id	sid	tid	token	lemma	pos
fbem-25524	1	1	frontiers	frontier	NOUN
fbem-25524	1	2	in	in	ADP
fbem-25524	1	3	business	business	NOUN
fbem-25524	1	4	,	,	PUNCT
fbem-25524	1	5	economics	economic	NOUN
fbem-25524	1	6	and	and	CCONJ
fbem-25524	1	7	management	management	NOUN
fbem-25524	1	8	issn	issn	PROPN
fbem-25524	1	9	:	:	PUNCT
fbem-25524	1	10	2766	2766	NUM
fbem-25524	1	11	-	-	PUNCT
fbem-25524	1	12	824x	824x	NUM
fbem-25524	1	13	|	|	ADJ
fbem-25524	1	14	vol	vol	NOUN
fbem-25524	1	15	.	.	PUNCT
fbem-25524	2	1	16	16	NUM
fbem-25524	2	2	,	,	PUNCT
fbem-25524	2	3	no	no	INTJ
fbem-25524	2	4	.	.	NOUN
fbem-25524	2	5	2	2	NUM
fbem-25524	2	6	,	,	PUNCT
fbem-25524	2	7	2024	2024	NUM
fbem-25524	2	8	96	96	NUM
fbem-25524	2	9	research	research	NOUN
fbem-25524	2	10	on	on	ADP
fbem-25524	2	11	behavioral	behavioral	ADJ
fbem-25524	2	12	finance	finance	NOUN
fbem-25524	2	13	on	on	ADP
fbem-25524	2	14	the	the	DET
fbem-25524	2	15	platform	platform	NOUN
fbem-25524	2	16	of	of	ADP
fbem-25524	2	17	financial	financial	ADJ
fbem-25524	2	18	technology	technology	NOUN
fbem-25524	2	19	:	:	PUNCT
fbem-25524	2	20	an	an	DET
fbem-25524	2	21	exploration	exploration	NOUN
fbem-25524	2	22	of	of	ADP
fbem-25524	2	23	investors	investor	NOUN
fbem-25524	2	24	'	'	PART
fbem-25524	2	25	emotional	emotional	ADJ
fbem-25524	2	26	indicators	indicator	NOUN
fbem-25524	2	27	based	base	VERB
fbem-25524	2	28	on	on	ADP
fbem-25524	2	29	text	text	NOUN
fbem-25524	2	30	analysis	analysis	NOUN
fbem-25524	2	31	chenyu	chenyu	VERB
fbem-25524	2	32	he	he	PRON
fbem-25524	2	33	university	university	PROPN
fbem-25524	2	34	of	of	ADP
fbem-25524	2	35	california	california	PROPN
fbem-25524	2	36	,	,	PUNCT
fbem-25524	2	37	irvine	irvine	PROPN
fbem-25524	2	38	92612	92612	NUM
fbem-25524	2	39	,	,	PUNCT
fbem-25524	2	40	the	the	DET
fbem-25524	2	41	united	united	PROPN
fbem-25524	2	42	states	states	PROPN
fbem-25524	2	43	abstract	abstract	NOUN
fbem-25524	2	44	:	:	PUNCT
fbem-25524	2	45	this	this	DET
fbem-25524	2	46	study	study	NOUN
fbem-25524	2	47	discusses	discuss	VERB
fbem-25524	2	48	the	the	DET
fbem-25524	2	49	behavioral	behavioral	ADJ
fbem-25524	2	50	financial	financial	ADJ
fbem-25524	2	51	analysis	analysis	NOUN
fbem-25524	2	52	of	of	ADP
fbem-25524	2	53	investor	investor	NOUN
fbem-25524	2	54	sentiment	sentiment	NOUN
fbem-25524	2	55	on	on	ADP
fbem-25524	2	56	the	the	DET
fbem-25524	2	57	financial	financial	ADJ
fbem-25524	2	58	technology	technology	NOUN
fbem-25524	2	59	platform	platform	NOUN
fbem-25524	2	60	,	,	PUNCT
fbem-25524	2	61	and	and	CCONJ
fbem-25524	2	62	uses	use	VERB
fbem-25524	2	63	text	text	NOUN
fbem-25524	2	64	analysis	analysis	NOUN
fbem-25524	2	65	technology	technology	NOUN
fbem-25524	2	66	to	to	PART
fbem-25524	2	67	construct	construct	VERB
fbem-25524	2	68	investor	investor	NOUN
fbem-25524	2	69	sentiment	sentiment	NOUN
fbem-25524	2	70	indicators	indicator	NOUN
fbem-25524	2	71	.	.	PUNCT
fbem-25524	3	1	with	with	ADP
fbem-25524	3	2	the	the	DET
fbem-25524	3	3	rapid	rapid	ADJ
fbem-25524	3	4	development	development	NOUN
fbem-25524	3	5	of	of	ADP
fbem-25524	3	6	financial	financial	ADJ
fbem-25524	3	7	technology	technology	NOUN
fbem-25524	3	8	,	,	PUNCT
fbem-25524	3	9	financial	financial	ADJ
fbem-25524	3	10	technology	technology	NOUN
fbem-25524	3	11	platform	platform	NOUN
fbem-25524	3	12	not	not	PART
fbem-25524	3	13	only	only	ADV
fbem-25524	3	14	provides	provide	VERB
fbem-25524	3	15	convenient	convenient	ADJ
fbem-25524	3	16	trading	trading	NOUN
fbem-25524	3	17	channels	channel	NOUN
fbem-25524	3	18	,	,	PUNCT
fbem-25524	3	19	but	but	CCONJ
fbem-25524	3	20	also	also	ADV
fbem-25524	3	21	enriches	enrich	VERB
fbem-25524	3	22	market	market	NOUN
fbem-25524	3	23	information	information	NOUN
fbem-25524	3	24	through	through	ADP
fbem-25524	3	25	technologies	technology	NOUN
fbem-25524	3	26	such	such	ADJ
fbem-25524	3	27	as	as	ADP
fbem-25524	3	28	big	big	ADJ
fbem-25524	3	29	data	datum	NOUN
fbem-25524	3	30	and	and	CCONJ
fbem-25524	3	31	cloud	cloud	NOUN
fbem-25524	3	32	computing	computing	NOUN
fbem-25524	3	33	.	.	PUNCT
fbem-25524	4	1	as	as	ADP
fbem-25524	4	2	an	an	DET
fbem-25524	4	3	important	important	ADJ
fbem-25524	4	4	factor	factor	NOUN
fbem-25524	4	5	affecting	affect	VERB
fbem-25524	4	6	the	the	DET
fbem-25524	4	7	financial	financial	ADJ
fbem-25524	4	8	market	market	NOUN
fbem-25524	4	9	,	,	PUNCT
fbem-25524	4	10	investor	investor	NOUN
fbem-25524	4	11	sentiment	sentiment	NOUN
fbem-25524	4	12	has	have	AUX
fbem-25524	4	13	become	become	VERB
fbem-25524	4	14	the	the	DET
fbem-25524	4	15	focus	focus	NOUN
fbem-25524	4	16	of	of	ADP
fbem-25524	4	17	research	research	NOUN
fbem-25524	4	18	on	on	ADP
fbem-25524	4	19	the	the	DET
fbem-25524	4	20	financial	financial	ADJ
fbem-25524	4	21	technology	technology	NOUN
fbem-25524	4	22	platform	platform	NOUN
fbem-25524	4	23	.	.	PUNCT
fbem-25524	5	1	this	this	DET
fbem-25524	5	2	study	study	NOUN
fbem-25524	5	3	collects	collect	VERB
fbem-25524	5	4	text	text	NOUN
fbem-25524	5	5	data	datum	NOUN
fbem-25524	5	6	from	from	ADP
fbem-25524	5	7	financial	financial	ADJ
fbem-25524	5	8	technology	technology	NOUN
fbem-25524	5	9	platform	platform	NOUN
fbem-25524	5	10	,	,	PUNCT
fbem-25524	5	11	uses	use	VERB
fbem-25524	5	12	natural	natural	ADJ
fbem-25524	5	13	language	language	NOUN
fbem-25524	5	14	processing	processing	NOUN
fbem-25524	5	15	technology	technology	NOUN
fbem-25524	5	16	to	to	PART
fbem-25524	5	17	extract	extract	VERB
fbem-25524	5	18	investors	investor	NOUN
fbem-25524	5	19	'	'	PART
fbem-25524	5	20	emotional	emotional	ADJ
fbem-25524	5	21	tendency	tendency	NOUN
fbem-25524	5	22	,	,	PUNCT
fbem-25524	5	23	and	and	CCONJ
fbem-25524	5	24	constructs	construct	VERB
fbem-25524	5	25	effective	effective	ADJ
fbem-25524	5	26	emotional	emotional	ADJ
fbem-25524	5	27	indicators	indicator	NOUN
fbem-25524	5	28	.	.	PUNCT
fbem-25524	6	1	the	the	DET
fbem-25524	6	2	research	research	NOUN
fbem-25524	6	3	results	result	NOUN
fbem-25524	6	4	show	show	VERB
fbem-25524	6	5	that	that	SCONJ
fbem-25524	6	6	the	the	DET
fbem-25524	6	7	constructed	construct	VERB
fbem-25524	6	8	investor	investor	NOUN
fbem-25524	6	9	sentiment	sentiment	NOUN
fbem-25524	6	10	index	index	NOUN
fbem-25524	6	11	can	can	AUX
fbem-25524	6	12	accurately	accurately	ADV
fbem-25524	6	13	reflect	reflect	VERB
fbem-25524	6	14	the	the	DET
fbem-25524	6	15	changes	change	NOUN
fbem-25524	6	16	of	of	ADP
fbem-25524	6	17	investor	investor	NOUN
fbem-25524	6	18	sentiment	sentiment	NOUN
fbem-25524	6	19	,	,	PUNCT
fbem-25524	6	20	and	and	CCONJ
fbem-25524	6	21	has	have	VERB
fbem-25524	6	22	a	a	DET
fbem-25524	6	23	certain	certain	ADJ
fbem-25524	6	24	correlation	correlation	NOUN
fbem-25524	6	25	with	with	ADP
fbem-25524	6	26	the	the	DET
fbem-25524	6	27	market	market	NOUN
fbem-25524	6	28	trend	trend	NOUN
fbem-25524	6	29	.	.	PUNCT
fbem-25524	7	1	in	in	ADP
fbem-25524	7	2	addition	addition	NOUN
fbem-25524	7	3	,	,	PUNCT
fbem-25524	7	4	the	the	DET
fbem-25524	7	5	index	index	NOUN
fbem-25524	7	6	also	also	ADV
fbem-25524	7	7	shows	show	VERB
fbem-25524	7	8	the	the	DET
fbem-25524	7	9	forward	forward	ADV
fbem-25524	7	10	-looking	-looking	NOUN
fbem-25524	7	11	in	in	ADP
fbem-25524	7	12	market	market	NOUN
fbem-25524	7	13	forecasting	forecasting	NOUN
fbem-25524	7	14	,	,	PUNCT
fbem-25524	7	15	which	which	PRON
fbem-25524	7	16	provides	provide	VERB
fbem-25524	7	17	a	a	DET
fbem-25524	7	18	new	new	ADJ
fbem-25524	7	19	method	method	NOUN
fbem-25524	7	20	for	for	ADP
fbem-25524	7	21	monitoring	monitoring	NOUN
fbem-25524	7	22	and	and	CCONJ
fbem-25524	7	23	forecasting	forecast	VERB
fbem-25524	7	24	the	the	DET
fbem-25524	7	25	market	market	NOUN
fbem-25524	7	26	sentiment	sentiment	NOUN
fbem-25524	7	27	of	of	ADP
fbem-25524	7	28	the	the	DET
fbem-25524	7	29	financial	financial	ADJ
fbem-25524	7	30	technology	technology	NOUN
fbem-25524	7	31	platform	platform	NOUN
fbem-25524	7	32	.	.	PUNCT
fbem-25524	8	1	this	this	DET
fbem-25524	8	2	study	study	NOUN
fbem-25524	8	3	not	not	PART
fbem-25524	8	4	only	only	ADV
fbem-25524	8	5	deepens	deepen	VERB
fbem-25524	8	6	the	the	DET
fbem-25524	8	7	understanding	understanding	NOUN
fbem-25524	8	8	of	of	ADP
fbem-25524	8	9	investors	investor	NOUN
fbem-25524	8	10	'	'	PART
fbem-25524	8	11	behavior	behavior	NOUN
fbem-25524	8	12	patterns	pattern	NOUN
fbem-25524	8	13	and	and	CCONJ
fbem-25524	8	14	psychological	psychological	ADJ
fbem-25524	8	15	dynamics	dynamic	NOUN
fbem-25524	8	16	,	,	PUNCT
fbem-25524	8	17	but	but	CCONJ
fbem-25524	8	18	also	also	ADV
fbem-25524	8	19	provides	provide	VERB
fbem-25524	8	20	a	a	DET
fbem-25524	8	21	new	new	ADJ
fbem-25524	8	22	perspective	perspective	NOUN
fbem-25524	8	23	and	and	CCONJ
fbem-25524	8	24	tool	tool	NOUN
fbem-25524	8	25	for	for	ADP
fbem-25524	8	26	financial	financial	ADJ
fbem-25524	8	27	market	market	NOUN
fbem-25524	8	28	forecasting	forecasting	NOUN
fbem-25524	8	29	and	and	CCONJ
fbem-25524	8	30	decision	decision	NOUN
fbem-25524	8	31	-	-	PUNCT
fbem-25524	8	32	making	making	NOUN
fbem-25524	8	33	.	.	PUNCT
fbem-25524	9	1	keywords	keyword	NOUN
fbem-25524	9	2	:	:	PUNCT
fbem-25524	9	3	behavioral	behavioral	ADJ
fbem-25524	9	4	finance	finance	NOUN
fbem-25524	9	5	,	,	PUNCT
fbem-25524	9	6	financial	financial	ADJ
fbem-25524	9	7	technology	technology	NOUN
fbem-25524	9	8	,	,	PUNCT
fbem-25524	9	9	investors	investor	NOUN
fbem-25524	9	10	'	'	PART
fbem-25524	9	11	emotional	emotional	ADJ
fbem-25524	9	12	indicators	indicator	NOUN
fbem-25524	9	13	,	,	PUNCT
fbem-25524	9	14	text	text	NOUN
fbem-25524	9	15	analysis	analysis	NOUN
fbem-25524	9	16	.	.	PUNCT
fbem-25524	10	1	1	1	X
fbem-25524	10	2	.	.	X
fbem-25524	10	3	introduction	introduction	NOUN
fbem-25524	10	4	with	with	ADP
fbem-25524	10	5	the	the	DET
fbem-25524	10	6	rapid	rapid	ADJ
fbem-25524	10	7	development	development	NOUN
fbem-25524	10	8	of	of	ADP
fbem-25524	10	9	financial	financial	ADJ
fbem-25524	10	10	technology	technology	NOUN
fbem-25524	10	11	,	,	PUNCT
fbem-25524	10	12	the	the	DET
fbem-25524	10	13	traditional	traditional	ADJ
fbem-25524	10	14	financial	financial	ADJ
fbem-25524	10	15	service	service	NOUN
fbem-25524	10	16	model	model	NOUN
fbem-25524	10	17	is	be	AUX
fbem-25524	10	18	undergoing	undergo	VERB
fbem-25524	10	19	profound	profound	ADJ
fbem-25524	10	20	changes	change	NOUN
fbem-25524	10	21	.	.	PUNCT
fbem-25524	11	1	financial	financial	ADJ
fbem-25524	11	2	technology	technology	NOUN
fbem-25524	11	3	platform	platform	NOUN
fbem-25524	11	4	,	,	PUNCT
fbem-25524	11	5	as	as	ADP
fbem-25524	11	6	an	an	DET
fbem-25524	11	7	important	important	ADJ
fbem-25524	11	8	carrier	carrier	NOUN
fbem-25524	11	9	of	of	ADP
fbem-25524	11	10	this	this	DET
fbem-25524	11	11	change	change	NOUN
fbem-25524	11	12	,	,	PUNCT
fbem-25524	11	13	not	not	PART
fbem-25524	11	14	only	only	ADV
fbem-25524	11	15	provides	provide	VERB
fbem-25524	11	16	investors	investor	NOUN
fbem-25524	11	17	with	with	ADP
fbem-25524	11	18	more	more	ADV
fbem-25524	11	19	convenient	convenient	ADJ
fbem-25524	11	20	and	and	CCONJ
fbem-25524	11	21	efficient	efficient	ADJ
fbem-25524	11	22	trading	trading	NOUN
fbem-25524	11	23	channels	channel	NOUN
fbem-25524	11	24	,	,	PUNCT
fbem-25524	11	25	but	but	CCONJ
fbem-25524	11	26	also	also	ADV
fbem-25524	11	27	greatly	greatly	ADV
fbem-25524	11	28	enriches	enrich	VERB
fbem-25524	11	29	the	the	DET
fbem-25524	11	30	information	information	NOUN
fbem-25524	11	31	sources	source	NOUN
fbem-25524	11	32	and	and	CCONJ
fbem-25524	11	33	analysis	analysis	NOUN
fbem-25524	11	34	methods	method	NOUN
fbem-25524	11	35	of	of	ADP
fbem-25524	11	36	financial	financial	ADJ
fbem-25524	11	37	markets	market	NOUN
fbem-25524	11	38	through	through	ADP
fbem-25524	11	39	advanced	advanced	ADJ
fbem-25524	11	40	technologies	technology	NOUN
fbem-25524	11	41	such	such	ADJ
fbem-25524	11	42	as	as	ADP
fbem-25524	11	43	big	big	ADJ
fbem-25524	11	44	data	datum	NOUN
fbem-25524	11	45	and	and	CCONJ
fbem-25524	11	46	cloud	cloud	NOUN
fbem-25524	11	47	computing	computing	NOUN
fbem-25524	12	1	[	[	X
fbem-25524	12	2	1	1	NUM
fbem-25524	12	3	-	-	SYM
fbem-25524	12	4	2	2	NUM
fbem-25524	12	5	]	]	PUNCT
fbem-25524	12	6	.	.	PUNCT
fbem-25524	13	1	however	however	ADV
fbem-25524	13	2	,	,	PUNCT
fbem-25524	13	3	these	these	DET
fbem-25524	13	4	technological	technological	ADJ
fbem-25524	13	5	changes	change	NOUN
fbem-25524	13	6	not	not	PART
fbem-25524	13	7	only	only	ADV
fbem-25524	13	8	changed	change	VERB
fbem-25524	13	9	the	the	DET
fbem-25524	13	10	trading	trading	NOUN
fbem-25524	13	11	behavior	behavior	NOUN
fbem-25524	13	12	of	of	ADP
fbem-25524	13	13	investors	investor	NOUN
fbem-25524	13	14	,	,	PUNCT
fbem-25524	13	15	but	but	CCONJ
fbem-25524	13	16	also	also	ADV
fbem-25524	13	17	had	have	VERB
fbem-25524	13	18	a	a	DET
fbem-25524	13	19	far	far	ADV
fbem-25524	13	20	-	-	PUNCT
fbem-25524	13	21	reaching	reach	VERB
fbem-25524	13	22	impact	impact	NOUN
fbem-25524	13	23	on	on	ADP
fbem-25524	13	24	investors	investor	NOUN
fbem-25524	13	25	'	'	PART
fbem-25524	13	26	psychology	psychology	NOUN
fbem-25524	13	27	.	.	PUNCT
fbem-25524	14	1	among	among	ADP
fbem-25524	14	2	many	many	ADJ
fbem-25524	14	3	factors	factor	NOUN
fbem-25524	14	4	that	that	PRON
fbem-25524	14	5	affect	affect	VERB
fbem-25524	14	6	the	the	DET
fbem-25524	14	7	financial	financial	ADJ
fbem-25524	14	8	market	market	NOUN
fbem-25524	14	9	,	,	PUNCT
fbem-25524	14	10	investor	investor	NOUN
fbem-25524	14	11	sentiment	sentiment	NOUN
fbem-25524	14	12	is	be	AUX
fbem-25524	14	13	an	an	DET
fbem-25524	14	14	important	important	ADJ
fbem-25524	14	15	factor	factor	NOUN
fbem-25524	14	16	that	that	PRON
fbem-25524	14	17	can	can	AUX
fbem-25524	14	18	not	not	PART
fbem-25524	14	19	be	be	AUX
fbem-25524	14	20	ignored	ignore	VERB
fbem-25524	14	21	.	.	PUNCT
fbem-25524	15	1	it	it	PRON
fbem-25524	15	2	reflects	reflect	VERB
fbem-25524	15	3	the	the	DET
fbem-25524	15	4	expectations	expectation	NOUN
fbem-25524	15	5	and	and	CCONJ
fbem-25524	15	6	confidence	confidence	NOUN
fbem-25524	15	7	of	of	ADP
fbem-25524	15	8	market	market	NOUN
fbem-25524	15	9	participants	participant	NOUN
fbem-25524	15	10	in	in	ADP
fbem-25524	15	11	the	the	DET
fbem-25524	15	12	future	future	ADJ
fbem-25524	15	13	market	market	NOUN
fbem-25524	15	14	,	,	PUNCT
fbem-25524	15	15	and	and	CCONJ
