-4164	93	31	sentiment	sentiment	NOUN
easat-4164	93	32	on	on	ADP
easat-4164	93	33	brand	brand	NOUN
easat-4164	93	34	loyalty	loyalty	NOUN
easat-4164	93	35	and	and	CCONJ
easat-4164	93	36	consumer	consumer	NOUN
easat-4164	93	37	trust	trust	NOUN
easat-4164	93	38	.	.	PUNCT
easat-4164	94	1	besides	besides	SCONJ
easat-4164	94	2	,	,	PUNCT
easat-4164	94	3	the	the	DET
easat-4164	94	4	sentiment	sentiment	NOUN
easat-4164	94	5	has	have	VERB
easat-4164	94	6	a	a	DET
easat-4164	94	7	role	role	NOUN
easat-4164	94	8	it	it	PRON
easat-4164	94	9	plays	play	VERB
easat-4164	94	10	on	on	ADP
easat-4164	94	11	word	word	NOUN
easat-4164	94	12	-	-	PUNCT
easat-4164	94	13	of	of	ADP
easat-4164	94	14	-	-	PUNCT
easat-4164	94	15	mouth	mouth	NOUN
easat-4164	94	16	marketing	marketing	NOUN
easat-4164	94	17	[	[	X
easat-4164	94	18	15	15	NUM
easat-4164	94	19	]	]	PUNCT
easat-4164	94	20	.	.	PUNCT
easat-4164	95	1	while	while	SCONJ
easat-4164	95	2	satisfied	satisfied	ADJ
easat-4164	95	3	customers	customer	NOUN
easat-4164	95	4	are	be	AUX
easat-4164	95	5	much	much	ADV
easat-4164	95	6	more	more	ADV
easat-4164	95	7	likely	likely	ADJ
easat-4164	95	8	to	to	PART
easat-4164	95	9	share	share	VERB
easat-4164	95	10	experiences	experience	NOUN
easat-4164	95	11	of	of	ADP
easat-4164	95	12	a	a	DET
easat-4164	95	13	positive	positive	ADJ
easat-4164	95	14	nature	nature	NOUN
easat-4164	95	15	,	,	PUNCT
easat-4164	95	16	discontented	discontented	ADJ
easat-4164	95	17	customers	customer	NOUN
easat-4164	95	18	might	might	AUX
easat-4164	95	19	amplify	amplify	VERB
easat-4164	95	20	their	their	PRON
easat-4164	95	21	negative	negative	ADJ
easat-4164	95	22	sentiments	sentiment	NOUN
easat-4164	95	23	,	,	PUNCT
easat-4164	95	24	thus	thus	ADV
easat-4164	95	25	turning	turn	VERB
easat-4164	95	26	them	they	PRON
easat-4164	95	27	into	into	ADP
easat-4164	95	28	a	a	DET
easat-4164	95	29	cause	cause	NOUN
easat-4164	95	30	for	for	ADP
easat-4164	95	31	the	the	DET
easat-4164	95	32	detrimental	detrimental	ADJ
easat-4164	95	33	effect	effect	NOUN
easat-4164	95	34	on	on	ADP
easat-4164	95	35	the	the	DET
easat-4164	95	36	reputation	reputation	NOUN
easat-4164	95	37	of	of	ADP
easat-4164	95	38	a	a	DET
easat-4164	95	39	brand	brand	NOUN
easat-4164	95	40	.	.	PUNCT
easat-4164	96	1	most	most	ADV
easat-4164	96	2	predominantly	predominantly	ADV
easat-4164	96	3	,	,	PUNCT
easat-4164	96	4	the	the	DET
easat-4164	96	5	role	role	NOUN
easat-4164	96	6	of	of	ADP
easat-4164	96	7	social	social	ADJ
easat-4164	96	8	media	medium	NOUN
easat-4164	96	9	in	in	ADP
easat-4164	96	10	shaping	shape	VERB
easat-4164	96	11	consumer	consumer	NOUN
easat-4164	96	12	behavior	behavior	NOUN
easat-4164	96	13	trends	trend	NOUN
easat-4164	96	14	has	have	AUX
easat-4164	96	15	risen	rise	VERB
easat-4164	96	16	to	to	ADP
easat-4164	96	17	the	the	DET
easat-4164	96	18	fore	fore	NOUN
easat-4164	96	19	.	.	PUNCT
easat-4164	97	1	as	as	SCONJ
easat-4164	97	2	consumers	consumer	NOUN
easat-4164	97	3	voice	voice	VERB
easat-4164	97	4	their	their	PRON
easat-4164	97	5	sentiments	sentiment	NOUN
easat-4164	97	6	about	about	ADP
easat-4164	97	7	brands	brand	NOUN
easat-4164	97	8	on	on	ADP
easat-4164	97	9	twitter	twitter	NOUN
easat-4164	97	10	,	,	PUNCT
easat-4164	97	11	facebook	facebook	NOUN
easat-4164	97	12	,	,	PUNCT
easat-4164	97	13	and	and	CCONJ
easat-4164	97	14	instagram	instagram	PROPN
easat-4164	97	15	,	,	PUNCT
easat-4164	97	16	the	the	DET
easat-4164	97	17	sentiment	sentiment	NOUN
easat-4164	97	18	becomes	becomes	AUX
easat-4164	97	19	publicly	publicly	ADV
easat-4164	97	20	expressed	express	VERB
easat-4164	97	21	,	,	PUNCT
easat-4164	97	22	and	and	CCONJ
easat-4164	97	23	it	it	PRON
easat-4164	97	24	influences	influence	VERB
easat-4164	97	25	the	the	DET
easat-4164	97	26	views	view	NOUN
easat-4164	97	27	of	of	ADP
easat-4164	97	28	many	many	ADJ
easat-4164	97	29	really	really	ADV
easat-4164	97	30	fast	fast	ADV
easat-4164	97	31	.	.	PUNCT
easat-4164	98	1	research	research	NOUN
easat-4164	98	2	has	have	AUX
easat-4164	98	3	also	also	ADV
easat-4164	98	4	shown	show	VERB
easat-4164	98	5	that	that	SCONJ
easat-4164	98	6	social	social	ADJ
easat-4164	98	7	media	medium	NOUN
easat-4164	98	8	sentiment	sentiment	NOUN
easat-4164	98	9	can	can	AUX
easat-4164	98	10	help	help	VERB
easat-4164	98	11	predict	predict	VERB
easat-4164	98	12	stock	stock	NOUN
easat-4164	98	13	market	market	NOUN
easat-4164	98	14	movements	movement	NOUN
easat-4164	98	15	and	and	CCONJ
easat-4164	98	16	sales	sale	NOUN
easat-4164	98	17	performance	performance	NOUN
easat-4164	98	18	sure	sure	ADJ
easat-4164	98	19	-	-	PUNCT
easat-4164	98	20	fire	fire	NOUN
easat-4164	98	21	way	way	NOUN
easat-4164	98	22	to	to	PART
easat-4164	98	23	underline	underline	VERB
easat-4164	98	24	its	its	PRON
easat-4164	98	25	relevance	relevance	NOUN
easat-4164	98	26	in	in	ADP
easat-4164	98	27	business	business	NOUN
easat-4164	98	28	strategy	strategy	NOUN
easat-4164	99	1	[	[	X
easat-4164	99	2	16	16	NUM
easat-4164	99	3	]	]	PUNCT
easat-4164	99	4	.	.	PUNCT
easat-4164	100	1	for	for	ADP
easat-4164	100	2	instance	instance	NOUN
easat-4164	100	3	,	,	PUNCT
easat-4164	100	4	positive	positive	ADJ
easat-4164	100	5	sentiment	sentiment	NOUN
easat-4164	100	6	about	about	ADP
easat-4164	100	7	a	a	DET
easat-4164	100	8	product	product	NOUN
easat-4164	100	9	launch	launch	NOUN
easat-4164	100	10	may	may	AUX
easat-4164	100	11	signal	signal	VERB
easat-4164	100	12	increased	increase	VERB
easat-4164	100	13	sales	sale	NOUN
easat-4164	100	14	,	,	PUNCT
easat-4164	100	15	while	while	SCONJ
easat-4164	100	16	negative	negative	ADJ
easat-4164	100	17	sentiment	sentiment	NOUN
easat-4164	100	18	during	during	ADP
easat-4164	100	19	a	a	DET
easat-4164	100	20	public	public	ADJ
easat-4164	100	21	relations	relation	NOUN
easat-4164	100	22	crisis	crisis	NOUN
easat-4164	100	23	may	may	AUX
easat-4164	100	24	lead	lead	VERB
easat-4164	100	25	to	to	ADP
easat-4164	100	26	huge	huge	ADJ
easat-4164	100	27	financial	financial	ADJ
easat-4164	100	28	losses	loss	NOUN
easat-4164	100	29	.	.	PUNCT
easat-4164	101	1	it	it	PRON
easat-4164	101	2	is	be	AUX
easat-4164	101	3	,	,	PUNCT
easat-4164	101	4	therefore	therefore	ADV
easat-4164	101	5	,	,	PUNCT
easat-4164	101	6	not	not	PART
easat-4164	101	7	enough	enough	ADJ
easat-4164	101	8	for	for	SCONJ
easat-4164	101	9	businesses	business	NOUN
easat-4164	101	10	to	to	PART
easat-4164	101	11	track	track	VERB
easat-4164	101	12	the	the	DET
easat-4164	101	13	sentiment	sentiment	NOUN
easat-4164	101	14	but	but	CCONJ
easat-4164	101	15	to	to	PART
easat-4164	101	16	make	make	VERB
easat-4164	101	17	sense	sense	NOUN
easat-4164	101	18	of	of	ADP
easat-4164	101	19	the	the	DET
easat-4164	101	20	wider	wide	ADJ
easat-4164	101	21	implications	implication	NOUN
easat-4164	101	22	of	of	ADP
easat-4164	101	23	consumer	consumer	NOUN
easat-4164	101	24	sentiment	sentiment	NOUN
easat-4164	101	25	trends	trend	NOUN
easat-4164	101	26	on	on	ADP
easat-4164	101	27	their	their	PRON
easat-4164	101	28	overall	overall	ADJ
easat-4164	101	29	market	market	NOUN
easat-4164	101	30	positioning	positioning	NOUN
easat-4164	101	31	[	[	X
easat-4164	101	32	10	10	NUM
easat-4164	101	33	]	]	PUNCT
easat-4164	101	34	.	.	PUNCT
easat-4164	102	1	4	4	X
easat-4164	102	2	.	.	X
easat-4164	102	3	social	social	ADJ
easat-4164	102	4	media	medium	NOUN
easat-4164	102	5	analytics	analytic	NOUN
easat-4164	102	6	khan	khan	PROPN
easat-4164	102	7	,	,	PUNCT
easat-4164	102	8	et	et	PROPN
easat-4164	102	9	al	al	PROPN
easat-4164	102	10	.	.	PUNCT
easat-4164	103	1	[	[	X
easat-4164	103	2	7	7	X
easat-4164	103	3	]	]	PUNCT
easat-4164	103	4	indicated	indicate	VERB
easat-4164	103	5	social	social	ADJ
easat-4164	103	6	media	medium	NOUN
easat-4164	103	7	has	have	AUX
easat-4164	103	8	proven	prove	VERB
easat-4164	103	9	to	to	PART
easat-4164	103	10	be	be	AUX
easat-4164	103	11	one	one	NUM
easat-4164	103	12	of	of	ADP
easat-4164	103	13	the	the	DET
easat-4164	103	14	richest	rich	ADJ
easat-4164	103	15	data	datum	NOUN
easat-4164	103	16	sources	source	NOUN
easat-4164	103	17	for	for	ADP
easat-4164	103	18	sentiment	sentiment	NOUN
easat-4164	103	19	analysis	analysis	NOUN
easat-4164	103	20	,	,	PUNCT
easat-4164	103	21	providing	provide	VERB
easat-4164	103	22	a	a	DET
easat-4164	103	23	treasure	treasure	NOUN
easat-4164	103	24	trove	trove	NOUN
easat-4164	103	25	of	of	ADP
easat-4164	103	26	real	real	ADJ
easat-4164	103	27	-	-	PUNCT
easat-4164	103	28	time	time	NOUN
easat-4164	103	29	consumer	consumer	NOUN
easat-4164	103	30	insights	insight	NOUN
easat-4164	103	31	.	.	PUNCT
easat-4164	104	1	a	a	DET
easat-4164	104	2	huge	huge	ADJ
easat-4164	104	3	amount	amount	NOUN
easat-4164	104	4	of	of	ADP
easat-4164	104	5	data	datum	NOUN
easat-4164	104	6	on	on	ADP
easat-4164	104	7	twitter	twitter	NOUN
easat-4164	104	8	,	,	PUNCT
easat-4164	104	9	facebook	facebook	PROPN
easat-4164	104	10	,	,	PUNCT
easat-4164	104	11	instagram	instagram	PROPN
easat-4164	104	12	,	,	PUNCT
easat-4164	104	13	and	and	CCONJ
easat-4164	104	14	tiktok	tiktok	NOUN
easat-4164	104	15	opens	open	VERB
easat-4164	104	16	businesses	business	NOUN
easat-4164	104	17	to	to	ADP
easat-4164	104	18	unparalleled	unparalleled	ADJ
easat-4164	104	19	access	access	NOUN
easat-4164	104	20	to	to	ADP
easat-4164	104	21	consumers	consumer	NOUN
easat-4164	104	22	'	'	PART
easat-4164	104	23	opinions	opinion	NOUN
easat-4164	104	24	,	,	PUNCT
easat-4164	104	25	preferences	preference	NOUN
easat-4164	104	26	,	,	PUNCT
easat-4164	104	27	and	and	CCONJ
easat-4164	104	28	behaviors	behavior	NOUN
easat-4164	104	29	.	.	PUNCT
easat-4164	105	1	this	this	PRON
easat-4164	105	2	is	be	AUX
easat-4164	105	3	particularly	particularly	ADV
easat-4164	105	4	valuable	valuable	ADJ
easat-4164	105	5	information	information	NOUN
easat-4164	105	6	,	,	PUNCT
easat-4164	105	7	given	give	VERB
easat-4164	105	8	that	that	SCONJ
easat-4164	105	9	it	it	PRON
easat-4164	105	10	is	be	AUX
easat-4164	105	11	spontaneous	spontaneous	ADJ
easat-4164	105	12	,	,	PUNCT
easat-4164	105	13	real	real	ADJ
easat-4164	105	14	reactions	reaction	NOUN
easat-4164	105	15	to	to	ADP
easat-4164	105	16	brands	brand	NOUN
easat-4164	105	17	,	,	PUNCT
easat-4164	105	18	products	product	NOUN
easat-4164	105	19	,	,	PUNCT
easat-4164	105	20	and	and	CCONJ
easat-4164	105	21	services	service	NOUN
easat-4164	105	22	,	,	PUNCT
easat-4164	105	23	and	and	CCONJ
easat-4164	105	24	offers	offer	VERB
easat-4164	105	25	a	a	DET
easat-4164	105	26	more	more	ADV
easat-4164	105	27	detailed	detailed	ADJ
easat-4164	105	28	understanding	understanding	NOUN
easat-4164	105	29	of	of	ADP
easat-4164	105	30	consumer	consumer	NOUN
easat-4164	105	31	sentiment	sentiment	NOUN
easat-4164	105	32	,	,	PUNCT
easat-4164	105	33	which	which	PRON
easat-4164	105	34	can	can	AUX
easat-4164	105	35	not	not	PART
easat-4164	105	36	be	be	AUX
easat-4164	105	37	captured	capture	VERB
easat-4164	105	38	from	from	ADP
easat-4164	105	39	traditional	traditional	ADJ
easat-4164	105	40	market	market	NOUN
easat-4164	105	41	research	research	NOUN
easat-4164	105	42	methods	method	NOUN
easat-4164	105	43	.	.	PUNCT
easat-4164	106	1	social	social	ADJ
easat-4164	106	2	media	medium	NOUN
easat-4164	106	3	analytics	analytic	NOUN
easat-4164	106	4	consists	consist	VERB
easat-4164	106	5	of	of	ADP
easat-4164	106	6	data	data	NOUN
easat-4164	106	7	collection	collection	NOUN
easat-4164	106	8	,	,	PUNCT
easat-4164	106	9	processing	processing	NOUN
easat-4164	106	10	,	,	PUNCT
easat-4164	106	11	and	and	CCONJ
easat-4164	106	12	analysis	analysis	NOUN
easat-4164	106	13	to	to	PART
easat-4164	106	14	glean	glean	VERB
easat-4164	106	15	insights	insight	NOUN
easat-4164	106	16	from	from	ADP
easat-4164	106	17	the	the	DET
easat-4164	106	18	same	same	ADJ
easat-4164	106	19	that	that	PRON
easat-4164	106	20	can	can	AUX
easat-4164	106	21	lead	lead	VERB
easat-4164	106	22	to	to	ADP
easat-4164	106	23	business	business	NOUN
easat-4164	106	24	strategies	strategy	NOUN
easat-4164	106	25	.	.	PUNCT
easat-4164	107	1	social	social	ADJ
easat-4164	107	2	media	medium	NOUN
easat-4164	107	3	sentiment	sentiment	NOUN
easat-4164	107	4	analysis	analysis	NOUN
easat-4164	107	5	in	in	ADP
easat-4164	107	6	the	the	DET
easat-4164	107	7	usa	usa	PROPN
easat-4164	107	8	is	be	AUX
easat-4164	107	9	a	a	DET
easat-4164	107	10	domain	domain	NOUN
easat-4164	107	11	where	where	SCONJ
easat-4164	107	12	related	related	ADJ
easat-4164	107	13	research	research	NOUN
easat-4164	107	14	points	point	VERB
easat-4164	107	15	out	out	ADP
easat-4164	107	16	both	both	DET
easat-4164	107	17	opportunities	opportunity	NOUN
easat-4164	107	18	and	and	CCONJ
easat-4164	107	19	challenges	challenge	NOUN
easat-4164	107	20	of	of	ADP
easat-4164	107	21	the	the	DET
easat-4164	107	22	approach	approach	NOUN
easat-4164	107	23	.	.	PUNCT
easat-4164	108	1	for	for	ADP
easat-4164	108	2	instance	instance	NOUN
easat-4164	108	3	,	,	PUNCT
easat-4164	108	4	sentiment	sentiment	NOUN
easat-4164	108	5	analysis	analysis	NOUN
easat-4164	108	6	has	have	AUX
easat-4164	108	7	been	be	AUX
easat-4164	108	8	shown	show	VERB
easat-4164	108	9	to	to	PART
easat-4164	108	10	find	find	VERB
easat-4164	108	11	emerging	emerge	VERB
easat-4164	108	12	trends	trend	NOUN
easat-4164	108	13	in	in	ADP
easat-4164	108	14	consumer	consumer	NOUN
easat-4164	108	15	preference	preference	NOUN
easat-4164	108	16	,	,	PUNCT
easat-4164	108	17	thus	thus	ADV
easat-4164	108	18	enabling	enable	VERB
easat-4164	108	19	business	business	NOUN
easat-4164	108	20	entities	entity	NOUN
easat-4164	108	21	to	to	PART
easat-4164	108	22	adjust	adjust	VERB
easat-4164	108	23	their	their	PRON
easat-4164	108	24	offerings	offering	NOUN
easat-4164	108	25	to	to	PART
easat-4164	108	26	meet	meet	VERB
easat-4164	108	27	the	the	DET
easat-4164	108	28	trend	trend	NOUN
easat-4164	108	29	.	.	PUNCT
easat-4164	109	1	brands	brand	NOUN
easat-4164	109	2	engaging	engage	VERB
easat-4164	109	3	with	with	ADP
easat-4164	109	4	consumers	consumer	NOUN
easat-4164	109	5	on	on	ADP
easat-4164	109	6	social	social	ADJ
easat-4164	109	7	media	medium	NOUN
easat-4164	109	8	can	can	AUX
easat-4164	109	9	use	use	VERB
easat-4164	109	10	sentiment	sentiment	NOUN
easat-4164	109	11	analysis	analysis	NOUN
easat-4164	109	12	to	to	PART
easat-4164	109	13	improve	improve	VERB
easat-4164	109	14	customer	customer	NOUN
easat-4164	109	15	service	service	NOUN
easat-4164	109	16	,	,	PUNCT
easat-4164	109	17	personalize	personalize	VERB
easat-4164	109	18	marketing	marketing	NOUN
easat-4164	109	19	campaigns	campaign	NOUN
easat-4164	109	20	,	,	PUNCT
easat-4164	109	21	and	and	CCONJ
easat-4164	109	22	build	build	VERB
easat-4164	109	23	stronger	strong	ADJ
easat-4164	109	24	community	community	NOUN
easat-4164	109	25	engagement	engagement	NOUN
easat-4164	109	26	[	[	X
easat-4164	109	27	17	17	NUM
easat-4164	109	28	]	]	PUNCT
easat-4164	109	29	.	.	PUNCT
easat-4164	110	1	on	on	ADP
easat-4164	110	2	the	the	DET
easat-4164	110	3	other	other	ADJ
easat-4164	110	4	hand	hand	NOUN
easat-4164	110	5	,	,	PUNCT
easat-4164	110	6	researchers	researcher	NOUN
easat-4164	110	7	have	have	AUX
easat-4164	110	8	also	also	ADV
easat-4164	110	9	indicated	indicate	VERB
easat-4164	110	10	various	various	ADJ
easat-4164	110	11	challenges	challenge	NOUN
easat-4164	110	12	related	relate	VERB
easat-4164	110	13	to	to	ADP
easat-4164	110	14	the	the	DET
easat-4164	110	15	noisy	noisy	ADJ
easat-4164	110	16	and	and	CCONJ
easat-4164	110	17	unstructured	unstructured	ADJ
easat-4164	110	18	nature	nature	NOUN
easat-4164	110	19	of	of	ADP
easat-4164	110	20	social	social	ADJ
easat-4164	110	21	media	medium	NOUN
easat-4164	110	22	data	datum	NOUN
easat-4164	110	23	.	.	PUNCT
easat-4164	111	1	the	the	DET
easat-4164	111	2	prevalence	prevalence	NOUN
easat-4164	111	3	of	of	ADP
easat-4164	111	4	spam	spam	NOUN
easat-4164	111	5	,	,	PUNCT
easat-4164	111	6	bots	bot	NOUN
easat-4164	111	7	,	,	PUNCT
easat-4164	111	8	and	and	CCONJ
easat-4164	111	9	irrelevant	irrelevant	ADJ
easat-4164	111	10	content	content	NOUN
easat-4164	111	11	obscures	obscure	VERB
easat-4164	111	12	the	the	DET
easat-4164	111	13	real	real	ADJ
easat-4164	111	14	consumer	consumer	NOUN
easat-4164	111	15	sentiment	sentiment	NOUN
easat-4164	111	16	,	,	PUNCT
easat-4164	111	17	and	and	CCONJ
easat-4164	111	18	filtering	filtering	NOUN
easat-4164	111	19	and	and	CCONJ
easat-4164	111	20	preprocessing	preprocessing	NOUN
easat-4164	111	21	need	need	NOUN
easat-4164	111	22	to	to	PART
easat-4164	111	23	be	be	AUX
easat-4164	111	24	strong	strong	ADJ
easat-4164	111	25	to	to	PART
easat-4164	111	26	guarantee	guarantee	VERB
easat-4164	111	27	data	datum	NOUN
easat-4164	111	28	quality	quality	NOUN
easat-4164	111	29	[	[	X
easat-4164	111	30	18	18	NUM
easat-4164	111	31	]	]	PUNCT
easat-4164	111	32	.	.	PUNCT
easat-4164	112	1	adding	add	VERB
easat-4164	112	2	to	to	ADP
easat-4164	112	3	that	that	PRON
easat-4164	112	4	,	,	PUNCT
easat-4164	112	5	social	social	ADJ
easat-4164	112	6	media	medium	NOUN
easat-4164	112	7	usage	usage	NOUN
easat-4164	112	8	and	and	CCONJ
easat-4164	112	9	sentiment	sentiment	NOUN
easat-4164	112	10	expression	expression	NOUN
easat-4164	112	11	differ	differ	VERB
easat-4164	112	12	regionally	regionally	ADV
easat-4164	112	13	and	and	CCONJ
easat-4164	112	14	demographically	demographically	ADV
easat-4164	112	15	,	,	PUNCT
easat-4164	112	16	adding	add	VERB
easat-4164	112	17	even	even	ADV
easat-4164	112	18	more	more	ADJ
easat-4164	112	19	complexity	complexity	NOUN
easat-4164	112	20	to	to	ADP
easat-4164	112	21	this	this	DET
easat-4164	112	22	landscape	landscape	NOUN
easat-4164	112	23	.	.	PUNCT
easat-4164	113	1	the	the	DET
easat-4164	113	2	different	different	ADJ
easat-4164	113	3	user	user	NOUN
easat-4164	113	4	demographics	demographic	NOUN
easat-4164	113	5	that	that	PRON
easat-4164	113	6	are	be	AUX
easat-4164	113	7	attracted	attract	VERB
easat-4164	113	8	by	by	ADP
easat-4164	113	9	the	the	DET
easat-4164	113	10	various	various	ADJ
easat-4164	113	11	types	type	NOUN
easat-4164	113	12	of	of	ADP
easat-4164	113	13	social	social	ADJ
easat-4164	113	14	media	medium	NOUN
easat-4164	113	15	may	may	AUX
easat-4164	113	16	also	also	ADV
easat-4164	113	17	lead	lead	VERB
easat-4164	113	18	to	to	ADP
easat-4164	113	19	variations	variation	NOUN
easat-4164	113	20	in	in	ADP
easat-4164	113	21	how	how	SCONJ
easat-4164	113	22	the	the	DET
easat-4164	113	23	sentiment	sentiment	NOUN
easat-4164	113	24	is	be	AUX
easat-4164	113	25	expressed	express	VERB
easat-4164	113	26	[	[	X
easat-4164	113	27	19	19	NUM
easat-4164	113	28	]	]	PUNCT
easat-4164	113	29	.	.	PUNCT
easat-4164	114	1	519	519	NUM
easat-4164	114	2	edelweiss	edelweiss	PROPN
easat-4164	114	3	applied	apply	VERB
easat-4164	114	4	science	science	NOUN
easat-4164	114	5	and	and	CCONJ
easat-4164	114	6	technology	technology	NOUN
easat-4164	114	7	issn	issn	PROPN
easat-4164	114	8	:	:	PUNCT
easat-4164	114	9	2576	2576	NUM
easat-4164	114	10	-	-	SYM
easat-4164	114	11	8484	8484	NUM
easat-4164	114	12	vol	vol	NOUN
easat-4164	114	13	.	.	PROPN
easat-4164	115	1	9	9	NUM
easat-4164	115	2	,	,	PUNCT
easat-4164	115	3	no	no	INTJ
easat-4164	115	4	.	.	NOUN
easat-4164	115	5	1	1	NUM
easat-4164	115	6	:	:	PUNCT
easat-4164	115	7	515	515	NUM
easat-4164	115	8	-	-	SYM
easat-4164	115	9	535	535	NUM
easat-4164	115	10	,	,	PUNCT
easat-4164	115	11	2025	2025	NUM
easat-4164	115	12	doi	doi	NOUN
easat-4164	115	13	:	:	PUNCT
easat-4164	115	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	115	15	©	©	PROPN
easat-4164	115	16	2025	2025	NUM
easat-4164	115	17	by	by	ADP
easat-4164	115	18	the	the	DET
easat-4164	115	19	authors	author	NOUN
easat-4164	115	20	;	;	PUNCT
easat-4164	115	21	licensee	licensee	NOUN
easat-4164	115	22	learning	learning	NOUN
easat-4164	115	23	gate	gate	NOUN
easat-4164	115	24	for	for	ADP
easat-4164	115	25	example	example	NOUN
easat-4164	115	26	,	,	PUNCT
easat-4164	115	27	younger	young	ADJ
easat-4164	115	28	consumers	consumer	NOUN
easat-4164	115	29	may	may	AUX
easat-4164	115	30	express	express	VERB
easat-4164	115	31	sentiment	sentiment	NOUN
easat-4164	115	32	more	more	ADV
easat-4164	115	33	openly	openly	ADV
easat-4164	115	34	on	on	ADP
easat-4164	115	35	platforms	platform	NOUN
easat-4164	115	36	like	like	ADP
easat-4164	115	37	tiktok	tiktok	NOUN
easat-4164	115	38	versus	versus	ADP
easat-4164	115	39	more	more	ADV
easat-4164	115	40	traditional	traditional	ADJ
easat-4164	115	41	ones	one	NOUN
easat-4164	115	42	like	like	ADP
easat-4164	115	43	facebook	facebook	NOUN
easat-4164	115	44	.	.	PUNCT
easat-4164	116	1	understanding	understand	VERB
easat-4164	116	2	such	such	ADJ
easat-4164	116	3	subtleties	subtlety	NOUN
easat-4164	116	4	is	be	AUX
easat-4164	116	5	key	key	ADJ
easat-4164	116	6	to	to	ADP
easat-4164	116	7	business	business	NOUN
easat-4164	116	8	efforts	effort	NOUN
easat-4164	116	9	toward	toward	ADP
easat-4164	116	10	the	the	DET
easat-4164	116	11	effective	effective	ADJ
easat-4164	116	12	targeting	targeting	NOUN
easat-4164	116	13	of	of	ADP
easat-4164	116	14	specific	specific	ADJ
easat-4164	116	15	audience	audience	NOUN
easat-4164	116	16	segments	segment	NOUN
easat-4164	116	17	with	with	ADP
easat-4164	116	18	sentiment	sentiment	NOUN
easat-4164	116	19	analysis	analysis	NOUN
easat-4164	116	20	[	[	X
easat-4164	116	21	20	20	NUM
easat-4164	116	22	]	]	PUNCT
easat-4164	116	23	.	.	PUNCT
easat-4164	117	1	5	5	X
easat-4164	117	2	.	.	X
easat-4164	117	3	data	datum	NOUN
easat-4164	117	4	collection	collection	NOUN
easat-4164	117	5	and	and	CCONJ
easat-4164	117	6	preprocessing	preprocesse	VERB
easat-4164	117	7	5.1	5.1	NUM
easat-4164	117	8	.	.	PUNCT
easat-4164	118	1	data	datum	NOUN
easat-4164	118	2	sources	source	NOUN
easat-4164	118	3	sentiment	sentiment	VERB
easat-4164	118	4	analysis	analysis	NOUN
easat-4164	118	5	data	datum	NOUN
easat-4164	118	6	was	be	AUX
easat-4164	118	7	gathered	gather	VERB
easat-4164	118	8	using	use	VERB
easat-4164	118	9	the	the	DET
easat-4164	118	10	usage	usage	NOUN
easat-4164	118	11	of	of	ADP
easat-4164	118	12	different	different	ADJ
easat-4164	118	13	social	social	ADJ
easat-4164	118	14	media	medium	NOUN
easat-4164	118	15	platforms	platform	NOUN
easat-4164	118	16	for	for	ADP
easat-4164	118	17	their	their	PRON
easat-4164	118	18	unique	unique	ADJ
easat-4164	118	19	features	feature	NOUN
easat-4164	118	20	and	and	CCONJ
easat-4164	118	21	apis	apis	ADJ
easat-4164	118	22	.	.	PUNCT
easat-4164	119	1	x	x	X
easat-4164	119	2	-	-	NOUN
easat-4164	119	3	twitter	twitter	NOUN
easat-4164	119	4	,	,	PUNCT
easat-4164	119	5	being	be	AUX
easat-4164	119	6	the	the	DET
easat-4164	119	7	most	most	ADV
easat-4164	119	8	useful	useful	ADJ
easat-4164	119	9	social	social	ADJ
easat-4164	119	10	media	medium	NOUN
easat-4164	119	11	platform	platform	NOUN
easat-4164	119	12	for	for	ADP
easat-4164	119	13	real	real	ADJ
easat-4164	119	14	-	-	PUNCT
easat-4164	119	15	time	time	NOUN
easat-4164	119	16	microblogging	microblogging	NOUN
easat-4164	119	17	,	,	PUNCT
easat-4164	119	18	provided	provide	VERB
easat-4164	119	19	a	a	DET
easat-4164	119	20	very	very	ADV
easat-4164	119	21	strong	strong	ADJ
easat-4164	119	22	api	api	NOUN
easat-4164	119	23	for	for	SCONJ
easat-4164	119	24	the	the	DET
easat-4164	119	25	analyst	analyst	NOUN
easat-4164	119	26	to	to	PART
easat-4164	119	27	access	access	VERB
easat-4164	119	28	the	the	DET
easat-4164	119	29	tweets	tweet	NOUN
easat-4164	119	30	,	,	PUNCT
easat-4164	119	31	user	user	NOUN
easat-4164	119	32	profiles	profile	NOUN
easat-4164	119	33	,	,	PUNCT
easat-4164	119	34	and	and	CCONJ
easat-4164	119	35	engagement	engagement	NOUN
easat-4164	119	36	metrics	metric	NOUN
easat-4164	119	37	,	,	PUNCT
easat-4164	119	38	which	which	PRON
easat-4164	119	39	is	be	AUX
easat-4164	119	40	very	very	ADV
easat-4164	119	41	good	good	ADJ
easat-4164	119	42	for	for	ADP
easat-4164	119	43	gathering	gather	VERB
easat-4164	119	44	public	public	ADJ
easat-4164	119	45	sentiment	sentiment	NOUN
easat-4164	119	46	and	and	CCONJ
easat-4164	119	47	trending	trend	VERB
easat-4164	119	48	topics	topic	NOUN
easat-4164	119	49	.	.	PUNCT
easat-4164	120	1	with	with	ADP
easat-4164	120	2	the	the	DET
easat-4164	120	3	high	high	ADJ
easat-4164	120	4	volume	volume	NOUN
easat-4164	120	5	of	of	ADP
easat-4164	120	6	users	user	NOUN
easat-4164	120	7	,	,	PUNCT
easat-4164	120	8	facebook	facebook	PROPN
easat-4164	120	9	exposed	expose	VERB
easat-4164	120	10	the	the	DET
easat-4164	120	11	graph	graph	NOUN
easat-4164	120	12	api	api	NOUN
easat-4164	120	13	,	,	PUNCT
easat-4164	120	14	which	which	PRON
easat-4164	120	15	allowed	allow	VERB
easat-4164	120	16	fetching	fetch	VERB
easat-4164	120	17	user	user	NOUN
easat-4164	120	18	interactions	interaction	NOUN
easat-4164	120	19	,	,	PUNCT
easat-4164	120	20	comments	comment	NOUN
easat-4164	120	21	,	,	PUNCT
easat-4164	120	22	and	and	CCONJ
easat-4164	120	23	reactions	reaction	NOUN
easat-4164	120	24	on	on	ADP
easat-4164	120	25	public	public	ADJ
easat-4164	120	26	posts	post	NOUN
easat-4164	120	27	,	,	PUNCT
easat-4164	120	28	giving	give	VERB
easat-4164	120	29	insight	insight	NOUN
easat-4164	120	30	into	into	ADP
easat-4164	120	31	consumer	consumer	NOUN
easat-4164	120	32	opinions	opinion	NOUN
easat-4164	120	33	and	and	CCONJ
easat-4164	120	34	brand	brand	NOUN
easat-4164	120	35	perception	perception	NOUN
easat-4164	120	36	.	.	PUNCT
easat-4164	121	1	also	also	ADV
easat-4164	121	2	,	,	PUNCT
easat-4164	121	3	instagram	instagram	PROPN
easat-4164	121	4	's	's	PART
easat-4164	121	5	api	api	NOUN
easat-4164	121	6	enabled	enable	VERB
easat-4164	121	7	the	the	DET
easat-4164	121	8	collection	collection	NOUN
easat-4164	121	9	of	of	ADP
easat-4164	121	10	visual	visual	ADJ
easat-4164	121	11	content	content	NOUN
easat-4164	121	12	along	along	ADP
easat-4164	121	13	with	with	ADP
easat-4164	121	14	captions	caption	NOUN
easat-4164	121	15	and	and	CCONJ
easat-4164	121	16	engagement	engagement	NOUN
easat-4164	121	17	data	datum	NOUN
easat-4164	121	18	,	,	PUNCT
easat-4164	121	19	enriching	enrich	VERB
easat-4164	121	20	the	the	DET
easat-4164	121	21	analysis	analysis	NOUN
easat-4164	121	22	with	with	ADP
easat-4164	121	23	multimodal	multimodal	ADJ
easat-4164	121	24	sentiment	sentiment	NOUN
easat-4164	121	25	insights	insight	NOUN
easat-4164	121	26	.	.	PUNCT
easat-4164	122	1	aggregately	aggregately	ADV
easat-4164	122	2	,	,	PUNCT
easat-4164	122	3	these	these	DET
easat-4164	122	4	platforms	platform	NOUN
easat-4164	122	5	represented	represent	VERB
easat-4164	122	6	a	a	DET
easat-4164	122	7	wide	wide	ADJ
easat-4164	122	8	array	array	NOUN
easat-4164	122	9	of	of	ADP
easat-4164	122	10	data	datum	NOUN
easat-4164	122	11	that	that	PRON
easat-4164	122	12	reflected	reflect	VERB
easat-4164	122	13	consumer	consumer	NOUN
easat-4164	122	14	sentiment	sentiment	NOUN
easat-4164	122	15	across	across	ADP
easat-4164	122	16	different	different	ADJ
easat-4164	122	17	contexts	context	NOUN
easat-4164	122	18	,	,	PUNCT
easat-4164	122	19	thus	thus	ADV
easat-4164	122	20	making	make	VERB
easat-4164	122	21	it	it	PRON
easat-4164	122	22	invaluable	invaluable	ADJ
easat-4164	122	23	for	for	ADP
easat-4164	122	24	comprehensively	comprehensively	ADV
easat-4164	122	25	understanding	understand	VERB
easat-4164	122	26	behavior	behavior	NOUN
easat-4164	122	27	trends	trend	NOUN
easat-4164	122	28	in	in	ADP
easat-4164	122	29	the	the	DET
easat-4164	122	30	digital	digital	ADJ
easat-4164	122	31	landscape	landscape	NOUN
easat-4164	122	32	.	.	PUNCT
easat-4164	123	1	5.2	5.2	NUM
easat-4164	123	2	.	.	PUNCT
easat-4164	124	1	data	datum	NOUN
easat-4164	124	2	pre	pre	ADJ
easat-4164	124	3	-	-	NOUN
easat-4164	124	4	processing	processing	NOUN
easat-4164	124	5	in	in	ADP
easat-4164	124	6	the	the	DET
easat-4164	124	7	python	python	NOUN
easat-4164	124	8	program	program	NOUN
easat-4164	124	9	code	code	PROPN
easat-4164	124	10	snippet	snippet	NOUN
easat-4164	124	11	data	datum	NOUN
easat-4164	124	12	preprocessing	preprocessing	NOUN
easat-4164	124	13	of	of	ADP
easat-4164	124	14	textual	textual	ADJ
easat-4164	124	15	data	datum	NOUN
easat-4164	124	16	for	for	ADP
easat-4164	124	17	machine	machine	NOUN
easat-4164	124	18	learning	learning	NOUN
easat-4164	124	19	tasks	task	NOUN
easat-4164	124	20	was	be	AUX
easat-4164	124	21	performed	perform	VERB
easat-4164	124	22	.	.	PUNCT
easat-4164	125	1	firstly	firstly	ADV
easat-4164	125	2	,	,	PUNCT
easat-4164	125	3	the	the	DET
easat-4164	125	4	'	'	PUNCT
easat-4164	125	5	post	post	NOUN
easat-4164	125	6	date	date	NOUN
easat-4164	125	7	and	and	CCONJ
easat-4164	125	8	time	time	NOUN
easat-4164	125	9	'	'	PUNCT
easat-4164	125	10	column	column	NOUN
easat-4164	125	11	was	be	AUX
easat-4164	125	12	first	first	ADV
easat-4164	125	13	converted	convert	VERB
easat-4164	125	14	to	to	ADP
easat-4164	125	15	a	a	DET
easat-4164	125	16	datetime	datetime	ADJ
easat-4164	125	17	format	format	NOUN
easat-4164	125	18	,	,	PUNCT
easat-4164	125	19	extracting	extract	VERB
easat-4164	125	20	useful	useful	ADJ
easat-4164	125	21	features	feature	NOUN
easat-4164	125	22	like	like	ADP
easat-4164	125	23	year	year	NOUN
easat-4164	125	24	,	,	PUNCT
easat-4164	125	25	month	month	NOUN
easat-4164	125	26	,	,	PUNCT
easat-4164	125	27	day	day	NOUN
easat-4164	125	28	,	,	PUNCT
easat-4164	125	29	hour	hour	NOUN
easat-4164	125	30	,	,	PUNCT
easat-4164	125	31	and	and	CCONJ
easat-4164	125	32	day	day	NOUN
easat-4164	125	33	of	of	ADP
easat-4164	125	34	the	the	DET
easat-4164	125	35	week	week	NOUN
easat-4164	125	36	.	.	PUNCT
easat-4164	126	1	secondly	secondly	ADV
easat-4164	126	2	,	,	PUNCT
easat-4164	126	3	the	the	DET
easat-4164	126	4	code	code	NOUN
easat-4164	126	5	script	script	NOUN
easat-4164	126	6	then	then	ADV
easat-4164	126	7	preprocesses	preprocesse	VERB
easat-4164	126	8	the	the	DET
easat-4164	126	9	text	text	NOUN
easat-4164	126	10	in	in	ADP
easat-4164	126	11	the	the	DET
easat-4164	126	12	'	'	PUNCT
easat-4164	126	13	post	post	NOUN
easat-4164	126	14	content	content	NOUN
easat-4164	126	15	'	'	PART
easat-4164	126	16	column	column	NOUN
easat-4164	126	17	by	by	ADP
easat-4164	126	18	lowercasing	lowercase	VERB
easat-4164	126	19	,	,	PUNCT
easat-4164	126	20	removing	remove	VERB
easat-4164	126	21	urls	url	NOUN
easat-4164	126	22	,	,	PUNCT
easat-4164	126	23	special	special	ADJ
easat-4164	126	24	characters	character	NOUN
easat-4164	126	25	,	,	PUNCT
easat-4164	126	26	and	and	CCONJ
easat-4164	126	27	numbers	number	NOUN
easat-4164	126	28	,	,	PUNCT
easat-4164	126	29	tokenizing	tokenize	VERB
easat-4164	126	30	,	,	PUNCT
easat-4164	126	31	removing	remove	VERB
easat-4164	126	32	stop	stop	NOUN
easat-4164	126	33	words	word	NOUN
easat-4164	126	34	,	,	PUNCT
easat-4164	126	35	and	and	CCONJ
easat-4164	126	36	lemmatizing	lemmatizing	NOUN
easat-4164	126	37	.	.	PUNCT
easat-4164	127	1	thirdly	thirdly	ADV
easat-4164	127	2	,	,	PUNCT
easat-4164	127	3	it	it	PRON
easat-4164	127	4	performs	perform	VERB
easat-4164	127	5	label	label	NOUN
easat-4164	127	6	encoding	encode	VERB
easat-4164	127	7	on	on	ADP
easat-4164	127	8	categorical	categorical	ADJ
easat-4164	127	9	columns	column	NOUN
easat-4164	127	10	such	such	ADJ
easat-4164	127	11	as	as	ADP
easat-4164	127	12	'	'	PUNCT
easat-4164	127	13	sentiment	sentiment	NOUN
easat-4164	127	14	label	label	NOUN
easat-4164	127	15	'	'	PUNCT
easat-4164	127	16	,	,	PUNCT
easat-4164	127	17	'	'	PUNCT
easat-4164	127	18	post	post	NOUN
easat-4164	127	19	type	type	NOUN
easat-4164	127	20	'	'	PUNCT
easat-4164	127	21	,	,	PUNCT
easat-4164	127	22	and	and	CCONJ
easat-4164	127	23	'	'	PUNCT
easat-4164	127	24	language	language	NOUN
easat-4164	127	25	'	'	PUNCT
easat-4164	127	26	.	.	PUNCT
easat-4164	128	1	fourthly	fourthly	ADV
easat-4164	128	2	,	,	PUNCT
easat-4164	128	3	it	it	PRON
easat-4164	128	4	scaled	scale	VERB
easat-4164	128	5	the	the	DET
easat-4164	128	6	numerical	numerical	ADJ
easat-4164	128	7	columns	column	NOUN
easat-4164	128	8	,	,	PUNCT
easat-4164	128	9	which	which	PRON
easat-4164	128	10	include	include	VERB
easat-4164	128	11	'	'	PUNCT
easat-4164	128	12	number	number	NOUN
easat-4164	128	13	of	of	ADP
easat-4164	128	14	likes	like	NOUN
easat-4164	128	15	'	'	PUNCT
easat-4164	128	16	,	,	PUNCT
easat-4164	128	17	'	'	PUNCT
easat-4164	128	18	number	number	NOUN
easat-4164	128	19	of	of	ADP
easat-4164	128	20	shares	share	NOUN
easat-4164	128	21	'	'	PART
easat-4164	128	22	,	,	PUNCT
easat-4164	128	23	'	'	PUNCT
easat-4164	128	24	number	number	NOUN
easat-4164	128	25	of	of	ADP
easat-4164	128	26	comments	comment	NOUN
easat-4164	128	27	'	'	PART
easat-4164	128	28	,	,	PUNCT
easat-4164	128	29	and	and	CCONJ
easat-4164	128	30	'	'	PUNCT
easat-4164	128	31	user	user	NOUN
easat-4164	128	32	follower	follower	NOUN
easat-4164	128	33	count	count	NOUN
easat-4164	128	34	'	'	PUNCT
easat-4164	128	35	,	,	PUNCT
easat-4164	128	36	by	by	ADP
easat-4164	128	37	standardization	standardization	NOUN
easat-4164	128	38	.	.	PUNCT
easat-4164	129	1	these	these	DET
easat-4164	129	2	steps	step	NOUN
easat-4164	129	3	were	be	AUX
easat-4164	129	4	fairly	fairly	ADV
easat-4164	129	5	crucial	crucial	ADJ
easat-4164	129	6	to	to	PART
easat-4164	129	7	ensure	ensure	VERB
easat-4164	129	8	the	the	DET
easat-4164	129	9	quality	quality	NOUN
easat-4164	129	10	,	,	PUNCT
easat-4164	129	11	consistency	consistency	NOUN
easat-4164	129	12	,	,	PUNCT
easat-4164	129	13	and	and	CCONJ
easat-4164	129	14	suitability	suitability	NOUN
easat-4164	129	15	of	of	ADP
easat-4164	129	16	data	datum	NOUN
easat-4164	129	17	for	for	ADP
easat-4164	129	18	machine	machine	NOUN
easat-4164	129	19	learning	learning	NOUN
easat-4164	129	20	algorithms	algorithm	NOUN
easat-4164	129	21	.	.	PUNCT
easat-4164	130	1	5.3	5.3	NUM
easat-4164	130	2	.	.	PUNCT
easat-4164	130	3	exploratory	exploratory	ADJ
easat-4164	130	4	data	datum	NOUN
easat-4164	130	5	analysis	analysis	NOUN
easat-4164	130	6	(	(	PUNCT
easat-4164	130	7	eda	eda	X
easat-4164	130	8	)	)	PUNCT
easat-4164	130	9	in	in	ADP
easat-4164	130	10	conducting	conduct	VERB
easat-4164	130	11	exploratory	exploratory	ADJ
easat-4164	130	12	data	datum	NOUN
easat-4164	130	13	analysis	analysis	NOUN
easat-4164	130	14	on	on	ADP
easat-4164	130	15	the	the	DET
easat-4164	130	16	collected	collect	VERB
easat-4164	130	17	social	social	ADJ
easat-4164	130	18	media	medium	NOUN
easat-4164	130	19	dataset	dataset	NOUN
easat-4164	130	20	,	,	PUNCT
easat-4164	130	21	we	we	PRON
easat-4164	130	22	used	use	VERB
easat-4164	130	23	several	several	ADJ
easat-4164	130	24	statistical	statistical	ADJ
easat-4164	130	25	and	and	CCONJ
easat-4164	130	26	visualization	visualization	NOUN
easat-4164	130	27	techniques	technique	NOUN
easat-4164	130	28	in	in	ADP
easat-4164	130	29	the	the	DET
easat-4164	130	30	detection	detection	NOUN
easat-4164	130	31	of	of	ADP
easat-4164	130	32	patterns	pattern	NOUN
easat-4164	130	33	and	and	CCONJ
easat-4164	130	34	insights	insight	NOUN
easat-4164	130	35	from	from	ADP
easat-4164	130	36	this	this	DET
easat-4164	130	37	data	datum	NOUN
easat-4164	130	38	.	.	PUNCT
easat-4164	131	1	descriptive	descriptive	ADJ
easat-4164	131	2	statistics	statistic	NOUN
easat-4164	131	3	were	be	AUX
easat-4164	131	4	also	also	ADV
easat-4164	131	5	calculated	calculate	VERB
easat-4164	131	6	to	to	PART
easat-4164	131	7	summarize	summarize	VERB
easat-4164	131	8	some	some	PRON
easat-4164	131	9	of	of	ADP
easat-4164	131	10	the	the	DET
easat-4164	131	11	key	key	ADJ
easat-4164	131	12	metrics	metric	NOUN
easat-4164	131	13	,	,	PUNCT
easat-4164	131	14	including	include	VERB
easat-4164	131	15	the	the	DET
easat-4164	131	16	frequency	frequency	NOUN
easat-4164	131	17	of	of	ADP
easat-4164	131	18	tweets	tweet	NOUN
easat-4164	131	19	,	,	PUNCT
easat-4164	131	20	sentiment	sentiment	NOUN
easat-4164	131	21	scores	score	NOUN
easat-4164	131	22	,	,	PUNCT
easat-4164	131	23	and	and	CCONJ
easat-4164	131	24	engagement	engagement	NOUN
easat-4164	131	25	rates	rate	NOUN
easat-4164	131	26	across	across	ADP
easat-4164	131	27	different	different	ADJ
easat-4164	131	28	platforms	platform	NOUN
easat-4164	131	29	.	.	PUNCT
easat-4164	132	1	visualizations	visualization	NOUN
easat-4164	132	2	displaying	display	VERB
easat-4164	132	3	the	the	DET
easat-4164	132	4	distribution	distribution	NOUN
easat-4164	132	5	of	of	ADP
easat-4164	132	6	the	the	DET
easat-4164	132	7	sentiment	sentiment	NOUN
easat-4164	132	8	score	score	NOUN
easat-4164	132	9	skewed	skew	VERB
easat-4164	132	10	either	either	CCONJ
easat-4164	132	11	positively	positively	ADV
easat-4164	132	12	or	or	CCONJ
easat-4164	132	13	negatively	negatively	ADV
easat-4164	132	14	,	,	PUNCT
easat-4164	132	15	and	and	CCONJ
easat-4164	132	16	anomalies	anomaly	NOUN
easat-4164	132	17	have	have	AUX
easat-4164	132	18	also	also	ADV
easat-4164	132	19	been	be	AUX
easat-4164	132	20	created	create	VERB
easat-4164	132	21	.	.	PUNCT
easat-4164	133	1	further	far	ADV
easat-4164	133	2	,	,	PUNCT
easat-4164	133	3	word	word	NOUN
easat-4164	133	4	clouds	cloud	NOUN
easat-4164	133	5	and	and	CCONJ
easat-4164	133	6	bar	bar	NOUN
easat-4164	133	7	charts	chart	NOUN
easat-4164	133	8	showing	show	VERB
easat-4164	133	9	the	the	DET
easat-4164	133	10	most	most	ADV
easat-4164	133	11	frequent	frequent	ADJ
easat-4164	133	12	keywords	keyword	NOUN
easat-4164	133	13	and	and	CCONJ
easat-4164	133	14	hashtags	hashtag	NOUN
easat-4164	133	15	were	be	AUX
easat-4164	133	16	visualized	visualize	VERB
easat-4164	133	17	to	to	PART
easat-4164	133	18	show	show	VERB
easat-4164	133	19	trending	trend	VERB
easat-4164	133	20	topics	topic	NOUN
easat-4164	133	21	and	and	CCONJ
easat-4164	133	22	consumer	consumer	NOUN
easat-4164	133	23	concerns	concern	NOUN
easat-4164	133	24	.	.	PUNCT
easat-4164	134	1	the	the	DET
easat-4164	134	2	correlation	correlation	NOUN
easat-4164	134	3	analysis	analysis	NOUN
easat-4164	134	4	was	be	AUX
easat-4164	134	5	done	do	VERB
easat-4164	134	6	to	to	PART
easat-4164	134	7	explore	explore	VERB
easat-4164	134	8	the	the	DET
easat-4164	134	9	relationships	relationship	NOUN
easat-4164	134	10	between	between	ADP
easat-4164	134	11	variables	variable	NOUN
easat-4164	134	12	,	,	PUNCT
easat-4164	134	13	such	such	ADJ
easat-4164	134	14	as	as	ADP
easat-4164	134	15	sentiment	sentiment	NOUN
easat-4164	134	16	scores	score	NOUN
easat-4164	134	17	and	and	CCONJ
easat-4164	134	18	engagement	engagement	NOUN
easat-4164	134	19	metrics	metric	NOUN
easat-4164	134	20	,	,	PUNCT
easat-4164	134	21	which	which	PRON
easat-4164	134	22	would	would	AUX
easat-4164	134	23	give	give	VERB
easat-4164	134	24	a	a	DET
easat-4164	134	25	deeper	deep	ADJ
easat-4164	134	26	understanding	understanding	NOUN
easat-4164	134	27	of	of	ADP
easat-4164	134	28	how	how	SCONJ
easat-4164	134	29	public	public	ADJ
easat-4164	134	30	opinion	opinion	NOUN
easat-4164	134	31	correlates	correlate	VERB
easat-4164	134	32	with	with	ADP
easat-4164	134	33	user	user	NOUN
easat-4164	134	34	interactions	interaction	NOUN
easat-4164	134	35	.	.	PUNCT
easat-4164	135	1	essentially	essentially	ADV
easat-4164	135	2	,	,	PUNCT
easat-4164	135	3	this	this	DET
easat-4164	135	4	comprehensive	comprehensive	ADJ
easat-4164	135	5	eda	eda	PROPN
easat-4164	135	6	laid	lay	VERB
easat-4164	135	7	the	the	DET
easat-4164	135	8	foundation	foundation	NOUN
easat-4164	135	9	for	for	ADP
easat-4164	135	10	higher	high	ADJ
easat-4164	135	11	-	-	PUNCT
easat-4164	135	12	order	order	NOUN
easat-4164	135	13	analyses	analysis	NOUN
easat-4164	135	14	that	that	PRON
easat-4164	135	15	would	would	AUX
easat-4164	135	16	allow	allow	VERB
easat-4164	135	17	me	i	PRON
easat-4164	135	18	to	to	PART
easat-4164	135	19	formulate	formulate	VERB
easat-4164	135	20	my	my	PRON
easat-4164	135	21	hypotheses	hypothesis	NOUN
easat-4164	135	22	and	and	CCONJ
easat-4164	135	23	identify	identify	VERB
easat-4164	135	24	areas	area	NOUN
easat-4164	135	25	where	where	SCONJ
easat-4164	135	26	i	i	PRON
easat-4164	135	27	needed	need	VERB
easat-4164	135	28	to	to	PART
easat-4164	135	29	investigate	investigate	VERB
easat-4164	135	30	further	far	ADV
easat-4164	135	31	.	.	PUNCT
easat-4164	136	1	5.4	5.4	NUM
easat-4164	136	2	.	.	PUNCT
easat-4164	136	3	distribution	distribution	NOUN
easat-4164	136	4	of	of	ADP
easat-4164	136	5	sentiment	sentiment	NOUN
easat-4164	136	6	labels	label	VERB
easat-4164	136	7	the	the	DET
easat-4164	136	8	python	python	PROPN
