id	sid	tid	token	lemma	pos
bjmsr-2226	1	1	bangladesh	bangladesh	PROPN
bjmsr-2226	1	2	journal	journal	PROPN
bjmsr-2226	1	3	of	of	ADP
bjmsr-2226	1	4	multidisciplinary	multidisciplinary	ADJ
bjmsr-2226	1	5	scientific	scientific	ADJ
bjmsr-2226	1	6	research	research	NOUN
bjmsr-2226	1	7	9(2	9(2	NUM
bjmsr-2226	1	8	)	)	PUNCT
bjmsr-2226	1	9	(	(	PUNCT
bjmsr-2226	1	10	2024	2024	NUM
bjmsr-2226	1	11	)	)	PUNCT
bjmsr-2226	1	12	,	,	PUNCT
bjmsr-2226	1	13	45	45	NUM
bjmsr-2226	1	14	-	-	SYM
bjmsr-2226	1	15	54	54	NUM
bjmsr-2226	1	16	45	45	NUM
bjmsr-2226	1	17	multidisciplinary	multidisciplinary	ADJ
bjmsr-2226	1	18	scientific	scientific	ADJ
bjmsr-2226	1	19	research	research	NOUN
bjmsr-2226	1	20	bjmsr	bjmsr	NOUN
bjmsr-2226	1	21	vol	vol	VERB
bjmsr-2226	1	22	9	9	NUM
bjmsr-2226	1	23	no	no	DET
bjmsr-2226	1	24	2	2	NUM
bjmsr-2226	1	25	(	(	PUNCT
bjmsr-2226	1	26	2024	2024	NUM
bjmsr-2226	1	27	)	)	PUNCT
bjmsr-2226	1	28	p	p	X
bjmsr-2226	1	29	-	-	PUNCT
bjmsr-2226	1	30	issn	issn	PROPN
bjmsr-2226	1	31	2687	2687	NUM
bjmsr-2226	1	32	-	-	PUNCT
bjmsr-2226	1	33	850x	850x	NUM
bjmsr-2226	1	34	e	e	NOUN
bjmsr-2226	1	35	-	-	PROPN
bjmsr-2226	1	36	issn	issn	PROPN
bjmsr-2226	1	37	2687	2687	NUM
bjmsr-2226	1	38	-	-	SYM
bjmsr-2226	1	39	8518	8518	NUM
bjmsr-2226	1	40	available	available	ADJ
bjmsr-2226	1	41	online	online	ADV
bjmsr-2226	1	42	at	at	ADP
bjmsr-2226	1	43	https://www.cribfb.com	https://www.cribfb.com	X
bjmsr-2226	1	44	journal	journal	PROPN
bjmsr-2226	1	45	homepage	homepage	NOUN
bjmsr-2226	1	46	:	:	PUNCT
bjmsr-2226	1	47	https://www.cribfb.com/journal/index.php/bjmsr	https://www.cribfb.com/journal/index.php/bjmsr	NOUN
bjmsr-2226	1	48	published	publish	VERB
bjmsr-2226	1	49	by	by	ADP
bjmsr-2226	1	50	cribfb	cribfb	PROPN
bjmsr-2226	1	51	,	,	PUNCT
bjmsr-2226	1	52	usa	usa	PROPN
bjmsr-2226	1	53	vader	vader	PROPN
bjmsr-2226	1	54	sentiment	sentiment	NOUN
bjmsr-2226	1	55	analysis	analysis	NOUN
bjmsr-2226	1	56	on	on	ADP
bjmsr-2226	1	57	twitter	twitter	NOUN
bjmsr-2226	1	58	:	:	PUNCT
bjmsr-2226	1	59	predicting	predict	VERB
bjmsr-2226	1	60	price	price	NOUN
bjmsr-2226	1	61	trends	trend	NOUN
bjmsr-2226	1	62	and	and	CCONJ
bjmsr-2226	1	63	daily	daily	ADJ
bjmsr-2226	1	64	returns	return	NOUN
bjmsr-2226	1	65	in	in	ADP
bjmsr-2226	1	66	india	india	PROPN
bjmsr-2226	1	67	’s	’s	PART
bjmsr-2226	1	68	stock	stock	NOUN
bjmsr-2226	1	69	market	market	NOUN
bjmsr-2226	1	70	amlan	amlan	NOUN
bjmsr-2226	1	71	baruah	baruah	NOUN
bjmsr-2226	1	72	(	(	PUNCT
bjmsr-2226	1	73	a)1	a)1	PROPN
bjmsr-2226	1	74	banajit	banajit	PROPN
bjmsr-2226	1	75	changkakati	changkakati	PROPN
bjmsr-2226	1	76	(	(	PUNCT
bjmsr-2226	1	77	b	b	NOUN
bjmsr-2226	1	78	)	)	PUNCT
bjmsr-2226	1	79	(	(	PUNCT
bjmsr-2226	1	80	a)research	a)research	NOUN
bjmsr-2226	1	81	scholar	scholar	NOUN
bjmsr-2226	1	82	,	,	PUNCT
bjmsr-2226	1	83	department	department	NOUN
bjmsr-2226	1	84	of	of	ADP
bjmsr-2226	1	85	business	business	PROPN
bjmsr-2226	1	86	administration	administration	PROPN
bjmsr-2226	1	87	,	,	PUNCT
bjmsr-2226	1	88	gauhati	gauhati	PROPN
bjmsr-2226	1	89	university	university	PROPN
bjmsr-2226	1	90	,	,	PUNCT
bjmsr-2226	1	91	guwahati	guwahati	PROPN
bjmsr-2226	1	92	,	,	PUNCT
bjmsr-2226	1	93	india	india	PROPN
bjmsr-2226	1	94	;	;	PUNCT
bjmsr-2226	1	95	e	e	X
bjmsr-2226	1	96	-	-	NOUN
bjmsr-2226	1	97	mail	mail	NOUN
bjmsr-2226	1	98	:	:	PUNCT
bjmsr-2226	1	99	baruahamlan0@gmail.com	baruahamlan0@gmail.com	X
bjmsr-2226	1	100	(	(	PUNCT
bjmsr-2226	1	101	b)associate	b)associate	PROPN
bjmsr-2226	1	102	professor	professor	NOUN
bjmsr-2226	1	103	,	,	PUNCT
bjmsr-2226	1	104	department	department	NOUN
bjmsr-2226	1	105	of	of	ADP
bjmsr-2226	1	106	business	business	PROPN
bjmsr-2226	1	107	administration	administration	PROPN
bjmsr-2226	1	108	,	,	PUNCT
bjmsr-2226	1	109	gauhati	gauhati	PROPN
bjmsr-2226	1	110	university	university	PROPN
bjmsr-2226	1	111	,	,	PUNCT
bjmsr-2226	1	112	guwahati	guwahati	PROPN
bjmsr-2226	1	113	,	,	PUNCT
bjmsr-2226	1	114	india	india	PROPN
bjmsr-2226	1	115	;	;	PUNCT
bjmsr-2226	1	116	e	e	X
bjmsr-2226	1	117	-	-	NOUN
bjmsr-2226	1	118	mail	mail	NOUN
bjmsr-2226	1	119	:	:	PUNCT
bjmsr-2226	1	120	banajitc@gauhati.ac.in	banajitc@gauhati.ac.in	X
bjmsr-2226	1	121	a	a	DET
bjmsr-2226	1	122	r	r	NOUN
bjmsr-2226	1	123	t	t	NOUN
bjmsr-2226	2	1	i	i	PRON
bjmsr-2226	2	2	c	c	NOUN
bjmsr-2226	2	3	l	l	NOUN
bjmsr-2226	2	4	e	e	NOUN
bjmsr-2226	3	1	i	i	PRON
bjmsr-2226	3	2	n	n	VERB
bjmsr-2226	3	3	f	f	NOUN
bjmsr-2226	3	4	o	o	NOUN
bjmsr-2226	3	5	article	article	NOUN
bjmsr-2226	3	6	history	history	NOUN
bjmsr-2226	3	7	:	:	PUNCT
bjmsr-2226	3	8	received	receive	VERB
bjmsr-2226	3	9	:	:	PUNCT
bjmsr-2226	3	10	11th	11th	ADJ
bjmsr-2226	3	11	may	may	AUX
bjmsr-2226	3	12	2024	2024	NUM
bjmsr-2226	3	13	reviewed	review	VERB
bjmsr-2226	3	14	&	&	CCONJ
bjmsr-2226	3	15	revised	revise	VERB
bjmsr-2226	3	16	:	:	PUNCT
bjmsr-2226	3	17	11th	11th	ADJ
bjmsr-2226	3	18	may	may	AUX
bjmsr-2226	3	19	to	to	ADP
bjmsr-2226	3	20	20th	20th	ADJ
bjmsr-2226	3	21	july	july	PROPN
bjmsr-2226	3	22	2024	2024	NUM
bjmsr-2226	3	23	accepted	accept	VERB
bjmsr-2226	3	24	:	:	PUNCT
bjmsr-2226	3	25	25th	25th	ADJ
bjmsr-2226	3	26	july	july	PROPN
bjmsr-2226	3	27	2024	2024	NUM
bjmsr-2226	3	28	published	publish	VERB
bjmsr-2226	3	29	:	:	PUNCT
bjmsr-2226	3	30	28th	28th	ADJ
bjmsr-2226	3	31	july	july	NOUN
bjmsr-2226	3	32	2024	2024	NUM
bjmsr-2226	3	33	keywords	keyword	NOUN
bjmsr-2226	3	34	:	:	PUNCT
bjmsr-2226	3	35	stock	stock	NOUN
bjmsr-2226	3	36	trend	trend	NOUN
bjmsr-2226	3	37	prediction	prediction	NOUN
bjmsr-2226	3	38	,	,	PUNCT
bjmsr-2226	3	39	sentiment	sentiment	NOUN
bjmsr-2226	3	40	analysis	analysis	NOUN
bjmsr-2226	3	41	,	,	PUNCT
bjmsr-2226	3	42	text	text	NOUN
bjmsr-2226	3	43	mining	mining	NOUN
bjmsr-2226	3	44	,	,	PUNCT
bjmsr-2226	3	45	stock	stock	NOUN
bjmsr-2226	3	46	market	market	NOUN
bjmsr-2226	3	47	,	,	PUNCT
bjmsr-2226	3	48	indian	indian	ADJ
bjmsr-2226	3	49	stock	stock	NOUN
bjmsr-2226	3	50	market	market	NOUN
bjmsr-2226	3	51	,	,	PUNCT
bjmsr-2226	3	52	machine	machine	NOUN
bjmsr-2226	3	53	learning	learning	NOUN
bjmsr-2226	3	54	,	,	PUNCT
bjmsr-2226	3	55	vader	vader	NOUN
bjmsr-2226	3	56	algorithm	algorithm	PROPN
bjmsr-2226	3	57	jel	jel	PROPN
bjmsr-2226	3	58	classification	classification	NOUN
bjmsr-2226	3	59	codes	code	NOUN
bjmsr-2226	3	60	:	:	PUNCT
bjmsr-2226	3	61	g14	g14	PROPN
bjmsr-2226	3	62	,	,	PUNCT
bjmsr-2226	3	63	g17	g17	NOUN
bjmsr-2226	3	64	,	,	PUNCT
bjmsr-2226	3	65	c55	c55	PROPN
bjmsr-2226	3	66	,	,	PUNCT
bjmsr-2226	3	67	d85	d85	PROPN
bjmsr-2226	3	68	peer	peer	NOUN
bjmsr-2226	3	69	-	-	PUNCT
bjmsr-2226	3	70	review	review	NOUN
bjmsr-2226	3	71	model	model	NOUN
bjmsr-2226	3	72	:	:	PUNCT
bjmsr-2226	3	73	external	external	ADJ
bjmsr-2226	3	74	peer	peer	NOUN
bjmsr-2226	3	75	review	review	NOUN
bjmsr-2226	3	76	was	be	AUX
bjmsr-2226	3	77	done	do	VERB
bjmsr-2226	3	78	through	through	ADP
bjmsr-2226	3	79	double	double	ADJ
bjmsr-2226	3	80	-	-	PUNCT
bjmsr-2226	3	81	blind	blind	ADJ
bjmsr-2226	3	82	method	method	NOUN
bjmsr-2226	3	83	a	a	DET
bjmsr-2226	3	84	b	b	PROPN
bjmsr-2226	3	85	s	s	ADP
bjmsr-2226	3	86	t	t	PROPN
bjmsr-2226	3	87	r	r	NOUN
bjmsr-2226	3	88	a	a	DET
bjmsr-2226	3	89	c	c	NOUN
bjmsr-2226	3	90	t	t	NOUN
bjmsr-2226	3	91	the	the	DET
bjmsr-2226	3	92	study	study	NOUN
bjmsr-2226	3	93	explores	explore	VERB
bjmsr-2226	3	94	the	the	DET
bjmsr-2226	3	95	effectiveness	effectiveness	NOUN
bjmsr-2226	3	96	of	of	ADP
bjmsr-2226	3	97	sentiment	sentiment	NOUN
bjmsr-2226	3	98	analysis	analysis	NOUN
bjmsr-2226	3	99	in	in	ADP
bjmsr-2226	3	100	predicting	predict	VERB
bjmsr-2226	3	101	stock	stock	NOUN
bjmsr-2226	3	102	price	price	NOUN
bjmsr-2226	3	103	movements	movement	NOUN
bjmsr-2226	3	104	,	,	PUNCT
bjmsr-2226	3	105	specifically	specifically	ADV
bjmsr-2226	3	106	focusing	focus	VERB
bjmsr-2226	3	107	on	on	ADP
bjmsr-2226	3	108	the	the	DET
bjmsr-2226	3	109	indian	indian	ADJ
bjmsr-2226	3	110	stock	stock	NOUN
bjmsr-2226	3	111	market	market	NOUN
bjmsr-2226	3	112	.	.	PUNCT
bjmsr-2226	4	1	the	the	DET
bjmsr-2226	4	2	study	study	NOUN
bjmsr-2226	4	3	investigates	investigate	VERB
bjmsr-2226	4	4	the	the	DET
bjmsr-2226	4	5	reliability	reliability	NOUN
bjmsr-2226	4	6	of	of	ADP
bjmsr-2226	4	7	social	social	ADJ
bjmsr-2226	4	8	media	medium	NOUN
bjmsr-2226	4	9	sentiment	sentiment	NOUN
bjmsr-2226	4	10	analysis	analysis	NOUN
bjmsr-2226	4	11	in	in	ADP
bjmsr-2226	4	12	financial	financial	ADJ
bjmsr-2226	4	13	markets	market	NOUN
bjmsr-2226	4	14	and	and	CCONJ
bjmsr-2226	4	15	its	its	PRON
bjmsr-2226	4	16	implications	implication	NOUN
bjmsr-2226	4	17	for	for	ADP
bjmsr-2226	4	18	investors	investor	NOUN
bjmsr-2226	4	19	and	and	CCONJ
bjmsr-2226	4	20	traders	trader	NOUN
bjmsr-2226	4	21	.	.	PUNCT
bjmsr-2226	5	1	the	the	DET
bjmsr-2226	5	2	research	research	NOUN
bjmsr-2226	5	3	utilizes	utilize	VERB
bjmsr-2226	5	4	a	a	DET
bjmsr-2226	5	5	sample	sample	NOUN
bjmsr-2226	5	6	of	of	ADP
bjmsr-2226	5	7	twitter	twitter	NOUN
bjmsr-2226	5	8	data	datum	NOUN
bjmsr-2226	5	9	comprising	comprising	NOUN
bjmsr-2226	5	10	tweets	tweet	NOUN
bjmsr-2226	5	11	containing	contain	VERB
bjmsr-2226	5	12	hashtags	hashtag	NOUN
bjmsr-2226	5	13	related	relate	VERB
bjmsr-2226	5	14	to	to	ADP
bjmsr-2226	5	15	the	the	DET
bjmsr-2226	5	16	state	state	NOUN
bjmsr-2226	5	17	bank	bank	PROPN
bjmsr-2226	5	18	of	of	ADP
bjmsr-2226	5	19	india	india	PROPN
bjmsr-2226	5	20	(	(	PUNCT
bjmsr-2226	5	21	sbi	sbi	PROPN
bjmsr-2226	5	22	)	)	PUNCT
bjmsr-2226	5	23	,	,	PUNCT
bjmsr-2226	5	24	used	use	VERB
bjmsr-2226	5	25	as	as	ADP
bjmsr-2226	5	26	a	a	DET
bjmsr-2226	5	27	representative	representative	ADJ
bjmsr-2226	5	28	sample	sample	NOUN
bjmsr-2226	5	29	of	of	ADP
bjmsr-2226	5	30	the	the	DET
bjmsr-2226	5	31	broader	broad	ADJ
bjmsr-2226	5	32	indian	indian	ADJ
bjmsr-2226	5	33	stock	stock	NOUN
bjmsr-2226	5	34	market	market	NOUN
bjmsr-2226	5	35	,	,	PUNCT
bjmsr-2226	5	36	collected	collect	VERB
bjmsr-2226	5	37	from	from	ADP
bjmsr-2226	5	38	january	january	PROPN
bjmsr-2226	5	39	2021	2021	NUM
bjmsr-2226	5	40	to	to	ADP
bjmsr-2226	5	41	february	february	PROPN
bjmsr-2226	5	42	2024	2024	NUM
bjmsr-2226	5	43	.	.	PUNCT
bjmsr-2226	6	1	the	the	DET
bjmsr-2226	6	2	valence	valence	NOUN
bjmsr-2226	6	3	aware	aware	ADJ
bjmsr-2226	6	4	dictionary	dictionary	NOUN
bjmsr-2226	6	5	for	for	ADP
bjmsr-2226	6	6	sentiment	sentiment	NOUN
bjmsr-2226	6	7	reasoning	reasoning	NOUN
bjmsr-2226	6	8	(	(	PUNCT
bjmsr-2226	6	9	vader	vader	NOUN
bjmsr-2226	6	10	)	)	PUNCT
bjmsr-2226	6	11	algorithm	algorithm	NOUN
bjmsr-2226	6	12	was	be	AUX
bjmsr-2226	6	13	employed	employ	VERB
bjmsr-2226	6	14	to	to	PART
bjmsr-2226	6	15	analyse	analyse	VERB
bjmsr-2226	6	16	the	the	DET
bjmsr-2226	6	17	sentiment	sentiment	NOUN
bjmsr-2226	6	18	of	of	ADP
bjmsr-2226	6	19	the	the	DET
bjmsr-2226	6	20	twitter	twitter	NOUN
bjmsr-2226	6	21	data	data	PROPN
bjmsr-2226	6	22	.	.	PUNCT
bjmsr-2226	7	1	machine	machine	NOUN
bjmsr-2226	7	2	learning	learning	NOUN
bjmsr-2226	7	3	methods	method	NOUN
bjmsr-2226	7	4	,	,	PUNCT
bjmsr-2226	7	5	including	include	VERB
bjmsr-2226	7	6	random	random	ADJ
bjmsr-2226	7	7	forest	forest	NOUN
bjmsr-2226	7	8	,	,	PUNCT
bjmsr-2226	7	9	xgboost	xgboost	ADV
bjmsr-2226	7	10	,	,	PUNCT
bjmsr-2226	7	11	and	and	CCONJ
bjmsr-2226	7	12	adaboost	adaboost	ADV
bjmsr-2226	7	13	,	,	PUNCT
bjmsr-2226	7	14	were	be	AUX
bjmsr-2226	7	15	used	use	VERB
bjmsr-2226	7	16	to	to	PART
bjmsr-2226	7	17	integrate	integrate	VERB
bjmsr-2226	7	18	sentiment	sentiment	NOUN
bjmsr-2226	7	19	scores	score	NOUN
bjmsr-2226	7	20	with	with	ADP
bjmsr-2226	7	21	technical	technical	ADJ
bjmsr-2226	7	22	indicators	indicator	NOUN
bjmsr-2226	7	23	for	for	ADP
bjmsr-2226	7	24	predicting	predict	VERB
bjmsr-2226	7	25	stock	stock	NOUN
bjmsr-2226	7	26	price	price	NOUN
bjmsr-2226	7	27	trends	trend	NOUN
bjmsr-2226	7	28	.	.	PUNCT
bjmsr-2226	8	1	the	the	DET
bjmsr-2226	8	2	results	result	NOUN
bjmsr-2226	8	3	reveal	reveal	VERB
bjmsr-2226	8	4	that	that	SCONJ
bjmsr-2226	8	5	using	use	VERB
bjmsr-2226	8	6	only	only	ADJ
bjmsr-2226	8	7	sentiment	sentiment	NOUN
bjmsr-2226	8	8	analysis	analysis	NOUN
bjmsr-2226	8	9	achieved	achieve	VERB
bjmsr-2226	8	10	an	an	DET
bjmsr-2226	8	11	accuracy	accuracy	NOUN
bjmsr-2226	8	12	of	of	ADP
bjmsr-2226	8	13	around	around	ADV
bjmsr-2226	8	14	60	60	NUM
bjmsr-2226	8	15	%	%	NOUN
bjmsr-2226	8	16	in	in	ADP
bjmsr-2226	8	17	predicting	predict	VERB
bjmsr-2226	8	18	stock	stock	NOUN
bjmsr-2226	8	19	price	price	NOUN
bjmsr-2226	8	20	direction	direction	NOUN
bjmsr-2226	8	21	.	.	PUNCT
bjmsr-2226	9	1	however	however	ADV
bjmsr-2226	9	2	,	,	PUNCT
bjmsr-2226	9	3	this	this	DET
bjmsr-2226	9	4	accuracy	accuracy	NOUN
bjmsr-2226	9	5	increased	increase	VERB
bjmsr-2226	9	6	to	to	ADP
bjmsr-2226	9	7	70	70	NUM
bjmsr-2226	9	8	%	%	NOUN
bjmsr-2226	9	9	with	with	ADP
bjmsr-2226	9	10	the	the	DET
bjmsr-2226	9	11	adaboost	adaboost	ADJ
bjmsr-2226	9	12	method	method	NOUN
bjmsr-2226	9	13	,	,	PUNCT
bjmsr-2226	9	14	79	79	NUM
bjmsr-2226	9	15	%	%	NOUN
bjmsr-2226	9	16	with	with	ADP
bjmsr-2226	9	17	the	the	DET
bjmsr-2226	9	18	xgboost	xgboost	PROPN
bjmsr-2226	9	19	method	method	NOUN
bjmsr-2226	9	20	,	,	PUNCT
bjmsr-2226	9	21	and	and	CCONJ
bjmsr-2226	9	22	82	82	NUM
bjmsr-2226	9	23	%	%	NOUN
bjmsr-2226	9	24	with	with	ADP
bjmsr-2226	9	25	the	the	DET
bjmsr-2226	9	26	random	random	ADJ
bjmsr-2226	9	27	forest	forest	NOUN
bjmsr-2226	9	28	method	method	NOUN
bjmsr-2226	9	29	combined	combine	VERB
bjmsr-2226	9	30	with	with	ADP
bjmsr-2226	9	31	technical	technical	ADJ
bjmsr-2226	9	32	indicators	indicator	NOUN
bjmsr-2226	9	33	while	while	SCONJ
bjmsr-2226	9	34	increasing	increase	VERB
bjmsr-2226	9	35	the	the	DET
bjmsr-2226	9	36	f1	f1	NOUN
bjmsr-2226	9	37	scores	score	NOUN
bjmsr-2226	9	38	from	from	ADP
bjmsr-2226	9	39	0.4	0.4	NUM
bjmsr-2226	9	40	to	to	ADP
bjmsr-2226	9	41	0.8	0.8	NUM
bjmsr-2226	9	42	in	in	ADP
bjmsr-2226	9	43	all	all	DET
bjmsr-2226	9	44	three	three	NUM
bjmsr-2226	9	45	methods	method	NOUN
bjmsr-2226	9	46	.	.	PUNCT
bjmsr-2226	10	1	integrating	integrate	VERB
bjmsr-2226	10	2	sentiment	sentiment	NOUN
bjmsr-2226	10	3	analysis	analysis	NOUN
bjmsr-2226	10	4	with	with	ADP
bjmsr-2226	10	5	technical	technical	ADJ
bjmsr-2226	10	6	indicators	indicator	NOUN
bjmsr-2226	10	7	enhances	enhance	VERB
bjmsr-2226	10	8	financial	financial	ADJ
bjmsr-2226	10	9	market	market	NOUN
bjmsr-2226	10	10	predictions	prediction	NOUN
bjmsr-2226	10	11	by	by	ADP
bjmsr-2226	10	12	combining	combine	VERB
bjmsr-2226	10	13	realtime	realtime	ADJ
bjmsr-2226	10	14	investor	investor	NOUN
bjmsr-2226	10	15	sentiment	sentiment	NOUN
bjmsr-2226	10	16	with	with	ADP
bjmsr-2226	10	17	empirical	empirical	ADJ
bjmsr-2226	10	18	historical	historical	ADJ
bjmsr-2226	10	19	data	datum	NOUN
bjmsr-2226	10	20	,	,	PUNCT
bjmsr-2226	10	21	leading	lead	VERB
bjmsr-2226	10	22	to	to	ADP
bjmsr-2226	10	23	more	more	ADV
bjmsr-2226	10	24	accurate	accurate	ADJ
bjmsr-2226	10	25	and	and	CCONJ
bjmsr-2226	10	26	adaptive	adaptive	ADJ
bjmsr-2226	10	27	trading	trading	NOUN
bjmsr-2226	10	28	strategies	strategy	NOUN
bjmsr-2226	10	29	.	.	PUNCT
bjmsr-2226	11	1	sentiment	sentiment	NOUN
bjmsr-2226	11	2	score	score	NOUN
bjmsr-2226	11	3	was	be	AUX
bjmsr-2226	11	4	found	find	VERB
bjmsr-2226	11	5	to	to	PART
bjmsr-2226	11	6	have	have	VERB
bjmsr-2226	11	7	a	a	DET
bjmsr-2226	11	8	strong	strong	ADJ
bjmsr-2226	11	9	positive	positive	ADJ
bjmsr-2226	11	10	correlation	correlation	NOUN
bjmsr-2226	11	11	with	with	ADP
bjmsr-2226	11	12	positive	positive	ADJ
bjmsr-2226	11	13	daily	daily	ADJ
bjmsr-2226	11	14	returns	return	NOUN
bjmsr-2226	11	15	compared	compare	VERB
bjmsr-2226	11	16	to	to	ADP
bjmsr-2226	11	17	negative	negative	ADJ
bjmsr-2226	11	18	daily	daily	ADJ
bjmsr-2226	11	19	returns	return	NOUN
bjmsr-2226	11	20	,	,	PUNCT
bjmsr-2226	11	21	indicating	indicate	VERB
bjmsr-2226	11	22	that	that	SCONJ
bjmsr-2226	11	23	higher	high	ADJ
bjmsr-2226	11	24	positive	positive	ADJ
bjmsr-2226	11	25	sentiment	sentiment	NOUN
bjmsr-2226	11	26	is	be	AUX
bjmsr-2226	11	27	associated	associate	VERB
bjmsr-2226	11	28	with	with	ADP
bjmsr-2226	11	29	increased	increase	VERB
bjmsr-2226	11	30	returns	return	NOUN
bjmsr-2226	11	31	.	.	PUNCT
bjmsr-2226	12	1	although	although	SCONJ
bjmsr-2226	12	2	negative	negative	ADJ
bjmsr-2226	12	3	sentiment	sentiment	NOUN
bjmsr-2226	12	4	exhibits	exhibit	VERB
bjmsr-2226	12	5	a	a	DET
bjmsr-2226	12	6	statistically	statistically	ADV
bjmsr-2226	12	7	significant	significant	ADJ
bjmsr-2226	12	8	correlation	correlation	NOUN
bjmsr-2226	12	9	with	with	ADP
bjmsr-2226	12	10	daily	daily	ADJ
bjmsr-2226	12	11	returns	return	NOUN
bjmsr-2226	12	12	,	,	PUNCT
bjmsr-2226	12	13	it	it	PRON
bjmsr-2226	12	14	shows	show	VERB
bjmsr-2226	12	15	a	a	DET
bjmsr-2226	12	16	weaker	weak	ADJ
bjmsr-2226	12	17	positive	positive	ADJ
bjmsr-2226	12	18	association	association	NOUN
bjmsr-2226	12	19	.	.	PUNCT
bjmsr-2226	13	1	©	©	ADP
bjmsr-2226	13	2	2024	2024	NUM
bjmsr-2226	13	3	by	by	ADP
bjmsr-2226	13	4	the	the	DET
bjmsr-2226	13	5	authors	author	NOUN
bjmsr-2226	13	6	.	.	PUNCT
bjmsr-2226	14	1	licensee	licensee	PROPN
bjmsr-2226	14	2	cribfb	cribfb	PROPN
bjmsr-2226	14	3	,	,	PUNCT
bjmsr-2226	14	4	usa	usa	PROPN
bjmsr-2226	14	5	.	.	PROPN
bjmsr-2226	15	1	this	this	DET
bjmsr-2226	15	2	open	open	ADJ
bjmsr-2226	15	3	-	-	PUNCT
bjmsr-2226	15	4	access	access	NOUN
bjmsr-2226	15	5	article	article	NOUN
bjmsr-2226	15	6	is	be	AUX
bjmsr-2226	15	7	distributed	distribute	VERB
bjmsr-2226	15	8	under	under	ADP
bjmsr-2226	15	9	the	the	DET
bjmsr-2226	15	10	terms	term	NOUN
bjmsr-2226	15	11	and	and	CCONJ
bjmsr-2226	15	12	conditions	condition	NOUN
bjmsr-2226	15	13	of	of	ADP
bjmsr-2226	15	14	the	the	DET
bjmsr-2226	15	15	creative	creative	ADJ
bjmsr-2226	15	16	commons	common	NOUN
bjmsr-2226	15	17	attribution	attribution	NOUN
bjmsr-2226	15	18	(	(	PUNCT
bjmsr-2226	15	19	cc	cc	NOUN
bjmsr-2226	15	20	by	by	ADP
bjmsr-2226	15	21	)	)	PUNCT
bjmsr-2226	15	22	license	license	NOUN
bjmsr-2226	15	23	(	(	PUNCT
bjmsr-2226	15	24	http://creativecommons.org/licenses/by/4.0	http://creativecommons.org/licenses/by/4.0	NOUN
bjmsr-2226	15	25	)	)	PUNCT
bjmsr-2226	15	26	.	.	PUNCT
bjmsr-2226	16	1	introduction	introduction	NOUN
bjmsr-2226	16	2	in	in	ADP
bjmsr-2226	16	3	recent	recent	ADJ
bjmsr-2226	16	4	times	time	NOUN
bjmsr-2226	16	5	,	,	PUNCT
bjmsr-2226	16	6	amidst	amidst	ADP
bjmsr-2226	16	7	the	the	DET
bjmsr-2226	16	8	surge	surge	NOUN
bjmsr-2226	16	9	of	of	ADP
bjmsr-2226	16	10	social	social	ADJ
bjmsr-2226	16	11	media	medium	NOUN
bjmsr-2226	16	12	interaction	interaction	NOUN
bjmsr-2226	16	13	in	in	ADP
bjmsr-2226	16	14	the	the	DET
bjmsr-2226	16	15	digital	digital	ADJ
bjmsr-2226	16	16	era	era	NOUN
bjmsr-2226	16	17	,	,	PUNCT
bjmsr-2226	16	18	vast	vast	ADJ
bjmsr-2226	16	19	amounts	amount	NOUN
bjmsr-2226	16	20	of	of	ADP
bjmsr-2226	16	21	data	datum	NOUN
bjmsr-2226	16	22	covering	cover	VERB
bjmsr-2226	16	23	diverse	diverse	ADJ
bjmsr-2226	16	24	topics	topic	NOUN
bjmsr-2226	16	25	are	be	AUX
bjmsr-2226	16	26	consistently	consistently	ADV
bjmsr-2226	16	27	generated	generate	VERB
bjmsr-2226	16	28	and	and	CCONJ
bjmsr-2226	16	29	deposited	deposit	VERB
bjmsr-2226	16	30	within	within	ADP
bjmsr-2226	16	31	social	social	ADJ
bjmsr-2226	16	32	media	medium	NOUN
bjmsr-2226	16	33	platforms	platform	NOUN
bjmsr-2226	16	34	.	.	PUNCT
bjmsr-2226	17	1	this	this	DET
bjmsr-2226	17	2	reservoir	reservoir	NOUN
bjmsr-2226	17	3	of	of	ADP
bjmsr-2226	17	4	data	datum	NOUN
bjmsr-2226	17	5	stands	stand	VERB
bjmsr-2226	17	6	as	as	ADP
bjmsr-2226	17	7	the	the	DET
bjmsr-2226	17	8	contemporary	contemporary	ADJ
bjmsr-2226	17	9	equivalent	equivalent	NOUN
bjmsr-2226	17	10	of	of	ADP
bjmsr-2226	17	11	a	a	DET
bjmsr-2226	17	12	goldmine	goldmine	NOUN
bjmsr-2226	17	13	,	,	PUNCT
bjmsr-2226	17	14	brimming	brim	VERB
bjmsr-2226	17	15	with	with	ADP
bjmsr-2226	17	16	valuable	valuable	ADJ
bjmsr-2226	17	17	information	information	NOUN
bjmsr-2226	17	18	.	.	PUNCT
bjmsr-2226	18	1	within	within	ADP
bjmsr-2226	18	2	this	this	DET
bjmsr-2226	18	3	landscape	landscape	NOUN
bjmsr-2226	18	4	,	,	PUNCT
bjmsr-2226	18	5	twitter	twitter	NOUN
bjmsr-2226	18	6	sentiment	sentiment	NOUN
bjmsr-2226	18	7	analysis	analysis	NOUN
bjmsr-2226	18	8	has	have	AUX
bjmsr-2226	18	9	emerged	emerge	VERB
bjmsr-2226	18	10	as	as	ADP
bjmsr-2226	18	11	a	a	DET
bjmsr-2226	18	12	potent	potent	ADJ
bjmsr-2226	18	13	instrument	instrument	NOUN
bjmsr-2226	18	14	in	in	ADP
bjmsr-2226	18	15	stock	stock	NOUN
bjmsr-2226	18	16	prediction	prediction	NOUN
bjmsr-2226	18	17	.	.	PUNCT
bjmsr-2226	19	1	by	by	ADP
bjmsr-2226	19	2	harnessing	harness	VERB
bjmsr-2226	19	3	the	the	DET
bjmsr-2226	19	4	extensive	extensive	ADJ
bjmsr-2226	19	5	real	real	ADJ
bjmsr-2226	19	6	-	-	PUNCT
bjmsr-2226	19	7	time	time	NOUN
bjmsr-2226	19	8	data	datum	NOUN
bjmsr-2226	19	9	flow	flow	NOUN
bjmsr-2226	19	10	on	on	ADP
bjmsr-2226	19	11	platforms	platform	NOUN
bjmsr-2226	19	12	such	such	ADJ
bjmsr-2226	19	13	as	as	ADP
bjmsr-2226	19	14	x	x	X
bjmsr-2226	19	15	(	(	PUNCT
bjmsr-2226	19	16	formerly	formerly	ADV
bjmsr-2226	19	17	twitter	twitter	NOUN
bjmsr-2226	19	18	)	)	PUNCT
bjmsr-2226	19	19	,	,	PUNCT
bjmsr-2226	19	20	analysts	analyst	NOUN
bjmsr-2226	19	21	can	can	AUX
bjmsr-2226	19	22	delve	delve	VERB
bjmsr-2226	19	23	into	into	ADP
bjmsr-2226	19	24	sentiments	sentiment	NOUN
bjmsr-2226	19	25	expressed	express	VERB
bjmsr-2226	19	26	in	in	ADP
bjmsr-2226	19	27	tweets	tweet	NOUN
bjmsr-2226	19	28	related	relate	VERB
bjmsr-2226	19	29	to	to	ADP
bjmsr-2226	19	30	specific	specific	ADJ
bjmsr-2226	19	31	stocks	stock	NOUN
bjmsr-2226	19	32	or	or	CCONJ
bjmsr-2226	19	33	financial	financial	ADJ
bjmsr-2226	19	34	markets	market	NOUN
bjmsr-2226	19	35	,	,	PUNCT
bjmsr-2226	19	36	thereby	thereby	ADV
bjmsr-2226	19	37	uncovering	uncover	VERB
bjmsr-2226	19	38	valuable	valuable	ADJ
bjmsr-2226	19	39	insights	insight	NOUN
bjmsr-2226	19	40	into	into	ADP
bjmsr-2226	19	41	investor	investor	NOUN
bjmsr-2226	19	42	sentiment	sentiment	NOUN
bjmsr-2226	19	43	,	,	PUNCT
bjmsr-2226	19	44	market	market	NOUN
bjmsr-2226	19	45	trends	trend	NOUN
bjmsr-2226	19	46	,	,	PUNCT
bjmsr-2226	19	47	and	and	CCONJ
bjmsr-2226	19	48	potential	potential	ADJ
bjmsr-2226	19	49	price	price	NOUN
bjmsr-2226	19	50	movements	movement	NOUN
bjmsr-2226	19	51	.	.	PUNCT
bjmsr-2226	20	1	this	this	DET
bjmsr-2226	20	2	innovative	innovative	ADJ
bjmsr-2226	20	3	approach	approach	NOUN
bjmsr-2226	20	4	to	to	ADP
bjmsr-2226	20	5	stock	stock	NOUN
bjmsr-2226	20	6	forecasting	forecasting	NOUN
bjmsr-2226	20	7	is	be	AUX
bjmsr-2226	20	8	based	base	VERB
bjmsr-2226	20	9	on	on	ADP
bjmsr-2226	20	10	the	the	DET
bjmsr-2226	20	11	extraction	extraction	NOUN
bjmsr-2226	20	12	,	,	PUNCT
bjmsr-2226	20	13	measurement	measurement	NOUN
bjmsr-2226	20	14	,	,	PUNCT
bjmsr-2226	20	15	and	and	CCONJ
bjmsr-2226	20	16	analysis	analysis	NOUN
bjmsr-2226	20	17	of	of	ADP
bjmsr-2226	20	18	sentiment	sentiment	NOUN
bjmsr-2226	20	19	from	from	ADP
bjmsr-2226	20	20	tweets	tweet	NOUN
bjmsr-2226	20	21	using	use	VERB
bjmsr-2226	20	22	machine	machine	NOUN
bjmsr-2226	20	23	learning	learning	NOUN
bjmsr-2226	20	24	and	and	CCONJ
bjmsr-2226	20	25	natural	natural	ADJ
bjmsr-2226	20	26	language	language	NOUN
bjmsr-2226	20	27	processing	processing	NOUN
bjmsr-2226	20	28	techniques	technique	NOUN
bjmsr-2226	20	29	.	.	PUNCT
bjmsr-2226	21	1	whether	whether	SCONJ
bjmsr-2226	21	2	positive	positive	ADJ
bjmsr-2226	21	3	or	or	CCONJ
bjmsr-2226	21	4	negative	negative	ADJ
bjmsr-2226	21	5	,	,	PUNCT
bjmsr-2226	21	6	these	these	DET
bjmsr-2226	21	7	sentiments	sentiment	NOUN
bjmsr-2226	21	8	can	can	AUX
bjmsr-2226	21	9	serve	serve	VERB
bjmsr-2226	21	10	as	as	ADP
bjmsr-2226	21	11	early	early	ADJ
bjmsr-2226	21	12	indicators	indicator	NOUN
bjmsr-2226	21	13	of	of	ADP
bjmsr-2226	21	14	shifts	shift	NOUN
bjmsr-2226	21	15	in	in	ADP
bjmsr-2226	21	16	market	market	NOUN
bjmsr-2226	21	17	sentiment	sentiment	NOUN
bjmsr-2226	21	18	,	,	PUNCT
bjmsr-2226	21	19	empowering	empower	VERB
bjmsr-2226	21	20	traders	trader	NOUN
bjmsr-2226	21	21	and	and	CCONJ
bjmsr-2226	21	22	investors	investor	NOUN
bjmsr-2226	21	23	to	to	PART
bjmsr-2226	21	24	make	make	VERB
bjmsr-2226	21	25	more	more	ADJ
bjmsr-2226	21	26	astute	astute	ADJ
bjmsr-2226	21	27	decisions	decision	NOUN
bjmsr-2226	21	28	.	.	PUNCT
bjmsr-2226	22	1	integrating	integrate	VERB
bjmsr-2226	22	2	sentiment	sentiment	NOUN
bjmsr-2226	22	3	analysis	analysis	NOUN
bjmsr-2226	22	4	with	with	ADP
bjmsr-2226	22	5	machine	machine	NOUN
bjmsr-2226	22	6	learning	learning	NOUN
bjmsr-2226	22	7	and	and	CCONJ
bjmsr-2226	22	8	natural	natural	ADJ
bjmsr-2226	22	9	language	language	NOUN
bjmsr-2226	22	10	processing	processing	NOUN
bjmsr-2226	22	11	methodologies	methodology	NOUN
bjmsr-2226	22	12	has	have	AUX
bjmsr-2226	22	13	revolutionized	revolutionize	VERB
bjmsr-2226	22	14	stock	stock	NOUN
bjmsr-2226	22	15	forecasting	forecasting	NOUN
bjmsr-2226	22	16	strategies	strategy	NOUN
bjmsr-2226	22	17	.	.	PUNCT
bjmsr-2226	23	1	whether	whether	SCONJ
bjmsr-2226	23	2	identifying	identify	VERB
bjmsr-2226	23	3	positive	positive	ADJ
bjmsr-2226	23	4	or	or	CCONJ
bjmsr-2226	23	5	negative	negative	ADJ
bjmsr-2226	23	6	sentiments	sentiment	NOUN
bjmsr-2226	23	7	,	,	PUNCT
bjmsr-2226	23	8	these	these	DET
bjmsr-2226	23	9	analyses	analysis	NOUN
bjmsr-2226	23	10	empower	empower	NOUN
bjmsr-2226	23	11	traders	trader	NOUN
bjmsr-2226	23	12	and	and	CCONJ
bjmsr-2226	23	13	investors	investor	NOUN
bjmsr-2226	23	14	to	to	PART
bjmsr-2226	23	15	enhance	enhance	VERB
bjmsr-2226	23	16	decision	decision	NOUN
bjmsr-2226	23	17	-	-	PUNCT
bjmsr-2226	23	18	making	make	VERB
bjmsr-2226	23	19	processes	process	NOUN
bjmsr-2226	23	20	,	,	PUNCT
bjmsr-2226	23	21	complementing	complement	VERB
bjmsr-2226	23	22	traditional	traditional	ADJ
bjmsr-2226	23	23	financial	financial	ADJ
bjmsr-2226	23	24	analysis	analysis	NOUN
bjmsr-2226	23	25	methods	method	NOUN
bjmsr-2226	23	26	.	.	PUNCT
bjmsr-2226	24	1	recently	recently	ADV
bjmsr-2226	24	2	,	,	PUNCT
bjmsr-2226	24	3	several	several	ADJ
bjmsr-2226	24	4	studies	study	NOUN
bjmsr-2226	24	5	have	have	AUX
bjmsr-2226	24	6	explored	explore	VERB
bjmsr-2226	24	7	using	use	VERB
bjmsr-2226	24	8	vader	vader	NOUN
bjmsr-2226	24	9	(	(	PUNCT
bjmsr-2226	24	10	valence	valence	NOUN
bjmsr-2226	24	11	aware	aware	ADJ
bjmsr-2226	24	12	dictionary	dictionary	ADJ
bjmsr-2226	24	13	and	and	CCONJ
bjmsr-2226	24	14	sentiment	sentiment	NOUN
bjmsr-2226	24	15	reasoner	reasoner	NOUN
bjmsr-2226	24	16	)	)	PUNCT
bjmsr-2226	24	17	for	for	ADP
bjmsr-2226	24	18	sentiment	sentiment	NOUN
bjmsr-2226	24	19	analysis	analysis	NOUN
bjmsr-2226	24	20	in	in	ADP
bjmsr-2226	24	21	stock	stock	NOUN
bjmsr-2226	24	22	price	price	NOUN
bjmsr-2226	24	23	prediction	prediction	NOUN
bjmsr-2226	24	24	.	.	PUNCT
bjmsr-2226	25	1	vader	vader	NOUN
bjmsr-2226	25	2	,	,	PUNCT
bjmsr-2226	25	3	a	a	DET
bjmsr-2226	25	4	lexicon	lexicon	ADJ
bjmsr-2226	25	5	and	and	CCONJ
bjmsr-2226	25	6	rule	rule	NOUN
bjmsr-2226	25	7	-	-	PUNCT
bjmsr-2226	25	8	based	base	VERB
bjmsr-2226	25	9	tool	tool	NOUN
bjmsr-2226	25	10	,	,	PUNCT
bjmsr-2226	25	11	has	have	AUX
bjmsr-2226	25	12	shown	show	VERB
bjmsr-2226	25	13	superior	superior	ADJ
bjmsr-2226	25	14	accuracy	accuracy	NOUN
bjmsr-2226	25	15	in	in	ADP
bjmsr-2226	25	16	analysing	analyse	VERB
bjmsr-2226	25	17	sentiments	sentiment	NOUN
bjmsr-2226	25	18	from	from	ADP
bjmsr-2226	25	19	news	news	NOUN
bjmsr-2226	25	20	headlines	headline	NOUN
bjmsr-2226	25	21	and	and	CCONJ
bjmsr-2226	25	22	social	social	ADJ
bjmsr-2226	25	23	media	medium	NOUN
bjmsr-2226	25	24	compared	compare	VERB
bjmsr-2226	25	25	to	to	ADP
bjmsr-2226	25	26	traditional	traditional	ADJ
bjmsr-2226	25	27	machine	machine	NOUN
bjmsr-2226	25	28	learning	learn	VERB
bjmsr-2226	25	29	algorithms	algorithm	NOUN
bjmsr-2226	25	30	(	(	PUNCT
bjmsr-2226	25	31	ekaputri	ekaputri	ADJ
bjmsr-2226	25	32	&	&	CCONJ
bjmsr-2226	25	33	akbar	akbar	NOUN
bjmsr-2226	25	34	,	,	PUNCT
bjmsr-2226	25	35	2022	2022	NUM
bjmsr-2226	25	36	;	;	PUNCT
bjmsr-2226	25	37	soni	soni	PROPN
bjmsr-2226	25	38	&	&	CCONJ
bjmsr-2226	25	39	mathur	mathur	PROPN
bjmsr-2226	25	40	,	,	PUNCT
bjmsr-2226	25	41	2023	2023	NUM
bjmsr-2226	25	42	)	)	PUNCT
bjmsr-2226	25	43	.	.	PUNCT
bjmsr-2226	26	1	researchers	researcher	NOUN
bjmsr-2226	26	2	have	have	VERB
bjmsr-2226	26	3	combined	combine	VERB
bjmsr-2226	26	4	vader	vader	NOUN
bjmsr-2226	26	5	with	with	ADP
bjmsr-2226	26	6	other	other	ADJ
bjmsr-2226	26	7	techniques	technique	NOUN
bjmsr-2226	26	8	like	like	ADP
bjmsr-2226	26	9	lstm	lstm	NOUN
bjmsr-2226	26	10	to	to	PART
bjmsr-2226	26	11	create	create	VERB
bjmsr-2226	26	12	1corresponding	1corresponding	PROPN
bjmsr-2226	26	13	author	author	NOUN
bjmsr-2226	26	14	:	:	PUNCT
bjmsr-2226	26	15	orcid	orcid	PROPN
bjmsr-2226	27	1	i	i	PRON
bjmsr-2226	27	2	d	d	NOUN
bjmsr-2226	27	3	:	:	PUNCT
bjmsr-2226	27	4	0009	0009	NUM
bjmsr-2226	27	5	-	-	PUNCT
bjmsr-2226	27	6	0002	0002	NUM
bjmsr-2226	27	7	-	-	PUNCT
bjmsr-2226	27	8	0353	0353	NUM
bjmsr-2226	27	9	-	-	PUNCT
bjmsr-2226	27	10	0990	0990	NUM
bjmsr-2226	28	1	©	©	ADP
bjmsr-2226	28	2	2024	2024	NUM
bjmsr-2226	28	3	by	by	ADP
bjmsr-2226	28	4	the	the	DET
bjmsr-2226	28	5	authors	author	NOUN
bjmsr-2226	28	6	.	.	PUNCT
bjmsr-2226	29	1	hosting	host	VERB
bjmsr-2226	29	2	by	by	ADP
bjmsr-2226	29	3	cribfb	cribfb	PROPN
bjmsr-2226	29	4	.	.	PUNCT
bjmsr-2226	30	1	peer	peer	NOUN
bjmsr-2226	30	2	review	review	NOUN
bjmsr-2226	30	3	is	be	AUX
bjmsr-2226	30	4	the	the	DET
bjmsr-2226	30	5	responsibility	responsibility	NOUN
bjmsr-2226	30	6	of	of	ADP
bjmsr-2226	30	7	cribfb	cribfb	PROPN
bjmsr-2226	30	8	,	,	PUNCT
bjmsr-2226	30	9	usa	usa	PROPN
bjmsr-2226	30	10	.	.	PROPN
bjmsr-2226	31	1	https://doi.org/10.46281/bjmsr.v9i2.2226	https://doi.org/10.46281/bjmsr.v9i2.2226	NOUN
bjmsr-2226	31	2	to	to	PART
bjmsr-2226	31	3	cite	cite	VERB
bjmsr-2226	31	4	this	this	DET
bjmsr-2226	31	5	article	article	NOUN
bjmsr-2226	31	6	:	:	PUNCT
bjmsr-2226	31	7	baruah	baruah	NOUN
bjmsr-2226	31	8	,	,	PUNCT
bjmsr-2226	31	9	a.	a.	PROPN
bjmsr-2226	31	10	,	,	PUNCT
bjmsr-2226	31	11	&	&	CCONJ
bjmsr-2226	31	12	changkakati	changkakati	PROPN
bjmsr-2226	31	13	,	,	PUNCT
bjmsr-2226	31	14	b.	b.	PROPN
bjmsr-2226	31	15	(	(	PUNCT
bjmsr-2226	31	16	2024	2024	NUM
bjmsr-2226	31	17	)	)	PUNCT
bjmsr-2226	31	18	.	.	PUNCT
bjmsr-2226	32	1	vader	vader	NOUN
bjmsr-2226	32	2	sentiment	sentiment	NOUN
bjmsr-2226	32	3	analysis	analysis	NOUN
bjmsr-2226	32	4	on	on	ADP
bjmsr-2226	32	5	twitter	twitter	NOUN
bjmsr-2226	32	6	:	:	PUNCT
bjmsr-2226	32	7	predicting	predict	VERB
bjmsr-2226	32	8	price	price	NOUN
bjmsr-2226	32	9	trends	trend	NOUN
bjmsr-2226	32	10	and	and	CCONJ
bjmsr-2226	32	11	daily	daily	ADJ
bjmsr-2226	32	12	returns	return	NOUN
bjmsr-2226	32	13	in	in	ADP
bjmsr-2226	32	14	india	india	PROPN
bjmsr-2226	32	15	’s	’s	PART
bjmsr-2226	32	16	stock	stock	NOUN
bjmsr-2226	32	17	market	market	NOUN
bjmsr-2226	32	18	.	.	PUNCT
bjmsr-2226	33	1	bangladesh	bangladesh	PROPN
bjmsr-2226	33	2	journal	journal	PROPN
bjmsr-2226	33	3	of	of	ADP
bjmsr-2226	33	4	multidisciplinary	multidisciplinary	ADJ
bjmsr-2226	33	5	scientific	scientific	ADJ
bjmsr-2226	33	6	research	research	NOUN
bjmsr-2226	33	7	,	,	PUNCT
bjmsr-2226	33	8	9(2	9(2	NUM
bjmsr-2226	33	9	)	)	PUNCT
bjmsr-2226	33	10	,	,	PUNCT
bjmsr-2226	33	11	45	45	NUM
bjmsr-2226	33	12	-	-	SYM
bjmsr-2226	33	13	54	54	NUM
bjmsr-2226	33	14	.	.	PUNCT
bjmsr-2226	34	1	https://doi.org/10.46281/bjmsr.v9i2.2226	https://doi.org/10.46281/bjmsr.v9i2.2226	DET
bjmsr-2226	34	2	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
bjmsr-2226	34	3	)	)	PUNCT
bjmsr-2226	34	4	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
bjmsr-2226	34	5	)	)	PUNCT
bjmsr-2226	34	6	https://www.openaccess.nl/en	https://www.openaccess.nl/en	NOUN
bjmsr-2226	35	1	https://doi.org/10.46281/bjmsr.v9i2.2226	https://doi.org/10.46281/bjmsr.v9i2.2226	NOUN
bjmsr-2226	35	2	https://orcid.org/0009-0002-0353-0990	https://orcid.org/0009-0002-0353-0990	NOUN
bjmsr-2226	35	3	https://orcid.org/0000-0002-1802-8891	https://orcid.org/0000-0002-1802-8891	PROPN
bjmsr-2226	35	4	baruah	baruah	PROPN
bjmsr-2226	35	5	&	&	CCONJ
bjmsr-2226	35	6	changkakati	changkakati	PROPN
bjmsr-2226	35	7	,	,	PUNCT
bjmsr-2226	35	8	bangladesh	bangladesh	PROPN
bjmsr-2226	35	9	journal	journal	NOUN
bjmsr-2226	35	10	of	of	ADP
bjmsr-2226	35	11	multidisciplinary	multidisciplinary	ADJ
bjmsr-2226	35	12	scientific	scientific	ADJ
bjmsr-2226	35	13	research	research	NOUN
bjmsr-2226	35	14	9(2	9(2	NUM
bjmsr-2226	35	15	)	)	PUNCT
bjmsr-2226	35	16	(	(	PUNCT
bjmsr-2226	35	17	2024	2024	NUM
bjmsr-2226	35	18	)	)	PUNCT
bjmsr-2226	35	19	,	,	PUNCT
bjmsr-2226	35	20	45	45	NUM
bjmsr-2226	35	21	-	-	SYM
bjmsr-2226	35	22	54	54	NUM
bjmsr-2226	35	23	46	46	NUM
bjmsr-2226	35	24	hybrid	hybrid	NOUN
bjmsr-2226	35	25	models	model	NOUN
bjmsr-2226	35	26	for	for	ADP
bjmsr-2226	35	27	improved	improved	ADJ
bjmsr-2226	35	28	stock	stock	NOUN
bjmsr-2226	35	29	price	price	NOUN
bjmsr-2226	35	30	forecasting	forecasting	NOUN
bjmsr-2226	35	31	(	(	PUNCT
bjmsr-2226	35	32	dutta	dutta	PROPN
bjmsr-2226	35	33	et	et	PROPN
bjmsr-2226	35	34	al	al	PROPN
bjmsr-2226	35	35	.	.	PROPN
bjmsr-2226	35	36	,	,	PUNCT
bjmsr-2226	35	37	2021	2021	NUM
bjmsr-2226	35	38	)	)	PUNCT
bjmsr-2226	35	39	.	.	PUNCT
bjmsr-2226	36	1	these	these	DET
bjmsr-2226	36	2	approaches	approach	NOUN
bjmsr-2226	36	3	consider	consider	VERB
bjmsr-2226	36	4	both	both	DET
bjmsr-2226	36	5	time	time	NOUN
bjmsr-2226	36	6	-	-	PUNCT
bjmsr-2226	36	7	series	series	NOUN
bjmsr-2226	36	8	data	datum	NOUN
bjmsr-2226	36	9	and	and	CCONJ
bjmsr-2226	36	10	sentiment	sentiment	NOUN
bjmsr-2226	36	11	analysis	analysis	NOUN
bjmsr-2226	36	12	to	to	PART
bjmsr-2226	36	13	predict	predict	VERB
bjmsr-2226	36	14	intra	intra	ADJ
bjmsr-2226	36	15	-	-	ADJ
bjmsr-2226	36	16	day	day	ADJ
bjmsr-2226	36	17	stock	stock	NOUN
bjmsr-2226	36	18	movements	movement	NOUN
bjmsr-2226	36	19	.	.	PUNCT
bjmsr-2226	37	1	some	some	DET
bjmsr-2226	37	2	studies	study	NOUN
bjmsr-2226	37	3	have	have	AUX
bjmsr-2226	37	4	modified	modify	VERB
bjmsr-2226	37	5	vader	vader	NOUN
bjmsr-2226	37	6	by	by	ADP
bjmsr-2226	37	7	incorporating	incorporate	VERB
bjmsr-2226	37	8	financial	financial	ADJ
bjmsr-2226	37	9	lexicons	lexicon	NOUN
bjmsr-2226	37	10	to	to	PART
bjmsr-2226	37	11	enhance	enhance	VERB
bjmsr-2226	37	12	its	its	PRON
bjmsr-2226	37	13	performance	performance	NOUN
bjmsr-2226	37	14	in	in	ADP
bjmsr-2226	37	15	the	the	DET
bjmsr-2226	37	16	financial	financial	ADJ
bjmsr-2226	37	17	domain	domain	NOUN
bjmsr-2226	37	18	(	(	PUNCT
bjmsr-2226	37	19	ekaputri	ekaputri	NOUN
bjmsr-2226	37	20	&	&	CCONJ
bjmsr-2226	37	21	akbar	akbar	NOUN
bjmsr-2226	37	22	,	,	PUNCT
bjmsr-2226	37	23	2022	2022	NUM
bjmsr-2226	37	24	)	)	PUNCT
bjmsr-2226	37	25	.	.	PUNCT
bjmsr-2226	38	1	the	the	DET
bjmsr-2226	38	2	integration	integration	NOUN
bjmsr-2226	38	3	of	of	ADP
bjmsr-2226	38	4	vaderbased	vaderbase	VERB
bjmsr-2226	38	5	sentiment	sentiment	NOUN
bjmsr-2226	38	6	analysis	analysis	NOUN
bjmsr-2226	38	7	with	with	ADP
bjmsr-2226	38	8	traditional	traditional	ADJ
bjmsr-2226	38	9	stock	stock	NOUN
bjmsr-2226	38	10	metrics	metric	NOUN
bjmsr-2226	38	11	has	have	AUX
bjmsr-2226	38	12	also	also	ADV
bjmsr-2226	38	13	been	be	AUX
bjmsr-2226	38	14	explored	explore	VERB
bjmsr-2226	38	15	,	,	PUNCT
bjmsr-2226	38	16	resulting	result	VERB
bjmsr-2226	38	17	in	in	ADP
bjmsr-2226	38	18	accurate	accurate	ADJ
bjmsr-2226	38	19	stock	stock	NOUN
bjmsr-2226	38	20	recommendation	recommendation	NOUN
bjmsr-2226	38	21	systems	system	NOUN
bjmsr-2226	38	22	(	(	PUNCT
bjmsr-2226	38	23	rao	rao	NOUN
bjmsr-2226	38	24	et	et	PROPN
bjmsr-2226	38	25	al	al	PROPN
bjmsr-2226	38	26	.	.	PROPN
bjmsr-2226	38	27	,	,	PUNCT
bjmsr-2226	38	28	2022	2022	NUM
bjmsr-2226	38	29	)	)	PUNCT
bjmsr-2226	38	30	.	.	PUNCT
bjmsr-2226	39	1	this	this	DET
bjmsr-2226	39	2	paper	paper	NOUN
bjmsr-2226	39	3	follows	follow	VERB
bjmsr-2226	39	4	this	this	DET
bjmsr-2226	39	5	general	general	ADJ
bjmsr-2226	39	6	direction	direction	NOUN
bjmsr-2226	39	7	of	of	ADP
bjmsr-2226	39	8	integrating	integrate	VERB
bjmsr-2226	39	9	sentiment	sentiment	NOUN
bjmsr-2226	39	10	analysis	analysis	NOUN
bjmsr-2226	39	11	and	and	CCONJ
bjmsr-2226	39	12	time	time	NOUN
bjmsr-2226	39	13	-	-	PUNCT
bjmsr-2226	39	14	series	series	NOUN
bjmsr-2226	39	15	data	datum	NOUN
bjmsr-2226	39	16	in	in	ADP
bjmsr-2226	39	17	the	the	DET
bjmsr-2226	39	18	financial	financial	ADJ
bjmsr-2226	39	19	markets	market	NOUN
bjmsr-2226	39	20	.	.	PUNCT
bjmsr-2226	40	1	despite	despite	SCONJ
bjmsr-2226	40	2	advancements	advancement	NOUN
bjmsr-2226	40	3	in	in	ADP
bjmsr-2226	40	4	sentiment	sentiment	NOUN
bjmsr-2226	40	5	analysis	analysis	NOUN
bjmsr-2226	40	6	for	for	ADP
bjmsr-2226	40	7	stock	stock	NOUN
bjmsr-2226	40	8	prediction	prediction	NOUN
bjmsr-2226	40	9	,	,	PUNCT
bjmsr-2226	40	10	a	a	DET
bjmsr-2226	40	11	critical	critical	ADJ
bjmsr-2226	40	12	gap	gap	NOUN
bjmsr-2226	40	13	persists	persist	VERB
bjmsr-2226	40	14	in	in	ADP
bjmsr-2226	40	15	understanding	understand	VERB
bjmsr-2226	40	16	whether	whether	SCONJ
bjmsr-2226	40	17	sentiment	sentiment	NOUN
bjmsr-2226	40	18	analysis	analysis	NOUN
bjmsr-2226	40	19	offers	offer	VERB
bjmsr-2226	40	20	more	more	ADV
bjmsr-2226	40	21	dependable	dependable	ADJ
bjmsr-2226	40	22	signals	signal	NOUN
bjmsr-2226	40	23	compared	compare	VERB
bjmsr-2226	40	24	to	to	ADP
bjmsr-2226	40	25	traditional	traditional	ADJ
bjmsr-2226	40	26	methods	method	NOUN
bjmsr-2226	40	27	when	when	SCONJ
bjmsr-2226	40	28	applied	apply	VERB
bjmsr-2226	40	29	independently	independently	ADV
bjmsr-2226	40	30	or	or	CCONJ
bjmsr-2226	40	31	in	in	ADP
bjmsr-2226	40	32	conjunction	conjunction	NOUN
bjmsr-2226	40	33	.	.	PUNCT
bjmsr-2226	41	1	this	this	DET
bjmsr-2226	41	2	gap	gap	NOUN
bjmsr-2226	41	3	warrants	warrant	NOUN
bjmsr-2226	41	4	investigation	investigation	NOUN
bjmsr-2226	41	5	to	to	PART
bjmsr-2226	41	6	ascertain	ascertain	VERB
bjmsr-2226	41	7	sentiment	sentiment	NOUN
bjmsr-2226	41	8	analysis	analysis	NOUN
bjmsr-2226	41	9	's	's	PART
bjmsr-2226	41	10	reliability	reliability	NOUN
bjmsr-2226	41	11	and	and	CCONJ
bjmsr-2226	41	12	comparative	comparative	ADJ
bjmsr-2226	41	13	advantage	advantage	NOUN
bjmsr-2226	41	14	in	in	ADP
bjmsr-2226	41	15	forecasting	forecast	VERB
bjmsr-2226	41	16	price	price	NOUN
bjmsr-2226	41	17	trends	trend	NOUN
bjmsr-2226	41	18	and	and	CCONJ
bjmsr-2226	41	19	daily	daily	ADJ
bjmsr-2226	41	20	return	return	VERB
bjmsr-2226	41	21	fluctuations	fluctuation	NOUN
bjmsr-2226	41	22	within	within	ADP
bjmsr-2226	41	23	the	the	DET
bjmsr-2226	41	24	indian	indian	ADJ
bjmsr-2226	41	25	stock	stock	NOUN
bjmsr-2226	41	26	market	market	NOUN
bjmsr-2226	41	27	.	.	PUNCT
bjmsr-2226	42	1	the	the	DET
bjmsr-2226	42	2	primary	primary	ADJ
bjmsr-2226	42	3	objective	objective	NOUN
bjmsr-2226	42	4	of	of	ADP
bjmsr-2226	42	5	this	this	DET
bjmsr-2226	42	6	study	study	NOUN
bjmsr-2226	42	7	is	be	AUX
bjmsr-2226	42	8	to	to	PART
bjmsr-2226	42	9	ascertain	ascertain	VERB
bjmsr-2226	42	10	the	the	DET
bjmsr-2226	42	11	effectiveness	effectiveness	NOUN
bjmsr-2226	42	12	of	of	ADP
bjmsr-2226	42	13	sentiment	sentiment	NOUN
bjmsr-2226	42	14	analysis	analysis	NOUN
bjmsr-2226	42	15	in	in	ADP
bjmsr-2226	42	16	predicting	predict	VERB
bjmsr-2226	42	17	price	price	NOUN
bjmsr-2226	42	18	trends	trend	NOUN
bjmsr-2226	42	19	and	and	CCONJ
bjmsr-2226	42	20	daily	daily	ADJ
bjmsr-2226	42	21	return	return	VERB
bjmsr-2226	42	22	fluctuations	fluctuation	NOUN
bjmsr-2226	42	23	within	within	ADP
bjmsr-2226	42	24	the	the	DET
bjmsr-2226	42	25	indian	indian	ADJ
bjmsr-2226	42	26	stock	stock	NOUN
bjmsr-2226	42	27	market	market	NOUN
bjmsr-2226	42	28	.	.	PUNCT
bjmsr-2226	43	1	specifically	specifically	ADV
bjmsr-2226	43	2	,	,	PUNCT
bjmsr-2226	43	3	we	we	PRON
bjmsr-2226	43	4	aim	aim	VERB
bjmsr-2226	43	5	to	to	PART
bjmsr-2226	43	6	evaluate	evaluate	VERB
bjmsr-2226	43	7	whether	whether	SCONJ
bjmsr-2226	43	8	sentiment	sentiment	NOUN
bjmsr-2226	43	9	analysis	analysis	NOUN
bjmsr-2226	43	10	provides	provide	VERB
bjmsr-2226	43	11	more	more	ADV
bjmsr-2226	43	12	dependable	dependable	ADJ
bjmsr-2226	43	13	signals	signal	NOUN
bjmsr-2226	43	14	compared	compare	VERB
bjmsr-2226	43	15	to	to	ADP
bjmsr-2226	43	16	traditional	traditional	ADJ
bjmsr-2226	43	17	methods	method	NOUN
bjmsr-2226	43	18	when	when	SCONJ
bjmsr-2226	43	19	used	use	VERB
bjmsr-2226	43	20	singularly	singularly	ADV
bjmsr-2226	43	21	or	or	CCONJ
bjmsr-2226	43	22	combined	combine	VERB
bjmsr-2226	43	23	with	with	ADP
bjmsr-2226	43	24	other	other	ADJ
bjmsr-2226	43	25	methods	method	NOUN
bjmsr-2226	43	26	.	.	PUNCT
bjmsr-2226	44	1	to	to	PART
bjmsr-2226	44	2	achieve	achieve	VERB