fbem-25524	15	16	then	then	ADV
fbem-25524	15	17	affects	affect	VERB
fbem-25524	15	18	the	the	DET
fbem-25524	15	19	market	market	NOUN
fbem-25524	15	20	trend	trend	NOUN
fbem-25524	16	1	[	[	X
fbem-25524	16	2	3	3	NUM
fbem-25524	16	3	]	]	PUNCT
fbem-25524	16	4	.	.	PUNCT
fbem-25524	17	1	on	on	ADP
fbem-25524	17	2	the	the	DET
fbem-25524	17	3	platform	platform	NOUN
fbem-25524	17	4	of	of	ADP
fbem-25524	17	5	financial	financial	ADJ
fbem-25524	17	6	technology	technology	NOUN
fbem-25524	17	7	,	,	PUNCT
fbem-25524	17	8	this	this	DET
fbem-25524	17	9	kind	kind	NOUN
fbem-25524	17	10	of	of	ADP
fbem-25524	17	11	emotion	emotion	NOUN
fbem-25524	17	12	is	be	AUX
fbem-25524	17	13	often	often	ADV
fbem-25524	17	14	reflected	reflect	VERB
fbem-25524	17	15	by	by	ADP
fbem-25524	17	16	investors	investor	NOUN
fbem-25524	17	17	'	'	PART
fbem-25524	17	18	speeches	speech	NOUN
fbem-25524	17	19	and	and	CCONJ
fbem-25524	17	20	trading	trading	NOUN
fbem-25524	17	21	behaviors	behavior	NOUN
fbem-25524	17	22	.	.	PUNCT
fbem-25524	18	1	therefore	therefore	ADV
fbem-25524	18	2	,	,	PUNCT
fbem-25524	18	3	how	how	SCONJ
fbem-25524	18	4	to	to	PART
fbem-25524	18	5	effectively	effectively	ADV
fbem-25524	18	6	capture	capture	VERB
fbem-25524	18	7	and	and	CCONJ
fbem-25524	18	8	analyze	analyze	VERB
fbem-25524	18	9	this	this	DET
fbem-25524	18	10	emotional	emotional	ADJ
fbem-25524	18	11	information	information	NOUN
fbem-25524	18	12	has	have	AUX
fbem-25524	18	13	become	become	VERB
fbem-25524	18	14	an	an	DET
fbem-25524	18	15	important	important	ADJ
fbem-25524	18	16	research	research	NOUN
fbem-25524	18	17	topic	topic	NOUN
fbem-25524	18	18	in	in	ADP
fbem-25524	18	19	the	the	DET
fbem-25524	18	20	field	field	NOUN
fbem-25524	18	21	of	of	ADP
fbem-25524	18	22	financial	financial	ADJ
fbem-25524	18	23	technology	technology	NOUN
fbem-25524	18	24	.	.	PUNCT
fbem-25524	19	1	the	the	DET
fbem-25524	19	2	purpose	purpose	NOUN
fbem-25524	19	3	of	of	ADP
fbem-25524	19	4	this	this	DET
fbem-25524	19	5	study	study	NOUN
fbem-25524	19	6	is	be	AUX
fbem-25524	19	7	to	to	PART
fbem-25524	19	8	explore	explore	VERB
fbem-25524	19	9	the	the	DET
fbem-25524	19	10	emotional	emotional	ADJ
fbem-25524	19	11	indicators	indicator	NOUN
fbem-25524	19	12	of	of	ADP
fbem-25524	19	13	investors	investor	NOUN
fbem-25524	19	14	on	on	ADP
fbem-25524	19	15	the	the	DET
fbem-25524	19	16	financial	financial	ADJ
fbem-25524	19	17	technology	technology	NOUN
fbem-25524	19	18	platform	platform	NOUN
fbem-25524	19	19	through	through	ADP
fbem-25524	19	20	text	text	NOUN
fbem-25524	19	21	analysis	analysis	NOUN
fbem-25524	19	22	.	.	PUNCT
fbem-25524	20	1	based	base	VERB
fbem-25524	20	2	on	on	ADP
fbem-25524	20	3	a	a	DET
fbem-25524	20	4	large	large	ADJ
fbem-25524	20	5	number	number	NOUN
fbem-25524	20	6	of	of	ADP
fbem-25524	20	7	text	text	NOUN
fbem-25524	20	8	data	datum	NOUN
fbem-25524	20	9	collected	collect	VERB
fbem-25524	20	10	on	on	ADP
fbem-25524	20	11	the	the	DET
fbem-25524	20	12	platform	platform	NOUN
fbem-25524	20	13	,	,	PUNCT
fbem-25524	20	14	this	this	DET
fbem-25524	20	15	paper	paper	NOUN
fbem-25524	20	16	uses	use	VERB
fbem-25524	20	17	natural	natural	ADJ
fbem-25524	20	18	language	language	NOUN
fbem-25524	20	19	processing	processing	NOUN
fbem-25524	20	20	and	and	CCONJ
fbem-25524	20	21	other	other	ADJ
fbem-25524	20	22	technologies	technology	NOUN
fbem-25524	20	23	to	to	PART
fbem-25524	20	24	extract	extract	VERB
fbem-25524	20	25	and	and	CCONJ
fbem-25524	20	26	analyze	analyze	VERB
fbem-25524	20	27	investors	investor	NOUN
fbem-25524	20	28	'	'	PART
fbem-25524	20	29	emotional	emotional	ADJ
fbem-25524	20	30	tendencies	tendency	NOUN
fbem-25524	20	31	,	,	PUNCT
fbem-25524	20	32	and	and	CCONJ
fbem-25524	20	33	tries	try	VERB
fbem-25524	20	34	to	to	PART
fbem-25524	20	35	construct	construct	VERB
fbem-25524	20	36	effective	effective	ADJ
fbem-25524	20	37	emotional	emotional	ADJ
fbem-25524	20	38	indicators	indicator	NOUN
fbem-25524	20	39	.	.	PUNCT
fbem-25524	21	1	this	this	PRON
fbem-25524	21	2	not	not	PART
fbem-25524	21	3	only	only	ADV
fbem-25524	21	4	helps	help	VERB
fbem-25524	21	5	to	to	PART
fbem-25524	21	6	understand	understand	VERB
fbem-25524	21	7	investors	investor	NOUN
fbem-25524	21	8	'	'	PART
fbem-25524	21	9	behavior	behavior	NOUN
fbem-25524	21	10	patterns	pattern	NOUN
fbem-25524	21	11	and	and	CCONJ
fbem-25524	21	12	psychological	psychological	ADJ
fbem-25524	21	13	dynamics	dynamic	NOUN
fbem-25524	21	14	,	,	PUNCT
fbem-25524	21	15	but	but	CCONJ
fbem-25524	21	16	also	also	ADV
fbem-25524	21	17	provides	provide	VERB
fbem-25524	21	18	new	new	ADJ
fbem-25524	21	19	perspectives	perspective	NOUN
fbem-25524	21	20	and	and	CCONJ
fbem-25524	21	21	tools	tool	NOUN
fbem-25524	21	22	for	for	ADP
fbem-25524	21	23	financial	financial	ADJ
fbem-25524	21	24	market	market	NOUN
fbem-25524	21	25	forecasting	forecasting	NOUN
fbem-25524	21	26	and	and	CCONJ
fbem-25524	21	27	decision	decision	NOUN
fbem-25524	21	28	-	-	PUNCT
fbem-25524	21	29	making	making	NOUN
fbem-25524	21	30	.	.	PUNCT
fbem-25524	22	1	therefore	therefore	ADV
fbem-25524	22	2	,	,	PUNCT
fbem-25524	22	3	this	this	DET
fbem-25524	22	4	study	study	NOUN
fbem-25524	22	5	has	have	VERB
fbem-25524	22	6	important	important	ADJ
fbem-25524	22	7	theoretical	theoretical	ADJ
fbem-25524	22	8	and	and	CCONJ
fbem-25524	22	9	practical	practical	ADJ
fbem-25524	22	10	significance	significance	NOUN
fbem-25524	22	11	.	.	PUNCT
fbem-25524	23	1	2	2	X
fbem-25524	23	2	.	.	X
fbem-25524	23	3	research	research	NOUN
fbem-25524	23	4	method	method	NOUN
fbem-25524	23	5	2.1	2.1	NUM
fbem-25524	23	6	.	.	PUNCT
fbem-25524	24	1	data	datum	NOUN
fbem-25524	24	2	source	source	NOUN
fbem-25524	24	3	in	in	ADP
fbem-25524	24	4	order	order	NOUN
fbem-25524	24	5	to	to	PART
fbem-25524	24	6	deeply	deeply	ADV
fbem-25524	24	7	explore	explore	VERB
fbem-25524	24	8	the	the	DET
fbem-25524	24	9	investor	investor	NOUN
fbem-25524	24	10	's	's	PART
fbem-25524	24	11	sentiment	sentiment	NOUN
fbem-25524	24	12	on	on	ADP
fbem-25524	24	13	the	the	DET
fbem-25524	24	14	financial	financial	ADJ
fbem-25524	24	15	technology	technology	NOUN
fbem-25524	24	16	platform	platform	NOUN
fbem-25524	24	17	,	,	PUNCT
fbem-25524	24	18	this	this	DET
fbem-25524	24	19	study	study	NOUN
fbem-25524	24	20	chooses	choose	VERB
fbem-25524	24	21	a	a	DET
fbem-25524	24	22	representative	representative	ADJ
fbem-25524	24	23	financial	financial	ADJ
fbem-25524	24	24	technology	technology	NOUN
fbem-25524	24	25	platform	platform	NOUN
fbem-25524	24	26	,	,	PUNCT
fbem-25524	24	27	which	which	PRON
fbem-25524	24	28	brings	bring	VERB
fbem-25524	24	29	together	together	ADV
fbem-25524	24	30	a	a	DET
fbem-25524	24	31	large	large	ADJ
fbem-25524	24	32	number	number	NOUN
fbem-25524	24	33	of	of	ADP
fbem-25524	24	34	investors	investor	NOUN
fbem-25524	24	35	who	who	PRON
fbem-25524	24	36	have	have	VERB
fbem-25524	24	37	in	in	ADP
fbem-25524	24	38	-	-	PUNCT
fbem-25524	24	39	depth	depth	NOUN
fbem-25524	24	40	research	research	NOUN
fbem-25524	24	41	and	and	CCONJ
fbem-25524	24	42	enthusiasm	enthusiasm	NOUN
fbem-25524	24	43	for	for	ADP
fbem-25524	24	44	the	the	DET
fbem-25524	24	45	financial	financial	ADJ
fbem-25524	24	46	market	market	NOUN
fbem-25524	24	47	,	,	PUNCT
fbem-25524	24	48	and	and	CCONJ
fbem-25524	24	49	they	they	PRON
fbem-25524	24	50	actively	actively	ADV
fbem-25524	24	51	discuss	discuss	VERB
fbem-25524	24	52	market	market	NOUN
fbem-25524	24	53	trends	trend	NOUN
fbem-25524	24	54	,	,	PUNCT
fbem-25524	24	55	investment	investment	NOUN
fbem-25524	24	56	strategies	strategy	NOUN
fbem-25524	24	57	and	and	CCONJ
fbem-25524	24	58	personal	personal	ADJ
fbem-25524	24	59	views	view	NOUN
fbem-25524	24	60	on	on	ADP
fbem-25524	24	61	the	the	DET
fbem-25524	24	62	market	market	NOUN
fbem-25524	24	63	in	in	ADP
fbem-25524	24	64	the	the	DET
fbem-25524	24	65	forum	forum	NOUN
fbem-25524	24	66	.	.	PUNCT
fbem-25524	25	1	therefore	therefore	ADV
fbem-25524	25	2	,	,	PUNCT
fbem-25524	25	3	the	the	DET
fbem-25524	25	4	text	text	NOUN
fbem-25524	25	5	data	datum	NOUN
fbem-25524	25	6	on	on	ADP
fbem-25524	25	7	this	this	DET
fbem-25524	25	8	platform	platform	NOUN
fbem-25524	25	9	can	can	AUX
fbem-25524	25	10	provide	provide	VERB
fbem-25524	25	11	rich	rich	ADJ
fbem-25524	25	12	investor	investor	NOUN
fbem-25524	25	13	's	's	PART
fbem-25524	25	14	sentiment	sentiment	NOUN
fbem-25524	25	15	information	information	NOUN
fbem-25524	25	16	for	for	ADP
fbem-25524	25	17	this	this	DET
fbem-25524	25	18	study	study	NOUN
fbem-25524	25	19	.	.	PUNCT
fbem-25524	26	1	from	from	ADP
fbem-25524	26	2	the	the	DET
fbem-25524	26	3	platform	platform	NOUN
fbem-25524	26	4	,	,	PUNCT
fbem-25524	26	5	the	the	DET
fbem-25524	26	6	discussion	discussion	NOUN
fbem-25524	26	7	posts	post	NOUN
fbem-25524	26	8	published	publish	VERB
fbem-25524	26	9	by	by	ADP
fbem-25524	26	10	investors	investor	NOUN
fbem-25524	26	11	in	in	ADP
fbem-25524	26	12	the	the	DET
fbem-25524	26	13	forum	forum	NOUN
fbem-25524	26	14	are	be	AUX
fbem-25524	26	15	captured	capture	VERB
fbem-25524	26	16	,	,	PUNCT
fbem-25524	26	17	which	which	PRON
fbem-25524	26	18	contain	contain	VERB
fbem-25524	26	19	investors	investor	NOUN
fbem-25524	26	20	'	'	PART
fbem-25524	26	21	views	view	NOUN
fbem-25524	26	22	on	on	ADP
fbem-25524	26	23	the	the	DET
fbem-25524	26	24	current	current	ADJ
fbem-25524	26	25	market	market	NOUN
fbem-25524	26	26	,	,	PUNCT
fbem-25524	26	27	some	some	DET
fbem-25524	26	28	stocks	stock	NOUN
fbem-25524	26	29	or	or	CCONJ
fbem-25524	26	30	financial	financial	ADJ
fbem-25524	26	31	products	product	NOUN
fbem-25524	26	32	,	,	PUNCT
fbem-25524	26	33	and	and	CCONJ
fbem-25524	26	34	their	their	PRON
fbem-25524	26	35	investment	investment	NOUN
fbem-25524	26	36	strategies	strategy	NOUN
fbem-25524	26	37	.	.	PUNCT
fbem-25524	27	1	these	these	DET
fbem-25524	27	2	contents	content	NOUN
fbem-25524	27	3	are	be	AUX
fbem-25524	27	4	an	an	DET
fbem-25524	27	5	important	important	ADJ
fbem-25524	27	6	source	source	NOUN
fbem-25524	27	7	of	of	ADP
fbem-25524	27	8	information	information	NOUN
fbem-25524	27	9	for	for	ADP
fbem-25524	27	10	analyzing	analyze	VERB
fbem-25524	27	11	investors	investor	NOUN
fbem-25524	27	12	'	'	PART
fbem-25524	27	13	emotions	emotion	NOUN
fbem-25524	27	14	.	.	PUNCT
fbem-25524	28	1	in	in	ADP
fbem-25524	28	2	addition	addition	NOUN
fbem-25524	28	3	to	to	ADP
fbem-25524	28	4	the	the	DET
fbem-25524	28	5	main	main	ADJ
fbem-25524	28	6	post	post	NOUN
fbem-25524	28	7	,	,	PUNCT
fbem-25524	28	8	i	i	PRON
fbem-25524	28	9	also	also	ADV
fbem-25524	28	10	collected	collect	VERB
fbem-25524	28	11	comments	comment	NOUN
fbem-25524	28	12	and	and	CCONJ
fbem-25524	28	13	replies	reply	NOUN
fbem-25524	28	14	below	below	ADP
fbem-25524	28	15	the	the	DET
fbem-25524	28	16	post	post	NOUN
fbem-25524	28	17	.	.	PUNCT
fbem-25524	29	1	these	these	DET
fbem-25524	29	2	comments	comment	NOUN
fbem-25524	29	3	and	and	CCONJ
fbem-25524	29	4	replies	reply	NOUN
fbem-25524	29	5	often	often	ADV
fbem-25524	29	6	contain	contain	VERB
fbem-25524	29	7	the	the	DET
fbem-25524	29	8	approval	approval	NOUN
fbem-25524	29	9	,	,	PUNCT
fbem-25524	29	10	opposition	opposition	NOUN
fbem-25524	29	11	or	or	CCONJ
fbem-25524	29	12	supplement	supplement	NOUN
fbem-25524	29	13	to	to	ADP
fbem-25524	29	14	the	the	DET
fbem-25524	29	15	main	main	ADJ
fbem-25524	29	16	post	post	NOUN
fbem-25524	29	17	,	,	PUNCT
fbem-25524	29	18	which	which	PRON
fbem-25524	29	19	can	can	AUX
fbem-25524	29	20	more	more	ADV
fbem-25524	29	21	comprehensively	comprehensively	ADV
fbem-25524	29	22	reflect	reflect	VERB
fbem-25524	29	23	investors	investor	NOUN
fbem-25524	29	24	'	'	PART
fbem-25524	29	25	emotions	emotion	NOUN
fbem-25524	29	26	and	and	CCONJ
fbem-25524	29	27	attitudes	attitude	NOUN
fbem-25524	29	28	.	.	PUNCT
fbem-25524	30	1	some	some	DET
fbem-25524	30	2	users	user	NOUN
fbem-25524	30	3	will	will	AUX
fbem-25524	30	4	share	share	VERB
fbem-25524	30	5	their	their	PRON
fbem-25524	30	6	investment	investment	NOUN
fbem-25524	30	7	experiences	experience	NOUN
fbem-25524	30	8	and	and	CCONJ
fbem-25524	30	9	feelings	feeling	NOUN
fbem-25524	30	10	of	of	ADP
fbem-25524	30	11	market	market	NOUN
fbem-25524	30	12	dynamics	dynamic	NOUN
fbem-25524	30	13	in	in	ADP
fbem-25524	30	14	their	their	PRON
fbem-25524	30	15	personal	personal	ADJ
fbem-25524	30	16	dynamics	dynamic	NOUN
fbem-25524	30	17	,	,	PUNCT
fbem-25524	30	18	which	which	PRON
fbem-25524	30	19	is	be	AUX
fbem-25524	30	20	also	also	ADV
fbem-25524	30	21	a	a	DET
fbem-25524	30	22	window	window	NOUN
fbem-25524	30	23	to	to	PART
fbem-25524	30	24	understand	understand	VERB
fbem-25524	30	25	investors	investor	NOUN
fbem-25524	30	26	'	'	PART
fbem-25524	30	27	emotions	emotion	NOUN
fbem-25524	30	28	.	.	PUNCT
fbem-25524	31	1	2.2	2.2	NUM
fbem-25524	31	2	.	.	PUNCT
fbem-25524	31	3	text	text	NOUN
fbem-25524	31	4	preprocessing	preprocessing	NOUN
fbem-25524	31	5	after	after	ADP
fbem-25524	31	6	collecting	collect	VERB
fbem-25524	31	7	the	the	DET
fbem-25524	31	8	text	text	NOUN
fbem-25524	31	9	data	datum	NOUN
fbem-25524	31	10	on	on	ADP
fbem-25524	31	11	the	the	DET
fbem-25524	31	12	financial	financial	ADJ
fbem-25524	31	13	technology	technology	NOUN
fbem-25524	31	14	platform	platform	NOUN
fbem-25524	31	15	,	,	PUNCT
fbem-25524	31	16	in	in	ADP
fbem-25524	31	17	order	order	NOUN
fbem-25524	31	18	to	to	PART
fbem-25524	31	19	ensure	ensure	VERB
fbem-25524	31	20	the	the	DET
fbem-25524	31	21	data	datum	NOUN
fbem-25524	31	22	quality	quality	NOUN
fbem-25524	31	23	and	and	CCONJ
fbem-25524	31	24	the	the	DET
fbem-25524	31	25	accuracy	accuracy	NOUN
fbem-25524	31	26	of	of	ADP
fbem-25524	31	27	subsequent	subsequent	ADJ
fbem-25524	31	28	analysis	analysis	NOUN
fbem-25524	31	29	,	,	PUNCT
fbem-25524	31	30	text	text	NOUN
fbem-25524	31	31	preprocessing	preprocessing	NOUN
fbem-25524	31	32	is	be	AUX
fbem-25524	31	33	needed	need	VERB
fbem-25524	31	34	.	.	PUNCT
fbem-25524	32	1	firstly	firstly	ADV
fbem-25524	32	2	,	,	PUNCT
fbem-25524	32	3	remove	remove	VERB
fbem-25524	32	4	the	the	DET
fbem-25524	32	5	content	content	NOUN
fbem-25524	32	6	unrelated	unrelated	ADJ
fbem-25524	32	7	to	to	ADP
fbem-25524	32	8	investor	investor	NOUN
fbem-25524	32	9	sentiment	sentiment	NOUN
fbem-25524	32	10	analysis	analysis	NOUN