easat-4164	136	9	code	code	NOUN
easat-4164	136	10	snippet	snippet	NOUN
easat-4164	136	11	plotted	plot	VERB
easat-4164	136	12	the	the	DET
easat-4164	136	13	distribution	distribution	NOUN
easat-4164	136	14	of	of	ADP
easat-4164	136	15	sentiment	sentiment	NOUN
easat-4164	136	16	labels	label	VERB
easat-4164	136	17	in	in	ADP
easat-4164	136	18	the	the	DET
easat-4164	136	19	dataset	dataset	NOUN
easat-4164	136	20	.	.	PUNCT
easat-4164	137	1	it	it	PRON
easat-4164	137	2	imported	import	VERB
easat-4164	137	3	the	the	DET
easat-4164	137	4	necessary	necessary	ADJ
easat-4164	137	5	libraries	library	NOUN
easat-4164	137	6	:	:	PUNCT
easat-4164	137	7	matplotlib.pyplot	matplotlib.pyplot	NUM
easat-4164	137	8	and	and	CCONJ
easat-4164	137	9	seaborn	seaborn	NOUN
easat-4164	137	10	to	to	PART
easat-4164	137	11	create	create	VERB
easat-4164	137	12	different	different	ADJ
easat-4164	137	13	kinds	kind	NOUN
easat-4164	137	14	of	of	ADP
easat-4164	137	15	plots	plot	NOUN
easat-4164	137	16	.	.	PUNCT
easat-4164	138	1	then	then	ADV
easat-4164	138	2	it	it	PRON
easat-4164	138	3	created	create	VERB
easat-4164	138	4	a	a	DET
easat-4164	138	5	count	count	NOUN
easat-4164	138	6	-	-	PUNCT
easat-4164	138	7	plot	plot	NOUN
easat-4164	138	8	with	with	ADP
easat-4164	138	9	seaborn	seaborn	PROPN
easat-4164	138	10	's	's	PART
easat-4164	138	11	sns.countplot	sns.countplot	NOUN
easat-4164	138	12	(	(	PUNCT
easat-4164	138	13	)	)	PUNCT
easat-4164	138	14	,	,	PUNCT
easat-4164	138	15	putting	put	VERB
easat-4164	138	16	'	'	PUNCT
easat-4164	138	17	sentiment	sentiment	NOUN
easat-4164	138	18	label	label	NOUN
easat-4164	138	19	'	'	PUNCT
easat-4164	138	20	as	as	ADP
easat-4164	138	21	the	the	DET
easat-4164	138	22	x	x	NOUN
easat-4164	138	23	-	-	NOUN
easat-4164	138	24	axis	axis	ADJ
easat-4164	138	25	and	and	CCONJ
easat-4164	138	26	setting	set	VERB
easat-4164	138	27	the	the	DET
easat-4164	138	28	color	color	NOUN
easat-4164	138	29	palette	palette	NOUN
easat-4164	138	30	as	as	ADP
easat-4164	138	31	'	'	PUNCT
easat-4164	138	32	viridis	viridis	PROPN
easat-4164	138	33	'	'	PUNCT
easat-4164	138	34	for	for	ADP
easat-4164	138	35	aesthetic	aesthetic	ADJ
easat-4164	138	36	appeal	appeal	NOUN
easat-4164	138	37	.	.	PUNCT
easat-4164	139	1	the	the	DET
easat-4164	139	2	plot	plot	NOUN
easat-4164	139	3	obtained	obtain	VERB
easat-4164	139	4	a	a	DET
easat-4164	139	5	title	title	NOUN
easat-4164	139	6	and	and	CCONJ
easat-4164	139	7	appropriate	appropriate	ADJ
easat-4164	139	8	labels	label	NOUN
easat-4164	139	9	for	for	ADP
easat-4164	139	10	the	the	DET
easat-4164	139	11	x	x	NOUN
easat-4164	139	12	and	and	CCONJ
easat-4164	139	13	y	y	PROPN
easat-4164	139	14	axes	axis	NOUN
easat-4164	139	15	.	.	PUNCT
easat-4164	140	1	finally	finally	ADV
easat-4164	140	2	,	,	PUNCT
easat-4164	140	3	the	the	DET
easat-4164	140	4	plt.show	plt.show	X
easat-4164	140	5	(	(	PUNCT
easat-4164	140	6	)	)	PUNCT
easat-4164	140	7	function	function	NOUN
easat-4164	140	8	displayed	display	VERB
easat-4164	140	9	the	the	DET
easat-4164	140	10	generated	generate	VERB
easat-4164	140	11	plot	plot	NOUN
easat-4164	140	12	,	,	PUNCT
easat-4164	140	13	which	which	PRON
easat-4164	140	14	provided	provide	VERB
easat-4164	140	15	a	a	DET
easat-4164	140	16	good	good	ADJ
easat-4164	140	17	overview	overview	NOUN
easat-4164	140	18	of	of	ADP
easat-4164	140	19	the	the	DET
easat-4164	140	20	distribution	distribution	NOUN
easat-4164	140	21	of	of	ADP
easat-4164	140	22	sentiment	sentiment	NOUN
easat-4164	140	23	labels	label	VERB
easat-4164	140	24	in	in	ADP
easat-4164	140	25	the	the	DET
easat-4164	140	26	data	datum	NOUN
easat-4164	140	27	as	as	SCONJ
easat-4164	140	28	showcased	showcase	VERB
easat-4164	140	29	below	below	ADV
easat-4164	140	30	:	:	PUNCT
easat-4164	140	31	520	520	NUM
easat-4164	140	32	edelweiss	edelweiss	PROPN
easat-4164	140	33	applied	apply	VERB
easat-4164	140	34	science	science	NOUN
easat-4164	140	35	and	and	CCONJ
easat-4164	140	36	technology	technology	NOUN
easat-4164	140	37	issn	issn	PROPN
easat-4164	140	38	:	:	PUNCT
easat-4164	140	39	2576	2576	NUM
easat-4164	140	40	-	-	SYM
easat-4164	140	41	8484	8484	NUM
easat-4164	140	42	vol	vol	NOUN
easat-4164	140	43	.	.	PROPN
easat-4164	141	1	9	9	NUM
easat-4164	141	2	,	,	PUNCT
easat-4164	141	3	no	no	INTJ
easat-4164	141	4	.	.	NOUN
easat-4164	141	5	1	1	NUM
easat-4164	141	6	:	:	PUNCT
easat-4164	141	7	515	515	NUM
easat-4164	141	8	-	-	SYM
easat-4164	141	9	535	535	NUM
easat-4164	141	10	,	,	PUNCT
easat-4164	141	11	2025	2025	NUM
easat-4164	141	12	doi	doi	NOUN
easat-4164	141	13	:	:	PUNCT
easat-4164	141	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	141	15	©	©	PROPN
easat-4164	141	16	2025	2025	NUM
easat-4164	141	17	by	by	ADP
easat-4164	141	18	the	the	DET
easat-4164	141	19	authors	author	NOUN
easat-4164	141	20	;	;	PUNCT
easat-4164	141	21	licensee	licensee	PROPN
easat-4164	141	22	learning	learn	VERB
easat-4164	141	23	gate	gate	PROPN
easat-4164	141	24	output	output	NOUN
easat-4164	141	25	:	:	PUNCT
easat-4164	141	26	figure	figure	NOUN
easat-4164	141	27	1	1	NUM
easat-4164	141	28	.	.	PUNCT
easat-4164	141	29	exhibits	exhibit	VERB
easat-4164	141	30	the	the	DET
easat-4164	141	31	distribution	distribution	NOUN
easat-4164	141	32	of	of	ADP
easat-4164	141	33	sentiment	sentiment	NOUN
easat-4164	141	34	labels	label	VERB
easat-4164	141	35	.	.	PUNCT
easat-4164	142	1	the	the	DET
easat-4164	142	2	histogram	histogram	NOUN
easat-4164	142	3	above	above	ADP
easat-4164	142	4	portrays	portray	VERB
easat-4164	142	5	the	the	DET
easat-4164	142	6	distribution	distribution	NOUN
easat-4164	142	7	of	of	ADP
easat-4164	142	8	sentiment	sentiment	NOUN
easat-4164	142	9	labels	label	VERB
easat-4164	142	10	within	within	ADP
easat-4164	142	11	a	a	DET
easat-4164	142	12	dataset	dataset	NOUN
easat-4164	142	13	.	.	PUNCT
easat-4164	143	1	it	it	PRON
easat-4164	143	2	exposes	expose	VERB
easat-4164	143	3	that	that	SCONJ
easat-4164	143	4	the	the	DET
easat-4164	143	5	most	most	ADJ
easat-4164	143	6	of	of	ADP
easat-4164	143	7	posts	post	NOUN
easat-4164	143	8	are	be	AUX
easat-4164	143	9	classified	classify	VERB
easat-4164	143	10	as	as	ADP
easat-4164	143	11	'	'	PUNCT
easat-4164	143	12	neutral	neutral	ADJ
easat-4164	143	13	'	'	PUNCT
easat-4164	143	14	,	,	PUNCT
easat-4164	143	15	followed	follow	VERB
easat-4164	143	16	by	by	ADP
easat-4164	143	17	'	'	PUNCT
easat-4164	143	18	positive	positive	ADJ
easat-4164	143	19	'	'	PUNCT
easat-4164	143	20	,	,	PUNCT
easat-4164	143	21	and	and	CCONJ
easat-4164	143	22	then	then	ADV
easat-4164	143	23	'	'	PUNCT
easat-4164	143	24	negative	negative	ADJ
easat-4164	143	25	'	'	PUNCT
easat-4164	143	26	.	.	PUNCT
easat-4164	144	1	maximum	maximum	ADJ
easat-4164	144	2	bears	bear	NOUN
easat-4164	144	3	neutral	neutral	ADJ
easat-4164	144	4	,	,	PUNCT
easat-4164	144	5	then	then	ADV
easat-4164	144	6	positive	positive	ADJ
easat-4164	144	7	,	,	PUNCT
easat-4164	144	8	and	and	CCONJ
easat-4164	144	9	lastly	lastly	ADV
easat-4164	144	10	negative	negative	ADJ
easat-4164	144	11	,	,	PUNCT
easat-4164	144	12	approximately	approximately	ADV
easat-4164	144	13	680	680	NUM
easat-4164	144	14	neutrals	neutral	NOUN
easat-4164	144	15	,	,	PUNCT
easat-4164	144	16	640	640	NUM
easat-4164	144	17	positive	positive	ADJ
easat-4164	144	18	posts	post	NOUN
easat-4164	144	19	,	,	PUNCT
easat-4164	144	20	and	and	CCONJ
easat-4164	144	21	about	about	ADP
easat-4164	144	22	670	670	NUM
easat-4164	144	23	negatives	negative	NOUN
easat-4164	144	24	.	.	PUNCT
easat-4164	145	1	with	with	ADP
easat-4164	145	2	the	the	DET
easat-4164	145	3	overall	overall	ADJ
easat-4164	145	4	visualization	visualization	NOUN
easat-4164	145	5	at	at	ADP
easat-4164	145	6	a	a	DET
easat-4164	145	7	higher	high	ADJ
easat-4164	145	8	magnification	magnification	NOUN
easat-4164	145	9	,	,	PUNCT
easat-4164	145	10	one	one	PRON
easat-4164	145	11	can	can	AUX
easat-4164	145	12	better	well	ADV
easat-4164	145	13	envision	envision	VERB
easat-4164	145	14	how	how	SCONJ
easat-4164	145	15	each	each	DET
easat-4164	145	16	category	category	NOUN
easat-4164	145	17	will	will	AUX
easat-4164	145	18	become	become	VERB
easat-4164	145	19	available	available	ADJ
easat-4164	145	20	and	and	CCONJ
easat-4164	145	21	somewhat	somewhat	ADV
easat-4164	145	22	balanced	balanced	ADJ
easat-4164	145	23	concerning	concern	VERB
easat-4164	145	24	all	all	DET
easat-4164	145	25	the	the	DET
easat-4164	145	26	data	datum	NOUN
easat-4164	145	27	at	at	ADP
easat-4164	145	28	hand	hand	NOUN
easat-4164	145	29	.	.	PUNCT
easat-4164	146	1	5.5	5.5	NUM
easat-4164	146	2	.	.	PUNCT
easat-4164	146	3	distribution	distribution	NOUN
easat-4164	146	4	of	of	ADP
easat-4164	146	5	post	post	NOUN
easat-4164	146	6	types	type	NOUN
easat-4164	146	7	the	the	DET
easat-4164	146	8	python	python	PROPN
easat-4164	146	9	code	code	NOUN
easat-4164	146	10	attempted	attempt	VERB
easat-4164	146	11	to	to	PART
easat-4164	146	12	visualize	visualize	VERB
easat-4164	146	13	the	the	DET
easat-4164	146	14	distribution	distribution	NOUN
easat-4164	146	15	of	of	ADP
easat-4164	146	16	the	the	DET
easat-4164	146	17	sentiment	sentiment	NOUN
easat-4164	146	18	labels	label	VERB
easat-4164	146	19	within	within	ADP
easat-4164	146	20	the	the	DET
easat-4164	146	21	dataset	dataset	NOUN
easat-4164	146	22	.	.	PUNCT
easat-4164	147	1	first	first	ADV
easat-4164	147	2	,	,	PUNCT
easat-4164	147	3	it	it	PRON
easat-4164	147	4	imported	import	VERB
easat-4164	147	5	some	some	DET
easat-4164	147	6	essential	essential	ADJ
easat-4164	147	7	libraries	library	NOUN
easat-4164	147	8	:	:	PUNCT
easat-4164	147	9	matplotlib.pyplot	matplotlib.pyplot	NUM
easat-4164	147	10	,	,	PUNCT
easat-4164	147	11	and	and	CCONJ
easat-4164	147	12	seaborn	seaborn	PROPN
easat-4164	147	13	,	,	PUNCT
easat-4164	147	14	for	for	ADP
easat-4164	147	15	creating	create	VERB
easat-4164	147	16	various	various	ADJ
easat-4164	147	17	plots	plot	NOUN
easat-4164	147	18	.	.	PUNCT
easat-4164	148	1	it	it	PRON
easat-4164	148	2	then	then	ADV
easat-4164	148	3	creates	create	VERB
easat-4164	148	4	a	a	DET
easat-4164	148	5	count	count	NOUN
easat-4164	148	6	-	-	PUNCT
easat-4164	148	7	plot	plot	NOUN
easat-4164	148	8	using	use	VERB
easat-4164	148	9	seaborn	seaborn	NOUN
easat-4164	148	10	,	,	PUNCT
easat-4164	148	11	calling	call	VERB
easat-4164	148	12	sns	sns	PROPN
easat-4164	148	13	.	.	PROPN
easat-4164	148	14	counterplot	counterplot	PROPN
easat-4164	148	15	(	(	PUNCT
easat-4164	148	16	)	)	PUNCT
easat-4164	148	17	,	,	PUNCT
easat-4164	148	18	identifying	identify	VERB
easat-4164	148	19	the	the	DET
easat-4164	148	20	‘	'	PUNCT
easat-4164	148	21	sentiment	sentiment	NOUN
easat-4164	148	22	label	label	NOUN
easat-4164	148	23	’	'	PUNCT
easat-4164	148	24	column	column	NOUN
easat-4164	148	25	for	for	ADP
easat-4164	148	26	the	the	DET
easat-4164	148	27	x	x	NOUN
easat-4164	148	28	-	-	NOUN
easat-4164	148	29	axis	axis	ADJ
easat-4164	148	30	,	,	PUNCT
easat-4164	148	31	and	and	CCONJ
easat-4164	148	32	ensuring	ensure	VERB
easat-4164	148	33	the	the	DET
easat-4164	148	34	color	color	NOUN
easat-4164	148	35	palette	palette	NOUN
easat-4164	148	36	is	be	AUX
easat-4164	148	37	‘	'	PUNCT
easat-4164	148	38	viridis	viridis	PROPN
easat-4164	148	39	’	'	PUNCT
easat-4164	148	40	.	.	PUNCT
easat-4164	149	1	here	here	ADV
easat-4164	149	2	we	we	PRON
easat-4164	149	3	set	set	VERB
easat-4164	149	4	the	the	DET
easat-4164	149	5	title	title	NOUN
easat-4164	149	6	to	to	ADP
easat-4164	149	7	the	the	DET
easat-4164	149	8	plot	plot	NOUN
easat-4164	149	9	,	,	PUNCT
easat-4164	149	10	and	and	CCONJ
easat-4164	149	11	use	use	VERB
easat-4164	149	12	appropriate	appropriate	ADJ
easat-4164	149	13	labels	label	NOUN
easat-4164	149	14	for	for	ADP
easat-4164	149	15	the	the	DET
easat-4164	149	16	x	x	NOUN
easat-4164	149	17	and	and	CCONJ
easat-4164	149	18	y	y	PROPN
easat-4164	149	19	axes	axis	NOUN
easat-4164	149	20	.	.	PUNCT
easat-4164	150	1	finally	finally	ADV
easat-4164	150	2	,	,	PUNCT
easat-4164	150	3	we	we	PRON
easat-4164	150	4	call	call	VERB
easat-4164	150	5	plt.show	plt.show	PROPN
easat-4164	150	6	(	(	PUNCT
easat-4164	150	7	)	)	PUNCT
easat-4164	150	8	,	,	PUNCT
easat-4164	150	9	which	which	PRON
easat-4164	150	10	will	will	AUX
easat-4164	150	11	display	display	VERB
easat-4164	150	12	the	the	DET
easat-4164	150	13	generated	generate	VERB
easat-4164	150	14	plot	plot	NOUN
easat-4164	150	15	:	:	PUNCT
easat-4164	150	16	this	this	PRON
easat-4164	150	17	gives	give	VERB
easat-4164	150	18	an	an	DET
easat-4164	150	19	overview	overview	NOUN
easat-4164	150	20	of	of	ADP
easat-4164	150	21	how	how	SCONJ
easat-4164	150	22	the	the	DET
easat-4164	150	23	distribution	distribution	NOUN
easat-4164	150	24	of	of	ADP
easat-4164	150	25	sentiment	sentiment	NOUN
easat-4164	150	26	labels	label	NOUN
easat-4164	150	27	looks	look	VERB
easat-4164	150	28	within	within	ADP
easat-4164	150	29	the	the	DET
easat-4164	150	30	data	datum	NOUN
easat-4164	150	31	.	.	PUNCT
easat-4164	151	1	521	521	NUM
easat-4164	151	2	edelweiss	edelweiss	PROPN
easat-4164	151	3	applied	apply	VERB
easat-4164	151	4	science	science	NOUN
easat-4164	151	5	and	and	CCONJ
easat-4164	151	6	technology	technology	NOUN
easat-4164	151	7	issn	issn	PROPN
easat-4164	151	8	:	:	PUNCT
easat-4164	151	9	2576	2576	NUM
easat-4164	151	10	-	-	SYM
easat-4164	151	11	8484	8484	NUM
easat-4164	151	12	vol	vol	NOUN
easat-4164	151	13	.	.	PROPN
easat-4164	152	1	9	9	NUM
easat-4164	152	2	,	,	PUNCT
easat-4164	152	3	no	no	INTJ
easat-4164	152	4	.	.	NOUN
easat-4164	152	5	1	1	NUM
easat-4164	152	6	:	:	PUNCT
easat-4164	152	7	515	515	NUM
easat-4164	152	8	-	-	SYM
easat-4164	152	9	535	535	NUM
easat-4164	152	10	,	,	PUNCT
easat-4164	152	11	2025	2025	NUM
easat-4164	152	12	doi	doi	NOUN
easat-4164	152	13	:	:	PUNCT
easat-4164	152	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	152	15	©	©	PROPN
easat-4164	152	16	2025	2025	NUM
easat-4164	152	17	by	by	ADP
easat-4164	152	18	the	the	DET
easat-4164	152	19	authors	author	NOUN
easat-4164	152	20	;	;	PUNCT
easat-4164	152	21	licensee	licensee	PROPN
easat-4164	152	22	learning	learn	VERB
easat-4164	152	23	gate	gate	PROPN
easat-4164	152	24	output	output	NOUN
easat-4164	152	25	:	:	PUNCT
easat-4164	152	26	figure	figure	NOUN
easat-4164	152	27	2	2	NUM
easat-4164	152	28	.	.	NOUN
easat-4164	152	29	displays	display	VERB
easat-4164	152	30	distribution	distribution	NOUN
easat-4164	152	31	of	of	ADP
easat-4164	152	32	post	post	NOUN
easat-4164	152	33	types	type	NOUN
easat-4164	152	34	.	.	PUNCT
easat-4164	153	1	this	this	DET
easat-4164	153	2	histogram	histogram	NOUN
easat-4164	153	3	displays	display	VERB
easat-4164	153	4	the	the	DET
easat-4164	153	5	distribution	distribution	NOUN
easat-4164	153	6	of	of	ADP
easat-4164	153	7	post	post	NOUN
easat-4164	153	8	types	type	NOUN
easat-4164	153	9	within	within	ADP
easat-4164	153	10	a	a	DET
easat-4164	153	11	dataset	dataset	NOUN
easat-4164	153	12	.	.	PUNCT
easat-4164	154	1	it	it	PRON
easat-4164	154	2	was	be	AUX
easat-4164	154	3	apparent	apparent	ADJ
easat-4164	154	4	that	that	SCONJ
easat-4164	154	5	'	'	PUNCT
easat-4164	154	6	video	video	NOUN
easat-4164	154	7	'	'	PUNCT
easat-4164	154	8	posts	post	NOUN
easat-4164	154	9	have	have	VERB
easat-4164	154	10	the	the	DET
easat-4164	154	11	highest	high	ADJ
easat-4164	154	12	frequency	frequency	NOUN
easat-4164	154	13	,	,	PUNCT
easat-4164	154	14	around	around	ADP
easat-4164	154	15	670	670	NUM
easat-4164	154	16	,	,	PUNCT
easat-4164	154	17	while	while	SCONJ
easat-4164	154	18	the	the	DET
easat-4164	154	19	'	'	PUNCT
easat-4164	154	20	image	image	NOUN
easat-4164	154	21	'	'	PUNCT
easat-4164	154	22	post	post	NOUN
easat-4164	154	23	has	have	VERB
easat-4164	154	24	about	about	ADV
easat-4164	154	25	660	660	NUM
easat-4164	154	26	instances	instance	NOUN
easat-4164	154	27	,	,	PUNCT
easat-4164	154	28	and	and	CCONJ
easat-4164	154	29	the	the	DET
easat-4164	154	30	'	'	PUNCT
easat-4164	154	31	text	text	NOUN
easat-4164	154	32	'	'	PUNCT
easat-4164	154	33	post	post	NOUN
easat-4164	154	34	has	have	VERB
easat-4164	154	35	approximately	approximately	ADV
easat-4164	154	36	650	650	NUM
easat-4164	154	37	occurrences	occurrence	NOUN
easat-4164	154	38	.	.	PUNCT
easat-4164	155	1	the	the	DET
easat-4164	155	2	following	follow	VERB
easat-4164	155	3	visualization	visualization	NOUN
easat-4164	155	4	clearly	clearly	ADV
easat-4164	155	5	shows	show	VERB
easat-4164	155	6	how	how	SCONJ
easat-4164	155	7	common	common	ADJ
easat-4164	155	8	each	each	PRON
easat-4164	155	9	of	of	ADP
easat-4164	155	10	the	the	DET
easat-4164	155	11	post	post	NOUN
easat-4164	155	12	types	type	NOUN
easat-4164	155	13	is	be	AUX
easat-4164	155	14	concerning	concern	VERB
easat-4164	155	15	each	each	DET
easat-4164	155	16	other	other	ADJ
easat-4164	155	17	;	;	PUNCT
easat-4164	155	18	it	it	PRON
easat-4164	155	19	shows	show	VERB
easat-4164	155	20	that	that	SCONJ
easat-4164	155	21	video	video	NOUN
easat-4164	155	22	posts	post	NOUN
easat-4164	155	23	are	be	AUX
easat-4164	155	24	the	the	DET
easat-4164	155	25	most	most	ADV
easat-4164	155	26	frequent	frequent	ADJ
easat-4164	155	27	,	,	PUNCT
easat-4164	155	28	and	and	CCONJ
easat-4164	155	29	the	the	DET
easat-4164	155	30	rest	rest	NOUN
easat-4164	155	31	two	two	NUM
easat-4164	155	32	are	be	AUX
easat-4164	155	33	not	not	PART
easat-4164	155	34	as	as	ADV
easat-4164	155	35	frequent	frequent	ADJ
easat-4164	155	36	.	.	PUNCT
easat-4164	156	1	5.6	5.6	NUM
easat-4164	156	2	.	.	X
easat-4164	156	3	number	number	NOUN
easat-4164	156	4	of	of	ADP
easat-4164	156	5	likes	like	NOUN
easat-4164	156	6	vs.	vs.	ADP
easat-4164	156	7	number	number	NOUN
easat-4164	156	8	of	of	ADP
easat-4164	156	9	shares	share	NOUN
easat-4164	156	10	the	the	DET
easat-4164	156	11	code	code	NOUN
easat-4164	156	12	script	script	NOUN
easat-4164	156	13	was	be	AUX
easat-4164	156	14	used	use	VERB
easat-4164	156	15	to	to	PART
easat-4164	156	16	create	create	VERB
easat-4164	156	17	a	a	DET
easat-4164	156	18	scatter	scatter	NOUN
easat-4164	156	19	plot	plot	NOUN
easat-4164	156	20	to	to	PART
easat-4164	156	21	illustrate	illustrate	VERB
easat-4164	156	22	the	the	DET
easat-4164	156	23	relationship	relationship	NOUN
easat-4164	156	24	between	between	ADP
easat-4164	156	25	the	the	DET
easat-4164	156	26	number	number	NOUN
easat-4164	156	27	of	of	ADP
easat-4164	156	28	likes	like	NOUN
easat-4164	156	29	versus	versus	ADP
easat-4164	156	30	the	the	DET
easat-4164	156	31	number	number	NOUN
easat-4164	156	32	of	of	ADP
easat-4164	156	33	shares	share	NOUN
easat-4164	156	34	of	of	ADP
easat-4164	156	35	posts	post	NOUN
easat-4164	156	36	,	,	PUNCT
easat-4164	156	37	colored	color	VERB
easat-4164	156	38	by	by	ADP
easat-4164	156	39	the	the	DET
easat-4164	156	40	sentiment	sentiment	NOUN
easat-4164	156	41	label	label	NOUN
easat-4164	156	42	.	.	PUNCT
easat-4164	157	1	the	the	DET
easat-4164	157	2	code	code	NOUN
easat-4164	157	3	imported	import	VERB
easat-4164	157	4	all	all	DET
easat-4164	157	5	the	the	DET
easat-4164	157	6	necessary	necessary	ADJ
easat-4164	157	7	libraries	library	NOUN
easat-4164	157	8	such	such	ADJ
easat-4164	157	9	as	as	ADP
easat-4164	157	10	matplotlib.pyplot	matplotlib.pyplot	NUM
easat-4164	157	11	,	,	PUNCT
easat-4164	157	12	and	and	CCONJ
easat-4164	157	13	seaborn	seaborn	PROPN
easat-4164	157	14	;	;	PUNCT
easat-4164	157	15	defined	define	VERB
easat-4164	157	16	the	the	DET
easat-4164	157	17	figure	figure	NOUN
easat-4164	157	18	size	size	NOUN
easat-4164	157	19	,	,	PUNCT
easat-4164	157	20	and	and	CCONJ
easat-4164	157	21	created	create	VERB
easat-4164	157	22	a	a	DET
easat-4164	157	23	plot	plot	NOUN
easat-4164	157	24	using	use	VERB
easat-4164	157	25	sns.scatterplot	sns.scatterplot	PROPN
easat-4164	157	26	(	(	PUNCT
easat-4164	157	27	)	)	PUNCT
easat-4164	157	28	;	;	PUNCT
easat-4164	157	29	placed	place	VERB
easat-4164	157	30	‘	'	PUNCT
easat-4164	157	31	number	number	NOUN
easat-4164	157	32	of	of	ADP
easat-4164	157	33	likes	like	NOUN
easat-4164	157	34	’	'	PUNCT
easat-4164	157	35	on	on	ADP
easat-4164	157	36	the	the	DET
easat-4164	157	37	x	x	NOUN
easat-4164	157	38	-	-	NOUN
easat-4164	157	39	axis	axis	ADJ
easat-4164	157	40	and	and	CCONJ
easat-4164	157	41	‘	'	PUNCT
easat-4164	157	42	number	number	NOUN
easat-4164	157	43	of	of	ADP
easat-4164	157	44	shares	share	NOUN
easat-4164	157	45	’	'	PUNCT
easat-4164	157	46	on	on	ADP
easat-4164	157	47	the	the	DET
easat-4164	157	48	y	y	NOUN
easat-4164	157	49	-	-	PUNCT
easat-4164	157	50	axis	axis	NOUN
easat-4164	157	51	.	.	PUNCT
easat-4164	158	1	had	have	VERB
easat-4164	158	2	the	the	DET
easat-4164	158	3	color	color	NOUN
easat-4164	158	4	of	of	ADP
easat-4164	158	5	the	the	DET
easat-4164	158	6	hue	hue	NOUN
easat-4164	158	7	changed	change	VERB
easat-4164	158	8	according	accord	VERB
easat-4164	158	9	to	to	ADP
easat-4164	158	10	the	the	DET
easat-4164	158	11	‘	'	PUNCT
easat-4164	158	12	sentiment	sentiment	NOUN
easat-4164	158	13	label	label	NOUN
easat-4164	158	14	’	'	PUNCT
easat-4164	158	15	?	?	PUNCT
easat-4164	159	1	provide	provide	VERB
easat-4164	159	2	the	the	DET
easat-4164	159	3	plot	plot	NOUN
easat-4164	159	4	a	a	DET
easat-4164	159	5	title	title	NOUN
easat-4164	159	6	and	and	CCONJ
easat-4164	159	7	labels	label	NOUN
easat-4164	159	8	for	for	ADP
easat-4164	159	9	its	its	PRON
easat-4164	159	10	axes	axis	NOUN
easat-4164	159	11	,	,	PUNCT
easat-4164	159	12	and	and	CCONJ
easat-4164	159	13	add	add	VERB
easat-4164	159	14	a	a	DET
easat-4164	159	15	legend	legend	NOUN
easat-4164	159	16	so	so	SCONJ
easat-4164	159	17	that	that	SCONJ
easat-4164	159	18	the	the	DET
easat-4164	159	19	points	point	NOUN
easat-4164	159	20	can	can	AUX
easat-4164	159	21	easily	easily	ADV
easat-4164	159	22	be	be	AUX
easat-4164	159	23	differentiated	differentiate	VERB
easat-4164	159	24	based	base	VERB
easat-4164	159	25	on	on	ADP
easat-4164	159	26	their	their	PRON
easat-4164	159	27	sentiments	sentiment	NOUN
easat-4164	159	28	.	.	PUNCT
easat-4164	160	1	finally	finally	ADV
easat-4164	160	2	,	,	PUNCT
easat-4164	160	3	the	the	DET
easat-4164	160	4	plot.show	plot.show	NOUN
easat-4164	160	5	(	(	PUNCT
easat-4164	160	6	)	)	PUNCT
easat-4164	160	7	function	function	NOUN
easat-4164	160	8	displayed	display	VERB
easat-4164	160	9	the	the	DET
easat-4164	160	10	scatter	scatter	NOUN
easat-4164	160	11	plot	plot	NOUN
easat-4164	160	12	created	create	VERB
easat-4164	160	13	that	that	PRON
easat-4164	160	14	shows	show	VERB
easat-4164	160	15	the	the	DET
easat-4164	160	16	correlation	correlation	NOUN
easat-4164	160	17	graphically	graphically	ADV
easat-4164	160	18	across	across	ADP
easat-4164	160	19	different	different	ADJ
easat-4164	160	20	sentiments	sentiment	NOUN
easat-4164	160	21	for	for	ADP
easat-4164	160	22	likes	like	NOUN
easat-4164	160	23	-	-	PUNCT
easat-4164	160	24	share	share	NOUN
easat-4164	160	25	as	as	SCONJ
easat-4164	160	26	exhibited	exhibit	VERB
easat-4164	160	27	below	below	ADV
easat-4164	160	28	:	:	PUNCT
easat-4164	160	29	522	522	NUM
easat-4164	160	30	edelweiss	edelweiss	PROPN
easat-4164	160	31	applied	apply	VERB
easat-4164	160	32	science	science	NOUN
easat-4164	160	33	and	and	CCONJ
easat-4164	160	34	technology	technology	NOUN
easat-4164	160	35	issn	issn	PROPN
easat-4164	160	36	:	:	PUNCT
easat-4164	160	37	2576	2576	NUM
easat-4164	160	38	-	-	SYM
easat-4164	160	39	8484	8484	NUM
easat-4164	160	40	vol	vol	NOUN
easat-4164	160	41	.	.	PROPN
easat-4164	161	1	9	9	NUM
easat-4164	161	2	,	,	PUNCT
easat-4164	161	3	no	no	INTJ
easat-4164	161	4	.	.	NOUN
easat-4164	161	5	1	1	NUM
easat-4164	161	6	:	:	PUNCT
easat-4164	161	7	515	515	NUM
easat-4164	161	8	-	-	SYM
easat-4164	161	9	535	535	NUM
easat-4164	161	10	,	,	PUNCT
easat-4164	161	11	2025	2025	NUM
easat-4164	161	12	doi	doi	NOUN
easat-4164	161	13	:	:	PUNCT
easat-4164	161	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	161	15	©	©	PROPN
easat-4164	161	16	2025	2025	NUM
easat-4164	161	17	by	by	ADP
easat-4164	161	18	the	the	DET
easat-4164	161	19	authors	author	NOUN
easat-4164	161	20	;	;	PUNCT
easat-4164	161	21	licensee	licensee	PROPN
easat-4164	161	22	learning	learn	VERB
easat-4164	161	23	gate	gate	PROPN
easat-4164	161	24	figure	figure	NOUN
easat-4164	161	25	3	3	NUM
easat-4164	161	26	.	.	NOUN
easat-4164	161	27	number	number	NOUN
easat-4164	161	28	of	of	ADP
easat-4164	161	29	likes	like	NOUN
easat-4164	161	30	vs.	vs.	ADP
easat-4164	161	31	number	number	NOUN
easat-4164	161	32	of	of	ADP
easat-4164	161	33	shares	share	NOUN
easat-4164	161	34	.	.	PUNCT
easat-4164	162	1	above	above	ADV
easat-4164	162	2	is	be	AUX
easat-4164	162	3	the	the	DET
easat-4164	162	4	scatter	scatter	NOUN
easat-4164	162	5	plot	plot	NOUN
easat-4164	162	6	of	of	ADP
easat-4164	162	7	the	the	DET
easat-4164	162	8	relationship	relationship	NOUN
easat-4164	162	9	between	between	ADP
easat-4164	162	10	a	a	DET
easat-4164	162	11	post	post	NOUN
easat-4164	162	12	’s	’s	PART
easat-4164	162	13	number	number	NOUN
easat-4164	162	14	of	of	ADP
easat-4164	162	15	likes	like	NOUN
easat-4164	162	16	and	and	CCONJ
easat-4164	162	17	shares	share	NOUN
easat-4164	162	18	,	,	PUNCT
easat-4164	162	19	colored	color	VERB
easat-4164	162	20	by	by	ADP
easat-4164	162	21	its	its	PRON
easat-4164	162	22	sentiment	sentiment	NOUN
easat-4164	162	23	label	label	NOUN
easat-4164	162	24	.	.	PUNCT
easat-4164	163	1	we	we	PRON
easat-4164	163	2	can	can	AUX
easat-4164	163	3	see	see	VERB
easat-4164	163	4	from	from	ADP
easat-4164	163	5	the	the	DET
easat-4164	163	6	above	above	ADJ
easat-4164	163	7	plot	plot	NOUN
easat-4164	163	8	that	that	PRON
easat-4164	163	9	generally	generally	ADV
easat-4164	163	10	speaking	speak	VERB
easat-4164	163	11	,	,	PUNCT
easat-4164	163	12	more	more	ADJ
easat-4164	163	13	likes	like	NOUN
easat-4164	163	14	are	be	AUX
easat-4164	163	15	related	relate	VERB
easat-4164	163	16	to	to	ADP
easat-4164	163	17	more	more	ADJ
easat-4164	163	18	shares	share	NOUN
easat-4164	163	19	,	,	PUNCT
easat-4164	163	20	but	but	CCONJ
easat-4164	163	21	the	the	DET
easat-4164	163	22	relationship	relationship	NOUN
easat-4164	163	23	is	be	AUX
easat-4164	163	24	n’t	not	PART
easat-4164	163	25	perfectly	perfectly	ADV
easat-4164	163	26	linear	linear	ADJ
easat-4164	163	27	,	,	PUNCT
easat-4164	163	28	with	with	ADP
easat-4164	163	29	lots	lot	NOUN
easat-4164	163	30	of	of	ADP
easat-4164	163	31	scatter	scatter	NOUN
easat-4164	163	32	in	in	ADP
easat-4164	163	33	the	the	DET
easat-4164	163	34	data	datum	NOUN
easat-4164	163	35	.	.	PUNCT
easat-4164	164	1	it	it	PRON
easat-4164	164	2	would	would	AUX
easat-4164	164	3	appear	appear	VERB
easat-4164	164	4	that	that	SCONJ
easat-4164	164	5	the	the	DET
easat-4164	164	6	sentiment	sentiment	NOUN
easat-4164	164	7	labels	label	NOUN
easat-4164	164	8	are	be	AUX
easat-4164	164	9	somewhat	somewhat	ADV
easat-4164	164	10	interlaced	interlaced	ADJ
easat-4164	164	11	,	,	PUNCT
easat-4164	164	12	and	and	CCONJ
easat-4164	164	13	the	the	DET
easat-4164	164	14	points	point	NOUN
easat-4164	164	15	reflecting	reflect	VERB
easat-4164	164	16	different	different	ADJ
easat-4164	164	17	sentiments	sentiment	NOUN
easat-4164	164	18	show	show	VERB
easat-4164	164	19	an	an	DET
easat-4164	164	20	overlap	overlap	NOUN
easat-4164	164	21	.	.	PUNCT
easat-4164	165	1	this	this	PRON
easat-4164	165	2	is	be	AUX
easat-4164	165	3	some	some	DET
easat-4164	165	4	indication	indication	NOUN
easat-4164	165	5	that	that	SCONJ
easat-4164	165	6	perhaps	perhaps	ADV
easat-4164	165	7	sentiment	sentiment	NOUN
easat-4164	165	8	can	can	AUX
easat-4164	165	9	not	not	PART
easat-4164	165	10	solely	solely	ADV
easat-4164	165	11	be	be	AUX
easat-4164	165	12	a	a	DET
easat-4164	165	13	strong	strong	ADJ
easat-4164	165	14	predictor	predictor	NOUN
easat-4164	165	15	for	for	ADP
easat-4164	165	16	the	the	DET
easat-4164	165	17	number	number	NOUN
easat-4164	165	18	of	of	ADP
easat-4164	165	19	shares	share	NOUN
easat-4164	165	20	,	,	PUNCT
easat-4164	165	21	as	as	SCONJ
easat-4164	165	22	even	even	ADV
easat-4164	165	23	posts	post	NOUN
easat-4164	165	24	of	of	ADP
easat-4164	165	25	different	different	ADJ
easat-4164	165	26	sentiments	sentiment	NOUN
easat-4164	165	27	will	will	AUX
easat-4164	165	28	have	have	VERB
easat-4164	165	29	roughly	roughly	ADV
easat-4164	165	30	the	the	DET
easat-4164	165	31	same	same	ADJ
easat-4164	165	32	share	share	NOUN
easat-4164	165	33	count	count	NOUN
easat-4164	165	34	.	.	PUNCT
easat-4164	166	1	5.7	5.7	NUM
easat-4164	166	2	.	.	PUNCT
easat-4164	166	3	sentiment	sentiment	NOUN
easat-4164	166	4	distribution	distribution	NOUN
easat-4164	166	5	with	with	ADP
easat-4164	166	6	percentages	percentage	NOUN
easat-4164	166	7	this	this	DET
easat-4164	166	8	python	python	PROPN
easat-4164	166	9	code	code	NOUN
easat-4164	166	10	snippet	snippet	NOUN
easat-4164	166	11	imported	import	VERB
easat-4164	166	12	the	the	DET
easat-4164	166	13	word	word	NOUN
easat-4164	166	14	-	-	PUNCT
easat-4164	166	15	cloud	cloud	NOUN
easat-4164	166	16	class	class	NOUN
easat-4164	166	17	from	from	ADP
easat-4164	166	18	the	the	DET
easat-4164	166	19	word	word	NOUN
easat-4164	166	20	-	-	PUNCT
easat-4164	166	21	cloud	cloud	NOUN
easat-4164	166	22	library	library	NOUN
easat-4164	166	23	and	and	CCONJ
easat-4164	166	24	then	then	ADV
easat-4164	166	25	proceeded	proceed	VERB
easat-4164	166	26	to	to	PART
easat-4164	166	27	generate	generate	VERB
easat-4164	166	28	a	a	DET
easat-4164	166	29	bar	bar	NOUN
easat-4164	166	30	plot	plot	NOUN
easat-4164	166	31	for	for	ADP
easat-4164	166	32	the	the	DET
easat-4164	166	33	distribution	distribution	NOUN
easat-4164	166	34	of	of	ADP
easat-4164	166	35	the	the	DET
easat-4164	166	36	sentiment	sentiment	NOUN
easat-4164	166	37	labels	label	VERB
easat-4164	166	38	in	in	ADP
easat-4164	166	39	the	the	DET
easat-4164	166	40	dataset	dataset	NOUN
easat-4164	166	41	.	.	PUNCT
easat-4164	167	1	it	it	PRON
easat-4164	167	2	counted	count	VERB
easat-4164	167	3	the	the	DET
easat-4164	167	4	occurrences	occurrence	NOUN
easat-4164	167	5	of	of	ADP
easat-4164	167	6	each	each	DET
easat-4164	167	7	sentiment	sentiment	NOUN
easat-4164	167	8	label	label	NOUN
easat-4164	167	9	,	,	PUNCT
easat-4164	167	10	created	create	VERB
easat-4164	167	11	a	a	DET
easat-4164	167	12	bar	bar	NOUN
easat-4164	167	13	plot	plot	NOUN
easat-4164	167	14	using	use	VERB
easat-4164	167	15	seaborn	seaborn	PROPN
easat-4164	167	16	’s	’s	PART
easat-4164	167	17	barplot	barplot	NOUN
easat-4164	167	18	function	function	NOUN
easat-4164	167	19	with	with	ADP
easat-4164	167	20	a	a	DET
easat-4164	167	21	‘	'	PUNCT
easat-4164	167	22	coolwarm	coolwarm	NOUN
easat-4164	167	23	’	'	PUNCT
easat-4164	167	24	color	color	NOUN
easat-4164	167	25	palette	palette	NOUN
easat-4164	167	26	,	,	PUNCT
easat-4164	167	27	and	and	CCONJ
easat-4164	167	28	annotated	annotate	VERB
easat-4164	167	29	a	a	DET
easat-4164	167	30	bar	bar	NOUN
easat-4164	167	31	with	with	ADP
easat-4164	167	32	the	the	DET
easat-4164	167	33	respective	respective	ADJ
easat-4164	167	34	percentage	percentage	NOUN
easat-4164	167	35	of	of	ADP
easat-4164	167	36	the	the	DET
easat-4164	167	37	total	total	NOUN
easat-4164	167	38	.	.	PUNCT
easat-4164	168	1	the	the	DET
easat-4164	168	2	plot	plot	NOUN
easat-4164	168	3	displayed	display	VERB
easat-4164	168	4	the	the	DET
easat-4164	168	5	title	title	NOUN
easat-4164	168	6	,	,	PUNCT
easat-4164	168	7	and	and	CCONJ
easat-4164	168	8	labels	label	NOUN
easat-4164	168	9	for	for	ADP
easat-4164	168	10	the	the	DET
easat-4164	168	11	x	x	NOUN
easat-4164	168	12	and	and	CCONJ
easat-4164	168	13	y	y	PROPN
easat-4164	168	14	axes	axis	NOUN
easat-4164	168	15	,	,	PUNCT
easat-4164	168	16	then	then	ADV
easat-4164	168	17	finally	finally	ADV
easat-4164	168	18	displayed	display	VERB
easat-4164	168	19	with	with	ADP
easat-4164	168	20	plt.show	plt.show	PROPN
easat-4164	168	21	.	.	PUNCT
easat-4164	169	1	this	this	PRON
easat-4164	169	2	served	serve	VERB
easat-4164	169	3	well	well	ADV
easat-4164	169	4	to	to	PART
easat-4164	169	5	assist	assist	VERB
easat-4164	169	6	in	in	ADP
easat-4164	169	7	the	the	DET
easat-4164	169	8	spread	spread	NOUN
easat-4164	169	9	of	of	ADP
easat-4164	169	10	sentiment	sentiment	NOUN
easat-4164	169	11	to	to	PART
easat-4164	169	12	visualize	visualize	VERB
easat-4164	169	13	data	datum	NOUN
easat-4164	169	14	by	by	ADP
easat-4164	169	15	which	which	PRON
easat-4164	169	16	the	the	DET
easat-4164	169	17	comparative	comparative	ADJ
easat-4164	169	18	study	study	NOUN
easat-4164	169	19	would	would	AUX
easat-4164	169	20	be	be	AUX
easat-4164	169	21	easy	easy	ADJ
easat-4164	169	22	across	across	ADP
easat-4164	169	23	each	each	DET
easat-4164	169	24	type	type	NOUN
easat-4164	169	25	of	of	ADP
easat-4164	169	26	sentiment	sentiment	NOUN
easat-4164	169	27	class	class	NOUN
easat-4164	169	28	.	.	PUNCT
easat-4164	170	1	523	523	NUM
easat-4164	170	2	edelweiss	edelweiss	PROPN
easat-4164	170	3	applied	apply	VERB
easat-4164	170	4	science	science	NOUN
easat-4164	170	5	and	and	CCONJ
easat-4164	170	6	technology	technology	NOUN
easat-4164	170	7	issn	issn	PROPN
easat-4164	170	8	:	:	PUNCT
easat-4164	170	9	2576	2576	NUM
easat-4164	170	10	-	-	SYM
easat-4164	170	11	8484	8484	NUM
easat-4164	170	12	vol	vol	NOUN
easat-4164	170	13	.	.	PROPN
easat-4164	171	1	9	9	NUM
easat-4164	171	2	,	,	PUNCT
easat-4164	171	3	no	no	INTJ
easat-4164	171	4	.	.	NOUN
easat-4164	171	5	1	1	NUM
easat-4164	171	6	:	:	PUNCT
easat-4164	171	7	515	515	NUM
easat-4164	171	8	-	-	SYM
easat-4164	171	9	535	535	NUM
easat-4164	171	10	,	,	PUNCT
easat-4164	171	11	2025	2025	NUM
easat-4164	171	12	doi	doi	NOUN
easat-4164	171	13	:	:	PUNCT
easat-4164	171	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	171	15	©	©	PROPN
easat-4164	171	16	2025	2025	NUM
easat-4164	171	17	by	by	ADP
easat-4164	171	18	the	the	DET
easat-4164	171	19	authors	author	NOUN
easat-4164	171	20	;	;	PUNCT
easat-4164	171	21	licensee	licensee	PROPN
easat-4164	171	22	learning	learn	VERB
easat-4164	171	23	gate	gate	NOUN
easat-4164	171	24	figure	figure	NOUN
easat-4164	171	25	4	4	NUM
easat-4164	171	26	.	.	NOUN
easat-4164	171	27	sentiment	sentiment	NOUN
easat-4164	171	28	distribution	distribution	NOUN
easat-4164	171	29	with	with	ADP
easat-4164	171	30	percentages	percentage	NOUN
easat-4164	171	31	.	.	PUNCT
easat-4164	172	1	the	the	DET
easat-4164	172	2	bar	bar	NOUN
easat-4164	172	3	chart	chart	NOUN
easat-4164	172	4	above	above	ADP
easat-4164	172	5	displays	display	VERB
easat-4164	172	6	the	the	DET
easat-4164	172	7	distribution	distribution	NOUN
easat-4164	172	8	of	of	ADP
easat-4164	172	9	sentiment	sentiment	NOUN
easat-4164	172	10	labels	label	VERB
easat-4164	172	11	within	within	ADP
easat-4164	172	12	the	the	DET
easat-4164	172	13	dataset	dataset	NOUN
easat-4164	172	14	.	.	PUNCT
easat-4164	173	1	it	it	PRON
easat-4164	173	2	exposed	expose	VERB
easat-4164	173	3	a	a	DET
easat-4164	173	4	kind	kind	NOUN
easat-4164	173	5	of	of	ADP
easat-4164	173	6	balanced	balanced	ADJ
easat-4164	173	7	distribution	distribution	NOUN
easat-4164	173	8	:	:	PUNCT
easat-4164	173	9	34.10	34.10	NUM
easat-4164	173	10	%	%	NOUN
easat-4164	173	11	of	of	ADP
easat-4164	173	12	the	the	DET
easat-4164	173	13	posts	post	NOUN
easat-4164	173	14	were	be	AUX
easat-4164	173	15	neutral	neutral	ADJ
easat-4164	173	16	,	,	PUNCT
easat-4164	173	17	33.75	33.75	NUM
easat-4164	173	18	%	%	NOUN
easat-4164	173	19	negative	negative	ADJ
easat-4164	173	20	,	,	PUNCT
easat-4164	173	21	and	and	CCONJ
easat-4164	173	22	32.15	32.15	NUM
easat-4164	173	23	%	%	NOUN
easat-4164	173	24	positive	positive	ADJ
easat-4164	173	25	.	.	PUNCT
easat-4164	174	1	this	this	PRON
easat-4164	174	2	therefore	therefore	ADV
easat-4164	174	3	represents	represent	VERB
easat-4164	174	4	an	an	DET
easat-4164	174	5	overt	overt	ADJ
easat-4164	174	6	view	view	NOUN
easat-4164	174	7	of	of	ADP
easat-4164	174	8	the	the	DET
easat-4164	174	9	landscape	landscape	NOUN
easat-4164	174	10	of	of	ADP
easat-4164	174	11	sentiment	sentiment	NOUN
easat-4164	174	12	,	,	PUNCT
easat-4164	174	13	showing	show	VERB
easat-4164	174	14	that	that	SCONJ
easat-4164	174	15	most	most	ADJ
easat-4164	174	16	of	of	ADP
easat-4164	174	17	the	the	DET
easat-4164	174	18	posts	post	NOUN
easat-4164	174	19	carried	carry	VERB
easat-4164	174	20	neutral	neutral	ADJ
easat-4164	174	21	sentiment	sentiment	NOUN
easat-4164	174	22	,	,	PUNCT
easat-4164	174	23	followed	follow	VERB
easat-4164	174	24	by	by	ADP
easat-4164	174	25	negative	negative	ADJ
easat-4164	174	26	and	and	CCONJ
easat-4164	174	27	positive	positive	ADJ
easat-4164	174	28	sentiments	sentiment	NOUN
easat-4164	174	29	in	in	ADP
easat-4164	174	30	that	that	DET
easat-4164	174	31	order	order	NOUN
easat-4164	174	32	.	.	PUNCT
easat-4164	175	1	5.8	5.8	NUM
easat-4164	175	2	.	.	PUNCT
easat-4164	176	1	word	word	NOUN
easat-4164	176	2	cloud	cloud	NOUN
easat-4164	176	3	of	of	ADP
easat-4164	176	4	post	post	NOUN
easat-4164	176	5	content	content	VERB
easat-4164	176	6	the	the	DET
easat-4164	176	7	code	code	NOUN
easat-4164	176	8	snippet	snippet	NOUN
easat-4164	176	9	in	in	ADP
easat-4164	176	10	python	python	PROPN
easat-4164	176	11	script	script	NOUN
easat-4164	176	12	was	be	AUX
easat-4164	176	13	applied	apply	VERB
easat-4164	176	14	to	to	PART
easat-4164	176	15	create	create	VERB
easat-4164	176	16	a	a	DET
easat-4164	176	17	word	word	NOUN
easat-4164	176	18	cloud	cloud	NOUN
easat-4164	176	19	visualization	visualization	NOUN
easat-4164	176	20	of	of	ADP
easat-4164	176	21	post	post	NOUN
easat-4164	176	22	content	content	NOUN
easat-4164	176	23	.	.	PUNCT
easat-4164	177	1	it	it	PRON
easat-4164	177	2	imports	import	VERB
easat-4164	177	3	the	the	DET
easat-4164	177	4	stopwords	stopword	NOUN
easat-4164	177	5	set	set	VERB
easat-4164	177	6	from	from	ADP
easat-4164	177	7	the	the	DET
easat-4164	177	8	word	word	NOUN
easat-4164	177	9	cloud	cloud	NOUN
easat-4164	177	10	library	library	NOUN
easat-4164	177	11	set	set	VERB
easat-4164	177	12	of	of	ADP
easat-4164	177	13	common	common	ADJ
easat-4164	177	14	words	word	NOUN
easat-4164	177	15	such	such	ADJ
easat-4164	177	16	as	as	ADP
easat-4164	177	17	“	"	PUNCT
easat-4164	177	18	the	the	PRON
easat-4164	177	19	,	,	PUNCT
easat-4164	177	20	”	"	PUNCT
easat-4164	177	21	“	"	PUNCT
easat-4164	177	22	a	a	PRON
easat-4164	177	23	,	,	PUNCT
easat-4164	177	24	”	"	PUNCT
easat-4164	177	25	“	"	PUNCT
easat-4164	177	26	is	be	AUX
easat-4164	177	27	,	,	PUNCT
easat-4164	177	28	”	"	PUNCT
easat-4164	177	29	etc	etc	X
easat-4164	177	30	.	.	X
easat-4164	177	31	,	,	PUNCT
easat-4164	177	32	that	that	PRON
easat-4164	177	33	are	be	AUX
easat-4164	177	34	usually	usually	ADV
easat-4164	177	35	removed	remove	VERB
easat-4164	177	36	to	to	PART
easat-4164	177	37	increase	increase	VERB
easat-4164	177	38	the	the	DET
easat-4164	177	39	readability	readability	NOUN
easat-4164	177	40	of	of	ADP
easat-4164	177	41	word	word	NOUN
easat-4164	177	42	clouds	cloud	NOUN
easat-4164	177	43	.	.	PUNCT
easat-4164	178	1	then	then	ADV
easat-4164	178	2	,	,	PUNCT
easat-4164	178	3	it	it	PRON
easat-4164	178	4	joins	join	VERB
easat-4164	178	5	all	all	DET
easat-4164	178	6	post	post	NOUN
easat-4164	178	7	content	content	NOUN
easat-4164	178	8	into	into	ADP
easat-4164	178	9	one	one	NUM
easat-4164	178	10	string	string	NOUN
easat-4164	178	11	using	use	VERB
easat-4164	178	12	a	a	DET
easat-4164	178	13	loop	loop	NOUN
easat-4164	178	14	and	and	CCONJ
easat-4164	178	15	the	the	DET
easat-4164	178	16	join	join	NOUN
easat-4164	178	17	(	(	PUNCT
easat-4164	178	18	)	)	PUNCT
easat-4164	178	19	method	method	NOUN
easat-4164	178	20	.	.	PUNCT
easat-4164	179	1	first	first	ADV
easat-4164	179	2	,	,	PUNCT
easat-4164	179	3	instantiate	instantiate	VERB
easat-4164	179	4	a	a	DET
easat-4164	179	5	wordcloud	wordcloud	PROPN
easat-4164	179	6	object	object	NOUN
easat-4164	179	7	with	with	ADP
easat-4164	179	8	specific	specific	ADJ
easat-4164	179	9	parameters	parameter	NOUN
easat-4164	179	10	,	,	PUNCT
easat-4164	179	11	where	where	SCONJ
easat-4164	179	12	stopwords	stopword	NOUN
easat-4164	179	13	will	will	AUX
easat-4164	179	14	be	be	AUX
easat-4164	179	15	those	those	PRON
easat-4164	179	16	described	describe	VERB
easat-4164	179	17	above	above	ADV
easat-4164	179	18	,	,	PUNCT
easat-4164	179	19	background	background	NOUN
easat-4164	179	20	color	color	NOUN
easat-4164	179	21	equals	equal	VERB
easat-4164	179	22	the	the	DET
easat-4164	179	23	color	color	NOUN