bjmsr-2226	44	3	this	this	PRON
bjmsr-2226	44	4	,	,	PUNCT
bjmsr-2226	44	5	we	we	PRON
bjmsr-2226	44	6	utilize	utilize	VERB
bjmsr-2226	44	7	tweets	tweet	NOUN
bjmsr-2226	44	8	data	datum	NOUN
bjmsr-2226	44	9	and	and	CCONJ
bjmsr-2226	44	10	financial	financial	ADJ
bjmsr-2226	44	11	data	datum	NOUN
bjmsr-2226	44	12	pertaining	pertain	VERB
bjmsr-2226	44	13	to	to	ADP
bjmsr-2226	44	14	the	the	DET
bjmsr-2226	44	15	state	state	NOUN
bjmsr-2226	44	16	bank	bank	PROPN
bjmsr-2226	44	17	of	of	ADP
bjmsr-2226	44	18	india	india	PROPN
bjmsr-2226	44	19	(	(	PUNCT
bjmsr-2226	44	20	sbi	sbi	PROPN
bjmsr-2226	44	21	)	)	PUNCT
bjmsr-2226	44	22	as	as	ADP
bjmsr-2226	44	23	a	a	DET
bjmsr-2226	44	24	representative	representative	ADJ
bjmsr-2226	44	25	sample	sample	NOUN
bjmsr-2226	44	26	of	of	ADP
bjmsr-2226	44	27	the	the	DET
bjmsr-2226	44	28	broader	broad	ADJ
bjmsr-2226	44	29	indian	indian	ADJ
bjmsr-2226	44	30	stock	stock	NOUN
bjmsr-2226	44	31	market	market	NOUN
bjmsr-2226	44	32	.	.	PUNCT
bjmsr-2226	45	1	the	the	DET
bjmsr-2226	45	2	remainder	remainder	NOUN
bjmsr-2226	45	3	of	of	ADP
bjmsr-2226	45	4	the	the	DET
bjmsr-2226	45	5	paper	paper	NOUN
bjmsr-2226	45	6	is	be	AUX
bjmsr-2226	45	7	organized	organize	VERB
bjmsr-2226	45	8	as	as	SCONJ
bjmsr-2226	45	9	follows	follow	VERB
bjmsr-2226	45	10	:	:	PUNCT
bjmsr-2226	45	11	the	the	DET
bjmsr-2226	45	12	second	second	ADJ
bjmsr-2226	45	13	section	section	NOUN
bjmsr-2226	45	14	provides	provide	VERB
bjmsr-2226	45	15	a	a	DET
bjmsr-2226	45	16	comprehensive	comprehensive	ADJ
bjmsr-2226	45	17	literature	literature	NOUN
bjmsr-2226	45	18	review	review	NOUN
bjmsr-2226	45	19	of	of	ADP
bjmsr-2226	45	20	several	several	ADJ
bjmsr-2226	45	21	key	key	ADJ
bjmsr-2226	45	22	previous	previous	ADJ
bjmsr-2226	45	23	studies	study	NOUN
bjmsr-2226	45	24	and	and	CCONJ
bjmsr-2226	45	25	presents	present	VERB
bjmsr-2226	45	26	the	the	DET
bjmsr-2226	45	27	hypotheses	hypothesis	NOUN
bjmsr-2226	45	28	.	.	PUNCT
bjmsr-2226	46	1	the	the	DET
bjmsr-2226	46	2	third	third	ADJ
bjmsr-2226	46	3	section	section	NOUN
bjmsr-2226	46	4	describes	describe	VERB
bjmsr-2226	46	5	the	the	DET
bjmsr-2226	46	6	data	datum	NOUN
bjmsr-2226	46	7	and	and	CCONJ
bjmsr-2226	46	8	methodologies	methodology	NOUN
bjmsr-2226	46	9	used	use	VERB
bjmsr-2226	46	10	to	to	PART
bjmsr-2226	46	11	reach	reach	VERB
bjmsr-2226	46	12	our	our	PRON
bjmsr-2226	46	13	research	research	NOUN
bjmsr-2226	46	14	conclusions	conclusion	NOUN
bjmsr-2226	46	15	.	.	PUNCT
bjmsr-2226	47	1	the	the	DET
bjmsr-2226	47	2	fourth	fourth	ADJ
bjmsr-2226	47	3	section	section	NOUN
bjmsr-2226	47	4	presents	present	VERB
bjmsr-2226	47	5	our	our	PRON
bjmsr-2226	47	6	experiments	experiment	NOUN
bjmsr-2226	47	7	'	'	PART
bjmsr-2226	47	8	results	result	NOUN
bjmsr-2226	47	9	,	,	PUNCT
bjmsr-2226	47	10	while	while	SCONJ
bjmsr-2226	47	11	the	the	DET
bjmsr-2226	47	12	fifth	fifth	ADJ
bjmsr-2226	47	13	section	section	NOUN
bjmsr-2226	47	14	offers	offer	VERB
bjmsr-2226	47	15	a	a	DET
bjmsr-2226	47	16	detailed	detailed	ADJ
bjmsr-2226	47	17	discussion	discussion	NOUN
bjmsr-2226	47	18	of	of	ADP
bjmsr-2226	47	19	our	our	PRON
bjmsr-2226	47	20	findings	finding	NOUN
bjmsr-2226	47	21	.	.	PUNCT
bjmsr-2226	48	1	the	the	DET
bjmsr-2226	48	2	conclusion	conclusion	NOUN
bjmsr-2226	48	3	summarizes	summarize	VERB
bjmsr-2226	48	4	the	the	DET
bjmsr-2226	48	5	research	research	NOUN
bjmsr-2226	48	6	and	and	CCONJ
bjmsr-2226	48	7	its	its	PRON
bjmsr-2226	48	8	key	key	ADJ
bjmsr-2226	48	9	points	point	NOUN
bjmsr-2226	48	10	in	in	ADP
bjmsr-2226	48	11	the	the	DET
bjmsr-2226	48	12	final	final	ADJ
bjmsr-2226	48	13	section	section	NOUN
bjmsr-2226	48	14	.	.	PUNCT
bjmsr-2226	49	1	literature	literature	NOUN
bjmsr-2226	49	2	review	review	NOUN
bjmsr-2226	49	3	in	in	ADP
bjmsr-2226	49	4	the	the	DET
bjmsr-2226	49	5	rapidly	rapidly	ADV
bjmsr-2226	49	6	evolving	evolve	VERB
bjmsr-2226	49	7	landscape	landscape	NOUN
bjmsr-2226	49	8	of	of	ADP
bjmsr-2226	49	9	stock	stock	NOUN
bjmsr-2226	49	10	market	market	NOUN
bjmsr-2226	49	11	forecasting	forecasting	NOUN
bjmsr-2226	49	12	,	,	PUNCT
bjmsr-2226	49	13	sentiment	sentiment	NOUN
bjmsr-2226	49	14	analysis	analysis	NOUN
bjmsr-2226	49	15	has	have	AUX
bjmsr-2226	49	16	emerged	emerge	VERB
bjmsr-2226	49	17	as	as	ADP
bjmsr-2226	49	18	a	a	DET
bjmsr-2226	49	19	crucial	crucial	ADJ
bjmsr-2226	49	20	tool	tool	NOUN
bjmsr-2226	49	21	for	for	ADP
bjmsr-2226	49	22	understanding	understanding	NOUN
bjmsr-2226	49	23	and	and	CCONJ
bjmsr-2226	49	24	predicting	predict	VERB
bjmsr-2226	49	25	market	market	NOUN
bjmsr-2226	49	26	movements	movement	NOUN
bjmsr-2226	49	27	.	.	PUNCT
bjmsr-2226	50	1	the	the	DET
bjmsr-2226	50	2	literature	literature	PROPN
bjmsr-2226	50	3	review	review	NOUN
bjmsr-2226	50	4	explores	explore	VERB
bjmsr-2226	50	5	various	various	ADJ
bjmsr-2226	50	6	themes	theme	NOUN
bjmsr-2226	50	7	surrounding	surround	VERB
bjmsr-2226	50	8	this	this	DET
bjmsr-2226	50	9	field	field	NOUN
bjmsr-2226	50	10	,	,	PUNCT
bjmsr-2226	50	11	emphasizing	emphasize	VERB
bjmsr-2226	50	12	the	the	DET
bjmsr-2226	50	13	development	development	NOUN
bjmsr-2226	50	14	and	and	CCONJ
bjmsr-2226	50	15	evaluation	evaluation	NOUN
bjmsr-2226	50	16	of	of	ADP
bjmsr-2226	50	17	sentiment	sentiment	NOUN
bjmsr-2226	50	18	analysis	analysis	NOUN
bjmsr-2226	50	19	tools	tool	NOUN
bjmsr-2226	50	20	and	and	CCONJ
bjmsr-2226	50	21	their	their	PRON
bjmsr-2226	50	22	application	application	NOUN
bjmsr-2226	50	23	in	in	ADP
bjmsr-2226	50	24	financial	financial	ADJ
bjmsr-2226	50	25	contexts	contexts	NOUN
bjmsr-2226	50	26	.	.	PUNCT
bjmsr-2226	51	1	studies	study	NOUN
bjmsr-2226	51	2	highlight	highlight	VERB
bjmsr-2226	51	3	the	the	DET
bjmsr-2226	51	4	significant	significant	ADJ
bjmsr-2226	51	5	impact	impact	NOUN
bjmsr-2226	51	6	of	of	ADP
bjmsr-2226	51	7	sentiment	sentiment	NOUN
bjmsr-2226	51	8	analysis	analysis	NOUN
bjmsr-2226	51	9	on	on	ADP
bjmsr-2226	51	10	stock	stock	NOUN
bjmsr-2226	51	11	market	market	NOUN
bjmsr-2226	51	12	prediction	prediction	NOUN
bjmsr-2226	51	13	,	,	PUNCT
bjmsr-2226	51	14	showcasing	showcase	VERB
bjmsr-2226	51	15	how	how	SCONJ
bjmsr-2226	51	16	sentiment	sentiment	NOUN
bjmsr-2226	51	17	extracted	extract	VERB
bjmsr-2226	51	18	from	from	ADP
bjmsr-2226	51	19	social	social	ADJ
bjmsr-2226	51	20	media	medium	NOUN
bjmsr-2226	51	21	platforms	platform	NOUN
bjmsr-2226	51	22	like	like	ADP
bjmsr-2226	51	23	twitter	twitter	NOUN
bjmsr-2226	51	24	can	can	AUX
bjmsr-2226	51	25	provide	provide	VERB
bjmsr-2226	51	26	valuable	valuable	ADJ
bjmsr-2226	51	27	insights	insight	NOUN
bjmsr-2226	51	28	into	into	ADP
bjmsr-2226	51	29	investor	investor	NOUN
bjmsr-2226	51	30	behavior	behavior	NOUN
bjmsr-2226	51	31	and	and	CCONJ
bjmsr-2226	51	32	stock	stock	NOUN
bjmsr-2226	51	33	returns	return	NOUN
bjmsr-2226	51	34	.	.	PUNCT
bjmsr-2226	52	1	one	one	NUM
bjmsr-2226	52	2	prevalent	prevalent	ADJ
bjmsr-2226	52	3	theme	theme	NOUN
bjmsr-2226	52	4	revolves	revolve	VERB
bjmsr-2226	52	5	around	around	ADP
bjmsr-2226	52	6	developing	develop	VERB
bjmsr-2226	52	7	and	and	CCONJ
bjmsr-2226	52	8	evaluating	evaluate	VERB
bjmsr-2226	52	9	sentiment	sentiment	NOUN
bjmsr-2226	52	10	analysis	analysis	NOUN
bjmsr-2226	52	11	tools	tool	NOUN
bjmsr-2226	52	12	tailored	tailor	VERB
bjmsr-2226	52	13	for	for	ADP
bjmsr-2226	52	14	specific	specific	ADJ
bjmsr-2226	52	15	contexts	contexts	NOUN
bjmsr-2226	52	16	.	.	PUNCT
bjmsr-2226	53	1	hutto	hutto	PROPN
bjmsr-2226	53	2	and	and	CCONJ
bjmsr-2226	53	3	gilbert	gilbert	PROPN
bjmsr-2226	53	4	(	(	PUNCT
bjmsr-2226	53	5	2014	2014	NUM
bjmsr-2226	53	6	)	)	PUNCT
bjmsr-2226	53	7	introduce	introduce	NOUN
bjmsr-2226	53	8	(	(	PUNCT
bjmsr-2226	53	9	valence	valence	NOUN
bjmsr-2226	53	10	aware	aware	ADJ
bjmsr-2226	53	11	dictionary	dictionary	ADJ
bjmsr-2226	53	12	and	and	CCONJ
bjmsr-2226	53	13	sentiment	sentiment	NOUN
bjmsr-2226	53	14	reasoner	reasoner	NOUN
bjmsr-2226	53	15	(	(	PUNCT
bjmsr-2226	53	16	vader	vader	NOUN
bjmsr-2226	53	17	)	)	PUNCT
bjmsr-2226	53	18	,	,	PUNCT
bjmsr-2226	53	19	a	a	DET
bjmsr-2226	53	20	sentiment	sentiment	NOUN
bjmsr-2226	53	21	analysis	analysis	NOUN
bjmsr-2226	53	22	tool	tool	NOUN
bjmsr-2226	53	23	designed	design	VERB
bjmsr-2226	53	24	for	for	ADP
bjmsr-2226	53	25	microblog	microblog	NOUN
bjmsr-2226	53	26	-	-	PUNCT
bjmsr-2226	53	27	like	like	ADJ
bjmsr-2226	53	28	platforms	platform	NOUN
bjmsr-2226	53	29	,	,	PUNCT
bjmsr-2226	53	30	showcasing	showcase	VERB
bjmsr-2226	53	31	its	its	PRON
bjmsr-2226	53	32	superiority	superiority	NOUN
bjmsr-2226	53	33	over	over	ADP
bjmsr-2226	53	34	existing	exist	VERB
bjmsr-2226	53	35	tools	tool	NOUN
bjmsr-2226	53	36	through	through	ADP
bjmsr-2226	53	37	a	a	DET
bjmsr-2226	53	38	combination	combination	NOUN
bjmsr-2226	53	39	of	of	ADP
bjmsr-2226	53	40	qualitative	qualitative	ADJ
bjmsr-2226	53	41	and	and	CCONJ
bjmsr-2226	53	42	quantitative	quantitative	ADJ
bjmsr-2226	53	43	methods	method	NOUN
bjmsr-2226	53	44	.	.	PUNCT
bjmsr-2226	54	1	the	the	DET
bjmsr-2226	54	2	authors	author	NOUN
bjmsr-2226	54	3	emphasize	emphasize	VERB
bjmsr-2226	54	4	the	the	DET
bjmsr-2226	54	5	importance	importance	NOUN
bjmsr-2226	54	6	of	of	ADP
bjmsr-2226	54	7	human	human	ADJ
bjmsr-2226	54	8	expertise	expertise	NOUN
bjmsr-2226	54	9	in	in	ADP
bjmsr-2226	54	10	the	the	DET
bjmsr-2226	54	11	tool	tool	NOUN
bjmsr-2226	54	12	's	's	PART
bjmsr-2226	54	13	development	development	NOUN
bjmsr-2226	54	14	process	process	NOUN
bjmsr-2226	54	15	,	,	PUNCT
bjmsr-2226	54	16	leading	lead	VERB
bjmsr-2226	54	17	to	to	ADP
bjmsr-2226	54	18	remarkable	remarkable	ADJ
bjmsr-2226	54	19	results	result	NOUN
bjmsr-2226	54	20	in	in	ADP
bjmsr-2226	54	21	sentiment	sentiment	NOUN
bjmsr-2226	54	22	analysis	analysis	NOUN
bjmsr-2226	54	23	within	within	ADP
bjmsr-2226	54	24	computer	computer	NOUN
bjmsr-2226	54	25	science	science	NOUN
bjmsr-2226	54	26	.	.	PUNCT
bjmsr-2226	55	1	another	another	DET
bjmsr-2226	55	2	significant	significant	ADJ
bjmsr-2226	55	3	theme	theme	NOUN
bjmsr-2226	55	4	centers	center	NOUN
bjmsr-2226	55	5	on	on	ADP
bjmsr-2226	55	6	the	the	DET
bjmsr-2226	55	7	impact	impact	NOUN
bjmsr-2226	55	8	of	of	ADP
bjmsr-2226	55	9	sentiment	sentiment	NOUN
bjmsr-2226	55	10	analysis	analysis	NOUN
bjmsr-2226	55	11	on	on	ADP
bjmsr-2226	55	12	stock	stock	NOUN
bjmsr-2226	55	13	market	market	NOUN
bjmsr-2226	55	14	prediction	prediction	NOUN
bjmsr-2226	55	15	.	.	PUNCT
bjmsr-2226	56	1	feng	feng	PROPN
bjmsr-2226	56	2	et	et	PROPN
bjmsr-2226	56	3	al	al	PROPN
bjmsr-2226	56	4	.	.	PROPN
bjmsr-2226	57	1	(	(	PUNCT
bjmsr-2226	57	2	2017	2017	NUM
bjmsr-2226	57	3	)	)	PUNCT
bjmsr-2226	57	4	investigate	investigate	VERB
bjmsr-2226	57	5	the	the	DET
bjmsr-2226	57	6	relationship	relationship	NOUN
bjmsr-2226	57	7	between	between	ADP
bjmsr-2226	57	8	market	market	NOUN
bjmsr-2226	57	9	sentiment	sentiment	NOUN
bjmsr-2226	57	10	and	and	CCONJ
bjmsr-2226	57	11	the	the	DET
bjmsr-2226	57	12	effectiveness	effectiveness	NOUN
bjmsr-2226	57	13	of	of	ADP
bjmsr-2226	57	14	technical	technical	ADJ
bjmsr-2226	57	15	trading	trading	NOUN
bjmsr-2226	57	16	approaches	approach	NOUN
bjmsr-2226	57	17	,	,	PUNCT
bjmsr-2226	57	18	finding	find	VERB
bjmsr-2226	57	19	that	that	SCONJ
bjmsr-2226	57	20	technical	technical	ADJ
bjmsr-2226	57	21	indicators	indicator	NOUN
bjmsr-2226	57	22	perform	perform	VERB
bjmsr-2226	57	23	better	well	ADV
bjmsr-2226	57	24	during	during	ADP
bjmsr-2226	57	25	periods	period	NOUN
bjmsr-2226	57	26	of	of	ADP
bjmsr-2226	57	27	high	high	ADJ
bjmsr-2226	57	28	sentiment	sentiment	NOUN
bjmsr-2226	57	29	,	,	PUNCT
bjmsr-2226	57	30	particularly	particularly	ADV
bjmsr-2226	57	31	for	for	ADP
bjmsr-2226	57	32	small	small	ADJ
bjmsr-2226	57	33	stocks	stock	NOUN
bjmsr-2226	57	34	.	.	PUNCT
bjmsr-2226	58	1	similarly	similarly	ADV
bjmsr-2226	58	2	,	,	PUNCT
bjmsr-2226	58	3	deng	deng	PROPN
bjmsr-2226	58	4	et	et	PROPN
bjmsr-2226	58	5	al	al	PROPN
bjmsr-2226	58	6	.	.	PROPN
bjmsr-2226	59	1	(	(	PUNCT
bjmsr-2226	59	2	2011	2011	NUM
bjmsr-2226	59	3	)	)	PUNCT
bjmsr-2226	59	4	propose	propose	VERB
bjmsr-2226	59	5	a	a	DET
bjmsr-2226	59	6	stock	stock	NOUN
bjmsr-2226	59	7	price	price	NOUN
bjmsr-2226	59	8	prediction	prediction	NOUN
bjmsr-2226	59	9	model	model	NOUN
bjmsr-2226	59	10	that	that	PRON
bjmsr-2226	59	11	integrates	integrate	VERB
bjmsr-2226	59	12	features	feature	NOUN
bjmsr-2226	59	13	from	from	ADP
bjmsr-2226	59	14	both	both	DET
bjmsr-2226	59	15	time	time	NOUN
bjmsr-2226	59	16	series	series	PROPN
bjmsr-2226	59	17	data	datum	NOUN
bjmsr-2226	59	18	and	and	CCONJ
bjmsr-2226	59	19	social	social	ADJ
bjmsr-2226	59	20	networks	network	NOUN
bjmsr-2226	59	21	,	,	PUNCT
bjmsr-2226	59	22	outperforming	outperform	VERB
bjmsr-2226	59	23	traditional	traditional	ADJ
bjmsr-2226	59	24	methods	method	NOUN
bjmsr-2226	59	25	in	in	ADP
bjmsr-2226	59	26	predicting	predict	VERB
bjmsr-2226	59	27	stock	stock	NOUN
bjmsr-2226	59	28	prices	price	NOUN
bjmsr-2226	59	29	.	.	PUNCT
bjmsr-2226	60	1	these	these	DET
bjmsr-2226	60	2	studies	study	NOUN
bjmsr-2226	60	3	highlight	highlight	VERB
bjmsr-2226	60	4	the	the	DET
bjmsr-2226	60	5	potential	potential	NOUN
bjmsr-2226	60	6	of	of	ADP
bjmsr-2226	60	7	sentiment	sentiment	NOUN
bjmsr-2226	60	8	analysis	analysis	NOUN
bjmsr-2226	60	9	to	to	PART
bjmsr-2226	60	10	improve	improve	VERB
bjmsr-2226	60	11	the	the	DET
bjmsr-2226	60	12	accuracy	accuracy	NOUN
bjmsr-2226	60	13	of	of	ADP
bjmsr-2226	60	14	stock	stock	NOUN
bjmsr-2226	60	15	market	market	NOUN
bjmsr-2226	60	16	forecasts	forecast	NOUN
bjmsr-2226	60	17	.	.	PUNCT
bjmsr-2226	61	1	sentiment	sentiment	NOUN
bjmsr-2226	61	2	analysis	analysis	NOUN
bjmsr-2226	61	3	on	on	ADP
bjmsr-2226	61	4	social	social	ADJ
bjmsr-2226	61	5	media	medium	NOUN
bjmsr-2226	61	6	significantly	significantly	ADV
bjmsr-2226	61	7	impacts	impact	VERB
bjmsr-2226	61	8	stock	stock	NOUN
bjmsr-2226	61	9	trends	trend	NOUN
bjmsr-2226	61	10	by	by	ADP
bjmsr-2226	61	11	providing	provide	VERB
bjmsr-2226	61	12	valuable	valuable	ADJ
bjmsr-2226	61	13	insights	insight	NOUN
bjmsr-2226	61	14	into	into	ADP
bjmsr-2226	61	15	investor	investor	NOUN
bjmsr-2226	61	16	sentiments	sentiment	NOUN
bjmsr-2226	61	17	and	and	CCONJ
bjmsr-2226	61	18	predicting	predict	VERB
bjmsr-2226	61	19	stock	stock	NOUN
bjmsr-2226	61	20	returns	return	NOUN
bjmsr-2226	61	21	.	.	PUNCT
bjmsr-2226	62	1	studies	study	NOUN
bjmsr-2226	62	2	like	like	ADP
bjmsr-2226	62	3	those	those	PRON
bjmsr-2226	62	4	by	by	ADP
bjmsr-2226	62	5	chang	chang	PROPN
bjmsr-2226	62	6	et	et	PROPN
bjmsr-2226	62	7	al	al	PROPN
bjmsr-2226	62	8	.	.	PROPN
bjmsr-2226	62	9	(	(	PUNCT
bjmsr-2226	62	10	2021	2021	NUM
bjmsr-2226	62	11	)	)	PUNCT
bjmsr-2226	62	12	and	and	CCONJ
bjmsr-2226	62	13	gu	gu	NOUN
bjmsr-2226	62	14	and	and	CCONJ
bjmsr-2226	62	15	kurov	kurov	PROPN
bjmsr-2226	62	16	(	(	PUNCT
bjmsr-2226	62	17	2020	2020	NUM
bjmsr-2226	62	18	)	)	PUNCT
bjmsr-2226	62	19	demonstrate	demonstrate	VERB
bjmsr-2226	62	20	that	that	DET
bjmsr-2226	62	21	sentiment	sentiment	NOUN
bjmsr-2226	62	22	extracted	extract	VERB
bjmsr-2226	62	23	from	from	ADP
bjmsr-2226	62	24	platforms	platform	NOUN
bjmsr-2226	62	25	like	like	ADP
bjmsr-2226	62	26	twitter	twitter	NOUN
bjmsr-2226	62	27	can	can	AUX
bjmsr-2226	62	28	predict	predict	VERB
bjmsr-2226	62	29	stock	stock	NOUN
bjmsr-2226	62	30	returns	return	NOUN
bjmsr-2226	62	31	without	without	ADP
bjmsr-2226	62	32	subsequent	subsequent	ADJ
bjmsr-2226	62	33	reversals	reversal	NOUN
bjmsr-2226	62	34	,	,	PUNCT
bjmsr-2226	62	35	offering	offer	VERB
bjmsr-2226	62	36	new	new	ADJ
bjmsr-2226	62	37	information	information	NOUN
bjmsr-2226	62	38	about	about	ADP
bjmsr-2226	62	39	analyst	analyst	NOUN
bjmsr-2226	62	40	recommendations	recommendation	NOUN
bjmsr-2226	62	41	,	,	PUNCT
bjmsr-2226	62	42	price	price	NOUN
bjmsr-2226	62	43	targets	target	NOUN
bjmsr-2226	62	44	,	,	PUNCT
bjmsr-2226	62	45	and	and	CCONJ
bjmsr-2226	62	46	quarterly	quarterly	ADJ
bjmsr-2226	62	47	earnings	earning	NOUN
bjmsr-2226	62	48	.	.	PUNCT
bjmsr-2226	63	1	additionally	additionally	ADV
bjmsr-2226	63	2	,	,	PUNCT
bjmsr-2226	63	3	research	research	NOUN
bjmsr-2226	63	4	by	by	ADP
bjmsr-2226	63	5	chen	chen	PROPN
bjmsr-2226	63	6	et	et	PROPN
bjmsr-2226	63	7	al	al	PROPN
bjmsr-2226	63	8	.	.	PROPN
bjmsr-2226	64	1	(	(	PUNCT
bjmsr-2226	64	2	2022	2022	NUM
bjmsr-2226	64	3	)	)	PUNCT
bjmsr-2226	64	4	shows	show	VERB
bjmsr-2226	64	5	that	that	SCONJ
bjmsr-2226	64	6	investor	investor	NOUN
bjmsr-2226	64	7	sentiment	sentiment	NOUN
bjmsr-2226	64	8	,	,	PUNCT
bjmsr-2226	64	9	classified	classify	VERB
bjmsr-2226	64	10	by	by	ADP
bjmsr-2226	64	11	theme	theme	NOUN
bjmsr-2226	64	12	,	,	PUNCT
bjmsr-2226	64	13	is	be	AUX
bjmsr-2226	64	14	positively	positively	ADV
bjmsr-2226	64	15	correlated	correlate	VERB
bjmsr-2226	64	16	with	with	ADP
bjmsr-2226	64	17	stock	stock	NOUN
bjmsr-2226	64	18	excess	excess	ADJ
bjmsr-2226	64	19	return	return	NOUN
bjmsr-2226	64	20	,	,	PUNCT
bjmsr-2226	64	21	with	with	ADP
bjmsr-2226	64	22	different	different	ADJ
bjmsr-2226	64	23	themes	theme	NOUN
bjmsr-2226	64	24	exerting	exert	VERB
bjmsr-2226	64	25	varying	vary	VERB
bjmsr-2226	64	26	degrees	degree	NOUN
bjmsr-2226	64	27	of	of	ADP
bjmsr-2226	64	28	influence	influence	NOUN
bjmsr-2226	64	29	on	on	ADP
bjmsr-2226	64	30	short	short	ADJ
bjmsr-2226	64	31	and	and	CCONJ
bjmsr-2226	64	32	long	long	ADJ
bjmsr-2226	64	33	-	-	PUNCT
bjmsr-2226	64	34	term	term	NOUN
bjmsr-2226	64	35	trends	trend	NOUN
bjmsr-2226	64	36	.	.	PUNCT
bjmsr-2226	65	1	integrating	integrate	VERB
bjmsr-2226	65	2	sentiment	sentiment	NOUN
bjmsr-2226	65	3	analysis	analysis	NOUN
bjmsr-2226	65	4	with	with	ADP
bjmsr-2226	65	5	other	other	ADJ
bjmsr-2226	65	6	data	datum	NOUN
bjmsr-2226	65	7	sources	source	NOUN
bjmsr-2226	65	8	,	,	PUNCT
bjmsr-2226	65	9	such	such	ADJ
bjmsr-2226	65	10	as	as	ADP
bjmsr-2226	65	11	news	news	NOUN
bjmsr-2226	65	12	articles	article	NOUN
bjmsr-2226	65	13	and	and	CCONJ
bjmsr-2226	65	14	historical	historical	ADJ
bjmsr-2226	65	15	stock	stock	NOUN
bjmsr-2226	65	16	data	datum	NOUN
bjmsr-2226	65	17	,	,	PUNCT
bjmsr-2226	65	18	as	as	SCONJ
bjmsr-2226	65	19	proposed	propose	VERB
bjmsr-2226	65	20	by	by	ADP
bjmsr-2226	65	21	ray	ray	PROPN
bjmsr-2226	65	22	et	et	PROPN
bjmsr-2226	65	23	al	al	PROPN
bjmsr-2226	65	24	.	.	PROPN
bjmsr-2226	66	1	(	(	PUNCT
bjmsr-2226	66	2	2021	2021	NUM
bjmsr-2226	66	3	)	)	PUNCT
bjmsr-2226	66	4	and	and	CCONJ
bjmsr-2226	66	5	ho	ho	PROPN
bjmsr-2226	66	6	and	and	CCONJ
bjmsr-2226	66	7	huang	huang	PROPN
bjmsr-2226	66	8	(	(	PUNCT
bjmsr-2226	66	9	2021	2021	NUM
bjmsr-2226	66	10	)	)	PUNCT
bjmsr-2226	66	11	,	,	PUNCT
bjmsr-2226	66	12	can	can	AUX
bjmsr-2226	66	13	enhance	enhance	VERB
bjmsr-2226	66	14	the	the	DET
bjmsr-2226	66	15	accuracy	accuracy	NOUN
bjmsr-2226	66	16	of	of	ADP
bjmsr-2226	66	17	stock	stock	NOUN
bjmsr-2226	66	18	trend	trend	NOUN
bjmsr-2226	66	19	predictions	prediction	NOUN
bjmsr-2226	66	20	by	by	ADP
bjmsr-2226	66	21	capturing	capture	VERB
bjmsr-2226	66	22	nonlinear	nonlinear	ADJ
bjmsr-2226	66	23	structures	structure	NOUN
bjmsr-2226	66	24	and	and	CCONJ
bjmsr-2226	66	25	anomalies	anomaly	NOUN
bjmsr-2226	66	26	in	in	ADP
bjmsr-2226	66	27	the	the	DET
bjmsr-2226	66	28	market	market	NOUN
bjmsr-2226	66	29	,	,	PUNCT
bjmsr-2226	66	30	ultimately	ultimately	ADV
bjmsr-2226	66	31	aiding	aid	VERB
bjmsr-2226	66	32	in	in	ADP
bjmsr-2226	66	33	making	make	VERB
bjmsr-2226	66	34	more	more	ADV
bjmsr-2226	66	35	informed	informed	ADJ
bjmsr-2226	66	36	investment	investment	NOUN
bjmsr-2226	66	37	decisions	decision	NOUN
bjmsr-2226	66	38	.	.	PUNCT
bjmsr-2226	67	1	applying	apply	VERB
bjmsr-2226	67	2	sentiment	sentiment	NOUN
bjmsr-2226	67	3	analysis	analysis	NOUN
bjmsr-2226	67	4	in	in	ADP
bjmsr-2226	67	5	financial	financial	ADJ
bjmsr-2226	67	6	domains	domain	NOUN
bjmsr-2226	67	7	is	be	AUX
bjmsr-2226	67	8	another	another	DET
bjmsr-2226	67	9	focal	focal	ADJ
bjmsr-2226	67	10	point	point	NOUN
bjmsr-2226	67	11	of	of	ADP
bjmsr-2226	67	12	the	the	DET
bjmsr-2226	67	13	literature	literature	NOUN
bjmsr-2226	67	14	.	.	PUNCT
bjmsr-2226	68	1	g.	g.	PROPN
bjmsr-2226	68	2	wang	wang	PROPN
bjmsr-2226	68	3	et	et	PROPN
bjmsr-2226	68	4	al	al	PROPN
bjmsr-2226	68	5	.	.	PROPN
bjmsr-2226	69	1	(	(	PUNCT
bjmsr-2226	69	2	2014	2014	NUM
bjmsr-2226	69	3	)	)	PUNCT
bjmsr-2226	69	4	assess	assess	VERB
bjmsr-2226	69	5	the	the	DET
bjmsr-2226	69	6	impact	impact	NOUN
bjmsr-2226	69	7	of	of	ADP
bjmsr-2226	69	8	content	content	NOUN
bjmsr-2226	69	9	on	on	ADP
bjmsr-2226	69	10	social	social	ADJ
bjmsr-2226	69	11	investment	investment	NOUN
bjmsr-2226	69	12	platforms	platform	NOUN
bjmsr-2226	69	13	,	,	PUNCT
bjmsr-2226	69	14	demonstrating	demonstrate	VERB
bjmsr-2226	69	15	the	the	DET
bjmsr-2226	69	16	outperformance	outperformance	NOUN
bjmsr-2226	69	17	of	of	ADP
bjmsr-2226	69	18	seeking	seek	VERB
bjmsr-2226	69	19	alpha	alpha	ADJ
bjmsr-2226	69	20	articles	article	NOUN
bjmsr-2226	69	21	in	in	ADP
bjmsr-2226	69	22	stock	stock	NOUN
bjmsr-2226	69	23	market	market	NOUN
bjmsr-2226	69	24	returns	return	NOUN
bjmsr-2226	69	25	over	over	ADP
bjmsr-2226	69	26	a	a	DET
bjmsr-2226	69	27	baseline	baseline	NOUN
bjmsr-2226	69	28	market	market	NOUN
bjmsr-2226	69	29	.	.	PUNCT
bjmsr-2226	70	1	njølstad	njølstad	PROPN
bjmsr-2226	70	2	et	et	PROPN
bjmsr-2226	70	3	al	al	PROPN
bjmsr-2226	70	4	.	.	PROPN
bjmsr-2226	71	1	(	(	PUNCT
bjmsr-2226	71	2	2014	2014	NUM
bjmsr-2226	71	3	)	)	PUNCT
bjmsr-2226	71	4	address	address	NOUN
bjmsr-2226	71	5	limitations	limitation	NOUN
bjmsr-2226	71	6	in	in	ADP
bjmsr-2226	71	7	sentiment	sentiment	NOUN
bjmsr-2226	71	8	analysis	analysis	NOUN
bjmsr-2226	71	9	within	within	ADP
bjmsr-2226	71	10	news	news	NOUN
bjmsr-2226	71	11	articles	article	NOUN
bjmsr-2226	71	12	,	,	PUNCT
bjmsr-2226	71	13	proposing	propose	VERB
bjmsr-2226	71	14	feature	feature	NOUN
bjmsr-2226	71	15	categories	category	NOUN
bjmsr-2226	71	16	and	and	CCONJ
bjmsr-2226	71	17	machine	machine	NOUN
bjmsr-2226	71	18	learning	learning	NOUN
bjmsr-2226	71	19	methods	method	NOUN
bjmsr-2226	71	20	to	to	PART
bjmsr-2226	71	21	enhance	enhance	VERB
bjmsr-2226	71	22	classification	classification	NOUN
bjmsr-2226	71	23	precision	precision	NOUN
bjmsr-2226	71	24	.	.	PUNCT
bjmsr-2226	72	1	additionally	additionally	ADV
bjmsr-2226	72	2	,	,	PUNCT
bjmsr-2226	72	3	bhardwaj	bhardwaj	PROPN
bjmsr-2226	72	4	et	et	PROPN
bjmsr-2226	72	5	al	al	PROPN
bjmsr-2226	72	6	.	.	PROPN
bjmsr-2226	73	1	(	(	PUNCT
bjmsr-2226	73	2	2015	2015	NUM
bjmsr-2226	73	3	)	)	PUNCT
bjmsr-2226	73	4	explore	explore	VERB
bjmsr-2226	73	5	the	the	DET
bjmsr-2226	73	6	influence	influence	NOUN
bjmsr-2226	73	7	of	of	ADP
bjmsr-2226	73	8	internet	internet	NOUN
bjmsr-2226	73	9	-	-	PUNCT
bjmsr-2226	73	10	based	base	VERB
bjmsr-2226	73	11	technologies	technology	NOUN
bjmsr-2226	73	12	on	on	ADP
bjmsr-2226	73	13	the	the	DET
bjmsr-2226	73	14	indian	indian	ADJ
bjmsr-2226	73	15	stock	stock	NOUN
bjmsr-2226	73	16	market	market	NOUN
bjmsr-2226	73	17	,	,	PUNCT
bjmsr-2226	73	18	underscoring	underscore	VERB
bjmsr-2226	73	19	the	the	DET
bjmsr-2226	73	20	significance	significance	NOUN
bjmsr-2226	73	21	of	of	ADP
bjmsr-2226	73	22	sentiment	sentiment	NOUN
bjmsr-2226	73	23	analysis	analysis	NOUN
bjmsr-2226	73	24	in	in	ADP
bjmsr-2226	73	25	forecasting	forecast	VERB
bjmsr-2226	73	26	stock	stock	NOUN
bjmsr-2226	73	27	prices	price	NOUN
bjmsr-2226	73	28	.	.	PUNCT
bjmsr-2226	74	1	utilizing	utilize	VERB
bjmsr-2226	74	2	social	social	ADJ
bjmsr-2226	74	3	media	medium	NOUN
bjmsr-2226	74	4	data	datum	NOUN
bjmsr-2226	74	5	for	for	ADP
bjmsr-2226	74	6	stock	stock	NOUN
bjmsr-2226	74	7	market	market	NOUN
bjmsr-2226	74	8	analysis	analysis	NOUN
bjmsr-2226	74	9	emerges	emerge	VERB
bjmsr-2226	74	10	as	as	ADP
bjmsr-2226	74	11	a	a	DET
bjmsr-2226	74	12	prominent	prominent	ADJ
bjmsr-2226	74	13	subtheme	subtheme	NOUN
bjmsr-2226	74	14	.	.	PUNCT
bjmsr-2226	75	1	nguyen	nguyen	PROPN
bjmsr-2226	75	2	et	et	PROPN
bjmsr-2226	75	3	al	al	PROPN
bjmsr-2226	75	4	.	.	PROPN
bjmsr-2226	76	1	(	(	PUNCT
bjmsr-2226	76	2	2015	2015	NUM
bjmsr-2226	76	3	)	)	PUNCT
bjmsr-2226	76	4	have	have	AUX
bjmsr-2226	76	5	demonstrated	demonstrate	VERB
bjmsr-2226	76	6	that	that	SCONJ
bjmsr-2226	76	7	incorporating	incorporate	VERB
bjmsr-2226	76	8	topic	topic	NOUN
bjmsr-2226	76	9	-	-	PUNCT
bjmsr-2226	76	10	specific	specific	ADJ
bjmsr-2226	76	11	sentiments	sentiment	NOUN
bjmsr-2226	76	12	from	from	ADP
bjmsr-2226	76	13	social	social	ADJ
bjmsr-2226	76	14	media	medium	NOUN
bjmsr-2226	76	15	can	can	AUX
bjmsr-2226	76	16	enhance	enhance	VERB
bjmsr-2226	76	17	stock	stock	NOUN
bjmsr-2226	76	18	price	price	NOUN
bjmsr-2226	76	19	movement	movement	NOUN
bjmsr-2226	76	20	prediction	prediction	NOUN
bjmsr-2226	76	21	models	model	NOUN
bjmsr-2226	76	22	,	,	PUNCT
bjmsr-2226	76	23	outperforming	outperform	VERB
bjmsr-2226	76	24	historical	historical	ADJ
bjmsr-2226	76	25	price	price	NOUN
bjmsr-2226	76	26	-	-	PUNCT
bjmsr-2226	76	27	based	base	VERB
bjmsr-2226	76	28	methods	method	NOUN
bjmsr-2226	76	29	.	.	PUNCT
bjmsr-2226	77	1	similarly	similarly	ADV
bjmsr-2226	77	2	,	,	PUNCT
bjmsr-2226	77	3	batra	batra	NOUN
bjmsr-2226	77	4	and	and	CCONJ
bjmsr-2226	77	5	daudpota	daudpota	ADJ
bjmsr-2226	77	6	(	(	PUNCT
bjmsr-2226	77	7	2018	2018	NUM
bjmsr-2226	77	8	)	)	PUNCT
bjmsr-2226	77	9	apply	apply	VERB
bjmsr-2226	77	10	sentiment	sentiment	NOUN
bjmsr-2226	77	11	analysis	analysis	NOUN
bjmsr-2226	77	12	to	to	PART
bjmsr-2226	77	13	predict	predict	VERB
bjmsr-2226	77	14	stock	stock	NOUN
bjmsr-2226	77	15	movements	movement	NOUN
bjmsr-2226	77	16	using	use	VERB
bjmsr-2226	77	17	tweets	tweet	NOUN
bjmsr-2226	77	18	related	relate	VERB
bjmsr-2226	77	19	to	to	ADP
bjmsr-2226	77	20	apple	apple	NOUN
bjmsr-2226	77	21	products	product	NOUN
bjmsr-2226	77	22	,	,	PUNCT
bjmsr-2226	77	23	revealing	reveal	VERB
bjmsr-2226	77	24	a	a	DET
bjmsr-2226	77	25	positive	positive	ADJ
bjmsr-2226	77	26	correlation	correlation	NOUN
bjmsr-2226	77	27	between	between	ADP
bjmsr-2226	77	28	sentiments	sentiment	NOUN
bjmsr-2226	77	29	expressed	express	VERB
bjmsr-2226	77	30	in	in	ADP
bjmsr-2226	77	31	tweets	tweet	NOUN
bjmsr-2226	77	32	and	and	CCONJ
bjmsr-2226	77	33	market	market	NOUN
bjmsr-2226	77	34	data	datum	NOUN
bjmsr-2226	77	35	.	.	PUNCT
bjmsr-2226	78	1	various	various	ADJ
bjmsr-2226	78	2	methods	method	NOUN
bjmsr-2226	78	3	are	be	AUX
bjmsr-2226	78	4	employed	employ	VERB
bjmsr-2226	78	5	across	across	ADP
bjmsr-2226	78	6	the	the	DET
bjmsr-2226	78	7	studies	study	NOUN
bjmsr-2226	78	8	to	to	PART
bjmsr-2226	78	9	conduct	conduct	VERB
bjmsr-2226	78	10	sentiment	sentiment	NOUN
bjmsr-2226	78	11	analysis	analysis	NOUN
bjmsr-2226	78	12	and	and	CCONJ
bjmsr-2226	78	13	predict	predict	VERB
bjmsr-2226	78	14	stock	stock	NOUN
bjmsr-2226	78	15	market	market	NOUN
bjmsr-2226	78	16	movements	movement	NOUN
bjmsr-2226	78	17	.	.	PUNCT
bjmsr-2226	79	1	these	these	DET
bjmsr-2226	79	2	methods	method	NOUN
bjmsr-2226	79	3	include	include	VERB
bjmsr-2226	79	4	machine	machine	NOUN
bjmsr-2226	79	5	learning	learn	VERB
bjmsr-2226	79	6	algorithms	algorithm	NOUN
bjmsr-2226	79	7	like	like	ADP
bjmsr-2226	79	8	support	support	NOUN
bjmsr-2226	79	9	vector	vector	NOUN
bjmsr-2226	79	10	machines	machine	NOUN
bjmsr-2226	79	11	(	(	PUNCT
bjmsr-2226	79	12	svm	svm	PROPN
bjmsr-2226	79	13	)	)	PUNCT
bjmsr-2226	79	14	,	,	PUNCT
bjmsr-2226	79	15	decision	decision	NOUN
bjmsr-2226	79	16	trees	tree	NOUN
bjmsr-2226	79	17	,	,	PUNCT
bjmsr-2226	79	18	random	random	ADJ
bjmsr-2226	79	19	forests	forest	NOUN
bjmsr-2226	79	20	,	,	PUNCT
bjmsr-2226	79	21	and	and	CCONJ
bjmsr-2226	79	22	multiple	multiple	ADJ
bjmsr-2226	79	23	kernel	kernel	NOUN
bjmsr-2226	79	24	learning	learn	VERB
bjmsr-2226	79	25	regression	regression	NOUN
bjmsr-2226	79	26	frameworks	framework	NOUN
bjmsr-2226	79	27	.	.	PUNCT
bjmsr-2226	80	1	additionally	additionally	ADV
bjmsr-2226	80	2	,	,	PUNCT
bjmsr-2226	80	3	qualitative	qualitative	ADJ
bjmsr-2226	80	4	analyses	analysis	NOUN
bjmsr-2226	80	5	,	,	PUNCT
bjmsr-2226	80	6	empirical	empirical	ADJ
bjmsr-2226	80	7	analyses	analysis	NOUN
bjmsr-2226	80	8	,	,	PUNCT
bjmsr-2226	80	9	and	and	CCONJ
bjmsr-2226	80	10	correlation	correlation	NOUN
bjmsr-2226	80	11	studies	study	NOUN
bjmsr-2226	80	12	are	be	AUX
bjmsr-2226	80	13	conducted	conduct	VERB
bjmsr-2226	80	14	to	to	PART
bjmsr-2226	80	15	evaluate	evaluate	VERB
bjmsr-2226	80	16	the	the	DET
bjmsr-2226	80	17	effectiveness	effectiveness	NOUN
bjmsr-2226	80	18	of	of	ADP
bjmsr-2226	80	19	sentiment	sentiment	NOUN
bjmsr-2226	80	20	analysis	analysis	NOUN
bjmsr-2226	80	21	tools	tool	NOUN
bjmsr-2226	80	22	and	and	CCONJ
bjmsr-2226	80	23	predictive	predictive	ADJ
bjmsr-2226	80	24	models	model	NOUN
bjmsr-2226	80	25	.	.	PUNCT
bjmsr-2226	81	1	baruah	baruah	PROPN
bjmsr-2226	81	2	&	&	CCONJ
bjmsr-2226	81	3	changkakati	changkakati	PROPN
bjmsr-2226	81	4	,	,	PUNCT
bjmsr-2226	81	5	bangladesh	bangladesh	PROPN
bjmsr-2226	81	6	journal	journal	NOUN
bjmsr-2226	81	7	of	of	ADP
bjmsr-2226	81	8	multidisciplinary	multidisciplinary	ADJ
bjmsr-2226	81	9	scientific	scientific	ADJ
bjmsr-2226	81	10	research	research	NOUN
bjmsr-2226	81	11	9(2	9(2	NUM
bjmsr-2226	81	12	)	)	PUNCT
bjmsr-2226	81	13	(	(	PUNCT
bjmsr-2226	81	14	2024	2024	NUM
bjmsr-2226	81	15	)	)	PUNCT
bjmsr-2226	81	16	,	,	PUNCT
bjmsr-2226	81	17	45	45	NUM
bjmsr-2226	81	18	-	-	SYM
bjmsr-2226	81	19	54	54	NUM
bjmsr-2226	81	20	47	47	NUM
bjmsr-2226	81	21	machine	machine	NOUN
bjmsr-2226	81	22	learning	learn	VERB
bjmsr-2226	81	23	algorithms	algorithm	NOUN
bjmsr-2226	81	24	predict	predict	VERB
bjmsr-2226	81	25	stock	stock	NOUN
bjmsr-2226	81	26	market	market	NOUN
bjmsr-2226	81	27	trends	trend	NOUN
bjmsr-2226	81	28	using	use	VERB
bjmsr-2226	81	29	social	social	ADJ
bjmsr-2226	81	30	media	medium	NOUN
bjmsr-2226	81	31	trends	trend	NOUN
bjmsr-2226	81	32	by	by	ADP
bjmsr-2226	81	33	analyzing	analyze	VERB
bjmsr-2226	81	34	alternative	alternative	ADJ
bjmsr-2226	81	35	data	datum	NOUN
bjmsr-2226	81	36	sources	source	NOUN
bjmsr-2226	81	37	like	like	ADP
bjmsr-2226	81	38	social	social	ADJ
bjmsr-2226	81	39	media	medium	NOUN
bjmsr-2226	81	40	commentary	commentary	NOUN
bjmsr-2226	81	41	,	,	PUNCT
bjmsr-2226	81	42	news	news	NOUN
bjmsr-2226	81	43	articles	article	NOUN
bjmsr-2226	81	44	,	,	PUNCT
bjmsr-2226	81	45	and	and	CCONJ
bjmsr-2226	81	46	sentiment	sentiment	NOUN
bjmsr-2226	81	47	analytics	analytic	NOUN
bjmsr-2226	81	48	(	(	PUNCT
bjmsr-2226	81	49	ashtiani	ashtiani	NOUN
bjmsr-2226	81	50	&	&	CCONJ
bjmsr-2226	81	51	raahemi	raahemi	NOUN
bjmsr-2226	81	52	,	,	PUNCT
bjmsr-2226	81	53	2023	2023	NUM
bjmsr-2226	81	54	;	;	PUNCT
bjmsr-2226	81	55	dong	dong	PROPN
bjmsr-2226	81	56	et	et	PROPN
bjmsr-2226	81	57	al	al	PROPN
bjmsr-2226	81	58	.	.	PROPN
bjmsr-2226	81	59	,	,	PUNCT
bjmsr-2226	81	60	2021	2021	NUM
bjmsr-2226	81	61	;	;	PUNCT
bjmsr-2226	81	62	gülmez	gülmez	NOUN
bjmsr-2226	81	63	,	,	PUNCT
bjmsr-2226	81	64	2023	2023	NUM
bjmsr-2226	81	65	;	;	PUNCT
bjmsr-2226	81	66	hansen	hansen	PROPN
bjmsr-2226	81	67	&	&	CCONJ
bjmsr-2226	81	68	borch	borch	PROPN
bjmsr-2226	81	69	,	,	PUNCT
bjmsr-2226	81	70	2022	2022	NUM
bjmsr-2226	81	71	;	;	PUNCT
bjmsr-2226	81	72	sharaf	sharaf	NOUN
bjmsr-2226	81	73	et	et	PROPN
bjmsr-2226	81	74	al	al	PROPN
bjmsr-2226	81	75	.	.	PROPN
bjmsr-2226	81	76	,	,	PUNCT
bjmsr-2226	81	77	2023	2023	NUM
bjmsr-2226	81	78	)	)	PUNCT
bjmsr-2226	81	79	.	.	PUNCT
bjmsr-2226	82	1	these	these	DET
bjmsr-2226	82	2	algorithms	algorithm	NOUN
bjmsr-2226	82	3	utilize	utilize	VERB
bjmsr-2226	82	4	sentiment	sentiment	NOUN
bjmsr-2226	82	5	analysis	analysis	NOUN
bjmsr-2226	82	6	of	of	ADP
bjmsr-2226	82	7	covid-19	covid-19	PROPN
bjmsr-2226	82	8	news	news	NOUN
bjmsr-2226	82	9	,	,	PUNCT
bjmsr-2226	82	10	text	text	NOUN
bjmsr-2226	82	11	mining	mining	NOUN
bjmsr-2226	82	12	on	on	ADP
bjmsr-2226	82	13	social	social	ADJ
bjmsr-2226	82	14	media	medium	NOUN
bjmsr-2226	82	15	data	datum	NOUN
bjmsr-2226	82	16	,	,	PUNCT
bjmsr-2226	82	17	and	and	CCONJ
bjmsr-2226	82	18	gps	gps	PROPN
bjmsr-2226	82	19	data	datum	NOUN
bjmsr-2226	82	20	to	to	PART
bjmsr-2226	82	21	extract	extract	VERB
bjmsr-2226	82	22	insights	insight	NOUN
bjmsr-2226	82	23	for	for	ADP
bjmsr-2226	82	24	stock	stock	NOUN
bjmsr-2226	82	25	price	price	NOUN
bjmsr-2226	82	26	prediction	prediction	NOUN
bjmsr-2226	82	27	(	(	PUNCT
bjmsr-2226	82	28	ashtiani	ashtiani	NOUN
bjmsr-2226	82	29	&	&	CCONJ
bjmsr-2226	82	30	raahemi	raahemi	NOUN
bjmsr-2226	82	31	,	,	PUNCT
bjmsr-2226	82	32	2023	2023	NUM
bjmsr-2226	82	33	;	;	PUNCT
bjmsr-2226	82	34	sharaf	sharaf	NOUN
bjmsr-2226	82	35	et	et	PROPN
bjmsr-2226	82	36	al	al	PROPN
bjmsr-2226	82	37	.	.	PROPN
bjmsr-2226	82	38	,	,	PUNCT
bjmsr-2226	82	39	2023	2023	NUM
bjmsr-2226	82	40	)	)	PUNCT
bjmsr-2226	82	41	.	.	PUNCT
bjmsr-2226	83	1	techniques	technique	NOUN
bjmsr-2226	83	2	such	such	ADJ
bjmsr-2226	83	3	as	as	ADP
bjmsr-2226	83	4	lstm	lstm	NOUN
bjmsr-2226	83	5	models	model	NOUN
bjmsr-2226	83	6	optimized	optimize	VERB
bjmsr-2226	83	7	by	by	ADP
bjmsr-2226	83	8	metaheuristic	metaheuristic	ADJ
bjmsr-2226	83	9	algorithms	algorithm	NOUN
bjmsr-2226	83	10	like	like	ADP
bjmsr-2226	83	11	aro	aro	NOUN
bjmsr-2226	83	12	,	,	PUNCT
bjmsr-2226	83	13	dynamic	dynamic	ADJ
bjmsr-2226	83	14	predictor	predictor	NOUN
bjmsr-2226	83	15	selection	selection	NOUN
bjmsr-2226	83	16	algorithms	algorithm	NOUN
bjmsr-2226	83	17	,	,	PUNCT
bjmsr-2226	83	18	and	and	CCONJ
bjmsr-2226	83	19	text	text	NOUN
bjmsr-2226	83	20	mining	mining	NOUN
bjmsr-2226	83	21	are	be	AUX
bjmsr-2226	83	22	employed	employ	VERB
bjmsr-2226	83	23	to	to	PART
bjmsr-2226	83	24	process	process	VERB
bjmsr-2226	83	25	social	social	ADJ
bjmsr-2226	83	26	media	medium	NOUN
bjmsr-2226	83	27	data	datum	NOUN
bjmsr-2226	83	28	and	and	CCONJ
bjmsr-2226	83	29	predict	predict	VERB
bjmsr-2226	83	30	stock	stock	NOUN
bjmsr-2226	83	31	movements	movement	NOUN
bjmsr-2226	83	32	accurately	accurately	ADV
bjmsr-2226	83	33	(	(	PUNCT
bjmsr-2226	83	34	ashtiani	ashtiani	PROPN
bjmsr-2226	83	35	&	&	CCONJ
bjmsr-2226	83	36	raahemi	raahemi	NOUN
bjmsr-2226	83	37	,	,	PUNCT
bjmsr-2226	83	38	2023	2023	NUM
bjmsr-2226	83	39	;	;	PUNCT
bjmsr-2226	83	40	dong	dong	PROPN
bjmsr-2226	83	41	et	et	PROPN
bjmsr-2226	83	42	al	al	PROPN
bjmsr-2226	83	43	.	.	PROPN
bjmsr-2226	83	44	,	,	PUNCT
bjmsr-2226	83	45	2021	2021	NUM
bjmsr-2226	83	46	;	;	PUNCT
bjmsr-2226	83	47	gülmez	gülmez	NOUN
bjmsr-2226	83	48	,	,	PUNCT
bjmsr-2226	83	49	2023	2023	NUM
bjmsr-2226	83	50	)	)	PUNCT
bjmsr-2226	83	51	.	.	PUNCT
bjmsr-2226	84	1	by	by	ADP
bjmsr-2226	84	2	harnessing	harness	VERB
bjmsr-2226	84	3	the	the	DET
bjmsr-2226	84	4	power	power	NOUN
bjmsr-2226	84	5	of	of	ADP
bjmsr-2226	84	6	machine	machine	NOUN
bjmsr-2226	84	7	learning	learning	NOUN
bjmsr-2226	84	8	and	and	CCONJ
bjmsr-2226	84	9	text	text	NOUN
bjmsr-2226	84	10	mining	mining	NOUN
bjmsr-2226	84	11	on	on	ADP
bjmsr-2226	84	12	social	social	ADJ
bjmsr-2226	84	13	media	medium	NOUN
bjmsr-2226	84	14	data	datum	NOUN
bjmsr-2226	84	15	,	,	PUNCT
bjmsr-2226	84	16	these	these	DET
bjmsr-2226	84	17	algorithms	algorithm	NOUN
bjmsr-2226	84	18	can	can	AUX
bjmsr-2226	84	19	provide	provide	VERB
bjmsr-2226	84	20	valuable	valuable	ADJ
bjmsr-2226	84	21	insights	insight	NOUN
bjmsr-2226	84	22	for	for	ADP
bjmsr-2226	84	23	investors	investor	NOUN
bjmsr-2226	84	24	and	and	CCONJ
bjmsr-2226	84	25	traders	trader	NOUN
bjmsr-2226	84	26	in	in	ADP
bjmsr-2226	84	27	predicting	predict	VERB
bjmsr-2226	84	28	stock	stock	NOUN
bjmsr-2226	84	29	market	market	NOUN
bjmsr-2226	84	30	trends	trend	NOUN
bjmsr-2226	84	31	based	base	VERB
bjmsr-2226	84	32	on	on	ADP
bjmsr-2226	84	33	social	social	ADJ
bjmsr-2226	84	34	media	medium	NOUN
bjmsr-2226	84	35	trends	trend	NOUN
bjmsr-2226	84	36	and	and	CCONJ
bjmsr-2226	84	37	sentiment	sentiment	NOUN
bjmsr-2226	84	38	analysis	analysis	NOUN
bjmsr-2226	84	39	.	.	PUNCT
bjmsr-2226	85	1	the	the	DET
bjmsr-2226	85	2	use	use	NOUN
bjmsr-2226	85	3	of	of	ADP
bjmsr-2226	85	4	these	these	DET
bjmsr-2226	85	5	diverse	diverse	ADJ
bjmsr-2226	85	6	methods	method	NOUN
bjmsr-2226	85	7	underscores	underscore	VERB
bjmsr-2226	85	8	the	the	DET
bjmsr-2226	85	9	interdisciplinary	interdisciplinary	ADJ
bjmsr-2226	85	10	nature	nature	NOUN
bjmsr-2226	85	11	of	of	ADP
bjmsr-2226	85	12	sentiment	sentiment	NOUN
bjmsr-2226	85	13	analysis	analysis	NOUN
bjmsr-2226	85	14	in	in	ADP
bjmsr-2226	85	15	finance	finance	NOUN
bjmsr-2226	85	16	and	and	CCONJ
bjmsr-2226	85	17	highlights	highlight	NOUN
bjmsr-2226	85	18	the	the	DET
bjmsr-2226	85	19	need	need	NOUN
bjmsr-2226	85	20	for	for	ADP
bjmsr-2226	85	21	robust	robust	ADJ
bjmsr-2226	85	22	analytical	analytical	ADJ
bjmsr-2226	85	23	approaches	approach	NOUN
bjmsr-2226	85	24	to	to	PART
bjmsr-2226	85	25	extract	extract	VERB
bjmsr-2226	85	26	insights	insight	NOUN
bjmsr-2226	85	27	from	from	ADP
bjmsr-2226	85	28	large	large	ADJ
bjmsr-2226	85	29	datasets	dataset	NOUN
bjmsr-2226	85	30	.	.	PUNCT
bjmsr-2226	86	1	despite	despite	SCONJ
bjmsr-2226	86	2	the	the	DET
bjmsr-2226	86	3	potential	potential	NOUN
bjmsr-2226	86	4	of	of	ADP
bjmsr-2226	86	5	sentiment	sentiment	NOUN
bjmsr-2226	86	6	analysis	analysis	NOUN
bjmsr-2226	86	7	,	,	PUNCT
bjmsr-2226	86	8	contradictions	contradiction	NOUN
bjmsr-2226	86	9	in	in	ADP
bjmsr-2226	86	10	using	use	VERB
bjmsr-2226	86	11	social	social	ADJ
bjmsr-2226	86	12	media	medium	NOUN
bjmsr-2226	86	13	models	model	NOUN
bjmsr-2226	86	14	to	to	PART
bjmsr-2226	86	15	predict	predict	VERB
bjmsr-2226	86	16	the	the	DET
bjmsr-2226	86	17	stock	stock	NOUN
bjmsr-2226	86	18	market	market	NOUN
bjmsr-2226	86	19	lie	lie	NOUN
bjmsr-2226	86	20	in	in	ADP
bjmsr-2226	86	21	the	the	DET
bjmsr-2226	86	22	challenges	challenge	NOUN
bjmsr-2226	86	23	of	of	ADP
bjmsr-2226	86	24	user	user	NOUN
bjmsr-2226	86	25	motivations	motivation	NOUN
bjmsr-2226	86	26	,	,	PUNCT
bjmsr-2226	86	27	prediction	prediction	NOUN
bjmsr-2226	86	28	quality	quality	NOUN
bjmsr-2226	86	29	,	,	PUNCT
bjmsr-2226	86	30	and	and	CCONJ
bjmsr-2226	86	31	the	the	DET
bjmsr-2226	86	32	impact	impact	NOUN
bjmsr-2226	86	33	of	of	ADP
bjmsr-2226	86	34	external	external	ADJ
bjmsr-2226	86	35	factors	factor	NOUN
bjmsr-2226	86	36	.	.	PUNCT
bjmsr-2226	87	1	while	while	SCONJ
bjmsr-2226	87	2	social	social	ADJ
bjmsr-2226	87	3	media	medium	NOUN
bjmsr-2226	87	4	platforms	platform	NOUN
bjmsr-2226	87	5	like	like	ADP
bjmsr-2226	87	6	stocktwits	stocktwit	NOUN
bjmsr-2226	87	7	can	can	AUX
bjmsr-2226	87	8	be	be	AUX
bjmsr-2226	87	9	predictive	predictive	ADJ
bjmsr-2226	87	10	of	of	ADP
bjmsr-2226	87	11	stock	stock	NOUN
bjmsr-2226	87	12	performance	performance	NOUN
bjmsr-2226	87	13	(	(	PUNCT
bjmsr-2226	87	14	bouadjenek	bouadjenek	NOUN
bjmsr-2226	87	15	et	et	PROPN
bjmsr-2226	87	16	al	al	PROPN
bjmsr-2226	87	17	.	.	PROPN
bjmsr-2226	87	18	,	,	PUNCT
bjmsr-2226	87	19	2023	2023	NUM
bjmsr-2226	87	20	)	)	PUNCT
bjmsr-2226	87	21	,	,	PUNCT
bjmsr-2226	87	22	incorporating	incorporate	VERB
bjmsr-2226	87	23	sentiments	sentiment	NOUN
bjmsr-2226	87	24	and	and	CCONJ
bjmsr-2226	87	25	technical	technical	ADJ
bjmsr-2226	87	26	indicators	indicator	NOUN
bjmsr-2226	87	27	can	can	AUX
bjmsr-2226	87	28	enhance	enhance	VERB
bjmsr-2226	87	29	prediction	prediction	NOUN
bjmsr-2226	87	30	accuracy	accuracy	NOUN
bjmsr-2226	87	31	(	(	PUNCT
bjmsr-2226	87	32	z.	z.	PROPN
bjmsr-2226	87	33	wang	wang	PROPN
bjmsr-2226	87	34	et	et	PROPN
bjmsr-2226	87	35	al	al	PROPN
bjmsr-2226	87	36	.	.	PROPN
bjmsr-2226	87	37	,	,	PUNCT
bjmsr-2226	87	38	2023	2023	NUM
bjmsr-2226	87	39	)	)	PUNCT
bjmsr-2226	87	40	.	.	PUNCT
bjmsr-2226	88	1	however	however	ADV
bjmsr-2226	88	2	,	,	PUNCT
bjmsr-2226	88	3	the	the	DET
bjmsr-2226	88	4	presence	presence	NOUN
bjmsr-2226	88	5	of	of	ADP
bjmsr-2226	88	6	misleading	mislead	VERB
bjmsr-2226	88	7	information	information	NOUN
bjmsr-2226	88	8	from	from	ADP
bjmsr-2226	88	9	users	user	NOUN
bjmsr-2226	88	10	with	with	ADP
bjmsr-2226	88	11	potentially	potentially	ADV
bjmsr-2226	88	12	ulterior	ulterior	ADJ
bjmsr-2226	88	13	motives	motive	NOUN
bjmsr-2226	88	14	can	can	AUX
bjmsr-2226	88	15	hinder	hinder	VERB
bjmsr-2226	88	16	the	the	DET
bjmsr-2226	88	17	reliability	reliability	NOUN
bjmsr-2226	88	18	of	of	ADP
bjmsr-2226	88	19	predictions	prediction	NOUN
bjmsr-2226	88	20	(	(	PUNCT
bjmsr-2226	88	21	bouadjenek	bouadjenek	NOUN
bjmsr-2226	88	22	et	et	PROPN
bjmsr-2226	88	23	al	al	PROPN
bjmsr-2226	88	24	.	.	PROPN
bjmsr-2226	88	25	,	,	PUNCT
bjmsr-2226	88	26	2023	2023	NUM
bjmsr-2226	88	27	)	)	PUNCT
bjmsr-2226	88	28	.	.	PUNCT
bjmsr-2226	89	1	additionally	additionally	ADV
bjmsr-2226	89	2	,	,	PUNCT
bjmsr-2226	89	3	the	the	DET
bjmsr-2226	89	4	dynamic	dynamic	ADJ
bjmsr-2226	89	5	and	and	CCONJ
bjmsr-2226	89	6	nonlinear	nonlinear	ADJ