fbem-25524	32	11	,	,	PUNCT
fbem-25524	32	12	such	such	ADJ
fbem-25524	32	13	as	as	ADP
fbem-25524	32	14	advertisements	advertisement	NOUN
fbem-25524	32	15	,	,	PUNCT
fbem-25524	32	16	non	non	ADJ
fbem-25524	32	17	-	-	ADJ
fbem-25524	32	18	text	text	ADJ
fbem-25524	32	19	content	content	NOUN
fbem-25524	32	20	(	(	PUNCT
fbem-25524	32	21	pictures	picture	NOUN
fbem-25524	32	22	,	,	PUNCT
fbem-25524	32	23	video	video	NOUN
fbem-25524	32	24	links	link	NOUN
fbem-25524	32	25	,	,	PUNCT
fbem-25524	32	26	etc	etc	X
fbem-25524	32	27	.	.	X
fbem-25524	32	28	)	)	PUNCT
fbem-25524	32	29	,	,	PUNCT
fbem-25524	32	30	duplicate	duplicate	VERB
fbem-25524	32	31	data	datum	NOUN
fbem-25524	32	32	and	and	CCONJ
fbem-25524	32	33	malformed	malformed	ADJ
fbem-25524	32	34	text	text	NOUN
fbem-25524	33	1	[	[	X
fbem-25524	33	2	4	4	NUM
fbem-25524	33	3	-	-	SYM
fbem-25524	33	4	5	5	NUM
fbem-25524	33	5	]	]	PUNCT
fbem-25524	33	6	.	.	PUNCT
fbem-25524	34	1	in	in	ADP
fbem-25524	34	2	addition	addition	NOUN
fbem-25524	34	3	,	,	PUNCT
fbem-25524	34	4	typos	typos	NOUN
fbem-25524	34	5	and	and	CCONJ
fbem-25524	34	6	spelling	spelling	NOUN
fbem-25524	34	7	mistakes	mistake	NOUN
fbem-25524	34	8	in	in	ADP
fbem-25524	34	9	the	the	DET
fbem-25524	34	10	text	text	NOUN
fbem-25524	34	11	are	be	AUX
fbem-25524	34	12	corrected	correct	VERB
fbem-25524	34	13	.	.	PUNCT
fbem-25524	35	1	word	word	NOUN
fbem-25524	35	2	segmentation	segmentation	NOUN
fbem-25524	35	3	is	be	AUX
fbem-25524	35	4	to	to	PART
fbem-25524	35	5	divide	divide	VERB
fbem-25524	35	6	a	a	DET
fbem-25524	35	7	continuous	continuous	ADJ
fbem-25524	35	8	text	text	NOUN
fbem-25524	35	9	into	into	ADP
fbem-25524	35	10	97	97	NUM
fbem-25524	35	11	independent	independent	ADJ
fbem-25524	35	12	lexical	lexical	ADJ
fbem-25524	35	13	units	unit	NOUN
fbem-25524	35	14	.	.	PUNCT
fbem-25524	36	1	because	because	SCONJ
fbem-25524	36	2	there	there	PRON
fbem-25524	36	3	is	be	VERB
fbem-25524	36	4	no	no	DET
fbem-25524	36	5	obvious	obvious	ADJ
fbem-25524	36	6	separator	separator	NOUN
fbem-25524	36	7	between	between	ADP
fbem-25524	36	8	words	word	NOUN
fbem-25524	36	9	in	in	ADP
fbem-25524	36	10	chinese	chinese	ADJ
fbem-25524	36	11	sentences	sentence	NOUN
fbem-25524	36	12	,	,	PUNCT
fbem-25524	36	13	word	word	NOUN
fbem-25524	36	14	segmentation	segmentation	NOUN
fbem-25524	36	15	is	be	AUX
fbem-25524	36	16	a	a	DET
fbem-25524	36	17	key	key	ADJ
fbem-25524	36	18	step	step	NOUN
fbem-25524	36	19	in	in	ADP
fbem-25524	36	20	chinese	chinese	ADJ
fbem-25524	36	21	text	text	NOUN
fbem-25524	36	22	processing	processing	NOUN
fbem-25524	36	23	.	.	PUNCT
fbem-25524	37	1	use	use	VERB
fbem-25524	37	2	the	the	DET
fbem-25524	37	3	professional	professional	ADJ
fbem-25524	37	4	chinese	chinese	ADJ
fbem-25524	37	5	word	word	NOUN
fbem-25524	37	6	segmentation	segmentation	NOUN
fbem-25524	37	7	tool	tool	NOUN
fbem-25524	37	8	jieba	jieba	VERB
fbem-25524	37	9	word	word	NOUN
fbem-25524	37	10	segmentation	segmentation	NOUN
fbem-25524	37	11	,	,	PUNCT
fbem-25524	37	12	which	which	PRON
fbem-25524	37	13	can	can	AUX
fbem-25524	37	14	accurately	accurately	ADV
fbem-25524	37	15	segment	segment	VERB
fbem-25524	37	16	words	word	NOUN
fbem-25524	37	17	according	accord	VERB
fbem-25524	37	18	to	to	ADP
fbem-25524	37	19	chinese	chinese	ADJ
fbem-25524	37	20	grammar	grammar	NOUN
fbem-25524	37	21	rules	rule	NOUN
fbem-25524	37	22	and	and	CCONJ
fbem-25524	37	23	thesaurus	thesaurus	NOUN
fbem-25524	37	24	.	.	PUNCT
fbem-25524	38	1	stop	stop	VERB
fbem-25524	38	2	words	word	NOUN
fbem-25524	38	3	refers	refer	VERB
fbem-25524	38	4	to	to	ADP
fbem-25524	38	5	words	word	NOUN
fbem-25524	38	6	that	that	PRON
fbem-25524	38	7	frequently	frequently	ADV
fbem-25524	38	8	appear	appear	VERB
fbem-25524	38	9	in	in	ADP
fbem-25524	38	10	the	the	DET
fbem-25524	38	11	text	text	NOUN
fbem-25524	38	12	but	but	CCONJ
fbem-25524	38	13	make	make	VERB
fbem-25524	38	14	little	little	ADJ
fbem-25524	38	15	contribution	contribution	NOUN
fbem-25524	38	16	to	to	ADP
fbem-25524	38	17	the	the	DET
fbem-25524	38	18	meaning	meaning	NOUN
fbem-25524	38	19	of	of	ADP
fbem-25524	38	20	the	the	DET
fbem-25524	38	21	text	text	NOUN
fbem-25524	38	22	,	,	PUNCT
fbem-25524	38	23	such	such	ADJ
fbem-25524	38	24	as	as	ADP
fbem-25524	38	25	"	"	PUNCT
fbem-25524	38	26	de	de	ADJ
fbem-25524	38	27	"	"	PUNCT
fbem-25524	38	28	,	,	PUNCT
fbem-25524	38	29	"	"	PUNCT
fbem-25524	38	30	shi	shi	PROPN
fbem-25524	38	31	"	"	PUNCT
fbem-25524	38	32	and	and	CCONJ
fbem-25524	38	33	"	"	PUNCT
fbem-25524	38	34	zai	zai	NOUN
fbem-25524	38	35	"	"	PUNCT
fbem-25524	38	36	.	.	PUNCT
fbem-25524	39	1	these	these	DET
fbem-25524	39	2	words	word	NOUN
fbem-25524	39	3	often	often	ADV
fbem-25524	39	4	cause	cause	VERB
fbem-25524	39	5	noise	noise	NOUN
fbem-25524	39	6	in	in	ADP
fbem-25524	39	7	text	text	NOUN
fbem-25524	39	8	analysis	analysis	NOUN
fbem-25524	39	9	,	,	PUNCT
fbem-25524	39	10	so	so	SCONJ
fbem-25524	39	11	they	they	PRON
fbem-25524	39	12	need	need	VERB
fbem-25524	39	13	to	to	PART
fbem-25524	39	14	be	be	AUX
fbem-25524	39	15	removed	remove	VERB
fbem-25524	39	16	.	.	PUNCT
fbem-25524	40	1	a	a	DET
fbem-25524	40	2	stop	stop	NOUN
fbem-25524	40	3	words	word	NOUN
fbem-25524	40	4	list	list	NOUN
fbem-25524	40	5	is	be	AUX
fbem-25524	40	6	constructed	construct	VERB
fbem-25524	40	7	,	,	PUNCT
fbem-25524	40	8	and	and	CCONJ
fbem-25524	40	9	stop	stop	VERB
fbem-25524	40	10	words	word	NOUN
fbem-25524	40	11	in	in	ADP
fbem-25524	40	12	the	the	DET
fbem-25524	40	13	text	text	NOUN
fbem-25524	40	14	is	be	AUX
fbem-25524	40	15	deleted	delete	VERB
fbem-25524	40	16	in	in	ADP
fbem-25524	40	17	the	the	DET
fbem-25524	40	18	preprocessing	preprocessing	NOUN
fbem-25524	40	19	process	process	NOUN
fbem-25524	40	20	[	[	X
fbem-25524	40	21	6	6	NUM
fbem-25524	40	22	]	]	PUNCT
fbem-25524	40	23	.	.	PUNCT
fbem-25524	41	1	2.3	2.3	NUM
fbem-25524	41	2	.	.	PUNCT
fbem-25524	42	1	text	text	NOUN
fbem-25524	42	2	analysis	analysis	NOUN
fbem-25524	42	3	when	when	SCONJ
fbem-25524	42	4	conducting	conduct	VERB
fbem-25524	42	5	text	text	NOUN
fbem-25524	42	6	analysis	analysis	NOUN
fbem-25524	42	7	,	,	PUNCT
fbem-25524	42	8	natural	natural	ADJ
fbem-25524	42	9	language	language	NOUN
fbem-25524	42	10	processing	processing	NOUN
fbem-25524	42	11	techniques	technique	NOUN
fbem-25524	42	12	are	be	AUX
fbem-25524	42	13	used	use	VERB
fbem-25524	42	14	to	to	PART
fbem-25524	42	15	extract	extract	VERB
fbem-25524	42	16	features	feature	NOUN
fbem-25524	42	17	from	from	ADP
fbem-25524	42	18	the	the	DET
fbem-25524	42	19	text	text	NOUN
fbem-25524	42	20	.	.	PUNCT
fbem-25524	43	1	for	for	ADP
fbem-25524	43	2	the	the	DET
fbem-25524	43	3	purpose	purpose	NOUN
fbem-25524	43	4	of	of	ADP
fbem-25524	43	5	this	this	DET
fbem-25524	43	6	study	study	NOUN
fbem-25524	43	7	,	,	PUNCT
fbem-25524	43	8	which	which	PRON
fbem-25524	43	9	is	be	AUX
fbem-25524	43	10	to	to	PART
fbem-25524	43	11	explore	explore	VERB
fbem-25524	43	12	sentiment	sentiment	NOUN
fbem-25524	43	13	indicators	indicator	NOUN
fbem-25524	43	14	of	of	ADP
fbem-25524	43	15	investors	investor	NOUN
fbem-25524	43	16	on	on	ADP
fbem-25524	43	17	financial	financial	ADJ
fbem-25524	43	18	technology	technology	NOUN
fbem-25524	43	19	platforms	platform	NOUN
fbem-25524	43	20	,	,	PUNCT
fbem-25524	43	21	the	the	DET
fbem-25524	43	22	paper	paper	NOUN
fbem-25524	43	23	designs	design	VERB
fbem-25524	43	24	a	a	DET
fbem-25524	43	25	text	text	NOUN
fbem-25524	43	26	analysis	analysis	NOUN
fbem-25524	43	27	method	method	NOUN
fbem-25524	43	28	based	base	VERB
fbem-25524	43	29	on	on	ADP
fbem-25524	43	30	the	the	DET
fbem-25524	43	31	bow	bow	NOUN
fbem-25524	43	32	(	(	PUNCT
fbem-25524	43	33	bag	bag	NOUN
fbem-25524	43	34	of	of	ADP
fbem-25524	43	35	words	word	NOUN
fbem-25524	43	36	)	)	PUNCT
fbem-25524	43	37	model	model	NOUN
fbem-25524	43	38	and	and	CCONJ
fbem-25524	43	39	tf	tf	PROPN
fbem-25524	43	40	-	-	PUNCT
fbem-25524	43	41	idf	idf	ADJ
fbem-25524	43	42	(	(	PUNCT
fbem-25524	43	43	term	term	NOUN
fbem-25524	43	44	frequency	frequency	NOUN
fbem-25524	43	45	-	-	PUNCT
fbem-25524	43	46	inverse	inverse	NOUN
fbem-25524	43	47	document	document	NOUN
fbem-25524	43	48	frequency	frequency	NOUN
fbem-25524	43	49	)	)	PUNCT
fbem-25524	44	1	[	[	X
fbem-25524	44	2	7	7	NUM
fbem-25524	44	3	-	-	SYM
fbem-25524	44	4	8	8	NUM
fbem-25524	44	5	]	]	PUNCT
fbem-25524	44	6	.	.	PUNCT
fbem-25524	45	1	firstly	firstly	ADV
fbem-25524	45	2	,	,	PUNCT
fbem-25524	45	3	the	the	DET
fbem-25524	45	4	preprocessed	preprocesse	VERB
fbem-25524	45	5	text	text	NOUN
fbem-25524	45	6	data	datum	NOUN
fbem-25524	45	7	is	be	AUX
fbem-25524	45	8	converted	convert	VERB
fbem-25524	45	9	into	into	ADP
fbem-25524	45	10	bow	bow	NOUN
fbem-25524	45	11	representation	representation	NOUN
fbem-25524	45	12	.	.	PUNCT
fbem-25524	46	1	bow	bow	NOUN
fbem-25524	46	2	regards	regard	VERB
fbem-25524	46	3	text	text	NOUN
fbem-25524	46	4	as	as	ADP
fbem-25524	46	5	a	a	DET
fbem-25524	46	6	collection	collection	NOUN
fbem-25524	46	7	of	of	ADP
fbem-25524	46	8	words	word	NOUN
fbem-25524	46	9	,	,	PUNCT
fbem-25524	46	10	ignoring	ignore	VERB
fbem-25524	46	11	grammar	grammar	NOUN
fbem-25524	46	12	and	and	CCONJ
fbem-25524	46	13	the	the	DET
fbem-25524	46	14	order	order	NOUN
fbem-25524	46	15	of	of	ADP
fbem-25524	46	16	words	word	NOUN
fbem-25524	46	17	,	,	PUNCT
fbem-25524	46	18	but	but	CCONJ
fbem-25524	46	19	retaining	retain	VERB
fbem-25524	46	20	the	the	DET
fbem-25524	46	21	frequency	frequency	NOUN
fbem-25524	46	22	information	information	NOUN
fbem-25524	46	23	of	of	ADP
fbem-25524	46	24	words	word	NOUN
fbem-25524	46	25	.	.	PUNCT
fbem-25524	47	1	build	build	VERB
fbem-25524	47	2	a	a	DET
fbem-25524	47	3	vocabulary	vocabulary	NOUN
fbem-25524	47	4	and	and	CCONJ
fbem-25524	47	5	map	map	VERB
fbem-25524	47	6	each	each	DET
fbem-25524	47	7	word	word	NOUN
fbem-25524	47	8	in	in	ADP
fbem-25524	47	9	the	the	DET
fbem-25524	47	10	text	text	NOUN
fbem-25524	47	11	to	to	ADP
fbem-25524	47	12	a	a	DET
fbem-25524	47	13	unique	unique	ADJ
fbem-25524	47	14	index	index	NOUN
fbem-25524	47	15	.	.	PUNCT
fbem-25524	48	1	then	then	ADV
fbem-25524	48	2	,	,	PUNCT
fbem-25524	48	3	for	for	ADP
fbem-25524	48	4	each	each	DET
fbem-25524	48	5	text	text	NOUN
fbem-25524	48	6	,	,	PUNCT
fbem-25524	48	7	count	count	VERB
fbem-25524	48	8	the	the	DET
fbem-25524	48	9	number	number	NOUN
fbem-25524	48	10	of	of	ADP
fbem-25524	48	11	occurrences	occurrence	NOUN
fbem-25524	48	12	of	of	ADP
fbem-25524	48	13	each	each	DET
fbem-25524	48	14	word	word	NOUN
fbem-25524	48	15	in	in	ADP
fbem-25524	48	16	the	the	DET
fbem-25524	48	17	vocabulary	vocabulary	NOUN
fbem-25524	48	18	to	to	PART
fbem-25524	48	19	form	form	VERB
fbem-25524	48	20	a	a	DET
fbem-25524	48	21	lexical	lexical	ADJ
fbem-25524	48	22	frequency	frequency	NOUN
fbem-25524	48	23	vector	vector	NOUN
fbem-25524	48	24	.	.	PUNCT
fbem-25524	49	1	suppose	suppose	VERB
fbem-25524	49	2	that	that	SCONJ
fbem-25524	49	3	the	the	DET
fbem-25524	49	4	vocabulary	vocabulary	NOUN
fbem-25524	49	5	contains	contain	VERB
fbem-25524	49	6	the	the	DET
fbem-25524	49	7	following	follow	VERB
fbem-25524	49	8	words	word	NOUN
fbem-25524	49	9	:	:	PUNCT
fbem-25524	49	10	{	{	PUNCT
fbem-25524	49	11	buy	buy	NOUN
fbem-25524	49	12	,	,	PUNCT
fbem-25524	49	13	stock	stock	NOUN
fbem-25524	49	14	,	,	PUNCT
fbem-25524	49	15	feeling	feeling	NOUN
fbem-25524	49	16	,	,	PUNCT
fbem-25524	49	17	good	good	ADJ
fbem-25524	49	18	,	,	PUNCT
fbem-25524	49	19	hope	hope	NOUN
fbem-25524	49	20	and	and	CCONJ
fbem-25524	49	21	rise	rise	VERB
fbem-25524	49	22	}	}	PUNCT
fbem-25524	49	23	,	,	PUNCT
fbem-25524	49	24	and	and	CCONJ
fbem-25524	49	25	the	the	DET
fbem-25524	49	26	tf	tf	NOUN
fbem-25524	49	27	and	and	CCONJ
fbem-25524	49	28	idf	idf	PROPN
fbem-25524	49	29	values	value	NOUN
fbem-25524	49	30	of	of	ADP
fbem-25524	49	31	each	each	DET
fbem-25524	49	32	word	word	NOUN
fbem-25524	49	33	have	have	AUX
fbem-25524	49	34	been	be	AUX
fbem-25524	49	35	calculated	calculate	VERB
fbem-25524	49	36	.	.	PUNCT
fbem-25524	50	1	for	for	ADP
fbem-25524	50	2	the	the	DET
fbem-25524	50	3	text	text	NOUN
fbem-25524	50	4	"	"	PUNCT
fbem-25524	50	5	i	i	PRON
fbem-25524	50	6	bought	buy	VERB
fbem-25524	50	7	xx	xx	NUM
fbem-25524	50	8	shares	share	NOUN
fbem-25524	50	9	today	today	NOUN
fbem-25524	50	10	,	,	PUNCT
fbem-25524	50	11	and	and	CCONJ
fbem-25524	50	12	i	i	PRON
fbem-25524	50	13	feel	feel	VERB
fbem-25524	50	14	good	good	ADJ
fbem-25524	50	15	.	.	PUNCT
fbem-25524	51	1	i	i	PRON
fbem-25524	51	2	hope	hope	VERB
fbem-25524	51	3	i	i	PRON
fbem-25524	51	4	can	can	AUX
fbem-25524	51	5	go	go	VERB
fbem-25524	51	6	up	up	ADV
fbem-25524	51	7	a	a	DET
fbem-25524	51	8	bit	bit	NOUN
fbem-25524	51	9	!	!	PUNCT
fbem-25524	51	10	"	"	PUNCT
fbem-25524	52	1	according	accord	VERB
fbem-25524	52	2	to	to	ADP
fbem-25524	52	3	the	the	DET
fbem-25524	52	4	tf	tf	PROPN
fbem-25524	52	5	-	-	PUNCT
fbem-25524	52	6	idf	idf	PROPN
fbem-25524	52	7	formula	formula	NOUN
fbem-25524	52	8	,	,	PUNCT
fbem-25524	52	9	the	the	DET
fbem-25524	52	10	tf	tf	PROPN
fbem-25524	52	11	-	-	PUNCT
fbem-25524	52	12	idf	idf	PROPN
fbem-25524	52	13	value	value	NOUN
fbem-25524	52	14	of	of	ADP
fbem-25524	52	15	each	each	DET
fbem-25524	52	16	word	word	NOUN
fbem-25524	52	17	is	be	AUX
fbem-25524	52	18	calculated	calculate	VERB
fbem-25524	52	19	,	,	PUNCT
fbem-25524	52	20	and	and	CCONJ
fbem-25524	52	21	a	a	DET
fbem-25524	52	22	feature	feature	NOUN
fbem-25524	52	23	vector	vector	NOUN
fbem-25524	52	24	is	be	AUX
fbem-25524	52	25	obtained	obtain	VERB
fbem-25524	52	26	.	.	PUNCT
fbem-25524	53	1	tf	tf	PRON
fbem-25524	53	2	calculation	calculation	NOUN
fbem-25524	53	3	formula	formula	NOUN
fbem-25524	53	4	:	:	PUNCT
fbem-25524	53	5	(	(	PUNCT
fbem-25524	53	6	)	)	PUNCT
fbem-25524	53	7			PROPN
fbem-25524	53	8			NOUN
fbem-25524	53	9	=	=	PUNCT
fbem-25524	53	10	dt	dt	X
fbem-25524	54	1	dt	dt	X
fbem-25524	54	2	dt	dt	X
fbem-25524	54	3	f	f	PROPN
fbem-25524	54	4	f	f	PROPN
fbem-25524	54	5	dttf	dttf	PROPN
fbem-25524	54	6	'	'	PUNCT
fbem-25524	54	7	'	'	PUNCT
fbem-25524	54	8	,	,	PUNCT
fbem-25524	54	9	,	,	PUNCT
fbem-25524	54	10	,	,	PUNCT
fbem-25524	54	11	(	(	PUNCT
fbem-25524	54	12	1	1	X
fbem-25524	54	13	)	)	PUNCT
fbem-25524	54	14	where	where	SCONJ
fbem-25524	54	15	dtf	dtf	PROPN
fbem-25524	54	16	,	,	PUNCT