easat-4164	179	24	used	use	VERB
easat-4164	179	25	for	for	ADP
easat-4164	179	26	backgrounds	background	NOUN
easat-4164	179	27	:	:	PUNCT
easat-4164	179	28	white	white	ADJ
easat-4164	179	29	;	;	PUNCT
easat-4164	179	30	colormap	colormap	PRON
easat-4164	179	31	would	would	AUX
easat-4164	179	32	default	default	VERB
easat-4164	179	33	to	to	ADP
easat-4164	179	34	magma	magma	NOUN
easat-4164	179	35	;	;	PUNCT
easat-4164	179	36	a	a	DET
easat-4164	179	37	maximal	maximal	ADJ
easat-4164	179	38	number	number	NOUN
easat-4164	179	39	of	of	ADP
easat-4164	179	40	words	word	NOUN
easat-4164	179	41	–	–	PUNCT
easat-4164	179	42	two	two	NUM
easat-4164	179	43	hundred	hundred	NUM
easat-4164	179	44	fifty	fifty	NUM
easat-4164	179	45	-	-	PUNCT
easat-4164	179	46	seven	seven	NUM
easat-4164	179	47	;	;	PUNCT
easat-4164	179	48	dimensionality	dimensionality	NOUN
easat-4164	179	49	-	-	PUNCT
easat-4164	179	50	one	one	NUM
easat-4164	179	51	thousand	thousand	NUM
easat-4164	179	52	eight	eight	NUM
easat-4164	179	53	hundred	hundred	NUM
easat-4164	179	54	by	by	ADP
easat-4164	179	55	nine	nine	NUM
easat-4164	179	56	hundred	hundred	NUM
easat-4164	179	57	.	.	PUNCT
easat-4164	180	1	at	at	ADP
easat-4164	180	2	the	the	DET
easat-4164	180	3	end	end	NOUN
easat-4164	180	4	of	of	ADP
easat-4164	180	5	the	the	DET
easat-4164	180	6	script	script	NOUN
easat-4164	180	7	,	,	PUNCT
easat-4164	180	8	a	a	DET
easat-4164	180	9	newly	newly	ADV
easat-4164	180	10	generated	generate	VERB
easat-4164	180	11	word	word	NOUN
easat-4164	180	12	cloud	cloud	NOUN
easat-4164	180	13	was	be	AUX
easat-4164	180	14	plotted	plot	VERB
easat-4164	180	15	via	via	ADP
easat-4164	180	16	plt	plt	NOUN
easat-4164	180	17	.	.	PUNCT
easat-4164	181	1	show	show	NOUN
easat-4164	181	2	(	(	PUNCT
easat-4164	181	3	)	)	PUNCT
easat-4164	181	4	.	.	PUNCT
easat-4164	182	1	then	then	ADV
easat-4164	182	2	it	it	PRON
easat-4164	182	3	changed	change	VERB
easat-4164	182	4	the	the	DET
easat-4164	182	5	figure	figure	NOUN
easat-4164	182	6	size	size	NOUN
easat-4164	182	7	and	and	CCONJ
easat-4164	182	8	also	also	ADV
easat-4164	182	9	removed	remove	VERB
easat-4164	182	10	the	the	DET
easat-4164	182	11	axes	axis	NOUN
easat-4164	182	12	using	use	VERB
easat-4164	182	13	plt.axis(‘off	plt.axis(‘off	NOUN
easat-4164	182	14	’	'	PUNCT
easat-4164	182	15	)	)	PUNCT
easat-4164	182	16	,	,	PUNCT
easat-4164	182	17	titled	title	VERB
easat-4164	182	18	this	this	PRON
easat-4164	182	19	,	,	PUNCT
easat-4164	182	20	and	and	CCONJ
easat-4164	182	21	finally	finally	ADV
easat-4164	182	22	displayed	display	VERB
easat-4164	182	23	visualization	visualization	NOUN
easat-4164	182	24	with	with	ADP
easat-4164	182	25	plt.show	plt.show	PROPN
easat-4164	182	26	(	(	PUNCT
easat-4164	182	27	)	)	PUNCT
easat-4164	182	28	.	.	PUNCT
easat-4164	183	1	the	the	DET
easat-4164	183	2	following	follow	VERB
easat-4164	183	3	word	word	NOUN
easat-4164	183	4	cloud	cloud	NOUN
easat-4164	183	5	gives	give	VERB
easat-4164	183	6	a	a	DET
easat-4164	183	7	good	good	ADJ
easat-4164	183	8	view	view	NOUN
easat-4164	183	9	of	of	ADP
easat-4164	183	10	the	the	DET
easat-4164	183	11	most	most	ADV
easat-4164	183	12	frequent	frequent	ADJ
easat-4164	183	13	words	word	NOUN
easat-4164	183	14	of	of	ADP
easat-4164	183	15	the	the	DET
easat-4164	183	16	post	post	NOUN
easat-4164	183	17	content	content	NOUN
easat-4164	183	18	,	,	PUNCT
easat-4164	183	19	hence	hence	ADV
easat-4164	183	20	reflecting	reflect	VERB
easat-4164	183	21	the	the	DET
easat-4164	183	22	common	common	ADJ
easat-4164	183	23	themes	theme	NOUN
easat-4164	183	24	and	and	CCONJ
easat-4164	183	25	topics	topic	NOUN
easat-4164	183	26	as	as	ADP
easat-4164	183	27	illustrated	illustrate	VERB
easat-4164	183	28	below	below	ADV
easat-4164	183	29	:	:	PUNCT
easat-4164	183	30	524	524	NUM
easat-4164	183	31	edelweiss	edelweiss	PROPN
easat-4164	183	32	applied	apply	VERB
easat-4164	183	33	science	science	NOUN
easat-4164	183	34	and	and	CCONJ
easat-4164	183	35	technology	technology	NOUN
easat-4164	183	36	issn	issn	PROPN
easat-4164	183	37	:	:	PUNCT
easat-4164	183	38	2576	2576	NUM
easat-4164	183	39	-	-	SYM
easat-4164	183	40	8484	8484	NUM
easat-4164	183	41	vol	vol	NOUN
easat-4164	183	42	.	.	PROPN
easat-4164	184	1	9	9	NUM
easat-4164	184	2	,	,	PUNCT
easat-4164	184	3	no	no	INTJ
easat-4164	184	4	.	.	NOUN
easat-4164	184	5	1	1	NUM
easat-4164	184	6	:	:	PUNCT
easat-4164	184	7	515	515	NUM
easat-4164	184	8	-	-	SYM
easat-4164	184	9	535	535	NUM
easat-4164	184	10	,	,	PUNCT
easat-4164	184	11	2025	2025	NUM
easat-4164	184	12	doi	doi	NOUN
easat-4164	184	13	:	:	PUNCT
easat-4164	184	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	184	15	©	©	PROPN
easat-4164	184	16	2025	2025	NUM
easat-4164	184	17	by	by	ADP
easat-4164	184	18	the	the	DET
easat-4164	184	19	authors	author	NOUN
easat-4164	184	20	;	;	PUNCT
easat-4164	184	21	licensee	licensee	PROPN
easat-4164	184	22	learning	learn	VERB
easat-4164	184	23	gate	gate	PROPN
easat-4164	184	24	output	output	NOUN
easat-4164	184	25	:	:	PUNCT
easat-4164	184	26	figure	figure	NOUN
easat-4164	184	27	5	5	NUM
easat-4164	184	28	.	.	PUNCT
easat-4164	184	29	exhibits	exhibit	VERB
easat-4164	184	30	word	word	NOUN
easat-4164	184	31	cloud	cloud	NOUN
easat-4164	184	32	of	of	ADP
easat-4164	184	33	post	post	NOUN
easat-4164	184	34	content	content	NOUN
easat-4164	184	35	.	.	PUNCT
easat-4164	185	1	the	the	DET
easat-4164	185	2	word	word	NOUN
easat-4164	185	3	cloud	cloud	NOUN
easat-4164	185	4	above	above	ADV
easat-4164	185	5	represented	represent	VERB
easat-4164	185	6	graphically	graphically	ADV
easat-4164	185	7	the	the	DET
easat-4164	185	8	frequency	frequency	NOUN
easat-4164	185	9	of	of	ADP
easat-4164	185	10	words	word	NOUN
easat-4164	185	11	in	in	ADP
easat-4164	185	12	the	the	DET
easat-4164	185	13	post	post	NOUN
easat-4164	185	14	content	content	NOUN
easat-4164	185	15	.	.	PUNCT
easat-4164	186	1	each	each	DET
easat-4164	186	2	word	word	NOUN
easat-4164	186	3	is	be	AUX
easat-4164	186	4	sized	size	VERB
easat-4164	186	5	by	by	ADP
easat-4164	186	6	its	its	PRON
easat-4164	186	7	frequency	frequency	NOUN
easat-4164	186	8	of	of	ADP
easat-4164	186	9	occurrence	occurrence	NOUN
easat-4164	186	10	;	;	PUNCT
easat-4164	186	11	the	the	DET
easat-4164	186	12	most	most	ADV
easat-4164	186	13	frequent	frequent	ADJ
easat-4164	186	14	words	word	NOUN
easat-4164	186	15	are	be	AUX
easat-4164	186	16	larger	large	ADJ
easat-4164	186	17	.	.	PUNCT
easat-4164	187	1	words	word	NOUN
easat-4164	187	2	that	that	PRON
easat-4164	187	3	seem	seem	VERB
easat-4164	187	4	prominent	prominent	ADJ
easat-4164	187	5	in	in	ADP
easat-4164	187	6	the	the	DET
easat-4164	187	7	word	word	NOUN
easat-4164	187	8	cloud	cloud	NOUN
easat-4164	187	9	,	,	PUNCT
easat-4164	187	10	such	such	ADJ
easat-4164	187	11	as	as	ADP
easat-4164	187	12	“	"	PUNCT
easat-4164	187	13	new	new	ADJ
easat-4164	187	14	,	,	PUNCT
easat-4164	187	15	”	"	PUNCT
easat-4164	187	16	“	"	PUNCT
easat-4164	187	17	language	language	NOUN
easat-4164	187	18	,	,	PUNCT
easat-4164	187	19	”	"	PUNCT
easat-4164	187	20	“	"	PUNCT
easat-4164	187	21	think	think	VERB
easat-4164	187	22	,	,	PUNCT
easat-4164	187	23	”	"	PUNCT
easat-4164	187	24	and	and	CCONJ
easat-4164	187	25	“	"	PUNCT
easat-4164	187	26	interview	interview	NOUN
easat-4164	187	27	,	,	PUNCT
easat-4164	187	28	”	"	PUNCT
easat-4164	187	29	probably	probably	ADV
easat-4164	187	30	reflect	reflect	VERB
easat-4164	187	31	common	common	ADJ
easat-4164	187	32	topics	topic	NOUN
easat-4164	187	33	or	or	CCONJ
easat-4164	187	34	themes	theme	NOUN
easat-4164	187	35	in	in	ADP
easat-4164	187	36	the	the	DET
easat-4164	187	37	posts	post	NOUN
easat-4164	187	38	.	.	PUNCT
easat-4164	188	1	similarly	similarly	ADV
easat-4164	188	2	,	,	PUNCT
easat-4164	188	3	words	word	NOUN
easat-4164	188	4	like	like	ADP
easat-4164	188	5	“	"	PUNCT
easat-4164	188	6	miss	miss	VERB
easat-4164	188	7	,	,	PUNCT
easat-4164	188	8	”	"	PUNCT
easat-4164	188	9	“	"	PUNCT
easat-4164	188	10	worry	worry	NOUN
easat-4164	188	11	,	,	PUNCT
easat-4164	188	12	”	"	PUNCT
easat-4164	188	13	“	"	PUNCT
easat-4164	188	14	alone	alone	ADV
easat-4164	188	15	,	,	PUNCT
easat-4164	188	16	”	"	PUNCT
easat-4164	188	17	and	and	CCONJ
easat-4164	188	18	“	"	PUNCT
easat-4164	188	19	rest	rest	NOUN
easat-4164	188	20	”	"	PUNCT
easat-4164	188	21	might	might	AUX
easat-4164	188	22	suggest	suggest	VERB
easat-4164	188	23	a	a	DET
easat-4164	188	24	discussion	discussion	NOUN
easat-4164	188	25	related	relate	VERB
easat-4164	188	26	to	to	ADP
easat-4164	188	27	personal	personal	ADJ
easat-4164	188	28	feelings	feeling	NOUN
easat-4164	188	29	or	or	CCONJ
easat-4164	188	30	introspection	introspection	NOUN
easat-4164	188	31	.	.	PUNCT
easat-4164	189	1	the	the	DET
easat-4164	189	2	word	word	NOUN
easat-4164	189	3	cloud	cloud	NOUN
easat-4164	189	4	provides	provide	VERB
easat-4164	189	5	a	a	DET
easat-4164	189	6	rapid	rapid	ADJ
easat-4164	189	7	,	,	PUNCT
easat-4164	189	8	intuitive	intuitive	ADJ
easat-4164	189	9	means	mean	NOUN
easat-4164	189	10	of	of	ADP
easat-4164	189	11	understanding	understand	VERB
easat-4164	189	12	the	the	DET
easat-4164	189	13	general	general	ADJ
easat-4164	189	14	vocabulary	vocabulary	NOUN
easat-4164	189	15	and	and	CCONJ
easat-4164	189	16	likely	likely	ADJ
easat-4164	189	17	subject	subject	ADJ
easat-4164	189	18	matter	matter	NOUN
easat-4164	189	19	of	of	ADP
easat-4164	189	20	the	the	DET
easat-4164	189	21	postings	posting	NOUN
easat-4164	189	22	.	.	PUNCT
easat-4164	190	1	5.9	5.9	NUM
easat-4164	190	2	.	.	PUNCT
easat-4164	191	1	engagement	engagement	NOUN
easat-4164	191	2	score	score	NOUN
easat-4164	191	3	distribution	distribution	NOUN
easat-4164	191	4	by	by	ADP
easat-4164	191	5	sentiment	sentiment	NOUN
easat-4164	191	6	the	the	DET
easat-4164	191	7	python	python	PROPN
easat-4164	191	8	code	code	NOUN
easat-4164	191	9	was	be	AUX
easat-4164	191	10	executed	execute	VERB
easat-4164	191	11	to	to	PART
easat-4164	191	12	create	create	VERB
easat-4164	191	13	a	a	DET
easat-4164	191	14	violin	violin	NOUN
easat-4164	191	15	plot	plot	NOUN
easat-4164	191	16	,	,	PUNCT
easat-4164	191	17	showing	show	VERB
easat-4164	191	18	the	the	DET
easat-4164	191	19	distribution	distribution	NOUN
easat-4164	191	20	of	of	ADP
easat-4164	191	21	engagement	engagement	NOUN
easat-4164	191	22	scores	score	NOUN
easat-4164	191	23	for	for	ADP
easat-4164	191	24	various	various	ADJ
easat-4164	191	25	sentiment	sentiment	NOUN
easat-4164	191	26	labels	label	NOUN
easat-4164	191	27	of	of	ADP
easat-4164	191	28	the	the	DET
easat-4164	191	29	dataset	dataset	NOUN
easat-4164	191	30	.	.	PUNCT
easat-4164	192	1	first	first	ADV
easat-4164	192	2	,	,	PUNCT
easat-4164	192	3	a	a	DET
easat-4164	192	4	new	new	ADJ
easat-4164	192	5	column	column	NOUN
easat-4164	192	6	,	,	PUNCT
easat-4164	192	7	“	"	PUNCT
easat-4164	192	8	engagement	engagement	NOUN
easat-4164	192	9	score	score	NOUN
easat-4164	192	10	,	,	PUNCT
easat-4164	192	11	”	"	PUNCT
easat-4164	192	12	is	be	AUX
easat-4164	192	13	created	create	VERB
easat-4164	192	14	by	by	ADP
easat-4164	192	15	summing	sum	VERB
easat-4164	192	16	the	the	DET
easat-4164	192	17	“	"	PUNCT
easat-4164	192	18	number	number	NOUN
easat-4164	192	19	of	of	ADP
easat-4164	192	20	likes	like	NOUN
easat-4164	192	21	,	,	PUNCT
easat-4164	192	22	”	"	PUNCT
easat-4164	192	23	“	"	PUNCT
easat-4164	192	24	number	number	NOUN
easat-4164	192	25	of	of	ADP
easat-4164	192	26	shares	share	NOUN
easat-4164	192	27	,	,	PUNCT
easat-4164	192	28	”	"	PUNCT
easat-4164	192	29	and	and	CCONJ
easat-4164	192	30	“	"	PUNCT
easat-4164	192	31	number	number	NOUN
easat-4164	192	32	of	of	ADP
easat-4164	192	33	comments	comment	NOUN
easat-4164	192	34	”	"	PUNCT
easat-4164	192	35	of	of	ADP
easat-4164	192	36	each	each	DET
easat-4164	192	37	post	post	NOUN
easat-4164	192	38	.	.	PUNCT
easat-4164	193	1	then	then	ADV
easat-4164	193	2	,	,	PUNCT
easat-4164	193	3	with	with	ADP
easat-4164	193	4	the	the	DET
easat-4164	193	5	sns.violinplot	sns.violinplot	NOUN
easat-4164	193	6	(	(	PUNCT
easat-4164	193	7	)	)	PUNCT
easat-4164	193	8	,	,	PUNCT
easat-4164	193	9	it	it	PRON
easat-4164	193	10	creates	create	VERB
easat-4164	193	11	a	a	DET
easat-4164	193	12	violin	violin	NOUN
easat-4164	193	13	plot	plot	NOUN
easat-4164	193	14	,	,	PUNCT
easat-4164	193	15	taking	take	VERB
easat-4164	193	16	“	"	PUNCT
easat-4164	193	17	sentiment	sentiment	NOUN
easat-4164	193	18	label	label	NOUN
easat-4164	193	19	”	"	PUNCT
easat-4164	193	20	as	as	ADP
easat-4164	193	21	the	the	DET
easat-4164	193	22	x	x	NOUN
easat-4164	193	23	-	-	NOUN
easat-4164	193	24	axis	axis	ADJ
easat-4164	193	25	,	,	PUNCT
easat-4164	193	26	and	and	CCONJ
easat-4164	193	27	“	"	PUNCT
easat-4164	193	28	engagement	engagement	NOUN
easat-4164	193	29	score	score	NOUN
easat-4164	193	30	”	"	PUNCT
easat-4164	193	31	as	as	ADP
easat-4164	193	32	the	the	DET
easat-4164	193	33	y	y	NOUN
easat-4164	193	34	-	-	PUNCT
easat-4164	193	35	axis	axis	NOUN
easat-4164	193	36	,	,	PUNCT
easat-4164	193	37	and	and	CCONJ
easat-4164	193	38	for	for	ADP
easat-4164	193	39	visual	visual	ADJ
easat-4164	193	40	distinction	distinction	NOUN
easat-4164	193	41	,	,	PUNCT
easat-4164	193	42	it	it	PRON
easat-4164	193	43	uses	use	VERB
easat-4164	193	44	the	the	DET
easat-4164	193	45	“	"	PUNCT
easat-4164	193	46	coolwarm	coolwarm	NOUN
easat-4164	193	47	”	"	PUNCT
easat-4164	193	48	color	color	NOUN
easat-4164	193	49	palette	palette	NOUN
easat-4164	193	50	.	.	PUNCT
easat-4164	194	1	it	it	PRON
easat-4164	194	2	gives	give	VERB
easat-4164	194	3	a	a	DET
easat-4164	194	4	title	title	NOUN
easat-4164	194	5	to	to	ADP
easat-4164	194	6	this	this	DET
easat-4164	194	7	plot	plot	NOUN
easat-4164	194	8	,	,	PUNCT
easat-4164	194	9	labels	label	VERB
easat-4164	194	10	the	the	DET
easat-4164	194	11	axes	axis	NOUN
easat-4164	194	12	,	,	PUNCT
easat-4164	194	13	and	and	CCONJ
easat-4164	194	14	then	then	ADV
easat-4164	194	15	uses	use	VERB
easat-4164	194	16	plt.show	plt.show	PROPN
easat-4164	194	17	(	(	PUNCT
easat-4164	194	18	)	)	PUNCT
easat-4164	194	19	to	to	PART
easat-4164	194	20	display	display	VERB
easat-4164	194	21	it	it	PRON
easat-4164	194	22	.	.	PUNCT
easat-4164	195	1	this	this	DET
easat-4164	195	2	visualization	visualization	NOUN
easat-4164	195	3	gives	give	VERB
easat-4164	195	4	enormous	enormous	ADJ
easat-4164	195	5	insights	insight	NOUN
easat-4164	195	6	into	into	ADP
easat-4164	195	7	the	the	DET
easat-4164	195	8	relation	relation	NOUN
easat-4164	195	9	between	between	ADP
easat-4164	195	10	engagement	engagement	NOUN
easat-4164	195	11	and	and	CCONJ
easat-4164	195	12	sentiment	sentiment	NOUN
easat-4164	195	13	:	:	PUNCT
easat-4164	195	14	how	how	SCONJ
easat-4164	195	15	engagements	engagement	NOUN
easat-4164	195	16	score	score	VERB
easat-4164	195	17	across	across	ADP
easat-4164	195	18	different	different	ADJ
easat-4164	195	19	sentiment	sentiment	NOUN
easat-4164	195	20	classes	class	NOUN
easat-4164	195	21	.	.	PUNCT
easat-4164	196	1	525	525	NUM
easat-4164	196	2	edelweiss	edelweiss	PROPN
easat-4164	196	3	applied	apply	VERB
easat-4164	196	4	science	science	NOUN
easat-4164	196	5	and	and	CCONJ
easat-4164	196	6	technology	technology	NOUN
easat-4164	196	7	issn	issn	PROPN
easat-4164	196	8	:	:	PUNCT
easat-4164	196	9	2576	2576	NUM
easat-4164	196	10	-	-	SYM
easat-4164	196	11	8484	8484	NUM
easat-4164	196	12	vol	vol	NOUN
easat-4164	196	13	.	.	PROPN
easat-4164	197	1	9	9	NUM
easat-4164	197	2	,	,	PUNCT
easat-4164	197	3	no	no	INTJ
easat-4164	197	4	.	.	NOUN
easat-4164	197	5	1	1	NUM
easat-4164	197	6	:	:	PUNCT
easat-4164	197	7	515	515	NUM
easat-4164	197	8	-	-	SYM
easat-4164	197	9	535	535	NUM
easat-4164	197	10	,	,	PUNCT
easat-4164	197	11	2025	2025	NUM
easat-4164	197	12	doi	doi	NOUN
easat-4164	197	13	:	:	PUNCT
easat-4164	197	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	197	15	©	©	PROPN
easat-4164	197	16	2025	2025	NUM
easat-4164	197	17	by	by	ADP
easat-4164	197	18	the	the	DET
easat-4164	197	19	authors	author	NOUN
easat-4164	197	20	;	;	PUNCT
easat-4164	197	21	licensee	licensee	PROPN
easat-4164	197	22	learning	learn	VERB
easat-4164	197	23	gate	gate	PROPN
easat-4164	197	24	figure	figure	NOUN
easat-4164	197	25	6	6	NUM
easat-4164	197	26	.	.	PUNCT
easat-4164	197	27	portrayed	portray	VERB
easat-4164	197	28	engagement	engagement	NOUN
easat-4164	197	29	score	score	NOUN
easat-4164	197	30	distribution	distribution	NOUN
easat-4164	197	31	by	by	ADP
easat-4164	197	32	sentiment	sentiment	NOUN
easat-4164	197	33	.	.	PUNCT
easat-4164	198	1	the	the	DET
easat-4164	198	2	violin	violin	NOUN
easat-4164	198	3	plot	plot	NOUN
easat-4164	198	4	above	above	ADV
easat-4164	198	5	is	be	AUX
easat-4164	198	6	a	a	DET
easat-4164	198	7	good	good	ADJ
easat-4164	198	8	display	display	NOUN
easat-4164	198	9	of	of	ADP
easat-4164	198	10	the	the	DET
easat-4164	198	11	distribution	distribution	NOUN
easat-4164	198	12	of	of	ADP
easat-4164	198	13	engagement	engagement	NOUN
easat-4164	198	14	score	score	NOUN
easat-4164	198	15	variability	variability	NOUN
easat-4164	198	16	across	across	ADP
easat-4164	198	17	sentiment	sentiment	NOUN
easat-4164	198	18	labels	label	NOUN
easat-4164	198	19	.	.	PUNCT
easat-4164	199	1	indeed	indeed	ADV
easat-4164	199	2	,	,	PUNCT
easat-4164	199	3	neutral	neutral	ADJ
easat-4164	199	4	posts	post	NOUN
easat-4164	199	5	tend	tend	VERB
easat-4164	199	6	to	to	PART
easat-4164	199	7	receive	receive	VERB
easat-4164	199	8	the	the	DET
easat-4164	199	9	highest	high	ADJ
easat-4164	199	10	engagement	engagement	NOUN
easat-4164	199	11	score	score	NOUN
easat-4164	199	12	with	with	ADP
easat-4164	199	13	a	a	DET
easat-4164	199	14	median	median	NOUN
easat-4164	199	15	of	of	ADP
easat-4164	199	16	around	around	ADP
easat-4164	199	17	1,250	1,250	NUM
easat-4164	199	18	,	,	PUNCT
easat-4164	199	19	while	while	SCONJ
easat-4164	199	20	positive	positive	ADJ
easat-4164	199	21	posts	post	NOUN
easat-4164	199	22	have	have	VERB
easat-4164	199	23	a	a	DET
easat-4164	199	24	similar	similar	ADJ
easat-4164	199	25	distribution	distribution	NOUN
easat-4164	199	26	but	but	CCONJ
easat-4164	199	27	with	with	ADP
easat-4164	199	28	a	a	DET
easat-4164	199	29	median	median	NOUN
easat-4164	199	30	of	of	ADP
easat-4164	199	31	around	around	ADP
easat-4164	199	32	1,150	1,150	NUM
easat-4164	199	33	.	.	PUNCT
easat-4164	200	1	the	the	DET
easat-4164	200	2	median	median	NOUN
easat-4164	200	3	of	of	ADP
easat-4164	200	4	negative	negative	ADJ
easat-4164	200	5	posts	post	NOUN
easat-4164	200	6	is	be	AUX
easat-4164	200	7	the	the	DET
easat-4164	200	8	lowest	low	ADJ
easat-4164	200	9	,	,	PUNCT
easat-4164	200	10	at	at	ADP
easat-4164	200	11	around	around	ADP
easat-4164	200	12	800	800	NUM
easat-4164	200	13	.	.	PUNCT
easat-4164	201	1	another	another	DET
easat-4164	201	2	insight	insight	NOUN
easat-4164	201	3	gained	gain	VERB
easat-4164	201	4	from	from	ADP
easat-4164	201	5	the	the	DET
easat-4164	201	6	violin	violin	NOUN
easat-4164	201	7	plots	plot	NOUN
easat-4164	201	8	is	be	AUX
easat-4164	201	9	that	that	SCONJ
easat-4164	201	10	the	the	DET
easat-4164	201	11	distribution	distribution	NOUN
easat-4164	201	12	of	of	ADP
easat-4164	201	13	neutral	neutral	ADJ
easat-4164	201	14	and	and	CCONJ
easat-4164	201	15	positive	positive	ADJ
easat-4164	201	16	posts	post	NOUN
easat-4164	201	17	has	have	VERB
easat-4164	201	18	a	a	DET
easat-4164	201	19	larger	large	ADJ
easat-4164	201	20	dispersion	dispersion	NOUN
easat-4164	201	21	compared	compare	VERB
easat-4164	201	22	to	to	ADP
easat-4164	201	23	negative	negative	ADJ
easat-4164	201	24	ones	one	NOUN
easat-4164	201	25	.	.	PUNCT
easat-4164	202	1	this	this	PRON
easat-4164	202	2	indicates	indicate	VERB
easat-4164	202	3	that	that	SCONJ
easat-4164	202	4	though	though	SCONJ
easat-4164	202	5	neutral	neutral	ADJ
easat-4164	202	6	and	and	CCONJ
easat-4164	202	7	positive	positive	ADJ
easat-4164	202	8	posts	post	NOUN
easat-4164	202	9	generally	generally	ADV
easat-4164	202	10	tend	tend	VERB
easat-4164	202	11	to	to	PART
easat-4164	202	12	engage	engage	VERB
easat-4164	202	13	more	more	ADJ
easat-4164	202	14	,	,	PUNCT
easat-4164	202	15	they	they	PRON
easat-4164	202	16	are	be	AUX
easat-4164	202	17	very	very	ADV
easat-4164	202	18	hitor	hitor	NOUN
easat-4164	202	19	-	-	PUNCT
easat-4164	202	20	miss	miss	NOUN
easat-4164	202	21	in	in	ADP
easat-4164	202	22	terms	term	NOUN
easat-4164	202	23	of	of	ADP
easat-4164	202	24	their	their	PRON
easat-4164	202	25	engagement	engagement	NOUN
easat-4164	202	26	.	.	PUNCT
easat-4164	203	1	5.10	5.10	NUM
easat-4164	203	2	.	.	PUNCT
easat-4164	204	1	3d	3d	NUM
easat-4164	204	2	scatterplot	scatterplot	NOUN
easat-4164	204	3	of	of	ADP
easat-4164	204	4	engagement	engagement	NOUN
easat-4164	204	5	metric	metric	NOUN
easat-4164	204	6	by	by	ADP
easat-4164	204	7	sentiment	sentiment	NOUN
easat-4164	204	8	the	the	DET
easat-4164	204	9	python	python	PROPN
easat-4164	204	10	code	code	NOUN
easat-4164	204	11	fragment	fragment	NOUN
easat-4164	204	12	plotted	plot	VERB
easat-4164	204	13	the	the	DET
easat-4164	204	14	relationships	relationship	NOUN
easat-4164	204	15	of	of	ADP
easat-4164	204	16	three	three	NUM
easat-4164	204	17	features	feature	NOUN
easat-4164	204	18	,	,	PUNCT
easat-4164	204	19	which	which	PRON
easat-4164	204	20	are	be	AUX
easat-4164	204	21	the	the	DET
easat-4164	204	22	number	number	NOUN
easat-4164	204	23	of	of	ADP
easat-4164	204	24	likes	like	NOUN
easat-4164	204	25	,	,	PUNCT
easat-4164	204	26	shares	share	NOUN
easat-4164	204	27	,	,	PUNCT
easat-4164	204	28	and	and	CCONJ
easat-4164	204	29	comments	comment	NOUN
easat-4164	204	30	of	of	ADP
easat-4164	204	31	posts	post	NOUN
easat-4164	204	32	in	in	ADP
easat-4164	204	33	a	a	DET
easat-4164	204	34	3d	3d	NUM
easat-4164	204	35	scatterplot	scatterplot	NOUN
easat-4164	204	36	with	with	ADP
easat-4164	204	37	their	their	PRON
easat-4164	204	38	points	point	NOUN
easat-4164	204	39	colored	color	VERB
easat-4164	204	40	by	by	ADP
easat-4164	204	41	their	their	PRON
easat-4164	204	42	sentiment	sentiment	NOUN
easat-4164	204	43	labels	label	VERB
easat-4164	204	44	.	.	PUNCT
easat-4164	205	1	import	import	VERB
easat-4164	205	2	the	the	DET
easat-4164	205	3	class	class	NOUN
easat-4164	205	4	axes3d	axes3d	NOUN
easat-4164	205	5	to	to	PART
easat-4164	205	6	do	do	VERB
easat-4164	205	7	the	the	DET
easat-4164	205	8	3d	3d	NOUN
easat-4164	205	9	plotting	plotting	NOUN
easat-4164	205	10	using	use	VERB
easat-4164	205	11	mpl_toolkits	mpl_toolkit	NOUN
easat-4164	205	12	.	.	PUNCT
easat-4164	206	1	mplot3d	mplot3d	PROPN
easat-4164	206	2	.	.	PUNCT
easat-4164	207	1	after	after	ADP
easat-4164	207	2	that	that	PRON
easat-4164	207	3	,	,	PUNCT
easat-4164	207	4	a	a	DET
easat-4164	207	5	3d	3d	NUM
easat-4164	207	6	subplot	subplot	NOUN
easat-4164	207	7	was	be	AUX
easat-4164	207	8	created	create	VERB
easat-4164	207	9	;	;	PUNCT
easat-4164	207	10	the	the	DET
easat-4164	207	11	scatterplot	scatterplot	NOUN
easat-4164	207	12	using	use	VERB
easat-4164	207	13	ax.scatter	ax.scatter	NOUN
easat-4164	207	14	(	(	PUNCT
easat-4164	207	15	)	)	PUNCT
easat-4164	207	16	is	be	AUX
easat-4164	207	17	done	do	VERB
easat-4164	207	18	with	with	ADP
easat-4164	207	19	the	the	DET
easat-4164	207	20	data	datum	NOUN
easat-4164	207	21	and	and	CCONJ
easat-4164	207	22	color	color	NOUN
easat-4164	207	23	mapping	mapping	NOUN
easat-4164	207	24	mentioned	mention	VERB
easat-4164	207	25	within	within	ADP
easat-4164	207	26	the	the	DET
easat-4164	207	27	code	code	NOUN
easat-4164	207	28	;	;	PUNCT
easat-4164	207	29	labels	label	NOUN
easat-4164	207	30	for	for	ADP
easat-4164	207	31	title	title	NOUN
easat-4164	207	32	and	and	CCONJ
easat-4164	207	33	axes	axis	NOUN
easat-4164	207	34	are	be	AUX
easat-4164	207	35	assigned	assign	VERB
easat-4164	207	36	and	and	CCONJ
easat-4164	207	37	a	a	DET
easat-4164	207	38	legend	legend	NOUN
easat-4164	207	39	is	be	AUX
easat-4164	207	40	added	add	VERB
easat-4164	207	41	on	on	ADP
easat-4164	207	42	it	it	PRON
easat-4164	207	43	to	to	PART
easat-4164	207	44	discriminate	discriminate	VERB
easat-4164	207	45	points	point	NOUN
easat-4164	207	46	with	with	ADP
easat-4164	207	47	their	their	PRON
easat-4164	207	48	sentiment	sentiment	NOUN
easat-4164	207	49	.	.	PUNCT
easat-4164	208	1	a	a	DET
easat-4164	208	2	call	call	NOUN
easat-4164	208	3	to	to	ADP
easat-4164	208	4	plt.show	plt.show	PROPN
easat-4164	208	5	(	(	PUNCT
easat-4164	208	6	)	)	PUNCT
easat-4164	208	7	displays	display	VERB
easat-4164	208	8	the	the	DET
easat-4164	208	9	3d	3d	PROPN
easat-4164	208	10	scatterplot	scatterplot	NOUN
easat-4164	208	11	that	that	PRON
easat-4164	208	12	would	would	AUX
easat-4164	208	13	represent	represent	VERB
easat-4164	208	14	an	an	DET
easat-4164	208	15	interactive	interactive	ADJ
easat-4164	208	16	visualization	visualization	NOUN
easat-4164	208	17	for	for	ADP
easat-4164	208	18	the	the	DET
easat-4164	208	19	measures	measure	NOUN
easat-4164	208	20	of	of	ADP
easat-4164	208	21	engagement	engagement	NOUN
easat-4164	208	22	across	across	ADP
easat-4164	208	23	sentiments	sentiment	NOUN
easat-4164	208	24	.	.	PUNCT
easat-4164	209	1	526	526	NUM
easat-4164	209	2	edelweiss	edelweiss	PROPN
easat-4164	209	3	applied	apply	VERB
easat-4164	209	4	science	science	NOUN
easat-4164	209	5	and	and	CCONJ
easat-4164	209	6	technology	technology	NOUN
easat-4164	209	7	issn	issn	PROPN
easat-4164	209	8	:	:	PUNCT
easat-4164	209	9	2576	2576	NUM
easat-4164	209	10	-	-	SYM
easat-4164	209	11	8484	8484	NUM
easat-4164	209	12	vol	vol	NOUN
easat-4164	209	13	.	.	PROPN
easat-4164	210	1	9	9	NUM
easat-4164	210	2	,	,	PUNCT
easat-4164	210	3	no	no	INTJ
easat-4164	210	4	.	.	NOUN
easat-4164	210	5	1	1	NUM
easat-4164	210	6	:	:	PUNCT
easat-4164	210	7	515	515	NUM
easat-4164	210	8	-	-	SYM
easat-4164	210	9	535	535	NUM
easat-4164	210	10	,	,	PUNCT
easat-4164	210	11	2025	2025	NUM
easat-4164	210	12	doi	doi	NOUN
easat-4164	210	13	:	:	PUNCT
easat-4164	210	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	210	15	©	©	PROPN
easat-4164	210	16	2025	2025	NUM
easat-4164	210	17	by	by	ADP
easat-4164	210	18	the	the	DET
easat-4164	210	19	authors	author	NOUN
easat-4164	210	20	;	;	PUNCT
easat-4164	210	21	licensee	licensee	PROPN
easat-4164	210	22	learning	learn	VERB
easat-4164	210	23	gate	gate	NOUN
easat-4164	210	24	figure	figure	NOUN
easat-4164	210	25	7	7	NUM
easat-4164	210	26	.	.	PUNCT
easat-4164	210	27	illustrates	illustrate	VERB
easat-4164	210	28	3d	3d	NUM
easat-4164	210	29	scatterplot	scatterplot	NOUN
easat-4164	210	30	of	of	ADP
easat-4164	210	31	engagement	engagement	NOUN
easat-4164	210	32	metrics	metric	NOUN
easat-4164	210	33	by	by	ADP
easat-4164	210	34	sentiment	sentiment	NOUN
easat-4164	210	35	.	.	PUNCT
easat-4164	211	1	the	the	DET
easat-4164	211	2	3d	3d	PROPN
easat-4164	211	3	scatterplot	scatterplot	NOUN
easat-4164	211	4	displays	display	VERB
easat-4164	211	5	the	the	DET
easat-4164	211	6	number	number	NOUN
easat-4164	211	7	of	of	ADP
easat-4164	211	8	likes	like	NOUN
easat-4164	211	9	,	,	PUNCT
easat-4164	211	10	shares	share	NOUN
easat-4164	211	11	,	,	PUNCT
easat-4164	211	12	and	and	CCONJ
easat-4164	211	13	comments	comment	NOUN
easat-4164	211	14	on	on	ADP
easat-4164	211	15	the	the	DET
easat-4164	211	16	posts	post	NOUN
easat-4164	211	17	;	;	PUNCT
easat-4164	211	18	each	each	DET
easat-4164	211	19	point	point	NOUN
easat-4164	211	20	is	be	AUX
easat-4164	211	21	colored	color	VERB
easat-4164	211	22	according	accord	VERB
easat-4164	211	23	to	to	ADP
easat-4164	211	24	its	its	PRON
easat-4164	211	25	sentiment	sentiment	NOUN
easat-4164	211	26	label	label	NOUN
easat-4164	211	27	.	.	PUNCT
easat-4164	212	1	the	the	DET
easat-4164	212	2	plot	plot	NOUN
easat-4164	212	3	shows	show	VERB
easat-4164	212	4	that	that	SCONJ
easat-4164	212	5	even	even	ADV
easat-4164	212	6	though	though	SCONJ
easat-4164	212	7	there	there	PRON
easat-4164	212	8	is	be	VERB
easat-4164	212	9	some	some	DET
easat-4164	212	10	overlapping	overlapping	NOUN
easat-4164	212	11	,	,	PUNCT
easat-4164	212	12	the	the	DET
easat-4164	212	13	neutral	neutral	ADJ
easat-4164	212	14	posts	post	NOUN
easat-4164	212	15	seem	seem	VERB
easat-4164	212	16	to	to	PART
easat-4164	212	17	cluster	cluster	VERB
easat-4164	212	18	in	in	ADP
easat-4164	212	19	the	the	DET
easat-4164	212	20	higher	high	ADJ
easat-4164	212	21	regions	region	NOUN
easat-4164	212	22	of	of	ADP
easat-4164	212	23	likes	like	NOUN
easat-4164	212	24	,	,	PUNCT
easat-4164	212	25	shares	share	NOUN
easat-4164	212	26	,	,	PUNCT
easat-4164	212	27	and	and	CCONJ
easat-4164	212	28	comments	comment	NOUN
easat-4164	212	29	while	while	SCONJ
easat-4164	212	30	the	the	DET
easat-4164	212	31	positive	positive	ADJ
easat-4164	212	32	posts	post	NOUN
easat-4164	212	33	are	be	AUX
easat-4164	212	34	scattered	scatter	VERB
easat-4164	212	35	all	all	ADV
easat-4164	212	36	over	over	ADV
easat-4164	212	37	but	but	CCONJ
easat-4164	212	38	have	have	VERB
easat-4164	212	39	a	a	DET
easat-4164	212	40	concentration	concentration	NOUN
easat-4164	212	41	in	in	ADP
easat-4164	212	42	the	the	DET
easat-4164	212	43	middle	middle	ADJ
easat-4164	212	44	-	-	PUNCT
easat-4164	212	45	range	range	NOUN
easat-4164	212	46	values	value	NOUN
easat-4164	212	47	for	for	ADP
easat-4164	212	48	all	all	DET
easat-4164	212	49	three	three	NUM
easat-4164	212	50	metrics	metric	NOUN
easat-4164	212	51	.	.	PUNCT
easat-4164	213	1	the	the	DET
easat-4164	213	2	negative	negative	ADJ
easat-4164	213	3	posts	post	NOUN
easat-4164	213	4	will	will	AUX
easat-4164	213	5	be	be	AUX
easat-4164	213	6	found	find	VERB
easat-4164	213	7	in	in	ADP
easat-4164	213	8	the	the	DET
easat-4164	213	9	lower	low	ADJ
easat-4164	213	10	regions	region	NOUN
easat-4164	213	11	of	of	ADP
easat-4164	213	12	the	the	DET
easat-4164	213	13	plot	plot	NOUN
easat-4164	213	14	.	.	PUNCT
easat-4164	214	1	this	this	PRON
easat-4164	214	2	means	mean	VERB
easat-4164	214	3	fewer	few	ADJ
easat-4164	214	4	likes	like	NOUN
easat-4164	214	5	shares	share	NOUN
easat-4164	214	6	,	,	PUNCT
easat-4164	214	7	or	or	CCONJ
easat-4164	214	8	comments	comment	NOUN
easat-4164	214	9	on	on	ADP
easat-4164	214	10	the	the	DET
easat-4164	214	11	post	post	NOUN
easat-4164	214	12	.	.	PUNCT
easat-4164	215	1	the	the	DET
easat-4164	215	2	above	above	ADJ
easat-4164	215	3	plot	plot	NOUN
easat-4164	215	4	provides	provide	VERB
easat-4164	215	5	a	a	DET
easat-4164	215	6	dynamic	dynamic	ADJ
easat-4164	215	7	view	view	NOUN
easat-4164	215	8	in	in	ADP
easat-4164	215	9	showing	show	VERB
easat-4164	215	10	how	how	SCONJ
easat-4164	215	11	engagement	engagement	NOUN
easat-4164	215	12	metrics	metric	NOUN
easat-4164	215	13	are	be	AUX
easat-4164	215	14	interacting	interact	VERB
easat-4164	215	15	across	across	ADP
easat-4164	215	16	different	different	ADJ
easat-4164	215	17	sentiment	sentiment	NOUN
easat-4164	215	18	categories	category	NOUN
easat-4164	215	19	.	.	PUNCT
easat-4164	216	1	6	6	NUM
easat-4164	216	2	.	.	X
easat-4164	216	3	methodology	methodology	NOUN
easat-4164	216	4	feature	feature	NOUN
easat-4164	216	5	engineering	engineering	NOUN
easat-4164	216	6	is	be	AUX
easat-4164	216	7	a	a	DET
easat-4164	216	8	critical	critical	ADJ
easat-4164	216	9	process	process	NOUN
easat-4164	216	10	in	in	ADP
easat-4164	216	11	sentiment	sentiment	NOUN
easat-4164	216	12	analysis	analysis	NOUN
easat-4164	216	13	,	,	PUNCT
easat-4164	216	14	let	let	VERB
easat-4164	216	15	alone	alone	ADV
easat-4164	216	16	when	when	SCONJ
easat-4164	216	17	social	social	ADJ
easat-4164	216	18	media	media	NOUN
easat-4164	216	19	is	be	AUX
easat-4164	216	20	the	the	DET
easat-4164	216	21	source	source	NOUN
easat-4164	216	22	or	or	CCONJ
easat-4164	216	23	form	form	NOUN
easat-4164	216	24	in	in	ADP
easat-4164	216	25	which	which	PRON
easat-4164	216	26	data	data	NOUN
easat-4164	216	27	materializes	materialize	VERB
easat-4164	216	28	,	,	PUNCT
easat-4164	216	29	which	which	PRON
easat-4164	216	30	is	be	AUX
easat-4164	216	31	hardly	hardly	ADV
easat-4164	216	32	structured	structure	VERB
easat-4164	216	33	at	at	ADV
easat-4164	216	34	all	all	ADV
easat-4164	216	35	.	.	PUNCT
easat-4164	217	1	turning	turn	VERB
easat-4164	217	2	the	the	DET
easat-4164	217	3	data	datum	NOUN
easat-4164	217	4	into	into	ADP
easat-4164	217	5	a	a	DET
easat-4164	217	6	comprehensible	comprehensible	ADJ
easat-4164	217	7	raw	raw	ADJ
easat-4164	217	8	textual	textual	ADJ
easat-4164	217	9	format	format	NOUN
easat-4164	217	10	capable	capable	ADJ
easat-4164	217	11	of	of	ADP
easat-4164	217	12	entering	enter	VERB
easat-4164	217	13	machine	machine	NOUN
easat-4164	217	14	learning	learn	VERB
easat-4164	217	15	with	with	ADP
easat-4164	217	16	more	more	ADV
easat-4164	217	17	optimal	optimal	ADJ
easat-4164	217	18	performance	performance	NOUN
easat-4164	217	19	is	be	AUX
easat-4164	217	20	something	something	PRON
easat-4164	217	21	else	else	ADV
easat-4164	217	22	.	.	PUNCT
easat-4164	218	1	feature	feature	NOUN
easat-4164	218	2	extractions	extraction	NOUN
easat-4164	218	3	for	for	ADP
easat-4164	218	4	texts	text	NOUN
easat-4164	218	5	are	be	AUX
easat-4164	218	6	normally	normally	ADV
easat-4164	218	7	tf	tf	ADJ
easat-4164	218	8	-	-	PUNCT
easat-4164	218	9	idf	idf	NOUN
easat-4164	218	10	-	-	PUNCT
easat-4164	218	11	based	base	VERB
easat-4164	218	12	.	.	PUNCT
easat-4164	219	1	tf	tf	PROPN
easat-4164	219	2	-	-	PUNCT
easat-4164	219	3	idf	idf	PROPN
easat-4164	219	4	is	be	AUX
easat-4164	219	5	a	a	DET
easat-4164	219	6	statistical	statistical	ADJ
easat-4164	219	7	measure	measure	NOUN
easat-4164	219	8	that	that	PRON
easat-4164	219	9	tells	tell	VERB
easat-4164	219	10	about	about	ADP
easat-4164	219	11	the	the	DET
easat-4164	219	12	importance	importance	NOUN
easat-4164	219	13	of	of	ADP
easat-4164	219	14	a	a	DET
easat-4164	219	15	word	word	NOUN
easat-4164	219	16	to	to	ADP
easat-4164	219	17	a	a	DET
easat-4164	219	18	document	document	NOUN
easat-4164	219	19	for	for	ADP
easat-4164	219	20	a	a	DET
easat-4164	219	21	corpus	corpus	NOUN
easat-4164	219	22	.	.	PUNCT
easat-4164	220	1	the	the	DET
easat-4164	220	2	basis	basis	NOUN
easat-4164	220	3	behind	behind	ADP
easat-4164	220	4	it	it	PRON
easat-4164	220	5	is	be	AUX
easat-4164	220	6	the	the	DET
easat-4164	220	7	fundamental	fundamental	ADJ
easat-4164	220	8	fact	fact	NOUN
easat-4164	220	9	that	that	SCONJ
easat-4164	220	10	words	word	NOUN
easat-4164	220	11	that	that	PRON
easat-4164	220	12	frequently	frequently	ADV
easat-4164	220	13	appear	appear	VERB
easat-4164	220	14	in	in	ADP
easat-4164	220	15	a	a	DET
easat-4164	220	16	document	document	NOUN
easat-4164	220	17	yet	yet	ADV
easat-4164	220	18	rarely	rarely	ADV
easat-4164	220	19	across	across	ADP
easat-4164	220	20	the	the	DET
easat-4164	220	21	whole	whole	ADJ
easat-4164	220	22	corpus	corpu	NOUN
easat-4164	220	23	carry	carry	VERB
easat-4164	220	24	more	more	ADV
easat-4164	220	25	meaningful	meaningful	ADJ
easat-4164	220	26	information	information	NOUN
easat-4164	220	27	.	.	PUNCT
easat-4164	221	1	we	we	PRON
easat-4164	221	2	will	will	AUX
easat-4164	221	3	represent	represent	VERB
easat-4164	221	4	the	the	DET
easat-4164	221	5	documents	document	NOUN
easat-4164	221	6	as	as	ADP
easat-4164	221	7	vectors	vector	NOUN
easat-4164	221	8	in	in	ADP
easat-4164	221	9	highdimensional	highdimensional	ADJ
easat-4164	221	10	space	space	NOUN
easat-4164	221	11	,	,	PUNCT
easat-4164	221	12	where	where	SCONJ
easat-4164	221	13	each	each	DET
easat-4164	221	14	axis	axis	NOUN
easat-4164	221	15	corresponds	correspond	VERB
easat-4164	221	16	to	to	ADP
easat-4164	221	17	a	a	DET
easat-4164	221	18	unique	unique	ADJ
easat-4164	221	19	term	term	NOUN
easat-4164	221	20	in	in	ADP
easat-4164	221	21	the	the	DET
easat-4164	221	22	vocabulary	vocabulary	NOUN
easat-4164	221	23	,	,	PUNCT
easat-4164	221	24	by	by	ADP
easat-4164	221	25	calculating	calculate	VERB
easat-4164	221	26	a	a	DET
easat-4164	221	27	tfidf	tfidf	NOUN
easat-4164	221	28	score	score	NOUN
easat-4164	221	29	for	for	ADP
easat-4164	221	30	each	each	DET
easat-4164	221	31	word	word	NOUN
easat-4164	221	32	.	.	PUNCT
easat-4164	222	1	thus	thus	ADV
easat-4164	222	2	,	,	PUNCT
easat-4164	222	3	this	this	DET
easat-4164	222	4	representation	representation	NOUN
easat-4164	222	5	captures	capture	VERB
easat-4164	222	6	not	not	PART
easat-4164	222	7	only	only	ADV
easat-4164	222	8	word	word	NOUN
easat-4164	222	9	relevance	relevance	NOUN
easat-4164	222	10	but	but	CCONJ
easat-4164	222	11	also	also	ADV
easat-4164	222	12	weakens	weaken	VERB
easat-4164	222	13	527	527	NUM
easat-4164	222	14	edelweiss	edelweiss	PROPN
easat-4164	222	15	applied	apply	VERB
easat-4164	222	16	science	science	NOUN
easat-4164	222	17	and	and	CCONJ
easat-4164	222	18	technology	technology	NOUN
easat-4164	222	19	issn	issn	PROPN
easat-4164	222	20	:	:	PUNCT
easat-4164	222	21	2576	2576	NUM
easat-4164	222	22	-	-	SYM
easat-4164	222	23	8484	8484	NUM
easat-4164	222	24	vol	vol	NOUN
easat-4164	222	25	.	.	PROPN
easat-4164	223	1	9	9	NUM
easat-4164	223	2	,	,	PUNCT
easat-4164	223	3	no	no	INTJ
easat-4164	223	4	.	.	NOUN
easat-4164	223	5	1	1	NUM
easat-4164	223	6	:	:	PUNCT
easat-4164	223	7	515	515	NUM
easat-4164	223	8	-	-	SYM
easat-4164	223	9	535	535	NUM
easat-4164	223	10	,	,	PUNCT
easat-4164	223	11	2025	2025	NUM
easat-4164	223	12	doi	doi	NOUN
easat-4164	223	13	:	:	PUNCT
easat-4164	223	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	223	15	©	©	PROPN
easat-4164	223	16	2025	2025	NUM
easat-4164	223	17	by	by	ADP
easat-4164	223	18	the	the	DET
easat-4164	223	19	authors	author	NOUN
easat-4164	223	20	;	;	PUNCT
easat-4164	223	21	licensee	licensee	PROPN
easat-4164	223	22	learning	learning	NOUN
easat-4164	223	23	gate	gate	VERB
easat-4164	223	24	the	the	DET
easat-4164	223	25	effect	effect	NOUN
easat-4164	223	26	of	of	ADP
easat-4164	223	27	commonly	commonly	ADV
easat-4164	223	28	appearing	appear	VERB
easat-4164	223	29	words	word	NOUN
easat-4164	223	30	,	,	PUNCT
easat-4164	223	31	such	such	ADJ
easat-4164	223	32	as	as	ADP
easat-4164	223	33	stop	stop	VERB
easat-4164	223	34	words	word	NOUN
easat-4164	223	35	,	,	PUNCT
easat-4164	223	36	which	which	PRON
easat-4164	223	37	do	do	AUX
easat-4164	223	38	not	not	PART
easat-4164	223	39	have	have	VERB
easat-4164	223	40	a	a	DET
easat-4164	223	41	significant	significant	ADJ
easat-4164	223	42	role	role	NOUN
easat-4164	223	43	in	in	ADP
easat-4164	223	44	the	the	DET
easat-4164	223	45	analysis	analysis	NOUN
easat-4164	223	46	of	of	ADP
easat-4164	223	47	the	the	DET
easat-4164	223	48	sentiment	sentiment	NOUN
easat-4164	223	49	of	of	ADP
easat-4164	223	50	text	text	NOUN
easat-4164	223	51	.	.	PUNCT
easat-4164	224	1	apart	apart	ADV
easat-4164	224	2	from	from	ADP
easat-4164	224	3	tf	tf	PROPN
easat-4164	224	4	-	-	PUNCT
easat-4164	224	5	idf	idf	PROPN
easat-4164	224	6	,	,	PUNCT
easat-4164	224	7	another	another	DET
easat-4164	224	8	powerful	powerful	ADJ
easat-4164	224	9	technique	technique	NOUN
easat-4164	224	10	for	for	ADP
easat-4164	224	11	feature	feature	NOUN
easat-4164	224	12	extraction	extraction	NOUN
easat-4164	224	13	involved	involve	VERB
easat-4164	224	14	the	the	DET
easat-4164	224	15	utilization	utilization	NOUN
easat-4164	224	16	of	of	ADP
easat-4164	224	17	word	word	NOUN
easat-4164	224	18	embeddings	embedding	NOUN
easat-4164	224	19	.	.	PUNCT
easat-4164	225	1	unlike	unlike	ADP
easat-4164	225	2	the	the	DET
easat-4164	225	3	conventional	conventional	ADJ
easat-4164	225	4	bag	bag	NOUN
easat-4164	225	5	-	-	PUNCT
easat-4164	225	6	of	of	ADP
easat-4164	225	7	-	-	PUNCT
easat-4164	225	8	words	word	NOUN
easat-4164	225	9	models	model	NOUN
easat-4164	225	10	,	,	PUNCT
easat-4164	225	11	which	which	PRON
easat-4164	225	12	take	take	VERB
easat-4164	225	13	words	word	NOUN
easat-4164	225	14	as	as	ADP
easat-4164	225	15	independent	independent	ADJ
easat-4164	225	16	entities	entity	NOUN
easat-4164	225	17	,	,	PUNCT
easat-4164	225	18	word	word	NOUN
easat-4164	225	19	embeddings	embedding	NOUN
easat-4164	225	20	captured	capture	VERB
easat-4164	225	21	the	the	DET
easat-4164	225	22	semantic	semantic	ADJ
easat-4164	225	23	relationship	relationship	NOUN
easat-4164	225	24	between	between	ADP
easat-4164	225	25	words	word	NOUN
easat-4164	225	26	by	by	ADP
easat-4164	225	27	placing	place	VERB
easat-4164	225	28	them	they	PRON
easat-4164	225	29	in	in	ADP
easat-4164	225	30	a	a	DET
easat-4164	225	31	continuous	continuous	ADJ
easat-4164	225	32	vector	vector	NOUN