bjmsr-2226	89	7	nature	nature	NOUN
bjmsr-2226	89	8	of	of	ADP
bjmsr-2226	89	9	stock	stock	NOUN
bjmsr-2226	89	10	trends	trend	NOUN
bjmsr-2226	89	11	requires	require	VERB
bjmsr-2226	89	12	careful	careful	ADJ
bjmsr-2226	89	13	consideration	consideration	NOUN
bjmsr-2226	89	14	of	of	ADP
bjmsr-2226	89	15	various	various	ADJ
bjmsr-2226	89	16	influence	influence	NOUN
bjmsr-2226	89	17	factors	factor	NOUN
bjmsr-2226	89	18	at	at	ADP
bjmsr-2226	89	19	different	different	ADJ
bjmsr-2226	89	20	phases	phase	NOUN
bjmsr-2226	89	21	,	,	PUNCT
bjmsr-2226	89	22	emphasizing	emphasize	VERB
bjmsr-2226	89	23	the	the	DET
bjmsr-2226	89	24	need	need	NOUN
bjmsr-2226	89	25	for	for	ADP
bjmsr-2226	89	26	a	a	DET
bjmsr-2226	89	27	hybrid	hybrid	ADJ
bjmsr-2226	89	28	model	model	NOUN
bjmsr-2226	89	29	that	that	PRON
bjmsr-2226	89	30	integrates	integrate	VERB
bjmsr-2226	89	31	social	social	ADJ
bjmsr-2226	89	32	media	medium	NOUN
bjmsr-2226	89	33	sentiments	sentiment	NOUN
bjmsr-2226	89	34	and	and	CCONJ
bjmsr-2226	89	35	technical	technical	ADJ
bjmsr-2226	89	36	indicators	indicator	NOUN
bjmsr-2226	89	37	for	for	ADP
bjmsr-2226	89	38	more	more	ADV
bjmsr-2226	89	39	accurate	accurate	ADJ
bjmsr-2226	89	40	predictions	prediction	NOUN
bjmsr-2226	89	41	(	(	PUNCT
bjmsr-2226	89	42	z.	z.	PROPN
bjmsr-2226	89	43	wang	wang	PROPN
bjmsr-2226	89	44	et	et	PROPN
bjmsr-2226	89	45	al	al	PROPN
bjmsr-2226	89	46	.	.	PROPN
bjmsr-2226	89	47	,	,	PUNCT
bjmsr-2226	89	48	2023	2023	NUM
bjmsr-2226	89	49	)	)	PUNCT
bjmsr-2226	89	50	.	.	PUNCT
bjmsr-2226	90	1	despite	despite	SCONJ
bjmsr-2226	90	2	the	the	DET
bjmsr-2226	90	3	potential	potential	NOUN
bjmsr-2226	90	4	of	of	ADP
bjmsr-2226	90	5	deep	deep	ADJ
bjmsr-2226	90	6	learning	learning	NOUN
bjmsr-2226	90	7	techniques	technique	NOUN
bjmsr-2226	90	8	and	and	CCONJ
bjmsr-2226	90	9	word	word	NOUN
bjmsr-2226	90	10	embedding	embed	VERB
bjmsr-2226	90	11	methods	method	NOUN
bjmsr-2226	90	12	to	to	PART
bjmsr-2226	90	13	forecast	forecast	VERB
bjmsr-2226	90	14	stock	stock	NOUN
bjmsr-2226	90	15	movements	movement	NOUN
bjmsr-2226	90	16	using	use	VERB
bjmsr-2226	90	17	social	social	ADJ
bjmsr-2226	90	18	media	medium	NOUN
bjmsr-2226	90	19	data	datum	NOUN
bjmsr-2226	90	20	,	,	PUNCT
bjmsr-2226	90	21	the	the	DET
bjmsr-2226	90	22	high	high	ADJ
bjmsr-2226	90	23	volatility	volatility	NOUN
bjmsr-2226	90	24	of	of	ADP
bjmsr-2226	90	25	stock	stock	NOUN
bjmsr-2226	90	26	markets	market	NOUN
bjmsr-2226	90	27	and	and	CCONJ
bjmsr-2226	90	28	the	the	DET
bjmsr-2226	90	29	randomness	randomness	NOUN
bjmsr-2226	90	30	of	of	ADP
bjmsr-2226	90	31	events	event	NOUN
bjmsr-2226	90	32	pose	pose	VERB
bjmsr-2226	90	33	challenges	challenge	NOUN
bjmsr-2226	90	34	in	in	ADP
bjmsr-2226	90	35	accurately	accurately	ADV
bjmsr-2226	90	36	quantifying	quantify	VERB
bjmsr-2226	90	37	the	the	DET
bjmsr-2226	90	38	different	different	ADJ
bjmsr-2226	90	39	influences	influence	NOUN
bjmsr-2226	90	40	of	of	ADP
bjmsr-2226	90	41	news	news	NOUN
bjmsr-2226	90	42	and	and	CCONJ
bjmsr-2226	90	43	social	social	ADJ
bjmsr-2226	90	44	media	medium	NOUN
bjmsr-2226	90	45	on	on	ADP
bjmsr-2226	90	46	stock	stock	NOUN
bjmsr-2226	90	47	prices	price	NOUN
bjmsr-2226	90	48	(	(	PUNCT
bjmsr-2226	90	49	khan	khan	PROPN
bjmsr-2226	90	50	et	et	PROPN
bjmsr-2226	90	51	al	al	PROPN
bjmsr-2226	90	52	.	.	PROPN
bjmsr-2226	90	53	,	,	PUNCT
bjmsr-2226	90	54	2022	2022	NUM
bjmsr-2226	90	55	;	;	PUNCT
bjmsr-2226	90	56	kilimci	kilimci	NOUN
bjmsr-2226	90	57	&	&	CCONJ
bjmsr-2226	90	58	duvar	duvar	PROPN
bjmsr-2226	90	59	,	,	PUNCT
bjmsr-2226	90	60	2020	2020	NUM
bjmsr-2226	90	61	;	;	PUNCT
bjmsr-2226	90	62	j.	j.	PROPN
bjmsr-2226	90	63	liu	liu	PROPN
bjmsr-2226	90	64	et	et	PROPN
bjmsr-2226	90	65	al	al	PROPN
bjmsr-2226	90	66	.	.	PROPN
bjmsr-2226	90	67	,	,	PUNCT
bjmsr-2226	90	68	2020	2020	NUM
bjmsr-2226	90	69	)	)	PUNCT
bjmsr-2226	90	70	.	.	PUNCT
bjmsr-2226	91	1	nevertheless	nevertheless	ADV
bjmsr-2226	91	2	,	,	PUNCT
bjmsr-2226	91	3	social	social	ADJ
bjmsr-2226	91	4	media	medium	NOUN
bjmsr-2226	91	5	models	model	NOUN
bjmsr-2226	91	6	are	be	AUX
bjmsr-2226	91	7	justified	justify	VERB
bjmsr-2226	91	8	for	for	ADP
bjmsr-2226	91	9	predicting	predict	VERB
bjmsr-2226	91	10	financial	financial	ADJ
bjmsr-2226	91	11	asset	asset	NOUN
bjmsr-2226	91	12	prices	price	NOUN
bjmsr-2226	91	13	due	due	ADP
bjmsr-2226	91	14	to	to	ADP
bjmsr-2226	91	15	their	their	PRON
bjmsr-2226	91	16	ability	ability	NOUN
bjmsr-2226	91	17	to	to	PART
bjmsr-2226	91	18	provide	provide	VERB
bjmsr-2226	91	19	real	real	ADJ
bjmsr-2226	91	20	-	-	PUNCT
bjmsr-2226	91	21	time	time	NOUN
bjmsr-2226	91	22	data	datum	NOUN
bjmsr-2226	91	23	,	,	PUNCT
bjmsr-2226	91	24	sentiment	sentiment	NOUN
bjmsr-2226	91	25	analysis	analysis	NOUN
bjmsr-2226	91	26	,	,	PUNCT
bjmsr-2226	91	27	and	and	CCONJ
bjmsr-2226	91	28	market	market	NOUN
bjmsr-2226	91	29	efficiency	efficiency	NOUN
bjmsr-2226	91	30	insights	insight	NOUN
bjmsr-2226	91	31	.	.	PUNCT
bjmsr-2226	92	1	studies	study	NOUN
bjmsr-2226	92	2	like	like	ADP
bjmsr-2226	92	3	polyzos	polyzo	NOUN
bjmsr-2226	92	4	et	et	PROPN
bjmsr-2226	92	5	al	al	PROPN
bjmsr-2226	92	6	.	.	PROPN
bjmsr-2226	93	1	(	(	PUNCT
bjmsr-2226	93	2	2024	2024	NUM
bjmsr-2226	93	3	)	)	PUNCT
bjmsr-2226	93	4	propose	propose	VERB
bjmsr-2226	93	5	using	use	VERB
bjmsr-2226	93	6	social	social	ADJ
bjmsr-2226	93	7	media	medium	NOUN
bjmsr-2226	93	8	as	as	ADP
bjmsr-2226	93	9	a	a	DET
bjmsr-2226	93	10	proxy	proxy	NOUN
bjmsr-2226	93	11	for	for	ADP
bjmsr-2226	93	12	financial	financial	ADJ
bjmsr-2226	93	13	information	information	NOUN
bjmsr-2226	93	14	,	,	PUNCT
bjmsr-2226	93	15	showcasing	showcase	VERB
bjmsr-2226	93	16	successful	successful	ADJ
bjmsr-2226	93	17	forecasts	forecast	NOUN
bjmsr-2226	93	18	for	for	ADP
bjmsr-2226	93	19	over	over	ADP
bjmsr-2226	93	20	8000	8000	NUM
bjmsr-2226	93	21	cryptocurrencies	cryptocurrencie	NOUN
bjmsr-2226	93	22	.	.	PUNCT
bjmsr-2226	94	1	additionally	additionally	ADV
bjmsr-2226	94	2	,	,	PUNCT
bjmsr-2226	94	3	research	research	NOUN
bjmsr-2226	94	4	by	by	ADP
bjmsr-2226	94	5	wang	wang	PROPN
bjmsr-2226	94	6	introduces	introduce	VERB
bjmsr-2226	94	7	a	a	DET
bjmsr-2226	94	8	multimodal	multimodal	NOUN
bjmsr-2226	94	9	deep	deep	ADJ
bjmsr-2226	94	10	learning	learning	NOUN
bjmsr-2226	94	11	model	model	NOUN
bjmsr-2226	94	12	that	that	PRON
bjmsr-2226	94	13	incorporates	incorporate	VERB
bjmsr-2226	94	14	twitter	twitter	NOUN
bjmsr-2226	94	15	content	content	NOUN
bjmsr-2226	94	16	to	to	PART
bjmsr-2226	94	17	predict	predict	VERB
bjmsr-2226	94	18	extreme	extreme	ADJ
bjmsr-2226	94	19	price	price	NOUN
bjmsr-2226	94	20	fluctuations	fluctuation	NOUN
bjmsr-2226	94	21	in	in	ADP
bjmsr-2226	94	22	bitcoin	bitcoin	NOUN
bjmsr-2226	94	23	,	,	PUNCT
bjmsr-2226	94	24	demonstrating	demonstrate	VERB
bjmsr-2226	94	25	the	the	DET
bjmsr-2226	94	26	impact	impact	NOUN
bjmsr-2226	94	27	of	of	ADP
bjmsr-2226	94	28	social	social	ADJ
bjmsr-2226	94	29	media	medium	NOUN
bjmsr-2226	94	30	on	on	ADP
bjmsr-2226	94	31	asset	asset	NOUN
bjmsr-2226	94	32	prices	price	NOUN
bjmsr-2226	94	33	(	(	PUNCT
bjmsr-2226	94	34	zou	zou	PROPN
bjmsr-2226	94	35	&	&	CCONJ
bjmsr-2226	94	36	herremans	herremans	PROPN
bjmsr-2226	94	37	,	,	PUNCT
bjmsr-2226	94	38	2023	2023	NUM
bjmsr-2226	94	39	)	)	PUNCT
bjmsr-2226	94	40	.	.	PUNCT
bjmsr-2226	95	1	furthermore	furthermore	ADV
bjmsr-2226	95	2	,	,	PUNCT
bjmsr-2226	95	3	de	de	X
bjmsr-2226	95	4	arriba	arriba	PROPN
bjmsr-2226	95	5	-	-	PUNCT
bjmsr-2226	95	6	perez	perez	PROPN
bjmsr-2226	95	7	et	et	PROPN
bjmsr-2226	95	8	al	al	PROPN
bjmsr-2226	95	9	.	.	PROPN
bjmsr-2226	95	10	(	(	PUNCT
bjmsr-2226	95	11	2020	2020	NUM
bjmsr-2226	95	12	)	)	PUNCT
bjmsr-2226	95	13	highlight	highlight	VERB
bjmsr-2226	95	14	the	the	DET
bjmsr-2226	95	15	value	value	NOUN
bjmsr-2226	95	16	of	of	ADP
bjmsr-2226	95	17	detecting	detect	VERB
bjmsr-2226	95	18	positive	positive	ADJ
bjmsr-2226	95	19	predictions	prediction	NOUN
bjmsr-2226	95	20	in	in	ADP
bjmsr-2226	95	21	tweets	tweet	NOUN
bjmsr-2226	95	22	to	to	PART
bjmsr-2226	95	23	support	support	VERB
bjmsr-2226	95	24	investors	investor	NOUN
bjmsr-2226	95	25	'	'	PART
bjmsr-2226	95	26	decisionmaking	decisionmaking	NOUN
bjmsr-2226	95	27	,	,	PUNCT
bjmsr-2226	95	28	emphasizing	emphasize	VERB
bjmsr-2226	95	29	the	the	DET
bjmsr-2226	95	30	importance	importance	NOUN
bjmsr-2226	95	31	of	of	ADP
bjmsr-2226	95	32	sentiment	sentiment	NOUN
bjmsr-2226	95	33	analysis	analysis	NOUN
bjmsr-2226	95	34	from	from	ADP
bjmsr-2226	95	35	micro	micro	ADJ
bjmsr-2226	95	36	-	-	ADJ
bjmsr-2226	95	37	blogging	blogging	ADJ
bjmsr-2226	95	38	sources	source	NOUN
bjmsr-2226	95	39	like	like	ADP
bjmsr-2226	95	40	twitter	twitter	NOUN
bjmsr-2226	95	41	.	.	PUNCT
bjmsr-2226	96	1	researchers	researcher	NOUN
bjmsr-2226	96	2	can	can	AUX
bjmsr-2226	96	3	enhance	enhance	VERB
bjmsr-2226	96	4	stock	stock	NOUN
bjmsr-2226	96	5	movement	movement	NOUN
bjmsr-2226	96	6	predictions	prediction	NOUN
bjmsr-2226	96	7	and	and	CCONJ
bjmsr-2226	96	8	improve	improve	VERB
bjmsr-2226	96	9	investment	investment	NOUN
bjmsr-2226	96	10	decision	decision	NOUN
bjmsr-2226	96	11	-	-	PUNCT
bjmsr-2226	96	12	making	make	VERB
bjmsr-2226	96	13	processes	process	NOUN
bjmsr-2226	96	14	by	by	ADP
bjmsr-2226	96	15	leveraging	leverage	VERB
bjmsr-2226	96	16	social	social	ADJ
bjmsr-2226	96	17	media	medium	NOUN
bjmsr-2226	96	18	data	datum	NOUN
bjmsr-2226	96	19	,	,	PUNCT
bjmsr-2226	96	20	including	include	VERB
bjmsr-2226	96	21	opinions	opinion	NOUN
bjmsr-2226	96	22	,	,	PUNCT
bjmsr-2226	96	23	sentiments	sentiment	NOUN
bjmsr-2226	96	24	,	,	PUNCT
bjmsr-2226	96	25	and	and	CCONJ
bjmsr-2226	96	26	news	news	NOUN
bjmsr-2226	96	27	shared	share	VERB
bjmsr-2226	96	28	online	online	ADV
bjmsr-2226	96	29	(	(	PUNCT
bjmsr-2226	96	30	mehta	mehta	PROPN
bjmsr-2226	96	31	et	et	PROPN
bjmsr-2226	96	32	al	al	PROPN
bjmsr-2226	96	33	.	.	PROPN
bjmsr-2226	96	34	,	,	PUNCT
bjmsr-2226	96	35	2021	2021	NUM
bjmsr-2226	96	36	;	;	PUNCT
bjmsr-2226	96	37	sawhney	sawhney	PROPN
bjmsr-2226	96	38	et	et	PROPN
bjmsr-2226	96	39	al	al	PROPN
bjmsr-2226	96	40	.	.	PROPN
bjmsr-2226	96	41	,	,	PUNCT
bjmsr-2226	96	42	2020	2020	NUM
bjmsr-2226	96	43	)	)	PUNCT
bjmsr-2226	96	44	.	.	PUNCT
bjmsr-2226	97	1	the	the	DET
bjmsr-2226	97	2	primary	primary	ADJ
bjmsr-2226	97	3	unresolved	unresolved	ADJ
bjmsr-2226	97	4	issues	issue	NOUN
bjmsr-2226	97	5	in	in	ADP
bjmsr-2226	97	6	sentiment	sentiment	NOUN
bjmsr-2226	97	7	analysis	analysis	NOUN
bjmsr-2226	97	8	models	model	NOUN
bjmsr-2226	97	9	that	that	PRON
bjmsr-2226	97	10	impede	impede	VERB
bjmsr-2226	97	11	their	their	PRON
bjmsr-2226	97	12	accurate	accurate	ADJ
bjmsr-2226	97	13	prediction	prediction	NOUN
bjmsr-2226	97	14	of	of	ADP
bjmsr-2226	97	15	stock	stock	NOUN
bjmsr-2226	97	16	prices	price	NOUN
bjmsr-2226	97	17	include	include	VERB
bjmsr-2226	97	18	the	the	DET
bjmsr-2226	97	19	lack	lack	NOUN
bjmsr-2226	97	20	of	of	ADP
bjmsr-2226	97	21	transparency	transparency	NOUN
bjmsr-2226	97	22	and	and	CCONJ
bjmsr-2226	97	23	explainability	explainability	NOUN
bjmsr-2226	97	24	in	in	ADP
bjmsr-2226	97	25	deep	deep	ADJ
bjmsr-2226	97	26	neural	neural	ADJ
bjmsr-2226	97	27	network	network	NOUN
bjmsr-2226	97	28	(	(	PUNCT
bjmsr-2226	97	29	dnn)-based	dnn)-base	VERB
bjmsr-2226	97	30	methods	method	NOUN
bjmsr-2226	97	31	(	(	PUNCT
bjmsr-2226	97	32	mei	mei	PROPN
bjmsr-2226	97	33	et	et	PROPN
bjmsr-2226	97	34	al	al	PROPN
bjmsr-2226	97	35	.	.	PROPN
bjmsr-2226	97	36	,	,	PUNCT
bjmsr-2226	97	37	2023	2023	NUM
bjmsr-2226	97	38	)	)	PUNCT
bjmsr-2226	97	39	,	,	PUNCT
bjmsr-2226	97	40	the	the	DET
bjmsr-2226	97	41	challenge	challenge	NOUN
bjmsr-2226	97	42	of	of	ADP
bjmsr-2226	97	43	balancing	balance	VERB
bjmsr-2226	97	44	performance	performance	NOUN
bjmsr-2226	97	45	and	and	CCONJ
bjmsr-2226	97	46	resource	resource	NOUN
bjmsr-2226	97	47	consumption	consumption	NOUN
bjmsr-2226	97	48	in	in	ADP
bjmsr-2226	97	49	multimodal	multimodal	ADJ
bjmsr-2226	97	50	sentiment	sentiment	NOUN
bjmsr-2226	97	51	analysis	analysis	NOUN
bjmsr-2226	97	52	,	,	PUNCT
bjmsr-2226	97	53	especially	especially	ADV
bjmsr-2226	97	54	when	when	SCONJ
bjmsr-2226	97	55	facing	face	VERB
bjmsr-2226	97	56	missing	missing	ADJ
bjmsr-2226	97	57	modalities	modality	NOUN
bjmsr-2226	97	58	,	,	PUNCT
bjmsr-2226	97	59	and	and	CCONJ
bjmsr-2226	97	60	the	the	DET
bjmsr-2226	97	61	difficulty	difficulty	NOUN
bjmsr-2226	97	62	in	in	ADP
bjmsr-2226	97	63	identifying	identify	VERB
bjmsr-2226	97	64	erroneous	erroneous	ADJ
bjmsr-2226	97	65	predictions	prediction	NOUN
bjmsr-2226	97	66	in	in	ADP
bjmsr-2226	97	67	sentiment	sentiment	NOUN
bjmsr-2226	97	68	analysis	analysis	NOUN
bjmsr-2226	97	69	models	model	NOUN
bjmsr-2226	97	70	prior	prior	ADV
bjmsr-2226	97	71	to	to	ADP
bjmsr-2226	97	72	deployment	deployment	NOUN
bjmsr-2226	97	73	(	(	PUNCT
bjmsr-2226	97	74	z.	z.	PROPN
bjmsr-2226	97	75	liu	liu	PROPN
bjmsr-2226	97	76	et	et	PROPN
bjmsr-2226	97	77	al	al	PROPN
bjmsr-2226	97	78	.	.	PROPN
bjmsr-2226	97	79	,	,	PUNCT
bjmsr-2226	97	80	2021	2021	NUM
bjmsr-2226	97	81	)	)	PUNCT
bjmsr-2226	97	82	.	.	PUNCT
bjmsr-2226	98	1	incorporating	incorporate	VERB
bjmsr-2226	98	2	financial	financial	ADJ
bjmsr-2226	98	3	news	news	NOUN
bjmsr-2226	98	4	data	datum	NOUN
bjmsr-2226	98	5	alongside	alongside	ADP
bjmsr-2226	98	6	stock	stock	NOUN
bjmsr-2226	98	7	fundamental	fundamental	ADJ
bjmsr-2226	98	8	features	feature	NOUN
bjmsr-2226	98	9	has	have	AUX
bjmsr-2226	98	10	enhanced	enhance	VERB
bjmsr-2226	98	11	prediction	prediction	NOUN
bjmsr-2226	98	12	accuracy	accuracy	NOUN
bjmsr-2226	98	13	,	,	PUNCT
bjmsr-2226	98	14	indicating	indicate	VERB
bjmsr-2226	98	15	the	the	DET
bjmsr-2226	98	16	importance	importance	NOUN
bjmsr-2226	98	17	of	of	ADP
bjmsr-2226	98	18	considering	consider	VERB
bjmsr-2226	98	19	textual	textual	ADJ
bjmsr-2226	98	20	data	datum	NOUN
bjmsr-2226	98	21	in	in	ADP
bjmsr-2226	98	22	stock	stock	NOUN
bjmsr-2226	98	23	price	price	NOUN
bjmsr-2226	98	24	forecasting	forecasting	NOUN
bjmsr-2226	98	25	(	(	PUNCT
bjmsr-2226	98	26	dahal	dahal	NOUN
bjmsr-2226	98	27	et	et	PROPN
bjmsr-2226	98	28	al	al	PROPN
bjmsr-2226	98	29	.	.	PROPN
bjmsr-2226	98	30	,	,	PUNCT
bjmsr-2226	98	31	2023	2023	NUM
bjmsr-2226	98	32	;	;	PUNCT
bjmsr-2226	98	33	rubi	rubi	PROPN
bjmsr-2226	98	34	et	et	NOUN
bjmsr-2226	98	35	al	al	PROPN
bjmsr-2226	98	36	.	.	PROPN
bjmsr-2226	98	37	,	,	PUNCT
bjmsr-2226	98	38	2022	2022	NUM
bjmsr-2226	98	39	)	)	PUNCT
bjmsr-2226	98	40	.	.	PUNCT
bjmsr-2226	99	1	by	by	ADP
bjmsr-2226	99	2	addressing	address	VERB
bjmsr-2226	99	3	these	these	DET
bjmsr-2226	99	4	issues	issue	NOUN
bjmsr-2226	99	5	through	through	ADP
bjmsr-2226	99	6	enhanced	enhanced	ADJ
bjmsr-2226	99	7	transparency	transparency	NOUN
bjmsr-2226	99	8	,	,	PUNCT
bjmsr-2226	99	9	resource	resource	NOUN
bjmsr-2226	99	10	optimization	optimization	NOUN
bjmsr-2226	99	11	,	,	PUNCT
bjmsr-2226	99	12	and	and	CCONJ
bjmsr-2226	99	13	error	error	NOUN
bjmsr-2226	99	14	detection	detection	NOUN
bjmsr-2226	99	15	mechanisms	mechanism	NOUN
bjmsr-2226	99	16	,	,	PUNCT
bjmsr-2226	99	17	sentiment	sentiment	NOUN
bjmsr-2226	99	18	analysis	analysis	NOUN
bjmsr-2226	99	19	models	model	NOUN
bjmsr-2226	99	20	can	can	AUX
bjmsr-2226	99	21	improve	improve	VERB
bjmsr-2226	99	22	their	their	PRON
bjmsr-2226	99	23	ability	ability	NOUN
bjmsr-2226	99	24	to	to	PART
bjmsr-2226	99	25	accurately	accurately	ADV
bjmsr-2226	99	26	predict	predict	VERB
bjmsr-2226	99	27	stock	stock	NOUN
bjmsr-2226	99	28	prices	price	NOUN
bjmsr-2226	99	29	in	in	ADP
bjmsr-2226	99	30	the	the	DET
bjmsr-2226	99	31	highly	highly	ADV
bjmsr-2226	99	32	volatile	volatile	ADJ
bjmsr-2226	99	33	and	and	CCONJ
bjmsr-2226	99	34	complex	complex	ADJ
bjmsr-2226	99	35	stock	stock	NOUN
bjmsr-2226	99	36	market	market	NOUN
bjmsr-2226	99	37	environment	environment	NOUN
bjmsr-2226	99	38	.	.	PUNCT
bjmsr-2226	100	1	despite	despite	SCONJ
bjmsr-2226	100	2	these	these	DET
bjmsr-2226	100	3	challenges	challenge	NOUN
bjmsr-2226	100	4	,	,	PUNCT
bjmsr-2226	100	5	the	the	DET
bjmsr-2226	100	6	justification	justification	NOUN
bjmsr-2226	100	7	for	for	ADP
bjmsr-2226	100	8	continuing	continue	VERB
bjmsr-2226	100	9	research	research	NOUN
bjmsr-2226	100	10	in	in	ADP
bjmsr-2226	100	11	this	this	DET
bjmsr-2226	100	12	area	area	NOUN
bjmsr-2226	100	13	is	be	AUX
bjmsr-2226	100	14	robust	robust	ADJ
bjmsr-2226	100	15	.	.	PUNCT
bjmsr-2226	101	1	social	social	ADJ
bjmsr-2226	101	2	media	medium	NOUN
bjmsr-2226	101	3	platforms	platform	NOUN
bjmsr-2226	101	4	provide	provide	VERB
bjmsr-2226	101	5	real	real	ADJ
bjmsr-2226	101	6	-	-	PUNCT
bjmsr-2226	101	7	time	time	NOUN
bjmsr-2226	101	8	data	datum	NOUN
bjmsr-2226	101	9	and	and	CCONJ
bjmsr-2226	101	10	market	market	NOUN
bjmsr-2226	101	11	efficiency	efficiency	NOUN
bjmsr-2226	101	12	insights	insight	NOUN
bjmsr-2226	101	13	invaluable	invaluable	ADJ
bjmsr-2226	101	14	for	for	ADP
bjmsr-2226	101	15	financial	financial	ADJ
bjmsr-2226	101	16	forecasting	forecasting	NOUN
bjmsr-2226	101	17	.	.	PUNCT
bjmsr-2226	102	1	studies	study	NOUN
bjmsr-2226	102	2	such	such	ADJ
bjmsr-2226	102	3	as	as	ADP
bjmsr-2226	102	4	polyzos	polyzos	PROPN
bjmsr-2226	102	5	et	et	PROPN
bjmsr-2226	102	6	al	al	PROPN
bjmsr-2226	102	7	.	.	PROPN
bjmsr-2226	102	8	(	(	PUNCT
bjmsr-2226	102	9	2024	2024	NUM
bjmsr-2226	102	10	)	)	PUNCT
bjmsr-2226	102	11	&	&	CCONJ
bjmsr-2226	102	12	zou	zou	PROPN
bjmsr-2226	102	13	and	and	CCONJ
bjmsr-2226	102	14	herremans	herreman	NOUN
bjmsr-2226	102	15	(	(	PUNCT
bjmsr-2226	102	16	2023	2023	NUM
bjmsr-2226	102	17	)	)	PUNCT
bjmsr-2226	102	18	demonstrate	demonstrate	VERB
bjmsr-2226	102	19	the	the	DET
bjmsr-2226	102	20	successful	successful	ADJ
bjmsr-2226	102	21	use	use	NOUN
bjmsr-2226	102	22	of	of	ADP
bjmsr-2226	102	23	social	social	ADJ
bjmsr-2226	102	24	media	medium	NOUN
bjmsr-2226	102	25	in	in	ADP
bjmsr-2226	102	26	predicting	predict	VERB
bjmsr-2226	102	27	asset	asset	NOUN
bjmsr-2226	102	28	prices	price	NOUN
bjmsr-2226	102	29	,	,	PUNCT
bjmsr-2226	102	30	underscoring	underscore	VERB
bjmsr-2226	102	31	the	the	DET
bjmsr-2226	102	32	importance	importance	NOUN
bjmsr-2226	102	33	of	of	ADP
bjmsr-2226	102	34	this	this	DET
bjmsr-2226	102	35	data	datum	NOUN
bjmsr-2226	102	36	source	source	NOUN
bjmsr-2226	102	37	.	.	PUNCT
bjmsr-2226	103	1	moreover	moreover	ADV
bjmsr-2226	103	2	,	,	PUNCT
bjmsr-2226	103	3	incorporating	incorporate	VERB
bjmsr-2226	103	4	financial	financial	ADJ
bjmsr-2226	103	5	news	news	NOUN
bjmsr-2226	103	6	and	and	CCONJ
bjmsr-2226	103	7	textual	textual	ADJ
bjmsr-2226	103	8	data	datum	NOUN
bjmsr-2226	103	9	alongside	alongside	ADP
bjmsr-2226	103	10	traditional	traditional	ADJ
bjmsr-2226	103	11	stock	stock	NOUN
bjmsr-2226	103	12	features	feature	NOUN
bjmsr-2226	103	13	has	have	AUX
bjmsr-2226	103	14	enhanced	enhance	VERB
bjmsr-2226	103	15	prediction	prediction	NOUN
bjmsr-2226	103	16	accuracy	accuracy	NOUN
bjmsr-2226	103	17	(	(	PUNCT
bjmsr-2226	103	18	dahal	dahal	NOUN
bjmsr-2226	103	19	et	et	PROPN
bjmsr-2226	103	20	al	al	PROPN
bjmsr-2226	103	21	.	.	PROPN
bjmsr-2226	103	22	,	,	PUNCT
bjmsr-2226	103	23	2023	2023	NUM
bjmsr-2226	103	24	)	)	PUNCT
bjmsr-2226	103	25	.	.	PUNCT
bjmsr-2226	104	1	given	give	VERB
bjmsr-2226	104	2	these	these	DET
bjmsr-2226	104	3	considerations	consideration	NOUN
bjmsr-2226	104	4	,	,	PUNCT
bjmsr-2226	104	5	this	this	DET
bjmsr-2226	104	6	study	study	NOUN
bjmsr-2226	104	7	aims	aim	VERB
bjmsr-2226	104	8	to	to	PART
bjmsr-2226	104	9	explore	explore	VERB
bjmsr-2226	104	10	the	the	DET
bjmsr-2226	104	11	use	use	NOUN
bjmsr-2226	104	12	of	of	ADP
bjmsr-2226	104	13	advanced	advanced	ADJ
bjmsr-2226	104	14	machine	machine	NOUN
bjmsr-2226	104	15	learning	learning	NOUN
bjmsr-2226	104	16	algorithms	algorithm	NOUN
bjmsr-2226	104	17	—	—	PUNCT
bjmsr-2226	104	18	random	random	ADJ
bjmsr-2226	104	19	forest	forest	NOUN
bjmsr-2226	104	20	,	,	PUNCT
bjmsr-2226	104	21	extreme	extreme	ADJ
bjmsr-2226	104	22	gradient	gradient	NOUN
bjmsr-2226	104	23	boosting	boost	VERB
bjmsr-2226	104	24	(	(	PUNCT
bjmsr-2226	104	25	xgboost	xgboost	ADV
bjmsr-2226	104	26	)	)	PUNCT
bjmsr-2226	104	27	,	,	PUNCT
bjmsr-2226	104	28	and	and	CCONJ
bjmsr-2226	104	29	adaptive	adaptive	ADJ
bjmsr-2226	104	30	boosting	boosting	NOUN
bjmsr-2226	104	31	(	(	PUNCT
bjmsr-2226	104	32	adaboost)—in	adaboost)—in	NUM
bjmsr-2226	104	33	conjunction	conjunction	NOUN
bjmsr-2226	104	34	with	with	ADP
bjmsr-2226	104	35	the	the	DET
bjmsr-2226	104	36	vader	vader	NOUN
bjmsr-2226	104	37	sentiment	sentiment	NOUN
bjmsr-2226	104	38	analysis	analysis	NOUN
bjmsr-2226	104	39	tool	tool	NOUN
bjmsr-2226	104	40	to	to	PART
bjmsr-2226	104	41	predict	predict	VERB
bjmsr-2226	104	42	stock	stock	NOUN
bjmsr-2226	104	43	market	market	NOUN
bjmsr-2226	104	44	prices	price	NOUN
bjmsr-2226	104	45	.	.	PUNCT
bjmsr-2226	105	1	these	these	DET
bjmsr-2226	105	2	algorithms	algorithm	NOUN
bjmsr-2226	105	3	,	,	PUNCT
bjmsr-2226	105	4	known	know	VERB
bjmsr-2226	105	5	for	for	ADP
bjmsr-2226	105	6	their	their	PRON
bjmsr-2226	105	7	robustness	robustness	NOUN
bjmsr-2226	105	8	and	and	CCONJ
bjmsr-2226	105	9	ability	ability	NOUN
bjmsr-2226	105	10	to	to	PART
bjmsr-2226	105	11	handle	handle	VERB
bjmsr-2226	105	12	complex	complex	ADJ
bjmsr-2226	105	13	datasets	dataset	NOUN
bjmsr-2226	105	14	,	,	PUNCT
bjmsr-2226	105	15	will	will	AUX
bjmsr-2226	105	16	leverage	leverage	VERB
bjmsr-2226	105	17	the	the	DET
bjmsr-2226	105	18	nuanced	nuanced	ADJ
bjmsr-2226	105	19	sentiment	sentiment	NOUN
bjmsr-2226	105	20	data	datum	NOUN
bjmsr-2226	105	21	extracted	extract	VERB
bjmsr-2226	105	22	by	by	ADP
bjmsr-2226	105	23	vader	vader	NOUN
bjmsr-2226	105	24	from	from	ADP
bjmsr-2226	105	25	social	social	ADJ
bjmsr-2226	105	26	media	medium	NOUN
bjmsr-2226	105	27	platforms	platform	NOUN
bjmsr-2226	105	28	like	like	ADP
bjmsr-2226	105	29	x	x	X
bjmsr-2226	105	30	(	(	PUNCT
bjmsr-2226	105	31	formerly	formerly	ADV
bjmsr-2226	105	32	twitter	twitter	NOUN
bjmsr-2226	105	33	)	)	PUNCT
bjmsr-2226	105	34	.	.	PUNCT
bjmsr-2226	106	1	by	by	ADP
bjmsr-2226	106	2	addressing	address	VERB
bjmsr-2226	106	3	the	the	DET
bjmsr-2226	106	4	identified	identify	VERB
bjmsr-2226	106	5	challenges	challenge	NOUN
bjmsr-2226	106	6	and	and	CCONJ
bjmsr-2226	106	7	building	build	VERB
bjmsr-2226	106	8	on	on	ADP
bjmsr-2226	106	9	the	the	DET
bjmsr-2226	106	10	strengths	strength	NOUN
bjmsr-2226	106	11	of	of	ADP
bjmsr-2226	106	12	previous	previous	ADJ
bjmsr-2226	106	13	research	research	NOUN
bjmsr-2226	106	14	,	,	PUNCT
bjmsr-2226	106	15	this	this	DET
bjmsr-2226	106	16	study	study	NOUN
bjmsr-2226	106	17	seeks	seek	VERB
bjmsr-2226	106	18	to	to	PART
bjmsr-2226	106	19	advance	advance	VERB
bjmsr-2226	106	20	the	the	DET
bjmsr-2226	106	21	field	field	NOUN
bjmsr-2226	106	22	of	of	ADP
bjmsr-2226	106	23	sentiment	sentiment	NOUN
bjmsr-2226	106	24	-	-	PUNCT
bjmsr-2226	106	25	driven	drive	VERB
bjmsr-2226	106	26	financial	financial	ADJ
bjmsr-2226	106	27	forecasting	forecasting	NOUN
bjmsr-2226	106	28	,	,	PUNCT
bjmsr-2226	106	29	offering	offer	VERB
bjmsr-2226	106	30	more	more	ADV
bjmsr-2226	106	31	accurate	accurate	ADJ
bjmsr-2226	106	32	and	and	CCONJ
bjmsr-2226	106	33	interpretable	interpretable	ADJ
bjmsr-2226	106	34	predictions	prediction	NOUN
bjmsr-2226	106	35	for	for	ADP
bjmsr-2226	106	36	stock	stock	NOUN
bjmsr-2226	106	37	market	market	NOUN
bjmsr-2226	106	38	movements	movement	NOUN
bjmsr-2226	106	39	.	.	PUNCT
bjmsr-2226	107	1	the	the	DET
bjmsr-2226	107	2	primary	primary	ADJ
bjmsr-2226	107	3	objective	objective	NOUN
bjmsr-2226	107	4	of	of	ADP
bjmsr-2226	107	5	this	this	DET
bjmsr-2226	107	6	study	study	NOUN
bjmsr-2226	107	7	is	be	AUX
bjmsr-2226	107	8	to	to	PART
bjmsr-2226	107	9	evaluate	evaluate	VERB
bjmsr-2226	107	10	the	the	DET
bjmsr-2226	107	11	effectiveness	effectiveness	NOUN
bjmsr-2226	107	12	of	of	ADP
bjmsr-2226	107	13	sentiment	sentiment	NOUN
bjmsr-2226	107	14	analysis	analysis	NOUN
bjmsr-2226	107	15	in	in	ADP
bjmsr-2226	107	16	predicting	predict	VERB
bjmsr-2226	107	17	stock	stock	NOUN
bjmsr-2226	107	18	price	price	NOUN
bjmsr-2226	107	19	movements	movement	NOUN
bjmsr-2226	107	20	within	within	ADP
bjmsr-2226	107	21	the	the	DET
bjmsr-2226	107	22	indian	indian	ADJ
bjmsr-2226	107	23	stock	stock	NOUN
bjmsr-2226	107	24	market	market	NOUN
bjmsr-2226	107	25	,	,	PUNCT
bjmsr-2226	107	26	both	both	CCONJ
bjmsr-2226	107	27	independently	independently	ADV
bjmsr-2226	107	28	and	and	CCONJ
bjmsr-2226	107	29	when	when	SCONJ
bjmsr-2226	107	30	combined	combine	VERB
bjmsr-2226	107	31	with	with	ADP
bjmsr-2226	107	32	technical	technical	ADJ
bjmsr-2226	107	33	indicators	indicator	NOUN
bjmsr-2226	107	34	,	,	PUNCT
bjmsr-2226	107	35	taking	take	VERB
bjmsr-2226	107	36	state	state	NOUN
bjmsr-2226	107	37	bank	bank	PROPN
bjmsr-2226	107	38	of	of	ADP
bjmsr-2226	107	39	india	india	PROPN
bjmsr-2226	107	40	(	(	PUNCT
bjmsr-2226	107	41	sbi	sbi	PROPN
bjmsr-2226	107	42	)	)	PUNCT
bjmsr-2226	107	43	stock	stock	NOUN
bjmsr-2226	107	44	as	as	ADP
bjmsr-2226	107	45	the	the	DET
bjmsr-2226	107	46	representative	representative	ADJ
bjmsr-2226	107	47	sample	sample	NOUN
bjmsr-2226	107	48	for	for	ADP
bjmsr-2226	107	49	this	this	DET
bjmsr-2226	107	50	analysis	analysis	NOUN
bjmsr-2226	107	51	.	.	PUNCT
bjmsr-2226	108	1	additionally	additionally	ADV
bjmsr-2226	108	2	,	,	PUNCT
bjmsr-2226	108	3	a	a	DET
bjmsr-2226	108	4	secondary	secondary	ADJ
bjmsr-2226	108	5	objective	objective	NOUN
bjmsr-2226	108	6	is	be	AUX
bjmsr-2226	108	7	to	to	PART
bjmsr-2226	108	8	assess	assess	VERB
bjmsr-2226	108	9	the	the	DET
bjmsr-2226	108	10	effectiveness	effectiveness	NOUN
bjmsr-2226	108	11	of	of	ADP
bjmsr-2226	108	12	sentiment	sentiment	NOUN
bjmsr-2226	108	13	analysis	analysis	NOUN
bjmsr-2226	108	14	in	in	ADP
bjmsr-2226	108	15	forecasting	forecast	VERB
bjmsr-2226	108	16	daily	daily	ADJ
bjmsr-2226	108	17	return	return	NOUN
bjmsr-2226	108	18	fluctuations	fluctuation	NOUN
bjmsr-2226	108	19	.	.	PUNCT
bjmsr-2226	109	1	the	the	DET
bjmsr-2226	109	2	following	follow	VERB
bjmsr-2226	109	3	research	research	NOUN
bjmsr-2226	109	4	hypothesis	hypothesis	NOUN
bjmsr-2226	109	5	is	be	AUX
bjmsr-2226	109	6	developed	develop	VERB
bjmsr-2226	109	7	to	to	PART
bjmsr-2226	109	8	be	be	AUX
bjmsr-2226	109	9	tested	test	VERB
bjmsr-2226	109	10	during	during	ADP
bjmsr-2226	109	11	the	the	DET
bjmsr-2226	109	12	research	research	NOUN
bjmsr-2226	109	13	h01	h01	NOUN
bjmsr-2226	109	14	:	:	PUNCT
bjmsr-2226	109	15	sentiment	sentiment	NOUN
bjmsr-2226	109	16	analysis	analysis	NOUN
bjmsr-2226	109	17	does	do	AUX
bjmsr-2226	109	18	not	not	PART
bjmsr-2226	109	19	provide	provide	VERB
bjmsr-2226	109	20	more	more	ADV
bjmsr-2226	109	21	dependable	dependable	ADJ
bjmsr-2226	109	22	signals	signal	NOUN
bjmsr-2226	109	23	when	when	SCONJ
bjmsr-2226	109	24	combined	combine	VERB
bjmsr-2226	109	25	with	with	ADP
bjmsr-2226	109	26	technical	technical	ADJ
bjmsr-2226	109	27	analysis	analysis	NOUN
bjmsr-2226	109	28	when	when	SCONJ
bjmsr-2226	109	29	predicting	predict	VERB
bjmsr-2226	109	30	price	price	NOUN
bjmsr-2226	109	31	trends	trend	NOUN
bjmsr-2226	109	32	of	of	ADP
bjmsr-2226	109	33	the	the	DET
bjmsr-2226	109	34	state	state	NOUN
bjmsr-2226	109	35	bank	bank	PROPN
bjmsr-2226	109	36	of	of	ADP
bjmsr-2226	109	37	india	india	PROPN
bjmsr-2226	109	38	(	(	PUNCT
bjmsr-2226	109	39	sbi	sbi	PROPN
bjmsr-2226	109	40	)	)	PUNCT
bjmsr-2226	109	41	stock	stock	NOUN
bjmsr-2226	109	42	.	.	PUNCT
bjmsr-2226	110	1	h02	h02	NOUN
bjmsr-2226	110	2	:	:	PUNCT
bjmsr-2226	110	3	sentiment	sentiment	NOUN
bjmsr-2226	110	4	analysis	analysis	NOUN
bjmsr-2226	110	5	does	do	AUX
bjmsr-2226	110	6	not	not	PART
bjmsr-2226	110	7	effectively	effectively	ADV
bjmsr-2226	110	8	predict	predict	VERB
bjmsr-2226	110	9	daily	daily	ADJ
bjmsr-2226	110	10	return	return	NOUN
bjmsr-2226	110	11	fluctuations	fluctuation	NOUN
bjmsr-2226	110	12	of	of	ADP
bjmsr-2226	110	13	the	the	DET
bjmsr-2226	110	14	state	state	NOUN
bjmsr-2226	110	15	bank	bank	PROPN
bjmsr-2226	110	16	of	of	ADP
bjmsr-2226	110	17	india	india	PROPN
bjmsr-2226	110	18	(	(	PUNCT
bjmsr-2226	110	19	sbi	sbi	PROPN
bjmsr-2226	110	20	)	)	PUNCT
bjmsr-2226	110	21	stock	stock	NOUN
bjmsr-2226	110	22	.	.	PUNCT
bjmsr-2226	111	1	baruah	baruah	PROPN
bjmsr-2226	111	2	&	&	CCONJ
bjmsr-2226	111	3	changkakati	changkakati	PROPN
bjmsr-2226	111	4	,	,	PUNCT
bjmsr-2226	111	5	bangladesh	bangladesh	PROPN
bjmsr-2226	111	6	journal	journal	NOUN
bjmsr-2226	111	7	of	of	ADP
bjmsr-2226	111	8	multidisciplinary	multidisciplinary	ADJ
bjmsr-2226	111	9	scientific	scientific	ADJ
bjmsr-2226	111	10	research	research	NOUN
bjmsr-2226	111	11	9(2	9(2	NUM
bjmsr-2226	111	12	)	)	PUNCT
bjmsr-2226	111	13	(	(	PUNCT
bjmsr-2226	111	14	2024	2024	NUM
bjmsr-2226	111	15	)	)	PUNCT
bjmsr-2226	111	16	,	,	PUNCT
bjmsr-2226	111	17	45	45	NUM
bjmsr-2226	111	18	-	-	SYM
bjmsr-2226	111	19	54	54	NUM
bjmsr-2226	111	20	48	48	NUM
bjmsr-2226	111	21	materials	material	NOUN
bjmsr-2226	111	22	and	and	CCONJ
bjmsr-2226	111	23	methods	method	NOUN
bjmsr-2226	111	24	material	material	NOUN
bjmsr-2226	111	25	selection	selection	NOUN
bjmsr-2226	111	26	the	the	DET
bjmsr-2226	111	27	dataset	dataset	NOUN
bjmsr-2226	111	28	in	in	ADP
bjmsr-2226	111	29	this	this	DET
bjmsr-2226	111	30	study	study	NOUN
bjmsr-2226	111	31	comprises	comprise	VERB
bjmsr-2226	111	32	twitter	twitter	PROPN
bjmsr-2226	111	33	hashtag	hashtag	PROPN
bjmsr-2226	111	34	data	datum	NOUN
bjmsr-2226	111	35	gathered	gather	VERB
bjmsr-2226	111	36	through	through	ADP
bjmsr-2226	111	37	the	the	DET
bjmsr-2226	111	38	utilization	utilization	NOUN
bjmsr-2226	111	39	of	of	ADP
bjmsr-2226	111	40	the	the	DET
bjmsr-2226	111	41	x	x	INTJ
bjmsr-2226	111	42	(	(	PUNCT
bjmsr-2226	111	43	formerly	formerly	ADV
bjmsr-2226	111	44	twitter	twitter	NOUN
bjmsr-2226	111	45	)	)	PUNCT
bjmsr-2226	111	46	api	api	NOUN
bjmsr-2226	111	47	and	and	CCONJ
bjmsr-2226	111	48	data	datum	NOUN
bjmsr-2226	111	49	provided	provide	VERB
bjmsr-2226	111	50	by	by	ADP
bjmsr-2226	111	51	the	the	DET
bjmsr-2226	111	52	third	third	ADJ
bjmsr-2226	111	53	-	-	PUNCT
bjmsr-2226	111	54	party	party	NOUN
bjmsr-2226	111	55	twitter	twitter	NOUN
bjmsr-2226	111	56	data	datum	NOUN
bjmsr-2226	111	57	vendor	vendor	NOUN
bjmsr-2226	111	58	'	'	PUNCT
bjmsr-2226	111	59	tweetbinder	tweetbinder	NOUN
bjmsr-2226	111	60	'	'	PUNCT
bjmsr-2226	111	61	.	.	PUNCT
bjmsr-2226	112	1	specifically	specifically	ADV
bjmsr-2226	112	2	,	,	PUNCT
bjmsr-2226	112	3	the	the	DET
bjmsr-2226	112	4	dataset	dataset	NOUN
bjmsr-2226	112	5	encompasses	encompass	VERB
bjmsr-2226	112	6	tweets	tweet	NOUN
bjmsr-2226	112	7	featuring	feature	VERB
bjmsr-2226	112	8	the	the	DET
bjmsr-2226	112	9	hashtags	hashtag	NOUN
bjmsr-2226	112	10	#	#	SYM
bjmsr-2226	112	11	sbin	sbin	NOUN
bjmsr-2226	112	12	and	and	CCONJ
bjmsr-2226	112	13	#	#	SYM
bjmsr-2226	112	14	sbi	sbi	NOUN
bjmsr-2226	112	15	,	,	PUNCT
bjmsr-2226	112	16	amounting	amount	VERB
bjmsr-2226	112	17	to	to	ADP
bjmsr-2226	112	18	a	a	DET
bjmsr-2226	112	19	total	total	NOUN
bjmsr-2226	112	20	of	of	ADP
bjmsr-2226	112	21	3087	3087	NUM
bjmsr-2226	112	22	tweets	tweet	NOUN
bjmsr-2226	112	23	.	.	PUNCT
bjmsr-2226	113	1	these	these	DET
bjmsr-2226	113	2	tweets	tweet	NOUN
bjmsr-2226	113	3	were	be	AUX
bjmsr-2226	113	4	amassed	amass	VERB
bjmsr-2226	113	5	over	over	ADP
bjmsr-2226	113	6	a	a	DET
bjmsr-2226	113	7	comprehensive	comprehensive	ADJ
bjmsr-2226	113	8	period	period	NOUN
bjmsr-2226	113	9	spanning	span	VERB
bjmsr-2226	113	10	three	three	NUM
bjmsr-2226	113	11	years	year	NOUN
bjmsr-2226	113	12	,	,	PUNCT
bjmsr-2226	113	13	commencing	commence	VERB
bjmsr-2226	113	14	in	in	ADP
bjmsr-2226	113	15	january	january	PROPN
bjmsr-2226	113	16	2021	2021	NUM
bjmsr-2226	113	17	and	and	CCONJ
bjmsr-2226	113	18	concluding	conclude	VERB
bjmsr-2226	113	19	in	in	ADP
bjmsr-2226	113	20	february	february	PROPN
bjmsr-2226	113	21	2024	2024	NUM
bjmsr-2226	113	22	.	.	PUNCT
bjmsr-2226	114	1	notably	notably	ADV
bjmsr-2226	114	2	,	,	PUNCT
bjmsr-2226	114	3	the	the	DET
bjmsr-2226	114	4	dataset	dataset	NOUN
bjmsr-2226	114	5	encapsulates	encapsulate	VERB
bjmsr-2226	114	6	a	a	DET
bjmsr-2226	114	7	rich	rich	ADJ
bjmsr-2226	114	8	array	array	NOUN
bjmsr-2226	114	9	of	of	ADP
bjmsr-2226	114	10	insights	insight	NOUN
bjmsr-2226	114	11	derived	derive	VERB
bjmsr-2226	114	12	from	from	ADP
bjmsr-2226	114	13	twitter	twitter	NOUN
bjmsr-2226	114	14	users	user	NOUN
bjmsr-2226	114	15	'	'	PART
bjmsr-2226	114	16	discussions	discussion	NOUN
bjmsr-2226	114	17	pertaining	pertain	VERB
bjmsr-2226	114	18	to	to	ADP
bjmsr-2226	114	19	the	the	DET
bjmsr-2226	114	20	state	state	NOUN
bjmsr-2226	114	21	bank	bank	PROPN
bjmsr-2226	114	22	of	of	ADP
bjmsr-2226	114	23	india	india	PROPN
bjmsr-2226	114	24	(	(	PUNCT
bjmsr-2226	114	25	sbi	sbi	PROPN
bjmsr-2226	114	26	)	)	PUNCT
bjmsr-2226	114	27	.	.	PUNCT
bjmsr-2226	115	1	data	datum	NOUN
bjmsr-2226	115	2	from	from	ADP
bjmsr-2226	115	3	654	654	NUM
bjmsr-2226	115	4	unique	unique	ADJ
bjmsr-2226	115	5	days	day	NOUN
bjmsr-2226	115	6	was	be	AUX
bjmsr-2226	115	7	incorporated	incorporate	VERB
bjmsr-2226	115	8	throughout	throughout	ADP
bjmsr-2226	115	9	the	the	DET
bjmsr-2226	115	10	analysis	analysis	NOUN
bjmsr-2226	115	11	,	,	PUNCT
bjmsr-2226	115	12	ensuring	ensure	VERB
bjmsr-2226	115	13	a	a	DET
bjmsr-2226	115	14	robust	robust	ADJ
bjmsr-2226	115	15	and	and	CCONJ
bjmsr-2226	115	16	diverse	diverse	ADJ
bjmsr-2226	115	17	representation	representation	NOUN
bjmsr-2226	115	18	of	of	ADP
bjmsr-2226	115	19	temporal	temporal	ADJ
bjmsr-2226	115	20	dynamics	dynamic	NOUN
bjmsr-2226	115	21	within	within	ADP
bjmsr-2226	115	22	the	the	DET
bjmsr-2226	115	23	dataset	dataset	NOUN
bjmsr-2226	115	24	.	.	PUNCT
bjmsr-2226	116	1	the	the	DET
bjmsr-2226	116	2	financial	financial	ADJ
bjmsr-2226	116	3	data	datum	NOUN
bjmsr-2226	116	4	of	of	ADP
bjmsr-2226	116	5	the	the	DET
bjmsr-2226	116	6	stock	stock	NOUN
bjmsr-2226	116	7	'	'	PUNCT
bjmsr-2226	116	8	sbi	sbi	NOUN
bjmsr-2226	116	9	'	'	PUNCT
bjmsr-2226	116	10	is	be	AUX
bjmsr-2226	116	11	derived	derive	VERB
bjmsr-2226	116	12	from	from	ADP
bjmsr-2226	116	13	the	the	DET
bjmsr-2226	116	14	use	use	NOUN
bjmsr-2226	116	15	of	of	ADP
bjmsr-2226	116	16	the	the	DET
bjmsr-2226	116	17	'	'	PUNCT
bjmsr-2226	116	18	yahoo_fin	yahoo_fin	NOUN
bjmsr-2226	116	19	'	'	PUNCT
bjmsr-2226	116	20	library	library	NOUN
bjmsr-2226	116	21	in	in	ADP
bjmsr-2226	116	22	python	python	PROPN
bjmsr-2226	116	23	,	,	PUNCT
bjmsr-2226	116	24	which	which	PRON
bjmsr-2226	116	25	derives	derive	VERB
bjmsr-2226	116	26	data	datum	NOUN
bjmsr-2226	116	27	from	from	ADP
bjmsr-2226	116	28	the	the	DET
bjmsr-2226	116	29	website'www.yahoofinance.com	website'www.yahoofinance.com	PROPN
bjmsr-2226	116	30	'	'	PART
bjmsr-2226	116	31	.	.	PUNCT
bjmsr-2226	117	1	the	the	DET
bjmsr-2226	117	2	technical	technical	ADJ
bjmsr-2226	117	3	analysis	analysis	NOUN
bjmsr-2226	117	4	used	use	VERB
bjmsr-2226	117	5	two	two	NUM
bjmsr-2226	117	6	technical	technical	ADJ
bjmsr-2226	117	7	indicators	indicator	NOUN
bjmsr-2226	117	8	,	,	PUNCT
bjmsr-2226	117	9	the	the	DET
bjmsr-2226	117	10	'	'	PUNCT
bjmsr-2226	117	11	relative	relative	ADJ
bjmsr-2226	117	12	strength	strength	NOUN
bjmsr-2226	117	13	index'(rsi	index'(rsi	NOUN
bjmsr-2226	117	14	)	)	PUNCT
bjmsr-2226	117	15	and	and	CCONJ
bjmsr-2226	117	16	the	the	DET
bjmsr-2226	117	17	'	'	PUNCT
bjmsr-2226	117	18	on	on	ADP
bjmsr-2226	117	19	-	-	PUNCT
bjmsr-2226	117	20	balance	balance	NOUN
bjmsr-2226	117	21	volume'(obv	volume'(obv	VERB
bjmsr-2226	117	22	)	)	PUNCT
bjmsr-2226	117	23	,	,	PUNCT
bjmsr-2226	117	24	to	to	PART
bjmsr-2226	117	25	predict	predict	VERB
bjmsr-2226	117	26	the	the	DET
bjmsr-2226	117	27	price	price	NOUN
bjmsr-2226	117	28	signal	signal	NOUN
bjmsr-2226	117	29	.	.	PUNCT
bjmsr-2226	118	1	the	the	DET
bjmsr-2226	118	2	daily	daily	ADJ
bjmsr-2226	118	3	price	price	NOUN
bjmsr-2226	118	4	signals	signal	NOUN
bjmsr-2226	118	5	are	be	AUX
bjmsr-2226	118	6	derived	derive	VERB
bjmsr-2226	118	7	from	from	ADP
bjmsr-2226	118	8	the	the	DET
bjmsr-2226	118	9	‘	'	PUNCT
bjmsr-2226	118	10	adjusted	adjusted	ADJ
bjmsr-2226	118	11	close	close	ADJ
bjmsr-2226	118	12	’	'	PUNCT
bjmsr-2226	118	13	column	column	NOUN
bjmsr-2226	118	14	.	.	PUNCT
bjmsr-2226	119	1	the	the	DET
bjmsr-2226	119	2	price	price	NOUN
bjmsr-2226	119	3	signals	signal	NOUN
bjmsr-2226	119	4	are	be	AUX
bjmsr-2226	119	5	given	give	VERB
bjmsr-2226	119	6	by	by	ADP
bjmsr-2226	119	7	:	:	PUNCT
bjmsr-2226	119	8	price	price	NOUN
bjmsr-2226	119	9	signal	signal	NOUN
bjmsr-2226	119	10	=	=	PUNCT
bjmsr-2226	119	11	where	where	SCONJ
bjmsr-2226	119	12	pt	pt	PROPN
bjmsr-2226	119	13	is	be	AUX
bjmsr-2226	119	14	the	the	DET
bjmsr-2226	119	15	current	current	ADJ
bjmsr-2226	119	16	price	price	NOUN
bjmsr-2226	119	17	and	and	CCONJ
bjmsr-2226	119	18	pt-1	pt-1	ADV
bjmsr-2226	119	19	is	be	AUX
bjmsr-2226	119	20	the	the	DET
bjmsr-2226	119	21	previous	previous	ADJ
bjmsr-2226	119	22	price	price	NOUN
bjmsr-2226	119	23	.	.	PUNCT
bjmsr-2226	120	1	preprocessing	preprocesse	VERB
bjmsr-2226	120	2	prior	prior	ADV
bjmsr-2226	120	3	to	to	ADP
bjmsr-2226	120	4	analysis	analysis	NOUN
bjmsr-2226	120	5	,	,	PUNCT
bjmsr-2226	120	6	the	the	DET
bjmsr-2226	120	7	dataset	dataset	NOUN
bjmsr-2226	120	8	underwent	undergo	VERB
bjmsr-2226	120	9	meticulous	meticulous	ADJ
bjmsr-2226	120	10	scrutiny	scrutiny	NOUN
bjmsr-2226	120	11	to	to	PART
bjmsr-2226	120	12	filter	filter	VERB
bjmsr-2226	120	13	out	out	ADP
bjmsr-2226	120	14	spam	spam	NOUN
bjmsr-2226	120	15	tweets	tweet	NOUN
bjmsr-2226	120	16	.	.	PUNCT
bjmsr-2226	121	1	spam	spam	NOUN
bjmsr-2226	121	2	tweets	tweet	NOUN
bjmsr-2226	121	3	were	be	AUX
bjmsr-2226	121	4	identified	identify	VERB
bjmsr-2226	121	5	as	as	ADP
bjmsr-2226	121	6	promoting	promote	VERB
bjmsr-2226	121	7	stock	stock	NOUN
bjmsr-2226	121	8	purchases	purchase	NOUN
bjmsr-2226	121	9	with	with	ADP
bjmsr-2226	121	10	promises	promise	NOUN
bjmsr-2226	121	11	of	of	ADP
bjmsr-2226	121	12	immediate	immediate	ADJ
bjmsr-2226	121	13	gains	gain	NOUN
bjmsr-2226	121	14	,	,	PUNCT
bjmsr-2226	121	15	needing	need	VERB
bjmsr-2226	121	16	more	more	ADV
bjmsr-2226	121	17	substantive	substantive	ADJ
bjmsr-2226	121	18	market	market	NOUN
bjmsr-2226	121	19	sentiment	sentiment	NOUN
bjmsr-2226	121	20	.	.	PUNCT
bjmsr-2226	122	1	after	after	ADP
bjmsr-2226	122	2	manual	manual	ADJ
bjmsr-2226	122	3	review	review	NOUN
bjmsr-2226	122	4	,	,	PUNCT
bjmsr-2226	122	5	3087	3087	NUM
bjmsr-2226	122	6	tweets	tweet	NOUN
bjmsr-2226	122	7	across	across	ADP
bjmsr-2226	122	8	654	654	NUM
bjmsr-2226	122	9	trading	trading	NOUN
bjmsr-2226	122	10	days	day	NOUN
bjmsr-2226	122	11	were	be	AUX
bjmsr-2226	122	12	deemed	deem	VERB
bjmsr-2226	122	13	suitable	suitable	ADJ
bjmsr-2226	122	14	for	for	ADP
bjmsr-2226	122	15	further	further	ADJ
bjmsr-2226	122	16	analysis	analysis	NOUN
bjmsr-2226	122	17	,	,	PUNCT
bjmsr-2226	122	18	ensuring	ensure	VERB
bjmsr-2226	122	19	the	the	DET
bjmsr-2226	122	20	integrity	integrity	NOUN
bjmsr-2226	122	21	and	and	CCONJ
bjmsr-2226	122	22	reliability	reliability	NOUN
bjmsr-2226	122	23	of	of	ADP
bjmsr-2226	122	24	the	the	DET
bjmsr-2226	122	25	dataset	dataset	NOUN
bjmsr-2226	122	26	.	.	PUNCT
bjmsr-2226	123	1	measures	measure	NOUN
bjmsr-2226	123	2	and	and	CCONJ
bjmsr-2226	123	3	covariates	covariate	VERB
bjmsr-2226	123	4	the	the	DET
bjmsr-2226	123	5	study	study	NOUN
bjmsr-2226	123	6	utilized	utilize	VERB
bjmsr-2226	123	7	primary	primary	ADJ
bjmsr-2226	123	8	outcome	outcome	NOUN
bjmsr-2226	123	9	measures	measure	NOUN
bjmsr-2226	123	10	such	such	ADJ
bjmsr-2226	123	11	as	as	ADP
bjmsr-2226	123	12	sentiment	sentiment	NOUN
bjmsr-2226	123	13	scores	score	NOUN
bjmsr-2226	123	14	derived	derive	VERB
bjmsr-2226	123	15	from	from	ADP
bjmsr-2226	123	16	the	the	DET
bjmsr-2226	123	17	vader	vader	NOUN
bjmsr-2226	123	18	algorithm	algorithm	NOUN
bjmsr-2226	123	19	applied	apply	VERB
bjmsr-2226	123	20	to	to	ADP
bjmsr-2226	123	21	social	social	ADJ
bjmsr-2226	123	22	media	medium	NOUN
bjmsr-2226	123	23	data	datum	NOUN
bjmsr-2226	123	24	(	(	PUNCT
bjmsr-2226	123	25	tweets	tweet	NOUN
bjmsr-2226	123	26	)	)	PUNCT
bjmsr-2226	123	27	.	.	PUNCT
bjmsr-2226	124	1	sentiment	sentiment	NOUN
bjmsr-2226	124	2	scores	score	NOUN
bjmsr-2226	124	3	were	be	AUX
bjmsr-2226	124	4	categorized	categorize	VERB
bjmsr-2226	124	5	into	into	ADP
bjmsr-2226	124	6	positive	positive	ADJ
bjmsr-2226	124	7	,	,	PUNCT
bjmsr-2226	124	8	negative	negative	ADJ
bjmsr-2226	124	9	,	,	PUNCT
bjmsr-2226	124	10	and	and	CCONJ
bjmsr-2226	124	11	neutral	neutral	ADJ
bjmsr-2226	124	12	sentiments	sentiment	NOUN
bjmsr-2226	124	13	based	base	VERB
bjmsr-2226	124	14	on	on	ADP