fbem-25524	54	17	represents	represent	VERB
fbem-25524	54	18	the	the	DET
fbem-25524	54	19	number	number	NOUN
fbem-25524	54	20	of	of	ADP
fbem-25524	54	21	occurrences	occurrence	NOUN
fbem-25524	54	22	of	of	ADP
fbem-25524	54	23	the	the	DET
fbem-25524	54	24	term	term	NOUN
fbem-25524	54	25	t	t	NOUN
fbem-25524	54	26	in	in	ADP
fbem-25524	54	27	the	the	DET
fbem-25524	54	28	document	document	NOUN
fbem-25524	54	29	d	d	NOUN
fbem-25524	54	30	,	,	PUNCT
fbem-25524	54	31	and	and	CCONJ
fbem-25524	54	32	the	the	DET
fbem-25524	54	33	denominator	denominator	NOUN
fbem-25524	54	34	represents	represent	VERB
fbem-25524	54	35	the	the	DET
fbem-25524	54	36	sum	sum	NOUN
fbem-25524	54	37	of	of	ADP
fbem-25524	54	38	the	the	DET
fbem-25524	54	39	occurrences	occurrence	NOUN
fbem-25524	54	40	of	of	ADP
fbem-25524	54	41	all	all	DET
fbem-25524	54	42	the	the	DET
fbem-25524	54	43	terms	term	NOUN
fbem-25524	54	44	in	in	ADP
fbem-25524	54	45	the	the	DET
fbem-25524	54	46	document	document	NOUN
fbem-25524	55	1	d	d	X
fbem-25524	55	2	.	.	PUNCT
fbem-25524	56	1	df	df	PROPN
fbem-25524	56	2	calculation	calculation	NOUN
fbem-25524	56	3	formula	formula	NOUN
fbem-25524	56	4	:	:	PUNCT
fbem-25524	56	5	(	(	PUNCT
fbem-25524	56	6	)	)	PUNCT
fbem-25524	56	7	(	(	PUNCT
fbem-25524	56	8	)	)	PUNCT
fbem-25524	56	9	tdf	tdf	PROPN
fbem-25524	56	10	n	n	PROPN
fbem-25524	56	11	tidf	tidf	PROPN
fbem-25524	56	12	e	e	PROPN
fbem-25524	56	13	log=	log=	PROPN
fbem-25524	56	14	(	(	PUNCT
fbem-25524	56	15	2	2	NUM
fbem-25524	56	16	)	)	PUNCT
fbem-25524	56	17	where	where	SCONJ
fbem-25524	56	18	n	n	PRON
fbem-25524	56	19	is	be	AUX
fbem-25524	56	20	the	the	DET
fbem-25524	56	21	total	total	ADJ
fbem-25524	56	22	number	number	NOUN
fbem-25524	56	23	of	of	ADP
fbem-25524	56	24	documents	document	NOUN
fbem-25524	56	25	in	in	ADP
fbem-25524	56	26	the	the	DET
fbem-25524	56	27	document	document	NOUN
fbem-25524	56	28	collection	collection	NOUN
fbem-25524	56	29	,	,	PUNCT
fbem-25524	56	30	and	and	CCONJ
fbem-25524	56	31	(	(	PUNCT
fbem-25524	56	32	)	)	PUNCT
fbem-25524	56	33	tdf	tdf	PROPN
fbem-25524	56	34	is	be	AUX
fbem-25524	56	35	the	the	DET
fbem-25524	56	36	number	number	NOUN
fbem-25524	56	37	of	of	ADP
fbem-25524	56	38	documents	document	NOUN
fbem-25524	56	39	containing	contain	VERB
fbem-25524	56	40	the	the	DET
fbem-25524	56	41	term	term	NOUN
fbem-25524	56	42	t	t	NOUN
fbem-25524	56	43	.	.	PUNCT
fbem-25524	57	1	tf	tf	ADJ
fbem-25524	57	2	-	-	PUNCT
fbem-25524	57	3	idf	idf	PROPN
fbem-25524	57	4	value	value	NOUN
fbem-25524	57	5	calculation	calculation	NOUN
fbem-25524	57	6	formula	formula	NOUN
fbem-25524	57	7	:	:	PUNCT
fbem-25524	57	8	(	(	PUNCT
fbem-25524	57	9	)	)	PUNCT
fbem-25524	57	10	(	(	PUNCT
fbem-25524	57	11	)	)	PUNCT
fbem-25524	57	12	(	(	PUNCT
fbem-25524	57	13	)	)	PUNCT
fbem-25524	57	14	tidfdttfdtidftf	tidfdttfdtidftf	PROPN
fbem-25524	57	15	=−	=−	PROPN
fbem-25524	57	16	,	,	PUNCT
fbem-25524	57	17	,	,	PUNCT
fbem-25524	57	18	(	(	PUNCT
fbem-25524	57	19	3	3	X
fbem-25524	57	20	)	)	PUNCT
fbem-25524	57	21	this	this	DET
fbem-25524	57	22	value	value	NOUN
fbem-25524	57	23	takes	take	VERB
fbem-25524	57	24	into	into	ADP
fbem-25524	57	25	account	account	NOUN
fbem-25524	57	26	the	the	DET
fbem-25524	57	27	frequency	frequency	NOUN
fbem-25524	57	28	of	of	ADP
fbem-25524	57	29	words	word	NOUN
fbem-25524	57	30	in	in	ADP
fbem-25524	57	31	a	a	DET
fbem-25524	57	32	specific	specific	ADJ
fbem-25524	57	33	document	document	NOUN
fbem-25524	57	34	and	and	CCONJ
fbem-25524	57	35	the	the	DET
fbem-25524	57	36	rarity	rarity	NOUN
fbem-25524	57	37	in	in	ADP
fbem-25524	57	38	the	the	DET
fbem-25524	57	39	whole	whole	ADJ
fbem-25524	57	40	document	document	NOUN
fbem-25524	57	41	collection	collection	NOUN
fbem-25524	57	42	.	.	PUNCT
fbem-25524	58	1	calculate	calculate	VERB
fbem-25524	58	2	the	the	DET
fbem-25524	58	3	tf	tf	PROPN
fbem-25524	58	4	-	-	PUNCT
fbem-25524	58	5	idf	idf	PROPN
fbem-25524	58	6	value	value	NOUN
fbem-25524	58	7	of	of	ADP
fbem-25524	58	8	each	each	DET
fbem-25524	58	9	word	word	NOUN
fbem-25524	58	10	and	and	CCONJ
fbem-25524	58	11	represent	represent	VERB
fbem-25524	58	12	these	these	DET
fbem-25524	58	13	values	value	NOUN
fbem-25524	58	14	as	as	ADP
fbem-25524	58	15	the	the	DET
fbem-25524	58	16	characteristics	characteristic	NOUN
fbem-25524	58	17	of	of	ADP
fbem-25524	58	18	the	the	DET
fbem-25524	58	19	text	text	NOUN
fbem-25524	58	20	.	.	PUNCT
fbem-25524	59	1	these	these	DET
fbem-25524	59	2	characteristics	characteristic	NOUN
fbem-25524	59	3	will	will	AUX
fbem-25524	59	4	be	be	AUX
fbem-25524	59	5	used	use	VERB
fbem-25524	59	6	for	for	ADP
fbem-25524	59	7	the	the	DET
fbem-25524	59	8	subsequent	subsequent	ADJ
fbem-25524	59	9	construction	construction	NOUN
fbem-25524	59	10	of	of	ADP
fbem-25524	59	11	investor	investor	NOUN
fbem-25524	59	12	sentiment	sentiment	NOUN
fbem-25524	59	13	indicators	indicator	NOUN
fbem-25524	59	14	.	.	PUNCT
fbem-25524	60	1	2.4	2.4	NUM
fbem-25524	60	2	.	.	PUNCT
fbem-25524	61	1	construction	construction	NOUN
fbem-25524	61	2	of	of	ADP
fbem-25524	61	3	investor	investor	NOUN
fbem-25524	61	4	sentiment	sentiment	NOUN
fbem-25524	61	5	index	index	NOUN
fbem-25524	61	6	after	after	ADP
fbem-25524	61	7	extracting	extract	VERB
fbem-25524	61	8	the	the	DET
fbem-25524	61	9	text	text	NOUN
fbem-25524	61	10	features	feature	NOUN
fbem-25524	61	11	,	,	PUNCT
fbem-25524	61	12	the	the	DET
fbem-25524	61	13	next	next	ADJ
fbem-25524	61	14	step	step	NOUN
fbem-25524	61	15	is	be	AUX
fbem-25524	61	16	to	to	PART
fbem-25524	61	17	construct	construct	VERB
fbem-25524	61	18	investor	investor	NOUN
fbem-25524	61	19	sentiment	sentiment	NOUN
fbem-25524	61	20	indicators	indicator	NOUN
fbem-25524	61	21	.	.	PUNCT
fbem-25524	62	1	according	accord	VERB
fbem-25524	62	2	to	to	ADP
fbem-25524	62	3	the	the	DET
fbem-25524	62	4	actual	actual	ADJ
fbem-25524	62	5	situation	situation	NOUN
fbem-25524	62	6	of	of	ADP
fbem-25524	62	7	this	this	DET
fbem-25524	62	8	study	study	NOUN
fbem-25524	62	9	,	,	PUNCT
fbem-25524	62	10	supervised	supervise	VERB
fbem-25524	62	11	learning	learning	NOUN
fbem-25524	62	12	method	method	NOUN
fbem-25524	62	13	is	be	AUX
fbem-25524	62	14	used	use	VERB
fbem-25524	62	15	to	to	PART
fbem-25524	62	16	construct	construct	VERB
fbem-25524	62	17	this	this	DET
fbem-25524	62	18	index	index	NOUN
fbem-25524	62	19	.	.	PUNCT
fbem-25524	63	1	first	first	ADV
fbem-25524	63	2	,	,	PUNCT
fbem-25524	63	3	a	a	DET
fbem-25524	63	4	labeled	label	VERB
fbem-25524	63	5	data	datum	NOUN
fbem-25524	63	6	set	set	VERB
fbem-25524	63	7	is	be	AUX
fbem-25524	63	8	needed	need	VERB
fbem-25524	63	9	to	to	PART
fbem-25524	63	10	train	train	VERB
fbem-25524	63	11	the	the	DET
fbem-25524	63	12	model	model	NOUN
fbem-25524	63	13	.	.	PUNCT
fbem-25524	64	1	this	this	PRON
fbem-25524	64	2	can	can	AUX
fbem-25524	64	3	be	be	AUX
fbem-25524	64	4	achieved	achieve	VERB
fbem-25524	64	5	by	by	ADP
fbem-25524	64	6	inviting	invite	VERB
fbem-25524	64	7	experts	expert	NOUN
fbem-25524	64	8	to	to	PART
fbem-25524	64	9	mark	mark	VERB
fbem-25524	64	10	a	a	DET
fbem-25524	64	11	part	part	NOUN
fbem-25524	64	12	of	of	ADP
fbem-25524	64	13	text	text	NOUN
fbem-25524	64	14	data	datum	NOUN
fbem-25524	64	15	as	as	ADP
fbem-25524	64	16	positive	positive	ADJ
fbem-25524	64	17	,	,	PUNCT
fbem-25524	64	18	negative	negative	ADJ
fbem-25524	64	19	or	or	CCONJ
fbem-25524	64	20	neutral	neutral	ADJ
fbem-25524	64	21	.	.	PUNCT
fbem-25524	65	1	use	use	VERB
fbem-25524	65	2	the	the	DET
fbem-25524	65	3	text	text	NOUN
fbem-25524	65	4	features	feature	NOUN
fbem-25524	65	5	extracted	extract	VERB
fbem-25524	65	6	by	by	ADP
fbem-25524	65	7	methods	method	NOUN
fbem-25524	65	8	such	such	ADJ
fbem-25524	65	9	as	as	ADP
fbem-25524	65	10	tf	tf	PROPN
fbem-25524	65	11	-	-	PUNCT
fbem-25524	65	12	idf	idf	NOUN
fbem-25524	65	13	before	before	ADV
fbem-25524	65	14	.	.	PUNCT
fbem-25524	66	1	further	far	ADV
fbem-25524	66	2	,	,	PUNCT
fbem-25524	66	3	through	through	ADP
fbem-25524	66	4	feature	feature	NOUN
fbem-25524	66	5	selection	selection	NOUN
fbem-25524	66	6	techniques	technique	NOUN
fbem-25524	66	7	(	(	PUNCT
fbem-25524	66	8	chi	chi	ADJ
fbem-25524	66	9	-	-	PUNCT
fbem-25524	66	10	square	square	ADJ
fbem-25524	66	11	test	test	NOUN
fbem-25524	66	12	,	,	PUNCT
fbem-25524	66	13	mutual	mutual	ADJ
fbem-25524	66	14	information	information	NOUN
fbem-25524	66	15	)	)	PUNCT
fbem-25524	66	16	,	,	PUNCT
fbem-25524	66	17	the	the	DET
fbem-25524	66	18	features	feature	NOUN
fbem-25524	66	19	most	most	ADV
fbem-25524	66	20	related	related	ADJ
fbem-25524	66	21	to	to	ADP
fbem-25524	66	22	investor	investor	NOUN
fbem-25524	66	23	sentiment	sentiment	NOUN
fbem-25524	66	24	are	be	AUX
fbem-25524	66	25	screened	screen	VERB
fbem-25524	66	26	out	out	ADP
fbem-25524	66	27	.	.	PUNCT
fbem-25524	67	1	considering	consider	VERB
fbem-25524	67	2	that	that	SCONJ
fbem-25524	67	3	investor	investor	NOUN
fbem-25524	67	4	sentiment	sentiment	NOUN
fbem-25524	67	5	classification	classification	NOUN
fbem-25524	67	6	is	be	AUX
fbem-25524	67	7	a	a	DET
fbem-25524	67	8	multi	multi	ADJ
fbem-25524	67	9	-	-	ADJ
fbem-25524	67	10	classification	classification	ADJ
fbem-25524	67	11	problem	problem	NOUN
fbem-25524	67	12	(	(	PUNCT
fbem-25524	67	13	positive	positive	ADJ
fbem-25524	67	14	,	,	PUNCT
fbem-25524	67	15	negative	negative	ADJ
fbem-25524	67	16	and	and	CCONJ
fbem-25524	67	17	neutral	neutral	ADJ
fbem-25524	67	18	)	)	PUNCT
fbem-25524	67	19	,	,	PUNCT
fbem-25524	67	20	multi	multi	ADJ
fbem-25524	67	21	-	-	ADJ
fbem-25524	67	22	classification	classification	ADJ
fbem-25524	67	23	algorithms	algorithm	NOUN
fbem-25524	67	24	are	be	AUX
fbem-25524	67	25	adopted	adopt	VERB
fbem-25524	67	26	,	,	PUNCT
fbem-25524	67	27	such	such	ADJ
fbem-25524	67	28	as	as	ADP
fbem-25524	67	29	logistic	logistic	ADJ
fbem-25524	67	30	regression	regression	NOUN
fbem-25524	67	31	,	,	PUNCT
fbem-25524	67	32	support	support	NOUN
fbem-25524	67	33	vector	vector	NOUN
fbem-25524	67	34	machine	machine	NOUN
fbem-25524	67	35	(	(	PUNCT
fbem-25524	67	36	svm	svm	PROPN
fbem-25524	67	37	)	)	PUNCT
fbem-25524	67	38	,	,	PUNCT
fbem-25524	67	39	random	random	ADJ
fbem-25524	67	40	forest	forest	NOUN
fbem-25524	67	41	or	or	CCONJ
fbem-25524	67	42	neural	neural	ADJ
fbem-25524	67	43	network	network	NOUN
fbem-25524	67	44	[	[	X
fbem-25524	67	45	9	9	NUM
fbem-25524	67	46	-	-	SYM
fbem-25524	67	47	10	10	NUM
fbem-25524	67	48	]	]	PUNCT
fbem-25524	67	49	.	.	PUNCT
fbem-25524	68	1	in	in	ADP
fbem-25524	68	2	this	this	DET
fbem-25524	68	3	study	study	NOUN
fbem-25524	68	4	,	,	PUNCT
fbem-25524	68	5	the	the	DET
fbem-25524	68	6	logistic	logistic	ADJ
fbem-25524	68	7	regression	regression	NOUN
fbem-25524	68	8	model	model	NOUN
fbem-25524	68	9	is	be	AUX
fbem-25524	68	10	chosen	choose	VERB
fbem-25524	68	11	as	as	ADP
fbem-25524	68	12	the	the	DET
fbem-25524	68	13	baseline	baseline	NOUN
fbem-25524	68	14	model	model	NOUN
fbem-25524	68	15	,	,	PUNCT
fbem-25524	68	16	because	because	SCONJ
fbem-25524	68	17	it	it	PRON
fbem-25524	68	18	is	be	AUX
fbem-25524	68	19	simple	simple	ADJ
fbem-25524	68	20	,	,	PUNCT
fbem-25524	68	21	interpretable	interpretable	ADJ
fbem-25524	68	22	and	and	CCONJ
fbem-25524	68	23	performs	perform	VERB
fbem-25524	68	24	well	well	ADV
fbem-25524	68	25	in	in	ADP
fbem-25524	68	26	many	many	ADJ
fbem-25524	68	27	text	text	NOUN
fbem-25524	68	28	classification	classification	NOUN
fbem-25524	68	29	tasks	task	NOUN
fbem-25524	68	30	.	.	PUNCT
fbem-25524	69	1	suppose	suppose	VERB
fbem-25524	69	2	there	there	PRON
fbem-25524	69	3	are	be	VERB
fbem-25524	69	4	m	m	PROPN
fbem-25524	69	5	training	training	NOUN
fbem-25524	69	6	samples	sample	NOUN
fbem-25524	69	7	(	(	PUNCT
fbem-25524	69	8	)	)	PUNCT
fbem-25524	69	9	(	(	PUNCT
fbem-25524	69	10	)	)	PUNCT
fbem-25524	69	11	(	(	PUNCT
fbem-25524	69	12	)	)	PUNCT
fbem-25524	69	13	mm	mm	PROPN
fbem-25524	69	14	yxyxyx	yxyxyx	NOUN
fbem-25524	69	15	,	,	PUNCT
fbem-25524	69	16	,	,	PUNCT
fbem-25524	69	17	,	,	PUNCT
fbem-25524	69	18	,	,	PUNCT
fbem-25524	69	19	,	,	PUNCT
fbem-25524	69	20	,	,	PUNCT
fbem-25524	69	21	2211	2211	NUM
fbem-25524	69	22			NOUN
fbem-25524	69	23	,	,	PUNCT
fbem-25524	69	24	where	where	SCONJ
fbem-25524	69	25	ix	ix	ADV
fbem-25524	69	26	is	be	AUX
fbem-25524	69	27	the	the	DET
fbem-25524	69	28	text	text	NOUN
fbem-25524	69	29	feature	feature	NOUN
fbem-25524	69	30	vector	vector	NOUN
fbem-25524	69	31	and	and	CCONJ
fbem-25524	69	32	iy	iy	PROPN
fbem-25524	69	33	is	be	AUX
fbem-25524	69	34	the	the	DET
fbem-25524	69	35	emotional	emotional	ADJ
fbem-25524	69	36	label	label	NOUN
fbem-25524	69	37	(	(	PUNCT
fbem-25524	69	38	positive	positive	ADJ
fbem-25524	69	39	,	,	PUNCT
fbem-25524	69	40	negative	negative	ADJ
fbem-25524	69	41	or	or	CCONJ
fbem-25524	69	42	neutral	neutral	ADJ
fbem-25524	69	43	)	)	PUNCT
fbem-25524	69	44	.	.	PUNCT
fbem-25524	70	1	the	the	DET
fbem-25524	70	2	logistic	logistic	ADJ
fbem-25524	70	3	regression	regression	NOUN
fbem-25524	70	4	model	model	NOUN
fbem-25524	70	5	estimates	estimate	VERB
fbem-25524	70	6	the	the	DET
fbem-25524	70	7	parameter	parameter	NOUN
fbem-25524	70	8			X
fbem-25524	70	9	by	by	ADP
fbem-25524	70	10	maximizing	maximize	VERB
fbem-25524	70	11	the	the	DET
fbem-25524	70	12	likelihood	likelihood	NOUN
fbem-25524	70	13	function	function	NOUN
fbem-25524	70	14	:	:	PUNCT
fbem-25524	70	15	(	(	PUNCT
fbem-25524	70	16	)	)	PUNCT
fbem-25524	70	17	(	(	PUNCT
fbem-25524	70	18	)	)	PUNCT
fbem-25524	70	19	(	(	PUNCT
fbem-25524	70	20	)	)	PUNCT
fbem-25524	70	21			X
fbem-25524	70	22	=	=	PUNCT
fbem-25524	71	1	=	=	PUNCT
fbem-25524	71	2	m	m	VERB
fbem-25524	71	3	i	i	NOUN
fbem-25524	71	4	ii	ii	NOUN
fbem-25524	71	5	xypl	xypl	PROPN
fbem-25524	71	6	1	1	NUM
fbem-25524	71	7	;	;	PUNCT
fbem-25524	71	8			X
fbem-25524	71	9	(	(	PUNCT
fbem-25524	71	10	4	4	X
fbem-25524	71	11	)	)	PUNCT
fbem-25524	71	12	use	use	VERB
fbem-25524	71	13	the	the	DET
fbem-25524	71	14	labeled	label	VERB
fbem-25524	71	15	data	datum	NOUN
fbem-25524	71	16	set	set	VERB
fbem-25524	71	17	to	to	PART
fbem-25524	71	18	train	train	VERB
fbem-25524	71	19	the	the	DET
fbem-25524	71	20	selected	select	VERB
fbem-25524	71	21	model	model	NOUN
fbem-25524	71	22	.	.	PUNCT
fbem-25524	72	1	the	the	DET
fbem-25524	72	2	performance	performance	NOUN
fbem-25524	72	3	of	of	ADP
fbem-25524	72	4	the	the	DET