easat-4164	225	33	space	space	NOUN
easat-4164	225	34	.	.	PUNCT
easat-4164	226	1	popular	popular	ADJ
easat-4164	226	2	embedding	embed	VERB
easat-4164	226	3	techniques	technique	NOUN
easat-4164	226	4	include	include	VERB
easat-4164	226	5	word2vec	word2vec	ADJ
easat-4164	226	6	,	,	PUNCT
easat-4164	226	7	glove	glove	NOUN
easat-4164	226	8	,	,	PUNCT
easat-4164	226	9	and	and	CCONJ
easat-4164	226	10	fasttext	fasttext	PROPN
easat-4164	226	11	.	.	PUNCT
easat-4164	227	1	these	these	DET
easat-4164	227	2	methods	method	NOUN
easat-4164	227	3	create	create	VERB
easat-4164	227	4	dense	dense	ADJ
easat-4164	227	5	vector	vector	NOUN
easat-4164	227	6	representations	representation	NOUN
easat-4164	227	7	whereby	whereby	SCONJ
easat-4164	227	8	semantically	semantically	ADV
easat-4164	227	9	similar	similar	ADJ
easat-4164	227	10	words	word	NOUN
easat-4164	227	11	are	be	AUX
easat-4164	227	12	closer	close	ADJ
easat-4164	227	13	along	along	ADV
easat-4164	227	14	in	in	ADP
easat-4164	227	15	the	the	DET
easat-4164	227	16	vector	vector	NOUN
easat-4164	227	17	space	space	NOUN
easat-4164	227	18	-	-	PUNCT
easat-4164	227	19	for	for	ADP
easat-4164	227	20	instance	instance	NOUN
easat-4164	227	21	,	,	PUNCT
easat-4164	227	22	the	the	DET
easat-4164	227	23	words	word	NOUN
easat-4164	227	24	,	,	PUNCT
easat-4164	227	25	"	"	PUNCT
easat-4164	227	26	king	king	NOUN
easat-4164	227	27	"	"	PUNCT
easat-4164	227	28	and	and	CCONJ
easat-4164	227	29	then	then	ADV
easat-4164	227	30	"	"	PUNCT
easat-4164	227	31	queen	queen	NOUN
easat-4164	227	32	"	"	PUNCT
easat-4164	227	33	would	would	AUX
easat-4164	227	34	come	come	VERB
easat-4164	227	35	closer	close	ADV
easat-4164	227	36	in	in	ADP
easat-4164	227	37	their	their	PRON
easat-4164	227	38	embeddings	embedding	NOUN
easat-4164	227	39	showing	show	VERB
easat-4164	227	40	relativity	relativity	NOUN
easat-4164	227	41	in	in	ADP
easat-4164	227	42	meaning	meaning	NOUN
easat-4164	227	43	to	to	ADP
easat-4164	227	44	both	both	PRON
easat-4164	227	45	.	.	PUNCT
easat-4164	228	1	by	by	ADP
easat-4164	228	2	using	use	VERB
easat-4164	228	3	word	word	NOUN
easat-4164	228	4	embeddings	embedding	NOUN
easat-4164	228	5	,	,	PUNCT
easat-4164	228	6	we	we	PRON
easat-4164	228	7	include	include	VERB
easat-4164	228	8	within	within	ADP
easat-4164	228	9	our	our	PRON
easat-4164	228	10	model	model	NOUN
easat-4164	228	11	contextual	contextual	ADJ
easat-4164	228	12	uses	use	NOUN
easat-4164	228	13	of	of	ADP
easat-4164	228	14	words	word	NOUN
easat-4164	228	15	and	and	CCONJ
easat-4164	228	16	relationships	relationship	NOUN
easat-4164	228	17	between	between	ADP
easat-4164	228	18	individual	individual	ADJ
easat-4164	228	19	words	word	NOUN
easat-4164	228	20	,	,	PUNCT
easat-4164	228	21	which	which	PRON
easat-4164	228	22	can	can	AUX
easat-4164	228	23	gain	gain	VERB
easat-4164	228	24	interest	interest	NOUN
easat-4164	228	25	in	in	ADP
easat-4164	228	26	the	the	DET
easat-4164	228	27	nuances	nuance	NOUN
easat-4164	228	28	of	of	ADP
easat-4164	228	29	emotion	emotion	NOUN
easat-4164	228	30	represented	represent	VERB
easat-4164	228	31	.	.	PUNCT
easat-4164	229	1	besides	besides	SCONJ
easat-4164	229	2	,	,	PUNCT
easat-4164	229	3	the	the	DET
easat-4164	229	4	embeddings	embedding	NOUN
easat-4164	229	5	can	can	AUX
easat-4164	229	6	be	be	AUX
easat-4164	229	7	averaged	average	VERB
easat-4164	229	8	or	or	CCONJ
easat-4164	229	9	pooled	pool	VERB
easat-4164	229	10	to	to	PART
easat-4164	229	11	form	form	VERB
easat-4164	229	12	document	document	NOUN
easat-4164	229	13	-	-	PUNCT
easat-4164	229	14	level	level	NOUN
easat-4164	229	15	representations	representation	NOUN
easat-4164	229	16	that	that	PRON
easat-4164	229	17	can	can	AUX
easat-4164	229	18	then	then	ADV
easat-4164	229	19	be	be	AUX
easat-4164	229	20	used	use	VERB
easat-4164	229	21	as	as	ADP
easat-4164	229	22	input	input	NOUN
easat-4164	229	23	to	to	ADP
easat-4164	229	24	machine	machine	NOUN
easat-4164	229	25	learning	learn	VERB
easat-4164	229	26	algorithms	algorithm	NOUN
easat-4164	229	27	for	for	ADP
easat-4164	229	28	sentiment	sentiment	NOUN
easat-4164	229	29	classification	classification	NOUN
easat-4164	229	30	.	.	PUNCT
easat-4164	230	1	6.1	6.1	NUM
easat-4164	230	2	.	.	PUNCT
easat-4164	230	3	model	model	NOUN
easat-4164	230	4	selection	selection	NOUN
easat-4164	230	5	selection	selection	NOUN
easat-4164	230	6	of	of	ADP
easat-4164	230	7	appropriate	appropriate	ADJ
easat-4164	230	8	machine	machine	NOUN
easat-4164	230	9	learning	learning	NOUN
easat-4164	230	10	models	model	NOUN
easat-4164	230	11	is	be	AUX
easat-4164	230	12	considered	consider	VERB
easat-4164	230	13	paramount	paramount	ADJ
easat-4164	230	14	in	in	ADP
easat-4164	230	15	sentiment	sentiment	NOUN
easat-4164	230	16	analysis	analysis	NOUN
easat-4164	230	17	since	since	SCONJ
easat-4164	230	18	different	different	ADJ
easat-4164	230	19	algorithms	algorithm	NOUN
easat-4164	230	20	have	have	VERB
easat-4164	230	21	their	their	PRON
easat-4164	230	22	relative	relative	ADJ
easat-4164	230	23	strengths	strength	NOUN
easat-4164	230	24	which	which	PRON
easat-4164	230	25	can	can	AUX
easat-4164	230	26	massively	massively	ADV
easat-4164	230	27	affect	affect	VERB
easat-4164	230	28	the	the	DET
easat-4164	230	29	accuracy	accuracy	NOUN
easat-4164	230	30	and	and	CCONJ
easat-4164	230	31	efficiency	efficiency	NOUN
easat-4164	230	32	of	of	ADP
easat-4164	230	33	the	the	DET
easat-4164	230	34	process	process	NOUN
easat-4164	230	35	of	of	ADP
easat-4164	230	36	sentiment	sentiment	NOUN
easat-4164	230	37	classification	classification	NOUN
easat-4164	230	38	.	.	PUNCT
easat-4164	231	1	three	three	NUM
easat-4164	231	2	machine	machine	NOUN
easat-4164	231	3	learning	learning	NOUN
easat-4164	231	4	models	model	NOUN
easat-4164	231	5	were	be	AUX
easat-4164	231	6	used	use	VERB
easat-4164	231	7	,	,	PUNCT
easat-4164	231	8	most	most	ADV
easat-4164	231	9	notably	notably	ADV
easat-4164	231	10	,	,	PUNCT
easat-4164	231	11	logistic	logistic	ADJ
easat-4164	231	12	regression	regression	NOUN
easat-4164	231	13	,	,	PUNCT
easat-4164	231	14	random	random	ADJ
easat-4164	231	15	forest	forest	NOUN
easat-4164	231	16	classifier	classifier	NOUN
easat-4164	231	17	,	,	PUNCT
easat-4164	231	18	xg	xg	NOUN
easat-4164	231	19	-	-	PUNCT
easat-4164	231	20	boost	boost	NOUN
easat-4164	231	21	.	.	PUNCT
easat-4164	232	1	one	one	NUM
easat-4164	232	2	of	of	ADP
easat-4164	232	3	the	the	DET
easat-4164	232	4	foundational	foundational	ADJ
easat-4164	232	5	models	model	NOUN
easat-4164	232	6	frequently	frequently	ADV
easat-4164	232	7	applied	apply	VERB
easat-4164	232	8	in	in	ADP
easat-4164	232	9	sentiment	sentiment	NOUN
easat-4164	232	10	analysis	analysis	NOUN
easat-4164	232	11	is	be	AUX
easat-4164	232	12	logistic	logistic	ADJ
easat-4164	232	13	regression	regression	NOUN
easat-4164	232	14	.	.	PUNCT
easat-4164	233	1	the	the	DET
easat-4164	233	2	reason	reason	NOUN
easat-4164	233	3	it	it	PRON
easat-4164	233	4	is	be	AUX
easat-4164	233	5	a	a	DET
easat-4164	233	6	premier	premier	ADJ
easat-4164	233	7	choice	choice	NOUN
easat-4164	233	8	is	be	AUX
easat-4164	233	9	because	because	SCONJ
easat-4164	233	10	of	of	ADP
easat-4164	233	11	its	its	PRON
easat-4164	233	12	simplicity	simplicity	NOUN
easat-4164	233	13	and	and	CCONJ
easat-4164	233	14	interpretability	interpretability	NOUN
easat-4164	233	15	,	,	PUNCT
easat-4164	233	16	hence	hence	ADV
easat-4164	233	17	serving	serve	VERB
easat-4164	233	18	as	as	ADP
easat-4164	233	19	a	a	DET
easat-4164	233	20	very	very	ADV
easat-4164	233	21	good	good	ADJ
easat-4164	233	22	starting	starting	NOUN
easat-4164	233	23	point	point	NOUN
easat-4164	233	24	for	for	ADP
easat-4164	233	25	binary	binary	ADJ
easat-4164	233	26	classification	classification	NOUN
easat-4164	233	27	problems	problem	NOUN
easat-4164	233	28	such	such	ADJ
easat-4164	233	29	as	as	ADP
easat-4164	233	30	positive	positive	ADJ
easat-4164	233	31	versus	versus	ADP
easat-4164	233	32	negative	negative	ADJ
easat-4164	233	33	sentiment	sentiment	NOUN
easat-4164	233	34	.	.	PUNCT
easat-4164	234	1	logistic	logistic	ADJ
easat-4164	234	2	regression	regression	NOUN
easat-4164	234	3	works	work	VERB
easat-4164	234	4	by	by	ADP
easat-4164	234	5	fitting	fit	VERB
easat-4164	234	6	a	a	DET
easat-4164	234	7	logistic	logistic	ADJ
easat-4164	234	8	curve	curve	NOUN
easat-4164	234	9	to	to	ADP
easat-4164	234	10	the	the	DET
easat-4164	234	11	data	datum	NOUN
easat-4164	234	12	,	,	PUNCT
easat-4164	234	13	enabling	enable	VERB
easat-4164	234	14	the	the	DET
easat-4164	234	15	estimation	estimation	NOUN
easat-4164	234	16	of	of	ADP
easat-4164	234	17	probabilities	probability	NOUN
easat-4164	234	18	of	of	ADP
easat-4164	234	19	a	a	DET
easat-4164	234	20	given	give	VERB
easat-4164	234	21	input	input	NOUN
easat-4164	234	22	belonging	belong	VERB
easat-4164	234	23	to	to	ADP
easat-4164	234	24	a	a	DET
easat-4164	234	25	particular	particular	ADJ
easat-4164	234	26	class	class	NOUN
easat-4164	234	27	.	.	PUNCT
easat-4164	235	1	it	it	PRON
easat-4164	235	2	is	be	AUX
easat-4164	235	3	particularly	particularly	ADV
easat-4164	235	4	suitable	suitable	ADJ
easat-4164	235	5	for	for	ADP
easat-4164	235	6	text	text	NOUN
easat-4164	235	7	classification	classification	NOUN
easat-4164	235	8	tasks	task	NOUN
easat-4164	235	9	,	,	PUNCT
easat-4164	235	10	where	where	SCONJ
easat-4164	235	11	features	feature	NOUN
easat-4164	235	12	are	be	AUX
easat-4164	235	13	often	often	ADV
easat-4164	235	14	derived	derive	VERB
easat-4164	235	15	from	from	ADP
easat-4164	235	16	techniques	technique	NOUN
easat-4164	235	17	such	such	ADJ
easat-4164	235	18	as	as	ADP
easat-4164	235	19	tf	tf	PROPN
easat-4164	235	20	-	-	PUNCT
easat-4164	235	21	idf	idf	NOUN
easat-4164	235	22	or	or	CCONJ
easat-4164	235	23	word	word	NOUN
easat-4164	235	24	embeddings	embedding	NOUN
easat-4164	235	25	,	,	PUNCT
easat-4164	235	26	and	and	CCONJ
easat-4164	235	27	where	where	SCONJ
easat-4164	235	28	the	the	DET
easat-4164	235	29	number	number	NOUN
easat-4164	235	30	of	of	ADP
easat-4164	235	31	features	feature	NOUN
easat-4164	235	32	can	can	AUX
easat-4164	235	33	be	be	AUX
easat-4164	235	34	very	very	ADV
easat-4164	235	35	large	large	ADJ
easat-4164	235	36	compared	compare	VERB
easat-4164	235	37	with	with	ADP
easat-4164	235	38	the	the	DET
easat-4164	235	39	number	number	NOUN
easat-4164	235	40	of	of	ADP
easat-4164	235	41	observations	observation	NOUN
easat-4164	235	42	.	.	PUNCT
easat-4164	236	1	furthermore	furthermore	ADV
easat-4164	236	2	,	,	PUNCT
easat-4164	236	3	the	the	DET
easat-4164	236	4	model	model	NOUN
easat-4164	236	5	interpretability	interpretability	NOUN
easat-4164	236	6	allows	allow	VERB
easat-4164	236	7	for	for	ADP
easat-4164	236	8	easy	easy	ADJ
easat-4164	236	9	coefficients	coefficient	NOUN
easat-4164	236	10	understanding	understanding	NOUN
easat-4164	236	11	of	of	ADP
easat-4164	236	12	the	the	DET
easat-4164	236	13	model	model	NOUN
easat-4164	236	14	to	to	PART
easat-4164	236	15	detect	detect	VERB
easat-4164	236	16	which	which	PRON
easat-4164	236	17	features	feature	VERB
easat-4164	236	18	contribute	contribute	VERB
easat-4164	236	19	most	most	ADJ
easat-4164	236	20	of	of	ADP
easat-4164	236	21	all	all	PRON
easat-4164	236	22	to	to	ADP
easat-4164	236	23	the	the	DET
easat-4164	236	24	predicted	predict	VERB
easat-4164	236	25	sentiment	sentiment	NOUN
easat-4164	236	26	and	and	CCONJ
easat-4164	236	27	help	help	NOUN
easat-4164	236	28	in	in	ADP
easat-4164	236	29	understanding	understand	VERB
easat-4164	236	30	consumer	consumer	NOUN
easat-4164	236	31	opinion	opinion	NOUN
easat-4164	236	32	.	.	PUNCT
easat-4164	237	1	random	random	ADJ
easat-4164	237	2	forest	forest	NOUN
easat-4164	237	3	classifier	classifier	NOUN
easat-4164	237	4	is	be	AUX
easat-4164	237	5	another	another	DET
easat-4164	237	6	noteworthy	noteworthy	ADJ
easat-4164	237	7	selection	selection	NOUN
easat-4164	237	8	for	for	ADP
easat-4164	237	9	sentiment	sentiment	NOUN
easat-4164	237	10	analysis	analysis	NOUN
easat-4164	237	11	because	because	SCONJ
easat-4164	237	12	of	of	ADP
easat-4164	237	13	its	its	PRON
easat-4164	237	14	ensemble	ensemble	ADJ
easat-4164	237	15	nature	nature	NOUN
easat-4164	237	16	,	,	PUNCT
easat-4164	237	17	which	which	PRON
easat-4164	237	18	integrates	integrate	VERB
easat-4164	237	19	multiple	multiple	ADJ
easat-4164	237	20	decision	decision	NOUN
easat-4164	237	21	trees	tree	NOUN
easat-4164	237	22	to	to	PART
easat-4164	237	23	enhance	enhance	VERB
easat-4164	237	24	prediction	prediction	NOUN
easat-4164	237	25	accuracy	accuracy	NOUN
easat-4164	237	26	and	and	CCONJ
easat-4164	237	27	control	control	NOUN
easat-4164	237	28	overfitting	overfitting	NOUN
easat-4164	237	29	.	.	PUNCT
easat-4164	238	1	each	each	DET
easat-4164	238	2	tree	tree	NOUN
easat-4164	238	3	from	from	ADP
easat-4164	238	4	the	the	DET
easat-4164	238	5	random	random	ADJ
easat-4164	238	6	forest	forest	NOUN
easat-4164	238	7	is	be	AUX
easat-4164	238	8	structured	structure	VERB
easat-4164	238	9	based	base	VERB
easat-4164	238	10	on	on	ADP
easat-4164	238	11	a	a	DET
easat-4164	238	12	random	random	ADJ
easat-4164	238	13	subset	subset	NOUN
easat-4164	238	14	of	of	ADP
easat-4164	238	15	training	training	NOUN
easat-4164	238	16	data	datum	NOUN
easat-4164	238	17	and	and	CCONJ
easat-4164	238	18	a	a	DET
easat-4164	238	19	random	random	ADJ
easat-4164	238	20	subset	subset	NOUN
easat-4164	238	21	of	of	ADP
easat-4164	238	22	features	feature	NOUN
easat-4164	238	23	,	,	PUNCT
easat-4164	238	24	making	make	VERB
easat-4164	238	25	its	its	PRON
easat-4164	238	26	generalization	generalization	NOUN
easat-4164	238	27	to	to	ADP
easat-4164	238	28	unseen	unseen	ADJ
easat-4164	238	29	data	datum	NOUN
easat-4164	238	30	better	well	ADV
easat-4164	238	31	.	.	PUNCT
easat-4164	239	1	it	it	PRON
easat-4164	239	2	has	have	AUX
easat-4164	239	3	particularly	particularly	ADV
easat-4164	239	4	worked	work	VERB
easat-4164	239	5	well	well	ADV
easat-4164	239	6	in	in	ADP
easat-4164	239	7	models	model	NOUN
easat-4164	239	8	where	where	SCONJ
easat-4164	239	9	the	the	DET
easat-4164	239	10	interactions	interaction	NOUN
easat-4164	239	11	between	between	ADP
easat-4164	239	12	features	feature	NOUN
easat-4164	239	13	are	be	AUX
easat-4164	239	14	pretty	pretty	ADV
easat-4164	239	15	complex	complex	ADJ
easat-4164	239	16	,	,	PUNCT
easat-4164	239	17	and	and	CCONJ
easat-4164	239	18	that	that	PRON
easat-4164	239	19	works	work	VERB
easat-4164	239	20	in	in	ADP
easat-4164	239	21	textual	textual	ADJ
easat-4164	239	22	data	datum	NOUN
easat-4164	239	23	due	due	ADP
easat-4164	239	24	to	to	ADP
easat-4164	239	25	its	its	PRON
easat-4164	239	26	nature	nature	NOUN
easat-4164	239	27	,	,	PUNCT
easat-4164	239	28	since	since	SCONJ
easat-4164	239	29	relations	relation	NOUN
easat-4164	239	30	among	among	ADP
easat-4164	239	31	words	word	NOUN
easat-4164	239	32	can	can	AUX
easat-4164	239	33	get	get	VERB
easat-4164	239	34	very	very	ADV
easat-4164	239	35	complicated	complicated	ADJ
easat-4164	239	36	.	.	PUNCT
easat-4164	240	1	the	the	DET
easat-4164	240	2	random	random	ADJ
easat-4164	240	3	forest	forest	NOUN
easat-4164	240	4	classifier	classifier	NOUN
easat-4164	240	5	also	also	ADV
easat-4164	240	6	provides	provide	VERB
easat-4164	240	7	a	a	DET
easat-4164	240	8	convenient	convenient	ADJ
easat-4164	240	9	means	mean	NOUN
easat-4164	240	10	of	of	ADP
easat-4164	240	11	assessing	assess	VERB
easat-4164	240	12	feature	feature	NOUN
easat-4164	240	13	importance	importance	NOUN
easat-4164	240	14	for	for	ADP
easat-4164	240	15	guiding	guide	VERB
easat-4164	240	16	analysts	analyst	NOUN
easat-4164	240	17	during	during	ADP
easat-4164	240	18	the	the	DET
easat-4164	240	19	selection	selection	NOUN
easat-4164	240	20	and	and	CCONJ
easat-4164	240	21	refinement	refinement	NOUN
easat-4164	240	22	process	process	NOUN
easat-4164	240	23	of	of	ADP
easat-4164	240	24	features	feature	NOUN
easat-4164	240	25	.	.	PUNCT
easat-4164	241	1	given	give	VERB
easat-4164	241	2	the	the	DET
easat-4164	241	3	robustness	robustness	NOUN
easat-4164	241	4	to	to	AUX
easat-4164	241	5	noise	noise	NOUN
easat-4164	241	6	and	and	CCONJ
easat-4164	241	7	the	the	DET
easat-4164	241	8	capability	capability	NOUN
easat-4164	241	9	of	of	ADP
easat-4164	241	10	handling	handle	VERB
easat-4164	241	11	big	big	ADJ
easat-4164	241	12	datasets	dataset	NOUN
easat-4164	241	13	with	with	ADP
easat-4164	241	14	a	a	DET
easat-4164	241	15	large	large	ADJ
easat-4164	241	16	number	number	NOUN
easat-4164	241	17	of	of	ADP
easat-4164	241	18	input	input	NOUN
easat-4164	241	19	variables	variable	NOUN
easat-4164	241	20	,	,	PUNCT
easat-4164	241	21	random	random	ADJ
easat-4164	241	22	forest	forest	NOUN
easat-4164	241	23	is	be	AUX
easat-4164	241	24	an	an	DET
easat-4164	241	25	efficient	efficient	ADJ
easat-4164	241	26	tool	tool	NOUN
easat-4164	241	27	for	for	ADP
easat-4164	241	28	sentiment	sentiment	NOUN
easat-4164	241	29	classification	classification	NOUN
easat-4164	241	30	;	;	PUNCT
easat-4164	241	31	it	it	PRON
easat-4164	241	32	often	often	ADV
easat-4164	241	33	provides	provide	VERB
easat-4164	241	34	better	well	ADJ
easat-4164	241	35	performance	performance	NOUN
easat-4164	241	36	compared	compare	VERB
easat-4164	241	37	to	to	ADP
easat-4164	241	38	simpler	simple	ADJ
easat-4164	241	39	models	model	NOUN
easat-4164	241	40	.	.	PUNCT
easat-4164	242	1	furthermore	furthermore	ADV
easat-4164	242	2	,	,	PUNCT
easat-4164	242	3	xg	xg	NOUN
easat-4164	242	4	-	-	PUNCT
easat-4164	242	5	boost	boost	NOUN
easat-4164	242	6	has	have	AUX
easat-4164	242	7	been	be	AUX
easat-4164	242	8	under	under	ADP
easat-4164	242	9	the	the	DET
easat-4164	242	10	spotlight	spotlight	NOUN
easat-4164	242	11	in	in	ADP
easat-4164	242	12	machine	machine	NOUN
easat-4164	242	13	learning	learning	NOUN
easat-4164	242	14	because	because	SCONJ
easat-4164	242	15	of	of	ADP
easat-4164	242	16	its	its	PRON
easat-4164	242	17	outstanding	outstanding	ADJ
easat-4164	242	18	performance	performance	NOUN
easat-4164	242	19	for	for	ADP
easat-4164	242	20	various	various	ADJ
easat-4164	242	21	classification	classification	NOUN
easat-4164	242	22	tasks	task	NOUN
easat-4164	242	23	,	,	PUNCT
easat-4164	242	24	including	include	VERB
easat-4164	242	25	sentiment	sentiment	NOUN
easat-4164	242	26	analysis	analysis	NOUN
easat-4164	242	27	.	.	PUNCT
easat-4164	243	1	xg	xg	NOUN
easat-4164	243	2	-	-	PUNCT
easat-4164	243	3	boost	boost	NOUN
easat-4164	243	4	,	,	PUNCT
easat-4164	243	5	being	be	AUX
easat-4164	243	6	a	a	DET
easat-4164	243	7	gradient	gradient	ADJ
easat-4164	243	8	boosting	boost	VERB
easat-4164	243	9	framework	framework	NOUN
easat-4164	243	10	,	,	PUNCT
easat-4164	243	11	builds	build	VERB
easat-4164	243	12	models	model	NOUN
easat-4164	243	13	greedily	greedily	ADV
easat-4164	243	14	-	-	PUNCT
easat-4164	243	15	that	that	ADV
easat-4164	243	16	is	be	AUX
easat-4164	243	17	,	,	PUNCT
easat-4164	243	18	every	every	DET
easat-4164	243	19	new	new	ADJ
easat-4164	243	20	tree	tree	NOUN
easat-4164	243	21	is	be	AUX
easat-4164	243	22	trained	train	VERB
easat-4164	243	23	to	to	PART
easat-4164	243	24	correct	correct	VERB
easat-4164	243	25	errors	error	NOUN
easat-4164	243	26	of	of	ADP
easat-4164	243	27	its	its	PRON
easat-4164	243	28	predecessor	predecessor	NOUN
easat-4164	243	29	in	in	ADP
easat-4164	243	30	an	an	DET
easat-4164	243	31	iterative	iterative	ADJ
easat-4164	243	32	way	way	NOUN
easat-4164	243	33	,	,	PUNCT
easat-4164	243	34	hence	hence	ADV
easat-4164	243	35	making	make	VERB
easat-4164	243	36	the	the	DET
easat-4164	243	37	performance	performance	NOUN
easat-4164	243	38	optimized	optimize	VERB
easat-4164	243	39	with	with	ADP
easat-4164	243	40	time	time	NOUN
easat-4164	243	41	.	.	PUNCT
easat-4164	244	1	this	this	PRON
easat-4164	244	2	gives	give	VERB
easat-4164	244	3	xg	xg	NOUN
easat-4164	244	4	-	-	PUNCT
easat-4164	244	5	boost	boost	VERB
easat-4164	244	6	very	very	ADV
easat-4164	244	7	accurate	accurate	ADJ
easat-4164	244	8	predictions	prediction	NOUN
easat-4164	244	9	,	,	PUNCT
easat-4164	244	10	and	and	CCONJ
easat-4164	244	11	for	for	ADP
easat-4164	244	12	that	that	DET
easat-4164	244	13	reason	reason	NOUN
easat-4164	244	14	,	,	PUNCT
easat-4164	244	15	it	it	PRON
easat-4164	244	16	has	have	AUX
easat-4164	244	17	become	become	VERB
easat-4164	244	18	one	one	NUM
easat-4164	244	19	of	of	ADP
easat-4164	244	20	the	the	DET
easat-4164	244	21	favorites	favorite	NOUN
easat-4164	244	22	in	in	ADP
easat-4164	244	23	competitive	competitive	ADJ
easat-4164	244	24	machine	machine	NOUN
easat-4164	244	25	learning	learning	NOUN
easat-4164	244	26	.	.	PUNCT
easat-4164	245	1	in	in	ADP
easat-4164	245	2	that	that	DET
easat-4164	245	3	respect	respect	NOUN
easat-4164	245	4	,	,	PUNCT
easat-4164	245	5	the	the	DET
easat-4164	245	6	capability	capability	NOUN
easat-4164	245	7	of	of	ADP
easat-4164	245	8	handling	handle	VERB
easat-4164	245	9	missing	miss	VERB
easat-4164	245	10	values	value	NOUN
easat-4164	245	11	,	,	PUNCT
easat-4164	245	12	the	the	DET
easat-4164	245	13	introduction	introduction	NOUN
easat-4164	245	14	of	of	ADP
easat-4164	245	15	regularization	regularization	NOUN
easat-4164	245	16	techniques	technique	NOUN
easat-4164	245	17	to	to	PART
easat-4164	245	18	handle	handle	VERB
easat-4164	245	19	overfitting	overfitte	VERB
easat-4164	245	20	,	,	PUNCT
easat-4164	245	21	and	and	CCONJ
easat-4164	245	22	the	the	DET
easat-4164	245	23	efficiency	efficiency	NOUN
easat-4164	245	24	in	in	ADP
easat-4164	245	25	handling	handle	VERB
easat-4164	245	26	highvolume	highvolume	PROPN
easat-4164	245	27	data	datum	NOUN
easat-4164	245	28	give	give	VERB
easat-4164	245	29	it	it	PRON
easat-4164	245	30	significant	significant	ADJ
easat-4164	245	31	edges	edge	NOUN
easat-4164	245	32	over	over	ADP
easat-4164	245	33	traditional	traditional	ADJ
easat-4164	245	34	models	model	NOUN
easat-4164	245	35	.	.	PUNCT
easat-4164	246	1	further	far	ADV
easat-4164	246	2	,	,	PUNCT
easat-4164	246	3	the	the	DET
easat-4164	246	4	flexibility	flexibility	NOUN
easat-4164	246	5	provided	provide	VERB
easat-4164	246	6	by	by	ADP
easat-4164	246	7	xgboost	xgboost	ADV
easat-4164	246	8	to	to	PART
easat-4164	246	9	tune	tune	VERB
easat-4164	246	10	hyperparameters	hyperparameter	NOUN
easat-4164	246	11	by	by	ADP
easat-4164	246	12	a	a	DET
easat-4164	246	13	practitioner	practitioner	NOUN
easat-4164	246	14	allows	allow	VERB
easat-4164	246	15	the	the	DET
easat-4164	246	16	modeler	modeler	NOUN
easat-4164	246	17	to	to	PART
easat-4164	246	18	fit	fit	VERB
easat-4164	246	19	the	the	DET
easat-4164	246	20	model	model	NOUN
easat-4164	246	21	for	for	ADP
easat-4164	246	22	specific	specific	ADJ
easat-4164	246	23	characteristics	characteristic	NOUN
easat-4164	246	24	of	of	ADP
easat-4164	246	25	the	the	DET
easat-4164	246	26	sentiment	sentiment	NOUN
easat-4164	246	27	analysis	analysis	NOUN
easat-4164	246	28	problem	problem	NOUN
easat-4164	246	29	at	at	ADP
easat-4164	246	30	hand	hand	NOUN
easat-4164	246	31	and	and	CCONJ
easat-4164	246	32	should	should	AUX
easat-4164	246	33	therefore	therefore	ADV
easat-4164	246	34	be	be	AUX
easat-4164	246	35	an	an	DET
easat-4164	246	36	essential	essential	ADJ
easat-4164	246	37	element	element	NOUN
easat-4164	246	38	of	of	ADP
easat-4164	246	39	the	the	DET
easat-4164	246	40	model	model	NOUN
easat-4164	246	41	selection	selection	NOUN
easat-4164	246	42	exercise	exercise	NOUN
easat-4164	246	43	.	.	PUNCT
easat-4164	247	1	528	528	NUM
easat-4164	247	2	edelweiss	edelweiss	PROPN
easat-4164	247	3	applied	apply	VERB
easat-4164	247	4	science	science	NOUN
easat-4164	247	5	and	and	CCONJ
easat-4164	247	6	technology	technology	NOUN
easat-4164	247	7	issn	issn	PROPN
easat-4164	247	8	:	:	PUNCT
easat-4164	247	9	2576	2576	NUM
easat-4164	247	10	-	-	SYM
easat-4164	247	11	8484	8484	NUM
easat-4164	247	12	vol	vol	NOUN
easat-4164	247	13	.	.	PROPN
easat-4164	248	1	9	9	NUM
easat-4164	248	2	,	,	PUNCT
easat-4164	248	3	no	no	INTJ
easat-4164	248	4	.	.	NOUN
easat-4164	248	5	1	1	NUM
easat-4164	248	6	:	:	PUNCT
easat-4164	248	7	515	515	NUM
easat-4164	248	8	-	-	SYM
easat-4164	248	9	535	535	NUM
easat-4164	248	10	,	,	PUNCT
easat-4164	248	11	2025	2025	NUM
easat-4164	248	12	doi	doi	NOUN
easat-4164	248	13	:	:	PUNCT
easat-4164	248	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	248	15	©	©	PROPN
easat-4164	248	16	2025	2025	NUM
easat-4164	248	17	by	by	ADP
easat-4164	248	18	the	the	DET
easat-4164	248	19	authors	author	NOUN
easat-4164	248	20	;	;	PUNCT
easat-4164	248	21	licensee	licensee	PROPN
easat-4164	248	22	learning	learning	NOUN
easat-4164	248	23	gate	gate	VERB
easat-4164	248	24	6.2	6.2	NUM
easat-4164	248	25	.	.	PUNCT
easat-4164	249	1	model	model	NOUN
easat-4164	249	2	development	development	NOUN
easat-4164	249	3	and	and	CCONJ
easat-4164	249	4	evaluation	evaluation	NOUN
easat-4164	249	5	this	this	DET
easat-4164	249	6	procedure	procedure	NOUN
easat-4164	249	7	began	begin	VERB
easat-4164	249	8	with	with	ADP
easat-4164	249	9	the	the	DET
easat-4164	249	10	careful	careful	ADJ
easat-4164	249	11	preparation	preparation	NOUN
easat-4164	249	12	of	of	ADP
easat-4164	249	13	a	a	DET
easat-4164	249	14	dataset	dataset	NOUN
easat-4164	249	15	that	that	PRON
easat-4164	249	16	has	have	AUX
easat-4164	249	17	been	be	AUX
easat-4164	249	18	divided	divide	VERB
easat-4164	249	19	into	into	ADP
easat-4164	249	20	training	training	NOUN
easat-4164	249	21	and	and	CCONJ
easat-4164	249	22	testing	testing	NOUN
easat-4164	249	23	subsets	subset	NOUN
easat-4164	249	24	for	for	ADP
easat-4164	249	25	the	the	DET
easat-4164	249	26	development	development	NOUN
easat-4164	249	27	of	of	ADP
easat-4164	249	28	machine	machine	NOUN
easat-4164	249	29	learning	learning	NOUN
easat-4164	249	30	models	model	NOUN
easat-4164	249	31	of	of	ADP
easat-4164	249	32	sentiment	sentiment	NOUN
easat-4164	249	33	analysis	analysis	NOUN
easat-4164	249	34	.	.	PUNCT
easat-4164	250	1	the	the	DET
easat-4164	250	2	training	training	NOUN
easat-4164	250	3	set	set	NOUN
easat-4164	250	4	will	will	AUX
easat-4164	250	5	be	be	AUX
easat-4164	250	6	utilized	utilize	VERB
easat-4164	250	7	to	to	PART
easat-4164	250	8	fit	fit	VERB
easat-4164	250	9	the	the	DET
easat-4164	250	10	chosen	choose	VERB
easat-4164	250	11	models	model	NOUN
easat-4164	250	12	on	on	ADP
easat-4164	250	13	the	the	DET
easat-4164	250	14	underlying	underlie	VERB
easat-4164	250	15	patterns	pattern	NOUN
easat-4164	250	16	and	and	CCONJ
easat-4164	250	17	relationships	relationship	NOUN
easat-4164	250	18	between	between	ADP
easat-4164	250	19	the	the	DET
easat-4164	250	20	features	feature	NOUN
easat-4164	250	21	and	and	CCONJ
easat-4164	250	22	the	the	DET
easat-4164	250	23	target	target	NOUN
easat-4164	250	24	sentiment	sentiment	NOUN
easat-4164	250	25	labels	label	VERB
easat-4164	250	26	.	.	PUNCT
easat-4164	251	1	the	the	DET
easat-4164	251	2	models	model	NOUN
easat-4164	251	3	that	that	PRON
easat-4164	251	4	will	will	AUX
easat-4164	251	5	be	be	AUX
easat-4164	251	6	used	use	VERB
easat-4164	251	7	,	,	PUNCT
easat-4164	251	8	logistic	logistic	ADJ
easat-4164	251	9	regression	regression	NOUN
easat-4164	251	10	,	,	PUNCT
easat-4164	251	11	random	random	ADJ
easat-4164	251	12	forest	forest	NOUN
easat-4164	251	13	,	,	PUNCT
easat-4164	251	14	and	and	CCONJ
easat-4164	251	15	xg	xg	NOUN
easat-4164	251	16	-	-	PUNCT
easat-4164	251	17	boost	boost	NOUN
easat-4164	251	18	,	,	PUNCT
easat-4164	251	19	are	be	AUX
easat-4164	251	20	initially	initially	ADV
easat-4164	251	21	trained	train	VERB
easat-4164	251	22	on	on	ADP
easat-4164	251	23	the	the	DET
easat-4164	251	24	labeled	label	VERB
easat-4164	251	25	dataset	dataset	NOUN
easat-4164	251	26	;	;	PUNCT
easat-4164	251	27	input	input	NOUN
easat-4164	251	28	features	feature	NOUN
easat-4164	251	29	include	include	VERB
easat-4164	251	30	engineered	engineer	VERB
easat-4164	251	31	attributes	attribute	NOUN
easat-4164	251	32	from	from	ADP
easat-4164	251	33	the	the	DET
easat-4164	251	34	textual	textual	ADJ
easat-4164	251	35	data	datum	NOUN
easat-4164	251	36	,	,	PUNCT
easat-4164	251	37	such	such	ADJ
easat-4164	251	38	as	as	ADP
easat-4164	251	39	tf	tf	PROPN
easat-4164	251	40	-	-	PUNCT
easat-4164	251	41	idf	idf	PROPN
easat-4164	251	42	scores	score	NOUN
easat-4164	251	43	and	and	CCONJ
easat-4164	251	44	word	word	NOUN
easat-4164	251	45	embeddings	embedding	NOUN
easat-4164	251	46	.	.	PUNCT
easat-4164	252	1	after	after	ADP
easat-4164	252	2	that	that	PRON
easat-4164	252	3	,	,	PUNCT
easat-4164	252	4	the	the	DET
easat-4164	252	5	testing	testing	NOUN
easat-4164	252	6	set	set	NOUN
easat-4164	252	7	is	be	AUX
easat-4164	252	8	used	use	VERB
easat-4164	252	9	for	for	ADP
easat-4164	252	10	evaluating	evaluate	VERB
easat-4164	252	11	the	the	DET
easat-4164	252	12	performance	performance	NOUN
easat-4164	252	13	of	of	ADP
easat-4164	252	14	the	the	DET
easat-4164	252	15	model	model	NOUN
easat-4164	252	16	,	,	PUNCT
easat-4164	252	17	which	which	PRON
easat-4164	252	18	is	be	AUX
easat-4164	252	19	not	not	PART
easat-4164	252	20	seen	see	VERB
easat-4164	252	21	during	during	ADP
easat-4164	252	22	training	training	NOUN
easat-4164	252	23	.	.	PUNCT
easat-4164	253	1	that	that	PRON
easat-4164	253	2	is	be	AUX
easat-4164	253	3	important	important	ADJ
easat-4164	253	4	,	,	PUNCT
easat-4164	253	5	as	as	SCONJ
easat-4164	253	6	this	this	DET
easat-4164	253	7	separation	separation	NOUN
easat-4164	253	8	ensures	ensure	VERB
easat-4164	253	9	the	the	DET
easat-4164	253	10	model	model	NOUN
easat-4164	253	11	's	's	PART
easat-4164	253	12	assessment	assessment	NOUN
easat-4164	253	13	will	will	AUX
easat-4164	253	14	reflect	reflect	VERB
easat-4164	253	15	the	the	DET
easat-4164	253	16	generalization	generalization	NOUN
easat-4164	253	17	capability	capability	NOUN
easat-4164	253	18	for	for	ADP
easat-4164	253	19	new	new	ADJ
easat-4164	253	20	,	,	PUNCT
easat-4164	253	21	unseen	unseen	ADJ
easat-4164	253	22	data	datum	NOUN
easat-4164	253	23	-	-	PUNCT
easat-4164	253	24	an	an	DET
easat-4164	253	25	essential	essential	ADJ
easat-4164	253	26	ingredient	ingredient	NOUN
easat-4164	253	27	in	in	ADP
easat-4164	253	28	practical	practical	ADJ
easat-4164	253	29	real	real	ADJ
easat-4164	253	30	-	-	PUNCT
easat-4164	253	31	life	life	NOUN
easat-4164	253	32	applications	application	NOUN
easat-4164	253	33	,	,	PUNCT
easat-4164	253	34	which	which	PRON
easat-4164	253	35	may	may	AUX
easat-4164	253	36	come	come	VERB
easat-4164	253	37	across	across	ADP
easat-4164	253	38	a	a	DET
easat-4164	253	39	variety	variety	NOUN
easat-4164	253	40	of	of	ADP
easat-4164	253	41	sentiment	sentiment	NOUN
easat-4164	253	42	inputs	input	VERB
easat-4164	253	43	at	at	ADP
easat-4164	253	44	any	any	DET
easat-4164	253	45	time	time	NOUN
easat-4164	253	46	.	.	PUNCT
easat-4164	254	1	the	the	DET
easat-4164	254	2	performance	performance	NOUN
easat-4164	254	3	of	of	ADP
easat-4164	254	4	the	the	DET
easat-4164	254	5	model	model	NOUN
easat-4164	254	6	was	be	AUX
easat-4164	254	7	reinforced	reinforce	VERB
easat-4164	254	8	further	far	ADV
easat-4164	254	9	with	with	ADP
easat-4164	254	10	the	the	DET
easat-4164	254	11	implementation	implementation	NOUN
easat-4164	254	12	of	of	ADP
easat-4164	254	13	cross	cross	ADJ
easat-4164	254	14	-	-	ADJ
easat-4164	254	15	validation	validation	ADJ
easat-4164	254	16	techniques	technique	NOUN
easat-4164	254	17	.	.	PUNCT
easat-4164	255	1	cross	cross	NOUN
easat-4164	255	2	-	-	NOUN
easat-4164	255	3	validation	validation	NOUN
easat-4164	255	4	is	be	AUX
easat-4164	255	5	a	a	DET
easat-4164	255	6	systematic	systematic	ADJ
easat-4164	255	7	approach	approach	NOUN
easat-4164	255	8	in	in	ADP
easat-4164	255	9	which	which	PRON
easat-4164	255	10	the	the	DET
easat-4164	255	11	training	training	NOUN
easat-4164	255	12	data	data	NOUN
easat-4164	255	13	is	be	AUX
easat-4164	255	14	divided	divide	VERB
easat-4164	255	15	into	into	ADP
easat-4164	255	16	multiple	multiple	ADJ
easat-4164	255	17	subsets	subset	NOUN
easat-4164	255	18	or	or	CCONJ
easat-4164	255	19	folds	fold	NOUN
easat-4164	255	20	so	so	SCONJ
easat-4164	255	21	that	that	SCONJ
easat-4164	255	22	the	the	DET
easat-4164	255	23	model	model	NOUN
easat-4164	255	24	can	can	AUX
easat-4164	255	25	iteratively	iteratively	ADV
easat-4164	255	26	be	be	AUX
easat-4164	255	27	trained	train	VERB
easat-4164	255	28	and	and	CCONJ
easat-4164	255	29	tested	test	VERB
easat-4164	255	30	on	on	ADP
easat-4164	255	31	different	different	ADJ
easat-4164	255	32	segments	segment	NOUN
easat-4164	255	33	of	of	ADP
easat-4164	255	34	data	data	PROPN
easat-4164	255	35	.	.	PUNCT
easat-4164	256	1	deployed	deploy	VERB
easat-4164	256	2	methods	method	NOUN
easat-4164	256	3	such	such	ADJ
easat-4164	256	4	as	as	ADP
easat-4164	256	5	k	k	ADJ
easat-4164	256	6	-	-	ADJ
easat-4164	256	7	fold	fold	ADJ
easat-4164	256	8	cross	cross	NOUN
easat-4164	256	9	-	-	NOUN
easat-4164	256	10	validation	validation	ADJ
easat-4164	256	11	,	,	PUNCT
easat-4164	256	12	divided	divide	VERB
easat-4164	256	13	the	the	DET
easat-4164	256	14	data	datum	NOUN
easat-4164	256	15	into	into	ADP
easat-4164	256	16	several	several	ADJ
easat-4164	256	17	k	k	PROPN
easat-4164	256	18	folds	fold	NOUN
easat-4164	256	19	in	in	ADP
easat-4164	256	20	which	which	PRON
easat-4164	256	21	the	the	DET
easat-4164	256	22	model	model	NOUN
easat-4164	256	23	is	be	AUX
easat-4164	256	24	trained	train	VERB
easat-4164	256	25	k	k	PROPN
easat-4164	256	26	times	times	PROPN
easat-4164	256	27	,	,	PUNCT
easat-4164	256	28	each	each	PRON
easat-4164	256	29	with	with	ADP
easat-4164	256	30	a	a	DET
easat-4164	256	31	different	different	ADJ
easat-4164	256	32	fold	fold	NOUN
easat-4164	256	33	used	use	VERB
easat-4164	256	34	once	once	ADV
easat-4164	256	35	as	as	SCONJ
easat-4164	256	36	the	the	DET
easat-4164	256	37	validation	validation	NOUN
easat-4164	256	38	set	set	NOUN
easat-4164	256	39	,	,	PUNCT
easat-4164	256	40	while	while	SCONJ
easat-4164	256	41	the	the	DET
easat-4164	256	42	remaining	remain	VERB
easat-4164	256	43	are	be	AUX
easat-4164	256	44	for	for	ADP
easat-4164	256	45	training	training	NOUN
easat-4164	256	46	.	.	PUNCT
easat-4164	257	1	this	this	DET
easat-4164	257	2	process	process	NOUN
easat-4164	257	3	provided	provide	VERB
easat-4164	257	4	a	a	DET
easat-4164	257	5	more	more	ADV
easat-4164	257	6	realistic	realistic	ADJ
easat-4164	257	7	estimate	estimate	NOUN
easat-4164	257	8	of	of	ADP
easat-4164	257	9	model	model	NOUN
easat-4164	257	10	performance	performance	NOUN
easat-4164	257	11	;	;	PUNCT
easat-4164	257	12	it	it	PRON
easat-4164	257	13	reduced	reduce	VERB
easat-4164	257	14	the	the	DET
easat-4164	257	15	variance	variance	NOUN
easat-4164	257	16	related	relate	VERB
easat-4164	257	17	to	to	ADP
easat-4164	257	18	a	a	DET
easat-4164	257	19	single	single	ADJ
easat-4164	257	20	train	train	NOUN
easat-4164	257	21	-	-	PUNCT
easat-4164	257	22	test	test	NOUN
easat-4164	257	23	split	split	NOUN
easat-4164	257	24	.	.	PUNCT
easat-4164	258	1	it	it	PRON
easat-4164	258	2	helps	help	VERB
easat-4164	258	3	make	make	VERB
easat-4164	258	4	certain	certain	ADJ
easat-4164	258	5	that	that	SCONJ
easat-4164	258	6	the	the	DET
easat-4164	258	7	model	model	NOUN
easat-4164	258	8	does	do	AUX
easat-4164	258	9	not	not	PART
easat-4164	258	10	overfit	overfit	VERB
easat-4164	258	11	on	on	ADP
easat-4164	258	12	any	any	DET
easat-4164	258	13	particular	particular	ADJ
easat-4164	258	14	subset	subset	NOUN
easat-4164	258	15	of	of	ADP
easat-4164	258	16	the	the	DET
easat-4164	258	17	data	datum	NOUN
easat-4164	258	18	.	.	PUNCT
easat-4164	259	1	averaging	average	VERB
easat-4164	259	2	these	these	DET
easat-4164	259	3	evaluation	evaluation	NOUN
easat-4164	259	4	metrics	metric	NOUN
easat-4164	259	5	over	over	ADP
easat-4164	259	6	all	all	DET
easat-4164	259	7	the	the	DET
easat-4164	259	8	folds	fold	NOUN
easat-4164	259	9	allows	allow	VERB
easat-4164	259	10	the	the	DET
easat-4164	259	11	analyst	analyst	NOUN
easat-4164	259	12	to	to	PART
easat-4164	259	13	get	get	VERB
easat-4164	259	14	an	an	DET
easat-4164	259	15	understanding	understanding	NOUN
easat-4164	259	16	of	of	ADP
easat-4164	259	17	how	how	SCONJ
easat-4164	259	18	well	well	ADV
easat-4164	259	19	the	the	DET
easat-4164	259	20	model	model	NOUN
easat-4164	259	21	will	will	AUX
easat-4164	259	22	perform	perform	VERB
easat-4164	259	23	in	in	ADP
easat-4164	259	24	practice	practice	NOUN
easat-4164	259	25	,	,	PUNCT
easat-4164	259	26	hence	hence	ADV
easat-4164	259	27	confident	confident	ADJ
easat-4164	259	28	deployment	deployment	NOUN
easat-4164	259	29	decisions	decision	NOUN
easat-4164	259	30	.	.	PUNCT
easat-4164	260	1	after	after	ADP
easat-4164	260	2	having	have	VERB
easat-4164	260	3	the	the	DET
easat-4164	260	4	models	model	NOUN
easat-4164	260	5	trained	train	VERB
easat-4164	260	6	and	and	CCONJ
easat-4164	260	7	cross	cross	ADJ
easat-4164	260	8	-	-	VERB
easat-4164	260	9	validated	validated	ADJ
easat-4164	260	10	,	,	PUNCT
easat-4164	260	11	there	there	PRON
easat-4164	260	12	exists	exist	VERB
easat-4164	260	13	a	a	DET
easat-4164	260	14	very	very	ADV
easat-4164	260	15	important	important	ADJ
easat-4164	260	16	step	step	NOUN
easat-4164	260	17	for	for	ADP
easat-4164	260	18	optimizing	optimize	VERB
easat-4164	260	19	their	their	PRON
easat-4164	260	20	performances	performance	NOUN
easat-4164	260	21	:	:	PUNCT
easat-4164	260	22	hyperparameter	hyperparameter	NOUN
easat-4164	260	23	tuning	tuning	NOUN
easat-4164	260	24	.	.	PUNCT
easat-4164	261	1	each	each	DET
easat-4164	261	2	machine	machine	NOUN
easat-4164	261	3	learning	learning	NOUN
easat-4164	261	4	model	model	NOUN
easat-4164	261	5	has	have	VERB
easat-4164	261	6	at	at	ADV
easat-4164	261	7	least	least	ADV
easat-4164	261	8	one	one	NUM
easat-4164	261	9	specific	specific	ADJ
easat-4164	261	10	hyperparameter	hyperparameter	NOUN
easat-4164	261	11	that	that	PRON
easat-4164	261	12	greatly	greatly	ADV
easat-4164	261	13	influences	influence	VERB
easat-4164	261	14	its	its	PRON
easat-4164	261	15	final	final	ADJ
easat-4164	261	16	behavior	behavior	NOUN
easat-4164	261	17	and	and	CCONJ
easat-4164	261	18	effectiveness	effectiveness	NOUN
easat-4164	261	19	.	.	PUNCT
easat-4164	262	1	those	those	DET
easat-4164	262	2	techniques	technique	NOUN
easat-4164	262	3	that	that	PRON
easat-4164	262	4	allow	allow	VERB
easat-4164	262	5	an	an	DET
easat-4164	262	6	exhaustive	exhaustive	ADJ
easat-4164	262	7	exploration	exploration	NOUN
easat-4164	262	8	of	of	ADP
easat-4164	262	9	all	all	DET
easat-4164	262	10	possible	possible	ADJ
easat-4164	262	11	combinations	combination	NOUN
easat-4164	262	12	of	of	ADP
easat-4164	262	13	such	such	ADJ
easat-4164	262	14	hyperparameters	hyperparameter	NOUN
easat-4164	262	15	are	be	AUX
easat-4164	262	16	normally	normally	ADV
easat-4164	262	17	the	the	DET
easat-4164	262	18	grid	grid	NOUN
easat-4164	262	19	search	search	NOUN
easat-4164	262	20	and	and	CCONJ
easat-4164	262	21	random	random	ADJ
easat-4164	262	22	search	search	NOUN
easat-4164	262	23	techniques	technique	NOUN
easat-4164	262	24	.	.	PUNCT
easat-4164	263	1	they	they	PRON
easat-4164	263	2	perform	perform	VERB
easat-4164	263	3	a	a	DET
easat-4164	263	4	systematic	systematic	ADJ
easat-4164	263	5	evaluation	evaluation	NOUN
easat-4164	263	6	of	of	ADP
easat-4164	263	7	the	the	DET
easat-4164	263	8	model	model	NOUN
easat-4164	263	9	at	at	ADP
easat-4164	263	10	every	every	DET
easat-4164	263	11	different	different	ADJ
easat-4164	263	12	configuration	configuration	NOUN
easat-4164	263	13	of	of	ADP
easat-4164	263	14	hyperparameters	hyperparameter	NOUN
easat-4164	263	15	.	.	PUNCT
easat-4164	264	1	doing	do	VERB
easat-4164	264	2	so	so	ADV
easat-4164	264	3	with	with	ADP
easat-4164	264	4	cross	cross	NOUN
easat-4164	264	5	-	-	ADJ
easat-4164	264	6	validation	validation	NOUN
easat-4164	264	7	will	will	AUX
easat-4164	264	8	make	make	VERB
easat-4164	264	9	the	the	DET
easat-4164	264	10	analyst	analyst	NOUN
easat-4164	264	11	sure	sure	ADJ
easat-4164	264	12	that	that	SCONJ
easat-4164	264	13	the	the	DET
easat-4164	264	14	chosen	choose	VERB
easat-4164	264	15	hyperparameters	hyperparameter	NOUN
easat-4164	264	16	provide	provide	VERB
easat-4164	264	17	the	the	DET
easat-4164	264	18	best	good	ADJ
easat-4164	264	19	performance	performance	NOUN
easat-4164	264	20	on	on	ADP