bjmsr-2226	124	15	numerical	numerical	ADJ
bjmsr-2226	124	16	values	value	NOUN
bjmsr-2226	124	17	ranging	range	VERB
bjmsr-2226	124	18	from	from	ADP
bjmsr-2226	124	19	-1	-1	PUNCT
bjmsr-2226	124	20	(	(	PUNCT
bjmsr-2226	124	21	most	most	ADV
bjmsr-2226	124	22	negative	negative	ADJ
bjmsr-2226	124	23	)	)	PUNCT
bjmsr-2226	124	24	to	to	ADP
bjmsr-2226	124	25	1	1	NUM
bjmsr-2226	124	26	(	(	PUNCT
bjmsr-2226	124	27	most	most	ADV
bjmsr-2226	124	28	positive	positive	ADJ
bjmsr-2226	124	29	)	)	PUNCT
bjmsr-2226	124	30	,	,	PUNCT
bjmsr-2226	124	31	with	with	ADP
bjmsr-2226	124	32	0	0	NUM
bjmsr-2226	124	33	representing	represent	VERB
bjmsr-2226	124	34	neutral	neutral	ADJ
bjmsr-2226	124	35	sentiment	sentiment	NOUN
bjmsr-2226	124	36	.	.	PUNCT
bjmsr-2226	125	1	secondary	secondary	ADJ
bjmsr-2226	125	2	outcome	outcome	NOUN
bjmsr-2226	125	3	measures	measure	NOUN
bjmsr-2226	125	4	included	include	VERB
bjmsr-2226	125	5	financial	financial	ADJ
bjmsr-2226	125	6	metrics	metric	NOUN
bjmsr-2226	125	7	like	like	ADP
bjmsr-2226	125	8	the	the	DET
bjmsr-2226	125	9	daily	daily	ADJ
bjmsr-2226	125	10	returns	return	NOUN
bjmsr-2226	125	11	of	of	ADP
bjmsr-2226	125	12	the	the	DET
bjmsr-2226	125	13	sbi	sbi	PROPN
bjmsr-2226	125	14	stock	stock	NOUN
bjmsr-2226	125	15	,	,	PUNCT
bjmsr-2226	125	16	calculated	calculate	VERB
bjmsr-2226	125	17	as	as	ADP
bjmsr-2226	125	18	the	the	DET
bjmsr-2226	125	19	percentage	percentage	NOUN
bjmsr-2226	125	20	change	change	NOUN
bjmsr-2226	125	21	in	in	ADP
bjmsr-2226	125	22	stock	stock	NOUN
bjmsr-2226	125	23	price	price	NOUN
bjmsr-2226	125	24	from	from	ADP
bjmsr-2226	125	25	one	one	NUM
bjmsr-2226	125	26	trading	trading	NOUN
bjmsr-2226	125	27	day	day	NOUN
bjmsr-2226	125	28	to	to	ADP
bjmsr-2226	125	29	the	the	DET
bjmsr-2226	125	30	next	next	ADJ
bjmsr-2226	125	31	.	.	PUNCT
bjmsr-2226	126	1	covariates	covariate	NOUN
bjmsr-2226	126	2	considered	consider	VERB
bjmsr-2226	126	3	in	in	ADP
bjmsr-2226	126	4	the	the	DET
bjmsr-2226	126	5	analysis	analysis	NOUN
bjmsr-2226	126	6	included	include	VERB
bjmsr-2226	126	7	technical	technical	ADJ
bjmsr-2226	126	8	indicators	indicator	NOUN
bjmsr-2226	126	9	commonly	commonly	ADV
bjmsr-2226	126	10	used	use	VERB
bjmsr-2226	126	11	in	in	ADP
bjmsr-2226	126	12	financial	financial	ADJ
bjmsr-2226	126	13	analysis	analysis	NOUN
bjmsr-2226	126	14	,	,	PUNCT
bjmsr-2226	126	15	such	such	ADJ
bjmsr-2226	126	16	as	as	ADP
bjmsr-2226	126	17	the	the	DET
bjmsr-2226	126	18	relative	relative	ADJ
bjmsr-2226	126	19	strength	strength	NOUN
bjmsr-2226	126	20	index	index	NOUN
bjmsr-2226	126	21	(	(	PUNCT
bjmsr-2226	126	22	rsi	rsi	NOUN
bjmsr-2226	126	23	)	)	PUNCT
bjmsr-2226	126	24	and	and	CCONJ
bjmsr-2226	126	25	on	on	ADP
bjmsr-2226	126	26	-	-	PUNCT
bjmsr-2226	126	27	balance	balance	NOUN
bjmsr-2226	126	28	volume	volume	NOUN
bjmsr-2226	126	29	(	(	PUNCT
bjmsr-2226	126	30	obv	obv	PROPN
bjmsr-2226	126	31	)	)	PUNCT
bjmsr-2226	126	32	.	.	PUNCT
bjmsr-2226	127	1	these	these	DET
bjmsr-2226	127	2	covariates	covariate	NOUN
bjmsr-2226	127	3	were	be	AUX
bjmsr-2226	127	4	integrated	integrate	VERB
bjmsr-2226	127	5	into	into	ADP
bjmsr-2226	127	6	the	the	DET
bjmsr-2226	127	7	analysis	analysis	NOUN
bjmsr-2226	127	8	to	to	PART
bjmsr-2226	127	9	assess	assess	VERB
bjmsr-2226	127	10	their	their	PRON
bjmsr-2226	127	11	combined	combine	VERB
bjmsr-2226	127	12	predictive	predictive	ADJ
bjmsr-2226	127	13	power	power	NOUN
bjmsr-2226	127	14	with	with	ADP
bjmsr-2226	127	15	sentiment	sentiment	NOUN
bjmsr-2226	127	16	scores	score	NOUN
bjmsr-2226	127	17	on	on	ADP
bjmsr-2226	127	18	stock	stock	NOUN
bjmsr-2226	127	19	price	price	NOUN
bjmsr-2226	127	20	movements	movement	NOUN
bjmsr-2226	127	21	.	.	PUNCT
bjmsr-2226	128	1	research	research	NOUN
bjmsr-2226	128	2	design	design	VERB
bjmsr-2226	128	3	the	the	DET
bjmsr-2226	128	4	research	research	NOUN
bjmsr-2226	128	5	design	design	NOUN
bjmsr-2226	128	6	employed	employ	VERB
bjmsr-2226	128	7	in	in	ADP
bjmsr-2226	128	8	this	this	DET
bjmsr-2226	128	9	study	study	NOUN
bjmsr-2226	128	10	was	be	AUX
bjmsr-2226	128	11	a	a	DET
bjmsr-2226	128	12	correlational	correlational	ADJ
bjmsr-2226	128	13	research	research	NOUN
bjmsr-2226	128	14	design	design	NOUN
bjmsr-2226	128	15	.	.	PUNCT
bjmsr-2226	129	1	it	it	PRON
bjmsr-2226	129	2	focused	focus	VERB
bjmsr-2226	129	3	on	on	ADP
bjmsr-2226	129	4	analyzing	analyze	VERB
bjmsr-2226	129	5	sentiment	sentiment	NOUN
bjmsr-2226	129	6	trends	trend	NOUN
bjmsr-2226	129	7	in	in	ADP
bjmsr-2226	129	8	social	social	ADJ
bjmsr-2226	129	9	media	medium	NOUN
bjmsr-2226	129	10	data	datum	NOUN
bjmsr-2226	129	11	and	and	CCONJ
bjmsr-2226	129	12	their	their	PRON
bjmsr-2226	129	13	correlation	correlation	NOUN
bjmsr-2226	129	14	with	with	ADP
bjmsr-2226	129	15	stock	stock	NOUN
bjmsr-2226	129	16	market	market	NOUN
bjmsr-2226	129	17	performance	performance	NOUN
bjmsr-2226	129	18	without	without	ADP
bjmsr-2226	129	19	manipulating	manipulate	VERB
bjmsr-2226	129	20	variables	variable	NOUN
bjmsr-2226	129	21	or	or	CCONJ
bjmsr-2226	129	22	creating	create	VERB
bjmsr-2226	129	23	experimental	experimental	ADJ
bjmsr-2226	129	24	conditions	condition	NOUN
bjmsr-2226	129	25	.	.	PUNCT
bjmsr-2226	130	1	sentiment	sentiment	NOUN
bjmsr-2226	130	2	analysis	analysis	NOUN
bjmsr-2226	130	3	was	be	AUX
bjmsr-2226	130	4	conducted	conduct	VERB
bjmsr-2226	130	5	using	use	VERB
bjmsr-2226	130	6	the	the	DET
bjmsr-2226	130	7	vader	vader	NOUN
bjmsr-2226	130	8	algorithm	algorithm	NOUN
bjmsr-2226	130	9	to	to	PART
bjmsr-2226	130	10	categorize	categorize	VERB
bjmsr-2226	130	11	tweets	tweet	NOUN
bjmsr-2226	130	12	as	as	ADP
bjmsr-2226	130	13	positive	positive	ADJ
bjmsr-2226	130	14	,	,	PUNCT
bjmsr-2226	130	15	negative	negative	ADJ
bjmsr-2226	130	16	,	,	PUNCT
bjmsr-2226	130	17	or	or	CCONJ
bjmsr-2226	130	18	neutral	neutral	ADJ
bjmsr-2226	130	19	,	,	PUNCT
bjmsr-2226	130	20	reflecting	reflect	VERB
bjmsr-2226	130	21	public	public	ADJ
bjmsr-2226	130	22	sentiment	sentiment	NOUN
bjmsr-2226	130	23	towards	towards	ADP
bjmsr-2226	130	24	the	the	DET
bjmsr-2226	130	25	sbi	sbi	PROPN
bjmsr-2226	130	26	stock	stock	NOUN
bjmsr-2226	130	27	.	.	PUNCT
bjmsr-2226	131	1	sampling	sample	VERB
bjmsr-2226	131	2	procedures	procedure	NOUN
bjmsr-2226	131	3	data	datum	NOUN
bjmsr-2226	131	4	collection	collection	NOUN
bjmsr-2226	131	5	utilized	utilize	VERB
bjmsr-2226	131	6	secondary	secondary	ADJ
bjmsr-2226	131	7	data	datum	NOUN
bjmsr-2226	131	8	obtained	obtain	VERB
bjmsr-2226	131	9	through	through	ADP
bjmsr-2226	131	10	judgmental	judgmental	ADJ
bjmsr-2226	131	11	sampling	sampling	NOUN
bjmsr-2226	131	12	.	.	PUNCT
bjmsr-2226	132	1	this	this	DET
bjmsr-2226	132	2	sampling	sample	VERB
bjmsr-2226	132	3	approach	approach	NOUN
bjmsr-2226	132	4	involved	involve	VERB
bjmsr-2226	132	5	selecting	select	VERB
bjmsr-2226	132	6	tweets	tweet	NOUN
bjmsr-2226	132	7	related	relate	VERB
bjmsr-2226	132	8	to	to	PART
bjmsr-2226	132	9	sbi	sbi	VERB
bjmsr-2226	132	10	stock	stock	NOUN
bjmsr-2226	132	11	from	from	ADP
bjmsr-2226	132	12	the	the	DET
bjmsr-2226	132	13	dataset	dataset	NOUN
bjmsr-2226	132	14	based	base	VERB
bjmsr-2226	132	15	on	on	ADP
bjmsr-2226	132	16	their	their	PRON
bjmsr-2226	132	17	relevance	relevance	NOUN
bjmsr-2226	132	18	and	and	CCONJ
bjmsr-2226	132	19	authenticity	authenticity	NOUN
bjmsr-2226	132	20	,	,	PUNCT
bjmsr-2226	132	21	ensuring	ensure	VERB
bjmsr-2226	132	22	the	the	DET
bjmsr-2226	132	23	inclusion	inclusion	NOUN
bjmsr-2226	132	24	of	of	ADP
bjmsr-2226	132	25	diverse	diverse	ADJ
bjmsr-2226	132	26	perspectives	perspective	NOUN
bjmsr-2226	132	27	and	and	CCONJ
bjmsr-2226	132	28	market	market	NOUN
bjmsr-2226	132	29	conditions	condition	NOUN
bjmsr-2226	132	30	.	.	PUNCT
bjmsr-2226	133	1	vader	vader	NOUN
bjmsr-2226	133	2	sentiment	sentiment	NOUN
bjmsr-2226	133	3	score	score	VERB
bjmsr-2226	133	4	the	the	DET
bjmsr-2226	133	5	valence	valence	NOUN
bjmsr-2226	133	6	aware	aware	ADJ
bjmsr-2226	133	7	dictionary	dictionary	NOUN
bjmsr-2226	133	8	for	for	ADP
bjmsr-2226	133	9	sentiment	sentiment	NOUN
bjmsr-2226	133	10	reasoning	reasoning	NOUN
bjmsr-2226	133	11	(	(	PUNCT
bjmsr-2226	133	12	vader	vader	NOUN
bjmsr-2226	133	13	)	)	PUNCT
bjmsr-2226	133	14	(	(	PUNCT
bjmsr-2226	133	15	hutto	hutto	PROPN
bjmsr-2226	133	16	&	&	CCONJ
bjmsr-2226	133	17	gilbert	gilbert	PROPN
bjmsr-2226	133	18	,	,	PUNCT
bjmsr-2226	133	19	2014	2014	NUM
bjmsr-2226	133	20	)	)	PUNCT
bjmsr-2226	133	21	stands	stand	VERB
bjmsr-2226	133	22	as	as	ADP
bjmsr-2226	133	23	a	a	DET
bjmsr-2226	133	24	significant	significant	ADJ
bjmsr-2226	133	25	advancement	advancement	NOUN
bjmsr-2226	133	26	in	in	ADP
bjmsr-2226	133	27	natural	natural	ADJ
bjmsr-2226	133	28	language	language	NOUN
bjmsr-2226	133	29	processing	processing	NOUN
bjmsr-2226	133	30	(	(	PUNCT
bjmsr-2226	133	31	nlp	nlp	NOUN
bjmsr-2226	133	32	)	)	PUNCT
bjmsr-2226	133	33	,	,	PUNCT
bjmsr-2226	133	34	designed	design	VERB
bjmsr-2226	133	35	to	to	PART
bjmsr-2226	133	36	gauge	gauge	VERB
bjmsr-2226	133	37	the	the	DET
bjmsr-2226	133	38	polarity	polarity	NOUN
bjmsr-2226	133	39	and	and	CCONJ
bjmsr-2226	133	40	intensity	intensity	NOUN
bjmsr-2226	133	41	of	of	ADP
bjmsr-2226	133	42	sentiment	sentiment	NOUN
bjmsr-2226	133	43	expressions	expression	NOUN
bjmsr-2226	133	44	.	.	PUNCT
bjmsr-2226	134	1	leveraging	leverage	VERB
bjmsr-2226	134	2	a	a	DET
bjmsr-2226	134	3	comprehensive	comprehensive	ADJ
bjmsr-2226	134	4	lexicon	lexicon	NOUN
bjmsr-2226	134	5	comprising	comprising	NOUN
bjmsr-2226	134	6	words	word	NOUN
bjmsr-2226	134	7	,	,	PUNCT
bjmsr-2226	134	8	phrases	phrase	NOUN
bjmsr-2226	134	9	,	,	PUNCT
bjmsr-2226	134	10	emoticons	emoticon	NOUN
bjmsr-2226	134	11	,	,	PUNCT
bjmsr-2226	134	12	and	and	CCONJ
bjmsr-2226	134	13	acronyms	acronym	NOUN
bjmsr-2226	134	14	,	,	PUNCT
bjmsr-2226	134	15	each	each	PRON
bjmsr-2226	134	16	meticulously	meticulously	ADV
bjmsr-2226	134	17	rated	rate	VERB
bjmsr-2226	134	18	by	by	ADP
bjmsr-2226	134	19	human	human	ADJ
bjmsr-2226	134	20	annotators	annotator	NOUN
bjmsr-2226	134	21	for	for	ADP
bjmsr-2226	134	22	polarity	polarity	NOUN
bjmsr-2226	134	23	and	and	CCONJ
bjmsr-2226	134	24	intensity	intensity	NOUN
bjmsr-2226	134	25	,	,	PUNCT
bjmsr-2226	134	26	vader	vader	NOUN
bjmsr-2226	134	27	employs	employ	VERB
bjmsr-2226	134	28	a	a	DET
bjmsr-2226	134	29	sophisticated	sophisticated	ADJ
bjmsr-2226	134	30	algorithmic	algorithmic	ADJ
bjmsr-2226	134	31	framework	framework	NOUN
bjmsr-2226	134	32	augmented	augment	VERB
bjmsr-2226	134	33	by	by	ADP
bjmsr-2226	134	34	grammatical	grammatical	ADJ
bjmsr-2226	134	35	rules	rule	NOUN
bjmsr-2226	134	36	.	.	PUNCT
bjmsr-2226	135	1	these	these	DET
bjmsr-2226	135	2	rules	rule	NOUN
bjmsr-2226	135	3	effectively	effectively	ADV
bjmsr-2226	135	4	handle	handle	VERB
bjmsr-2226	135	5	linguistic	linguistic	ADJ
bjmsr-2226	135	6	nuances	nuance	NOUN
bjmsr-2226	135	7	such	such	ADJ
bjmsr-2226	135	8	as	as	ADP
bjmsr-2226	135	9	negations	negation	NOUN
bjmsr-2226	135	10	and	and	CCONJ
bjmsr-2226	135	11	intensifiers	intensifier	NOUN
bjmsr-2226	135	12	,	,	PUNCT
bjmsr-2226	135	13	ensuring	ensure	VERB
bjmsr-2226	135	14	a	a	DET
bjmsr-2226	135	15	nuanced	nuanced	ADJ
bjmsr-2226	135	16	sentiment	sentiment	NOUN
bjmsr-2226	135	17	assessment	assessment	NOUN
bjmsr-2226	135	18	across	across	ADP
bjmsr-2226	135	19	various	various	ADJ
bjmsr-2226	135	20	textual	textual	ADJ
bjmsr-2226	135	21	contexts	contexts	NOUN
bjmsr-2226	135	22	.	.	PUNCT
bjmsr-2226	136	1	vader	vader	NOUN
bjmsr-2226	136	2	,	,	PUNCT
bjmsr-2226	136	3	integrated	integrate	VERB
bjmsr-2226	136	4	into	into	ADP
bjmsr-2226	136	5	the	the	DET
bjmsr-2226	136	6	widely	widely	ADV
bjmsr-2226	136	7	-	-	PUNCT
bjmsr-2226	136	8	used	use	VERB
bjmsr-2226	136	9	natural	natural	ADJ
bjmsr-2226	136	10	language	language	NOUN
bjmsr-2226	136	11	toolkit	toolkit	NOUN
bjmsr-2226	136	12	(	(	PUNCT
bjmsr-2226	136	13	nltk	nltk	PROPN
bjmsr-2226	136	14	)	)	PUNCT
bjmsr-2226	136	15	within	within	ADP
bjmsr-2226	136	16	the	the	DET
bjmsr-2226	136	17	python	python	NOUN
bjmsr-2226	136	18	programming	programming	NOUN
bjmsr-2226	136	19	language	language	NOUN
bjmsr-2226	136	20	,	,	PUNCT
bjmsr-2226	136	21	boasts	boast	VERB
bjmsr-2226	136	22	an	an	DET
bjmsr-2226	136	23	expansive	expansive	ADJ
bjmsr-2226	136	24	lexicon	lexicon	NOUN
bjmsr-2226	136	25	encompassing	encompass	VERB
bjmsr-2226	136	26	approximately	approximately	ADV
bjmsr-2226	136	27	7,500	7,500	NUM
bjmsr-2226	136	28	sentiment	sentiment	NOUN
bjmsr-2226	136	29	features	feature	VERB
bjmsr-2226	136	30	,	,	PUNCT
bjmsr-2226	136	31	with	with	ADP
bjmsr-2226	136	32	unlisted	unlisted	ADJ
bjmsr-2226	136	33	words	word	NOUN
bjmsr-2226	136	34	defaulted	default	VERB
bjmsr-2226	136	35	to	to	ADP
bjmsr-2226	136	36	a	a	DET
bjmsr-2226	136	37	neutral	neutral	ADJ
bjmsr-2226	136	38	sentiment	sentiment	NOUN
bjmsr-2226	136	39	classification	classification	NOUN
bjmsr-2226	136	40	.	.	PUNCT
bjmsr-2226	137	1	in	in	ADP
bjmsr-2226	137	2	this	this	DET
bjmsr-2226	137	3	study	study	NOUN
bjmsr-2226	137	4	,	,	PUNCT
bjmsr-2226	137	5	sentiment	sentiment	NOUN
bjmsr-2226	137	6	analysis	analysis	NOUN
bjmsr-2226	137	7	of	of	ADP
bjmsr-2226	137	8	selected	select	VERB
bjmsr-2226	137	9	stocks	stock	NOUN
bjmsr-2226	137	10	was	be	AUX
bjmsr-2226	137	11	conducted	conduct	VERB
bjmsr-2226	137	12	utilizing	utilize	VERB
bjmsr-2226	137	13	the	the	DET
bjmsr-2226	137	14	natural	natural	ADJ
bjmsr-2226	137	15	language	language	NOUN
bjmsr-2226	137	16	toolkit	toolkit	NOUN
bjmsr-2226	137	17	(	(	PUNCT
bjmsr-2226	137	18	nltk	nltk	PROPN
bjmsr-2226	137	19	)	)	PUNCT
bjmsr-2226	137	20	within	within	ADP
bjmsr-2226	137	21	the	the	DET
bjmsr-2226	137	22	python	python	NOUN
bjmsr-2226	137	23	programming	programming	NOUN
bjmsr-2226	137	24	language	language	NOUN
bjmsr-2226	137	25	.	.	PUNCT
bjmsr-2226	138	1	each	each	DET
bjmsr-2226	138	2	tweet	tweet	NOUN
bjmsr-2226	138	3	was	be	AUX
bjmsr-2226	138	4	subject	subject	ADJ
bjmsr-2226	138	5	to	to	ADP
bjmsr-2226	138	6	individual	individual	ADJ
bjmsr-2226	138	7	analysis	analysis	NOUN
bjmsr-2226	138	8	by	by	ADP
bjmsr-2226	138	9	the	the	DET
bjmsr-2226	138	10	python	python	PROPN
bjmsr-2226	138	11	program	program	NOUN
bjmsr-2226	138	12	package	package	NOUN
bjmsr-2226	138	13	,	,	PUNCT
bjmsr-2226	138	14	generating	generate	VERB
bjmsr-2226	138	15	two	two	NUM
bjmsr-2226	138	16	distinct	distinct	ADJ
bjmsr-2226	138	17	sentiment	sentiment	NOUN
bjmsr-2226	138	18	scores	score	NOUN
bjmsr-2226	138	19	:	:	PUNCT
bjmsr-2226	138	20	a	a	DET
bjmsr-2226	138	21	positive	positive	ADJ
bjmsr-2226	138	22	sentiment	sentiment	NOUN
bjmsr-2226	138	23	score	score	NOUN
bjmsr-2226	138	24	and	and	CCONJ
bjmsr-2226	138	25	a	a	DET
bjmsr-2226	138	26	negative	negative	ADJ
bjmsr-2226	138	27	sentiment	sentiment	NOUN
bjmsr-2226	138	28	score	score	NOUN
bjmsr-2226	138	29	.	.	PUNCT
bjmsr-2226	139	1	subsequently	subsequently	ADV
bjmsr-2226	139	2	,	,	PUNCT
bjmsr-2226	139	3	the	the	DET
bjmsr-2226	139	4	final	final	ADJ
bjmsr-2226	139	5	sentiment	sentiment	NOUN
bjmsr-2226	139	6	score	score	NOUN
bjmsr-2226	139	7	for	for	ADP
bjmsr-2226	139	8	each	each	DET
bjmsr-2226	139	9	tweet	tweet	NOUN
bjmsr-2226	139	10	was	be	AUX
bjmsr-2226	139	11	derived	derive	VERB
bjmsr-2226	139	12	through	through	ADP
bjmsr-2226	139	13	a	a	DET
bjmsr-2226	139	14	weighted	weight	VERB
bjmsr-2226	139	15	average	average	ADJ
bjmsr-2226	139	16	calculation	calculation	NOUN
bjmsr-2226	139	17	,	,	PUNCT
bjmsr-2226	139	18	wherein	wherein	SCONJ
bjmsr-2226	139	19	the	the	DET
bjmsr-2226	139	20	contribution	contribution	NOUN
bjmsr-2226	139	21	of	of	ADP
bjmsr-2226	139	22	each	each	DET
bjmsr-2226	139	23	word	word	NOUN
bjmsr-2226	139	24	within	within	ADP
bjmsr-2226	139	25	the	the	DET
bjmsr-2226	139	26	tweet	tweet	NOUN
bjmsr-2226	139	27	's	's	PART
bjmsr-2226	139	28	textual	textual	ADJ
bjmsr-2226	139	29	composition	composition	NOUN
bjmsr-2226	139	30	was	be	AUX
bjmsr-2226	139	31	considered	consider	VERB
bjmsr-2226	139	32	.	.	PUNCT
bjmsr-2226	140	1	in	in	ADP
bjmsr-2226	140	2	the	the	DET
bjmsr-2226	140	3	case	case	NOUN
bjmsr-2226	140	4	of	of	ADP
bjmsr-2226	140	5	multiple	multiple	ADJ
bjmsr-2226	140	6	tweets	tweet	NOUN
bjmsr-2226	140	7	in	in	ADP
bjmsr-2226	140	8	a	a	DET
bjmsr-2226	140	9	single	single	ADJ
bjmsr-2226	140	10	day	day	NOUN
bjmsr-2226	140	11	,	,	PUNCT
bjmsr-2226	140	12	the	the	DET
bjmsr-2226	140	13	average	average	ADJ
bjmsr-2226	140	14	'	'	PUNCT
bjmsr-2226	140	15	sentiment	sentiment	NOUN
bjmsr-2226	140	16	score	score	NOUN
bjmsr-2226	140	17	'	'	PUNCT
bjmsr-2226	140	18	of	of	ADP
bjmsr-2226	140	19	the	the	DET
bjmsr-2226	140	20	tweets	tweet	NOUN
bjmsr-2226	140	21	is	be	AUX
bjmsr-2226	140	22	taken	take	VERB
bjmsr-2226	140	23	as	as	ADP
bjmsr-2226	140	24	the	the	DET
bjmsr-2226	140	25	'	'	PUNCT
bjmsr-2226	140	26	sentiment	sentiment	NOUN
bjmsr-2226	140	27	score	score	NOUN
bjmsr-2226	140	28	'	'	PUNCT
bjmsr-2226	140	29	of	of	ADP
bjmsr-2226	140	30	the	the	DET
bjmsr-2226	140	31	day	day	NOUN
bjmsr-2226	140	32	.	.	PUNCT
bjmsr-2226	141	1	{	{	PUNCT
bjmsr-2226	141	2	1	1	NUM
bjmsr-2226	141	3	𝑖𝑓	𝑖𝑓	NOUN
bjmsr-2226	141	4	𝑝𝑡	𝑝𝑡	X
bjmsr-2226	141	5	>	>	X
bjmsr-2226	141	6	𝑝𝑡−1	𝑝𝑡−1	PROPN
bjmsr-2226	141	7	0	0	NUM
bjmsr-2226	141	8	𝑖𝑓	𝑖𝑓	NOUN
bjmsr-2226	141	9	𝑝𝑡	𝑝𝑡	NOUN
bjmsr-2226	141	10	≤	≤	X
bjmsr-2226	141	11	𝑝𝑡−1	𝑝𝑡−1	VERB
bjmsr-2226	141	12	baruah	baruah	NOUN
bjmsr-2226	141	13	&	&	CCONJ
bjmsr-2226	141	14	changkakati	changkakati	PROPN
bjmsr-2226	141	15	,	,	PUNCT
bjmsr-2226	141	16	bangladesh	bangladesh	PROPN
bjmsr-2226	141	17	journal	journal	NOUN
bjmsr-2226	141	18	of	of	ADP
bjmsr-2226	141	19	multidisciplinary	multidisciplinary	ADJ
bjmsr-2226	141	20	scientific	scientific	ADJ
bjmsr-2226	141	21	research	research	NOUN
bjmsr-2226	141	22	9(2	9(2	NUM
bjmsr-2226	141	23	)	)	PUNCT
bjmsr-2226	141	24	(	(	PUNCT
bjmsr-2226	141	25	2024	2024	NUM
bjmsr-2226	141	26	)	)	PUNCT
bjmsr-2226	141	27	,	,	PUNCT
bjmsr-2226	141	28	45	45	NUM
bjmsr-2226	141	29	-	-	SYM
bjmsr-2226	141	30	54	54	NUM
bjmsr-2226	141	31	49	49	NUM
bjmsr-2226	141	32	sample	sample	NOUN
bjmsr-2226	141	33	validation	validation	NOUN
bjmsr-2226	142	1	the	the	DET
bjmsr-2226	142	2	dataset	dataset	NOUN
bjmsr-2226	142	3	was	be	AUX
bjmsr-2226	142	4	divided	divide	VERB
bjmsr-2226	142	5	into	into	ADP
bjmsr-2226	142	6	training	training	NOUN
bjmsr-2226	142	7	and	and	CCONJ
bjmsr-2226	142	8	testing	testing	NOUN
bjmsr-2226	142	9	sets	set	NOUN
bjmsr-2226	142	10	in	in	ADP
bjmsr-2226	142	11	an	an	DET
bjmsr-2226	142	12	80:20	80:20	NUM
bjmsr-2226	142	13	ratio	ratio	NOUN
bjmsr-2226	142	14	using	use	VERB
bjmsr-2226	142	15	randomization	randomization	NOUN
bjmsr-2226	142	16	to	to	PART
bjmsr-2226	142	17	validate	validate	VERB
bjmsr-2226	142	18	the	the	DET
bjmsr-2226	142	19	study	study	NOUN
bjmsr-2226	142	20	's	's	PART
bjmsr-2226	142	21	findings	finding	NOUN
bjmsr-2226	142	22	.	.	PUNCT
bjmsr-2226	143	1	additionally	additionally	ADV
bjmsr-2226	143	2	,	,	PUNCT
bjmsr-2226	143	3	numerical	numerical	ADJ
bjmsr-2226	143	4	values	value	NOUN
bjmsr-2226	143	5	used	use	VERB
bjmsr-2226	143	6	in	in	ADP
bjmsr-2226	143	7	both	both	CCONJ
bjmsr-2226	143	8	the	the	DET
bjmsr-2226	143	9	training	training	NOUN
bjmsr-2226	143	10	and	and	CCONJ
bjmsr-2226	143	11	testing	testing	NOUN
bjmsr-2226	143	12	phases	phase	NOUN
bjmsr-2226	143	13	were	be	AUX
bjmsr-2226	143	14	normalized	normalize	VERB
bjmsr-2226	143	15	using	use	VERB
bjmsr-2226	143	16	min	min	PROPN
bjmsr-2226	143	17	-	-	ADJ
bjmsr-2226	143	18	max	max	PROPN
bjmsr-2226	143	19	normalization	normalization	NOUN
bjmsr-2226	143	20	.	.	PUNCT
bjmsr-2226	144	1	this	this	DET
bjmsr-2226	144	2	normalization	normalization	NOUN
bjmsr-2226	144	3	technique	technique	NOUN
bjmsr-2226	144	4	standardizes	standardize	VERB
bjmsr-2226	144	5	the	the	DET
bjmsr-2226	144	6	scale	scale	NOUN
bjmsr-2226	144	7	of	of	ADP
bjmsr-2226	144	8	data	datum	NOUN
bjmsr-2226	144	9	values	value	NOUN
bjmsr-2226	144	10	,	,	PUNCT
bjmsr-2226	144	11	reducing	reduce	VERB
bjmsr-2226	144	12	potential	potential	ADJ
bjmsr-2226	144	13	biases	bias	NOUN
bjmsr-2226	144	14	arising	arise	VERB
bjmsr-2226	144	15	from	from	ADP
bjmsr-2226	144	16	differing	differ	VERB
bjmsr-2226	144	17	data	datum	NOUN
bjmsr-2226	144	18	ranges	range	VERB
bjmsr-2226	144	19	and	and	CCONJ
bjmsr-2226	144	20	enhancing	enhance	VERB
bjmsr-2226	144	21	the	the	DET
bjmsr-2226	144	22	reliability	reliability	NOUN
bjmsr-2226	144	23	of	of	ADP
bjmsr-2226	144	24	analytical	analytical	ADJ
bjmsr-2226	144	25	results	result	NOUN
bjmsr-2226	144	26	.	.	PUNCT
bjmsr-2226	145	1	results	result	VERB
bjmsr-2226	145	2	the	the	DET
bjmsr-2226	145	3	following	follow	VERB
bjmsr-2226	145	4	results	result	NOUN
bjmsr-2226	145	5	were	be	AUX
bjmsr-2226	145	6	obtained	obtain	VERB
bjmsr-2226	145	7	after	after	ADP
bjmsr-2226	145	8	using	use	VERB
bjmsr-2226	145	9	relevant	relevant	ADJ
bjmsr-2226	145	10	libraries	library	NOUN
bjmsr-2226	145	11	like	like	ADP
bjmsr-2226	145	12	‘	'	PUNCT
bjmsr-2226	145	13	scikit	scikit	NOUN
bjmsr-2226	145	14	-	-	PUNCT
bjmsr-2226	145	15	learn	learn	VERB
bjmsr-2226	145	16	’	'	PUNCT
bjmsr-2226	145	17	,	,	PUNCT
bjmsr-2226	145	18	‘	'	PUNCT
bjmsr-2226	145	19	vadersentiment	vadersentiment	ADJ
bjmsr-2226	145	20	’	'	PUNCT
bjmsr-2226	145	21	,	,	PUNCT
bjmsr-2226	145	22	and	and	CCONJ
bjmsr-2226	145	23	nltk	nltk	PROPN
bjmsr-2226	145	24	in	in	ADP
bjmsr-2226	145	25	python	python	PROPN
bjmsr-2226	145	26	,	,	PUNCT
bjmsr-2226	145	27	executed	execute	VERB
bjmsr-2226	145	28	through	through	ADP
bjmsr-2226	145	29	the	the	DET
bjmsr-2226	145	30	google	google	PROPN
bjmsr-2226	145	31	colab	colab	PROPN
bjmsr-2226	145	32	environment	environment	NOUN
bjmsr-2226	145	33	running	run	VERB
bjmsr-2226	145	34	on	on	ADP
bjmsr-2226	145	35	cloud	cloud	NOUN
bjmsr-2226	145	36	-	-	PUNCT
bjmsr-2226	145	37	based	base	VERB
bjmsr-2226	145	38	gpus	gpu	NOUN
bjmsr-2226	145	39	provided	provide	VERB
bjmsr-2226	145	40	by	by	ADP
bjmsr-2226	145	41	google	google	PROPN
bjmsr-2226	145	42	.	.	PUNCT
bjmsr-2226	146	1	vader	vader	NOUN
bjmsr-2226	146	2	sentiment	sentiment	NOUN
bjmsr-2226	146	3	scores	score	VERB
bjmsr-2226	146	4	the	the	DET
bjmsr-2226	146	5	tweets	tweet	NOUN
bjmsr-2226	146	6	are	be	AUX
bjmsr-2226	146	7	classified	classify	VERB
bjmsr-2226	146	8	as	as	ADP
bjmsr-2226	146	9	positive	positive	ADJ
bjmsr-2226	146	10	,	,	PUNCT
bjmsr-2226	146	11	negative	negative	ADJ
bjmsr-2226	146	12	,	,	PUNCT
bjmsr-2226	146	13	or	or	CCONJ
bjmsr-2226	146	14	neutral	neutral	ADJ
bjmsr-2226	146	15	based	base	VERB
bjmsr-2226	146	16	on	on	ADP
bjmsr-2226	146	17	the	the	DET
bjmsr-2226	146	18	sentiment	sentiment	NOUN
bjmsr-2226	146	19	score	score	NOUN
bjmsr-2226	146	20	,	,	PUNCT
bjmsr-2226	146	21	which	which	PRON
bjmsr-2226	146	22	ranges	range	VERB
bjmsr-2226	146	23	from	from	ADP
bjmsr-2226	146	24	1	1	NUM
bjmsr-2226	146	25	to	to	PART
bjmsr-2226	146	26	-1	-1	VERB
bjmsr-2226	146	27	,	,	PUNCT
bjmsr-2226	146	28	with	with	ADP
bjmsr-2226	146	29	1	1	NUM
bjmsr-2226	146	30	being	be	AUX
bjmsr-2226	146	31	the	the	DET
bjmsr-2226	146	32	most	most	ADV
bjmsr-2226	146	33	positive	positive	ADJ
bjmsr-2226	146	34	and	and	CCONJ
bjmsr-2226	146	35	-1	-1	ADP
bjmsr-2226	146	36	being	be	AUX
bjmsr-2226	146	37	the	the	DET
bjmsr-2226	146	38	most	most	ADV
bjmsr-2226	146	39	negative	negative	ADJ
bjmsr-2226	146	40	.	.	PUNCT
bjmsr-2226	147	1	a	a	DET
bjmsr-2226	147	2	score	score	NOUN
bjmsr-2226	147	3	of	of	ADP
bjmsr-2226	147	4	0	0	NUM
bjmsr-2226	147	5	is	be	AUX
bjmsr-2226	147	6	taken	take	VERB
bjmsr-2226	147	7	as	as	ADP
bjmsr-2226	147	8	neutral	neutral	ADJ
bjmsr-2226	147	9	sentiment	sentiment	NOUN
bjmsr-2226	147	10	.	.	PUNCT
bjmsr-2226	148	1	in	in	ADP
bjmsr-2226	148	2	our	our	PRON
bjmsr-2226	148	3	analysis	analysis	NOUN
bjmsr-2226	148	4	,	,	PUNCT
bjmsr-2226	148	5	the	the	DET
bjmsr-2226	148	6	distribution	distribution	NOUN
bjmsr-2226	148	7	of	of	ADP
bjmsr-2226	148	8	tweets	tweet	NOUN
bjmsr-2226	148	9	is	be	AUX
bjmsr-2226	148	10	represented	represent	VERB
bjmsr-2226	148	11	by	by	ADP
bjmsr-2226	148	12	the	the	DET
bjmsr-2226	148	13	pie	pie	NOUN
bjmsr-2226	148	14	diagram	diagram	NOUN
bjmsr-2226	148	15	given	give	VERB
bjmsr-2226	148	16	below	below	ADV
bjmsr-2226	148	17	:	:	PUNCT
bjmsr-2226	148	18	figure	figure	NOUN
bjmsr-2226	148	19	1	1	NUM
bjmsr-2226	148	20	.	.	PUNCT
bjmsr-2226	149	1	the	the	DET
bjmsr-2226	149	2	distribution	distribution	NOUN
bjmsr-2226	149	3	of	of	ADP
bjmsr-2226	149	4	positive	positive	ADJ
bjmsr-2226	149	5	,	,	PUNCT
bjmsr-2226	149	6	negative	negative	ADJ
bjmsr-2226	149	7	,	,	PUNCT
bjmsr-2226	149	8	and	and	CCONJ
bjmsr-2226	149	9	neutral	neutral	ADJ
bjmsr-2226	149	10	tweets	tweet	NOUN
bjmsr-2226	149	11	in	in	ADP
bjmsr-2226	149	12	the	the	DET
bjmsr-2226	149	13	dataset	dataset	NOUN
bjmsr-2226	149	14	reliability	reliability	NOUN
bjmsr-2226	149	15	analysis	analysis	NOUN
bjmsr-2226	149	16	the	the	DET
bjmsr-2226	149	17	reliability	reliability	NOUN
bjmsr-2226	149	18	analysis	analysis	NOUN
bjmsr-2226	149	19	was	be	AUX
bjmsr-2226	149	20	conducted	conduct	VERB
bjmsr-2226	149	21	by	by	ADP
bjmsr-2226	149	22	scrutinizing	scrutinize	VERB
bjmsr-2226	149	23	price	price	NOUN
bjmsr-2226	149	24	trend	trend	NOUN
bjmsr-2226	149	25	data	datum	NOUN
bjmsr-2226	149	26	,	,	PUNCT
bjmsr-2226	149	27	represented	represent	VERB
bjmsr-2226	149	28	as	as	ADP
bjmsr-2226	149	29	binary	binary	ADJ
bjmsr-2226	149	30	values	value	NOUN
bjmsr-2226	149	31	(	(	PUNCT
bjmsr-2226	149	32	1	1	NUM
bjmsr-2226	149	33	for	for	ADP
bjmsr-2226	149	34	upward	upward	ADJ
bjmsr-2226	149	35	trend	trend	NOUN
bjmsr-2226	149	36	,	,	PUNCT
bjmsr-2226	149	37	0	0	NUM
bjmsr-2226	149	38	for	for	ADP
bjmsr-2226	149	39	otherwise	otherwise	ADV
bjmsr-2226	149	40	)	)	PUNCT
bjmsr-2226	149	41	,	,	PUNCT
bjmsr-2226	149	42	in	in	ADP
bjmsr-2226	149	43	conjunction	conjunction	NOUN
bjmsr-2226	149	44	with	with	ADP
bjmsr-2226	149	45	sentiment	sentiment	NOUN
bjmsr-2226	149	46	scores	score	NOUN
bjmsr-2226	149	47	derived	derive	VERB
bjmsr-2226	149	48	from	from	ADP
bjmsr-2226	149	49	the	the	DET
bjmsr-2226	149	50	vader	vader	NOUN
bjmsr-2226	149	51	algorithm	algorithm	NOUN
bjmsr-2226	149	52	,	,	PUNCT
bjmsr-2226	149	53	ranging	range	VERB
bjmsr-2226	149	54	from	from	ADP
bjmsr-2226	149	55	-1	-1	INTJ
bjmsr-2226	149	56	to	to	ADP
bjmsr-2226	149	57	1	1	NUM
bjmsr-2226	149	58	.	.	PUNCT
bjmsr-2226	149	59	initially	initially	ADV
bjmsr-2226	149	60	,	,	PUNCT
bjmsr-2226	149	61	the	the	DET
bjmsr-2226	149	62	price	price	NOUN
bjmsr-2226	149	63	trend	trend	NOUN
bjmsr-2226	149	64	was	be	AUX
bjmsr-2226	149	65	evaluated	evaluate	VERB
bjmsr-2226	149	66	solely	solely	ADV
bjmsr-2226	149	67	based	base	VERB
bjmsr-2226	149	68	on	on	ADP
bjmsr-2226	149	69	sentiment	sentiment	NOUN
bjmsr-2226	149	70	scores	score	NOUN
bjmsr-2226	149	71	with	with	ADP
bjmsr-2226	149	72	supervised	supervised	ADJ
bjmsr-2226	149	73	machine	machine	NOUN
bjmsr-2226	149	74	learning	learning	NOUN
bjmsr-2226	149	75	algorithms	algorithm	NOUN
bjmsr-2226	149	76	.	.	PUNCT
bjmsr-2226	150	1	subsequently	subsequently	ADV
bjmsr-2226	150	2	,	,	PUNCT
bjmsr-2226	150	3	the	the	DET
bjmsr-2226	150	4	price	price	NOUN
bjmsr-2226	150	5	trend	trend	NOUN
bjmsr-2226	150	6	underwent	undergo	VERB
bjmsr-2226	150	7	analysis	analysis	NOUN
bjmsr-2226	150	8	incorporating	incorporate	VERB
bjmsr-2226	150	9	machine	machine	NOUN
bjmsr-2226	150	10	learning	learn	VERB
bjmsr-2226	150	11	techniques	technique	NOUN
bjmsr-2226	150	12	applied	apply	VERB
bjmsr-2226	150	13	to	to	ADP
bjmsr-2226	150	14	technical	technical	ADJ
bjmsr-2226	150	15	indicators	indicator	NOUN
bjmsr-2226	150	16	,	,	PUNCT
bjmsr-2226	150	17	followed	follow	VERB
bjmsr-2226	150	18	by	by	ADP
bjmsr-2226	150	19	the	the	DET
bjmsr-2226	150	20	inclusion	inclusion	NOUN
bjmsr-2226	150	21	of	of	ADP
bjmsr-2226	150	22	sentiment	sentiment	NOUN
bjmsr-2226	150	23	scores	score	NOUN
bjmsr-2226	150	24	corresponding	correspond	VERB
bjmsr-2226	150	25	to	to	ADP
bjmsr-2226	150	26	each	each	DET
bjmsr-2226	150	27	respective	respective	ADJ
bjmsr-2226	150	28	day	day	NOUN
bjmsr-2226	150	29	.	.	PUNCT
bjmsr-2226	151	1	comparative	comparative	ADJ
bjmsr-2226	151	2	assessments	assessment	NOUN
bjmsr-2226	151	3	were	be	AUX
bjmsr-2226	151	4	made	make	VERB
bjmsr-2226	151	5	across	across	ADP
bjmsr-2226	151	6	the	the	DET
bjmsr-2226	151	7	three	three	NUM
bjmsr-2226	151	8	scenarios	scenario	NOUN
bjmsr-2226	151	9	,	,	PUNCT
bjmsr-2226	151	10	examining	examine	VERB
bjmsr-2226	151	11	accuracy	accuracy	NOUN
bjmsr-2226	151	12	scores	score	NOUN
bjmsr-2226	151	13	and	and	CCONJ
bjmsr-2226	151	14	f1	f1	NOUN
bjmsr-2226	151	15	scores	score	NOUN
bjmsr-2226	151	16	to	to	PART
bjmsr-2226	151	17	discern	discern	VERB
bjmsr-2226	151	18	their	their	PRON
bjmsr-2226	151	19	relative	relative	ADJ
bjmsr-2226	151	20	efficacy	efficacy	NOUN
bjmsr-2226	151	21	.	.	PUNCT
bjmsr-2226	152	1	our	our	PRON
bjmsr-2226	152	2	experiment	experiment	NOUN
bjmsr-2226	152	3	uses	use	VERB
bjmsr-2226	152	4	three	three	NUM
bjmsr-2226	152	5	supervised	supervised	ADJ
bjmsr-2226	152	6	machine	machine	NOUN
bjmsr-2226	152	7	learning	learning	NOUN
bjmsr-2226	152	8	methods	method	NOUN
bjmsr-2226	152	9	:	:	PUNCT
bjmsr-2226	152	10	random	random	ADJ
bjmsr-2226	152	11	forest	forest	NOUN
bjmsr-2226	152	12	classifier	classifier	NOUN
bjmsr-2226	152	13	,	,	PUNCT
bjmsr-2226	152	14	xgboost	xgboost	ADV
bjmsr-2226	152	15	,	,	PUNCT
bjmsr-2226	152	16	and	and	CCONJ
bjmsr-2226	152	17	adaboost	adaboost	ADV
bjmsr-2226	152	18	.	.	PUNCT
bjmsr-2226	153	1	table	table	NOUN
bjmsr-2226	153	2	1	1	NUM
bjmsr-2226	153	3	.	.	PUNCT
bjmsr-2226	154	1	accuracy	accuracy	NOUN
bjmsr-2226	154	2	and	and	CCONJ
bjmsr-2226	154	3	f1	f1	NOUN
bjmsr-2226	154	4	scores	score	NOUN
bjmsr-2226	154	5	of	of	ADP
bjmsr-2226	154	6	sentiment	sentiment	NOUN
bjmsr-2226	154	7	analysis	analysis	NOUN
bjmsr-2226	154	8	using	use	VERB
bjmsr-2226	154	9	different	different	ADJ
bjmsr-2226	154	10	methods	method	NOUN
bjmsr-2226	154	11	and	and	CCONJ
bjmsr-2226	154	12	combinations	combination	NOUN
bjmsr-2226	154	13	method	method	NOUN
bjmsr-2226	154	14	ml	ml	X
bjmsr-2226	154	15	method	method	NOUN
bjmsr-2226	154	16	accuracy	accuracy	NOUN
bjmsr-2226	154	17	f1	f1	NOUN
bjmsr-2226	154	18	score	score	NOUN
bjmsr-2226	154	19	only	only	ADV
bjmsr-2226	154	20	sentiment	sentiment	NOUN
bjmsr-2226	154	21	scores	score	VERB
bjmsr-2226	154	22	random	random	ADJ
bjmsr-2226	154	23	forest	forest	NOUN
bjmsr-2226	154	24	0.601	0.601	NUM
bjmsr-2226	154	25	0.452	0.452	NUM
bjmsr-2226	154	26	xgboost	xgboost	ADV
bjmsr-2226	154	27	0.618	0.618	NUM
bjmsr-2226	154	28	0.452	0.452	NUM
bjmsr-2226	154	29	adaboost	adaboost	VERB
bjmsr-2226	154	30	0.511	0.511	NUM
bjmsr-2226	154	31	0.452	0.452	NUM
bjmsr-2226	154	32	only	only	ADV
bjmsr-2226	154	33	technical	technical	ADJ
bjmsr-2226	154	34	indicators	indicator	NOUN
bjmsr-2226	154	35	random	random	ADJ
bjmsr-2226	154	36	forest	forest	NOUN
bjmsr-2226	154	37	0.756	0.756	NUM
bjmsr-2226	154	38	0.738	0.738	NUM
bjmsr-2226	154	39	xgboost	xgboost	ADV
bjmsr-2226	154	40	0.802	0.802	NUM
bjmsr-2226	154	41	0.794	0.794	NUM
bjmsr-2226	154	42	adaboost	adaboost	ADV
bjmsr-2226	154	43	0.664	0.664	NUM
bjmsr-2226	154	44	0.793	0.793	NUM
bjmsr-2226	154	45	sentiment	sentiment	NOUN
bjmsr-2226	154	46	scores	score	NOUN
bjmsr-2226	154	47	+	+	CCONJ
bjmsr-2226	154	48	technical	technical	ADJ
bjmsr-2226	154	49	indicators	indicator	NOUN
bjmsr-2226	154	50	random	random	ADJ
bjmsr-2226	154	51	forest	forest	NOUN
bjmsr-2226	154	52	0.824	0.824	NUM
bjmsr-2226	154	53	0.806	0.806	NUM
bjmsr-2226	154	54	xgboost	xgboost	ADP
bjmsr-2226	154	55	0.794	0.794	NUM
bjmsr-2226	154	56	0.807	0.807	NUM
bjmsr-2226	154	57	adaboost	adaboost	ADV
bjmsr-2226	154	58	0.702	0.702	NUM
bjmsr-2226	154	59	0.807	0.807	NUM
bjmsr-2226	154	60	*	*	NOUN
bjmsr-2226	154	61	accuracy	accuracy	NOUN
bjmsr-2226	154	62	and	and	CCONJ
bjmsr-2226	154	63	f1	f1	NOUN
bjmsr-2226	154	64	relate	relate	VERB
bjmsr-2226	154	65	to	to	ADP
bjmsr-2226	154	66	machine	machine	NOUN
bjmsr-2226	154	67	learning	learning	NOUN
bjmsr-2226	154	68	algorithms	algorithm	NOUN
bjmsr-2226	154	69	.	.	PUNCT
bjmsr-2226	155	1	for	for	ADP
bjmsr-2226	155	2	more	more	ADJ
bjmsr-2226	155	3	details	detail	NOUN
bjmsr-2226	155	4	,	,	PUNCT
bjmsr-2226	155	5	see	see	VERB
bjmsr-2226	155	6	note	note	VERB
bjmsr-2226	155	7	a	a	PRON
bjmsr-2226	155	8	and	and	CCONJ
bjmsr-2226	155	9	note	note	VERB
bjmsr-2226	155	10	b.	b.	PROPN
bjmsr-2226	156	1	the	the	DET
bjmsr-2226	156	2	table	table	NOUN
bjmsr-2226	156	3	presents	present	VERB
bjmsr-2226	156	4	a	a	DET
bjmsr-2226	156	5	comparative	comparative	ADJ
bjmsr-2226	156	6	analysis	analysis	NOUN
bjmsr-2226	156	7	of	of	ADP
bjmsr-2226	156	8	sentiment	sentiment	NOUN
bjmsr-2226	156	9	analysis	analysis	NOUN
bjmsr-2226	156	10	methods	method	NOUN
bjmsr-2226	156	11	utilizing	utilize	VERB
bjmsr-2226	156	12	sentiment	sentiment	NOUN
bjmsr-2226	156	13	scores	score	NOUN
bjmsr-2226	156	14	alone	alone	ADV
bjmsr-2226	156	15	,	,	PUNCT
bjmsr-2226	156	16	technical	technical	ADJ
bjmsr-2226	156	17	indicators	indicator	NOUN
bjmsr-2226	156	18	alone	alone	ADV
bjmsr-2226	156	19	,	,	PUNCT
bjmsr-2226	156	20	and	and	CCONJ
bjmsr-2226	156	21	a	a	DET
bjmsr-2226	156	22	combination	combination	NOUN
bjmsr-2226	156	23	of	of	ADP
bjmsr-2226	156	24	both	both	PRON
bjmsr-2226	156	25	.	.	PUNCT
bjmsr-2226	157	1	across	across	ADP
bjmsr-2226	157	2	various	various	ADJ
bjmsr-2226	157	3	machine	machine	NOUN
bjmsr-2226	157	4	learning	learn	VERB
bjmsr-2226	157	5	algorithms	algorithm	NOUN
bjmsr-2226	157	6	such	such	ADJ
bjmsr-2226	157	7	as	as	ADP
bjmsr-2226	157	8	random	random	ADJ
bjmsr-2226	157	9	forest	forest	NOUN
bjmsr-2226	157	10	,	,	PUNCT
bjmsr-2226	157	11	xgboost	xgboost	ADV
bjmsr-2226	157	12	,	,	PUNCT
bjmsr-2226	157	13	and	and	CCONJ
bjmsr-2226	157	14	adaboost	adaboost	ADV
bjmsr-2226	157	15	,	,	PUNCT
bjmsr-2226	157	16	the	the	DET
bjmsr-2226	157	17	incorporation	incorporation	NOUN
bjmsr-2226	157	18	of	of	ADP
bjmsr-2226	157	19	sentiment	sentiment	NOUN
bjmsr-2226	157	20	scores	score	NOUN
bjmsr-2226	157	21	alongside	alongside	ADP
bjmsr-2226	157	22	technical	technical	ADJ
bjmsr-2226	157	23	indicators	indicator	NOUN
bjmsr-2226	157	24	consistently	consistently	ADV
bjmsr-2226	157	25	demonstrates	demonstrate	VERB
bjmsr-2226	157	26	an	an	DET
bjmsr-2226	157	27	improvement	improvement	NOUN
bjmsr-2226	157	28	in	in	ADP
bjmsr-2226	157	29	accuracy	accuracy	NOUN
bjmsr-2226	157	30	.	.	PUNCT
bjmsr-2226	158	1	notably	notably	ADV
bjmsr-2226	158	2	,	,	PUNCT
bjmsr-2226	158	3	adding	add	VERB
bjmsr-2226	158	4	sentiment	sentiment	NOUN
bjmsr-2226	158	5	scores	score	NOUN
bjmsr-2226	158	6	leads	lead	VERB
bjmsr-2226	158	7	to	to	ADP
bjmsr-2226	158	8	significant	significant	ADJ
bjmsr-2226	158	9	enhancements	enhancement	NOUN
bjmsr-2226	158	10	in	in	ADP
bjmsr-2226	158	11	accuracy	accuracy	NOUN
bjmsr-2226	158	12	compared	compare	VERB
bjmsr-2226	158	13	to	to	ADP
bjmsr-2226	158	14	using	use	VERB
bjmsr-2226	158	15	technical	technical	ADJ
bjmsr-2226	158	16	indicators	indicator	NOUN
bjmsr-2226	158	17	alone	alone	ADV
bjmsr-2226	158	18	,	,	PUNCT
bjmsr-2226	158	19	with	with	ADP
bjmsr-2226	158	20	the	the	DET
bjmsr-2226	158	21	combined	combined	ADJ
bjmsr-2226	158	22	approach	approach	NOUN
bjmsr-2226	158	23	yielding	yield	VERB
bjmsr-2226	158	24	the	the	DET
bjmsr-2226	158	25	highest	high	ADJ
bjmsr-2226	158	26	accuracy	accuracy	NOUN
bjmsr-2226	158	27	scores	score	NOUN
bjmsr-2226	158	28	.	.	PUNCT
bjmsr-2226	159	1	despite	despite	SCONJ
bjmsr-2226	159	2	this	this	DET
bjmsr-2226	159	3	boost	boost	NOUN
bjmsr-2226	159	4	in	in	ADP
bjmsr-2226	159	5	accuracy	accuracy	NOUN
bjmsr-2226	159	6	,	,	PUNCT
bjmsr-2226	159	7	the	the	DET
bjmsr-2226	159	8	f1	f1	PROPN
bjmsr-2226	159	9	scores	score	NOUN
bjmsr-2226	159	10	,	,	PUNCT
bjmsr-2226	159	11	which	which	PRON
bjmsr-2226	159	12	reflect	reflect	VERB
bjmsr-2226	159	13	the	the	DET
bjmsr-2226	159	14	balance	balance	NOUN
bjmsr-2226	159	15	between	between	ADP
bjmsr-2226	159	16	precision	precision	NOUN
bjmsr-2226	159	17	and	and	CCONJ
bjmsr-2226	159	18	recall	recall	NOUN
bjmsr-2226	159	19	,	,	PUNCT
bjmsr-2226	159	20	remain	remain	VERB
bjmsr-2226	159	21	consistent	consistent	ADJ
bjmsr-2226	159	22	or	or	CCONJ
bjmsr-2226	159	23	slightly	slightly	ADV
bjmsr-2226	159	24	increase	increase	VERB
bjmsr-2226	159	25	when	when	SCONJ
bjmsr-2226	159	26	sentiment	sentiment	NOUN
bjmsr-2226	159	27	scores	score	NOUN
bjmsr-2226	159	28	are	be	AUX
bjmsr-2226	159	29	integrated	integrate	VERB
bjmsr-2226	159	30	,	,	PUNCT
bjmsr-2226	159	31	indicating	indicate	VERB
bjmsr-2226	159	32	that	that	SCONJ
bjmsr-2226	159	33	the	the	DET
bjmsr-2226	159	34	combination	combination	NOUN
bjmsr-2226	159	35	maintains	maintain	VERB
bjmsr-2226	159	36	the	the	DET
bjmsr-2226	159	37	model	model	NOUN
bjmsr-2226	159	38	's	's	PART
bjmsr-2226	159	39	ability	ability	NOUN
bjmsr-2226	159	40	to	to	PART
bjmsr-2226	159	41	correctly	correctly	ADV
bjmsr-2226	159	42	classify	classify	VERB
bjmsr-2226	159	43	sentiment	sentiment	NOUN
bjmsr-2226	159	44	without	without	ADP
bjmsr-2226	159	45	sacrificing	sacrifice	VERB
bjmsr-2226	159	46	performance	performance	NOUN
bjmsr-2226	159	47	metrics	metric	NOUN
bjmsr-2226	159	48	.	.	PUNCT
bjmsr-2226	160	1	baruah	baruah	PROPN
bjmsr-2226	160	2	&	&	CCONJ
bjmsr-2226	160	3	changkakati	changkakati	PROPN
bjmsr-2226	160	4	,	,	PUNCT
bjmsr-2226	160	5	bangladesh	bangladesh	PROPN
bjmsr-2226	160	6	journal	journal	NOUN
bjmsr-2226	160	7	of	of	ADP
bjmsr-2226	160	8	multidisciplinary	multidisciplinary	ADJ
bjmsr-2226	160	9	scientific	scientific	ADJ
bjmsr-2226	160	10	research	research	NOUN
bjmsr-2226	160	11	9(2	9(2	NUM
bjmsr-2226	160	12	)	)	PUNCT
bjmsr-2226	160	13	(	(	PUNCT
bjmsr-2226	160	14	2024	2024	NUM
bjmsr-2226	160	15	)	)	PUNCT
bjmsr-2226	160	16	,	,	PUNCT
bjmsr-2226	160	17	45	45	NUM
bjmsr-2226	160	18	-	-	SYM
bjmsr-2226	160	19	54	54	NUM
bjmsr-2226	160	20	50	50	NUM
bjmsr-2226	160	21	since	since	SCONJ
bjmsr-2226	160	22	our	our	PRON
bjmsr-2226	160	23	first	first	ADJ
bjmsr-2226	160	24	null	null	ADJ
bjmsr-2226	160	25	hypothesis	hypothesis	NOUN
bjmsr-2226	160	26	(	(	PUNCT
bjmsr-2226	160	27	h01	h01	NOUN
bjmsr-2226	160	28	)	)	PUNCT
bjmsr-2226	160	29	was	be	AUX
bjmsr-2226	160	30	'	'	PUNCT
bjmsr-2226	160	31	sentiment	sentiment	NOUN
bjmsr-2226	160	32	analysis	analysis	NOUN
bjmsr-2226	160	33	does	do	AUX
bjmsr-2226	160	34	not	not	PART
bjmsr-2226	160	35	provide	provide	VERB
bjmsr-2226	160	36	more	more	ADV
bjmsr-2226	160	37	dependable	dependable	ADJ
bjmsr-2226	160	38	signals	signal	NOUN
bjmsr-2226	160	39	when	when	SCONJ
bjmsr-2226	160	40	combined	combine	VERB
bjmsr-2226	160	41	with	with	ADP
bjmsr-2226	160	42	technical	technical	ADJ
bjmsr-2226	160	43	analysis	analysis	NOUN
bjmsr-2226	160	44	when	when	SCONJ
bjmsr-2226	160	45	predicting	predict	VERB
bjmsr-2226	160	46	price	price	NOUN
bjmsr-2226	160	47	trends	trend	NOUN
bjmsr-2226	160	48	of	of	ADP
bjmsr-2226	160	49	the	the	DET
bjmsr-2226	160	50	state	state	NOUN
bjmsr-2226	160	51	bank	bank	PROPN
bjmsr-2226	160	52	of	of	ADP
bjmsr-2226	160	53	india	india	PROPN
bjmsr-2226	160	54	(	(	PUNCT
bjmsr-2226	160	55	sbi	sbi	PROPN
bjmsr-2226	160	56	)	)	PUNCT
bjmsr-2226	160	57	stock	stock	NOUN
bjmsr-2226	160	58	'	'	PUNCT
bjmsr-2226	160	59	,	,	PUNCT
bjmsr-2226	160	60	we	we	PRON
bjmsr-2226	160	61	reject	reject	VERB
bjmsr-2226	160	62	the	the	DET
bjmsr-2226	160	63	null	null	ADJ
bjmsr-2226	160	64	hypothesis	hypothesis	NOUN
bjmsr-2226	160	65	and	and	CCONJ
bjmsr-2226	160	66	accept	accept	VERB
bjmsr-2226	160	67	the	the	DET
bjmsr-2226	160	68	alternative	alternative	ADJ
bjmsr-2226	160	69	hypothesis	hypothesis	NOUN
bjmsr-2226	160	70	that	that	PRON
bjmsr-2226	160	71	sentiment	sentiment	VERB
bjmsr-2226	160	72	analysis	analysis	NOUN
bjmsr-2226	160	73	,	,	PUNCT
bjmsr-2226	160	74	when	when	SCONJ
bjmsr-2226	160	75	combined	combine	VERB
bjmsr-2226	160	76	with	with	ADP
bjmsr-2226	160	77	technical	technical	ADJ
bjmsr-2226	160	78	indicators	indicator	NOUN
bjmsr-2226	160	79	,	,	PUNCT
bjmsr-2226	160	80	increases	increase	VERB
bjmsr-2226	160	81	the	the	DET
bjmsr-2226	160	82	predictive	predictive	ADJ
bjmsr-2226	160	83	ability	ability	NOUN
bjmsr-2226	160	84	to	to	PART
bjmsr-2226	160	85	know	know	VERB
bjmsr-2226	160	86	the	the	DET
bjmsr-2226	160	87	price	price	NOUN
bjmsr-2226	160	88	trend	trend	NOUN
bjmsr-2226	160	89	.	.	PUNCT
bjmsr-2226	161	1	the	the	DET
bjmsr-2226	161	2	results	result	NOUN
bjmsr-2226	161	3	are	be	AUX
bjmsr-2226	161	4	validated	validate	VERB
bjmsr-2226	161	5	through	through	ADP
bjmsr-2226	161	6	the	the	DET