fbem-25524	72	5	model	model	NOUN
fbem-25524	72	6	is	be	AUX
fbem-25524	72	7	evaluated	evaluate	VERB
fbem-25524	72	8	by	by	ADP
fbem-25524	72	9	5	5	NUM
fbem-25524	72	10	-	-	ADJ
fbem-25524	72	11	fold	fold	ADJ
fbem-25524	72	12	crossvalidation	crossvalidation	NOUN
fbem-25524	72	13	,	,	PUNCT
fbem-25524	72	14	and	and	CCONJ
fbem-25524	72	15	the	the	DET
fbem-25524	72	16	main	main	ADJ
fbem-25524	72	17	evaluation	evaluation	NOUN
fbem-25524	72	18	indexes	index	NOUN
fbem-25524	72	19	include	include	VERB
fbem-25524	72	20	accuracy	accuracy	NOUN
fbem-25524	72	21	,	,	PUNCT
fbem-25524	72	22	accuracy	accuracy	NOUN
fbem-25524	72	23	,	,	PUNCT
fbem-25524	72	24	recall	recall	NOUN
fbem-25524	72	25	and	and	CCONJ
fbem-25524	72	26	f1	f1	PROPN
fbem-25524	72	27	score	score	NOUN
fbem-25524	72	28	.	.	PUNCT
fbem-25524	73	1	according	accord	VERB
fbem-25524	73	2	to	to	ADP
fbem-25524	73	3	the	the	DET
fbem-25524	73	4	evaluation	evaluation	NOUN
fbem-25524	73	5	results	result	NOUN
fbem-25524	73	6	,	,	PUNCT
fbem-25524	73	7	the	the	DET
fbem-25524	73	8	model	model	NOUN
fbem-25524	73	9	parameters	parameter	NOUN
fbem-25524	73	10	are	be	AUX
fbem-25524	73	11	adjusted	adjust	VERB
fbem-25524	73	12	to	to	PART
fbem-25524	73	13	achieve	achieve	VERB
fbem-25524	73	14	optimal	optimal	ADJ
fbem-25524	73	15	performance	performance	NOUN
fbem-25524	73	16	.	.	PUNCT
fbem-25524	74	1	for	for	ADP
fbem-25524	74	2	the	the	DET
fbem-25524	74	3	new	new	ADJ
fbem-25524	74	4	unlabeled	unlabeled	ADJ
fbem-25524	74	5	text	text	NOUN
fbem-25524	74	6	data	datum	NOUN
fbem-25524	74	7	,	,	PUNCT
fbem-25524	74	8	the	the	DET
fbem-25524	74	9	trained	train	VERB
fbem-25524	74	10	model	model	NOUN
fbem-25524	74	11	is	be	AUX
fbem-25524	74	12	used	use	VERB
fbem-25524	74	13	to	to	PART
fbem-25524	74	14	predict	predict	VERB
fbem-25524	74	15	and	and	CCONJ
fbem-25524	74	16	get	get	VERB
fbem-25524	74	17	the	the	DET
fbem-25524	74	18	emotional	emotional	ADJ
fbem-25524	74	19	classification	classification	NOUN
fbem-25524	74	20	(	(	PUNCT
fbem-25524	74	21	positive	positive	ADJ
fbem-25524	74	22	,	,	PUNCT
fbem-25524	74	23	negative	negative	ADJ
fbem-25524	74	24	or	or	CCONJ
fbem-25524	74	25	neutral	neutral	ADJ
fbem-25524	74	26	)	)	PUNCT
fbem-25524	74	27	of	of	ADP
fbem-25524	74	28	each	each	DET
fbem-25524	74	29	text	text	NOUN
fbem-25524	74	30	.	.	PUNCT
fbem-25524	75	1	further	far	ADV
fbem-25524	75	2	,	,	PUNCT
fbem-25524	75	3	the	the	DET
fbem-25524	75	4	classification	classification	NOUN
fbem-25524	75	5	results	result	NOUN
fbem-25524	75	6	are	be	AUX
fbem-25524	75	7	converted	convert	VERB
fbem-25524	75	8	into	into	ADP
fbem-25524	75	9	numerical	numerical	ADJ
fbem-25524	75	10	indicators	indicator	NOUN
fbem-25524	75	11	,	,	PUNCT
fbem-25524	75	12	and	and	CCONJ
fbem-25524	75	13	the	the	DET
fbem-25524	75	14	positive	positive	ADJ
fbem-25524	75	15	emotions	emotion	NOUN
fbem-25524	75	16	are	be	AUX
fbem-25524	75	17	assigned	assign	VERB
fbem-25524	75	18	to	to	ADP
fbem-25524	75	19	1	1	NUM
fbem-25524	75	20	,	,	PUNCT
fbem-25524	75	21	the	the	DET
fbem-25524	75	22	negative	negative	ADJ
fbem-25524	75	23	emotions	emotion	NOUN
fbem-25524	75	24	to	to	PART
fbem-25524	75	25	-1	-1	VERB
fbem-25524	75	26	,	,	PUNCT
fbem-25524	75	27	and	and	CCONJ
fbem-25524	75	28	the	the	DET
fbem-25524	75	29	neutral	neutral	ADJ
fbem-25524	75	30	emotions	emotion	NOUN
fbem-25524	75	31	to	to	ADP
fbem-25524	75	32	0	0	NUM
fbem-25524	75	33	.	.	PUNCT
fbem-25524	76	1	for	for	ADP
fbem-25524	76	2	new	new	ADJ
fbem-25524	76	3	text	text	NOUN
fbem-25524	76	4	data	datum	NOUN
fbem-25524	76	5	n	n	PRON
fbem-25524	76	6	ewx	ewx	NOUN
fbem-25524	76	7	,	,	PUNCT
fbem-25524	76	8	its	its	PRON
fbem-25524	76	9	emotional	emotional	ADJ
fbem-25524	76	10	index	index	NOUN
fbem-25524	76	11	indexs	indexs	PROPN
fbem-25524	76	12	can	can	AUX
fbem-25524	76	13	be	be	AUX
fbem-25524	76	14	defined	define	VERB
fbem-25524	76	15	as	as	ADP
fbem-25524	76	16	:	:	PUNCT
fbem-25524	76	17	(	(	PUNCT
fbem-25524	76	18	)	)	PUNCT
fbem-25524	76	19	(	(	PUNCT
fbem-25524	76	20	)	)	PUNCT
fbem-25524	76	21	;	;	PUNCT
fbem-25524	76	22	θxcpxs	θxcpxs	PROPN
fbem-25524	76	23	newneutralnegative	newneutralnegative	PROPN
fbem-25524	76	24	,	,	PUNCT
fbem-25524	76	25	positive	positive	ADJ
fbem-25524	76	26	,	,	PUNCT
fbem-25524	76	27	cnewindex	cnewindex	NOUN
fbem-25524	76	28			NOUN
fbem-25524	76	29	=	=	SYM
fbem-25524	76	30	maxarg	maxarg	NOUN
fbem-25524	76	31	(	(	PUNCT
fbem-25524	76	32	5	5	NUM
fbem-25524	76	33	)	)	PUNCT
fbem-25524	76	34	in	in	ADP
fbem-25524	76	35	order	order	NOUN
fbem-25524	76	36	to	to	PART
fbem-25524	76	37	get	get	VERB
fbem-25524	76	38	a	a	DET
fbem-25524	76	39	finer	finer	ADV
fbem-25524	76	40	-	-	PUNCT
fbem-25524	76	41	grained	grain	VERB
fbem-25524	76	42	emotional	emotional	ADJ
fbem-25524	76	43	index	index	NOUN
fbem-25524	76	44	,	,	PUNCT
fbem-25524	76	45	the	the	DET
fbem-25524	76	46	probability	probability	NOUN
fbem-25524	76	47	predicted	predict	VERB
fbem-25524	76	48	by	by	ADP
fbem-25524	76	49	the	the	DET
fbem-25524	76	50	model	model	NOUN
fbem-25524	76	51	is	be	AUX
fbem-25524	76	52	used	use	VERB
fbem-25524	76	53	as	as	ADP
fbem-25524	76	54	the	the	DET
fbem-25524	76	55	emotional	emotional	ADJ
fbem-25524	76	56	strength	strength	NOUN
fbem-25524	76	57	,	,	PUNCT
fbem-25524	76	58	and	and	CCONJ
fbem-25524	76	59	the	the	DET
fbem-25524	76	60	logistic	logistic	ADJ
fbem-25524	76	61	regression	regression	NOUN
fbem-25524	76	62	model	model	NOUN
fbem-25524	76	63	will	will	AUX
fbem-25524	76	64	output	output	VERB
fbem-25524	76	65	the	the	DET
fbem-25524	76	66	probability	probability	NOUN
fbem-25524	76	67	of	of	ADP
fbem-25524	76	68	each	each	DET
fbem-25524	76	69	category	category	NOUN
fbem-25524	76	70	.	.	PUNCT
fbem-25524	77	1	use	use	VERB
fbem-25524	77	2	the	the	DET
fbem-25524	77	3	probability	probability	NOUN
fbem-25524	77	4	value	value	NOUN
fbem-25524	77	5	as	as	ADP
fbem-25524	77	6	the	the	DET
fbem-25524	77	7	emotional	emotional	ADJ
fbem-25524	77	8	intensity	intensity	NOUN
fbem-25524	77	9	stres	stre	NOUN
fbem-25524	77	10	:	:	PUNCT
fbem-25524	77	11	(	(	PUNCT
fbem-25524	77	12	)	)	PUNCT
fbem-25524	77	13	(	(	PUNCT
fbem-25524	77	14	)	)	PUNCT
fbem-25524	77	15	;	;	PUNCT
fbem-25524	77	16	θxcpcxs	θxcpcxs	ADJ
fbem-25524	77	17	newnewstre	newnewstre	NOUN
fbem-25524	77	18	=	=	PRON
fbem-25524	77	19	,	,	PUNCT
fbem-25524	77	20	(	(	PUNCT
fbem-25524	77	21	6	6	NUM
fbem-25524	77	22	)	)	PUNCT
fbem-25524	77	23	where	where	SCONJ
fbem-25524	77	24	c	c	PROPN
fbem-25524	77	25	stands	stand	VERB
fbem-25524	77	26	for	for	ADP
fbem-25524	77	27	emotional	emotional	ADJ
fbem-25524	77	28	category	category	NOUN
fbem-25524	77	29	(	(	PUNCT
fbem-25524	77	30	positive	positive	ADJ
fbem-25524	77	31	,	,	PUNCT
fbem-25524	77	32	negative	negative	ADJ
fbem-25524	77	33	or	or	CCONJ
fbem-25524	77	34	neutral	neutral	ADJ
fbem-25524	77	35	)	)	PUNCT
fbem-25524	77	36	.	.	PUNCT
fbem-25524	78	1	3	3	X
fbem-25524	78	2	.	.	X
fbem-25524	78	3	experimental	experimental	ADJ
fbem-25524	78	4	results	result	NOUN
fbem-25524	78	5	and	and	CCONJ
fbem-25524	78	6	analysis	analysis	NOUN
fbem-25524	78	7	the	the	DET
fbem-25524	78	8	supervised	supervised	ADJ
fbem-25524	78	9	learning	learning	NOUN
fbem-25524	78	10	method	method	NOUN
fbem-25524	78	11	is	be	AUX
fbem-25524	78	12	adopted	adopt	VERB
fbem-25524	78	13	,	,	PUNCT
fbem-25524	78	14	and	and	CCONJ
fbem-25524	78	15	the	the	DET
fbem-25524	78	16	logistic	logistic	ADJ
fbem-25524	78	17	regression	regression	NOUN
fbem-25524	78	18	model	model	NOUN
fbem-25524	78	19	is	be	AUX
fbem-25524	78	20	specifically	specifically	ADV
fbem-25524	78	21	selected	select	VERB
fbem-25524	78	22	to	to	PART
fbem-25524	78	23	classify	classify	VERB
fbem-25524	78	24	investors	investor	NOUN
fbem-25524	78	25	'	'	PART
fbem-25524	78	26	emotions	emotion	NOUN
fbem-25524	78	27	.	.	PUNCT
fbem-25524	79	1	after	after	SCONJ
fbem-25524	79	2	the	the	DET
fbem-25524	79	3	model	model	NOUN
fbem-25524	79	4	is	be	AUX
fbem-25524	79	5	optimized	optimize	VERB
fbem-25524	79	6	on	on	ADP
fbem-25524	79	7	the	the	DET
fbem-25524	79	8	training	training	NOUN
fbem-25524	79	9	set	set	NOUN
fbem-25524	79	10	,	,	PUNCT
fbem-25524	79	11	it	it	PRON
fbem-25524	79	12	has	have	AUX
fbem-25524	79	13	achieved	achieve	VERB
fbem-25524	79	14	good	good	ADJ
fbem-25524	79	15	performance	performance	NOUN
fbem-25524	79	16	on	on	ADP
fbem-25524	79	17	the	the	DET
fbem-25524	79	18	test	test	NOUN
fbem-25524	79	19	set	set	NOUN
fbem-25524	79	20	,	,	PUNCT
fbem-25524	79	21	and	and	CCONJ
fbem-25524	79	22	the	the	DET
fbem-25524	79	23	accuracy	accuracy	NOUN
fbem-25524	79	24	,	,	PUNCT
fbem-25524	79	25	precision	precision	NOUN
fbem-25524	79	26	,	,	PUNCT
fbem-25524	79	27	recall	recall	NOUN
fbem-25524	79	28	and	and	CCONJ
fbem-25524	79	29	f1	f1	NOUN
fbem-25524	79	30	score	score	NOUN
fbem-25524	79	31	all	all	PRON
fbem-25524	79	32	reach	reach	VERB
fbem-25524	79	33	a	a	DET
fbem-25524	79	34	satisfactory	satisfactory	ADJ
fbem-25524	79	35	98	98	NUM
fbem-25524	79	36	level	level	NOUN
fbem-25524	79	37	.	.	PUNCT
fbem-25524	80	1	by	by	ADP
fbem-25524	80	2	applying	apply	VERB
fbem-25524	80	3	the	the	DET
fbem-25524	80	4	model	model	NOUN
fbem-25524	80	5	to	to	ADP
fbem-25524	80	6	unlabeled	unlabele	VERB
fbem-25524	80	7	text	text	NOUN
fbem-25524	80	8	data	datum	NOUN
fbem-25524	80	9	,	,	PUNCT
fbem-25524	80	10	the	the	DET
fbem-25524	80	11	emotional	emotional	ADJ
fbem-25524	80	12	classification	classification	NOUN
fbem-25524	80	13	results	result	NOUN
fbem-25524	80	14	(	(	PUNCT
fbem-25524	80	15	positive	positive	ADJ
fbem-25524	80	16	,	,	PUNCT
fbem-25524	80	17	negative	negative	ADJ
fbem-25524	80	18	or	or	CCONJ
fbem-25524	80	19	neutral	neutral	ADJ
fbem-25524	80	20	)	)	PUNCT
fbem-25524	80	21	of	of	ADP
fbem-25524	80	22	each	each	DET
fbem-25524	80	23	text	text	NOUN
fbem-25524	80	24	are	be	AUX
fbem-25524	80	25	obtained	obtain	VERB
fbem-25524	80	26	.	.	PUNCT
fbem-25524	81	1	further	far	ADV
fbem-25524	81	2	,	,	PUNCT
fbem-25524	81	3	these	these	DET
fbem-25524	81	4	classification	classification	NOUN
fbem-25524	81	5	results	result	NOUN
fbem-25524	81	6	are	be	AUX
fbem-25524	81	7	converted	convert	VERB
fbem-25524	81	8	into	into	ADP
fbem-25524	81	9	numerical	numerical	ADJ
fbem-25524	81	10	indicators	indicator	NOUN
fbem-25524	81	11	for	for	ADP
fbem-25524	81	12	quantitative	quantitative	ADJ
fbem-25524	81	13	analysis	analysis	NOUN
fbem-25524	81	14	.	.	PUNCT
fbem-25524	82	1	specifically	specifically	ADV
fbem-25524	82	2	,	,	PUNCT
fbem-25524	82	3	positive	positive	ADJ
fbem-25524	82	4	emotions	emotion	NOUN
fbem-25524	82	5	are	be	AUX
fbem-25524	82	6	assigned	assign	VERB
fbem-25524	82	7	to	to	ADP
fbem-25524	82	8	1	1	NUM
fbem-25524	82	9	,	,	PUNCT
fbem-25524	82	10	negative	negative	ADJ
fbem-25524	82	11	emotions	emotion	NOUN
fbem-25524	82	12	to	to	PART
fbem-25524	82	13	-1	-1	VERB
fbem-25524	82	14	,	,	PUNCT
fbem-25524	82	15	and	and	CCONJ
fbem-25524	82	16	neutral	neutral	ADJ
fbem-25524	82	17	emotions	emotion	NOUN
fbem-25524	82	18	to	to	ADP
fbem-25524	82	19	0	0	NUM
fbem-25524	82	20	.	.	PUNCT
fbem-25524	83	1	the	the	DET
fbem-25524	83	2	results	result	NOUN
fbem-25524	83	3	of	of	ADP
fbem-25524	83	4	the	the	DET
fbem-25524	83	5	constructed	construct	VERB
fbem-25524	83	6	investor	investor	NOUN
fbem-25524	83	7	sentiment	sentiment	NOUN
fbem-25524	83	8	indicators	indicator	NOUN
fbem-25524	83	9	are	be	AUX
fbem-25524	83	10	shown	show	VERB
fbem-25524	83	11	in	in	ADP
fbem-25524	83	12	table	table	NOUN
fbem-25524	83	13	1	1	NUM
fbem-25524	83	14	.	.	PUNCT
fbem-25524	83	15	table	table	NOUN
fbem-25524	83	16	1	1	NUM
fbem-25524	83	17	.	.	PUNCT
fbem-25524	84	1	the	the	DET
fbem-25524	84	2	results	result	NOUN
fbem-25524	84	3	of	of	ADP
fbem-25524	84	4	the	the	DET
fbem-25524	84	5	constructed	construct	VERB
fbem-25524	84	6	investor	investor	NOUN
fbem-25524	84	7	sentiment	sentiment	NOUN
fbem-25524	84	8	index	index	NOUN
fbem-25524	84	9	text	text	NOUN
fbem-25524	84	10	i	i	NOUN
fbem-25524	84	11	d	d	PROPN
fbem-25524	84	12	text	text	NOUN
fbem-25524	84	13	content	content	NOUN
fbem-25524	84	14	predictive	predictive	ADJ
fbem-25524	84	15	emotion	emotion	NOUN
fbem-25524	84	16	classification	classification	NOUN
fbem-25524	84	17	emotion	emotion	NOUN
fbem-25524	84	18	al	al	PROPN
fbem-25524	84	19	index	index	NOUN
fbem-25524	84	20	value	value	NOUN
fbem-25524	84	21	t1	t1	NOUN
fbem-25524	84	22	today	today	NOUN
fbem-25524	84	23	,	,	PUNCT
fbem-25524	84	24	the	the	DET
fbem-25524	84	25	market	market	NOUN
fbem-25524	84	26	soared	soar	VERB
fbem-25524	84	27	and	and	CCONJ
fbem-25524	84	28	made	make	VERB
fbem-25524	84	29	a	a	DET
fbem-25524	84	30	lot	lot	NOUN
fbem-25524	84	31	of	of	ADP
fbem-25524	84	32	money	money	NOUN
fbem-25524	84	33	!	!	PUNCT
fbem-25524	85	1	frontage	frontage	NOUN
fbem-25524	85	2	1	1	NUM
fbem-25524	85	3	t2	t2	NOUN
fbem-25524	85	4	why	why	SCONJ
fbem-25524	85	5	has	have	AUX
fbem-25524	85	6	this	this	DET
fbem-25524	85	7	stock	stock	NOUN
fbem-25524	85	8	been	be	AUX
fbem-25524	85	9	falling	fall	VERB
fbem-25524	85	10	?	?	PUNCT
fbem-25524	86	1	negative	negative	ADJ
fbem-25524	86	2	side	side	NOUN
fbem-25524	86	3	-1	-1	PROPN
fbem-25524	86	4	t3	t3	PROPN
fbem-25524	87	1	i	i	PRON
fbem-25524	87	2	think	think	VERB
fbem-25524	87	3	it	it	PRON
fbem-25524	87	4	is	be	AUX
fbem-25524	87	5	too	too	ADV
fbem-25524	87	6	risky	risky	ADJ
fbem-25524	87	7	to	to	PART
fbem-25524	87	8	enter	enter	VERB
fbem-25524	87	9	the	the	DET
fbem-25524	87	10	market	market	NOUN
fbem-25524	87	11	now	now	ADV
fbem-25524	87	12	.	.	PUNCT
fbem-25524	88	1	negative	negative	ADJ
fbem-25524	88	2	side	side	NOUN
fbem-25524	88	3	-1	-1	PUNCT
fbem-25524	89	1	t4	t4	PROPN
fbem-25524	89	2	what	what	PRON
fbem-25524	89	3	will	will	AUX
fbem-25524	89	4	the	the	DET
fbem-25524	89	5	market	market	NOUN
fbem-25524	89	6	trend	trend	NOUN
fbem-25524	89	7	be	be	AUX
fbem-25524	89	8	like	like	ADP
fbem-25524	89	9	tomorrow	tomorrow	NOUN
fbem-25524	89	10	?	?	PUNCT
fbem-25524	90	1	neutral	neutral	ADJ
fbem-25524	90	2	0	0	NUM
fbem-25524	90	3	t5	t5	PROPN
fbem-25524	90	4	the	the	DET
fbem-25524	90	5	recent	recent	ADJ
fbem-25524	90	6	investment	investment	NOUN
fbem-25524	90	7	income	income	NOUN
fbem-25524	90	8	is	be	AUX
fbem-25524	90	9	not	not	PART
fbem-25524	90	10	bad	bad	ADJ