easat-4164	264	21	unseen	unseen	ADJ
easat-4164	264	22	data	datum	NOUN
easat-4164	264	23	,	,	PUNCT
easat-4164	264	24	hence	hence	ADV
easat-4164	264	25	avoiding	avoid	VERB
easat-4164	264	26	overfitting	overfitte	VERB
easat-4164	264	27	.	.	PUNCT
easat-4164	265	1	strategic	strategic	ADJ
easat-4164	265	2	metrics	metric	NOUN
easat-4164	265	3	were	be	AUX
easat-4164	265	4	used	use	VERB
easat-4164	265	5	to	to	PART
easat-4164	265	6	evaluate	evaluate	VERB
easat-4164	265	7	the	the	DET
easat-4164	265	8	performance	performance	NOUN
easat-4164	265	9	of	of	ADP
easat-4164	265	10	the	the	DET
easat-4164	265	11	model	model	NOUN
easat-4164	265	12	:	:	PUNCT
easat-4164	265	13	accuracy	accuracy	NOUN
easat-4164	265	14	,	,	PUNCT
easat-4164	265	15	precision	precision	NOUN
easat-4164	265	16	,	,	PUNCT
easat-4164	265	17	recall	recall	NOUN
easat-4164	265	18	,	,	PUNCT
easat-4164	265	19	and	and	CCONJ
easat-4164	265	20	f1	f1	NOUN
easat-4164	265	21	-	-	PUNCT
easat-4164	265	22	score	score	NOUN
easat-4164	265	23	.	.	PUNCT
easat-4164	266	1	while	while	SCONJ
easat-4164	266	2	accuracy	accuracy	NOUN
easat-4164	266	3	gives	give	VERB
easat-4164	266	4	a	a	DET
easat-4164	266	5	high	high	ADJ
easat-4164	266	6	-	-	PUNCT
easat-4164	266	7	level	level	NOUN
easat-4164	266	8	view	view	NOUN
easat-4164	266	9	of	of	ADP
easat-4164	266	10	how	how	SCONJ
easat-4164	266	11	well	well	ADV
easat-4164	266	12	it	it	PRON
easat-4164	266	13	classifies	classify	VERB
easat-4164	266	14	sentiments	sentiment	NOUN
easat-4164	266	15	correctly	correctly	ADV
easat-4164	266	16	for	for	SCONJ
easat-4164	266	17	the	the	DET
easat-4164	266	18	overall	overall	ADJ
easat-4164	266	19	dataset	dataset	NOUN
easat-4164	266	20	,	,	PUNCT
easat-4164	266	21	precision	precision	NOUN
easat-4164	266	22	and	and	CCONJ
easat-4164	266	23	recall	recall	NOUN
easat-4164	266	24	give	give	VERB
easat-4164	266	25	insight	insight	NOUN
easat-4164	266	26	,	,	PUNCT
easat-4164	266	27	respectively	respectively	ADV
easat-4164	266	28	,	,	PUNCT
easat-4164	266	29	into	into	ADP
easat-4164	266	30	the	the	DET
easat-4164	266	31	performance	performance	NOUN
easat-4164	266	32	of	of	ADP
easat-4164	266	33	the	the	DET
easat-4164	266	34	model	model	NOUN
easat-4164	266	35	on	on	ADP
easat-4164	266	36	spotting	spot	VERB
easat-4164	266	37	positive	positive	ADJ
easat-4164	266	38	and	and	CCONJ
easat-4164	266	39	negative	negative	ADJ
easat-4164	266	40	sentiments	sentiment	NOUN
easat-4164	266	41	,	,	PUNCT
easat-4164	266	42	respectively	respectively	ADV
easat-4164	266	43	.	.	PUNCT
easat-4164	267	1	the	the	DET
easat-4164	267	2	f1	f1	PROPN
easat-4164	267	3	score	score	NOUN
easat-4164	267	4	is	be	AUX
easat-4164	267	5	generally	generally	ADV
easat-4164	267	6	useful	useful	ADJ
easat-4164	267	7	in	in	ADP
easat-4164	267	8	situations	situation	NOUN
easat-4164	267	9	where	where	SCONJ
easat-4164	267	10	the	the	DET
easat-4164	267	11	classes	class	NOUN
easat-4164	267	12	are	be	AUX
easat-4164	267	13	imbalanced	imbalanced	ADJ
easat-4164	267	14	due	due	ADP
easat-4164	267	15	to	to	ADP
easat-4164	267	16	its	its	PRON
easat-4164	267	17	balancing	balance	VERB
easat-4164	267	18	effect	effect	NOUN
easat-4164	267	19	.	.	PUNCT
easat-4164	268	1	these	these	DET
easat-4164	268	2	metrics	metric	NOUN
easat-4164	268	3	together	together	ADV
easat-4164	268	4	allow	allow	VERB
easat-4164	268	5	for	for	ADP
easat-4164	268	6	deep	deep	ADJ
easat-4164	268	7	model	model	NOUN
easat-4164	268	8	testing	testing	NOUN
easat-4164	268	9	and	and	CCONJ
easat-4164	268	10	further	further	ADJ
easat-4164	268	11	refinement	refinement	NOUN
easat-4164	268	12	,	,	PUNCT
easat-4164	268	13	while	while	SCONJ
easat-4164	268	14	also	also	ADV
easat-4164	268	15	ensuring	ensure	VERB
easat-4164	268	16	that	that	SCONJ
easat-4164	268	17	the	the	DET
easat-4164	268	18	selected	select	VERB
easat-4164	268	19	models	model	NOUN
easat-4164	268	20	are	be	AUX
easat-4164	268	21	suitable	suitable	ADJ
easat-4164	268	22	for	for	ADP
easat-4164	268	23	practical	practical	ADJ
easat-4164	268	24	applications	application	NOUN
easat-4164	268	25	of	of	ADP
easat-4164	268	26	sentiment	sentiment	NOUN
easat-4164	268	27	analysis	analysis	NOUN
easat-4164	268	28	.	.	PUNCT
easat-4164	269	1	7	7	X
easat-4164	269	2	.	.	X
easat-4164	269	3	results	result	NOUN
easat-4164	269	4	and	and	CCONJ
easat-4164	269	5	analysis	analysis	NOUN
easat-4164	269	6	7.1	7.1	NUM
easat-4164	269	7	.	.	PUNCT
easat-4164	270	1	logistic	logistic	ADJ
easat-4164	270	2	regression	regression	NOUN
easat-4164	270	3	modelling	model	VERB
easat-4164	270	4	logistic	logistic	ADJ
easat-4164	270	5	regression	regression	NOUN
easat-4164	270	6	was	be	AUX
easat-4164	270	7	implemented	implement	VERB
easat-4164	270	8	for	for	ADP
easat-4164	270	9	classification	classification	NOUN
easat-4164	270	10	using	use	VERB
easat-4164	270	11	the	the	DET
easat-4164	270	12	python	python	PROPN
easat-4164	270	13	code	code	NOUN
easat-4164	270	14	snippet	snippet	NOUN
easat-4164	270	15	:	:	PUNCT
easat-4164	270	16	the	the	DET
easat-4164	270	17	main	main	ADJ
easat-4164	270	18	libraries	library	NOUN
easat-4164	270	19	imported	import	VERB
easat-4164	270	20	included	include	VERB
easat-4164	270	21	logistic	logistic	ADJ
easat-4164	270	22	-	-	PUNCT
easat-4164	270	23	regression	regression	NOUN
easat-4164	270	24	from	from	ADP
easat-4164	270	25	sklearn.linear_model	sklearn.linear_model	NOUN
easat-4164	270	26	and	and	CCONJ
easat-4164	270	27	accuracy	accuracy	NOUN
easat-4164	270	28	-	-	PUNCT
easat-4164	270	29	score	score	NOUN
easat-4164	270	30	,	,	PUNCT
easat-4164	270	31	classification	classification	NOUN
easat-4164	270	32	report	report	NOUN
easat-4164	270	33	,	,	PUNCT
easat-4164	270	34	and	and	CCONJ
easat-4164	270	35	confusion	confusion	NOUN
easat-4164	270	36	-	-	PUNCT
easat-4164	270	37	matrix	matrix	NOUN
easat-4164	270	38	from	from	ADP
easat-4164	270	39	sklearn	sklearn	NOUN
easat-4164	270	40	-	-	PUNCT
easat-4164	270	41	metrics	metric	NOUN
easat-4164	270	42	.	.	PUNCT
easat-4164	271	1	instantiating	instantiate	VERB
easat-4164	271	2	an	an	DET
easat-4164	271	3	object	object	NOUN
easat-4164	271	4	of	of	ADP
easat-4164	271	5	the	the	DET
easat-4164	271	6	class	class	NOUN
easat-4164	271	7	logistic	logistic	NOUN
easat-4164	271	8	-	-	PUNCT
easat-4164	271	9	regression	regression	NOUN
easat-4164	271	10	with	with	ADP
easat-4164	271	11	a	a	DET
easat-4164	271	12	random	random	ADJ
easat-4164	271	13	state	state	NOUN
easat-4164	271	14	for	for	ADP
easat-4164	271	15	reproducibility	reproducibility	NOUN
easat-4164	271	16	and	and	CCONJ
easat-4164	271	17	a	a	DET
easat-4164	271	18	limit	limit	NOUN
easat-4164	271	19	on	on	ADP
easat-4164	271	20	the	the	DET
easat-4164	271	21	number	number	NOUN
easat-4164	271	22	of	of	ADP
easat-4164	271	23	iterations	iteration	NOUN
easat-4164	271	24	as	as	ADP
easat-4164	271	25	1000	1000	NUM
easat-4164	271	26	.	.	PUNCT
easat-4164	272	1	this	this	DET
easat-4164	272	2	model	model	NOUN
easat-4164	272	3	was	be	AUX
easat-4164	272	4	fitted	fit	VERB
easat-4164	272	5	on	on	ADP
easat-4164	272	6	the	the	DET
easat-4164	272	7	train	train	NOUN
easat-4164	272	8	data	datum	NOUN
easat-4164	272	9	using	use	VERB
easat-4164	272	10	the	the	DET
easat-4164	272	11	fit	fit	ADJ
easat-4164	272	12	(	(	PUNCT
easat-4164	272	13	)	)	PUNCT
easat-4164	272	14	function	function	NOUN
easat-4164	272	15	.	.	PUNCT
easat-4164	273	1	then	then	ADV
easat-4164	273	2	,	,	PUNCT
easat-4164	273	3	the	the	DET
easat-4164	273	4	test	test	NOUN
easat-4164	273	5	data	datum	NOUN
easat-4164	273	6	was	be	AUX
easat-4164	273	7	used	use	VERB
easat-4164	273	8	for	for	ADP
easat-4164	273	9	prediction	prediction	NOUN
easat-4164	273	10	with	with	ADP
easat-4164	273	11	the	the	DET
easat-4164	273	12	predict	predict	NOUN
easat-4164	273	13	(	(	PUNCT
easat-4164	273	14	)	)	PUNCT
easat-4164	273	15	method	method	NOUN
easat-4164	273	16	.	.	PUNCT
easat-4164	274	1	finally	finally	ADV
easat-4164	274	2	,	,	PUNCT
easat-4164	274	3	the	the	DET
easat-4164	274	4	model	model	NOUN
easat-4164	274	5	's	's	PART
easat-4164	274	6	performance	performance	NOUN
easat-4164	274	7	was	be	AUX
easat-4164	274	8	evaluated	evaluate	VERB
easat-4164	274	9	using	use	VERB
easat-4164	274	10	the	the	DET
easat-4164	274	11	accuracy	accuracy	NOUN
easat-4164	274	12	score	score	NOUN
easat-4164	274	13	,	,	PUNCT
easat-4164	274	14	classification	classification	NOUN
easat-4164	274	15	report	report	NOUN
easat-4164	274	16	,	,	PUNCT
easat-4164	274	17	and	and	CCONJ
easat-4164	274	18	confusion	confusion	NOUN
easat-4164	274	19	matrix	matrix	NOUN
easat-4164	274	20	,	,	PUNCT
easat-4164	274	21	providing	provide	VERB
easat-4164	274	22	insights	insight	NOUN
easat-4164	274	23	into	into	ADP
easat-4164	274	24	its	its	PRON
easat-4164	274	25	overall	overall	ADJ
easat-4164	274	26	accuracy	accuracy	NOUN
easat-4164	274	27	,	,	PUNCT
easat-4164	274	28	precision	precision	NOUN
easat-4164	274	29	,	,	PUNCT
easat-4164	274	30	recall	recall	NOUN
easat-4164	274	31	,	,	PUNCT
easat-4164	274	32	f1	f1	NOUN
easat-4164	274	33	score	score	NOUN
easat-4164	274	34	,	,	PUNCT
easat-4164	274	35	and	and	CCONJ
easat-4164	274	36	the	the	DET
easat-4164	274	37	distribution	distribution	NOUN
easat-4164	274	38	of	of	ADP
easat-4164	274	39	correct	correct	ADJ
easat-4164	274	40	and	and	CCONJ
easat-4164	274	41	incorrect	incorrect	ADJ
easat-4164	274	42	predictions	prediction	NOUN
easat-4164	274	43	across	across	ADP
easat-4164	274	44	different	different	ADJ
easat-4164	274	45	classes	class	NOUN
easat-4164	274	46	.	.	PUNCT
easat-4164	275	1	529	529	NUM
easat-4164	275	2	edelweiss	edelweiss	PROPN
easat-4164	275	3	applied	apply	VERB
easat-4164	275	4	science	science	NOUN
easat-4164	275	5	and	and	CCONJ
easat-4164	275	6	technology	technology	NOUN
easat-4164	275	7	issn	issn	PROPN
easat-4164	275	8	:	:	PUNCT
easat-4164	275	9	2576	2576	NUM
easat-4164	275	10	-	-	SYM
easat-4164	275	11	8484	8484	NUM
easat-4164	275	12	vol	vol	NOUN
easat-4164	275	13	.	.	PROPN
easat-4164	276	1	9	9	NUM
easat-4164	276	2	,	,	PUNCT
easat-4164	276	3	no	no	INTJ
easat-4164	276	4	.	.	NOUN
easat-4164	276	5	1	1	NUM
easat-4164	276	6	:	:	PUNCT
easat-4164	276	7	515	515	NUM
easat-4164	276	8	-	-	SYM
easat-4164	276	9	535	535	NUM
easat-4164	276	10	,	,	PUNCT
easat-4164	276	11	2025	2025	NUM
easat-4164	276	12	doi	doi	NOUN
easat-4164	276	13	:	:	PUNCT
easat-4164	276	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	276	15	©	©	PROPN
easat-4164	276	16	2025	2025	NUM
easat-4164	276	17	by	by	ADP
easat-4164	276	18	the	the	DET
easat-4164	276	19	authors	author	NOUN
easat-4164	276	20	;	;	PUNCT
easat-4164	276	21	licensee	licensee	PROPN
easat-4164	276	22	learning	learn	VERB
easat-4164	276	23	gate	gate	PROPN
easat-4164	276	24	output	output	NOUN
easat-4164	276	25	:	:	PUNCT
easat-4164	276	26	table	table	NOUN
easat-4164	276	27	1	1	NUM
easat-4164	276	28	.	.	PUNCT
easat-4164	276	29	illustrates	illustrate	VERB
easat-4164	276	30	logistic	logistic	ADJ
easat-4164	276	31	regression	regression	NOUN
easat-4164	276	32	results	result	NOUN
easat-4164	276	33	.	.	PUNCT
easat-4164	277	1	logistic	logistic	ADJ
easat-4164	277	2	regression	regression	NOUN
easat-4164	277	3	results	result	NOUN
easat-4164	277	4	:	:	PUNCT
easat-4164	277	5	accuracy	accuracy	NOUN
easat-4164	277	6	:	:	PUNCT
easat-4164	277	7	1.0	1.0	NUM
easat-4164	277	8	classification	classification	NOUN
easat-4164	277	9	report	report	NOUN
easat-4164	277	10	:	:	PUNCT
easat-4164	277	11	precision	precision	NOUN
easat-4164	277	12	recall	recall	NOUN
easat-4164	277	13	f1	f1	NOUN
easat-4164	277	14	-	-	PUNCT
easat-4164	277	15	score	score	NOUN
easat-4164	277	16	support	support	NOUN
easat-4164	277	17	0	0	NUM
easat-4164	277	18	1.00	1.00	NUM
easat-4164	277	19	1.00	1.00	NUM
easat-4164	277	20	1.00	1.00	NUM
easat-4164	277	21	135	135	NUM
easat-4164	277	22	1	1	NUM
easat-4164	277	23	1.00	1.00	NUM
easat-4164	277	24	1.00	1.00	NUM
easat-4164	277	25	1.00	1.00	NUM
easat-4164	277	26	136	136	NUM
easat-4164	277	27	2	2	NUM
easat-4164	277	28	1.00	1.00	NUM
easat-4164	277	29	1.00	1.00	NUM
easat-4164	277	30	1.00	1.00	NUM
easat-4164	277	31	129	129	NUM
easat-4164	277	32	accuracy	accuracy	NOUN
easat-4164	277	33	1.00	1.00	NUM
easat-4164	277	34	400	400	NUM
easat-4164	277	35	macro	macro	NOUN
easat-4164	277	36	avg	avg	NOUN
easat-4164	277	37	1.00	1.00	NUM
easat-4164	277	38	1.00	1.00	NUM
easat-4164	277	39	1.00	1.00	NUM
easat-4164	277	40	400	400	NUM
easat-4164	277	41	weighted	weight	VERB
easat-4164	277	42	avg	avg	NOUN
easat-4164	277	43	1.00	1.00	NUM
easat-4164	277	44	1.00	1.00	NUM
easat-4164	277	45	1.00	1.00	NUM
easat-4164	277	46	400	400	NUM
easat-4164	277	47	the	the	DET
easat-4164	277	48	logistic	logistic	ADJ
easat-4164	277	49	regression	regression	NOUN
easat-4164	277	50	model	model	NOUN
easat-4164	277	51	showed	show	VERB
easat-4164	277	52	very	very	ADV
easat-4164	277	53	high	high	ADJ
easat-4164	277	54	results	result	NOUN
easat-4164	277	55	,	,	PUNCT
easat-4164	277	56	having	have	VERB
easat-4164	277	57	an	an	DET
easat-4164	277	58	accuracy	accuracy	NOUN
easat-4164	277	59	of	of	ADP
easat-4164	277	60	1.0	1.0	NUM
easat-4164	277	61	,	,	PUNCT
easat-4164	277	62	which	which	PRON
easat-4164	277	63	will	will	AUX
easat-4164	277	64	indicate	indicate	VERB
easat-4164	277	65	perfect	perfect	ADJ
easat-4164	277	66	classification	classification	NOUN
easat-4164	277	67	across	across	ADP
easat-4164	277	68	the	the	DET
easat-4164	277	69	dataset	dataset	NOUN
easat-4164	277	70	.	.	PUNCT
easat-4164	278	1	from	from	ADP
easat-4164	278	2	the	the	DET
easat-4164	278	3	classification	classification	NOUN
easat-4164	278	4	report	report	NOUN
easat-4164	278	5	,	,	PUNCT
easat-4164	278	6	it	it	PRON
easat-4164	278	7	can	can	AUX
easat-4164	278	8	be	be	AUX
easat-4164	278	9	noticed	notice	VERB
easat-4164	278	10	that	that	SCONJ
easat-4164	278	11	both	both	DET
easat-4164	278	12	classes	class	NOUN
easat-4164	278	13	are	be	AUX
easat-4164	278	14	at	at	ADP
easat-4164	278	15	1.00	1.00	NUM
easat-4164	278	16	for	for	ADP
easat-4164	278	17	precision	precision	NOUN
easat-4164	278	18	,	,	PUNCT
easat-4164	278	19	recall	recall	NOUN
easat-4164	278	20	,	,	PUNCT
easat-4164	278	21	and	and	CCONJ
easat-4164	278	22	f1	f1	NOUN
easat-4164	278	23	-	-	PUNCT
easat-4164	278	24	score	score	NOUN
easat-4164	278	25	,	,	PUNCT
easat-4164	278	26	meaning	mean	VERB
easat-4164	278	27	the	the	DET
easat-4164	278	28	model	model	NOUN
easat-4164	278	29	correctly	correctly	ADV
easat-4164	278	30	identified	identify	VERB
easat-4164	278	31	all	all	DET
easat-4164	278	32	instances	instance	NOUN
easat-4164	278	33	for	for	ADP
easat-4164	278	34	each	each	PRON
easat-4164	278	35	of	of	ADP
easat-4164	278	36	the	the	DET
easat-4164	278	37	sentiment	sentiment	NOUN
easat-4164	278	38	categories	category	NOUN
easat-4164	278	39	.	.	PUNCT
easat-4164	279	1	it	it	PRON
easat-4164	279	2	classified	classify	VERB
easat-4164	279	3	instances	instance	NOUN
easat-4164	279	4	of	of	ADP
easat-4164	279	5	class	class	NOUN
easat-4164	279	6	0	0	NUM
easat-4164	279	7	and	and	CCONJ
easat-4164	279	8	class	class	NOUN
easat-4164	279	9	2	2	NUM
easat-4164	279	10	with	with	ADP
easat-4164	279	11	perfect	perfect	ADJ
easat-4164	279	12	precision-135	precision-135	NOUN
easat-4164	279	13	and	and	CCONJ
easat-4164	279	14	136	136	NUM
easat-4164	279	15	,	,	PUNCT
easat-4164	279	16	respectively	respectively	ADV
easat-4164	279	17	-	-	PUNCT
easat-4164	279	18	with	with	ADP
easat-4164	279	19	no	no	DET
easat-4164	279	20	single	single	ADJ
easat-4164	279	21	false	false	ADJ
easat-4164	279	22	positive	positive	ADJ
easat-4164	279	23	or	or	CCONJ
easat-4164	279	24	false	false	ADJ
easat-4164	279	25	negative	negative	NOUN
easat-4164	279	26	.	.	PUNCT
easat-4164	280	1	in	in	ADP
easat-4164	280	2	support	support	NOUN
easat-4164	280	3	,	,	PUNCT
easat-4164	280	4	the	the	DET
easat-4164	280	5	weighted	weight	VERB
easat-4164	280	6	averages	average	NOUN
easat-4164	280	7	have	have	VERB
easat-4164	280	8	the	the	DET
easat-4164	280	9	overall	overall	ADJ
easat-4164	280	10	accuracy	accuracy	NOUN
easat-4164	280	11	and	and	CCONJ
easat-4164	280	12	f1	f1	NOUN
easat-4164	280	13	-	-	PUNCT
easat-4164	280	14	score	score	NOUN
easat-4164	280	15	consistently	consistently	ADV
easat-4164	280	16	at	at	ADP
easat-4164	280	17	1.00	1.00	NUM
easat-4164	280	18	across	across	ADP
easat-4164	280	19	all	all	DET
easat-4164	280	20	classes	class	NOUN
easat-4164	280	21	.	.	PUNCT
easat-4164	281	1	this	this	DET
easat-4164	281	2	exemplary	exemplary	ADJ
easat-4164	281	3	performance	performance	NOUN
easat-4164	281	4	highlights	highlight	VERB
easat-4164	281	5	the	the	DET
easat-4164	281	6	model	model	NOUN
easat-4164	281	7	's	's	PART
easat-4164	281	8	effectiveness	effectiveness	NOUN
easat-4164	281	9	in	in	ADP
easat-4164	281	10	distinguishing	distinguish	VERB
easat-4164	281	11	between	between	ADP
easat-4164	281	12	the	the	DET
easat-4164	281	13	sentiment	sentiment	NOUN
easat-4164	281	14	classes	class	NOUN
easat-4164	281	15	in	in	ADP
easat-4164	281	16	the	the	DET
easat-4164	281	17	dataset	dataset	NOUN
easat-4164	281	18	,	,	PUNCT
easat-4164	281	19	suggesting	suggest	VERB
easat-4164	281	20	that	that	SCONJ
easat-4164	281	21	the	the	DET
easat-4164	281	22	feature	feature	NOUN
easat-4164	281	23	engineering	engineering	NOUN
easat-4164	281	24	and	and	CCONJ
easat-4164	281	25	selection	selection	NOUN
easat-4164	281	26	processes	process	NOUN
easat-4164	281	27	were	be	AUX
easat-4164	281	28	successful	successful	ADJ
easat-4164	281	29	in	in	ADP
easat-4164	281	30	capturing	capture	VERB
easat-4164	281	31	the	the	DET
easat-4164	281	32	relevant	relevant	ADJ
easat-4164	281	33	patterns	pattern	NOUN
easat-4164	281	34	in	in	ADP
easat-4164	281	35	the	the	DET
easat-4164	281	36	data	datum	NOUN
easat-4164	281	37	.	.	PUNCT
easat-4164	282	1	7.2	7.2	NUM
easat-4164	282	2	.	.	PUNCT
easat-4164	283	1	random	random	ADJ
easat-4164	283	2	forest	forest	NOUN
easat-4164	283	3	classifier	classifier	NOUN
easat-4164	283	4	modelling	model	VERB
easat-4164	283	5	python	python	PROPN
easat-4164	283	6	code	code	NOUN
easat-4164	283	7	fragment	fragment	NOUN
easat-4164	283	8	trained	train	VERB
easat-4164	283	9	the	the	DET
easat-4164	283	10	model	model	NOUN
easat-4164	283	11	using	use	VERB
easat-4164	283	12	the	the	DET
easat-4164	283	13	random	random	ADJ
easat-4164	283	14	forest	forest	NOUN
easat-4164	283	15	classifier	classifier	NOUN
easat-4164	283	16	.	.	PUNCT
easat-4164	284	1	the	the	DET
easat-4164	284	2	script	script	NOUN
easat-4164	284	3	started	start	VERB
easat-4164	284	4	by	by	ADP
easat-4164	284	5	importing	import	VERB
easat-4164	284	6	the	the	DET
easat-4164	284	7	class	class	NOUN
easat-4164	284	8	random	random	ADJ
easat-4164	284	9	-	-	PUNCT
easat-4164	284	10	forest	forest	NOUN
easat-4164	284	11	-	-	PUNCT
easat-4164	284	12	classifier	classifier	NOUN
easat-4164	284	13	from	from	ADP
easat-4164	284	14	the	the	DET
easat-4164	284	15	sklearn.ensemble	sklearn.ensemble	ADJ
easat-4164	284	16	library	library	NOUN
easat-4164	284	17	.	.	PUNCT
easat-4164	285	1	an	an	DET
easat-4164	285	2	instance	instance	NOUN
easat-4164	285	3	of	of	ADP
easat-4164	285	4	the	the	DET
easat-4164	285	5	random	random	ADJ
easat-4164	285	6	-	-	PUNCT
easat-4164	285	7	forest	forest	NOUN
easat-4164	285	8	-	-	PUNCT
easat-4164	285	9	classifier	classifier	NOUN
easat-4164	285	10	model	model	NOUN
easat-4164	285	11	was	be	AUX
easat-4164	285	12	created	create	VERB
easat-4164	285	13	with	with	ADP
easat-4164	285	14	100	100	NUM
easat-4164	285	15	decision	decision	NOUN
easat-4164	285	16	trees	tree	NOUN
easat-4164	285	17	,	,	PUNCT
easat-4164	285	18	n	n	CCONJ
easat-4164	285	19	-	-	PUNCT
easat-4164	285	20	estimators	estimator	NOUN
easat-4164	285	21	,	,	PUNCT
easat-4164	285	22	and	and	CCONJ
easat-4164	285	23	a	a	DET
easat-4164	285	24	random	random	ADJ
easat-4164	285	25	state	state	NOUN
easat-4164	285	26	for	for	ADP
easat-4164	285	27	reproducibility	reproducibility	NOUN
easat-4164	285	28	.	.	PUNCT
easat-4164	286	1	the	the	DET
easat-4164	286	2	model	model	NOUN
easat-4164	286	3	was	be	AUX
easat-4164	286	4	then	then	ADV
easat-4164	286	5	fitted	fit	VERB
easat-4164	286	6	to	to	ADP
easat-4164	286	7	the	the	DET
easat-4164	286	8	training	training	NOUN
easat-4164	286	9	data	datum	NOUN
easat-4164	286	10	using	use	VERB
easat-4164	286	11	the	the	DET
easat-4164	286	12	fit	fit	ADJ
easat-4164	286	13	(	(	PUNCT
easat-4164	286	14	)	)	PUNCT
easat-4164	286	15	method	method	NOUN
easat-4164	286	16	.	.	PUNCT
easat-4164	287	1	thereafter	thereafter	ADV
easat-4164	287	2	,	,	PUNCT
easat-4164	287	3	the	the	DET
easat-4164	287	4	model	model	NOUN
easat-4164	287	5	predicts	predict	VERB
easat-4164	287	6	labels	label	NOUN
easat-4164	287	7	for	for	ADP
easat-4164	287	8	test	test	NOUN
easat-4164	287	9	data	datum	NOUN
easat-4164	287	10	using	use	VERB
easat-4164	287	11	the	the	DET
easat-4164	287	12	predict	predict	NOUN
easat-4164	287	13	(	(	PUNCT
easat-4164	287	14	)	)	PUNCT
easat-4164	287	15	method	method	NOUN
easat-4164	287	16	.	.	PUNCT
easat-4164	288	1	the	the	DET
easat-4164	288	2	performance	performance	NOUN
easat-4164	288	3	of	of	ADP
easat-4164	288	4	the	the	DET
easat-4164	288	5	model	model	NOUN
easat-4164	288	6	is	be	AUX
easat-4164	288	7	finally	finally	ADV
easat-4164	288	8	tested	test	VERB
easat-4164	288	9	through	through	ADP
easat-4164	288	10	the	the	DET
easat-4164	288	11	accuracy	accuracy	NOUN
easat-4164	288	12	score	score	NOUN
easat-4164	288	13	,	,	PUNCT
easat-4164	288	14	the	the	DET
easat-4164	288	15	classification	classification	NOUN
easat-4164	288	16	report	report	NOUN
easat-4164	288	17	,	,	PUNCT
easat-4164	288	18	and	and	CCONJ
easat-4164	288	19	the	the	DET
easat-4164	288	20	confusion	confusion	NOUN
easat-4164	288	21	matrix	matrix	NOUN
easat-4164	288	22	that	that	PRON
easat-4164	288	23	provides	provide	VERB
easat-4164	288	24	information	information	NOUN
easat-4164	288	25	about	about	ADP
easat-4164	288	26	the	the	DET
easat-4164	288	27	overall	overall	ADJ
easat-4164	288	28	accuracy	accuracy	NOUN
easat-4164	288	29	,	,	PUNCT
easat-4164	288	30	precision	precision	NOUN
easat-4164	288	31	,	,	PUNCT
easat-4164	288	32	recall	recall	NOUN
easat-4164	288	33	,	,	PUNCT
easat-4164	288	34	and	and	CCONJ
easat-4164	288	35	f1	f1	ADJ
easat-4164	288	36	score	score	NOUN
easat-4164	288	37	of	of	ADP
easat-4164	288	38	the	the	DET
easat-4164	288	39	model	model	NOUN
easat-4164	288	40	,	,	PUNCT
easat-4164	288	41	and	and	CCONJ
easat-4164	288	42	about	about	ADP
easat-4164	288	43	the	the	DET
easat-4164	288	44	correct	correct	ADJ
easat-4164	288	45	and	and	CCONJ
easat-4164	288	46	incorrect	incorrect	ADJ
easat-4164	288	47	predictions	prediction	NOUN
easat-4164	288	48	across	across	ADP
easat-4164	288	49	classes	class	NOUN
easat-4164	288	50	:	:	PUNCT
easat-4164	288	51	output	output	NOUN
easat-4164	288	52	:	:	PUNCT
easat-4164	288	53	table	table	NOUN
easat-4164	288	54	2	2	NUM
easat-4164	288	55	.	.	PUNCT
easat-4164	288	56	displays	display	VERB
easat-4164	288	57	random	random	ADJ
easat-4164	288	58	forest	forest	NOUN
easat-4164	288	59	results	result	NOUN
easat-4164	288	60	.	.	PUNCT
easat-4164	289	1	random	random	ADJ
easat-4164	289	2	forest	forest	NOUN
easat-4164	289	3	results	result	NOUN
easat-4164	289	4	:	:	PUNCT
easat-4164	289	5	accuracy	accuracy	NOUN
easat-4164	289	6	:	:	PUNCT
easat-4164	289	7	0.9975	0.9975	NUM
easat-4164	289	8	classification	classification	NOUN
easat-4164	289	9	report	report	NOUN
easat-4164	289	10	:	:	PUNCT
easat-4164	289	11	precision	precision	NOUN
easat-4164	289	12	recall	recall	NOUN
easat-4164	289	13	f1	f1	NOUN
easat-4164	289	14	-	-	PUNCT
easat-4164	289	15	score	score	NOUN
easat-4164	289	16	support	support	NOUN
easat-4164	289	17	0	0	NUM
easat-4164	289	18	1.00	1.00	NUM
easat-4164	289	19	1.00	1.00	NUM
easat-4164	289	20	1.00	1.00	NUM
easat-4164	289	21	135	135	NUM
easat-4164	289	22	1	1	NUM
easat-4164	289	23	0.99	0.99	NUM
easat-4164	289	24	1.00	1.00	NUM
easat-4164	289	25	1.00	1.00	NUM
easat-4164	289	26	136	136	NUM
easat-4164	289	27	2	2	NUM
easat-4164	289	28	1.00	1.00	NUM
easat-4164	289	29	0.99	0.99	NUM
easat-4164	289	30	1.00	1.00	NUM
easat-4164	289	31	129	129	NUM
easat-4164	289	32	accuracy	accuracy	NOUN
easat-4164	289	33	1.00	1.00	NUM
easat-4164	289	34	400	400	NUM
easat-4164	289	35	macro	macro	NOUN
easat-4164	289	36	avg	avg	NOUN
easat-4164	289	37	1.00	1.00	NUM
easat-4164	289	38	1.00	1.00	NUM
easat-4164	289	39	1.00	1.00	NUM
easat-4164	289	40	400	400	NUM
easat-4164	289	41	weighted	weight	VERB
easat-4164	289	42	avg	avg	NOUN
easat-4164	289	43	1.00	1.00	NUM
easat-4164	289	44	1.00	1.00	NUM
easat-4164	289	45	1.00	1.00	NUM
easat-4164	289	46	400	400	NUM
easat-4164	289	47	the	the	DET
easat-4164	289	48	random	random	ADJ
easat-4164	289	49	forest	forest	NOUN
easat-4164	289	50	model	model	NOUN
easat-4164	289	51	performed	perform	VERB
easat-4164	289	52	well	well	ADV
easat-4164	289	53	at	at	ADP
easat-4164	289	54	0.9975	0.9975	NUM
easat-4164	289	55	,	,	PUNCT
easat-4164	289	56	meaning	mean	VERB
easat-4164	289	57	it	it	PRON
easat-4164	289	58	classified	classify	VERB
easat-4164	289	59	almost	almost	ADV
easat-4164	289	60	all	all	PRON
easat-4164	289	61	samples	sample	NOUN
easat-4164	289	62	in	in	ADP
easat-4164	289	63	the	the	DET
easat-4164	289	64	dataset	dataset	NOUN
easat-4164	289	65	correctly	correctly	ADV
easat-4164	289	66	.	.	PUNCT
easat-4164	290	1	the	the	DET
easat-4164	290	2	classification	classification	NOUN
easat-4164	290	3	report	report	NOUN
easat-4164	290	4	shows	show	VERB
easat-4164	290	5	that	that	SCONJ
easat-4164	290	6	class	class	NOUN
easat-4164	290	7	0	0	NUM
easat-4164	290	8	had	have	VERB
easat-4164	290	9	a	a	DET
easat-4164	290	10	perfect	perfect	ADJ
easat-4164	290	11	score	score	NOUN
easat-4164	290	12	,	,	PUNCT
easat-4164	290	13	where	where	SCONJ
easat-4164	290	14	precision	precision	NOUN
easat-4164	290	15	,	,	PUNCT
easat-4164	290	16	recall	recall	NOUN
easat-4164	290	17	,	,	PUNCT
easat-4164	290	18	and	and	CCONJ
easat-4164	290	19	f1	f1	NOUN
easat-4164	290	20	-	-	PUNCT
easat-4164	290	21	score	score	NOUN
easat-4164	290	22	are	be	AUX
easat-4164	290	23	each	each	PRON
easat-4164	290	24	1.00	1.00	NUM
easat-4164	290	25	for	for	ADP
easat-4164	290	26	the	the	DET
easat-4164	290	27	correct	correct	ADJ
easat-4164	290	28	classification	classification	NOUN
easat-4164	290	29	of	of	ADP
easat-4164	290	30	all	all	DET
easat-4164	290	31	135	135	NUM
easat-4164	290	32	instances	instance	NOUN
easat-4164	290	33	.	.	PUNCT
easat-4164	291	1	this	this	DET
easat-4164	291	2	model	model	NOUN
easat-4164	291	3	recorded	record	VERB
easat-4164	291	4	class	class	NOUN
easat-4164	291	5	1	1	NUM
easat-4164	291	6	530	530	NUM
easat-4164	291	7	edelweiss	edelweiss	NOUN
easat-4164	291	8	applied	apply	VERB
easat-4164	291	9	science	science	NOUN
easat-4164	291	10	and	and	CCONJ
easat-4164	291	11	technology	technology	NOUN
easat-4164	291	12	issn	issn	PROPN
easat-4164	291	13	:	:	PUNCT
easat-4164	291	14	2576	2576	NUM
easat-4164	291	15	-	-	SYM
easat-4164	291	16	8484	8484	NUM
easat-4164	291	17	vol	vol	NOUN
easat-4164	291	18	.	.	PROPN
easat-4164	292	1	9	9	NUM
easat-4164	292	2	,	,	PUNCT
easat-4164	292	3	no	no	INTJ
easat-4164	292	4	.	.	NOUN
easat-4164	292	5	1	1	NUM
easat-4164	292	6	:	:	PUNCT
easat-4164	292	7	515	515	NUM
easat-4164	292	8	-	-	SYM
easat-4164	292	9	535	535	NUM
easat-4164	292	10	,	,	PUNCT
easat-4164	292	11	2025	2025	NUM
easat-4164	292	12	doi	doi	NOUN
easat-4164	292	13	:	:	PUNCT
easat-4164	292	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	292	15	©	©	PROPN
easat-4164	292	16	2025	2025	NUM
easat-4164	292	17	by	by	ADP
easat-4164	292	18	the	the	DET
easat-4164	292	19	authors	author	NOUN
easat-4164	292	20	;	;	PUNCT
easat-4164	292	21	licensee	licensee	PROPN
easat-4164	292	22	learning	learning	NOUN
easat-4164	292	23	gate	gate	NOUN
easat-4164	292	24	with	with	ADP
easat-4164	292	25	a	a	DET
easat-4164	292	26	precision	precision	NOUN
easat-4164	292	27	of	of	ADP
easat-4164	292	28	0.99	0.99	NUM
easat-4164	292	29	,	,	PUNCT
easat-4164	292	30	a	a	DET
easat-4164	292	31	recall	recall	NOUN
easat-4164	292	32	of	of	ADP
easat-4164	292	33	1.00	1.00	NUM
easat-4164	292	34	,	,	PUNCT
easat-4164	292	35	and	and	CCONJ
easat-4164	292	36	an	an	DET
easat-4164	292	37	f1	f1	NOUN
easat-4164	292	38	-	-	PUNCT
easat-4164	292	39	score	score	NOUN
easat-4164	292	40	of	of	ADP
easat-4164	292	41	0.99	0.99	NUM
easat-4164	292	42	;	;	PUNCT
easat-4164	292	43	this	this	PRON
easat-4164	292	44	depicts	depict	VERB
easat-4164	292	45	that	that	SCONJ
easat-4164	292	46	though	though	SCONJ
easat-4164	292	47	it	it	PRON
easat-4164	292	48	almost	almost	ADV
easat-4164	292	49	completely	completely	ADV
easat-4164	292	50	identified	identify	VERB
easat-4164	292	51	positive	positive	ADJ
easat-4164	292	52	instances	instance	NOUN
easat-4164	292	53	,	,	PUNCT
easat-4164	292	54	there	there	PRON
easat-4164	292	55	had	have	AUX
easat-4164	292	56	happened	happen	VERB
easat-4164	292	57	to	to	PART
easat-4164	292	58	be	be	AUX
easat-4164	292	59	,	,	PUNCT
easat-4164	292	60	out	out	ADP
easat-4164	292	61	of	of	ADP
easat-4164	292	62	a	a	DET
easat-4164	292	63	total	total	ADJ
easat-4164	292	64	number	number	NOUN
easat-4164	292	65	of	of	ADP
easat-4164	292	66	instances	instance	NOUN
easat-4164	292	67	of	of	ADP
easat-4164	292	68	136	136	NUM
easat-4164	292	69	,	,	PUNCT
easat-4164	292	70	one	one	NUM
easat-4164	292	71	fake	fake	ADJ
easat-4164	292	72	positive	positive	ADJ
easat-4164	292	73	.	.	PUNCT
easat-4164	293	1	again	again	ADV
easat-4164	293	2	,	,	PUNCT
easat-4164	293	3	class	class	NOUN
easat-4164	293	4	2	2	NUM
easat-4164	293	5	had	have	VERB
easat-4164	293	6	almost	almost	ADV
easat-4164	293	7	similar	similar	ADJ
easat-4164	293	8	scores	score	NOUN
easat-4164	293	9	in	in	ADP
easat-4164	293	10	precision	precision	NOUN
easat-4164	293	11	and	and	CCONJ
easat-4164	293	12	recall	recall	NOUN
easat-4164	293	13	of	of	ADP
easat-4164	293	14	0.99	0.99	NUM
easat-4164	293	15	because	because	SCONJ
easat-4164	293	16	there	there	PRON
easat-4164	293	17	might	might	AUX
easat-4164	293	18	have	have	AUX
easat-4164	293	19	been	be	AUX
easat-4164	293	20	a	a	DET
easat-4164	293	21	little	little	ADJ
easat-4164	293	22	misjudgment	misjudgment	NOUN
easat-4164	293	23	among	among	ADP
easat-4164	293	24	all	all	DET
easat-4164	293	25	the	the	DET
easat-4164	293	26	129	129	NUM
easat-4164	293	27	cases	case	NOUN
easat-4164	293	28	.	.	PUNCT
easat-4164	294	1	precisely	precisely	ADV
easat-4164	294	2	,	,	PUNCT
easat-4164	294	3	the	the	DET
easat-4164	294	4	weighted	weight	VERB
easat-4164	294	5	averaged	average	VERB
easat-4164	294	6	metrics	metric	NOUN
easat-4164	294	7	show	show	VERB
easat-4164	294	8	the	the	DET
easat-4164	294	9	overall	overall	ADJ
easat-4164	294	10	substantial	substantial	ADJ
easat-4164	294	11	performance	performance	NOUN
easat-4164	294	12	of	of	ADP
easat-4164	294	13	the	the	DET
easat-4164	294	14	model	model	NOUN
easat-4164	294	15	with	with	ADP
easat-4164	294	16	good	good	ADJ
easat-4164	294	17	support	support	NOUN
easat-4164	294	18	for	for	ADP
easat-4164	294	19	the	the	DET
easat-4164	294	20	view	view	NOUN
easat-4164	294	21	based	base	VERB
easat-4164	294	22	on	on	ADP
easat-4164	294	23	the	the	DET
easat-4164	294	24	high	high	ADJ
easat-4164	294	25	macro	macro	ADJ
easat-4164	294	26	averages	average	NOUN
easat-4164	294	27	around	around	ADP
easat-4164	294	28	these	these	DET
easat-4164	294	29	metrics	metric	NOUN
easat-4164	294	30	:	:	PUNCT
easat-4164	294	31	accuracy	accuracy	NOUN
easat-4164	294	32	=	=	NOUN
easat-4164	294	33	1.00	1.00	NUM
easat-4164	294	34	and	and	CCONJ
easat-4164	294	35	f1	f1	NOUN
easat-4164	294	36	-	-	PUNCT
easat-4164	294	37	score	score	NOUN
easat-4164	294	38	has	have	AUX
easat-4164	294	39	portrayed	portray	VERB
easat-4164	294	40	very	very	ADV
easat-4164	294	41	high	high	ADJ
easat-4164	294	42	precision	precision	NOUN
easat-4164	294	43	and	and	CCONJ
easat-4164	294	44	hence	hence	ADV
easat-4164	294	45	recall	recall	NOUN
easat-4164	294	46	are	be	AUX
easat-4164	294	47	maintained	maintain	VERB
easat-4164	294	48	across	across	ADP
easat-4164	294	49	sentiment	sentiment	NOUN
easat-4164	294	50	class	class	NOUN
easat-4164	294	51	by	by	ADP
easat-4164	294	52	the	the	DET
easat-4164	294	53	random	random	ADJ
easat-4164	294	54	forest	forest	NOUN
easat-4164	294	55	performing	perform	VERB
easat-4164	294	56	the	the	DET
easat-4164	294	57	sentiment	sentiment	NOUN
easat-4164	294	58	classification	classification	NOUN
easat-4164	294	59	task	task	NOUN
easat-4164	294	60	.	.	PUNCT
easat-4164	295	1	7.3	7.3	NUM
easat-4164	295	2	.	.	PUNCT
easat-4164	296	1	xg	xg	NOUN
easat-4164	296	2	-	-	PUNCT
easat-4164	296	3	boost	boost	NOUN
easat-4164	296	4	modelling	model	VERB
easat-4164	296	5	the	the	DET
easat-4164	296	6	python	python	PROPN
easat-4164	296	7	code	code	NOUN
easat-4164	296	8	script	script	NOUN
easat-4164	296	9	implemented	implement	VERB
easat-4164	296	10	an	an	DET
easat-4164	296	11	xg	xg	NOUN
easat-4164	296	12	-	-	PUNCT
easat-4164	296	13	boost	boost	NOUN
easat-4164	296	14	classifier	classifier	NOUN
easat-4164	296	15	model	model	NOUN
easat-4164	296	16	.	.	PUNCT
easat-4164	297	1	it	it	PRON
easat-4164	297	2	imported	import	VERB
easat-4164	297	3	the	the	DET
easat-4164	297	4	xgb	xgb	ADJ
easat-4164	297	5	-	-	PUNCT
easat-4164	297	6	classifier	classifier	NOUN
easat-4164	297	7	class	class	NOUN
easat-4164	297	8	from	from	ADP
easat-4164	297	9	the	the	DET
easat-4164	297	10	xg	xg	NOUN
easat-4164	297	11	-	-	PUNCT
easat-4164	297	12	boost	boost	NOUN
easat-4164	297	13	library	library	NOUN
easat-4164	297	14	and	and	CCONJ
easat-4164	297	15	instantiated	instantiate	VERB
easat-4164	297	16	the	the	DET
easat-4164	297	17	model	model	NOUN
easat-4164	297	18	by	by	ADP
easat-4164	297	19	setting	set	VERB
easat-4164	297	20	use	use	NOUN
easat-4164	297	21	-	-	PUNCT
easat-4164	297	22	label	label	NOUN
easat-4164	297	23	-	-	PUNCT
easat-4164	297	24	encoder	encoder	NOUN
easat-4164	297	25	to	to	ADP
easat-4164	297	26	false	false	ADJ
easat-4164	297	27	,	,	PUNCT
easat-4164	297	28	so	so	SCONJ
easat-4164	297	29	that	that	SCONJ
easat-4164	297	30	label	label	NOUN
easat-4164	297	31	encoding	encoding	NOUN
easat-4164	297	32	can	can	AUX
easat-4164	297	33	be	be	AUX
easat-4164	297	34	handled	handle	VERB
easat-4164	297	35	by	by	ADP
easat-4164	297	36	hand	hand	NOUN
easat-4164	297	37	.	.	PUNCT
easat-4164	298	1	besides	besides	SCONJ
easat-4164	298	2	,	,	PUNCT
easat-4164	298	3	the	the	DET
easat-4164	298	4	eval_metric='logloss	eval_metric='logloss	NOUN
easat-4164	298	5	'	'	PUNCT
easat-4164	298	6	indicated	indicate	VERB
easat-4164	298	7	that	that	SCONJ
easat-4164	298	8	the	the	DET
easat-4164	298	9	model	model	NOUN
easat-4164	298	10	is	be	AUX
easat-4164	298	11	going	go	VERB
easat-4164	298	12	to	to	PART
easat-4164	298	13	use	use	VERB
easat-4164	298	14	logarithmic	logarithmic	ADJ
easat-4164	298	15	loss	loss	NOUN
easat-4164	298	16	as	as	ADP
easat-4164	298	17	its	its	PRON
easat-4164	298	18	evaluation	evaluation	NOUN
easat-4164	298	19	criterion	criterion	NOUN
easat-4164	298	20	for	for	ADP
easat-4164	298	21	training	training	NOUN
easat-4164	298	22	.	.	PUNCT
easat-4164	299	1	finally	finally	ADV
easat-4164	299	2	,	,	PUNCT
easat-4164	299	3	it	it	PRON
easat-4164	299	4	trained	train	VERB
easat-4164	299	5	the	the	DET
easat-4164	299	6	model	model	NOUN
easat-4164	299	7	on	on	ADP
easat-4164	299	8	the	the	DET
easat-4164	299	9	training	training	NOUN
easat-4164	299	10	data	datum	NOUN
easat-4164	299	11	via	via	ADP
easat-4164	299	12	the	the	DET
easat-4164	299	13	fit	fit	ADJ
easat-4164	299	14	(	(	PUNCT
easat-4164	299	15	)	)	PUNCT
easat-4164	299	16	function	function	NOUN
easat-4164	299	17	.	.	PUNCT
easat-4164	300	1	then	then	ADV
easat-4164	300	2	,	,	PUNCT
easat-4164	300	3	it	it	PRON
easat-4164	300	4	called	call	VERB
easat-4164	300	5	the	the	DET
easat-4164	300	6	predict	predict	NOUN
easat-4164	300	7	(	(	PUNCT
easat-4164	300	8	)	)	PUNCT
easat-4164	300	9	method	method	NOUN
easat-4164	300	10	to	to	PART
easat-4164	300	11	forecast	forecast	VERB
easat-4164	300	12	the	the	DET
easat-4164	300	13	test	test	NOUN
easat-4164	300	14	data	datum	NOUN
easat-4164	300	15	.	.	PUNCT
easat-4164	301	1	finally	finally	ADV
easat-4164	301	2	,	,	PUNCT
easat-4164	301	3	it	it	PRON
easat-4164	301	4	considers	consider	VERB
easat-4164	301	5	the	the	DET
easat-4164	301	6	model	model	NOUN
easat-4164	301	7	's	's	PART
easat-4164	301	8	performance	performance	NOUN
easat-4164	301	9	while	while	SCONJ
easat-4164	301	10	making	make	VERB
easat-4164	301	11	use	use	NOUN
easat-4164	301	12	of	of	ADP
easat-4164	301	13	the	the	DET
easat-4164	301	14	accuracy	accuracy	NOUN
easat-4164	301	15	score	score	NOUN
easat-4164	301	16	,	,	PUNCT
easat-4164	301	17	classification	classification	NOUN
easat-4164	301	18	report	report	NOUN
easat-4164	301	19	,	,	PUNCT
easat-4164	301	20	and	and	CCONJ
easat-4164	301	21	confusion	confusion	NOUN
easat-4164	301	22	matrix	matrix	NOUN
easat-4164	301	23	to	to	PART
easat-4164	301	24	provide	provide	VERB
easat-4164	301	25	insights	insight	NOUN
easat-4164	301	26	on	on	ADP
easat-4164	301	27	class	class	NOUN
easat-4164	301	28	-	-	PUNCT
easat-4164	301	29	wise	wise	ADJ
easat-4164	301	30	performance	performance	NOUN
easat-4164	301	31	,	,	PUNCT
easat-4164	301	32	the	the	DET
easat-4164	301	33	overall	overall	ADJ
easat-4164	301	34	accuracy	accuracy	NOUN
easat-4164	301	35	of	of	ADP
easat-4164	301	36	the	the	DET
easat-4164	301	37	model	model	NOUN
easat-4164	301	38	,	,	PUNCT
easat-4164	301	39	precision	precision	NOUN
easat-4164	301	40	,	,	PUNCT
easat-4164	301	41	recall	recall	NOUN
easat-4164	301	42	,	,	PUNCT
easat-4164	301	43	and	and	CCONJ
easat-4164	301	44	f1	f1	NOUN
easat-4164	301	45	-	-	PUNCT
easat-4164	301	46	score	score	NOUN
easat-4164	301	47	,	,	PUNCT
easat-4164	301	48	thereby	thereby	ADV
easat-4164	301	49	providing	provide	VERB
easat-4164	301	50	the	the	DET
easat-4164	301	51	distribution	distribution	NOUN
easat-4164	301	52	of	of	ADP
easat-4164	301	53	proper	proper	ADJ
easat-4164	301	54	and	and	CCONJ
easat-4164	301	55	improper	improper	ADJ
easat-4164	301	56	predictions	prediction	NOUN
easat-4164	301	57	in	in	ADP
easat-4164	301	58	using	use	VERB
easat-4164	301	59	classes	class	NOUN
easat-4164	301	60	.	.	PUNCT
easat-4164	302	1	output	output	NOUN
easat-4164	302	2	:	:	PUNCT
easat-4164	302	3	table	table	NOUN
easat-4164	302	4	3	3	NUM
easat-4164	302	5	.	.	PUNCT
easat-4164	302	6	depicts	depict	VERB
easat-4164	302	7	xg	xg	NOUN
easat-4164	302	8	-	-	PUNCT
easat-4164	302	9	boost	boost	NOUN
easat-4164	302	10	results	result	NOUN
easat-4164	302	11	.	.	PUNCT
easat-4164	303	1	xgboost	xgboost	PROPN
easat-4164	304	1	results	result	NOUN
easat-4164	304	2	:	:	PUNCT
easat-4164	304	3	accuracy	accuracy	NOUN
easat-4164	304	4	:	:	PUNCT
easat-4164	304	5	1.0	1.0	NUM
easat-4164	304	6	classification	classification	NOUN
easat-4164	304	7	report	report	NOUN
easat-4164	304	8	:	:	PUNCT
easat-4164	304	9	precision	precision	NOUN
easat-4164	304	10	recall	recall	NOUN
easat-4164	304	11	f1	f1	NOUN
easat-4164	304	12	-	-	PUNCT
easat-4164	304	13	score	score	NOUN
easat-4164	304	14	support	support	NOUN
easat-4164	304	15	0	0	NUM
easat-4164	304	16	1.00	1.00	NUM
easat-4164	304	17	1.00	1.00	NUM
easat-4164	304	18	1.00	1.00	NUM
easat-4164	304	19	135	135	NUM
easat-4164	304	20	1	1	NUM
easat-4164	304	21	0.99	0.99	NUM
easat-4164	304	22	1.00	1.00	NUM
easat-4164	304	23	1.00	1.00	NUM
easat-4164	304	24	136	136	NUM
easat-4164	304	25	2	2	NUM
easat-4164	304	26	1.00	1.00	NUM
easat-4164	304	27	0.99	0.99	NUM
easat-4164	304	28	1.00	1.00	NUM
easat-4164	304	29	129	129	NUM
easat-4164	304	30	accuracy	accuracy	NOUN
easat-4164	304	31	1.00	1.00	NUM
easat-4164	304	32	400	400	NUM
easat-4164	304	33	macro	macro	NOUN
easat-4164	304	34	avg	avg	NOUN
easat-4164	304	35	1.00	1.00	NUM
easat-4164	304	36	1.00	1.00	NUM
easat-4164	304	37	1.00	1.00	NUM
easat-4164	304	38	400	400	NUM
easat-4164	304	39	weighted	weight	VERB
easat-4164	304	40	avg	avg	NOUN
easat-4164	304	41	1.00	1.00	NUM
easat-4164	304	42	1.00	1.00	NUM
easat-4164	304	43	1.00	1.00	NUM
easat-4164	304	44	400	400	NUM
easat-4164	304	45	the	the	DET