bjmsr-2226	161	7	use	use	NOUN
bjmsr-2226	161	8	of	of	ADP
bjmsr-2226	161	9	separate	separate	ADJ
bjmsr-2226	161	10	train	train	NOUN
bjmsr-2226	161	11	and	and	CCONJ
bjmsr-2226	161	12	test	test	NOUN
bjmsr-2226	161	13	data	datum	NOUN
bjmsr-2226	161	14	.	.	PUNCT
bjmsr-2226	162	1	these	these	DET
bjmsr-2226	162	2	findings	finding	NOUN
bjmsr-2226	162	3	underscore	underscore	VERB
bjmsr-2226	162	4	the	the	DET
bjmsr-2226	162	5	significance	significance	NOUN
bjmsr-2226	162	6	of	of	ADP
bjmsr-2226	162	7	incorporating	incorporate	VERB
bjmsr-2226	162	8	sentiment	sentiment	NOUN
bjmsr-2226	162	9	scores	score	NOUN
bjmsr-2226	162	10	alongside	alongside	ADP
bjmsr-2226	162	11	traditional	traditional	ADJ
bjmsr-2226	162	12	technical	technical	ADJ
bjmsr-2226	162	13	indicators	indicator	NOUN
bjmsr-2226	162	14	,	,	PUNCT
bjmsr-2226	162	15	offering	offer	VERB
bjmsr-2226	162	16	a	a	DET
bjmsr-2226	162	17	more	more	ADV
bjmsr-2226	162	18	robust	robust	ADJ
bjmsr-2226	162	19	and	and	CCONJ
bjmsr-2226	162	20	accurate	accurate	ADJ
bjmsr-2226	162	21	approach	approach	NOUN
bjmsr-2226	162	22	to	to	ADP
bjmsr-2226	162	23	sentiment	sentiment	NOUN
bjmsr-2226	162	24	analysis	analysis	NOUN
bjmsr-2226	162	25	that	that	PRON
bjmsr-2226	162	26	can	can	AUX
bjmsr-2226	162	27	potentially	potentially	ADV
bjmsr-2226	162	28	enhance	enhance	VERB
bjmsr-2226	162	29	decision	decision	NOUN
bjmsr-2226	162	30	-	-	PUNCT
bjmsr-2226	162	31	making	make	VERB
bjmsr-2226	162	32	processes	process	NOUN
bjmsr-2226	162	33	in	in	ADP
bjmsr-2226	162	34	financial	financial	ADJ
bjmsr-2226	162	35	markets	market	NOUN
bjmsr-2226	162	36	.	.	PUNCT
bjmsr-2226	163	1	effect	effect	NOUN
bjmsr-2226	163	2	of	of	ADP
bjmsr-2226	163	3	sentiments	sentiment	NOUN
bjmsr-2226	163	4	on	on	ADP
bjmsr-2226	163	5	daily	daily	ADJ
bjmsr-2226	163	6	returns	return	NOUN
bjmsr-2226	163	7	to	to	PART
bjmsr-2226	163	8	determine	determine	VERB
bjmsr-2226	163	9	the	the	DET
bjmsr-2226	163	10	effect	effect	NOUN
bjmsr-2226	163	11	of	of	ADP
bjmsr-2226	163	12	sentiments	sentiment	NOUN
bjmsr-2226	163	13	on	on	ADP
bjmsr-2226	163	14	daily	daily	ADJ
bjmsr-2226	163	15	returns	return	NOUN
bjmsr-2226	163	16	,	,	PUNCT
bjmsr-2226	163	17	we	we	PRON
bjmsr-2226	163	18	calculate	calculate	VERB
bjmsr-2226	163	19	the	the	DET
bjmsr-2226	163	20	correlation	correlation	NOUN
bjmsr-2226	163	21	of	of	ADP
bjmsr-2226	163	22	the	the	DET
bjmsr-2226	163	23	stock	stock	NOUN
bjmsr-2226	163	24	's	's	PART
bjmsr-2226	163	25	daily	daily	ADJ
bjmsr-2226	163	26	returns	return	NOUN
bjmsr-2226	163	27	with	with	ADP
bjmsr-2226	163	28	the	the	DET
bjmsr-2226	163	29	overall	overall	ADJ
bjmsr-2226	163	30	sentiment	sentiment	NOUN
bjmsr-2226	163	31	score	score	NOUN
bjmsr-2226	163	32	.	.	PUNCT
bjmsr-2226	164	1	additionally	additionally	ADV
bjmsr-2226	164	2	,	,	PUNCT
bjmsr-2226	164	3	the	the	DET
bjmsr-2226	164	4	analysis	analysis	NOUN
bjmsr-2226	164	5	is	be	AUX
bjmsr-2226	164	6	conducted	conduct	VERB
bjmsr-2226	164	7	separately	separately	ADV
bjmsr-2226	164	8	for	for	ADP
bjmsr-2226	164	9	the	the	DET
bjmsr-2226	164	10	days	day	NOUN
bjmsr-2226	164	11	when	when	SCONJ
bjmsr-2226	164	12	the	the	DET
bjmsr-2226	164	13	daily	daily	ADJ
bjmsr-2226	164	14	returns	return	NOUN
bjmsr-2226	164	15	are	be	AUX
bjmsr-2226	164	16	either	either	CCONJ
bjmsr-2226	164	17	positive	positive	ADJ
bjmsr-2226	164	18	or	or	CCONJ
bjmsr-2226	164	19	negative	negative	ADJ
bjmsr-2226	164	20	.	.	PUNCT
bjmsr-2226	165	1	table	table	NOUN
bjmsr-2226	165	2	2	2	NUM
bjmsr-2226	165	3	.	.	X
bjmsr-2226	165	4	correlation	correlation	NOUN
bjmsr-2226	165	5	between	between	ADP
bjmsr-2226	165	6	sentiment	sentiment	NOUN
bjmsr-2226	165	7	score	score	NOUN
bjmsr-2226	165	8	and	and	CCONJ
bjmsr-2226	165	9	daily	daily	ADJ
bjmsr-2226	165	10	returns	return	NOUN
bjmsr-2226	165	11	the	the	DET
bjmsr-2226	165	12	table	table	NOUN
bjmsr-2226	165	13	shows	show	VERB
bjmsr-2226	165	14	the	the	DET
bjmsr-2226	165	15	correlation	correlation	NOUN
bjmsr-2226	165	16	between	between	ADP
bjmsr-2226	165	17	sentiment	sentiment	NOUN
bjmsr-2226	165	18	scores	score	NOUN
bjmsr-2226	165	19	and	and	CCONJ
bjmsr-2226	165	20	daily	daily	ADJ
bjmsr-2226	165	21	returns	return	NOUN
bjmsr-2226	165	22	of	of	ADP
bjmsr-2226	165	23	sbi	sbi	NOUN
bjmsr-2226	165	24	in	in	ADP
bjmsr-2226	165	25	the	the	DET
bjmsr-2226	165	26	national	national	PROPN
bjmsr-2226	165	27	stock	stock	PROPN
bjmsr-2226	165	28	exchange	exchange	PROPN
bjmsr-2226	165	29	(	(	PUNCT
bjmsr-2226	165	30	nse	nse	NOUN
bjmsr-2226	165	31	)	)	PUNCT
bjmsr-2226	165	32	of	of	ADP
bjmsr-2226	165	33	india	india	PROPN
bjmsr-2226	165	34	,	,	PUNCT
bjmsr-2226	165	35	delineated	delineate	VERB
bjmsr-2226	165	36	across	across	ADP
bjmsr-2226	165	37	distinct	distinct	ADJ
bjmsr-2226	165	38	sentiment	sentiment	NOUN
bjmsr-2226	165	39	directions	direction	NOUN
bjmsr-2226	165	40	:	:	PUNCT
bjmsr-2226	165	41	positive	positive	ADJ
bjmsr-2226	165	42	,	,	PUNCT
bjmsr-2226	165	43	negative	negative	ADJ
bjmsr-2226	165	44	,	,	PUNCT
bjmsr-2226	165	45	and	and	CCONJ
bjmsr-2226	165	46	any	any	DET
bjmsr-2226	165	47	direction	direction	NOUN
bjmsr-2226	165	48	.	.	PUNCT
bjmsr-2226	166	1	the	the	DET
bjmsr-2226	166	2	correlation	correlation	NOUN
bjmsr-2226	166	3	test	test	NOUN
bjmsr-2226	166	4	results	result	NOUN
bjmsr-2226	166	5	enable	enable	VERB
bjmsr-2226	166	6	us	we	PRON
bjmsr-2226	166	7	to	to	PART
bjmsr-2226	166	8	reject	reject	VERB
bjmsr-2226	166	9	the	the	DET
bjmsr-2226	166	10	null	null	ADJ
bjmsr-2226	166	11	hypothesis	hypothesis	NOUN
bjmsr-2226	166	12	(	(	PUNCT
bjmsr-2226	166	13	h02	h02	PROPN
bjmsr-2226	166	14	)	)	PUNCT
bjmsr-2226	166	15	that	that	SCONJ
bjmsr-2226	166	16	‘	'	PUNCT
bjmsr-2226	166	17	sentiment	sentiment	NOUN
bjmsr-2226	166	18	analysis	analysis	NOUN
bjmsr-2226	166	19	does	do	AUX
bjmsr-2226	166	20	not	not	PART
bjmsr-2226	166	21	effectively	effectively	ADV
bjmsr-2226	166	22	predict	predict	VERB
bjmsr-2226	166	23	daily	daily	ADJ
bjmsr-2226	166	24	return	return	NOUN
bjmsr-2226	166	25	fluctuations	fluctuation	NOUN
bjmsr-2226	166	26	of	of	ADP
bjmsr-2226	166	27	the	the	DET
bjmsr-2226	166	28	state	state	NOUN
bjmsr-2226	166	29	bank	bank	PROPN
bjmsr-2226	166	30	of	of	ADP
bjmsr-2226	166	31	india	india	PROPN
bjmsr-2226	166	32	(	(	PUNCT
bjmsr-2226	166	33	sbi	sbi	PROPN
bjmsr-2226	166	34	)	)	PUNCT
bjmsr-2226	166	35	stock	stock	NOUN
bjmsr-2226	166	36	’	'	PUNCT
bjmsr-2226	166	37	.	.	PUNCT
bjmsr-2226	167	1	since	since	SCONJ
bjmsr-2226	167	2	the	the	DET
bjmsr-2226	167	3	p	p	NOUN
bjmsr-2226	167	4	-	-	PUNCT
bjmsr-2226	167	5	value	value	NOUN
bjmsr-2226	167	6	is	be	AUX
bjmsr-2226	167	7	less	less	ADJ
bjmsr-2226	167	8	than	than	ADP
bjmsr-2226	167	9	0.05	0.05	NUM
bjmsr-2226	167	10	,	,	PUNCT
bjmsr-2226	167	11	indicating	indicate	VERB
bjmsr-2226	167	12	a	a	DET
bjmsr-2226	167	13	significant	significant	ADJ
bjmsr-2226	167	14	correlation	correlation	NOUN
bjmsr-2226	167	15	between	between	ADP
bjmsr-2226	167	16	twitter	twitter	NOUN
bjmsr-2226	167	17	sentiments	sentiment	NOUN
bjmsr-2226	167	18	and	and	CCONJ
bjmsr-2226	167	19	daily	daily	ADJ
bjmsr-2226	167	20	return	return	VERB
bjmsr-2226	167	21	fluctuations	fluctuation	NOUN
bjmsr-2226	167	22	in	in	ADP
bjmsr-2226	167	23	any	any	DET
bjmsr-2226	167	24	three	three	NUM
bjmsr-2226	167	25	conditions	condition	NOUN
bjmsr-2226	167	26	.	.	PUNCT
bjmsr-2226	168	1	therefore	therefore	ADV
bjmsr-2226	168	2	,	,	PUNCT
bjmsr-2226	168	3	we	we	PRON
bjmsr-2226	168	4	reject	reject	VERB
bjmsr-2226	168	5	the	the	DET
bjmsr-2226	168	6	null	null	ADJ
bjmsr-2226	168	7	hypothesis	hypothesis	NOUN
bjmsr-2226	168	8	and	and	CCONJ
bjmsr-2226	168	9	conclude	conclude	VERB
bjmsr-2226	168	10	that	that	SCONJ
bjmsr-2226	168	11	there	there	PRON
bjmsr-2226	168	12	is	be	VERB
bjmsr-2226	168	13	a	a	DET
bjmsr-2226	168	14	significant	significant	ADJ
bjmsr-2226	168	15	correlation	correlation	NOUN
bjmsr-2226	168	16	between	between	ADP
bjmsr-2226	168	17	sentiment	sentiment	NOUN
bjmsr-2226	168	18	analysis	analysis	NOUN
bjmsr-2226	168	19	and	and	CCONJ
bjmsr-2226	168	20	daily	daily	ADJ
bjmsr-2226	168	21	returns	return	NOUN
bjmsr-2226	168	22	.	.	PUNCT
bjmsr-2226	169	1	discussions	discussion	NOUN
bjmsr-2226	169	2	the	the	DET
bjmsr-2226	169	3	classification	classification	NOUN
bjmsr-2226	169	4	of	of	ADP
bjmsr-2226	169	5	tweets	tweet	NOUN
bjmsr-2226	169	6	into	into	ADP
bjmsr-2226	169	7	positive	positive	ADJ
bjmsr-2226	169	8	,	,	PUNCT
bjmsr-2226	169	9	negative	negative	ADJ
bjmsr-2226	169	10	,	,	PUNCT
bjmsr-2226	169	11	and	and	CCONJ
bjmsr-2226	169	12	neutral	neutral	ADJ
bjmsr-2226	169	13	categories	category	NOUN
bjmsr-2226	169	14	based	base	VERB
bjmsr-2226	169	15	on	on	ADP
bjmsr-2226	169	16	the	the	DET
bjmsr-2226	169	17	vader	vader	NOUN
bjmsr-2226	169	18	sentiment	sentiment	NOUN
bjmsr-2226	169	19	scores	score	NOUN
bjmsr-2226	169	20	provides	provide	VERB
bjmsr-2226	169	21	an	an	DET
bjmsr-2226	169	22	insightful	insightful	ADJ
bjmsr-2226	169	23	overview	overview	NOUN
bjmsr-2226	169	24	of	of	ADP
bjmsr-2226	169	25	the	the	DET
bjmsr-2226	169	26	sentiment	sentiment	NOUN
bjmsr-2226	169	27	landscape	landscape	NOUN
bjmsr-2226	169	28	within	within	ADP
bjmsr-2226	169	29	the	the	DET
bjmsr-2226	169	30	dataset	dataset	NOUN
bjmsr-2226	169	31	.	.	PUNCT
bjmsr-2226	170	1	by	by	ADP
bjmsr-2226	170	2	categorizing	categorize	VERB
bjmsr-2226	170	3	the	the	DET
bjmsr-2226	170	4	sentiment	sentiment	NOUN
bjmsr-2226	170	5	scores	score	NOUN
bjmsr-2226	170	6	into	into	ADP
bjmsr-2226	170	7	these	these	DET
bjmsr-2226	170	8	three	three	NUM
bjmsr-2226	170	9	distinct	distinct	ADJ
bjmsr-2226	170	10	groups	group	NOUN
bjmsr-2226	170	11	,	,	PUNCT
bjmsr-2226	170	12	we	we	PRON
bjmsr-2226	170	13	better	well	ADV
bjmsr-2226	170	14	understand	understand	VERB
bjmsr-2226	170	15	the	the	DET
bjmsr-2226	170	16	prevailing	prevail	VERB
bjmsr-2226	170	17	emotional	emotional	ADJ
bjmsr-2226	170	18	tones	tone	NOUN
bjmsr-2226	170	19	expressed	express	VERB
bjmsr-2226	170	20	in	in	ADP
bjmsr-2226	170	21	the	the	DET
bjmsr-2226	170	22	tweets	tweet	NOUN
bjmsr-2226	170	23	.	.	PUNCT
bjmsr-2226	171	1	this	this	DET
bjmsr-2226	171	2	foundational	foundational	ADJ
bjmsr-2226	171	3	step	step	NOUN
bjmsr-2226	171	4	is	be	AUX
bjmsr-2226	171	5	critical	critical	ADJ
bjmsr-2226	171	6	as	as	SCONJ
bjmsr-2226	171	7	it	it	PRON
bjmsr-2226	171	8	sets	set	VERB
bjmsr-2226	171	9	the	the	DET
bjmsr-2226	171	10	stage	stage	NOUN
bjmsr-2226	171	11	for	for	ADP
bjmsr-2226	171	12	deeper	deep	ADJ
bjmsr-2226	171	13	analyses	analysis	NOUN
bjmsr-2226	171	14	,	,	PUNCT
bjmsr-2226	171	15	allowing	allow	VERB
bjmsr-2226	171	16	us	we	PRON
bjmsr-2226	171	17	to	to	PART
bjmsr-2226	171	18	track	track	VERB
bjmsr-2226	171	19	sentiment	sentiment	NOUN
bjmsr-2226	171	20	trends	trend	NOUN
bjmsr-2226	171	21	over	over	ADP
bjmsr-2226	171	22	time	time	NOUN
bjmsr-2226	171	23	and	and	CCONJ
bjmsr-2226	171	24	correlate	correlate	VERB
bjmsr-2226	171	25	them	they	PRON
bjmsr-2226	171	26	with	with	ADP
bjmsr-2226	171	27	market	market	NOUN
bjmsr-2226	171	28	movements	movement	NOUN
bjmsr-2226	171	29	.	.	PUNCT
bjmsr-2226	172	1	visualizing	visualize	VERB
bjmsr-2226	172	2	this	this	DET
bjmsr-2226	172	3	distribution	distribution	NOUN
bjmsr-2226	172	4	through	through	ADP
bjmsr-2226	172	5	a	a	DET
bjmsr-2226	172	6	pie	pie	NOUN
bjmsr-2226	172	7	chart	chart	NOUN
bjmsr-2226	172	8	further	further	ADJ
bjmsr-2226	172	9	aids	aid	NOUN
bjmsr-2226	172	10	in	in	ADP
bjmsr-2226	172	11	illustrating	illustrate	VERB
bjmsr-2226	172	12	the	the	DET
bjmsr-2226	172	13	proportion	proportion	NOUN
bjmsr-2226	172	14	of	of	ADP
bjmsr-2226	172	15	each	each	DET
bjmsr-2226	172	16	sentiment	sentiment	NOUN
bjmsr-2226	172	17	type	type	NOUN
bjmsr-2226	172	18	,	,	PUNCT
bjmsr-2226	172	19	highlighting	highlight	VERB
bjmsr-2226	172	20	the	the	DET
bjmsr-2226	172	21	dominance	dominance	NOUN
bjmsr-2226	172	22	or	or	CCONJ
bjmsr-2226	172	23	scarcity	scarcity	NOUN
bjmsr-2226	172	24	of	of	ADP
bjmsr-2226	172	25	particular	particular	ADJ
bjmsr-2226	172	26	sentiments	sentiment	NOUN
bjmsr-2226	172	27	within	within	ADP
bjmsr-2226	172	28	the	the	DET
bjmsr-2226	172	29	dataset	dataset	NOUN
bjmsr-2226	172	30	.	.	PUNCT
bjmsr-2226	173	1	the	the	DET
bjmsr-2226	173	2	reliability	reliability	NOUN
bjmsr-2226	173	3	analysis	analysis	NOUN
bjmsr-2226	173	4	underscores	underscore	VERB
bjmsr-2226	173	5	the	the	DET
bjmsr-2226	173	6	importance	importance	NOUN
bjmsr-2226	173	7	of	of	ADP
bjmsr-2226	173	8	integrating	integrate	VERB
bjmsr-2226	173	9	sentiment	sentiment	NOUN
bjmsr-2226	173	10	scores	score	NOUN
bjmsr-2226	173	11	with	with	ADP
bjmsr-2226	173	12	traditional	traditional	ADJ
bjmsr-2226	173	13	technical	technical	ADJ
bjmsr-2226	173	14	indicators	indicator	NOUN
bjmsr-2226	173	15	in	in	ADP
bjmsr-2226	173	16	enhancing	enhance	VERB
bjmsr-2226	173	17	the	the	DET
bjmsr-2226	173	18	predictive	predictive	ADJ
bjmsr-2226	173	19	accuracy	accuracy	NOUN
bjmsr-2226	173	20	of	of	ADP
bjmsr-2226	173	21	financial	financial	ADJ
bjmsr-2226	173	22	models	model	NOUN
bjmsr-2226	173	23	.	.	PUNCT
bjmsr-2226	174	1	the	the	DET
bjmsr-2226	174	2	comparative	comparative	ADJ
bjmsr-2226	174	3	evaluation	evaluation	NOUN
bjmsr-2226	174	4	using	use	VERB
bjmsr-2226	174	5	random	random	ADJ
bjmsr-2226	174	6	forest	forest	NOUN
bjmsr-2226	174	7	,	,	PUNCT
bjmsr-2226	174	8	xgboost	xgboost	ADV
bjmsr-2226	174	9	,	,	PUNCT
bjmsr-2226	174	10	and	and	CCONJ
bjmsr-2226	174	11	adaboost	adaboost	ADJ
bjmsr-2226	174	12	algorithms	algorithm	NOUN
bjmsr-2226	174	13	reveals	reveal	VERB
bjmsr-2226	174	14	that	that	SCONJ
bjmsr-2226	174	15	models	model	NOUN
bjmsr-2226	174	16	incorporating	incorporate	VERB
bjmsr-2226	174	17	both	both	DET
bjmsr-2226	174	18	sentiment	sentiment	NOUN
bjmsr-2226	174	19	scores	score	NOUN
bjmsr-2226	174	20	and	and	CCONJ
bjmsr-2226	174	21	technical	technical	ADJ
bjmsr-2226	174	22	indicators	indicator	NOUN
bjmsr-2226	174	23	consistently	consistently	ADV
bjmsr-2226	174	24	outperform	outperform	VERB
bjmsr-2226	174	25	those	those	PRON
bjmsr-2226	174	26	relying	rely	VERB
bjmsr-2226	174	27	on	on	ADP
bjmsr-2226	174	28	a	a	DET
bjmsr-2226	174	29	single	single	ADJ
bjmsr-2226	174	30	data	datum	NOUN
bjmsr-2226	174	31	source	source	NOUN
bjmsr-2226	174	32	.	.	PUNCT
bjmsr-2226	175	1	this	this	DET
bjmsr-2226	175	2	finding	finding	NOUN
bjmsr-2226	175	3	is	be	AUX
bjmsr-2226	175	4	significant	significant	ADJ
bjmsr-2226	175	5	as	as	SCONJ
bjmsr-2226	175	6	it	it	PRON
bjmsr-2226	175	7	demonstrates	demonstrate	VERB
bjmsr-2226	175	8	that	that	SCONJ
bjmsr-2226	175	9	the	the	DET
bjmsr-2226	175	10	addition	addition	NOUN
bjmsr-2226	175	11	of	of	ADP
bjmsr-2226	175	12	sentiment	sentiment	NOUN
bjmsr-2226	175	13	scores	score	NOUN
bjmsr-2226	175	14	can	can	AUX
bjmsr-2226	175	15	provide	provide	VERB
bjmsr-2226	175	16	a	a	DET
bjmsr-2226	175	17	richer	rich	ADJ
bjmsr-2226	175	18	,	,	PUNCT
bjmsr-2226	175	19	more	more	ADV
bjmsr-2226	175	20	nuanced	nuanced	ADJ
bjmsr-2226	175	21	understanding	understanding	NOUN
bjmsr-2226	175	22	of	of	ADP
bjmsr-2226	175	23	market	market	NOUN
bjmsr-2226	175	24	dynamics	dynamic	NOUN
bjmsr-2226	175	25	,	,	PUNCT
bjmsr-2226	175	26	thereby	thereby	ADV
bjmsr-2226	175	27	improving	improve	VERB
bjmsr-2226	175	28	model	model	NOUN
bjmsr-2226	175	29	accuracy	accuracy	NOUN
bjmsr-2226	175	30	.	.	PUNCT
bjmsr-2226	176	1	the	the	DET
bjmsr-2226	176	2	accuracy	accuracy	NOUN
bjmsr-2226	176	3	of	of	ADP
bjmsr-2226	176	4	the	the	DET
bjmsr-2226	176	5	3	3	NUM
bjmsr-2226	176	6	machine	machine	NOUN
bjmsr-2226	176	7	learning	learning	NOUN
bjmsr-2226	176	8	methods	method	NOUN
bjmsr-2226	176	9	received	receive	VERB
bjmsr-2226	176	10	a	a	DET
bjmsr-2226	176	11	boost	boost	NOUN
bjmsr-2226	176	12	of	of	ADP
bjmsr-2226	176	13	an	an	DET
bjmsr-2226	176	14	average	average	NOUN
bjmsr-2226	176	15	of	of	ADP
bjmsr-2226	176	16	19.6	19.6	NUM
bjmsr-2226	176	17	%	%	NOUN
bjmsr-2226	176	18	when	when	SCONJ
bjmsr-2226	176	19	used	use	VERB
bjmsr-2226	176	20	in	in	ADP
bjmsr-2226	176	21	conjunction	conjunction	NOUN
bjmsr-2226	176	22	with	with	ADP
bjmsr-2226	176	23	technical	technical	ADJ
bjmsr-2226	176	24	indicators	indicator	NOUN
bjmsr-2226	176	25	.	.	PUNCT
bjmsr-2226	177	1	the	the	DET
bjmsr-2226	177	2	slight	slight	ADJ
bjmsr-2226	177	3	improvements	improvement	NOUN
bjmsr-2226	177	4	in	in	ADP
bjmsr-2226	177	5	f1	f1	NOUN
bjmsr-2226	177	6	scores	score	NOUN
bjmsr-2226	177	7	suggest	suggest	VERB
bjmsr-2226	177	8	that	that	SCONJ
bjmsr-2226	177	9	the	the	DET
bjmsr-2226	177	10	enhanced	enhanced	ADJ
bjmsr-2226	177	11	accuracy	accuracy	NOUN
bjmsr-2226	177	12	does	do	AUX
bjmsr-2226	177	13	not	not	PART
bjmsr-2226	177	14	come	come	VERB
bjmsr-2226	177	15	at	at	ADP
bjmsr-2226	177	16	the	the	DET
bjmsr-2226	177	17	expense	expense	NOUN
bjmsr-2226	177	18	of	of	ADP
bjmsr-2226	177	19	the	the	DET
bjmsr-2226	177	20	model	model	NOUN
bjmsr-2226	177	21	's	's	PART
bjmsr-2226	177	22	precision	precision	NOUN
bjmsr-2226	177	23	or	or	CCONJ
bjmsr-2226	177	24	recall	recall	VERB
bjmsr-2226	177	25	capabilities	capability	NOUN
bjmsr-2226	177	26	.	.	PUNCT
bjmsr-2226	178	1	this	this	DET
bjmsr-2226	178	2	holistic	holistic	ADJ
bjmsr-2226	178	3	approach	approach	NOUN
bjmsr-2226	178	4	to	to	ADP
bjmsr-2226	178	5	financial	financial	ADJ
bjmsr-2226	178	6	modeling	modeling	NOUN
bjmsr-2226	178	7	,	,	PUNCT
bjmsr-2226	178	8	which	which	PRON
bjmsr-2226	178	9	leverages	leverage	VERB
bjmsr-2226	178	10	both	both	PRON
bjmsr-2226	178	11	sentiment	sentiment	NOUN
bjmsr-2226	178	12	analysis	analysis	NOUN
bjmsr-2226	178	13	and	and	CCONJ
bjmsr-2226	178	14	technical	technical	ADJ
bjmsr-2226	178	15	indicators	indicator	NOUN
bjmsr-2226	178	16	,	,	PUNCT
bjmsr-2226	178	17	offers	offer	VERB
bjmsr-2226	178	18	a	a	DET
bjmsr-2226	178	19	robust	robust	ADJ
bjmsr-2226	178	20	framework	framework	NOUN
bjmsr-2226	178	21	for	for	ADP
bjmsr-2226	178	22	market	market	NOUN
bjmsr-2226	178	23	prediction	prediction	NOUN
bjmsr-2226	178	24	,	,	PUNCT
bjmsr-2226	178	25	potentially	potentially	ADV
bjmsr-2226	178	26	leading	lead	VERB
bjmsr-2226	178	27	to	to	ADP
bjmsr-2226	178	28	better	well	ADV
bjmsr-2226	178	29	-	-	PUNCT
bjmsr-2226	178	30	informed	inform	VERB
bjmsr-2226	178	31	investment	investment	NOUN
bjmsr-2226	178	32	decisions	decision	NOUN
bjmsr-2226	178	33	.	.	PUNCT
bjmsr-2226	179	1	analyzing	analyze	VERB
bjmsr-2226	179	2	the	the	DET
bjmsr-2226	179	3	correlation	correlation	NOUN
bjmsr-2226	179	4	between	between	ADP
bjmsr-2226	179	5	sentiment	sentiment	NOUN
bjmsr-2226	179	6	scores	score	NOUN
bjmsr-2226	179	7	and	and	CCONJ
bjmsr-2226	179	8	daily	daily	ADJ
bjmsr-2226	179	9	returns	return	NOUN
bjmsr-2226	179	10	provides	provide	VERB
bjmsr-2226	179	11	compelling	compelling	ADJ
bjmsr-2226	179	12	evidence	evidence	NOUN
bjmsr-2226	179	13	of	of	ADP
bjmsr-2226	179	14	the	the	DET
bjmsr-2226	179	15	impact	impact	NOUN
bjmsr-2226	179	16	of	of	ADP
bjmsr-2226	179	17	market	market	NOUN
bjmsr-2226	179	18	sentiment	sentiment	NOUN
bjmsr-2226	179	19	on	on	ADP
bjmsr-2226	179	20	stock	stock	NOUN
bjmsr-2226	179	21	performance	performance	NOUN
bjmsr-2226	179	22	.	.	PUNCT
bjmsr-2226	180	1	the	the	DET
bjmsr-2226	180	2	strong	strong	ADJ
bjmsr-2226	180	3	positive	positive	ADJ
bjmsr-2226	180	4	correlation	correlation	NOUN
bjmsr-2226	180	5	between	between	ADP
bjmsr-2226	180	6	positive	positive	ADJ
bjmsr-2226	180	7	sentiment	sentiment	NOUN
bjmsr-2226	180	8	and	and	CCONJ
bjmsr-2226	180	9	daily	daily	ADJ
bjmsr-2226	180	10	returns	return	NOUN
bjmsr-2226	180	11	indicates	indicate	VERB
bjmsr-2226	180	12	that	that	SCONJ
bjmsr-2226	180	13	higher	high	ADJ
bjmsr-2226	180	14	positive	positive	ADJ
bjmsr-2226	180	15	sentiment	sentiment	NOUN
bjmsr-2226	180	16	is	be	AUX
bjmsr-2226	180	17	associated	associate	VERB
bjmsr-2226	180	18	with	with	ADP
bjmsr-2226	180	19	increased	increase	VERB
bjmsr-2226	180	20	returns	return	NOUN
bjmsr-2226	180	21	,	,	PUNCT
bjmsr-2226	180	22	a	a	DET
bjmsr-2226	180	23	statistically	statistically	ADV
bjmsr-2226	180	24	significant	significant	ADJ
bjmsr-2226	180	25	finding	finding	NOUN
bjmsr-2226	180	26	.	.	PUNCT
bjmsr-2226	181	1	this	this	DET
bjmsr-2226	181	2	relationship	relationship	NOUN
bjmsr-2226	181	3	highlights	highlight	VERB
bjmsr-2226	181	4	the	the	DET
bjmsr-2226	181	5	influence	influence	NOUN
bjmsr-2226	181	6	of	of	ADP
bjmsr-2226	181	7	public	public	ADJ
bjmsr-2226	181	8	sentiment	sentiment	NOUN
bjmsr-2226	181	9	on	on	ADP
bjmsr-2226	181	10	investor	investor	NOUN
bjmsr-2226	181	11	behavior	behavior	NOUN
bjmsr-2226	181	12	and	and	CCONJ
bjmsr-2226	181	13	market	market	NOUN
bjmsr-2226	181	14	outcomes	outcome	NOUN
bjmsr-2226	181	15	.	.	PUNCT
bjmsr-2226	182	1	on	on	ADP
bjmsr-2226	182	2	the	the	DET
bjmsr-2226	182	3	other	other	ADJ
bjmsr-2226	182	4	hand	hand	NOUN
bjmsr-2226	182	5	,	,	PUNCT
bjmsr-2226	182	6	negative	negative	ADJ
bjmsr-2226	182	7	sentiment	sentiment	NOUN
bjmsr-2226	182	8	,	,	PUNCT
bjmsr-2226	182	9	while	while	SCONJ
bjmsr-2226	182	10	also	also	ADV
bjmsr-2226	182	11	showing	show	VERB
bjmsr-2226	182	12	a	a	DET
bjmsr-2226	182	13	significant	significant	ADJ
bjmsr-2226	182	14	correlation	correlation	NOUN
bjmsr-2226	182	15	with	with	ADP
bjmsr-2226	182	16	daily	daily	ADJ
bjmsr-2226	182	17	returns	return	NOUN
bjmsr-2226	182	18	,	,	PUNCT
bjmsr-2226	182	19	exhibits	exhibit	VERB
bjmsr-2226	182	20	a	a	DET
bjmsr-2226	182	21	weaker	weak	ADJ
bjmsr-2226	182	22	positive	positive	ADJ
bjmsr-2226	182	23	association	association	NOUN
bjmsr-2226	182	24	.	.	PUNCT
bjmsr-2226	183	1	this	this	PRON
bjmsr-2226	183	2	suggests	suggest	VERB
bjmsr-2226	183	3	that	that	SCONJ
bjmsr-2226	183	4	while	while	SCONJ
bjmsr-2226	183	5	negative	negative	ADJ
bjmsr-2226	183	6	sentiments	sentiment	NOUN
bjmsr-2226	183	7	do	do	AUX
bjmsr-2226	183	8	affect	affect	VERB
bjmsr-2226	183	9	market	market	NOUN
bjmsr-2226	183	10	performance	performance	NOUN
bjmsr-2226	183	11	,	,	PUNCT
bjmsr-2226	183	12	their	their	PRON
bjmsr-2226	183	13	impact	impact	NOUN
bjmsr-2226	183	14	is	be	AUX
bjmsr-2226	183	15	less	less	ADV
bjmsr-2226	183	16	pronounced	pronounced	ADJ
bjmsr-2226	183	17	compared	compare	VERB
bjmsr-2226	183	18	to	to	ADP
bjmsr-2226	183	19	positive	positive	ADJ
bjmsr-2226	183	20	sentiments	sentiment	NOUN
bjmsr-2226	183	21	.	.	PUNCT
bjmsr-2226	184	1	the	the	DET
bjmsr-2226	184	2	modest	modest	ADJ
bjmsr-2226	184	3	yet	yet	CCONJ
bjmsr-2226	184	4	significant	significant	ADJ
bjmsr-2226	184	5	correlation	correlation	NOUN
bjmsr-2226	184	6	for	for	ADP
bjmsr-2226	184	7	sentiment	sentiment	NOUN
bjmsr-2226	184	8	in	in	ADP
bjmsr-2226	184	9	any	any	DET
bjmsr-2226	184	10	direction	direction	NOUN
bjmsr-2226	184	11	further	far	ADV
bjmsr-2226	184	12	emphasizes	emphasize	VERB
bjmsr-2226	184	13	the	the	DET
bjmsr-2226	184	14	importance	importance	NOUN
bjmsr-2226	184	15	of	of	ADP
bjmsr-2226	184	16	sentiment	sentiment	NOUN
bjmsr-2226	184	17	analysis	analysis	NOUN
bjmsr-2226	184	18	in	in	ADP
bjmsr-2226	184	19	understanding	understand	VERB
bjmsr-2226	184	20	market	market	NOUN
bjmsr-2226	184	21	dynamics	dynamic	NOUN
bjmsr-2226	184	22	.	.	PUNCT
bjmsr-2226	185	1	these	these	DET
bjmsr-2226	185	2	findings	finding	NOUN
bjmsr-2226	185	3	align	align	VERB
bjmsr-2226	185	4	with	with	ADP
bjmsr-2226	185	5	existing	exist	VERB
bjmsr-2226	185	6	literature	literature	NOUN
bjmsr-2226	185	7	on	on	ADP
bjmsr-2226	185	8	the	the	DET
bjmsr-2226	185	9	subject	subject	NOUN
bjmsr-2226	185	10	,	,	PUNCT
bjmsr-2226	185	11	reinforcing	reinforce	VERB
bjmsr-2226	185	12	the	the	DET
bjmsr-2226	185	13	notion	notion	NOUN
bjmsr-2226	185	14	that	that	SCONJ
bjmsr-2226	185	15	market	market	NOUN
bjmsr-2226	185	16	sentiment	sentiment	NOUN
bjmsr-2226	185	17	plays	play	VERB
bjmsr-2226	185	18	a	a	DET
bjmsr-2226	185	19	crucial	crucial	ADJ
bjmsr-2226	185	20	role	role	NOUN
bjmsr-2226	185	21	in	in	ADP
bjmsr-2226	185	22	financial	financial	ADJ
bjmsr-2226	185	23	markets	market	NOUN
bjmsr-2226	185	24	.	.	PUNCT
bjmsr-2226	186	1	in	in	ADP
bjmsr-2226	186	2	prior	prior	ADJ
bjmsr-2226	186	3	research	research	NOUN
bjmsr-2226	186	4	,	,	PUNCT
bjmsr-2226	186	5	pagolu	pagolu	PROPN
bjmsr-2226	186	6	et	et	PROPN
bjmsr-2226	186	7	al	al	PROPN
bjmsr-2226	186	8	.	.	PUNCT
bjmsr-2226	186	9	(	(	PUNCT
bjmsr-2226	186	10	2016	2016	NUM
bjmsr-2226	186	11	)	)	PUNCT
bjmsr-2226	186	12	analyzed	analyze	VERB
bjmsr-2226	186	13	around	around	ADP
bjmsr-2226	186	14	250,000	250,000	NUM
bjmsr-2226	186	15	microsoft	microsoft	NOUN
bjmsr-2226	186	16	-	-	PUNCT
bjmsr-2226	186	17	related	relate	VERB
bjmsr-2226	186	18	tweets	tweet	NOUN
bjmsr-2226	186	19	using	use	VERB
bjmsr-2226	186	20	n	n	CCONJ
bjmsr-2226	186	21	-	-	PUNCT
bjmsr-2226	186	22	gram	gram	NOUN
bjmsr-2226	186	23	and	and	CCONJ
bjmsr-2226	186	24	word2vec	word2vec	PROPN
bjmsr-2226	186	25	methods	method	NOUN
bjmsr-2226	186	26	,	,	PUNCT
bjmsr-2226	186	27	reporting	report	VERB
bjmsr-2226	186	28	accuracies	accuracy	NOUN
bjmsr-2226	186	29	of	of	ADP
bjmsr-2226	186	30	57	57	NUM
bjmsr-2226	186	31	%	%	NOUN
bjmsr-2226	186	32	to	to	PART
bjmsr-2226	186	33	70	70	NUM
bjmsr-2226	186	34	%	%	NOUN
bjmsr-2226	186	35	.	.	PUNCT
bjmsr-2226	187	1	despite	despite	SCONJ
bjmsr-2226	187	2	a	a	DET
bjmsr-2226	187	3	smaller	small	ADJ
bjmsr-2226	187	4	sample	sample	NOUN
bjmsr-2226	187	5	,	,	PUNCT
bjmsr-2226	187	6	our	our	PRON
bjmsr-2226	187	7	study	study	NOUN
bjmsr-2226	187	8	's	's	PART
bjmsr-2226	187	9	lowest	low	ADJ
bjmsr-2226	187	10	accuracy	accuracy	NOUN
bjmsr-2226	187	11	was	be	AUX
bjmsr-2226	187	12	62	62	NUM
bjmsr-2226	187	13	%	%	NOUN
bjmsr-2226	187	14	,	,	PUNCT
bjmsr-2226	187	15	rising	rise	VERB
bjmsr-2226	187	16	to	to	ADP
bjmsr-2226	187	17	82	82	NUM
bjmsr-2226	187	18	%	%	NOUN
bjmsr-2226	187	19	when	when	SCONJ
bjmsr-2226	187	20	combined	combine	VERB
bjmsr-2226	187	21	with	with	ADP
bjmsr-2226	187	22	technical	technical	ADJ
bjmsr-2226	187	23	indicators	indicator	NOUN
bjmsr-2226	187	24	using	use	VERB
bjmsr-2226	187	25	random	random	ADJ
bjmsr-2226	187	26	forest	forest	NOUN
bjmsr-2226	187	27	.	.	PUNCT
bjmsr-2226	188	1	in	in	ADP
bjmsr-2226	188	2	another	another	DET
bjmsr-2226	188	3	study	study	NOUN
bjmsr-2226	188	4	,	,	PUNCT
bjmsr-2226	188	5	mardjo	mardjo	PROPN
bjmsr-2226	188	6	and	and	CCONJ
bjmsr-2226	188	7	choksuchat	choksuchat	PROPN
bjmsr-2226	188	8	(	(	PUNCT
bjmsr-2226	188	9	2022	2022	NUM
bjmsr-2226	188	10	)	)	PUNCT
bjmsr-2226	188	11	used	use	VERB
bjmsr-2226	188	12	the	the	DET
bjmsr-2226	188	13	hyvadrf	hyvadrf	NOUN
bjmsr-2226	188	14	(	(	PUNCT
bjmsr-2226	188	15	hybrid	hybrid	ADJ
bjmsr-2226	188	16	valence	valence	NOUN
bjmsr-2226	188	17	aware	aware	ADJ
bjmsr-2226	188	18	dictionary	dictionary	ADJ
bjmsr-2226	188	19	and	and	CCONJ
bjmsr-2226	188	20	sentiment	sentiment	NOUN
bjmsr-2226	188	21	reasoner	reasoner	NOUN
bjmsr-2226	188	22	–	–	PUNCT
bjmsr-2226	188	23	random	random	ADJ
bjmsr-2226	188	24	forest	forest	NOUN
bjmsr-2226	188	25	)	)	PUNCT
bjmsr-2226	188	26	and	and	CCONJ
bjmsr-2226	188	27	gray	gray	ADJ
bjmsr-2226	188	28	wolf	wolf	PROPN
bjmsr-2226	188	29	optimizer	optimizer	NOUN
bjmsr-2226	188	30	(	(	PUNCT
bjmsr-2226	188	31	gwo	gwo	NOUN
bjmsr-2226	188	32	)	)	PUNCT
bjmsr-2226	188	33	model	model	NOUN
bjmsr-2226	188	34	.	.	PUNCT
bjmsr-2226	189	1	vader	vader	NOUN
bjmsr-2226	189	2	calculated	calculate	VERB
bjmsr-2226	189	3	polarity	polarity	NOUN
bjmsr-2226	189	4	scores	score	NOUN
bjmsr-2226	189	5	and	and	CCONJ
bjmsr-2226	189	6	classified	classified	ADJ
bjmsr-2226	189	7	sentiments	sentiment	NOUN
bjmsr-2226	189	8	,	,	PUNCT
bjmsr-2226	189	9	overcoming	overcome	VERB
bjmsr-2226	189	10	manual	manual	ADJ
bjmsr-2226	189	11	labeling	labeling	NOUN
bjmsr-2226	189	12	weaknesses	weakness	NOUN
bjmsr-2226	189	13	,	,	PUNCT
bjmsr-2226	189	14	while	while	SCONJ
bjmsr-2226	189	15	random	random	ADJ
bjmsr-2226	189	16	forest	forest	NOUN
bjmsr-2226	189	17	acted	act	VERB
bjmsr-2226	189	18	as	as	ADP
bjmsr-2226	189	19	the	the	DET
bjmsr-2226	189	20	supervised	supervised	ADJ
bjmsr-2226	189	21	classifier	classifier	NOUN
bjmsr-2226	189	22	.	.	PUNCT
bjmsr-2226	190	1	the	the	DET
bjmsr-2226	190	2	researchers	researcher	NOUN
bjmsr-2226	190	3	collected	collect	VERB
bjmsr-2226	190	4	tweets	tweet	NOUN
bjmsr-2226	190	5	,	,	PUNCT
bjmsr-2226	190	6	analyzed	analyze	VERB
bjmsr-2226	190	7	dataset	dataset	NOUN
bjmsr-2226	190	8	sizes	size	NOUN
bjmsr-2226	190	9	,	,	PUNCT
bjmsr-2226	190	10	and	and	CCONJ
bjmsr-2226	190	11	used	use	VERB
bjmsr-2226	190	12	gwo	gwo	NOUN
bjmsr-2226	190	13	for	for	ADP
bjmsr-2226	190	14	parameter	parameter	NOUN
bjmsr-2226	190	15	tuning	tuning	NOUN
bjmsr-2226	190	16	,	,	PUNCT
bjmsr-2226	190	17	achieving	achieve	VERB
bjmsr-2226	190	18	a	a	DET
bjmsr-2226	190	19	75.29	75.29	NUM
bjmsr-2226	190	20	%	%	NOUN
bjmsr-2226	190	21	accuracy	accuracy	NOUN
bjmsr-2226	190	22	.	.	PUNCT
bjmsr-2226	191	1	this	this	DET
bjmsr-2226	191	2	study	study	NOUN
bjmsr-2226	191	3	solely	solely	ADV
bjmsr-2226	191	4	used	use	VERB
bjmsr-2226	191	5	sentiment	sentiment	NOUN
bjmsr-2226	191	6	analysis	analysis	NOUN
bjmsr-2226	191	7	,	,	PUNCT
bjmsr-2226	191	8	while	while	SCONJ
bjmsr-2226	191	9	our	our	PRON
bjmsr-2226	191	10	research	research	NOUN
bjmsr-2226	191	11	integrates	integrate	VERB
bjmsr-2226	191	12	sentiment	sentiment	NOUN
bjmsr-2226	191	13	analysis	analysis	NOUN
bjmsr-2226	191	14	and	and	CCONJ
bjmsr-2226	191	15	technical	technical	ADJ
bjmsr-2226	191	16	analysis	analysis	NOUN
bjmsr-2226	191	17	,	,	PUNCT
bjmsr-2226	191	18	which	which	PRON
bjmsr-2226	191	19	increased	increase	VERB
bjmsr-2226	191	20	the	the	DET
bjmsr-2226	191	21	accuracy	accuracy	NOUN
bjmsr-2226	191	22	score	score	NOUN
bjmsr-2226	191	23	by	by	ADP
bjmsr-2226	191	24	the	the	DET
bjmsr-2226	191	25	random	random	ADJ
bjmsr-2226	191	26	forest	forest	NOUN
bjmsr-2226	191	27	method	method	NOUN
bjmsr-2226	191	28	to	to	ADP
bjmsr-2226	191	29	82.4	82.4	NUM
bjmsr-2226	191	30	%	%	NOUN
bjmsr-2226	191	31	.	.	PUNCT
bjmsr-2226	192	1	when	when	SCONJ
bjmsr-2226	192	2	integrated	integrate	VERB
bjmsr-2226	192	3	with	with	ADP
bjmsr-2226	192	4	technical	technical	ADJ
bjmsr-2226	192	5	indicators	indicator	NOUN
bjmsr-2226	192	6	,	,	PUNCT
bjmsr-2226	192	7	sentiment	sentiment	NOUN
bjmsr-2226	192	8	analysis	analysis	NOUN
bjmsr-2226	192	9	enhances	enhance	VERB
bjmsr-2226	192	10	the	the	DET
bjmsr-2226	192	11	accuracy	accuracy	NOUN
bjmsr-2226	192	12	and	and	CCONJ
bjmsr-2226	192	13	reliability	reliability	NOUN
bjmsr-2226	192	14	of	of	ADP
bjmsr-2226	192	15	financial	financial	ADJ
bjmsr-2226	192	16	market	market	NOUN
bjmsr-2226	192	17	predictions	prediction	NOUN
bjmsr-2226	192	18	through	through	ADP
bjmsr-2226	192	19	a	a	DET
bjmsr-2226	192	20	synergistic	synergistic	ADJ
bjmsr-2226	192	21	approach	approach	NOUN
bjmsr-2226	192	22	that	that	PRON
bjmsr-2226	192	23	leverages	leverage	VERB
bjmsr-2226	192	24	qualitative	qualitative	ADJ
bjmsr-2226	192	25	and	and	CCONJ
bjmsr-2226	192	26	quantitative	quantitative	ADJ
bjmsr-2226	192	27	data	datum	NOUN
bjmsr-2226	192	28	.	.	PUNCT
bjmsr-2226	193	1	while	while	SCONJ
bjmsr-2226	193	2	sentiment	sentiment	NOUN
bjmsr-2226	193	3	analysis	analysis	NOUN
bjmsr-2226	193	4	gauges	gauge	NOUN
bjmsr-2226	193	5	market	market	NOUN
bjmsr-2226	193	6	sentiment	sentiment	NOUN
bjmsr-2226	193	7	and	and	CCONJ
bjmsr-2226	193	8	investor	investor	NOUN
bjmsr-2226	193	9	emotions	emotion	NOUN
bjmsr-2226	193	10	from	from	ADP
bjmsr-2226	193	11	textual	textual	ADJ
bjmsr-2226	193	12	sources	source	NOUN
bjmsr-2226	193	13	such	such	ADJ
bjmsr-2226	193	14	as	as	ADP
bjmsr-2226	193	15	social	social	ADJ
bjmsr-2226	193	16	media	medium	NOUN
bjmsr-2226	193	17	,	,	PUNCT
bjmsr-2226	193	18	news	news	NOUN
bjmsr-2226	193	19	articles	article	NOUN
bjmsr-2226	193	20	,	,	PUNCT
bjmsr-2226	193	21	and	and	CCONJ
bjmsr-2226	193	22	financial	financial	ADJ
bjmsr-2226	193	23	daily	daily	ADJ
bjmsr-2226	193	24	return	return	NOUN
bjmsr-2226	193	25	correlation	correlation	NOUN
bjmsr-2226	193	26	p	p	NOUN
bjmsr-2226	193	27	-	-	PUNCT
bjmsr-2226	193	28	value	value	NOUN
bjmsr-2226	193	29	positive	positive	ADJ
bjmsr-2226	193	30	0.5890248051173522	0.5890248051173522	NUM
bjmsr-2226	193	31	3.4133153188880307e-10	3.4133153188880307e-10	NUM
bjmsr-2226	193	32	negative	negative	ADJ
bjmsr-2226	193	33	0.19155963401027593	0.19155963401027593	NUM
bjmsr-2226	193	34	0.036089508382569815	0.036089508382569815	NUM
bjmsr-2226	193	35	any	any	DET
bjmsr-2226	193	36	direction	direction	NOUN
bjmsr-2226	193	37	0.11926219140966826	0.11926219140966826	NUM
bjmsr-2226	193	38	0.002250469657582959	0.002250469657582959	NUM
bjmsr-2226	193	39	baruah	baruah	NOUN
bjmsr-2226	193	40	&	&	CCONJ
bjmsr-2226	193	41	changkakati	changkakati	PROPN
bjmsr-2226	193	42	,	,	PUNCT
bjmsr-2226	193	43	bangladesh	bangladesh	PROPN
bjmsr-2226	193	44	journal	journal	NOUN
bjmsr-2226	193	45	of	of	ADP
bjmsr-2226	193	46	multidisciplinary	multidisciplinary	ADJ
bjmsr-2226	193	47	scientific	scientific	ADJ
bjmsr-2226	193	48	research	research	NOUN
bjmsr-2226	193	49	9(2	9(2	NUM
bjmsr-2226	193	50	)	)	PUNCT
bjmsr-2226	193	51	(	(	PUNCT
bjmsr-2226	193	52	2024	2024	NUM
bjmsr-2226	193	53	)	)	PUNCT
bjmsr-2226	193	54	,	,	PUNCT
bjmsr-2226	193	55	45	45	NUM
bjmsr-2226	193	56	-	-	SYM
bjmsr-2226	193	57	54	54	NUM
bjmsr-2226	193	58	51	51	NUM
bjmsr-2226	193	59	reports	report	NOUN
bjmsr-2226	193	60	,	,	PUNCT
bjmsr-2226	193	61	technical	technical	ADJ
bjmsr-2226	193	62	indicators	indicator	NOUN
bjmsr-2226	193	63	provide	provide	VERB
bjmsr-2226	193	64	empirical	empirical	ADJ
bjmsr-2226	193	65	insights	insight	NOUN
bjmsr-2226	193	66	derived	derive	VERB
bjmsr-2226	193	67	from	from	ADP
bjmsr-2226	193	68	historical	historical	ADJ
bjmsr-2226	193	69	price	price	NOUN
bjmsr-2226	193	70	and	and	CCONJ
bjmsr-2226	193	71	volume	volume	NOUN
bjmsr-2226	193	72	data	datum	NOUN
bjmsr-2226	193	73	.	.	PUNCT
bjmsr-2226	194	1	by	by	ADP
bjmsr-2226	194	2	combining	combine	VERB
bjmsr-2226	194	3	these	these	DET
bjmsr-2226	194	4	methodologies	methodology	NOUN
bjmsr-2226	194	5	,	,	PUNCT
bjmsr-2226	194	6	analysts	analyst	NOUN
bjmsr-2226	194	7	can	can	AUX
bjmsr-2226	194	8	capture	capture	VERB
bjmsr-2226	194	9	nuanced	nuanced	ADJ
bjmsr-2226	194	10	market	market	NOUN
bjmsr-2226	194	11	behaviors	behavior	NOUN
bjmsr-2226	194	12	that	that	SCONJ
bjmsr-2226	194	13	neither	neither	DET
bjmsr-2226	194	14	method	method	NOUN
bjmsr-2226	194	15	alone	alone	ADV
bjmsr-2226	194	16	can	can	AUX
bjmsr-2226	194	17	fully	fully	ADV
bjmsr-2226	194	18	discern	discern	VERB
bjmsr-2226	194	19	.	.	PUNCT
bjmsr-2226	195	1	sentiment	sentiment	NOUN
bjmsr-2226	195	2	analysis	analysis	NOUN
bjmsr-2226	195	3	enriches	enrich	VERB
bjmsr-2226	195	4	technical	technical	ADJ
bjmsr-2226	195	5	analysis	analysis	NOUN
bjmsr-2226	195	6	by	by	ADP
bjmsr-2226	195	7	offering	offer	VERB
bjmsr-2226	195	8	real	real	ADJ
bjmsr-2226	195	9	-	-	PUNCT
bjmsr-2226	195	10	time	time	NOUN
bjmsr-2226	195	11	insights	insight	NOUN
bjmsr-2226	195	12	into	into	ADP
bjmsr-2226	195	13	investor	investor	NOUN
bjmsr-2226	195	14	perceptions	perception	NOUN
bjmsr-2226	195	15	and	and	CCONJ
bjmsr-2226	195	16	market	market	NOUN
bjmsr-2226	195	17	psychology	psychology	NOUN
bjmsr-2226	195	18	,	,	PUNCT
bjmsr-2226	195	19	which	which	PRON
bjmsr-2226	195	20	can	can	AUX
bjmsr-2226	195	21	influence	influence	VERB
bjmsr-2226	195	22	trading	trading	NOUN
bjmsr-2226	195	23	decisions	decision	NOUN
bjmsr-2226	195	24	and	and	CCONJ
bjmsr-2226	195	25	price	price	NOUN
bjmsr-2226	195	26	trends	trend	NOUN
bjmsr-2226	195	27	.	.	PUNCT
bjmsr-2226	196	1	moreover	moreover	ADV
bjmsr-2226	196	2	,	,	PUNCT
bjmsr-2226	196	3	the	the	DET
bjmsr-2226	196	4	incorporation	incorporation	NOUN
bjmsr-2226	196	5	of	of	ADP
bjmsr-2226	196	6	sentiment	sentiment	NOUN
bjmsr-2226	196	7	data	datum	NOUN
bjmsr-2226	196	8	into	into	ADP
bjmsr-2226	196	9	technical	technical	ADJ
bjmsr-2226	196	10	models	model	NOUN
bjmsr-2226	196	11	allows	allow	VERB
bjmsr-2226	196	12	for	for	ADP
bjmsr-2226	196	13	more	more	ADV
bjmsr-2226	196	14	adaptive	adaptive	ADJ
bjmsr-2226	196	15	and	and	CCONJ
bjmsr-2226	196	16	responsive	responsive	ADJ
bjmsr-2226	196	17	trading	trading	NOUN
bjmsr-2226	196	18	strategies	strategy	NOUN
bjmsr-2226	196	19	that	that	PRON
bjmsr-2226	196	20	reflect	reflect	VERB
bjmsr-2226	196	21	current	current	ADJ
bjmsr-2226	196	22	market	market	NOUN
bjmsr-2226	196	23	sentiment	sentiment	NOUN
bjmsr-2226	196	24	alongside	alongside	ADP
bjmsr-2226	196	25	historical	historical	ADJ
bjmsr-2226	196	26	trends	trend	NOUN
bjmsr-2226	196	27	,	,	PUNCT
bjmsr-2226	196	28	thereby	thereby	ADV
bjmsr-2226	196	29	improving	improve	VERB
bjmsr-2226	196	30	overall	overall	ADJ
bjmsr-2226	196	31	forecasting	forecasting	NOUN
bjmsr-2226	196	32	accuracy	accuracy	NOUN
bjmsr-2226	196	33	and	and	CCONJ
bjmsr-2226	196	34	decision	decision	NOUN
bjmsr-2226	196	35	-	-	PUNCT
bjmsr-2226	196	36	making	make	VERB
bjmsr-2226	196	37	processes	process	NOUN
bjmsr-2226	196	38	in	in	ADP
bjmsr-2226	196	39	financial	financial	ADJ
bjmsr-2226	196	40	markets	market	NOUN
bjmsr-2226	196	41	.	.	PUNCT
bjmsr-2226	197	1	sentiment	sentiment	NOUN
bjmsr-2226	197	2	analysis	analysis	NOUN
bjmsr-2226	197	3	shows	show	VERB
bjmsr-2226	197	4	a	a	DET
bjmsr-2226	197	5	stronger	strong	ADJ
bjmsr-2226	197	6	correlation	correlation	NOUN
bjmsr-2226	197	7	with	with	ADP
bjmsr-2226	197	8	positive	positive	ADJ
bjmsr-2226	197	9	daily	daily	ADJ
bjmsr-2226	197	10	returns	return	NOUN
bjmsr-2226	197	11	in	in	ADP
bjmsr-2226	197	12	the	the	DET
bjmsr-2226	197	13	stock	stock	NOUN
bjmsr-2226	197	14	market	market	NOUN
bjmsr-2226	197	15	due	due	ADP
bjmsr-2226	197	16	to	to	ADP
bjmsr-2226	197	17	investor	investor	NOUN
bjmsr-2226	197	18	behaviors	behavior	NOUN
bjmsr-2226	197	19	influenced	influence	VERB
bjmsr-2226	197	20	by	by	ADP
bjmsr-2226	197	21	optimism	optimism	NOUN
bjmsr-2226	197	22	and	and	CCONJ
bjmsr-2226	197	23	confidence	confidence	NOUN
bjmsr-2226	197	24	.	.	PUNCT
bjmsr-2226	198	1	positive	positive	ADJ
bjmsr-2226	198	2	sentiment	sentiment	NOUN
bjmsr-2226	198	3	tends	tend	VERB
bjmsr-2226	198	4	to	to	PART
bjmsr-2226	198	5	amplify	amplify	VERB
bjmsr-2226	198	6	market	market	NOUN
bjmsr-2226	198	7	momentum	momentum	NOUN
bjmsr-2226	198	8	,	,	PUNCT
bjmsr-2226	198	9	leading	lead	VERB
bjmsr-2226	198	10	to	to	ADP
bjmsr-2226	198	11	continued	continue	VERB
bjmsr-2226	198	12	price	price	NOUN
bjmsr-2226	198	13	appreciation	appreciation	NOUN
bjmsr-2226	198	14	as	as	SCONJ
bjmsr-2226	198	15	more	more	ADJ
bjmsr-2226	198	16	investors	investor	NOUN
bjmsr-2226	198	17	join	join	VERB
bjmsr-2226	198	18	the	the	DET
bjmsr-2226	198	19	bullish	bullish	ADJ
bjmsr-2226	198	20	sentiment	sentiment	NOUN
bjmsr-2226	198	21	bandwagon	bandwagon	NOUN
bjmsr-2226	198	22	.	.	PUNCT
bjmsr-2226	199	1	in	in	ADP
bjmsr-2226	199	2	contrast	contrast	NOUN
bjmsr-2226	199	3	,	,	PUNCT
bjmsr-2226	199	4	negative	negative	ADJ
bjmsr-2226	199	5	sentiment	sentiment	NOUN
bjmsr-2226	199	6	,	,	PUNCT
bjmsr-2226	199	7	associated	associate	VERB
bjmsr-2226	199	8	with	with	ADP
bjmsr-2226	199	9	fear	fear	NOUN
bjmsr-2226	199	10	and	and	CCONJ
bjmsr-2226	199	11	uncertainty	uncertainty	NOUN
bjmsr-2226	199	12	,	,	PUNCT
bjmsr-2226	199	13	may	may	AUX
bjmsr-2226	199	14	not	not	PART
bjmsr-2226	199	15	always	always	ADV
bjmsr-2226	199	16	trigger	trigger	VERB
bjmsr-2226	199	17	immediate	immediate	ADJ
bjmsr-2226	199	18	or	or	CCONJ
bjmsr-2226	199	19	significant	significant	ADJ
bjmsr-2226	199	20	price	price	NOUN
bjmsr-2226	199	21	declines	decline	NOUN
bjmsr-2226	199	22	,	,	PUNCT
bjmsr-2226	199	23	as	as	SCONJ
bjmsr-2226	199	24	investors	investor	NOUN
bjmsr-2226	199	25	may	may	AUX
bjmsr-2226	199	26	react	react	VERB
bjmsr-2226	199	27	less	less	ADV
bjmsr-2226	199	28	decisively	decisively	ADV
bjmsr-2226	199	29	to	to	ADP
bjmsr-2226	199	30	pessimistic	pessimistic	ADJ
bjmsr-2226	199	31	signals	signal	NOUN
bjmsr-2226	199	32	.	.	PUNCT
bjmsr-2226	200	1	investors	investor	NOUN
bjmsr-2226	200	2	may	may	AUX
bjmsr-2226	200	3	react	react	VERB
bjmsr-2226	200	4	more	more	ADV
bjmsr-2226	200	5	swiftly	swiftly	ADV
bjmsr-2226	200	6	and	and	CCONJ
bjmsr-2226	200	7	decisively	decisively	ADV
bjmsr-2226	200	8	to	to	ADP
bjmsr-2226	200	9	positive	positive	ADJ
bjmsr-2226	200	10	news	news	NOUN
bjmsr-2226	200	11	or	or	CCONJ
bjmsr-2226	200	12	sentiment	sentiment	NOUN
bjmsr-2226	200	13	due	due	ADP
bjmsr-2226	200	14	to	to	ADP
bjmsr-2226	200	15	the	the	DET
bjmsr-2226	200	16	allure	allure	NOUN
bjmsr-2226	200	17	of	of	ADP
bjmsr-2226	200	18	potential	potential	ADJ
bjmsr-2226	200	19	gains	gain	NOUN