fbem-25524	90	11	!	!	PUNCT
fbem-25524	91	1	frontage	frontage	NOUN
fbem-25524	91	2	1	1	NUM
fbem-25524	91	3	t6	t6	PROPN
fbem-25524	91	4	it	it	PRON
fbem-25524	91	5	's	be	AUX
fbem-25524	91	6	bad	bad	ADJ
fbem-25524	91	7	luck	luck	NOUN
fbem-25524	91	8	to	to	PART
fbem-25524	91	9	be	be	AUX
fbem-25524	91	10	trapped	trap	VERB
fbem-25524	91	11	again	again	ADV
fbem-25524	91	12	.	.	PUNCT
fbem-25524	92	1	negative	negative	ADJ
fbem-25524	92	2	side	side	NOUN
fbem-25524	92	3	-1	-1	PROPN
fbem-25524	93	1	t7	t7	PROPN
fbem-25524	93	2	i	i	PRON
fbem-25524	93	3	do	do	AUX
fbem-25524	93	4	n't	not	PART
fbem-25524	93	5	know	know	VERB
fbem-25524	93	6	what	what	PRON
fbem-25524	93	7	stock	stock	NOUN
fbem-25524	93	8	to	to	PART
fbem-25524	93	9	buy	buy	VERB
fbem-25524	93	10	,	,	PUNCT
fbem-25524	93	11	and	and	CCONJ
fbem-25524	93	12	i	i	PRON
fbem-25524	93	13	'm	be	AUX
fbem-25524	93	14	in	in	ADP
fbem-25524	93	15	a	a	DET
fbem-25524	93	16	dilemma	dilemma	NOUN
fbem-25524	93	17	.	.	PUNCT
fbem-25524	94	1	neutral	neutral	ADJ
fbem-25524	94	2	0	0	NUM
fbem-25524	94	3	t8	t8	VERB
fbem-25524	94	4	this	this	DET
fbem-25524	94	5	investment	investment	NOUN
fbem-25524	94	6	strategy	strategy	NOUN
fbem-25524	94	7	seems	seem	VERB
fbem-25524	94	8	to	to	PART
fbem-25524	94	9	have	have	AUX
fbem-25524	94	10	failed	fail	VERB
fbem-25524	94	11	.	.	PUNCT
fbem-25524	95	1	negative	negative	ADJ
fbem-25524	95	2	side	side	NOUN
fbem-25524	95	3	-1	-1	PUNCT
fbem-25524	95	4	t9	t9	PROPN
fbem-25524	95	5	be	be	AUX
fbem-25524	95	6	optimistic	optimistic	ADJ
fbem-25524	95	7	about	about	ADP
fbem-25524	95	8	this	this	DET
fbem-25524	95	9	industry	industry	NOUN
fbem-25524	95	10	and	and	CCONJ
fbem-25524	95	11	prepare	prepare	VERB
fbem-25524	95	12	to	to	PART
fbem-25524	95	13	hold	hold	VERB
fbem-25524	95	14	it	it	PRON
fbem-25524	95	15	for	for	ADP
fbem-25524	95	16	a	a	DET
fbem-25524	95	17	long	long	ADJ
fbem-25524	95	18	time	time	NOUN
fbem-25524	95	19	.	.	PUNCT
fbem-25524	96	1	frontage	frontage	PROPN
fbem-25524	96	2	1	1	NUM
fbem-25524	96	3	t10	t10	NOUN
fbem-25524	96	4	the	the	DET
fbem-25524	96	5	stock	stock	NOUN
fbem-25524	96	6	market	market	NOUN
fbem-25524	96	7	is	be	AUX
fbem-25524	96	8	really	really	ADV
fbem-25524	96	9	unpredictable	unpredictable	ADJ
fbem-25524	96	10	!	!	PUNCT
fbem-25524	97	1	neutral	neutral	ADJ
fbem-25524	97	2	0	0	NUM
fbem-25524	98	1	in	in	ADP
fbem-25524	98	2	order	order	NOUN
fbem-25524	98	3	to	to	PART
fbem-25524	98	4	analyze	analyze	VERB
fbem-25524	98	5	the	the	DET
fbem-25524	98	6	correlation	correlation	NOUN
fbem-25524	98	7	between	between	ADP
fbem-25524	98	8	investor	investor	NOUN
fbem-25524	98	9	sentiment	sentiment	NOUN
fbem-25524	98	10	and	and	CCONJ
fbem-25524	98	11	market	market	NOUN
fbem-25524	98	12	trend	trend	NOUN
fbem-25524	98	13	,	,	PUNCT
fbem-25524	98	14	the	the	DET
fbem-25524	98	15	market	market	NOUN
fbem-25524	98	16	index	index	NOUN
fbem-25524	98	17	data	datum	NOUN
fbem-25524	98	18	in	in	ADP
fbem-25524	98	19	the	the	DET
fbem-25524	98	20	corresponding	corresponding	ADJ
fbem-25524	98	21	time	time	NOUN
fbem-25524	98	22	period	period	NOUN
fbem-25524	98	23	were	be	AUX
fbem-25524	98	24	obtained	obtain	VERB
fbem-25524	98	25	and	and	CCONJ
fbem-25524	98	26	compared	compare	VERB
fbem-25524	98	27	with	with	ADP
fbem-25524	98	28	investor	investor	NOUN
fbem-25524	98	29	sentiment	sentiment	NOUN
fbem-25524	98	30	indicators	indicator	NOUN
fbem-25524	98	31	.	.	PUNCT
fbem-25524	99	1	the	the	DET
fbem-25524	99	2	results	result	NOUN
fbem-25524	99	3	show	show	VERB
fbem-25524	99	4	that	that	SCONJ
fbem-25524	99	5	there	there	PRON
fbem-25524	99	6	is	be	VERB
fbem-25524	99	7	a	a	DET
fbem-25524	99	8	certain	certain	ADJ
fbem-25524	99	9	correlation	correlation	NOUN
fbem-25524	99	10	between	between	ADP
fbem-25524	99	11	investor	investor	NOUN
fbem-25524	99	12	sentiment	sentiment	NOUN
fbem-25524	99	13	fluctuation	fluctuation	NOUN
fbem-25524	99	14	and	and	CCONJ
fbem-25524	99	15	market	market	NOUN
fbem-25524	99	16	trend	trend	NOUN
fbem-25524	99	17	.	.	PUNCT
fbem-25524	100	1	when	when	SCONJ
fbem-25524	100	2	the	the	DET
fbem-25524	100	3	market	market	NOUN
fbem-25524	100	4	sentiment	sentiment	NOUN
fbem-25524	100	5	is	be	AUX
fbem-25524	100	6	positive	positive	ADJ
fbem-25524	100	7	,	,	PUNCT
fbem-25524	100	8	the	the	DET
fbem-25524	100	9	market	market	NOUN
fbem-25524	100	10	index	index	NOUN
fbem-25524	100	11	tends	tend	VERB
fbem-25524	100	12	to	to	PART
fbem-25524	100	13	show	show	VERB
fbem-25524	100	14	an	an	DET
fbem-25524	100	15	upward	upward	ADJ
fbem-25524	100	16	trend	trend	NOUN
fbem-25524	100	17	;	;	PUNCT
fbem-25524	100	18	on	on	ADP
fbem-25524	100	19	the	the	DET
fbem-25524	100	20	contrary	contrary	NOUN
fbem-25524	100	21	,	,	PUNCT
fbem-25524	100	22	when	when	SCONJ
fbem-25524	100	23	the	the	DET
fbem-25524	100	24	market	market	NOUN
fbem-25524	100	25	sentiment	sentiment	NOUN
fbem-25524	100	26	is	be	AUX
fbem-25524	100	27	negative	negative	ADJ
fbem-25524	100	28	,	,	PUNCT
fbem-25524	100	29	the	the	DET
fbem-25524	100	30	market	market	NOUN
fbem-25524	100	31	index	index	NOUN
fbem-25524	100	32	may	may	AUX
fbem-25524	100	33	fall	fall	VERB
fbem-25524	100	34	(	(	PUNCT
fbem-25524	100	35	figure	figure	NOUN
fbem-25524	100	36	1	1	NUM
fbem-25524	100	37	)	)	PUNCT
fbem-25524	100	38	.	.	PUNCT
fbem-25524	101	1	figure	figure	NOUN
fbem-25524	101	2	1	1	NUM
fbem-25524	101	3	.	.	PUNCT
fbem-25524	101	4	correlation	correlation	NOUN
fbem-25524	101	5	between	between	ADP
fbem-25524	101	6	investor	investor	NOUN
fbem-25524	101	7	sentiment	sentiment	NOUN
fbem-25524	101	8	and	and	CCONJ
fbem-25524	101	9	market	market	NOUN
fbem-25524	101	10	trend	trend	NOUN
fbem-25524	101	11	the	the	DET
fbem-25524	101	12	influence	influence	NOUN
fbem-25524	101	13	of	of	ADP
fbem-25524	101	14	investor	investor	NOUN
fbem-25524	101	15	sentiment	sentiment	NOUN
fbem-25524	101	16	on	on	ADP
fbem-25524	101	17	financial	financial	ADJ
fbem-25524	101	18	technology	technology	NOUN
fbem-25524	101	19	platform	platform	NOUN
fbem-25524	101	20	is	be	AUX
fbem-25524	101	21	reflected	reflect	VERB
fbem-25524	101	22	in	in	ADP
fbem-25524	101	23	many	many	ADJ
fbem-25524	101	24	aspects	aspect	NOUN
fbem-25524	101	25	.	.	PUNCT
fbem-25524	102	1	first	first	ADV
fbem-25524	102	2	of	of	ADP
fbem-25524	102	3	all	all	PRON
fbem-25524	102	4	,	,	PUNCT
fbem-25524	102	5	the	the	DET
fbem-25524	102	6	high	high	ADJ
fbem-25524	102	7	or	or	CCONJ
fbem-25524	102	8	low	low	ADJ
fbem-25524	102	9	mood	mood	NOUN
fbem-25524	102	10	will	will	AUX
fbem-25524	102	11	directly	directly	ADV
fbem-25524	102	12	affect	affect	VERB
fbem-25524	102	13	the	the	DET
fbem-25524	102	14	activity	activity	NOUN
fbem-25524	102	15	and	and	CCONJ
fbem-25524	102	16	transaction	transaction	NOUN
fbem-25524	102	17	volume	volume	NOUN
fbem-25524	102	18	of	of	ADP
fbem-25524	102	19	users	user	NOUN
fbem-25524	102	20	on	on	ADP
fbem-25524	102	21	the	the	DET
fbem-25524	102	22	platform	platform	NOUN
fbem-25524	102	23	.	.	PUNCT
fbem-25524	103	1	secondly	secondly	ADV
fbem-25524	103	2	,	,	PUNCT
fbem-25524	103	3	changes	change	NOUN
fbem-25524	103	4	in	in	ADP
fbem-25524	103	5	mood	mood	NOUN
fbem-25524	103	6	may	may	AUX
fbem-25524	103	7	also	also	ADV
fbem-25524	103	8	lead	lead	VERB
fbem-25524	103	9	to	to	ADP
fbem-25524	103	10	market	market	NOUN
fbem-25524	103	11	fluctuations	fluctuation	NOUN
fbem-25524	103	12	,	,	PUNCT
fbem-25524	103	13	which	which	PRON
fbem-25524	103	14	in	in	ADP
fbem-25524	103	15	turn	turn	NOUN
fbem-25524	103	16	will	will	AUX
fbem-25524	103	17	affect	affect	VERB
fbem-25524	103	18	the	the	DET
fbem-25524	103	19	stability	stability	NOUN
fbem-25524	103	20	and	and	CCONJ
fbem-25524	103	21	revenue	revenue	NOUN
fbem-25524	103	22	of	of	ADP
fbem-25524	103	23	the	the	DET
fbem-25524	103	24	platform	platform	NOUN
fbem-25524	103	25	(	(	PUNCT
fbem-25524	103	26	table	table	NOUN
fbem-25524	103	27	2	2	NUM
fbem-25524	103	28	)	)	PUNCT
fbem-25524	103	29	.	.	PUNCT
fbem-25524	104	1	table	table	NOUN
fbem-25524	104	2	2	2	NUM
fbem-25524	104	3	.	.	PUNCT
fbem-25524	105	1	the	the	DET
fbem-25524	105	2	influence	influence	NOUN
fbem-25524	105	3	of	of	ADP
fbem-25524	105	4	investor	investor	NOUN
fbem-25524	105	5	sentiment	sentiment	NOUN
fbem-25524	105	6	on	on	ADP
fbem-25524	105	7	financial	financial	ADJ
fbem-25524	105	8	technology	technology	NOUN
fbem-25524	105	9	platform	platform	NOUN
fbem-25524	105	10	emotional	emotional	ADJ
fbem-25524	105	11	state	state	NOUN
fbem-25524	105	12	user	user	NOUN
fbem-25524	105	13	activity	activity	NOUN
fbem-25524	105	14	(	(	PUNCT
fbem-25524	105	15	daily	daily	ADJ
fbem-25524	105	16	average	average	ADJ
fbem-25524	105	17	)	)	PUNCT
fbem-25524	105	18	transaction	transaction	NOUN
fbem-25524	105	19	volume	volume	NOUN
fbem-25524	105	20	(	(	PUNCT
fbem-25524	105	21	average	average	ADJ
fbem-25524	105	22	daily	daily	ADJ
fbem-25524	105	23	transaction	transaction	NOUN
fbem-25524	105	24	volume	volume	NOUN
fbem-25524	105	25	)	)	PUNCT
fbem-25524	105	26	number	number	NOUN
fbem-25524	105	27	of	of	ADP
fbem-25524	105	28	new	new	ADJ
fbem-25524	105	29	user	user	NOUN
fbem-25524	105	30	registrations	registration	NOUN
fbem-25524	105	31	(	(	PUNCT
fbem-25524	105	32	daily	daily	ADJ
fbem-25524	105	33	average	average	ADJ
fbem-25524	105	34	)	)	PUNCT
fbem-25524	105	35	user	user	NOUN
fbem-25524	105	36	retention	retention	NOUN
fbem-25524	105	37	rate	rate	NOUN
fbem-25524	105	38	(	(	PUNCT
fbem-25524	105	39	weeks	week	NOUN
fbem-25524	105	40	)	)	PUNCT
fbem-25524	105	41	frontage	frontage	NOUN
fbem-25524	105	42	150,000	150,000	NUM
fbem-25524	105	43	$	$	SYM
fbem-25524	105	44	5,000,000	5,000,000	NUM
fbem-25524	105	45	3,000	3,000	NUM
fbem-25524	105	46	75	75	NUM
fbem-25524	105	47	%	%	NOUN
fbem-25524	105	48	neutral	neutral	ADJ
fbem-25524	105	49	100,000	100,000	NUM
fbem-25524	105	50	$	$	SYM
fbem-25524	105	51	3,000,000	3,000,000	NUM
fbem-25524	105	52	2,000	2,000	NUM
fbem-25524	105	53	65	65	NUM
fbem-25524	105	54	%	%	NOUN
fbem-25524	105	55	negative	negative	ADJ
fbem-25524	105	56	side	side	NOUN
fbem-25524	105	57	70,000	70,000	NUM
fbem-25524	105	58	$	$	SYM
fbem-25524	105	59	1,500,000	1,500,000	NUM
fbem-25524	105	60	1,000	1,000	NUM
fbem-25524	105	61	55	55	NUM
fbem-25524	105	62	%	%	NOUN
fbem-25524	105	63	in	in	ADP
fbem-25524	105	64	the	the	DET
fbem-25524	105	65	aspect	aspect	NOUN
fbem-25524	105	66	of	of	ADP
fbem-25524	105	67	forecasting	forecasting	NOUN
fbem-25524	105	68	ability	ability	NOUN
fbem-25524	105	69	,	,	PUNCT
fbem-25524	105	70	the	the	DET
fbem-25524	105	71	investor	investor	NOUN
fbem-25524	105	72	sentiment	sentiment	NOUN
fbem-25524	105	73	index	index	NOUN
fbem-25524	105	74	constructed	construct	VERB
fbem-25524	105	75	by	by	ADP
fbem-25524	105	76	the	the	DET
fbem-25524	105	77	research	research	NOUN
fbem-25524	105	78	shows	show	VERB
fbem-25524	105	79	a	a	DET
fbem-25524	105	80	certain	certain	ADJ
fbem-25524	105	81	foresight	foresight	NOUN
fbem-25524	105	82	.	.	PUNCT
fbem-25524	106	1	through	through	ADP
fbem-25524	106	2	the	the	DET
fbem-25524	106	3	analysis	analysis	NOUN
fbem-25524	106	4	of	of	ADP
fbem-25524	106	5	historical	historical	ADJ
fbem-25524	106	6	data	datum	NOUN
fbem-25524	106	7	,	,	PUNCT
fbem-25524	106	8	it	it	PRON
fbem-25524	106	9	is	be	AUX
fbem-25524	106	10	found	find	VERB
fbem-25524	106	11	that	that	SCONJ
fbem-25524	106	12	when	when	SCONJ
fbem-25524	106	13	the	the	DET
fbem-25524	106	14	investor	investor	NOUN
fbem-25524	106	15	's	's	PART
fbem-25524	106	16	emotional	emotional	ADJ
fbem-25524	106	17	indicators	indicator	NOUN
fbem-25524	106	18	remain	remain	VERB
fbem-25524	106	19	at	at	ADP
fbem-25524	106	20	a	a	DET
fbem-25524	106	21	high	high	ADJ
fbem-25524	106	22	or	or	CCONJ
fbem-25524	106	23	low	low	ADJ
fbem-25524	106	24	level	level	NOUN
fbem-25524	106	25	,	,	PUNCT
fbem-25524	106	26	the	the	DET
fbem-25524	106	27	market	market	NOUN
fbem-25524	106	28	will	will	AUX
fbem-25524	106	29	tend	tend	VERB
fbem-25524	106	30	to	to	PART
fbem-25524	106	31	rise	rise	VERB
fbem-25524	106	32	or	or	CCONJ
fbem-25524	106	33	fall	fall	VERB
fbem-25524	106	34	in	in	ADP
fbem-25524	106	35	a	a	DET
fbem-25524	106	36	corresponding	corresponding	ADJ
fbem-25524	106	37	period	period	NOUN
fbem-25524	106	38	of	of	ADP
fbem-25524	106	39	time	time	NOUN
fbem-25524	106	40	.	.	PUNCT
fbem-25524	107	1	this	this	PRON
fbem-25524	107	2	provides	provide	VERB
fbem-25524	107	3	a	a	DET
fbem-25524	107	4	certain	certain	ADJ
fbem-25524	107	5	reference	reference	NOUN
fbem-25524	107	6	for	for	ADP
fbem-25524	107	7	the	the	DET
fbem-25524	107	8	shortterm	shortterm	PROPN
fbem-25524	107	9	forecast	forecast	PROPN
fbem-25524	107	10	of	of	ADP
fbem-25524	107	11	the	the	DET
fbem-25524	107	12	market	market	NOUN
fbem-25524	107	13	.	.	PUNCT
fbem-25524	108	1	in	in	ADP
fbem-25524	108	2	order	order	NOUN
fbem-25524	108	3	to	to	PART
fbem-25524	108	4	evaluate	evaluate	VERB
fbem-25524	108	5	the	the	DET
fbem-25524	108	6	advantages	advantage	NOUN
fbem-25524	108	7	and	and	CCONJ
fbem-25524	108	8	limitations	limitation	NOUN
fbem-25524	108	9	of	of	ADP
fbem-25524	108	10	the	the	DET
fbem-25524	108	11	indicators	indicator	NOUN
fbem-25524	108	12	constructed	construct	VERB
fbem-25524	108	13	in	in	ADP
fbem-25524	108	14	this	this	DET
fbem-25524	108	15	study	study	NOUN
fbem-25524	108	16	,	,	PUNCT
fbem-25524	108	17	it	it	PRON
fbem-25524	108	18	is	be	AUX
fbem-25524	108	19	compared	compare	VERB
fbem-25524	108	20	with	with	ADP
fbem-25524	108	21	several	several	ADJ
fbem-25524	108	22	other	other	ADJ
fbem-25524	108	23	common	common	ADJ
fbem-25524	108	24	investor	investor	NOUN
fbem-25524	108	25	sentiment	sentiment	NOUN
fbem-25524	108	26	indicators	indicator	NOUN
fbem-25524	108	27	,	,	PUNCT
fbem-25524	108	28	including	include	VERB
fbem-25524	108	29	sentiment	sentiment	NOUN
fbem-25524	108	30	analysis	analysis	NOUN
fbem-25524	108	31	indicators	indicator	NOUN
fbem-25524	108	32	based	base	VERB
fbem-25524	108	33	on	on	ADP
fbem-25524	108	34	social	social	ADJ
fbem-25524	108	35	media	medium	NOUN
fbem-25524	108	36	and	and	CCONJ
fbem-25524	108	37	sentiment	sentiment	NOUN
fbem-25524	108	38	indicators	indicator	NOUN
fbem-25524	108	39	based	base	VERB
fbem-25524	108	40	on	on	ADP
fbem-25524	108	41	market	market	NOUN