easat-4164	304	46	xg	xg	NOUN
easat-4164	304	47	-	-	PUNCT
easat-4164	304	48	boost	boost	NOUN
easat-4164	304	49	model	model	NOUN
easat-4164	304	50	performed	perform	VERB
easat-4164	304	51	exceptionally	exceptionally	ADV
easat-4164	304	52	well	well	ADV
easat-4164	304	53	,	,	PUNCT
easat-4164	304	54	with	with	ADP
easat-4164	304	55	an	an	DET
easat-4164	304	56	accuracy	accuracy	NOUN
easat-4164	304	57	of	of	ADP
easat-4164	304	58	1.0	1.0	NUM
easat-4164	304	59	,	,	PUNCT
easat-4164	304	60	meaning	mean	VERB
easat-4164	304	61	it	it	PRON
easat-4164	304	62	was	be	AUX
easat-4164	304	63	flawlessly	flawlessly	ADV
easat-4164	304	64	classifying	classify	VERB
easat-4164	304	65	without	without	ADP
easat-4164	304	66	any	any	DET
easat-4164	304	67	misclassification	misclassification	NOUN
easat-4164	304	68	across	across	ADP
easat-4164	304	69	the	the	DET
easat-4164	304	70	dataset	dataset	NOUN
easat-4164	304	71	.	.	PUNCT
easat-4164	305	1	similarly	similarly	ADV
easat-4164	305	2	,	,	PUNCT
easat-4164	305	3	the	the	DET
easat-4164	305	4	class	class	NOUN
easat-4164	305	5	0	0	NUM
easat-4164	305	6	and	and	CCONJ
easat-4164	305	7	2	2	NUM
easat-4164	305	8	classification	classification	NOUN
easat-4164	305	9	reports	report	NOUN
easat-4164	305	10	show	show	VERB
easat-4164	305	11	that	that	SCONJ
easat-4164	305	12	each	each	DET
easat-4164	305	13	class	class	NOUN
easat-4164	305	14	was	be	AUX
easat-4164	305	15	perfectly	perfectly	ADV
easat-4164	305	16	classified	classify	VERB
easat-4164	305	17	by	by	ADP
easat-4164	305	18	this	this	DET
easat-4164	305	19	model	model	NOUN
easat-4164	305	20	with	with	ADP
easat-4164	305	21	precision	precision	NOUN
easat-4164	305	22	,	,	PUNCT
easat-4164	305	23	recall	recall	NOUN
easat-4164	305	24	,	,	PUNCT
easat-4164	305	25	and	and	CCONJ
easat-4164	305	26	f1	f1	NOUN
easat-4164	305	27	-	-	PUNCT
easat-4164	305	28	score	score	NOUN
easat-4164	305	29	at	at	ADP
easat-4164	305	30	1.00	1.00	NUM
easat-4164	305	31	each	each	PRON
easat-4164	305	32	,	,	PUNCT
easat-4164	305	33	meaning	mean	VERB
easat-4164	305	34	all	all	DET
easat-4164	305	35	135	135	NUM
easat-4164	305	36	instances	instance	NOUN
easat-4164	305	37	of	of	ADP
easat-4164	305	38	class	class	NOUN
easat-4164	305	39	0	0	PUNCT
easat-4164	305	40	and	and	CCONJ
easat-4164	305	41	all	all	DET
easat-4164	305	42	136	136	NUM
easat-4164	305	43	instances	instance	NOUN
easat-4164	305	44	of	of	ADP
easat-4164	305	45	class	class	NOUN
easat-4164	305	46	2	2	NUM
easat-4164	305	47	have	have	AUX
easat-4164	305	48	been	be	AUX
easat-4164	305	49	correctly	correctly	ADV
easat-4164	305	50	classified	classify	VERB
easat-4164	305	51	without	without	ADP
easat-4164	305	52	a	a	DET
easat-4164	305	53	single	single	ADJ
easat-4164	305	54	misclassification	misclassification	NOUN
easat-4164	305	55	.	.	PUNCT
easat-4164	306	1	this	this	DET
easat-4164	306	2	outstanding	outstanding	ADJ
easat-4164	306	3	performance	performance	NOUN
easat-4164	306	4	is	be	AUX
easat-4164	306	5	also	also	ADV
easat-4164	306	6	reflected	reflect	VERB
easat-4164	306	7	in	in	ADP
easat-4164	306	8	the	the	DET
easat-4164	306	9	metrics	metric	NOUN
easat-4164	306	10	of	of	ADP
easat-4164	306	11	the	the	DET
easat-4164	306	12	overall	overall	ADJ
easat-4164	306	13	performance	performance	NOUN
easat-4164	306	14	,	,	PUNCT
easat-4164	306	15	including	include	VERB
easat-4164	306	16	the	the	DET
easat-4164	306	17	macro	macro	ADJ
easat-4164	306	18	average	average	NOUN
easat-4164	306	19	and	and	CCONJ
easat-4164	306	20	weighted	weight	VERB
easat-4164	306	21	average	average	ADJ
easat-4164	306	22	,	,	PUNCT
easat-4164	306	23	scoring	score	VERB
easat-4164	306	24	constantly	constantly	ADV
easat-4164	306	25	at	at	ADP
easat-4164	306	26	1.00	1.00	NUM
easat-4164	306	27	across	across	ADP
easat-4164	306	28	the	the	DET
easat-4164	306	29	board	board	NOUN
easat-4164	306	30	.	.	PUNCT
easat-4164	307	1	this	this	PRON
easat-4164	307	2	shows	show	VERB
easat-4164	307	3	the	the	DET
easat-4164	307	4	power	power	NOUN
easat-4164	307	5	of	of	ADP
easat-4164	307	6	the	the	DET
easat-4164	307	7	model	model	NOUN
easat-4164	307	8	in	in	ADP
easat-4164	307	9	distinguishing	distinguish	VERB
easat-4164	307	10	the	the	DET
easat-4164	307	11	classes	class	NOUN
easat-4164	307	12	of	of	ADP
easat-4164	307	13	sentiment	sentiment	NOUN
easat-4164	307	14	and	and	CCONJ
easat-4164	307	15	therefore	therefore	ADV
easat-4164	307	16	xg	xg	NOUN
easat-4164	307	17	-	-	PUNCT
easat-4164	307	18	boost	boost	NOUN
easat-4164	307	19	’s	’s	PART
easat-4164	307	20	capability	capability	NOUN
easat-4164	307	21	in	in	ADP
easat-4164	307	22	handling	handle	VERB
easat-4164	307	23	this	this	DET
easat-4164	307	24	task	task	NOUN
easat-4164	307	25	of	of	ADP
easat-4164	307	26	classification	classification	NOUN
easat-4164	307	27	without	without	ADP
easat-4164	307	28	prediction	prediction	NOUN
easat-4164	307	29	errors	error	NOUN
easat-4164	307	30	.	.	PUNCT
easat-4164	308	1	7.4	7.4	NUM
easat-4164	308	2	.	.	PUNCT
easat-4164	308	3	comparison	comparison	NOUN
easat-4164	308	4	of	of	ADP
easat-4164	308	5	all	all	DET
easat-4164	308	6	models	model	NOUN
easat-4164	308	7	code	code	NOUN
easat-4164	308	8	in	in	ADP
easat-4164	308	9	python	python	PROPN
easat-4164	308	10	was	be	AUX
easat-4164	308	11	implemented	implement	VERB
easat-4164	308	12	for	for	ADP
easat-4164	308	13	the	the	DET
easat-4164	308	14	three	three	NUM
easat-4164	308	15	different	different	ADJ
easat-4164	308	16	machine	machine	NOUN
easat-4164	308	17	learning	learning	NOUN
easat-4164	308	18	models	model	NOUN
easat-4164	308	19	and	and	CCONJ
easat-4164	308	20	their	their	PRON
easat-4164	308	21	performances	performance	NOUN
easat-4164	308	22	:	:	PUNCT
easat-4164	308	23	logistic	logistic	ADJ
easat-4164	308	24	regression	regression	NOUN
easat-4164	308	25	,	,	PUNCT
easat-4164	308	26	random	random	ADJ
easat-4164	308	27	forest	forest	NOUN
easat-4164	308	28	,	,	PUNCT
easat-4164	308	29	and	and	CCONJ
easat-4164	308	30	xg	xg	NOUN
easat-4164	308	31	-	-	PUNCT
easat-4164	308	32	boost	boost	NOUN
easat-4164	308	33	.	.	PUNCT
easat-4164	309	1	the	the	DET
easat-4164	309	2	evaluate	evaluate	NOUN
easat-4164	309	3	-	-	PUNCT
easat-4164	309	4	model	model	NOUN
easat-4164	309	5	function	function	NOUN
easat-4164	309	6	defined	define	VERB
easat-4164	309	7	and	and	CCONJ
easat-4164	309	8	computed	compute	VERB
easat-4164	309	9	the	the	DET
easat-4164	309	10	accuracy	accuracy	NOUN
easat-4164	309	11	,	,	PUNCT
easat-4164	309	12	precision	precision	NOUN
easat-4164	309	13	,	,	PUNCT
easat-4164	309	14	recall	recall	NOUN
easat-4164	309	15	,	,	PUNCT
easat-4164	309	16	and	and	CCONJ
easat-4164	309	17	f1	f1	NOUN
easat-4164	309	18	-	-	PUNCT
easat-4164	309	19	score	score	NOUN
easat-4164	309	20	of	of	ADP
easat-4164	309	21	any	any	DET
easat-4164	309	22	model	model	NOUN
easat-4164	309	23	with	with	ADP
easat-4164	309	24	given	give	VERB
easat-4164	309	25	predictions	prediction	NOUN
easat-4164	309	26	.	.	PUNCT
easat-4164	310	1	to	to	PART
easat-4164	310	2	proceed	proceed	VERB
easat-4164	310	3	with	with	ADP
easat-4164	310	4	the	the	DET
easat-4164	310	5	test	test	NOUN
easat-4164	310	6	set	set	VERB
easat-4164	310	7	and	and	CCONJ
easat-4164	310	8	measure	measure	VERB
easat-4164	310	9	each	each	DET
easat-4164	310	10	model	model	NOUN
easat-4164	310	11	's	's	PART
easat-4164	310	12	performance	performance	NOUN
easat-4164	310	13	.	.	PUNCT
easat-4164	311	1	these	these	PRON
easat-4164	311	2	are	be	AUX
easat-4164	311	3	then	then	ADV
easat-4164	311	4	set	set	VERB
easat-4164	311	5	into	into	ADP
easat-4164	311	6	a	a	DET
easat-4164	311	7	pandas	panda	NOUN
easat-4164	311	8	data	data	NOUN
easat-4164	311	9	frame	frame	NOUN
easat-4164	311	10	sorted	sort	VERB
easat-4164	311	11	in	in	ADP
easat-4164	311	12	descending	descend	VERB
easat-4164	311	13	order	order	NOUN
easat-4164	311	14	by	by	ADP
easat-4164	311	15	the	the	DET
easat-4164	311	16	f1	f1	NOUN
easat-4164	311	17	score	score	NOUN
easat-4164	311	18	and	and	CCONJ
easat-4164	311	19	printed	print	VERB
easat-4164	311	20	out	out	ADP
easat-4164	311	21	onto	onto	ADP
easat-4164	311	22	the	the	DET
easat-4164	311	23	console	console	NOUN
easat-4164	311	24	.	.	PUNCT
easat-4164	312	1	finally	finally	ADV
easat-4164	312	2	,	,	PUNCT
easat-4164	312	3	the	the	DET
easat-4164	312	4	531	531	NUM
easat-4164	312	5	edelweiss	edelweiss	NOUN
easat-4164	312	6	applied	apply	VERB
easat-4164	312	7	science	science	NOUN
easat-4164	312	8	and	and	CCONJ
easat-4164	312	9	technology	technology	NOUN
easat-4164	312	10	issn	issn	PROPN
easat-4164	312	11	:	:	PUNCT
easat-4164	312	12	2576	2576	NUM
easat-4164	312	13	-	-	SYM
easat-4164	312	14	8484	8484	NUM
easat-4164	312	15	vol	vol	NOUN
easat-4164	312	16	.	.	PROPN
easat-4164	313	1	9	9	NUM
easat-4164	313	2	,	,	PUNCT
easat-4164	313	3	no	no	INTJ
easat-4164	313	4	.	.	NOUN
easat-4164	313	5	1	1	NUM
easat-4164	313	6	:	:	PUNCT
easat-4164	313	7	515	515	NUM
easat-4164	313	8	-	-	SYM
easat-4164	313	9	535	535	NUM
easat-4164	313	10	,	,	PUNCT
easat-4164	313	11	2025	2025	NUM
easat-4164	313	12	doi	doi	NOUN
easat-4164	313	13	:	:	PUNCT
easat-4164	313	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	313	15	©	©	PROPN
easat-4164	313	16	2025	2025	NUM
easat-4164	313	17	by	by	ADP
easat-4164	313	18	the	the	DET
easat-4164	313	19	authors	author	NOUN
easat-4164	313	20	;	;	PUNCT
easat-4164	313	21	licensee	licensee	PROPN
easat-4164	313	22	learning	learning	PROPN
easat-4164	313	23	gate	gate	PROPN
easat-4164	313	24	code	code	PROPN
easat-4164	313	25	used	use	VERB
easat-4164	313	26	seaborn	seaborn	PROPN
easat-4164	313	27	to	to	PART
easat-4164	313	28	create	create	VERB
easat-4164	313	29	a	a	DET
easat-4164	313	30	bar	bar	NOUN
easat-4164	313	31	plot	plot	NOUN
easat-4164	313	32	for	for	ADP
easat-4164	313	33	comparing	compare	VERB
easat-4164	313	34	the	the	DET
easat-4164	313	35	performance	performance	NOUN
easat-4164	313	36	metrics	metric	NOUN
easat-4164	313	37	-	-	PUNCT
easat-4164	313	38	accuracy	accuracy	NOUN
easat-4164	313	39	,	,	PUNCT
easat-4164	313	40	precision	precision	NOUN
easat-4164	313	41	,	,	PUNCT
easat-4164	313	42	recall	recall	NOUN
easat-4164	313	43	,	,	PUNCT
easat-4164	313	44	and	and	CCONJ
easat-4164	313	45	f1	f1	NOUN
easat-4164	313	46	-	-	PUNCT
easat-4164	313	47	score	score	NOUN
easat-4164	313	48	-	-	PUNCT
easat-4164	313	49	of	of	ADP
easat-4164	313	50	the	the	DET
easat-4164	313	51	three	three	NUM
easat-4164	313	52	models	model	NOUN
easat-4164	313	53	.	.	PUNCT
easat-4164	314	1	this	this	DET
easat-4164	314	2	plot	plot	NOUN
easat-4164	314	3	helped	help	VERB
easat-4164	314	4	in	in	ADP
easat-4164	314	5	identifying	identify	VERB
easat-4164	314	6	which	which	PRON
easat-4164	314	7	of	of	ADP
easat-4164	314	8	these	these	DET
easat-4164	314	9	three	three	NUM
easat-4164	314	10	models	model	NOUN
easat-4164	314	11	had	have	VERB
easat-4164	314	12	the	the	DET
easat-4164	314	13	best	good	ADJ
easat-4164	314	14	general	general	ADJ
easat-4164	314	15	performance	performance	NOUN
easat-4164	314	16	based	base	VERB
easat-4164	314	17	on	on	ADP
easat-4164	314	18	the	the	DET
easat-4164	314	19	performance	performance	NOUN
easat-4164	314	20	metrics	metric	NOUN
easat-4164	314	21	.	.	PUNCT
easat-4164	315	1	figure	figure	VERB
easat-4164	315	2	8	8	NUM
easat-4164	315	3	.	.	PUNCT
easat-4164	316	1	exhibits	exhibit	VERB
easat-4164	316	2	model	model	NOUN
easat-4164	316	3	performance	performance	NOUN
easat-4164	316	4	comparison	comparison	NOUN
easat-4164	316	5	.	.	PUNCT
easat-4164	317	1	the	the	DET
easat-4164	317	2	performance	performance	NOUN
easat-4164	317	3	comparison	comparison	NOUN
easat-4164	317	4	chart	chart	NOUN
easat-4164	317	5	of	of	ADP
easat-4164	317	6	three	three	NUM
easat-4164	317	7	algorithms	algorithm	NOUN
easat-4164	317	8	:	:	PUNCT
easat-4164	317	9	logistic	logistic	ADJ
easat-4164	317	10	regression	regression	NOUN
easat-4164	317	11	,	,	PUNCT
easat-4164	317	12	xg	xg	NOUN
easat-4164	317	13	-	-	PUNCT
easat-4164	317	14	boost	boost	NOUN
easat-4164	317	15	,	,	PUNCT
easat-4164	317	16	and	and	CCONJ
easat-4164	317	17	random	random	ADJ
easat-4164	317	18	forest	forest	NOUN
easat-4164	317	19	.	.	PUNCT
easat-4164	318	1	all	all	DET
easat-4164	318	2	models	model	NOUN
easat-4164	318	3	reported	report	VERB
easat-4164	318	4	very	very	ADV
easat-4164	318	5	outstanding	outstanding	ADJ
easat-4164	318	6	results	result	NOUN
easat-4164	318	7	in	in	ADP
easat-4164	318	8	terms	term	NOUN
easat-4164	318	9	of	of	ADP
easat-4164	318	10	accuracy	accuracy	NOUN
easat-4164	318	11	,	,	PUNCT
easat-4164	318	12	precision	precision	NOUN
easat-4164	318	13	,	,	PUNCT
easat-4164	318	14	recall	recall	NOUN
easat-4164	318	15	,	,	PUNCT
easat-4164	318	16	and	and	CCONJ
easat-4164	318	17	f1	f1	NOUN
easat-4164	318	18	-	-	PUNCT
easat-4164	318	19	score	score	NOUN
easat-4164	318	20	.	.	PUNCT
easat-4164	319	1	with	with	ADP
easat-4164	319	2	a	a	DET
easat-4164	319	3	perfect	perfect	ADJ
easat-4164	319	4	score	score	NOUN
easat-4164	319	5	of	of	ADP
easat-4164	319	6	1.0	1.0	NUM
easat-4164	319	7	for	for	ADP
easat-4164	319	8	the	the	DET
easat-4164	319	9	two	two	NUM
easat-4164	319	10	algorithms	algorithm	NOUN
easat-4164	319	11	,	,	PUNCT
easat-4164	319	12	xg	xg	NOUN
easat-4164	319	13	-	-	PUNCT
easat-4164	319	14	boost	boost	NOUN
easat-4164	319	15	and	and	CCONJ
easat-4164	319	16	logistic	logistic	ADJ
easat-4164	319	17	regression	regression	NOUN
easat-4164	319	18	were	be	AUX
easat-4164	319	19	perfectly	perfectly	ADV
easat-4164	319	20	able	able	ADJ
easat-4164	319	21	to	to	PART
easat-4164	319	22	classify	classify	VERB
easat-4164	319	23	on	on	ADP
easat-4164	319	24	all	all	DET
easat-4164	319	25	metrics	metric	NOUN
easat-4164	319	26	,	,	PUNCT
easat-4164	319	27	while	while	SCONJ
easat-4164	319	28	random	random	ADJ
easat-4164	319	29	forest	forest	NOUN
easat-4164	319	30	classifier	classifier	NOUN
easat-4164	319	31	had	have	VERB
easat-4164	319	32	high	high	ADJ
easat-4164	319	33	scores	score	NOUN
easat-4164	319	34	close	close	ADV
easat-4164	319	35	to	to	ADP
easat-4164	319	36	1.0	1.0	NUM
easat-4164	319	37	,	,	PUNCT
easat-4164	319	38	though	though	SCONJ
easat-4164	319	39	a	a	DET
easat-4164	319	40	little	little	ADJ
easat-4164	319	41	lower	low	ADJ
easat-4164	319	42	in	in	ADP
easat-4164	319	43	some	some	DET
easat-4164	319	44	metrics	metric	NOUN
easat-4164	319	45	than	than	ADP
easat-4164	319	46	the	the	DET
easat-4164	319	47	other	other	ADJ
easat-4164	319	48	two	two	NUM
easat-4164	319	49	.	.	PUNCT
easat-4164	320	1	this	this	DET
easat-4164	320	2	visualization	visualization	NOUN
easat-4164	320	3	underlines	underline	VERB
easat-4164	320	4	how	how	SCONJ
easat-4164	320	5	powerful	powerful	ADJ
easat-4164	320	6	the	the	DET
easat-4164	320	7	ensemble	ensemble	ADJ
easat-4164	320	8	methods	method	NOUN
easat-4164	320	9	,	,	PUNCT
easat-4164	320	10	such	such	ADJ
easat-4164	320	11	as	as	ADP
easat-4164	320	12	logistic	logistic	ADJ
easat-4164	320	13	regression	regression	NOUN
easat-4164	320	14	and	and	CCONJ
easat-4164	320	15	xg	xg	NOUN
easat-4164	320	16	-	-	PUNCT
easat-4164	320	17	boost	boost	NOUN
easat-4164	320	18	,	,	PUNCT
easat-4164	320	19	are	be	AUX
easat-4164	320	20	in	in	ADP
easat-4164	320	21	the	the	DET
easat-4164	320	22	sentiment	sentiment	NOUN
easat-4164	320	23	classification	classification	NOUN
easat-4164	320	24	task	task	NOUN
easat-4164	320	25	,	,	PUNCT
easat-4164	320	26	and	and	CCONJ
easat-4164	320	27	their	their	PRON
easat-4164	320	28	supremacy	supremacy	NOUN
easat-4164	320	29	is	be	AUX
easat-4164	320	30	at	at	ADP
easat-4164	320	31	the	the	DET
easat-4164	320	32	very	very	ADJ
easat-4164	320	33	top	top	NOUN
easat-4164	320	34	regarding	regard	VERB
easat-4164	320	35	the	the	DET
easat-4164	320	36	performance	performance	NOUN
easat-4164	320	37	metric	metric	ADJ
easat-4164	320	38	values	value	NOUN
easat-4164	320	39	when	when	SCONJ
easat-4164	320	40	compared	compare	VERB
easat-4164	320	41	to	to	ADP
easat-4164	320	42	classical	classical	ADJ
easat-4164	320	43	random	random	ADJ
easat-4164	320	44	forest	forest	NOUN
easat-4164	320	45	.	.	PUNCT
easat-4164	321	1	in	in	ADP
easat-4164	321	2	general	general	ADJ
easat-4164	321	3	,	,	PUNCT
easat-4164	321	4	the	the	DET
easat-4164	321	5	chart	chart	NOUN
easat-4164	321	6	shows	show	VERB
easat-4164	321	7	quite	quite	DET
easat-4164	321	8	a	a	DET
easat-4164	321	9	robust	robust	ADJ
easat-4164	321	10	landscape	landscape	NOUN
easat-4164	321	11	of	of	ADP
easat-4164	321	12	performance	performance	NOUN
easat-4164	321	13	for	for	ADP
easat-4164	321	14	all	all	DET
easat-4164	321	15	models	model	NOUN
easat-4164	321	16	,	,	PUNCT
easat-4164	321	17	emphasizing	emphasize	VERB
easat-4164	321	18	their	their	PRON
easat-4164	321	19	efficiency	efficiency	NOUN
easat-4164	321	20	in	in	ADP
easat-4164	321	21	the	the	DET
easat-4164	321	22	given	give	VERB
easat-4164	321	23	classification	classification	NOUN
easat-4164	321	24	challenge	challenge	NOUN
easat-4164	321	25	.	.	PUNCT
easat-4164	322	1	7.5	7.5	NUM
easat-4164	322	2	.	.	PUNCT
easat-4164	323	1	consumer	consumer	NOUN
easat-4164	323	2	behavior	behavior	NOUN
easat-4164	323	3	insights	insight	NOUN
easat-4164	323	4	comprehending	comprehend	VERB
easat-4164	323	5	consumer	consumer	NOUN
easat-4164	323	6	behavior	behavior	NOUN
easat-4164	323	7	is	be	AUX
easat-4164	323	8	pivotal	pivotal	ADJ
easat-4164	323	9	for	for	SCONJ
easat-4164	323	10	organizations	organization	NOUN
easat-4164	323	11	to	to	PART
easat-4164	323	12	tailor	tailor	VERB
easat-4164	323	13	their	their	PRON
easat-4164	323	14	strategies	strategy	NOUN
easat-4164	323	15	effectively	effectively	ADV
easat-4164	323	16	.	.	PUNCT
easat-4164	324	1	consumers	consumer	NOUN
easat-4164	324	2	'	'	PART
easat-4164	324	3	sentiment	sentiment	NOUN
easat-4164	324	4	analysis	analysis	NOUN
easat-4164	324	5	indicates	indicate	VERB
easat-4164	324	6	striking	strike	VERB
easat-4164	324	7	positive	positive	ADJ
easat-4164	324	8	relations	relation	NOUN
easat-4164	324	9	with	with	ADP
easat-4164	324	10	behavioral	behavioral	ADJ
easat-4164	324	11	tendencies	tendency	NOUN
easat-4164	324	12	that	that	PRON
easat-4164	324	13	explain	explain	VERB
easat-4164	324	14	the	the	DET
easat-4164	324	15	impact	impact	NOUN
easat-4164	324	16	emotional	emotional	ADJ
easat-4164	324	17	states	state	NOUN
easat-4164	324	18	and	and	CCONJ
easat-4164	324	19	perceptions	perception	NOUN
easat-4164	324	20	have	have	VERB
easat-4164	324	21	on	on	ADP
easat-4164	324	22	consumer	consumer	NOUN
easat-4164	324	23	choices	choice	NOUN
easat-4164	324	24	.	.	PUNCT
easat-4164	325	1	positive	positive	ADJ
easat-4164	325	2	sentiments	sentiment	NOUN
easat-4164	325	3	go	go	VERB
easat-4164	325	4	with	with	ADP
easat-4164	325	5	positive	positive	ADJ
easat-4164	325	6	spending	spending	NOUN
easat-4164	325	7	,	,	PUNCT
easat-4164	325	8	brand	brand	NOUN
easat-4164	325	9	advocacy	advocacy	NOUN
easat-4164	325	10	,	,	PUNCT
easat-4164	325	11	and	and	CCONJ
easat-4164	325	12	loyalty	loyalty	NOUN
easat-4164	325	13	.	.	PUNCT
easat-4164	326	1	essentially	essentially	ADV
easat-4164	326	2	,	,	PUNCT
easat-4164	326	3	the	the	DET
easat-4164	326	4	consumers	consumer	NOUN
easat-4164	326	5	who	who	PRON
easat-4164	326	6	express	express	VERB
easat-4164	326	7	good	good	ADJ
easat-4164	326	8	feelings	feeling	NOUN
easat-4164	326	9	about	about	ADP
easat-4164	326	10	a	a	DET
easat-4164	326	11	company	company	NOUN
easat-4164	326	12	in	in	ADP
easat-4164	326	13	its	its	PRON
easat-4164	326	14	services	service	NOUN
easat-4164	326	15	or	or	CCONJ
easat-4164	326	16	goods	good	NOUN
easat-4164	326	17	become	become	AUX
easat-4164	326	18	returning	return	VERB
easat-4164	326	19	customers	customer	NOUN
easat-4164	326	20	and	and	CCONJ
easat-4164	326	21	could	could	AUX
easat-4164	326	22	potentially	potentially	ADV
easat-4164	326	23	become	become	VERB
easat-4164	326	24	ambassadors	ambassador	NOUN
easat-4164	326	25	of	of	ADP
easat-4164	326	26	the	the	DET
easat-4164	326	27	brand	brand	NOUN
easat-4164	326	28	.	.	PUNCT
easat-4164	327	1	while	while	SCONJ
easat-4164	327	2	,	,	PUNCT
easat-4164	327	3	on	on	ADP
easat-4164	327	4	the	the	DET
easat-4164	327	5	contrary	contrary	ADJ
easat-4164	327	6	,	,	PUNCT
easat-4164	327	7	negative	negative	ADJ
easat-4164	327	8	sentiments	sentiment	NOUN
easat-4164	327	9	will	will	AUX
easat-4164	327	10	possibly	possibly	ADV
easat-4164	327	11	result	result	VERB
easat-4164	327	12	in	in	ADP
easat-4164	327	13	low	low	ADJ
easat-4164	327	14	sales	sale	NOUN
easat-4164	327	15	,	,	PUNCT
easat-4164	327	16	churning	churn	VERB
easat-4164	327	17	,	,	PUNCT
easat-4164	327	18	and	and	CCONJ
easat-4164	327	19	sometimes	sometimes	ADV
easat-4164	327	20	damage	damage	VERB
easat-4164	327	21	to	to	ADP
easat-4164	327	22	one	one	NUM
easat-4164	327	23	's	's	PART
easat-4164	327	24	brand	brand	NOUN
easat-4164	327	25	reputation	reputation	NOUN
easat-4164	327	26	.	.	PUNCT
easat-4164	328	1	these	these	DET
easat-4164	328	2	sentiment	sentiment	NOUN
easat-4164	328	3	trends	trend	NOUN
easat-4164	328	4	can	can	AUX
easat-4164	328	5	also	also	ADV
easat-4164	328	6	be	be	AUX
easat-4164	328	7	viewed	view	VERB
easat-4164	328	8	over	over	ADP
easat-4164	328	9	time	time	NOUN
easat-4164	328	10	to	to	PART
easat-4164	328	11	help	help	VERB
easat-4164	328	12	businesses	business	NOUN
easat-4164	328	13	predict	predict	VERB
easat-4164	328	14	fluctuations	fluctuation	NOUN
easat-4164	328	15	in	in	ADP
easat-4164	328	16	the	the	DET
easat-4164	328	17	market	market	NOUN
easat-4164	328	18	and	and	CCONJ
easat-4164	328	19	adjust	adjust	VERB
easat-4164	328	20	marketing	marketing	NOUN
easat-4164	328	21	strategies	strategy	NOUN
easat-4164	328	22	if	if	SCONJ
easat-4164	328	23	need	need	AUX
easat-4164	328	24	be	be	AUX
easat-4164	328	25	.	.	PUNCT
easat-4164	329	1	532	532	NUM
easat-4164	329	2	edelweiss	edelweiss	PROPN
easat-4164	329	3	applied	apply	VERB
easat-4164	329	4	science	science	NOUN
easat-4164	329	5	and	and	CCONJ
easat-4164	329	6	technology	technology	NOUN
easat-4164	329	7	issn	issn	PROPN
easat-4164	329	8	:	:	PUNCT
easat-4164	329	9	2576	2576	NUM
easat-4164	329	10	-	-	SYM
easat-4164	329	11	8484	8484	NUM
easat-4164	329	12	vol	vol	NOUN
easat-4164	329	13	.	.	PROPN
easat-4164	330	1	9	9	NUM
easat-4164	330	2	,	,	PUNCT
easat-4164	330	3	no	no	INTJ
easat-4164	330	4	.	.	NOUN
easat-4164	330	5	1	1	NUM
easat-4164	330	6	:	:	PUNCT
easat-4164	330	7	515	515	NUM
easat-4164	330	8	-	-	SYM
easat-4164	330	9	535	535	NUM
easat-4164	330	10	,	,	PUNCT
easat-4164	330	11	2025	2025	NUM
easat-4164	330	12	doi	doi	NOUN
easat-4164	330	13	:	:	PUNCT
easat-4164	330	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	330	15	©	©	PROPN
easat-4164	330	16	2025	2025	NUM
easat-4164	330	17	by	by	ADP
easat-4164	330	18	the	the	DET
easat-4164	330	19	authors	author	NOUN
easat-4164	330	20	;	;	PUNCT
easat-4164	330	21	licensee	licensee	PROPN
easat-4164	330	22	learning	learning	NOUN
easat-4164	330	23	gate	gate	VERB
easat-4164	330	24	key	key	ADJ
easat-4164	330	25	factors	factor	NOUN
easat-4164	330	26	that	that	PRON
easat-4164	330	27	influence	influence	VERB
easat-4164	330	28	consumer	consumer	NOUN
easat-4164	330	29	sentiment	sentiment	NOUN
easat-4164	330	30	include	include	VERB
easat-4164	330	31	product	product	NOUN
easat-4164	330	32	quality	quality	NOUN
easat-4164	330	33	,	,	PUNCT
easat-4164	330	34	customer	customer	NOUN
easat-4164	330	35	service	service	NOUN
easat-4164	330	36	,	,	PUNCT
easat-4164	330	37	brand	brand	NOUN
easat-4164	330	38	reputation	reputation	NOUN
easat-4164	330	39	,	,	PUNCT
easat-4164	330	40	and	and	CCONJ
easat-4164	330	41	social	social	ADJ
easat-4164	330	42	media	medium	NOUN
easat-4164	330	43	engagement	engagement	NOUN
easat-4164	330	44	.	.	PUNCT
easat-4164	331	1	for	for	ADP
easat-4164	331	2	instance	instance	NOUN
easat-4164	331	3	,	,	PUNCT
easat-4164	331	4	a	a	DET
easat-4164	331	5	brand	brand	NOUN
easat-4164	331	6	that	that	PRON
easat-4164	331	7	offers	offer	VERB
easat-4164	331	8	high	high	ADJ
easat-4164	331	9	-	-	PUNCT
easat-4164	331	10	quality	quality	NOUN
easat-4164	331	11	products	product	NOUN
easat-4164	331	12	will	will	AUX
easat-4164	331	13	ensure	ensure	VERB
easat-4164	331	14	positive	positive	ADJ
easat-4164	331	15	sentiment	sentiment	NOUN
easat-4164	331	16	among	among	ADP
easat-4164	331	17	consumers	consumer	NOUN
easat-4164	331	18	,	,	PUNCT
easat-4164	331	19	leading	lead	VERB
easat-4164	331	20	to	to	ADP
easat-4164	331	21	purchases	purchase	NOUN
easat-4164	331	22	.	.	PUNCT
easat-4164	332	1	on	on	ADP
easat-4164	332	2	the	the	DET
easat-4164	332	3	other	other	ADJ
easat-4164	332	4	hand	hand	NOUN
easat-4164	332	5	,	,	PUNCT
easat-4164	332	6	great	great	ADJ
easat-4164	332	7	customer	customer	NOUN
easat-4164	332	8	service	service	NOUN
easat-4164	332	9	can	can	AUX
easat-4164	332	10	turn	turn	VERB
easat-4164	332	11	what	what	PRON
easat-4164	332	12	could	could	AUX
easat-4164	332	13	be	be	AUX
easat-4164	332	14	a	a	DET
easat-4164	332	15	negative	negative	ADJ
easat-4164	332	16	experience	experience	NOUN
easat-4164	332	17	into	into	ADP
easat-4164	332	18	a	a	DET
easat-4164	332	19	positive	positive	ADJ
easat-4164	332	20	one	one	NOUN
easat-4164	332	21	,	,	PUNCT
easat-4164	332	22	which	which	PRON
easat-4164	332	23	improves	improve	VERB
easat-4164	332	24	sentiment	sentiment	NOUN
easat-4164	332	25	.	.	PUNCT
easat-4164	333	1	social	social	ADJ
easat-4164	333	2	media	medium	NOUN
easat-4164	333	3	also	also	ADV
easat-4164	333	4	plays	play	VERB
easat-4164	333	5	a	a	DET
easat-4164	333	6	huge	huge	ADJ
easat-4164	333	7	role	role	NOUN
easat-4164	333	8	in	in	ADP
easat-4164	333	9	how	how	SCONJ
easat-4164	333	10	consumers	consumer	NOUN
easat-4164	333	11	view	view	VERB
easat-4164	333	12	things	thing	NOUN
easat-4164	333	13	,	,	PUNCT
easat-4164	333	14	and	and	CCONJ
easat-4164	333	15	brands	brand	NOUN
easat-4164	333	16	engaging	engage	VERB
easat-4164	333	17	with	with	ADP
easat-4164	333	18	their	their	PRON
easat-4164	333	19	customers	customer	NOUN
easat-4164	333	20	online	online	ADV
easat-4164	333	21	can	can	AUX
easat-4164	333	22	help	help	VERB
easat-4164	333	23	sentiment	sentiment	NOUN
easat-4164	333	24	by	by	ADP
easat-4164	333	25	responding	respond	VERB
easat-4164	333	26	in	in	ADP
easat-4164	333	27	a	a	DET
easat-4164	333	28	timely	timely	ADJ
easat-4164	333	29	fashion	fashion	NOUN
easat-4164	333	30	and	and	CCONJ
easat-4164	333	31	adding	add	VERB
easat-4164	333	32	personal	personal	ADJ
easat-4164	333	33	touches	touch	NOUN
easat-4164	333	34	.	.	PUNCT
easat-4164	334	1	besides	besides	SCONJ
easat-4164	334	2	,	,	PUNCT
easat-4164	334	3	external	external	ADJ
easat-4164	334	4	factors	factor	NOUN
easat-4164	334	5	-	-	PUNCT
easat-4164	334	6	economic	economic	ADJ
easat-4164	334	7	conditions	condition	NOUN
easat-4164	334	8	,	,	PUNCT
easat-4164	334	9	cultural	cultural	ADJ
easat-4164	334	10	trends	trend	NOUN
easat-4164	334	11	,	,	PUNCT
easat-4164	334	12	and	and	CCONJ
easat-4164	334	13	competitive	competitive	ADJ
easat-4164	334	14	actions	action	NOUN
easat-4164	334	15	-	-	PUNCT
easat-4164	334	16	can	can	AUX
easat-4164	334	17	also	also	ADV
easat-4164	334	18	turn	turn	VERB
easat-4164	334	19	consumer	consumer	NOUN
easat-4164	334	20	sentiment	sentiment	NOUN
easat-4164	334	21	one	one	NUM
easat-4164	334	22	way	way	NOUN
easat-4164	334	23	or	or	CCONJ
easat-4164	334	24	another	another	PRON
easat-4164	334	25	,	,	PUNCT
easat-4164	334	26	and	and	CCONJ
easat-4164	334	27	businesses	business	NOUN
easat-4164	334	28	must	must	AUX
easat-4164	334	29	keep	keep	VERB
easat-4164	334	30	track	track	NOUN
easat-4164	334	31	of	of	ADP
easat-4164	334	32	these	these	DET
easat-4164	334	33	factors	factor	NOUN
easat-4164	334	34	constantly	constantly	ADV
easat-4164	334	35	.	.	PUNCT
easat-4164	335	1	7.6	7.6	NUM
easat-4164	335	2	.	.	PUNCT
easat-4164	336	1	business	business	NOUN
easat-4164	336	2	insights	insight	VERB
easat-4164	336	3	the	the	DET
easat-4164	336	4	results	result	NOUN
easat-4164	336	5	of	of	ADP
easat-4164	336	6	sentiment	sentiment	NOUN
easat-4164	336	7	analysis	analysis	NOUN
easat-4164	336	8	will	will	AUX
easat-4164	336	9	provide	provide	VERB
easat-4164	336	10	actionable	actionable	ADJ
easat-4164	336	11	insights	insight	NOUN
easat-4164	336	12	for	for	ADP
easat-4164	336	13	businesses	business	NOUN
easat-4164	336	14	that	that	PRON
easat-4164	336	15	want	want	VERB
easat-4164	336	16	to	to	PART
easat-4164	336	17	improve	improve	VERB
easat-4164	336	18	their	their	PRON
easat-4164	336	19	positioning	positioning	NOUN
easat-4164	336	20	in	in	ADP
easat-4164	336	21	the	the	DET
easat-4164	336	22	market	market	NOUN
easat-4164	336	23	.	.	PUNCT
easat-4164	337	1	by	by	ADP
easat-4164	337	2	interpreting	interpret	VERB
easat-4164	337	3	the	the	DET
easat-4164	337	4	data	datum	NOUN
easat-4164	337	5	on	on	ADP
easat-4164	337	6	sentiment	sentiment	NOUN
easat-4164	337	7	,	,	PUNCT
easat-4164	337	8	companies	company	NOUN
easat-4164	337	9	in	in	ADP
easat-4164	337	10	the	the	DET
easat-4164	337	11	usa	usa	PROPN
easat-4164	337	12	can	can	AUX
easat-4164	337	13	identify	identify	VERB
easat-4164	337	14	strengths	strength	NOUN
easat-4164	337	15	and	and	CCONJ
easat-4164	337	16	weaknesses	weakness	NOUN
easat-4164	337	17	in	in	ADP
easat-4164	337	18	their	their	PRON
easat-4164	337	19	offerings	offering	NOUN
easat-4164	337	20	and	and	CCONJ
easat-4164	337	21	make	make	VERB
easat-4164	337	22	targeted	targeted	ADJ
easat-4164	337	23	improvements	improvement	NOUN
easat-4164	337	24	.	.	PUNCT
easat-4164	338	1	for	for	ADP
easat-4164	338	2	instance	instance	NOUN
easat-4164	338	3	,	,	PUNCT
easat-4164	338	4	if	if	SCONJ
easat-4164	338	5	sentiment	sentiment	NOUN
easat-4164	338	6	analysis	analysis	NOUN
easat-4164	338	7	shows	show	VERB
easat-4164	338	8	that	that	SCONJ
easat-4164	338	9	one	one	NUM
easat-4164	338	10	feature	feature	NOUN
easat-4164	338	11	of	of	ADP
easat-4164	338	12	a	a	DET
easat-4164	338	13	product	product	NOUN
easat-4164	338	14	is	be	AUX
easat-4164	338	15	consistently	consistently	ADV
easat-4164	338	16	complained	complain	VERB
easat-4164	338	17	about	about	ADP
easat-4164	338	18	,	,	PUNCT
easat-4164	338	19	then	then	ADV
easat-4164	338	20	a	a	DET
easat-4164	338	21	business	business	NOUN
easat-4164	338	22	can	can	AUX
easat-4164	338	23	focus	focus	VERB
easat-4164	338	24	on	on	ADP
easat-4164	338	25	enhancing	enhance	VERB
easat-4164	338	26	or	or	CCONJ
easat-4164	338	27	adjusting	adjust	VERB
easat-4164	338	28	the	the	DET
easat-4164	338	29	feature	feature	NOUN
easat-4164	338	30	to	to	PART
easat-4164	338	31	meet	meet	VERB
easat-4164	338	32	customer	customer	NOUN
easat-4164	338	33	concerns	concern	NOUN
easat-4164	338	34	and	and	CCONJ
easat-4164	338	35	therefore	therefore	ADV
easat-4164	338	36	create	create	VERB
easat-4164	338	37	a	a	DET
easat-4164	338	38	more	more	ADV
easat-4164	338	39	positive	positive	ADJ
easat-4164	338	40	consumer	consumer	NOUN
easat-4164	338	41	perception	perception	NOUN
easat-4164	338	42	.	.	PUNCT
easat-4164	339	1	additionally	additionally	ADV
easat-4164	339	2	,	,	PUNCT
easat-4164	339	3	sentiment	sentiment	NOUN
easat-4164	339	4	analysis	analysis	NOUN
easat-4164	339	5	can	can	AUX
easat-4164	339	6	help	help	VERB
easat-4164	339	7	in	in	ADP
easat-4164	339	8	marketing	marketing	NOUN
easat-4164	339	9	strategies	strategy	NOUN
easat-4164	339	10	:	:	PUNCT
easat-4164	339	11	the	the	DET
easat-4164	339	12	campaigns	campaign	NOUN
easat-4164	339	13	that	that	PRON
easat-4164	339	14	evoke	evoke	VERB
easat-4164	339	15	positive	positive	ADJ
easat-4164	339	16	consumer	consumer	NOUN
easat-4164	339	17	feelings	feeling	NOUN
easat-4164	339	18	can	can	AUX
easat-4164	339	19	be	be	AUX
easat-4164	339	20	amplified	amplify	VERB
easat-4164	339	21	,	,	PUNCT
easat-4164	339	22	while	while	SCONJ
easat-4164	339	23	those	those	PRON
easat-4164	339	24	that	that	PRON
easat-4164	339	25	show	show	VERB
easat-4164	339	26	negative	negative	ADJ
easat-4164	339	27	responses	response	NOUN
easat-4164	339	28	can	can	AUX
easat-4164	339	29	be	be	AUX
easat-4164	339	30	reviewed	review	VERB
easat-4164	339	31	or	or	CCONJ
easat-4164	339	32	altered	alter	VERB
easat-4164	339	33	.	.	PUNCT
easat-4164	340	1	the	the	DET
easat-4164	340	2	most	most	ADV
easat-4164	340	3	interesting	interesting	ADJ
easat-4164	340	4	case	case	NOUN
easat-4164	340	5	study	study	NOUN
easat-4164	340	6	would	would	AUX
easat-4164	340	7	have	have	VERB
easat-4164	340	8	to	to	PART
easat-4164	340	9	be	be	AUX
easat-4164	340	10	real	real	ADJ
easat-4164	340	11	-	-	PUNCT
easat-4164	340	12	world	world	NOUN
easat-4164	340	13	applications	application	NOUN
easat-4164	340	14	of	of	ADP
easat-4164	340	15	sentiment	sentiment	NOUN
easat-4164	340	16	analysis	analysis	NOUN
easat-4164	340	17	.	.	PUNCT
easat-4164	341	1	amazon	amazon	NOUN
easat-4164	341	2	one	one	NUM
easat-4164	341	3	of	of	ADP
easat-4164	341	4	the	the	DET
easat-4164	341	5	leading	lead	VERB
easat-4164	341	6	retail	retail	ADJ
easat-4164	341	7	brands	brand	NOUN
easat-4164	341	8	opted	opt	VERB
easat-4164	341	9	for	for	ADP
easat-4164	341	10	sentiment	sentiment	NOUN
easat-4164	341	11	analysis	analysis	NOUN
easat-4164	341	12	to	to	PART
easat-4164	341	13	understand	understand	VERB
easat-4164	341	14	customer	customer	NOUN
easat-4164	341	15	feedback	feedback	NOUN
easat-4164	341	16	at	at	ADP
easat-4164	341	17	large	large	ADJ
easat-4164	341	18	on	on	ADP
easat-4164	341	19	social	social	ADJ
easat-4164	341	20	media	medium	NOUN
easat-4164	341	21	,	,	PUNCT
easat-4164	341	22	as	as	ADV
easat-4164	341	23	well	well	ADV
easat-4164	341	24	as	as	ADP
easat-4164	341	25	customer	customer	NOUN
easat-4164	341	26	reviews	review	NOUN
easat-4164	341	27	.	.	PUNCT
easat-4164	342	1	it	it	PRON
easat-4164	342	2	indicated	indicate	VERB
easat-4164	342	3	the	the	DET
easat-4164	342	4	trend	trend	NOUN
easat-4164	342	5	in	in	ADP
easat-4164	342	6	the	the	DET
easat-4164	342	7	consumer	consumer	NOUN
easat-4164	342	8	sentiment	sentiment	NOUN
easat-4164	342	9	around	around	ADP
easat-4164	342	10	seasonal	seasonal	ADJ
easat-4164	342	11	promotions	promotion	NOUN
easat-4164	342	12	to	to	PART
easat-4164	342	13	help	help	VERB
easat-4164	342	14	the	the	DET
easat-4164	342	15	brand	brand	NOUN
easat-4164	342	16	focus	focus	VERB
easat-4164	342	17	on	on	ADP
easat-4164	342	18	marketing	market	VERB
easat-4164	342	19	the	the	DET
easat-4164	342	20	most	most	ADV
easat-4164	342	21	popular	popular	ADJ
easat-4164	342	22	products	product	NOUN
easat-4164	342	23	,	,	PUNCT
easat-4164	342	24	while	while	SCONJ
easat-4164	342	25	less	less	ADV
easat-4164	342	26	popular	popular	ADJ
easat-4164	342	27	ones	one	NOUN
easat-4164	342	28	can	can	AUX
easat-4164	342	29	have	have	VERB
easat-4164	342	30	their	their	PRON
easat-4164	342	31	pain	pain	NOUN
easat-4164	342	32	points	point	NOUN
easat-4164	342	33	addressed	address	VERB
easat-4164	342	34	.	.	PUNCT
easat-4164	343	1	this	this	DET
easat-4164	343	2	proactive	proactive	ADJ
easat-4164	343	3	approach	approach	NOUN
easat-4164	343	4	has	have	AUX
easat-4164	343	5	realized	realize	VERB
easat-4164	343	6	a	a	DET
easat-4164	343	7	measurable	measurable	ADJ
easat-4164	343	8	increase	increase	NOUN
easat-4164	343	9	in	in	ADP
easat-4164	343	10	both	both	PRON
easat-4164	343	11	sales	sale	NOUN
easat-4164	343	12	and	and	CCONJ
easat-4164	343	13	customer	customer	NOUN
easat-4164	343	14	satisfaction	satisfaction	NOUN
easat-4164	343	15	ratings	rating	NOUN
easat-4164	343	16	:	:	PUNCT
easat-4164	343	17	proof	proof	NOUN
easat-4164	343	18	positive	positive	ADJ
easat-4164	343	19	of	of	ADP
easat-4164	343	20	the	the	DET
easat-4164	343	21	hard	hard	ADJ
easat-4164	343	22	value	value	NOUN
easat-4164	343	23	produced	produce	VERB
easat-4164	343	24	by	by	ADP
easat-4164	343	25	putting	put	VERB
easat-4164	343	26	the	the	DET
easat-4164	343	27	insights	insight	NOUN
easat-4164	343	28	into	into	ADP
easat-4164	343	29	action	action	NOUN
easat-4164	343	30	regarding	regard	VERB
easat-4164	343	31	sentiment	sentiment	NOUN
easat-4164	343	32	.	.	PUNCT
easat-4164	344	1	another	another	DET
easat-4164	344	2	illustrative	illustrative	ADJ
easat-4164	344	3	case	case	NOUN
easat-4164	344	4	can	can	AUX
easat-4164	344	5	be	be	AUX
easat-4164	344	6	found	find	VERB
easat-4164	344	7	in	in	ADP
easat-4164	344	8	the	the	DET
easat-4164	344	9	technology	technology	NOUN
easat-4164	344	10	industry	industry	NOUN
easat-4164	344	11	,	,	PUNCT
easat-4164	344	12	where	where	SCONJ
easat-4164	344	13	samsung	samsung	PROPN
easat-4164	344	14	,	,	PUNCT
easat-4164	344	15	a	a	DET
easat-4164	344	16	smartphone	smartphone	NOUN
easat-4164	344	17	manufacturer	manufacturer	NOUN
easat-4164	344	18	used	use	VERB
easat-4164	344	19	sentiment	sentiment	NOUN
easat-4164	344	20	analysis	analysis	NOUN
easat-4164	344	21	to	to	PART
easat-4164	344	22	determine	determine	VERB
easat-4164	344	23	how	how	SCONJ
easat-4164	344	24	consumers	consumer	NOUN
easat-4164	344	25	reacted	react	VERB
easat-4164	344	26	to	to	ADP
easat-4164	344	27	its	its	PRON
easat-4164	344	28	latest	late	ADJ
easat-4164	344	29	product	product	NOUN
easat-4164	344	30	launch	launch	NOUN
easat-4164	344	31	.	.	PUNCT
easat-4164	345	1	through	through	ADP
easat-4164	345	2	social	social	ADJ
easat-4164	345	3	media	medium	NOUN
easat-4164	345	4	conversations	conversation	NOUN
easat-4164	345	5	and	and	CCONJ
easat-4164	345	6	customer	customer	NOUN
easat-4164	345	7	reviews	review	NOUN
easat-4164	345	8	,	,	PUNCT
easat-4164	345	9	the	the	DET
easat-4164	345	10	company	company	NOUN
easat-4164	345	11	found	find	VERB
easat-4164	345	12	that	that	SCONJ
easat-4164	345	13	though	though	SCONJ
easat-4164	345	14	generally	generally	ADV
easat-4164	345	15	satisfied	satisfied	ADJ
easat-4164	345	16	with	with	ADP
easat-4164	345	17	the	the	DET
easat-4164	345	18	design	design	NOUN
easat-4164	345	19	,	,	PUNCT
easat-4164	345	20	there	there	PRON
easat-4164	345	21	were	be	VERB
easat-4164	345	22	significant	significant	ADJ
easat-4164	345	23	concerns	concern	NOUN
easat-4164	345	24	over	over	ADP
easat-4164	345	25	battery	battery	NOUN
easat-4164	345	26	life	life	NOUN
easat-4164	345	27	.	.	PUNCT
easat-4164	346	1	equipped	equip	VERB
easat-4164	346	2	with	with	ADP
easat-4164	346	3	this	this	DET
easat-4164	346	4	information	information	NOUN
easat-4164	346	5	,	,	PUNCT
easat-4164	346	6	the	the	DET
easat-4164	346	7	company	company	NOUN
easat-4164	346	8	made	make	VERB
easat-4164	346	9	sure	sure	ADJ
easat-4164	346	10	the	the	DET
easat-4164	346	11	battery	battery	NOUN
easat-4164	346	12	was	be	AUX
easat-4164	346	13	improved	improve	VERB
easat-4164	346	14	in	in	ADP
easat-4164	346	15	succeeding	succeed	VERB
easat-4164	346	16	models	model	NOUN
easat-4164	346	17	and	and	CCONJ
easat-4164	346	18	marketed	market	VERB
easat-4164	346	19	this	this	DET
easat-4164	346	20	fact	fact	NOUN
easat-4164	346	21	extensively	extensively	ADV
easat-4164	346	22	.	.	PUNCT
easat-4164	347	1	the	the	DET
easat-4164	347	2	brand	brand	NOUN
easat-4164	347	3	was	be	AUX
easat-4164	347	4	able	able	ADJ
easat-4164	347	5	to	to	PART
easat-4164	347	6	recover	recover	VERB
easat-4164	347	7	not	not	PART
easat-4164	347	8	only	only	ADV
easat-4164	347	9	consumer	consumer	NOUN
easat-4164	347	10	sentiment	sentiment	NOUN
easat-4164	347	11	on	on	ADP
easat-4164	347	12	the	the	DET
easat-4164	347	13	product	product	NOUN
easat-4164	347	14	but	but	CCONJ
easat-4164	347	15	also	also	ADV
easat-4164	347	16	recapture	recapture	VERB
easat-4164	347	17	market	market	NOUN
easat-4164	347	18	share	share	NOUN
easat-4164	347	19	lost	lose	VERB
easat-4164	347	20	to	to	ADP
easat-4164	347	21	rival	rival	ADJ
easat-4164	347	22	brands	brand	NOUN
easat-4164	347	23	.	.	PUNCT
easat-4164	348	1	7.7	7.7	NUM
easat-4164	348	2	.	.	PUNCT
easat-4164	348	3	implications	implication	NOUN
easat-4164	348	4	for	for	ADP
easat-4164	348	5	us	us	PROPN
easat-4164	348	6	business	business	NOUN
easat-4164	348	7	sentiment	sentiment	NOUN
easat-4164	348	8	analysis	analysis	NOUN
easat-4164	348	9	has	have	AUX
easat-4164	348	10	proved	prove	VERB
easat-4164	348	11	a	a	DET
easat-4164	348	12	crucial	crucial	ADJ
easat-4164	348	13	tool	tool	NOUN
easat-4164	348	14	for	for	ADP
easat-4164	348	15	us	us	PROPN
easat-4164	348	16	businesses	business	NOUN
easat-4164	348	17	in	in	ADP
easat-4164	348	18	further	far	ADV
easat-4164	348	19	improving	improve	VERB
easat-4164	348	20	marketing	marketing	NOUN
easat-4164	348	21	and	and	CCONJ
easat-4164	348	22	customer	customer	NOUN
easat-4164	348	23	engagement	engagement	NOUN
easat-4164	348	24	.	.	PUNCT
easat-4164	349	1	sentiment	sentiment	NOUN
easat-4164	349	2	analysis	analysis	NOUN
easat-4164	349	3	will	will	AUX
easat-4164	349	4	help	help	VERB
easat-4164	349	5	a	a	DET
easat-4164	349	6	business	business	NOUN
easat-4164	349	7	create	create	VERB
easat-4164	349	8	a	a	DET
easat-4164	349	9	meaningful	meaningful	ADJ
easat-4164	349	10	understanding	understanding	NOUN
easat-4164	349	11	of	of	ADP
easat-4164	349	12	the	the	DET
easat-4164	349	13	perceptions	perception	NOUN
easat-4164	349	14	of	of	ADP
easat-4164	349	15	the	the	DET
easat-4164	349	16	general	general	ADJ
easat-4164	349	17	public	public	NOUN
easat-4164	349	18	about	about	ADP
easat-4164	349	19	its	its	PRON
easat-4164	349	20	products	product	NOUN
easat-4164	349	21	and	and	CCONJ
easat-4164	349	22	services	service	NOUN
easat-4164	349	23	.	.	PUNCT
easat-4164	350	1	this	this	PRON
easat-4164	350	2	will	will	AUX
easat-4164	350	3	also	also	ADV
easat-4164	350	4	provide	provide	VERB
easat-4164	350	5	a	a	DET
easat-4164	350	6	better	well	ADJ
easat-4164	350	7	insight	insight	NOUN
easat-4164	350	8	into	into	ADP
easat-4164	350	9	how	how	SCONJ
easat-4164	350	10	brands	brand	NOUN
easat-4164	350	11	can	can	AUX
easat-4164	350	12	tailor	tailor	VERB
easat-4164	350	13	their	their	PRON
easat-4164	350	14	marketing	marketing	NOUN
easat-4164	350	15	campaigns	campaign	NOUN
easat-4164	350	16	to	to	PART
easat-4164	350	17	ensure	ensure	VERB
easat-4164	350	18	that	that	SCONJ
easat-4164	350	19	they	they	PRON
easat-4164	350	20	resonate	resonate	VERB
easat-4164	350	21	with	with	ADP
easat-4164	350	22	target	target	NOUN
easat-4164	350	23	audiences	audience	NOUN
easat-4164	350	24	.	.	PUNCT
easat-4164	351	1	for	for	ADP
easat-4164	351	2	instance	instance	NOUN
easat-4164	351	3	,	,	PUNCT
easat-4164	351	4	through	through	ADP
easat-4164	351	5	sentiment	sentiment	NOUN
easat-4164	351	6	analysis	analysis	NOUN
easat-4164	351	7	,	,	PUNCT
easat-4164	351	8	when	when	SCONJ
easat-4164	351	9	certain	certain	ADJ
easat-4164	351	10	features	feature	NOUN
easat-4164	351	11	of	of	ADP
easat-4164	351	12	a	a	DET
easat-4164	351	13	product	product	NOUN
easat-4164	351	14	come	come	VERB
easat-4164	351	15	highly	highly	ADV
easat-4164	351	16	recommended	recommend	VERB
easat-4164	351	17	,	,	PUNCT
easat-4164	351	18	a	a	DET
easat-4164	351	19	business	business	NOUN
easat-4164	351	20	can	can	AUX
easat-4164	351	21	focus	focus	VERB
easat-4164	351	22	its	its	PRON
easat-4164	351	23	advertising	advertising	NOUN
easat-4164	351	24	on	on	ADP
easat-4164	351	25	those	those	DET
easat-4164	351	26	aspects	aspect	NOUN
easat-4164	351	27	and	and	CCONJ
easat-4164	351	28	help	help	VERB
easat-4164	351	29	to	to	PART
easat-4164	351	30	further	far	ADV
easat-4164	351	31	foster	foster	VERB
easat-4164	351	32	positive	positive	ADJ
easat-4164	351	33	attitudes	attitude	NOUN
easat-4164	351	34	.	.	PUNCT
easat-4164	352	1	conversely	conversely	ADV
easat-4164	352	2	,	,	PUNCT
easat-4164	352	3	if	if	SCONJ
easat-4164	352	4	a	a	DET
easat-4164	352	5	product	product	NOUN
easat-4164	352	6	is	be	AUX
easat-4164	352	7	constantly	constantly	ADV
easat-4164	352	8	getting	get	VERB
easat-4164	352	9	negative	negative	ADJ
easat-4164	352	10	reviews	review	NOUN
easat-4164	352	11	,	,	PUNCT
easat-4164	352	12	then	then	ADV
easat-4164	352	13	that	that	PRON
easat-4164	352	14	is	be	AUX
easat-4164	352	15	something	something	PRON
easat-4164	352	16	the	the	DET
easat-4164	352	17	companies	company	NOUN
easat-4164	352	18	can	can	AUX
easat-4164	352	19	work	work	VERB
easat-4164	352	20	ahead	ahead	ADV
easat-4164	352	21	of	of	ADP
easat-4164	352	22	time	time	NOUN
easat-4164	352	23	on	on	ADP
easat-4164	352	24	,	,	PUNCT
easat-4164	352	25	either	either	CCONJ
easat-4164	352	26	through	through	ADP
easat-4164	352	27	re	re	ADJ
easat-4164	352	28	-	-	NOUN
easat-4164	352	29	marketing	marketing	ADJ
easat-4164	352	30	strategies	strategy	NOUN
easat-4164	352	31	or	or	CCONJ
easat-4164	352	32	by	by	ADP
easat-4164	352	33	upgrading	upgrade	VERB
easat-4164	352	34	their	their	PRON
easat-4164	352	35	product	product	NOUN
easat-4164	352	36	.	.	PUNCT
easat-4164	353	1	what	what	PRON
easat-4164	353	2	is	be	AUX
easat-4164	353	3	more	more	ADJ
easat-4164	353	4	,	,	PUNCT
easat-4164	353	5	sentiment	sentiment	NOUN
easat-4164	353	6	analysis	analysis	NOUN
easat-4164	353	7	presents	present	VERB
easat-4164	353	8	real	real	ADJ
easat-4164	353	9	-	-	PUNCT
easat-4164	353	10	time	time	NOUN
easat-4164	353	11	feedback	feedback	NOUN
easat-4164	353	12	;	;	PUNCT
easat-4164	353	13	it	it	PRON
easat-4164	353	14	enables	enable	VERB
easat-4164	353	15	businesses	business	NOUN
easat-4164	353	16	to	to	PART
easat-4164	353	17	swiftly	swiftly	ADV
easat-4164	353	18	modify	modify	VERB
easat-4164	353	19	their	their	PRON
easat-4164	353	20	strategies	strategy	NOUN
easat-4164	353	21	following	follow	VERB
easat-4164	353	22	changes	change	NOUN
easat-4164	353	23	in	in	ADP
easat-4164	353	24	consumer	consumer	NOUN
easat-4164	353	25	attitudes	attitude	NOUN
easat-4164	353	26	or	or	CCONJ
easat-4164	353	27	trends	trend	NOUN
easat-4164	353	28	that	that	PRON
easat-4164	353	29	may	may	AUX
easat-4164	353	30	suddenly	suddenly	ADV
easat-4164	353	31	arise	arise	VERB
easat-4164	353	32	.	.	PUNCT
easat-4164	354	1	this	this	DET
easat-4164	354	2	outcome	outcome	NOUN
easat-4164	354	3	,	,	PUNCT
easat-4164	354	4	therefore	therefore	ADV
easat-4164	354	5	,	,	PUNCT
easat-4164	354	6	calls	call	VERB
easat-4164	354	7	for	for	ADP
easat-4164	354	8	the	the	DET
easat-4164	354	9	integration	integration	NOUN
easat-4164	354	10	of	of	ADP
easat-4164	354	11	structured	structured	ADJ
easat-4164	354	12	sentiment	sentiment	NOUN
easat-4164	354	13	analysis	analysis	NOUN
easat-4164	354	14	mechanisms	mechanism	NOUN
easat-4164	354	15	in	in	ADP
easat-4164	354	16	business	business	NOUN
easat-4164	354	17	decision	decision	NOUN
easat-4164	354	18	-	-	PUNCT
easat-4164	354	19	making	make	VERB
easat-4164	354	20	processes	process	NOUN
easat-4164	354	21	right	right	ADJ
easat-4164	354	22	from	from	ADP
easat-4164	354	23	data	datum	NOUN
easat-4164	354	24	collection	collection	NOUN
easat-4164	354	25	through	through	ADP
easat-4164	354	26	analysis	analysis	NOUN
easat-4164	354	27	to	to	ADP
easat-4164	354	28	action	action	NOUN
easat-4164	354	29	.	.	PUNCT
easat-4164	355	1	first	first	ADV
easat-4164	355	2	,	,	PUNCT
easat-4164	355	3	investment	investment	NOUN
easat-4164	355	4	in	in	ADP
easat-4164	355	5	robust	robust	ADJ
easat-4164	355	6	sentiment	sentiment	NOUN
easat-4164	355	7	analysis	analysis	NOUN
easat-4164	355	8	tools	tool	NOUN
easat-4164	355	9	and	and	CCONJ
easat-4164	355	10	platforms	platform	NOUN
easat-4164	355	11	should	should	AUX
easat-4164	355	12	be	be	AUX
easat-4164	355	13	done	do	VERB
easat-4164	355	14	by	by	ADP
easat-4164	355	15	businesses	business	NOUN
easat-4164	355	16	;	;	PUNCT
easat-4164	355	17	data	datum	NOUN
easat-4164	355	18	is	be	AUX
easat-4164	355	19	set	set	VERB
easat-4164	355	20	to	to	PART
easat-4164	355	21	be	be	AUX
easat-4164	355	22	processed	process	VERB
easat-4164	355	23	from	from	ADP
easat-4164	355	24	diverse	diverse	ADJ
easat-4164	355	25	sources	source	NOUN
easat-4164	355	26	such	such	ADJ
easat-4164	355	27	as	as	ADP
easat-4164	355	28	social	social	ADJ
easat-4164	355	29	media	medium	NOUN
easat-4164	355	30	,	,	PUNCT
easat-4164	355	31	customer	customer	NOUN
easat-4164	355	32	reviews	review	NOUN
easat-4164	355	33	,	,	PUNCT
easat-4164	355	34	and	and	CCONJ
easat-4164	355	35	surveys	survey	NOUN
easat-4164	355	36	.	.	PUNCT
easat-4164	356	1	this	this	PRON
easat-4164	356	2	helps	help	VERB
easat-4164	356	3	a	a	DET
easat-4164	356	4	business	business	NOUN
easat-4164	356	5	get	get	VERB
easat-4164	356	6	an	an	DET
easat-4164	356	7	overall	overall	ADJ
easat-4164	356	8	view	view	NOUN
easat-4164	356	9	of	of	ADP
easat-4164	356	10	consumer	consumer	NOUN
easat-4164	356	11	sentiments	sentiment	NOUN
easat-4164	356	12	.	.	PUNCT
easat-4164	357	1	this	this	PRON
easat-4164	357	2	will	will	AUX
easat-4164	357	3	also	also	ADV
easat-4164	357	4	include	include	VERB
easat-4164	357	5	sensitizing	sensitize	VERB
easat-4164	357	6	the	the	DET
easat-4164	357	7	employees	employee	NOUN
easat-4164	357	8	to	to	PART
easat-4164	357	9	interpret	interpret	VERB
easat-4164	357	10	findings	finding	NOUN
easat-4164	357	11	from	from	ADP
easat-4164	357	12	the	the	DET
easat-4164	357	13	sentiment	sentiment	NOUN
easat-4164	357	14	data	datum	NOUN
easat-4164	357	15	and	and	CCONJ
easat-4164	357	16	collation	collation	NOUN
easat-4164	357	17	across	across	ADP
easat-4164	357	18	departments	department	NOUN
easat-4164	357	19	:	:	PUNCT
easat-4164	357	20	marketing	marketing	NOUN
easat-4164	357	21	,	,	PUNCT
easat-4164	357	22	product	product	NOUN
easat-4164	357	23	533	533	NUM
easat-4164	357	24	edelweiss	edelweiss	PROPN
easat-4164	357	25	applied	apply	VERB
easat-4164	357	26	science	science	NOUN
easat-4164	357	27	and	and	CCONJ
easat-4164	357	28	technology	technology	NOUN
easat-4164	357	29	issn	issn	PROPN
easat-4164	357	30	:	:	PUNCT
easat-4164	357	31	2576	2576	NUM
easat-4164	357	32	-	-	SYM
easat-4164	357	33	8484	8484	NUM
easat-4164	357	34	vol	vol	NOUN
easat-4164	357	35	.	.	PROPN
easat-4164	358	1	9	9	NUM
easat-4164	358	2	,	,	PUNCT
easat-4164	358	3	no	no	INTJ
easat-4164	358	4	.	.	NOUN
easat-4164	358	5	1	1	NUM
easat-4164	358	6	:	:	PUNCT
easat-4164	358	7	515	515	NUM
easat-4164	358	8	-	-	SYM
easat-4164	358	9	535	535	NUM
easat-4164	358	10	,	,	PUNCT
easat-4164	358	11	2025	2025	NUM
easat-4164	358	12	doi	doi	NOUN
easat-4164	358	13	:	:	PUNCT
easat-4164	358	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	358	15	©	©	PROPN
easat-4164	358	16	2025	2025	NUM
easat-4164	358	17	by	by	ADP
easat-4164	358	18	the	the	DET
easat-4164	358	19	authors	author	NOUN
easat-4164	358	20	;	;	PUNCT
easat-4164	358	21	licensee	licensee	PROPN
easat-4164	358	22	learning	learn	VERB
easat-4164	358	23	gate	gate	PROPN
easat-4164	358	24	development	development	NOUN
easat-4164	358	25	,	,	PUNCT
easat-4164	358	26	and	and	CCONJ
easat-4164	358	27	customer	customer	NOUN
easat-4164	358	28	service	service	NOUN
easat-4164	358	29	to	to	PART
easat-4164	358	30	act	act	VERB
easat-4164	358	31	accordingly	accordingly	ADV
easat-4164	358	32	.	.	PUNCT
easat-4164	359	1	it	it	PRON
easat-4164	359	2	is	be	AUX
easat-4164	359	3	also	also	ADV
easat-4164	359	4	of	of	ADP
easat-4164	359	5	utmost	utmost	ADJ
easat-4164	359	6	importance	importance	NOUN
easat-4164	359	7	to	to	PART
easat-4164	359	8	engineer	engineer	VERB
easat-4164	359	9	the	the	DET
easat-4164	359	10	culture	culture	NOUN
easat-4164	359	11	in	in	ADP
easat-4164	359	12	the	the	DET
easat-4164	359	13	organization	organization	NOUN
easat-4164	359	14	through	through	ADP
easat-4164	359	15	decision	decision	NOUN
easat-4164	359	16	-	-	PUNCT
easat-4164	359	17	making	making	NOUN
easat-4164	359	18	based	base	VERB
easat-4164	359	19	on	on	ADP
easat-4164	359	20	actual	actual	ADJ
easat-4164	359	21	data	datum	NOUN
easat-4164	359	22	.	.	PUNCT
easat-4164	360	1	businesses	business	NOUN
easat-4164	360	2	would	would	AUX
easat-4164	360	3	then	then	ADV
easat-4164	360	4	have	have	VERB
easat-4164	360	5	to	to	PART
easat-4164	360	6	iteratively	iteratively	ADV
easat-4164	360	7	build	build	VERB
easat-4164	360	8	their	their	PRON
easat-4164	360	9	processes	process	NOUN
easat-4164	360	10	for	for	ADP
easat-4164	360	11	sentiment	sentiment	NOUN
easat-4164	360	12	analyses	analyse	VERB
easat-4164	360	13	through	through	ADP
easat-4164	360	14	feedback	feedback	NOUN
easat-4164	360	15	loops	loop	NOUN
easat-4164	360	16	that	that	PRON
easat-4164	360	17	validate	validate	VERB
easat-4164	360	18	the	the	DET
easat-4164	360	19	insights	insight	NOUN
easat-4164	360	20	generated	generate	VERB
easat-4164	360	21	to	to	PART
easat-4164	360	22	convert	convert	VERB
easat-4164	360	23	them	they	PRON
easat-4164	360	24	into	into	ADP
easat-4164	360	25	actionable	actionable	ADJ
easat-4164	360	26	outcomes	outcome	NOUN
easat-4164	360	27	.	.	PUNCT
easat-4164	361	1	the	the	DET
easat-4164	361	2	sentiment	sentiment	NOUN
easat-4164	361	3	analysis	analysis	NOUN
easat-4164	361	4	embedded	embed	VERB
easat-4164	361	5	in	in	ADP
easat-4164	361	6	the	the	DET
easat-4164	361	7	very	very	ADJ
easat-4164	361	8	fabric	fabric	NOUN
easat-4164	361	9	of	of	ADP
easat-4164	361	10	decision	decision	NOUN
easat-4164	361	11	-	-	PUNCT
easat-4164	361	12	making	making	NOUN
easat-4164	361	13	will	will	NOUN
easat-4164	361	14	,	,	PUNCT
easat-4164	361	15	therefore	therefore	ADV
easat-4164	361	16	,	,	PUNCT
easat-4164	361	17	enhance	enhance	VERB
easat-4164	361	18	customer	customer	NOUN
easat-4164	361	19	engagement	engagement	NOUN
easat-4164	361	20	and	and	CCONJ
easat-4164	361	21	make	make	VERB
easat-4164	361	22	sure	sure	ADJ
easat-4164	361	23	that	that	SCONJ
easat-4164	361	24	the	the	DET
easat-4164	361	25	marketing	marketing	NOUN
easat-4164	361	26	strategy	strategy	NOUN
easat-4164	361	27	is	be	AUX
easat-4164	361	28	aligned	align	VERB
easat-4164	361	29	with	with	ADP
easat-4164	361	30	consumer	consumer	NOUN
easat-4164	361	31	expectations	expectation	NOUN
easat-4164	361	32	.	.	PUNCT
easat-4164	362	1	7.8	7.8	NUM
easat-4164	362	2	.	.	PUNCT
easat-4164	362	3	limitations	limitation	NOUN
easat-4164	362	4	and	and	CCONJ
easat-4164	362	5	challenges	challenge	NOUN
easat-4164	362	6	despite	despite	SCONJ
easat-4164	362	7	the	the	DET
easat-4164	362	8	many	many	ADJ
easat-4164	362	9	benefits	benefit	NOUN
easat-4164	362	10	attached	attach	VERB
easat-4164	362	11	to	to	ADP
easat-4164	362	12	sentiment	sentiment	NOUN
easat-4164	362	13	analysis	analysis	NOUN
easat-4164	362	14	,	,	PUNCT
easat-4164	362	15	certain	certain	ADJ
easat-4164	362	16	considerable	considerable	ADJ
easat-4164	362	17	challenges	challenge	NOUN
easat-4164	362	18	and	and	CCONJ
easat-4164	362	19	limitations	limitation	NOUN
easat-4164	362	20	remain	remain	VERB
easat-4164	362	21	to	to	PART
easat-4164	362	22	be	be	AUX
easat-4164	362	23	worked	work	VERB
easat-4164	362	24	with	with	ADP
easat-4164	362	25	by	by	ADP
easat-4164	362	26	businesses	business	NOUN
easat-4164	362	27	.	.	PUNCT
easat-4164	363	1	an	an	DET
easat-4164	363	2	important	important	ADJ
easat-4164	363	3	ethical	ethical	ADJ
easat-4164	363	4	consideration	consideration	NOUN
easat-4164	363	5	regarding	regard	VERB
easat-4164	363	6	sentiment	sentiment	NOUN
easat-4164	363	7	analysis	analysis	NOUN
easat-4164	363	8	involves	involve	VERB
easat-4164	363	9	the	the	DET
easat-4164	363	10	issue	issue	NOUN
easat-4164	363	11	of	of	ADP
easat-4164	363	12	using	use	VERB
easat-4164	363	13	social	social	ADJ
easat-4164	363	14	media	medium	NOUN
easat-4164	363	15	datamany	datamany	NOUN
easat-4164	363	16	of	of	ADP
easat-4164	363	17	these	these	DET
easat-4164	363	18	consumers	consumer	NOUN
easat-4164	363	19	may	may	AUX
easat-4164	363	20	not	not	PART
easat-4164	363	21	even	even	ADV
easat-4164	363	22	imagine	imagine	VERB
easat-4164	363	23	that	that	SCONJ
easat-4164	363	24	their	their	PRON
easat-4164	363	25	posts	post	NOUN
easat-4164	363	26	and	and	CCONJ
easat-4164	363	27	comments	comment	NOUN
easat-4164	363	28	,	,	PUNCT
easat-4164	363	29	if	if	SCONJ
easat-4164	363	30	posted	post	VERB
easat-4164	363	31	online	online	ADV
easat-4164	363	32	,	,	PUNCT
easat-4164	363	33	actually	actually	ADV
easat-4164	363	34	have	have	AUX
easat-4164	363	35	been	be	AUX
easat-4164	363	36	or	or	CCONJ
easat-4164	363	37	will	will	AUX
easat-4164	363	38	be	be	AUX
easat-4164	363	39	analyzed	analyze	VERB
easat-4164	363	40	for	for	ADP
easat-4164	363	41	sentiment	sentiment	NOUN
easat-4164	363	42	.	.	PUNCT
easat-4164	364	1	for	for	ADP
easat-4164	364	2	businesses	business	NOUN
easat-4164	364	3	,	,	PUNCT
easat-4164	364	4	this	this	PRON
easat-4164	364	5	raises	raise	VERB
easat-4164	364	6	profound	profound	ADJ
easat-4164	364	7	concerns	concern	NOUN
easat-4164	364	8	about	about	ADP
easat-4164	364	9	privacy	privacy	NOUN
easat-4164	364	10	and	and	CCONJ
easat-4164	364	11	consent	consent	NOUN
easat-4164	364	12	.	.	PUNCT
easat-4164	365	1	therefore	therefore	ADV
easat-4164	365	2	,	,	PUNCT
easat-4164	365	3	businesses	business	NOUN
easat-4164	365	4	are	be	AUX
easat-4164	365	5	obliged	oblige	VERB
easat-4164	365	6	to	to	PART
easat-4164	365	7	ensure	ensure	VERB
easat-4164	365	8	that	that	PRON
easat-4164	365	9	sentiment	sentiment	NOUN
easat-4164	365	10	analysis	analysis	NOUN
easat-4164	365	11	practices	practice	NOUN
easat-4164	365	12	do	do	AUX
easat-4164	365	13	not	not	PART
easat-4164	365	14	raise	raise	VERB
easat-4164	365	15	ethical	ethical	ADJ
easat-4164	365	16	hackles	hackle	NOUN
easat-4164	365	17	,	,	PUNCT
easat-4164	365	18	ensuring	ensure	VERB
easat-4164	365	19	transparency	transparency	NOUN
easat-4164	365	20	around	around	ADP
easat-4164	365	21	the	the	DET
easat-4164	365	22	collection	collection	NOUN
easat-4164	365	23	and	and	CCONJ
easat-4164	365	24	usage	usage	NOUN
easat-4164	365	25	of	of	ADP
easat-4164	365	26	data	datum	NOUN
easat-4164	365	27	.	.	PUNCT
easat-4164	366	1	this	this	PRON
easat-4164	366	2	will	will	AUX
easat-4164	366	3	involve	involve	VERB
easat-4164	366	4	data	data	NOUN
easat-4164	366	5	usage	usage	NOUN
easat-4164	366	6	policy	policy	NOUN
easat-4164	366	7	information	information	NOUN
easat-4164	366	8	being	be	AUX
easat-4164	366	9	delivered	deliver	VERB
easat-4164	366	10	to	to	ADP
easat-4164	366	11	the	the	DET
easat-4164	366	12	consumers	consumer	NOUN
easat-4164	366	13	and	and	CCONJ
easat-4164	366	14	even	even	ADV
easat-4164	366	15	opt	opt	VERB
easat-4164	366	16	-	-	PUNCT
easat-4164	366	17	out	out	ADP
easat-4164	366	18	options	option	NOUN
easat-4164	366	19	to	to	ADP
easat-4164	366	20	customers	customer	NOUN
easat-4164	366	21	who	who	PRON
easat-4164	366	22	do	do	AUX
easat-4164	366	23	not	not	PART
easat-4164	366	24	want	want	VERB
easat-4164	366	25	their	their	PRON
easat-4164	366	26	information	information	NOUN
easat-4164	366	27	analyzed	analyze	VERB
easat-4164	366	28	.	.	PUNCT
easat-4164	367	1	besides	besides	SCONJ
easat-4164	367	2	,	,	PUNCT
easat-4164	367	3	companies	company	NOUN
easat-4164	367	4	in	in	ADP
easat-4164	367	5	using	use	VERB
easat-4164	367	6	sentiment	sentiment	NOUN
easat-4164	367	7	analysis	analysis	NOUN
easat-4164	367	8	to	to	PART
easat-4164	367	9	change	change	VERB
easat-4164	367	10	consumer	consumer	NOUN
easat-4164	367	11	behaviors	behavior	NOUN
easat-4164	367	12	or	or	CCONJ
easat-4164	367	13	opinions	opinion	NOUN
easat-4164	367	14	should	should	AUX
easat-4164	367	15	be	be	AUX
easat-4164	367	16	critically	critically	ADV
easat-4164	367	17	aware	aware	ADJ
easat-4164	367	18	of	of	ADP
easat-4164	367	19	the	the	DET
easat-4164	367	20	implications	implication	NOUN
easat-4164	367	21	since	since	SCONJ
easat-4164	367	22	in	in	ADP
easat-4164	367	23	the	the	DET
easat-4164	367	24	process	process	NOUN
easat-4164	367	25	,	,	PUNCT
easat-4164	367	26	it	it	PRON
easat-4164	367	27	may	may	AUX
easat-4164	367	28	cause	cause	VERB
easat-4164	367	29	a	a	DET
easat-4164	367	30	fall	fall	NOUN
easat-4164	367	31	in	in	ADP
easat-4164	367	32	the	the	DET
easat-4164	367	33	loyalty	loyalty	NOUN
easat-4164	367	34	and	and	CCONJ
easat-4164	367	35	trust	trust	NOUN
easat-4164	367	36	of	of	ADP
easat-4164	367	37	consumers	consumer	NOUN
easat-4164	367	38	for	for	ADP
easat-4164	367	39	the	the	DET
easat-4164	367	40	firms	firm	NOUN
easat-4164	367	41	.	.	PUNCT
easat-4164	368	1	the	the	DET
easat-4164	368	2	other	other	ADJ
easat-4164	368	3	challenge	challenge	NOUN
easat-4164	368	4	is	be	AUX
easat-4164	368	5	the	the	DET
easat-4164	368	6	quality	quality	NOUN
easat-4164	368	7	of	of	ADP
easat-4164	368	8	data	datum	NOUN
easat-4164	368	9	and	and	CCONJ
easat-4164	368	10	interpretability	interpretability	NOUN
easat-4164	368	11	of	of	ADP
easat-4164	368	12	the	the	DET
easat-4164	368	13	model	model	NOUN
easat-4164	368	14	.	.	PUNCT
easat-4164	369	1	sentiment	sentiment	NOUN
easat-4164	369	2	analysis	analysis	NOUN
easat-4164	369	3	is	be	AUX
easat-4164	369	4	bound	bind	VERB
easat-4164	369	5	to	to	ADP
easat-4164	369	6	the	the	DET
easat-4164	369	7	quality	quality	NOUN
easat-4164	369	8	of	of	ADP
easat-4164	369	9	the	the	DET
easat-4164	369	10	data	datum	NOUN
easat-4164	369	11	collected	collect	VERB
easat-4164	369	12	,	,	PUNCT
easat-4164	369	13	and	and	CCONJ
easat-4164	369	14	noisy	noisy	ADJ
easat-4164	369	15	or	or	CCONJ
easat-4164	369	16	biased	biased	ADJ
easat-4164	369	17	data	datum	NOUN
easat-4164	369	18	result	result	NOUN
easat-4164	369	19	in	in	ADP
easat-4164	369	20	incorrect	incorrect	ADJ
easat-4164	369	21	results	result	NOUN
easat-4164	369	22	.	.	PUNCT
easat-4164	370	1	for	for	ADP
easat-4164	370	2	example	example	NOUN
easat-4164	370	3	,	,	PUNCT
easat-4164	370	4	automated	automate	VERB
easat-4164	370	5	sentiment	sentiment	NOUN
easat-4164	370	6	analysis	analysis	NOUN
easat-4164	370	7	tools	tool	NOUN
easat-4164	370	8	may	may	AUX
easat-4164	370	9	have	have	VERB
easat-4164	370	10	trouble	trouble	NOUN
easat-4164	370	11	with	with	ADP
easat-4164	370	12	sarcasm	sarcasm	NOUN
easat-4164	370	13	,	,	PUNCT
easat-4164	370	14	slang	slang	PROPN
easat-4164	370	15	,	,	PUNCT
easat-4164	370	16	or	or	CCONJ
easat-4164	370	17	context	context	NOUN
easat-4164	370	18	-	-	PUNCT
easat-4164	370	19	specific	specific	ADJ
easat-4164	370	20	language	language	NOUN
easat-4164	370	21	,	,	PUNCT
easat-4164	370	22	leading	lead	VERB
easat-4164	370	23	to	to	ADP
easat-4164	370	24	misinterpretations	misinterpretation	NOUN
easat-4164	370	25	of	of	ADP
easat-4164	370	26	consumer	consumer	NOUN
easat-4164	370	27	sentiment	sentiment	NOUN
easat-4164	370	28	.	.	PUNCT
easat-4164	371	1	besides	besides	SCONJ
easat-4164	371	2	,	,	PUNCT
easat-4164	371	3	the	the	DET
easat-4164	371	4	complexity	complexity	NOUN
easat-4164	371	5	of	of	ADP
easat-4164	371	6	machine	machine	NOUN
easat-4164	371	7	learning	learning	NOUN
easat-4164	371	8	models	model	NOUN
easat-4164	371	9	used	use	VERB
easat-4164	371	10	in	in	ADP
easat-4164	371	11	sentiment	sentiment	NOUN
easat-4164	371	12	analysis	analysis	NOUN
easat-4164	371	13	may	may	AUX
easat-4164	371	14	create	create	VERB
easat-4164	371	15	difficulties	difficulty	NOUN
easat-4164	371	16	in	in	ADP
easat-4164	371	17	interpretability	interpretability	NOUN
easat-4164	371	18	.	.	PUNCT
easat-4164	372	1	others	other	NOUN
easat-4164	372	2	may	may	AUX
easat-4164	372	3	not	not	PART
easat-4164	372	4	understand	understand	VERB
easat-4164	372	5	how	how	SCONJ
easat-4164	372	6	certain	certain	ADJ
easat-4164	372	7	predictions	prediction	NOUN
easat-4164	372	8	are	be	AUX
easat-4164	372	9	made	make	VERB
easat-4164	372	10	and	and	CCONJ
easat-4164	372	11	might	might	AUX
easat-4164	372	12	be	be	AUX
easat-4164	372	13	resistant	resistant	ADJ
easat-4164	372	14	to	to	ADP
easat-4164	372	15	the	the	DET
easat-4164	372	16	use	use	NOUN
easat-4164	372	17	of	of	ADP
easat-4164	372	18	such	such	ADJ
easat-4164	372	19	insights	insight	NOUN
easat-4164	372	20	in	in	ADP
easat-4164	372	21	decision	decision	NOUN
easat-4164	372	22	-	-	PUNCT
easat-4164	372	23	making	making	NOUN
easat-4164	372	24	.	.	PUNCT
easat-4164	373	1	finally	finally	ADV
easat-4164	373	2	,	,	PUNCT
easat-4164	373	3	generalizability	generalizability	NOUN
easat-4164	373	4	is	be	AUX
easat-4164	373	5	another	another	DET
easat-4164	373	6	limitation	limitation	NOUN
easat-4164	373	7	;	;	PUNCT
easat-4164	373	8	models	model	NOUN
easat-4164	373	9	that	that	PRON
easat-4164	373	10	are	be	AUX
easat-4164	373	11	trained	train	VERB
easat-4164	373	12	on	on	ADP
easat-4164	373	13	specific	specific	ADJ
easat-4164	373	14	datasets	dataset	NOUN
easat-4164	373	15	may	may	AUX
easat-4164	373	16	perform	perform	VERB
easat-4164	373	17	less	less	ADV
easat-4164	373	18	well	well	ADV
easat-4164	373	19	across	across	ADP
easat-4164	373	20	different	different	ADJ
easat-4164	373	21	contexts	context	NOUN
easat-4164	373	22	or	or	CCONJ
easat-4164	373	23	industries	industry	NOUN
easat-4164	373	24	,	,	PUNCT
easat-4164	373	25	and	and	CCONJ
easat-4164	373	26	findings	finding	NOUN
easat-4164	373	27	should	should	AUX
easat-4164	373	28	not	not	PART
easat-4164	373	29	be	be	AUX
easat-4164	373	30	applied	apply	VERB
easat-4164	373	31	universally	universally	ADV
easat-4164	373	32	with	with	ADP
easat-4164	373	33	wild	wild	ADJ
easat-4164	373	34	abandon	abandon	NOUN
easat-4164	373	35	.	.	PUNCT
easat-4164	374	1	7.9	7.9	NUM
easat-4164	374	2	.	.	PUNCT
easat-4164	375	1	future	future	ADJ
easat-4164	375	2	directions	direction	NOUN
easat-4164	375	3	of	of	ADP
easat-4164	375	4	research	research	NOUN
easat-4164	375	5	the	the	DET
easat-4164	375	6	future	future	NOUN
easat-4164	375	7	of	of	ADP
easat-4164	375	8	sentiment	sentiment	NOUN
easat-4164	375	9	analysis	analysis	NOUN
easat-4164	375	10	is	be	AUX
easat-4164	375	11	full	full	ADJ
easat-4164	375	12	of	of	ADP
easat-4164	375	13	various	various	ADJ
easat-4164	375	14	ways	way	NOUN
easat-4164	375	15	in	in	ADP
easat-4164	375	16	which	which	PRON
easat-4164	375	17	the	the	DET
easat-4164	375	18	models	model	NOUN
easat-4164	375	19	could	could	AUX
easat-4164	375	20	be	be	AUX
easat-4164	375	21	further	far	ADV
easat-4164	375	22	improved	improve	VERB
easat-4164	375	23	and	and	CCONJ
easat-4164	375	24	innovated	innovate	VERB
easat-4164	375	25	.	.	PUNCT
easat-4164	376	1	this	this	PRON
easat-4164	376	2	includes	include	VERB
easat-4164	376	3	improving	improve	VERB
easat-4164	376	4	model	model	NOUN
easat-4164	376	5	accuracy	accuracy	NOUN
easat-4164	376	6	using	use	VERB
easat-4164	376	7	larger	large	ADJ
easat-4164	376	8	and	and	CCONJ
easat-4164	376	9	more	more	ADV
easat-4164	376	10	diverse	diverse	ADJ
easat-4164	376	11	datasets	dataset	NOUN
easat-4164	376	12	,	,	PUNCT
easat-4164	376	13	as	as	SCONJ
easat-4164	376	14	current	current	ADJ
easat-4164	376	15	models	model	NOUN
easat-4164	376	16	might	might	AUX
easat-4164	376	17	be	be	AUX
easat-4164	376	18	limited	limit	VERB
easat-4164	376	19	by	by	ADP
easat-4164	376	20	the	the	DET
easat-4164	376	21	volume	volume	NOUN
easat-4164	376	22	and	and	CCONJ
easat-4164	376	23	variety	variety	NOUN
easat-4164	376	24	of	of	ADP
easat-4164	376	25	data	datum	NOUN
easat-4164	376	26	available	available	ADJ
easat-4164	376	27	that	that	PRON
easat-4164	376	28	restricts	restrict	VERB
easat-4164	376	29	them	they	PRON
easat-4164	376	30	from	from	ADP
easat-4164	376	31	accurately	accurately	ADV
easat-4164	376	32	capturing	capture	VERB
easat-4164	376	33	nuanced	nuanced	ADJ
easat-4164	376	34	consumer	consumer	NOUN
easat-4164	376	35	sentiments	sentiment	NOUN
easat-4164	376	36	.	.	PUNCT
easat-4164	377	1	this	this	PRON
easat-4164	377	2	would	would	AUX
easat-4164	377	3	,	,	PUNCT
easat-4164	377	4	therefore	therefore	ADV
easat-4164	377	5	,	,	PUNCT
easat-4164	377	6	enable	enable	VERB
easat-4164	377	7	the	the	DET
easat-4164	377	8	researchers	researcher	NOUN
easat-4164	377	9	to	to	PART
easat-4164	377	10	make	make	VERB
easat-4164	377	11	more	more	ADJ
easat-4164	377	12	robust	robust	ADJ
easat-4164	377	13	models	model	NOUN
easat-4164	377	14	by	by	ADP
easat-4164	377	15	considering	consider	VERB
easat-4164	377	16	a	a	DET
easat-4164	377	17	wide	wide	ADJ
easat-4164	377	18	range	range	NOUN
easat-4164	377	19	of	of	ADP
easat-4164	377	20	demographics	demographic	NOUN
easat-4164	377	21	,	,	PUNCT
easat-4164	377	22	regions	region	NOUN
easat-4164	377	23	,	,	PUNCT
easat-4164	377	24	and	and	CCONJ
easat-4164	377	25	contexts	context	NOUN
easat-4164	377	26	that	that	PRON
easat-4164	377	27	are	be	AUX
easat-4164	377	28	more	more	ADV
easat-4164	377	29	representative	representative	NOUN
easat-4164	377	30	of	of	ADP
easat-4164	377	31	the	the	DET
easat-4164	377	32	complexity	complexity	NOUN
easat-4164	377	33	of	of	ADP
easat-4164	377	34	consumer	consumer	NOUN
easat-4164	377	35	behavior	behavior	NOUN
easat-4164	377	36	.	.	PUNCT
easat-4164	378	1	moreover	moreover	ADV
easat-4164	378	2	,	,	PUNCT
easat-4164	378	3	this	this	PRON
easat-4164	378	4	could	could	AUX
easat-4164	378	5	be	be	AUX
easat-4164	378	6	further	far	ADV
easat-4164	378	7	enriched	enrich	VERB
easat-4164	378	8	through	through	ADP
easat-4164	378	9	the	the	DET
easat-4164	378	10	inclusion	inclusion	NOUN
easat-4164	378	11	of	of	ADP
easat-4164	378	12	data	datum	NOUN
easat-4164	378	13	from	from	ADP
easat-4164	378	14	other	other	ADJ
easat-4164	378	15	sources	source	NOUN
easat-4164	378	16	,	,	PUNCT
easat-4164	378	17	such	such	ADJ
easat-4164	378	18	as	as	ADP
easat-4164	378	19	video	video	NOUN
easat-4164	378	20	content	content	NOUN
easat-4164	378	21	or	or	CCONJ
easat-4164	378	22	audio	audio	ADJ
easat-4164	378	23	feedback	feedback	NOUN
easat-4164	378	24	,	,	PUNCT
easat-4164	378	25	to	to	PART
easat-4164	378	26	offer	offer	VERB
easat-4164	378	27	deeper	deep	ADJ
easat-4164	378	28	insights	insight	NOUN
easat-4164	378	29	into	into	ADP
easat-4164	378	30	consumer	consumer	NOUN
easat-4164	378	31	emotions	emotion	NOUN
easat-4164	378	32	.	.	PUNCT
easat-4164	379	1	another	another	DET
easat-4164	379	2	development	development	NOUN
easat-4164	379	3	area	area	NOUN
easat-4164	379	4	is	be	AUX
easat-4164	379	5	real	real	ADJ
easat-4164	379	6	-	-	PUNCT
easat-4164	379	7	time	time	NOUN
easat-4164	379	8	sentiment	sentiment	NOUN
easat-4164	379	9	analysis	analysis	NOUN
easat-4164	379	10	,	,	PUNCT
easat-4164	379	11	integrated	integrate	VERB
easat-4164	379	12	with	with	ADP
easat-4164	379	13	other	other	ADJ
easat-4164	379	14	data	datum	NOUN
easat-4164	379	15	sources	source	NOUN
easat-4164	379	16	.	.	PUNCT
easat-4164	380	1	as	as	SCONJ
easat-4164	380	2	businesses	business	NOUN
easat-4164	380	3	continue	continue	VERB
easat-4164	380	4	to	to	PART
easat-4164	380	5	function	function	VERB
easat-4164	380	6	in	in	ADP
easat-4164	380	7	fast	fast	ADV
easat-4164	380	8	-	-	PUNCT
easat-4164	380	9	moving	move	VERB
easat-4164	380	10	environments	environment	NOUN
easat-4164	380	11	,	,	PUNCT
easat-4164	380	12	the	the	DET
easat-4164	380	13	ability	ability	NOUN
easat-4164	380	14	to	to	PART
easat-4164	380	15	evaluate	evaluate	VERB
easat-4164	380	16	sentiments	sentiment	NOUN
easat-4164	380	17	in	in	ADP
easat-4164	380	18	realtime	realtime	NOUN
easat-4164	380	19	will	will	AUX
easat-4164	380	20	mean	mean	VERB
easat-4164	380	21	a	a	DET
easat-4164	380	22	competitive	competitive	ADJ
easat-4164	380	23	advantage	advantage	NOUN
easat-4164	380	24	.	.	PUNCT
easat-4164	381	1	for	for	ADP
easat-4164	381	2	instance	instance	NOUN
easat-4164	381	3	,	,	PUNCT
easat-4164	381	4	this	this	PRON
easat-4164	381	5	could	could	AUX
easat-4164	381	6	involve	involve	VERB
easat-4164	381	7	the	the	DET
easat-4164	381	8	integration	integration	NOUN
easat-4164	381	9	of	of	ADP
easat-4164	381	10	real	real	ADJ
easat-4164	381	11	-	-	PUNCT
easat-4164	381	12	time	time	NOUN
easat-4164	381	13	sales	sale	NOUN
easat-4164	381	14	data	datum	NOUN
easat-4164	381	15	or	or	CCONJ
easat-4164	381	16	website	website	NOUN
easat-4164	381	17	analytics	analytic	NOUN
easat-4164	381	18	with	with	ADP
easat-4164	381	19	sentiment	sentiment	NOUN
easat-4164	381	20	analysis	analysis	NOUN
easat-4164	381	21	,	,	PUNCT
easat-4164	381	22	thus	thus	ADV
easat-4164	381	23	enabling	enable	VERB
easat-4164	381	24	companies	company	NOUN
easat-4164	381	25	to	to	PART
easat-4164	381	26	respond	respond	VERB
easat-4164	381	27	in	in	ADP
easat-4164	381	28	real	real	ADJ
easat-4164	381	29	-	-	PUNCT
easat-4164	381	30	time	time	NOUN
easat-4164	381	31	to	to	ADP
easat-4164	381	32	changes	change	NOUN
easat-4164	381	33	in	in	ADP
easat-4164	381	34	consumer	consumer	NOUN
easat-4164	381	35	opinion	opinion	NOUN
easat-4164	381	36	by	by	ADP
easat-4164	381	37	making	make	VERB
easat-4164	381	38	changes	change	NOUN
easat-4164	381	39	in	in	ADP
easat-4164	381	40	the	the	DET
easat-4164	381	41	way	way	NOUN
easat-4164	381	42	they	they	PRON
easat-4164	381	43	market	market	VERB
easat-4164	381	44	or	or	CCONJ
easat-4164	381	45	change	change	VERB
easat-4164	381	46	their	their	PRON
easat-4164	381	47	product	product	NOUN
easat-4164	381	48	mix	mix	NOUN
easat-4164	381	49	.	.	PUNCT
easat-4164	382	1	besides	besides	ADV
easat-4164	382	2	,	,	PUNCT
easat-4164	382	3	progress	progress	NOUN
easat-4164	382	4	with	with	ADP
easat-4164	382	5	nlp	nlp	NOUN
easat-4164	382	6	and	and	CCONJ
easat-4164	382	7	machine	machine	NOUN
easat-4164	382	8	-	-	PUNCT
easat-4164	382	9	learning	learn	VERB
easat-4164	382	10	techniques	technique	NOUN
easat-4164	382	11	is	be	AUX
easat-4164	382	12	another	another	DET
easat-4164	382	13	way	way	NOUN
easat-4164	382	14	of	of	ADP
easat-4164	382	15	continuous	continuous	ADJ
easat-4164	382	16	improvement	improvement	NOUN
easat-4164	382	17	to	to	PART
easat-4164	382	18	which	which	DET
easat-4164	382	19	effectiveness	effectiveness	NOUN
easat-4164	382	20	and	and	CCONJ
easat-4164	382	21	efficiency	efficiency	NOUN
easat-4164	382	22	by	by	ADP
easat-4164	382	23	which	which	PRON
easat-4164	382	24	sentiment	sentiment	NOUN
easat-4164	382	25	analysis	analysis	NOUN
easat-4164	382	26	can	can	AUX
easat-4164	382	27	function	function	VERB
easat-4164	382	28	,	,	PUNCT
easat-4164	382	29	therefore	therefore	ADV
easat-4164	382	30	becoming	become	VERB
easat-4164	382	31	more	more	ADV
easat-4164	382	32	palatable	palatable	ADJ
easat-4164	382	33	for	for	ADP
easat-4164	382	34	a	a	DET
easat-4164	382	35	business	business	NOUN
easat-4164	382	36	per	per	ADP
easat-4164	382	37	se	se	X
easat-4164	382	38	.	.	PUNCT
easat-4164	383	1	534	534	NUM
easat-4164	383	2	edelweiss	edelweiss	PROPN
easat-4164	383	3	applied	apply	VERB
easat-4164	383	4	science	science	NOUN
easat-4164	383	5	and	and	CCONJ
easat-4164	383	6	technology	technology	NOUN
easat-4164	383	7	issn	issn	PROPN
easat-4164	383	8	:	:	PUNCT
easat-4164	383	9	2576	2576	NUM
easat-4164	383	10	-	-	SYM
easat-4164	383	11	8484	8484	NUM
easat-4164	383	12	vol	vol	NOUN
easat-4164	383	13	.	.	PROPN
easat-4164	384	1	9	9	NUM
easat-4164	384	2	,	,	PUNCT
easat-4164	384	3	no	no	INTJ
easat-4164	384	4	.	.	NOUN
easat-4164	384	5	1	1	NUM
easat-4164	384	6	:	:	PUNCT
easat-4164	384	7	515	515	NUM
easat-4164	384	8	-	-	SYM
easat-4164	384	9	535	535	NUM
easat-4164	384	10	,	,	PUNCT
easat-4164	384	11	2025	2025	NUM
easat-4164	384	12	doi	doi	NOUN
easat-4164	384	13	:	:	PUNCT
easat-4164	384	14	10.55214/25768484.v9i1.4164	10.55214/25768484.v9i1.4164	NOUN
easat-4164	384	15	©	©	PROPN
easat-4164	384	16	2025	2025	NUM
easat-4164	384	17	by	by	ADP
easat-4164	384	18	the	the	DET
easat-4164	384	19	authors	author	NOUN
easat-4164	384	20	;	;	PUNCT
easat-4164	384	21	licensee	licensee	PROPN
easat-4164	384	22	learning	learning	NOUN
easat-4164	384	23	gate	gate	NOUN
easat-4164	384	24	8	8	NUM
easat-4164	384	25	.	.	PUNCT
easat-4164	385	1	conclusion	conclusion	NOUN
easat-4164	385	2	this	this	DET
easat-4164	385	3	research	research	NOUN
easat-4164	385	4	explored	explore	VERB
easat-4164	385	5	consumer	consumer	NOUN
easat-4164	385	6	sentiment	sentiment	NOUN
easat-4164	385	7	and	and	CCONJ
easat-4164	385	8	behavior	behavior	NOUN
easat-4164	385	9	trends	trend	NOUN
easat-4164	385	10	through	through	ADP
easat-4164	385	11	social	social	ADJ
easat-4164	385	12	media	medium	NOUN
easat-4164	385	13	data	datum	NOUN
easat-4164	385	14	with	with	ADP
easat-4164	385	15	particular	particular	ADJ
easat-4164	385	16	emphasis	emphasis	NOUN
easat-4164	385	17	on	on	ADP
easat-4164	385	18	platforms	platform	NOUN
easat-4164	385	19	popular	popular	ADJ
easat-4164	385	20	in	in	ADP
easat-4164	385	21	the	the	DET
easat-4164	385	22	usa	usa	PROPN
easat-4164	385	23	.	.	PUNCT
easat-4164	385	24	by	by	ADP
easat-4164	385	25	analyzing	analyze	VERB
easat-4164	385	26	various	various	ADJ
easat-4164	385	27	social	social	ADJ
easat-4164	385	28	media	medium	NOUN
easat-4164	385	29	channels	channel	NOUN
easat-4164	385	30	,	,	PUNCT
easat-4164	385	31	the	the	DET
easat-4164	385	32	study	study	NOUN
easat-4164	385	33	aimed	aim	VERB
easat-4164	385	34	to	to	PART
easat-4164	385	35	determine	determine	VERB
easat-4164	385	36	leading	lead	VERB
easat-4164	385	37	trends	trend	NOUN
easat-4164	385	38	that	that	PRON
easat-4164	385	39	drive	drive	VERB
easat-4164	385	40	consumer	consumer	NOUN
easat-4164	385	41	perception	perception	NOUN
easat-4164	385	42	and	and	CCONJ
easat-4164	385	43	behavior	behavior	NOUN
easat-4164	385	44	in	in	ADP
easat-4164	385	45	real	real	ADJ
easat-4164	385	46	-	-	PUNCT
easat-4164	385	47	time	time	NOUN
easat-4164	385	48	.	.	PUNCT
easat-4164	386	1	the	the	DET
easat-4164	386	2	present	present	ADJ
easat-4164	386	3	research	research	NOUN
easat-4164	386	4	focused	focus	VERB
easat-4164	386	5	on	on	ADP
easat-4164	386	6	the	the	DET
easat-4164	386	7	main	main	ADJ
easat-4164	386	8	social	social	ADJ
easat-4164	386	9	media	medium	NOUN
easat-4164	386	10	platforms	platform	NOUN
easat-4164	386	11	used	use	VERB
easat-4164	386	12	in	in	ADP
easat-4164	386	13	the	the	DET
easat-4164	386	14	usa	usa	PROPN
easat-4164	386	15	:	:	PUNCT
easat-4164	386	16	x	x	X
easat-4164	386	17	-	-	NOUN
easat-4164	386	18	twitter	twitter	NOUN
easat-4164	386	19	,	,	PUNCT
easat-4164	386	20	facebook	facebook	NOUN
easat-4164	386	21	,	,	PUNCT
easat-4164	386	22	instagram	instagram	PROPN
easat-4164	386	23	,	,	PUNCT
easat-4164	386	24	and	and	CCONJ
easat-4164	386	25	tiktok	tiktok	NOUN
easat-4164	386	26	.	.	PUNCT
easat-4164	387	1	sentiment	sentiment	NOUN
easat-4164	387	2	analysis	analysis	NOUN
easat-4164	387	3	data	datum	NOUN
easat-4164	387	4	was	be	AUX
easat-4164	387	5	gathered	gather	VERB
easat-4164	387	6	using	use	VERB
easat-4164	387	7	the	the	DET
easat-4164	387	8	usage	usage	NOUN
easat-4164	387	9	of	of	ADP
easat-4164	387	10	different	different	ADJ
easat-4164	387	11	social	social	ADJ
easat-4164	387	12	media	medium	NOUN
easat-4164	387	13	platforms	platform	NOUN
easat-4164	387	14	for	for	ADP
easat-4164	387	15	their	their	PRON
easat-4164	387	16	unique	unique	ADJ
easat-4164	387	17	features	feature	NOUN
easat-4164	387	18	and	and	CCONJ
easat-4164	387	19	apis	apis	ADJ
easat-4164	387	20	.	.	PUNCT
easat-4164	388	1	x	x	X
easat-4164	388	2	-	-	NOUN
easat-4164	388	3	twitter	twitter	NOUN
easat-4164	388	4	,	,	PUNCT
easat-4164	388	5	being	be	AUX
easat-4164	388	6	the	the	DET
easat-4164	388	7	most	most	ADV
easat-4164	388	8	useful	useful	ADJ
easat-4164	388	9	social	social	ADJ
easat-4164	388	10	media	medium	NOUN
easat-4164	388	11	platform	platform	NOUN
easat-4164	388	12	for	for	ADP
easat-4164	388	13	real	real	ADJ
easat-4164	388	14	-	-	PUNCT
easat-4164	388	15	time	time	NOUN
easat-4164	388	16	microblogging	microblogging	NOUN
easat-4164	388	17	,	,	PUNCT
easat-4164	388	18	provided	provide	VERB
easat-4164	388	19	a	a	DET
easat-4164	388	20	very	very	ADV
easat-4164	388	21	strong	strong	ADJ
easat-4164	388	22	api	api	NOUN
easat-4164	388	23	for	for	SCONJ
easat-4164	388	24	the	the	DET
easat-4164	388	25	analyst	analyst	NOUN
easat-4164	388	26	to	to	PART
easat-4164	388	27	access	access	VERB
easat-4164	388	28	the	the	DET
easat-4164	388	29	tweets	tweet	NOUN
easat-4164	388	30	,	,	PUNCT
easat-4164	388	31	user	user	NOUN
easat-4164	388	32	profiles	profile	NOUN
easat-4164	388	33	,	,	PUNCT
easat-4164	388	34	and	and	CCONJ
easat-4164	388	35	engagement	engagement	NOUN
easat-4164	388	36	metrics	metric	NOUN
easat-4164	388	37	,	,	PUNCT
easat-4164	388	38	which	which	PRON
easat-4164	388	39	is	be	AUX
easat-4164	388	40	very	very	ADV
easat-4164	388	41	good	good	ADJ
easat-4164	388	42	for	for	ADP
easat-4164	388	43	gathering	gather	VERB
easat-4164	388	44	public	public	ADJ
easat-4164	388	45	sentiment	sentiment	NOUN
easat-4164	388	46	and	and	CCONJ
easat-4164	388	47	trending	trend	VERB
easat-4164	388	48	topics	topic	NOUN
easat-4164	388	49	.	.	PUNCT
easat-4164	389	1	with	with	ADP
easat-4164	389	2	the	the	DET
easat-4164	389	3	high	high	ADJ
easat-4164	389	4	volume	volume	NOUN
easat-4164	389	5	of	of	ADP
easat-4164	389	6	users	user	NOUN
easat-4164	389	7	,	,	PUNCT
easat-4164	389	8	facebook	facebook	PROPN
easat-4164	389	9	exposed	expose	VERB
easat-4164	389	10	the	the	DET
easat-4164	389	11	graph	graph	NOUN
easat-4164	389	12	api	api	NOUN
easat-4164	389	13	,	,	PUNCT
easat-4164	389	14	which	which	PRON
easat-4164	389	15	allowed	allow	VERB
easat-4164	389	16	fetching	fetch	VERB
easat-4164	389	17	user	user	NOUN
easat-4164	389	18	interactions	interaction	NOUN
easat-4164	389	19	,	,	PUNCT
easat-4164	389	20	comments	comment	NOUN
easat-4164	389	21	,	,	PUNCT
easat-4164	389	22	and	and	CCONJ
easat-4164	389	23	reactions	reaction	NOUN
easat-4164	389	24	on	on	ADP
easat-4164	389	25	public	public	ADJ
easat-4164	389	26	posts	post	NOUN
easat-4164	389	27	,	,	PUNCT
easat-4164	389	28	giving	give	VERB
easat-4164	389	29	insight	insight	NOUN
easat-4164	389	30	into	into	ADP
easat-4164	389	31	consumer	consumer	NOUN
easat-4164	389	32	opinions	opinion	NOUN
easat-4164	389	33	and	and	CCONJ
easat-4164	389	34	brand	brand	NOUN
easat-4164	389	35	perception	perception	NOUN
easat-4164	389	36	.	.	PUNCT
easat-4164	390	1	also	also	ADV
easat-4164	390	2	,	,	PUNCT
easat-4164	390	3	instagram	instagram	PROPN
easat-4164	390	4	's	's	PART
easat-4164	390	5	api	api	NOUN
easat-4164	390	6	enabled	enable	VERB
easat-4164	390	7	the	the	DET
easat-4164	390	8	collection	collection	NOUN
easat-4164	390	9	of	of	ADP
easat-4164	390	10	visual	visual	ADJ
easat-4164	390	11	content	content	NOUN
easat-4164	390	12	along	along	ADP
easat-4164	390	13	with	with	ADP
easat-4164	390	14	captions	caption	NOUN
easat-4164	390	15	and	and	CCONJ
easat-4164	390	16	engagement	engagement	NOUN
easat-4164	390	17	data	datum	NOUN
easat-4164	390	18	,	,	PUNCT
easat-4164	390	19	enriching	enrich	VERB
easat-4164	390	20	the	the	DET
easat-4164	390	21	analysis	analysis	NOUN
easat-4164	390	22	with	with	ADP
easat-4164	390	23	multimodal	multimodal	ADJ
easat-4164	390	24	sentiment	sentiment	NOUN
easat-4164	390	25	insights	insight	NOUN
easat-4164	390	26	.	.	PUNCT
easat-4164	391	1	three	three	NUM
easat-4164	391	2	machine	machine	NOUN
easat-4164	391	3	learning	learning	NOUN
easat-4164	391	4	models	model	NOUN
easat-4164	391	5	were	be	AUX
easat-4164	391	6	used	use	VERB
easat-4164	391	7	,	,	PUNCT
easat-4164	391	8	most	most	ADV
easat-4164	391	9	notably	notably	ADV
easat-4164	391	10	,	,	PUNCT
easat-4164	391	11	logistic	logistic	ADJ
easat-4164	391	12	regression	regression	NOUN
easat-4164	391	13	,	,	PUNCT
easat-4164	391	14	random	random	ADJ
easat-4164	391	15	forest	forest	NOUN
easat-4164	391	16	classifier	classifier	NOUN
easat-4164	391	17	,	,	PUNCT
easat-4164	391	18	and	and	CCONJ
easat-4164	391	19	xg	xg	NOUN
easat-4164	391	20	-	-	PUNCT
easat-4164	391	21	boost	boost	NOUN
easat-4164	391	22	.	.	PUNCT
easat-4164	392	1	strategic	strategic	ADJ
easat-4164	392	2	metrics	metric	NOUN
easat-4164	392	3	were	be	AUX
easat-4164	392	4	used	use	VERB
easat-4164	392	5	to	to	PART
easat-4164	392	6	evaluate	evaluate	VERB
easat-4164	392	7	the	the	DET
easat-4164	392	8	performance	performance	NOUN
easat-4164	392	9	of	of	ADP
easat-4164	392	10	the	the	DET
easat-4164	392	11	model	model	NOUN
easat-4164	392	12	:	:	PUNCT
easat-4164	392	13	accuracy	accuracy	NOUN
easat-4164	392	14	,	,	PUNCT
easat-4164	392	15	precision	precision	NOUN
easat-4164	392	16	,	,	PUNCT
easat-4164	392	17	recall	recall	NOUN
easat-4164	392	18	,	,	PUNCT
easat-4164	392	19	and	and	CCONJ
easat-4164	392	20	f1	f1	NOUN
easat-4164	392	21	-	-	PUNCT
easat-4164	392	22	score	score	NOUN
easat-4164	392	23	.	.	PUNCT
easat-4164	393	1	with	with	ADP
easat-4164	393	2	a	a	DET
easat-4164	393	3	perfect	perfect	ADJ
easat-4164	393	4	score	score	NOUN
easat-4164	393	5	for	for	ADP
easat-4164	393	6	the	the	DET
easat-4164	393	7	two	two	NUM
easat-4164	393	8	algorithms	algorithm	NOUN
easat-4164	393	9	,	,	PUNCT
easat-4164	393	10	xg	xg	NOUN
easat-4164	393	11	-	-	PUNCT
easat-4164	393	12	boost	boost	NOUN
easat-4164	393	13	and	and	CCONJ
easat-4164	393	14	logistic	logistic	ADJ
easat-4164	393	15	regression	regression	NOUN
easat-4164	393	16	were	be	AUX
easat-4164	393	17	perfectly	perfectly	ADV
easat-4164	393	18	able	able	ADJ
easat-4164	393	19	to	to	PART
easat-4164	393	20	classify	classify	VERB
easat-4164	393	21	on	on	ADP
easat-4164	393	22	all	all	DET
easat-4164	393	23	metrics	metric	NOUN
easat-4164	393	24	,	,	PUNCT
easat-4164	393	25	while	while	SCONJ
easat-4164	393	26	random	random	ADJ
easat-4164	393	27	forest	forest	NOUN
easat-4164	393	28	classifier	classifier	NOUN
easat-4164	393	29	had	have	VERB
easat-4164	393	30	high	high	ADJ
easat-4164	393	31	scores	score	NOUN
easat-4164	393	32	close	close	ADV
easat-4164	393	33	to	to	ADP
easat-4164	393	34	the	the	DET
easat-4164	393	35	other	other	ADJ
easat-4164	393	36	two	two	NUM
easat-4164	393	37	models	model	NOUN
easat-4164	393	38	,	,	PUNCT
easat-4164	393	39	though	though	SCONJ
easat-4164	393	40	a	a	DET
easat-4164	393	41	little	little	ADJ
easat-4164	393	42	lower	low	ADJ
easat-4164	393	43	in	in	ADP
easat-4164	393	44	some	some	DET
easat-4164	393	45	metrics	metric	NOUN
easat-4164	393	46	than	than	ADP
easat-4164	393	47	the	the	DET
easat-4164	393	48	other	other	ADJ
easat-4164	393	49	two	two	NUM
easat-4164	393	50	.	.	PUNCT
easat-4164	394	1	the	the	DET
easat-4164	394	2	results	result	NOUN
easat-4164	394	3	of	of	ADP
easat-4164	394	4	sentiment	sentiment	NOUN
easat-4164	394	5	analysis	analysis	NOUN
easat-4164	394	6	will	will	AUX
easat-4164	394	7	provide	provide	VERB
easat-4164	394	8	actionable	actionable	ADJ
easat-4164	394	9	insights	insight	NOUN
easat-4164	394	10	for	for	ADP
easat-4164	394	11	businesses	business	NOUN
easat-4164	394	12	that	that	PRON
easat-4164	394	13	want	want	VERB
easat-4164	394	14	to	to	PART
easat-4164	394	15	improve	improve	VERB
easat-4164	394	16	their	their	PRON
easat-4164	394	17	positioning	positioning	NOUN
easat-4164	394	18	in	in	ADP
easat-4164	394	19	the	the	DET
easat-4164	394	20	market	market	NOUN
easat-4164	394	21	.	.	PUNCT
easat-4164	395	1	by	by	ADP
easat-4164	395	2	interpreting	interpret	VERB
easat-4164	395	3	the	the	DET
easat-4164	395	4	data	datum	NOUN
easat-4164	395	5	on	on	ADP
easat-4164	395	6	sentiment	sentiment	NOUN
easat-4164	395	7	,	,	PUNCT
easat-4164	395	8	companies	company	NOUN
easat-4164	395	9	in	in	ADP
easat-4164	395	10	the	the	DET
easat-4164	395	11	usa	usa	PROPN
easat-4164	395	12	can	can	AUX
easat-4164	395	13	identify	identify	VERB
easat-4164	395	14	strengths	strength	NOUN
easat-4164	395	15	and	and	CCONJ
easat-4164	395	16	weaknesses	weakness	NOUN
easat-4164	395	17	in	in	ADP
easat-4164	395	18	their	their	PRON
easat-4164	395	19	offerings	offering	NOUN
easat-4164	395	20	and	and	CCONJ
easat-4164	395	21	make	make	VERB
easat-4164	395	22	targeted	targeted	ADJ
easat-4164	395	23	improvements	improvement	NOUN
easat-4164	395	24	.	.	PUNCT
easat-4164	396	1	sentiment	sentiment	NOUN
easat-4164	396	2	analysis	analysis	NOUN
easat-4164	396	3	has	have	AUX
easat-4164	396	4	proved	prove	VERB
easat-4164	396	5	a	a	DET
easat-4164	396	6	crucial	crucial	ADJ
easat-4164	396	7	tool	tool	NOUN
easat-4164	396	8	for	for	ADP
easat-4164	396	9	us	us	PROPN
easat-4164	396	10	businesses	business	NOUN
easat-4164	396	11	in	in	ADP
easat-4164	396	12	further	far	ADV
easat-4164	396	13	improving	improve	VERB
easat-4164	396	14	marketing	marketing	NOUN
easat-4164	396	15	and	and	CCONJ
easat-4164	396	16	customer	customer	NOUN
easat-4164	396	17	engagement	engagement	NOUN
easat-4164	396	18	.	.	PUNCT
easat-4164	397	1	sentiment	sentiment	NOUN
easat-4164	397	2	analysis	analysis	NOUN
easat-4164	397	3	will	will	AUX
easat-4164	397	4	help	help	VERB
easat-4164	397	5	companies	company	NOUN
easat-4164	397	6	in	in	ADP
easat-4164	397	7	the	the	DET
easat-4164	397	8	usa	usa	PROPN
easat-4164	397	9	create	create	VERB
easat-4164	397	10	a	a	DET
easat-4164	397	11	meaningful	meaningful	ADJ
easat-4164	397	12	understanding	understanding	NOUN
easat-4164	397	13	of	of	ADP
easat-4164	397	14	the	the	DET
easat-4164	397	15	perceptions	perception	NOUN
easat-4164	397	16	of	of	ADP
easat-4164	397	17	the	the	DET
easat-4164	397	18	general	general	ADJ
easat-4164	397	19	public	public	NOUN
easat-4164	397	20	about	about	ADP
easat-4164	397	21	its	its	PRON
easat-4164	397	22	products	product	NOUN
easat-4164	397	23	and	and	CCONJ
easat-4164	397	24	services	service	NOUN
easat-4164	397	25	.	.	PUNCT
easat-4164	398	1	transparency	transparency	NOUN
easat-4164	398	2	:	:	PUNCT
easat-4164	398	3	the	the	DET
easat-4164	398	4	authors	author	NOUN
easat-4164	398	5	confirm	confirm	VERB
easat-4164	398	6	that	that	SCONJ
easat-4164	398	7	the	the	DET
easat-4164	398	8	manuscript	manuscript	NOUN
easat-4164	398	9	is	be	AUX
easat-4164	398	10	an	an	DET
easat-4164	398	11	honest	honest	ADJ
easat-4164	398	12	,	,	PUNCT
easat-4164	398	13	accurate	accurate	ADJ
easat-4164	398	14	,	,	PUNCT
easat-4164	398	15	and	and	CCONJ
easat-4164	398	16	transparent	transparent	ADJ
easat-4164	398	17	account	account	NOUN
easat-4164	398	18	of	of	ADP
easat-4164	398	19	the	the	DET
easat-4164	398	20	study	study	NOUN
easat-4164	398	21	;	;	PUNCT
easat-4164	398	22	that	that	SCONJ
easat-4164	398	23	no	no	DET
easat-4164	398	24	vital	vital	ADJ
easat-4164	398	25	features	feature	NOUN
easat-4164	398	26	of	of	ADP
easat-4164	398	27	the	the	DET
easat-4164	398	28	study	study	NOUN
easat-4164	398	29	have	have	AUX
easat-4164	398	30	been	be	AUX
easat-4164	398	31	omitted	omit	VERB
easat-4164	398	32	;	;	PUNCT
easat-4164	398	33	and	and	CCONJ
easat-4164	398	34	that	that	SCONJ
easat-4164	398	35	any	any	DET
easat-4164	398	36	discrepancies	discrepancy	NOUN
easat-4164	398	37	from	from	ADP
easat-4164	398	38	the	the	DET
easat-4164	398	39	study	study	NOUN
easat-4164	398	40	as	as	SCONJ
easat-4164	398	41	planned	plan	VERB
easat-4164	398	42	have	have	AUX
easat-4164	398	43	been	be	AUX
easat-4164	398	44	explained	explain	VERB
easat-4164	398	45	.	.	PUNCT
easat-4164	399	1	this	this	DET
easat-4164	399	2	study	study	NOUN
easat-4164	399	3	followed	follow	VERB
easat-4164	399	4	all	all	DET
easat-4164	399	5	ethical	ethical	ADJ
easat-4164	399	6	practices	practice	NOUN
easat-4164	399	7	during	during	ADP
easat-4164	399	8	writing	writing	NOUN
easat-4164	399	9	.	.	PUNCT
easat-4164	400	1	copyright	copyright	NOUN
easat-4164	400	2	:	:	PUNCT
easat-4164	400	3	©	©	PROPN
easat-4164	400	4	2025	2025	NUM
easat-4164	400	5	by	by	ADP
easat-4164	400	6	the	the	DET
easat-4164	400	7	authors	author	NOUN
easat-4164	400	8	.	.	PUNCT
easat-4164	401	1	this	this	DET
easat-4164	401	2	open	open	ADJ
easat-4164	401	3	-	-	PUNCT
easat-4164	401	4	access	access	NOUN
easat-4164	401	5	article	article	NOUN
easat-4164	401	6	is	be	AUX
easat-4164	401	7	distributed	distribute	VERB
easat-4164	401	8	under	under	ADP
easat-4164	401	9	the	the	DET
easat-4164	401	10	terms	term	NOUN
easat-4164	401	11	and	and	CCONJ
easat-4164	401	12	conditions	condition	NOUN
easat-4164	401	13	of	of	ADP
easat-4164	401	14	the	the	DET
easat-4164	401	15	creative	creative	ADJ
easat-4164	401	16	commons	common	NOUN
easat-4164	401	17	attribution	attribution	NOUN
easat-4164	401	18	(	(	PUNCT
easat-4164	401	19	cc	cc	NOUN
easat-4164	401	20	by	by	ADP
easat-4164	401	21	)	)	PUNCT
easat-4164	401	22	license	license	NOUN
easat-4164	401	23	(	(	PUNCT
easat-4164	401	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-4164	401	25	)	)	PUNCT
easat-4164	401	26	.	.	PUNCT
easat-4164	402	1	references	reference	NOUN
easat-4164	402	2	[	[	X
easat-4164	402	3	1	1	NUM
easat-4164	402	4	]	]	PUNCT
easat-4164	402	5	r.	r.	PROPN
easat-4164	402	6	e.	e.	PROPN
easat-4164	402	7	r.	r.	PROPN
easat-4164	402	8	shawon	shawon	PROPN
easat-4164	402	9	et	et	PROPN
easat-4164	402	10	al	al	PROPN
easat-4164	402	11	.	.	PROPN
easat-4164	402	12	,	,	PUNCT
easat-4164	402	13	"	"	PUNCT
easat-4164	402	14	assessing	assess	VERB
easat-4164	402	15	geopolitical	geopolitical	ADJ
easat-4164	402	16	risks	risk	NOUN
easat-4164	402	17	and	and	CCONJ
easat-4164	402	18	their	their	PRON
easat-4164	402	19	economic	economic	ADJ
easat-4164	402	20	impact	impact	NOUN
easat-4164	402	21	on	on	ADP
easat-4164	402	22	the	the	DET
easat-4164	402	23	usa	usa	PROPN
easat-4164	402	24	using	use	VERB
easat-4164	402	25	data	datum	NOUN
easat-4164	402	26	analytics	analytic	NOUN
easat-4164	402	27	,	,	PUNCT
easat-4164	402	28	"	"	PUNCT
easat-4164	402	29	journal	journal	NOUN
easat-4164	402	30	of	of	ADP
easat-4164	402	31	economics	economic	NOUN
easat-4164	402	32	,	,	PUNCT
easat-4164	402	33	finance	finance	NOUN
easat-4164	402	34	and	and	CCONJ
easat-4164	402	35	accounting	accounting	NOUN
easat-4164	402	36	studies	study	NOUN
easat-4164	402	37	,	,	PUNCT
easat-4164	402	38	vol	vol	NOUN
easat-4164	402	39	.	.	PROPN
easat-4164	402	40	6	6	NUM
easat-4164	402	41	,	,	PUNCT
easat-4164	402	42	no	no	INTJ
easat-4164	402	43	.	.	NOUN
easat-4164	402	44	6	6	NUM
easat-4164	402	45	,	,	PUNCT
easat-4164	402	46	pp	pp	ADJ
easat-4164	402	47	.	.	PUNCT
easat-4164	403	1	05	05	NUM
easat-4164	403	2	-	-	SYM
easat-4164	403	3	16	16	NUM
easat-4164	403	4	,	,	PUNCT
easat-4164	403	5	2024	2024	NUM
easat-4164	403	6	.	.	PUNCT
easat-4164	404	1	https://doi.org/10.32996/jefas.2024.6.6.2	https://doi.org/10.32996/jefas.2024.6.6.2	NOUN
easat-4164	405	1	[	[	X
easat-4164	405	2	2	2	NUM
easat-4164	405	3	]	]	PUNCT
easat-4164	405	4	m.	m.	PROPN
easat-4164	405	5	r.	r.	PROPN
easat-4164	405	6	hasan	hasan	PROPN
easat-4164	405	7	and	and	CCONJ
easat-4164	405	8	j.	j.	PROPN
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easat-4164	405	19	in	in	ADP
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easat-4164	405	21	movie	movie	NOUN
easat-4164	405	22	recommendation	recommendation	NOUN
easat-4164	405	23	system	system	NOUN
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easat-4164	405	46	.	.	PROPN
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easat-4164	405	50	.	.	NOUN
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easat-4164	405	52	,	,	PUNCT
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easat-4164	405	54	.	.	PUNCT
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easat-4164	406	2	-	-	SYM
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easat-4164	406	4	,	,	PUNCT
easat-4164	406	5	2024	2024	NUM
easat-4164	406	6	.	.	PUNCT
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easat-4164	407	3	3	3	NUM
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easat-4164	408	3	and	and	CCONJ
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easat-4164	408	5	.	.	PUNCT
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easat-4164	409	12	a	a	DET
easat-4164	409	13	systematic	systematic	ADJ
easat-4164	409	14	review	review	NOUN
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easat-4164	409	28	6	6	NUM
easat-4164	409	29	,	,	PUNCT
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easat-4164	409	32	,	,	PUNCT
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easat-4164	411	2	4	4	NUM
easat-4164	411	3	]	]	PUNCT
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easat-4164	411	5	r.	r.	PROPN
easat-4164	411	6	buiya	buiya	PROPN
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easat-4164	411	9	.	.	PROPN
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easat-4164	411	43	,	,	PUNCT
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easat-4164	411	45	.	.	PUNCT
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easat-4164	412	2	-	-	SYM
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easat-4164	412	4	,	,	PUNCT
easat-4164	412	5	2024	2024	NUM
easat-4164	412	6	.	.	PUNCT
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easat-4164	413	44	.	.	PUNCT
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easat-4164	413	46	-	-	SYM
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easat-4164	413	48	,	,	PUNCT
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easat-4164	413	50	.	.	PUNCT
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easat-4164	415	2	-	-	SYM
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easat-4164	415	4	,	,	PUNCT
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easat-4164	415	6	.	.	PUNCT
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easat-4164	417	6	:	:	PUNCT
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easat-4164	417	8	-	-	SYM
easat-4164	417	9	535	535	NUM
easat-4164	417	10	,	,	PUNCT
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easat-4164	418	2	7	7	NUM
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easat-4164	419	2	-	-	SYM
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easat-4164	420	40	,	,	PUNCT
easat-4164	420	41	vol	vol	NOUN
easat-4164	420	42	.	.	PROPN
easat-4164	420	43	2	2	NUM
easat-4164	420	44	,	,	PUNCT
easat-4164	420	45	no	no	INTJ
easat-4164	420	46	.	.	NOUN
easat-4164	420	47	6	6	NUM
easat-4164	420	48	,	,	PUNCT
easat-4164	420	49	pp	pp	ADJ
easat-4164	420	50	.	.	PUNCT
easat-4164	421	1	250	250	NUM
easat-4164	421	2	-	-	SYM
easat-4164	421	3	272	272	NUM
easat-4164	421	4	,	,	PUNCT
easat-4164	421	5	2024	2024	NUM
easat-4164	421	6	.	.	PUNCT
easat-4164	422	1	https://doi.org/10.51594/gjabr.v2i6.49	https://doi.org/10.51594/gjabr.v2i6.49	X
easat-4164	423	1	[	[	X
easat-4164	423	2	9	9	NUM
easat-4164	423	3	]	]	PUNCT
easat-4164	423	4	s.	s.	PROPN
easat-4164	423	5	k.	k.	PROPN
easat-4164	423	6	shil	shil	PROPN
easat-4164	423	7	et	et	PROPN
easat-4164	423	8	al	al	PROPN
easat-4164	423	9	.	.	PROPN
easat-4164	423	10	,	,	PUNCT
easat-4164	423	11	"	"	PUNCT
easat-4164	423	12	forecasting	forecast	VERB
easat-4164	423	13	electric	electric	ADJ
easat-4164	423	14	vehicle	vehicle	NOUN
easat-4164	423	15	adoption	adoption	NOUN
easat-4164	423	16	in	in	ADP
easat-4164	423	17	the	the	DET
easat-4164	423	18	usa	usa	PROPN
easat-4164	423	19	using	use	VERB
easat-4164	423	20	machine	machine	NOUN
easat-4164	423	21	learning	learning	NOUN
easat-4164	423	22	models	model	NOUN
easat-4164	423	23	,	,	PUNCT
easat-4164	423	24	"	"	PUNCT
easat-4164	423	25	journal	journal	NOUN
easat-4164	423	26	of	of	ADP
easat-4164	423	27	computer	computer	NOUN
easat-4164	423	28	science	science	NOUN
easat-4164	423	29	and	and	CCONJ
easat-4164	423	30	technology	technology	NOUN
easat-4164	423	31	studies	study	NOUN
easat-4164	423	32	,	,	PUNCT
easat-4164	423	33	vol	vol	NOUN
easat-4164	423	34	.	.	PROPN
easat-4164	424	1	6	6	NUM
easat-4164	424	2	,	,	PUNCT
easat-4164	424	3	no	no	INTJ
easat-4164	424	4	.	.	NOUN
easat-4164	424	5	5	5	NUM
easat-4164	424	6	,	,	PUNCT
easat-4164	424	7	pp	pp	ADJ
easat-4164	424	8	.	.	PUNCT
easat-4164	425	1	61	61	NUM
easat-4164	425	2	-	-	SYM
easat-4164	425	3	74	74	NUM
easat-4164	425	4	,	,	PUNCT
easat-4164	425	5	2024	2024	NUM
easat-4164	425	6	.	.	PUNCT
easat-4164	425	7	https://doi.org/10.32996/jcsts.2024.6.5.6	https://doi.org/10.32996/jcsts.2024.6.5.6	PUNCT
easat-4164	426	1	[	[	X
easat-4164	426	2	10	10	NUM
easat-4164	426	3	]	]	PUNCT
easat-4164	426	4	m.	m.	PROPN
easat-4164	426	5	f.	f.	PROPN
easat-4164	426	6	i.	i.	PROPN
easat-4164	426	7	sumon	sumon	PROPN
easat-4164	426	8	et	et	PROPN
easat-4164	426	9	al	al	PROPN
easat-4164	426	10	.	.	PROPN
easat-4164	426	11	,	,	PUNCT
easat-4164	426	12	"	"	PUNCT
easat-4164	426	13	environmental	environmental	ADJ
easat-4164	426	14	and	and	CCONJ
easat-4164	426	15	socio	socio	NOUN
easat-4164	426	16	-	-	PUNCT
easat-4164	426	17	economic	economic	ADJ
easat-4164	426	18	impact	impact	NOUN
easat-4164	426	19	assessment	assessment	NOUN
easat-4164	426	20	of	of	ADP
easat-4164	426	21	renewable	renewable	ADJ
easat-4164	426	22	energy	energy	NOUN
easat-4164	426	23	using	use	VERB
easat-4164	426	24	machine	machine	NOUN
easat-4164	426	25	learning	learning	NOUN
easat-4164	426	26	models	model	NOUN
easat-4164	426	27	,	,	PUNCT
easat-4164	426	28	"	"	PUNCT
easat-4164	426	29	journal	journal	NOUN
easat-4164	426	30	of	of	ADP
easat-4164	426	31	economics	economic	NOUN
easat-4164	426	32	,	,	PUNCT
easat-4164	426	33	finance	finance	NOUN
easat-4164	426	34	and	and	CCONJ
easat-4164	426	35	accounting	accounting	NOUN
easat-4164	426	36	studies	study	NOUN
easat-4164	426	37	,	,	PUNCT
easat-4164	426	38	vol	vol	NOUN
easat-4164	426	39	.	.	PROPN
easat-4164	426	40	6	6	NUM
easat-4164	426	41	,	,	PUNCT
easat-4164	426	42	no	no	INTJ
easat-4164	426	43	.	.	NOUN
easat-4164	426	44	5	5	NUM
easat-4164	426	45	,	,	PUNCT
easat-4164	426	46	pp	pp	ADJ
easat-4164	426	47	.	.	PUNCT
easat-4164	427	1	112	112	NUM
easat-4164	427	2	-	-	SYM
easat-4164	427	3	122	122	NUM
easat-4164	427	4	,	,	PUNCT
easat-4164	427	5	2024	2024	NUM
easat-4164	427	6	.	.	PUNCT
easat-4164	428	1	https://doi.org/10.32996/jefas.2024.6.5.13	https://doi.org/10.32996/jefas.2024.6.5.13	NOUN
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easat-4164	428	3	11	11	NUM
easat-4164	428	4	]	]	PUNCT
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easat-4164	428	7	et	et	PROPN
easat-4164	428	8	al	al	PROPN
easat-4164	428	9	.	.	PROPN
easat-4164	428	10	,	,	PUNCT
easat-4164	428	11	"	"	PUNCT
easat-4164	428	12	leveraging	leverage	VERB
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easat-4164	428	14	learning	learn	VERB
easat-4164	428	15	for	for	ADP
easat-4164	428	16	resource	resource	NOUN
easat-4164	428	17	optimization	optimization	NOUN
easat-4164	428	18	in	in	ADP
easat-4164	428	19	usa	usa	PROPN
easat-4164	428	20	data	datum	NOUN
easat-4164	428	21	centers	center	NOUN
easat-4164	428	22	:	:	PUNCT
easat-4164	428	23	a	a	DET
easat-4164	428	24	focus	focus	NOUN
easat-4164	428	25	on	on	ADP
easat-4164	428	26	incomplete	incomplete	ADJ
easat-4164	428	27	data	datum	NOUN
easat-4164	428	28	and	and	CCONJ
easat-4164	428	29	business	business	NOUN
easat-4164	428	30	development	development	NOUN
easat-4164	428	31	,	,	PUNCT
easat-4164	428	32	"	"	PUNCT
easat-4164	428	33	the	the	DET
easat-4164	428	34	american	american	PROPN
easat-4164	428	35	journal	journal	PROPN
easat-4164	428	36	of	of	ADP
easat-4164	428	37	engineering	engineering	NOUN
easat-4164	428	38	and	and	CCONJ
easat-4164	428	39	technology	technology	NOUN
easat-4164	428	40	,	,	PUNCT
easat-4164	428	41	vol	vol	NOUN
easat-4164	428	42	.	.	PROPN
easat-4164	428	43	6	6	NUM
easat-4164	428	44	,	,	PUNCT
easat-4164	428	45	no	no	INTJ
easat-4164	428	46	.	.	NOUN
easat-4164	428	47	12	12	NUM
easat-4164	428	48	,	,	PUNCT
easat-4164	428	49	pp	pp	ADJ
easat-4164	428	50	.	.	PUNCT
easat-4164	429	1	119	119	NUM
easat-4164	429	2	-	-	SYM
easat-4164	429	3	140	140	NUM
easat-4164	429	4	,	,	PUNCT
easat-4164	429	5	2024	2024	NUM
easat-4164	429	6	.	.	PUNCT
easat-4164	430	1	https://doi.org/10.37547/tajet/volume06issue12-12	https://doi.org/10.37547/tajet/volume06issue12-12	NOUN
easat-4164	431	1	[	[	X
easat-4164	431	2	12	12	NUM
easat-4164	431	3	]	]	PUNCT
easat-4164	431	4	p.	p.	PROPN
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easat-4164	431	6	-	-	PUNCT
easat-4164	431	7	núñez	núñez	PROPN
easat-4164	431	8	,	,	PUNCT
easat-4164	431	9	m.	m.	NOUN
easat-4164	431	10	j.	j.	PROPN
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easat-4164	431	12	,	,	PUNCT
easat-4164	431	13	c.	c.	PROPN
easat-4164	431	14	de	de	PROPN
easat-4164	431	15	las	las	PROPN
easat-4164	431	16	heras	heras	PROPN
easat-4164	431	17	-	-	PROPN
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easat-4164	431	19	,	,	PUNCT
easat-4164	431	20	j.	j.	PROPN
easat-4164	431	21	i.	i.	PROPN
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easat-4164	431	23	,	,	PUNCT
easat-4164	431	24	and	and	CCONJ
easat-4164	431	25	e.	e.	PROPN
easat-4164	431	26	herrera	herrera	PROPN
easat-4164	431	27	-	-	PUNCT
easat-4164	431	28	viedma	viedma	NOUN
easat-4164	431	29	,	,	PUNCT
easat-4164	431	30	"	"	PUNCT
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easat-4164	431	32	mining	mining	NOUN
easat-4164	431	33	,	,	PUNCT
easat-4164	431	34	sentiment	sentiment	NOUN
easat-4164	431	35	analysis	analysis	NOUN
easat-4164	431	36	and	and	CCONJ
easat-4164	431	37	emotion	emotion	NOUN
easat-4164	431	38	understanding	understanding	NOUN
easat-4164	431	39	in	in	ADP
easat-4164	431	40	advertising	advertising	NOUN
easat-4164	431	41	:	:	PUNCT
easat-4164	431	42	a	a	DET
easat-4164	431	43	bibliometric	bibliometric	ADJ
easat-4164	431	44	analysis	analysis	NOUN
easat-4164	431	45	,	,	PUNCT
easat-4164	431	46	"	"	PUNCT
easat-4164	431	47	ieee	ieee	NOUN
easat-4164	431	48	access	access	NOUN
easat-4164	431	49	,	,	PUNCT
easat-4164	431	50	vol	vol	NOUN
easat-4164	431	51	.	.	PROPN
easat-4164	431	52	8	8	NUM
easat-4164	431	53	,	,	PUNCT
easat-4164	431	54	pp	pp	ADJ
easat-4164	431	55	.	.	PUNCT
easat-4164	431	56	134563	134563	NUM
easat-4164	431	57	-	-	SYM
easat-4164	431	58	134576	134576	NUM
easat-4164	431	59	,	,	PUNCT
easat-4164	431	60	2020	2020	NUM
easat-4164	431	61	.	.	PUNCT
easat-4164	432	1	https://doi.org/10.1109/access.2020.3009482	https://doi.org/10.1109/access.2020.3009482	PROPN
easat-4164	432	2	[	[	X
easat-4164	432	3	13	13	NUM
easat-4164	432	4	]	]	PUNCT
easat-4164	432	5	k.	k.	PROPN
easat-4164	432	6	chaudhary	chaudhary	PROPN
easat-4164	432	7	,	,	PUNCT
easat-4164	432	8	m.	m.	PROPN
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easat-4164	432	10	,	,	PUNCT
easat-4164	432	11	m.	m.	PROPN
easat-4164	432	12	s.	s.	PROPN
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easat-4164	432	14	-	-	PUNCT
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easat-4164	432	16	,	,	PUNCT
easat-4164	432	17	and	and	CCONJ
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easat-4164	432	19	gumaei	gumaei	PROPN
easat-4164	432	20	,	,	PUNCT
easat-4164	432	21	"	"	PUNCT
easat-4164	432	22	machine	machine	NOUN
easat-4164	432	23	learning	learning	NOUN
easat-4164	432	24	-	-	PUNCT
easat-4164	432	25	based	base	VERB
easat-4164	432	26	mathematical	mathematical	ADJ
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easat-4164	432	28	for	for	ADP
easat-4164	432	29	prediction	prediction	NOUN
easat-4164	432	30	of	of	ADP
easat-4164	432	31	social	social	ADJ
easat-4164	432	32	media	medium	NOUN
easat-4164	432	33	consumer	consumer	NOUN
easat-4164	432	34	behavior	behavior	NOUN
easat-4164	432	35	using	use	VERB
easat-4164	432	36	big	big	ADJ
easat-4164	432	37	data	datum	NOUN
easat-4164	432	38	analytics	analytic	NOUN
easat-4164	432	39	,	,	PUNCT
easat-4164	432	40	"	"	PUNCT
easat-4164	432	41	journal	journal	NOUN
easat-4164	432	42	of	of	ADP
easat-4164	432	43	big	big	ADJ
easat-4164	432	44	data	datum	NOUN
easat-4164	432	45	,	,	PUNCT
easat-4164	432	46	vol	vol	NOUN
easat-4164	432	47	.	.	PROPN
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easat-4164	432	49	,	,	PUNCT
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easat-4164	432	52	1	1	NUM
easat-4164	432	53	,	,	PUNCT
easat-4164	432	54	p.	p.	NOUN
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easat-4164	432	56	,	,	PUNCT
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easat-4164	432	58	.	.	PUNCT
easat-4164	433	1	https://doi.org/10.1186/s40537-021-00466-2	https://doi.org/10.1186/s40537-021-00466-2	NOUN
easat-4164	434	1	[	[	X
easat-4164	434	2	14	14	NUM
easat-4164	434	3	]	]	PUNCT
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easat-4164	434	5	a.	a.	PROPN
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easat-4164	434	9	al	al	PROPN
easat-4164	434	10	.	.	PROPN
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easat-4164	434	12	"	"	PUNCT
easat-4164	434	13	artificial	artificial	ADJ
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easat-4164	434	15	in	in	ADP
easat-4164	434	16	socioeconomic	socioeconomic	ADJ
easat-4164	434	17	research	research	NOUN
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easat-4164	434	19	identifying	identify	VERB
easat-4164	434	20	key	key	ADJ
easat-4164	434	21	drivers	driver	NOUN
easat-4164	434	22	of	of	ADP
easat-4164	434	23	unemployment	unemployment	NOUN
easat-4164	434	24	inequality	inequality	NOUN
easat-4164	434	25	in	in	ADP
easat-4164	434	26	the	the	DET
easat-4164	434	27	us	us	PROPN
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easat-4164	434	29	"	"	PUNCT
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easat-4164	434	40	.	.	PROPN
easat-4164	434	41	6	6	NUM
easat-4164	434	42	,	,	PUNCT
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easat-4164	434	44	.	.	NOUN
easat-4164	434	45	5	5	NUM
easat-4164	434	46	,	,	PUNCT
easat-4164	434	47	pp	pp	ADJ
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easat-4164	435	1	54	54	NUM
easat-4164	435	2	-	-	SYM
easat-4164	435	3	65	65	NUM
easat-4164	435	4	,	,	PUNCT
easat-4164	435	5	2024	2024	NUM
easat-4164	435	6	.	.	PUNCT
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easat-4164	436	2	15	15	NUM
easat-4164	436	3	]	]	PUNCT
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easat-4164	436	7	s.	s.	PROPN
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easat-4164	436	10	and	and	CCONJ
easat-4164	436	11	r.	r.	PROPN
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easat-4164	436	13	,	,	PUNCT
easat-4164	436	14	"	"	PUNCT
easat-4164	436	15	a	a	DET
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easat-4164	436	25	"	"	PUNCT
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easat-4164	436	33	vol	vol	NOUN
easat-4164	436	34	.	.	PROPN
easat-4164	436	35	7	7	NUM
easat-4164	436	36	,	,	PUNCT
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easat-4164	436	38	.	.	NOUN
easat-4164	436	39	2	2	NUM
easat-4164	436	40	,	,	PUNCT
easat-4164	436	41	pp	pp	ADJ
easat-4164	436	42	.	.	PUNCT
easat-4164	437	1	450	450	NUM
easat-4164	437	2	-	-	SYM
easat-4164	437	3	464	464	NUM
easat-4164	437	4	,	,	PUNCT
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easat-4164	437	6	.	.	PUNCT
easat-4164	438	1	https://doi.org/10.1109/tcss.2019.2956957	https://doi.org/10.1109/tcss.2019.2956957	PROPN
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easat-4164	439	2	16	16	NUM
easat-4164	439	3	]	]	PUNCT
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easat-4164	439	13	m.	m.	NOUN
easat-4164	439	14	i.	i.	PROPN
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easat-4164	439	16	,	,	PUNCT
easat-4164	439	17	and	and	CCONJ
easat-4164	439	18	m.	m.	PROPN
easat-4164	439	19	a.	a.	PROPN
easat-4164	439	20	amin	amin	PROPN
easat-4164	439	21	,	,	PUNCT
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easat-4164	439	23	big	big	ADJ
easat-4164	439	24	data	data	NOUN
easat-4164	439	25	-	-	PUNCT
easat-4164	439	26	assisted	assist	VERB
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easat-4164	439	29	analytics	analytic	NOUN
easat-4164	439	30	for	for	ADP
easat-4164	439	31	business	business	NOUN
easat-4164	439	32	model	model	NOUN
easat-4164	439	33	for	for	ADP
easat-4164	439	34	business	business	NOUN
easat-4164	439	35	decision	decision	NOUN
easat-4164	439	36	making	make	VERB
easat-4164	439	37	system	system	NOUN
easat-4164	439	38	competitive	competitive	ADJ
easat-4164	439	39	analysis	analysis	NOUN
easat-4164	439	40	,	,	PUNCT
easat-4164	439	41	"	"	PUNCT
easat-4164	439	42	information	information	NOUN
easat-4164	439	43	processing	processing	NOUN
easat-4164	439	44	&	&	CCONJ
easat-4164	439	45	management	management	NOUN
easat-4164	439	46	,	,	PUNCT
easat-4164	439	47	vol	vol	NOUN
easat-4164	439	48	.	.	PROPN
easat-4164	439	49	59	59	NUM
easat-4164	439	50	,	,	PUNCT
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easat-4164	439	52	.	.	NOUN
easat-4164	439	53	1	1	NUM
easat-4164	439	54	,	,	PUNCT
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easat-4164	439	56	102762	102762	NUM
easat-4164	439	57	,	,	PUNCT
easat-4164	439	58	2022	2022	NUM
easat-4164	439	59	.	.	PUNCT
easat-4164	439	60	https://doi.org/10.1016/j.ipm.2021.102762	https://doi.org/10.1016/j.ipm.2021.102762	PUNCT
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easat-4164	440	2	17	17	NUM
easat-4164	440	3	]	]	X
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easat-4164	440	5	a.	a.	NOUN
easat-4164	440	6	okeleke	okeleke	PROPN
easat-4164	440	7	,	,	PUNCT
easat-4164	440	8	d.	d.	PROPN
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easat-4164	440	10	,	,	PUNCT
easat-4164	440	11	s.	s.	PROPN
easat-4164	440	12	o.	o.	PROPN
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easat-4164	440	16	c.	c.	PROPN
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easat-4164	440	18	,	,	PUNCT
easat-4164	440	19	"	"	PUNCT
easat-4164	440	20	predictive	predictive	ADJ
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easat-4164	440	30	in	in	ADP
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easat-4164	440	32	behavior	behavior	NOUN
easat-4164	440	33	,	,	PUNCT
easat-4164	440	34	"	"	PUNCT
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easat-4164	440	36	journal	journal	NOUN
easat-4164	440	37	of	of	ADP
easat-4164	440	38	engineering	engineering	NOUN
easat-4164	440	39	research	research	NOUN
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easat-4164	440	41	,	,	PUNCT
easat-4164	440	42	vol	vol	NOUN
easat-4164	440	43	.	.	PROPN
easat-4164	440	44	7	7	NUM
easat-4164	440	45	,	,	PUNCT
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easat-4164	440	47	.	.	NOUN
easat-4164	440	48	1	1	NUM
easat-4164	440	49	,	,	PUNCT
easat-4164	440	50	pp	pp	ADJ
easat-4164	440	51	.	.	PUNCT
easat-4164	441	1	36	36	NUM
easat-4164	441	2	-	-	SYM
easat-4164	441	3	49	49	NUM
easat-4164	441	4	,	,	PUNCT
easat-4164	441	5	2024	2024	NUM
easat-4164	441	6	.	.	PUNCT
easat-4164	442	1	https://doi.org/10.53430/ijeru.2024.7.1.0032	https://doi.org/10.53430/ijeru.2024.7.1.0032	PRON
easat-4164	443	1	[	[	X
easat-4164	443	2	18	18	NUM
easat-4164	443	3	]	]	PUNCT
easat-4164	443	4	r.	r.	PROPN
easat-4164	443	5	v.	v.	PROPN
easat-4164	443	6	kübler	kübler	PROPN
easat-4164	443	7	,	,	PUNCT
easat-4164	443	8	a.	a.	NOUN
easat-4164	443	9	colicev	colicev	NOUN
easat-4164	443	10	,	,	PUNCT
easat-4164	443	11	and	and	CCONJ
easat-4164	443	12	k.	k.	PROPN
easat-4164	443	13	h.	h.	PROPN
easat-4164	443	14	pauwels	pauwels	PROPN
easat-4164	443	15	,	,	PUNCT
easat-4164	443	16	"	"	PUNCT
easat-4164	443	17	social	social	ADJ
easat-4164	443	18	media	medium	NOUN
easat-4164	443	19	's	's	PART
easat-4164	443	20	impact	impact	NOUN
easat-4164	443	21	on	on	ADP
easat-4164	443	22	the	the	DET
easat-4164	443	23	consumer	consumer	NOUN
easat-4164	443	24	mindset	mindset	NOUN
easat-4164	443	25	:	:	PUNCT
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easat-4164	443	27	to	to	PART
easat-4164	443	28	use	use	VERB
easat-4164	443	29	which	which	DET
easat-4164	443	30	sentiment	sentiment	NOUN
easat-4164	443	31	extraction	extraction	NOUN
easat-4164	443	32	tool	tool	NOUN
easat-4164	443	33	?	?	PUNCT
easat-4164	443	34	,	,	PUNCT
easat-4164	443	35	"	"	PUNCT
easat-4164	443	36	journal	journal	NOUN
easat-4164	443	37	of	of	ADP
easat-4164	443	38	interactive	interactive	ADJ
easat-4164	443	39	marketing	marketing	NOUN
easat-4164	443	40	,	,	PUNCT
easat-4164	443	41	vol	vol	NOUN
easat-4164	443	42	.	.	PROPN
easat-4164	444	1	50	50	NUM
easat-4164	444	2	,	,	PUNCT
easat-4164	444	3	no	no	INTJ
easat-4164	444	4	.	.	NOUN
easat-4164	444	5	1	1	NUM
easat-4164	444	6	,	,	PUNCT
easat-4164	444	7	pp	pp	ADJ
easat-4164	444	8	.	.	PUNCT
easat-4164	445	1	136	136	NUM
easat-4164	445	2	-	-	SYM
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easat-4164	445	4	,	,	PUNCT
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easat-4164	445	6	.	.	PUNCT
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easat-4164	446	4	]	]	PUNCT
easat-4164	446	5	e.	e.	PROPN
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easat-4164	446	7	,	,	PUNCT
easat-4164	446	8	j.	j.	PROPN
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easat-4164	446	10	,	,	PUNCT
easat-4164	446	11	d.	d.	PROPN
easat-4164	446	12	gil	gil	PROPN
easat-4164	446	13	,	,	PUNCT
easat-4164	446	14	a.	a.	NOUN
easat-4164	446	15	ferrández	ferrández	PROPN
easat-4164	446	16	,	,	PUNCT
easat-4164	446	17	r.	r.	PROPN
easat-4164	446	18	sellers	seller	NOUN
easat-4164	446	19	,	,	PUNCT
easat-4164	446	20	and	and	CCONJ
easat-4164	446	21	h.	h.	PROPN
easat-4164	446	22	mora	mora	PROPN
easat-4164	446	23	,	,	PUNCT
easat-4164	446	24	"	"	PUNCT
easat-4164	446	25	a	a	DET
easat-4164	446	26	framework	framework	NOUN
easat-4164	446	27	for	for	ADP
easat-4164	446	28	big	big	ADJ
easat-4164	446	29	data	datum	NOUN
easat-4164	446	30	analytics	analytic	NOUN
easat-4164	446	31	in	in	ADP
easat-4164	446	32	commercial	commercial	ADJ
easat-4164	446	33	social	social	ADJ
easat-4164	446	34	networks	network	NOUN
easat-4164	446	35	:	:	PUNCT
easat-4164	446	36	a	a	DET
easat-4164	446	37	case	case	NOUN
easat-4164	446	38	study	study	NOUN
easat-4164	446	39	on	on	ADP
easat-4164	446	40	sentiment	sentiment	NOUN
easat-4164	446	41	analysis	analysis	NOUN
easat-4164	446	42	and	and	CCONJ
easat-4164	446	43	fake	fake	ADJ
easat-4164	446	44	review	review	NOUN
easat-4164	446	45	detection	detection	NOUN
easat-4164	446	46	for	for	ADP
easat-4164	446	47	marketing	marketing	NOUN
easat-4164	446	48	decisionmaking	decisionmaking	NOUN
easat-4164	446	49	,	,	PUNCT
easat-4164	446	50	"	"	PUNCT
easat-4164	446	51	industrial	industrial	ADJ
easat-4164	446	52	marketing	marketing	NOUN
easat-4164	446	53	management	management	NOUN
easat-4164	446	54	,	,	PUNCT
easat-4164	446	55	vol	vol	NOUN
easat-4164	446	56	.	.	PROPN
easat-4164	447	1	90	90	NUM
easat-4164	447	2	,	,	PUNCT
easat-4164	447	3	pp	pp	ADJ
easat-4164	447	4	.	.	PUNCT
easat-4164	448	1	523	523	NUM
easat-4164	448	2	-	-	SYM
easat-4164	448	3	537	537	NUM
easat-4164	448	4	,	,	PUNCT
easat-4164	448	5	2020	2020	NUM
easat-4164	448	6	.	.	PUNCT
easat-4164	449	1	https://doi.org/10.1016/j.indmarman.2019.08.003	https://doi.org/10.1016/j.indmarman.2019.08.003	NOUN
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easat-4164	449	3	20	20	NUM
easat-4164	449	4	]	]	PUNCT
easat-4164	449	5	r.	r.	PROPN
easat-4164	449	6	e.	e.	PROPN
easat-4164	449	7	r.	r.	PROPN
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easat-4164	449	11	.	.	PROPN
easat-4164	449	12	,	,	PUNCT
easat-4164	449	13	"	"	PUNCT
easat-4164	449	14	ai	ai	ADJ
easat-4164	449	15	-	-	PUNCT
easat-4164	449	16	driven	drive	VERB
easat-4164	449	17	predictive	predictive	ADJ
easat-4164	449	18	modeling	modeling	NOUN
easat-4164	449	19	of	of	ADP
easat-4164	449	20	us	we	PRON
easat-4164	449	21	economic	economic	ADJ
easat-4164	449	22	trends	trend	NOUN
easat-4164	449	23	:	:	PUNCT
easat-4164	449	24	insights	insight	NOUN
easat-4164	449	25	and	and	CCONJ
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easat-4164	449	28	"	"	PUNCT
easat-4164	449	29	journal	journal	NOUN
easat-4164	449	30	of	of	ADP
easat-4164	449	31	humanities	humanity	NOUN
easat-4164	449	32	and	and	CCONJ
easat-4164	449	33	social	social	ADJ
easat-4164	449	34	sciences	science	NOUN
easat-4164	449	35	studies	study	NOUN
easat-4164	449	36	,	,	PUNCT
easat-4164	449	37	vol	vol	NOUN
easat-4164	449	38	.	.	PROPN
easat-4164	450	1	6	6	NUM
easat-4164	450	2	,	,	PUNCT
easat-4164	450	3	no	no	INTJ
easat-4164	450	4	.	.	NOUN
easat-4164	450	5	10	10	NUM
easat-4164	450	6	,	,	PUNCT
easat-4164	450	7	pp	pp	ADJ
easat-4164	450	8	.	.	PUNCT
easat-4164	451	1	01	01	NUM
easat-4164	451	2	-	-	SYM
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easat-4164	451	4	,	,	PUNCT
easat-4164	451	5	2024	2024	NUM
easat-4164	451	6	.	.	PUNCT
easat-4164	452	1	https://doi.org/10.32996/jhsss.2024.6.10.1	https://doi.org/10.32996/jhsss.2024.6.10.1	X
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easat-4164	453	1	https://doi.org/10.32996/jefas.2024.6.5.13	https://doi.org/10.32996/jefas.2024.6.5.13	NOUN
easat-4164	453	2	https://doi.org/10.37547/tajet/volume06issue12-12	https://doi.org/10.37547/tajet/volume06issue12-12	VERB
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easat-4164	453	5	https://doi.org/10.32996/jefas.2024.6.5.6	https://doi.org/10.32996/jefas.2024.6.5.6	PUNCT
easat-4164	454	1	https://doi.org/10.1109/tcss.2019.2956957	https://doi.org/10.1109/tcss.2019.2956957	X
easat-4164	454	2	https://doi.org/10.1016/j.ipm.2021.102762	https://doi.org/10.1016/j.ipm.2021.102762	PUNCT
easat-4164	455	1	https://doi.org/10.53430/ijeru.2024.7.1.0032	https://doi.org/10.53430/ijeru.2024.7.1.0032	NUM
easat-4164	455	2	https://doi.org/10.1016/j.intmar.2019.08.001	https://doi.org/10.1016/j.intmar.2019.08.001	NOUN
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