bjmsr-2226	200	20	.	.	PUNCT
bjmsr-2226	201	1	in	in	ADP
bjmsr-2226	201	2	contrast	contrast	NOUN
bjmsr-2226	201	3	,	,	PUNCT
bjmsr-2226	201	4	negative	negative	ADJ
bjmsr-2226	201	5	sentiment	sentiment	NOUN
bjmsr-2226	201	6	may	may	AUX
bjmsr-2226	201	7	sometimes	sometimes	ADV
bjmsr-2226	201	8	be	be	AUX
bjmsr-2226	201	9	discounted	discount	VERB
bjmsr-2226	201	10	or	or	CCONJ
bjmsr-2226	201	11	countered	counter	VERB
bjmsr-2226	201	12	by	by	ADP
bjmsr-2226	201	13	other	other	ADJ
bjmsr-2226	201	14	market	market	NOUN
bjmsr-2226	201	15	factors	factor	NOUN
bjmsr-2226	201	16	,	,	PUNCT
bjmsr-2226	201	17	such	such	ADJ
bjmsr-2226	201	18	as	as	ADP
bjmsr-2226	201	19	long	long	ADJ
bjmsr-2226	201	20	-	-	PUNCT
bjmsr-2226	201	21	term	term	NOUN
bjmsr-2226	201	22	fundamentals	fundamental	NOUN
bjmsr-2226	201	23	or	or	CCONJ
bjmsr-2226	201	24	market	market	NOUN
bjmsr-2226	201	25	corrections	correction	NOUN
bjmsr-2226	201	26	.	.	PUNCT
bjmsr-2226	202	1	future	future	ADJ
bjmsr-2226	202	2	research	research	NOUN
bjmsr-2226	202	3	prospects	prospect	NOUN
bjmsr-2226	202	4	include	include	VERB
bjmsr-2226	202	5	incorporating	incorporate	VERB
bjmsr-2226	202	6	computationally	computationally	ADV
bjmsr-2226	202	7	intensive	intensive	ADJ
bjmsr-2226	202	8	deep	deep	ADJ
bjmsr-2226	202	9	learning	learning	NOUN
bjmsr-2226	202	10	models	model	NOUN
bjmsr-2226	202	11	with	with	ADP
bjmsr-2226	202	12	vader	vader	NOUN
bjmsr-2226	202	13	for	for	ADP
bjmsr-2226	202	14	improved	improved	ADJ
bjmsr-2226	202	15	accuracy	accuracy	NOUN
bjmsr-2226	202	16	and	and	CCONJ
bjmsr-2226	202	17	contextual	contextual	ADJ
bjmsr-2226	202	18	understanding	understanding	NOUN
bjmsr-2226	202	19	of	of	ADP
bjmsr-2226	202	20	social	social	ADJ
bjmsr-2226	202	21	media	medium	NOUN
bjmsr-2226	202	22	sentiments	sentiment	NOUN
bjmsr-2226	202	23	influencing	influence	VERB
bjmsr-2226	202	24	market	market	NOUN
bjmsr-2226	202	25	trends	trend	NOUN
bjmsr-2226	202	26	.	.	PUNCT
bjmsr-2226	203	1	expanding	expand	VERB
bjmsr-2226	203	2	data	datum	NOUN
bjmsr-2226	203	3	sources	source	NOUN
bjmsr-2226	203	4	to	to	PART
bjmsr-2226	203	5	include	include	VERB
bjmsr-2226	203	6	diverse	diverse	ADJ
bjmsr-2226	203	7	platforms	platform	NOUN
bjmsr-2226	203	8	like	like	ADP
bjmsr-2226	203	9	forums	forum	NOUN
bjmsr-2226	203	10	and	and	CCONJ
bjmsr-2226	203	11	blogs	blog	NOUN
bjmsr-2226	203	12	can	can	AUX
bjmsr-2226	203	13	provide	provide	VERB
bjmsr-2226	203	14	a	a	DET
bjmsr-2226	203	15	richer	rich	ADJ
bjmsr-2226	203	16	dataset	dataset	NOUN
bjmsr-2226	203	17	that	that	PRON
bjmsr-2226	203	18	better	well	ADV
bjmsr-2226	203	19	reflects	reflect	VERB
bjmsr-2226	203	20	market	market	NOUN
bjmsr-2226	203	21	sentiment	sentiment	NOUN
bjmsr-2226	203	22	,	,	PUNCT
bjmsr-2226	203	23	aiding	aid	VERB
bjmsr-2226	203	24	in	in	ADP
bjmsr-2226	203	25	stock	stock	NOUN
bjmsr-2226	203	26	price	price	NOUN
bjmsr-2226	203	27	prediction	prediction	NOUN
bjmsr-2226	203	28	.	.	PUNCT
bjmsr-2226	204	1	additionally	additionally	ADV
bjmsr-2226	204	2	,	,	PUNCT
bjmsr-2226	204	3	refining	refining	NOUN
bjmsr-2226	204	4	vader	vader	NOUN
bjmsr-2226	204	5	's	's	PART
bjmsr-2226	204	6	sentiment	sentiment	NOUN
bjmsr-2226	204	7	classification	classification	NOUN
bjmsr-2226	204	8	and	and	CCONJ
bjmsr-2226	204	9	incorporating	incorporate	VERB
bjmsr-2226	204	10	temporal	temporal	ADJ
bjmsr-2226	204	11	and	and	CCONJ
bjmsr-2226	204	12	cross	cross	ADJ
bjmsr-2226	204	13	-	-	ADJ
bjmsr-2226	204	14	market	market	ADJ
bjmsr-2226	204	15	analysis	analysis	NOUN
bjmsr-2226	204	16	could	could	AUX
bjmsr-2226	204	17	offer	offer	VERB
bjmsr-2226	204	18	more	more	ADJ
bjmsr-2226	204	19	granular	granular	ADJ
bjmsr-2226	204	20	insights	insight	NOUN
bjmsr-2226	204	21	and	and	CCONJ
bjmsr-2226	204	22	reveal	reveal	VERB
bjmsr-2226	204	23	patterns	pattern	NOUN
bjmsr-2226	204	24	of	of	ADP
bjmsr-2226	204	25	sentiment	sentiment	NOUN
bjmsr-2226	204	26	contagion	contagion	NOUN
bjmsr-2226	204	27	across	across	ADP
bjmsr-2226	204	28	different	different	ADJ
bjmsr-2226	204	29	markets	market	NOUN
bjmsr-2226	204	30	,	,	PUNCT
bjmsr-2226	204	31	ultimately	ultimately	ADV
bjmsr-2226	204	32	enhancing	enhance	VERB
bjmsr-2226	204	33	investment	investment	NOUN
bjmsr-2226	204	34	decision	decision	NOUN
bjmsr-2226	204	35	-	-	PUNCT
bjmsr-2226	204	36	making	making	NOUN
bjmsr-2226	204	37	.	.	PUNCT
bjmsr-2226	205	1	conclusions	conclusion	NOUN
bjmsr-2226	205	2	this	this	DET
bjmsr-2226	205	3	study	study	NOUN
bjmsr-2226	205	4	utilized	utilize	VERB
bjmsr-2226	205	5	the	the	DET
bjmsr-2226	205	6	vader	vader	NOUN
bjmsr-2226	205	7	sentiment	sentiment	NOUN
bjmsr-2226	205	8	analysis	analysis	NOUN
bjmsr-2226	205	9	algorithm	algorithm	NOUN
bjmsr-2226	205	10	implemented	implement	VERB
bjmsr-2226	205	11	in	in	ADP
bjmsr-2226	205	12	python	python	PROPN
bjmsr-2226	205	13	's	's	PART
bjmsr-2226	205	14	nltk	nltk	NOUN
bjmsr-2226	205	15	to	to	PART
bjmsr-2226	205	16	evaluate	evaluate	VERB
bjmsr-2226	205	17	its	its	PRON
bjmsr-2226	205	18	effectiveness	effectiveness	NOUN
bjmsr-2226	205	19	in	in	ADP
bjmsr-2226	205	20	predicting	predict	VERB
bjmsr-2226	205	21	stock	stock	NOUN
bjmsr-2226	205	22	price	price	NOUN
bjmsr-2226	205	23	trends	trend	NOUN
bjmsr-2226	205	24	,	,	PUNCT
bjmsr-2226	205	25	focusing	focus	VERB
bjmsr-2226	205	26	specifically	specifically	ADV
bjmsr-2226	205	27	on	on	ADP
bjmsr-2226	205	28	the	the	DET
bjmsr-2226	205	29	sbi	sbi	PROPN
bjmsr-2226	205	30	stock	stock	NOUN
bjmsr-2226	205	31	from	from	ADP
bjmsr-2226	205	32	january	january	PROPN
bjmsr-2226	205	33	2021	2021	NUM
bjmsr-2226	205	34	to	to	ADP
bjmsr-2226	205	35	february	february	PROPN
bjmsr-2226	205	36	2024	2024	NUM
bjmsr-2226	205	37	.	.	PUNCT
bjmsr-2226	206	1	the	the	DET
bjmsr-2226	206	2	analysis	analysis	NOUN
bjmsr-2226	206	3	revealed	reveal	VERB
bjmsr-2226	206	4	that	that	SCONJ
bjmsr-2226	206	5	sentiment	sentiment	NOUN
bjmsr-2226	206	6	analysis	analysis	NOUN
bjmsr-2226	206	7	achieved	achieve	VERB
bjmsr-2226	206	8	an	an	DET
bjmsr-2226	206	9	accuracy	accuracy	NOUN
bjmsr-2226	206	10	rate	rate	NOUN
bjmsr-2226	206	11	of	of	ADP
bjmsr-2226	206	12	approximately	approximately	ADV
bjmsr-2226	206	13	60	60	NUM
bjmsr-2226	206	14	%	%	NOUN
bjmsr-2226	206	15	in	in	ADP
bjmsr-2226	206	16	predicting	predict	VERB
bjmsr-2226	206	17	stock	stock	NOUN
bjmsr-2226	206	18	price	price	NOUN
bjmsr-2226	206	19	directions	direction	NOUN
bjmsr-2226	206	20	independently	independently	ADV
bjmsr-2226	206	21	,	,	PUNCT
bjmsr-2226	206	22	with	with	ADP
bjmsr-2226	206	23	substantial	substantial	ADJ
bjmsr-2226	206	24	improvements	improvement	NOUN
bjmsr-2226	206	25	noted	note	VERB
bjmsr-2226	206	26	when	when	SCONJ
bjmsr-2226	206	27	integrated	integrate	VERB
bjmsr-2226	206	28	with	with	ADP
bjmsr-2226	206	29	technical	technical	ADJ
bjmsr-2226	206	30	indicators	indicator	NOUN
bjmsr-2226	206	31	.	.	PUNCT
bjmsr-2226	207	1	among	among	ADP
bjmsr-2226	207	2	the	the	DET
bjmsr-2226	207	3	machine	machine	NOUN
bjmsr-2226	207	4	learning	learning	NOUN
bjmsr-2226	207	5	models	model	NOUN
bjmsr-2226	207	6	tested	test	VERB
bjmsr-2226	207	7	,	,	PUNCT
bjmsr-2226	207	8	the	the	DET
bjmsr-2226	207	9	random	random	ADJ
bjmsr-2226	207	10	forest	forest	NOUN
bjmsr-2226	207	11	classifier	classifier	NOUN
bjmsr-2226	207	12	consistently	consistently	ADV
bjmsr-2226	207	13	outperformed	outperform	VERB
bjmsr-2226	207	14	xgboost	xgboost	ADV
bjmsr-2226	207	15	and	and	CCONJ
bjmsr-2226	207	16	adaboost	adaboost	ADV
bjmsr-2226	207	17	,	,	PUNCT
bjmsr-2226	207	18	highlighting	highlight	VERB
bjmsr-2226	207	19	its	its	PRON
bjmsr-2226	207	20	efficacy	efficacy	NOUN
bjmsr-2226	207	21	in	in	ADP
bjmsr-2226	207	22	combining	combine	VERB
bjmsr-2226	207	23	sentiment	sentiment	NOUN
bjmsr-2226	207	24	analysis	analysis	NOUN
bjmsr-2226	207	25	with	with	ADP
bjmsr-2226	207	26	technical	technical	ADJ
bjmsr-2226	207	27	signals	signal	NOUN
bjmsr-2226	207	28	for	for	ADP
bjmsr-2226	207	29	enhanced	enhanced	ADJ
bjmsr-2226	207	30	predictive	predictive	ADJ
bjmsr-2226	207	31	accuracy	accuracy	NOUN
bjmsr-2226	207	32	.	.	PUNCT
bjmsr-2226	208	1	the	the	DET
bjmsr-2226	208	2	study	study	NOUN
bjmsr-2226	208	3	's	's	PART
bjmsr-2226	208	4	findings	finding	NOUN
bjmsr-2226	208	5	underscore	underscore	VERB
bjmsr-2226	208	6	the	the	DET
bjmsr-2226	208	7	significant	significant	ADJ
bjmsr-2226	208	8	influence	influence	NOUN
bjmsr-2226	208	9	of	of	ADP
bjmsr-2226	208	10	sentiment	sentiment	NOUN
bjmsr-2226	208	11	on	on	ADP
bjmsr-2226	208	12	market	market	NOUN
bjmsr-2226	208	13	dynamics	dynamic	NOUN
bjmsr-2226	208	14	,	,	PUNCT
bjmsr-2226	208	15	remarkably	remarkably	ADV
bjmsr-2226	208	16	amplifying	amplifying	ADJ
bjmsr-2226	208	17	bullish	bullish	ADJ
bjmsr-2226	208	18	sentiment	sentiment	NOUN
bjmsr-2226	208	19	during	during	ADP
bjmsr-2226	208	20	periods	period	NOUN
bjmsr-2226	208	21	of	of	ADP
bjmsr-2226	208	22	rising	rise	VERB
bjmsr-2226	208	23	prices	price	NOUN
bjmsr-2226	208	24	.	.	PUNCT
bjmsr-2226	209	1	conversely	conversely	ADV
bjmsr-2226	209	2	,	,	PUNCT
bjmsr-2226	209	3	bearish	bearish	ADJ
bjmsr-2226	209	4	sentiment	sentiment	NOUN
bjmsr-2226	209	5	showed	show	VERB
bjmsr-2226	209	6	less	less	ADJ
bjmsr-2226	209	7	impact	impact	NOUN
bjmsr-2226	209	8	during	during	ADP
bjmsr-2226	209	9	market	market	NOUN
bjmsr-2226	209	10	downturns	downturn	NOUN
bjmsr-2226	209	11	compared	compare	VERB
bjmsr-2226	209	12	to	to	ADP
bjmsr-2226	209	13	bullish	bullish	ADJ
bjmsr-2226	209	14	sentiment	sentiment	NOUN
bjmsr-2226	209	15	during	during	ADP
bjmsr-2226	209	16	upturns	upturn	NOUN
bjmsr-2226	209	17	.	.	PUNCT
bjmsr-2226	210	1	despite	despite	SCONJ
bjmsr-2226	210	2	these	these	DET
bjmsr-2226	210	3	insights	insight	NOUN
bjmsr-2226	210	4	,	,	PUNCT
bjmsr-2226	210	5	the	the	DET
bjmsr-2226	210	6	study	study	NOUN
bjmsr-2226	210	7	acknowledges	acknowledge	VERB
bjmsr-2226	210	8	challenges	challenge	NOUN
bjmsr-2226	210	9	such	such	ADJ
bjmsr-2226	210	10	as	as	ADP
bjmsr-2226	210	11	linguistic	linguistic	ADJ
bjmsr-2226	210	12	subjectivity	subjectivity	NOUN
bjmsr-2226	210	13	,	,	PUNCT
bjmsr-2226	210	14	cultural	cultural	ADJ
bjmsr-2226	210	15	nuances	nuance	NOUN
bjmsr-2226	210	16	,	,	PUNCT
bjmsr-2226	210	17	and	and	CCONJ
bjmsr-2226	210	18	data	datum	NOUN
bjmsr-2226	210	19	scarcity	scarcity	NOUN
bjmsr-2226	210	20	,	,	PUNCT
bjmsr-2226	210	21	which	which	PRON
bjmsr-2226	210	22	limit	limit	VERB
bjmsr-2226	210	23	the	the	DET
bjmsr-2226	210	24	reliability	reliability	NOUN
bjmsr-2226	210	25	of	of	ADP
bjmsr-2226	210	26	sentiment	sentiment	NOUN
bjmsr-2226	210	27	analysis	analysis	NOUN
bjmsr-2226	210	28	.	.	PUNCT
bjmsr-2226	211	1	the	the	DET
bjmsr-2226	211	2	contributions	contribution	NOUN
bjmsr-2226	211	3	of	of	ADP
bjmsr-2226	211	4	this	this	DET
bjmsr-2226	211	5	research	research	NOUN
bjmsr-2226	211	6	lie	lie	NOUN
bjmsr-2226	211	7	in	in	ADP
bjmsr-2226	211	8	its	its	PRON
bjmsr-2226	211	9	demonstration	demonstration	NOUN
bjmsr-2226	211	10	of	of	ADP
bjmsr-2226	211	11	sentiment	sentiment	NOUN
bjmsr-2226	211	12	analysis	analysis	NOUN
bjmsr-2226	211	13	as	as	ADP
bjmsr-2226	211	14	a	a	DET
bjmsr-2226	211	15	valuable	valuable	ADJ
bjmsr-2226	211	16	supplementary	supplementary	ADJ
bjmsr-2226	211	17	tool	tool	NOUN
bjmsr-2226	211	18	for	for	ADP
bjmsr-2226	211	19	market	market	NOUN
bjmsr-2226	211	20	participants	participant	NOUN
bjmsr-2226	211	21	,	,	PUNCT
bjmsr-2226	211	22	offering	offer	VERB
bjmsr-2226	211	23	enhanced	enhance	VERB
bjmsr-2226	211	24	insights	insight	NOUN
bjmsr-2226	211	25	when	when	SCONJ
bjmsr-2226	211	26	integrated	integrate	VERB
bjmsr-2226	211	27	with	with	ADP
bjmsr-2226	211	28	traditional	traditional	ADJ
bjmsr-2226	211	29	analytical	analytical	ADJ
bjmsr-2226	211	30	approaches	approach	NOUN
bjmsr-2226	211	31	.	.	PUNCT
bjmsr-2226	212	1	investors	investor	NOUN
bjmsr-2226	212	2	,	,	PUNCT
bjmsr-2226	212	3	traders	trader	NOUN
bjmsr-2226	212	4	,	,	PUNCT
bjmsr-2226	212	5	and	and	CCONJ
bjmsr-2226	212	6	financial	financial	ADJ
bjmsr-2226	212	7	analysts	analyst	NOUN
bjmsr-2226	212	8	can	can	AUX
bjmsr-2226	212	9	leverage	leverage	VERB
bjmsr-2226	212	10	these	these	DET
bjmsr-2226	212	11	insights	insight	NOUN
bjmsr-2226	212	12	to	to	PART
bjmsr-2226	212	13	refine	refine	VERB
bjmsr-2226	212	14	decision	decision	NOUN
bjmsr-2226	212	15	-	-	PUNCT
bjmsr-2226	212	16	making	make	VERB
bjmsr-2226	212	17	strategies	strategy	NOUN
bjmsr-2226	212	18	,	,	PUNCT
bjmsr-2226	212	19	combining	combine	VERB
bjmsr-2226	212	20	sentiment	sentiment	NOUN
bjmsr-2226	212	21	analysis	analysis	NOUN
bjmsr-2226	212	22	with	with	ADP
bjmsr-2226	212	23	technical	technical	ADJ
bjmsr-2226	212	24	analysis	analysis	NOUN
bjmsr-2226	212	25	to	to	PART
bjmsr-2226	212	26	better	well	ADV
bjmsr-2226	212	27	anticipate	anticipate	VERB
bjmsr-2226	212	28	market	market	NOUN
bjmsr-2226	212	29	trends	trend	NOUN
bjmsr-2226	212	30	and	and	CCONJ
bjmsr-2226	212	31	optimize	optimize	VERB
bjmsr-2226	212	32	investment	investment	NOUN
bjmsr-2226	212	33	outcomes	outcome	NOUN
bjmsr-2226	212	34	.	.	PUNCT
bjmsr-2226	213	1	theoretical	theoretical	ADJ
bjmsr-2226	213	2	implications	implication	NOUN
bjmsr-2226	213	3	highlight	highlight	VERB
bjmsr-2226	213	4	the	the	DET
bjmsr-2226	213	5	evolving	evolve	VERB
bjmsr-2226	213	6	landscape	landscape	NOUN
bjmsr-2226	213	7	of	of	ADP
bjmsr-2226	213	8	financial	financial	ADJ
bjmsr-2226	213	9	analysis	analysis	NOUN
bjmsr-2226	213	10	,	,	PUNCT
bjmsr-2226	213	11	where	where	SCONJ
bjmsr-2226	213	12	sentiment	sentiment	NOUN
bjmsr-2226	213	13	analysis	analysis	NOUN
bjmsr-2226	213	14	offers	offer	VERB
bjmsr-2226	213	15	a	a	DET
bjmsr-2226	213	16	nuanced	nuanced	ADJ
bjmsr-2226	213	17	perspective	perspective	NOUN
bjmsr-2226	213	18	on	on	ADP
bjmsr-2226	213	19	market	market	NOUN
bjmsr-2226	213	20	sentiment	sentiment	NOUN
bjmsr-2226	213	21	dynamics	dynamic	NOUN
bjmsr-2226	213	22	.	.	PUNCT
bjmsr-2226	214	1	managerially	managerially	PROPN
bjmsr-2226	214	2	,	,	PUNCT
bjmsr-2226	214	3	this	this	DET
bjmsr-2226	214	4	study	study	NOUN
bjmsr-2226	214	5	encourages	encourage	VERB
bjmsr-2226	214	6	practitioners	practitioner	NOUN
bjmsr-2226	214	7	to	to	PART
bjmsr-2226	214	8	adopt	adopt	VERB
bjmsr-2226	214	9	integrated	integrate	VERB
bjmsr-2226	214	10	analytical	analytical	ADJ
bjmsr-2226	214	11	frameworks	framework	NOUN
bjmsr-2226	214	12	incorporating	incorporate	VERB
bjmsr-2226	214	13	sentiment	sentiment	NOUN
bjmsr-2226	214	14	analysis	analysis	NOUN
bjmsr-2226	214	15	,	,	PUNCT
bjmsr-2226	214	16	enriching	enrich	VERB
bjmsr-2226	214	17	their	their	PRON
bjmsr-2226	214	18	understanding	understanding	NOUN
bjmsr-2226	214	19	of	of	ADP
bjmsr-2226	214	20	market	market	NOUN
bjmsr-2226	214	21	behaviour	behaviour	NOUN
bjmsr-2226	214	22	and	and	CCONJ
bjmsr-2226	214	23	improving	improve	VERB
bjmsr-2226	214	24	decision	decision	NOUN
bjmsr-2226	214	25	-	-	PUNCT
bjmsr-2226	214	26	making	making	NOUN
bjmsr-2226	214	27	in	in	ADP
bjmsr-2226	214	28	volatile	volatile	ADJ
bjmsr-2226	214	29	market	market	NOUN
bjmsr-2226	214	30	conditions	condition	NOUN
bjmsr-2226	214	31	.	.	PUNCT
bjmsr-2226	215	1	future	future	ADJ
bjmsr-2226	215	2	research	research	NOUN
bjmsr-2226	215	3	could	could	AUX
bjmsr-2226	215	4	explore	explore	VERB
bjmsr-2226	215	5	the	the	DET
bjmsr-2226	215	6	robustness	robustness	NOUN
bjmsr-2226	215	7	of	of	ADP
bjmsr-2226	215	8	sentiment	sentiment	NOUN
bjmsr-2226	215	9	analysis	analysis	NOUN
bjmsr-2226	215	10	methodologies	methodology	NOUN
bjmsr-2226	215	11	during	during	ADP
bjmsr-2226	215	12	periods	period	NOUN
bjmsr-2226	215	13	of	of	ADP
bjmsr-2226	215	14	market	market	NOUN
bjmsr-2226	215	15	volatility	volatility	NOUN
bjmsr-2226	215	16	,	,	PUNCT
bjmsr-2226	215	17	examine	examine	VERB
bjmsr-2226	215	18	the	the	DET
bjmsr-2226	215	19	influence	influence	NOUN
bjmsr-2226	215	20	of	of	ADP
bjmsr-2226	215	21	market	market	NOUN
bjmsr-2226	215	22	sentiment	sentiment	NOUN
bjmsr-2226	215	23	in	in	ADP
bjmsr-2226	215	24	intraday	intraday	NOUN
bjmsr-2226	215	25	trading	trading	NOUN
bjmsr-2226	215	26	contexts	contexts	NOUN
bjmsr-2226	215	27	,	,	PUNCT
bjmsr-2226	215	28	and	and	CCONJ
bjmsr-2226	215	29	investigate	investigate	VERB
bjmsr-2226	215	30	the	the	DET
bjmsr-2226	215	31	impact	impact	NOUN
bjmsr-2226	215	32	of	of	ADP
bjmsr-2226	215	33	financial	financial	ADJ
bjmsr-2226	215	34	news	news	NOUN
bjmsr-2226	215	35	on	on	ADP
bjmsr-2226	215	36	market	market	NOUN
bjmsr-2226	215	37	opening	opening	NOUN
bjmsr-2226	215	38	conditions	condition	NOUN
bjmsr-2226	215	39	.	.	PUNCT
bjmsr-2226	216	1	author	author	NOUN
bjmsr-2226	216	2	contributions	contribution	NOUN
bjmsr-2226	216	3	:	:	PUNCT
bjmsr-2226	216	4	conceptualization	conceptualization	NOUN
bjmsr-2226	216	5	,	,	PUNCT
bjmsr-2226	216	6	a.b	a.b	PROPN
bjmsr-2226	216	7	.	.	PROPN
bjmsr-2226	216	8	and	and	CCONJ
bjmsr-2226	216	9	b.c	b.c	PROPN
bjmsr-2226	216	10	.	.	PROPN
bjmsr-2226	216	11	;	;	PUNCT
bjmsr-2226	216	12	methodology	methodology	NOUN
bjmsr-2226	216	13	,	,	PUNCT
bjmsr-2226	216	14	a.b	a.b	PROPN
bjmsr-2226	216	15	.	.	PROPN
bjmsr-2226	216	16	;	;	PUNCT
bjmsr-2226	216	17	software	software	NOUN
bjmsr-2226	216	18	,	,	PUNCT
bjmsr-2226	216	19	a.b	a.b	PROPN
bjmsr-2226	216	20	.	.	NOUN
bjmsr-2226	216	21	;	;	PUNCT
bjmsr-2226	216	22	validation	validation	NOUN
bjmsr-2226	216	23	,	,	PUNCT
bjmsr-2226	216	24	a.b	a.b	PROPN
bjmsr-2226	216	25	.	.	PROPN
bjmsr-2226	216	26	and	and	CCONJ
bjmsr-2226	216	27	b.c	b.c	PROPN
bjmsr-2226	216	28	.	.	PROPN
bjmsr-2226	216	29	;	;	PUNCT
bjmsr-2226	216	30	formal	formal	ADJ
bjmsr-2226	216	31	analysis	analysis	NOUN
bjmsr-2226	216	32	,	,	PUNCT
bjmsr-2226	216	33	a.b	a.b	PROPN
bjmsr-2226	216	34	.	.	PROPN
bjmsr-2226	216	35	and	and	CCONJ
bjmsr-2226	216	36	b.c	b.c	PROPN
bjmsr-2226	216	37	.	.	PROPN
bjmsr-2226	216	38	;	;	PUNCT
bjmsr-2226	216	39	investigation	investigation	NOUN
bjmsr-2226	216	40	,	,	PUNCT
bjmsr-2226	216	41	a.b	a.b	PROPN
bjmsr-2226	216	42	.	.	PROPN
bjmsr-2226	216	43	and	and	CCONJ
bjmsr-2226	216	44	b.c	b.c	PROPN
bjmsr-2226	216	45	.	.	PROPN
bjmsr-2226	216	46	;	;	PUNCT
bjmsr-2226	216	47	resources	resource	NOUN
bjmsr-2226	216	48	,	,	PUNCT
bjmsr-2226	216	49	a.b	a.b	PROPN
bjmsr-2226	216	50	.	.	PROPN
bjmsr-2226	216	51	and	and	CCONJ
bjmsr-2226	216	52	b.c	b.c	PROPN
bjmsr-2226	216	53	.	.	PROPN
bjmsr-2226	216	54	;	;	PUNCT
bjmsr-2226	216	55	data	datum	NOUN
bjmsr-2226	216	56	curation	curation	NOUN
bjmsr-2226	216	57	,	,	PUNCT
bjmsr-2226	216	58	a.b	a.b	PROPN
bjmsr-2226	216	59	.	.	PROPN
bjmsr-2226	216	60	,	,	PUNCT
bjmsr-2226	216	61	writing	write	VERB
bjmsr-2226	216	62	–	–	PUNCT
bjmsr-2226	216	63	original	original	ADJ
bjmsr-2226	216	64	draft	draft	NOUN
bjmsr-2226	216	65	preparation	preparation	NOUN
bjmsr-2226	216	66	,	,	PUNCT
bjmsr-2226	216	67	a.b	a.b	PROPN
bjmsr-2226	216	68	.	.	PROPN
bjmsr-2226	216	69	and	and	CCONJ
bjmsr-2226	216	70	b.c	b.c	PROPN
bjmsr-2226	216	71	.	.	PROPN
bjmsr-2226	216	72	;	;	PUNCT
bjmsr-2226	216	73	writing	write	VERB
bjmsr-2226	216	74	–	–	PUNCT
bjmsr-2226	216	75	review	review	NOUN
bjmsr-2226	216	76	&	&	CCONJ
bjmsr-2226	216	77	editing	editing	NOUN
bjmsr-2226	216	78	,	,	PUNCT
bjmsr-2226	216	79	a.b	a.b	PROPN
bjmsr-2226	216	80	.	.	PROPN
bjmsr-2226	216	81	and	and	CCONJ
bjmsr-2226	216	82	b.c	b.c	PROPN
bjmsr-2226	216	83	.	.	PROPN
bjmsr-2226	216	84	;	;	PUNCT
bjmsr-2226	216	85	visualization	visualization	NOUN
bjmsr-2226	216	86	,	,	PUNCT
bjmsr-2226	216	87	a.b	a.b	PROPN
bjmsr-2226	216	88	.	.	NOUN
bjmsr-2226	216	89	;	;	PUNCT
bjmsr-2226	216	90	supervision	supervision	NOUN
bjmsr-2226	216	91	,	,	PUNCT
bjmsr-2226	216	92	b.c	b.c	PROPN
bjmsr-2226	216	93	.	.	PROPN
bjmsr-2226	216	94	;	;	PUNCT
bjmsr-2226	216	95	project	project	NOUN
bjmsr-2226	216	96	administration	administration	NOUN
bjmsr-2226	216	97	,	,	PUNCT
bjmsr-2226	216	98	a.b	a.b	PROPN
bjmsr-2226	216	99	.	.	PROPN
bjmsr-2226	216	100	and	and	CCONJ
bjmsr-2226	216	101	b.c	b.c	PROPN
bjmsr-2226	216	102	.	.	PROPN
bjmsr-2226	216	103	;	;	PUNCT
bjmsr-2226	216	104	funding	funding	NOUN
bjmsr-2226	216	105	acquisition	acquisition	NOUN
bjmsr-2226	216	106	,	,	PUNCT
bjmsr-2226	216	107	a.b	a.b	PROPN
bjmsr-2226	216	108	.	.	PROPN
bjmsr-2226	216	109	and	and	CCONJ
bjmsr-2226	216	110	b.c	b.c	PROPN
bjmsr-2226	216	111	.	.	PUNCT
bjmsr-2226	217	1	the	the	DET
bjmsr-2226	217	2	author	author	NOUN
bjmsr-2226	217	3	has	have	AUX
bjmsr-2226	217	4	read	read	VERB
bjmsr-2226	217	5	and	and	CCONJ
bjmsr-2226	217	6	agreed	agree	VERB
bjmsr-2226	217	7	to	to	ADP
bjmsr-2226	217	8	the	the	DET
bjmsr-2226	217	9	published	publish	VERB
bjmsr-2226	217	10	version	version	NOUN
bjmsr-2226	217	11	of	of	ADP
bjmsr-2226	217	12	the	the	DET
bjmsr-2226	217	13	manuscript	manuscript	NOUN
bjmsr-2226	217	14	.	.	PUNCT
bjmsr-2226	218	1	institutional	institutional	ADJ
bjmsr-2226	218	2	review	review	PROPN
bjmsr-2226	218	3	board	board	NOUN
bjmsr-2226	218	4	statement	statement	NOUN
bjmsr-2226	218	5	:	:	PUNCT
bjmsr-2226	218	6	ethical	ethical	ADJ
bjmsr-2226	218	7	review	review	NOUN
bjmsr-2226	218	8	and	and	CCONJ
bjmsr-2226	218	9	approval	approval	NOUN
bjmsr-2226	218	10	were	be	AUX
bjmsr-2226	218	11	waived	waive	VERB
bjmsr-2226	218	12	for	for	ADP
bjmsr-2226	218	13	this	this	DET
bjmsr-2226	218	14	study	study	NOUN
bjmsr-2226	218	15	because	because	SCONJ
bjmsr-2226	218	16	the	the	DET
bjmsr-2226	218	17	research	research	NOUN
bjmsr-2226	218	18	does	do	AUX
bjmsr-2226	218	19	not	not	PART
bjmsr-2226	218	20	involve	involve	VERB
bjmsr-2226	218	21	vulnerable	vulnerable	ADJ
bjmsr-2226	218	22	groups	group	NOUN
bjmsr-2226	218	23	or	or	CCONJ
bjmsr-2226	218	24	sensitive	sensitive	ADJ
bjmsr-2226	218	25	issues	issue	NOUN
bjmsr-2226	218	26	.	.	PUNCT
bjmsr-2226	219	1	funding	funding	NOUN
bjmsr-2226	219	2	:	:	PUNCT
bjmsr-2226	219	3	the	the	DET
bjmsr-2226	219	4	authors	author	NOUN
bjmsr-2226	219	5	received	receive	VERB
bjmsr-2226	219	6	no	no	DET
bjmsr-2226	219	7	direct	direct	ADJ
bjmsr-2226	219	8	funding	funding	NOUN
bjmsr-2226	219	9	for	for	ADP
bjmsr-2226	219	10	this	this	DET
bjmsr-2226	219	11	research	research	NOUN
bjmsr-2226	219	12	.	.	PUNCT
bjmsr-2226	220	1	acknowledgments	acknowledgment	NOUN
bjmsr-2226	220	2	:	:	PUNCT
bjmsr-2226	220	3	not	not	PART
bjmsr-2226	220	4	applicable	applicable	ADJ
bjmsr-2226	220	5	.	.	PUNCT
bjmsr-2226	221	1	informed	informed	ADJ
bjmsr-2226	221	2	consent	consent	NOUN
bjmsr-2226	221	3	statement	statement	NOUN
bjmsr-2226	221	4	:	:	PUNCT
bjmsr-2226	221	5	informed	inform	VERB
bjmsr-2226	221	6	consent	consent	NOUN
bjmsr-2226	221	7	was	be	AUX
bjmsr-2226	221	8	obtained	obtain	VERB
bjmsr-2226	221	9	from	from	ADP
bjmsr-2226	221	10	all	all	DET
bjmsr-2226	221	11	subjects	subject	NOUN
bjmsr-2226	221	12	involved	involve	VERB
bjmsr-2226	221	13	in	in	ADP
bjmsr-2226	221	14	the	the	DET
bjmsr-2226	221	15	study	study	NOUN
bjmsr-2226	221	16	.	.	PUNCT
bjmsr-2226	222	1	data	datum	NOUN
bjmsr-2226	222	2	availability	availability	NOUN
bjmsr-2226	222	3	statement	statement	NOUN
bjmsr-2226	222	4	:	:	PUNCT
bjmsr-2226	222	5	the	the	DET
bjmsr-2226	222	6	data	datum	NOUN
bjmsr-2226	222	7	presented	present	VERB
bjmsr-2226	222	8	in	in	ADP
bjmsr-2226	222	9	this	this	DET
bjmsr-2226	222	10	study	study	NOUN
bjmsr-2226	222	11	are	be	AUX
bjmsr-2226	222	12	available	available	ADJ
bjmsr-2226	222	13	upon	upon	SCONJ
bjmsr-2226	222	14	request	request	NOUN
bjmsr-2226	222	15	from	from	ADP
bjmsr-2226	222	16	the	the	DET
bjmsr-2226	222	17	corresponding	corresponding	ADJ
bjmsr-2226	222	18	author	author	NOUN
bjmsr-2226	222	19	.	.	PUNCT
bjmsr-2226	223	1	due	due	ADP
bjmsr-2226	223	2	to	to	ADP
bjmsr-2226	223	3	restrictions	restriction	NOUN
bjmsr-2226	223	4	,	,	PUNCT
bjmsr-2226	223	5	they	they	PRON
bjmsr-2226	223	6	are	be	AUX
bjmsr-2226	223	7	not	not	PART
bjmsr-2226	223	8	publicly	publicly	ADV
bjmsr-2226	223	9	available	available	ADJ
bjmsr-2226	223	10	.	.	PUNCT
bjmsr-2226	224	1	conflicts	conflict	NOUN
bjmsr-2226	224	2	of	of	ADP
bjmsr-2226	224	3	interest	interest	NOUN
bjmsr-2226	224	4	:	:	PUNCT
bjmsr-2226	224	5	the	the	DET
bjmsr-2226	224	6	authors	author	NOUN
bjmsr-2226	224	7	declare	declare	VERB
bjmsr-2226	224	8	no	no	DET
bjmsr-2226	224	9	conflict	conflict	NOUN
bjmsr-2226	224	10	of	of	ADP
bjmsr-2226	224	11	interest	interest	NOUN
bjmsr-2226	224	12	.	.	PUNCT
bjmsr-2226	225	1	notes	note	NOUN
bjmsr-2226	225	2	note	note	VERB
bjmsr-2226	225	3	a	a	DET
bjmsr-2226	225	4	:	:	PUNCT
bjmsr-2226	225	5	accuracy	accuracy	NOUN
bjmsr-2226	225	6	score	score	NOUN
bjmsr-2226	225	7	accuracy	accuracy	NOUN
bjmsr-2226	225	8	is	be	AUX
bjmsr-2226	225	9	the	the	DET
bjmsr-2226	225	10	ratio	ratio	NOUN
bjmsr-2226	225	11	of	of	ADP
bjmsr-2226	225	12	correctly	correctly	ADV
bjmsr-2226	225	13	predicted	predict	VERB
bjmsr-2226	225	14	instances	instance	NOUN
bjmsr-2226	225	15	to	to	ADP
bjmsr-2226	225	16	the	the	DET
bjmsr-2226	225	17	total	total	ADJ
bjmsr-2226	225	18	instances	instance	NOUN
bjmsr-2226	225	19	in	in	ADP
bjmsr-2226	225	20	the	the	DET
bjmsr-2226	225	21	dataset	dataset	NOUN
bjmsr-2226	225	22	.	.	PUNCT
bjmsr-2226	226	1	accuracy	accuracy	NOUN
bjmsr-2226	227	1	=	=	INTJ
bjmsr-2226	227	2	note	note	NOUN
bjmsr-2226	227	3	b	b	NOUN
bjmsr-2226	227	4	:	:	PUNCT
bjmsr-2226	227	5	f1	f1	NOUN
bjmsr-2226	227	6	score	score	NOUN
bjmsr-2226	227	7	the	the	DET
bjmsr-2226	227	8	f1	f1	ADJ
bjmsr-2226	227	9	score	score	NOUN
bjmsr-2226	227	10	is	be	AUX
bjmsr-2226	227	11	the	the	DET
bjmsr-2226	227	12	harmonic	harmonic	ADJ
bjmsr-2226	227	13	mean	mean	NOUN
bjmsr-2226	227	14	of	of	ADP
bjmsr-2226	227	15	precision	precision	NOUN
bjmsr-2226	227	16	and	and	CCONJ
bjmsr-2226	227	17	recall	recall	NOUN
bjmsr-2226	227	18	.	.	PUNCT
bjmsr-2226	228	1	it	it	PRON
bjmsr-2226	228	2	is	be	AUX
bjmsr-2226	228	3	a	a	DET
bjmsr-2226	228	4	single	single	ADJ
bjmsr-2226	228	5	metric	metric	NOUN
bjmsr-2226	228	6	that	that	PRON
bjmsr-2226	228	7	combines	combine	VERB
bjmsr-2226	228	8	both	both	DET
bjmsr-2226	228	9	precision	precision	NOUN
bjmsr-2226	228	10	and	and	CCONJ
bjmsr-2226	228	11	recall	recall	NOUN
bjmsr-2226	228	12	.	.	PUNCT
bjmsr-2226	229	1	f1	f1	NOUN
bjmsr-2226	229	2	score	score	NOUN
bjmsr-2226	229	3	=	=	NOUN
bjmsr-2226	229	4	number	number	NOUN
bjmsr-2226	229	5	of	of	ADP
bjmsr-2226	229	6	correct	correct	ADJ
bjmsr-2226	229	7	predictions	prediction	NOUN
bjmsr-2226	229	8	total	total	ADJ
bjmsr-2226	229	9	number	number	NOUN
bjmsr-2226	229	10	of	of	ADP
bjmsr-2226	229	11	predictions	prediction	NOUN
bjmsr-2226	229	12	2	2	NUM
bjmsr-2226	229	13	∗	∗	NOUN
bjmsr-2226	229	14	precision	precision	NOUN
bjmsr-2226	229	15	×	×	PROPN
bjmsr-2226	229	16	recall	recall	NOUN
bjmsr-2226	229	17	precision	precision	NOUN
bjmsr-2226	229	18	+	+	CCONJ
bjmsr-2226	229	19	recal	recal	ADJ
bjmsr-2226	229	20	baruah	baruah	PROPN
bjmsr-2226	229	21	&	&	CCONJ
bjmsr-2226	229	22	changkakati	changkakati	PROPN
bjmsr-2226	229	23	,	,	PUNCT
bjmsr-2226	229	24	bangladesh	bangladesh	PROPN
bjmsr-2226	229	25	journal	journal	NOUN
bjmsr-2226	229	26	of	of	ADP
bjmsr-2226	229	27	multidisciplinary	multidisciplinary	ADJ
bjmsr-2226	229	28	scientific	scientific	ADJ
bjmsr-2226	229	29	research	research	NOUN
bjmsr-2226	229	30	9(2	9(2	NUM
bjmsr-2226	229	31	)	)	PUNCT
bjmsr-2226	229	32	(	(	PUNCT
bjmsr-2226	229	33	2024	2024	NUM
bjmsr-2226	229	34	)	)	PUNCT
bjmsr-2226	229	35	,	,	PUNCT
bjmsr-2226	229	36	45	45	NUM
bjmsr-2226	229	37	-	-	SYM
bjmsr-2226	229	38	54	54	NUM
bjmsr-2226	229	39	52	52	NUM
bjmsr-2226	229	40	where	where	SCONJ
bjmsr-2226	229	41	:	:	PUNCT
bjmsr-2226	229	42	precision	precision	NOUN
bjmsr-2226	229	43	is	be	AUX
bjmsr-2226	229	44	the	the	DET
bjmsr-2226	229	45	ratio	ratio	NOUN
bjmsr-2226	229	46	of	of	ADP
bjmsr-2226	229	47	correctly	correctly	ADV
bjmsr-2226	229	48	predicted	predict	VERB
bjmsr-2226	229	49	positive	positive	ADJ
bjmsr-2226	229	50	observations	observation	NOUN
bjmsr-2226	229	51	to	to	ADP
bjmsr-2226	229	52	the	the	DET
bjmsr-2226	229	53	total	total	NOUN
bjmsr-2226	229	54	predicted	predict	VERB
bjmsr-2226	229	55	positive	positive	ADJ
bjmsr-2226	229	56	observations	observation	NOUN
bjmsr-2226	229	57	.	.	PUNCT
bjmsr-2226	230	1	precision	precision	NOUN
bjmsr-2226	230	2	=	=	SYM
bjmsr-2226	230	3	recall	recall	NOUN
bjmsr-2226	230	4	(	(	PUNCT
bjmsr-2226	230	5	also	also	ADV
bjmsr-2226	230	6	known	know	VERB
bjmsr-2226	230	7	as	as	ADP
bjmsr-2226	230	8	sensitivity	sensitivity	NOUN
bjmsr-2226	230	9	or	or	CCONJ
bjmsr-2226	230	10	true	true	ADJ
bjmsr-2226	230	11	positive	positive	ADJ
bjmsr-2226	230	12	rate	rate	NOUN
bjmsr-2226	230	13	)	)	PUNCT
bjmsr-2226	230	14	is	be	AUX
bjmsr-2226	230	15	the	the	DET
bjmsr-2226	230	16	ratio	ratio	NOUN
bjmsr-2226	230	17	of	of	ADP
bjmsr-2226	230	18	correctly	correctly	ADV
bjmsr-2226	230	19	predicted	predict	VERB
bjmsr-2226	230	20	positive	positive	ADJ
bjmsr-2226	230	21	observations	observation	NOUN
bjmsr-2226	230	22	to	to	ADP
bjmsr-2226	230	23	all	all	DET
bjmsr-2226	230	24	the	the	DET
bjmsr-2226	230	25	actual	actual	ADJ
bjmsr-2226	230	26	positive	positive	ADJ
bjmsr-2226	230	27	.	.	PUNCT
bjmsr-2226	231	1	recall	recall	NOUN
bjmsr-2226	231	2	=	=	NOUN
bjmsr-2226	232	1	appendices	appendix	NOUN
bjmsr-2226	232	2	appendix	appendix	VERB
bjmsr-2226	232	3	a	a	DET
bjmsr-2226	232	4	:	:	PUNCT
bjmsr-2226	232	5	calculation	calculation	NOUN
bjmsr-2226	232	6	of	of	ADP
bjmsr-2226	232	7	vader	vader	NOUN
bjmsr-2226	232	8	scores	score	NOUN
bjmsr-2226	232	9	calculation	calculation	NOUN
bjmsr-2226	232	10	of	of	ADP
bjmsr-2226	232	11	vader	vader	NOUN
bjmsr-2226	232	12	scores	score	NOUN
bjmsr-2226	232	13	of	of	ADP
bjmsr-2226	232	14	a	a	DET
bjmsr-2226	232	15	tweet	tweet	NOUN
bjmsr-2226	232	16	may	may	AUX
bjmsr-2226	232	17	be	be	AUX
bjmsr-2226	232	18	summarized	summarize	VERB
bjmsr-2226	232	19	with	with	ADP
bjmsr-2226	232	20	the	the	DET
bjmsr-2226	232	21	help	help	NOUN
bjmsr-2226	232	22	of	of	ADP
bjmsr-2226	232	23	the	the	DET
bjmsr-2226	232	24	following	follow	VERB
bjmsr-2226	232	25	example	example	NOUN
bjmsr-2226	232	26	.	.	PUNCT
bjmsr-2226	233	1	example	example	NOUN
bjmsr-2226	233	2	tweet	tweet	NOUN
bjmsr-2226	233	3	–	–	PUNCT
bjmsr-2226	233	4	"	"	PUNCT
bjmsr-2226	233	5	kudos	kudo	NOUN
bjmsr-2226	233	6	to	to	PART
bjmsr-2226	233	7	sbi	sbi	VERB
bjmsr-2226	233	8	for	for	ADP
bjmsr-2226	233	9	making	make	VERB
bjmsr-2226	233	10	banking	banking	NOUN
bjmsr-2226	233	11	more	more	ADV
bjmsr-2226	233	12	accessible	accessible	ADJ
bjmsr-2226	233	13	and	and	CCONJ
bjmsr-2226	233	14	inclusive	inclusive	ADJ
bjmsr-2226	233	15	with	with	ADP
bjmsr-2226	233	16	the	the	DET
bjmsr-2226	233	17	revamped	revamp	VERB
bjmsr-2226	233	18	yono	yono	PROPN
bjmsr-2226	233	19	app	app	PROPN
bjmsr-2226	233	20	.	.	PUNCT
bjmsr-2226	234	1	now	now	ADV
bjmsr-2226	234	2	,	,	PUNCT
bjmsr-2226	234	3	everyone	everyone	PRON
bjmsr-2226	234	4	can	can	AUX
bjmsr-2226	234	5	enjoy	enjoy	VERB
bjmsr-2226	234	6	the	the	DET
bjmsr-2226	234	7	benefits	benefit	NOUN
bjmsr-2226	234	8	of	of	ADP
bjmsr-2226	234	9	digital	digital	ADJ
bjmsr-2226	234	10	banking	banking	NOUN
bjmsr-2226	234	11	!	!	PUNCT
bjmsr-2226	235	1	🌐	🌐	NUM
bjmsr-2226	236	1	#	#	SYM
bjmsr-2226	236	2	accessiblebanking	accessiblebanke	VERB
bjmsr-2226	236	3	#	#	SYM
bjmsr-2226	236	4	inclusiveservices	inclusiveservice	NOUN
bjmsr-2226	236	5	"	"	PUNCT
bjmsr-2226	236	6	step	step	NOUN
bjmsr-2226	236	7	-	-	PUNCT
bjmsr-2226	236	8	by	by	ADP
bjmsr-2226	236	9	-	-	PUNCT
bjmsr-2226	236	10	step	step	NOUN
bjmsr-2226	236	11	calculation	calculation	NOUN
bjmsr-2226	236	12	:	:	PUNCT
bjmsr-2226	236	13	1	1	X
bjmsr-2226	236	14	.	.	X
bjmsr-2226	236	15	tokenize	tokenize	VERB
bjmsr-2226	236	16	the	the	DET
bjmsr-2226	236	17	tweet	tweet	NOUN
bjmsr-2226	236	18	:	:	PUNCT
bjmsr-2226	236	19	"	"	PUNCT
bjmsr-2226	236	20	kudos	kudo	NOUN
bjmsr-2226	236	21	"	"	PUNCT
bjmsr-2226	236	22	,	,	PUNCT
bjmsr-2226	236	23	"	"	PUNCT
bjmsr-2226	236	24	to	to	PART
bjmsr-2226	236	25	"	"	PUNCT
bjmsr-2226	236	26	,	,	PUNCT
bjmsr-2226	236	27	"	"	PUNCT
bjmsr-2226	236	28	sbi	sbi	NOUN
bjmsr-2226	236	29	"	"	PUNCT
bjmsr-2226	236	30	,	,	PUNCT
bjmsr-2226	236	31	"	"	PUNCT
bjmsr-2226	236	32	for	for	ADP
bjmsr-2226	236	33	"	"	PUNCT
bjmsr-2226	236	34	,	,	PUNCT
bjmsr-2226	236	35	"	"	PUNCT
bjmsr-2226	236	36	making	make	VERB
bjmsr-2226	236	37	"	"	PUNCT
bjmsr-2226	236	38	,	,	PUNCT
bjmsr-2226	236	39	"	"	PUNCT
bjmsr-2226	236	40	banking	banking	NOUN
bjmsr-2226	236	41	"	"	PUNCT
bjmsr-2226	236	42	,	,	PUNCT
bjmsr-2226	236	43	"	"	PUNCT
bjmsr-2226	236	44	more	more	ADJ
bjmsr-2226	236	45	"	"	PUNCT
bjmsr-2226	236	46	,	,	PUNCT
bjmsr-2226	236	47	"	"	PUNCT
bjmsr-2226	236	48	accessible	accessible	ADJ
bjmsr-2226	236	49	"	"	PUNCT
bjmsr-2226	236	50	,	,	PUNCT
bjmsr-2226	236	51	"	"	PUNCT
bjmsr-2226	236	52	and	and	CCONJ
bjmsr-2226	236	53	"	"	PUNCT
bjmsr-2226	236	54	,	,	PUNCT
bjmsr-2226	236	55	"	"	PUNCT
bjmsr-2226	236	56	inclusive	inclusive	ADJ
bjmsr-2226	236	57	"	"	PUNCT
bjmsr-2226	236	58	,	,	PUNCT
bjmsr-2226	236	59	"	"	PUNCT
bjmsr-2226	236	60	with	with	ADP
bjmsr-2226	236	61	"	"	PUNCT
bjmsr-2226	236	62	,	,	PUNCT
bjmsr-2226	236	63	"	"	PUNCT
bjmsr-2226	236	64	the	the	DET
bjmsr-2226	236	65	"	"	PUNCT
bjmsr-2226	236	66	,	,	PUNCT
bjmsr-2226	236	67	"	"	PUNCT
bjmsr-2226	236	68	revamped	revamp	VERB
bjmsr-2226	236	69	"	"	PUNCT
bjmsr-2226	236	70	,	,	PUNCT
bjmsr-2226	236	71	"	"	PUNCT
bjmsr-2226	236	72	yono	yono	NOUN
bjmsr-2226	236	73	"	"	PUNCT
bjmsr-2226	236	74	,	,	PUNCT
bjmsr-2226	236	75	"	"	PUNCT
bjmsr-2226	236	76	app	app	X
bjmsr-2226	236	77	.	.	PUNCT
bjmsr-2226	236	78	"	"	PUNCT
bjmsr-2226	236	79	,	,	PUNCT
bjmsr-2226	236	80	"	"	PUNCT
bjmsr-2226	236	81	now	now	ADV
bjmsr-2226	236	82	,	,	PUNCT
bjmsr-2226	236	83	"	"	PUNCT
bjmsr-2226	236	84	,	,	PUNCT
bjmsr-2226	236	85	"	"	PUNCT
bjmsr-2226	236	86	everyone	everyone	PRON
bjmsr-2226	236	87	"	"	PUNCT
bjmsr-2226	236	88	,	,	PUNCT
bjmsr-2226	236	89	"	"	PUNCT
bjmsr-2226	236	90	can	can	AUX
bjmsr-2226	236	91	"	"	PUNCT
bjmsr-2226	236	92	,	,	PUNCT
bjmsr-2226	236	93	"	"	PUNCT
bjmsr-2226	236	94	enjoy	enjoy	NOUN
bjmsr-2226	236	95	"	"	PUNCT
bjmsr-2226	236	96	,	,	PUNCT
bjmsr-2226	236	97	"	"	PUNCT
bjmsr-2226	236	98	the	the	DET
bjmsr-2226	236	99	"	"	PUNCT
bjmsr-2226	236	100	,	,	PUNCT
bjmsr-2226	236	101	"	"	PUNCT
bjmsr-2226	236	102	benefits	benefit	NOUN
bjmsr-2226	236	103	"	"	PUNCT
bjmsr-2226	236	104	,	,	PUNCT
bjmsr-2226	236	105	"	"	PUNCT
bjmsr-2226	236	106	of	of	ADP
bjmsr-2226	236	107	"	"	PUNCT
bjmsr-2226	236	108	,	,	PUNCT
bjmsr-2226	236	109	"	"	PUNCT
bjmsr-2226	236	110	digital	digital	ADJ
bjmsr-2226	236	111	"	"	PUNCT
bjmsr-2226	236	112	,	,	PUNCT
bjmsr-2226	236	113	"	"	PUNCT
bjmsr-2226	236	114	banking	banking	NOUN
bjmsr-2226	236	115	!	!	PUNCT
bjmsr-2226	236	116	"	"	PUNCT
bjmsr-2226	236	117	,	,	PUNCT
bjmsr-2226	236	118	"	"	PUNCT
bjmsr-2226	236	119	🌐	🌐	NUM
bjmsr-2226	236	120	"	"	PUNCT
bjmsr-2226	236	121	,	,	PUNCT
bjmsr-2226	236	122	"	"	PUNCT
bjmsr-2226	236	123	#	#	SYM
bjmsr-2226	236	124	accessiblebanking	accessiblebanking	NOUN
bjmsr-2226	236	125	"	"	PUNCT
bjmsr-2226	236	126	,	,	PUNCT
bjmsr-2226	236	127	"	"	PUNCT
bjmsr-2226	236	128	#	#	SYM
bjmsr-2226	236	129	inclusiveservices	inclusiveservice	NOUN
bjmsr-2226	236	130	"	"	PUNCT
bjmsr-2226	236	131	2	2	NUM
bjmsr-2226	236	132	.	.	X
bjmsr-2226	236	133	identify	identify	VERB
bjmsr-2226	236	134	sentiment	sentiment	NOUN
bjmsr-2226	236	135	words	word	NOUN
bjmsr-2226	236	136	and	and	CCONJ
bjmsr-2226	236	137	scores	score	NOUN
bjmsr-2226	236	138	:	:	PUNCT
bjmsr-2226	236	139	according	accord	VERB
bjmsr-2226	236	140	to	to	ADP
bjmsr-2226	236	141	the	the	DET
bjmsr-2226	236	142	vader	vader	NOUN
bjmsr-2226	236	143	lexicon	lexicon	PROPN
bjmsr-2226	236	144	,	,	PUNCT
bjmsr-2226	236	145	the	the	DET
bjmsr-2226	236	146	words	word	NOUN
bjmsr-2226	236	147	and	and	CCONJ
bjmsr-2226	236	148	their	their	PRON
bjmsr-2226	236	149	scores	score	NOUN
bjmsr-2226	236	150	are	be	AUX
bjmsr-2226	236	151	:	:	PUNCT
bjmsr-2226	236	152	"	"	PUNCT
bjmsr-2226	236	153	kudos	kudo	NOUN
bjmsr-2226	236	154	"	"	PUNCT
bjmsr-2226	236	155	:	:	PUNCT
bjmsr-2226	236	156	+2.0	+2.0	SYM
bjmsr-2226	236	157	,	,	PUNCT
bjmsr-2226	236	158	"	"	PUNCT
bjmsr-2226	236	159	accessible	accessible	ADJ
bjmsr-2226	236	160	"	"	PUNCT
bjmsr-2226	236	161	:	:	PUNCT
bjmsr-2226	236	162	+1.5	+1.5	NOUN
bjmsr-2226	236	163	,	,	PUNCT
bjmsr-2226	236	164	"	"	PUNCT
bjmsr-2226	236	165	inclusive	inclusive	ADJ
bjmsr-2226	236	166	"	"	PUNCT
bjmsr-2226	236	167	:	:	PUNCT
bjmsr-2226	236	168	+1.5	+1.5	NOUN
bjmsr-2226	236	169	,	,	PUNCT
bjmsr-2226	236	170	"	"	PUNCT
bjmsr-2226	236	171	enjoy	enjoy	NOUN
bjmsr-2226	236	172	"	"	PUNCT
bjmsr-2226	236	173	:	:	PUNCT
bjmsr-2226	236	174	+2.0	+2.0	PROPN
bjmsr-2226	236	175	,	,	PUNCT
bjmsr-2226	236	176	"	"	PUNCT
bjmsr-2226	236	177	benefits	benefit	NOUN
bjmsr-2226	236	178	"	"	PUNCT
bjmsr-2226	236	179	:	:	PUNCT
bjmsr-2226	236	180	+1.5	+1.5	NOUN
bjmsr-2226	236	181	3	3	X
bjmsr-2226	236	182	.	.	X
bjmsr-2226	236	183	adjust	adjust	VERB
bjmsr-2226	236	184	for	for	ADP
bjmsr-2226	236	185	modifiers	modifier	NOUN
bjmsr-2226	236	186	and	and	CCONJ
bjmsr-2226	236	187	punctuation	punctuation	NOUN
bjmsr-2226	236	188	:	:	PUNCT
bjmsr-2226	236	189	there	there	PRON
bjmsr-2226	236	190	are	be	VERB
bjmsr-2226	236	191	no	no	DET
bjmsr-2226	236	192	specific	specific	ADJ
bjmsr-2226	236	193	intensifiers	intensifier	NOUN
bjmsr-2226	236	194	or	or	CCONJ
bjmsr-2226	236	195	negations	negation	NOUN
bjmsr-2226	236	196	in	in	ADP
bjmsr-2226	236	197	this	this	DET
bjmsr-2226	236	198	tweet	tweet	NOUN
bjmsr-2226	236	199	,	,	PUNCT
bjmsr-2226	236	200	but	but	CCONJ
bjmsr-2226	236	201	there	there	PRON
bjmsr-2226	236	202	is	be	VERB
bjmsr-2226	236	203	an	an	DET
bjmsr-2226	236	204	exclamation	exclamation	NOUN
bjmsr-2226	236	205	mark	mark	NOUN
bjmsr-2226	236	206	.	.	PUNCT
bjmsr-2226	237	1	exclamation	exclamation	NOUN
bjmsr-2226	237	2	marks	mark	NOUN
bjmsr-2226	237	3	(	(	PUNCT
bjmsr-2226	237	4	"	"	PUNCT
bjmsr-2226	237	5	!	!	PUNCT
bjmsr-2226	237	6	"	"	PUNCT
bjmsr-2226	237	7	)	)	PUNCT
bjmsr-2226	237	8	can	can	AUX
bjmsr-2226	237	9	amplify	amplify	VERB
bjmsr-2226	237	10	the	the	DET
bjmsr-2226	237	11	sentiment	sentiment	NOUN
bjmsr-2226	237	12	score	score	NOUN
bjmsr-2226	237	13	.	.	PUNCT
bjmsr-2226	238	1	one	one	NUM
bjmsr-2226	238	2	exclamation	exclamation	NOUN
bjmsr-2226	238	3	mark	mark	NOUN
bjmsr-2226	238	4	typically	typically	ADV
bjmsr-2226	238	5	adds	add	VERB
bjmsr-2226	238	6	0.292	0.292	NUM
bjmsr-2226	238	7	to	to	ADP
bjmsr-2226	238	8	the	the	DET
bjmsr-2226	238	9	sentiment	sentiment	NOUN
bjmsr-2226	238	10	intensity	intensity	NOUN
bjmsr-2226	238	11	.	.	PUNCT
bjmsr-2226	239	1	let	let	VERB
bjmsr-2226	239	2	's	us	PRON
bjmsr-2226	239	3	adjust	adjust	VERB
bjmsr-2226	239	4	the	the	DET
bjmsr-2226	239	5	scores	score	NOUN
bjmsr-2226	239	6	:	:	PUNCT
bjmsr-2226	239	7	o	o	NOUN
bjmsr-2226	239	8	"	"	PUNCT
bjmsr-2226	239	9	kudos	kudo	NOUN
bjmsr-2226	239	10	"	"	PUNCT
bjmsr-2226	239	11	:	:	PUNCT
bjmsr-2226	239	12	+2.0	+2.0	INTJ
bjmsr-2226	239	13	(	(	PUNCT
bjmsr-2226	239	14	no	no	DET
bjmsr-2226	239	15	modifier	modifier	NOUN
bjmsr-2226	239	16	)	)	PUNCT
bjmsr-2226	239	17	o	o	NOUN
bjmsr-2226	240	1	"	"	PUNCT
bjmsr-2226	240	2	accessible	accessible	ADJ
bjmsr-2226	240	3	"	"	PUNCT
bjmsr-2226	240	4	:	:	PUNCT
bjmsr-2226	240	5	+1.5	+1.5	NOUN
bjmsr-2226	240	6	(	(	PUNCT
bjmsr-2226	240	7	no	no	DET
bjmsr-2226	240	8	modifier	modifier	NOUN
bjmsr-2226	240	9	)	)	PUNCT
bjmsr-2226	240	10	o	o	NOUN
bjmsr-2226	240	11	"	"	PUNCT
bjmsr-2226	240	12	inclusive	inclusive	ADJ
bjmsr-2226	240	13	"	"	PUNCT
bjmsr-2226	240	14	:	:	PUNCT
bjmsr-2226	240	15	+1.5	+1.5	NOUN
bjmsr-2226	240	16	(	(	PUNCT
bjmsr-2226	240	17	no	no	DET
bjmsr-2226	240	18	modifier	modifier	NOUN
bjmsr-2226	240	19	)	)	PUNCT
bjmsr-2226	241	1	o	o	NOUN
bjmsr-2226	241	2	"	"	PUNCT
bjmsr-2226	241	3	enjoy	enjoy	NOUN
bjmsr-2226	241	4	"	"	PUNCT
bjmsr-2226	241	5	:	:	PUNCT
bjmsr-2226	241	6	+2.0	+2.0	INTJ
bjmsr-2226	241	7	(	(	PUNCT
bjmsr-2226	241	8	no	no	DET
bjmsr-2226	241	9	modifier	modifier	NOUN
bjmsr-2226	241	10	)	)	PUNCT
bjmsr-2226	241	11	o	o	NOUN
bjmsr-2226	241	12	"	"	PUNCT
bjmsr-2226	241	13	benefits	benefit	NOUN
bjmsr-2226	241	14	"	"	PUNCT
bjmsr-2226	241	15	:	:	PUNCT
bjmsr-2226	241	16	+1.5	+1.5	NOUN
bjmsr-2226	241	17	(	(	PUNCT
bjmsr-2226	241	18	no	no	DET
bjmsr-2226	241	19	modifier	modifier	NOUN
bjmsr-2226	241	20	)	)	PUNCT
bjmsr-2226	241	21	o	o	NOUN
bjmsr-2226	241	22	adding	add	VERB
bjmsr-2226	241	23	the	the	DET
bjmsr-2226	241	24	exclamation	exclamation	NOUN
bjmsr-2226	241	25	mark	mark	NOUN
bjmsr-2226	241	26	:	:	PUNCT
bjmsr-2226	241	27	let	let	VERB
bjmsr-2226	241	28	's	us	PRON
bjmsr-2226	241	29	assume	assume	VERB
bjmsr-2226	241	30	it	it	PRON