fbem-25524	108	42	transaction	transaction	NOUN
fbem-25524	108	43	data	datum	NOUN
fbem-25524	108	44	.	.	PUNCT
fbem-25524	109	1	the	the	DET
fbem-25524	109	2	results	result	NOUN
fbem-25524	109	3	show	show	VERB
fbem-25524	109	4	that	that	SCONJ
fbem-25524	109	5	the	the	DET
fbem-25524	109	6	indicators	indicator	NOUN
fbem-25524	109	7	constructed	construct	VERB
fbem-25524	109	8	in	in	ADP
fbem-25524	109	9	this	this	DET
fbem-25524	109	10	study	study	NOUN
fbem-25524	109	11	have	have	VERB
fbem-25524	109	12	high	high	ADJ
fbem-25524	109	13	sensitivity	sensitivity	NOUN
fbem-25524	109	14	and	and	CCONJ
fbem-25524	109	15	accuracy	accuracy	NOUN
fbem-25524	109	16	in	in	ADP
fbem-25524	109	17	capturing	capture	VERB
fbem-25524	109	18	investors	investor	NOUN
fbem-25524	109	19	'	'	PART
fbem-25524	109	20	emotional	emotional	ADJ
fbem-25524	109	21	changes	change	NOUN
fbem-25524	109	22	.	.	PUNCT
fbem-25524	110	1	compared	compare	VERB
fbem-25524	110	2	with	with	ADP
fbem-25524	110	3	other	other	ADJ
fbem-25524	110	4	indicators	indicator	NOUN
fbem-25524	110	5	,	,	PUNCT
fbem-25524	110	6	it	it	PRON
fbem-25524	110	7	can	can	AUX
fbem-25524	110	8	reflect	reflect	VERB
fbem-25524	110	9	the	the	DET
fbem-25524	110	10	change	change	NOUN
fbem-25524	110	11	of	of	ADP
fbem-25524	110	12	market	market	NOUN
fbem-25524	110	13	sentiment	sentiment	NOUN
fbem-25524	110	14	more	more	ADV
fbem-25524	110	15	timely	timely	ADV
fbem-25524	110	16	and	and	CCONJ
fbem-25524	110	17	provide	provide	VERB
fbem-25524	110	18	more	more	ADV
fbem-25524	110	19	useful	useful	ADJ
fbem-25524	110	20	information	information	NOUN
fbem-25524	110	21	for	for	ADP
fbem-25524	110	22	market	market	NOUN
fbem-25524	110	23	forecast	forecast	NOUN
fbem-25524	110	24	.	.	PUNCT
fbem-25524	111	1	however	however	ADV
fbem-25524	111	2	,	,	PUNCT
fbem-25524	111	3	this	this	DET
fbem-25524	111	4	indicator	indicator	NOUN
fbem-25524	111	5	also	also	ADV
fbem-25524	111	6	has	have	VERB
fbem-25524	111	7	some	some	DET
fbem-25524	111	8	limitations	limitation	NOUN
fbem-25524	111	9	,	,	PUNCT
fbem-25524	111	10	such	such	ADJ
fbem-25524	111	11	as	as	ADP
fbem-25524	111	12	high	high	ADJ
fbem-25524	111	13	dependence	dependence	NOUN
fbem-25524	111	14	on	on	ADP
fbem-25524	111	15	text	text	NOUN
fbem-25524	111	16	data	datum	NOUN
fbem-25524	111	17	,	,	PUNCT
fbem-25524	111	18	which	which	PRON
fbem-25524	111	19	may	may	AUX
fbem-25524	111	20	be	be	AUX
fbem-25524	111	21	affected	affect	VERB
fbem-25524	111	22	by	by	ADP
fbem-25524	111	23	text	text	NOUN
fbem-25524	111	24	quality	quality	NOUN
fbem-25524	111	25	and	and	CCONJ
fbem-25524	111	26	labeling	labeling	NOUN
fbem-25524	111	27	accuracy	accuracy	NOUN
fbem-25524	111	28	(	(	PUNCT
fbem-25524	111	29	table	table	NOUN
fbem-25524	111	30	3	3	NUM
fbem-25524	111	31	)	)	PUNCT
fbem-25524	111	32	.	.	PUNCT
fbem-25524	112	1	table	table	NOUN
fbem-25524	113	1	3	3	NUM
fbem-25524	113	2	.	.	X
fbem-25524	113	3	comparison	comparison	NOUN
fbem-25524	113	4	with	with	ADP
fbem-25524	113	5	other	other	ADJ
fbem-25524	113	6	investor	investor	NOUN
fbem-25524	113	7	sentiment	sentiment	NOUN
fbem-25524	113	8	indicators	indicator	NOUN
fbem-25524	113	9	indicator	indicator	NOUN
fbem-25524	113	10	type	type	VERB
fbem-25524	113	11	sensitivi	sensitivi	NOUN
fbem-25524	113	12	ty	ty	INTJ
fbem-25524	113	13	(	(	PUNCT
fbem-25524	113	14	%	%	INTJ
fbem-25524	113	15	)	)	PUNCT
fbem-25524	113	16	accur	accur	PROPN
fbem-25524	113	17	acy	acy	PROPN
fbem-25524	113	18	(	(	PUNCT
fbem-25524	113	19	%	%	INTJ
fbem-25524	113	20	)	)	PUNCT
fbem-25524	113	21	reactio	reactio	NOUN
fbem-25524	113	22	n	n	PRON
fbem-25524	113	23	time	time	NOUN
fbem-25524	113	24	(	(	PUNCT
fbem-25524	113	25	hours	hour	NOUN
fbem-25524	113	26	)	)	PUNCT
fbem-25524	113	27	data	datum	NOUN
fbem-25524	113	28	source	source	VERB
fbem-25524	113	29	the	the	DET
fbem-25524	113	30	construction	construction	NOUN
fbem-25524	113	31	index	index	NOUN
fbem-25524	113	32	of	of	ADP
fbem-25524	113	33	this	this	DET
fbem-25524	113	34	study	study	NOUN
fbem-25524	113	35	85	85	NUM
fbem-25524	113	36	90	90	NUM
fbem-25524	113	37	1	1	NUM
fbem-25524	113	38	text	text	NOUN
fbem-25524	113	39	data	datum	NOUN
fbem-25524	113	40	emotional	emotional	ADJ
fbem-25524	113	41	analysis	analysis	NOUN
fbem-25524	113	42	of	of	ADP
fbem-25524	113	43	social	social	ADJ
fbem-25524	113	44	media	medium	NOUN
fbem-25524	113	45	70	70	NUM
fbem-25524	113	46	75	75	NUM
fbem-25524	113	47	3	3	NUM
fbem-25524	113	48	social	social	ADJ
fbem-25524	113	49	media	medium	NOUN
fbem-25524	113	50	emotional	emotional	ADJ
fbem-25524	113	51	indicators	indicator	NOUN
fbem-25524	113	52	of	of	ADP
fbem-25524	113	53	market	market	NOUN
fbem-25524	113	54	transaction	transaction	NOUN
fbem-25524	113	55	data	datum	NOUN
fbem-25524	113	56	60	60	NUM
fbem-25524	113	57	80	80	NUM
fbem-25524	113	58	6	6	NUM
fbem-25524	113	59	market	market	NOUN
fbem-25524	113	60	data	datum	NOUN
fbem-25524	113	61	to	to	PART
fbem-25524	113	62	sum	sum	VERB
fbem-25524	113	63	up	up	ADP
fbem-25524	113	64	,	,	PUNCT
fbem-25524	113	65	this	this	DET
fbem-25524	113	66	study	study	NOUN
fbem-25524	113	67	provides	provide	VERB
fbem-25524	113	68	an	an	DET
fbem-25524	113	69	effective	effective	ADJ
fbem-25524	113	70	method	method	NOUN
fbem-25524	113	71	for	for	ADP
fbem-25524	113	72	monitoring	monitoring	NOUN
fbem-25524	113	73	and	and	CCONJ
fbem-25524	113	74	forecasting	forecast	VERB
fbem-25524	113	75	market	market	NOUN
fbem-25524	113	76	sentiment	sentiment	NOUN
fbem-25524	113	77	on	on	ADP
fbem-25524	113	78	the	the	DET
fbem-25524	113	79	financial	financial	ADJ
fbem-25524	113	80	technology	technology	NOUN
fbem-25524	113	81	platform	platform	NOUN
fbem-25524	113	82	by	by	ADP
fbem-25524	113	83	constructing	construct	VERB
fbem-25524	113	84	investor	investor	NOUN
fbem-25524	113	85	sentiment	sentiment	NOUN
fbem-25524	113	86	indicators	indicator	NOUN
fbem-25524	113	87	and	and	CCONJ
fbem-25524	113	88	analyzing	analyze	VERB
fbem-25524	113	89	their	their	PRON
fbem-25524	113	90	correlation	correlation	NOUN
fbem-25524	113	91	with	with	ADP
fbem-25524	113	92	market	market	NOUN
fbem-25524	113	93	trends	trend	NOUN
fbem-25524	113	94	.	.	PUNCT
fbem-25524	114	1	in	in	ADP
fbem-25524	114	2	the	the	DET
fbem-25524	114	3	future	future	NOUN
fbem-25524	114	4	,	,	PUNCT
fbem-25524	114	5	we	we	PRON
fbem-25524	114	6	will	will	AUX
fbem-25524	114	7	further	far	ADV
fbem-25524	114	8	optimize	optimize	VERB
fbem-25524	114	9	the	the	DET
fbem-25524	114	10	model	model	NOUN
fbem-25524	114	11	algorithm	algorithm	NOUN
fbem-25524	114	12	and	and	CCONJ
fbem-25524	114	13	improve	improve	VERB
fbem-25524	114	14	the	the	DET
fbem-25524	114	15	data	datum	NOUN
fbem-25524	114	16	quality	quality	NOUN
fbem-25524	114	17	to	to	PART
fbem-25524	114	18	improve	improve	VERB
fbem-25524	114	19	the	the	DET
fbem-25524	114	20	accuracy	accuracy	NOUN
fbem-25524	114	21	and	and	CCONJ
fbem-25524	114	22	forecasting	forecasting	NOUN
fbem-25524	114	23	ability	ability	NOUN
fbem-25524	114	24	of	of	ADP
fbem-25524	114	25	the	the	DET
fbem-25524	114	26	indicators	indicator	NOUN
fbem-25524	114	27	.	.	PUNCT
fbem-25524	115	1	4	4	X
fbem-25524	115	2	.	.	X
fbem-25524	115	3	conclusion	conclusion	NOUN
fbem-25524	115	4	through	through	ADP
fbem-25524	115	5	in	in	ADP
fbem-25524	115	6	-	-	PUNCT
fbem-25524	115	7	depth	depth	NOUN
fbem-25524	115	8	analysis	analysis	NOUN
fbem-25524	115	9	of	of	ADP
fbem-25524	115	10	the	the	DET
fbem-25524	115	11	text	text	NOUN
fbem-25524	115	12	data	datum	NOUN
fbem-25524	115	13	released	release	VERB
fbem-25524	115	14	by	by	ADP
fbem-25524	115	15	investors	investor	NOUN
fbem-25524	115	16	on	on	ADP
fbem-25524	115	17	the	the	DET
fbem-25524	115	18	financial	financial	ADJ
fbem-25524	115	19	technology	technology	NOUN
fbem-25524	115	20	platform	platform	NOUN
fbem-25524	115	21	,	,	PUNCT
fbem-25524	115	22	this	this	DET
fbem-25524	115	23	study	study	NOUN
fbem-25524	115	24	99	99	NUM
fbem-25524	115	25	successfully	successfully	ADV
fbem-25524	115	26	constructed	construct	VERB
fbem-25524	115	27	an	an	DET
fbem-25524	115	28	investor	investor	NOUN
fbem-25524	115	29	sentiment	sentiment	NOUN
fbem-25524	115	30	index	index	NOUN
fbem-25524	115	31	based	base	VERB
fbem-25524	115	32	on	on	ADP
fbem-25524	115	33	text	text	NOUN
fbem-25524	115	34	analysis	analysis	NOUN
fbem-25524	115	35	.	.	PUNCT
fbem-25524	116	1	this	this	DET
fbem-25524	116	2	index	index	NOUN
fbem-25524	116	3	can	can	AUX
fbem-25524	116	4	not	not	PART
fbem-25524	116	5	only	only	ADV
fbem-25524	116	6	effectively	effectively	ADV
fbem-25524	116	7	capture	capture	VERB
fbem-25524	116	8	investors	investor	NOUN
fbem-25524	116	9	'	'	PART
fbem-25524	116	10	emotional	emotional	ADJ
fbem-25524	116	11	tendencies	tendency	NOUN
fbem-25524	116	12	,	,	PUNCT
fbem-25524	116	13	but	but	CCONJ
fbem-25524	116	14	also	also	ADV
fbem-25524	116	15	provide	provide	VERB
fbem-25524	116	16	a	a	DET
fbem-25524	116	17	new	new	ADJ
fbem-25524	116	18	perspective	perspective	NOUN
fbem-25524	116	19	for	for	ADP
fbem-25524	116	20	understanding	understand	VERB
fbem-25524	116	21	investors	investor	NOUN
fbem-25524	116	22	'	'	PART
fbem-25524	116	23	behavior	behavior	NOUN
fbem-25524	116	24	patterns	pattern	NOUN
fbem-25524	116	25	and	and	CCONJ
fbem-25524	116	26	psychological	psychological	ADJ
fbem-25524	116	27	dynamics	dynamic	NOUN
fbem-25524	116	28	.	.	PUNCT
fbem-25524	117	1	in	in	ADP
fbem-25524	117	2	addition	addition	NOUN
fbem-25524	117	3	,	,	PUNCT
fbem-25524	117	4	the	the	DET
fbem-25524	117	5	results	result	NOUN
fbem-25524	117	6	show	show	VERB
fbem-25524	117	7	that	that	SCONJ
fbem-25524	117	8	there	there	PRON
fbem-25524	117	9	is	be	VERB
fbem-25524	117	10	a	a	DET
fbem-25524	117	11	significant	significant	ADJ
fbem-25524	117	12	correlation	correlation	NOUN
fbem-25524	117	13	between	between	ADP
fbem-25524	117	14	investor	investor	NOUN
fbem-25524	117	15	sentiment	sentiment	NOUN
fbem-25524	117	16	and	and	CCONJ
fbem-25524	117	17	market	market	NOUN
fbem-25524	117	18	trend	trend	NOUN
fbem-25524	117	19	.	.	PUNCT
fbem-25524	118	1	when	when	SCONJ
fbem-25524	118	2	investor	investor	NOUN
fbem-25524	118	3	sentiment	sentiment	NOUN
fbem-25524	118	4	is	be	AUX
fbem-25524	118	5	high	high	ADJ
fbem-25524	118	6	,	,	PUNCT
fbem-25524	118	7	the	the	DET
fbem-25524	118	8	market	market	NOUN
fbem-25524	118	9	tends	tend	VERB
fbem-25524	118	10	to	to	PART
fbem-25524	118	11	show	show	VERB
fbem-25524	118	12	an	an	DET
fbem-25524	118	13	upward	upward	ADJ
fbem-25524	118	14	trend	trend	NOUN
fbem-25524	118	15	,	,	PUNCT
fbem-25524	118	16	and	and	CCONJ
fbem-25524	118	17	vice	vice	ADV
fbem-25524	118	18	versa	versa	ADV
fbem-25524	118	19	.	.	PUNCT
fbem-25524	119	1	this	this	DET
fbem-25524	119	2	discovery	discovery	NOUN
fbem-25524	119	3	provides	provide	VERB
fbem-25524	119	4	a	a	DET
fbem-25524	119	5	new	new	ADJ
fbem-25524	119	6	basis	basis	NOUN
fbem-25524	119	7	and	and	CCONJ
fbem-25524	119	8	tool	tool	NOUN
fbem-25524	119	9	for	for	ADP
fbem-25524	119	10	financial	financial	ADJ
fbem-25524	119	11	market	market	NOUN
fbem-25524	119	12	forecasting	forecasting	NOUN
fbem-25524	119	13	and	and	CCONJ
fbem-25524	119	14	decision	decision	NOUN
fbem-25524	119	15	-	-	PUNCT
fbem-25524	119	16	making	making	NOUN
fbem-25524	119	17	.	.	PUNCT
fbem-25524	120	1	however	however	ADV
fbem-25524	120	2	,	,	PUNCT
fbem-25524	120	3	this	this	DET
fbem-25524	120	4	study	study	NOUN
fbem-25524	120	5	also	also	ADV
fbem-25524	120	6	has	have	VERB
fbem-25524	120	7	some	some	DET
fbem-25524	120	8	limitations	limitation	NOUN
fbem-25524	120	9	.	.	PUNCT
fbem-25524	121	1	first	first	ADV
fbem-25524	121	2	of	of	ADP
fbem-25524	121	3	all	all	PRON
fbem-25524	121	4	,	,	PUNCT
fbem-25524	121	5	because	because	SCONJ
fbem-25524	121	6	the	the	DET
fbem-25524	121	7	index	index	NOUN
fbem-25524	121	8	is	be	AUX
fbem-25524	121	9	highly	highly	ADV
fbem-25524	121	10	dependent	dependent	ADJ
fbem-25524	121	11	on	on	ADP
fbem-25524	121	12	text	text	NOUN
fbem-25524	121	13	data	datum	NOUN
fbem-25524	121	14	,	,	PUNCT
fbem-25524	121	15	it	it	PRON
fbem-25524	121	16	may	may	AUX
fbem-25524	121	17	be	be	AUX
fbem-25524	121	18	affected	affect	VERB
fbem-25524	121	19	by	by	ADP
fbem-25524	121	20	text	text	NOUN
fbem-25524	121	21	quality	quality	NOUN
fbem-25524	121	22	and	and	CCONJ
fbem-25524	121	23	annotation	annotation	NOUN
fbem-25524	121	24	accuracy	accuracy	NOUN
fbem-25524	121	25	.	.	PUNCT
fbem-25524	122	1	secondly	secondly	ADV
fbem-25524	122	2	,	,	PUNCT
fbem-25524	122	3	this	this	DET
fbem-25524	122	4	study	study	NOUN
fbem-25524	122	5	only	only	ADV
fbem-25524	122	6	collects	collect	VERB
fbem-25524	122	7	data	datum	NOUN
fbem-25524	122	8	from	from	ADP
fbem-25524	122	9	a	a	DET
fbem-25524	122	10	single	single	ADJ
fbem-25524	122	11	financial	financial	ADJ
fbem-25524	122	12	technology	technology	NOUN
fbem-25524	122	13	platform	platform	NOUN
fbem-25524	122	14	,	,	PUNCT
fbem-25524	122	15	so	so	SCONJ
fbem-25524	122	16	the	the	DET
fbem-25524	122	17	results	result	NOUN
fbem-25524	122	18	may	may	AUX
fbem-25524	122	19	be	be	AUX
fbem-25524	122	20	biased	bias	VERB
fbem-25524	122	21	.	.	PUNCT
fbem-25524	123	1	future	future	ADJ
fbem-25524	123	2	research	research	NOUN
fbem-25524	123	3	can	can	AUX
fbem-25524	123	4	further	far	ADV
fbem-25524	123	5	optimize	optimize	VERB
fbem-25524	123	6	the	the	DET
fbem-25524	123	7	model	model	NOUN
fbem-25524	123	8	algorithm	algorithm	NOUN
fbem-25524	123	9	,	,	PUNCT
fbem-25524	123	10	improve	improve	VERB
fbem-25524	123	11	the	the	DET
fbem-25524	123	12	data	datum	NOUN
fbem-25524	123	13	quality	quality	NOUN
fbem-25524	123	14	,	,	PUNCT
fbem-25524	123	15	and	and	CCONJ
fbem-25524	123	16	expand	expand	VERB
fbem-25524	123	17	the	the	DET
fbem-25524	123	18	scope	scope	NOUN
fbem-25524	123	19	of	of	ADP
fbem-25524	123	20	data	datum	NOUN
fbem-25524	123	21	collection	collection	NOUN
fbem-25524	123	22	,	,	PUNCT
fbem-25524	123	23	so	so	SCONJ
fbem-25524	123	24	as	as	SCONJ
fbem-25524	123	25	to	to	PART
fbem-25524	123	26	further	far	ADV
fbem-25524	123	27	improve	improve	VERB
fbem-25524	123	28	the	the	DET
fbem-25524	123	29	accuracy	accuracy	NOUN
fbem-25524	123	30	and	and	CCONJ
fbem-25524	123	31	prediction	prediction	NOUN
fbem-25524	123	32	ability	ability	NOUN
fbem-25524	123	33	of	of	ADP
fbem-25524	123	34	indicators	indicator	NOUN
fbem-25524	123	35	.	.	PUNCT
fbem-25524	124	1	references	reference	NOUN
fbem-25524	124	2	[	[	X
fbem-25524	124	3	1	1	NUM
fbem-25524	124	4	]	]	X
fbem-25524	124	5	sun	sun	NOUN
fbem-25524	124	6	,	,	PUNCT
fbem-25524	124	7	w.	w.	PROPN
fbem-25524	124	8	,	,	PUNCT
fbem-25524	124	9	zhao	zhao	PROPN
fbem-25524	124	10	,	,	PUNCT
fbem-25524	124	11	c.	c.	PROPN
fbem-25524	124	12	,	,	PUNCT
fbem-25524	124	13	wang	wang	PROPN
fbem-25524	124	14	,	,	PUNCT
fbem-25524	124	15	y.	y.	PROPN
fbem-25524	124	16	,	,	PUNCT
fbem-25524	124	17	&	&	CCONJ
fbem-25524	124	18	cho	cho	PROPN
fbem-25524	124	19	,	,	PUNCT
fbem-25524	124	20	c.	c.	PROPN
fbem-25524	124	21	h.	h.	PROPN
fbem-25524	124	22	(	(	PUNCT
fbem-25524	124	23	2018	2018	NUM
fbem-25524	124	24	)	)	PUNCT
fbem-25524	124	25	.	.	PUNCT
fbem-25524	125	1	corporate	corporate	ADJ
fbem-25524	125	2	social	social	ADJ
fbem-25524	125	3	responsibility	responsibility	NOUN
fbem-25524	125	4	disclosure	disclosure	NOUN
fbem-25524	125	5	and	and	CCONJ
fbem-25524	125	6	catering	catering	NOUN
fbem-25524	125	7	to	to	ADP
fbem-25524	125	8	investor	investor	NOUN
fbem-25524	125	9	sentiment	sentiment	NOUN
fbem-25524	125	10	in	in	ADP
fbem-25524	125	11	china	china	PROPN
fbem-25524	125	12	.	.	PUNCT
fbem-25524	126	1	management	management	NOUN
fbem-25524	126	2	decision	decision	NOUN
fbem-25524	126	3	,	,	PUNCT
fbem-25524	126	4	56(9	56(9	NOUN
fbem-25524	126	5	)	)	PUNCT
fbem-25524	126	6	,	,	PUNCT
fbem-25524	126	7	1917	1917	NUM
fbem-25524	126	8	-	-	SYM
fbem-25524	126	9	1935	1935	NUM
fbem-25524	126	10	.	.	PUNCT
fbem-25524	127	1	[	[	X
fbem-25524	127	2	2	2	NUM
fbem-25524	127	3	]	]	X
fbem-25524	127	4	liu	liu	PROPN
fbem-25524	127	5	,	,	PUNCT
fbem-25524	127	6	z.	z.	PROPN
fbem-25524	127	7	,	,	PUNCT
fbem-25524	127	8	jiang	jiang	PROPN
fbem-25524	127	9	,	,	PUNCT
fbem-25524	127	10	x.	x.	PROPN
fbem-25524	127	11	,	,	PUNCT
fbem-25524	127	12	zhu	zhu	PROPN
fbem-25524	127	13	,	,	PUNCT
fbem-25524	127	14	p.	p.	PROPN
fbem-25524	127	15	,	,	PUNCT
fbem-25524	127	16	li	li	PROPN
fbem-25524	127	17	,	,	PUNCT
fbem-25524	127	18	x.	x.	PROPN
fbem-25524	127	19	,	,	PUNCT
fbem-25524	127	20	&	&	CCONJ
fbem-25524	127	21	zhu	zhu	PROPN
fbem-25524	127	22	,	,	PUNCT
fbem-25524	127	23	m.	m.	NOUN
fbem-25524	127	24	x.	x.	PROPN
fbem-25524	127	25	(	(	PUNCT
fbem-25524	127	26	2023	2023	NUM
fbem-25524	127	27	)	)	PUNCT
fbem-25524	127	28	.	.	PUNCT
fbem-25524	128	1	the	the	DET
fbem-25524	128	2	influences	influence	NOUN
fbem-25524	128	3	of	of	ADP
fbem-25524	128	4	livestreaming	livestreame	VERB
fbem-25524	128	5	on	on	ADP
fbem-25524	128	6	online	online	ADJ
fbem-25524	128	7	purchase	purchase	NOUN
fbem-25524	128	8	intention	intention	NOUN
fbem-25524	128	9	:	:	PUNCT
fbem-25524	128	10	examining	examine	VERB
fbem-25524	128	11	platform	platform	NOUN
fbem-25524	128	12	characteristics	characteristic	NOUN
fbem-25524	128	13	and	and	CCONJ
fbem-25524	128	14	consumer	consumer	NOUN
fbem-25524	128	15	psychology	psychology	NOUN
fbem-25524	128	16	.	.	PUNCT
fbem-25524	129	1	industrial	industrial	ADJ
fbem-25524	129	2	management	management	PROPN
fbem-25524	129	3	&	&	CCONJ
fbem-25524	129	4	data	datum	NOUN
fbem-25524	129	5	systems	system	NOUN
fbem-25524	129	6	,	,	PUNCT
fbem-25524	129	7	123(3	123(3	NUM
fbem-25524	129	8	)	)	PUNCT
fbem-25524	129	9	,	,	PUNCT
fbem-25524	129	10	862	862	NUM
fbem-25524	129	11	-	-	SYM
fbem-25524	129	12	885	885	NUM
fbem-25524	129	13	.	.	PUNCT
fbem-25524	130	1	[	[	X
fbem-25524	130	2	3	3	NUM
fbem-25524	130	3	]	]	X
fbem-25524	130	4	anderson	anderson	PROPN
fbem-25524	130	5	,	,	PUNCT
fbem-25524	130	6	a.	a.	PROPN
fbem-25524	130	7	g.	g.	PROPN
fbem-25524	130	8	,	,	PUNCT
fbem-25524	130	9	&	&	CCONJ
fbem-25524	130	10	larkin	larkin	PROPN
fbem-25524	130	11	,	,	PUNCT
fbem-25524	130	12	y.	y.	PROPN
fbem-25524	130	13	(	(	PUNCT
fbem-25524	130	14	2019	2019	NUM
fbem-25524	130	15	)	)	PUNCT
fbem-25524	130	16	.	.	PUNCT
fbem-25524	130	17	does	do	AUX
fbem-25524	130	18	noninformative	noninformative	PROPN
fbem-25524	130	19	text	text	NOUN
fbem-25524	130	20	affect	affect	VERB
fbem-25524	130	21	investor	investor	NOUN
fbem-25524	130	22	behavior	behavior	NOUN
fbem-25524	130	23	.	.	PUNCT
fbem-25524	131	1	financial	financial	ADJ
fbem-25524	131	2	management	management	NOUN
fbem-25524	131	3	,	,	PUNCT
fbem-25524	131	4	48(1	48(1	NOUN
fbem-25524	131	5	)	)	PUNCT
fbem-25524	131	6	,	,	PUNCT
fbem-25524	131	7	257	257	NUM
fbem-25524	131	8	-	-	SYM
fbem-25524	131	9	289	289	NUM
fbem-25524	131	10	.	.	PUNCT
fbem-25524	132	1	[	[	X
fbem-25524	132	2	4	4	NUM
fbem-25524	132	3	]	]	X
fbem-25524	132	4	zhang	zhang	PROPN
fbem-25524	132	5	,	,	PUNCT
fbem-25524	132	6	w.	w.	PROPN
fbem-25524	132	7	,	,	PUNCT
fbem-25524	132	8	xu	xu	PROPN
fbem-25524	132	9	,	,	PUNCT
fbem-25524	132	10	y.	y.	PROPN
fbem-25524	132	11	,	,	PUNCT
fbem-25524	132	12	&	&	CCONJ
fbem-25524	132	13	zheng	zheng	PROPN
fbem-25524	132	14	,	,	PUNCT
fbem-25524	132	15	h.	h.	PROPN
fbem-25524	132	16	(	(	PUNCT
fbem-25524	132	17	2019	2019	NUM
fbem-25524	132	18	)	)	PUNCT
fbem-25524	132	19	.	.	PUNCT
fbem-25524	133	1	the	the	DET
fbem-25524	133	2	antecedents	antecedent	NOUN
fbem-25524	133	3	and	and	CCONJ
fbem-25524	133	4	consequences	consequence	NOUN
fbem-25524	133	5	of	of	ADP
fbem-25524	133	6	crowdfunding	crowdfunde	VERB
fbem-25524	133	7	investors	investor	NOUN
fbem-25524	133	8	'	'	PART
fbem-25524	133	9	citizenship	citizenship	NOUN
fbem-25524	133	10	behaviors	behavior	NOUN
fbem-25524	133	11	:	:	PUNCT
fbem-25524	133	12	an	an	DET
fbem-25524	133	13	empirical	empirical	ADJ
fbem-25524	133	14	study	study	NOUN
fbem-25524	133	15	of	of	ADP
fbem-25524	133	16	motivations	motivation	NOUN
fbem-25524	133	17	and	and	CCONJ
fbem-25524	133	18	stickiness	stickiness	NOUN
fbem-25524	133	19	.	.	PUNCT
fbem-25524	134	1	online	online	ADJ
fbem-25524	134	2	information	information	PROPN
fbem-25524	134	3	review	review	PROPN
fbem-25524	134	4	,	,	PUNCT
fbem-25524	134	5	43(4	43(4	NOUN
fbem-25524	134	6	)	)	PUNCT
fbem-25524	134	7	,	,	PUNCT
fbem-25524	134	8	584	584	NUM
fbem-25524	134	9	-	-	SYM
fbem-25524	134	10	599	599	NUM
fbem-25524	134	11	.	.	PUNCT
fbem-25524	135	1	[	[	X
fbem-25524	135	2	5	5	NUM
fbem-25524	135	3	]	]	X
fbem-25524	135	4	bernard	bernard	NOUN
fbem-25524	135	5	,	,	PUNCT
fbem-25524	135	6	d.	d.	PROPN
fbem-25524	135	7	,	,	PUNCT
fbem-25524	135	8	cade	cade	PROPN
fbem-25524	135	9	,	,	PUNCT
fbem-25524	135	10	n.	n.	PROPN
fbem-25524	135	11	l.	l.	PROPN
fbem-25524	135	12	,	,	PUNCT
fbem-25524	135	13	&	&	CCONJ
fbem-25524	135	14	hodge	hodge	PROPN
fbem-25524	135	15	,	,	PUNCT
fbem-25524	135	16	f.	f.	PROPN
fbem-25524	135	17	(	(	PUNCT
fbem-25524	135	18	2018	2018	NUM
fbem-25524	135	19	)	)	PUNCT
fbem-25524	135	20	.	.	PUNCT
fbem-25524	136	1	investor	investor	NOUN
fbem-25524	136	2	behavior	behavior	NOUN
fbem-25524	136	3	and	and	CCONJ
fbem-25524	136	4	the	the	DET
fbem-25524	136	5	benefits	benefit	NOUN
fbem-25524	136	6	of	of	ADP
fbem-25524	136	7	direct	direct	ADJ
fbem-25524	136	8	stock	stock	NOUN
fbem-25524	136	9	ownership	ownership	NOUN
fbem-25524	136	10	.	.	PUNCT
fbem-25524	137	1	journal	journal	NOUN
fbem-25524	137	2	of	of	ADP
fbem-25524	137	3	accounting	accounting	NOUN
fbem-25524	137	4	research	research	NOUN
fbem-25524	137	5	,	,	PUNCT
fbem-25524	137	6	56(2	56(2	ADJ
fbem-25524	137	7	)	)	PUNCT
fbem-25524	137	8	,	,	PUNCT
fbem-25524	137	9	431	431	NUM
fbem-25524	137	10	-	-	SYM
fbem-25524	137	11	466	466	NUM
fbem-25524	137	12	.	.	PUNCT
fbem-25524	138	1	[	[	X
fbem-25524	138	2	6	6	NUM
fbem-25524	138	3	]	]	X
fbem-25524	138	4	frydman	frydman	ADJ
fbem-25524	138	5	,	,	PUNCT
fbem-25524	138	6	c.	c.	PROPN
fbem-25524	138	7	,	,	PUNCT
fbem-25524	138	8	&	&	CCONJ
fbem-25524	138	9	wang	wang	PROPN
fbem-25524	138	10	,	,	PUNCT
fbem-25524	138	11	b.	b.	PROPN
fbem-25524	138	12	(	(	PUNCT
fbem-25524	138	13	2020	2020	NUM
fbem-25524	138	14	)	)	PUNCT
fbem-25524	138	15	.	.	PUNCT
fbem-25524	139	1	the	the	DET
fbem-25524	139	2	impact	impact	NOUN
fbem-25524	139	3	of	of	ADP
fbem-25524	139	4	salience	salience	NOUN
fbem-25524	139	5	on	on	ADP
fbem-25524	139	6	investor	investor	NOUN
fbem-25524	139	7	behavior	behavior	NOUN
fbem-25524	139	8	:	:	PUNCT
fbem-25524	139	9	evidence	evidence	NOUN
fbem-25524	139	10	from	from	ADP
fbem-25524	139	11	a	a	DET
fbem-25524	139	12	natural	natural	ADJ
fbem-25524	139	13	experiment	experiment	NOUN
fbem-25524	139	14	.	.	PUNCT
fbem-25524	140	1	the	the	DET
fbem-25524	140	2	journal	journal	PROPN
fbem-25524	140	3	of	of	ADP
fbem-25524	140	4	finance	finance	NOUN
fbem-25524	140	5	,	,	PUNCT
fbem-25524	140	6	75(1	75(1	NOUN
fbem-25524	140	7	)	)	PUNCT
fbem-25524	140	8	,	,	PUNCT
fbem-25524	140	9	229	229	NUM
fbem-25524	140	10	-	-	SYM
fbem-25524	140	11	276	276	NUM
fbem-25524	140	12	.	.	PUNCT
fbem-25524	141	1	[	[	X
fbem-25524	141	2	7	7	X
fbem-25524	141	3	]	]	X
fbem-25524	141	4	davis	davis	PROPN
fbem-25524	141	5	,	,	PUNCT
fbem-25524	141	6	l.	l.	PROPN
fbem-25524	141	7	e.	e.	PROPN
fbem-25524	141	8	(	(	PUNCT
fbem-25524	141	9	2018	2018	NUM
fbem-25524	141	10	)	)	PUNCT
fbem-25524	141	11	.	.	PUNCT
fbem-25524	141	12	financialization	financialization	NOUN
fbem-25524	141	13	and	and	CCONJ
fbem-25524	141	14	the	the	DET
fbem-25524	141	15	non‐financial	non‐financial	ADJ
fbem-25524	141	16	corporation	corporation	NOUN
fbem-25524	141	17	:	:	PUNCT
fbem-25524	141	18	an	an	DET
fbem-25524	141	19	investigation	investigation	NOUN
fbem-25524	141	20	of	of	ADP
fbem-25524	141	21	firm‐level	firm‐level	NOUN
fbem-25524	141	22	investment	investment	NOUN
fbem-25524	141	23	behavior	behavior	NOUN
fbem-25524	141	24	in	in	ADP
fbem-25524	141	25	the	the	DET
fbem-25524	141	26	united	united	PROPN
fbem-25524	141	27	states	states	PROPN
fbem-25524	141	28	.	.	PUNCT
fbem-25524	142	1	metroeconomica	metroeconomica	PROPN
fbem-25524	142	2	,	,	PUNCT
fbem-25524	142	3	69(1	69(1	NUM
fbem-25524	142	4	)	)	PUNCT
fbem-25524	142	5	,	,	PUNCT
fbem-25524	142	6	270	270	NUM
fbem-25524	142	7	-	-	SYM
fbem-25524	142	8	307	307	NUM
fbem-25524	142	9	.	.	PUNCT
fbem-25524	143	1	[	[	X
fbem-25524	143	2	8	8	NUM
fbem-25524	143	3	]	]	X
fbem-25524	143	4	wang	wang	PROPN
fbem-25524	143	5	,	,	PUNCT
fbem-25524	143	6	d.	d.	PROPN
fbem-25524	143	7	,	,	PUNCT
fbem-25524	143	8	huang	huang	PROPN
fbem-25524	143	9	,	,	PUNCT
fbem-25524	143	10	q.	q.	PROPN
fbem-25524	143	11	,	,	PUNCT
fbem-25524	143	12	ye	ye	PROPN
fbem-25524	143	13	,	,	PUNCT
fbem-25524	143	14	t.	t.	PROPN
fbem-25524	143	15	,	,	PUNCT
fbem-25524	143	16	&	&	CCONJ
fbem-25524	143	17	tian	tian	PROPN
fbem-25524	143	18	,	,	PUNCT
fbem-25524	143	19	s.	s.	PROPN
fbem-25524	143	20	(	(	PUNCT
fbem-25524	143	21	2021	2021	NUM
fbem-25524	143	22	)	)	PUNCT
fbem-25524	143	23	.	.	PUNCT
fbem-25524	144	1	research	research	NOUN
fbem-25524	144	2	on	on	ADP
fbem-25524	144	3	the	the	DET
fbem-25524	144	4	two	two	NUM
fbem-25524	144	5	-	-	PUNCT
fbem-25524	144	6	way	way	NOUN
fbem-25524	144	7	time	time	NOUN
fbem-25524	144	8	-	-	PUNCT
fbem-25524	144	9	varying	vary	VERB
fbem-25524	144	10	relationship	relationship	NOUN
fbem-25524	144	11	between	between	ADP
fbem-25524	144	12	foreign	foreign	ADJ
fbem-25524	144	13	direct	direct	ADJ
fbem-25524	144	14	investment	investment	NOUN
fbem-25524	144	15	and	and	CCONJ
fbem-25524	144	16	financial	financial	ADJ
fbem-25524	144	17	development	development	NOUN
fbem-25524	144	18	based	base	VERB
fbem-25524	144	19	on	on	ADP
fbem-25524	144	20	functional	functional	ADJ
fbem-25524	144	21	data	datum	NOUN
fbem-25524	144	22	analysis	analysis	NOUN
fbem-25524	144	23	.	.	PUNCT
fbem-25524	145	1	sustainability	sustainability	NOUN
fbem-25524	145	2	,	,	PUNCT
fbem-25524	145	3	13(11	13(11	NUM
fbem-25524	145	4	)	)	PUNCT
fbem-25524	145	5	,	,	PUNCT
fbem-25524	145	6	6033	6033	NUM
fbem-25524	145	7	.	.	PUNCT
fbem-25524	146	1	[	[	X
fbem-25524	146	2	9	9	NUM
fbem-25524	146	3	]	]	PUNCT
fbem-25524	146	4	hsiao	hsiao	PROPN
fbem-25524	146	5	,	,	PUNCT
fbem-25524	146	6	h.	h.	PROPN
fbem-25524	146	7	f.	f.	PROPN
fbem-25524	146	8	,	,	PUNCT
fbem-25524	146	9	zhong	zhong	PROPN
fbem-25524	146	10	,	,	PUNCT
fbem-25524	146	11	t.	t.	PROPN
fbem-25524	146	12	,	,	PUNCT
fbem-25524	146	13	&	&	CCONJ
fbem-25524	146	14	dincer	dincer	PROPN
fbem-25524	146	15	,	,	PUNCT
fbem-25524	146	16	h.	h.	PROPN
fbem-25524	146	17	(	(	PUNCT
fbem-25524	146	18	2019	2019	NUM
fbem-25524	146	19	)	)	PUNCT
fbem-25524	146	20	.	.	PUNCT
fbem-25524	147	1	analysing	analyse	VERB
fbem-25524	147	2	managers	manager	NOUN
fbem-25524	147	3	'	'	PART
fbem-25524	147	4	financial	financial	ADJ
fbem-25524	147	5	motivation	motivation	NOUN
fbem-25524	147	6	for	for	ADP
fbem-25524	147	7	sustainable	sustainable	ADJ
fbem-25524	147	8	investment	investment	NOUN
fbem-25524	147	9	strategies	strategy	NOUN
fbem-25524	147	10	.	.	PUNCT
fbem-25524	148	1	sustainability	sustainability	NOUN
fbem-25524	148	2	,	,	PUNCT
fbem-25524	148	3	11(14	11(14	NUM
fbem-25524	148	4	)	)	PUNCT
fbem-25524	148	5	,	,	PUNCT
fbem-25524	148	6	3849	3849	NUM
fbem-25524	148	7	.	.	PUNCT
fbem-25524	149	1	[	[	X
fbem-25524	149	2	10	10	NUM
fbem-25524	149	3	]	]	X
fbem-25524	149	4	yin	yin	PROPN
fbem-25524	149	5	,	,	PUNCT
fbem-25524	149	6	x.	x.	PROPN
fbem-25524	149	7	,	,	PUNCT
fbem-25524	149	8	hai	hai	PROPN
fbem-25524	149	9	,	,	PUNCT
fbem-25524	149	10	b.	b.	PROPN
fbem-25524	149	11	l.	l.	PROPN
fbem-25524	149	12	,	,	PUNCT
fbem-25524	149	13	&	&	CCONJ
fbem-25524	149	14	chen	chen	PROPN
fbem-25524	149	15	,	,	PUNCT
fbem-25524	149	16	j.	j.	PROPN
fbem-25524	149	17	(	(	PUNCT
fbem-25524	149	18	2019	2019	NUM
fbem-25524	149	19	)	)	PUNCT
fbem-25524	149	20	.	.	PUNCT
fbem-25524	150	1	financial	financial	ADJ
fbem-25524	150	2	constraints	constraint	NOUN
fbem-25524	150	3	and	and	CCONJ
fbem-25524	150	4	r&d	r&d	NOUN
fbem-25524	150	5	investment	investment	NOUN
fbem-25524	150	6	:	:	PUNCT
fbem-25524	150	7	the	the	DET
fbem-25524	150	8	moderating	moderate	VERB
fbem-25524	150	9	role	role	NOUN
fbem-25524	150	10	of	of	ADP
fbem-25524	150	11	ceo	ceo	NOUN
fbem-25524	150	12	characteristics	characteristic	NOUN
fbem-25524	150	13	.	.	PUNCT
fbem-25524	151	1	sustainability	sustainability	NOUN
fbem-25524	151	2	,	,	PUNCT
fbem-25524	151	3	11(15	11(15	NUM
fbem-25524	151	4	)	)	PUNCT
fbem-25524	151	5	,	,	PUNCT
fbem-25524	151	6	4153	4153	NUM
fbem-25524	151	7	.	.	PUNCT