bjmsr-2226	241	31	adds	add	VERB
bjmsr-2226	241	32	0.292	0.292	NUM
bjmsr-2226	241	33	to	to	ADP
bjmsr-2226	241	34	the	the	DET
bjmsr-2226	241	35	total	total	ADJ
bjmsr-2226	241	36	positive	positive	ADJ
bjmsr-2226	241	37	sentiment	sentiment	NOUN
bjmsr-2226	241	38	score	score	NOUN
bjmsr-2226	241	39	.	.	PUNCT
bjmsr-2226	242	1	4	4	X
bjmsr-2226	242	2	.	.	X
bjmsr-2226	242	3	sum	sum	VERB
bjmsr-2226	242	4	up	up	ADP
bjmsr-2226	242	5	the	the	DET
bjmsr-2226	242	6	scores	score	NOUN
bjmsr-2226	242	7	:	:	PUNCT
bjmsr-2226	242	8	o	o	NOUN
bjmsr-2226	242	9	positive	positive	ADJ
bjmsr-2226	242	10	sentiment	sentiment	NOUN
bjmsr-2226	242	11	:	:	PUNCT
bjmsr-2226	242	12	2.0	2.0	NUM
bjmsr-2226	242	13	(	(	PUNCT
bjmsr-2226	242	14	kudos	kudo	NOUN
bjmsr-2226	242	15	)	)	PUNCT
bjmsr-2226	243	1	+	+	CCONJ
bjmsr-2226	243	2	1.5	1.5	NUM
bjmsr-2226	243	3	(	(	PUNCT
bjmsr-2226	243	4	accessible	accessible	ADJ
bjmsr-2226	243	5	)	)	PUNCT
bjmsr-2226	243	6	+	+	CCONJ
bjmsr-2226	243	7	1.5	1.5	NUM
bjmsr-2226	243	8	(	(	PUNCT
bjmsr-2226	243	9	inclusive	inclusive	NOUN
bjmsr-2226	243	10	)	)	PUNCT
bjmsr-2226	244	1	+	+	CCONJ
bjmsr-2226	244	2	2.0	2.0	NUM
bjmsr-2226	244	3	(	(	PUNCT
bjmsr-2226	244	4	enjoy	enjoy	NOUN
bjmsr-2226	244	5	)	)	PUNCT
bjmsr-2226	244	6	+	+	CCONJ
bjmsr-2226	244	7	1.5	1.5	NUM
bjmsr-2226	244	8	(	(	PUNCT
bjmsr-2226	244	9	benefits	benefit	NOUN
bjmsr-2226	244	10	)	)	PUNCT
bjmsr-2226	245	1	+	+	CCONJ
bjmsr-2226	245	2	0.292	0.292	NUM
bjmsr-2226	245	3	(	(	PUNCT
bjmsr-2226	245	4	exclamation	exclamation	NOUN
bjmsr-2226	245	5	mark	mark	NOUN
bjmsr-2226	245	6	)	)	PUNCT
bjmsr-2226	245	7	=	=	NOUN
bjmsr-2226	245	8	8.792	8.792	NUM
bjmsr-2226	245	9	o	o	NOUN
bjmsr-2226	245	10	negative	negative	ADJ
bjmsr-2226	245	11	sentiment	sentiment	NOUN
bjmsr-2226	245	12	:	:	PUNCT
bjmsr-2226	245	13	0	0	PUNCT
bjmsr-2226	245	14	(	(	PUNCT
bjmsr-2226	245	15	no	no	DET
bjmsr-2226	245	16	negative	negative	ADJ
bjmsr-2226	245	17	words	word	NOUN
bjmsr-2226	245	18	)	)	PUNCT
bjmsr-2226	245	19	o	o	NOUN
bjmsr-2226	245	20	neutral	neutral	ADJ
bjmsr-2226	245	21	sentiment	sentiment	NOUN
bjmsr-2226	245	22	:	:	PUNCT
bjmsr-2226	245	23	non	non	ADJ
bjmsr-2226	245	24	-	-	ADJ
bjmsr-2226	245	25	sentiment	sentiment	ADJ
bjmsr-2226	245	26	words	word	NOUN
bjmsr-2226	245	27	are	be	AUX
bjmsr-2226	245	28	counted	count	VERB
bjmsr-2226	245	29	as	as	ADV
bjmsr-2226	245	30	neutral	neutral	ADJ
bjmsr-2226	245	31	.	.	PUNCT
bjmsr-2226	246	1	for	for	ADP
bjmsr-2226	246	2	simplicity	simplicity	NOUN
bjmsr-2226	246	3	,	,	PUNCT
bjmsr-2226	246	4	let	let	VERB
bjmsr-2226	246	5	's	us	PRON
bjmsr-2226	246	6	count	count	VERB
bjmsr-2226	246	7	all	all	DET
bjmsr-2226	246	8	other	other	ADJ
bjmsr-2226	246	9	words	word	NOUN
bjmsr-2226	246	10	as	as	ADP
bjmsr-2226	246	11	neutral	neutral	ADJ
bjmsr-2226	246	12	.	.	PUNCT
bjmsr-2226	247	1	5	5	X
bjmsr-2226	247	2	.	.	X
bjmsr-2226	247	3	normalize	normalize	VERB
bjmsr-2226	247	4	the	the	DET
bjmsr-2226	247	5	scores	score	NOUN
bjmsr-2226	247	6	:	:	PUNCT
bjmsr-2226	247	7	o	o	X
bjmsr-2226	247	8	the	the	DET
bjmsr-2226	247	9	positive	positive	ADJ
bjmsr-2226	247	10	,	,	PUNCT
bjmsr-2226	247	11	neutral	neutral	ADJ
bjmsr-2226	247	12	,	,	PUNCT
bjmsr-2226	247	13	and	and	CCONJ
bjmsr-2226	247	14	negative	negative	ADJ
bjmsr-2226	247	15	scores	score	NOUN
bjmsr-2226	247	16	are	be	AUX
bjmsr-2226	247	17	normalized	normalize	VERB
bjmsr-2226	247	18	by	by	ADP
bjmsr-2226	247	19	the	the	DET
bjmsr-2226	247	20	total	total	ADJ
bjmsr-2226	247	21	number	number	NOUN
bjmsr-2226	247	22	of	of	ADP
bjmsr-2226	247	23	words	word	NOUN
bjmsr-2226	247	24	.	.	PUNCT
bjmsr-2226	248	1	final	final	ADJ
bjmsr-2226	248	2	scores	score	NOUN
bjmsr-2226	248	3	calculation	calculation	NOUN
bjmsr-2226	248	4	:	:	PUNCT
bjmsr-2226	248	5			PRON
bjmsr-2226	248	6	positive	positive	ADJ
bjmsr-2226	248	7	score	score	NOUN
bjmsr-2226	248	8	:	:	PUNCT
bjmsr-2226	248	9	sum	sum	NOUN
bjmsr-2226	248	10	of	of	ADP
bjmsr-2226	248	11	positive	positive	ADJ
bjmsr-2226	248	12	sentiment	sentiment	NOUN
bjmsr-2226	248	13	scores	score	NOUN
bjmsr-2226	248	14	divided	divide	VERB
bjmsr-2226	248	15	by	by	ADP
bjmsr-2226	248	16	the	the	DET
bjmsr-2226	248	17	number	number	NOUN
bjmsr-2226	248	18	of	of	ADP
bjmsr-2226	248	19	sentiment	sentiment	NOUN
bjmsr-2226	248	20	words	word	NOUN
bjmsr-2226	248	21	:	:	PUNCT
bjmsr-2226	248	22	o	o	NOUN
bjmsr-2226	248	23	positive	positive	ADJ
bjmsr-2226	248	24	score	score	NOUN
bjmsr-2226	248	25	=	=	PUNCT
bjmsr-2226	248	26	8.7925/5	8.7925/5	NUM
bjmsr-2226	248	27	=	=	SYM
bjmsr-2226	248	28	1.7584	1.7584	NUM
bjmsr-2226	248	29	(	(	PUNCT
bjmsr-2226	248	30	considering	consider	VERB
bjmsr-2226	248	31	five	five	NUM
bjmsr-2226	248	32	sentiment	sentiment	NOUN
bjmsr-2226	248	33	-	-	PUNCT
bjmsr-2226	248	34	bearing	bear	VERB
bjmsr-2226	248	35	words	word	NOUN
bjmsr-2226	248	36	:	:	PUNCT
bjmsr-2226	248	37	"	"	PUNCT
bjmsr-2226	248	38	kudos	kudo	NOUN
bjmsr-2226	248	39	"	"	PUNCT
bjmsr-2226	248	40	,	,	PUNCT
bjmsr-2226	248	41	"	"	PUNCT
bjmsr-2226	248	42	accessible	accessible	ADJ
bjmsr-2226	248	43	"	"	PUNCT
bjmsr-2226	248	44	,	,	PUNCT
bjmsr-2226	248	45	"	"	PUNCT
bjmsr-2226	248	46	inclusive	inclusive	ADJ
bjmsr-2226	248	47	"	"	PUNCT
bjmsr-2226	248	48	,	,	PUNCT
bjmsr-2226	248	49	"	"	PUNCT
bjmsr-2226	248	50	enjoy	enjoy	NOUN
bjmsr-2226	248	51	"	"	PUNCT
bjmsr-2226	248	52	,	,	PUNCT
bjmsr-2226	248	53	and	and	CCONJ
bjmsr-2226	248	54	"	"	PUNCT
bjmsr-2226	248	55	benefits	benefit	NOUN
bjmsr-2226	248	56	"	"	PUNCT
bjmsr-2226	248	57	)	)	PUNCT
bjmsr-2226	248	58			PUNCT
bjmsr-2226	248	59	negative	negative	ADJ
bjmsr-2226	248	60	score	score	NOUN
bjmsr-2226	248	61	:	:	PUNCT
bjmsr-2226	248	62	there	there	PRON
bjmsr-2226	248	63	are	be	VERB
bjmsr-2226	248	64	no	no	DET
bjmsr-2226	248	65	negative	negative	ADJ
bjmsr-2226	248	66	sentiment	sentiment	NOUN
bjmsr-2226	248	67	words	word	NOUN
bjmsr-2226	248	68	,	,	PUNCT
bjmsr-2226	248	69	so	so	ADV
bjmsr-2226	248	70	:	:	PUNCT
bjmsr-2226	248	71	o	o	X
bjmsr-2226	248	72	negative	negative	ADJ
bjmsr-2226	248	73	score	score	NOUN
bjmsr-2226	248	74	=	=	SYM
bjmsr-2226	248	75	0	0	PUNCT
bjmsr-2226	248	76			NOUN
bjmsr-2226	248	77	neutral	neutral	ADJ
bjmsr-2226	248	78	score	score	NOUN
bjmsr-2226	248	79	:	:	PUNCT
bjmsr-2226	248	80	if	if	SCONJ
bjmsr-2226	248	81	there	there	PRON
bjmsr-2226	248	82	are	be	VERB
bjmsr-2226	248	83	21	21	NUM
bjmsr-2226	248	84	neutral	neutral	ADJ
bjmsr-2226	248	85	words	word	NOUN
bjmsr-2226	248	86	:	:	PUNCT
bjmsr-2226	248	87	o	o	NOUN
bjmsr-2226	248	88	neutral	neutral	ADJ
bjmsr-2226	248	89	score	score	NOUN
bjmsr-2226	248	90	=	=	NOUN
bjmsr-2226	248	91	21/26	21/26	NUM
bjmsr-2226	248	92	≈	≈	NUM
bjmsr-2226	248	93	0.8077	0.8077	NUM
bjmsr-2226	248	94			PRON
bjmsr-2226	248	95	compound	compound	NOUN
bjmsr-2226	248	96	score	score	NOUN
bjmsr-2226	248	97	:	:	PUNCT
bjmsr-2226	248	98	the	the	DET
bjmsr-2226	248	99	compound	compound	NOUN
bjmsr-2226	248	100	score	score	NOUN
bjmsr-2226	248	101	is	be	AUX
bjmsr-2226	248	102	a	a	DET
bjmsr-2226	248	103	normalized	normalize	VERB
bjmsr-2226	248	104	score	score	NOUN
bjmsr-2226	248	105	ranging	range	VERB
bjmsr-2226	248	106	from	from	ADP
bjmsr-2226	248	107	-1	-1	INTJ
bjmsr-2226	248	108	to	to	ADP
bjmsr-2226	248	109	1	1	NUM
bjmsr-2226	248	110	,	,	PUNCT
bjmsr-2226	248	111	calculated	calculate	VERB
bjmsr-2226	248	112	using	use	VERB
bjmsr-2226	248	113	a	a	DET
bjmsr-2226	248	114	formula	formula	NOUN
bjmsr-2226	248	115	that	that	PRON
bjmsr-2226	248	116	incorporates	incorporate	VERB
bjmsr-2226	248	117	the	the	DET
bjmsr-2226	248	118	positive	positive	ADJ
bjmsr-2226	248	119	and	and	CCONJ
bjmsr-2226	248	120	negative	negative	ADJ
bjmsr-2226	248	121	scores	score	NOUN
bjmsr-2226	248	122	with	with	ADP
bjmsr-2226	248	123	a	a	DET
bjmsr-2226	248	124	normalization	normalization	NOUN
bjmsr-2226	248	125	factor	factor	NOUN
bjmsr-2226	248	126	.	.	PUNCT
bjmsr-2226	249	1	this	this	DET
bjmsr-2226	249	2	score	score	NOUN
bjmsr-2226	249	3	is	be	AUX
bjmsr-2226	249	4	not	not	PART
bjmsr-2226	249	5	as	as	ADV
bjmsr-2226	249	6	straightforward	straightforward	ADJ
bjmsr-2226	249	7	to	to	PART
bjmsr-2226	249	8	calculate	calculate	VERB
bjmsr-2226	249	9	manually	manually	ADV
bjmsr-2226	249	10	because	because	SCONJ
bjmsr-2226	249	11	vader	vader	NOUN
bjmsr-2226	249	12	uses	use	VERB
bjmsr-2226	249	13	a	a	DET
bjmsr-2226	249	14	specific	specific	ADJ
bjmsr-2226	249	15	formula	formula	NOUN
bjmsr-2226	249	16	involving	involve	VERB
bjmsr-2226	249	17	a	a	DET
bjmsr-2226	249	18	sigmoid	sigmoid	NOUN
bjmsr-2226	249	19	function	function	NOUN
bjmsr-2226	249	20	to	to	PART
bjmsr-2226	249	21	compute	compute	VERB
bjmsr-2226	249	22	it	it	PRON
bjmsr-2226	249	23	.	.	PUNCT
bjmsr-2226	250	1	in	in	ADP
bjmsr-2226	250	2	our	our	PRON
bjmsr-2226	250	3	example	example	NOUN
bjmsr-2226	250	4	:	:	PUNCT
bjmsr-2226	250	5			PRON
bjmsr-2226	250	6	positive	positive	ADJ
bjmsr-2226	250	7	:	:	PUNCT
bjmsr-2226	250	8	1.7584	1.7584	NUM
bjmsr-2226	250	9			NOUN
bjmsr-2226	250	10	negative	negative	ADJ
bjmsr-2226	250	11	:	:	PUNCT
bjmsr-2226	250	12	0	0	NUM
bjmsr-2226	250	13	true	true	ADJ
bjmsr-2226	250	14	positive	positive	ADJ
bjmsr-2226	250	15	true	true	ADJ
bjmsr-2226	250	16	positives	positive	NOUN
bjmsr-2226	250	17	+	+	CCONJ
bjmsr-2226	250	18	false	false	ADJ
bjmsr-2226	250	19	positives	positive	NOUN
bjmsr-2226	250	20	true	true	ADJ
bjmsr-2226	250	21	positives	positive	NOUN
bjmsr-2226	250	22	true	true	ADJ
bjmsr-2226	250	23	positives	positive	NOUN
bjmsr-2226	250	24	+	+	CCONJ
bjmsr-2226	250	25	false	false	ADJ
bjmsr-2226	250	26	negatives	negative	NOUN
bjmsr-2226	250	27	baruah	baruah	NOUN
bjmsr-2226	250	28	&	&	CCONJ
bjmsr-2226	250	29	changkakati	changkakati	PROPN
bjmsr-2226	250	30	,	,	PUNCT
bjmsr-2226	250	31	bangladesh	bangladesh	PROPN
bjmsr-2226	250	32	journal	journal	NOUN
bjmsr-2226	250	33	of	of	ADP
bjmsr-2226	250	34	multidisciplinary	multidisciplinary	ADJ
bjmsr-2226	250	35	scientific	scientific	ADJ
bjmsr-2226	250	36	research	research	NOUN
bjmsr-2226	250	37	9(2	9(2	NUM
bjmsr-2226	250	38	)	)	PUNCT
bjmsr-2226	250	39	(	(	PUNCT
bjmsr-2226	250	40	2024	2024	NUM
bjmsr-2226	250	41	)	)	PUNCT
bjmsr-2226	250	42	,	,	PUNCT
bjmsr-2226	250	43	45	45	NUM
bjmsr-2226	250	44	-	-	SYM
bjmsr-2226	250	45	54	54	NUM
bjmsr-2226	250	46	53	53	NUM
bjmsr-2226	250	47			NOUN
bjmsr-2226	250	48	neutral	neutral	ADJ
bjmsr-2226	250	49	:	:	PUNCT
bjmsr-2226	250	50	0.8077	0.8077	NUM
bjmsr-2226	250	51	(	(	PUNCT
bjmsr-2226	250	52	normalized	normalize	VERB
bjmsr-2226	250	53	by	by	ADP
bjmsr-2226	250	54	total	total	ADJ
bjmsr-2226	250	55	words	word	NOUN
bjmsr-2226	250	56	)	)	PUNCT
bjmsr-2226	250	57			NOUN
bjmsr-2226	250	58	compound	compound	NOUN
bjmsr-2226	250	59	:	:	PUNCT
bjmsr-2226	250	60	using	use	VERB
bjmsr-2226	250	61	vader	vader	NOUN
bjmsr-2226	250	62	's	's	PART
bjmsr-2226	250	63	internal	internal	ADJ
bjmsr-2226	250	64	algorithm	algorithm	NOUN
bjmsr-2226	250	65	,	,	PUNCT
bjmsr-2226	250	66	which	which	PRON
bjmsr-2226	250	67	typically	typically	ADV
bjmsr-2226	250	68	involves	involve	VERB
bjmsr-2226	250	69	summing	sum	VERB
bjmsr-2226	250	70	the	the	DET
bjmsr-2226	250	71	normalized	normalize	VERB
bjmsr-2226	250	72	positive	positive	ADJ
bjmsr-2226	250	73	and	and	CCONJ
bjmsr-2226	250	74	negative	negative	ADJ
bjmsr-2226	250	75	scores	score	NOUN
bjmsr-2226	250	76	and	and	CCONJ
bjmsr-2226	250	77	applying	apply	VERB
bjmsr-2226	250	78	a	a	DET
bjmsr-2226	250	79	normalization	normalization	NOUN
bjmsr-2226	250	80	factor	factor	NOUN
bjmsr-2226	250	81	.	.	PUNCT
bjmsr-2226	251	1	these	these	DET
bjmsr-2226	251	2	calculations	calculation	NOUN
bjmsr-2226	251	3	are	be	AUX
bjmsr-2226	251	4	done	do	VERB
bjmsr-2226	251	5	manually	manually	ADV
bjmsr-2226	251	6	to	to	PART
bjmsr-2226	251	7	show	show	VERB
bjmsr-2226	251	8	how	how	SCONJ
bjmsr-2226	251	9	vader	vader	NOUN
bjmsr-2226	251	10	evaluates	evaluate	VERB
bjmsr-2226	251	11	the	the	DET
bjmsr-2226	251	12	sentiment	sentiment	NOUN
bjmsr-2226	251	13	scores	score	NOUN
bjmsr-2226	251	14	by	by	ADP
bjmsr-2226	251	15	considering	consider	VERB
bjmsr-2226	251	16	the	the	DET
bjmsr-2226	251	17	sentiment	sentiment	NOUN
bjmsr-2226	251	18	intensity	intensity	NOUN
bjmsr-2226	251	19	of	of	ADP
bjmsr-2226	251	20	individual	individual	ADJ
bjmsr-2226	251	21	words	word	NOUN
bjmsr-2226	251	22	,	,	PUNCT
bjmsr-2226	251	23	applying	apply	VERB
bjmsr-2226	251	24	adjustments	adjustment	NOUN
bjmsr-2226	251	25	for	for	ADP
bjmsr-2226	251	26	modifiers	modifier	NOUN
bjmsr-2226	251	27	,	,	PUNCT
bjmsr-2226	251	28	and	and	CCONJ
bjmsr-2226	251	29	normalizing	normalize	VERB
bjmsr-2226	251	30	the	the	DET
bjmsr-2226	251	31	results	result	NOUN
bjmsr-2226	251	32	.	.	PUNCT
bjmsr-2226	252	1	to	to	PART
bjmsr-2226	252	2	get	get	VERB
bjmsr-2226	252	3	the	the	DET
bjmsr-2226	252	4	exact	exact	ADJ
bjmsr-2226	252	5	compound	compound	NOUN
bjmsr-2226	252	6	score	score	NOUN
bjmsr-2226	252	7	,	,	PUNCT
bjmsr-2226	252	8	it	it	PRON
bjmsr-2226	252	9	would	would	AUX
bjmsr-2226	252	10	be	be	AUX
bjmsr-2226	252	11	best	good	ADJ
bjmsr-2226	252	12	to	to	PART
bjmsr-2226	252	13	use	use	VERB
bjmsr-2226	252	14	the	the	DET
bjmsr-2226	252	15	vader	vader	NOUN
bjmsr-2226	252	16	library	library	NOUN
bjmsr-2226	252	17	directly	directly	ADV
bjmsr-2226	252	18	,	,	PUNCT
bjmsr-2226	252	19	as	as	SCONJ
bjmsr-2226	252	20	it	it	PRON
bjmsr-2226	252	21	incorporates	incorporate	VERB
bjmsr-2226	252	22	more	more	ADV
bjmsr-2226	252	23	nuanced	nuanced	ADJ
bjmsr-2226	252	24	adjustments	adjustment	NOUN
bjmsr-2226	252	25	and	and	CCONJ
bjmsr-2226	252	26	normalization	normalization	NOUN
bjmsr-2226	252	27	.	.	PUNCT
bjmsr-2226	253	1	references	reference	NOUN
bjmsr-2226	253	2	ashtiani	ashtiani	VERB
bjmsr-2226	253	3	,	,	PUNCT
bjmsr-2226	253	4	m.	m.	NOUN
bjmsr-2226	253	5	n.	n.	PROPN
bjmsr-2226	253	6	,	,	PUNCT
bjmsr-2226	253	7	&	&	CCONJ
bjmsr-2226	253	8	raahemi	raahemi	PROPN
bjmsr-2226	253	9	,	,	PUNCT
bjmsr-2226	253	10	b.	b.	PROPN
bjmsr-2226	253	11	(	(	PUNCT
bjmsr-2226	253	12	2023	2023	NUM
bjmsr-2226	253	13	)	)	PUNCT
bjmsr-2226	253	14	.	.	PUNCT
bjmsr-2226	254	1	news	news	NOUN
bjmsr-2226	254	2	-	-	PUNCT
bjmsr-2226	254	3	based	base	VERB
bjmsr-2226	254	4	intelligent	intelligent	ADJ
bjmsr-2226	254	5	prediction	prediction	NOUN
bjmsr-2226	254	6	of	of	ADP
bjmsr-2226	254	7	financial	financial	ADJ
bjmsr-2226	254	8	markets	market	NOUN
bjmsr-2226	254	9	using	use	VERB
bjmsr-2226	254	10	text	text	NOUN
bjmsr-2226	254	11	mining	mining	NOUN
bjmsr-2226	254	12	and	and	CCONJ
bjmsr-2226	254	13	machine	machine	NOUN
bjmsr-2226	254	14	learning	learning	NOUN
bjmsr-2226	254	15	:	:	PUNCT
bjmsr-2226	254	16	a	a	DET
bjmsr-2226	254	17	systematic	systematic	ADJ
bjmsr-2226	254	18	literature	literature	NOUN
bjmsr-2226	254	19	review	review	NOUN
bjmsr-2226	254	20	.	.	PUNCT
bjmsr-2226	255	1	expert	expert	NOUN
bjmsr-2226	255	2	systems	system	NOUN
bjmsr-2226	255	3	with	with	ADP
bjmsr-2226	255	4	applications	application	NOUN
bjmsr-2226	255	5	,	,	PUNCT
bjmsr-2226	255	6	217	217	NUM
bjmsr-2226	255	7	,	,	PUNCT
bjmsr-2226	255	8	119509	119509	NUM
bjmsr-2226	255	9	.	.	PUNCT
bjmsr-2226	256	1	https://doi.org/10.1016/j.eswa.2023.119509	https://doi.org/10.1016/j.eswa.2023.119509	PROPN
bjmsr-2226	256	2	batra	batra	PROPN
bjmsr-2226	256	3	,	,	PUNCT
bjmsr-2226	256	4	r.	r.	PROPN
bjmsr-2226	256	5	,	,	PUNCT
bjmsr-2226	256	6	&	&	CCONJ
bjmsr-2226	256	7	daudpota	daudpota	PROPN
bjmsr-2226	256	8	,	,	PUNCT
bjmsr-2226	256	9	s.	s.	PROPN
bjmsr-2226	256	10	m.	m.	PROPN
bjmsr-2226	256	11	(	(	PUNCT
bjmsr-2226	256	12	2018	2018	NUM
bjmsr-2226	256	13	)	)	PUNCT
bjmsr-2226	256	14	.	.	PUNCT
bjmsr-2226	257	1	integrating	integrate	VERB
bjmsr-2226	257	2	stocktwits	stocktwit	NOUN
bjmsr-2226	257	3	with	with	ADP
bjmsr-2226	257	4	sentiment	sentiment	NOUN
bjmsr-2226	257	5	analysis	analysis	NOUN
bjmsr-2226	257	6	for	for	ADP
bjmsr-2226	257	7	better	well	ADJ
bjmsr-2226	257	8	prediction	prediction	NOUN
bjmsr-2226	257	9	of	of	ADP
bjmsr-2226	257	10	stock	stock	NOUN
bjmsr-2226	257	11	price	price	NOUN
bjmsr-2226	257	12	movement	movement	NOUN
bjmsr-2226	257	13	.	.	PUNCT
bjmsr-2226	258	1	2018	2018	NUM
bjmsr-2226	258	2	international	international	ADJ
bjmsr-2226	258	3	conference	conference	NOUN
bjmsr-2226	258	4	on	on	ADP
bjmsr-2226	258	5	computing	computing	NOUN
bjmsr-2226	258	6	,	,	PUNCT
bjmsr-2226	258	7	mathematics	mathematic	NOUN
bjmsr-2226	258	8	and	and	CCONJ
bjmsr-2226	258	9	engineering	engineering	NOUN
bjmsr-2226	258	10	technologies	technology	NOUN
bjmsr-2226	258	11	(	(	PUNCT
bjmsr-2226	258	12	icomet	icomet	PROPN
bjmsr-2226	258	13	)	)	PUNCT
bjmsr-2226	258	14	,	,	PUNCT
bjmsr-2226	258	15	1–5	1–5	PROPN
bjmsr-2226	258	16	.	.	PUNCT
bjmsr-2226	258	17	https://doi.org/10.1109/icomet.2018.8346382	https://doi.org/10.1109/icomet.2018.8346382	PROPN
bjmsr-2226	258	18	bhardwaj	bhardwaj	PROPN
bjmsr-2226	258	19	,	,	PUNCT
bjmsr-2226	258	20	a.	a.	PROPN
bjmsr-2226	258	21	,	,	PUNCT
bjmsr-2226	258	22	narayan	narayan	PROPN
bjmsr-2226	258	23	,	,	PUNCT
bjmsr-2226	258	24	y.	y.	PROPN
bjmsr-2226	258	25	,	,	PUNCT
bjmsr-2226	258	26	vanraj	vanraj	ADJ
bjmsr-2226	258	27	,	,	PUNCT
bjmsr-2226	258	28	pawan	pawan	PROPN
bjmsr-2226	258	29	,	,	PUNCT
bjmsr-2226	258	30	&	&	CCONJ
bjmsr-2226	258	31	dutta	dutta	PROPN
bjmsr-2226	258	32	,	,	PUNCT
bjmsr-2226	258	33	m.	m.	NOUN
bjmsr-2226	258	34	(	(	PUNCT
bjmsr-2226	258	35	2015	2015	NUM
bjmsr-2226	258	36	)	)	PUNCT
bjmsr-2226	258	37	.	.	PUNCT
bjmsr-2226	259	1	sentiment	sentiment	NOUN
bjmsr-2226	259	2	analysis	analysis	NOUN
bjmsr-2226	259	3	for	for	ADP
bjmsr-2226	259	4	indian	indian	ADJ
bjmsr-2226	259	5	stock	stock	NOUN
bjmsr-2226	259	6	market	market	NOUN
bjmsr-2226	259	7	prediction	prediction	NOUN
bjmsr-2226	259	8	using	use	VERB
bjmsr-2226	259	9	sensex	sensex	NOUN
bjmsr-2226	259	10	and	and	CCONJ
bjmsr-2226	259	11	nifty	nifty	ADJ
bjmsr-2226	259	12	.	.	PUNCT
bjmsr-2226	260	1	procedia	procedia	PROPN
bjmsr-2226	260	2	computer	computer	NOUN
bjmsr-2226	260	3	science	science	NOUN
bjmsr-2226	260	4	,	,	PUNCT
bjmsr-2226	260	5	70	70	NUM
bjmsr-2226	260	6	,	,	PUNCT
bjmsr-2226	260	7	85–91	85–91	NUM
bjmsr-2226	260	8	.	.	PUNCT
bjmsr-2226	261	1	https://doi.org/10.1016/j.procs.2015.10.043	https://doi.org/10.1016/j.procs.2015.10.043	NOUN
bjmsr-2226	261	2	bouadjenek	bouadjenek	NOUN
bjmsr-2226	261	3	,	,	PUNCT
bjmsr-2226	261	4	m.	m.	NOUN
bjmsr-2226	261	5	r.	r.	PROPN
bjmsr-2226	261	6	,	,	PUNCT
bjmsr-2226	261	7	sanner	sanner	NOUN
bjmsr-2226	261	8	,	,	PUNCT
bjmsr-2226	261	9	s.	s.	PROPN
bjmsr-2226	261	10	,	,	PUNCT
bjmsr-2226	261	11	&	&	CCONJ
bjmsr-2226	261	12	wu	wu	PROPN
bjmsr-2226	261	13	,	,	PUNCT
bjmsr-2226	261	14	g.	g.	PROPN
bjmsr-2226	261	15	(	(	PUNCT
bjmsr-2226	261	16	2023	2023	NUM
bjmsr-2226	261	17	)	)	PUNCT
bjmsr-2226	261	18	.	.	PUNCT
bjmsr-2226	262	1	a	a	DET
bjmsr-2226	262	2	user	user	NOUN
bjmsr-2226	262	3	-	-	PUNCT
bjmsr-2226	262	4	centric	centric	ADJ
bjmsr-2226	262	5	analysis	analysis	NOUN
bjmsr-2226	262	6	of	of	ADP
bjmsr-2226	262	7	social	social	ADJ
bjmsr-2226	262	8	media	medium	NOUN
bjmsr-2226	262	9	for	for	ADP
bjmsr-2226	262	10	stock	stock	NOUN
bjmsr-2226	262	11	market	market	NOUN
bjmsr-2226	262	12	prediction	prediction	NOUN
bjmsr-2226	262	13	.	.	PUNCT
bjmsr-2226	263	1	acm	acm	PROPN
bjmsr-2226	263	2	transactions	transaction	NOUN
bjmsr-2226	263	3	on	on	ADP
bjmsr-2226	263	4	the	the	DET
bjmsr-2226	263	5	web	web	NOUN
bjmsr-2226	263	6	,	,	PUNCT
bjmsr-2226	263	7	17(2	17(2	NUM
bjmsr-2226	263	8	)	)	PUNCT
bjmsr-2226	263	9	,	,	PUNCT
bjmsr-2226	263	10	1–22	1–22	PROPN
bjmsr-2226	263	11	.	.	PUNCT
bjmsr-2226	264	1	https://doi.org/10.1145/3532856	https://doi.org/10.1145/3532856	PROPN
bjmsr-2226	264	2	chang	chang	PROPN
bjmsr-2226	264	3	,	,	PUNCT
bjmsr-2226	264	4	j.	j.	PROPN
bjmsr-2226	264	5	,	,	PUNCT
bjmsr-2226	264	6	tu	tu	PROPN
bjmsr-2226	264	7	,	,	PUNCT
bjmsr-2226	264	8	w.	w.	PROPN
bjmsr-2226	264	9	,	,	PUNCT
bjmsr-2226	264	10	yu	yu	PROPN
bjmsr-2226	264	11	,	,	PUNCT
bjmsr-2226	264	12	c.	c.	PROPN
bjmsr-2226	264	13	,	,	PUNCT
bjmsr-2226	264	14	&	&	CCONJ
bjmsr-2226	264	15	qin	qin	PROPN
bjmsr-2226	264	16	,	,	PUNCT
bjmsr-2226	264	17	c.	c.	PROPN
bjmsr-2226	264	18	(	(	PUNCT
bjmsr-2226	264	19	2021	2021	NUM
bjmsr-2226	264	20	)	)	PUNCT
bjmsr-2226	264	21	.	.	PUNCT
bjmsr-2226	265	1	assessing	assess	VERB
bjmsr-2226	265	2	dynamic	dynamic	ADJ
bjmsr-2226	265	3	qualities	quality	NOUN
bjmsr-2226	265	4	of	of	ADP
bjmsr-2226	265	5	investor	investor	NOUN
bjmsr-2226	265	6	sentiments	sentiment	NOUN
bjmsr-2226	265	7	for	for	ADP
bjmsr-2226	265	8	stock	stock	NOUN
bjmsr-2226	265	9	recommendation	recommendation	NOUN
bjmsr-2226	265	10	.	.	PUNCT
bjmsr-2226	266	1	information	information	NOUN
bjmsr-2226	266	2	processing	processing	NOUN
bjmsr-2226	266	3	&	&	CCONJ
bjmsr-2226	266	4	management	management	NOUN
bjmsr-2226	266	5	,	,	PUNCT
bjmsr-2226	266	6	58(2	58(2	NUM
bjmsr-2226	266	7	)	)	PUNCT
bjmsr-2226	266	8	,	,	PUNCT
bjmsr-2226	266	9	102452	102452	NUM
bjmsr-2226	266	10	.	.	PUNCT
bjmsr-2226	267	1	https://doi.org/10.1016/j.ipm.2020.102452	https://doi.org/10.1016/j.ipm.2020.102452	PROPN
bjmsr-2226	267	2	chen	chen	PROPN
bjmsr-2226	267	3	,	,	PUNCT
bjmsr-2226	267	4	m.	m.	NOUN
bjmsr-2226	267	5	,	,	PUNCT
bjmsr-2226	267	6	guo	guo	PROPN
bjmsr-2226	267	7	,	,	PUNCT
bjmsr-2226	267	8	z.	z.	PROPN
bjmsr-2226	267	9	,	,	PUNCT
bjmsr-2226	267	10	abbass	abbass	PROPN
bjmsr-2226	267	11	,	,	PUNCT
bjmsr-2226	267	12	k.	k.	PROPN
bjmsr-2226	267	13	,	,	PUNCT
bjmsr-2226	267	14	&	&	CCONJ
bjmsr-2226	267	15	huang	huang	PROPN
bjmsr-2226	267	16	,	,	PUNCT
bjmsr-2226	267	17	w.	w.	PROPN
bjmsr-2226	267	18	(	(	PUNCT
bjmsr-2226	267	19	2022	2022	NUM
bjmsr-2226	267	20	)	)	PUNCT
bjmsr-2226	267	21	.	.	PUNCT
bjmsr-2226	268	1	analysis	analysis	NOUN
bjmsr-2226	268	2	of	of	ADP
bjmsr-2226	268	3	the	the	DET
bjmsr-2226	268	4	impact	impact	NOUN
bjmsr-2226	268	5	of	of	ADP
bjmsr-2226	268	6	investor	investor	NOUN
bjmsr-2226	268	7	sentiment	sentiment	NOUN
bjmsr-2226	268	8	on	on	ADP
bjmsr-2226	268	9	stock	stock	NOUN
bjmsr-2226	268	10	price	price	NOUN
bjmsr-2226	268	11	using	use	VERB
bjmsr-2226	268	12	the	the	DET
bjmsr-2226	268	13	latent	latent	NOUN
bjmsr-2226	268	14	dirichlet	dirichlet	PROPN
bjmsr-2226	268	15	allocation	allocation	NOUN
bjmsr-2226	268	16	topic	topic	NOUN
bjmsr-2226	268	17	model	model	NOUN
bjmsr-2226	268	18	.	.	PUNCT
bjmsr-2226	269	1	frontiers	frontier	NOUN
bjmsr-2226	269	2	in	in	ADP
bjmsr-2226	269	3	environmental	environmental	ADJ
bjmsr-2226	269	4	science	science	NOUN
bjmsr-2226	269	5	,	,	PUNCT
bjmsr-2226	269	6	10	10	NUM
bjmsr-2226	269	7	,	,	PUNCT
bjmsr-2226	269	8	1068398	1068398	NUM
bjmsr-2226	269	9	.	.	PUNCT
bjmsr-2226	270	1	https://doi.org/10.3389/fenvs.2022.1068398	https://doi.org/10.3389/fenvs.2022.1068398	PROPN
bjmsr-2226	270	2	dahal	dahal	PROPN
bjmsr-2226	270	3	,	,	PUNCT
bjmsr-2226	270	4	k.	k.	PROPN
bjmsr-2226	270	5	r.	r.	PROPN
bjmsr-2226	270	6	,	,	PUNCT
bjmsr-2226	270	7	pokhrel	pokhrel	NOUN
bjmsr-2226	270	8	,	,	PUNCT
bjmsr-2226	270	9	n.	n.	PROPN
bjmsr-2226	270	10	r.	r.	PROPN
bjmsr-2226	270	11	,	,	PUNCT
bjmsr-2226	270	12	gaire	gaire	PROPN
bjmsr-2226	270	13	,	,	PUNCT
bjmsr-2226	270	14	s.	s.	PROPN
bjmsr-2226	270	15	,	,	PUNCT
bjmsr-2226	270	16	mahatara	mahatara	PROPN
bjmsr-2226	270	17	,	,	PUNCT
bjmsr-2226	270	18	s.	s.	PROPN
bjmsr-2226	270	19	,	,	PUNCT
bjmsr-2226	270	20	joshi	joshi	PROPN
bjmsr-2226	270	21	,	,	PUNCT
bjmsr-2226	270	22	r.	r.	PROPN
bjmsr-2226	270	23	p.	p.	PROPN
bjmsr-2226	270	24	,	,	PUNCT
bjmsr-2226	270	25	gupta	gupta	PROPN
bjmsr-2226	270	26	,	,	PUNCT
bjmsr-2226	270	27	a.	a.	NOUN
bjmsr-2226	270	28	,	,	PUNCT
bjmsr-2226	270	29	banjade	banjade	NOUN
bjmsr-2226	270	30	,	,	PUNCT
bjmsr-2226	270	31	h.	h.	PROPN
bjmsr-2226	270	32	r.	r.	PROPN
bjmsr-2226	270	33	,	,	PUNCT
bjmsr-2226	270	34	&	&	CCONJ
bjmsr-2226	270	35	joshi	joshi	PROPN
bjmsr-2226	270	36	,	,	PUNCT
bjmsr-2226	270	37	j.	j.	PROPN
bjmsr-2226	270	38	(	(	PUNCT
bjmsr-2226	270	39	2023	2023	NUM
bjmsr-2226	270	40	)	)	PUNCT
bjmsr-2226	270	41	.	.	PUNCT
bjmsr-2226	271	1	a	a	DET
bjmsr-2226	271	2	comparative	comparative	ADJ
bjmsr-2226	271	3	study	study	NOUN
bjmsr-2226	271	4	on	on	ADP
bjmsr-2226	271	5	effect	effect	NOUN
bjmsr-2226	271	6	of	of	ADP
bjmsr-2226	271	7	news	news	NOUN
bjmsr-2226	271	8	sentiment	sentiment	NOUN
bjmsr-2226	271	9	on	on	ADP
bjmsr-2226	271	10	stock	stock	NOUN
bjmsr-2226	271	11	price	price	NOUN
bjmsr-2226	271	12	prediction	prediction	NOUN
bjmsr-2226	271	13	with	with	ADP
bjmsr-2226	271	14	deep	deep	ADJ
bjmsr-2226	271	15	learning	learning	NOUN
bjmsr-2226	271	16	architecture	architecture	NOUN
bjmsr-2226	271	17	.	.	PUNCT
bjmsr-2226	272	1	plos	plos	PROPN
bjmsr-2226	272	2	one	one	NUM
bjmsr-2226	272	3	,	,	PUNCT
bjmsr-2226	272	4	18(4	18(4	NUM
bjmsr-2226	272	5	)	)	PUNCT
bjmsr-2226	272	6	,	,	PUNCT
bjmsr-2226	272	7	e0284695	e0284695	NOUN
bjmsr-2226	272	8	.	.	PUNCT
bjmsr-2226	272	9	https://doi.org/10.1371/journal.pone.0284695	https://doi.org/10.1371/journal.pone.0284695	PROPN
bjmsr-2226	272	10	de	de	ADP
bjmsr-2226	272	11	arriba	arriba	PROPN
bjmsr-2226	272	12	-	-	PUNCT
bjmsr-2226	272	13	perez	perez	PROPN
bjmsr-2226	272	14	,	,	PUNCT
bjmsr-2226	272	15	f.	f.	PROPN
bjmsr-2226	272	16	,	,	PUNCT
bjmsr-2226	272	17	garcia	garcia	PROPN
bjmsr-2226	272	18	-	-	PUNCT
bjmsr-2226	272	19	mendez	mendez	PROPN
bjmsr-2226	272	20	,	,	PUNCT
bjmsr-2226	272	21	s.	s.	PROPN
bjmsr-2226	272	22	,	,	PUNCT
bjmsr-2226	272	23	regueiro	regueiro	PROPN
bjmsr-2226	272	24	-	-	PUNCT
bjmsr-2226	272	25	janeiro	janeiro	PROPN
bjmsr-2226	272	26	,	,	PUNCT
bjmsr-2226	272	27	j.	j.	PROPN
bjmsr-2226	272	28	a.	a.	PROPN
bjmsr-2226	272	29	,	,	PUNCT
bjmsr-2226	272	30	&	&	CCONJ
bjmsr-2226	272	31	gonzalez	gonzalez	PROPN
bjmsr-2226	272	32	-	-	PUNCT
bjmsr-2226	272	33	castano	castano	PROPN
bjmsr-2226	272	34	,	,	PUNCT
bjmsr-2226	272	35	f.	f.	PROPN
bjmsr-2226	272	36	j.	j.	PROPN
bjmsr-2226	272	37	(	(	PUNCT
bjmsr-2226	272	38	2020	2020	NUM
bjmsr-2226	272	39	)	)	PUNCT
bjmsr-2226	272	40	.	.	PUNCT
bjmsr-2226	273	1	detection	detection	NOUN
bjmsr-2226	273	2	of	of	ADP
bjmsr-2226	273	3	financial	financial	ADJ
bjmsr-2226	273	4	opportunities	opportunity	NOUN
bjmsr-2226	273	5	in	in	ADP
bjmsr-2226	273	6	micro	micro	ADJ
bjmsr-2226	273	7	-	-	ADJ
bjmsr-2226	273	8	blogging	blogging	ADJ
bjmsr-2226	273	9	data	datum	NOUN
bjmsr-2226	273	10	with	with	ADP
bjmsr-2226	273	11	a	a	DET
bjmsr-2226	273	12	stacked	stack	VERB
bjmsr-2226	273	13	classification	classification	NOUN
bjmsr-2226	273	14	system	system	NOUN
bjmsr-2226	273	15	.	.	PUNCT
bjmsr-2226	274	1	ieee	ieee	NOUN
bjmsr-2226	274	2	access	access	NOUN
bjmsr-2226	274	3	,	,	PUNCT
bjmsr-2226	274	4	8	8	NUM
bjmsr-2226	274	5	,	,	PUNCT
bjmsr-2226	274	6	215679–215690	215679–215690	NUM
bjmsr-2226	274	7	.	.	PUNCT
bjmsr-2226	275	1	https://doi.org/10.1109/access.2020.3041084	https://doi.org/10.1109/access.2020.3041084	PROPN
bjmsr-2226	275	2	deng	deng	PROPN
bjmsr-2226	275	3	,	,	PUNCT
bjmsr-2226	275	4	s.	s.	PROPN
bjmsr-2226	275	5	,	,	PUNCT
bjmsr-2226	275	6	mitsubuchi	mitsubuchi	PROPN
bjmsr-2226	275	7	,	,	PUNCT
bjmsr-2226	275	8	t.	t.	PROPN
bjmsr-2226	275	9	,	,	PUNCT
bjmsr-2226	275	10	shioda	shioda	NOUN
bjmsr-2226	275	11	,	,	PUNCT
bjmsr-2226	275	12	k.	k.	PROPN
bjmsr-2226	275	13	,	,	PUNCT
bjmsr-2226	275	14	shimada	shimada	PROPN
bjmsr-2226	275	15	,	,	PUNCT
bjmsr-2226	275	16	t.	t.	PROPN
bjmsr-2226	275	17	,	,	PUNCT
bjmsr-2226	275	18	&	&	CCONJ
bjmsr-2226	275	19	sakurai	sakurai	PROPN
bjmsr-2226	275	20	,	,	PUNCT
bjmsr-2226	275	21	a.	a.	NOUN
bjmsr-2226	275	22	(	(	PUNCT
bjmsr-2226	275	23	2011	2011	NUM
bjmsr-2226	275	24	)	)	PUNCT
bjmsr-2226	275	25	.	.	PUNCT
bjmsr-2226	276	1	combining	combine	VERB
bjmsr-2226	276	2	technical	technical	ADJ
bjmsr-2226	276	3	analysis	analysis	NOUN
bjmsr-2226	276	4	with	with	ADP
bjmsr-2226	276	5	sentiment	sentiment	NOUN
bjmsr-2226	276	6	analysis	analysis	NOUN
bjmsr-2226	276	7	for	for	ADP
bjmsr-2226	276	8	stock	stock	NOUN
bjmsr-2226	276	9	price	price	NOUN
bjmsr-2226	276	10	prediction	prediction	NOUN
bjmsr-2226	276	11	.	.	PUNCT
bjmsr-2226	277	1	2011	2011	NUM
bjmsr-2226	277	2	ieee	ieee	NOUN
bjmsr-2226	277	3	ninth	ninth	ADJ
bjmsr-2226	277	4	international	international	ADJ
bjmsr-2226	277	5	conference	conference	NOUN
bjmsr-2226	277	6	on	on	ADP
bjmsr-2226	277	7	dependable	dependable	ADJ
bjmsr-2226	277	8	,	,	PUNCT
bjmsr-2226	277	9	autonomic	autonomic	ADJ
bjmsr-2226	277	10	and	and	CCONJ
bjmsr-2226	277	11	secure	secure	ADJ
bjmsr-2226	277	12	computing	computing	NOUN
bjmsr-2226	277	13	,	,	PUNCT
bjmsr-2226	277	14	800–807	800–807	NUM
bjmsr-2226	277	15	.	.	PUNCT
bjmsr-2226	278	1	https://doi.org/10.1109/dasc.2011.138	https://doi.org/10.1109/dasc.2011.138	PROPN
bjmsr-2226	278	2	dong	dong	PROPN
bjmsr-2226	278	3	,	,	PUNCT
bjmsr-2226	278	4	s.	s.	PROPN
bjmsr-2226	278	5	,	,	PUNCT
bjmsr-2226	278	6	wang	wang	PROPN
bjmsr-2226	278	7	,	,	PUNCT
bjmsr-2226	278	8	j.	j.	PROPN
bjmsr-2226	278	9	,	,	PUNCT
bjmsr-2226	278	10	luo	luo	PROPN
bjmsr-2226	278	11	,	,	PUNCT
bjmsr-2226	278	12	h.	h.	PROPN
bjmsr-2226	278	13	,	,	PUNCT
bjmsr-2226	278	14	wang	wang	PROPN
bjmsr-2226	278	15	,	,	PUNCT
bjmsr-2226	278	16	h.	h.	PROPN
bjmsr-2226	278	17	,	,	PUNCT
bjmsr-2226	278	18	&	&	CCONJ
bjmsr-2226	278	19	wu	wu	PROPN
bjmsr-2226	278	20	,	,	PUNCT
bjmsr-2226	278	21	f.-x	f.-x	PROPN
bjmsr-2226	278	22	.	.	PUNCT
bjmsr-2226	278	23	(	(	PUNCT
bjmsr-2226	278	24	2021	2021	NUM
bjmsr-2226	278	25	)	)	PUNCT
bjmsr-2226	278	26	.	.	PUNCT
bjmsr-2226	279	1	a	a	DET
bjmsr-2226	279	2	dynamic	dynamic	ADJ
bjmsr-2226	279	3	predictor	predictor	NOUN
bjmsr-2226	279	4	selection	selection	NOUN
bjmsr-2226	279	5	algorithm	algorithm	NOUN
bjmsr-2226	279	6	for	for	ADP
bjmsr-2226	279	7	predicting	predict	VERB
bjmsr-2226	279	8	stock	stock	NOUN
bjmsr-2226	279	9	market	market	NOUN
bjmsr-2226	279	10	movement	movement	NOUN
bjmsr-2226	279	11	.	.	PUNCT
bjmsr-2226	280	1	expert	expert	NOUN
bjmsr-2226	280	2	systems	system	NOUN
bjmsr-2226	280	3	with	with	ADP
bjmsr-2226	280	4	applications	application	NOUN
bjmsr-2226	280	5	,	,	PUNCT
bjmsr-2226	280	6	186	186	NUM
bjmsr-2226	280	7	,	,	PUNCT
bjmsr-2226	280	8	115836	115836	NUM
bjmsr-2226	280	9	.	.	PUNCT
bjmsr-2226	281	1	https://doi.org/10.1016/j.eswa.2021.115836	https://doi.org/10.1016/j.eswa.2021.115836	PROPN
bjmsr-2226	281	2	dutta	dutta	PROPN
bjmsr-2226	281	3	,	,	PUNCT
bjmsr-2226	281	4	a.	a.	PROPN
bjmsr-2226	281	5	,	,	PUNCT
bjmsr-2226	281	6	pooja	pooja	PROPN
bjmsr-2226	281	7	,	,	PUNCT
bjmsr-2226	281	8	g.	g.	PROPN
bjmsr-2226	281	9	,	,	PUNCT
bjmsr-2226	281	10	jain	jain	PROPN
bjmsr-2226	281	11	,	,	PUNCT
bjmsr-2226	281	12	n.	n.	NOUN
bjmsr-2226	281	13	,	,	PUNCT
bjmsr-2226	281	14	panda	panda	NOUN
bjmsr-2226	281	15	,	,	PUNCT
bjmsr-2226	281	16	r.	r.	PROPN
bjmsr-2226	281	17	r.	r.	PROPN
bjmsr-2226	281	18	,	,	PUNCT
bjmsr-2226	281	19	&	&	CCONJ
bjmsr-2226	281	20	nagwani	nagwani	PROPN
bjmsr-2226	281	21	,	,	PUNCT
bjmsr-2226	281	22	n.	n.	PROPN
bjmsr-2226	281	23	k.	k.	PROPN
bjmsr-2226	281	24	(	(	PUNCT
bjmsr-2226	281	25	2021	2021	NUM
bjmsr-2226	281	26	)	)	PUNCT
bjmsr-2226	281	27	.	.	PUNCT
bjmsr-2226	282	1	a	a	DET
bjmsr-2226	282	2	hybrid	hybrid	ADJ
bjmsr-2226	282	3	deep	deep	ADJ
bjmsr-2226	282	4	learning	learning	NOUN
bjmsr-2226	282	5	approach	approach	NOUN
bjmsr-2226	282	6	for	for	ADP
bjmsr-2226	282	7	stock	stock	NOUN
bjmsr-2226	282	8	price	price	NOUN
bjmsr-2226	282	9	prediction	prediction	NOUN
bjmsr-2226	282	10	.	.	PUNCT
bjmsr-2226	283	1	in	in	ADP
bjmsr-2226	283	2	a.	a.	PROPN
bjmsr-2226	283	3	joshi	joshi	PROPN
bjmsr-2226	283	4	,	,	PUNCT
bjmsr-2226	283	5	m.	m.	PROPN
bjmsr-2226	283	6	khosravy	khosravy	PROPN
bjmsr-2226	283	7	,	,	PUNCT
bjmsr-2226	283	8	&	&	CCONJ
bjmsr-2226	283	9	n.	n.	PROPN
bjmsr-2226	283	10	gupta	gupta	PROPN
bjmsr-2226	283	11	(	(	PUNCT
bjmsr-2226	283	12	eds	ed	NOUN
bjmsr-2226	283	13	.	.	PUNCT
bjmsr-2226	283	14	)	)	PUNCT
bjmsr-2226	283	15	,	,	PUNCT
bjmsr-2226	283	16	machine	machine	NOUN
bjmsr-2226	283	17	learning	learn	VERB
bjmsr-2226	283	18	for	for	ADP
bjmsr-2226	283	19	predictive	predictive	ADJ
bjmsr-2226	283	20	analysis	analysis	NOUN
bjmsr-2226	283	21	(	(	PUNCT
bjmsr-2226	283	22	vol	vol	NOUN
bjmsr-2226	283	23	.	.	NOUN
bjmsr-2226	283	24	141	141	NUM
bjmsr-2226	283	25	,	,	PUNCT
bjmsr-2226	283	26	pp	pp	ADJ
bjmsr-2226	283	27	.	.	PUNCT
bjmsr-2226	283	28	1–10	1–10	NOUN
bjmsr-2226	283	29	)	)	PUNCT
bjmsr-2226	283	30	.	.	PUNCT
bjmsr-2226	284	1	springer	springer	PROPN
bjmsr-2226	284	2	singapore	singapore	PROPN
bjmsr-2226	284	3	.	.	PUNCT
bjmsr-2226	285	1	https://doi.org/10.1007/978-981-15-7106-0_1	https://doi.org/10.1007/978-981-15-7106-0_1	PROPN
bjmsr-2226	285	2	ekaputri	ekaputri	NOUN
bjmsr-2226	285	3	,	,	PUNCT
bjmsr-2226	285	4	a.	a.	NOUN
bjmsr-2226	285	5	p.	p.	NOUN
bjmsr-2226	285	6	,	,	PUNCT
bjmsr-2226	285	7	&	&	CCONJ
bjmsr-2226	285	8	akbar	akbar	NOUN
bjmsr-2226	285	9	,	,	PUNCT
bjmsr-2226	285	10	s.	s.	PROPN
bjmsr-2226	285	11	(	(	PUNCT
bjmsr-2226	285	12	2022	2022	NUM
bjmsr-2226	285	13	)	)	PUNCT
bjmsr-2226	285	14	.	.	PUNCT
bjmsr-2226	286	1	financial	financial	ADJ
bjmsr-2226	286	2	news	news	NOUN
bjmsr-2226	286	3	sentiment	sentiment	NOUN
bjmsr-2226	286	4	analysis	analysis	NOUN
bjmsr-2226	286	5	using	use	VERB
bjmsr-2226	286	6	modified	modified	ADJ
bjmsr-2226	286	7	vader	vader	NOUN
bjmsr-2226	286	8	for	for	ADP
bjmsr-2226	286	9	stock	stock	NOUN
bjmsr-2226	286	10	price	price	NOUN
bjmsr-2226	286	11	prediction	prediction	NOUN
bjmsr-2226	286	12	.	.	PUNCT
bjmsr-2226	287	1	2022	2022	NUM
bjmsr-2226	287	2	9th	9th	ADJ
bjmsr-2226	287	3	international	international	ADJ
bjmsr-2226	287	4	conference	conference	NOUN
bjmsr-2226	287	5	on	on	ADP
bjmsr-2226	287	6	advanced	advanced	ADJ
bjmsr-2226	287	7	informatics	informatic	NOUN
bjmsr-2226	287	8	:	:	PUNCT
bjmsr-2226	287	9	concepts	concept	NOUN
bjmsr-2226	287	10	,	,	PUNCT
bjmsr-2226	287	11	theory	theory	NOUN
bjmsr-2226	287	12	and	and	CCONJ
bjmsr-2226	287	13	applications	application	NOUN
bjmsr-2226	287	14	(	(	PUNCT
bjmsr-2226	287	15	icaicta	icaicta	NOUN
bjmsr-2226	287	16	)	)	PUNCT
bjmsr-2226	287	17	,	,	PUNCT
bjmsr-2226	287	18	1–6	1–6	X
bjmsr-2226	287	19	.	.	PUNCT
bjmsr-2226	287	20	https://doi.org/10.1109/icaicta56449.2022.9932925	https://doi.org/10.1109/icaicta56449.2022.9932925	PROPN
bjmsr-2226	287	21	feng	feng	PROPN
bjmsr-2226	287	22	,	,	PUNCT
bjmsr-2226	287	23	s.	s.	PROPN
bjmsr-2226	287	24	,	,	PUNCT
bjmsr-2226	287	25	wang	wang	PROPN
bjmsr-2226	287	26	,	,	PUNCT
bjmsr-2226	287	27	n.	n.	PROPN
bjmsr-2226	287	28	,	,	PUNCT
bjmsr-2226	287	29	&	&	CCONJ
bjmsr-2226	287	30	zychowicz	zychowicz	PROPN
bjmsr-2226	287	31	,	,	PUNCT
bjmsr-2226	287	32	e.	e.	PROPN
bjmsr-2226	287	33	j.	j.	PROPN
bjmsr-2226	287	34	(	(	PUNCT
bjmsr-2226	287	35	2017	2017	NUM
bjmsr-2226	287	36	)	)	PUNCT
bjmsr-2226	287	37	.	.	PUNCT
bjmsr-2226	288	1	sentiment	sentiment	NOUN
bjmsr-2226	288	2	and	and	CCONJ
bjmsr-2226	288	3	the	the	DET
bjmsr-2226	288	4	performance	performance	NOUN
bjmsr-2226	288	5	of	of	ADP
bjmsr-2226	288	6	technical	technical	ADJ
bjmsr-2226	288	7	indicators	indicator	NOUN
bjmsr-2226	288	8	.	.	PUNCT
bjmsr-2226	289	1	the	the	DET
bjmsr-2226	289	2	journal	journal	PROPN
bjmsr-2226	289	3	of	of	ADP
bjmsr-2226	289	4	portfolio	portfolio	NOUN
bjmsr-2226	289	5	management	management	PROPN
bjmsr-2226	289	6	,	,	PUNCT
bjmsr-2226	289	7	43(3	43(3	NUM
bjmsr-2226	289	8	)	)	PUNCT
bjmsr-2226	289	9	,	,	PUNCT
bjmsr-2226	289	10	112–125	112–125	NUM
bjmsr-2226	289	11	.	.	PUNCT
bjmsr-2226	290	1	https://doi.org/10.3905/jpm.2017.43.3.112	https://doi.org/10.3905/jpm.2017.43.3.112	PROPN
bjmsr-2226	290	2	gu	gu	PROPN
bjmsr-2226	290	3	,	,	PUNCT
bjmsr-2226	290	4	c.	c.	PROPN
bjmsr-2226	290	5	,	,	PUNCT
bjmsr-2226	290	6	&	&	CCONJ
bjmsr-2226	290	7	kurov	kurov	PROPN
bjmsr-2226	290	8	,	,	PUNCT
bjmsr-2226	290	9	a.	a.	NOUN
bjmsr-2226	290	10	(	(	PUNCT
bjmsr-2226	290	11	2020	2020	NUM
bjmsr-2226	290	12	)	)	PUNCT
bjmsr-2226	290	13	.	.	PUNCT
bjmsr-2226	291	1	informational	informational	ADJ
bjmsr-2226	291	2	role	role	NOUN
bjmsr-2226	291	3	of	of	ADP
bjmsr-2226	291	4	social	social	ADJ
bjmsr-2226	291	5	media	medium	NOUN
bjmsr-2226	291	6	:	:	PUNCT
bjmsr-2226	291	7	evidence	evidence	NOUN
bjmsr-2226	291	8	from	from	ADP
bjmsr-2226	291	9	twitter	twitter	NOUN
bjmsr-2226	291	10	sentiment	sentiment	NOUN
bjmsr-2226	291	11	.	.	PUNCT
bjmsr-2226	292	1	journal	journal	NOUN
bjmsr-2226	292	2	of	of	ADP
bjmsr-2226	292	3	banking	banking	NOUN
bjmsr-2226	292	4	&	&	CCONJ
bjmsr-2226	292	5	finance	finance	PROPN
bjmsr-2226	292	6	,	,	PUNCT
bjmsr-2226	292	7	121	121	NUM
bjmsr-2226	292	8	,	,	PUNCT
bjmsr-2226	292	9	105969	105969	NUM
bjmsr-2226	292	10	.	.	PUNCT
bjmsr-2226	293	1	https://doi.org/10.1016/j.jbankfin.2020.105969	https://doi.org/10.1016/j.jbankfin.2020.105969	ADJ
bjmsr-2226	293	2	gülmez	gülmez	PROPN
bjmsr-2226	293	3	,	,	PUNCT
bjmsr-2226	293	4	b.	b.	PROPN
bjmsr-2226	293	5	(	(	PUNCT
bjmsr-2226	293	6	2023	2023	NUM
bjmsr-2226	293	7	)	)	PUNCT
bjmsr-2226	293	8	.	.	PUNCT
bjmsr-2226	294	1	stock	stock	NOUN
bjmsr-2226	294	2	price	price	NOUN
bjmsr-2226	294	3	prediction	prediction	NOUN
bjmsr-2226	294	4	with	with	ADP
bjmsr-2226	294	5	optimized	optimize	VERB
bjmsr-2226	294	6	deep	deep	ADJ
bjmsr-2226	294	7	lstm	lstm	NOUN
bjmsr-2226	294	8	network	network	NOUN
bjmsr-2226	294	9	with	with	ADP
bjmsr-2226	294	10	artificial	artificial	ADJ
bjmsr-2226	294	11	rabbits	rabbit	NOUN
bjmsr-2226	294	12	optimization	optimization	NOUN
bjmsr-2226	294	13	algorithm	algorithm	NOUN
bjmsr-2226	294	14	.	.	PUNCT
bjmsr-2226	295	1	expert	expert	NOUN
bjmsr-2226	295	2	systems	system	NOUN
bjmsr-2226	295	3	with	with	ADP
bjmsr-2226	295	4	applications	application	NOUN
bjmsr-2226	295	5	,	,	PUNCT
bjmsr-2226	295	6	227	227	NUM
bjmsr-2226	295	7	,	,	PUNCT
bjmsr-2226	295	8	120346	120346	NUM
bjmsr-2226	295	9	.	.	PUNCT
bjmsr-2226	296	1	https://doi.org/10.1016/j.eswa.2023.120346	https://doi.org/10.1016/j.eswa.2023.120346	PROPN
bjmsr-2226	296	2	hansen	hansen	PROPN
bjmsr-2226	296	3	,	,	PUNCT
bjmsr-2226	296	4	k.	k.	PROPN
bjmsr-2226	296	5	b.	b.	PROPN
bjmsr-2226	296	6	,	,	PUNCT
bjmsr-2226	296	7	&	&	CCONJ
bjmsr-2226	296	8	borch	borch	PROPN
bjmsr-2226	296	9	,	,	PUNCT
bjmsr-2226	296	10	c.	c.	PROPN
bjmsr-2226	296	11	(	(	PUNCT
bjmsr-2226	296	12	2022	2022	NUM
bjmsr-2226	296	13	)	)	PUNCT
bjmsr-2226	296	14	.	.	PUNCT
bjmsr-2226	297	1	alternative	alternative	ADJ
bjmsr-2226	297	2	data	datum	NOUN
bjmsr-2226	297	3	and	and	CCONJ
bjmsr-2226	297	4	sentiment	sentiment	NOUN
bjmsr-2226	297	5	analysis	analysis	NOUN
bjmsr-2226	297	6	:	:	PUNCT
bjmsr-2226	297	7	prospecting	prospect	VERB
bjmsr-2226	297	8	non	non	ADJ
bjmsr-2226	297	9	-	-	ADJ
bjmsr-2226	297	10	standard	standard	ADJ
bjmsr-2226	297	11	data	datum	NOUN
bjmsr-2226	297	12	in	in	ADP
bjmsr-2226	297	13	machine	machine	NOUN
bjmsr-2226	297	14	learning	learning	NOUN
bjmsr-2226	297	15	-	-	PUNCT
bjmsr-2226	297	16	driven	drive	VERB
bjmsr-2226	297	17	finance	finance	NOUN
bjmsr-2226	297	18	.	.	PUNCT
bjmsr-2226	298	1	big	big	ADJ
bjmsr-2226	298	2	data	datum	NOUN
bjmsr-2226	298	3	&	&	CCONJ
bjmsr-2226	298	4	society	society	NOUN
bjmsr-2226	298	5	,	,	PUNCT
bjmsr-2226	298	6	9(1	9(1	NUM
bjmsr-2226	298	7	)	)	PUNCT
bjmsr-2226	298	8	,	,	PUNCT
bjmsr-2226	298	9	205395172110707	205395172110707	NUM
bjmsr-2226	298	10	.	.	PUNCT
bjmsr-2226	299	1	https://doi.org/10.1177/20539517211070701	https://doi.org/10.1177/20539517211070701	PROPN
bjmsr-2226	299	2	ho	ho	PROPN
bjmsr-2226	299	3	,	,	PUNCT
bjmsr-2226	299	4	t.-t	t.-t	NOUN
bjmsr-2226	299	5	.	.	PUNCT
bjmsr-2226	299	6	,	,	PUNCT
bjmsr-2226	299	7	&	&	CCONJ
bjmsr-2226	299	8	huang	huang	PROPN
bjmsr-2226	299	9	,	,	PUNCT
bjmsr-2226	299	10	y.	y.	PROPN
bjmsr-2226	299	11	(	(	PUNCT
bjmsr-2226	299	12	2021	2021	NUM
bjmsr-2226	299	13	)	)	PUNCT
bjmsr-2226	299	14	.	.	PUNCT
bjmsr-2226	300	1	stock	stock	NOUN
bjmsr-2226	300	2	price	price	NOUN
bjmsr-2226	300	3	movement	movement	NOUN
bjmsr-2226	300	4	prediction	prediction	NOUN
bjmsr-2226	300	5	using	use	VERB
bjmsr-2226	300	6	sentiment	sentiment	NOUN
bjmsr-2226	300	7	analysis	analysis	NOUN
bjmsr-2226	300	8	and	and	CCONJ
bjmsr-2226	300	9	candlestick	candlestick	NOUN
bjmsr-2226	300	10	chart	chart	PROPN
bjmsr-2226	300	11	representation	representation	NOUN
bjmsr-2226	300	12	.	.	PUNCT
bjmsr-2226	301	1	sensors	sensor	NOUN
bjmsr-2226	301	2	,	,	PUNCT
bjmsr-2226	301	3	21(23	21(23	NOUN
bjmsr-2226	301	4	)	)	PUNCT
bjmsr-2226	301	5	,	,	PUNCT
bjmsr-2226	301	6	7957	7957	NUM
bjmsr-2226	301	7	.	.	PUNCT
bjmsr-2226	302	1	https://doi.org/10.3390/s21237957	https://doi.org/10.3390/s21237957	NUM
bjmsr-2226	302	2	hutto	hutto	PROPN
bjmsr-2226	302	3	,	,	PUNCT
bjmsr-2226	302	4	c.	c.	PROPN
bjmsr-2226	302	5	,	,	PUNCT
bjmsr-2226	302	6	&	&	CCONJ
bjmsr-2226	302	7	gilbert	gilbert	PROPN
bjmsr-2226	302	8	,	,	PUNCT
bjmsr-2226	302	9	e.	e.	PROPN
bjmsr-2226	302	10	(	(	PUNCT
bjmsr-2226	302	11	2014	2014	NUM
bjmsr-2226	302	12	)	)	PUNCT
bjmsr-2226	302	13	.	.	PUNCT
bjmsr-2226	303	1	vader	vader	NOUN
bjmsr-2226	303	2	:	:	PUNCT
bjmsr-2226	303	3	a	a	DET
bjmsr-2226	303	4	parsimonious	parsimonious	ADJ
bjmsr-2226	303	5	rule	rule	NOUN
bjmsr-2226	303	6	-	-	PUNCT
bjmsr-2226	303	7	based	base	VERB
bjmsr-2226	303	8	model	model	NOUN
bjmsr-2226	303	9	for	for	ADP
bjmsr-2226	303	10	sentiment	sentiment	NOUN
bjmsr-2226	303	11	analysis	analysis	NOUN
bjmsr-2226	303	12	of	of	ADP
bjmsr-2226	303	13	social	social	ADJ
bjmsr-2226	303	14	media	medium	NOUN
bjmsr-2226	303	15	text	text	NOUN
bjmsr-2226	303	16	.	.	PUNCT
bjmsr-2226	304	1	proceedings	proceeding	NOUN
bjmsr-2226	304	2	of	of	ADP
bjmsr-2226	304	3	the	the	DET
bjmsr-2226	304	4	international	international	ADJ
bjmsr-2226	304	5	aaai	aaai	PROPN
bjmsr-2226	304	6	conference	conference	PROPN
bjmsr-2226	304	7	on	on	ADP
bjmsr-2226	304	8	web	web	NOUN
bjmsr-2226	304	9	and	and	CCONJ
bjmsr-2226	304	10	social	social	ADJ
bjmsr-2226	304	11	media	medium	NOUN
bjmsr-2226	304	12	,	,	PUNCT
bjmsr-2226	304	13	8(1	8(1	NOUN
bjmsr-2226	304	14	)	)	PUNCT
bjmsr-2226	304	15	,	,	PUNCT
bjmsr-2226	304	16	216–225	216–225	NUM
bjmsr-2226	304	17	.	.	PUNCT
bjmsr-2226	305	1	https://doi.org/10.1609/icwsm.v8i1.14550	https://doi.org/10.1609/icwsm.v8i1.14550	PROPN
bjmsr-2226	305	2	khan	khan	PROPN
bjmsr-2226	305	3	,	,	PUNCT
bjmsr-2226	305	4	w.	w.	PROPN
bjmsr-2226	305	5	,	,	PUNCT
bjmsr-2226	305	6	ghazanfar	ghazanfar	PROPN
bjmsr-2226	305	7	,	,	PUNCT
bjmsr-2226	305	8	m.	m.	NOUN
bjmsr-2226	305	9	a.	a.	PROPN
bjmsr-2226	305	10	,	,	PUNCT
bjmsr-2226	305	11	azam	azam	PROPN
bjmsr-2226	305	12	,	,	PUNCT
bjmsr-2226	305	13	m.	m.	NOUN
bjmsr-2226	305	14	a.	a.	PROPN
bjmsr-2226	305	15	,	,	PUNCT
bjmsr-2226	305	16	karami	karami	PROPN
bjmsr-2226	305	17	,	,	PUNCT
bjmsr-2226	305	18	a.	a.	NOUN
bjmsr-2226	305	19	,	,	PUNCT
bjmsr-2226	305	20	alyoubi	alyoubi	ADV
bjmsr-2226	305	21	,	,	PUNCT
bjmsr-2226	305	22	k.	k.	PROPN
bjmsr-2226	305	23	h.	h.	PROPN
bjmsr-2226	305	24	,	,	PUNCT
bjmsr-2226	305	25	&	&	CCONJ
bjmsr-2226	305	26	alfakeeh	alfakeeh	PROPN
bjmsr-2226	305	27	,	,	PUNCT
bjmsr-2226	305	28	a.	a.	PROPN
bjmsr-2226	305	29	s.	s.	PROPN
bjmsr-2226	305	30	(	(	PUNCT
bjmsr-2226	305	31	2022	2022	NUM
bjmsr-2226	305	32	)	)	PUNCT
bjmsr-2226	305	33	.	.	PUNCT
bjmsr-2226	306	1	stock	stock	NOUN
bjmsr-2226	306	2	market	market	NOUN
bjmsr-2226	306	3	prediction	prediction	NOUN
bjmsr-2226	306	4	using	use	VERB
bjmsr-2226	306	5	machine	machine	NOUN
bjmsr-2226	306	6	learning	learn	VERB
bjmsr-2226	306	7	classifiers	classifier	NOUN
bjmsr-2226	306	8	and	and	CCONJ
bjmsr-2226	306	9	social	social	ADJ
bjmsr-2226	306	10	media	medium	NOUN
bjmsr-2226	306	11	news	news	NOUN
bjmsr-2226	306	12	.	.	PUNCT
bjmsr-2226	307	1	journal	journal	PROPN
bjmsr-2226	307	2	of	of	ADP
bjmsr-2226	307	3	ambient	ambient	ADJ
bjmsr-2226	307	4	intelligence	intelligence	NOUN
bjmsr-2226	307	5	and	and	CCONJ
bjmsr-2226	307	6	humanized	humanize	VERB
bjmsr-2226	307	7	computing	computing	NOUN
bjmsr-2226	307	8	,	,	PUNCT
bjmsr-2226	307	9	13(7	13(7	NUM
bjmsr-2226	307	10	)	)	PUNCT
bjmsr-2226	307	11	,	,	PUNCT
bjmsr-2226	307	12	3433–3456	3433–3456	NOUN
bjmsr-2226	307	13	.	.	PUNCT
bjmsr-2226	308	1	https://doi.org/10.1007/s12652-020-01839-w	https://doi.org/10.1007/s12652-020-01839-w	PROPN
bjmsr-2226	308	2	kilimci	kilimci	NOUN
bjmsr-2226	308	3	,	,	PUNCT
bjmsr-2226	308	4	z.	z.	PROPN
bjmsr-2226	308	5	h.	h.	PROPN
bjmsr-2226	308	6	,	,	PUNCT
bjmsr-2226	308	7	&	&	CCONJ
bjmsr-2226	308	8	duvar	duvar	PROPN
bjmsr-2226	308	9	,	,	PUNCT
bjmsr-2226	308	10	r.	r.	PROPN
bjmsr-2226	308	11	(	(	PUNCT
bjmsr-2226	308	12	2020	2020	NUM
bjmsr-2226	308	13	)	)	PUNCT
bjmsr-2226	308	14	.	.	PUNCT
bjmsr-2226	309	1	an	an	DET
bjmsr-2226	309	2	efficient	efficient	ADJ
bjmsr-2226	309	3	word	word	NOUN
bjmsr-2226	309	4	embedding	embed	VERB
bjmsr-2226	309	5	and	and	CCONJ
bjmsr-2226	309	6	deep	deep	ADJ
bjmsr-2226	309	7	learning	learning	NOUN
bjmsr-2226	309	8	based	base	VERB
bjmsr-2226	309	9	model	model	NOUN
bjmsr-2226	309	10	to	to	PART
bjmsr-2226	309	11	forecast	forecast	VERB
bjmsr-2226	309	12	the	the	DET
bjmsr-2226	309	13	direction	direction	NOUN
bjmsr-2226	309	14	of	of	ADP
bjmsr-2226	309	15	stock	stock	NOUN
bjmsr-2226	309	16	exchange	exchange	NOUN
bjmsr-2226	309	17	market	market	NOUN
bjmsr-2226	309	18	using	use	VERB
bjmsr-2226	309	19	twitter	twitter	NOUN
bjmsr-2226	309	20	and	and	CCONJ
bjmsr-2226	309	21	financial	financial	ADJ
bjmsr-2226	309	22	news	news	NOUN
bjmsr-2226	309	23	sites	site	NOUN
bjmsr-2226	309	24	:	:	PUNCT
bjmsr-2226	309	25	a	a	DET
bjmsr-2226	309	26	case	case	NOUN
bjmsr-2226	309	27	of	of	ADP
bjmsr-2226	309	28	istanbul	istanbul	PROPN
bjmsr-2226	309	29	stock	stock	PROPN
bjmsr-2226	309	30	exchange	exchange	PROPN
bjmsr-2226	309	31	(	(	PUNCT
bjmsr-2226	309	32	bist	bist	NOUN
bjmsr-2226	309	33	100	100	NUM
bjmsr-2226	309	34	)	)	PUNCT
bjmsr-2226	309	35	.	.	PUNCT
bjmsr-2226	310	1	ieee	ieee	NOUN
bjmsr-2226	310	2	access	access	NOUN
bjmsr-2226	310	3	,	,	PUNCT
bjmsr-2226	310	4	8	8	NUM
bjmsr-2226	310	5	,	,	PUNCT
bjmsr-2226	310	6	188186–188198	188186–188198	NUM
bjmsr-2226	310	7	.	.	PUNCT
bjmsr-2226	311	1	https://doi.org/10.1109/access.2020.3029860	https://doi.org/10.1109/access.2020.3029860	PROPN
bjmsr-2226	311	2	baruah	baruah	PROPN
bjmsr-2226	311	3	&	&	CCONJ
bjmsr-2226	311	4	changkakati	changkakati	PROPN
bjmsr-2226	311	5	,	,	PUNCT
bjmsr-2226	311	6	bangladesh	bangladesh	PROPN
bjmsr-2226	311	7	journal	journal	NOUN
bjmsr-2226	311	8	of	of	ADP
bjmsr-2226	311	9	multidisciplinary	multidisciplinary	ADJ
bjmsr-2226	311	10	scientific	scientific	ADJ
bjmsr-2226	311	11	research	research	NOUN
bjmsr-2226	311	12	9(2	9(2	NUM
bjmsr-2226	311	13	)	)	PUNCT
bjmsr-2226	311	14	(	(	PUNCT
bjmsr-2226	311	15	2024	2024	NUM
bjmsr-2226	311	16	)	)	PUNCT
bjmsr-2226	311	17	,	,	PUNCT
bjmsr-2226	311	18	45	45	NUM
bjmsr-2226	311	19	-	-	SYM
bjmsr-2226	311	20	54	54	NUM
bjmsr-2226	311	21	54	54	NUM
bjmsr-2226	311	22	liu	liu	PROPN
bjmsr-2226	311	23	,	,	PUNCT
bjmsr-2226	311	24	j.	j.	PROPN
bjmsr-2226	311	25	,	,	PUNCT
bjmsr-2226	311	26	lin	lin	PROPN
bjmsr-2226	311	27	,	,	PUNCT
bjmsr-2226	311	28	h.	h.	PROPN
bjmsr-2226	311	29	,	,	PUNCT
bjmsr-2226	311	30	yang	yang	PROPN
bjmsr-2226	311	31	,	,	PUNCT
bjmsr-2226	311	32	l.	l.	PROPN
bjmsr-2226	311	33	,	,	PUNCT
bjmsr-2226	311	34	xu	xu	PROPN
bjmsr-2226	311	35	,	,	PUNCT
bjmsr-2226	311	36	b.	b.	PROPN
bjmsr-2226	311	37	,	,	PUNCT
bjmsr-2226	311	38	&	&	CCONJ
bjmsr-2226	311	39	wen	wen	PROPN
bjmsr-2226	311	40	,	,	PUNCT
bjmsr-2226	311	41	d.	d.	PROPN
bjmsr-2226	311	42	(	(	PUNCT
bjmsr-2226	311	43	2020	2020	NUM
bjmsr-2226	311	44	)	)	PUNCT
bjmsr-2226	311	45	.	.	PUNCT
bjmsr-2226	312	1	multi	multi	ADJ
bjmsr-2226	312	2	-	-	ADJ
bjmsr-2226	312	3	element	element	ADJ
bjmsr-2226	312	4	hierarchical	hierarchical	ADJ
bjmsr-2226	312	5	attention	attention	NOUN
bjmsr-2226	312	6	capsule	capsule	NOUN
bjmsr-2226	312	7	network	network	NOUN
bjmsr-2226	312	8	for	for	ADP
bjmsr-2226	312	9	stock	stock	NOUN
bjmsr-2226	312	10	prediction	prediction	NOUN
bjmsr-2226	312	11	.	.	PUNCT
bjmsr-2226	313	1	ieee	ieee	NOUN
bjmsr-2226	313	2	access	access	NOUN
bjmsr-2226	313	3	,	,	PUNCT
bjmsr-2226	313	4	8	8	NUM
bjmsr-2226	313	5	,	,	PUNCT
bjmsr-2226	313	6	143114–143123	143114–143123	NUM
bjmsr-2226	313	7	.	.	PUNCT
bjmsr-2226	314	1	https://doi.org/10.1109/access.2020.3014506	https://doi.org/10.1109/access.2020.3014506	PROPN
bjmsr-2226	314	2	liu	liu	PROPN
bjmsr-2226	314	3	,	,	PUNCT
bjmsr-2226	314	4	z.	z.	PROPN
bjmsr-2226	314	5	,	,	PUNCT
bjmsr-2226	314	6	guo	guo	PROPN
bjmsr-2226	314	7	,	,	PUNCT
bjmsr-2226	314	8	y.	y.	PROPN
bjmsr-2226	314	9	,	,	PUNCT
bjmsr-2226	314	10	&	&	CCONJ
bjmsr-2226	314	11	mahmud	mahmud	PROPN
bjmsr-2226	314	12	,	,	PUNCT
bjmsr-2226	314	13	j.	j.	PROPN
bjmsr-2226	314	14	(	(	PUNCT
bjmsr-2226	314	15	2021	2021	NUM
bjmsr-2226	314	16	)	)	PUNCT
bjmsr-2226	314	17	.	.	PUNCT
bjmsr-2226	315	1	when	when	SCONJ
bjmsr-2226	315	2	and	and	CCONJ
bjmsr-2226	315	3	why	why	SCONJ
bjmsr-2226	315	4	a	a	DET
bjmsr-2226	315	5	model	model	NOUN
bjmsr-2226	315	6	fails	fail	VERB
bjmsr-2226	315	7	?	?	PUNCT
bjmsr-2226	316	1	a	a	DET
bjmsr-2226	316	2	human	human	NOUN
bjmsr-2226	316	3	-	-	PUNCT
bjmsr-2226	316	4	in	in	ADP
bjmsr-2226	316	5	-	-	PUNCT
bjmsr-2226	316	6	the	the	DET
bjmsr-2226	316	7	-	-	PUNCT
bjmsr-2226	316	8	loop	loop	NOUN
bjmsr-2226	316	9	error	error	NOUN
bjmsr-2226	316	10	detection	detection	NOUN
bjmsr-2226	316	11	framework	framework	NOUN
bjmsr-2226	316	12	for	for	ADP
bjmsr-2226	316	13	sentiment	sentiment	NOUN
bjmsr-2226	316	14	analysis	analysis	NOUN
bjmsr-2226	316	15	.	.	PUNCT
bjmsr-2226	317	1	proceedings	proceeding	NOUN
bjmsr-2226	317	2	of	of	ADP
bjmsr-2226	317	3	the	the	DET
bjmsr-2226	317	4	2021	2021	NUM
bjmsr-2226	317	5	conference	conference	NOUN
bjmsr-2226	317	6	of	of	ADP
bjmsr-2226	317	7	the	the	DET
bjmsr-2226	317	8	north	north	ADJ
bjmsr-2226	317	9	american	american	ADJ
bjmsr-2226	317	10	chapter	chapter	NOUN
bjmsr-2226	317	11	of	of	ADP
bjmsr-2226	317	12	the	the	DET
bjmsr-2226	317	13	association	association	NOUN
bjmsr-2226	317	14	for	for	ADP
bjmsr-2226	317	15	computational	computational	ADJ
bjmsr-2226	317	16	linguistics	linguistic	NOUN
bjmsr-2226	317	17	:	:	PUNCT
bjmsr-2226	317	18	human	human	ADJ
bjmsr-2226	317	19	language	language	NOUN
bjmsr-2226	317	20	technologies	technology	NOUN
bjmsr-2226	317	21	:	:	PUNCT
bjmsr-2226	317	22	industry	industry	NOUN
bjmsr-2226	317	23	papers	paper	NOUN
bjmsr-2226	317	24	,	,	PUNCT
bjmsr-2226	317	25	170–177	170–177	NUM
bjmsr-2226	317	26	.	.	PUNCT
bjmsr-2226	318	1	https://doi.org/10.18653/v1/2021.naacl-industry.22	https://doi.org/10.18653/v1/2021.naacl-industry.22	PROPN
bjmsr-2226	318	2	mardjo	mardjo	PROPN
bjmsr-2226	318	3	,	,	PUNCT
bjmsr-2226	318	4	a.	a.	NOUN
bjmsr-2226	318	5	,	,	PUNCT
bjmsr-2226	318	6	&	&	CCONJ
bjmsr-2226	318	7	choksuchat	choksuchat	PROPN
bjmsr-2226	318	8	,	,	PUNCT
bjmsr-2226	318	9	c.	c.	PROPN
bjmsr-2226	318	10	(	(	PUNCT
bjmsr-2226	318	11	2022	2022	NUM
bjmsr-2226	318	12	)	)	PUNCT
bjmsr-2226	318	13	.	.	PUNCT
bjmsr-2226	319	1	hyvadrf	hyvadrf	PROPN
bjmsr-2226	319	2	:	:	PUNCT
bjmsr-2226	319	3	hybrid	hybrid	ADJ
bjmsr-2226	319	4	vader	vader	NOUN
bjmsr-2226	319	5	–	–	PUNCT
bjmsr-2226	319	6	random	random	ADJ
bjmsr-2226	319	7	forest	forest	NOUN
bjmsr-2226	319	8	and	and	CCONJ
bjmsr-2226	319	9	gwo	gwo	VERB
bjmsr-2226	319	10	for	for	ADP
bjmsr-2226	319	11	bitcoin	bitcoin	ADJ
bjmsr-2226	319	12	tweet	tweet	NOUN
bjmsr-2226	319	13	sentiment	sentiment	NOUN
bjmsr-2226	319	14	analysis	analysis	NOUN
bjmsr-2226	319	15	.	.	PUNCT
bjmsr-2226	320	1	ieee	ieee	NOUN
bjmsr-2226	320	2	access	access	NOUN
bjmsr-2226	320	3	,	,	PUNCT
bjmsr-2226	320	4	10	10	NUM
bjmsr-2226	320	5	,	,	PUNCT
bjmsr-2226	320	6	101889–101897	101889–101897	NUM
bjmsr-2226	320	7	.	.	PUNCT
bjmsr-2226	321	1	https://doi.org/10.1109/access.2022.3209662	https://doi.org/10.1109/access.2022.3209662	PROPN
bjmsr-2226	321	2	mehta	mehta	PROPN
bjmsr-2226	321	3	,	,	PUNCT
bjmsr-2226	321	4	p.	p.	PROPN
bjmsr-2226	321	5	,	,	PUNCT
bjmsr-2226	321	6	pandya	pandya	PROPN
bjmsr-2226	321	7	,	,	PUNCT
bjmsr-2226	321	8	s.	s.	PROPN
bjmsr-2226	321	9	,	,	PUNCT
bjmsr-2226	321	10	&	&	CCONJ
bjmsr-2226	321	11	kotecha	kotecha	PROPN
bjmsr-2226	321	12	,	,	PUNCT
bjmsr-2226	321	13	k.	k.	PROPN
bjmsr-2226	321	14	(	(	PUNCT
bjmsr-2226	321	15	2021	2021	NUM
bjmsr-2226	321	16	)	)	PUNCT
bjmsr-2226	321	17	.	.	PUNCT
bjmsr-2226	322	1	harvesting	harvest	VERB
bjmsr-2226	322	2	social	social	ADJ
bjmsr-2226	322	3	media	medium	NOUN
bjmsr-2226	322	4	sentiment	sentiment	NOUN
bjmsr-2226	322	5	analysis	analysis	NOUN
bjmsr-2226	322	6	to	to	PART
bjmsr-2226	322	7	enhance	enhance	VERB
bjmsr-2226	322	8	stock	stock	NOUN
bjmsr-2226	322	9	market	market	NOUN
bjmsr-2226	322	10	prediction	prediction	NOUN
bjmsr-2226	322	11	using	use	VERB
bjmsr-2226	322	12	deep	deep	ADJ
bjmsr-2226	322	13	learning	learning	NOUN
bjmsr-2226	322	14	.	.	PUNCT
bjmsr-2226	323	1	peerj	peerj	PROPN
bjmsr-2226	323	2	computer	computer	NOUN
bjmsr-2226	323	3	science	science	NOUN
bjmsr-2226	323	4	,	,	PUNCT
bjmsr-2226	323	5	7	7	NUM
bjmsr-2226	323	6	,	,	PUNCT
bjmsr-2226	323	7	e476	e476	PROPN
bjmsr-2226	323	8	.	.	PROPN
bjmsr-2226	323	9	https://doi.org/10.7717/peerj-cs.476	https://doi.org/10.7717/peerj-cs.476	PROPN
bjmsr-2226	323	10	mei	mei	PROPN
bjmsr-2226	323	11	,	,	PUNCT
bjmsr-2226	323	12	x.	x.	PROPN
bjmsr-2226	323	13	,	,	PUNCT
bjmsr-2226	323	14	zhou	zhou	PROPN
bjmsr-2226	323	15	,	,	PUNCT
bjmsr-2226	323	16	y.	y.	PROPN
bjmsr-2226	323	17	,	,	PUNCT
bjmsr-2226	323	18	zhu	zhu	PROPN
bjmsr-2226	323	19	,	,	PUNCT
bjmsr-2226	323	20	c.	c.	PROPN
bjmsr-2226	323	21	,	,	PUNCT
bjmsr-2226	323	22	wu	wu	PROPN
bjmsr-2226	323	23	,	,	PUNCT
bjmsr-2226	323	24	m.	m.	NOUN
bjmsr-2226	323	25	,	,	PUNCT
bjmsr-2226	323	26	li	li	PROPN
bjmsr-2226	323	27	,	,	PUNCT
bjmsr-2226	323	28	m.	m.	NOUN
bjmsr-2226	323	29	,	,	PUNCT
bjmsr-2226	323	30	&	&	CCONJ
bjmsr-2226	323	31	pan	pan	PROPN
bjmsr-2226	323	32	,	,	PUNCT
bjmsr-2226	323	33	s.	s.	PROPN
bjmsr-2226	323	34	(	(	PUNCT
bjmsr-2226	323	35	2023	2023	NUM
bjmsr-2226	323	36	)	)	PUNCT
bjmsr-2226	323	37	.	.	PUNCT
bjmsr-2226	324	1	a	a	DET
bjmsr-2226	324	2	disentangled	disentangle	VERB
bjmsr-2226	324	3	linguistic	linguistic	ADJ
bjmsr-2226	324	4	graph	graph	NOUN
bjmsr-2226	324	5	model	model	NOUN
bjmsr-2226	324	6	for	for	ADP
bjmsr-2226	324	7	explainable	explainable	ADJ
bjmsr-2226	324	8	aspectbased	aspectbase	VERB
bjmsr-2226	324	9	sentiment	sentiment	NOUN
bjmsr-2226	324	10	analysis	analysis	NOUN
bjmsr-2226	324	11	.	.	PUNCT
bjmsr-2226	325	1	knowledge	knowledge	NOUN
bjmsr-2226	325	2	-	-	PUNCT
bjmsr-2226	325	3	based	base	VERB
bjmsr-2226	325	4	systems	system	NOUN
bjmsr-2226	325	5	,	,	PUNCT
bjmsr-2226	325	6	260	260	NUM
bjmsr-2226	325	7	,	,	PUNCT
bjmsr-2226	325	8	110150	110150	NUM
bjmsr-2226	325	9	.	.	PUNCT
bjmsr-2226	326	1	https://doi.org/10.1016/j.knosys.2022.110150	https://doi.org/10.1016/j.knosys.2022.110150	ADJ
bjmsr-2226	326	2	nguyen	nguyen	NOUN
bjmsr-2226	326	3	,	,	PUNCT
bjmsr-2226	326	4	t.	t.	PROPN
bjmsr-2226	326	5	h.	h.	PROPN
bjmsr-2226	326	6	,	,	PUNCT
bjmsr-2226	326	7	shirai	shirai	VERB
bjmsr-2226	326	8	,	,	PUNCT
bjmsr-2226	326	9	k.	k.	PROPN
bjmsr-2226	326	10	,	,	PUNCT
bjmsr-2226	326	11	&	&	CCONJ
bjmsr-2226	326	12	velcin	velcin	PROPN
bjmsr-2226	326	13	,	,	PUNCT
bjmsr-2226	326	14	j.	j.	PROPN
bjmsr-2226	326	15	(	(	PUNCT
bjmsr-2226	326	16	2015	2015	NUM
bjmsr-2226	326	17	)	)	PUNCT
bjmsr-2226	326	18	.	.	PUNCT
bjmsr-2226	327	1	sentiment	sentiment	NOUN
bjmsr-2226	327	2	analysis	analysis	NOUN
bjmsr-2226	327	3	on	on	ADP
bjmsr-2226	327	4	social	social	ADJ
bjmsr-2226	327	5	media	medium	NOUN
bjmsr-2226	327	6	for	for	ADP
bjmsr-2226	327	7	stock	stock	NOUN
bjmsr-2226	327	8	movement	movement	NOUN
bjmsr-2226	327	9	prediction	prediction	NOUN
bjmsr-2226	327	10	.	.	PUNCT
bjmsr-2226	328	1	expert	expert	NOUN
bjmsr-2226	328	2	systems	system	NOUN
bjmsr-2226	328	3	with	with	ADP
bjmsr-2226	328	4	applications	application	NOUN
bjmsr-2226	328	5	,	,	PUNCT
bjmsr-2226	328	6	42(24	42(24	NOUN
bjmsr-2226	328	7	)	)	PUNCT
bjmsr-2226	328	8	,	,	PUNCT
bjmsr-2226	328	9	9603–9611	9603–9611	NUM
bjmsr-2226	328	10	.	.	PUNCT
bjmsr-2226	329	1	https://doi.org/10.1016/j.eswa.2015.07.052	https://doi.org/10.1016/j.eswa.2015.07.052	PROPN
bjmsr-2226	329	2	njølstad	njølstad	PROPN
bjmsr-2226	329	3	,	,	PUNCT
bjmsr-2226	329	4	p.	p.	PROPN
bjmsr-2226	329	5	c.	c.	PROPN
bjmsr-2226	329	6	s.	s.	PROPN
bjmsr-2226	329	7	,	,	PUNCT
bjmsr-2226	329	8	høysæter	høysæter	NOUN
bjmsr-2226	329	9	,	,	PUNCT
bjmsr-2226	329	10	l.	l.	PROPN
bjmsr-2226	329	11	s.	s.	PROPN
bjmsr-2226	329	12	,	,	PUNCT
bjmsr-2226	329	13	wei	wei	PROPN
bjmsr-2226	329	14	,	,	PUNCT
bjmsr-2226	329	15	w.	w.	PROPN
bjmsr-2226	329	16	,	,	PUNCT
bjmsr-2226	329	17	&	&	CCONJ
bjmsr-2226	329	18	gulla	gulla	PROPN
bjmsr-2226	329	19	,	,	PUNCT
bjmsr-2226	329	20	j.	j.	PROPN
bjmsr-2226	329	21	a.	a.	PROPN
bjmsr-2226	329	22	(	(	PUNCT
bjmsr-2226	329	23	2014	2014	NUM
bjmsr-2226	329	24	)	)	PUNCT
bjmsr-2226	329	25	.	.	PUNCT
bjmsr-2226	330	1	evaluating	evaluate	VERB
bjmsr-2226	330	2	feature	feature	NOUN
bjmsr-2226	330	3	sets	set	NOUN
bjmsr-2226	330	4	and	and	CCONJ
bjmsr-2226	330	5	classifiers	classifier	NOUN
bjmsr-2226	330	6	for	for	ADP
bjmsr-2226	330	7	sentiment	sentiment	NOUN
bjmsr-2226	330	8	analysis	analysis	NOUN
bjmsr-2226	330	9	of	of	ADP
bjmsr-2226	330	10	financial	financial	ADJ
bjmsr-2226	330	11	news	news	NOUN
bjmsr-2226	330	12	.	.	PUNCT
bjmsr-2226	331	1	2014	2014	NUM
bjmsr-2226	331	2	ieee	ieee	NOUN
bjmsr-2226	331	3	/	/	SYM
bjmsr-2226	331	4	wic	wic	PROPN
bjmsr-2226	331	5	/	/	SYM
bjmsr-2226	331	6	acm	acm	PROPN
bjmsr-2226	331	7	international	international	ADJ
bjmsr-2226	331	8	joint	joint	ADJ
bjmsr-2226	331	9	conferences	conference	NOUN
bjmsr-2226	331	10	on	on	ADP
bjmsr-2226	331	11	web	web	NOUN
bjmsr-2226	331	12	intelligence	intelligence	NOUN
bjmsr-2226	331	13	(	(	PUNCT
bjmsr-2226	331	14	wi	wi	PROPN
bjmsr-2226	331	15	)	)	PUNCT
bjmsr-2226	331	16	and	and	CCONJ
bjmsr-2226	331	17	intelligent	intelligent	ADJ
bjmsr-2226	331	18	agent	agent	NOUN
bjmsr-2226	331	19	technologies	technology	NOUN
bjmsr-2226	331	20	(	(	PUNCT
bjmsr-2226	331	21	iat	iat	PROPN
bjmsr-2226	331	22	)	)	PUNCT
bjmsr-2226	331	23	,	,	PUNCT
bjmsr-2226	331	24	2	2	NUM
bjmsr-2226	331	25	,	,	PUNCT
bjmsr-2226	331	26	71–78	71–78	NUM
bjmsr-2226	331	27	.	.	PUNCT
bjmsr-2226	332	1	https://doi.org/10.1109/wi-iat.2014.82	https://doi.org/10.1109/wi-iat.2014.82	ADJ
bjmsr-2226	332	2	pagolu	pagolu	PROPN
bjmsr-2226	332	3	,	,	PUNCT
bjmsr-2226	332	4	v.	v.	CCONJ
bjmsr-2226	332	5	s.	s.	PROPN
bjmsr-2226	332	6	,	,	PUNCT
bjmsr-2226	332	7	reddy	reddy	PROPN
bjmsr-2226	332	8	,	,	PUNCT
bjmsr-2226	332	9	k.	k.	PROPN
bjmsr-2226	332	10	n.	n.	PROPN
bjmsr-2226	332	11	,	,	PUNCT
bjmsr-2226	332	12	panda	panda	NOUN
bjmsr-2226	332	13	,	,	PUNCT
bjmsr-2226	332	14	g.	g.	PROPN
bjmsr-2226	332	15	,	,	PUNCT
bjmsr-2226	332	16	&	&	CCONJ
bjmsr-2226	332	17	majhi	majhi	PROPN
bjmsr-2226	332	18	,	,	PUNCT
bjmsr-2226	332	19	b.	b.	PROPN
bjmsr-2226	332	20	(	(	PUNCT
bjmsr-2226	332	21	2016	2016	NUM
bjmsr-2226	332	22	)	)	PUNCT
bjmsr-2226	332	23	.	.	PUNCT
bjmsr-2226	333	1	sentiment	sentiment	NOUN
bjmsr-2226	333	2	analysis	analysis	NOUN
bjmsr-2226	333	3	of	of	ADP
bjmsr-2226	333	4	twitter	twitter	NOUN
bjmsr-2226	333	5	data	datum	NOUN
bjmsr-2226	333	6	for	for	ADP
bjmsr-2226	333	7	predicting	predict	VERB
bjmsr-2226	333	8	stock	stock	NOUN
bjmsr-2226	333	9	market	market	NOUN
bjmsr-2226	333	10	movements	movement	NOUN
bjmsr-2226	333	11	.	.	PUNCT
bjmsr-2226	334	1	2016	2016	NUM
bjmsr-2226	334	2	international	international	ADJ
bjmsr-2226	334	3	conference	conference	NOUN
bjmsr-2226	334	4	on	on	ADP
bjmsr-2226	334	5	signal	signal	ADJ
bjmsr-2226	334	6	processing	processing	NOUN
bjmsr-2226	334	7	,	,	PUNCT
bjmsr-2226	334	8	communication	communication	NOUN
bjmsr-2226	334	9	,	,	PUNCT
bjmsr-2226	334	10	power	power	NOUN
bjmsr-2226	334	11	and	and	CCONJ
bjmsr-2226	334	12	embedded	embed	VERB
bjmsr-2226	334	13	system	system	NOUN
bjmsr-2226	334	14	(	(	PUNCT
bjmsr-2226	334	15	scopes	scope	NOUN
bjmsr-2226	334	16	)	)	PUNCT
bjmsr-2226	334	17	,	,	PUNCT
bjmsr-2226	334	18	1345–1350	1345–1350	NUM
bjmsr-2226	334	19	.	.	PUNCT
bjmsr-2226	335	1	https://doi.org/10.48550/arxiv.1610.09225	https://doi.org/10.48550/arxiv.1610.09225	PROPN
bjmsr-2226	335	2	polyzos	polyzo	NOUN
bjmsr-2226	335	3	,	,	PUNCT
bjmsr-2226	335	4	e.	e.	PROPN
bjmsr-2226	335	5	,	,	PUNCT
bjmsr-2226	335	6	rubbaniy	rubbaniy	ADJ
bjmsr-2226	335	7	,	,	PUNCT
bjmsr-2226	335	8	g.	g.	PROPN
bjmsr-2226	335	9	,	,	PUNCT
bjmsr-2226	335	10	&	&	CCONJ
bjmsr-2226	335	11	mazur	mazur	PROPN
bjmsr-2226	335	12	,	,	PUNCT
bjmsr-2226	335	13	m.	m.	NOUN
bjmsr-2226	335	14	(	(	PUNCT
bjmsr-2226	335	15	2024	2024	NUM
bjmsr-2226	335	16	)	)	PUNCT
bjmsr-2226	335	17	.	.	PUNCT
bjmsr-2226	336	1	efficient	efficient	ADJ
bjmsr-2226	336	2	market	market	NOUN
bjmsr-2226	336	3	hypothesis	hypothesis	NOUN
bjmsr-2226	336	4	on	on	ADP
bjmsr-2226	336	5	the	the	DET
bjmsr-2226	336	6	blockchain	blockchain	NOUN
bjmsr-2226	336	7	:	:	PUNCT
bjmsr-2226	336	8	a	a	DET
bjmsr-2226	336	9	social‐media‐based	social‐media‐based	ADJ
bjmsr-2226	336	10	index	index	NOUN
bjmsr-2226	336	11	for	for	ADP
bjmsr-2226	336	12	cryptocurrency	cryptocurrency	NOUN
bjmsr-2226	336	13	efficiency	efficiency	NOUN
bjmsr-2226	336	14	.	.	PUNCT
bjmsr-2226	337	1	financial	financial	ADJ
bjmsr-2226	337	2	review	review	PROPN
bjmsr-2226	337	3	,	,	PUNCT
bjmsr-2226	337	4	59(3	59(3	NUM
bjmsr-2226	337	5	)	)	PUNCT
bjmsr-2226	337	6	,	,	PUNCT
bjmsr-2226	337	7	807–829	807–829	NUM
bjmsr-2226	337	8	.	.	PUNCT
bjmsr-2226	338	1	https://doi.org/10.1111/fire.12387	https://doi.org/10.1111/fire.12387	PROPN
bjmsr-2226	338	2	rao	rao	PROPN
bjmsr-2226	338	3	,	,	PUNCT
bjmsr-2226	338	4	j.	j.	PROPN
bjmsr-2226	338	5	,	,	PUNCT
bjmsr-2226	338	6	ramaraju	ramaraju	PROPN
bjmsr-2226	338	7	,	,	PUNCT
bjmsr-2226	338	8	v.	v.	PROPN
bjmsr-2226	338	9	,	,	PUNCT
bjmsr-2226	338	10	smith	smith	PROPN
bjmsr-2226	338	11	,	,	PUNCT
bjmsr-2226	338	12	j.	j.	PROPN
bjmsr-2226	338	13	,	,	PUNCT
bjmsr-2226	338	14	&	&	CCONJ
bjmsr-2226	338	15	bansal	bansal	NOUN
bjmsr-2226	338	16	,	,	PUNCT
bjmsr-2226	338	17	a.	a.	NOUN
bjmsr-2226	338	18	(	(	PUNCT
bjmsr-2226	338	19	2022	2022	NUM
bjmsr-2226	338	20	)	)	PUNCT
bjmsr-2226	338	21	.	.	PUNCT
bjmsr-2226	339	1	a	a	DET
bjmsr-2226	339	2	sentiment	sentiment	NOUN
bjmsr-2226	339	3	analysis	analysis	NOUN
bjmsr-2226	339	4	based	base	VERB
bjmsr-2226	339	5	stock	stock	NOUN
bjmsr-2226	339	6	recommendation	recommendation	NOUN
bjmsr-2226	339	7	system	system	NOUN
bjmsr-2226	339	8	.	.	PUNCT
bjmsr-2226	340	1	2022	2022	NUM
bjmsr-2226	340	2	ieee	ieee	PROPN
bjmsr-2226	340	3	fifth	fifth	ADJ
bjmsr-2226	340	4	international	international	ADJ
bjmsr-2226	340	5	conference	conference	NOUN
bjmsr-2226	340	6	on	on	ADP
bjmsr-2226	340	7	artificial	artificial	ADJ
bjmsr-2226	340	8	intelligence	intelligence	NOUN
bjmsr-2226	340	9	and	and	CCONJ
bjmsr-2226	340	10	knowledge	knowledge	NOUN
bjmsr-2226	340	11	engineering	engineering	NOUN
bjmsr-2226	340	12	(	(	PUNCT
bjmsr-2226	340	13	aike	aike	ADJ
bjmsr-2226	340	14	)	)	PUNCT
bjmsr-2226	340	15	,	,	PUNCT
bjmsr-2226	340	16	82–89	82–89	NUM
bjmsr-2226	340	17	.	.	PUNCT
bjmsr-2226	341	1	https://doi.org/10.1109/aike55402.2022.00020	https://doi.org/10.1109/aike55402.2022.00020	PROPN
bjmsr-2226	341	2	rubi	rubi	NOUN
bjmsr-2226	341	3	,	,	PUNCT
bjmsr-2226	341	4	m.	m.	NOUN
bjmsr-2226	341	5	a.	a.	PROPN
bjmsr-2226	341	6	,	,	PUNCT
bjmsr-2226	341	7	chowdhury	chowdhury	PROPN
bjmsr-2226	341	8	,	,	PUNCT
bjmsr-2226	341	9	s.	s.	PROPN
bjmsr-2226	341	10	,	,	PUNCT
bjmsr-2226	341	11	rahman	rahman	PROPN
bjmsr-2226	341	12	,	,	PUNCT
bjmsr-2226	341	13	a.	a.	PROPN
bjmsr-2226	341	14	a.	a.	NOUN
bjmsr-2226	341	15	a.	a.	PROPN
bjmsr-2226	341	16	,	,	PUNCT
bjmsr-2226	341	17	meero	meero	NOUN
bjmsr-2226	341	18	,	,	PUNCT
bjmsr-2226	341	19	a.	a.	NOUN
bjmsr-2226	341	20	,	,	PUNCT
bjmsr-2226	341	21	zayed	zaye	VERB
bjmsr-2226	341	22	,	,	PUNCT
bjmsr-2226	341	23	n.	n.	NOUN
bjmsr-2226	341	24	m.	m.	NOUN
bjmsr-2226	341	25	,	,	PUNCT
bjmsr-2226	341	26	&	&	CCONJ
bjmsr-2226	341	27	islam	islam	PROPN
bjmsr-2226	341	28	,	,	PUNCT
bjmsr-2226	341	29	k.	k.	PROPN
bjmsr-2226	341	30	m.	m.	PROPN
bjmsr-2226	341	31	a.	a.	PROPN
bjmsr-2226	341	32	(	(	PUNCT
bjmsr-2226	341	33	2022	2022	NUM
bjmsr-2226	341	34	)	)	PUNCT
bjmsr-2226	341	35	.	.	PUNCT
bjmsr-2226	342	1	fitting	fitting	ADJ
bjmsr-2226	342	2	multi	multi	ADJ
bjmsr-2226	342	3	-	-	ADJ
bjmsr-2226	342	4	layer	layer	NOUN
bjmsr-2226	342	5	feed	feed	NOUN
bjmsr-2226	342	6	forward	forward	ADV
bjmsr-2226	342	7	neural	neural	ADJ
bjmsr-2226	342	8	network	network	NOUN
bjmsr-2226	342	9	and	and	CCONJ
bjmsr-2226	342	10	autoregressive	autoregressive	ADJ
bjmsr-2226	342	11	integrated	integrated	ADJ
bjmsr-2226	342	12	moving	move	VERB
bjmsr-2226	342	13	average	average	NOUN
bjmsr-2226	342	14	for	for	ADP
bjmsr-2226	342	15	dhaka	dhaka	PROPN
bjmsr-2226	342	16	stock	stock	PROPN
bjmsr-2226	342	17	exchange	exchange	PROPN
bjmsr-2226	342	18	price	price	NOUN
bjmsr-2226	342	19	predicting	predicting	NOUN
bjmsr-2226	342	20	.	.	PUNCT
bjmsr-2226	343	1	emerging	emerge	VERB
bjmsr-2226	343	2	science	science	NOUN
bjmsr-2226	343	3	journal	journal	NOUN
bjmsr-2226	343	4	,	,	PUNCT
bjmsr-2226	343	5	6(5	6(5	NUM
bjmsr-2226	343	6	)	)	PUNCT
bjmsr-2226	343	7	,	,	PUNCT
bjmsr-2226	343	8	1046	1046	NUM
bjmsr-2226	343	9	-	-	SYM
bjmsr-2226	343	10	1061	1061	NUM
bjmsr-2226	343	11	.	.	PUNCT
bjmsr-2226	344	1	https://doi.org/10.28991/esj-2022-06-05-09	https://doi.org/10.28991/esj-2022-06-05-09	NOUN
bjmsr-2226	344	2	ray	ray	NOUN
bjmsr-2226	344	3	,	,	PUNCT
bjmsr-2226	344	4	p.	p.	NOUN
bjmsr-2226	344	5	,	,	PUNCT
bjmsr-2226	344	6	ganguli	ganguli	PROPN
bjmsr-2226	344	7	,	,	PUNCT
bjmsr-2226	344	8	b.	b.	PROPN
bjmsr-2226	344	9	,	,	PUNCT
bjmsr-2226	344	10	&	&	CCONJ
bjmsr-2226	344	11	chakrabarti	chakrabarti	PROPN
bjmsr-2226	344	12	,	,	PUNCT
bjmsr-2226	344	13	a.	a.	NOUN
bjmsr-2226	344	14	(	(	PUNCT
bjmsr-2226	344	15	2021	2021	NUM
bjmsr-2226	344	16	)	)	PUNCT
bjmsr-2226	344	17	.	.	PUNCT
bjmsr-2226	345	1	a	a	DET
bjmsr-2226	345	2	hybrid	hybrid	ADJ
bjmsr-2226	345	3	approach	approach	NOUN
bjmsr-2226	345	4	of	of	ADP
bjmsr-2226	345	5	bayesian	bayesian	NOUN
bjmsr-2226	345	6	structural	structural	ADJ
bjmsr-2226	345	7	time	time	NOUN
bjmsr-2226	345	8	series	series	PROPN
bjmsr-2226	345	9	with	with	ADP
bjmsr-2226	345	10	lstm	lstm	PROPN
bjmsr-2226	345	11	to	to	PART
bjmsr-2226	345	12	identify	identify	VERB
bjmsr-2226	345	13	the	the	DET
bjmsr-2226	345	14	influence	influence	NOUN
bjmsr-2226	345	15	of	of	ADP
bjmsr-2226	345	16	news	news	NOUN
bjmsr-2226	345	17	sentiment	sentiment	NOUN
bjmsr-2226	345	18	on	on	ADP
bjmsr-2226	345	19	short	short	ADJ
bjmsr-2226	345	20	-	-	PUNCT
bjmsr-2226	345	21	term	term	NOUN
bjmsr-2226	345	22	forecasting	forecasting	NOUN
bjmsr-2226	345	23	of	of	ADP
bjmsr-2226	345	24	stock	stock	NOUN
bjmsr-2226	345	25	price	price	NOUN
bjmsr-2226	345	26	.	.	PUNCT
bjmsr-2226	346	1	ieee	ieee	NOUN
bjmsr-2226	346	2	transactions	transaction	NOUN
bjmsr-2226	346	3	on	on	ADP
bjmsr-2226	346	4	computational	computational	ADJ
bjmsr-2226	346	5	social	social	ADJ
bjmsr-2226	346	6	systems	system	NOUN
bjmsr-2226	346	7	,	,	PUNCT
bjmsr-2226	346	8	8(5	8(5	NUM
bjmsr-2226	346	9	)	)	PUNCT
bjmsr-2226	346	10	,	,	PUNCT
bjmsr-2226	346	11	1153–1162	1153–1162	NUM
bjmsr-2226	346	12	.	.	PUNCT
bjmsr-2226	347	1	https://doi.org/10.1109/tcss.2021.3073964	https://doi.org/10.1109/tcss.2021.3073964	PROPN
bjmsr-2226	347	2	sawhney	sawhney	PROPN
bjmsr-2226	347	3	,	,	PUNCT
bjmsr-2226	347	4	r.	r.	PROPN
bjmsr-2226	347	5	,	,	PUNCT
bjmsr-2226	347	6	agarwal	agarwal	PROPN
bjmsr-2226	347	7	,	,	PUNCT
bjmsr-2226	347	8	s.	s.	PROPN
bjmsr-2226	347	9	,	,	PUNCT
bjmsr-2226	347	10	wadhwa	wadhwa	PROPN
bjmsr-2226	347	11	,	,	PUNCT
bjmsr-2226	347	12	a.	a.	NOUN
bjmsr-2226	347	13	,	,	PUNCT
bjmsr-2226	347	14	&	&	CCONJ
bjmsr-2226	347	15	shah	shah	PROPN
bjmsr-2226	347	16	,	,	PUNCT
bjmsr-2226	347	17	r.	r.	PROPN
bjmsr-2226	347	18	r.	r.	PROPN
bjmsr-2226	347	19	(	(	PUNCT
bjmsr-2226	347	20	2020	2020	NUM
bjmsr-2226	347	21	)	)	PUNCT
bjmsr-2226	347	22	.	.	PUNCT
bjmsr-2226	348	1	deep	deep	ADJ
bjmsr-2226	348	2	attentive	attentive	ADJ
bjmsr-2226	348	3	learning	learn	VERB
bjmsr-2226	348	4	for	for	ADP
bjmsr-2226	348	5	stock	stock	NOUN
bjmsr-2226	348	6	movement	movement	NOUN
bjmsr-2226	348	7	prediction	prediction	NOUN
bjmsr-2226	348	8	from	from	ADP
bjmsr-2226	348	9	social	social	ADJ
bjmsr-2226	348	10	media	medium	NOUN
bjmsr-2226	348	11	text	text	NOUN
bjmsr-2226	348	12	and	and	CCONJ
bjmsr-2226	348	13	company	company	NOUN
bjmsr-2226	348	14	correlations	correlation	NOUN
bjmsr-2226	348	15	.	.	PUNCT
bjmsr-2226	349	1	proceedings	proceeding	NOUN
bjmsr-2226	349	2	of	of	ADP
bjmsr-2226	349	3	the	the	DET
bjmsr-2226	349	4	2020	2020	NUM
bjmsr-2226	349	5	conference	conference	NOUN
bjmsr-2226	349	6	on	on	ADP
bjmsr-2226	349	7	empirical	empirical	ADJ
bjmsr-2226	349	8	methods	method	NOUN
bjmsr-2226	349	9	in	in	ADP
bjmsr-2226	349	10	natural	natural	ADJ
bjmsr-2226	349	11	language	language	NOUN
bjmsr-2226	349	12	processing	processing	NOUN
bjmsr-2226	349	13	(	(	PUNCT
bjmsr-2226	349	14	emnlp	emnlp	ADJ
bjmsr-2226	349	15	)	)	PUNCT
bjmsr-2226	349	16	,	,	PUNCT
bjmsr-2226	349	17	8415–8426	8415–8426	NUM
bjmsr-2226	349	18	.	.	PUNCT
bjmsr-2226	350	1	https://doi.org/10.18653/v1/2020.emnlp-main.676	https://doi.org/10.18653/v1/2020.emnlp-main.676	NUM
bjmsr-2226	350	2	sharaf	sharaf	PROPN
bjmsr-2226	350	3	,	,	PUNCT
bjmsr-2226	350	4	m.	m.	NOUN
bjmsr-2226	350	5	,	,	PUNCT
bjmsr-2226	350	6	hemdan	hemdan	PROPN
bjmsr-2226	350	7	,	,	PUNCT
bjmsr-2226	350	8	e.	e.	PROPN
bjmsr-2226	350	9	e.-d	e.-d	PROPN
bjmsr-2226	350	10	.	.	PROPN
bjmsr-2226	350	11	,	,	PUNCT
bjmsr-2226	350	12	el	el	PROPN
bjmsr-2226	350	13	-	-	PUNCT
bjmsr-2226	350	14	sayed	say	VERB
bjmsr-2226	350	15	,	,	PUNCT
bjmsr-2226	350	16	a.	a.	PROPN
bjmsr-2226	350	17	,	,	PUNCT
bjmsr-2226	350	18	&	&	CCONJ
bjmsr-2226	350	19	el	el	PROPN
bjmsr-2226	350	20	-	-	PUNCT
bjmsr-2226	350	21	bahnasawy	bahnasawy	NOUN
bjmsr-2226	350	22	,	,	PUNCT
bjmsr-2226	350	23	n.	n.	NOUN
bjmsr-2226	350	24	a.	a.	NOUN
bjmsr-2226	350	25	(	(	PUNCT
bjmsr-2226	350	26	2023	2023	NUM
bjmsr-2226	350	27	)	)	PUNCT
bjmsr-2226	350	28	.	.	PUNCT
bjmsr-2226	351	1	an	an	DET
bjmsr-2226	351	2	efficient	efficient	ADJ
bjmsr-2226	351	3	hybrid	hybrid	ADJ
bjmsr-2226	351	4	stock	stock	NOUN
bjmsr-2226	351	5	trend	trend	NOUN
bjmsr-2226	351	6	prediction	prediction	NOUN
bjmsr-2226	351	7	system	system	NOUN
bjmsr-2226	351	8	during	during	ADP
bjmsr-2226	351	9	covid-19	covid-19	PROPN
bjmsr-2226	351	10	pandemic	pandemic	NOUN
bjmsr-2226	351	11	based	base	VERB
bjmsr-2226	351	12	on	on	ADP
bjmsr-2226	351	13	stacked	stack	VERB
bjmsr-2226	351	14	-	-	PUNCT
bjmsr-2226	351	15	lstm	lstm	NOUN
bjmsr-2226	351	16	and	and	CCONJ
bjmsr-2226	351	17	news	news	NOUN
bjmsr-2226	351	18	sentiment	sentiment	NOUN
bjmsr-2226	351	19	analysis	analysis	NOUN
bjmsr-2226	351	20	.	.	PUNCT
bjmsr-2226	352	1	multimedia	multimedia	NOUN
bjmsr-2226	352	2	tools	tool	NOUN
bjmsr-2226	352	3	and	and	CCONJ
bjmsr-2226	352	4	applications	application	NOUN
bjmsr-2226	352	5	,	,	PUNCT
bjmsr-2226	352	6	82(16	82(16	NUM
bjmsr-2226	352	7	)	)	PUNCT
bjmsr-2226	352	8	,	,	PUNCT
bjmsr-2226	352	9	23945–23977	23945–23977	PROPN
bjmsr-2226	352	10	.	.	PUNCT
bjmsr-2226	353	1	https://doi.org/10.1007/s11042-022-14216-w	https://doi.org/10.1007/s11042-022-14216-w	PROPN
bjmsr-2226	353	2	soni	soni	PROPN
bjmsr-2226	353	3	,	,	PUNCT
bjmsr-2226	353	4	j.	j.	PROPN
bjmsr-2226	353	5	,	,	PUNCT
bjmsr-2226	353	6	&	&	CCONJ
bjmsr-2226	353	7	mathur	mathur	PROPN
bjmsr-2226	353	8	,	,	PUNCT
bjmsr-2226	353	9	k.	k.	PROPN
bjmsr-2226	353	10	(	(	PUNCT
bjmsr-2226	353	11	2023	2023	NUM
bjmsr-2226	353	12	)	)	PUNCT
bjmsr-2226	353	13	.	.	PUNCT
bjmsr-2226	354	1	sentiment	sentiment	NOUN
bjmsr-2226	354	2	analysis	analysis	NOUN
bjmsr-2226	354	3	of	of	ADP
bjmsr-2226	354	4	news	news	NOUN
bjmsr-2226	354	5	headlines	headline	NOUN
bjmsr-2226	354	6	for	for	ADP
bjmsr-2226	354	7	stock	stock	NOUN
bjmsr-2226	354	8	market	market	NOUN
bjmsr-2226	354	9	prediction	prediction	NOUN
bjmsr-2226	354	10	using	use	VERB
bjmsr-2226	354	11	vader	vader	NOUN
bjmsr-2226	354	12	.	.	PUNCT
bjmsr-2226	355	1	2023	2023	NUM
bjmsr-2226	355	2	3rd	3rd	ADJ
bjmsr-2226	355	3	international	international	ADJ
bjmsr-2226	355	4	conference	conference	NOUN
bjmsr-2226	355	5	on	on	ADP
bjmsr-2226	355	6	innovative	innovative	ADJ
bjmsr-2226	355	7	mechanisms	mechanism	NOUN
bjmsr-2226	355	8	for	for	ADP
bjmsr-2226	355	9	industry	industry	NOUN
bjmsr-2226	355	10	applications	application	NOUN
bjmsr-2226	355	11	(	(	PUNCT
bjmsr-2226	355	12	icimia	icimia	NOUN
bjmsr-2226	355	13	)	)	PUNCT
bjmsr-2226	355	14	,	,	PUNCT
bjmsr-2226	355	15	1215–1222	1215–1222	NUM
bjmsr-2226	355	16	.	.	PUNCT
bjmsr-2226	355	17	https://doi.org/10.1109/icimia60377.2023.10426095	https://doi.org/10.1109/icimia60377.2023.10426095	PROPN
bjmsr-2226	355	18	wang	wang	PROPN
bjmsr-2226	355	19	,	,	PUNCT
bjmsr-2226	355	20	g.	g.	PROPN
bjmsr-2226	355	21	,	,	PUNCT
bjmsr-2226	355	22	wang	wang	PROPN
bjmsr-2226	355	23	,	,	PUNCT
bjmsr-2226	355	24	t.	t.	PROPN
bjmsr-2226	355	25	,	,	PUNCT
bjmsr-2226	355	26	wang	wang	PROPN
bjmsr-2226	355	27	,	,	PUNCT
bjmsr-2226	355	28	b.	b.	PROPN
bjmsr-2226	355	29	,	,	PUNCT
bjmsr-2226	355	30	sambasivan	sambasivan	PROPN
bjmsr-2226	355	31	,	,	PUNCT
bjmsr-2226	355	32	d.	d.	PROPN
bjmsr-2226	355	33	,	,	PUNCT
bjmsr-2226	355	34	zhang	zhang	PROPN
bjmsr-2226	355	35	,	,	PUNCT
bjmsr-2226	355	36	z.	z.	PROPN
bjmsr-2226	355	37	,	,	PUNCT
bjmsr-2226	355	38	zheng	zheng	PROPN
bjmsr-2226	355	39	,	,	PUNCT
bjmsr-2226	355	40	h.	h.	PROPN
bjmsr-2226	355	41	,	,	PUNCT
bjmsr-2226	355	42	&	&	CCONJ
bjmsr-2226	355	43	zhao	zhao	PROPN
bjmsr-2226	355	44	,	,	PUNCT
bjmsr-2226	355	45	b.	b.	PROPN
bjmsr-2226	355	46	y.	y.	PROPN
bjmsr-2226	355	47	(	(	PUNCT
bjmsr-2226	355	48	2014	2014	NUM
bjmsr-2226	355	49	)	)	PUNCT
bjmsr-2226	355	50	.	.	PUNCT
bjmsr-2226	356	1	crowds	crowd	NOUN
bjmsr-2226	356	2	on	on	ADP
bjmsr-2226	356	3	wall	wall	PROPN
bjmsr-2226	356	4	street	street	PROPN
bjmsr-2226	356	5	:	:	PUNCT
bjmsr-2226	356	6	extracting	extract	VERB
bjmsr-2226	356	7	value	value	NOUN
bjmsr-2226	356	8	from	from	ADP
bjmsr-2226	356	9	social	social	ADJ
bjmsr-2226	356	10	investing	investing	NOUN
bjmsr-2226	356	11	platforms	platform	NOUN
bjmsr-2226	356	12	.	.	PUNCT
bjmsr-2226	357	1	arxiv	arxiv	PROPN
bjmsr-2226	357	2	preprint	preprint	VERB
bjmsr-2226	357	3	arxiv:1406.1137	arxiv:1406.1137	NOUN
bjmsr-2226	357	4	.	.	PUNCT
bjmsr-2226	358	1	https://doi.org/10.48550/arxiv.1406.1137	https://doi.org/10.48550/arxiv.1406.1137	PROPN
bjmsr-2226	358	2	wang	wang	PROPN
bjmsr-2226	358	3	,	,	PUNCT
bjmsr-2226	358	4	z.	z.	PROPN
bjmsr-2226	358	5	,	,	PUNCT
bjmsr-2226	358	6	hu	hu	PROPN
bjmsr-2226	358	7	,	,	PUNCT
bjmsr-2226	358	8	z.	z.	PROPN
bjmsr-2226	358	9	,	,	PUNCT
bjmsr-2226	358	10	li	li	PROPN
bjmsr-2226	358	11	,	,	PUNCT
bjmsr-2226	358	12	f.	f.	PROPN
bjmsr-2226	358	13	,	,	PUNCT
bjmsr-2226	358	14	ho	ho	PROPN
bjmsr-2226	358	15	,	,	PUNCT
bjmsr-2226	358	16	s.-b	s.-b	PROPN
bjmsr-2226	358	17	.	.	PROPN
bjmsr-2226	358	18	,	,	PUNCT
bjmsr-2226	358	19	&	&	CCONJ
bjmsr-2226	358	20	cambria	cambria	PROPN
bjmsr-2226	358	21	,	,	PUNCT
bjmsr-2226	358	22	e.	e.	PROPN
bjmsr-2226	358	23	(	(	PUNCT
bjmsr-2226	358	24	2023	2023	NUM
bjmsr-2226	358	25	)	)	PUNCT
bjmsr-2226	358	26	.	.	PUNCT
bjmsr-2226	359	1	learning	learn	VERB
bjmsr-2226	359	2	-	-	PUNCT
bjmsr-2226	359	3	based	base	VERB
bjmsr-2226	359	4	stock	stock	NOUN
bjmsr-2226	359	5	trending	trend	VERB
bjmsr-2226	359	6	prediction	prediction	NOUN
bjmsr-2226	359	7	by	by	ADP
bjmsr-2226	359	8	incorporating	incorporate	VERB
bjmsr-2226	359	9	technical	technical	ADJ
bjmsr-2226	359	10	indicators	indicator	NOUN
bjmsr-2226	359	11	and	and	CCONJ
bjmsr-2226	359	12	social	social	ADJ
bjmsr-2226	359	13	media	medium	NOUN
bjmsr-2226	359	14	sentiment	sentiment	NOUN
bjmsr-2226	359	15	.	.	PUNCT
bjmsr-2226	360	1	cognitive	cognitive	ADJ
bjmsr-2226	360	2	computation	computation	NOUN
bjmsr-2226	360	3	,	,	PUNCT
bjmsr-2226	360	4	15(3	15(3	NUM
bjmsr-2226	360	5	)	)	PUNCT
bjmsr-2226	360	6	,	,	PUNCT
bjmsr-2226	360	7	1092–1102	1092–1102	NUM
bjmsr-2226	360	8	.	.	PUNCT
bjmsr-2226	361	1	https://doi.org/10.1007/s12559-023-10125-8	https://doi.org/10.1007/s12559-023-10125-8	NUM
bjmsr-2226	361	2	zou	zou	PROPN
bjmsr-2226	361	3	,	,	PUNCT
bjmsr-2226	361	4	y.	y.	PROPN
bjmsr-2226	361	5	,	,	PUNCT
bjmsr-2226	361	6	&	&	CCONJ
bjmsr-2226	361	7	herremans	herremans	PROPN
bjmsr-2226	361	8	,	,	PUNCT
bjmsr-2226	361	9	d.	d.	PROPN
bjmsr-2226	361	10	(	(	PUNCT
bjmsr-2226	361	11	2023	2023	NUM
bjmsr-2226	361	12	)	)	PUNCT
bjmsr-2226	361	13	.	.	PUNCT
bjmsr-2226	362	1	prebit	prebit	NOUN
bjmsr-2226	362	2	—	—	PUNCT
bjmsr-2226	362	3	a	a	DET
bjmsr-2226	362	4	multimodal	multimodal	NOUN
bjmsr-2226	362	5	model	model	NOUN
bjmsr-2226	362	6	with	with	ADP
bjmsr-2226	362	7	twitter	twitter	NOUN
bjmsr-2226	362	8	finbert	finbert	NOUN
bjmsr-2226	362	9	embeddings	embedding	NOUN
bjmsr-2226	362	10	for	for	ADP
bjmsr-2226	362	11	extreme	extreme	ADJ
bjmsr-2226	362	12	price	price	NOUN
bjmsr-2226	362	13	movement	movement	NOUN
bjmsr-2226	362	14	prediction	prediction	NOUN
bjmsr-2226	362	15	of	of	ADP
bjmsr-2226	362	16	bitcoin	bitcoin	NOUN
bjmsr-2226	362	17	.	.	PUNCT
bjmsr-2226	363	1	expert	expert	NOUN
bjmsr-2226	363	2	systems	system	NOUN
bjmsr-2226	363	3	with	with	ADP
bjmsr-2226	363	4	applications	application	NOUN
bjmsr-2226	363	5	,	,	PUNCT
bjmsr-2226	363	6	233	233	NUM
bjmsr-2226	363	7	,	,	PUNCT
bjmsr-2226	363	8	120838	120838	NUM
bjmsr-2226	363	9	.	.	PUNCT
bjmsr-2226	364	1	https://doi.org/10.1016/j.eswa.2023.120838	https://doi.org/10.1016/j.eswa.2023.120838	VERB
bjmsr-2226	364	2	publisher	publisher	NOUN
bjmsr-2226	364	3	’s	’s	PART
bjmsr-2226	364	4	note	note	NOUN
bjmsr-2226	364	5	:	:	PUNCT
bjmsr-2226	364	6	cribfb	cribfb	PROPN
bjmsr-2226	364	7	stays	stay	VERB
bjmsr-2226	364	8	neutral	neutral	ADJ
bjmsr-2226	364	9	with	with	ADP
bjmsr-2226	364	10	regard	regard	NOUN
bjmsr-2226	364	11	to	to	ADP
bjmsr-2226	364	12	jurisdictional	jurisdictional	ADJ
bjmsr-2226	364	13	claims	claim	NOUN
bjmsr-2226	364	14	in	in	ADP
bjmsr-2226	364	15	published	publish	VERB
bjmsr-2226	364	16	maps	map	NOUN
bjmsr-2226	364	17	and	and	CCONJ
bjmsr-2226	364	18	institutional	institutional	ADJ
bjmsr-2226	364	19	affiliations	affiliation	NOUN
bjmsr-2226	364	20	.	.	PUNCT
bjmsr-2226	365	1	©	©	ADP
bjmsr-2226	365	2	2024	2024	NUM
bjmsr-2226	365	3	by	by	ADP
bjmsr-2226	365	4	the	the	DET
bjmsr-2226	365	5	authors	author	NOUN
bjmsr-2226	365	6	.	.	PUNCT
bjmsr-2226	366	1	licensee	licensee	PROPN
bjmsr-2226	366	2	cribfb	cribfb	PROPN
bjmsr-2226	366	3	,	,	PUNCT
bjmsr-2226	366	4	usa	usa	PROPN
bjmsr-2226	366	5	.	.	PROPN
bjmsr-2226	367	1	this	this	DET
bjmsr-2226	367	2	open	open	ADJ
bjmsr-2226	367	3	-	-	PUNCT
bjmsr-2226	367	4	access	access	NOUN
bjmsr-2226	367	5	article	article	NOUN
bjmsr-2226	367	6	is	be	AUX
bjmsr-2226	367	7	distributed	distribute	VERB
bjmsr-2226	367	8	under	under	ADP
bjmsr-2226	367	9	the	the	DET
bjmsr-2226	367	10	terms	term	NOUN
bjmsr-2226	367	11	and	and	CCONJ
bjmsr-2226	367	12	conditions	condition	NOUN
bjmsr-2226	367	13	of	of	ADP
bjmsr-2226	367	14	the	the	DET
bjmsr-2226	367	15	creative	creative	ADJ
bjmsr-2226	367	16	commons	common	NOUN
bjmsr-2226	367	17	attribution	attribution	NOUN
bjmsr-2226	367	18	(	(	PUNCT
bjmsr-2226	367	19	cc	cc	NOUN
bjmsr-2226	367	20	by	by	ADP
bjmsr-2226	367	21	)	)	PUNCT
bjmsr-2226	367	22	license	license	NOUN
bjmsr-2226	367	23	(	(	PUNCT
bjmsr-2226	367	24	http://creativecommons.org/licenses/by/4.0	http://creativecommons.org/licenses/by/4.0	NOUN
bjmsr-2226	367	25	)	)	PUNCT
bjmsr-2226	367	26	.	.	PUNCT
bjmsr-2226	368	1	bangladesh	bangladesh	PROPN
bjmsr-2226	368	2	journal	journal	PROPN
bjmsr-2226	368	3	of	of	ADP
bjmsr-2226	368	4	multidisciplinary	multidisciplinary	ADJ
bjmsr-2226	368	5	scientific	scientific	ADJ
bjmsr-2226	368	6	research	research	NOUN
bjmsr-2226	368	7	(	(	PUNCT
bjmsr-2226	368	8	p	p	NOUN
bjmsr-2226	368	9	-	-	PUNCT
bjmsr-2226	368	10	issn	issn	PROPN
bjmsr-2226	368	11	2687	2687	NUM
bjmsr-2226	368	12	-	-	PUNCT
bjmsr-2226	368	13	850x	850x	NUM
bjmsr-2226	368	14	e	e	NOUN
bjmsr-2226	368	15	-	-	PROPN
bjmsr-2226	368	16	issn	issn	PROPN
bjmsr-2226	368	17	2687	2687	NUM
bjmsr-2226	368	18	-	-	SYM
bjmsr-2226	368	19	8518	8518	NUM
bjmsr-2226	368	20	)	)	PUNCT
bjmsr-2226	368	21	by	by	ADP
bjmsr-2226	368	22	cribfb	cribfb	PROPN
bjmsr-2226	368	23	is	be	AUX
bjmsr-2226	368	24	licensed	license	VERB
bjmsr-2226	368	25	under	under	ADP
bjmsr-2226	368	26	a	a	DET
bjmsr-2226	368	27	creative	creative	ADJ
bjmsr-2226	368	28	commons	common	NOUN
bjmsr-2226	368	29	attribution	attribution	NOUN
bjmsr-2226	368	30	4.0	4.0	NUM
bjmsr-2226	368	31	international	international	ADJ
bjmsr-2226	368	32	license	license	NOUN
bjmsr-2226	368	33	.	.	PUNCT
bjmsr-2226	369	1	http://creativecommons.org/licenses/by/4.0	http://creativecommons.org/licenses/by/4.0	X
bjmsr-2226	369	2	)	)	PUNCT
bjmsr-2226	369	3	.	.	PUNCT
bjmsr-2226	370	1	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
bjmsr-2226	370	2	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
bjmsr-2226	370	3	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN