id	sid	tid	token	lemma	pos
fbem-23721	1	1	frontiers	frontier	NOUN
fbem-23721	1	2	in	in	ADP
fbem-23721	1	3	business	business	NOUN
fbem-23721	1	4	,	,	PUNCT
fbem-23721	1	5	economics	economic	NOUN
fbem-23721	1	6	and	and	CCONJ
fbem-23721	1	7	management	management	NOUN
fbem-23721	1	8	issn	issn	PROPN
fbem-23721	1	9	:	:	PUNCT
fbem-23721	1	10	2766	2766	NUM
fbem-23721	1	11	-	-	PUNCT
fbem-23721	1	12	824x	824x	NUM
fbem-23721	1	13	|	|	ADJ
fbem-23721	1	14	vol	vol	NOUN
fbem-23721	1	15	.	.	PROPN
fbem-23721	1	16	15	15	NUM
fbem-23721	1	17	,	,	PUNCT
fbem-23721	1	18	no	no	INTJ
fbem-23721	1	19	.	.	NOUN
fbem-23721	1	20	3	3	NUM
fbem-23721	1	21	,	,	PUNCT
fbem-23721	1	22	2024	2024	NUM
fbem-23721	1	23	390	390	NUM
fbem-23721	1	24	research	research	NOUN
fbem-23721	1	25	on	on	ADP
fbem-23721	1	26	user	user	NOUN
fbem-23721	1	27	churn	churn	NOUN
fbem-23721	1	28	prediction	prediction	NOUN
fbem-23721	1	29	of	of	ADP
fbem-23721	1	30	traditional	traditional	ADJ
fbem-23721	1	31	supermarket	supermarket	NOUN
fbem-23721	1	32	digital	digital	ADJ
fbem-23721	1	33	platform	platform	NOUN
fbem-23721	1	34	honglei	honglei	PROPN
fbem-23721	1	35	yin	yin	PROPN
fbem-23721	1	36	,	,	PUNCT
fbem-23721	1	37	yilei	yilei	PROPN
fbem-23721	1	38	pei	pei	PROPN
fbem-23721	2	1	*	*	PUNCT
fbem-23721	2	2	school	school	NOUN
fbem-23721	2	3	of	of	ADP
fbem-23721	2	4	management	management	NOUN
fbem-23721	2	5	,	,	PUNCT
fbem-23721	2	6	beijing	beijing	PROPN
fbem-23721	2	7	union	union	PROPN
fbem-23721	2	8	university	university	PROPN
fbem-23721	2	9	,	,	PUNCT
fbem-23721	2	10	beijing	beijing	PROPN
fbem-23721	2	11	,	,	PUNCT
fbem-23721	2	12	china	china	PROPN
fbem-23721	2	13	*	*	PUNCT
fbem-23721	2	14	corresponding	correspond	VERB
fbem-23721	2	15	author	author	NOUN
fbem-23721	2	16	:	:	PUNCT
fbem-23721	2	17	yilei	yilei	PROPN
fbem-23721	2	18	pei	pei	PROPN
fbem-23721	2	19	(	(	PUNCT
fbem-23721	2	20	email	email	NOUN
fbem-23721	2	21	:	:	PUNCT
fbem-23721	2	22	peiyilei@126.com	peiyilei@126.com	NOUN
fbem-23721	2	23	)	)	PUNCT
fbem-23721	2	24	abstract	abstract	NOUN
fbem-23721	2	25	:	:	PUNCT
fbem-23721	2	26	this	this	DET
fbem-23721	2	27	paper	paper	NOUN
fbem-23721	2	28	uses	use	VERB
fbem-23721	2	29	the	the	DET
fbem-23721	2	30	advantages	advantage	NOUN
fbem-23721	2	31	of	of	ADP
fbem-23721	2	32	machine	machine	NOUN
fbem-23721	2	33	learning	learn	VERB
fbem-23721	2	34	algorithms	algorithm	NOUN
fbem-23721	2	35	to	to	PART
fbem-23721	2	36	conduct	conduct	VERB
fbem-23721	2	37	empirical	empirical	ADJ
fbem-23721	2	38	research	research	NOUN
fbem-23721	2	39	on	on	ADP
fbem-23721	2	40	classification	classification	NOUN
fbem-23721	2	41	prediction	prediction	NOUN
fbem-23721	2	42	to	to	PART
fbem-23721	2	43	explore	explore	VERB
fbem-23721	2	44	the	the	DET
fbem-23721	2	45	user	user	NOUN
fbem-23721	2	46	churn	churn	NOUN
fbem-23721	2	47	prediction	prediction	NOUN
fbem-23721	2	48	model	model	NOUN
fbem-23721	2	49	of	of	ADP
fbem-23721	2	50	traditional	traditional	ADJ
fbem-23721	2	51	supermarket	supermarket	NOUN
fbem-23721	2	52	digital	digital	ADJ
fbem-23721	2	53	platform	platform	NOUN
fbem-23721	2	54	.	.	PUNCT
fbem-23721	3	1	user	user	NOUN
fbem-23721	3	2	reviews	review	NOUN
fbem-23721	3	3	on	on	ADP
fbem-23721	3	4	the	the	DET
fbem-23721	3	5	online	online	ADJ
fbem-23721	3	6	platform	platform	NOUN
fbem-23721	3	7	of	of	ADP
fbem-23721	3	8	wumart	wumart	NOUN
fbem-23721	3	9	were	be	AUX
fbem-23721	3	10	used	use	VERB
fbem-23721	3	11	as	as	ADP
fbem-23721	3	12	the	the	DET
fbem-23721	3	13	data	data	NOUN
fbem-23721	3	14	source	source	NOUN
fbem-23721	3	15	,	,	PUNCT
fbem-23721	3	16	and	and	CCONJ
fbem-23721	3	17	user	user	NOUN
fbem-23721	3	18	information	information	NOUN
fbem-23721	3	19	of	of	ADP
fbem-23721	3	20	ehime	ehime	PROPN
fbem-23721	3	21	orange	orange	PROPN
fbem-23721	3	22	purchased	purchased	PROPN
fbem-23721	3	23	was	be	AUX
fbem-23721	3	24	used	use	VERB
fbem-23721	3	25	as	as	ADP
fbem-23721	3	26	the	the	DET
fbem-23721	3	27	research	research	NOUN
fbem-23721	3	28	object	object	NOUN
fbem-23721	3	29	.	.	PUNCT
fbem-23721	4	1	starting	start	VERB
fbem-23721	4	2	from	from	ADP
fbem-23721	4	3	the	the	DET
fbem-23721	4	4	two	two	NUM
fbem-23721	4	5	dimensions	dimension	NOUN
fbem-23721	4	6	of	of	ADP
fbem-23721	4	7	user	user	NOUN
fbem-23721	4	8	value	value	NOUN
fbem-23721	4	9	characteristics	characteristic	NOUN
fbem-23721	4	10	and	and	CCONJ
fbem-23721	4	11	evaluation	evaluation	NOUN
fbem-23721	4	12	characteristics	characteristic	NOUN
fbem-23721	4	13	,	,	PUNCT
fbem-23721	4	14	the	the	DET
fbem-23721	4	15	user	user	NOUN
fbem-23721	4	16	's	's	PART
fbem-23721	4	17	purchase	purchase	NOUN
fbem-23721	4	18	information	information	NOUN
fbem-23721	4	19	is	be	AUX
fbem-23721	4	20	collected	collect	VERB
fbem-23721	4	21	,	,	PUNCT
fbem-23721	4	22	and	and	CCONJ
fbem-23721	4	23	five	five	NUM
fbem-23721	4	24	characteristic	characteristic	ADJ
fbem-23721	4	25	data	datum	NOUN
fbem-23721	4	26	such	such	ADJ
fbem-23721	4	27	as	as	ADP
fbem-23721	4	28	the	the	DET
fbem-23721	4	29	latest	late	ADJ
fbem-23721	4	30	consumption	consumption	NOUN
fbem-23721	4	31	time	time	NOUN
fbem-23721	4	32	,	,	PUNCT
fbem-23721	4	33	consumption	consumption	NOUN
fbem-23721	4	34	times	time	NOUN
fbem-23721	4	35	,	,	PUNCT
fbem-23721	4	36	consumption	consumption	NOUN
fbem-23721	4	37	amount	amount	NOUN
fbem-23721	4	38	,	,	PUNCT
fbem-23721	4	39	rating	rating	NOUN
fbem-23721	4	40	and	and	CCONJ
fbem-23721	4	41	review	review	NOUN
fbem-23721	4	42	text	text	NOUN
fbem-23721	4	43	are	be	AUX
fbem-23721	4	44	obtained	obtain	VERB
fbem-23721	4	45	by	by	ADP
fbem-23721	4	46	calculating	calculate	VERB
fbem-23721	4	47	the	the	DET
fbem-23721	4	48	information	information	NOUN
fbem-23721	4	49	.	.	PUNCT
fbem-23721	5	1	later	later	ADV
fbem-23721	5	2	,	,	PUNCT
fbem-23721	5	3	a	a	DET
fbem-23721	5	4	predictive	predictive	ADJ
fbem-23721	5	5	model	model	NOUN
fbem-23721	5	6	was	be	AUX
fbem-23721	5	7	built	build	VERB
fbem-23721	5	8	based	base	VERB
fbem-23721	5	9	on	on	ADP
fbem-23721	5	10	xgboost	xgboost	PROPN
fbem-23721	5	11	,	,	PUNCT
fbem-23721	5	12	a	a	DET
fbem-23721	5	13	machine	machine	NOUN
fbem-23721	5	14	learning	learn	VERB
fbem-23721	5	15	algorithm	algorithm	NOUN
fbem-23721	5	16	,	,	PUNCT
fbem-23721	5	17	to	to	PART
fbem-23721	5	18	predict	predict	VERB
fbem-23721	5	19	the	the	DET
fbem-23721	5	20	trend	trend	NOUN
fbem-23721	5	21	of	of	ADP
fbem-23721	5	22	user	user	NOUN
fbem-23721	5	23	churn	churn	NOUN
fbem-23721	5	24	.	.	PUNCT
fbem-23721	6	1	by	by	ADP
fbem-23721	6	2	comparing	compare	VERB
fbem-23721	6	3	and	and	CCONJ
fbem-23721	6	4	analyzing	analyze	VERB
fbem-23721	6	5	the	the	DET
fbem-23721	6	6	contribution	contribution	NOUN
fbem-23721	6	7	of	of	ADP
fbem-23721	6	8	characteristic	characteristic	ADJ
fbem-23721	6	9	variables	variable	NOUN
fbem-23721	6	10	in	in	ADP
fbem-23721	6	11	user	user	NOUN
fbem-23721	6	12	churn	churn	NOUN
fbem-23721	6	13	prediction	prediction	NOUN
fbem-23721	6	14	,	,	PUNCT
fbem-23721	6	15	the	the	DET
fbem-23721	6	16	types	type	NOUN
fbem-23721	6	17	of	of	ADP
fbem-23721	6	18	lost	lose	VERB
fbem-23721	6	19	users	user	NOUN
fbem-23721	6	20	are	be	AUX
fbem-23721	6	21	divided	divide	VERB
fbem-23721	6	22	according	accord	VERB
fbem-23721	6	23	to	to	ADP
fbem-23721	6	24	key	key	ADJ
fbem-23721	6	25	characteristic	characteristic	ADJ
fbem-23721	6	26	variables	variable	NOUN
fbem-23721	6	27	such	such	ADJ
fbem-23721	6	28	as	as	ADP
fbem-23721	6	29	average	average	ADJ
fbem-23721	6	30	monthly	monthly	ADJ
fbem-23721	6	31	consumption	consumption	NOUN
fbem-23721	6	32	times	time	NOUN
fbem-23721	6	33	and	and	CCONJ
fbem-23721	6	34	average	average	ADJ
fbem-23721	6	35	consumption	consumption	NOUN
fbem-23721	6	36	amount	amount	NOUN
fbem-23721	6	37	,	,	PUNCT
fbem-23721	6	38	and	and	CCONJ
fbem-23721	6	39	corresponding	correspond	VERB
fbem-23721	6	40	retention	retention	NOUN
fbem-23721	6	41	strategies	strategy	NOUN
fbem-23721	6	42	are	be	AUX
fbem-23721	6	43	proposed	propose	VERB
fbem-23721	6	44	.	.	PUNCT
fbem-23721	7	1	the	the	DET
fbem-23721	7	2	validation	validation	NOUN
fbem-23721	7	3	found	find	VERB
fbem-23721	7	4	that	that	SCONJ
fbem-23721	7	5	the	the	DET
fbem-23721	7	6	sentiment	sentiment	NOUN
fbem-23721	7	7	of	of	ADP
fbem-23721	7	8	the	the	DET
fbem-23721	7	9	score	score	NOUN
fbem-23721	7	10	and	and	CCONJ
fbem-23721	7	11	review	review	VERB
fbem-23721	7	12	text	text	NOUN
fbem-23721	7	13	had	have	VERB
fbem-23721	7	14	a	a	DET
fbem-23721	7	15	significant	significant	ADJ
fbem-23721	7	16	impact	impact	NOUN
fbem-23721	7	17	on	on	ADP
fbem-23721	7	18	user	user	NOUN
fbem-23721	7	19	churn	churn	NOUN
fbem-23721	7	20	prediction	prediction	NOUN
fbem-23721	7	21	.	.	PUNCT
fbem-23721	8	1	by	by	ADP
fbem-23721	8	2	analyz	analyz	PROPN
fbem-23721	8	3	ing	e	VERB
fbem-23721	8	4	the	the	DET
fbem-23721	8	5	important	important	ADJ
fbem-23721	8	6	variables	variable	NOUN
fbem-23721	8	7	affecting	affect	VERB
fbem-23721	8	8	the	the	DET
fbem-23721	8	9	prediction	prediction	NOUN
fbem-23721	8	10	of	of	ADP
fbem-23721	8	11	user	user	NOUN
fbem-23721	8	12	churn	churn	NOUN
fbem-23721	8	13	,	,	PUNCT
fbem-23721	8	14	this	this	DET
fbem-23721	8	15	paper	paper	NOUN
fbem-23721	8	16	summarizes	summarize	VERB
fbem-23721	8	17	two	two	NUM
fbem-23721	8	18	types	type	NOUN
fbem-23721	8	19	of	of	ADP
fbem-23721	8	20	churn	churn	NOUN
fbem-23721	8	21	users	user	NOUN
fbem-23721	8	22	,	,	PUNCT
fbem-23721	8	23	and	and	CCONJ
fbem-23721	8	24	formulates	formulate	VERB
fbem-23721	8	25	corresponding	correspond	VERB
fbem-23721	8	26	retention	retention	NOUN
fbem-23721	8	27	strategies	strategy	NOUN
fbem-23721	8	28	for	for	ADP
fbem-23721	8	29	users	user	NOUN
fbem-23721	8	30	with	with	ADP
fbem-23721	8	31	less	less	ADJ
fbem-23721	8	32	demand	demand	NOUN
fbem-23721	8	33	and	and	CCONJ
fbem-23721	8	34	no	no	DET
fbem-23721	8	35	demand	demand	NOUN
fbem-23721	8	36	.	.	PUNCT
fbem-23721	9	1	this	this	PRON
fbem-23721	9	2	is	be	AUX
fbem-23721	9	3	of	of	ADP
fbem-23721	9	4	great	great	ADJ
fbem-23721	9	5	significance	significance	NOUN
fbem-23721	9	6	for	for	ADP
fbem-23721	9	7	reducing	reduce	VERB
fbem-23721	9	8	the	the	DET
fbem-23721	9	9	loss	loss	NOUN
fbem-23721	9	10	of	of	ADP
fbem-23721	9	11	digital	digital	ADJ
fbem-23721	9	12	platform	platform	NOUN
fbem-23721	9	13	users	user	NOUN
fbem-23721	9	14	,	,	PUNCT
fbem-23721	9	15	maintaining	maintain	VERB
fbem-23721	9	16	old	old	ADJ
fbem-23721	9	17	users	user	NOUN
fbem-23721	9	18	,	,	PUNCT
fbem-23721	9	19	improving	improve	VERB
fbem-23721	9	20	the	the	DET
fbem-23721	9	21	profits	profit	NOUN
fbem-23721	9	22	of	of	ADP
fbem-23721	9	23	supermarkets	supermarket	NOUN
fbem-23721	9	24	,	,	PUNCT
fbem-23721	9	25	and	and	CCONJ
fbem-23721	9	26	achieving	achieve	VERB
fbem-23721	9	27	the	the	DET
fbem-23721	9	28	goals	goal	NOUN
fbem-23721	9	29	of	of	ADP
fbem-23721	9	30	healthy	healthy	ADJ
fbem-23721	9	31	and	and	CCONJ
fbem-23721	9	32	sustainable	sustainable	ADJ
fbem-23721	9	33	development	development	NOUN
fbem-23721	9	34	of	of	ADP
fbem-23721	9	35	supermarkets	supermarket	NOUN
fbem-23721	9	36	.	.	PUNCT
fbem-23721	10	1	keywords	keyword	NOUN
fbem-23721	10	2	:	:	PUNCT
fbem-23721	10	3	user	user	NOUN
fbem-23721	10	4	churn	churn	NOUN
fbem-23721	10	5	,	,	PUNCT
fbem-23721	10	6	traditional	traditional	ADJ
fbem-23721	10	7	supermarkets	supermarket	NOUN
fbem-23721	10	8	,	,	PUNCT
fbem-23721	10	9	machine	machine	NOUN
fbem-23721	10	10	learning	learning	NOUN
fbem-23721	10	11	,	,	PUNCT
fbem-23721	10	12	digitization	digitization	NOUN
fbem-23721	10	13	,	,	PUNCT
fbem-23721	10	14	churn	churn	NOUN
fbem-23721	10	15	prediction	prediction	NOUN
fbem-23721	10	16	.	.	PUNCT
fbem-23721	11	1	1	1	X
fbem-23721	11	2	.	.	X
fbem-23721	11	3	introduction	introduction	NOUN
fbem-23721	11	4	the	the	DET
fbem-23721	11	5	rapid	rapid	ADJ
fbem-23721	11	6	development	development	NOUN
fbem-23721	11	7	of	of	ADP
fbem-23721	11	8	information	information	NOUN
fbem-23721	11	9	technology	technology	NOUN
fbem-23721	11	10	and	and	CCONJ
fbem-23721	11	11	the	the	DET
fbem-23721	11	12	popularization	popularization	NOUN
fbem-23721	11	13	of	of	ADP
fbem-23721	11	14	various	various	ADJ
fbem-23721	11	15	mobile	mobile	ADJ
fbem-23721	11	16	devices	device	NOUN
fbem-23721	11	17	are	be	AUX
fbem-23721	11	18	changing	change	VERB
fbem-23721	11	19	the	the	DET
fbem-23721	11	20	traditional	traditional	ADJ
fbem-23721	11	21	way	way	NOUN
fbem-23721	11	22	of	of	ADP
fbem-23721	11	23	shopping	shopping	NOUN
fbem-23721	11	24	,	,	PUNCT
fbem-23721	11	25	he	he	PRON
fbem-23721	11	26	has	have	AUX
fbem-23721	11	27	broken	break	VERB
fbem-23721	11	28	the	the	DET
fbem-23721	11	29	original	original	ADJ
fbem-23721	11	30	time	time	NOUN
fbem-23721	11	31	and	and	CCONJ
fbem-23721	11	32	space	space	NOUN
fbem-23721	11	33	restrictions	restriction	NOUN
fbem-23721	11	34	on	on	ADP
fbem-23721	11	35	shopping	shopping	NOUN
fbem-23721	11	36	places	place	NOUN
fbem-23721	11	37	,	,	PUNCT
fbem-23721	11	38	so	so	SCONJ
fbem-23721	11	39	that	that	SCONJ
fbem-23721	11	40	consumers	consumer	NOUN
fbem-23721	11	41	do	do	AUX
fbem-23721	11	42	not	not	PART
fbem-23721	11	43	have	have	VERB
fbem-23721	11	44	to	to	PART
fbem-23721	11	45	be	be	AUX
fbem-23721	11	46	limited	limit	VERB
fbem-23721	11	47	to	to	ADP
fbem-23721	11	48	a	a	DET
fbem-23721	11	49	fixed	fix	VERB
fbem-23721	11	50	time	time	NOUN
fbem-23721	11	51	,	,	PUNCT
fbem-23721	11	52	a	a	DET
fbem-23721	11	53	fixed	fix	VERB
fbem-23721	11	54	space	space	NOUN
fbem-23721	11	55	to	to	AUX
fbem-23721	11	56	shop	shop	VERB
fbem-23721	11	57	,	,	PUNCT
fbem-23721	11	58	people	people	NOUN
fbem-23721	11	59	anytime	anytime	ADV
fbem-23721	11	60	and	and	CCONJ
fbem-23721	11	61	anywhere	anywhere	ADV
fbem-23721	11	62	on	on	ADP
fbem-23721	11	63	the	the	DET
fbem-23721	11	64	traditional	traditional	ADJ
fbem-23721	11	65	supermarket	supermarket	NOUN
fbem-23721	11	66	digital	digital	ADJ
fbem-23721	11	67	platform	platform	NOUN
fbem-23721	11	68	shopping	shopping	NOUN
fbem-23721	11	69	has	have	AUX
fbem-23721	11	70	become	become	VERB
fbem-23721	11	71	an	an	DET
fbem-23721	11	72	increasingly	increasingly	ADV
fbem-23721	11	73	common	common	ADJ
fbem-23721	11	74	phenomenon	phenomenon	NOUN
fbem-23721	11	75	.	.	PUNCT
fbem-23721	12	1	although	although	SCONJ
fbem-23721	12	2	the	the	DET
fbem-23721	12	3	number	number	NOUN
fbem-23721	12	4	of	of	ADP
fbem-23721	12	5	users	user	NOUN
fbem-23721	12	6	of	of	ADP
fbem-23721	12	7	traditional	traditional	ADJ
fbem-23721	12	8	supermarket	supermarket	NOUN
fbem-23721	12	9	digital	digital	ADJ
fbem-23721	12	10	platforms	platform	NOUN
fbem-23721	12	11	is	be	AUX
fbem-23721	12	12	growing	grow	VERB
fbem-23721	12	13	rapidly	rapidly	ADV
fbem-23721	12	14	,	,	PUNCT
fbem-23721	12	15	it	it	PRON
fbem-23721	12	16	is	be	AUX
fbem-23721	12	17	also	also	ADV
fbem-23721	12	18	facing	face	VERB
fbem-23721	12	19	problems	problem	NOUN
fbem-23721	12	20	such	such	ADJ
fbem-23721	12	21	as	as	ADP
fbem-23721	12	22	insufficient	insufficient	ADJ
fbem-23721	12	23	user	user	NOUN
fbem-23721	12	24	stickiness	stickiness	NOUN
fbem-23721	12	25	and	and	CCONJ
fbem-23721	12	26	user	user	NOUN
fbem-23721	12	27	churn	churn	NOUN
fbem-23721	12	28	.	.	PUNCT
fbem-23721	13	1	as	as	ADP
fbem-23721	13	2	for	for	ADP
fbem-23721	13	3	whether	whether	SCONJ
fbem-23721	13	4	consumers	consumer	NOUN
fbem-23721	13	5	choose	choose	VERB
fbem-23721	13	6	to	to	PART
fbem-23721	13	7	shop	shop	VERB
fbem-23721	13	8	on	on	ADP
fbem-23721	13	9	digital	digital	ADJ
fbem-23721	13	10	platforms	platform	NOUN
fbem-23721	13	11	,	,	PUNCT
fbem-23721	13	12	scholars	scholar	NOUN
fbem-23721	13	13	have	have	AUX
fbem-23721	13	14	studied	study	VERB
fbem-23721	13	15	the	the	DET
fbem-23721	13	16	influencing	influence	VERB
fbem-23721	13	17	factors	factor	NOUN
fbem-23721	13	18	of	of	ADP
fbem-23721	13	19	online	online	ADJ
fbem-23721	13	20	shopping	shopping	NOUN
fbem-23721	13	21	and	and	CCONJ
fbem-23721	13	22	the	the	DET
fbem-23721	13	23	experience	experience	NOUN
fbem-23721	13	24	and	and	CCONJ
fbem-23721	13	25	results	result	NOUN
fbem-23721	13	26	of	of	ADP
fbem-23721	13	27	online	online	ADJ
fbem-23721	13	28	shopping	shopping	NOUN
fbem-23721	13	29	,	,	PUNCT
fbem-23721	13	30	which	which	PRON
fbem-23721	13	31	reveals	reveal	VERB
fbem-23721	13	32	the	the	DET
fbem-23721	13	33	causes	cause	NOUN
fbem-23721	13	34	and	and	CCONJ
fbem-23721	13	35	consequences	consequence	NOUN
fbem-23721	13	36	of	of	ADP
fbem-23721	13	37	consumers	consumer	NOUN
fbem-23721	13	38	'	'	PART
fbem-23721	13	39	decision	decision	NOUN
fbem-23721	13	40	to	to	PART
fbem-23721	13	41	use	use	VERB
fbem-23721	13	42	digital	digital	ADJ
fbem-23721	13	43	platforms	platform	NOUN
fbem-23721	13	44	to	to	ADP
fbem-23721	13	45	shop	shop	PROPN
fbem-23721	13	46	.	.	PUNCT
fbem-23721	14	1	arora	arora	PROPN
fbem-23721	14	2	and	and	CCONJ
fbem-23721	14	3	sahney	sahney	NOUN
fbem-23721	14	4	(	(	PUNCT
fbem-23721	14	5	2019	2019	NUM
fbem-23721	14	6	)	)	PUNCT
fbem-23721	15	1	[	[	X
fbem-23721	15	2	1	1	X
fbem-23721	15	3	]	]	PUNCT
fbem-23721	15	4	explain	explain	VERB
fbem-23721	15	5	digital	digital	ADJ
fbem-23721	15	6	platform	platform	NOUN
fbem-23721	15	7	retail	retail	ADJ
fbem-23721	15	8	behavior	behavior	NOUN
fbem-23721	15	9	from	from	ADP
fbem-23721	15	10	the	the	DET
fbem-23721	15	11	perspective	perspective	NOUN
fbem-23721	15	12	of	of	ADP
fbem-23721	15	13	planned	plan	VERB
fbem-23721	15	14	behavior	behavior	NOUN
fbem-23721	15	15	theory	theory	NOUN
fbem-23721	15	16	and	and	CCONJ
fbem-23721	15	17	technology	technology	NOUN
fbem-23721	15	18	acceptance	acceptance	NOUN
fbem-23721	15	19	models	model	NOUN
fbem-23721	15	20	.	.	PUNCT
fbem-23721	16	1	subsequently	subsequently	ADV
fbem-23721	16	2	,	,	PUNCT
fbem-23721	16	3	researchers	researcher	NOUN
fbem-23721	16	4	agreed	agree	VERB
fbem-23721	16	5	that	that	SCONJ
fbem-23721	16	6	understanding	understand	VERB
fbem-23721	16	7	shopping	shopping	NOUN
fbem-23721	16	8	behavior	behavior	NOUN
fbem-23721	16	9	on	on	ADP
fbem-23721	16	10	digital	digital	ADJ
fbem-23721	16	11	platforms	platform	NOUN
fbem-23721	16	12	requires	require	VERB
fbem-23721	16	13	consideration	consideration	NOUN
fbem-23721	16	14	of	of	ADP
fbem-23721	16	15	environmental	environmental	ADJ
fbem-23721	16	16	(	(	PUNCT
fbem-23721	16	17	e.g.	e.g.	ADV
fbem-23721	16	18	,	,	PUNCT
fbem-23721	16	19	time	time	NOUN
fbem-23721	16	20	pressure	pressure	NOUN
fbem-23721	16	21	)	)	PUNCT
fbem-23721	16	22	,	,	PUNCT
fbem-23721	16	23	consumer	consumer	NOUN
fbem-23721	16	24	(	(	PUNCT
fbem-23721	16	25	e.g.	e.g.	ADV
fbem-23721	16	26	,	,	PUNCT
fbem-23721	16	27	touch	touch	NOUN
fbem-23721	16	28	needs	need	NOUN
fbem-23721	16	29	)	)	PUNCT
fbem-23721	16	30	,	,	PUNCT
fbem-23721	16	31	and	and	CCONJ
fbem-23721	16	32	channel	channel	NOUN
fbem-23721	16	33	-	-	PUNCT
fbem-23721	16	34	related	relate	VERB
fbem-23721	16	35	(	(	PUNCT
fbem-23721	16	36	e.g.	e.g.	ADV
fbem-23721	16	37	,	,	PUNCT
fbem-23721	16	38	price	price	NOUN
fbem-23721	16	39	and	and	CCONJ
fbem-23721	16	40	convenience	convenience	NOUN
fbem-23721	16	41	)	)	PUNCT
fbem-23721	16	42	factors	factor	NOUN
fbem-23721	16	43	(	(	PUNCT
fbem-23721	16	44	aw	aw	INTJ
fbem-23721	16	45	et	et	PROPN
fbem-23721	16	46	al	al	PROPN
fbem-23721	16	47	.	.	PROPN
fbem-23721	16	48	,	,	PUNCT
fbem-23721	16	49	2021	2021	NUM
fbem-23721	17	1	[	[	X
fbem-23721	17	2	2	2	NUM
fbem-23721	17	3	]	]	PUNCT
fbem-23721	17	4	;	;	PUNCT
fbem-23721	17	5	mukherjee	mukherjee	NOUN
fbem-23721	17	6	and	and	CCONJ
fbem-23721	17	7	chatterjee	chatterjee	PROPN
fbem-23721	17	8	,	,	PUNCT
fbem-23721	17	9	2021	2021	NUM
fbem-23721	17	10	[	[	X
fbem-23721	17	11	3	3	NUM
fbem-23721	17	12	]	]	PUNCT
fbem-23721	17	13	)	)	PUNCT
fbem-23721	17	14	.	.	PUNCT
fbem-23721	18	1	in	in	ADP
fbem-23721	18	2	addition	addition	NOUN
fbem-23721	18	3	,	,	PUNCT
fbem-23721	18	4	previous	previous	ADJ
fbem-23721	18	5	research	research	NOUN
fbem-23721	18	6	results	result	NOUN
fbem-23721	18	7	have	have	AUX
fbem-23721	18	8	shown	show	VERB
fbem-23721	18	9	that	that	SCONJ
fbem-23721	18	10	the	the	DET
fbem-23721	18	11	decision	decision	NOUN
fbem-23721	18	12	to	to	PART
fbem-23721	18	13	shop	shop	VERB
fbem-23721	18	14	on	on	ADP
fbem-23721	18	15	digital	digital	ADJ
fbem-23721	18	16	platforms	platform	NOUN
fbem-23721	18	17	can	can	AUX
fbem-23721	18	18	be	be	AUX
fbem-23721	18	19	determined	determine	VERB
fbem-23721	18	20	by	by	ADP
fbem-23721	18	21	different	different	ADJ
fbem-23721	18	22	economic	economic	ADJ
fbem-23721	18	23	and	and	CCONJ
fbem-23721	18	24	non	non	ADJ
fbem-23721	18	25	-	-	ADJ
fbem-23721	18	26	economic	economic	ADJ
fbem-23721	18	27	motivations	motivation	NOUN
fbem-23721	18	28	(	(	PUNCT
fbem-23721	18	29	e.g.	e.g.	ADV
fbem-23721	18	30	,	,	PUNCT
fbem-23721	18	31	efficient	efficient	ADJ
fbem-23721	18	32	shopping	shopping	NOUN
fbem-23721	18	33	,	,	PUNCT
fbem-23721	18	34	scarcity	scarcity	NOUN
fbem-23721	18	35	-	-	PUNCT
fbem-23721	18	36	curiosity	curiosity	NOUN
fbem-23721	18	37	,	,	PUNCT
fbem-23721	18	38	interest	interest	NOUN
fbem-23721	18	39	,	,	PUNCT
fbem-23721	18	40	and	and	CCONJ
fbem-23721	18	41	joy	joy	NOUN
fbem-23721	18	42	of	of	ADP
fbem-23721	18	43	discovery	discovery	NOUN
fbem-23721	18	44	)	)	PUNCT
fbem-23721	18	45	(	(	PUNCT
fbem-23721	18	46	aw	aw	INTJ
fbem-23721	18	47	,	,	PUNCT
fbem-23721	18	48	2019	2019	NUM
fbem-23721	19	1	[	[	X
fbem-23721	19	2	4	4	NUM
fbem-23721	19	3	]	]	PUNCT
fbem-23721	19	4	;	;	PUNCT
fbem-23721	19	5	royet	royet	PROPN
fbem-23721	20	1	al	al	PROPN
fbem-23721	20	2	.	.	PROPN
fbem-23721	20	3	,	,	PUNCT
fbem-23721	20	4	2022	2022	NUM
fbem-23721	21	1	[	[	X
fbem-23721	21	2	5	5	NUM
fbem-23721	21	3	]	]	NUM
fbem-23721	21	4	)	)	PUNCT
fbem-23721	21	5	.	.	PUNCT
fbem-23721	22	1	the	the	DET
fbem-23721	22	2	latest	late	ADJ
fbem-23721	22	3	research	research	NOUN
fbem-23721	22	4	has	have	AUX
fbem-23721	22	5	begun	begin	VERB
fbem-23721	22	6	to	to	PART
fbem-23721	22	7	explore	explore	VERB
fbem-23721	22	8	the	the	DET
fbem-23721	22	9	experiences	experience	NOUN
fbem-23721	22	10	and	and	CCONJ
fbem-23721	22	11	outcomes	outcome	NOUN
fbem-23721	22	12	of	of	ADP
fbem-23721	22	13	shopping	shop	VERB
fbem-23721	22	14	on	on	ADP
fbem-23721	22	15	digital	digital	ADJ
fbem-23721	22	16	platforms	platform	NOUN
fbem-23721	22	17	.	.	PUNCT
fbem-23721	23	1	for	for	ADP
fbem-23721	23	2	example	example	NOUN
fbem-23721	23	3	,	,	PUNCT
fbem-23721	23	4	chung	chung	PROPN
fbem-23721	23	5	et	et	PROPN
fbem-23721	23	6	al	al	PROPN
fbem-23721	23	7	.	.	PUNCT
fbem-23721	24	1	[	[	X
fbem-23721	24	2	6	6	NUM
fbem-23721	24	3	]	]	PUNCT
fbem-23721	24	4	(	(	PUNCT
fbem-23721	24	5	2022	2022	NUM
fbem-23721	24	6	)	)	PUNCT
fbem-23721	24	7	found	find	VERB
fbem-23721	24	8	that	that	SCONJ
fbem-23721	24	9	shopping	shopping	NOUN
fbem-23721	24	10	on	on	ADP
fbem-23721	24	11	digital	digital	ADJ
fbem-23721	24	12	platforms	platform	NOUN
fbem-23721	24	13	can	can	AUX
fbem-23721	24	14	widen	widen	VERB
fbem-23721	24	15	the	the	DET
fbem-23721	24	16	gap	gap	NOUN
fbem-23721	24	17	between	between	ADP
fbem-23721	24	18	expectations	expectation	NOUN
fbem-23721	24	19	and	and	CCONJ
fbem-23721	24	20	product	product	NOUN
fbem-23721	24	21	performance	performance	NOUN
fbem-23721	24	22	,	,	PUNCT
fbem-23721	24	23	ultimately	ultimately	ADV
fbem-23721	24	24	reducing	reduce	VERB
fbem-23721	24	25	purchase	purchase	NOUN
fbem-23721	24	26	intent	intent	NOUN
fbem-23721	24	27	.	.	PUNCT
fbem-23721	25	1	with	with	ADP
fbem-23721	25	2	the	the	DET
fbem-23721	25	3	impact	impact	NOUN
fbem-23721	25	4	of	of	ADP
fbem-23721	25	5	a	a	DET
fbem-23721	25	6	large	large	ADJ
fbem-23721	25	7	number	number	NOUN
fbem-23721	25	8	of	of	ADP
fbem-23721	25	9	national	national	ADJ
fbem-23721	25	10	-	-	PUNCT
fbem-23721	25	11	level	level	NOUN
fbem-23721	25	12	app	app	NOUN
fbem-23721	25	13	platforms	platform	NOUN
fbem-23721	25	14	such	such	ADJ
fbem-23721	25	15	as	as	ADP
fbem-23721	25	16	jd.com	jd.com	PROPN
fbem-23721	25	17	,	,	PUNCT
fbem-23721	25	18	tmall	tmall	NOUN
fbem-23721	25	19	,	,	PUNCT
fbem-23721	25	20	taobao	taobao	PROPN
fbem-23721	25	21	and	and	CCONJ
fbem-23721	25	22	the	the	DET
fbem-23721	25	23	growth	growth	NOUN
fbem-23721	25	24	rate	rate	NOUN
fbem-23721	25	25	of	of	ADP
fbem-23721	25	26	china	china	PROPN
fbem-23721	25	27	's	's	PART
fbem-23721	25	28	online	online	ADJ
fbem-23721	25	29	shopping	shopping	NOUN
fbem-23721	25	30	users	user	NOUN
fbem-23721	25	31	has	have	AUX
fbem-23721	25	32	slowed	slow	VERB
fbem-23721	25	33	down	down	ADP
fbem-23721	25	34	significantly	significantly	ADV
fbem-23721	25	35	,	,	PUNCT
fbem-23721	25	36	the	the	DET
fbem-23721	25	37	"	"	PUNCT
fbem-23721	25	38	demographic	demographic	ADJ
fbem-23721	25	39	dividend	dividend	NOUN
fbem-23721	25	40	"	"	PUNCT
fbem-23721	25	41	has	have	AUX
fbem-23721	25	42	gradually	gradually	ADV
fbem-23721	25	43	disappeared	disappear	VERB
fbem-23721	25	44	,	,	PUNCT
fbem-23721	25	45	which	which	PRON
fbem-23721	25	46	shows	show	VERB
fbem-23721	25	47	that	that	SCONJ
fbem-23721	25	48	the	the	DET
fbem-23721	25	49	cost	cost	NOUN
fbem-23721	25	50	of	of	ADP
fbem-23721	25	51	attracting	attract	VERB
fbem-23721	25	52	new	new	ADJ
fbem-23721	25	53	users	user	NOUN
fbem-23721	25	54	is	be	AUX
fbem-23721	25	55	rising	rise	VERB
fbem-23721	25	56	day	day	NOUN
fbem-23721	25	57	by	by	ADP
fbem-23721	25	58	day	day	NOUN
fbem-23721	25	59	.	.	PUNCT
fbem-23721	26	1	however	however	ADV
fbem-23721	26	2	,	,	PUNCT
fbem-23721	26	3	what	what	DET
fbem-23721	26	4	factors	factor	NOUN
fbem-23721	26	5	will	will	AUX
fbem-23721	26	6	affect	affect	VERB
fbem-23721	26	7	the	the	DET
fbem-23721	26	8	loss	loss	NOUN
fbem-23721	26	9	of	of	ADP
fbem-23721	26	10	users	user	NOUN
fbem-23721	26	11	in	in	ADP
fbem-23721	26	12	the	the	DET
fbem-23721	26	13	process	process	NOUN
fbem-23721	26	14	of	of	ADP
fbem-23721	26	15	consumers	consumer	NOUN
fbem-23721	26	16	purchasing	purchase	VERB
fbem-23721	26	17	on	on	ADP
fbem-23721	26	18	traditional	traditional	ADJ
fbem-23721	26	19	supermarket	supermarket	NOUN
fbem-23721	26	20	digital	digital	ADJ
fbem-23721	26	21	platforms	platform	NOUN
fbem-23721	26	22	?	?	PUNCT
fbem-23721	27	1	in	in	ADP
fbem-23721	27	2	recent	recent	ADJ
fbem-23721	27	3	years	year	NOUN
fbem-23721	27	4	,	,	PUNCT
fbem-23721	27	5	scholars	scholar	NOUN
fbem-23721	27	6	have	have	AUX
fbem-23721	27	7	begun	begin	VERB
fbem-23721	27	8	to	to	PART
fbem-23721	27	9	analyze	analyze	VERB
fbem-23721	27	10	and	and	CCONJ
fbem-23721	27	11	study	study	VERB
fbem-23721	27	12	the	the	DET
fbem-23721	27	13	churn	churn	NOUN
fbem-23721	27	14	of	of	ADP
fbem-23721	27	15	digital	digital	ADJ
fbem-23721	27	16	platform	platform	NOUN
fbem-23721	27	17	users	user	NOUN
fbem-23721	27	18	in	in	ADP
fbem-23721	27	19	industries	industry	NOUN
fbem-23721	27	20	such	such	ADJ
fbem-23721	27	21	as	as	ADP
fbem-23721	27	22	online	online	ADJ
fbem-23721	27	23	health	health	NOUN
fbem-23721	27	24	communities	community	NOUN
fbem-23721	28	1	[	[	X
fbem-23721	28	2	10	10	NUM
fbem-23721	28	3	]	]	PUNCT
fbem-23721	28	4	,	,	PUNCT
fbem-23721	28	5	finance	finance	NOUN
fbem-23721	28	6	[	[	X
fbem-23721	28	7	11	11	NUM
fbem-23721	28	8	]	]	PUNCT
fbem-23721	28	9	,	,	PUNCT
fbem-23721	28	10	and	and	CCONJ
fbem-23721	28	11	e	e	X
fbem-23721	28	12	-	-	NOUN
fbem-23721	28	13	commerce	commerce	NOUN
fbem-23721	28	14	[	[	X
fbem-23721	28	15	12	12	NUM
fbem-23721	28	16	]	]	PUNCT
fbem-23721	28	17	.	.	PUNCT
fbem-23721	29	1	specifically	specifically	ADV
fbem-23721	29	2	,	,	PUNCT
fbem-23721	29	3	in	in	ADP
fbem-23721	29	4	the	the	DET
fbem-23721	29	5	field	field	NOUN
fbem-23721	29	6	of	of	ADP
fbem-23721	29	7	traditional	traditional	ADJ
fbem-23721	29	8	business	business	NOUN
fbem-23721	29	9	digital	digital	ADJ
fbem-23721	29	10	platforms	platform	NOUN
fbem-23721	29	11	,	,	PUNCT
fbem-23721	29	12	there	there	PRON
fbem-23721	29	13	are	be	VERB
fbem-23721	29	14	few	few	ADJ
fbem-23721	29	15	relevant	relevant	ADJ
fbem-23721	29	16	researches	research	NOUN
fbem-23721	29	17	.	.	PUNCT
fbem-23721	30	1	for	for	ADP
fbem-23721	30	2	example	example	NOUN
fbem-23721	30	3	,	,	PUNCT
fbem-23721	30	4	guo	guo	PROPN
fbem-23721	30	5	chengqi	chengqi	PROPN
fbem-23721	30	6	[	[	X
fbem-23721	30	7	13	13	NUM
fbem-23721	30	8	]	]	PUNCT
fbem-23721	30	9	,	,	PUNCT
fbem-23721	30	10	ren	ren	PROPN
fbem-23721	30	11	hongjuan	hongjuan	PROPN
fbem-23721	31	1	[	[	X
fbem-23721	31	2	14	14	NUM
fbem-23721	31	3	]	]	PUNCT
fbem-23721	31	4	,	,	PUNCT
fbem-23721	31	5	and	and	CCONJ
fbem-23721	31	6	zhu	zhu	PROPN
fbem-23721	31	7	chaona	chaona	NOUN
fbem-23721	32	1	[	[	X
fbem-23721	32	2	15	15	NUM
fbem-23721	32	3	]	]	PUNCT
fbem-23721	32	4	used	use	VERB
fbem-23721	32	5	gbdt	gbdt	NOUN
fbem-23721	32	6	model	model	NOUN
fbem-23721	32	7	,	,	PUNCT
fbem-23721	32	8	stacking	stack	VERB
fbem-23721	32	9	ensemble	ensemble	ADJ
fbem-23721	32	10	learning	learning	NOUN
fbem-23721	32	11	,	,	PUNCT
fbem-23721	32	12	hetgnn	hetgnn	NOUN
fbem-23721	32	13	,	,	PUNCT
fbem-23721	32	14	and	and	CCONJ
fbem-23721	32	15	drsa	drsa	NOUN
fbem-23721	32	16	models	model	NOUN
fbem-23721	32	17	for	for	ADP
fbem-23721	32	18	predictive	predictive	ADJ
fbem-23721	32	19	analysis	analysis	NOUN
fbem-23721	32	20	,	,	PUNCT
fbem-23721	32	21	respectively	respectively	ADV
fbem-23721	32	22	.	.	PUNCT
fbem-23721	33	1	although	although	SCONJ
fbem-23721	33	2	the	the	DET
fbem-23721	33	3	prediction	prediction	NOUN
fbem-23721	33	4	of	of	ADP
fbem-23721	33	5	user	user	NOUN
fbem-23721	33	6	churn	churn	NOUN
fbem-23721	33	7	on	on	ADP
fbem-23721	33	8	online	online	ADJ
fbem-23721	33	9	platforms	platform	NOUN
fbem-23721	33	10	has	have	AUX
fbem-23721	33	11	attracted	attract	VERB
fbem-23721	33	12	the	the	DET
fbem-23721	33	13	attention	attention	NOUN
fbem-23721	33	14	of	of	ADP
fbem-23721	33	15	scholars	scholar	NOUN
fbem-23721	33	16	,	,	PUNCT
fbem-23721	33	17	a	a	DET
fbem-23721	33	18	review	review	NOUN
fbem-23721	33	19	of	of	ADP
fbem-23721	33	20	the	the	DET
fbem-23721	33	21	existing	exist	VERB
fbem-23721	33	22	literature	literature	NOUN
fbem-23721	33	23	can	can	AUX
fbem-23721	33	24	be	be	AUX
fbem-23721	33	25	found	find	VERB
fbem-23721	33	26	to	to	PART
fbem-23721	33	27	be	be	AUX
fbem-23721	33	28	what	what	PRON
fbem-23721	33	29	factors	factor	NOUN
fbem-23721	33	30	should	should	AUX
fbem-23721	33	31	affect	affect	VERB
fbem-23721	33	32	the	the	DET
fbem-23721	33	33	user	user	NOUN
fbem-23721	33	34	churn	churn	NOUN
fbem-23721	33	35	of	of	ADP
fbem-23721	33	36	traditional	traditional	ADJ
fbem-23721	33	37	supermarket	supermarket	NOUN
fbem-23721	33	38	digital	digital	ADJ
fbem-23721	33	39	platforms	platform	NOUN
fbem-23721	33	40	.	.	PUNCT
fbem-23721	34	1	what	what	PRON
fbem-23721	34	2	is	be	AUX
fbem-23721	34	3	the	the	DET
fbem-23721	34	4	weight	weight	NOUN
fbem-23721	34	5	of	of	ADP
fbem-23721	34	6	the	the	DET
fbem-23721	34	7	influencing	influence	VERB
fbem-23721	34	8	factors	factor	NOUN
fbem-23721	34	9	?	?	PUNCT
fbem-23721	35	1	these	these	DET
fbem-23721	35	2	questions	question	NOUN
fbem-23721	35	3	have	have	AUX
fbem-23721	35	4	not	not	PART
fbem-23721	35	5	been	be	AUX
fbem-23721	35	6	well	well	ADV
fbem-23721	35	7	answered	answer	VERB
fbem-23721	35	8	.	.	PUNCT
fbem-23721	36	1	the	the	DET
fbem-23721	36	2	beijing	beijing	PROPN
fbem-23721	36	3	regulations	regulation	NOUN
fbem-23721	36	4	on	on	ADP
fbem-23721	36	5	the	the	DET
fbem-23721	36	6	promotion	promotion	NOUN
fbem-23721	36	7	of	of	ADP
fbem-23721	36	8	digital	digital	ADJ
fbem-23721	36	9	economy	economy	NOUN
fbem-23721	36	10	[	[	X
fbem-23721	36	11	16	16	NUM
fbem-23721	36	12	]	]	PUNCT
fbem-23721	36	13	also	also	ADV
fbem-23721	36	14	clearly	clearly	ADV
fbem-23721	36	15	state	state	VERB
fbem-23721	36	16	that	that	SCONJ
fbem-23721	36	17	relevant	relevant	ADJ
fbem-23721	36	18	departments	department	NOUN
fbem-23721	36	19	should	should	AUX
fbem-23721	36	20	promote	promote	VERB
fbem-23721	36	21	the	the	DET
fbem-23721	36	22	digital	digital	ADJ
fbem-23721	36	23	transformation	transformation	NOUN
fbem-23721	36	24	of	of	ADP
fbem-23721	36	25	traditional	traditional	ADJ
fbem-23721	36	26	businesses	business	NOUN
fbem-23721	36	27	such	such	ADJ
fbem-23721	36	28	as	as	ADP
fbem-23721	36	29	supermarkets	supermarket	NOUN
fbem-23721	36	30	,	,	PUNCT
fbem-23721	36	31	and	and	CCONJ
fbem-23721	36	32	promote	promote	VERB
fbem-23721	36	33	the	the	DET
fbem-23721	36	34	digital	digital	ADJ
fbem-23721	36	35	promotion	promotion	NOUN
fbem-23721	36	36	of	of	ADP
fbem-23721	36	37	traditional	traditional	ADJ
fbem-23721	36	38	brands	brand	NOUN
fbem-23721	36	39	and	and	CCONJ
fbem-23721	36	40	time	time	NOUN
fbem-23721	36	41	-	-	PUNCT
fbem-23721	36	42	honored	honor	VERB
fbem-23721	36	43	brands	brand	NOUN
fbem-23721	36	44	,	,	PUNCT
fbem-23721	36	45	so	so	SCONJ
fbem-23721	36	46	as	as	SCONJ
fbem-23721	36	47	to	to	PART
fbem-23721	36	48	promote	promote	VERB
fbem-23721	36	49	the	the	DET
fbem-23721	36	50	digital	digital	ADJ
fbem-23721	36	51	transformation	transformation	NOUN
fbem-23721	36	52	of	of	ADP
fbem-23721	36	53	the	the	DET
fbem-23721	36	54	life	life	NOUN
fbem-23721	36	55	service	service	NOUN
fbem-23721	36	56	industry	industry	NOUN
fbem-23721	36	57	.	.	PUNCT
fbem-23721	37	1	as	as	ADP
fbem-23721	37	2	an	an	DET
fbem-23721	37	3	important	important	ADJ
fbem-23721	37	4	guarantee	guarantee	NOUN
fbem-23721	37	5	of	of	ADP
fbem-23721	37	6	people	people	NOUN
fbem-23721	37	7	's	's	PART
fbem-23721	37	8	livelihood	livelihood	NOUN
fbem-23721	37	9	,	,	PUNCT
fbem-23721	37	10	traditional	traditional	ADJ
fbem-23721	37	11	supermarkets	supermarket	NOUN
fbem-23721	37	12	have	have	VERB
fbem-23721	37	13	inherent	inherent	ADJ
fbem-23721	37	14	advantages	advantage	NOUN
fbem-23721	37	15	in	in	ADP
fbem-23721	37	16	terms	term	NOUN
fbem-23721	37	17	of	of	ADP
fbem-23721	37	18	financial	financial	ADJ
fbem-23721	37	19	,	,	PUNCT
fbem-23721	37	20	material	material	NOUN
fbem-23721	37	21	and	and	CCONJ
fbem-23721	37	22	human	human	ADJ
fbem-23721	37	23	resources	resource	NOUN
fbem-23721	37	24	,	,	PUNCT
fbem-23721	37	25	and	and	CCONJ
fbem-23721	37	26	at	at	ADP
fbem-23721	37	27	the	the	DET
fbem-23721	37	28	same	same	ADJ
fbem-23721	37	29	time	time	NOUN
fbem-23721	37	30	,	,	PUNCT
fbem-23721	37	31	they	they	PRON
fbem-23721	37	32	also	also	ADV
fbem-23721	37	33	occupy	occupy	VERB
fbem-23721	37	34	an	an	DET
fbem-23721	37	35	irreplaceable	irreplaceable	ADJ
fbem-23721	37	36	position	position	NOUN
fbem-23721	37	37	in	in	ADP
fbem-23721	37	38	the	the	DET
fbem-23721	37	39	entire	entire	ADJ
fbem-23721	37	40	retail	retail	ADJ
fbem-23721	37	41	industry	industry	NOUN
fbem-23721	37	42	.	.	PUNCT
fbem-23721	38	1	therefore	therefore	ADV
fbem-23721	38	2	,	,	PUNCT
fbem-23721	38	3	predicting	predict	VERB
fbem-23721	38	4	the	the	DET
fbem-23721	38	5	loss	loss	NOUN
fbem-23721	38	6	of	of	ADP
fbem-23721	38	7	users	user	NOUN
fbem-23721	38	8	of	of	ADP
fbem-23721	38	9	traditional	traditional	ADJ
fbem-23721	38	10	supermarket	supermarket	NOUN
fbem-23721	38	11	digital	digital	ADJ
fbem-23721	38	12	platforms	platform	NOUN
fbem-23721	38	13	can	can	AUX
fbem-23721	38	14	not	not	PART
fbem-23721	38	15	only	only	ADV
fbem-23721	38	16	enrich	enrich	VERB
fbem-23721	38	17	the	the	DET
fbem-23721	38	18	existing	exist	VERB
fbem-23721	38	19	research	research	NOUN
fbem-23721	38	20	,	,	PUNCT
fbem-23721	38	21	but	but	CCONJ
fbem-23721	38	22	also	also	ADV
fbem-23721	38	23	391	391	NUM
fbem-23721	38	24	have	have	VERB
fbem-23721	38	25	great	great	ADJ
fbem-23721	38	26	significance	significance	NOUN
fbem-23721	38	27	for	for	ADP
fbem-23721	38	28	the	the	DET
fbem-23721	38	29	sustainable	sustainable	ADJ
fbem-23721	38	30	development	development	NOUN
fbem-23721	38	31	of	of	ADP
fbem-23721	38	32	traditional	traditional	ADJ
fbem-23721	38	33	supermarkets	supermarket	NOUN
fbem-23721	38	34	and	and	CCONJ
fbem-23721	38	35	their	their	PRON
fbem-23721	38	36	digital	digital	ADJ
fbem-23721	38	37	platforms	platform	NOUN
fbem-23721	38	38	.	.	PUNCT
fbem-23721	39	1	the	the	DET
fbem-23721	39	2	rfm	rfm	PROPN
fbem-23721	39	3	model	model	NOUN
fbem-23721	39	4	is	be	AUX
fbem-23721	39	5	a	a	DET
fbem-23721	39	6	classic	classic	ADJ
fbem-23721	39	7	model	model	NOUN
fbem-23721	39	8	used	use	VERB
fbem-23721	39	9	to	to	PART
fbem-23721	39	10	determine	determine	VERB
fbem-23721	39	11	customer	customer	NOUN
fbem-23721	39	12	value	value	NOUN
fbem-23721	39	13	in	in	ADP
fbem-23721	39	14	the	the	DET
fbem-23721	39	15	field	field	NOUN
fbem-23721	39	16	of	of	ADP
fbem-23721	39	17	marketing	marketing	NOUN
fbem-23721	39	18	,	,	PUNCT
fbem-23721	39	19	and	and	CCONJ
fbem-23721	39	20	its	its	PRON
fbem-23721	39	21	main	main	ADJ
fbem-23721	39	22	role	role	NOUN
fbem-23721	39	23	is	be	AUX
fbem-23721	39	24	to	to	PART
fbem-23721	39	25	analyze	analyze	VERB
fbem-23721	39	26	customer	customer	NOUN
fbem-23721	39	27	consumption	consumption	NOUN
fbem-23721	39	28	behavior	behavior	NOUN
fbem-23721	39	29	during	during	ADP
fbem-23721	39	30	the	the	DET
fbem-23721	39	31	observation	observation	NOUN
fbem-23721	39	32	period	period	NOUN
fbem-23721	39	33	(	(	PUNCT
fbem-23721	39	34	i.e.	i.e.	X
fbem-23721	39	35	,	,	PUNCT
fbem-23721	39	36	a	a	DET
fbem-23721	39	37	period	period	NOUN
fbem-23721	39	38	before	before	ADP
fbem-23721	39	39	the	the	DET
fbem-23721	39	40	observation	observation	NOUN
fbem-23721	39	41	point	point	NOUN
fbem-23721	39	42	)	)	PUNCT
fbem-23721	39	43	in	in	ADP
fbem-23721	39	44	order	order	NOUN
fbem-23721	39	45	to	to	PART
fbem-23721	39	46	find	find	VERB
fbem-23721	39	47	out	out	ADP
fbem-23721	39	48	the	the	DET
fbem-23721	39	49	customers	customer	NOUN
fbem-23721	39	50	with	with	ADP
fbem-23721	39	51	important	important	ADJ
fbem-23721	39	52	value	value	NOUN
fbem-23721	39	53	.	.	PUNCT
fbem-23721	40	1	at	at	ADP
fbem-23721	40	2	present	present	ADJ
fbem-23721	40	3	,	,	PUNCT
fbem-23721	40	4	rfm	rfm	PROPN
fbem-23721	40	5	models	model	NOUN
fbem-23721	40	6	have	have	AUX
fbem-23721	40	7	made	make	VERB
fbem-23721	40	8	some	some	DET
fbem-23721	40	9	achievements	achievement	NOUN
fbem-23721	40	10	in	in	ADP
fbem-23721	40	11	the	the	DET
fbem-23721	40	12	application	application	NOUN
fbem-23721	40	13	of	of	ADP
fbem-23721	40	14	predicting	predict	VERB
fbem-23721	40	15	user	user	NOUN
fbem-23721	40	16	churn	churn	NOUN
fbem-23721	40	17	.	.	PUNCT
fbem-23721	41	1	wei	wei	PROPN
fbem-23721	41	2	ling	ling	PROPN
fbem-23721	41	3	and	and	CCONJ
fbem-23721	41	4	guo	guo	PROPN
fbem-23721	41	5	xinyue	xinyue	PROPN
fbem-23721	42	1	[	[	X
fbem-23721	42	2	17	17	NUM
fbem-23721	42	3	]	]	PUNCT
fbem-23721	42	4	constructed	construct	VERB
fbem-23721	42	5	an	an	DET
fbem-23721	42	6	rflp	rflp	NOUN
fbem-23721	42	7	index	index	NOUN
fbem-23721	42	8	system	system	NOUN
fbem-23721	42	9	specifically	specifically	ADV
fbem-23721	42	10	for	for	ADP
fbem-23721	42	11	mooc	mooc	PROPN
fbem-23721	42	12	users	user	NOUN
fbem-23721	42	13	'	'	PART
fbem-23721	42	14	learning	learn	VERB
fbem-23721	42	15	behavior	behavior	NOUN
fbem-23721	42	16	and	and	CCONJ
fbem-23721	42	17	churn	churn	NOUN
fbem-23721	42	18	prediction	prediction	NOUN
fbem-23721	42	19	based	base	VERB
fbem-23721	42	20	on	on	ADP
fbem-23721	42	21	the	the	DET
fbem-23721	42	22	improved	improve	VERB
fbem-23721	42	23	rfm	rfm	PROPN
fbem-23721	42	24	algorithm	algorithm	PROPN
fbem-23721	42	25	model	model	PROPN
fbem-23721	42	26	.	.	PUNCT
fbem-23721	43	1	based	base	VERB
fbem-23721	43	2	on	on	ADP
fbem-23721	43	3	the	the	DET
fbem-23721	43	4	research	research	NOUN
fbem-23721	43	5	of	of	ADP
fbem-23721	43	6	zhu	zhu	PROPN
fbem-23721	43	7	xuefang	xuefang	PROPN
fbem-23721	43	8	et	et	PROPN
fbem-23721	43	9	al	al	PROPN
fbem-23721	43	10	.	.	PUNCT
fbem-23721	44	1	[	[	X
fbem-23721	44	2	18	18	NUM
fbem-23721	44	3	]	]	PUNCT
fbem-23721	44	4	,	,	PUNCT
fbem-23721	44	5	this	this	DET
fbem-23721	44	6	study	study	NOUN
fbem-23721	44	7	replaces	replace	VERB
fbem-23721	44	8	the	the	DET
fbem-23721	44	9	total	total	ADJ
fbem-23721	44	10	consumption	consumption	NOUN
fbem-23721	44	11	amount	amount	NOUN
fbem-23721	44	12	in	in	ADP
fbem-23721	44	13	the	the	DET
fbem-23721	44	14	rfm	rfm	PROPN
fbem-23721	44	15	model	model	NOUN
fbem-23721	44	16	with	with	ADP
fbem-23721	44	17	the	the	DET
fbem-23721	44	18	average	average	ADJ
fbem-23721	44	19	consumption	consumption	NOUN
fbem-23721	44	20	amount	amount	NOUN
fbem-23721	44	21	on	on	ADP
fbem-23721	44	22	the	the	DET
fbem-23721	44	23	basis	basis	NOUN
fbem-23721	44	24	of	of	ADP
fbem-23721	44	25	the	the	DET
fbem-23721	44	26	rfm	rfm	PROPN
fbem-23721	44	27	model	model	NOUN
fbem-23721	44	28	,	,	PUNCT
fbem-23721	44	29	aiming	aim	VERB
fbem-23721	44	30	to	to	PART
fbem-23721	44	31	eliminate	eliminate	VERB
fbem-23721	44	32	the	the	DET
fbem-23721	44	33	impact	impact	NOUN
fbem-23721	44	34	of	of	ADP
fbem-23721	44	35	the	the	DET
fbem-23721	44	36	linear	linear	ADJ
fbem-23721	44	37	relationship	relationship	NOUN
fbem-23721	44	38	between	between	ADP
fbem-23721	44	39	consumption	consumption	NOUN
fbem-23721	44	40	frequency	frequency	NOUN
fbem-23721	44	41	and	and	CCONJ
fbem-23721	44	42	total	total	ADJ
fbem-23721	44	43	consumption	consumption	NOUN
fbem-23721	44	44	amount	amount	NOUN
fbem-23721	44	45	on	on	ADP
fbem-23721	44	46	user	user	NOUN
fbem-23721	44	47	value	value	NOUN
fbem-23721	44	48	evaluation	evaluation	NOUN
fbem-23721	44	49	,	,	PUNCT
fbem-23721	44	50	so	so	SCONJ
fbem-23721	44	51	as	as	SCONJ
fbem-23721	44	52	to	to	PART
fbem-23721	44	53	enhance	enhance	VERB
fbem-23721	44	54	the	the	DET
fbem-23721	44	55	accuracy	accuracy	NOUN
fbem-23721	44	56	of	of	ADP
fbem-23721	44	57	the	the	DET
fbem-23721	44	58	model	model	NOUN
fbem-23721	44	59	's	's	PART
fbem-23721	44	60	prediction	prediction	NOUN
fbem-23721	44	61	.	.	PUNCT
fbem-23721	45	1	2	2	X
fbem-23721	45	2	.	.	X
fbem-23721	45	3	literature	literature	NOUN
fbem-23721	45	4	references	reference	NOUN
fbem-23721	45	5	at	at	ADP
fbem-23721	45	6	present	present	ADJ
fbem-23721	45	7	,	,	PUNCT
fbem-23721	45	8	the	the	DET
fbem-23721	45	9	prediction	prediction	NOUN
fbem-23721	45	10	methods	method	NOUN
fbem-23721	45	11	of	of	ADP
fbem-23721	45	12	user	user	NOUN
fbem-23721	45	13	churn	churn	NOUN
fbem-23721	45	14	at	at	ADP
fbem-23721	45	15	home	home	NOUN
fbem-23721	45	16	and	and	CCONJ
fbem-23721	45	17	abroad	abroad	ADV
fbem-23721	45	18	are	be	AUX
fbem-23721	45	19	mainly	mainly	ADV
fbem-23721	45	20	summarized	summarize	VERB
fbem-23721	45	21	in	in	ADP
fbem-23721	45	22	two	two	NUM
fbem-23721	45	23	directions	direction	NOUN
fbem-23721	45	24	:	:	PUNCT
fbem-23721	45	25	one	one	NUM
fbem-23721	45	26	is	be	AUX
fbem-23721	45	27	to	to	PART
fbem-23721	45	28	construct	construct	VERB
fbem-23721	45	29	a	a	DET
fbem-23721	45	30	user	user	NOUN
fbem-23721	45	31	churn	churn	NOUN
fbem-23721	45	32	behavior	behavior	NOUN
fbem-23721	45	33	model	model	NOUN
fbem-23721	45	34	based	base	VERB
fbem-23721	45	35	on	on	ADP
fbem-23721	45	36	relevant	relevant	ADJ
fbem-23721	45	37	theories	theory	NOUN
fbem-23721	45	38	[	[	X
fbem-23721	45	39	8	8	NUM
fbem-23721	45	40	,	,	PUNCT
fbem-23721	45	41	18	18	NUM
fbem-23721	45	42	-	-	SYM
fbem-23721	45	43	21	21	NUM
fbem-23721	45	44	]	]	PUNCT
fbem-23721	45	45	,	,	PUNCT
fbem-23721	45	46	and	and	CCONJ
fbem-23721	45	47	the	the	DET
fbem-23721	45	48	other	other	ADJ
fbem-23721	45	49	is	be	AUX
fbem-23721	45	50	to	to	PART
fbem-23721	45	51	build	build	VERB
fbem-23721	45	52	a	a	DET
fbem-23721	45	53	user	user	NOUN
fbem-23721	45	54	churn	churn	NOUN
fbem-23721	45	55	prediction	prediction	NOUN
fbem-23721	45	56	model	model	NOUN
fbem-23721	45	57	based	base	VERB
fbem-23721	45	58	on	on	ADP
fbem-23721	45	59	machine	machine	NOUN
fbem-23721	45	60	learning	learning	NOUN
fbem-23721	45	61	and	and	CCONJ
fbem-23721	45	62	deep	deep	ADJ
fbem-23721	45	63	learning	learning	NOUN
fbem-23721	45	64	algorithms	algorithm	NOUN
fbem-23721	46	1	[	[	X
fbem-23721	46	2	7	7	NUM
fbem-23721	46	3	,	,	PUNCT
fbem-23721	46	4	9	9	NUM
fbem-23721	46	5	,	,	PUNCT
fbem-23721	46	6	14	14	NUM
fbem-23721	46	7	-	-	SYM
fbem-23721	46	8	15	15	NUM
fbem-23721	46	9	,	,	PUNCT
fbem-23721	46	10	20	20	NUM
fbem-23721	46	11	]	]	PUNCT
fbem-23721	46	12	.	.	PUNCT
fbem-23721	47	1	the	the	DET
fbem-23721	47	2	former	former	ADJ
fbem-23721	47	3	mainly	mainly	ADV
fbem-23721	47	4	expresses	express	VERB
fbem-23721	47	5	the	the	DET
fbem-23721	47	6	user	user	NOUN
fbem-23721	47	7	's	's	PART
fbem-23721	47	8	consumption	consumption	NOUN
fbem-23721	47	9	feelings	feeling	NOUN
fbem-23721	47	10	in	in	ADP
fbem-23721	47	11	a	a	DET
fbem-23721	47	12	more	more	ADV
fbem-23721	47	13	detailed	detailed	ADJ
fbem-23721	47	14	and	and	CCONJ
fbem-23721	47	15	comprehensive	comprehensive	ADJ
fbem-23721	47	16	manner	manner	NOUN
fbem-23721	47	17	,	,	PUNCT
fbem-23721	47	18	and	and	CCONJ
fbem-23721	47	19	studies	study	NOUN
fbem-23721	47	20	the	the	DET
fbem-23721	47	21	influencing	influence	VERB
fbem-23721	47	22	factors	factor	NOUN
fbem-23721	47	23	of	of	ADP
fbem-23721	47	24	user	user	NOUN
fbem-23721	47	25	churn	churn	NOUN
fbem-23721	47	26	through	through	ADP
fbem-23721	47	27	statistical	statistical	ADJ
fbem-23721	47	28	analysis	analysis	NOUN
fbem-23721	47	29	methods	method	NOUN
fbem-23721	47	30	such	such	ADJ
fbem-23721	47	31	as	as	ADP
fbem-23721	47	32	structural	structural	ADJ
fbem-23721	47	33	equation	equation	NOUN
fbem-23721	47	34	model	model	NOUN
fbem-23721	47	35	,	,	PUNCT
fbem-23721	47	36	focusing	focus	VERB
fbem-23721	47	37	on	on	ADP
fbem-23721	47	38	subjective	subjective	ADJ
fbem-23721	47	39	willingness	willingness	NOUN
fbem-23721	47	40	.	.	PUNCT
fbem-23721	48	1	the	the	DET
fbem-23721	48	2	latter	latter	ADJ
fbem-23721	48	3	is	be	AUX
fbem-23721	48	4	to	to	PART
fbem-23721	48	5	evaluate	evaluate	VERB
fbem-23721	48	6	the	the	DET
fbem-23721	48	7	value	value	NOUN
fbem-23721	48	8	of	of	ADP
fbem-23721	48	9	users	user	NOUN
fbem-23721	48	10	by	by	ADP
fbem-23721	48	11	comprehensively	comprehensively	ADV
fbem-23721	48	12	considering	consider	VERB
fbem-23721	48	13	their	their	PRON
fbem-23721	48	14	activity	activity	NOUN
fbem-23721	48	15	,	,	PUNCT
fbem-23721	48	16	loyalty	loyalty	NOUN
fbem-23721	48	17	,	,	PUNCT
fbem-23721	48	18	and	and	CCONJ
fbem-23721	48	19	spending	spending	NOUN
fbem-23721	48	20	power	power	NOUN
fbem-23721	48	21	,	,	PUNCT
fbem-23721	48	22	and	and	CCONJ
fbem-23721	48	23	predict	predict	VERB
fbem-23721	48	24	user	user	NOUN
fbem-23721	48	25	churn	churn	NOUN
fbem-23721	48	26	in	in	ADP
fbem-23721	48	27	different	different	ADJ
fbem-23721	48	28	scenarios	scenario	NOUN
fbem-23721	48	29	,	,	PUNCT
fbem-23721	48	30	focusing	focus	VERB
fbem-23721	48	31	on	on	ADP
fbem-23721	48	32	objective	objective	ADJ
fbem-23721	48	33	behavior	behavior	NOUN
fbem-23721	48	34	.	.	PUNCT
fbem-23721	49	1	at	at	ADP
fbem-23721	49	2	the	the	DET
fbem-23721	49	3	level	level	NOUN
fbem-23721	49	4	of	of	ADP
fbem-23721	49	5	constructing	construct	VERB
fbem-23721	49	6	user	user	NOUN
fbem-23721	49	7	churn	churn	NOUN
fbem-23721	49	8	behavior	behavior	NOUN
fbem-23721	49	9	models	model	NOUN
fbem-23721	49	10	based	base	VERB
fbem-23721	49	11	on	on	ADP
fbem-23721	49	12	related	related	ADJ
fbem-23721	49	13	theories	theory	NOUN
fbem-23721	49	14	,	,	PUNCT
fbem-23721	49	15	four	four	NUM
fbem-23721	49	16	main	main	ADJ
fbem-23721	49	17	applied	apply	VERB
fbem-23721	49	18	theories	theory	NOUN
fbem-23721	49	19	at	at	ADP
fbem-23721	49	20	home	home	ADV
fbem-23721	49	21	and	and	CCONJ
fbem-23721	49	22	abroad	abroad	ADV
fbem-23721	49	23	have	have	AUX
fbem-23721	49	24	been	be	AUX
fbem-23721	49	25	sorted	sort	VERB
fbem-23721	49	26	out	out	ADP
fbem-23721	49	27	,	,	PUNCT
fbem-23721	49	28	including	include	VERB
fbem-23721	49	29	s	s	NOUN
fbem-23721	49	30	-	-	ADJ
fbem-23721	49	31	o	o	NOUN
fbem-23721	49	32	-	-	PUNCT
fbem-23721	49	33	r	r	NOUN
fbem-23721	49	34	theory	theory	NOUN
fbem-23721	49	35	[	[	X
fbem-23721	49	36	12	12	NUM
fbem-23721	49	37	,	,	PUNCT
fbem-23721	49	38	19	19	NUM
fbem-23721	49	39	-	-	SYM
fbem-23721	49	40	21	21	NUM
fbem-23721	49	41	]	]	PUNCT
fbem-23721	49	42	,	,	PUNCT
fbem-23721	49	43	ppm	ppm	PROPN
fbem-23721	49	44	theory	theory	NOUN
fbem-23721	49	45	[	[	X
fbem-23721	49	46	8	8	NUM
fbem-23721	49	47	]	]	PUNCT
fbem-23721	49	48	,	,	PUNCT
fbem-23721	49	49	rfm	rfm	PROPN
fbem-23721	49	50	theory	theory	NOUN
fbem-23721	49	51	[	[	X
fbem-23721	49	52	11	11	NUM
fbem-23721	49	53	,	,	PUNCT
fbem-23721	49	54	17	17	NUM
fbem-23721	49	55	-	-	SYM
fbem-23721	49	56	18	18	NUM
fbem-23721	49	57	]	]	PUNCT
fbem-23721	49	58	,	,	PUNCT
fbem-23721	49	59	and	and	CCONJ
fbem-23721	49	60	theoretical	theoretical	ADJ
fbem-23721	49	61	choice	choice	NOUN
fbem-23721	49	62	theory	theory	NOUN
fbem-23721	49	63	[	[	X
fbem-23721	49	64	22	22	NUM
fbem-23721	49	65	]	]	PUNCT
fbem-23721	49	66	.	.	PUNCT
fbem-23721	50	1	at	at	ADP
fbem-23721	50	2	the	the	DET
fbem-23721	50	3	same	same	ADJ
fbem-23721	50	4	time	time	NOUN
fbem-23721	50	5	,	,	PUNCT
fbem-23721	50	6	the	the	DET
fbem-23721	50	7	study	study	NOUN
fbem-23721	50	8	found	find	VERB
fbem-23721	50	9	that	that	SCONJ
fbem-23721	50	10	in	in	ADP
fbem-23721	50	11	addition	addition	NOUN
fbem-23721	50	12	to	to	ADP
fbem-23721	50	13	the	the	DET
fbem-23721	50	14	most	most	ADV
fbem-23721	50	15	basic	basic	ADJ
fbem-23721	50	16	rfm	rfm	PROPN
fbem-23721	50	17	model	model	NOUN
fbem-23721	50	18	,	,	PUNCT
fbem-23721	50	19	scholars	scholar	NOUN
fbem-23721	50	20	also	also	ADV
fbem-23721	50	21	selectively	selectively	ADV
fbem-23721	50	22	improved	improve	VERB
fbem-23721	50	23	the	the	DET
fbem-23721	50	24	model	model	NOUN
fbem-23721	50	25	according	accord	VERB
fbem-23721	50	26	to	to	ADP
fbem-23721	50	27	their	their	PRON
fbem-23721	50	28	own	own	ADJ
fbem-23721	50	29	research	research	NOUN
fbem-23721	50	30	content	content	NOUN
fbem-23721	50	31	.	.	PUNCT
fbem-23721	51	1	wei	wei	PROPN
fbem-23721	51	2	ling	ling	PROPN
fbem-23721	52	1	[	[	X
fbem-23721	52	2	17	17	NUM
fbem-23721	52	3	]	]	PUNCT
fbem-23721	52	4	constructed	construct	VERB
fbem-23721	52	5	an	an	DET
fbem-23721	52	6	rflp	rflp	NOUN
fbem-23721	52	7	index	index	NOUN
fbem-23721	52	8	system	system	NOUN
fbem-23721	52	9	for	for	ADP
fbem-23721	52	10	user	user	NOUN
fbem-23721	52	11	churn	churn	NOUN
fbem-23721	52	12	prediction	prediction	NOUN
fbem-23721	52	13	of	of	ADP
fbem-23721	52	14	moocs	mooc	NOUN
fbem-23721	52	15	,	,	PUNCT
fbem-23721	52	16	and	and	CCONJ
fbem-23721	52	17	proved	prove	VERB
fbem-23721	52	18	that	that	SCONJ
fbem-23721	52	19	the	the	DET
fbem-23721	52	20	improved	improved	ADJ
fbem-23721	52	21	model	model	NOUN
fbem-23721	52	22	has	have	VERB
fbem-23721	52	23	higher	high	ADJ
fbem-23721	52	24	prediction	prediction	NOUN
fbem-23721	52	25	accuracy	accuracy	NOUN
fbem-23721	52	26	than	than	ADP
fbem-23721	52	27	the	the	DET
fbem-23721	52	28	basic	basic	ADJ
fbem-23721	52	29	model	model	NOUN
fbem-23721	52	30	through	through	ADP
fbem-23721	52	31	comparative	comparative	ADJ
fbem-23721	52	32	experiments	experiment	NOUN
fbem-23721	52	33	.	.	PUNCT
fbem-23721	53	1	xing	xing	PROPN
fbem-23721	53	2	shaoyan	shaoyan	PROPN
fbem-23721	54	1	[	[	X
fbem-23721	54	2	18	18	NUM
fbem-23721	54	3	]	]	PUNCT
fbem-23721	54	4	used	use	VERB
fbem-23721	54	5	zhihu	zhihu	PROPN
fbem-23721	54	6	live	live	ADV
fbem-23721	54	7	as	as	ADP
fbem-23721	54	8	the	the	DET
fbem-23721	54	9	data	datum	NOUN
fbem-23721	54	10	source	source	NOUN
fbem-23721	54	11	to	to	PART
fbem-23721	54	12	predict	predict	VERB
fbem-23721	54	13	the	the	DET
fbem-23721	54	14	loss	loss	NOUN
fbem-23721	54	15	of	of	ADP
fbem-23721	54	16	paid	pay	VERB
fbem-23721	54	17	knowledge	knowledge	NOUN
fbem-23721	54	18	live	live	ADJ
fbem-23721	54	19	broadcast	broadcast	NOUN
fbem-23721	54	20	users	user	NOUN
fbem-23721	54	21	by	by	ADP
fbem-23721	54	22	constructing	construct	VERB
fbem-23721	54	23	an	an	DET
fbem-23721	54	24	rfml	rfml	NOUN
fbem-23721	54	25	indicator	indicator	NOUN
fbem-23721	54	26	system	system	NOUN
fbem-23721	54	27	.	.	PUNCT
fbem-23721	55	1	in	in	ADP
fbem-23721	55	2	the	the	DET
fbem-23721	55	3	research	research	NOUN
fbem-23721	55	4	on	on	ADP
fbem-23721	55	5	the	the	DET
fbem-23721	55	6	construction	construction	NOUN
fbem-23721	55	7	of	of	ADP
fbem-23721	55	8	user	user	NOUN
fbem-23721	55	9	churn	churn	NOUN
fbem-23721	55	10	prediction	prediction	NOUN
fbem-23721	55	11	models	model	NOUN
fbem-23721	55	12	based	base	VERB
fbem-23721	55	13	on	on	ADP
fbem-23721	55	14	machine	machine	NOUN
fbem-23721	55	15	learning	learning	NOUN
fbem-23721	55	16	and	and	CCONJ
fbem-23721	55	17	deep	deep	ADJ
fbem-23721	55	18	learning	learning	NOUN
fbem-23721	55	19	algorithms	algorithm	NOUN
fbem-23721	55	20	,	,	PUNCT
fbem-23721	55	21	especially	especially	ADV
fbem-23721	55	22	in	in	ADP
fbem-23721	55	23	the	the	DET
fbem-23721	55	24	fields	field	NOUN
fbem-23721	55	25	of	of	ADP
fbem-23721	55	26	finance	finance	NOUN
fbem-23721	55	27	[	[	X
fbem-23721	55	28	11	11	NUM
fbem-23721	55	29	]	]	PUNCT
fbem-23721	55	30	,	,	PUNCT
fbem-23721	55	31	telecommunications	telecommunication	NOUN
fbem-23721	55	32	[	[	X
fbem-23721	55	33	7	7	NUM
fbem-23721	55	34	]	]	PUNCT
fbem-23721	55	35	,	,	PUNCT
fbem-23721	55	36	and	and	CCONJ
fbem-23721	55	37	online	online	ADJ
fbem-23721	55	38	app	app	NOUN
fbem-23721	56	1	[	[	X
fbem-23721	56	2	8	8	NUM
fbem-23721	56	3	]	]	PUNCT
fbem-23721	56	4	,	,	PUNCT
fbem-23721	56	5	scholars	scholar	NOUN
fbem-23721	56	6	at	at	ADP
fbem-23721	56	7	home	home	ADV
fbem-23721	56	8	and	and	CCONJ
fbem-23721	56	9	abroad	abroad	ADV
fbem-23721	56	10	have	have	AUX
fbem-23721	56	11	achieved	achieve	VERB
fbem-23721	56	12	certain	certain	ADJ
fbem-23721	56	13	results	result	NOUN
fbem-23721	56	14	in	in	ADP
fbem-23721	56	15	using	use	VERB
fbem-23721	56	16	data	datum	NOUN
fbem-23721	56	17	mining	mining	NOUN
fbem-23721	56	18	and	and	CCONJ
fbem-23721	56	19	machine	machine	NOUN
fbem-23721	56	20	learning	learn	VERB
fbem-23721	56	21	related	relate	VERB
fbem-23721	56	22	technologies	technology	NOUN
fbem-23721	56	23	to	to	PART
fbem-23721	56	24	predict	predict	VERB
fbem-23721	56	25	user	user	NOUN
fbem-23721	56	26	churn	churn	NOUN
fbem-23721	56	27	.	.	PUNCT
fbem-23721	57	1	overall	overall	ADV
fbem-23721	57	2	,	,	PUNCT
fbem-23721	57	3	the	the	DET
fbem-23721	57	4	study	study	NOUN
fbem-23721	57	5	broadly	broadly	ADV
fbem-23721	57	6	fell	fall	VERB
fbem-23721	57	7	into	into	ADP
fbem-23721	57	8	three	three	NUM
fbem-23721	57	9	categories	category	NOUN
fbem-23721	57	10	.	.	PUNCT
fbem-23721	58	1	first	first	ADV
fbem-23721	58	2	of	of	ADP
fbem-23721	58	3	all	all	PRON
fbem-23721	58	4	,	,	PUNCT
fbem-23721	58	5	there	there	PRON
fbem-23721	58	6	are	be	VERB
fbem-23721	58	7	two	two	NUM
fbem-23721	58	8	main	main	ADJ
fbem-23721	58	9	types	type	NOUN
fbem-23721	58	10	of	of	ADP
fbem-23721	58	11	machine	machine	NOUN
fbem-23721	58	12	learning	learning	NOUN
fbem-23721	58	13	,	,	PUNCT
fbem-23721	58	14	supervised	supervise	VERB
fbem-23721	58	15	learning	learning	NOUN
fbem-23721	58	16	and	and	CCONJ
fbem-23721	58	17	unsupervised	unsupervised	ADJ
fbem-23721	58	18	learning	learning	NOUN
fbem-23721	58	19	,	,	PUNCT
fbem-23721	58	20	which	which	PRON
fbem-23721	58	21	are	be	AUX
fbem-23721	58	22	often	often	ADV
fbem-23721	58	23	used	use	VERB
fbem-23721	58	24	to	to	PART
fbem-23721	58	25	solve	solve	VERB
fbem-23721	58	26	the	the	DET
fbem-23721	58	27	problem	problem	NOUN
fbem-23721	58	28	of	of	ADP
fbem-23721	58	29	binary	binary	ADJ
fbem-23721	58	30	classification	classification	NOUN
fbem-23721	58	31	,	,	PUNCT
fbem-23721	58	32	and	and	CCONJ
fbem-23721	58	33	many	many	ADJ
fbem-23721	58	34	scholars	scholar	NOUN
fbem-23721	58	35	use	use	VERB
fbem-23721	58	36	machine	machine	NOUN
fbem-23721	58	37	learning	learn	VERB
fbem-23721	58	38	to	to	PART
fbem-23721	58	39	predict	predict	VERB
fbem-23721	58	40	user	user	NOUN
fbem-23721	58	41	churn	churn	NOUN
fbem-23721	58	42	in	in	ADP
fbem-23721	58	43	the	the	DET
fbem-23721	58	44	telecommunications	telecommunication	NOUN
fbem-23721	58	45	field	field	NOUN
fbem-23721	58	46	.	.	PUNCT
fbem-23721	59	1	secondly	secondly	ADV
fbem-23721	59	2	,	,	PUNCT
fbem-23721	59	3	deep	deep	ADJ
fbem-23721	59	4	learning	learning	NOUN
fbem-23721	59	5	simulates	simulate	VERB
fbem-23721	59	6	the	the	DET
fbem-23721	59	7	mechanisms	mechanism	NOUN
fbem-23721	59	8	of	of	ADP
fbem-23721	59	9	the	the	DET
fbem-23721	59	10	human	human	ADJ
fbem-23721	59	11	brain	brain	NOUN
fbem-23721	59	12	to	to	PART
fbem-23721	59	13	interpret	interpret	VERB
fbem-23721	59	14	data	datum	NOUN
fbem-23721	59	15	,	,	PUNCT
fbem-23721	59	16	and	and	CCONJ
fbem-23721	59	17	has	have	VERB
fbem-23721	59	18	a	a	DET
fbem-23721	59	19	wide	wide	ADJ
fbem-23721	59	20	range	range	NOUN
fbem-23721	59	21	of	of	ADP
fbem-23721	59	22	applications	application	NOUN
fbem-23721	59	23	in	in	ADP
fbem-23721	59	24	image	image	NOUN
fbem-23721	59	25	speech	speech	NOUN
fbem-23721	59	26	recognition	recognition	NOUN
fbem-23721	59	27	,	,	PUNCT
fbem-23721	59	28	natural	natural	ADJ
fbem-23721	59	29	language	language	NOUN
fbem-23721	59	30	processing	processing	NOUN
fbem-23721	59	31	and	and	CCONJ
fbem-23721	59	32	other	other	ADJ
fbem-23721	59	33	fields	field	NOUN
fbem-23721	59	34	.	.	PUNCT
fbem-23721	60	1	finally	finally	ADV
fbem-23721	60	2	,	,	PUNCT
fbem-23721	60	3	the	the	DET
fbem-23721	60	4	hybrid	hybrid	ADJ
fbem-23721	60	5	model	model	NOUN
fbem-23721	60	6	-	-	PUNCT
fbem-23721	60	7	based	base	VERB
fbem-23721	60	8	method	method	NOUN
fbem-23721	60	9	combines	combine	VERB
fbem-23721	60	10	two	two	NUM
fbem-23721	60	11	or	or	CCONJ
fbem-23721	60	12	more	more	ADJ
fbem-23721	60	13	models	model	NOUN
fbem-23721	60	14	to	to	PART
fbem-23721	60	15	make	make	VERB
fbem-23721	60	16	predictions	prediction	NOUN
fbem-23721	60	17	,	,	PUNCT
fbem-23721	60	18	and	and	CCONJ
fbem-23721	60	19	the	the	DET
fbem-23721	60	20	advantages	advantage	NOUN
fbem-23721	60	21	and	and	CCONJ
fbem-23721	60	22	disadvantages	disadvantage	NOUN
fbem-23721	60	23	of	of	ADP
fbem-23721	60	24	multiple	multiple	ADJ
fbem-23721	60	25	models	model	NOUN
fbem-23721	60	26	complement	complement	VERB
fbem-23721	60	27	each	each	DET
fbem-23721	60	28	other	other	ADJ
fbem-23721	60	29	to	to	PART
fbem-23721	60	30	improve	improve	VERB
fbem-23721	60	31	the	the	DET
fbem-23721	60	32	accuracy	accuracy	NOUN
fbem-23721	60	33	of	of	ADP
fbem-23721	60	34	prediction	prediction	NOUN
fbem-23721	60	35	.	.	PUNCT
fbem-23721	61	1	for	for	ADP
fbem-23721	61	2	example	example	NOUN
fbem-23721	61	3	,	,	PUNCT
fbem-23721	61	4	lu	lu	PROPN
fbem-23721	61	5	guangyue	guangyue	NOUN
fbem-23721	62	1	[	[	X
fbem-23721	62	2	23	23	NUM
fbem-23721	62	3	]	]	PUNCT
fbem-23721	62	4	and	and	CCONJ
fbem-23721	62	5	other	other	ADJ
fbem-23721	62	6	scholars	scholar	NOUN
fbem-23721	62	7	use	use	VERB
fbem-23721	62	8	improved	improved	ADJ
fbem-23721	62	9	knn	knn	PROPN
fbem-23721	62	10	(	(	PUNCT
fbem-23721	62	11	knearest	knearest	NOUN
fbem-23721	62	12	neighbors	neighbor	NOUN
fbem-23721	62	13	)	)	PUNCT
fbem-23721	62	14	and	and	CCONJ
fbem-23721	62	15	svm	svm	PROPN
fbem-23721	62	16	(	(	PUNCT
fbem-23721	62	17	support	support	NOUN
fbem-23721	62	18	vector	vector	NOUN
fbem-23721	62	19	machine	machine	NOUN
fbem-23721	62	20	algorithms	algorithm	NOUN
fbem-23721	62	21	)	)	PUNCT
fbem-23721	62	22	to	to	PART
fbem-23721	62	23	predict	predict	VERB
fbem-23721	62	24	the	the	DET
fbem-23721	62	25	churn	churn	NOUN
fbem-23721	62	26	of	of	ADP
fbem-23721	62	27	telecom	telecom	NOUN
fbem-23721	62	28	customers	customer	NOUN
fbem-23721	62	29	,	,	PUNCT
fbem-23721	62	30	and	and	CCONJ
fbem-23721	62	31	use	use	AUX
fbem-23721	62	32	weighted	weight	VERB
fbem-23721	62	33	k	k	ADJ
fbem-23721	62	34	-	-	PUNCT
fbem-23721	62	35	nearest	near	ADJ
fbem-23721	62	36	neighbor	neighbor	NOUN
fbem-23721	62	37	classification	classification	NOUN
fbem-23721	62	38	for	for	ADP
fbem-23721	62	39	boundary	boundary	ADJ
fbem-23721	62	40	samples	sample	NOUN
fbem-23721	62	41	and	and	CCONJ
fbem-23721	62	42	improved	improve	VERB
fbem-23721	62	43	support	support	NOUN
fbem-23721	62	44	vector	vector	NOUN
fbem-23721	62	45	machine	machine	NOUN
fbem-23721	62	46	classification	classification	NOUN
fbem-23721	62	47	for	for	ADP
fbem-23721	62	48	non	non	ADJ
fbem-23721	62	49	-	-	ADJ
fbem-23721	62	50	boundary	boundary	ADJ
fbem-23721	62	51	samples	sample	NOUN
fbem-23721	62	52	,	,	PUNCT
fbem-23721	62	53	integrating	integrate	VERB
fbem-23721	62	54	the	the	DET
fbem-23721	62	55	advantages	advantage	NOUN
fbem-23721	62	56	of	of	ADP
fbem-23721	62	57	the	the	DET
fbem-23721	62	58	two	two	NUM
fbem-23721	62	59	to	to	PART
fbem-23721	62	60	classify	classify	VERB
fbem-23721	62	61	.	.	PUNCT
fbem-23721	63	1	most	most	ADJ
fbem-23721	63	2	of	of	ADP
fbem-23721	63	3	the	the	DET
fbem-23721	63	4	three	three	NUM
fbem-23721	63	5	types	type	NOUN
fbem-23721	63	6	of	of	ADP
fbem-23721	63	7	research	research	NOUN
fbem-23721	63	8	are	be	AUX
fbem-23721	63	9	contingency	contingency	NOUN
fbem-23721	63	10	studies	study	NOUN
fbem-23721	63	11	,	,	PUNCT
fbem-23721	63	12	and	and	CCONJ
fbem-23721	63	13	the	the	DET
fbem-23721	63	14	relevant	relevant	ADJ
fbem-23721	63	15	discussions	discussion	NOUN
fbem-23721	63	16	lack	lack	VERB
fbem-23721	63	17	the	the	DET
fbem-23721	63	18	necessary	necessary	ADJ
fbem-23721	63	19	theoretical	theoretical	ADJ
fbem-23721	63	20	basis	basis	NOUN
fbem-23721	63	21	to	to	PART
fbem-23721	63	22	support	support	VERB
fbem-23721	63	23	them	they	PRON
fbem-23721	63	24	,	,	PUNCT
fbem-23721	63	25	and	and	CCONJ
fbem-23721	63	26	there	there	PRON
fbem-23721	63	27	is	be	VERB
fbem-23721	63	28	also	also	ADV
fbem-23721	63	29	a	a	DET
fbem-23721	63	30	lack	lack	NOUN
fbem-23721	63	31	of	of	ADP
fbem-23721	63	32	theory	theory	NOUN
fbem-23721	63	33	-	-	PUNCT
fbem-23721	63	34	based	base	VERB
fbem-23721	63	35	and	and	CCONJ
fbem-23721	63	36	relevant	relevant	ADJ
fbem-23721	63	37	countermeasures	countermeasure	NOUN
fbem-23721	63	38	and	and	CCONJ
fbem-23721	63	39	measures	measure	NOUN
fbem-23721	63	40	research	research	NOUN
fbem-23721	63	41	,	,	PUNCT
fbem-23721	63	42	which	which	PRON
fbem-23721	63	43	can	can	AUX
fbem-23721	63	44	not	not	PART
fbem-23721	63	45	make	make	VERB
fbem-23721	63	46	in	in	ADP
fbem-23721	63	47	-	-	PUNCT
fbem-23721	63	48	depth	depth	NOUN
fbem-23721	63	49	and	and	CCONJ
fbem-23721	63	50	accurate	accurate	ADJ
fbem-23721	63	51	predictions	prediction	NOUN
fbem-23721	63	52	for	for	ADP
fbem-23721	63	53	some	some	DET
fbem-23721	63	54	fields	field	NOUN
fbem-23721	63	55	to	to	ADP
fbem-23721	63	56	a	a	DET
fbem-23721	63	57	certain	certain	ADJ
fbem-23721	63	58	extent	extent	NOUN
fbem-23721	63	59	.	.	PUNCT
fbem-23721	64	1	for	for	ADP
fbem-23721	64	2	china	china	PROPN
fbem-23721	64	3	,	,	PUNCT
fbem-23721	64	4	the	the	DET
fbem-23721	64	5	existing	exist	VERB
fbem-23721	64	6	studies	study	NOUN
fbem-23721	64	7	have	have	AUX
fbem-23721	64	8	studied	study	VERB
fbem-23721	64	9	user	user	NOUN
fbem-23721	64	10	churn	churn	NOUN
fbem-23721	64	11	in	in	ADP
fbem-23721	64	12	different	different	ADJ
fbem-23721	64	13	scenarios	scenario	NOUN
fbem-23721	64	14	from	from	ADP
fbem-23721	64	15	the	the	DET
fbem-23721	64	16	perspective	perspective	NOUN
fbem-23721	64	17	of	of	ADP
fbem-23721	64	18	subjective	subjective	ADJ
fbem-23721	64	19	willingness	willingness	NOUN
fbem-23721	64	20	influencing	influence	VERB
fbem-23721	64	21	factors	factor	NOUN
fbem-23721	64	22	and	and	CCONJ
fbem-23721	64	23	objective	objective	ADJ
fbem-23721	64	24	behavior	behavior	NOUN
fbem-23721	64	25	prediction	prediction	NOUN
fbem-23721	64	26	,	,	PUNCT
fbem-23721	64	27	and	and	CCONJ
fbem-23721	64	28	the	the	DET
fbem-23721	64	29	fields	field	NOUN
fbem-23721	64	30	involved	involve	VERB
fbem-23721	64	31	are	be	AUX
fbem-23721	64	32	relatively	relatively	ADV
fbem-23721	64	33	rich	rich	ADJ
fbem-23721	64	34	,	,	PUNCT
fbem-23721	64	35	but	but	CCONJ
fbem-23721	64	36	most	most	ADJ
fbem-23721	64	37	of	of	ADP
fbem-23721	64	38	the	the	DET
fbem-23721	64	39	prediction	prediction	NOUN
fbem-23721	64	40	studies	study	NOUN
fbem-23721	64	41	do	do	AUX
fbem-23721	64	42	not	not	PART
fbem-23721	64	43	take	take	VERB
fbem-23721	64	44	traditional	traditional	ADJ
fbem-23721	64	45	supermarkets	supermarket	NOUN
fbem-23721	64	46	as	as	ADP
fbem-23721	64	47	research	research	NOUN
fbem-23721	64	48	scenarios	scenario	NOUN
fbem-23721	64	49	.	.	PUNCT
fbem-23721	65	1	in	in	ADP
fbem-23721	65	2	addition	addition	NOUN
fbem-23721	65	3	,	,	PUNCT
fbem-23721	65	4	the	the	DET
fbem-23721	65	5	current	current	ADJ
fbem-23721	65	6	research	research	NOUN
fbem-23721	65	7	on	on	ADP
fbem-23721	65	8	the	the	DET
fbem-23721	65	9	loss	loss	NOUN
fbem-23721	65	10	of	of	ADP
fbem-23721	65	11	users	user	NOUN
fbem-23721	65	12	on	on	ADP
fbem-23721	65	13	digital	digital	ADJ
fbem-23721	65	14	platforms	platform	NOUN
fbem-23721	65	15	is	be	AUX
fbem-23721	65	16	very	very	ADV
fbem-23721	65	17	limited	limited	ADJ
fbem-23721	65	18	,	,	PUNCT
fbem-23721	65	19	especially	especially	ADV
fbem-23721	65	20	in	in	ADP
fbem-23721	65	21	the	the	DET
fbem-23721	65	22	prediction	prediction	NOUN
fbem-23721	65	23	of	of	ADP
fbem-23721	65	24	user	user	NOUN
fbem-23721	65	25	churn	churn	NOUN
fbem-23721	65	26	on	on	ADP
fbem-23721	65	27	traditional	traditional	ADJ
fbem-23721	65	28	supermarket	supermarket	NOUN
fbem-23721	65	29	digital	digital	ADJ
fbem-23721	65	30	platforms	platform	NOUN
fbem-23721	65	31	,	,	PUNCT
fbem-23721	65	32	which	which	PRON
fbem-23721	65	33	can	can	AUX
fbem-23721	65	34	not	not	PART
fbem-23721	65	35	provide	provide	VERB
fbem-23721	65	36	a	a	DET
fbem-23721	65	37	reliable	reliable	ADJ
fbem-23721	65	38	basis	basis	NOUN
fbem-23721	65	39	for	for	SCONJ
fbem-23721	65	40	platforms	platform	NOUN
fbem-23721	65	41	to	to	PART
fbem-23721	65	42	identify	identify	VERB
fbem-23721	65	43	user	user	NOUN
fbem-23721	65	44	churn	churn	NOUN
fbem-23721	65	45	in	in	ADP
fbem-23721	65	46	the	the	DET
fbem-23721	65	47	early	early	ADJ
fbem-23721	65	48	stage	stage	NOUN
fbem-23721	65	49	and	and	CCONJ
fbem-23721	65	50	make	make	VERB
fbem-23721	65	51	corresponding	corresponding	ADJ
fbem-23721	65	52	retention	retention	NOUN
fbem-23721	65	53	measures	measure	NOUN
fbem-23721	65	54	.	.	PUNCT
fbem-23721	66	1	in	in	ADP
fbem-23721	66	2	terms	term	NOUN
fbem-23721	66	3	of	of	ADP
fbem-23721	66	4	practical	practical	ADJ
fbem-23721	66	5	guidance	guidance	NOUN
fbem-23721	66	6	,	,	PUNCT
fbem-23721	66	7	the	the	DET
fbem-23721	66	8	regulations	regulation	NOUN
fbem-23721	66	9	on	on	ADP
fbem-23721	66	10	the	the	DET
fbem-23721	66	11	promotion	promotion	NOUN
fbem-23721	66	12	of	of	ADP
fbem-23721	66	13	the	the	DET
fbem-23721	66	14	digital	digital	ADJ
fbem-23721	66	15	economy	economy	NOUN
fbem-23721	66	16	in	in	ADP
fbem-23721	66	17	beijing	beijing	PROPN
fbem-23721	66	18	[	[	X
fbem-23721	66	19	16	16	NUM
fbem-23721	66	20	]	]	PUNCT
fbem-23721	66	21	,	,	PUNCT
fbem-23721	66	22	adopted	adopt	VERB
fbem-23721	66	23	by	by	ADP
fbem-23721	66	24	the	the	DET
fbem-23721	66	25	standing	standing	PROPN
fbem-23721	66	26	committee	committee	PROPN
fbem-23721	66	27	of	of	ADP
fbem-23721	66	28	the	the	DET
fbem-23721	66	29	15th	15th	ADJ
fbem-23721	66	30	national	national	PROPN
fbem-23721	66	31	people	people	NOUN
fbem-23721	66	32	's	's	PART
fbem-23721	66	33	congress	congress	PROPN
fbem-23721	66	34	,	,	PUNCT
fbem-23721	66	35	also	also	ADV
fbem-23721	66	36	clearly	clearly	ADV
fbem-23721	66	37	pointed	point	VERB
fbem-23721	66	38	out	out	ADP
fbem-23721	66	39	that	that	SCONJ
fbem-23721	66	40	the	the	DET
fbem-23721	66	41	commerce	commerce	PROPN
fbem-23721	66	42	department	department	PROPN
fbem-23721	66	43	should	should	AUX
fbem-23721	66	44	work	work	VERB
fbem-23721	66	45	with	with	ADP
fbem-23721	66	46	relevant	relevant	ADJ
fbem-23721	66	47	departments	department	NOUN
fbem-23721	66	48	to	to	PART
fbem-23721	66	49	promote	promote	VERB
fbem-23721	66	50	the	the	DET
fbem-23721	66	51	digital	digital	ADJ
fbem-23721	66	52	upgrading	upgrading	NOUN
fbem-23721	66	53	of	of	ADP
fbem-23721	66	54	traditional	traditional	ADJ
fbem-23721	66	55	businesses	business	NOUN
fbem-23721	66	56	such	such	ADJ
fbem-23721	66	57	as	as	ADP
fbem-23721	66	58	supermarkets	supermarket	NOUN
fbem-23721	66	59	,	,	PUNCT
fbem-23721	66	60	promote	promote	VERB
fbem-23721	66	61	the	the	DET
fbem-23721	66	62	digital	digital	ADJ
fbem-23721	66	63	promotion	promotion	NOUN
fbem-23721	66	64	of	of	ADP
fbem-23721	66	65	traditional	traditional	ADJ
fbem-23721	66	66	brands	brand	NOUN
fbem-23721	66	67	and	and	CCONJ
fbem-23721	66	68	time	time	NOUN
fbem-23721	66	69	-	-	PUNCT
fbem-23721	66	70	honored	honor	VERB
fbem-23721	66	71	brands	brand	NOUN
fbem-23721	66	72	,	,	PUNCT
fbem-23721	66	73	and	and	CCONJ
fbem-23721	66	74	promote	promote	VERB
fbem-23721	66	75	the	the	DET
fbem-23721	66	76	digital	digital	ADJ
fbem-23721	66	77	transformation	transformation	NOUN
fbem-23721	66	78	of	of	ADP
fbem-23721	66	79	the	the	DET
fbem-23721	66	80	life	life	NOUN
fbem-23721	66	81	service	service	NOUN
fbem-23721	66	82	industry	industry	NOUN
fbem-23721	66	83	.	.	PUNCT
fbem-23721	67	1	as	as	ADP
fbem-23721	67	2	the	the	DET
fbem-23721	67	3	"	"	PUNCT
fbem-23721	67	4	reserve	reserve	NOUN
fbem-23721	67	5	army	army	NOUN
fbem-23721	67	6	"	"	PUNCT
fbem-23721	67	7	of	of	ADP
fbem-23721	67	8	people	people	NOUN
fbem-23721	67	9	's	's	PART
fbem-23721	67	10	livelihood	livelihood	NOUN
fbem-23721	67	11	,	,	PUNCT
fbem-23721	67	12	traditional	traditional	ADJ
fbem-23721	67	13	supermarkets	supermarket	NOUN
fbem-23721	67	14	have	have	VERB
fbem-23721	67	15	inherent	inherent	ADJ
fbem-23721	67	16	advantages	advantage	NOUN
fbem-23721	67	17	in	in	ADP
fbem-23721	67	18	terms	term	NOUN
fbem-23721	67	19	of	of	ADP
fbem-23721	67	20	financial	financial	ADJ
fbem-23721	67	21	,	,	PUNCT
fbem-23721	67	22	material	material	NOUN
fbem-23721	67	23	and	and	CCONJ
fbem-23721	67	24	human	human	ADJ
fbem-23721	67	25	resources	resource	NOUN
fbem-23721	67	26	,	,	PUNCT
fbem-23721	67	27	and	and	CCONJ
fbem-23721	67	28	also	also	ADV
fbem-23721	67	29	occupy	occupy	VERB
fbem-23721	67	30	an	an	DET
fbem-23721	67	31	irreplaceable	irreplaceable	ADJ
fbem-23721	67	32	position	position	NOUN
fbem-23721	67	33	in	in	ADP
fbem-23721	67	34	the	the	DET
fbem-23721	67	35	entire	entire	ADJ
fbem-23721	67	36	retail	retail	ADJ
fbem-23721	67	37	industry	industry	NOUN
fbem-23721	67	38	.	.	PUNCT
fbem-23721	68	1	according	accord	VERB
fbem-23721	68	2	to	to	ADP
fbem-23721	68	3	the	the	DET
fbem-23721	68	4	51st	51st	ADJ
fbem-23721	68	5	cnnic	cnnic	ADJ
fbem-23721	68	6	data	datum	NOUN
fbem-23721	68	7	,	,	PUNCT
fbem-23721	68	8	the	the	DET
fbem-23721	68	9	scale	scale	NOUN
fbem-23721	68	10	of	of	ADP
fbem-23721	68	11	online	online	ADJ
fbem-23721	68	12	shopping	shopping	NOUN
fbem-23721	68	13	users	user	NOUN
fbem-23721	68	14	in	in	ADP
fbem-23721	68	15	china	china	PROPN
fbem-23721	68	16	has	have	AUX
fbem-23721	68	17	reached	reach	VERB
fbem-23721	68	18	841	841	NUM
fbem-23721	68	19	million	million	NUM
fbem-23721	68	20	,	,	PUNCT
fbem-23721	68	21	although	although	SCONJ
fbem-23721	68	22	the	the	DET
fbem-23721	68	23	scale	scale	NOUN
fbem-23721	68	24	of	of	ADP
fbem-23721	68	25	online	online	ADJ
fbem-23721	68	26	shopping	shopping	NOUN
fbem-23721	68	27	users	user	NOUN
fbem-23721	68	28	is	be	AUX
fbem-23721	68	29	still	still	ADV
fbem-23721	68	30	growing	grow	VERB
fbem-23721	68	31	,	,	PUNCT
fbem-23721	68	32	but	but	CCONJ
fbem-23721	68	33	the	the	DET
fbem-23721	68	34	growth	growth	NOUN
fbem-23721	68	35	rate	rate	NOUN
fbem-23721	68	36	has	have	AUX
fbem-23721	68	37	slowed	slow	VERB
fbem-23721	68	38	down	down	ADP
fbem-23721	68	39	significantly	significantly	ADV
fbem-23721	68	40	.	.	PUNCT
fbem-23721	69	1	it	it	PRON
fbem-23721	69	2	can	can	AUX
fbem-23721	69	3	be	be	AUX
fbem-23721	69	4	seen	see	VERB
fbem-23721	69	5	that	that	SCONJ
fbem-23721	69	6	the	the	DET
fbem-23721	69	7	"	"	PUNCT
fbem-23721	69	8	demographic	demographic	ADJ
fbem-23721	69	9	dividend	dividend	NOUN
fbem-23721	69	10	"	"	PUNCT
fbem-23721	69	11	has	have	AUX
fbem-23721	69	12	gradually	gradually	ADV
fbem-23721	69	13	disappeared	disappear	VERB
fbem-23721	69	14	,	,	PUNCT
fbem-23721	69	15	however	however	ADV
fbem-23721	69	16	,	,	PUNCT
fbem-23721	69	17	it	it	PRON
fbem-23721	69	18	is	be	AUX
fbem-23721	69	19	still	still	ADV
fbem-23721	69	20	unclear	unclear	ADJ
fbem-23721	69	21	how	how	SCONJ
fbem-23721	69	22	to	to	PART
fbem-23721	69	23	predict	predict	VERB
fbem-23721	69	24	the	the	DET
fbem-23721	69	25	loss	loss	NOUN
fbem-23721	69	26	of	of	ADP
fbem-23721	69	27	users	user	NOUN
fbem-23721	69	28	of	of	ADP
fbem-23721	69	29	traditional	traditional	ADJ
fbem-23721	69	30	supermarket	supermarket	NOUN
fbem-23721	69	31	digital	digital	ADJ
fbem-23721	69	32	platforms	platform	NOUN
fbem-23721	69	33	and	and	CCONJ
fbem-23721	69	34	retain	retain	VERB
fbem-23721	69	35	users	user	NOUN
fbem-23721	69	36	through	through	ADP
fbem-23721	69	37	practical	practical	ADJ
fbem-23721	69	38	measures	measure	NOUN
fbem-23721	69	39	.	.	PUNCT
fbem-23721	70	1	this	this	DET
fbem-23721	70	2	paper	paper	NOUN
fbem-23721	70	3	attempts	attempt	VERB
fbem-23721	70	4	to	to	PART
fbem-23721	70	5	enrich	enrich	VERB
fbem-23721	70	6	research	research	NOUN
fbem-23721	70	7	in	in	ADP
fbem-23721	70	8	this	this	DET
fbem-23721	70	9	field	field	NOUN
fbem-23721	70	10	.	.	PUNCT
fbem-23721	71	1	on	on	ADP
fbem-23721	71	2	the	the	DET
fbem-23721	71	3	one	one	NUM
fbem-23721	71	4	hand	hand	NOUN
fbem-23721	71	5	,	,	PUNCT
fbem-23721	71	6	in	in	ADP
fbem-23721	71	7	order	order	NOUN
fbem-23721	71	8	to	to	PART
fbem-23721	71	9	improve	improve	VERB
fbem-23721	71	10	the	the	DET
fbem-23721	71	11	accuracy	accuracy	NOUN
fbem-23721	71	12	of	of	ADP
fbem-23721	71	13	the	the	DET
fbem-23721	71	14	prediction	prediction	NOUN
fbem-23721	71	15	model	model	NOUN
fbem-23721	71	16	on	on	ADP
fbem-23721	71	17	the	the	DET
fbem-23721	71	18	user	user	NOUN
fbem-23721	71	19	churn	churn	NOUN
fbem-23721	71	20	prediction	prediction	NOUN
fbem-23721	71	21	effect	effect	NOUN
fbem-23721	71	22	,	,	PUNCT
fbem-23721	71	23	it	it	PRON
fbem-23721	71	24	is	be	AUX
fbem-23721	71	25	necessary	necessary	ADJ
fbem-23721	71	26	to	to	PART
fbem-23721	71	27	construct	construct	VERB
fbem-23721	71	28	a	a	DET
fbem-23721	71	29	systematic	systematic	ADJ
fbem-23721	71	30	theoretical	theoretical	ADJ
fbem-23721	71	31	framework	framework	NOUN
fbem-23721	71	32	.	.	PUNCT
fbem-23721	72	1	the	the	DET
fbem-23721	72	2	framework	framework	NOUN
fbem-23721	72	3	not	not	PART
fbem-23721	72	4	only	only	ADV
fbem-23721	72	5	analyzes	analyze	VERB
fbem-23721	72	6	customer	customer	NOUN
fbem-23721	72	7	behavior	behavior	NOUN
fbem-23721	72	8	characteristics	characteristic	NOUN
fbem-23721	72	9	,	,	PUNCT
fbem-23721	72	10	but	but	CCONJ
fbem-23721	72	11	also	also	ADV
fbem-23721	72	12	predicts	predict	VERB
fbem-23721	72	13	future	future	ADJ
fbem-23721	72	14	short	short	ADJ
fbem-23721	72	15	-	-	PUNCT
fbem-23721	72	16	term	term	NOUN
fbem-23721	72	17	behavior	behavior	NOUN
fbem-23721	72	18	based	base	VERB
fbem-23721	72	19	on	on	ADP
fbem-23721	72	20	customers	customer	NOUN
fbem-23721	72	21	'	'	PART
fbem-23721	72	22	past	past	ADJ
fbem-23721	72	23	purchase	purchase	NOUN
fbem-23721	72	24	behaviors	behavior	NOUN
fbem-23721	72	25	.	.	PUNCT
fbem-23721	73	1	on	on	ADP
fbem-23721	73	2	the	the	DET
fbem-23721	73	3	other	other	ADJ
fbem-23721	73	4	hand	hand	NOUN
fbem-23721	73	5	,	,	PUNCT
fbem-23721	73	6	in	in	ADP
fbem-23721	73	7	order	order	NOUN
fbem-23721	73	8	to	to	PART
fbem-23721	73	9	let	let	VERB
fbem-23721	73	10	theory	theory	NOUN
fbem-23721	73	11	guide	guide	NOUN
fbem-23721	73	12	practice	practice	NOUN
fbem-23721	73	13	,	,	PUNCT
fbem-23721	73	14	it	it	PRON
fbem-23721	73	15	is	be	AUX
fbem-23721	73	16	necessary	necessary	ADJ
fbem-23721	73	17	to	to	PART
fbem-23721	73	18	support	support	VERB
fbem-23721	73	19	the	the	DET
fbem-23721	73	20	theory	theory	NOUN
fbem-23721	73	21	that	that	PRON
fbem-23721	73	22	is	be	AUX
fbem-23721	73	23	suitable	suitable	ADJ
fbem-23721	73	24	for	for	ADP
fbem-23721	73	25	the	the	DET
fbem-23721	73	26	field	field	NOUN
fbem-23721	73	27	of	of	ADP
fbem-23721	73	28	user	user	NOUN
fbem-23721	73	29	churn	churn	NOUN
fbem-23721	73	30	,	,	PUNCT
fbem-23721	73	31	and	and	CCONJ
fbem-23721	73	32	then	then	ADV
fbem-23721	73	33	summarize	summarize	VERB
fbem-23721	73	34	the	the	DET
fbem-23721	73	35	specific	specific	ADJ
fbem-23721	73	36	measures	measure	NOUN
fbem-23721	73	37	that	that	PRON
fbem-23721	73	38	can	can	AUX
fbem-23721	73	39	effectively	effectively	ADV
fbem-23721	73	40	implement	implement	VERB
fbem-23721	73	41	the	the	DET
fbem-23721	73	42	theory	theory	NOUN
fbem-23721	73	43	.	.	PUNCT
fbem-23721	74	1	therefore	therefore	ADV
fbem-23721	74	2	,	,	PUNCT
fbem-23721	74	3	this	this	DET
fbem-23721	74	4	study	study	NOUN
fbem-23721	74	5	comprehensively	comprehensively	ADV
fbem-23721	74	6	collects	collect	VERB
fbem-23721	74	7	,	,	PUNCT
fbem-23721	74	8	reviews	review	NOUN
fbem-23721	74	9	and	and	CCONJ
fbem-23721	74	10	analyzes	analyze	VERB
fbem-23721	74	11	the	the	DET
fbem-23721	74	12	literature	literature	NOUN
fbem-23721	74	13	of	of	ADP
fbem-23721	74	14	domestic	domestic	ADJ
fbem-23721	74	15	and	and	CCONJ
fbem-23721	74	16	foreign	foreign	ADJ
fbem-23721	74	17	scholars	scholar	NOUN
fbem-23721	74	18	on	on	ADP
fbem-23721	74	19	user	user	NOUN
fbem-23721	74	20	churn	churn	NOUN
fbem-23721	74	21	prediction	prediction	NOUN
fbem-23721	74	22	in	in	ADP
fbem-23721	74	23	various	various	ADJ
fbem-23721	74	24	scenarios	scenario	NOUN
fbem-23721	74	25	,	,	PUNCT
fbem-23721	74	26	and	and	CCONJ
fbem-23721	74	27	uses	use	VERB
fbem-23721	74	28	xgboost	xgboost	ADV
fbem-23721	75	1	and	and	CCONJ
fbem-23721	75	2	this	this	DET
fbem-23721	75	3	algorithm	algorithm	NOUN
fbem-23721	75	4	to	to	PART
fbem-23721	75	5	construct	construct	VERB
fbem-23721	75	6	a	a	DET
fbem-23721	75	7	theoretical	theoretical	ADJ
fbem-23721	75	8	model	model	NOUN
fbem-23721	75	9	of	of	ADP
fbem-23721	75	10	user	user	NOUN
fbem-23721	75	11	churn	churn	NOUN
fbem-23721	75	12	on	on	ADP
fbem-23721	75	13	traditional	traditional	ADJ
fbem-23721	75	14	supermarket	supermarket	NOUN
fbem-23721	75	15	digital	digital	ADJ
fbem-23721	75	16	platforms	platform	NOUN
fbem-23721	75	17	,	,	PUNCT
fbem-23721	75	18	and	and	CCONJ
fbem-23721	75	19	uses	use	VERB
fbem-23721	75	20	rfm	rfm	PROPN
fbem-23721	75	21	model	model	NOUN
fbem-23721	75	22	and	and	CCONJ
fbem-23721	75	23	text	text	NOUN
fbem-23721	75	24	sentiment	sentiment	NOUN
fbem-23721	75	25	analysis	analysis	NOUN
fbem-23721	75	26	to	to	PART
fbem-23721	75	27	select	select	VERB
fbem-23721	75	28	user	user	NOUN
fbem-23721	75	29	characteristics	characteristic	NOUN
fbem-23721	75	30	.	.	PUNCT
fbem-23721	76	1	at	at	ADP
fbem-23721	76	2	the	the	DET
fbem-23721	76	3	same	same	ADJ
fbem-23721	76	4	time	time	NOUN
fbem-23721	76	5	,	,	PUNCT
fbem-23721	76	6	this	this	DET
fbem-23721	76	7	paper	paper	NOUN
fbem-23721	76	8	identifies	identifie	NOUN
fbem-23721	76	9	and	and	CCONJ
fbem-23721	76	10	392	392	NUM
fbem-23721	76	11	refines	refine	NOUN
fbem-23721	76	12	the	the	DET
fbem-23721	76	13	best	good	ADJ
fbem-23721	76	14	practices	practice	NOUN
fbem-23721	76	15	that	that	PRON
fbem-23721	76	16	can	can	AUX
fbem-23721	76	17	effectively	effectively	ADV
fbem-23721	76	18	implement	implement	VERB
fbem-23721	76	19	the	the	DET
fbem-23721	76	20	theoretical	theoretical	ADJ
fbem-23721	76	21	model	model	NOUN
fbem-23721	76	22	in	in	ADP
fbem-23721	76	23	the	the	DET
fbem-23721	76	24	past	past	ADJ
fbem-23721	76	25	responses	response	NOUN
fbem-23721	76	26	,	,	PUNCT
fbem-23721	76	27	in	in	ADP
fbem-23721	76	28	order	order	NOUN
fbem-23721	76	29	to	to	PART
fbem-23721	76	30	grasp	grasp	VERB
fbem-23721	76	31	the	the	DET
fbem-23721	76	32	behavior	behavior	NOUN
fbem-23721	76	33	patterns	pattern	NOUN
fbem-23721	76	34	of	of	ADP
fbem-23721	76	35	users	user	NOUN
fbem-23721	76	36	,	,	PUNCT
fbem-23721	76	37	improve	improve	VERB
fbem-23721	76	38	user	user	NOUN
fbem-23721	76	39	loyalty	loyalty	NOUN
fbem-23721	76	40	,	,	PUNCT
fbem-23721	76	41	and	and	CCONJ
fbem-23721	76	42	provide	provide	VERB
fbem-23721	76	43	useful	useful	ADJ
fbem-23721	76	44	references	reference	NOUN
fbem-23721	76	45	for	for	ADP
fbem-23721	76	46	platforms	platform	NOUN
fbem-23721	76	47	to	to	PART
fbem-23721	76	48	attract	attract	VERB
fbem-23721	76	49	new	new	ADJ
fbem-23721	76	50	users	user	NOUN
fbem-23721	76	51	,	,	PUNCT
fbem-23721	76	52	maintain	maintain	VERB
fbem-23721	76	53	old	old	ADJ
fbem-23721	76	54	users	user	NOUN
fbem-23721	76	55	,	,	PUNCT
fbem-23721	76	56	and	and	CCONJ
fbem-23721	76	57	reduce	reduce	VERB
fbem-23721	76	58	the	the	DET
fbem-23721	76	59	user	user	NOUN
fbem-23721	76	60	churn	churn	NOUN
fbem-23721	76	61	rate	rate	NOUN
fbem-23721	76	62	of	of	ADP
fbem-23721	76	63	digital	digital	ADJ
fbem-23721	76	64	platforms	platform	NOUN
fbem-23721	76	65	.	.	PUNCT
fbem-23721	77	1	3	3	X
fbem-23721	77	2	.	.	X
fbem-23721	77	3	user	user	NOUN
fbem-23721	77	4	feature	feature	NOUN
fbem-23721	77	5	selection	selection	NOUN
fbem-23721	77	6	3.1	3.1	NUM
fbem-23721	77	7	.	.	PUNCT
fbem-23721	78	1	user	user	NOUN
fbem-23721	78	2	value	value	NOUN
fbem-23721	78	3	characteristics	characteristic	NOUN
fbem-23721	78	4	-	-	PUNCT
fbem-23721	78	5	rfm	rfm	PROPN
fbem-23721	78	6	model	model	NOUN
fbem-23721	78	7	the	the	DET
fbem-23721	78	8	rfm	rfm	PROPN
fbem-23721	78	9	model	model	NOUN
fbem-23721	78	10	is	be	AUX
fbem-23721	78	11	a	a	DET
fbem-23721	78	12	classic	classic	ADJ
fbem-23721	78	13	marketing	marketing	NOUN
fbem-23721	78	14	model	model	NOUN
fbem-23721	78	15	that	that	PRON
fbem-23721	78	16	is	be	AUX
fbem-23721	78	17	used	use	VERB
fbem-23721	78	18	to	to	PART
fbem-23721	78	19	identify	identify	VERB
fbem-23721	78	20	the	the	DET
fbem-23721	78	21	value	value	NOUN
fbem-23721	78	22	of	of	ADP
fbem-23721	78	23	a	a	DET
fbem-23721	78	24	customer	customer	NOUN
fbem-23721	78	25	.	.	PUNCT
fbem-23721	79	1	the	the	DET
fbem-23721	79	2	three	three	NUM
fbem-23721	79	3	indicators	indicator	NOUN
fbem-23721	79	4	of	of	ADP
fbem-23721	79	5	rfm	rfm	PROPN
fbem-23721	79	6	are	be	AUX
fbem-23721	79	7	user	user	NOUN
fbem-23721	79	8	activity	activity	NOUN
fbem-23721	79	9	indicator	indicator	NOUN
fbem-23721	79	10	-	-	PUNCT
fbem-23721	79	11	rencency	rencency	NOUN
fbem-23721	79	12	(	(	PUNCT
fbem-23721	79	13	the	the	DET
fbem-23721	79	14	most	most	ADV
fbem-23721	79	15	recent	recent	ADJ
fbem-23721	79	16	consumption	consumption	NOUN
fbem-23721	79	17	)	)	PUNCT
fbem-23721	79	18	,	,	PUNCT
fbem-23721	79	19	user	user	NOUN
fbem-23721	79	20	loyalty	loyalty	NOUN
fbem-23721	79	21	indicator	indicator	NOUN
fbem-23721	79	22	-	-	PUNCT
fbem-23721	79	23	frequency	frequency	NOUN
fbem-23721	79	24	(	(	PUNCT
fbem-23721	79	25	consumption	consumption	NOUN
fbem-23721	79	26	frequency	frequency	NOUN
fbem-23721	79	27	)	)	PUNCT
fbem-23721	79	28	,	,	PUNCT
fbem-23721	79	29	and	and	CCONJ
fbem-23721	79	30	user	user	NOUN
fbem-23721	79	31	spending	spending	NOUN
fbem-23721	79	32	power	power	NOUN
fbem-23721	79	33	indicatormonetary	indicatormonetary	NOUN
fbem-23721	79	34	(	(	PUNCT
fbem-23721	79	35	consumption	consumption	NOUN
fbem-23721	79	36	amount	amount	NOUN
fbem-23721	79	37	)	)	PUNCT
fbem-23721	79	38	,	,	PUNCT
fbem-23721	79	39	and	and	CCONJ
fbem-23721	79	40	the	the	DET
fbem-23721	79	41	first	first	ADJ
fbem-23721	79	42	letter	letter	NOUN
fbem-23721	79	43	combination	combination	NOUN
fbem-23721	79	44	of	of	ADP
fbem-23721	79	45	the	the	DET
fbem-23721	79	46	three	three	NUM
fbem-23721	79	47	indicators	indicator	NOUN
fbem-23721	79	48	.	.	PUNCT
fbem-23721	80	1	among	among	ADP
fbem-23721	80	2	them	they	PRON
fbem-23721	80	3	,	,	PUNCT
fbem-23721	80	4	recency	recency	NOUN
fbem-23721	80	5	refers	refer	VERB
fbem-23721	80	6	to	to	ADP
fbem-23721	80	7	the	the	DET
fbem-23721	80	8	time	time	NOUN
fbem-23721	80	9	of	of	ADP
fbem-23721	80	10	the	the	DET
fbem-23721	80	11	customer	customer	NOUN
fbem-23721	80	12	's	's	PART
fbem-23721	80	13	last	last	ADJ
fbem-23721	80	14	purchase	purchase	NOUN
fbem-23721	80	15	,	,	PUNCT
fbem-23721	80	16	frequency	frequency	NOUN
fbem-23721	80	17	refers	refer	VERB
fbem-23721	80	18	to	to	ADP
fbem-23721	80	19	the	the	DET
fbem-23721	80	20	number	number	NOUN
fbem-23721	80	21	of	of	ADP
fbem-23721	80	22	purchases	purchase	NOUN
fbem-23721	80	23	made	make	VERB
fbem-23721	80	24	by	by	ADP
fbem-23721	80	25	the	the	DET
fbem-23721	80	26	customer	customer	NOUN
fbem-23721	80	27	during	during	ADP
fbem-23721	80	28	the	the	DET
fbem-23721	80	29	observation	observation	NOUN
fbem-23721	80	30	period	period	NOUN
fbem-23721	80	31	,	,	PUNCT
fbem-23721	80	32	and	and	CCONJ
fbem-23721	80	33	monetary	monetary	ADJ
fbem-23721	80	34	refers	refer	VERB
fbem-23721	80	35	to	to	ADP
fbem-23721	80	36	the	the	DET
fbem-23721	80	37	total	total	ADJ
fbem-23721	80	38	consumption	consumption	NOUN
fbem-23721	80	39	amount	amount	NOUN
fbem-23721	80	40	of	of	ADP
fbem-23721	80	41	the	the	DET
fbem-23721	80	42	customer	customer	NOUN
fbem-23721	80	43	during	during	ADP
fbem-23721	80	44	the	the	DET
fbem-23721	80	45	observation	observation	NOUN
fbem-23721	80	46	period	period	NOUN
fbem-23721	80	47	.	.	PUNCT
fbem-23721	81	1	through	through	ADP
fbem-23721	81	2	the	the	DET
fbem-23721	81	3	comprehensive	comprehensive	ADJ
fbem-23721	81	4	analysis	analysis	NOUN
fbem-23721	81	5	of	of	ADP
fbem-23721	81	6	these	these	DET
fbem-23721	81	7	three	three	NUM
fbem-23721	81	8	metrics	metric	NOUN
fbem-23721	81	9	,	,	PUNCT
fbem-23721	81	10	the	the	DET
fbem-23721	81	11	rfm	rfm	PROPN
fbem-23721	81	12	model	model	NOUN
fbem-23721	81	13	can	can	AUX
fbem-23721	81	14	identify	identify	VERB
fbem-23721	81	15	customers	customer	NOUN
fbem-23721	81	16	with	with	ADP
fbem-23721	81	17	significant	significant	ADJ
fbem-23721	81	18	value	value	NOUN
fbem-23721	81	19	.	.	PUNCT
fbem-23721	82	1	it	it	PRON
fbem-23721	82	2	is	be	AUX
fbem-23721	82	3	generally	generally	ADV
fbem-23721	82	4	believed	believe	VERB
fbem-23721	82	5	that	that	SCONJ
fbem-23721	82	6	users	user	NOUN
fbem-23721	82	7	with	with	ADP
fbem-23721	82	8	a	a	DET
fbem-23721	82	9	short	short	ADJ
fbem-23721	82	10	time	time	NOUN
fbem-23721	82	11	interval	interval	NOUN
fbem-23721	82	12	of	of	ADP
fbem-23721	82	13	the	the	DET
fbem-23721	82	14	most	most	ADV
fbem-23721	82	15	recent	recent	ADJ
fbem-23721	82	16	consumption	consumption	NOUN
fbem-23721	82	17	and	and	CCONJ
fbem-23721	82	18	a	a	DET
fbem-23721	82	19	large	large	ADJ
fbem-23721	82	20	number	number	NOUN
fbem-23721	82	21	of	of	ADP
fbem-23721	82	22	recent	recent	ADJ
fbem-23721	82	23	purchases	purchase	NOUN
fbem-23721	82	24	have	have	VERB
fbem-23721	82	25	a	a	DET
fbem-23721	82	26	higher	high	ADJ
fbem-23721	82	27	recognition	recognition	NOUN
fbem-23721	82	28	of	of	ADP
fbem-23721	82	29	the	the	DET
fbem-23721	82	30	product	product	NOUN
fbem-23721	82	31	,	,	PUNCT
fbem-23721	82	32	so	so	CCONJ
fbem-23721	82	33	the	the	DET
fbem-23721	82	34	churn	churn	NOUN
fbem-23721	82	35	tendency	tendency	NOUN
fbem-23721	82	36	is	be	AUX
fbem-23721	82	37	low	low	ADJ
fbem-23721	82	38	.	.	PUNCT
fbem-23721	83	1	conversely	conversely	ADV
fbem-23721	83	2	,	,	PUNCT
fbem-23721	83	3	users	user	NOUN
fbem-23721	83	4	with	with	ADP
fbem-23721	83	5	a	a	DET
fbem-23721	83	6	longer	long	ADJ
fbem-23721	83	7	interval	interval	NOUN
fbem-23721	83	8	between	between	ADP
fbem-23721	83	9	the	the	DET
fbem-23721	83	10	most	most	ADV
fbem-23721	83	11	recent	recent	ADJ
fbem-23721	83	12	purchases	purchase	NOUN
fbem-23721	83	13	and	and	CCONJ
fbem-23721	83	14	a	a	DET
fbem-23721	83	15	smaller	small	ADJ
fbem-23721	83	16	recent	recent	ADJ
fbem-23721	83	17	consumption	consumption	NOUN
fbem-23721	83	18	frequency	frequency	NOUN
fbem-23721	83	19	and	and	CCONJ
fbem-23721	83	20	amount	amount	NOUN
fbem-23721	83	21	have	have	VERB
fbem-23721	83	22	a	a	DET
fbem-23721	83	23	higher	high	ADJ
fbem-23721	83	24	tendency	tendency	NOUN
fbem-23721	83	25	to	to	PART
fbem-23721	83	26	churn	churn	VERB
fbem-23721	83	27	and	and	CCONJ
fbem-23721	83	28	have	have	VERB
fbem-23721	83	29	a	a	DET
fbem-23721	83	30	lower	low	ADJ
fbem-23721	83	31	value	value	NOUN
fbem-23721	83	32	to	to	ADP
fbem-23721	83	33	the	the	DET
fbem-23721	83	34	platform	platform	NOUN
fbem-23721	83	35	.	.	PUNCT
fbem-23721	84	1	in	in	ADP
fbem-23721	84	2	this	this	DET
fbem-23721	84	3	study	study	NOUN
fbem-23721	84	4	,	,	PUNCT
fbem-23721	84	5	this	this	DET
fbem-23721	84	6	paper	paper	NOUN
fbem-23721	84	7	changes	change	VERB
fbem-23721	84	8	the	the	DET
fbem-23721	84	9	total	total	ADJ
fbem-23721	84	10	consumption	consumption	NOUN
fbem-23721	84	11	amount	amount	NOUN
fbem-23721	84	12	in	in	ADP
fbem-23721	84	13	the	the	DET
fbem-23721	84	14	rfm	rfm	PROPN
fbem-23721	84	15	model	model	NOUN
fbem-23721	84	16	to	to	ADP
fbem-23721	84	17	the	the	DET
fbem-23721	84	18	average	average	ADJ
fbem-23721	84	19	consumption	consumption	NOUN
fbem-23721	84	20	amount	amount	NOUN
fbem-23721	84	21	,	,	PUNCT
fbem-23721	84	22	aiming	aim	VERB
fbem-23721	84	23	to	to	PART
fbem-23721	84	24	eliminate	eliminate	VERB
fbem-23721	84	25	the	the	DET
fbem-23721	84	26	impact	impact	NOUN
fbem-23721	84	27	of	of	ADP
fbem-23721	84	28	the	the	DET
fbem-23721	84	29	linear	linear	ADJ
fbem-23721	84	30	relationship	relationship	NOUN
fbem-23721	84	31	between	between	ADP
fbem-23721	84	32	the	the	DET
fbem-23721	84	33	consumption	consumption	NOUN
fbem-23721	84	34	frequency	frequency	NOUN
fbem-23721	84	35	and	and	CCONJ
fbem-23721	84	36	the	the	DET
fbem-23721	84	37	total	total	ADJ
fbem-23721	84	38	consumption	consumption	NOUN
fbem-23721	84	39	amount	amount	NOUN
fbem-23721	84	40	on	on	ADP
fbem-23721	84	41	the	the	DET
fbem-23721	84	42	user	user	NOUN
fbem-23721	84	43	value	value	NOUN
fbem-23721	84	44	evaluation	evaluation	NOUN
fbem-23721	84	45	,	,	PUNCT
fbem-23721	84	46	and	and	CCONJ
fbem-23721	84	47	by	by	ADP
fbem-23721	84	48	replacing	replace	VERB
fbem-23721	84	49	the	the	DET
fbem-23721	84	50	total	total	ADJ
fbem-23721	84	51	consumption	consumption	NOUN
fbem-23721	84	52	amount	amount	NOUN
fbem-23721	84	53	with	with	ADP
fbem-23721	84	54	the	the	DET
fbem-23721	84	55	average	average	ADJ
fbem-23721	84	56	consumption	consumption	NOUN
fbem-23721	84	57	amount	amount	NOUN
fbem-23721	84	58	,	,	PUNCT
fbem-23721	84	59	the	the	DET
fbem-23721	84	60	user	user	NOUN
fbem-23721	84	61	's	's	PART
fbem-23721	84	62	value	value	NOUN
fbem-23721	84	63	can	can	AUX
fbem-23721	84	64	be	be	AUX
fbem-23721	84	65	more	more	ADV
fbem-23721	84	66	accurately	accurately	ADV
fbem-23721	84	67	evaluated	evaluate	VERB
fbem-23721	84	68	,	,	PUNCT
fbem-23721	84	69	so	so	SCONJ
fbem-23721	84	70	as	as	SCONJ
fbem-23721	84	71	to	to	PART
fbem-23721	84	72	improve	improve	VERB
fbem-23721	84	73	the	the	DET
fbem-23721	84	74	accuracy	accuracy	NOUN
fbem-23721	84	75	of	of	ADP
fbem-23721	84	76	prediction	prediction	NOUN
fbem-23721	84	77	.	.	PUNCT
fbem-23721	85	1	3.2	3.2	NUM
fbem-23721	85	2	.	.	PUNCT
fbem-23721	86	1	characteristics	characteristic	NOUN
fbem-23721	86	2	of	of	ADP
fbem-23721	86	3	user	user	NOUN
fbem-23721	86	4	value	value	NOUN
fbem-23721	86	5	evaluation	evaluation	NOUN
fbem-23721	86	6	—	—	PUNCT
fbem-23721	86	7	scoring	scoring	NOUN
fbem-23721	86	8	and	and	CCONJ
fbem-23721	86	9	review	review	VERB
fbem-23721	86	10	text	text	NOUN
fbem-23721	86	11	sentiment	sentiment	NOUN
fbem-23721	86	12	in	in	ADP
fbem-23721	86	13	the	the	DET
fbem-23721	86	14	context	context	NOUN
fbem-23721	86	15	of	of	ADP
fbem-23721	86	16	this	this	DET
fbem-23721	86	17	study	study	NOUN
fbem-23721	86	18	,	,	PUNCT
fbem-23721	86	19	user	user	NOUN
fbem-23721	86	20	evaluation	evaluation	NOUN
fbem-23721	86	21	specifically	specifically	ADV
fbem-23721	86	22	refers	refer	VERB
fbem-23721	86	23	to	to	ADP
fbem-23721	86	24	the	the	DET
fbem-23721	86	25	fact	fact	NOUN
fbem-23721	86	26	that	that	SCONJ
fbem-23721	86	27	after	after	SCONJ
fbem-23721	86	28	users	user	NOUN
fbem-23721	86	29	purchase	purchase	VERB
fbem-23721	86	30	products	product	NOUN
fbem-23721	86	31	on	on	ADP
fbem-23721	86	32	the	the	DET
fbem-23721	86	33	digital	digital	ADJ
fbem-23721	86	34	platform	platform	NOUN
fbem-23721	86	35	of	of	ADP
fbem-23721	86	36	traditional	traditional	ADJ
fbem-23721	86	37	supermarkets	supermarket	NOUN
fbem-23721	86	38	(	(	PUNCT
fbem-23721	86	39	taking	take	VERB
fbem-23721	86	40	ehime	ehime	NOUN
fbem-23721	86	41	orange	orange	NOUN
fbem-23721	86	42	on	on	ADP
fbem-23721	86	43	wumart	wumart	ADJ
fbem-23721	86	44	supermarket	supermarket	NOUN
fbem-23721	86	45	online	online	PROPN
fbem-23721	86	46	mini	mini	NOUN
fbem-23721	86	47	program	program	NOUN
fbem-23721	86	48	as	as	ADP
fbem-23721	86	49	an	an	DET
fbem-23721	86	50	example	example	NOUN
fbem-23721	86	51	)	)	PUNCT
fbem-23721	86	52	,	,	PUNCT
fbem-23721	86	53	users	user	NOUN
fbem-23721	86	54	can	can	AUX
fbem-23721	86	55	give	give	VERB
fbem-23721	86	56	ratings	rating	NOUN
fbem-23721	86	57	and	and	CCONJ
fbem-23721	86	58	textual	textual	ADJ
fbem-23721	86	59	evaluations	evaluation	NOUN
fbem-23721	86	60	on	on	ADP
fbem-23721	86	61	the	the	DET
fbem-23721	86	62	price	price	NOUN
fbem-23721	86	63	,	,	PUNCT
fbem-23721	86	64	freshness	freshness	NOUN
fbem-23721	86	65	and	and	CCONJ
fbem-23721	86	66	purchase	purchase	NOUN
fbem-23721	86	67	feelings	feeling	NOUN
fbem-23721	86	68	of	of	ADP
fbem-23721	86	69	the	the	DET
fbem-23721	86	70	products	product	NOUN
fbem-23721	86	71	in	in	ADP
fbem-23721	86	72	the	the	DET
fbem-23721	86	73	review	review	NOUN
fbem-23721	86	74	system	system	NOUN
fbem-23721	86	75	.	.	PUNCT
fbem-23721	87	1	these	these	DET
fbem-23721	87	2	reviews	review	NOUN
fbem-23721	87	3	can	can	AUX
fbem-23721	87	4	help	help	VERB
fbem-23721	87	5	other	other	ADJ
fbem-23721	87	6	users	user	NOUN
fbem-23721	87	7	better	well	ADV
fbem-23721	87	8	understand	understand	VERB
fbem-23721	87	9	the	the	DET
fbem-23721	87	10	pros	pro	NOUN
fbem-23721	87	11	and	and	CCONJ
fbem-23721	87	12	cons	con	NOUN
fbem-23721	87	13	of	of	ADP
fbem-23721	87	14	the	the	DET
fbem-23721	87	15	product	product	NOUN
fbem-23721	87	16	,	,	PUNCT
fbem-23721	87	17	so	so	SCONJ
fbem-23721	87	18	they	they	PRON
fbem-23721	87	19	can	can	AUX
fbem-23721	87	20	make	make	VERB
fbem-23721	87	21	more	more	ADV
fbem-23721	87	22	informed	informed	ADJ
fbem-23721	87	23	purchasing	purchasing	NOUN
fbem-23721	87	24	decisions	decision	NOUN
fbem-23721	87	25	.	.	PUNCT
fbem-23721	88	1	in	in	ADP
fbem-23721	88	2	the	the	DET
fbem-23721	88	3	review	review	NOUN
fbem-23721	88	4	system	system	NOUN
fbem-23721	88	5	,	,	PUNCT
fbem-23721	88	6	the	the	DET
fbem-23721	88	7	rating	rating	NOUN
fbem-23721	88	8	is	be	AUX
fbem-23721	88	9	usually	usually	ADV
fbem-23721	88	10	presented	present	VERB
fbem-23721	88	11	in	in	ADP
fbem-23721	88	12	the	the	DET
fbem-23721	88	13	form	form	NOUN
fbem-23721	88	14	of	of	ADP
fbem-23721	88	15	stars	star	NOUN
fbem-23721	88	16	,	,	PUNCT
fbem-23721	88	17	generally	generally	ADV
fbem-23721	88	18	1	1	NUM
fbem-23721	88	19	-	-	SYM
fbem-23721	88	20	5	5	NUM
fbem-23721	88	21	stars	star	NOUN
fbem-23721	88	22	,	,	PUNCT
fbem-23721	88	23	of	of	ADP
fbem-23721	88	24	which	which	PRON
fbem-23721	88	25	5	5	NUM
fbem-23721	88	26	stars	star	NOUN
fbem-23721	88	27	represent	represent	VERB
fbem-23721	88	28	the	the	DET
fbem-23721	88	29	highest	high	ADJ
fbem-23721	88	30	evaluation	evaluation	NOUN
fbem-23721	88	31	,	,	PUNCT
fbem-23721	88	32	1	1	NUM
fbem-23721	88	33	star	star	NOUN
fbem-23721	88	34	represents	represent	VERB
fbem-23721	88	35	the	the	DET
fbem-23721	88	36	lowest	low	ADJ
fbem-23721	88	37	evaluation	evaluation	NOUN
fbem-23721	88	38	,	,	PUNCT
fbem-23721	88	39	the	the	DET
fbem-23721	88	40	numerical	numerical	ADJ
fbem-23721	88	41	or	or	CCONJ
fbem-23721	88	42	starlevel	starlevel	ADJ
fbem-23721	88	43	scoring	scoring	NOUN
fbem-23721	88	44	is	be	AUX
fbem-23721	88	45	concise	concise	ADJ
fbem-23721	88	46	and	and	CCONJ
fbem-23721	88	47	direct	direct	ADJ
fbem-23721	88	48	,	,	PUNCT
fbem-23721	88	49	and	and	CCONJ
fbem-23721	88	50	the	the	DET
fbem-23721	88	51	operation	operation	NOUN
fbem-23721	88	52	is	be	AUX
fbem-23721	88	53	convenient	convenient	ADJ
fbem-23721	88	54	,	,	PUNCT
fbem-23721	88	55	while	while	SCONJ
fbem-23721	88	56	the	the	DET
fbem-23721	88	57	evaluation	evaluation	NOUN
fbem-23721	88	58	in	in	ADP
fbem-23721	88	59	the	the	DET
fbem-23721	88	60	form	form	NOUN
fbem-23721	88	61	of	of	ADP
fbem-23721	88	62	text	text	NOUN
fbem-23721	88	63	can	can	AUX
fbem-23721	88	64	more	more	ADV
fbem-23721	88	65	carefully	carefully	ADV
fbem-23721	88	66	and	and	CCONJ
fbem-23721	88	67	comprehensively	comprehensively	ADV
fbem-23721	88	68	express	express	VERB
fbem-23721	88	69	the	the	DET
fbem-23721	88	70	user	user	NOUN
fbem-23721	88	71	's	's	PART
fbem-23721	88	72	purchase	purchase	NOUN
fbem-23721	88	73	feelings	feeling	NOUN
fbem-23721	88	74	,	,	PUNCT
fbem-23721	88	75	which	which	PRON
fbem-23721	88	76	is	be	AUX
fbem-23721	88	77	the	the	DET
fbem-23721	88	78	withdrawal	withdrawal	NOUN
fbem-23721	88	79	of	of	ADP
fbem-23721	88	80	the	the	DET
fbem-23721	88	81	user	user	NOUN
fbem-23721	88	82	's	's	PART
fbem-23721	88	83	emotional	emotional	ADJ
fbem-23721	88	84	attitude	attitude	NOUN
fbem-23721	88	85	.	.	PUNCT
fbem-23721	89	1	these	these	DET
fbem-23721	89	2	reviews	review	NOUN
fbem-23721	89	3	are	be	AUX
fbem-23721	89	4	also	also	ADV
fbem-23721	89	5	very	very	ADV
fbem-23721	89	6	valuable	valuable	ADJ
fbem-23721	89	7	for	for	SCONJ
fbem-23721	89	8	businesses	business	NOUN
fbem-23721	89	9	to	to	PART
fbem-23721	89	10	understand	understand	VERB
fbem-23721	89	11	the	the	DET
fbem-23721	89	12	needs	need	NOUN
fbem-23721	89	13	and	and	CCONJ
fbem-23721	89	14	feedback	feedback	NOUN
fbem-23721	89	15	of	of	ADP
fbem-23721	89	16	users	user	NOUN
fbem-23721	89	17	,	,	PUNCT
fbem-23721	89	18	so	so	SCONJ
fbem-23721	89	19	as	as	SCONJ
fbem-23721	89	20	to	to	PART
fbem-23721	89	21	improve	improve	VERB
fbem-23721	89	22	products	product	NOUN
fbem-23721	89	23	and	and	CCONJ
fbem-23721	89	24	services	service	NOUN
fbem-23721	89	25	,	,	PUNCT
fbem-23721	89	26	and	and	CCONJ
fbem-23721	89	27	increase	increase	VERB
fbem-23721	89	28	user	user	NOUN
fbem-23721	89	29	satisfaction	satisfaction	NOUN
fbem-23721	89	30	and	and	CCONJ
fbem-23721	89	31	loyalty	loyalty	NOUN
fbem-23721	89	32	.	.	PUNCT
fbem-23721	90	1	the	the	DET
fbem-23721	90	2	more	more	ADV
fbem-23721	90	3	positive	positive	ADJ
fbem-23721	90	4	the	the	DET
fbem-23721	90	5	sentiment	sentiment	NOUN
fbem-23721	90	6	tendency	tendency	NOUN
fbem-23721	90	7	of	of	ADP
fbem-23721	90	8	the	the	DET
fbem-23721	90	9	review	review	NOUN
fbem-23721	90	10	text	text	NOUN
fbem-23721	90	11	,	,	PUNCT
fbem-23721	90	12	the	the	PRON
fbem-23721	90	13	higher	high	ADJ
fbem-23721	90	14	the	the	DET
fbem-23721	90	15	customer	customer	NOUN
fbem-23721	90	16	's	's	PART
fbem-23721	90	17	consumer	consumer	NOUN
fbem-23721	90	18	satisfaction	satisfaction	NOUN
fbem-23721	90	19	,	,	PUNCT
fbem-23721	90	20	the	the	PRON
fbem-23721	90	21	greater	great	ADJ
fbem-23721	90	22	the	the	DET
fbem-23721	90	23	likelihood	likelihood	NOUN
fbem-23721	90	24	of	of	ADP
fbem-23721	90	25	continuing	continue	VERB
fbem-23721	90	26	to	to	PART
fbem-23721	90	27	buy	buy	VERB
fbem-23721	90	28	on	on	ADP
fbem-23721	90	29	the	the	DET
fbem-23721	90	30	platform	platform	NOUN
fbem-23721	90	31	,	,	PUNCT
fbem-23721	90	32	and	and	CCONJ
fbem-23721	90	33	the	the	PRON
fbem-23721	90	34	lower	low	ADJ
fbem-23721	90	35	the	the	DET
fbem-23721	90	36	risk	risk	NOUN
fbem-23721	90	37	.	.	PUNCT
fbem-23721	91	1	conversely	conversely	ADV
fbem-23721	91	2	,	,	PUNCT
fbem-23721	91	3	users	user	NOUN
fbem-23721	91	4	with	with	ADP
fbem-23721	91	5	a	a	DET
fbem-23721	91	6	more	more	ADV
fbem-23721	91	7	negative	negative	ADJ
fbem-23721	91	8	emotional	emotional	ADJ
fbem-23721	91	9	tendency	tendency	NOUN
fbem-23721	91	10	in	in	ADP
fbem-23721	91	11	the	the	DET
fbem-23721	91	12	review	review	NOUN
fbem-23721	91	13	text	text	NOUN
fbem-23721	91	14	have	have	VERB
fbem-23721	91	15	lower	low	ADJ
fbem-23721	91	16	satisfaction	satisfaction	NOUN
fbem-23721	91	17	,	,	PUNCT
fbem-23721	91	18	less	less	ADV
fbem-23721	91	19	likely	likely	ADJ
fbem-23721	91	20	to	to	PART
fbem-23721	91	21	continue	continue	VERB
fbem-23721	91	22	paying	pay	VERB
fbem-23721	91	23	,	,	PUNCT
fbem-23721	91	24	and	and	CCONJ
fbem-23721	91	25	higher	high	ADJ
fbem-23721	91	26	risk	risk	NOUN
fbem-23721	91	27	of	of	ADP
fbem-23721	91	28	churn	churn	NOUN
fbem-23721	91	29	.	.	PUNCT
fbem-23721	92	1	therefore	therefore	ADV
fbem-23721	92	2	,	,	PUNCT
fbem-23721	92	3	there	there	PRON
fbem-23721	92	4	is	be	VERB
fbem-23721	92	5	some	some	DET
fbem-23721	92	6	value	value	NOUN
fbem-23721	92	7	in	in	ADP
fbem-23721	92	8	dissecting	dissect	VERB
fbem-23721	92	9	the	the	DET
fbem-23721	92	10	personal	personal	ADJ
fbem-23721	92	11	emotions	emotion	NOUN
fbem-23721	92	12	implicit	implicit	ADJ
fbem-23721	92	13	in	in	ADP
fbem-23721	92	14	the	the	DET
fbem-23721	92	15	comments	comment	NOUN
fbem-23721	92	16	and	and	CCONJ
fbem-23721	92	17	incorporating	incorporate	VERB
fbem-23721	92	18	them	they	PRON
fbem-23721	92	19	into	into	ADP
fbem-23721	92	20	the	the	DET
fbem-23721	92	21	user	user	NOUN
fbem-23721	92	22	churn	churn	NOUN
fbem-23721	92	23	prediction	prediction	NOUN
fbem-23721	92	24	model	model	NOUN
fbem-23721	92	25	.	.	PUNCT
fbem-23721	93	1	text	text	NOUN
fbem-23721	93	2	sentiment	sentiment	NOUN
fbem-23721	93	3	analysis	analysis	NOUN
fbem-23721	93	4	,	,	PUNCT
fbem-23721	93	5	also	also	ADV
fbem-23721	93	6	known	know	VERB
fbem-23721	93	7	as	as	ADP
fbem-23721	93	8	opinion	opinion	NOUN
fbem-23721	93	9	mining	mining	NOUN
fbem-23721	93	10	,	,	PUNCT
fbem-23721	93	11	is	be	AUX
fbem-23721	93	12	the	the	DET
fbem-23721	93	13	process	process	NOUN
fbem-23721	93	14	of	of	ADP
fbem-23721	93	15	collecting	collecting	NOUN
fbem-23721	93	16	,	,	PUNCT
fbem-23721	93	17	processing	processing	NOUN
fbem-23721	93	18	,	,	PUNCT
fbem-23721	93	19	analyzing	analyzing	NOUN
fbem-23721	93	20	,	,	PUNCT
fbem-23721	93	21	inducting	induct	VERB
fbem-23721	93	22	,	,	PUNCT
fbem-23721	93	23	and	and	CCONJ
fbem-23721	93	24	reasoning	reason	VERB
fbem-23721	93	25	about	about	ADP
fbem-23721	93	26	subjective	subjective	ADJ
fbem-23721	93	27	texts	text	NOUN
fbem-23721	93	28	with	with	ADP
fbem-23721	93	29	emotional	emotional	ADJ
fbem-23721	93	30	overtones	overtone	NOUN
fbem-23721	93	31	.	.	PUNCT
fbem-23721	94	1	it	it	PRON
fbem-23721	94	2	is	be	AUX
fbem-23721	94	3	an	an	DET
fbem-23721	94	4	interdisciplinary	interdisciplinary	ADJ
fbem-23721	94	5	discipline	discipline	NOUN
fbem-23721	94	6	involving	involve	VERB
fbem-23721	94	7	multiple	multiple	ADJ
fbem-23721	94	8	research	research	NOUN
fbem-23721	94	9	fields	field	NOUN
fbem-23721	94	10	such	such	ADJ
fbem-23721	94	11	as	as	ADP
fbem-23721	94	12	artificial	artificial	ADJ
fbem-23721	94	13	intelligence	intelligence	NOUN
fbem-23721	94	14	,	,	PUNCT
fbem-23721	94	15	machine	machine	NOUN
fbem-23721	94	16	learning	learning	NOUN
fbem-23721	94	17	,	,	PUNCT
fbem-23721	94	18	data	datum	NOUN
fbem-23721	94	19	mining	mining	NOUN
fbem-23721	94	20	,	,	PUNCT
fbem-23721	94	21	and	and	CCONJ
fbem-23721	94	22	natural	natural	ADJ
fbem-23721	94	23	language	language	NOUN
fbem-23721	94	24	processing	processing	NOUN
fbem-23721	94	25	.	.	PUNCT
fbem-23721	95	1	at	at	ADP
fbem-23721	95	2	present	present	ADJ
fbem-23721	95	3	,	,	PUNCT
fbem-23721	95	4	many	many	ADJ
fbem-23721	95	5	scholars	scholar	NOUN
fbem-23721	95	6	have	have	AUX
fbem-23721	95	7	conducted	conduct	VERB
fbem-23721	95	8	research	research	NOUN
fbem-23721	95	9	on	on	ADP
fbem-23721	95	10	user	user	NOUN
fbem-23721	95	11	reviews	review	NOUN
fbem-23721	95	12	.	.	PUNCT
fbem-23721	96	1	for	for	ADP
fbem-23721	96	2	example	example	NOUN
fbem-23721	96	3	,	,	PUNCT
fbem-23721	96	4	feng	feng	PROPN
fbem-23721	96	5	jianying	jianying	PROPN
fbem-23721	96	6	et	et	PROPN
fbem-23721	96	7	al	al	PROPN
fbem-23721	96	8	.	.	PUNCT
fbem-23721	97	1	[	[	X
fbem-23721	97	2	24	24	NUM
fbem-23721	97	3	]	]	PUNCT
fbem-23721	97	4	took	take	VERB
fbem-23721	97	5	the	the	DET
fbem-23721	97	6	e	e	NOUN
fbem-23721	97	7	-	-	NOUN
fbem-23721	97	8	commerce	commerce	ADJ
fbem-23721	97	9	review	review	NOUN
fbem-23721	97	10	data	datum	NOUN
fbem-23721	97	11	of	of	ADP
fbem-23721	97	12	fresh	fresh	ADJ
fbem-23721	97	13	agricultural	agricultural	ADJ
fbem-23721	97	14	products	product	NOUN
fbem-23721	97	15	as	as	ADP
fbem-23721	97	16	the	the	DET
fbem-23721	97	17	object	object	NOUN
fbem-23721	97	18	,	,	PUNCT
fbem-23721	97	19	based	base	VERB
fbem-23721	97	20	on	on	ADP
fbem-23721	97	21	different	different	ADJ
fbem-23721	97	22	models	model	NOUN
fbem-23721	97	23	and	and	CCONJ
fbem-23721	97	24	technologies	technology	NOUN
fbem-23721	97	25	such	such	ADJ
fbem-23721	97	26	as	as	ADP
fbem-23721	97	27	dictionaries	dictionary	NOUN
fbem-23721	97	28	,	,	PUNCT
fbem-23721	97	29	lda	lda	ADJ
fbem-23721	97	30	topics	topic	NOUN
fbem-23721	97	31	,	,	PUNCT
fbem-23721	97	32	and	and	CCONJ
fbem-23721	97	33	machine	machine	NOUN
fbem-23721	97	34	learning	learning	NOUN
fbem-23721	97	35	,	,	PUNCT
fbem-23721	97	36	and	and	CCONJ
fbem-23721	97	37	conducted	conduct	VERB
fbem-23721	97	38	text	text	NOUN
fbem-23721	97	39	analysis	analysis	NOUN
fbem-23721	97	40	,	,	PUNCT
fbem-23721	97	41	focusing	focus	VERB
fbem-23721	97	42	on	on	ADP
fbem-23721	97	43	the	the	DET
fbem-23721	97	44	analysis	analysis	NOUN
fbem-23721	97	45	of	of	ADP
fbem-23721	97	46	the	the	DET
fbem-23721	97	47	influence	influence	NOUN
fbem-23721	97	48	mechanism	mechanism	NOUN
fbem-23721	97	49	of	of	ADP
fbem-23721	97	50	review	review	NOUN
fbem-23721	97	51	text	text	NOUN
fbem-23721	97	52	on	on	ADP
fbem-23721	97	53	the	the	DET
fbem-23721	97	54	sales	sale	NOUN
fbem-23721	97	55	of	of	ADP
fbem-23721	97	56	fresh	fresh	ADJ
fbem-23721	97	57	agricultural	agricultural	ADJ
fbem-23721	97	58	products	product	NOUN
fbem-23721	97	59	,	,	PUNCT
fbem-23721	97	60	the	the	DET
fbem-23721	97	61	information	information	NOUN
fbem-23721	97	62	and	and	CCONJ
fbem-23721	97	63	emotional	emotional	ADJ
fbem-23721	97	64	attributes	attribute	NOUN
fbem-23721	97	65	of	of	ADP
fbem-23721	97	66	reviews	review	NOUN
fbem-23721	97	67	,	,	PUNCT
fbem-23721	97	68	and	and	CCONJ
fbem-23721	97	69	the	the	DET
fbem-23721	97	70	impact	impact	NOUN
fbem-23721	97	71	of	of	ADP
fbem-23721	97	72	review	review	NOUN
fbem-23721	97	73	contradiction	contradiction	NOUN
fbem-23721	97	74	on	on	ADP
fbem-23721	97	75	the	the	DET
fbem-23721	97	76	online	online	ADJ
fbem-23721	97	77	sales	sale	NOUN
fbem-23721	97	78	of	of	ADP
fbem-23721	97	79	fresh	fresh	ADJ
fbem-23721	97	80	agricultural	agricultural	ADJ
fbem-23721	97	81	products	product	NOUN
fbem-23721	97	82	.	.	PUNCT
fbem-23721	98	1	the	the	DET
fbem-23721	98	2	research	research	NOUN
fbem-23721	98	3	of	of	ADP
fbem-23721	98	4	liu	liu	PROPN
fbem-23721	98	5	ji	ji	PROPN
fbem-23721	99	1	[	[	X
fbem-23721	99	2	25	25	NUM
fbem-23721	99	3	]	]	PUNCT
fbem-23721	99	4	shows	show	VERB
fbem-23721	99	5	that	that	SCONJ
fbem-23721	99	6	the	the	DET
fbem-23721	99	7	model	model	NOUN
fbem-23721	99	8	combining	combine	VERB
fbem-23721	99	9	bert	bert	NOUN
fbem-23721	99	10	and	and	CCONJ
fbem-23721	99	11	bilstm	bilstm	NOUN
fbem-23721	99	12	(	(	PUNCT
fbem-23721	99	13	m2bert	m2bert	NOUN
fbem-23721	99	14	-	-	PUNCT
fbem-23721	99	15	bilstm	bilstm	NOUN
fbem-23721	99	16	)	)	PUNCT
fbem-23721	99	17	has	have	VERB
fbem-23721	99	18	certain	certain	ADJ
fbem-23721	99	19	effectiveness	effectiveness	NOUN
fbem-23721	99	20	in	in	ADP
fbem-23721	99	21	the	the	DET
fbem-23721	99	22	sentiment	sentiment	NOUN
fbem-23721	99	23	analysis	analysis	NOUN
fbem-23721	99	24	of	of	ADP
fbem-23721	99	25	unbalanced	unbalanced	ADJ
fbem-23721	99	26	text	text	NOUN
fbem-23721	99	27	of	of	ADP
fbem-23721	99	28	network	network	NOUN
fbem-23721	99	29	public	public	ADJ
fbem-23721	99	30	opinion	opinion	NOUN
fbem-23721	99	31	.	.	PUNCT
fbem-23721	100	1	the	the	DET
fbem-23721	100	2	model	model	NOUN
fbem-23721	100	3	can	can	AUX
fbem-23721	100	4	effectively	effectively	ADV
fbem-23721	100	5	process	process	VERB
fbem-23721	100	6	unbalanced	unbalanced	ADJ
fbem-23721	100	7	text	text	NOUN
fbem-23721	100	8	data	datum	NOUN
fbem-23721	100	9	and	and	CCONJ
fbem-23721	100	10	improve	improve	VERB
fbem-23721	100	11	the	the	DET
fbem-23721	100	12	accuracy	accuracy	NOUN
fbem-23721	100	13	and	and	CCONJ
fbem-23721	100	14	reliability	reliability	NOUN
fbem-23721	100	15	of	of	ADP
fbem-23721	100	16	sentiment	sentiment	NOUN
fbem-23721	100	17	analysis	analysis	NOUN
fbem-23721	100	18	.	.	PUNCT
fbem-23721	101	1	at	at	ADP
fbem-23721	101	2	the	the	DET
fbem-23721	101	3	same	same	ADJ
fbem-23721	101	4	time	time	NOUN
fbem-23721	101	5	,	,	PUNCT
fbem-23721	101	6	the	the	DET
fbem-23721	101	7	study	study	NOUN
fbem-23721	101	8	also	also	ADV
fbem-23721	101	9	gives	give	VERB
fbem-23721	101	10	suggestions	suggestion	NOUN
fbem-23721	101	11	on	on	ADP
fbem-23721	101	12	the	the	DET
fbem-23721	101	13	direction	direction	NOUN
fbem-23721	101	14	of	of	ADP
fbem-23721	101	15	online	online	ADJ
fbem-23721	101	16	public	public	ADJ
fbem-23721	101	17	opinion	opinion	NOUN
fbem-23721	101	18	guidance	guidance	NOUN
fbem-23721	101	19	for	for	ADP
fbem-23721	101	20	the	the	DET
fbem-23721	101	21	"	"	PUNCT
fbem-23721	101	22	new	new	ADJ
fbem-23721	101	23	coronavirus	coronavirus	NOUN
fbem-23721	101	24	pneumonia	pneumonia	NOUN
fbem-23721	101	25	"	"	PUNCT
fbem-23721	101	26	incident	incident	NOUN
fbem-23721	101	27	,	,	PUNCT
fbem-23721	101	28	which	which	PRON
fbem-23721	101	29	provides	provide	VERB
fbem-23721	101	30	a	a	DET
fbem-23721	101	31	valuable	valuable	ADJ
fbem-23721	101	32	reference	reference	NOUN
fbem-23721	101	33	for	for	ADP
fbem-23721	101	34	enterprises	enterprise	NOUN
fbem-23721	101	35	and	and	CCONJ
fbem-23721	101	36	government	government	NOUN
fbem-23721	101	37	departments	department	NOUN
fbem-23721	101	38	.	.	PUNCT
fbem-23721	102	1	text	text	NOUN
fbem-23721	102	2	sentiment	sentiment	NOUN
fbem-23721	102	3	analysis	analysis	NOUN
fbem-23721	102	4	is	be	AUX
fbem-23721	102	5	primarily	primarily	ADV
fbem-23721	102	6	based	base	VERB
fbem-23721	102	7	on	on	ADP
fbem-23721	102	8	dictionaries	dictionary	NOUN
fbem-23721	102	9	or	or	CCONJ
fbem-23721	102	10	machine	machine	NOUN
fbem-23721	102	11	learning	learning	NOUN
fbem-23721	102	12	methods	method	NOUN
fbem-23721	102	13	.	.	PUNCT
fbem-23721	103	1	compared	compare	VERB
fbem-23721	103	2	with	with	ADP
fbem-23721	103	3	complex	complex	ADJ
fbem-23721	103	4	machine	machine	NOUN
fbem-23721	103	5	learning	learning	NOUN
fbem-23721	103	6	-	-	PUNCT
fbem-23721	103	7	based	base	VERB
fbem-23721	103	8	methods	method	NOUN
fbem-23721	103	9	,	,	PUNCT
fbem-23721	103	10	the	the	DET
fbem-23721	103	11	dictionary	dictionary	NOUN
fbem-23721	103	12	-	-	PUNCT
fbem-23721	103	13	based	base	VERB
fbem-23721	103	14	method	method	NOUN
fbem-23721	103	15	can	can	AUX
fbem-23721	103	16	quickly	quickly	ADV
fbem-23721	103	17	and	and	CCONJ
fbem-23721	103	18	accurately	accurately	ADV
fbem-23721	103	19	quantify	quantify	ADJ
fbem-23721	103	20	sentiment	sentiment	NOUN
fbem-23721	103	21	,	,	PUNCT
fbem-23721	103	22	so	so	SCONJ
fbem-23721	103	23	this	this	DET
fbem-23721	103	24	study	study	NOUN
fbem-23721	103	25	uses	use	VERB
fbem-23721	103	26	a	a	DET
fbem-23721	103	27	dictionary	dictionary	ADJ
fbem-23721	103	28	method	method	NOUN
fbem-23721	103	29	to	to	PART
fbem-23721	103	30	achieve	achieve	VERB
fbem-23721	103	31	sentiment	sentiment	NOUN
fbem-23721	103	32	analysis	analysis	NOUN
fbem-23721	103	33	.	.	PUNCT
fbem-23721	104	1	this	this	DET
fbem-23721	104	2	study	study	NOUN
fbem-23721	104	3	is	be	AUX
fbem-23721	104	4	based	base	VERB
fbem-23721	104	5	on	on	ADP
fbem-23721	104	6	the	the	DET
fbem-23721	104	7	ontology	ontology	NOUN
fbem-23721	104	8	database	database	NOUN
fbem-23721	104	9	of	of	ADP
fbem-23721	104	10	emotional	emotional	ADJ
fbem-23721	104	11	vocabulary	vocabulary	NOUN
fbem-23721	104	12	of	of	ADP
fbem-23721	104	13	dalian	dalian	PROPN
fbem-23721	104	14	university	university	PROPN
fbem-23721	104	15	of	of	ADP
fbem-23721	104	16	technology	technology	NOUN
fbem-23721	104	17	as	as	ADP
fbem-23721	104	18	the	the	DET
fbem-23721	104	19	basic	basic	ADJ
fbem-23721	104	20	emotional	emotional	ADJ
fbem-23721	104	21	dictionary	dictionary	NOUN
fbem-23721	104	22	,	,	PUNCT
fbem-23721	104	23	and	and	CCONJ
fbem-23721	104	24	each	each	DET
fbem-23721	104	25	word	word	NOUN
fbem-23721	104	26	corresponds	correspond	VERB
fbem-23721	104	27	to	to	ADP
fbem-23721	104	28	the	the	DET
fbem-23721	104	29	polarity	polarity	NOUN
fbem-23721	104	30	of	of	ADP
fbem-23721	104	31	an	an	DET
fbem-23721	104	32	emotion	emotion	NOUN
fbem-23721	104	33	under	under	ADP
fbem-23721	104	34	each	each	DET
fbem-23721	104	35	type	type	NOUN
fbem-23721	104	36	of	of	ADP
fbem-23721	104	37	emotion	emotion	NOUN
fbem-23721	104	38	,	,	PUNCT
fbem-23721	104	39	where	where	SCONJ
fbem-23721	104	40	0	0	NUM
fbem-23721	104	41	represents	represent	VERB
fbem-23721	104	42	neutral	neutral	ADJ
fbem-23721	104	43	,	,	PUNCT
fbem-23721	104	44	1	1	NUM
fbem-23721	104	45	represents	represent	VERB
fbem-23721	104	46	positive	positive	ADJ
fbem-23721	104	47	emotion	emotion	NOUN
fbem-23721	104	48	,	,	PUNCT
fbem-23721	104	49	and	and	CCONJ
fbem-23721	104	50	2	2	NUM
fbem-23721	104	51	represents	represent	VERB
fbem-23721	104	52	negative	negative	ADJ
fbem-23721	104	53	emotion	emotion	NOUN
fbem-23721	104	54	.	.	PUNCT
fbem-23721	105	1	each	each	DET
fbem-23721	105	2	emotion	emotion	NOUN
fbem-23721	105	3	word	word	NOUN
fbem-23721	105	4	has	have	VERB
fbem-23721	105	5	five	five	NUM
fbem-23721	105	6	levels	level	NOUN
fbem-23721	105	7	of	of	ADP
fbem-23721	105	8	emotional	emotional	ADJ
fbem-23721	105	9	intensity	intensity	NOUN
fbem-23721	105	10	:	:	PUNCT
fbem-23721	105	11	1	1	NUM
fbem-23721	105	12	,	,	PUNCT
fbem-23721	105	13	3	3	NUM
fbem-23721	105	14	,	,	PUNCT
fbem-23721	105	15	5	5	NUM
fbem-23721	105	16	,	,	PUNCT
fbem-23721	105	17	7	7	NUM
fbem-23721	105	18	,	,	PUNCT
fbem-23721	105	19	and	and	CCONJ
fbem-23721	105	20	9	9	NUM
fbem-23721	105	21	,	,	PUNCT
fbem-23721	105	22	which	which	PRON
fbem-23721	105	23	is	be	AUX
fbem-23721	105	24	much	much	ADV
fbem-23721	105	25	more	more	ADV
fbem-23721	105	26	refined	refined	ADJ
fbem-23721	105	27	than	than	ADP
fbem-23721	105	28	other	other	ADJ
fbem-23721	105	29	dictionaries	dictionary	NOUN
fbem-23721	105	30	.	.	PUNCT
fbem-23721	106	1	in	in	ADP
fbem-23721	106	2	order	order	NOUN
fbem-23721	106	3	to	to	PART
fbem-23721	106	4	facilitate	facilitate	VERB
fbem-23721	106	5	the	the	DET
fbem-23721	106	6	subsequent	subsequent	ADJ
fbem-23721	106	7	calculation	calculation	NOUN
fbem-23721	106	8	,	,	PUNCT
fbem-23721	106	9	the	the	DET
fbem-23721	106	10	emotional	emotional	ADJ
fbem-23721	106	11	intensity	intensity	NOUN
fbem-23721	106	12	of	of	ADP
fbem-23721	106	13	1	1	NUM
fbem-23721	106	14	,	,	PUNCT
fbem-23721	106	15	3	3	NUM
fbem-23721	106	16	,	,	PUNCT
fbem-23721	106	17	5	5	NUM
fbem-23721	106	18	,	,	PUNCT
fbem-23721	106	19	7	7	NUM
fbem-23721	106	20	and	and	CCONJ
fbem-23721	106	21	9	9	NUM
fbem-23721	106	22	was	be	AUX
fbem-23721	106	23	assigned	assign	VERB
fbem-23721	106	24	1	1	NUM
fbem-23721	106	25	,	,	PUNCT
fbem-23721	106	26	3	3	NUM
fbem-23721	106	27	,	,	PUNCT
fbem-23721	106	28	5	5	NUM
fbem-23721	106	29	,	,	PUNCT
fbem-23721	106	30	7	7	NUM
fbem-23721	106	31	and	and	CCONJ
fbem-23721	106	32	9	9	NUM
fbem-23721	106	33	points	point	NOUN
fbem-23721	106	34	,	,	PUNCT
fbem-23721	106	35	respectively	respectively	ADV
fbem-23721	106	36	,	,	PUNCT
fbem-23721	106	37	and	and	CCONJ
fbem-23721	106	38	the	the	DET
fbem-23721	106	39	polarity	polarity	NOUN
fbem-23721	106	40	value	value	NOUN
fbem-23721	106	41	representing	represent	VERB
fbem-23721	106	42	negative	negative	ADJ
fbem-23721	106	43	emotion	emotion	NOUN
fbem-23721	106	44	was	be	AUX
fbem-23721	106	45	assigned	assign	VERB
fbem-23721	106	46	to	to	AUX
fbem-23721	106	47	-1	-1	VERB
fbem-23721	106	48	.	.	PUNCT
fbem-23721	107	1	the	the	DET
fbem-23721	107	2	quantification	quantification	NOUN
fbem-23721	107	3	method	method	NOUN
fbem-23721	107	4	of	of	ADP
fbem-23721	107	5	the	the	DET
fbem-23721	107	6	sentiment	sentiment	NOUN
fbem-23721	107	7	value	value	NOUN
fbem-23721	107	8	of	of	ADP
fbem-23721	107	9	the	the	DET
fbem-23721	107	10	emotion	emotion	NOUN
fbem-23721	107	11	word	word	NOUN
fbem-23721	107	12	is	be	AUX
fbem-23721	107	13	shown	show	VERB
fbem-23721	107	14	in	in	ADP
fbem-23721	107	15	equation	equation	NOUN
fbem-23721	107	16	(	(	PUNCT
fbem-23721	107	17	1	1	NUM
fbem-23721	107	18	):	):	PUNCT
fbem-23721	107	19	where	where	SCONJ
fbem-23721	107	20	wordsentiment	wordsentiment	NOUN
fbem-23721	107	21	represents	represent	VERB
fbem-23721	107	22	the	the	DET
fbem-23721	107	23	sentiment	sentiment	NOUN
fbem-23721	107	24	value	value	NOUN
fbem-23721	107	25	of	of	ADP
fbem-23721	107	26	the	the	DET
fbem-23721	107	27	emotion	emotion	NOUN
fbem-23721	107	28	word	word	NOUN
fbem-23721	107	29	,	,	PUNCT
fbem-23721	107	30	polarity	polarity	NOUN
fbem-23721	107	31	represents	represent	VERB
fbem-23721	107	32	the	the	DET
fbem-23721	107	33	sentiment	sentiment	NOUN
fbem-23721	107	34	polarity	polarity	NOUN
fbem-23721	107	35	,	,	PUNCT
fbem-23721	107	36	and	and	CCONJ
fbem-23721	107	37	degree	degree	NOUN
fbem-23721	107	38	represents	represent	VERB
fbem-23721	107	39	the	the	DET
fbem-23721	107	40	sentiment	sentiment	NOUN
fbem-23721	107	41	intensity	intensity	NOUN
fbem-23721	107	42	.	.	PUNCT
fbem-23721	108	1	in	in	ADP
fbem-23721	108	2	order	order	NOUN
fbem-23721	108	3	to	to	PART
fbem-23721	108	4	get	get	VERB
fbem-23721	108	5	a	a	DET
fbem-23721	108	6	more	more	ADV
fbem-23721	108	7	accurate	accurate	ADJ
fbem-23721	108	8	sentiment	sentiment	NOUN
fbem-23721	108	9	value	value	NOUN
fbem-23721	108	10	,	,	PUNCT
fbem-23721	108	11	it	it	PRON
fbem-23721	108	12	is	be	AUX
fbem-23721	108	13	necessary	necessary	ADJ
fbem-23721	108	14	to	to	PART
fbem-23721	108	15	extract	extract	VERB
fbem-23721	108	16	the	the	DET
fbem-23721	108	17	emotional	emotional	ADJ
fbem-23721	108	18	words	word	NOUN
fbem-23721	108	19	that	that	PRON
fbem-23721	108	20	appear	appear	VERB
fbem-23721	108	21	more	more	ADV
fbem-23721	108	22	frequently	frequently	ADV
fbem-23721	108	23	in	in	ADP
fbem-23721	108	24	comments	comment	NOUN
fbem-23721	108	25	.	.	PUNCT
fbem-23721	109	1	considering	consider	VERB
fbem-23721	109	2	the	the	DET
fbem-23721	109	3	influence	influence	NOUN
fbem-23721	109	4	of	of	ADP
fbem-23721	109	5	adverbs	adverb	NOUN
fbem-23721	109	6	of	of	ADP
fbem-23721	109	7	degree	degree	NOUN
fbem-23721	109	8	and	and	CCONJ
fbem-23721	109	9	negation	negation	NOUN
fbem-23721	109	10	on	on	ADP
fbem-23721	109	11	the	the	DET
fbem-23721	109	12	emotional	emotional	ADJ
fbem-23721	109	13	intensity	intensity	NOUN
fbem-23721	109	14	and	and	CCONJ
fbem-23721	109	15	polarity	polarity	NOUN
fbem-23721	109	16	of	of	ADP
fbem-23721	109	17	affective	affective	ADJ
fbem-23721	109	18	words	word	NOUN
fbem-23721	109	19	,	,	PUNCT
fbem-23721	109	20	it	it	PRON
fbem-23721	109	21	is	be	AUX
fbem-23721	109	22	necessary	necessary	ADJ
fbem-23721	109	23	to	to	PART
fbem-23721	109	24	formulate	formulate	VERB
fbem-23721	109	25	reasonable	reasonable	ADJ
fbem-23721	109	26	rules	rule	NOUN
fbem-23721	109	27	to	to	PART
fbem-23721	109	28	revise	revise	VERB
fbem-23721	109	29	them	they	PRON
fbem-23721	109	30	.	.	PUNCT
fbem-23721	110	1	based	base	VERB
fbem-23721	110	2	on	on	ADP
fbem-23721	110	3	the	the	DET
fbem-23721	110	4	above	above	ADJ
fbem-23721	110	5	rules	rule	NOUN
fbem-23721	110	6	,	,	PUNCT
fbem-23721	110	7	the	the	DET
fbem-23721	110	8	sentiment	sentiment	NOUN
fbem-23721	110	9	value	value	NOUN
fbem-23721	110	10	for	for	ADP
fbem-23721	110	11	each	each	DET
fbem-23721	110	12	comment	comment	NOUN
fbem-23721	110	13	text	text	NOUN
fbem-23721	110	14	is	be	AUX
fbem-23721	110	15	calculated	calculate	VERB
fbem-23721	110	16	as	as	SCONJ
fbem-23721	110	17	follows	follow	VERB
fbem-23721	110	18	:	:	PUNCT
fbem-23721	110	19	text	text	NOUN
fbem-23721	110	20	-	-	PUNCT
fbem-23721	110	21	sentiment	sentiment	NOUN
fbem-23721	110	22	=	=	NOUN
fbem-23721	110	23	p	p	NOUN
fbem-23721	110	24	*	*	X
fbem-23721	110	25	weightadv	weightadv	NOUN
fbem-23721	110	26	*	*	PUNCT
fbem-23721	110	27	word	word	NOUN
fbem-23721	110	28	-	-	PUNCT
fbem-23721	110	29	sentimenti	sentimenti	NOUN
fbem-23721	110	30	.	.	PROPN
fbem-23721	111	1	based	base	VERB
fbem-23721	111	2	on	on	ADP
fbem-23721	111	3	the	the	DET
fbem-23721	111	4	189	189	NUM
fbem-23721	111	5	degree	degree	NOUN
fbem-23721	111	6	-	-	PUNCT
fbem-23721	111	7	level	level	NOUN
fbem-23721	111	8	words	word	NOUN
fbem-23721	111	9	in	in	ADP
fbem-23721	111	10	the	the	DET
fbem-23721	111	11	sentiment	sentiment	NOUN
fbem-23721	111	12	analysis	analysis	NOUN
fbem-23721	111	13	vocabulary	vocabulary	ADJ
fbem-23721	111	14	collection	collection	NOUN
fbem-23721	111	15	(	(	PUNCT
fbem-23721	111	16	beat	beat	VERB
fbem-23721	111	17	version	version	NOUN
fbem-23721	111	18	)	)	PUNCT
fbem-23721	111	19	,	,	PUNCT
fbem-23721	111	20	the	the	DET
fbem-23721	111	21	five	five	NUM
fbem-23721	111	22	degree	degree	NOUN
fbem-23721	111	23	-	-	PUNCT
fbem-23721	111	24	level	level	NOUN
fbem-23721	111	25	words	word	NOUN
fbem-23721	111	26	(	(	PUNCT
fbem-23721	111	27	"	"	PUNCT
fbem-23721	111	28	extreme	extreme	ADJ
fbem-23721	111	29	/	/	SYM
fbem-23721	111	30	most	most	ADJ
fbem-23721	111	31	"	"	PUNCT
fbem-23721	111	32	,	,	PUNCT
fbem-23721	111	33	"	"	PUNCT
fbem-23721	111	34	very	very	ADJ
fbem-23721	111	35	"	"	PUNCT
fbem-23721	111	36	,	,	PUNCT
fbem-23721	111	37	"	"	PUNCT
fbem-23721	111	38	comparatively	comparatively	ADV
fbem-23721	111	39	"	"	PUNCT
fbem-23721	111	40	,	,	PUNCT
fbem-23721	111	41	"	"	PUNCT
fbem-23721	111	42	slightly	slightly	ADV
fbem-23721	111	43	"	"	PUNCT
fbem-23721	111	44	and	and	CCONJ
fbem-23721	111	45	"	"	PUNCT
fbem-23721	111	46	owed	owe	VERB
fbem-23721	111	47	"	"	PUNCT
fbem-23721	111	48	)	)	PUNCT
fbem-23721	111	49	were	be	AUX
fbem-23721	111	50	weighted	weight	VERB
fbem-23721	111	51	,	,	PUNCT
fbem-23721	111	52	and	and	CCONJ
fbem-23721	111	53	393	393	NUM
fbem-23721	111	54	the	the	DET
fbem-23721	111	55	polarity	polarity	NOUN
fbem-23721	111	56	of	of	ADP
fbem-23721	111	57	these	these	DET
fbem-23721	111	58	words	word	NOUN
fbem-23721	111	59	was	be	AUX
fbem-23721	111	60	quantified	quantify	VERB
fbem-23721	111	61	as	as	ADP
fbem-23721	111	62	an	an	DET
fbem-23721	111	63	index	index	NOUN
fbem-23721	111	64	.	.	PUNCT
fbem-23721	112	1	in	in	ADP
fbem-23721	112	2	the	the	DET
fbem-23721	112	3	environment	environment	NOUN
fbem-23721	112	4	of	of	ADP
fbem-23721	112	5	mood	mood	NOUN
fbem-23721	112	6	words	word	NOUN
fbem-23721	112	7	,	,	PUNCT
fbem-23721	112	8	a	a	DET
fbem-23721	112	9	detection	detection	NOUN
fbem-23721	112	10	window	window	NOUN
fbem-23721	112	11	of	of	ADP
fbem-23721	112	12	size	size	NOUN
fbem-23721	112	13	5	5	NUM
fbem-23721	112	14	is	be	AUX
fbem-23721	112	15	set	set	VERB
fbem-23721	112	16	,	,	PUNCT
fbem-23721	112	17	and	and	CCONJ
fbem-23721	112	18	based	base	VERB
fbem-23721	112	19	on	on	ADP
fbem-23721	112	20	this	this	PRON
fbem-23721	112	21	,	,	PUNCT
fbem-23721	112	22	according	accord	VERB
fbem-23721	112	23	to	to	ADP
fbem-23721	112	24	the	the	DET
fbem-23721	112	25	original	original	ADJ
fbem-23721	112	26	emotional	emotional	ADJ
fbem-23721	112	27	polarity	polarity	NOUN
fbem-23721	112	28	and	and	CCONJ
fbem-23721	112	29	intensity	intensity	NOUN
fbem-23721	112	30	of	of	ADP
fbem-23721	112	31	the	the	DET
fbem-23721	112	32	mood	mood	NOUN
fbem-23721	112	33	words	word	NOUN
fbem-23721	112	34	,	,	PUNCT
fbem-23721	112	35	the	the	DET
fbem-23721	112	36	weights	weight	NOUN
fbem-23721	112	37	corresponding	correspond	VERB
fbem-23721	112	38	to	to	ADP
fbem-23721	112	39	the	the	DET
fbem-23721	112	40	degree	degree	NOUN
fbem-23721	112	41	adverbs	adverb	NOUN
fbem-23721	112	42	and	and	CCONJ
fbem-23721	112	43	negative	negative	ADJ
fbem-23721	112	44	words	word	NOUN
fbem-23721	112	45	in	in	ADP
fbem-23721	112	46	the	the	DET
fbem-23721	112	47	detection	detection	NOUN
fbem-23721	112	48	window	window	NOUN
fbem-23721	112	49	are	be	AUX
fbem-23721	112	50	multiplied	multiply	VERB
fbem-23721	112	51	,	,	PUNCT
fbem-23721	112	52	and	and	CCONJ
fbem-23721	112	53	the	the	DET
fbem-23721	112	54	detailed	detailed	ADJ
fbem-23721	112	55	weight	weight	NOUN
fbem-23721	112	56	settings	setting	NOUN
fbem-23721	112	57	and	and	CCONJ
fbem-23721	112	58	some	some	DET
fbem-23721	112	59	word	word	NOUN
fbem-23721	112	60	examples	example	NOUN
fbem-23721	112	61	are	be	AUX
fbem-23721	112	62	shown	show	VERB
fbem-23721	112	63	in	in	ADP
fbem-23721	112	64	table	table	NOUN
fbem-23721	112	65	1	1	NUM
fbem-23721	112	66	.	.	PUNCT
fbem-23721	112	67	table	table	NOUN
fbem-23721	112	68	1	1	NUM
fbem-23721	112	69	.	.	PUNCT
fbem-23721	113	1	examples	example	NOUN
fbem-23721	113	2	of	of	ADP
fbem-23721	113	3	adverbs	adverb	NOUN
fbem-23721	113	4	of	of	ADP
fbem-23721	113	5	degree	degree	NOUN
fbem-23721	113	6	and	and	CCONJ
fbem-23721	113	7	negative	negative	ADJ
fbem-23721	113	8	words	word	NOUN
fbem-23721	113	9	and	and	CCONJ
fbem-23721	113	10	their	their	PRON
fbem-23721	113	11	corresponding	corresponding	ADJ
fbem-23721	113	12	weights	weight	NOUN
fbem-23721	113	13	category	category	NOUN
fbem-23721	113	14	examples	example	NOUN
fbem-23721	113	15	of	of	ADP
fbem-23721	113	16	words	word	NOUN
fbem-23721	113	17	weight	weight	NOUN
fbem-23721	113	18	numb	numb	ADJ
fbem-23721	113	19	er	er	INTJ
fbem-23721	113	20	extentad	extentad	NOUN
fbem-23721	113	21	verb	verb	NOUN
fbem-23721	113	22	extremely/	extremely/	NUM
fbem-23721	113	23	most	most	ADV
fbem-23721	113	24	the	the	DET
fbem-23721	113	25	most	most	ADJ
fbem-23721	113	26	,	,	PUNCT
fbem-23721	113	27	the	the	DET
fbem-23721	113	28	extreme	extreme	NOUN
fbem-23721	113	29	,	,	PUNCT
fbem-23721	113	30	the	the	DET
fbem-23721	113	31	abnormal	abnormal	ADJ
fbem-23721	113	32	,	,	PUNCT
fbem-23721	113	33	2.00	2.00	NUM
fbem-23721	113	34	11	11	NUM
fbem-23721	113	35	very	very	ADV
fbem-23721	113	36	very	very	ADV
fbem-23721	113	37	,	,	PUNCT
fbem-23721	113	38	extraordinary	extraordinary	ADJ
fbem-23721	113	39	,	,	PUNCT
fbem-23721	113	40	really	really	ADV
fbem-23721	113	41	,	,	PUNCT
fbem-23721	113	42	especially	especially	ADV
fbem-23721	113	43	,	,	PUNCT
fbem-23721	113	44	too	too	ADV
fbem-23721	113	45	specially	specially	ADV
fbem-23721	113	46	,	,	PUNCT
fbem-23721	113	47	so	so	ADV
fbem-23721	113	48	much	much	ADJ
fbem-23721	113	49	1.50	1.50	NUM
fbem-23721	113	50	349	349	NUM
fbem-23721	113	51	compare	compare	VERB
fbem-23721	113	52	more	more	ADJ
fbem-23721	113	53	,	,	PUNCT
fbem-23721	113	54	1.25	1.25	NUM
fbem-23721	113	55	18	18	NUM
fbem-23721	113	56	little	little	ADV
fbem-23721	113	57	slightly	slightly	ADV
fbem-23721	113	58	,	,	PUNCT
fbem-23721	113	59	quite	quite	ADV
fbem-23721	113	60	well	well	ADV
fbem-23721	113	61	,	,	PUNCT
fbem-23721	113	62	somewhat	somewhat	ADV
fbem-23721	113	63	,	,	PUNCT
fbem-23721	113	64	a	a	DET
fbem-23721	113	65	little	little	ADJ
fbem-23721	113	66	,	,	PUNCT
fbem-23721	113	67	0.50	0.50	NUM
fbem-23721	113	68	65	65	NUM
fbem-23721	113	69	owe	owe	VERB
fbem-23721	113	70	not	not	PART
fbem-23721	113	71	much	much	ADJ
fbem-23721	113	72	0.25	0.25	NUM
fbem-23721	113	73	1	1	NUM
fbem-23721	113	74	negative	negative	ADJ
fbem-23721	113	75	words	word	NOUN
fbem-23721	113	76	no	no	INTJ
fbem-23721	113	77	,	,	PUNCT
fbem-23721	113	78	ca	can	AUX
fbem-23721	113	79	n't	not	PART
fbem-23721	113	80	,	,	PUNCT
fbem-23721	113	81	wo	will	AUX
fbem-23721	113	82	n't	not	PART
fbem-23721	113	83	,	,	PUNCT
fbem-23721	113	84	do	do	AUX
fbem-23721	113	85	n't	not	PART
fbem-23721	113	86	-1.00	-1.00	VERB
fbem-23721	113	87	281	281	NUM
fbem-23721	113	88	4	4	NUM
fbem-23721	113	89	.	.	PUNCT
fbem-23721	113	90	model	model	NOUN
fbem-23721	113	91	building	build	VERB
fbem-23721	113	92	4.1	4.1	NUM
fbem-23721	113	93	.	.	PUNCT
fbem-23721	114	1	algorithm	algorithm	NOUN
fbem-23721	114	2	selection	selection	NOUN
fbem-23721	114	3	at	at	ADP
fbem-23721	114	4	this	this	DET
fbem-23721	114	5	stage	stage	NOUN
fbem-23721	114	6	,	,	PUNCT
fbem-23721	114	7	logistic	logistic	ADJ
fbem-23721	114	8	regression	regression	NOUN
fbem-23721	114	9	,	,	PUNCT
fbem-23721	114	10	decision	decision	NOUN
fbem-23721	114	11	tree	tree	NOUN
fbem-23721	114	12	,	,	PUNCT
fbem-23721	114	13	random	random	ADJ
fbem-23721	114	14	forest	forest	NOUN
fbem-23721	114	15	,	,	PUNCT
fbem-23721	114	16	xgboost	xgboost	ADV
fbem-23721	114	17	and	and	CCONJ
fbem-23721	114	18	other	other	ADJ
fbem-23721	114	19	machine	machine	NOUN
fbem-23721	114	20	learning	learn	VERB
fbem-23721	114	21	classifiers	classifier	NOUN
fbem-23721	114	22	are	be	AUX
fbem-23721	114	23	the	the	DET
fbem-23721	114	24	most	most	ADV
fbem-23721	114	25	frequently	frequently	ADV
fbem-23721	114	26	used	use	VERB
fbem-23721	114	27	machine	machine	NOUN
fbem-23721	114	28	learning	learn	VERB
fbem-23721	114	29	classifiers	classifier	NOUN
fbem-23721	114	30	,	,	PUNCT
fbem-23721	114	31	among	among	ADP
fbem-23721	114	32	which	which	PRON
fbem-23721	114	33	the	the	DET
fbem-23721	114	34	multi	multi	ADJ
fbem-23721	114	35	-	-	ADJ
fbem-23721	114	36	classifier	classifier	ADJ
fbem-23721	114	37	system	system	NOUN
fbem-23721	114	38	can	can	AUX
fbem-23721	114	39	usually	usually	ADV
fbem-23721	114	40	obtain	obtain	VERB
fbem-23721	114	41	superior	superior	ADJ
fbem-23721	114	42	generalization	generalization	NOUN
fbem-23721	114	43	performance	performance	NOUN
fbem-23721	114	44	than	than	ADP
fbem-23721	114	45	the	the	DET
fbem-23721	114	46	single	single	ADJ
fbem-23721	114	47	classifier	classifier	NOUN
fbem-23721	114	48	,	,	PUNCT
fbem-23721	114	49	so	so	CCONJ
fbem-23721	114	50	it	it	PRON
fbem-23721	114	51	is	be	AUX
fbem-23721	114	52	favored	favor	VERB
fbem-23721	114	53	by	by	ADP
fbem-23721	114	54	more	more	ADJ
fbem-23721	114	55	and	and	CCONJ
fbem-23721	114	56	more	more	ADJ
fbem-23721	114	57	scholars	scholar	NOUN
fbem-23721	114	58	.	.	PUNCT
fbem-23721	115	1	in	in	ADP
fbem-23721	115	2	this	this	DET
fbem-23721	115	3	paper	paper	NOUN
fbem-23721	115	4	,	,	PUNCT
fbem-23721	115	5	by	by	ADP
fbem-23721	115	6	referring	refer	VERB
fbem-23721	115	7	to	to	ADP
fbem-23721	115	8	the	the	DET
fbem-23721	115	9	research	research	NOUN
fbem-23721	115	10	of	of	ADP
fbem-23721	115	11	zhu	zhu	PROPN
fbem-23721	115	12	xuefang	xuefang	PROPN
fbem-23721	116	1	[	[	X
fbem-23721	116	2	18	18	NUM
fbem-23721	116	3	]	]	PUNCT
fbem-23721	116	4	et	et	PROPN
fbem-23721	116	5	al	al	PROPN
fbem-23721	116	6	.	.	PROPN
fbem-23721	116	7	,	,	PUNCT
fbem-23721	116	8	it	it	PRON
fbem-23721	116	9	is	be	AUX
fbem-23721	116	10	concluded	conclude	VERB
fbem-23721	116	11	that	that	SCONJ
fbem-23721	116	12	the	the	DET
fbem-23721	116	13	multi	multi	ADJ
fbem-23721	116	14	-	-	ADJ
fbem-23721	116	15	classifier	classifier	ADJ
fbem-23721	116	16	system	system	NOUN
fbem-23721	116	17	represented	represent	VERB
fbem-23721	116	18	by	by	ADP
fbem-23721	116	19	xgboost	xgboost	ADV
fbem-23721	116	20	has	have	VERB
fbem-23721	116	21	obvious	obvious	ADJ
fbem-23721	116	22	advantages	advantage	NOUN
fbem-23721	116	23	in	in	ADP
fbem-23721	116	24	prediction	prediction	NOUN
fbem-23721	116	25	,	,	PUNCT
fbem-23721	116	26	and	and	CCONJ
fbem-23721	116	27	on	on	ADP
fbem-23721	116	28	this	this	DET
fbem-23721	116	29	basis	basis	NOUN
fbem-23721	116	30	,	,	PUNCT
fbem-23721	116	31	the	the	DET
fbem-23721	116	32	application	application	NOUN
fbem-23721	116	33	of	of	ADP
fbem-23721	116	34	the	the	DET
fbem-23721	116	35	method	method	NOUN
fbem-23721	116	36	on	on	ADP
fbem-23721	116	37	digital	digital	ADJ
fbem-23721	116	38	platforms	platform	NOUN
fbem-23721	116	39	is	be	AUX
fbem-23721	116	40	carried	carry	VERB
fbem-23721	116	41	out	out	ADP
fbem-23721	116	42	.	.	PUNCT
fbem-23721	117	1	4.2	4.2	NUM
fbem-23721	117	2	.	.	PUNCT
fbem-23721	117	3	model	model	NOUN
fbem-23721	117	4	evaluation	evaluation	NOUN
fbem-23721	117	5	metric	metric	ADJ
fbem-23721	117	6	selection	selection	NOUN
fbem-23721	117	7	in	in	ADP
fbem-23721	117	8	this	this	DET
fbem-23721	117	9	study	study	NOUN
fbem-23721	117	10	,	,	PUNCT
fbem-23721	117	11	the	the	DET
fbem-23721	117	12	user	user	NOUN
fbem-23721	117	13	churn	churn	NOUN
fbem-23721	117	14	prediction	prediction	NOUN
fbem-23721	117	15	model	model	NOUN
fbem-23721	117	16	of	of	ADP
fbem-23721	117	17	the	the	DET
fbem-23721	117	18	traditional	traditional	ADJ
fbem-23721	117	19	supermarket	supermarket	NOUN
fbem-23721	117	20	digital	digital	ADJ
fbem-23721	117	21	platform	platform	NOUN
fbem-23721	117	22	is	be	AUX
fbem-23721	117	23	comprehensively	comprehensively	ADV
fbem-23721	117	24	evaluated	evaluate	VERB
fbem-23721	117	25	,	,	PUNCT
fbem-23721	117	26	and	and	CCONJ
fbem-23721	117	27	the	the	DET
fbem-23721	117	28	following	follow	VERB
fbem-23721	117	29	four	four	NUM
fbem-23721	117	30	situations	situation	NOUN
fbem-23721	117	31	may	may	AUX
fbem-23721	117	32	occur	occur	VERB
fbem-23721	117	33	when	when	SCONJ
fbem-23721	117	34	the	the	DET
fbem-23721	117	35	churn	churn	NOUN
fbem-23721	117	36	prediction	prediction	NOUN
fbem-23721	117	37	of	of	ADP
fbem-23721	117	38	the	the	DET
fbem-23721	117	39	digital	digital	ADJ
fbem-23721	117	40	platform	platform	NOUN
fbem-23721	117	41	users	user	NOUN
fbem-23721	117	42	is	be	AUX
fbem-23721	117	43	carried	carry	VERB
fbem-23721	117	44	out	out	ADP
fbem-23721	117	45	,	,	PUNCT
fbem-23721	117	46	as	as	SCONJ
fbem-23721	117	47	shown	show	VERB
fbem-23721	117	48	in	in	ADP
fbem-23721	117	49	table	table	NOUN
fbem-23721	117	50	2	2	NUM
fbem-23721	117	51	.	.	PUNCT
fbem-23721	117	52	table	table	NOUN
fbem-23721	117	53	2	2	NUM
fbem-23721	117	54	.	.	PUNCT
fbem-23721	117	55	confusion	confusion	NOUN
fbem-23721	117	56	matrix	matrix	NOUN
fbem-23721	117	57	actual	actual	ADJ
fbem-23721	117	58	type	type	NOUN
fbem-23721	117	59	forecast	forecast	NOUN
fbem-23721	117	60	type	type	NOUN
fbem-23721	117	61	predicted	predict	VERB
fbem-23721	117	62	as	as	SCONJ
fbem-23721	117	63	churn	churn	NOUN
fbem-23721	117	64	predicted	predict	VERB
fbem-23721	117	65	to	to	PART
fbem-23721	117	66	be	be	AUX
fbem-23721	117	67	non	non	ADJ
fbem-23721	117	68	-	-	ADJ
fbem-23721	117	69	churned	churned	ADJ
fbem-23721	117	70	actually	actually	ADV
fbem-23721	117	71	churn	churn	VERB
fbem-23721	117	72	tp	tp	ADP
fbem-23721	117	73	fn	fn	PROPN
fbem-23721	117	74	actually	actually	ADV
fbem-23721	117	75	non	non	ADJ
fbem-23721	117	76	-	-	ADJ
fbem-23721	117	77	churned	churn	VERB
fbem-23721	117	78	fp	fp	PROPN
fbem-23721	117	79	tn	tn	NOUN
fbem-23721	117	80	in	in	ADP
fbem-23721	117	81	table	table	NOUN
fbem-23721	117	82	2	2	NUM
fbem-23721	117	83	,	,	PUNCT
fbem-23721	117	84	tp	tp	PRON
fbem-23721	117	85	indicates	indicate	VERB
fbem-23721	117	86	that	that	SCONJ
fbem-23721	117	87	the	the	DET
fbem-23721	117	88	predicted	predict	VERB
fbem-23721	117	89	is	be	AUX
fbem-23721	117	90	churned	churn	VERB
fbem-23721	117	91	,	,	PUNCT
fbem-23721	117	92	and	and	CCONJ
fbem-23721	117	93	in	in	ADP
fbem-23721	117	94	fact	fact	NOUN
fbem-23721	117	95	churned	churn	VERB
fbem-23721	117	96	;	;	PUNCT
fbem-23721	117	97	fn	fn	NUM
fbem-23721	117	98	indicates	indicate	VERB
fbem-23721	117	99	that	that	SCONJ
fbem-23721	117	100	the	the	DET
fbem-23721	117	101	prediction	prediction	NOUN
fbem-23721	117	102	is	be	AUX
fbem-23721	117	103	a	a	DET
fbem-23721	117	104	nonchurned	nonchurned	ADJ
fbem-23721	117	105	user	user	NOUN
fbem-23721	117	106	,	,	PUNCT
fbem-23721	117	107	which	which	PRON
fbem-23721	117	108	is	be	AUX
fbem-23721	117	109	actually	actually	ADV
fbem-23721	117	110	a	a	DET
fbem-23721	117	111	churned	churn	VERB
fbem-23721	117	112	user	user	NOUN
fbem-23721	117	113	;	;	PUNCT
fbem-23721	117	114	fp	fp	PRON
fbem-23721	117	115	predictions	prediction	NOUN
fbem-23721	117	116	are	be	AUX
fbem-23721	117	117	churned	churn	VERB
fbem-23721	117	118	users	user	NOUN
fbem-23721	117	119	,	,	PUNCT
fbem-23721	117	120	which	which	PRON
fbem-23721	117	121	are	be	AUX
fbem-23721	117	122	actually	actually	ADV
fbem-23721	117	123	non	non	ADJ
fbem-23721	117	124	-	-	ADJ
fbem-23721	117	125	churned	churned	ADJ
fbem-23721	117	126	users	user	NOUN
fbem-23721	117	127	;	;	PUNCT
fbem-23721	117	128	tn	tn	PROPN
fbem-23721	117	129	said	say	VERB
fbem-23721	117	130	that	that	SCONJ
fbem-23721	117	131	the	the	DET
fbem-23721	117	132	prediction	prediction	NOUN
fbem-23721	117	133	was	be	AUX
fbem-23721	117	134	a	a	DET
fbem-23721	117	135	non	non	ADJ
fbem-23721	117	136	-	-	ADJ
fbem-23721	117	137	churned	churn	VERB
fbem-23721	117	138	user	user	NOUN
fbem-23721	117	139	,	,	PUNCT
fbem-23721	117	140	and	and	CCONJ
fbem-23721	117	141	in	in	ADP
fbem-23721	117	142	fact	fact	NOUN
fbem-23721	117	143	a	a	DET
fbem-23721	117	144	non	non	ADJ
fbem-23721	117	145	-	-	ADJ
fbem-23721	117	146	churned	churn	VERB
fbem-23721	117	147	user	user	NOUN
fbem-23721	117	148	.	.	PUNCT
fbem-23721	118	1	for	for	ADP
fbem-23721	118	2	traditional	traditional	ADJ
fbem-23721	118	3	classification	classification	NOUN
fbem-23721	118	4	algorithms	algorithm	NOUN
fbem-23721	118	5	,	,	PUNCT
fbem-23721	118	6	specificity	specificity	NOUN
fbem-23721	118	7	and	and	CCONJ
fbem-23721	118	8	sensitivity	sensitivity	NOUN
fbem-23721	118	9	are	be	AUX
fbem-23721	118	10	generally	generally	ADV
fbem-23721	118	11	used	use	VERB
fbem-23721	118	12	as	as	ADP
fbem-23721	118	13	evaluation	evaluation	NOUN
fbem-23721	118	14	indicators	indicator	NOUN
fbem-23721	118	15	,	,	PUNCT
fbem-23721	118	16	but	but	CCONJ
fbem-23721	118	17	for	for	ADP
fbem-23721	118	18	unbalanced	unbalanced	ADJ
fbem-23721	118	19	datasets	dataset	NOUN
fbem-23721	118	20	,	,	PUNCT
fbem-23721	118	21	it	it	PRON
fbem-23721	118	22	is	be	AUX
fbem-23721	118	23	inaccurate	inaccurate	ADJ
fbem-23721	118	24	to	to	PART
fbem-23721	118	25	use	use	VERB
fbem-23721	118	26	specificity	specificity	NOUN
fbem-23721	118	27	,	,	PUNCT
fbem-23721	118	28	sensitivity	sensitivity	NOUN
fbem-23721	118	29	,	,	PUNCT
fbem-23721	118	30	and	and	CCONJ
fbem-23721	118	31	accuracy	accuracy	NOUN
fbem-23721	118	32	to	to	PART
fbem-23721	118	33	evaluate	evaluate	VERB
fbem-23721	118	34	the	the	DET
fbem-23721	118	35	performance	performance	NOUN
fbem-23721	118	36	of	of	ADP
fbem-23721	118	37	the	the	DET
fbem-23721	118	38	classifier	classifier	NOUN
fbem-23721	118	39	.	.	PUNCT
fbem-23721	119	1	in	in	ADP
fbem-23721	119	2	this	this	DET
fbem-23721	119	3	paper	paper	NOUN
fbem-23721	119	4	,	,	PUNCT
fbem-23721	119	5	accuracy	accuracy	NOUN
fbem-23721	119	6	,	,	PUNCT
fbem-23721	119	7	precision	precision	NOUN
fbem-23721	119	8	,	,	PUNCT
fbem-23721	119	9	recall	recall	NOUN
fbem-23721	119	10	,	,	PUNCT
fbem-23721	119	11	and	and	CCONJ
fbem-23721	119	12	f1	f1	NOUN
fbem-23721	119	13	are	be	AUX
fbem-23721	119	14	used	use	VERB
fbem-23721	119	15	as	as	ADP
fbem-23721	119	16	the	the	DET
fbem-23721	119	17	evaluation	evaluation	NOUN
fbem-23721	119	18	indicators	indicator	NOUN
fbem-23721	119	19	for	for	ADP
fbem-23721	119	20	the	the	DET
fbem-23721	119	21	performance	performance	NOUN
fbem-23721	119	22	of	of	ADP
fbem-23721	119	23	the	the	DET
fbem-23721	119	24	classifier	classifier	NOUN
fbem-23721	119	25	for	for	ADP
fbem-23721	119	26	the	the	DET
fbem-23721	119	27	classification	classification	NOUN
fbem-23721	119	28	of	of	ADP
fbem-23721	119	29	unbalanced	unbalanced	ADJ
fbem-23721	119	30	data	datum	NOUN
fbem-23721	119	31	.	.	PUNCT
fbem-23721	120	1	5	5	X
fbem-23721	120	2	.	.	X
fbem-23721	120	3	empirical	empirical	ADJ
fbem-23721	120	4	part	part	NOUN
fbem-23721	120	5	5.1	5.1	NUM
fbem-23721	120	6	.	.	PUNCT
fbem-23721	121	1	data	datum	NOUN
fbem-23721	121	2	collection	collection	NOUN
fbem-23721	121	3	the	the	DET
fbem-23721	121	4	research	research	NOUN
fbem-23721	121	5	data	datum	NOUN
fbem-23721	121	6	in	in	ADP
fbem-23721	121	7	this	this	DET
fbem-23721	121	8	paper	paper	NOUN
fbem-23721	121	9	comes	come	VERB
fbem-23721	121	10	from	from	ADP
fbem-23721	121	11	the	the	DET
fbem-23721	121	12	digital	digital	ADJ
fbem-23721	121	13	platforms	platform	NOUN
fbem-23721	121	14	of	of	ADP
fbem-23721	121	15	traditional	traditional	ADJ
fbem-23721	121	16	supermarkets	supermarket	NOUN
fbem-23721	121	17	,	,	PUNCT
fbem-23721	121	18	and	and	CCONJ
fbem-23721	121	19	the	the	DET
fbem-23721	121	20	shopping	shopping	NOUN
fbem-23721	121	21	reviews	review	NOUN
fbem-23721	121	22	of	of	ADP
fbem-23721	121	23	ehime	ehime	PROPN
fbem-23721	121	24	orange	orange	NOUN
fbem-23721	121	25	on	on	ADP
fbem-23721	121	26	wumart	wumart	NOUN
fbem-23721	121	27	's	's	PART
fbem-23721	121	28	online	online	PROPN
fbem-23721	121	29	mini	mini	ADJ
fbem-23721	121	30	program	program	NOUN
fbem-23721	121	31	are	be	AUX
fbem-23721	121	32	used	use	VERB
fbem-23721	121	33	as	as	ADP
fbem-23721	121	34	the	the	DET
fbem-23721	121	35	data	data	NOUN
fbem-23721	121	36	source	source	NOUN
fbem-23721	121	37	.	.	PUNCT
fbem-23721	122	1	the	the	DET
fbem-23721	122	2	first	first	ADJ
fbem-23721	122	3	part	part	NOUN
fbem-23721	122	4	of	of	ADP
fbem-23721	122	5	the	the	DET
fbem-23721	122	6	collected	collect	VERB
fbem-23721	122	7	content	content	NOUN
fbem-23721	122	8	is	be	AUX
fbem-23721	122	9	the	the	DET
fbem-23721	122	10	user	user	NOUN
fbem-23721	122	11	value	value	NOUN
fbem-23721	122	12	characteristic	characteristic	ADJ
fbem-23721	122	13	data	datum	NOUN
fbem-23721	122	14	,	,	PUNCT
fbem-23721	122	15	including	include	VERB
fbem-23721	122	16	the	the	DET
fbem-23721	122	17	date	date	NOUN
fbem-23721	122	18	of	of	ADP
fbem-23721	122	19	the	the	DET
fbem-23721	122	20	user	user	NOUN
fbem-23721	122	21	's	's	PART
fbem-23721	122	22	last	last	ADJ
fbem-23721	122	23	purchase	purchase	NOUN
fbem-23721	122	24	on	on	ADP
fbem-23721	122	25	the	the	DET
fbem-23721	122	26	online	online	ADJ
fbem-23721	122	27	platform	platform	NOUN
fbem-23721	122	28	,	,	PUNCT
fbem-23721	122	29	the	the	DET
fbem-23721	122	30	average	average	ADJ
fbem-23721	122	31	number	number	NOUN
fbem-23721	122	32	of	of	ADP
fbem-23721	122	33	purchases	purchase	NOUN
fbem-23721	122	34	per	per	ADP
fbem-23721	122	35	month	month	NOUN
fbem-23721	122	36	on	on	ADP
fbem-23721	122	37	the	the	DET
fbem-23721	122	38	online	online	ADJ
fbem-23721	122	39	platform	platform	NOUN
fbem-23721	122	40	of	of	ADP
fbem-23721	122	41	traditional	traditional	ADJ
fbem-23721	122	42	supermarkets	supermarket	NOUN
fbem-23721	122	43	,	,	PUNCT
fbem-23721	122	44	and	and	CCONJ
fbem-23721	122	45	the	the	DET
fbem-23721	122	46	average	average	ADJ
fbem-23721	122	47	amount	amount	NOUN
fbem-23721	122	48	of	of	ADP
fbem-23721	122	49	each	each	DET
fbem-23721	122	50	payment	payment	NOUN
fbem-23721	122	51	.	.	PUNCT
fbem-23721	123	1	the	the	DET
fbem-23721	123	2	second	second	ADJ
fbem-23721	123	3	part	part	NOUN
fbem-23721	123	4	is	be	AUX
fbem-23721	123	5	the	the	DET
fbem-23721	123	6	feedback	feedback	NOUN
fbem-23721	123	7	of	of	ADP
fbem-23721	123	8	consumers	consumer	NOUN
fbem-23721	123	9	after	after	ADP
fbem-23721	123	10	online	online	ADJ
fbem-23721	123	11	shopping	shopping	NOUN
fbem-23721	123	12	,	,	PUNCT
fbem-23721	123	13	including	include	VERB
fbem-23721	123	14	the	the	DET
fbem-23721	123	15	rating	rating	NOUN
fbem-23721	123	16	and	and	CCONJ
fbem-23721	123	17	review	review	NOUN
fbem-23721	123	18	text	text	NOUN
fbem-23721	123	19	of	of	ADP
fbem-23721	123	20	the	the	DET
fbem-23721	123	21	product	product	NOUN
fbem-23721	123	22	,	,	PUNCT
fbem-23721	123	23	service	service	NOUN
fbem-23721	123	24	,	,	PUNCT
fbem-23721	123	25	etc	etc	X
fbem-23721	123	26	.	.	X
fbem-23721	123	27	among	among	ADP
fbem-23721	123	28	them	they	PRON
fbem-23721	123	29	,	,	PUNCT
fbem-23721	123	30	the	the	DET
fbem-23721	123	31	user	user	NOUN
fbem-23721	123	32	value	value	NOUN
fbem-23721	123	33	characteristic	characteristic	ADJ
fbem-23721	123	34	data	datum	NOUN
fbem-23721	123	35	can	can	AUX
fbem-23721	123	36	not	not	PART
fbem-23721	123	37	be	be	AUX
fbem-23721	123	38	directly	directly	ADV
fbem-23721	123	39	crawled	crawl	VERB
fbem-23721	123	40	,	,	PUNCT
fbem-23721	123	41	so	so	CCONJ
fbem-23721	123	42	it	it	PRON
fbem-23721	123	43	is	be	AUX
fbem-23721	123	44	necessary	necessary	ADJ
fbem-23721	123	45	to	to	PART
fbem-23721	123	46	crawl	crawl	VERB
fbem-23721	123	47	the	the	DET
fbem-23721	123	48	purchase	purchase	NOUN
fbem-23721	123	49	records	record	NOUN
fbem-23721	123	50	of	of	ADP
fbem-23721	123	51	a	a	DET
fbem-23721	123	52	certain	certain	ADJ
fbem-23721	123	53	type	type	NOUN
fbem-23721	123	54	of	of	ADP
fbem-23721	123	55	product	product	NOUN
fbem-23721	123	56	in	in	ADP
fbem-23721	123	57	the	the	DET
fbem-23721	123	58	user	user	NOUN
fbem-23721	123	59	's	's	PART
fbem-23721	123	60	dynamic	dynamic	ADJ
fbem-23721	123	61	list	list	NOUN
fbem-23721	123	62	,	,	PUNCT
fbem-23721	123	63	collect	collect	VERB
fbem-23721	123	64	the	the	DET
fbem-23721	123	65	date	date	NOUN
fbem-23721	123	66	and	and	CCONJ
fbem-23721	123	67	payment	payment	NOUN
fbem-23721	123	68	amount	amount	NOUN
fbem-23721	123	69	corresponding	correspond	VERB
fbem-23721	123	70	to	to	ADP
fbem-23721	123	71	each	each	DET
fbem-23721	123	72	user	user	NOUN
fbem-23721	123	73	's	's	PART
fbem-23721	123	74	purchase	purchase	NOUN
fbem-23721	123	75	behavior	behavior	NOUN
fbem-23721	123	76	,	,	PUNCT
fbem-23721	123	77	and	and	CCONJ
fbem-23721	123	78	then	then	ADV
fbem-23721	123	79	carry	carry	VERB
fbem-23721	123	80	out	out	ADP
fbem-23721	123	81	simple	simple	ADJ
fbem-23721	123	82	statistics	statistic	NOUN
fbem-23721	123	83	and	and	CCONJ
fbem-23721	123	84	calculations	calculation	NOUN
fbem-23721	123	85	to	to	PART
fbem-23721	123	86	obtain	obtain	VERB
fbem-23721	123	87	the	the	DET
fbem-23721	123	88	date	date	NOUN
fbem-23721	123	89	of	of	ADP
fbem-23721	123	90	the	the	DET
fbem-23721	123	91	user	user	NOUN
fbem-23721	123	92	's	's	PART
fbem-23721	123	93	last	last	ADJ
fbem-23721	123	94	participation	participation	NOUN
fbem-23721	123	95	in	in	ADP
fbem-23721	123	96	the	the	DET
fbem-23721	123	97	platform	platform	NOUN
fbem-23721	123	98	purchase	purchase	NOUN
fbem-23721	123	99	,	,	PUNCT
fbem-23721	123	100	the	the	DET
fbem-23721	123	101	total	total	ADJ
fbem-23721	123	102	number	number	NOUN
fbem-23721	123	103	of	of	ADP
fbem-23721	123	104	purchases	purchase	NOUN
fbem-23721	123	105	and	and	CCONJ
fbem-23721	123	106	the	the	DET
fbem-23721	123	107	total	total	ADJ
fbem-23721	123	108	amount	amount	NOUN
fbem-23721	123	109	paid	pay	VERB
fbem-23721	123	110	,	,	PUNCT
fbem-23721	123	111	and	and	CCONJ
fbem-23721	123	112	further	far	ADV
fbem-23721	123	113	calculate	calculate	VERB
fbem-23721	123	114	the	the	DET
fbem-23721	123	115	variables	variable	NOUN
fbem-23721	123	116	such	such	ADJ
fbem-23721	123	117	as	as	ADP
fbem-23721	123	118	the	the	DET
fbem-23721	123	119	average	average	ADJ
fbem-23721	123	120	monthly	monthly	ADJ
fbem-23721	123	121	consumption	consumption	NOUN
fbem-23721	123	122	number	number	NOUN
fbem-23721	123	123	and	and	CCONJ
fbem-23721	123	124	the	the	DET
fbem-23721	123	125	average	average	ADJ
fbem-23721	123	126	consumption	consumption	NOUN
fbem-23721	123	127	amount	amount	NOUN
fbem-23721	123	128	.	.	PUNCT
fbem-23721	124	1	the	the	DET
fbem-23721	124	2	variables	variable	NOUN
fbem-23721	124	3	are	be	AUX
fbem-23721	124	4	described	describe	VERB
fbem-23721	124	5	in	in	ADP
fbem-23721	124	6	table	table	NOUN
fbem-23721	124	7	3	3	NUM
fbem-23721	124	8	.	.	PUNCT
fbem-23721	124	9	table	table	NOUN
fbem-23721	124	10	3	3	NUM
fbem-23721	124	11	.	.	PUNCT
fbem-23721	124	12	specifies	specify	VERB
fbem-23721	124	13	the	the	DET
fbem-23721	124	14	variables	variable	NOUN
fbem-23721	124	15	description	description	NOUN
fbem-23721	124	16	of	of	ADP
fbem-23721	124	17	the	the	DET
fbem-23721	124	18	variable	variable	ADJ
fbem-23721	124	19	variable	variable	ADJ
fbem-23721	124	20	name	name	NOUN
fbem-23721	124	21	description	description	NOUN
fbem-23721	124	22	of	of	ADP
fbem-23721	124	23	the	the	DET
fbem-23721	124	24	variable	variable	ADJ
fbem-23721	124	25	user	user	NOUN
fbem-23721	124	26	price	price	NOUN
fbem-23721	124	27	value	value	NOUN
fbem-23721	124	28	feature	feature	VERB
fbem-23721	124	29	the	the	DET
fbem-23721	124	30	interval	interval	NOUN
fbem-23721	124	31	between	between	ADP
fbem-23721	124	32	the	the	DET
fbem-23721	124	33	most	most	ADV
fbem-23721	124	34	recent	recent	ADJ
fbem-23721	124	35	consumption	consumption	NOUN
fbem-23721	124	36	time	time	NOUN
fbem-23721	124	37	the	the	DET
fbem-23721	124	38	number	number	NOUN
fbem-23721	124	39	of	of	ADP
fbem-23721	124	40	days	day	NOUN
fbem-23721	124	41	from	from	ADP
fbem-23721	124	42	the	the	DET
fbem-23721	124	43	date	date	NOUN
fbem-23721	124	44	of	of	ADP
fbem-23721	124	45	the	the	DET
fbem-23721	124	46	most	most	ADV
fbem-23721	124	47	recent	recent	ADJ
fbem-23721	124	48	purchase	purchase	NOUN
fbem-23721	124	49	on	on	ADP
fbem-23721	124	50	the	the	DET
fbem-23721	124	51	wumart	wumart	ADJ
fbem-23721	124	52	online	online	ADJ
fbem-23721	124	53	platform	platform	NOUN
fbem-23721	124	54	to	to	ADP
fbem-23721	124	55	the	the	DET
fbem-23721	124	56	data	data	NOUN
fbem-23721	124	57	observation	observation	NOUN
fbem-23721	124	58	point	point	NOUN
fbem-23721	124	59	the	the	DET
fbem-23721	124	60	average	average	ADJ
fbem-23721	124	61	number	number	NOUN
fbem-23721	124	62	of	of	ADP
fbem-23721	124	63	monthly	monthly	ADJ
fbem-23721	124	64	spending	spending	NOUN
fbem-23721	124	65	the	the	DET
fbem-23721	124	66	average	average	ADJ
fbem-23721	124	67	number	number	NOUN
fbem-23721	124	68	of	of	ADP
fbem-23721	124	69	purchases	purchase	NOUN
fbem-23721	124	70	made	make	VERB
fbem-23721	124	71	on	on	ADP
fbem-23721	124	72	wumart	wumart	NOUN
fbem-23721	124	73	's	's	PART
fbem-23721	124	74	online	online	ADJ
fbem-23721	124	75	platform	platform	NOUN
fbem-23721	124	76	per	per	ADP
fbem-23721	124	77	month	month	NOUN
fbem-23721	124	78	the	the	DET
fbem-23721	124	79	average	average	ADJ
fbem-23721	124	80	amount	amount	NOUN
fbem-23721	124	81	spent	spend	VERB
fbem-23721	124	82	the	the	DET
fbem-23721	124	83	average	average	ADJ
fbem-23721	124	84	amount	amount	NOUN
fbem-23721	124	85	spent	spend	VERB
fbem-23721	124	86	on	on	ADP
fbem-23721	124	87	the	the	DET
fbem-23721	124	88	wumart	wumart	ADJ
fbem-23721	124	89	supermarket	supermarket	NOUN
fbem-23721	124	90	online	online	ADJ
fbem-23721	124	91	platform	platform	NOUN
fbem-23721	124	92	user	user	NOUN
fbem-23721	124	93	reviews	review	NOUN
fbem-23721	124	94	valence	valence	NOUN
fbem-23721	124	95	characteristics	characteristic	NOUN
fbem-23721	124	96	score	score	VERB
fbem-23721	124	97	five	five	NUM
fbem-23721	124	98	-	-	PUNCT
fbem-23721	124	99	star	star	NOUN
fbem-23721	124	100	rating	rating	NOUN
fbem-23721	124	101	,	,	PUNCT
fbem-23721	124	102	only	only	ADV
fbem-23721	124	103	fullstar	fullstar	ADJ
fbem-23721	124	104	ratings	rating	NOUN
fbem-23721	124	105	are	be	AUX
fbem-23721	124	106	supported	support	VERB
fbem-23721	124	107	comment	comment	NOUN
fbem-23721	124	108	on	on	ADP
fbem-23721	124	109	text	text	NOUN
fbem-23721	124	110	sentiment	sentiment	NOUN
fbem-23721	124	111	the	the	DET
fbem-23721	124	112	sentiment	sentiment	NOUN
fbem-23721	124	113	value	value	NOUN
fbem-23721	124	114	of	of	ADP
fbem-23721	124	115	the	the	DET
fbem-23721	124	116	comment	comment	NOUN
fbem-23721	124	117	text	text	NOUN
fbem-23721	124	118	is	be	AUX
fbem-23721	124	119	calculated	calculate	VERB
fbem-23721	124	120	based	base	VERB
fbem-23721	124	121	on	on	ADP
fbem-23721	124	122	the	the	DET
fbem-23721	124	123	sentiment	sentiment	NOUN
fbem-23721	124	124	dictionary	dictionary	ADJ
fbem-23721	124	125	method	method	NOUN
fbem-23721	124	126	the	the	DET
fbem-23721	124	127	obtained	obtain	VERB
fbem-23721	124	128	sample	sample	NOUN
fbem-23721	124	129	data	datum	NOUN
fbem-23721	124	130	was	be	AUX
fbem-23721	124	131	collated	collate	VERB
fbem-23721	124	132	to	to	PART
fbem-23721	124	133	remove	remove	VERB
fbem-23721	124	134	those	those	PRON
fbem-23721	124	135	that	that	PRON
fbem-23721	124	136	were	be	AUX
fbem-23721	124	137	not	not	PART
fbem-23721	124	138	meaningful	meaningful	ADJ
fbem-23721	124	139	(	(	PUNCT
fbem-23721	124	140	e.g.	e.g.	ADV
fbem-23721	124	141	,	,	PUNCT
fbem-23721	124	142	comments	comment	NOUN
fbem-23721	124	143	with	with	ADP
fbem-23721	124	144	only	only	ADV
fbem-23721	124	145	a	a	DET
fbem-23721	124	146	few	few	ADJ
fbem-23721	124	147	punctuation	punctuation	NOUN
fbem-23721	124	148	marks	mark	NOUN
fbem-23721	124	149	or	or	CCONJ
fbem-23721	124	150	numbers	number	NOUN
fbem-23721	124	151	)	)	PUNCT
fbem-23721	124	152	to	to	PART
fbem-23721	124	153	result	result	VERB
fbem-23721	124	154	in	in	ADP
fbem-23721	124	155	a	a	DET
fbem-23721	124	156	sample	sample	NOUN
fbem-23721	124	157	of	of	ADP
fbem-23721	124	158	593	593	NUM
fbem-23721	124	159	users	user	NOUN
fbem-23721	124	160	.	.	PUNCT
fbem-23721	125	1	these	these	DET
fbem-23721	125	2	samples	sample	NOUN
fbem-23721	125	3	can	can	AUX
fbem-23721	125	4	be	be	AUX
fbem-23721	125	5	used	use	VERB
fbem-23721	125	6	for	for	ADP
fbem-23721	125	7	subsequent	subsequent	ADJ
fbem-23721	125	8	data	datum	NOUN
fbem-23721	125	9	analysis	analysis	NOUN
fbem-23721	125	10	and	and	CCONJ
fbem-23721	125	11	modeling	modeling	NOUN
fbem-23721	125	12	,	,	PUNCT
fbem-23721	125	13	helping	help	VERB
fbem-23721	125	14	us	we	PRON
fbem-23721	125	15	to	to	PART
fbem-23721	125	16	better	well	ADV
fbem-23721	125	17	understand	understand	VERB
fbem-23721	125	18	users	user	NOUN
fbem-23721	125	19	'	'	PART
fbem-23721	125	20	purchase	purchase	NOUN
fbem-23721	125	21	behaviors	behavior	NOUN
fbem-23721	125	22	and	and	CCONJ
fbem-23721	125	23	evaluations	evaluation	NOUN
fbem-23721	125	24	,	,	PUNCT
fbem-23721	125	25	so	so	SCONJ
fbem-23721	125	26	as	as	SCONJ
fbem-23721	125	27	to	to	PART
fbem-23721	125	28	formulate	formulate	VERB
fbem-23721	125	29	more	more	ADV
fbem-23721	125	30	effective	effective	ADJ
fbem-23721	125	31	marketing	marketing	NOUN
fbem-23721	125	32	strategies	strategy	NOUN
fbem-23721	125	33	and	and	CCONJ
fbem-23721	125	34	improve	improve	VERB
fbem-23721	125	35	user	user	NOUN
fbem-23721	125	36	satisfaction	satisfaction	NOUN
fbem-23721	125	37	and	and	CCONJ
fbem-23721	125	38	loyalty	loyalty	NOUN
fbem-23721	125	39	.	.	PUNCT
fbem-23721	126	1	based	base	VERB
fbem-23721	126	2	on	on	ADP
fbem-23721	126	3	the	the	DET
fbem-23721	126	4	preliminary	preliminary	ADJ
fbem-23721	126	5	investigation	investigation	NOUN
fbem-23721	126	6	of	of	ADP
fbem-23721	126	7	the	the	DET
fbem-23721	126	8	purchase	purchase	NOUN
fbem-23721	126	9	behavior	behavior	NOUN
fbem-23721	126	10	characteristics	characteristic	NOUN
fbem-23721	126	11	of	of	ADP
fbem-23721	126	12	users	user	NOUN
fbem-23721	126	13	on	on	ADP
fbem-23721	126	14	traditional	traditional	ADJ
fbem-23721	126	15	supermarket	supermarket	NOUN
fbem-23721	126	16	digital	digital	ADJ
fbem-23721	126	17	platforms	platform	NOUN
fbem-23721	126	18	,	,	PUNCT
fbem-23721	126	19	this	this	DET
fbem-23721	126	20	study	study	NOUN
fbem-23721	126	21	sets	set	VERB
fbem-23721	126	22	the	the	DET
fbem-23721	126	23	user	user	NOUN
fbem-23721	126	24	churn	churn	NOUN
fbem-23721	126	25	time	time	NOUN
fbem-23721	126	26	threshold	threshold	NOUN
fbem-23721	126	27	394	394	NUM
fbem-23721	126	28	to	to	PART
fbem-23721	126	29	90	90	NUM
fbem-23721	126	30	days	day	NOUN
fbem-23721	126	31	,	,	PUNCT
fbem-23721	126	32	that	that	ADV
fbem-23721	126	33	is	is	ADV
fbem-23721	126	34	,	,	PUNCT
fbem-23721	126	35	if	if	SCONJ
fbem-23721	126	36	the	the	DET
fbem-23721	126	37	user	user	NOUN
fbem-23721	126	38	's	's	PART
fbem-23721	126	39	last	last	ADJ
fbem-23721	126	40	purchase	purchase	NOUN
fbem-23721	126	41	time	time	NOUN
fbem-23721	126	42	is	be	AUX
fbem-23721	126	43	greater	great	ADJ
fbem-23721	126	44	than	than	ADP
fbem-23721	126	45	90	90	NUM
fbem-23721	126	46	days	day	NOUN
fbem-23721	126	47	,	,	PUNCT
fbem-23721	126	48	it	it	PRON
fbem-23721	126	49	is	be	AUX
fbem-23721	126	50	a	a	DET
fbem-23721	126	51	churned	churn	VERB
fbem-23721	126	52	user	user	NOUN
fbem-23721	126	53	,	,	PUNCT
fbem-23721	126	54	and	and	CCONJ
fbem-23721	126	55	less	less	ADJ
fbem-23721	126	56	than	than	ADP
fbem-23721	126	57	90	90	NUM
fbem-23721	126	58	days	day	NOUN
fbem-23721	126	59	is	be	AUX
fbem-23721	126	60	a	a	DET
fbem-23721	126	61	non	non	ADJ
fbem-23721	126	62	-	-	ADJ
fbem-23721	126	63	churned	churn	VERB
fbem-23721	126	64	user	user	NOUN
fbem-23721	126	65	.	.	PUNCT
fbem-23721	127	1	churned	churn	VERB
fbem-23721	127	2	users	user	NOUN
fbem-23721	127	3	are	be	AUX
fbem-23721	127	4	1	1	NUM
fbem-23721	127	5	and	and	CCONJ
fbem-23721	127	6	non	non	ADJ
fbem-23721	127	7	-	-	ADJ
fbem-23721	127	8	flow	flow	ADJ
fbem-23721	127	9	users	user	NOUN
fbem-23721	127	10	are	be	AUX
fbem-23721	127	11	0	0	NUM
fbem-23721	127	12	.	.	PUNCT
fbem-23721	127	13	table	table	NOUN
fbem-23721	127	14	4	4	NUM
fbem-23721	127	15	.	.	PUNCT
fbem-23721	127	16	partial	partial	ADJ
fbem-23721	127	17	comments	comment	NOUN
fbem-23721	127	18	for	for	ADP
fbem-23721	127	19	crawling	crawl	VERB
fbem-23721	127	20	user	user	NOUN
fbem-23721	128	1	i	i	PROPN
fbem-23721	128	2	d	d	PROPN
fbem-23721	128	3	scor	scor	PROPN
fbem-23721	128	4	e	e	PROPN
fbem-23721	128	5	comme	comme	PROPN
fbem-23721	128	6	nt	nt	PROPN
fbem-23721	128	7	time	time	NOUN
fbem-23721	128	8	comment	comment	NOUN
fbem-23721	128	9	content	content	NOUN
fbem-23721	128	10	miao***7	miao***7	PROPN
fbem-23721	128	11	5	5	NUM
fbem-23721	129	1	2022/9/	2022/9/	NUM
fbem-23721	129	2	23	23	NUM
fbem-23721	129	3	fantastic	fantastic	ADJ
fbem-23721	129	4	,	,	PUNCT
fbem-23721	129	5	fresh	fresh	ADJ
fbem-23721	129	6	,	,	PUNCT
fbem-23721	129	7	no	no	DET
fbem-23721	129	8	bad	bad	ADJ
fbem-23721	129	9	fruit	fruit	NOUN
fbem-23721	129	10	,	,	PUNCT
fbem-23721	129	11	sweet	sweet	ADJ
fbem-23721	129	12	!	!	PUNCT
fbem-23721	130	1	*	*	PUNCT
fbem-23721	131	1	*	*	PUNCT
fbem-23721	131	2	*	*	PUNCT
fbem-23721	131	3	*	*	PUNCT
fbem-23721	131	4	n	n	PRON
fbem-23721	131	5	1	1	NUM
fbem-23721	131	6	2022/11	2022/11	NUM
fbem-23721	131	7	/14	/14	PUNCT
fbem-23721	131	8	there	there	PRON
fbem-23721	131	9	are	be	VERB
fbem-23721	131	10	2	2	NUM
fbem-23721	131	11	rotten	rotten	ADJ
fbem-23721	131	12	fruits	fruit	NOUN
fbem-23721	131	13	,	,	PUNCT
fbem-23721	131	14	and	and	CCONJ
fbem-23721	131	15	the	the	DET
fbem-23721	131	16	time	time	NOUN
fbem-23721	131	17	is	be	AUX
fbem-23721	131	18	too	too	ADV
fbem-23721	131	19	long	long	ADJ
fbem-23721	131	20	for	for	SCONJ
fbem-23721	131	21	the	the	DET
fbem-23721	131	22	wife	wife	NOUN
fbem-23721	131	23	to	to	PART
fbem-23721	131	24	swallow	swallow	VERB
fbem-23721	131	25	h***7	h***7	PROPN
fbem-23721	131	26	1	1	NUM
fbem-23721	131	27	2022/10	2022/10	NUM
fbem-23721	131	28	/27	/27	PUNCT
fbem-23721	132	1	it	it	PRON
fbem-23721	132	2	was	be	AUX
fbem-23721	132	3	delicious	delicious	ADJ
fbem-23721	132	4	,	,	PUNCT
fbem-23721	132	5	better	well	ADJ
fbem-23721	132	6	than	than	SCONJ
fbem-23721	132	7	i	i	PRON
fbem-23721	132	8	expected	expect	VERB
fbem-23721	132	9	,	,	PUNCT
fbem-23721	132	10	this	this	PRON
fbem-23721	132	11	is	be	AUX
fbem-23721	132	12	the	the	DET
fbem-23721	132	13	second	second	ADJ
fbem-23721	132	14	time	time	NOUN
fbem-23721	132	15	i	i	PRON
fbem-23721	132	16	bought	buy	VERB
fbem-23721	132	17	it	it	PRON
fbem-23721	132	18	,	,	PUNCT
fbem-23721	132	19	it	it	PRON
fbem-23721	132	20	was	be	AUX
fbem-23721	132	21	good	good	ADJ
fbem-23721	132	22	overall	overall	ADJ
fbem-23721	132	23	,	,	PUNCT
fbem-23721	132	24	there	there	PRON
fbem-23721	132	25	were	be	VERB
fbem-23721	132	26	a	a	DET
fbem-23721	132	27	few	few	ADJ
fbem-23721	132	28	with	with	ADP
fbem-23721	132	29	less	less	ADJ
fbem-23721	132	30	moisture	moisture	NOUN
fbem-23721	132	31	,	,	PUNCT
fbem-23721	132	32	which	which	PRON
fbem-23721	132	33	was	be	AUX
fbem-23721	132	34	acceptable	acceptable	ADJ
fbem-23721	132	35	*	*	PUNCT
fbem-23721	132	36	*	*	PUNCT
fbem-23721	132	37	*	*	PUNCT
fbem-23721	132	38	*	*	PUNCT
fbem-23721	132	39	c	c	X
fbem-23721	132	40	1	1	NUM
fbem-23721	132	41	2022/11	2022/11	NUM
fbem-23721	132	42	/11	/11	PUNCT
fbem-23721	132	43	find	find	VERB
fbem-23721	132	44	customer	customer	NOUN
fbem-23721	132	45	service	service	NOUN
fbem-23721	132	46	as	as	ADV
fbem-23721	132	47	soon	soon	ADV
fbem-23721	132	48	as	as	SCONJ
fbem-23721	132	49	the	the	DET
fbem-23721	132	50	goods	good	NOUN
fbem-23721	132	51	are	be	AUX
fbem-23721	132	52	received	receive	VERB
fbem-23721	132	53	,	,	PUNCT
fbem-23721	132	54	and	and	CCONJ
fbem-23721	132	55	it	it	PRON
fbem-23721	132	56	has	have	AUX
fbem-23721	132	57	n't	not	PART
fbem-23721	132	58	been	be	AUX
fbem-23721	132	59	solved	solve	VERB
fbem-23721	132	60	for	for	ADP
fbem-23721	132	61	two	two	NUM
fbem-23721	132	62	days	day	NOUN
fbem-23721	132	63	,	,	PUNCT
fbem-23721	132	64	so	so	ADV
fbem-23721	132	65	will	will	AUX
fbem-23721	132	66	you	you	PRON
fbem-23721	132	67	just	just	ADV
fbem-23721	132	68	wait	wait	VERB
fbem-23721	132	69	?	?	PUNCT
fbem-23721	133	1	hong	hong	PROPN
fbem-23721	134	1	*	*	PUNCT
fbem-23721	134	2	*	*	PUNCT
fbem-23721	134	3	*	*	PUNCT
fbem-23721	134	4	meaning	mean	VERB
fbem-23721	134	5	3	3	NUM
fbem-23721	134	6	2022/10	2022/10	NUM
fbem-23721	134	7	/30	/30	PUNCT
fbem-23721	134	8	the	the	DET
fbem-23721	134	9	moisture	moisture	NOUN
fbem-23721	134	10	is	be	AUX
fbem-23721	134	11	large	large	ADJ
fbem-23721	134	12	,	,	PUNCT
fbem-23721	134	13	so	so	CCONJ
fbem-23721	134	14	the	the	DET
fbem-23721	134	15	sweetness	sweetness	NOUN
fbem-23721	134	16	is	be	AUX
fbem-23721	134	17	average	average	ADJ
fbem-23721	134	18	the	the	DET
fbem-23721	134	19	essence	essence	NOUN
fbem-23721	134	20	of	of	ADP
fbem-23721	134	21	the	the	DET
fbem-23721	134	22	churn	churn	NOUN
fbem-23721	134	23	prediction	prediction	NOUN
fbem-23721	134	24	problem	problem	NOUN
fbem-23721	134	25	is	be	AUX
fbem-23721	134	26	a	a	DET
fbem-23721	134	27	binary	binary	ADJ
fbem-23721	134	28	classification	classification	NOUN
fbem-23721	134	29	problem	problem	NOUN
fbem-23721	134	30	,	,	PUNCT
fbem-23721	134	31	in	in	ADP
fbem-23721	134	32	which	which	PRON
fbem-23721	134	33	if	if	SCONJ
fbem-23721	134	34	the	the	DET
fbem-23721	134	35	number	number	NOUN
fbem-23721	134	36	of	of	ADP
fbem-23721	134	37	samples	sample	NOUN
fbem-23721	134	38	in	in	ADP
fbem-23721	134	39	the	the	DET
fbem-23721	134	40	two	two	NUM
fbem-23721	134	41	categories	category	NOUN
fbem-23721	134	42	is	be	AUX
fbem-23721	134	43	far	far	ADV
fbem-23721	134	44	apart	apart	ADV
fbem-23721	134	45	,	,	PUNCT
fbem-23721	134	46	there	there	PRON
fbem-23721	134	47	will	will	AUX
fbem-23721	134	48	be	be	AUX
fbem-23721	134	49	a	a	DET
fbem-23721	134	50	serious	serious	ADJ
fbem-23721	134	51	problem	problem	NOUN
fbem-23721	134	52	when	when	SCONJ
fbem-23721	134	53	training	train	VERB
fbem-23721	134	54	the	the	DET
fbem-23721	134	55	model	model	NOUN
fbem-23721	134	56	.	.	PUNCT
fbem-23721	135	1	in	in	ADP
fbem-23721	135	2	real	real	ADJ
fbem-23721	135	3	life	life	NOUN
fbem-23721	135	4	,	,	PUNCT
fbem-23721	135	5	the	the	DET
fbem-23721	135	6	proportion	proportion	NOUN
fbem-23721	135	7	of	of	ADP
fbem-23721	135	8	churned	churn	VERB
fbem-23721	135	9	users	user	NOUN
fbem-23721	135	10	among	among	ADP
fbem-23721	135	11	the	the	DET
fbem-23721	135	12	purchasing	purchase	VERB
fbem-23721	135	13	users	user	NOUN
fbem-23721	135	14	on	on	ADP
fbem-23721	135	15	the	the	DET
fbem-23721	135	16	digital	digital	ADJ
fbem-23721	135	17	platform	platform	NOUN
fbem-23721	135	18	of	of	ADP
fbem-23721	135	19	traditional	traditional	ADJ
fbem-23721	135	20	shopping	shopping	NOUN
fbem-23721	135	21	malls	mall	NOUN
fbem-23721	135	22	is	be	AUX
fbem-23721	135	23	much	much	ADV
fbem-23721	135	24	smaller	small	ADJ
fbem-23721	135	25	than	than	ADP
fbem-23721	135	26	that	that	PRON
fbem-23721	135	27	of	of	ADP
fbem-23721	135	28	non	non	ADJ
fbem-23721	135	29	-	-	ADJ
fbem-23721	135	30	churned	churned	ADJ
fbem-23721	135	31	users	user	NOUN
fbem-23721	135	32	,	,	PUNCT
fbem-23721	135	33	which	which	PRON
fbem-23721	135	34	causes	cause	VERB
fbem-23721	135	35	the	the	DET
fbem-23721	135	36	distribution	distribution	NOUN
fbem-23721	135	37	of	of	ADP
fbem-23721	135	38	these	these	DET
fbem-23721	135	39	two	two	NUM
fbem-23721	135	40	types	type	NOUN
fbem-23721	135	41	of	of	ADP
fbem-23721	135	42	samples	sample	NOUN
fbem-23721	135	43	to	to	PART
fbem-23721	135	44	be	be	AUX
fbem-23721	135	45	extremely	extremely	ADV
fbem-23721	135	46	uneven	uneven	ADJ
fbem-23721	135	47	,	,	PUNCT
fbem-23721	135	48	which	which	PRON
fbem-23721	135	49	affects	affect	VERB
fbem-23721	135	50	the	the	DET
fbem-23721	135	51	classification	classification	NOUN
fbem-23721	135	52	results	result	NOUN
fbem-23721	135	53	of	of	ADP
fbem-23721	135	54	the	the	DET
fbem-23721	135	55	classifier	classifier	NOUN
fbem-23721	135	56	,	,	PUNCT
fbem-23721	135	57	so	so	SCONJ
fbem-23721	135	58	it	it	PRON
fbem-23721	135	59	is	be	AUX
fbem-23721	135	60	necessary	necessary	ADJ
fbem-23721	135	61	to	to	PART
fbem-23721	135	62	balance	balance	VERB
fbem-23721	135	63	the	the	DET
fbem-23721	135	64	sample	sample	NOUN
fbem-23721	135	65	data	datum	NOUN
fbem-23721	135	66	.	.	PUNCT
fbem-23721	136	1	however	however	ADV
fbem-23721	136	2	,	,	PUNCT
fbem-23721	136	3	the	the	DET
fbem-23721	136	4	traditional	traditional	ADJ
fbem-23721	136	5	smote	smote	ADJ
fbem-23721	136	6	algorithm	algorithm	NOUN
fbem-23721	136	7	synthesizes	synthesize	VERB
fbem-23721	136	8	a	a	DET
fbem-23721	136	9	new	new	ADJ
fbem-23721	136	10	sample	sample	NOUN
fbem-23721	136	11	by	by	ADP
fbem-23721	136	12	selecting	select	VERB
fbem-23721	136	13	a	a	DET
fbem-23721	136	14	small	small	ADJ
fbem-23721	136	15	number	number	NOUN
fbem-23721	136	16	of	of	ADP
fbem-23721	136	17	samples	sample	NOUN
fbem-23721	136	18	without	without	ADP
fbem-23721	136	19	considering	consider	VERB
fbem-23721	136	20	the	the	DET
fbem-23721	136	21	surrounding	surround	VERB
fbem-23721	136	22	samples	sample	NOUN
fbem-23721	136	23	,	,	PUNCT
fbem-23721	136	24	which	which	PRON
fbem-23721	136	25	easily	easily	ADV
fbem-23721	136	26	causes	cause	VERB
fbem-23721	136	27	the	the	DET
fbem-23721	136	28	new	new	ADJ
fbem-23721	136	29	small	small	ADJ
fbem-23721	136	30	number	number	NOUN
fbem-23721	136	31	of	of	ADP
fbem-23721	136	32	samples	sample	NOUN
fbem-23721	136	33	to	to	PART
fbem-23721	136	34	overlap	overlap	VERB
fbem-23721	136	35	with	with	ADP
fbem-23721	136	36	most	most	ADJ
fbem-23721	136	37	of	of	ADP
fbem-23721	136	38	the	the	DET
fbem-23721	136	39	samples	sample	NOUN
fbem-23721	136	40	in	in	ADP
fbem-23721	136	41	the	the	DET
fbem-23721	136	42	surrounding	surround	VERB
fbem-23721	136	43	samples	sample	NOUN
fbem-23721	136	44	,	,	PUNCT
fbem-23721	136	45	resulting	result	VERB
fbem-23721	136	46	in	in	ADP
fbem-23721	136	47	a	a	DET
fbem-23721	136	48	large	large	ADJ
fbem-23721	136	49	amount	amount	NOUN
fbem-23721	136	50	of	of	ADP
fbem-23721	136	51	noise	noise	NOUN
fbem-23721	136	52	.	.	PUNCT
fbem-23721	137	1	the	the	DET
fbem-23721	137	2	data	datum	NOUN
fbem-23721	137	3	cleaning	clean	VERB
fbem-23721	137	4	technology	technology	NOUN
fbem-23721	137	5	enn	enn	PROPN
fbem-23721	137	6	is	be	AUX
fbem-23721	137	7	widely	widely	ADV
fbem-23721	137	8	used	use	VERB
fbem-23721	137	9	in	in	ADP
fbem-23721	137	10	the	the	DET
fbem-23721	137	11	processing	processing	NOUN
fbem-23721	137	12	of	of	ADP
fbem-23721	137	13	overlapping	overlap	VERB
fbem-23721	137	14	sample	sample	NOUN
fbem-23721	137	15	data	datum	NOUN
fbem-23721	137	16	,	,	PUNCT
fbem-23721	137	17	so	so	CCONJ
fbem-23721	137	18	the	the	DET
fbem-23721	137	19	smote	smote	ADJ
fbem-23721	137	20	algorithm	algorithm	NOUN
fbem-23721	137	21	and	and	CCONJ
fbem-23721	137	22	enn	enn	PROPN
fbem-23721	137	23	can	can	AUX
fbem-23721	137	24	be	be	AUX
fbem-23721	137	25	combined	combine	VERB
fbem-23721	137	26	to	to	PART
fbem-23721	137	27	form	form	VERB
fbem-23721	137	28	a	a	DET
fbem-23721	137	29	pipeline	pipeline	NOUN
fbem-23721	137	30	,	,	PUNCT
fbem-23721	137	31	that	that	ADV
fbem-23721	137	32	is	is	ADV
fbem-23721	137	33	,	,	PUNCT
fbem-23721	137	34	oversampling	oversample	VERB
fbem-23721	137	35	is	be	AUX
fbem-23721	137	36	carried	carry	VERB
fbem-23721	137	37	out	out	ADP
fbem-23721	137	38	first	first	ADV
fbem-23721	137	39	and	and	CCONJ
fbem-23721	137	40	then	then	ADV
fbem-23721	137	41	data	datum	NOUN
fbem-23721	137	42	cleaning	cleaning	NOUN
fbem-23721	137	43	is	be	AUX
fbem-23721	137	44	carried	carry	VERB
fbem-23721	137	45	out	out	ADP
fbem-23721	137	46	to	to	PART
fbem-23721	137	47	improve	improve	VERB
fbem-23721	137	48	the	the	DET
fbem-23721	137	49	shortcomings	shortcoming	NOUN
fbem-23721	137	50	of	of	ADP
fbem-23721	137	51	the	the	DET
fbem-23721	137	52	data	datum	NOUN
fbem-23721	137	53	processed	process	VERB
fbem-23721	137	54	by	by	ADP
fbem-23721	137	55	the	the	DET
fbem-23721	137	56	smote	smote	ADJ
fbem-23721	137	57	algorithm	algorithm	NOUN
fbem-23721	137	58	.	.	PUNCT
fbem-23721	138	1	in	in	ADP
fbem-23721	138	2	this	this	DET
fbem-23721	138	3	paper	paper	NOUN
fbem-23721	138	4	,	,	PUNCT
fbem-23721	138	5	the	the	DET
fbem-23721	138	6	smote+enn	smote+enn	PROPN
fbem-23721	138	7	algorithm	algorithm	PROPN
fbem-23721	138	8	is	be	AUX
fbem-23721	138	9	used	use	VERB
fbem-23721	138	10	to	to	PART
fbem-23721	138	11	synthesize	synthesize	VERB
fbem-23721	138	12	minority	minority	NOUN
fbem-23721	138	13	samples	sample	NOUN
fbem-23721	138	14	to	to	PART
fbem-23721	138	15	improve	improve	VERB
fbem-23721	138	16	the	the	DET
fbem-23721	138	17	optimization	optimization	NOUN
fbem-23721	138	18	performance	performance	NOUN
fbem-23721	138	19	of	of	ADP
fbem-23721	138	20	the	the	DET
fbem-23721	138	21	classifier	classifier	NOUN
fbem-23721	138	22	[	[	X
fbem-23721	138	23	26	26	NUM
fbem-23721	138	24	]	]	PUNCT
fbem-23721	138	25	.	.	PUNCT
fbem-23721	139	1	the	the	DET
fbem-23721	139	2	smote+enn	smote+enn	PROPN
fbem-23721	139	3	algorithm	algorithm	NOUN
fbem-23721	139	4	is	be	AUX
fbem-23721	139	5	mainly	mainly	ADV
fbem-23721	139	6	based	base	VERB
fbem-23721	139	7	on	on	ADP
fbem-23721	139	8	smote	smote	ADJ
fbem-23721	139	9	oversampling	oversampling	ADJ
fbem-23721	139	10	,	,	PUNCT
fbem-23721	139	11	and	and	CCONJ
fbem-23721	139	12	the	the	DET
fbem-23721	139	13	overlapping	overlap	VERB
fbem-23721	139	14	data	datum	NOUN
fbem-23721	139	15	is	be	AUX
fbem-23721	139	16	cleaned	clean	VERB
fbem-23721	139	17	through	through	ADP
fbem-23721	139	18	the	the	DET
fbem-23721	139	19	enn	enn	PROPN
fbem-23721	139	20	algorithm	algorithm	NOUN
fbem-23721	139	21	to	to	PART
fbem-23721	139	22	achieve	achieve	VERB
fbem-23721	139	23	the	the	DET
fbem-23721	139	24	purpose	purpose	NOUN
fbem-23721	139	25	of	of	ADP
fbem-23721	139	26	balancing	balance	VERB
fbem-23721	139	27	the	the	DET
fbem-23721	139	28	sample	sample	NOUN
fbem-23721	139	29	data	datum	NOUN
fbem-23721	139	30	.	.	PUNCT
fbem-23721	140	1	the	the	DET
fbem-23721	140	2	specific	specific	ADJ
fbem-23721	140	3	steps	step	NOUN
fbem-23721	140	4	are	be	AUX
fbem-23721	140	5	as	as	SCONJ
fbem-23721	140	6	follows	follow	VERB
fbem-23721	140	7	:	:	PUNCT
fbem-23721	140	8	firstly	firstly	ADV
fbem-23721	140	9	,	,	PUNCT
fbem-23721	140	10	the	the	DET
fbem-23721	140	11	smote	smote	ADJ
fbem-23721	140	12	algorithm	algorithm	NOUN
fbem-23721	140	13	is	be	AUX
fbem-23721	140	14	used	use	VERB
fbem-23721	140	15	to	to	PART
fbem-23721	140	16	generate	generate	VERB
fbem-23721	140	17	new	new	ADJ
fbem-23721	140	18	minority	minority	NOUN
fbem-23721	140	19	samples	sample	NOUN
fbem-23721	140	20	to	to	PART
fbem-23721	140	21	obtain	obtain	VERB
fbem-23721	140	22	an	an	DET
fbem-23721	140	23	expanded	expand	VERB
fbem-23721	140	24	dataset	dataset	NOUN
fbem-23721	140	25	.	.	PUNCT
fbem-23721	141	1	then	then	ADV
fbem-23721	141	2	,	,	PUNCT
fbem-23721	141	3	each	each	DET
fbem-23721	141	4	sample	sample	NOUN
fbem-23721	141	5	in	in	ADP
fbem-23721	141	6	the	the	DET
fbem-23721	141	7	new	new	ADJ
fbem-23721	141	8	dataset	dataset	NOUN
fbem-23721	141	9	was	be	AUX
fbem-23721	141	10	predicted	predict	VERB
fbem-23721	141	11	using	use	VERB
fbem-23721	141	12	the	the	DET
fbem-23721	141	13	knn	knn	PROPN
fbem-23721	141	14	(	(	PUNCT
fbem-23721	141	15	generally	generally	ADV
fbem-23721	141	16	k=5	k=5	VERB
fbem-23721	141	17	)	)	PUNCT
fbem-23721	141	18	method	method	NOUN
fbem-23721	141	19	,	,	PUNCT
fbem-23721	141	20	and	and	CCONJ
fbem-23721	141	21	if	if	SCONJ
fbem-23721	141	22	the	the	DET
fbem-23721	141	23	prediction	prediction	NOUN
fbem-23721	141	24	result	result	NOUN
fbem-23721	141	25	was	be	AUX
fbem-23721	141	26	significantly	significantly	ADV
fbem-23721	141	27	different	different	ADJ
fbem-23721	141	28	from	from	ADP
fbem-23721	141	29	the	the	DET
fbem-23721	141	30	actual	actual	ADJ
fbem-23721	141	31	result	result	NOUN
fbem-23721	141	32	,	,	PUNCT
fbem-23721	141	33	the	the	DET
fbem-23721	141	34	sample	sample	NOUN
fbem-23721	141	35	was	be	AUX
fbem-23721	141	36	excluded	exclude	VERB
fbem-23721	141	37	.	.	PUNCT
fbem-23721	142	1	5.2	5.2	NUM
fbem-23721	142	2	.	.	PUNCT
fbem-23721	143	1	comment	comment	NOUN
fbem-23721	143	2	text	text	NOUN
fbem-23721	143	3	sentiment	sentiment	NOUN
fbem-23721	143	4	value	value	NOUN
fbem-23721	143	5	calculation	calculation	NOUN
fbem-23721	143	6	first	first	ADV
fbem-23721	143	7	,	,	PUNCT
fbem-23721	143	8	the	the	DET
fbem-23721	143	9	text	text	NOUN
fbem-23721	143	10	data	datum	NOUN
fbem-23721	143	11	was	be	AUX
fbem-23721	143	12	denoised	denoise	VERB
fbem-23721	143	13	,	,	PUNCT
fbem-23721	143	14	including	include	VERB
fbem-23721	143	15	converting	convert	VERB
fbem-23721	143	16	some	some	DET
fbem-23721	143	17	chinese	chinese	ADJ
fbem-23721	143	18	traditional	traditional	ADJ
fbem-23721	143	19	chinese	chinese	PROPN
fbem-23721	143	20	to	to	ADP
fbem-23721	143	21	chinese	chinese	PROPN
fbem-23721	143	22	simplified	simplified	ADJ
fbem-23721	143	23	chinese	chinese	PROPN
fbem-23721	143	24	.	.	PUNCT
fbem-23721	144	1	remove	remove	VERB
fbem-23721	144	2	facial	facial	ADJ
fbem-23721	144	3	emojis	emoji	NOUN
fbem-23721	144	4	made	make	VERB
fbem-23721	144	5	up	up	ADP
fbem-23721	144	6	of	of	ADP
fbem-23721	144	7	various	various	ADJ
fbem-23721	144	8	lines	line	NOUN
fbem-23721	144	9	and	and	CCONJ
fbem-23721	144	10	special	special	ADJ
fbem-23721	144	11	symbols	symbol	NOUN
fbem-23721	144	12	;	;	PUNCT
fbem-23721	144	13	convert	convert	VERB
fbem-23721	144	14	some	some	DET
fbem-23721	144	15	english	english	ADJ
fbem-23721	144	16	words	word	NOUN
fbem-23721	144	17	into	into	ADP
fbem-23721	144	18	chinese	chinese	PROPN
fbem-23721	144	19	,	,	PUNCT
fbem-23721	144	20	such	such	ADJ
fbem-23721	144	21	as	as	ADP
fbem-23721	144	22	great	great	ADJ
fbem-23721	144	23	,	,	PUNCT
fbem-23721	144	24	nice	nice	ADJ
fbem-23721	144	25	,	,	PUNCT
fbem-23721	144	26	good	good	ADJ
fbem-23721	144	27	;	;	PUNCT
fbem-23721	144	28	convert	convert	VERB
fbem-23721	144	29	some	some	DET
fbem-23721	144	30	simple	simple	ADJ
fbem-23721	144	31	pinyin	pinyin	NOUN
fbem-23721	144	32	sounds	sound	VERB
fbem-23721	144	33	such	such	ADJ
fbem-23721	144	34	as	as	ADP
fbem-23721	144	35	bang	bang	PROPN
fbem-23721	144	36	(	(	PUNCT
fbem-23721	144	37	stick	stick	PROPN
fbem-23721	144	38	)	)	PUNCT
fbem-23721	144	39	into	into	ADP
fbem-23721	144	40	their	their	PRON
fbem-23721	144	41	corresponding	correspond	VERB
fbem-23721	144	42	characters	character	NOUN
fbem-23721	144	43	.	.	PUNCT
fbem-23721	145	1	in	in	ADP
fbem-23721	145	2	this	this	DET
fbem-23721	145	3	study	study	NOUN
fbem-23721	145	4	,	,	PUNCT
fbem-23721	145	5	the	the	DET
fbem-23721	145	6	jieba	jieba	NOUN
fbem-23721	145	7	chinese	chinese	ADJ
fbem-23721	145	8	word	word	NOUN
fbem-23721	145	9	segmentation	segmentation	NOUN
fbem-23721	145	10	module	module	NOUN
fbem-23721	145	11	in	in	ADP
fbem-23721	145	12	python	python	PROPN
fbem-23721	145	13	was	be	AUX
fbem-23721	145	14	used	use	VERB
fbem-23721	145	15	to	to	PART
fbem-23721	145	16	process	process	VERB
fbem-23721	145	17	the	the	DET
fbem-23721	145	18	obtained	obtain	VERB
fbem-23721	145	19	comment	comment	NOUN
fbem-23721	145	20	text	text	NOUN
fbem-23721	145	21	with	with	ADP
fbem-23721	145	22	sentence	sentence	NOUN
fbem-23721	145	23	breaking	breaking	NOUN
fbem-23721	145	24	,	,	PUNCT
fbem-23721	145	25	word	word	NOUN
fbem-23721	145	26	segmentation	segmentation	NOUN
fbem-23721	145	27	,	,	PUNCT
fbem-23721	145	28	stop	stop	VERB
fbem-23721	145	29	word	word	NOUN
fbem-23721	145	30	screening	screening	NOUN
fbem-23721	145	31	and	and	CCONJ
fbem-23721	145	32	part	part	NOUN
fbem-23721	145	33	-	-	PUNCT
fbem-23721	145	34	of	of	ADP
fbem-23721	145	35	-	-	PUNCT
fbem-23721	145	36	speech	speech	NOUN
fbem-23721	145	37	marking	marking	NOUN
fbem-23721	145	38	.	.	PUNCT
fbem-23721	146	1	finally	finally	ADV
fbem-23721	146	2	,	,	PUNCT
fbem-23721	146	3	based	base	VERB
fbem-23721	146	4	on	on	ADP
fbem-23721	146	5	the	the	DET
fbem-23721	146	6	complete	complete	ADJ
fbem-23721	146	7	sentiment	sentiment	NOUN
fbem-23721	146	8	dictionary	dictionary	NOUN
fbem-23721	146	9	and	and	CCONJ
fbem-23721	146	10	the	the	DET
fbem-23721	146	11	calculation	calculation	NOUN
fbem-23721	146	12	steps	step	VERB
fbem-23721	146	13	in	in	ADP
fbem-23721	146	14	section	section	NOUN
fbem-23721	146	15	3.2	3.2	NUM
fbem-23721	146	16	,	,	PUNCT
fbem-23721	146	17	the	the	DET
fbem-23721	146	18	quantitative	quantitative	ADJ
fbem-23721	146	19	score	score	NOUN
fbem-23721	146	20	of	of	ADP
fbem-23721	146	21	comment	comment	NOUN
fbem-23721	146	22	sentiment	sentiment	NOUN
fbem-23721	146	23	is	be	AUX
fbem-23721	146	24	obtained	obtain	VERB
fbem-23721	146	25	.	.	PUNCT
fbem-23721	147	1	dalian	dalian	PROPN
fbem-23721	147	2	institute	institute	PROPN
fbem-23721	147	3	of	of	ADP
fbem-23721	147	4	technology	technology	PROPN
fbem-23721	147	5	emotional	emotional	ADJ
fbem-23721	147	6	vocabulary	vocabulary	ADJ
fbem-23721	147	7	question	question	NOUN
fbem-23721	147	8	bank	bank	NOUN
fbem-23721	147	9	(	(	PUNCT
fbem-23721	147	10	part	part	NOUN
fbem-23721	147	11	)	)	PUNCT
fbem-23721	147	12	see	see	VERB
fbem-23721	147	13	table	table	NOUN
fbem-23721	147	14	5	5	NUM
fbem-23721	147	15	.	.	PUNCT
fbem-23721	147	16	table	table	NOUN
fbem-23721	147	17	5	5	NUM
fbem-23721	147	18	.	.	PUNCT
fbem-23721	147	19	emotional	emotional	ADJ
fbem-23721	147	20	vocabulary	vocabulary	ADJ
fbem-23721	147	21	ontology	ontology	NOUN
fbem-23721	147	22	database	database	NOUN
fbem-23721	147	23	of	of	ADP
fbem-23721	147	24	dalian	dalian	PROPN
fbem-23721	147	25	university	university	PROPN
fbem-23721	147	26	of	of	ADP
fbem-23721	147	27	technology	technology	NOUN
fbem-23721	147	28	(	(	PUNCT
fbem-23721	147	29	partial	partial	ADJ
fbem-23721	147	30	)	)	PUNCT
fbem-23721	147	31	words	word	NOUN
fbem-23721	147	32	types	type	NOUN
fbem-23721	147	33	of	of	ADP
fbem-23721	147	34	parts	part	NOUN
fbem-23721	147	35	of	of	ADP
fbem-23721	147	36	speech	speech	NOUN
fbem-23721	147	37	the	the	DET
fbem-23721	147	38	number	number	NOUN
fbem-23721	147	39	of	of	ADP
fbem-23721	147	40	word	word	NOUN
fbem-23721	147	41	mean	mean	NOUN
fbem-23721	148	1	-ings	-ing	NOUN
fbem-23721	148	2	sentime	sentime	NOUN
fbem-23721	148	3	nt	not	PART
fbem-23721	148	4	classific	classific	PROPN
fbem-23721	148	5	ation	ation	PROPN
fbem-23721	148	6	stren	stren	PROPN
fbem-23721	148	7	gth	gth	PROPN
fbem-23721	148	8	pol	pol	PROPN
fbem-23721	148	9	arit	arit	ADP
fbem-23721	148	10	y	y	PROPN
fbem-23721	148	11	fresh	fresh	ADJ
fbem-23721	148	12	noun	noun	NOUN
fbem-23721	148	13	1	1	NUM
fbem-23721	148	14	pb	pb	PART
fbem-23721	148	15	5	5	NUM
fbem-23721	148	16	1	1	NUM
fbem-23721	148	17	rot	rot	VERB
fbem-23721	148	18	adj	adj	PROPN
fbem-23721	148	19	1	1	NUM
fbem-23721	148	20	nn	nn	NUM
fbem-23721	148	21	3	3	NUM
fbem-23721	148	22	-1	-1	ADP
fbem-23721	148	23	grudging	grudging	ADJ
fbem-23721	148	24	verb	verb	NOUN
fbem-23721	148	25	2	2	NUM
fbem-23721	148	26	nn	nn	PROPN
fbem-23721	148	27	5	5	NUM
fbem-23721	148	28	0	0	NUM
fbem-23721	148	29	stinking	stink	VERB
fbem-23721	148	30	adj	adj	PROPN
fbem-23721	148	31	1	1	NUM
fbem-23721	148	32	nd	nd	NUM
fbem-23721	148	33	5	5	NUM
fbem-23721	148	34	-1	-1	NOUN
fbem-23721	148	35	fresh	fresh	ADJ
fbem-23721	148	36	adj	adj	NOUN
fbem-23721	148	37	1	1	NUM
fbem-23721	148	38	pb	pb	PART
fbem-23721	148	39	5	5	NUM
fbem-23721	148	40	1	1	NUM
fbem-23721	148	41	disappoint	disappoint	NOUN
fbem-23721	149	1	ed	ed	NOUN
fbem-23721	149	2	adj	adj	PROPN
fbem-23721	149	3	1	1	NUM
fbem-23721	149	4	nj	nj	PROPN
fbem-23721	149	5	5	5	NUM
fbem-23721	149	6	-1	-1	NOUN
fbem-23721	149	7	fantastic	fantastic	ADJ
fbem-23721	149	8	adj	adj	PROPN
fbem-23721	149	9	1	1	NUM
fbem-23721	149	10	nj	nj	PROPN
fbem-23721	149	11	7	7	NUM
fbem-23721	149	12	-1	-1	SYM
fbem-23721	149	13	5.3	5.3	NUM
fbem-23721	149	14	.	.	PUNCT
fbem-23721	150	1	experimental	experimental	ADJ
fbem-23721	150	2	results	result	NOUN
fbem-23721	150	3	and	and	CCONJ
fbem-23721	150	4	conclusions	conclusion	NOUN
fbem-23721	150	5	5.3.1	5.3.1	NUM
fbem-23721	150	6	.	.	PUNCT
fbem-23721	150	7	model	model	NOUN
fbem-23721	150	8	training	training	NOUN
fbem-23721	150	9	and	and	CCONJ
fbem-23721	150	10	testing	testing	NOUN
fbem-23721	150	11	results	result	NOUN
fbem-23721	150	12	in	in	ADP
fbem-23721	150	13	this	this	DET
fbem-23721	150	14	study	study	NOUN
fbem-23721	150	15	,	,	PUNCT
fbem-23721	150	16	four	four	NUM
fbem-23721	150	17	user	user	NOUN
fbem-23721	150	18	value	value	NOUN
fbem-23721	150	19	level	level	NOUN
fbem-23721	150	20	characteristics	characteristic	NOUN
fbem-23721	150	21	(	(	PUNCT
fbem-23721	150	22	recent	recent	ADJ
fbem-23721	150	23	consumption	consumption	NOUN
fbem-23721	150	24	interval	interval	NOUN
fbem-23721	150	25	,	,	PUNCT
fbem-23721	150	26	average	average	ADJ
fbem-23721	150	27	monthly	monthly	ADJ
fbem-23721	150	28	consumption	consumption	NOUN
fbem-23721	150	29	times	time	NOUN
fbem-23721	150	30	,	,	PUNCT
fbem-23721	150	31	average	average	ADJ
fbem-23721	150	32	consumption	consumption	NOUN
fbem-23721	150	33	amount	amount	NOUN
fbem-23721	150	34	)	)	PUNCT
fbem-23721	150	35	and	and	CCONJ
fbem-23721	150	36	two	two	NUM
fbem-23721	150	37	user	user	NOUN
fbem-23721	150	38	evaluation	evaluation	NOUN
fbem-23721	150	39	level	level	NOUN
fbem-23721	150	40	characteristics	characteristic	NOUN
fbem-23721	150	41	(	(	PUNCT
fbem-23721	150	42	rating	rating	NOUN
fbem-23721	150	43	,	,	PUNCT
fbem-23721	150	44	review	review	NOUN
fbem-23721	150	45	text	text	NOUN
fbem-23721	150	46	sentiment	sentiment	NOUN
fbem-23721	150	47	)	)	PUNCT
fbem-23721	150	48	were	be	AUX
fbem-23721	150	49	all	all	DET
fbem-23721	150	50	the	the	DET
fbem-23721	150	51	characteristic	characteristic	ADJ
fbem-23721	150	52	variables	variable	NOUN
fbem-23721	150	53	.	.	PUNCT
fbem-23721	151	1	after	after	SCONJ
fbem-23721	151	2	the	the	DET
fbem-23721	151	3	data	datum	NOUN
fbem-23721	151	4	under	under	ADP
fbem-23721	151	5	all	all	DET
fbem-23721	151	6	variables	variable	NOUN
fbem-23721	151	7	were	be	AUX
fbem-23721	151	8	standardized	standardize	VERB
fbem-23721	151	9	,	,	PUNCT
fbem-23721	151	10	the	the	DET
fbem-23721	151	11	dataset	dataset	NOUN
fbem-23721	151	12	was	be	AUX
fbem-23721	151	13	divided	divide	VERB
fbem-23721	151	14	into	into	ADP
fbem-23721	151	15	layers	layer	NOUN
fbem-23721	151	16	,	,	PUNCT
fbem-23721	151	17	and	and	CCONJ
fbem-23721	151	18	70	70	NUM
fbem-23721	151	19	%	%	NOUN
fbem-23721	151	20	of	of	ADP
fbem-23721	151	21	the	the	DET
fbem-23721	151	22	lost	lose	VERB
fbem-23721	151	23	samples	sample	NOUN
fbem-23721	151	24	and	and	CCONJ
fbem-23721	151	25	70	70	NUM
fbem-23721	151	26	%	%	NOUN
fbem-23721	151	27	of	of	ADP
fbem-23721	151	28	the	the	DET
fbem-23721	151	29	non	non	ADJ
fbem-23721	151	30	-	-	ADJ
fbem-23721	151	31	lost	lost	ADJ
fbem-23721	151	32	samples	sample	NOUN
fbem-23721	151	33	were	be	AUX
fbem-23721	151	34	randomly	randomly	ADV
fbem-23721	151	35	selected	select	VERB
fbem-23721	151	36	as	as	ADP
fbem-23721	151	37	the	the	DET
fbem-23721	151	38	dataset	dataset	NOUN
fbem-23721	151	39	,	,	PUNCT
fbem-23721	151	40	which	which	PRON
fbem-23721	151	41	were	be	AUX
fbem-23721	151	42	processed	process	VERB
fbem-23721	151	43	by	by	ADP
fbem-23721	151	44	smote	smote	NOUN
fbem-23721	151	45	to	to	PART
fbem-23721	151	46	become	become	VERB
fbem-23721	151	47	the	the	DET
fbem-23721	151	48	balanced	balanced	ADJ
fbem-23721	151	49	samples	sample	NOUN
fbem-23721	151	50	,	,	PUNCT
fbem-23721	151	51	and	and	CCONJ
fbem-23721	151	52	then	then	ADV
fbem-23721	151	53	the	the	DET
fbem-23721	151	54	prediction	prediction	NOUN
fbem-23721	151	55	model	model	NOUN
fbem-23721	151	56	was	be	AUX
fbem-23721	151	57	constructed	construct	VERB
fbem-23721	151	58	based	base	VERB
fbem-23721	151	59	on	on	ADP
fbem-23721	151	60	the	the	DET
fbem-23721	151	61	xgboost	xgboost	PROPN
fbem-23721	151	62	machine	machine	NOUN
fbem-23721	151	63	algorithm	algorithm	NOUN
fbem-23721	151	64	.	.	PUNCT
fbem-23721	152	1	firstly	firstly	ADV
fbem-23721	152	2	,	,	PUNCT
fbem-23721	152	3	in	in	ADP
fbem-23721	152	4	order	order	NOUN
fbem-23721	152	5	to	to	PART
fbem-23721	152	6	verify	verify	VERB
fbem-23721	152	7	the	the	DET
fbem-23721	152	8	effectiveness	effectiveness	NOUN
fbem-23721	152	9	and	and	CCONJ
fbem-23721	152	10	robustness	robustness	NOUN
fbem-23721	152	11	of	of	ADP
fbem-23721	152	12	the	the	DET
fbem-23721	152	13	user	user	NOUN
fbem-23721	152	14	churn	churn	NOUN
fbem-23721	152	15	prediction	prediction	NOUN
fbem-23721	152	16	method	method	NOUN
fbem-23721	152	17	based	base	VERB
fbem-23721	152	18	on	on	ADP
fbem-23721	152	19	the	the	DET
fbem-23721	152	20	sentiment	sentiment	NOUN
fbem-23721	152	21	characteristics	characteristic	NOUN
fbem-23721	152	22	of	of	ADP
fbem-23721	152	23	scoring	scoring	NOUN
fbem-23721	152	24	and	and	CCONJ
fbem-23721	152	25	comment	comment	NOUN
fbem-23721	152	26	text	text	NOUN
fbem-23721	152	27	based	base	VERB
fbem-23721	152	28	on	on	ADP
fbem-23721	152	29	user	user	NOUN
fbem-23721	152	30	value	value	NOUN
fbem-23721	152	31	characteristics	characteristic	NOUN
fbem-23721	152	32	,	,	PUNCT
fbem-23721	152	33	this	this	DET
fbem-23721	152	34	paper	paper	NOUN
fbem-23721	152	35	intends	intend	VERB
fbem-23721	152	36	to	to	PART
fbem-23721	152	37	use	use	VERB
fbem-23721	152	38	two	two	NUM
fbem-23721	152	39	different	different	ADJ
fbem-23721	152	40	datasets	dataset	NOUN
fbem-23721	152	41	for	for	ADP
fbem-23721	152	42	comparative	comparative	ADJ
fbem-23721	152	43	experiments	experiment	NOUN
fbem-23721	152	44	.	.	PUNCT
fbem-23721	153	1	however	however	ADV
fbem-23721	153	2	,	,	PUNCT
fbem-23721	153	3	since	since	SCONJ
fbem-23721	153	4	the	the	DET
fbem-23721	153	5	classification	classification	NOUN
fbem-23721	153	6	standard	standard	NOUN
fbem-23721	153	7	of	of	ADP
fbem-23721	153	8	user	user	NOUN
fbem-23721	153	9	churn	churn	NOUN
fbem-23721	153	10	uses	use	VERB
fbem-23721	153	11	the	the	DET
fbem-23721	153	12	user	user	NOUN
fbem-23721	153	13	's	's	PART
fbem-23721	153	14	most	most	ADV
fbem-23721	153	15	recent	recent	ADJ
fbem-23721	153	16	time	time	NOUN
fbem-23721	153	17	consumption	consumption	NOUN
fbem-23721	153	18	interval	interval	NOUN
fbem-23721	153	19	,	,	PUNCT
fbem-23721	153	20	it	it	PRON
fbem-23721	153	21	is	be	AUX
fbem-23721	153	22	necessary	necessary	ADJ
fbem-23721	153	23	to	to	PART
fbem-23721	153	24	classify	classify	VERB
fbem-23721	153	25	the	the	DET
fbem-23721	153	26	model	model	NOUN
fbem-23721	153	27	and	and	CCONJ
fbem-23721	153	28	eliminate	eliminate	VERB
fbem-23721	153	29	the	the	DET
fbem-23721	153	30	importance	importance	NOUN
fbem-23721	153	31	of	of	ADP
fbem-23721	153	32	the	the	DET
fbem-23721	153	33	characteristic	characteristic	ADJ
fbem-23721	153	34	variable	variable	NOUN
fbem-23721	153	35	.	.	PUNCT
fbem-23721	154	1	dataset	dataset	NOUN
fbem-23721	154	2	1	1	NUM
fbem-23721	154	3	is	be	AUX
fbem-23721	154	4	the	the	DET
fbem-23721	154	5	data	datum	NOUN
fbem-23721	154	6	under	under	ADP
fbem-23721	154	7	the	the	DET
fbem-23721	154	8	user	user	NOUN
fbem-23721	154	9	value	value	NOUN
fbem-23721	154	10	characteristics	characteristic	NOUN
fbem-23721	154	11	of	of	ADP
fbem-23721	154	12	the	the	DET
fbem-23721	154	13	traditional	traditional	ADJ
fbem-23721	154	14	supermarket	supermarket	NOUN
fbem-23721	154	15	digital	digital	ADJ
fbem-23721	154	16	platform	platform	NOUN
fbem-23721	154	17	(	(	PUNCT
fbem-23721	154	18	except	except	SCONJ
fbem-23721	154	19	for	for	ADP
fbem-23721	154	20	the	the	DET
fbem-23721	154	21	user	user	NOUN
fbem-23721	154	22	's	's	PART
fbem-23721	154	23	recent	recent	ADJ
fbem-23721	154	24	consumption	consumption	NOUN
fbem-23721	154	25	time	time	NOUN
fbem-23721	154	26	interval	interval	NOUN
fbem-23721	154	27	)	)	PUNCT
fbem-23721	154	28	,	,	PUNCT
fbem-23721	154	29	and	and	CCONJ
fbem-23721	154	30	dataset	dataset	VERB
fbem-23721	154	31	2	2	NUM
fbem-23721	154	32	is	be	AUX
fbem-23721	154	33	the	the	DET
fbem-23721	154	34	data	datum	NOUN
fbem-23721	154	35	of	of	ADP
fbem-23721	154	36	all	all	DET
fbem-23721	154	37	characteristics	characteristic	NOUN
fbem-23721	154	38	(	(	PUNCT
fbem-23721	154	39	except	except	SCONJ
fbem-23721	154	40	for	for	ADP
fbem-23721	154	41	the	the	DET
fbem-23721	154	42	user	user	NOUN
fbem-23721	154	43	's	's	PART
fbem-23721	154	44	recent	recent	ADJ
fbem-23721	154	45	consumption	consumption	NOUN
fbem-23721	154	46	time	time	NOUN
fbem-23721	154	47	interval	interval	NOUN
fbem-23721	154	48	)	)	PUNCT
fbem-23721	154	49	.	.	PUNCT
fbem-23721	155	1	based	base	VERB
fbem-23721	155	2	on	on	ADP
fbem-23721	155	3	the	the	DET
fbem-23721	155	4	analysis	analysis	NOUN
fbem-23721	155	5	of	of	ADP
fbem-23721	155	6	the	the	DET
fbem-23721	155	7	performance	performance	NOUN
fbem-23721	155	8	of	of	ADP
fbem-23721	155	9	dataset	dataset	NOUN
fbem-23721	155	10	1	1	NUM
fbem-23721	155	11	and	and	CCONJ
fbem-23721	155	12	dataset	dataset	VERB
fbem-23721	155	13	2	2	NUM
fbem-23721	155	14	on	on	ADP
fbem-23721	155	15	the	the	DET
fbem-23721	155	16	same	same	ADJ
fbem-23721	155	17	machine	machine	NOUN
fbem-23721	155	18	learning	learning	NOUN
fbem-23721	155	19	model	model	NOUN
fbem-23721	155	20	,	,	PUNCT
fbem-23721	155	21	it	it	PRON
fbem-23721	155	22	can	can	AUX
fbem-23721	155	23	be	be	AUX
fbem-23721	155	24	concluded	conclude	VERB
fbem-23721	155	25	that	that	SCONJ
fbem-23721	155	26	the	the	DET
fbem-23721	155	27	accuracy	accuracy	NOUN
fbem-23721	155	28	,	,	PUNCT
fbem-23721	155	29	recall	recall	NOUN
fbem-23721	155	30	,	,	PUNCT
fbem-23721	155	31	precision	precision	NOUN
fbem-23721	155	32	and	and	CCONJ
fbem-23721	155	33	f1	f1	NOUN
fbem-23721	155	34	value	value	NOUN
fbem-23721	155	35	under	under	ADP
fbem-23721	155	36	dataset	dataset	NOUN
fbem-23721	155	37	2	2	NUM
fbem-23721	155	38	are	be	AUX
fbem-23721	155	39	all	all	ADV
fbem-23721	155	40	above	above	ADP
fbem-23721	155	41	0.9	0.9	NUM
fbem-23721	155	42	,	,	PUNCT
fbem-23721	155	43	which	which	PRON
fbem-23721	155	44	has	have	VERB
fbem-23721	155	45	good	good	ADJ
fbem-23721	155	46	accuracy	accuracy	NOUN
fbem-23721	155	47	and	and	CCONJ
fbem-23721	155	48	recall	recall	NOUN
fbem-23721	155	49	,	,	PUNCT
fbem-23721	155	50	indicating	indicate	VERB
fbem-23721	155	51	that	that	SCONJ
fbem-23721	155	52	the	the	DET
fbem-23721	155	53	classifier	classifier	NOUN
fbem-23721	155	54	has	have	VERB
fbem-23721	155	55	good	good	ADJ
fbem-23721	155	56	performance	performance	NOUN
fbem-23721	155	57	.	.	PUNCT
fbem-23721	156	1	at	at	ADP
fbem-23721	156	2	the	the	DET
fbem-23721	156	3	same	same	ADJ
fbem-23721	156	4	time	time	NOUN
fbem-23721	156	5	,	,	PUNCT
fbem-23721	156	6	dataset	dataset	NOUN
fbem-23721	156	7	2	2	NUM
fbem-23721	156	8	is	be	AUX
fbem-23721	156	9	higher	high	ADJ
fbem-23721	156	10	than	than	SCONJ
fbem-23721	156	11	dataset	dataset	VERB
fbem-23721	156	12	1	1	NUM
fbem-23721	156	13	in	in	ADP
fbem-23721	156	14	terms	term	NOUN
fbem-23721	156	15	of	of	ADP
fbem-23721	156	16	accuracy	accuracy	NOUN
fbem-23721	156	17	,	,	PUNCT
fbem-23721	156	18	recall	recall	NOUN
fbem-23721	156	19	,	,	PUNCT
fbem-23721	156	20	precision	precision	NOUN
fbem-23721	156	21	,	,	PUNCT
fbem-23721	156	22	and	and	CCONJ
fbem-23721	156	23	f1	f1	NOUN
fbem-23721	156	24	to	to	ADP
fbem-23721	156	25	varying	vary	VERB
fbem-23721	156	26	degrees	degree	NOUN
fbem-23721	156	27	,	,	PUNCT
fbem-23721	156	28	that	that	ADV
fbem-23721	156	29	is	is	ADV
fbem-23721	156	30	,	,	PUNCT
fbem-23721	156	31	the	the	DET
fbem-23721	156	32	combination	combination	NOUN
fbem-23721	156	33	of	of	ADP
fbem-23721	156	34	scoring	scoring	NOUN
fbem-23721	156	35	and	and	CCONJ
fbem-23721	156	36	review	review	VERB
fbem-23721	156	37	text	text	NOUN
fbem-23721	156	38	sentiment	sentiment	NOUN
fbem-23721	156	39	features	feature	VERB
fbem-23721	156	40	to	to	PART
fbem-23721	156	41	establish	establish	VERB
fbem-23721	156	42	a	a	DET
fbem-23721	156	43	prediction	prediction	NOUN
fbem-23721	156	44	model	model	NOUN
fbem-23721	156	45	based	base	VERB
fbem-23721	156	46	on	on	ADP
fbem-23721	156	47	scoring	scoring	NOUN
fbem-23721	156	48	and	and	CCONJ
fbem-23721	156	49	review	review	VERB
fbem-23721	156	50	text	text	NOUN
fbem-23721	156	51	sentiment	sentiment	NOUN
fbem-23721	156	52	features	feature	VERB
fbem-23721	156	53	can	can	AUX
fbem-23721	156	54	better	well	ADV
fbem-23721	156	55	solve	solve	VERB
fbem-23721	156	56	the	the	DET
fbem-23721	156	57	problem	problem	NOUN
fbem-23721	156	58	of	of	ADP
fbem-23721	156	59	user	user	NOUN
fbem-23721	156	60	churn	churn	NOUN
fbem-23721	156	61	prediction	prediction	NOUN
fbem-23721	156	62	on	on	ADP
fbem-23721	156	63	traditional	traditional	ADJ
fbem-23721	156	64	shopping	shopping	NOUN
fbem-23721	156	65	mall	mall	PROPN
fbem-23721	156	66	digital	digital	ADJ
fbem-23721	156	67	shopping	shopping	NOUN
fbem-23721	156	68	platforms	platform	NOUN
fbem-23721	156	69	,	,	PUNCT
fbem-23721	156	70	and	and	CCONJ
fbem-23721	156	71	verify	verify	VERB
fbem-23721	156	72	the	the	DET
fbem-23721	156	73	significant	significant	ADJ
fbem-23721	156	74	effect	effect	NOUN
fbem-23721	156	75	of	of	ADP
fbem-23721	156	76	scoring	scoring	NOUN
fbem-23721	156	77	and	and	CCONJ
fbem-23721	156	78	review	review	VERB
fbem-23721	156	79	text	text	NOUN
fbem-23721	156	80	sentiment	sentiment	NOUN
fbem-23721	156	81	features	feature	VERB
fbem-23721	156	82	on	on	ADP
fbem-23721	156	83	user	user	NOUN
fbem-23721	156	84	churn	churn	NOUN
fbem-23721	156	85	prediction	prediction	NOUN
fbem-23721	156	86	.	.	PUNCT
fbem-23721	157	1	395	395	NUM
fbem-23721	157	2	table	table	NOUN
fbem-23721	157	3	6	6	NUM
fbem-23721	157	4	.	.	PUNCT
fbem-23721	157	5	test	test	NOUN
fbem-23721	157	6	results	result	NOUN
fbem-23721	157	7	accur	accur	VERB
fbem-23721	157	8	acy	acy	PROPN
fbem-23721	157	9	summo	summo	NOUN
fbem-23721	157	10	ns	ns	NUM
fbem-23721	157	11	rate	rate	NOUN
fbem-23721	157	12	precisi	precisi	X
fbem-23721	157	13	on	on	ADP
fbem-23721	157	14	f1	f1	PROPN
fbem-23721	157	15	data	datum	NOUN
fbem-23721	157	16	set	set	VERB
fbem-23721	157	17	1	1	NUM
fbem-23721	157	18	training	training	NOUN
fbem-23721	157	19	set	set	VERB
fbem-23721	157	20	0.97	0.97	NUM
fbem-23721	157	21	0.97	0.97	NUM
fbem-23721	157	22	0.942	0.942	NUM
fbem-23721	157	23	0.956	0.956	NUM
fbem-23721	157	24	crossvalidation	crossvalidation	NOUN
fbem-23721	157	25	sets	set	VERB
fbem-23721	157	26	0.967	0.967	NUM
fbem-23721	157	27	0.967	0.967	NUM
fbem-23721	157	28	0.946	0.946	NUM
fbem-23721	157	29	0.955	0.955	NUM
fbem-23721	157	30	test	test	NOUN
fbem-23721	157	31	set	set	VERB
fbem-23721	157	32	0.864	0.864	NUM
fbem-23721	157	33	0.864	0.864	NUM
fbem-23721	157	34	0.746	0.746	NUM
fbem-23721	157	35	0.8	0.8	NUM
fbem-23721	157	36	data	datum	NOUN
fbem-23721	157	37	set	set	VERB
fbem-23721	157	38	2	2	NUM
fbem-23721	157	39	training	training	NOUN
fbem-23721	157	40	set	set	VERB
fbem-23721	157	41	0.951	0.951	NUM
fbem-23721	157	42	0.951	0.951	NUM
fbem-23721	157	43	0.953	0.953	NUM
fbem-23721	157	44	0.939	0.939	NUM
fbem-23721	157	45	crossvalidation	crossvalidation	NOUN
fbem-23721	157	46	sets	set	VERB
fbem-23721	157	47	0.931	0.931	NUM
fbem-23721	157	48	0.931	0.931	NUM
fbem-23721	157	49	0.915	0.915	NUM
fbem-23721	157	50	0.916	0.916	NUM
fbem-23721	157	51	5.3.2	5.3.2	NUM
fbem-23721	157	52	.	.	PUNCT
fbem-23721	158	1	importance	importance	NOUN
fbem-23721	158	2	of	of	ADP
fbem-23721	158	3	characteristic	characteristic	ADJ
fbem-23721	158	4	variables	variable	NOUN
fbem-23721	158	5	on	on	ADP
fbem-23721	158	6	the	the	DET
fbem-23721	158	7	basis	basis	NOUN
fbem-23721	158	8	of	of	ADP
fbem-23721	158	9	the	the	DET
fbem-23721	158	10	above	above	ADJ
fbem-23721	158	11	training	training	NOUN
fbem-23721	158	12	,	,	PUNCT
fbem-23721	158	13	this	this	DET
fbem-23721	158	14	paper	paper	NOUN
fbem-23721	158	15	finds	find	VERB
fbem-23721	158	16	that	that	SCONJ
fbem-23721	158	17	the	the	DET
fbem-23721	158	18	prediction	prediction	NOUN
fbem-23721	158	19	effect	effect	NOUN
fbem-23721	158	20	of	of	ADP
fbem-23721	158	21	the	the	DET
fbem-23721	158	22	xgboost	xgboost	PROPN
fbem-23721	158	23	model	model	NOUN
fbem-23721	158	24	on	on	ADP
fbem-23721	158	25	user	user	NOUN
fbem-23721	158	26	churn	churn	NOUN
fbem-23721	158	27	has	have	VERB
fbem-23721	158	28	obvious	obvious	ADJ
fbem-23721	158	29	advantages	advantage	NOUN
fbem-23721	158	30	,	,	PUNCT
fbem-23721	158	31	which	which	PRON
fbem-23721	158	32	verifies	verify	VERB
fbem-23721	158	33	the	the	DET
fbem-23721	158	34	results	result	NOUN
fbem-23721	158	35	of	of	ADP
fbem-23721	158	36	scholar	scholar	NOUN
fbem-23721	158	37	zhu	zhu	PROPN
fbem-23721	158	38	xuefang	xuefang	PROPN
fbem-23721	159	1	[	[	X
fbem-23721	159	2	18	18	NUM
fbem-23721	159	3	]	]	PUNCT
fbem-23721	159	4	.	.	PUNCT
fbem-23721	160	1	in	in	ADP
fbem-23721	160	2	the	the	DET
fbem-23721	160	3	training	training	NOUN
fbem-23721	160	4	process	process	NOUN
fbem-23721	160	5	of	of	ADP
fbem-23721	160	6	the	the	DET
fbem-23721	160	7	xgboost	xgboost	PROPN
fbem-23721	160	8	model	model	PROPN
fbem-23721	160	9	,	,	PUNCT
fbem-23721	160	10	this	this	DET
fbem-23721	160	11	paper	paper	NOUN
fbem-23721	160	12	normalizes	normalize	VERB
fbem-23721	160	13	the	the	DET
fbem-23721	160	14	feature	feature	NOUN
fbem-23721	160	15	variables	variable	NOUN
fbem-23721	160	16	to	to	PART
fbem-23721	160	17	determine	determine	VERB
fbem-23721	160	18	and	and	CCONJ
fbem-23721	160	19	identify	identify	VERB
fbem-23721	160	20	the	the	DET
fbem-23721	160	21	contribution	contribution	NOUN
fbem-23721	160	22	of	of	ADP
fbem-23721	160	23	each	each	DET
fbem-23721	160	24	feature	feature	NOUN
fbem-23721	160	25	variable	variable	NOUN
fbem-23721	160	26	in	in	ADP
fbem-23721	160	27	user	user	NOUN
fbem-23721	160	28	churn	churn	NOUN
fbem-23721	160	29	prediction	prediction	NOUN
fbem-23721	160	30	,	,	PUNCT
fbem-23721	160	31	and	and	CCONJ
fbem-23721	160	32	then	then	ADV
fbem-23721	160	33	analyzes	analyze	VERB
fbem-23721	160	34	the	the	DET
fbem-23721	160	35	key	key	ADJ
fbem-23721	160	36	feature	feature	NOUN
fbem-23721	160	37	variables	variable	NOUN
fbem-23721	160	38	by	by	ADP
fbem-23721	160	39	outputting	output	VERB
fbem-23721	160	40	the	the	DET
fbem-23721	160	41	importance	importance	NOUN
fbem-23721	160	42	ranking	ranking	NOUN
fbem-23721	160	43	of	of	ADP
fbem-23721	160	44	the	the	DET
fbem-23721	160	45	feature	feature	NOUN
fbem-23721	160	46	variables	variable	NOUN
fbem-23721	160	47	,	,	PUNCT
fbem-23721	160	48	as	as	SCONJ
fbem-23721	160	49	shown	show	VERB
fbem-23721	160	50	in	in	ADP
fbem-23721	160	51	figure	figure	NOUN
fbem-23721	160	52	1	1	NUM
fbem-23721	160	53	.	.	PUNCT
fbem-23721	160	54	figure	figure	NOUN
fbem-23721	160	55	1	1	NUM
fbem-23721	160	56	.	.	PUNCT
fbem-23721	160	57	importance	importance	NOUN
fbem-23721	160	58	of	of	ADP
fbem-23721	160	59	feature	feature	NOUN
fbem-23721	160	60	variables	variable	NOUN
fbem-23721	160	61	as	as	SCONJ
fbem-23721	160	62	can	can	AUX
fbem-23721	160	63	be	be	AUX
fbem-23721	160	64	seen	see	VERB
fbem-23721	160	65	from	from	ADP
fbem-23721	160	66	figure	figure	NOUN
fbem-23721	160	67	1	1	NUM
fbem-23721	160	68	,	,	PUNCT
fbem-23721	160	69	the	the	DET
fbem-23721	160	70	extracted	extract	VERB
fbem-23721	160	71	feature	feature	NOUN
fbem-23721	160	72	variable	variable	NOUN
fbem-23721	160	73	that	that	PRON
fbem-23721	160	74	contributes	contribute	VERB
fbem-23721	160	75	the	the	DET
fbem-23721	160	76	most	most	ADJ
fbem-23721	160	77	to	to	ADP
fbem-23721	160	78	the	the	DET
fbem-23721	160	79	prediction	prediction	NOUN
fbem-23721	160	80	of	of	ADP
fbem-23721	160	81	user	user	NOUN
fbem-23721	160	82	churn	churn	NOUN
fbem-23721	160	83	is	be	AUX
fbem-23721	160	84	the	the	DET
fbem-23721	160	85	average	average	ADJ
fbem-23721	160	86	number	number	NOUN
fbem-23721	160	87	of	of	ADP
fbem-23721	160	88	monthly	monthly	ADJ
fbem-23721	160	89	consumptions	consumption	NOUN
fbem-23721	160	90	,	,	PUNCT
fbem-23721	160	91	which	which	PRON
fbem-23721	160	92	is	be	AUX
fbem-23721	160	93	consistent	consistent	ADJ
fbem-23721	160	94	with	with	ADP
fbem-23721	160	95	daily	daily	ADJ
fbem-23721	160	96	experience	experience	NOUN
fbem-23721	160	97	and	and	CCONJ
fbem-23721	160	98	common	common	ADJ
fbem-23721	160	99	sense	sense	NOUN
fbem-23721	160	100	,	,	PUNCT
fbem-23721	160	101	that	that	ADV
fbem-23721	160	102	is	is	ADV
fbem-23721	160	103	,	,	PUNCT
fbem-23721	160	104	the	the	DET
fbem-23721	160	105	more	more	ADJ
fbem-23721	160	106	times	time	NOUN
fbem-23721	160	107	the	the	DET
fbem-23721	160	108	average	average	ADJ
fbem-23721	160	109	average	average	ADJ
fbem-23721	160	110	user	user	NOUN
fbem-23721	160	111	pays	pay	VERB
fbem-23721	160	112	to	to	PART
fbem-23721	160	113	participate	participate	VERB
fbem-23721	160	114	in	in	ADP
fbem-23721	160	115	knowledge	knowledge	NOUN
fbem-23721	160	116	live	live	ADJ
fbem-23721	160	117	broadcast	broadcast	NOUN
fbem-23721	160	118	per	per	ADP
fbem-23721	160	119	month	month	NOUN
fbem-23721	160	120	,	,	PUNCT
fbem-23721	160	121	the	the	PRON
fbem-23721	160	122	greater	great	ADJ
fbem-23721	160	123	the	the	DET
fbem-23721	160	124	user	user	NOUN
fbem-23721	160	125	stickiness	stickiness	NOUN
fbem-23721	160	126	and	and	CCONJ
fbem-23721	160	127	the	the	DET
fbem-23721	160	128	lower	low	ADJ
fbem-23721	160	129	the	the	DET
fbem-23721	160	130	risk	risk	NOUN
fbem-23721	160	131	of	of	ADP
fbem-23721	160	132	churn	churn	NOUN
fbem-23721	160	133	.	.	PUNCT
fbem-23721	161	1	we	we	PRON
fbem-23721	161	2	can	can	AUX
fbem-23721	161	3	see	see	VERB
fbem-23721	161	4	that	that	SCONJ
fbem-23721	161	5	the	the	DET
fbem-23721	161	6	sum	sum	NOUN
fbem-23721	161	7	of	of	ADP
fbem-23721	161	8	the	the	DET
fbem-23721	161	9	importance	importance	NOUN
fbem-23721	161	10	of	of	ADP
fbem-23721	161	11	the	the	DET
fbem-23721	161	12	top	top	ADJ
fbem-23721	161	13	two	two	NUM
fbem-23721	161	14	and	and	CCONJ
fbem-23721	161	15	the	the	DET
fbem-23721	161	16	sum	sum	NOUN
fbem-23721	161	17	of	of	ADP
fbem-23721	161	18	the	the	DET
fbem-23721	161	19	top	top	ADJ
fbem-23721	161	20	three	three	NUM
fbem-23721	161	21	is	be	AUX
fbem-23721	161	22	70.9	70.9	NUM
fbem-23721	161	23	%	%	NOUN
fbem-23721	161	24	and	and	CCONJ
fbem-23721	161	25	92.6	92.6	NUM
fbem-23721	161	26	%	%	NOUN
fbem-23721	161	27	,	,	PUNCT
fbem-23721	161	28	which	which	PRON
fbem-23721	161	29	indicates	indicate	VERB
fbem-23721	161	30	that	that	SCONJ
fbem-23721	161	31	the	the	DET
fbem-23721	161	32	feature	feature	NOUN
fbem-23721	161	33	variables	variable	NOUN
fbem-23721	161	34	extracted	extract	VERB
fbem-23721	161	35	in	in	ADP
fbem-23721	161	36	this	this	DET
fbem-23721	161	37	study	study	NOUN
fbem-23721	161	38	are	be	AUX
fbem-23721	161	39	reasonable	reasonable	ADJ
fbem-23721	161	40	.	.	PUNCT
fbem-23721	162	1	moreover	moreover	ADV
fbem-23721	162	2	,	,	PUNCT
fbem-23721	162	3	from	from	ADP
fbem-23721	162	4	the	the	DET
fbem-23721	162	5	perspective	perspective	NOUN
fbem-23721	162	6	of	of	ADP
fbem-23721	162	7	the	the	DET
fbem-23721	162	8	importance	importance	NOUN
fbem-23721	162	9	distribution	distribution	NOUN
fbem-23721	162	10	of	of	ADP
fbem-23721	162	11	each	each	DET
fbem-23721	162	12	feature	feature	NOUN
fbem-23721	162	13	variable	variable	NOUN
fbem-23721	162	14	at	at	ADP
fbem-23721	162	15	different	different	ADJ
fbem-23721	162	16	time	time	NOUN
fbem-23721	162	17	points	point	NOUN
fbem-23721	162	18	,	,	PUNCT
fbem-23721	162	19	there	there	PRON
fbem-23721	162	20	is	be	VERB
fbem-23721	162	21	neither	neither	CCONJ
fbem-23721	162	22	an	an	DET
fbem-23721	162	23	overly	overly	ADV
fbem-23721	162	24	important	important	ADJ
fbem-23721	162	25	feature	feature	NOUN
fbem-23721	162	26	variable	variable	NOUN
fbem-23721	162	27	nor	nor	CCONJ
fbem-23721	162	28	a	a	DET
fbem-23721	162	29	feature	feature	NOUN
fbem-23721	162	30	variable	variable	NOUN
fbem-23721	162	31	with	with	ADP
fbem-23721	162	32	0	0	NUM
fbem-23721	162	33	importance	importance	NOUN
fbem-23721	162	34	,	,	PUNCT
fbem-23721	162	35	which	which	PRON
fbem-23721	162	36	indicates	indicate	VERB
fbem-23721	162	37	that	that	SCONJ
fbem-23721	162	38	the	the	DET
fbem-23721	162	39	feature	feature	NOUN
fbem-23721	162	40	variables	variable	NOUN
fbem-23721	162	41	extracted	extract	VERB
fbem-23721	162	42	in	in	ADP
fbem-23721	162	43	this	this	DET
fbem-23721	162	44	study	study	NOUN
fbem-23721	162	45	are	be	AUX
fbem-23721	162	46	reasonable	reasonable	ADJ
fbem-23721	162	47	.	.	PUNCT
fbem-23721	163	1	therefore	therefore	ADV
fbem-23721	163	2	,	,	PUNCT
fbem-23721	163	3	from	from	ADP
fbem-23721	163	4	this	this	DET
fbem-23721	163	5	point	point	NOUN
fbem-23721	163	6	of	of	ADP
fbem-23721	163	7	view	view	NOUN
fbem-23721	163	8	,	,	PUNCT
fbem-23721	163	9	these	these	DET
fbem-23721	163	10	characteristic	characteristic	ADJ
fbem-23721	163	11	variables	variable	NOUN
fbem-23721	163	12	can	can	AUX
fbem-23721	163	13	be	be	AUX
fbem-23721	163	14	used	use	VERB
fbem-23721	163	15	to	to	PART
fbem-23721	163	16	predict	predict	VERB
fbem-23721	163	17	user	user	NOUN
fbem-23721	163	18	churn	churn	NOUN
fbem-23721	163	19	well	well	ADV
fbem-23721	163	20	.	.	PUNCT
fbem-23721	164	1	5.3.3	5.3.3	X
fbem-23721	164	2	.	.	PUNCT
fbem-23721	164	3	the	the	DET
fbem-23721	164	4	type	type	NOUN
fbem-23721	164	5	of	of	ADP
fbem-23721	164	6	churned	churn	VERB
fbem-23721	164	7	user	user	NOUN
fbem-23721	164	8	on	on	ADP
fbem-23721	164	9	this	this	DET
fbem-23721	164	10	basis	basis	NOUN
fbem-23721	164	11	,	,	PUNCT
fbem-23721	164	12	the	the	DET
fbem-23721	164	13	k	k	NOUN
fbem-23721	164	14	-	-	PUNCT
fbem-23721	164	15	means	mean	VERB
fbem-23721	164	16	clustering	clustering	NOUN
fbem-23721	164	17	technology	technology	NOUN
fbem-23721	164	18	is	be	AUX
fbem-23721	164	19	used	use	VERB
fbem-23721	164	20	to	to	PART
fbem-23721	164	21	find	find	VERB
fbem-23721	164	22	the	the	DET
fbem-23721	164	23	similarity	similarity	NOUN
fbem-23721	164	24	between	between	ADP
fbem-23721	164	25	lost	lose	VERB
fbem-23721	164	26	users	user	NOUN
fbem-23721	164	27	in	in	ADP
fbem-23721	164	28	digital	digital	ADJ
fbem-23721	164	29	platforms	platform	NOUN
fbem-23721	164	30	such	such	ADJ
fbem-23721	164	31	as	as	ADP
fbem-23721	164	32	traditional	traditional	ADJ
fbem-23721	164	33	shopping	shopping	NOUN
fbem-23721	164	34	malls	mall	NOUN
fbem-23721	164	35	,	,	PUNCT
fbem-23721	164	36	so	so	SCONJ
fbem-23721	164	37	as	as	SCONJ
fbem-23721	164	38	to	to	PART
fbem-23721	164	39	construct	construct	VERB
fbem-23721	164	40	differentiated	differentiated	ADJ
fbem-23721	164	41	lost	lose	VERB
fbem-23721	164	42	user	user	NOUN
fbem-23721	164	43	groups	group	NOUN
fbem-23721	164	44	,	,	PUNCT
fbem-23721	164	45	which	which	PRON
fbem-23721	164	46	provides	provide	VERB
fbem-23721	164	47	convenience	convenience	NOUN
fbem-23721	164	48	for	for	ADP
fbem-23721	164	49	different	different	ADJ
fbem-23721	164	50	lost	lose	VERB
fbem-23721	164	51	user	user	NOUN
fbem-23721	164	52	groups	group	NOUN
fbem-23721	164	53	to	to	PART
fbem-23721	164	54	formulate	formulate	VERB
fbem-23721	164	55	personalized	personalized	ADJ
fbem-23721	164	56	retention	retention	NOUN
fbem-23721	164	57	strategies	strategy	NOUN
fbem-23721	164	58	.	.	PUNCT
fbem-23721	165	1	k	k	X
fbem-23721	165	2	-	-	PUNCT
fbem-23721	165	3	means	mean	VERB
fbem-23721	165	4	clustering	clustering	NOUN
fbem-23721	165	5	divides	divide	VERB
fbem-23721	165	6	the	the	DET
fbem-23721	165	7	sample	sample	NOUN
fbem-23721	165	8	set	set	VERB
fbem-23721	165	9	into	into	ADP
fbem-23721	165	10	several	several	ADJ
fbem-23721	165	11	groups	group	NOUN
fbem-23721	165	12	according	accord	VERB
fbem-23721	165	13	to	to	ADP
fbem-23721	165	14	the	the	DET
fbem-23721	165	15	distance	distance	NOUN
fbem-23721	165	16	between	between	ADP
fbem-23721	165	17	the	the	DET
fbem-23721	165	18	samples	sample	NOUN
fbem-23721	165	19	,	,	PUNCT
fbem-23721	165	20	so	so	SCONJ
fbem-23721	165	21	that	that	SCONJ
fbem-23721	165	22	the	the	DET
fbem-23721	165	23	distance	distance	NOUN
fbem-23721	165	24	between	between	ADP
fbem-23721	165	25	the	the	DET
fbem-23721	165	26	points	point	NOUN
fbem-23721	165	27	in	in	ADP
fbem-23721	165	28	the	the	DET
fbem-23721	165	29	group	group	NOUN
fbem-23721	165	30	is	be	AUX
fbem-23721	165	31	as	as	ADV
fbem-23721	165	32	small	small	ADJ
fbem-23721	165	33	as	as	ADP
fbem-23721	165	34	possible	possible	ADJ
fbem-23721	165	35	,	,	PUNCT
fbem-23721	165	36	and	and	CCONJ
fbem-23721	165	37	the	the	DET
fbem-23721	165	38	distance	distance	NOUN
fbem-23721	165	39	between	between	ADP
fbem-23721	165	40	groups	group	NOUN
fbem-23721	165	41	is	be	AUX
fbem-23721	165	42	as	as	ADV
fbem-23721	165	43	large	large	ADJ
fbem-23721	165	44	as	as	ADP
fbem-23721	165	45	possible	possible	ADJ
fbem-23721	165	46	.	.	PUNCT
fbem-23721	166	1	on	on	ADP
fbem-23721	166	2	this	this	DET
fbem-23721	166	3	basis	basis	NOUN
fbem-23721	166	4	,	,	PUNCT
fbem-23721	166	5	the	the	DET
fbem-23721	166	6	k	k	NOUN
fbem-23721	166	7	-	-	PUNCT
fbem-23721	166	8	means	mean	VERB
fbem-23721	166	9	clustering	clustering	NOUN
fbem-23721	166	10	function	function	NOUN
fbem-23721	166	11	provided	provide	VERB
fbem-23721	166	12	by	by	ADP
fbem-23721	166	13	spss26	spss26	NOUN
fbem-23721	166	14	is	be	AUX
fbem-23721	166	15	used	use	VERB
fbem-23721	166	16	to	to	PART
fbem-23721	166	17	analyze	analyze	VERB
fbem-23721	166	18	the	the	DET
fbem-23721	166	19	algorithm	algorithm	NOUN
fbem-23721	166	20	,	,	PUNCT
fbem-23721	166	21	and	and	CCONJ
fbem-23721	166	22	finally	finally	ADV
fbem-23721	166	23	two	two	NUM
fbem-23721	166	24	different	different	ADJ
fbem-23721	166	25	user	user	NOUN
fbem-23721	166	26	groups	group	NOUN
fbem-23721	166	27	are	be	AUX
fbem-23721	166	28	obtained	obtain	VERB
fbem-23721	166	29	.	.	PUNCT
fbem-23721	167	1	the	the	DET
fbem-23721	167	2	cluster	cluster	NOUN
fbem-23721	167	3	center	center	NOUN
fbem-23721	167	4	is	be	AUX
fbem-23721	167	5	the	the	DET
fbem-23721	167	6	core	core	NOUN
fbem-23721	167	7	of	of	ADP
fbem-23721	167	8	each	each	DET
fbem-23721	167	9	taxon	taxon	ADJ
fbem-23721	167	10	and	and	CCONJ
fbem-23721	167	11	is	be	AUX
fbem-23721	167	12	representative	representative	ADJ
fbem-23721	167	13	.	.	PUNCT
fbem-23721	168	1	by	by	ADP
fbem-23721	168	2	comparing	compare	VERB
fbem-23721	168	3	and	and	CCONJ
fbem-23721	168	4	analyzing	analyze	VERB
fbem-23721	168	5	the	the	DET
fbem-23721	168	6	values	value	NOUN
fbem-23721	168	7	of	of	ADP
fbem-23721	168	8	the	the	DET
fbem-23721	168	9	center	center	ADJ
fbem-23721	168	10	point	point	NOUN
fbem-23721	168	11	of	of	ADP
fbem-23721	168	12	each	each	DET
fbem-23721	168	13	group	group	NOUN
fbem-23721	168	14	on	on	ADP
fbem-23721	168	15	each	each	DET
fbem-23721	168	16	characteristic	characteristic	ADJ
fbem-23721	168	17	factor	factor	NOUN
fbem-23721	168	18	,	,	PUNCT
fbem-23721	168	19	the	the	DET
fbem-23721	168	20	different	different	ADJ
fbem-23721	168	21	characteristic	characteristic	ADJ
fbem-23721	168	22	characteristics	characteristic	NOUN
fbem-23721	168	23	of	of	ADP
fbem-23721	168	24	each	each	DET
fbem-23721	168	25	group	group	NOUN
fbem-23721	168	26	can	can	AUX
fbem-23721	168	27	be	be	AUX
fbem-23721	168	28	analyzed	analyze	VERB
fbem-23721	168	29	.	.	PUNCT
fbem-23721	169	1	it	it	PRON
fbem-23721	169	2	can	can	AUX
fbem-23721	169	3	be	be	AUX
fbem-23721	169	4	seen	see	VERB
fbem-23721	169	5	from	from	ADP
fbem-23721	169	6	table	table	NOUN
fbem-23721	169	7	7	7	NUM
fbem-23721	169	8	that	that	SCONJ
fbem-23721	169	9	the	the	DET
fbem-23721	169	10	characteristics	characteristic	NOUN
fbem-23721	169	11	of	of	ADP
fbem-23721	169	12	average	average	ADJ
fbem-23721	169	13	monthly	monthly	ADJ
fbem-23721	169	14	consumption	consumption	NOUN
fbem-23721	169	15	,	,	PUNCT
fbem-23721	169	16	average	average	ADJ
fbem-23721	169	17	consumption	consumption	NOUN
fbem-23721	169	18	amount	amount	NOUN
fbem-23721	169	19	,	,	PUNCT
fbem-23721	169	20	sentiment	sentiment	NOUN
fbem-23721	169	21	value	value	NOUN
fbem-23721	169	22	of	of	ADP
fbem-23721	169	23	comment	comment	NOUN
fbem-23721	169	24	text	text	NOUN
fbem-23721	169	25	,	,	PUNCT
fbem-23721	169	26	and	and	CCONJ
fbem-23721	169	27	rating	rating	NOUN
fbem-23721	169	28	users	user	NOUN
fbem-23721	169	29	are	be	AUX
fbem-23721	169	30	significant	significant	ADJ
fbem-23721	169	31	in	in	ADP
fbem-23721	169	32	the	the	DET
fbem-23721	169	33	clustering	clustering	NOUN
fbem-23721	169	34	of	of	ADP
fbem-23721	169	35	user	user	NOUN
fbem-23721	169	36	churn	churn	NOUN
fbem-23721	169	37	,	,	PUNCT
fbem-23721	169	38	indicating	indicate	VERB
fbem-23721	169	39	that	that	SCONJ
fbem-23721	169	40	these	these	DET
fbem-23721	169	41	four	four	NUM
fbem-23721	169	42	characteristic	characteristic	ADJ
fbem-23721	169	43	indicators	indicator	NOUN
fbem-23721	169	44	can	can	AUX
fbem-23721	169	45	be	be	AUX
fbem-23721	169	46	used	use	VERB
fbem-23721	169	47	as	as	ADP
fbem-23721	169	48	clustering	clustering	ADJ
fbem-23721	169	49	indicators	indicator	NOUN
fbem-23721	169	50	,	,	PUNCT
fbem-23721	169	51	and	and	CCONJ
fbem-23721	169	52	all	all	DET
fbem-23721	169	53	users	user	NOUN
fbem-23721	169	54	are	be	AUX
fbem-23721	169	55	divided	divide	VERB
fbem-23721	169	56	into	into	ADP
fbem-23721	169	57	two	two	NUM
fbem-23721	169	58	types	type	NOUN
fbem-23721	169	59	through	through	ADP
fbem-23721	169	60	clustering	clustering	NOUN
fbem-23721	169	61	.	.	PUNCT
fbem-23721	170	1	table	table	NOUN
fbem-23721	170	2	7	7	NUM
fbem-23721	170	3	.	.	PUNCT
fbem-23721	170	4	cluster	cluster	NOUN
fbem-23721	170	5	difference	difference	NOUN
fbem-23721	170	6	analysis	analysis	NOUN
fbem-23721	170	7	cluster	cluster	NOUN
fbem-23721	170	8	category	category	NOUN
fbem-23721	170	9	(	(	PUNCT
fbem-23721	170	10	mean±sd	mean±sd	PROPN
fbem-23721	170	11	)	)	PUNCT
fbem-23721	170	12	f	f	NOUN
fbem-23721	171	1	p	p	NOUN
fbem-23721	171	2	category	category	NOUN
fbem-23721	171	3	2	2	NUM
fbem-23721	171	4	(	(	PUNCT
fbem-23721	171	5	n=420	n=420	NOUN
fbem-23721	171	6	)	)	PUNCT
fbem-23721	171	7	category	category	NOUN
fbem-23721	171	8	1	1	NUM
fbem-23721	171	9	(	(	PUNCT
fbem-23721	171	10	n=17	n=17	PROPN
fbem-23721	171	11	)	)	PUNCT
fbem-23721	171	12	the	the	DET
fbem-23721	171	13	average	average	ADJ
fbem-23721	171	14	number	number	NOUN
fbem-23721	171	15	of	of	ADP
fbem-23721	171	16	monthly	monthly	ADJ
fbem-23721	171	17	spending	spending	NOUN
fbem-23721	171	18	1,063±0,268	1,063±0,268	NUM
fbem-23721	171	19	3,124±1,005	3,124±1,005	NUM
fbem-23721	171	20	652.417	652.417	NUM
fbem-23721	171	21	0.000	0.000	NUM
fbem-23721	171	22	*	*	PUNCT
fbem-23721	172	1	*	*	PUNCT
fbem-23721	172	2	*	*	PUNCT
fbem-23721	172	3	the	the	DET
fbem-23721	172	4	average	average	ADJ
fbem-23721	172	5	amount	amount	NOUN
fbem-23721	172	6	spent	spend	VERB
fbem-23721	172	7	32.748±10.553	32.748±10.553	NUM
fbem-23721	172	8	186.435±63.892	186.435±63.892	NUM
fbem-23721	172	9	1499.224	1499.224	NUM
fbem-23721	172	10	0.000	0.000	NUM
fbem-23721	172	11	*	*	PUNCT
fbem-23721	172	12	*	*	PUNCT
fbem-23721	172	13	*	*	PUNCT
fbem-23721	172	14	score	score	NOUN
fbem-23721	172	15	4,233±1,561	4,233±1,561	PROPN
fbem-23721	173	1	5.0±0.0	5.0±0.0	NUM
fbem-23721	173	2	4.091	4.091	NUM
fbem-23721	173	3	0.044	0.044	NUM
fbem-23721	173	4	*	*	PUNCT
fbem-23721	173	5	*	*	ADJ
fbem-23721	173	6	comment	comment	NOUN
fbem-23721	173	7	on	on	ADP
fbem-23721	173	8	the	the	DET
fbem-23721	173	9	sentiment	sentiment	NOUN
fbem-23721	173	10	value	value	NOUN
fbem-23721	173	11	of	of	ADP
fbem-23721	173	12	the	the	DET
fbem-23721	173	13	text	text	NOUN
fbem-23721	173	14	14.14±20.807	14.14±20.807	NUM
fbem-23721	173	15	26.824±29.267	26.824±29.267	NUM
fbem-23721	173	16	5.86	5.86	NUM
fbem-23721	173	17	0.016	0.016	NUM
fbem-23721	173	18	*	*	PUNCT
fbem-23721	173	19	*	*	PUNCT
fbem-23721	173	20	note	note	NOUN
fbem-23721	173	21	:	:	PUNCT
fbem-23721	173	22	*	*	PUNCT
fbem-23721	173	23	*	*	PUNCT
fbem-23721	173	24	*	*	PUNCT
fbem-23721	173	25	,	,	PUNCT
fbem-23721	173	26	*	*	PUNCT
fbem-23721	173	27	*	*	PUNCT
fbem-23721	173	28	,	,	PUNCT
fbem-23721	173	29	and	and	CCONJ
fbem-23721	173	30	*	*	AUX
fbem-23721	173	31	represent	represent	VERB
fbem-23721	173	32	the	the	DET
fbem-23721	173	33	significance	significance	NOUN
fbem-23721	173	34	levels	level	NOUN
fbem-23721	173	35	of	of	ADP
fbem-23721	173	36	1	1	NUM
fbem-23721	173	37	%	%	NOUN
fbem-23721	173	38	,	,	PUNCT
fbem-23721	173	39	5	5	NUM
fbem-23721	173	40	%	%	NOUN
fbem-23721	173	41	,	,	PUNCT
fbem-23721	173	42	and	and	CCONJ
fbem-23721	173	43	10	10	NUM
fbem-23721	173	44	%	%	NOUN
fbem-23721	173	45	,	,	PUNCT
fbem-23721	173	46	respectively	respectively	ADV
fbem-23721	173	47	table	table	NOUN
fbem-23721	173	48	8	8	NUM
fbem-23721	173	49	.	.	PUNCT
fbem-23721	174	1	center	center	NOUN
fbem-23721	174	2	points	point	NOUN
fbem-23721	174	3	for	for	ADP
fbem-23721	174	4	each	each	DET
fbem-23721	174	5	churned	churn	VERB
fbem-23721	174	6	user	user	NOUN
fbem-23721	174	7	group	group	NOUN
fbem-23721	174	8	clustering	cluster	VERB
fbem-23721	174	9	cluster	cluster	NOUN
fbem-23721	174	10	category	category	NOUN
fbem-23721	174	11	1	1	NUM
fbem-23721	174	12	cluster	cluster	NOUN
fbem-23721	174	13	category	category	NOUN
fbem-23721	174	14	2	2	NUM
fbem-23721	174	15	user	user	NOUN
fbem-23721	174	16	charact	charact	ADJ
fbem-23721	174	17	eristics	eristic	NOUN
fbem-23721	174	18	the	the	DET
fbem-23721	174	19	average	average	ADJ
fbem-23721	174	20	number	number	NOUN
fbem-23721	174	21	of	of	ADP
fbem-23721	174	22	monthly	monthly	ADJ
fbem-23721	174	23	spending	spending	NOUN
fbem-23721	174	24	3.12	3.12	NUM
fbem-23721	174	25	1.06	1.06	NUM
fbem-23721	174	26	the	the	DET
fbem-23721	174	27	average	average	ADJ
fbem-23721	174	28	amount	amount	NOUN
fbem-23721	174	29	spent	spend	VERB
fbem-23721	174	30	186.44	186.44	NUM
fbem-23721	174	31	32.75	32.75	NUM
fbem-23721	174	32	comment	comment	NOUN
fbem-23721	174	33	on	on	ADP
fbem-23721	174	34	the	the	DET
fbem-23721	174	35	sentiment	sentiment	NOUN
fbem-23721	174	36	value	value	NOUN
fbem-23721	174	37	of	of	ADP
fbem-23721	174	38	the	the	DET
fbem-23721	174	39	text	text	NOUN
fbem-23721	174	40	26.82	26.82	NUM
fbem-23721	174	41	14.14	14.14	NUM
fbem-23721	174	42	score	score	NOUN
fbem-23721	174	43	5.00	5.00	NUM
fbem-23721	174	44	4.23	4.23	NUM
fbem-23721	174	45	percentage	percentage	NOUN
fbem-23721	174	46	(	(	PUNCT
fbem-23721	174	47	%	%	NOUN
fbem-23721	174	48	)	)	PUNCT
fbem-23721	174	49	3.89	3.89	NUM
fbem-23721	174	50	96.11	96.11	NUM
fbem-23721	174	51	6	6	NUM
fbem-23721	174	52	.	.	PUNCT
fbem-23721	174	53	conclusion	conclusion	NOUN
fbem-23721	174	54	based	base	VERB
fbem-23721	174	55	on	on	ADP
fbem-23721	174	56	the	the	DET
fbem-23721	174	57	above	above	ADJ
fbem-23721	174	58	research	research	NOUN
fbem-23721	174	59	,	,	PUNCT
fbem-23721	174	60	the	the	DET
fbem-23721	174	61	conclusions	conclusion	NOUN
fbem-23721	174	62	of	of	ADP
fbem-23721	174	63	the	the	DET
fbem-23721	174	64	study	study	NOUN
fbem-23721	174	65	are	be	AUX
fbem-23721	174	66	as	as	SCONJ
fbem-23721	174	67	follows	follow	VERB
fbem-23721	174	68	:	:	PUNCT
fbem-23721	174	69	1	1	X
fbem-23721	174	70	)	)	PUNCT
fbem-23721	174	71	the	the	DET
fbem-23721	174	72	ratings	rating	NOUN
fbem-23721	174	73	and	and	CCONJ
fbem-23721	174	74	comments	comment	NOUN
fbem-23721	174	75	of	of	ADP
fbem-23721	174	76	purchasing	purchase	VERB
fbem-23721	174	77	users	user	NOUN
fbem-23721	174	78	have	have	VERB
fbem-23721	174	79	a	a	DET
fbem-23721	174	80	significant	significant	ADJ
fbem-23721	174	81	effect	effect	NOUN
fbem-23721	174	82	on	on	ADP
fbem-23721	174	83	the	the	DET
fbem-23721	174	84	prediction	prediction	NOUN
fbem-23721	174	85	of	of	ADP
fbem-23721	174	86	user	user	NOUN
fbem-23721	174	87	churn	churn	NOUN
fbem-23721	174	88	.	.	PUNCT
fbem-23721	175	1	in	in	ADP
fbem-23721	175	2	terms	term	NOUN
fbem-23721	175	3	of	of	ADP
fbem-23721	175	4	the	the	DET
fbem-23721	175	5	selection	selection	NOUN
fbem-23721	175	6	of	of	ADP
fbem-23721	175	7	predictors	predictor	NOUN
fbem-23721	175	8	,	,	PUNCT
fbem-23721	175	9	the	the	DET
fbem-23721	175	10	sentiment	sentiment	NOUN
fbem-23721	175	11	characteristics	characteristic	NOUN
fbem-23721	175	12	of	of	ADP
fbem-23721	175	13	user	user	NOUN
fbem-23721	175	14	ratings	rating	NOUN
fbem-23721	175	15	and	and	CCONJ
fbem-23721	175	16	review	review	VERB
fbem-23721	175	17	texts	text	NOUN
fbem-23721	175	18	collected	collect	VERB
fbem-23721	175	19	from	from	ADP
fbem-23721	175	20	traditional	traditional	ADJ
fbem-23721	175	21	supermarket	supermarket	NOUN
fbem-23721	175	22	online	online	NOUN
fbem-23721	175	23	platforms	platform	NOUN
fbem-23721	175	24	have	have	VERB
fbem-23721	175	25	a	a	DET
fbem-23721	175	26	significant	significant	ADJ
fbem-23721	175	27	impact	impact	NOUN
fbem-23721	175	28	on	on	ADP
fbem-23721	175	29	the	the	DET
fbem-23721	175	30	prediction	prediction	NOUN
fbem-23721	175	31	of	of	ADP
fbem-23721	175	32	user	user	NOUN
fbem-23721	175	33	churn	churn	NOUN
fbem-23721	175	34	behavior	behavior	NOUN
fbem-23721	175	35	,	,	PUNCT
fbem-23721	175	36	and	and	CCONJ
fbem-23721	175	37	these	these	DET
fbem-23721	175	38	characteristics	characteristic	NOUN
fbem-23721	175	39	are	be	AUX
fbem-23721	175	40	integrated	integrate	VERB
fbem-23721	175	41	into	into	ADP
fbem-23721	175	42	the	the	DET
fbem-23721	175	43	prediction	prediction	NOUN
fbem-23721	175	44	model	model	NOUN
fbem-23721	175	45	of	of	ADP
fbem-23721	175	46	user	user	NOUN
fbem-23721	175	47	churn	churn	NOUN
fbem-23721	175	48	behavior	behavior	NOUN
fbem-23721	175	49	,	,	PUNCT
fbem-23721	175	50	and	and	CCONJ
fbem-23721	175	51	the	the	DET
fbem-23721	175	52	model	model	NOUN
fbem-23721	175	53	will	will	AUX
fbem-23721	175	54	have	have	VERB
fbem-23721	175	55	a	a	DET
fbem-23721	175	56	better	well	ADJ
fbem-23721	175	57	prediction	prediction	NOUN
fbem-23721	175	58	effect	effect	NOUN
fbem-23721	175	59	.	.	PUNCT
fbem-23721	176	1	the	the	DET
fbem-23721	176	2	user	user	NOUN
fbem-23721	176	3	value	value	NOUN
fbem-23721	176	4	characteristics	characteristic	NOUN
fbem-23721	176	5	obtained	obtain	VERB
fbem-23721	176	6	on	on	ADP
fbem-23721	176	7	the	the	DET
fbem-23721	176	8	basis	basis	NOUN
fbem-23721	176	9	of	of	ADP
fbem-23721	176	10	the	the	DET
fbem-23721	176	11	396	396	NUM
fbem-23721	176	12	rfm	rfm	PROPN
fbem-23721	176	13	model	model	NOUN
fbem-23721	176	14	are	be	AUX
fbem-23721	176	15	only	only	ADV
fbem-23721	176	16	a	a	DET
fbem-23721	176	17	comprehensive	comprehensive	ADJ
fbem-23721	176	18	reflection	reflection	NOUN
fbem-23721	176	19	of	of	ADP
fbem-23721	176	20	customer	customer	NOUN
fbem-23721	176	21	behavior	behavior	NOUN
fbem-23721	176	22	and	and	CCONJ
fbem-23721	176	23	a	a	DET
fbem-23721	176	24	set	set	NOUN
fbem-23721	176	25	of	of	ADP
fbem-23721	176	26	objective	objective	ADJ
fbem-23721	176	27	data	datum	NOUN
fbem-23721	176	28	,	,	PUNCT
fbem-23721	176	29	which	which	PRON
fbem-23721	176	30	can	can	AUX
fbem-23721	176	31	not	not	PART
fbem-23721	176	32	truly	truly	ADV
fbem-23721	176	33	reflect	reflect	VERB
fbem-23721	176	34	the	the	DET
fbem-23721	176	35	real	real	ADJ
fbem-23721	176	36	feelings	feeling	NOUN
fbem-23721	176	37	of	of	ADP
fbem-23721	176	38	customers	customer	NOUN
fbem-23721	176	39	shopping	shop	VERB
fbem-23721	176	40	on	on	ADP
fbem-23721	176	41	traditional	traditional	ADJ
fbem-23721	176	42	supermarket	supermarket	NOUN
fbem-23721	176	43	digital	digital	ADJ
fbem-23721	176	44	platforms	platform	NOUN
fbem-23721	176	45	,	,	PUNCT
fbem-23721	176	46	so	so	SCONJ
fbem-23721	176	47	there	there	PRON
fbem-23721	176	48	are	be	VERB
fbem-23721	176	49	certain	certain	ADJ
fbem-23721	176	50	limitations	limitation	NOUN
fbem-23721	176	51	in	in	ADP
fbem-23721	176	52	predicting	predict	VERB
fbem-23721	176	53	user	user	NOUN
fbem-23721	176	54	departure	departure	NOUN
fbem-23721	176	55	.	.	PUNCT
fbem-23721	177	1	the	the	DET
fbem-23721	177	2	sentiment	sentiment	NOUN
fbem-23721	177	3	of	of	ADP
fbem-23721	177	4	shopping	shopping	NOUN
fbem-23721	177	5	rating	rating	NOUN
fbem-23721	177	6	and	and	CCONJ
fbem-23721	177	7	review	review	NOUN
fbem-23721	177	8	text	text	NOUN
fbem-23721	177	9	is	be	AUX
fbem-23721	177	10	an	an	DET
fbem-23721	177	11	expression	expression	NOUN
fbem-23721	177	12	of	of	ADP
fbem-23721	177	13	customers	customer	NOUN
fbem-23721	177	14	'	'	PART
fbem-23721	177	15	subjective	subjective	ADJ
fbem-23721	177	16	emotions	emotion	NOUN
fbem-23721	177	17	and	and	CCONJ
fbem-23721	177	18	feelings	feeling	NOUN
fbem-23721	177	19	,	,	PUNCT
fbem-23721	177	20	which	which	PRON
fbem-23721	177	21	can	can	AUX
fbem-23721	177	22	reflect	reflect	VERB
fbem-23721	177	23	customers	customer	NOUN
fbem-23721	177	24	'	'	PART
fbem-23721	177	25	satisfaction	satisfaction	NOUN
fbem-23721	177	26	with	with	ADP
fbem-23721	177	27	shopping	shop	VERB
fbem-23721	177	28	on	on	ADP
fbem-23721	177	29	digital	digital	ADJ
fbem-23721	177	30	platforms	platform	NOUN
fbem-23721	177	31	and	and	CCONJ
fbem-23721	177	32	their	their	PRON
fbem-23721	177	33	willingness	willingness	NOUN
fbem-23721	177	34	to	to	PART
fbem-23721	177	35	continue	continue	VERB
fbem-23721	177	36	to	to	PART
fbem-23721	177	37	pay	pay	VERB
fbem-23721	177	38	to	to	ADP
fbem-23721	177	39	a	a	DET
fbem-23721	177	40	certain	certain	ADJ
fbem-23721	177	41	extent	extent	NOUN
fbem-23721	177	42	,	,	PUNCT
fbem-23721	177	43	so	so	ADV
fbem-23721	177	44	these	these	DET
fbem-23721	177	45	two	two	NUM
fbem-23721	177	46	characteristic	characteristic	ADJ
fbem-23721	177	47	data	datum	NOUN
fbem-23721	177	48	have	have	VERB
fbem-23721	177	49	a	a	DET
fbem-23721	177	50	certain	certain	ADJ
fbem-23721	177	51	impact	impact	NOUN
fbem-23721	177	52	on	on	ADP
fbem-23721	177	53	user	user	NOUN
fbem-23721	177	54	churn	churn	NOUN
fbem-23721	177	55	prediction	prediction	NOUN
fbem-23721	177	56	.	.	PUNCT
fbem-23721	178	1	at	at	ADP
fbem-23721	178	2	the	the	DET
fbem-23721	178	3	same	same	ADJ
fbem-23721	178	4	time	time	NOUN
fbem-23721	178	5	,	,	PUNCT
fbem-23721	178	6	the	the	DET
fbem-23721	178	7	user	user	NOUN
fbem-23721	178	8	value	value	NOUN
fbem-23721	178	9	characteristics	characteristic	NOUN
fbem-23721	178	10	extracted	extract	VERB
fbem-23721	178	11	from	from	ADP
fbem-23721	178	12	the	the	DET
fbem-23721	178	13	user	user	NOUN
fbem-23721	178	14	reviews	review	NOUN
fbem-23721	178	15	of	of	ADP
fbem-23721	178	16	ehime	ehime	PROPN
fbem-23721	178	17	orange	orange	PROPN
fbem-23721	178	18	also	also	ADV
fbem-23721	178	19	have	have	VERB
fbem-23721	178	20	a	a	DET
fbem-23721	178	21	certain	certain	ADJ
fbem-23721	178	22	reference	reference	NOUN
fbem-23721	178	23	value	value	NOUN
fbem-23721	178	24	for	for	ADP
fbem-23721	178	25	the	the	DET
fbem-23721	178	26	user	user	NOUN
fbem-23721	178	27	loss	loss	NOUN
fbem-23721	178	28	of	of	ADP
fbem-23721	178	29	other	other	ADJ
fbem-23721	178	30	products	product	NOUN
fbem-23721	178	31	.	.	PUNCT
fbem-23721	179	1	2	2	X
fbem-23721	179	2	)	)	PUNCT
fbem-23721	179	3	the	the	DET
fbem-23721	179	4	contribution	contribution	NOUN
fbem-23721	179	5	of	of	ADP
fbem-23721	179	6	characteristic	characteristic	ADJ
fbem-23721	179	7	variables	variable	NOUN
fbem-23721	179	8	in	in	ADP
fbem-23721	179	9	user	user	NOUN
fbem-23721	179	10	churn	churn	NOUN
fbem-23721	179	11	prediction	prediction	NOUN
fbem-23721	179	12	was	be	AUX
fbem-23721	179	13	compared	compare	VERB
fbem-23721	179	14	and	and	CCONJ
fbem-23721	179	15	analyzed	analyze	VERB
fbem-23721	179	16	,	,	PUNCT
fbem-23721	179	17	and	and	CCONJ
fbem-23721	179	18	it	it	PRON
fbem-23721	179	19	was	be	AUX
fbem-23721	179	20	concluded	conclude	VERB
fbem-23721	179	21	that	that	SCONJ
fbem-23721	179	22	the	the	DET
fbem-23721	179	23	average	average	ADJ
fbem-23721	179	24	monthly	monthly	ADJ
fbem-23721	179	25	consumption	consumption	NOUN
fbem-23721	179	26	number	number	NOUN
fbem-23721	179	27	accounted	account	VERB
fbem-23721	179	28	for	for	ADP
fbem-23721	179	29	the	the	DET
fbem-23721	179	30	largest	large	ADJ
fbem-23721	179	31	proportion	proportion	NOUN
fbem-23721	179	32	in	in	ADP
fbem-23721	179	33	user	user	NOUN
fbem-23721	179	34	churn	churn	NOUN
fbem-23721	179	35	prediction	prediction	NOUN
fbem-23721	179	36	,	,	PUNCT
fbem-23721	179	37	followed	follow	VERB
fbem-23721	179	38	by	by	ADP
fbem-23721	179	39	comment	comment	NOUN
fbem-23721	179	40	text	text	NOUN
fbem-23721	179	41	sentiment	sentiment	NOUN
fbem-23721	179	42	.	.	PUNCT
fbem-23721	180	1	the	the	DET
fbem-23721	180	2	importance	importance	NOUN
fbem-23721	180	3	of	of	ADP
fbem-23721	180	4	each	each	DET
fbem-23721	180	5	feature	feature	NOUN
fbem-23721	180	6	variable	variable	NOUN
fbem-23721	180	7	is	be	AUX
fbem-23721	180	8	ranked	rank	VERB
fbem-23721	180	9	by	by	ADP
fbem-23721	180	10	xgboost	xgboost	PROPN
fbem-23721	180	11	,	,	PUNCT
fbem-23721	180	12	and	and	CCONJ
fbem-23721	180	13	the	the	DET
fbem-23721	180	14	importance	importance	NOUN
fbem-23721	180	15	of	of	ADP
fbem-23721	180	16	each	each	DET
fbem-23721	180	17	feature	feature	NOUN
fbem-23721	180	18	variable	variable	NOUN
fbem-23721	180	19	in	in	ADP
fbem-23721	180	20	the	the	DET
fbem-23721	180	21	prediction	prediction	NOUN
fbem-23721	180	22	can	can	AUX
fbem-23721	180	23	be	be	AUX
fbem-23721	180	24	obtained	obtain	VERB
fbem-23721	180	25	according	accord	VERB
fbem-23721	180	26	to	to	ADP
fbem-23721	180	27	the	the	DET
fbem-23721	180	28	contribution	contribution	NOUN
fbem-23721	180	29	of	of	ADP
fbem-23721	180	30	each	each	DET
fbem-23721	180	31	feature	feature	NOUN
fbem-23721	180	32	variable	variable	NOUN
fbem-23721	180	33	to	to	ADP
fbem-23721	180	34	the	the	DET
fbem-23721	180	35	user	user	NOUN
fbem-23721	180	36	churn	churn	NOUN
fbem-23721	180	37	prediction	prediction	NOUN
fbem-23721	180	38	.	.	PUNCT
fbem-23721	181	1	on	on	ADP
fbem-23721	181	2	this	this	DET
fbem-23721	181	3	basis	basis	NOUN
fbem-23721	181	4	,	,	PUNCT
fbem-23721	181	5	after	after	ADP
fbem-23721	181	6	ranking	rank	VERB
fbem-23721	181	7	the	the	DET
fbem-23721	181	8	importance	importance	NOUN
fbem-23721	181	9	of	of	ADP
fbem-23721	181	10	different	different	ADJ
fbem-23721	181	11	characteristic	characteristic	ADJ
fbem-23721	181	12	variables	variable	NOUN
fbem-23721	181	13	,	,	PUNCT
fbem-23721	181	14	it	it	PRON
fbem-23721	181	15	is	be	AUX
fbem-23721	181	16	concluded	conclude	VERB
fbem-23721	181	17	that	that	SCONJ
fbem-23721	181	18	the	the	DET
fbem-23721	181	19	importance	importance	NOUN
fbem-23721	181	20	of	of	ADP
fbem-23721	181	21	these	these	DET
fbem-23721	181	22	characteristic	characteristic	ADJ
fbem-23721	181	23	variables	variable	NOUN
fbem-23721	181	24	is	be	AUX
fbem-23721	181	25	the	the	DET
fbem-23721	181	26	average	average	ADJ
fbem-23721	181	27	monthly	monthly	ADJ
fbem-23721	181	28	consumption	consumption	NOUN
fbem-23721	181	29	times	time	NOUN
fbem-23721	181	30	,	,	PUNCT
fbem-23721	181	31	comment	comment	NOUN
fbem-23721	181	32	text	text	NOUN
fbem-23721	181	33	sentiment	sentiment	NOUN
fbem-23721	181	34	,	,	PUNCT
fbem-23721	181	35	rating	rating	NOUN
fbem-23721	181	36	,	,	PUNCT
fbem-23721	181	37	and	and	CCONJ
fbem-23721	181	38	average	average	ADJ
fbem-23721	181	39	consumption	consumption	NOUN
fbem-23721	181	40	amount	amount	NOUN
fbem-23721	181	41	.	.	PUNCT
fbem-23721	182	1	different	different	ADJ
fbem-23721	182	2	types	type	NOUN
fbem-23721	182	3	of	of	ADP
fbem-23721	182	4	churned	churn	VERB
fbem-23721	182	5	users	user	NOUN
fbem-23721	182	6	may	may	AUX
fbem-23721	182	7	have	have	VERB
fbem-23721	182	8	different	different	ADJ
fbem-23721	182	9	reasons	reason	NOUN
fbem-23721	182	10	and	and	CCONJ
fbem-23721	182	11	characteristics	characteristic	NOUN
fbem-23721	182	12	,	,	PUNCT
fbem-23721	182	13	and	and	CCONJ
fbem-23721	182	14	at	at	ADP
fbem-23721	182	15	the	the	DET
fbem-23721	182	16	same	same	ADJ
fbem-23721	182	17	time	time	NOUN
fbem-23721	182	18	,	,	PUNCT
fbem-23721	182	19	they	they	PRON
fbem-23721	182	20	can	can	AUX
fbem-23721	182	21	be	be	AUX
fbem-23721	182	22	divided	divide	VERB
fbem-23721	182	23	into	into	ADP
fbem-23721	182	24	different	different	ADJ
fbem-23721	182	25	types	type	NOUN
fbem-23721	182	26	according	accord	VERB
fbem-23721	182	27	to	to	ADP
fbem-23721	182	28	the	the	DET
fbem-23721	182	29	importance	importance	NOUN
fbem-23721	182	30	of	of	ADP
fbem-23721	182	31	feature	feature	NOUN
fbem-23721	182	32	variables	variable	NOUN
fbem-23721	182	33	,	,	PUNCT
fbem-23721	182	34	and	and	CCONJ
fbem-23721	182	35	corresponding	correspond	VERB
fbem-23721	182	36	retention	retention	NOUN
fbem-23721	182	37	strategies	strategy	NOUN
fbem-23721	182	38	can	can	AUX
fbem-23721	182	39	be	be	AUX
fbem-23721	182	40	given	give	VERB
fbem-23721	182	41	for	for	ADP
fbem-23721	182	42	different	different	ADJ
fbem-23721	182	43	types	type	NOUN
fbem-23721	182	44	to	to	PART
fbem-23721	182	45	improve	improve	VERB
fbem-23721	182	46	the	the	DET
fbem-23721	182	47	retention	retention	NOUN
fbem-23721	182	48	effect	effect	NOUN
fbem-23721	182	49	.	.	PUNCT
fbem-23721	183	1	7	7	X
fbem-23721	183	2	.	.	X
fbem-23721	183	3	management	management	NOUN
fbem-23721	183	4	implications	implication	NOUN
fbem-23721	183	5	in	in	ADP
fbem-23721	183	6	view	view	NOUN
fbem-23721	183	7	of	of	ADP
fbem-23721	183	8	the	the	DET
fbem-23721	183	9	problem	problem	NOUN
fbem-23721	183	10	of	of	ADP
fbem-23721	183	11	user	user	NOUN
fbem-23721	183	12	churn	churn	NOUN
fbem-23721	183	13	of	of	ADP
fbem-23721	183	14	the	the	DET
fbem-23721	183	15	digital	digital	ADJ
fbem-23721	183	16	platform	platform	NOUN
fbem-23721	183	17	of	of	ADP
fbem-23721	183	18	traditional	traditional	ADJ
fbem-23721	183	19	supermarkets	supermarket	NOUN
fbem-23721	183	20	(	(	PUNCT
fbem-23721	183	21	hereinafter	hereinafter	NOUN
fbem-23721	183	22	referred	refer	VERB
fbem-23721	183	23	to	to	ADP
fbem-23721	183	24	as	as	ADP
fbem-23721	183	25	the	the	DET
fbem-23721	183	26	"	"	PUNCT
fbem-23721	183	27	digital	digital	ADJ
fbem-23721	183	28	platform	platform	NOUN
fbem-23721	183	29	"	"	PUNCT
fbem-23721	183	30	)	)	PUNCT
fbem-23721	183	31	,	,	PUNCT
fbem-23721	183	32	this	this	DET
fbem-23721	183	33	paper	paper	NOUN
fbem-23721	183	34	divides	divide	VERB
fbem-23721	183	35	the	the	DET
fbem-23721	183	36	lost	lose	VERB
fbem-23721	183	37	users	user	NOUN
fbem-23721	183	38	of	of	ADP
fbem-23721	183	39	wumart	wumart	ADJ
fbem-23721	183	40	online	online	ADJ
fbem-23721	183	41	platform	platform	NOUN
fbem-23721	183	42	into	into	ADP
fbem-23721	183	43	experiential	experiential	ADJ
fbem-23721	183	44	users	user	NOUN
fbem-23721	183	45	and	and	CCONJ
fbem-23721	183	46	economic	economic	ADJ
fbem-23721	183	47	users	user	NOUN
fbem-23721	183	48	according	accord	VERB
fbem-23721	183	49	to	to	ADP
fbem-23721	183	50	the	the	DET
fbem-23721	183	51	key	key	ADJ
fbem-23721	183	52	characteristic	characteristic	ADJ
fbem-23721	183	53	factors	factor	NOUN
fbem-23721	183	54	such	such	ADJ
fbem-23721	183	55	as	as	ADP
fbem-23721	183	56	the	the	DET
fbem-23721	183	57	average	average	ADJ
fbem-23721	183	58	monthly	monthly	ADJ
fbem-23721	183	59	consumption	consumption	NOUN
fbem-23721	183	60	,	,	PUNCT
fbem-23721	183	61	the	the	DET
fbem-23721	183	62	average	average	ADJ
fbem-23721	183	63	consumption	consumption	NOUN
fbem-23721	183	64	amount	amount	NOUN
fbem-23721	183	65	,	,	PUNCT
fbem-23721	183	66	and	and	CCONJ
fbem-23721	183	67	the	the	DET
fbem-23721	183	68	sentiment	sentiment	NOUN
fbem-23721	183	69	of	of	ADP
fbem-23721	183	70	the	the	DET
fbem-23721	183	71	comment	comment	NOUN
fbem-23721	183	72	text	text	NOUN
fbem-23721	183	73	,	,	PUNCT
fbem-23721	183	74	and	and	CCONJ
fbem-23721	183	75	proposes	propose	VERB
fbem-23721	183	76	corresponding	correspond	VERB
fbem-23721	183	77	retention	retention	NOUN
fbem-23721	183	78	strategies	strategy	NOUN
fbem-23721	183	79	for	for	ADP
fbem-23721	183	80	different	different	ADJ
fbem-23721	183	81	lost	lost	ADJ
fbem-23721	183	82	users	user	NOUN
fbem-23721	183	83	.	.	PUNCT
fbem-23721	184	1	1	1	X
fbem-23721	184	2	)	)	PUNCT
fbem-23721	184	3	experiential	experiential	ADJ
fbem-23721	184	4	users	user	NOUN
fbem-23721	184	5	:	:	PUNCT
fbem-23721	184	6	digital	digital	ADJ
fbem-23721	184	7	platforms	platform	NOUN
fbem-23721	184	8	should	should	AUX
fbem-23721	184	9	focus	focus	VERB
fbem-23721	184	10	on	on	ADP
fbem-23721	184	11	optimizing	optimize	VERB
fbem-23721	184	12	the	the	DET
fbem-23721	184	13	product	product	NOUN
fbem-23721	184	14	supply	supply	NOUN
fbem-23721	184	15	chain	chain	NOUN
fbem-23721	184	16	and	and	CCONJ
fbem-23721	184	17	after	after	ADP
fbem-23721	184	18	-	-	PUNCT
fbem-23721	184	19	sales	sale	NOUN
fbem-23721	184	20	service	service	NOUN
fbem-23721	184	21	system	system	NOUN
fbem-23721	184	22	.	.	PUNCT
fbem-23721	185	1	for	for	ADP
fbem-23721	185	2	experiential	experiential	ADJ
fbem-23721	185	3	users	user	NOUN
fbem-23721	185	4	,	,	PUNCT
fbem-23721	185	5	the	the	DET
fbem-23721	185	6	characteristic	characteristic	NOUN
fbem-23721	185	7	of	of	ADP
fbem-23721	185	8	this	this	DET
fbem-23721	185	9	group	group	NOUN
fbem-23721	185	10	is	be	AUX
fbem-23721	185	11	that	that	SCONJ
fbem-23721	185	12	the	the	DET
fbem-23721	185	13	user	user	NOUN
fbem-23721	185	14	's	's	PART
fbem-23721	185	15	review	review	NOUN
fbem-23721	185	16	text	text	NOUN
fbem-23721	185	17	sentiment	sentiment	NOUN
fbem-23721	185	18	will	will	AUX
fbem-23721	185	19	fluctuate	fluctuate	VERB
fbem-23721	185	20	greatly	greatly	ADV
fbem-23721	185	21	with	with	ADP
fbem-23721	185	22	the	the	DET
fbem-23721	185	23	purchase	purchase	NOUN
fbem-23721	185	24	experience	experience	NOUN
fbem-23721	185	25	,	,	PUNCT
fbem-23721	185	26	that	that	ADV
fbem-23721	185	27	is	is	ADV
fbem-23721	185	28	,	,	PUNCT
fbem-23721	185	29	when	when	SCONJ
fbem-23721	185	30	the	the	DET
fbem-23721	185	31	user	user	NOUN
fbem-23721	185	32	's	's	PART
fbem-23721	185	33	satisfaction	satisfaction	NOUN
fbem-23721	185	34	is	be	AUX
fbem-23721	185	35	not	not	PART
fbem-23721	185	36	high	high	ADJ
fbem-23721	185	37	,	,	PUNCT
fbem-23721	185	38	his	his	PRON
fbem-23721	185	39	review	review	NOUN
fbem-23721	185	40	text	text	NOUN
fbem-23721	185	41	is	be	AUX
fbem-23721	185	42	more	more	ADV
fbem-23721	185	43	negative	negative	ADJ
fbem-23721	185	44	,	,	PUNCT
fbem-23721	185	45	which	which	PRON
fbem-23721	185	46	will	will	AUX
fbem-23721	185	47	lead	lead	VERB
fbem-23721	185	48	to	to	ADP
fbem-23721	185	49	the	the	DET
fbem-23721	185	50	loss	loss	NOUN
fbem-23721	185	51	of	of	ADP
fbem-23721	185	52	customers	customer	NOUN
fbem-23721	185	53	.	.	PUNCT
fbem-23721	186	1	therefore	therefore	ADV
fbem-23721	186	2	,	,	PUNCT
fbem-23721	186	3	for	for	ADP
fbem-23721	186	4	this	this	DET
fbem-23721	186	5	part	part	NOUN
fbem-23721	186	6	of	of	ADP
fbem-23721	186	7	the	the	DET
fbem-23721	186	8	customer	customer	NOUN
fbem-23721	186	9	,	,	PUNCT
fbem-23721	186	10	the	the	DET
fbem-23721	186	11	platform	platform	NOUN
fbem-23721	186	12	should	should	AUX
fbem-23721	186	13	attach	attach	VERB
fbem-23721	186	14	great	great	ADJ
fbem-23721	186	15	importance	importance	NOUN
fbem-23721	186	16	to	to	ADP
fbem-23721	186	17	the	the	DET
fbem-23721	186	18	customer	customer	NOUN
fbem-23721	186	19	's	's	PART
fbem-23721	186	20	first	first	ADJ
fbem-23721	186	21	contact	contact	NOUN
fbem-23721	186	22	with	with	ADP
fbem-23721	186	23	the	the	DET
fbem-23721	186	24	platform	platform	NOUN
fbem-23721	186	25	,	,	PUNCT
fbem-23721	186	26	optimize	optimize	VERB
fbem-23721	186	27	the	the	DET
fbem-23721	186	28	interface	interface	NOUN
fbem-23721	186	29	design	design	NOUN
fbem-23721	186	30	of	of	ADP
fbem-23721	186	31	the	the	DET
fbem-23721	186	32	platform	platform	NOUN
fbem-23721	186	33	,	,	PUNCT
fbem-23721	186	34	and	and	CCONJ
fbem-23721	186	35	highlight	highlight	VERB
fbem-23721	186	36	the	the	DET
fbem-23721	186	37	characteristics	characteristic	NOUN
fbem-23721	186	38	of	of	ADP
fbem-23721	186	39	the	the	DET
fbem-23721	186	40	product	product	NOUN
fbem-23721	186	41	name	name	NOUN
fbem-23721	186	42	,	,	PUNCT
fbem-23721	186	43	so	so	SCONJ
fbem-23721	186	44	as	as	SCONJ
fbem-23721	186	45	to	to	PART
fbem-23721	186	46	leave	leave	VERB
fbem-23721	186	47	a	a	DET
fbem-23721	186	48	good	good	ADJ
fbem-23721	186	49	first	first	ADJ
fbem-23721	186	50	impression	impression	NOUN
fbem-23721	186	51	on	on	ADP
fbem-23721	186	52	the	the	DET
fbem-23721	186	53	first	first	ADJ
fbem-23721	186	54	-	-	PUNCT
fbem-23721	186	55	time	time	NOUN
fbem-23721	186	56	customer	customer	NOUN
fbem-23721	186	57	.	.	PUNCT
fbem-23721	187	1	in	in	ADP
fbem-23721	187	2	addition	addition	NOUN
fbem-23721	187	3	,	,	PUNCT
fbem-23721	187	4	the	the	DET
fbem-23721	187	5	platform	platform	NOUN
fbem-23721	187	6	must	must	AUX
fbem-23721	187	7	not	not	PART
fbem-23721	187	8	only	only	ADV
fbem-23721	187	9	have	have	VERB
fbem-23721	187	10	enthusiastic	enthusiastic	ADJ
fbem-23721	187	11	and	and	CCONJ
fbem-23721	187	12	professional	professional	ADJ
fbem-23721	187	13	customer	customer	NOUN
fbem-23721	187	14	service	service	NOUN
fbem-23721	187	15	,	,	PUNCT
fbem-23721	187	16	but	but	CCONJ
fbem-23721	187	17	also	also	ADV
fbem-23721	187	18	optimize	optimize	VERB
fbem-23721	187	19	its	its	PRON
fbem-23721	187	20	own	own	ADJ
fbem-23721	187	21	supply	supply	NOUN
fbem-23721	187	22	chain	chain	NOUN
fbem-23721	187	23	,	,	PUNCT
fbem-23721	187	24	in	in	ADP
fbem-23721	187	25	addition	addition	NOUN
fbem-23721	187	26	to	to	ADP
fbem-23721	187	27	packaging	packaging	NOUN
fbem-23721	187	28	to	to	PART
fbem-23721	187	29	have	have	VERB
fbem-23721	187	30	a	a	DET
fbem-23721	187	31	high	high	ADJ
fbem-23721	187	32	product	product	NOUN
fbem-23721	187	33	quality	quality	NOUN
fbem-23721	187	34	control	control	NOUN
fbem-23721	187	35	,	,	PUNCT
fbem-23721	187	36	in	in	ADP
fbem-23721	187	37	the	the	DET
fbem-23721	187	38	process	process	NOUN
fbem-23721	187	39	of	of	ADP
fbem-23721	187	40	transportation	transportation	NOUN
fbem-23721	187	41	,	,	PUNCT
fbem-23721	187	42	for	for	ADP
fbem-23721	187	43	different	different	ADJ
fbem-23721	187	44	products	product	NOUN
fbem-23721	187	45	to	to	PART
fbem-23721	187	46	ensure	ensure	VERB
fbem-23721	187	47	that	that	SCONJ
fbem-23721	187	48	the	the	DET
fbem-23721	187	49	time	time	NOUN
fbem-23721	187	50	,	,	PUNCT
fbem-23721	187	51	quality	quality	NOUN
fbem-23721	187	52	,	,	PUNCT
fbem-23721	187	53	quantity	quantity	NOUN
fbem-23721	187	54	,	,	PUNCT
fbem-23721	187	55	and	and	CCONJ
fbem-23721	187	56	safety	safety	NOUN
fbem-23721	187	57	to	to	ADP
fbem-23721	187	58	the	the	DET
fbem-23721	187	59	customer	customer	NOUN
fbem-23721	187	60	.	.	PUNCT
fbem-23721	188	1	during	during	ADP
fbem-23721	188	2	the	the	DET
fbem-23721	188	3	period	period	NOUN
fbem-23721	188	4	,	,	PUNCT
fbem-23721	188	5	there	there	PRON
fbem-23721	188	6	will	will	AUX
fbem-23721	188	7	inevitably	inevitably	ADV
fbem-23721	188	8	be	be	AUX
fbem-23721	188	9	some	some	DET
fbem-23721	188	10	losses	loss	NOUN
fbem-23721	188	11	,	,	PUNCT
fbem-23721	188	12	and	and	CCONJ
fbem-23721	188	13	the	the	DET
fbem-23721	188	14	platform	platform	NOUN
fbem-23721	188	15	also	also	ADV
fbem-23721	188	16	needs	need	VERB
fbem-23721	188	17	to	to	PART
fbem-23721	188	18	have	have	VERB
fbem-23721	188	19	a	a	DET
fbem-23721	188	20	relatively	relatively	ADV
fbem-23721	188	21	complete	complete	ADJ
fbem-23721	188	22	after	after	ADP
fbem-23721	188	23	-	-	PUNCT
fbem-23721	188	24	sales	sales	NOUN
fbem-23721	188	25	service	service	NOUN
fbem-23721	188	26	system	system	NOUN
fbem-23721	188	27	to	to	PART
fbem-23721	188	28	protect	protect	VERB
fbem-23721	188	29	the	the	DET
fbem-23721	188	30	rights	right	NOUN
fbem-23721	188	31	and	and	CCONJ
fbem-23721	188	32	interests	interest	NOUN
fbem-23721	188	33	of	of	ADP
fbem-23721	188	34	consumers	consumer	NOUN
fbem-23721	188	35	and	and	CCONJ
fbem-23721	188	36	give	give	VERB
fbem-23721	188	37	customers	customer	NOUN
fbem-23721	188	38	a	a	DET
fbem-23721	188	39	good	good	ADJ
fbem-23721	188	40	shopping	shopping	NOUN
fbem-23721	188	41	experience	experience	NOUN
fbem-23721	188	42	.	.	PUNCT
fbem-23721	189	1	in	in	ADP
fbem-23721	189	2	order	order	NOUN
fbem-23721	189	3	to	to	PART
fbem-23721	189	4	give	give	VERB
fbem-23721	189	5	customers	customer	NOUN
fbem-23721	189	6	a	a	DET
fbem-23721	189	7	better	well	ADJ
fbem-23721	189	8	shopping	shopping	NOUN
fbem-23721	189	9	experience	experience	NOUN
fbem-23721	189	10	based	base	VERB
fbem-23721	189	11	on	on	ADP
fbem-23721	189	12	this	this	PRON
fbem-23721	189	13	,	,	PUNCT
fbem-23721	189	14	the	the	DET
fbem-23721	189	15	platform	platform	NOUN
fbem-23721	189	16	can	can	AUX
fbem-23721	189	17	expand	expand	VERB
fbem-23721	189	18	its	its	PRON
fbem-23721	189	19	own	own	ADJ
fbem-23721	189	20	product	product	NOUN
fbem-23721	189	21	range	range	NOUN
fbem-23721	189	22	and	and	CCONJ
fbem-23721	189	23	pay	pay	VERB
fbem-23721	189	24	attention	attention	NOUN
fbem-23721	189	25	to	to	ADP
fbem-23721	189	26	customer	customer	NOUN
fbem-23721	189	27	care	care	NOUN
fbem-23721	189	28	for	for	ADP
fbem-23721	189	29	the	the	DET
fbem-23721	189	30	old	old	ADJ
fbem-23721	189	31	user	user	NOUN
fbem-23721	189	32	group	group	NOUN
fbem-23721	189	33	,	,	PUNCT
fbem-23721	189	34	which	which	PRON
fbem-23721	189	35	is	be	AUX
fbem-23721	189	36	an	an	DET
fbem-23721	189	37	important	important	ADJ
fbem-23721	189	38	asset	asset	NOUN
fbem-23721	189	39	of	of	ADP
fbem-23721	189	40	the	the	DET
fbem-23721	189	41	enterprise	enterprise	NOUN
fbem-23721	189	42	,	,	PUNCT
fbem-23721	189	43	and	and	CCONJ
fbem-23721	189	44	their	their	PRON
fbem-23721	189	45	loyalty	loyalty	NOUN
fbem-23721	189	46	and	and	CCONJ
fbem-23721	189	47	word	word	NOUN
fbem-23721	189	48	-	-	PUNCT
fbem-23721	189	49	of	of	ADP
fbem-23721	189	50	-	-	PUNCT
fbem-23721	189	51	mouth	mouth	NOUN
fbem-23721	189	52	influence	influence	NOUN
fbem-23721	189	53	are	be	AUX
fbem-23721	189	54	very	very	ADV
fbem-23721	189	55	important	important	ADJ
fbem-23721	189	56	.	.	PUNCT
fbem-23721	190	1	therefore	therefore	ADV
fbem-23721	190	2	,	,	PUNCT
fbem-23721	190	3	enterprises	enterprise	NOUN
fbem-23721	190	4	need	need	VERB
fbem-23721	190	5	to	to	PART
fbem-23721	190	6	take	take	VERB
fbem-23721	190	7	measures	measure	NOUN
fbem-23721	190	8	to	to	PART
fbem-23721	190	9	maintain	maintain	VERB
fbem-23721	190	10	the	the	DET
fbem-23721	190	11	relationship	relationship	NOUN
fbem-23721	190	12	with	with	ADP
fbem-23721	190	13	old	old	ADJ
fbem-23721	190	14	users	user	NOUN
fbem-23721	190	15	,	,	PUNCT
fbem-23721	190	16	and	and	CCONJ
fbem-23721	190	17	can	can	AUX
fbem-23721	190	18	use	use	VERB
fbem-23721	190	19	message	message	NOUN
fbem-23721	190	20	reminders	reminder	NOUN
fbem-23721	190	21	and	and	CCONJ
fbem-23721	190	22	other	other	ADJ
fbem-23721	190	23	methods	method	NOUN
fbem-23721	190	24	to	to	PART
fbem-23721	190	25	establish	establish	VERB
fbem-23721	190	26	contact	contact	NOUN
fbem-23721	190	27	with	with	ADP
fbem-23721	190	28	these	these	DET
fbem-23721	190	29	users	user	NOUN
fbem-23721	190	30	,	,	PUNCT
fbem-23721	190	31	so	so	SCONJ
fbem-23721	190	32	as	as	SCONJ
fbem-23721	190	33	to	to	PART
fbem-23721	190	34	maintain	maintain	VERB
fbem-23721	190	35	the	the	DET
fbem-23721	190	36	relationship	relationship	NOUN
fbem-23721	190	37	between	between	ADP
fbem-23721	190	38	the	the	DET
fbem-23721	190	39	platform	platform	NOUN
fbem-23721	190	40	and	and	CCONJ
fbem-23721	190	41	old	old	ADJ
fbem-23721	190	42	customers	customer	NOUN
fbem-23721	190	43	.	.	PUNCT
fbem-23721	191	1	at	at	ADP
fbem-23721	191	2	the	the	DET
fbem-23721	191	3	same	same	ADJ
fbem-23721	191	4	time	time	NOUN
fbem-23721	191	5	,	,	PUNCT
fbem-23721	191	6	when	when	SCONJ
fbem-23721	191	7	establishing	establish	VERB
fbem-23721	191	8	contact	contact	NOUN
fbem-23721	191	9	with	with	ADP
fbem-23721	191	10	old	old	ADJ
fbem-23721	191	11	users	user	NOUN
fbem-23721	191	12	,	,	PUNCT
fbem-23721	191	13	it	it	PRON
fbem-23721	191	14	is	be	AUX
fbem-23721	191	15	necessary	necessary	ADJ
fbem-23721	191	16	to	to	PART
fbem-23721	191	17	analyze	analyze	VERB
fbem-23721	191	18	the	the	DET
fbem-23721	191	19	business	business	NOUN
fbem-23721	191	20	scenario	scenario	NOUN
fbem-23721	191	21	and	and	CCONJ
fbem-23721	191	22	actual	actual	ADJ
fbem-23721	191	23	situation	situation	NOUN
fbem-23721	191	24	to	to	PART
fbem-23721	191	25	avoid	avoid	VERB
fbem-23721	191	26	user	user	NOUN
fbem-23721	191	27	loss	loss	NOUN
fbem-23721	191	28	due	due	ADP
fbem-23721	191	29	to	to	ADP
fbem-23721	191	30	excessive	excessive	ADJ
fbem-23721	191	31	marketing	marketing	NOUN
fbem-23721	191	32	.	.	PUNCT
fbem-23721	192	1	2	2	X
fbem-23721	192	2	)	)	PUNCT
fbem-23721	192	3	economic	economic	ADJ
fbem-23721	192	4	users	user	NOUN
fbem-23721	192	5	:	:	PUNCT
fbem-23721	192	6	digital	digital	ADJ
fbem-23721	192	7	platforms	platform	NOUN
fbem-23721	192	8	launch	launch	VERB
fbem-23721	192	9	promotional	promotional	ADJ
fbem-23721	192	10	activities	activity	NOUN
fbem-23721	192	11	from	from	ADP
fbem-23721	192	12	time	time	NOUN
fbem-23721	192	13	to	to	ADP
fbem-23721	192	14	time	time	NOUN
fbem-23721	192	15	to	to	PART
fbem-23721	192	16	increase	increase	VERB
fbem-23721	192	17	customers	customer	NOUN
fbem-23721	192	18	'	'	PART
fbem-23721	192	19	willingness	willingness	NOUN
fbem-23721	192	20	to	to	PART
fbem-23721	192	21	spend	spend	VERB
fbem-23721	192	22	.	.	PUNCT
fbem-23721	193	1	for	for	ADP
fbem-23721	193	2	economic	economic	ADJ
fbem-23721	193	3	users	user	NOUN
fbem-23721	193	4	,	,	PUNCT
fbem-23721	193	5	the	the	DET
fbem-23721	193	6	significant	significant	ADJ
fbem-23721	193	7	feature	feature	NOUN
fbem-23721	193	8	of	of	ADP
fbem-23721	193	9	this	this	DET
fbem-23721	193	10	group	group	NOUN
fbem-23721	193	11	is	be	AUX
fbem-23721	193	12	that	that	SCONJ
fbem-23721	193	13	the	the	DET
fbem-23721	193	14	average	average	ADJ
fbem-23721	193	15	consumption	consumption	NOUN
fbem-23721	193	16	amount	amount	NOUN
fbem-23721	193	17	is	be	AUX
fbem-23721	193	18	small	small	ADJ
fbem-23721	193	19	,	,	PUNCT
fbem-23721	193	20	indicating	indicate	VERB
fbem-23721	193	21	that	that	SCONJ
fbem-23721	193	22	such	such	ADJ
fbem-23721	193	23	users	user	NOUN
fbem-23721	193	24	have	have	VERB
fbem-23721	193	25	a	a	DET
fbem-23721	193	26	demand	demand	NOUN
fbem-23721	193	27	for	for	ADP
fbem-23721	193	28	the	the	DET
fbem-23721	193	29	product	product	NOUN
fbem-23721	193	30	,	,	PUNCT
fbem-23721	193	31	but	but	CCONJ
fbem-23721	193	32	they	they	PRON
fbem-23721	193	33	are	be	AUX
fbem-23721	193	34	more	more	ADV
fbem-23721	193	35	cautious	cautious	ADJ
fbem-23721	193	36	in	in	ADP
fbem-23721	193	37	terms	term	NOUN
fbem-23721	193	38	of	of	ADP
fbem-23721	193	39	money	money	NOUN
fbem-23721	193	40	investment	investment	NOUN
fbem-23721	193	41	.	.	PUNCT
fbem-23721	194	1	for	for	ADP
fbem-23721	194	2	such	such	ADJ
fbem-23721	194	3	users	user	NOUN
fbem-23721	194	4	,	,	PUNCT
fbem-23721	194	5	the	the	DET
fbem-23721	194	6	platform	platform	NOUN
fbem-23721	194	7	can	can	AUX
fbem-23721	194	8	launch	launch	VERB
fbem-23721	194	9	some	some	DET
fbem-23721	194	10	promotional	promotional	ADJ
fbem-23721	194	11	activities	activity	NOUN
fbem-23721	194	12	from	from	ADP
fbem-23721	194	13	time	time	NOUN
fbem-23721	194	14	to	to	ADP
fbem-23721	194	15	time	time	NOUN
fbem-23721	194	16	,	,	PUNCT
fbem-23721	194	17	send	send	VERB
fbem-23721	194	18	coupons	coupon	NOUN
fbem-23721	194	19	,	,	PUNCT
fbem-23721	194	20	discounts	discount	NOUN
fbem-23721	194	21	,	,	PUNCT
fbem-23721	194	22	gifts	gift	NOUN
fbem-23721	194	23	and	and	CCONJ
fbem-23721	194	24	other	other	ADJ
fbem-23721	194	25	ways	way	NOUN
fbem-23721	194	26	to	to	PART
fbem-23721	194	27	let	let	VERB
fbem-23721	194	28	them	they	PRON
fbem-23721	194	29	fully	fully	ADV
fbem-23721	194	30	enjoy	enjoy	VERB
fbem-23721	194	31	the	the	DET
fbem-23721	194	32	preferential	preferential	ADJ
fbem-23721	194	33	services	service	NOUN
fbem-23721	194	34	,	,	PUNCT
fbem-23721	194	35	little	little	ADJ
fbem-23721	194	36	by	by	ADP
fbem-23721	194	37	little	little	ADJ
fbem-23721	194	38	increase	increase	NOUN
fbem-23721	194	39	the	the	DET
fbem-23721	194	40	customer	customer	NOUN
fbem-23721	194	41	's	's	PART
fbem-23721	194	42	emotional	emotional	ADJ
fbem-23721	194	43	identity	identity	NOUN
fbem-23721	194	44	and	and	CCONJ
fbem-23721	194	45	value	value	NOUN
fbem-23721	194	46	recognition	recognition	NOUN
fbem-23721	194	47	of	of	ADP
fbem-23721	194	48	the	the	DET
fbem-23721	194	49	product	product	NOUN
fbem-23721	194	50	,	,	PUNCT
fbem-23721	194	51	and	and	CCONJ
fbem-23721	194	52	then	then	ADV
fbem-23721	194	53	increase	increase	VERB
fbem-23721	194	54	their	their	PRON
fbem-23721	194	55	willingness	willingness	NOUN
fbem-23721	194	56	to	to	PART
fbem-23721	194	57	consume	consume	VERB
fbem-23721	194	58	,	,	PUNCT
fbem-23721	194	59	increase	increase	VERB
fbem-23721	194	60	the	the	DET
fbem-23721	194	61	possibility	possibility	NOUN
fbem-23721	194	62	of	of	ADP
fbem-23721	194	63	subsequent	subsequent	ADJ
fbem-23721	194	64	purchases	purchase	NOUN
fbem-23721	194	65	.	.	PUNCT
fbem-23721	195	1	references	reference	NOUN
fbem-23721	195	2	[	[	X
fbem-23721	195	3	1	1	NUM
fbem-23721	195	4	]	]	X
fbem-23721	195	5	arora	arora	PROPN
fbem-23721	195	6	,	,	PUNCT
fbem-23721	195	7	s.	s.	PROPN
fbem-23721	195	8	and	and	CCONJ
fbem-23721	195	9	sahney	sahney	NOUN
fbem-23721	195	10	,	,	PUNCT
fbem-23721	195	11	s.	s.	PROPN
fbem-23721	195	12	(	(	PUNCT
fbem-23721	195	13	2019	2019	NUM
fbem-23721	195	14	)	)	PUNCT
fbem-23721	195	15	,	,	PUNCT
fbem-23721	195	16	“	"	PUNCT
fbem-23721	195	17	examining	examine	VERB
fbem-23721	195	18	consumers	consumer	NOUN
fbem-23721	195	19	'	'	PART
fbem-23721	195	20	webrooming	webroome	VERB
fbem-23721	195	21	behavior	behavior	NOUN
fbem-23721	195	22	:	:	PUNCT
fbem-23721	195	23	an	an	DET
fbem-23721	195	24	integrated	integrated	ADJ
fbem-23721	195	25	approach	approach	NOUN
fbem-23721	195	26	”	"	PUNCT
fbem-23721	195	27	,	,	PUNCT
fbem-23721	195	28	marketing	market	VERB
fbem-23721	195	29	intelligence	intelligence	NOUN
fbem-23721	195	30	and	and	CCONJ
fbem-23721	195	31	planning	planning	NOUN
fbem-23721	195	32	,	,	PUNCT
fbem-23721	195	33	vol	vol	NOUN
fbem-23721	195	34	.	.	PROPN
fbem-23721	195	35	37	37	NUM
fbem-23721	196	1	no	no	NOUN
fbem-23721	196	2	.	.	NOUN
fbem-23721	197	1	3	3	NUM
fbem-23721	197	2	,	,	PUNCT
fbem-23721	197	3	pp	pp	ADJ
fbem-23721	197	4	.	.	PUNCT
fbem-23721	198	1	339	339	NUM
fbem-23721	198	2	-	-	SYM
fbem-23721	198	3	354	354	NUM
fbem-23721	198	4	.	.	PUNCT
fbem-23721	199	1	[	[	X
fbem-23721	199	2	2	2	NUM
fbem-23721	199	3	]	]	PUNCT
fbem-23721	199	4	aw	aw	INTJ
fbem-23721	199	5	,	,	PUNCT
fbem-23721	199	6	e.c.x	e.c.x	PROPN
fbem-23721	199	7	.	.	PROPN
fbem-23721	199	8	,	,	PUNCT
fbem-23721	199	9	basha	basha	PROPN
fbem-23721	199	10	,	,	PUNCT
fbem-23721	199	11	n.k	n.k	PROPN
fbem-23721	199	12	.	.	PROPN
fbem-23721	199	13	,	,	PUNCT
fbem-23721	199	14	ng	ng	PROPN
fbem-23721	199	15	,	,	PUNCT
fbem-23721	199	16	s.i	s.i	PROPN
fbem-23721	199	17	.	.	PROPN
fbem-23721	199	18	and	and	CCONJ
fbem-23721	199	19	ho	ho	PROPN
fbem-23721	199	20	,	,	PUNCT
fbem-23721	199	21	j.a	j.a	PROPN
fbem-23721	199	22	.	.	PROPN
fbem-23721	199	23	(	(	PUNCT
fbem-23721	199	24	2021	2021	NUM
fbem-23721	199	25	)	)	PUNCT
fbem-23721	199	26	,	,	PUNCT
fbem-23721	199	27	“	"	PUNCT
fbem-23721	199	28	searching	search	VERB
fbem-23721	199	29	online	online	ADV
fbem-23721	199	30	and	and	CCONJ
fbem-23721	199	31	buying	buy	VERB
fbem-23721	199	32	offline	offline	NOUN
fbem-23721	199	33	:	:	PUNCT
fbem-23721	199	34	understanding	understand	VERB
fbem-23721	199	35	the	the	DET
fbem-23721	199	36	role	role	NOUN
fbem-23721	199	37	of	of	ADP
fbem-23721	199	38	channel-	channel-	NOUN
fbem-23721	199	39	,	,	PUNCT
fbem-23721	199	40	consumer-	consumer-	X
fbem-23721	199	41	,	,	PUNCT
fbem-23721	199	42	and	and	CCONJ
fbem-23721	199	43	product	product	NOUN
fbem-23721	199	44	-	-	PUNCT
fbem-23721	199	45	related	relate	VERB
fbem-23721	199	46	factors	factor	NOUN
fbem-23721	199	47	in	in	ADP
fbem-23721	199	48	determining	determine	VERB
fbem-23721	199	49	webrooming	webroome	VERB
fbem-23721	199	50	intention	intention	NOUN
fbem-23721	199	51	”	"	PUNCT
fbem-23721	199	52	,	,	PUNCT
fbem-23721	199	53	journal	journal	NOUN
fbem-23721	199	54	of	of	ADP
fbem-23721	199	55	retailing	retailing	NOUN
fbem-23721	199	56	and	and	CCONJ
fbem-23721	199	57	consumer	consumer	NOUN
fbem-23721	199	58	services	service	NOUN
fbem-23721	199	59	,	,	PUNCT
fbem-23721	199	60	vol	vol	NOUN
fbem-23721	199	61	.	.	PROPN
fbem-23721	199	62	58	58	NUM
fbem-23721	199	63	,	,	PUNCT
fbem-23721	199	64	102328	102328	NUM
fbem-23721	199	65	.	.	PUNCT
fbem-23721	200	1	[	[	X
fbem-23721	200	2	3	3	NUM
fbem-23721	200	3	]	]	X
fbem-23721	200	4	mukherjee	mukherjee	NOUN
fbem-23721	200	5	,	,	PUNCT
fbem-23721	200	6	s.	s.	PROPN
fbem-23721	200	7	and	and	CCONJ
fbem-23721	200	8	chatterjee	chatterjee	PROPN
fbem-23721	200	9	,	,	PUNCT
fbem-23721	200	10	s.	s.	PROPN
fbem-23721	200	11	(	(	PUNCT
fbem-23721	200	12	2021	2021	NUM
fbem-23721	200	13	)	)	PUNCT
fbem-23721	200	14	,	,	PUNCT
fbem-23721	200	15	“	"	PUNCT
fbem-23721	200	16	webrooming	webroome	VERB
fbem-23721	200	17	and	and	CCONJ
fbem-23721	200	18	showrooming	showroome	VERB
fbem-23721	200	19	:	:	PUNCT
fbem-23721	200	20	a	a	DET
fbem-23721	200	21	multi	multi	ADJ
fbem-23721	200	22	-	-	ADJ
fbem-23721	200	23	stage	stage	ADJ
fbem-23721	200	24	consumer	consumer	NOUN
fbem-23721	200	25	decision	decision	NOUN
fbem-23721	200	26	process	process	NOUN
fbem-23721	200	27	”	"	PUNCT
fbem-23721	200	28	,	,	PUNCT
fbem-23721	200	29	marketing	market	VERB
fbem-23721	200	30	intelligence	intelligence	NOUN
fbem-23721	200	31	and	and	CCONJ
fbem-23721	200	32	planning	planning	NOUN
fbem-23721	200	33	,	,	PUNCT
fbem-23721	200	34	vol	vol	NOUN
fbem-23721	200	35	.	.	PROPN
fbem-23721	200	36	39	39	NUM
fbem-23721	201	1	no	no	NOUN
fbem-23721	201	2	.	.	NOUN
fbem-23721	201	3	5	5	NUM
fbem-23721	201	4	,	,	PUNCT
fbem-23721	201	5	pp	pp	ADJ
fbem-23721	201	6	.	.	PUNCT
fbem-23721	202	1	649669	649669	NUM
fbem-23721	202	2	.	.	PUNCT
fbem-23721	203	1	[	[	X
fbem-23721	203	2	4	4	NUM
fbem-23721	203	3	]	]	PUNCT
fbem-23721	203	4	aw	aw	INTJ
fbem-23721	203	5	,	,	PUNCT
fbem-23721	203	6	e.c.x	e.c.x	PROPN
fbem-23721	203	7	.	.	PUNCT
fbem-23721	204	1	(	(	PUNCT
fbem-23721	204	2	2019	2019	NUM
fbem-23721	204	3	)	)	PUNCT
fbem-23721	204	4	,	,	PUNCT
fbem-23721	204	5	“	"	PUNCT
fbem-23721	204	6	understanding	understand	VERB
fbem-23721	204	7	the	the	DET
fbem-23721	204	8	webrooming	webroome	VERB
fbem-23721	204	9	phenomenon	phenomenon	NOUN
fbem-23721	204	10	:	:	PUNCT
fbem-23721	204	11	shopping	shopping	NOUN
fbem-23721	204	12	motivation	motivation	NOUN
fbem-23721	204	13	,	,	PUNCT
fbem-23721	204	14	channel	channel	NOUN
fbem-23721	204	15	-	-	PUNCT
fbem-23721	204	16	related	relate	VERB
fbem-23721	204	17	benefits	benefit	NOUN
fbem-23721	204	18	and	and	CCONJ
fbem-23721	204	19	costs	cost	NOUN
fbem-23721	204	20	”	"	PUNCT
fbem-23721	204	21	,	,	PUNCT
fbem-23721	204	22	international	international	ADJ
fbem-23721	204	23	journal	journal	NOUN
fbem-23721	204	24	of	of	ADP
fbem-23721	204	25	retail	retail	ADJ
fbem-23721	204	26	and	and	CCONJ
fbem-23721	204	27	distribution	distribution	NOUN
fbem-23721	204	28	management	management	NOUN
fbem-23721	204	29	,	,	PUNCT
fbem-23721	204	30	vol	vol	NOUN
fbem-23721	204	31	.	.	PUNCT
fbem-23721	205	1	47	47	NUM
fbem-23721	205	2	no	no	NOUN
fbem-23721	205	3	.	.	PROPN
fbem-23721	206	1	10	10	NUM
fbem-23721	206	2	,	,	PUNCT
fbem-23721	206	3	pp	pp	ADJ
fbem-23721	206	4	.	.	PUNCT
fbem-23721	207	1	1074	1074	NUM
fbem-23721	207	2	-	-	SYM
fbem-23721	207	3	1092	1092	NUM
fbem-23721	207	4	.	.	PUNCT
fbem-23721	208	1	[	[	X
fbem-23721	208	2	5	5	NUM
fbem-23721	208	3	]	]	X
fbem-23721	208	4	roy	roy	PROPN
fbem-23721	208	5	,	,	PUNCT
fbem-23721	208	6	subhadip	subhadip	PROPN
fbem-23721	208	7	et	et	PROPN
fbem-23721	208	8	al	al	PROPN
fbem-23721	208	9	.	.	PUNCT
fbem-23721	209	1	i	i	PRON
fbem-23721	209	2	"	"	PUNCT
fbem-23721	209	3	showroom	showroom	NOUN
fbem-23721	209	4	"	"	PUNCT
fbem-23721	209	5	but	but	CCONJ
fbem-23721	209	6	"	"	PUNCT
fbem-23721	209	7	webroom	webroom	NOUN
fbem-23721	209	8	"	"	PUNCT
fbem-23721	209	9	too	too	ADV
fbem-23721	209	10	:	:	PUNCT
fbem-23721	209	11	investigating	investigate	VERB
fbem-23721	209	12	cross	cross	ADJ
fbem-23721	209	13	-	-	ADJ
fbem-23721	209	14	shopping	shopping	ADJ
fbem-23721	209	15	behaviour	behaviour	NOUN
fbem-23721	209	16	in	in	ADP
fbem-23721	209	17	a	a	DET
fbem-23721	209	18	developing	develop	VERB
fbem-23721	209	19	nation	nation	NOUN
fbem-23721	209	20	[	[	X
fbem-23721	209	21	j	j	X
fbem-23721	209	22	]	]	X
fbem-23721	209	23	.	.	PUNCT
fbem-23721	210	1	international	international	ADJ
fbem-23721	210	2	journal	journal	PROPN
fbem-23721	210	3	of	of	ADP
fbem-23721	210	4	retail	retail	PROPN
fbem-23721	210	5	&	&	CCONJ
fbem-23721	210	6	distribution	distribution	NOUN
fbem-23721	210	7	management	management	NOUN
fbem-23721	210	8	,	,	PUNCT
fbem-23721	210	9	2022	2022	NUM
fbem-23721	210	10	,	,	PUNCT
fbem-23721	210	11	50(12):1475	50(12):1475	NUM
fbem-23721	210	12	-	-	SYM
fbem-23721	210	13	1493	1493	NUM
fbem-23721	210	14	.	.	PUNCT
fbem-23721	211	1	[	[	X
fbem-23721	211	2	6	6	NUM
fbem-23721	211	3	]	]	X
fbem-23721	211	4	chung	chung	PROPN
fbem-23721	211	5	,	,	PUNCT
fbem-23721	211	6	sorim	sorim	NOUN
fbem-23721	211	7	et	et	PROPN
fbem-23721	211	8	al	al	PROPN
fbem-23721	211	9	.	.	PUNCT
fbem-23721	212	1	it	it	PRON
fbem-23721	212	2	is	be	AUX
fbem-23721	212	3	different	different	ADJ
fbem-23721	212	4	than	than	ADP
fbem-23721	212	5	what	what	PRON
fbem-23721	212	6	i	i	PRON
fbem-23721	212	7	saw	see	VERB
fbem-23721	212	8	online	online	ADV
fbem-23721	212	9	:	:	PUNCT
fbem-23721	212	10	negative	negative	ADJ
fbem-23721	212	11	effects	effect	NOUN
fbem-23721	212	12	of	of	ADP
fbem-23721	212	13	webrooming	webroome	VERB
fbem-23721	212	14	on	on	ADP
fbem-23721	212	15	purchase	purchase	NOUN
fbem-23721	212	16	intentions	intention	NOUN
fbem-23721	213	1	[	[	X
fbem-23721	213	2	j	j	X
fbem-23721	213	3	]	]	X
fbem-23721	213	4	.	.	PUNCT
fbem-23721	214	1	psychology	psychology	NOUN
fbem-23721	214	2	&	&	CCONJ
fbem-23721	214	3	marketing	marketing	NOUN
fbem-23721	214	4	,	,	PUNCT
fbem-23721	214	5	2022	2022	NUM
fbem-23721	214	6	,	,	PUNCT
fbem-23721	214	7	39(1):131	39(1):131	PROPN
fbem-23721	214	8	-	-	PUNCT
fbem-23721	214	9	149	149	NUM
fbem-23721	214	10	.	.	PUNCT
fbem-23721	215	1	[	[	X
fbem-23721	215	2	7	7	X
fbem-23721	215	3	]	]	PUNCT
fbem-23721	215	4	a	a	DET
fbem-23721	215	5	kehong	kehong	NOUN
fbem-23721	215	6	,	,	PUNCT
fbem-23721	215	7	hu	hu	PROPN
fbem-23721	215	8	xiaodong	xiaodong	PROPN
fbem-23721	215	9	.	.	PUNCT
fbem-23721	216	1	telecom	telecom	PROPN
fbem-23721	216	2	user	user	PROPN
fbem-23721	216	3	churn	churn	PROPN
fbem-23721	216	4	prediction	prediction	NOUN
fbem-23721	216	5	method	method	NOUN
fbem-23721	216	6	based	base	VERB
fbem-23721	216	7	on	on	ADP
fbem-23721	216	8	gan	gan	PROPN
fbem-23721	216	9	data	datum	NOUN
fbem-23721	216	10	reconstruction	reconstruction	NOUN
fbem-23721	217	1	[	[	X
fbem-23721	217	2	j	j	X
fbem-23721	217	3	]	]	X
fbem-23721	217	4	.	.	PUNCT
fbem-23721	218	1	telecommunications	telecommunication	NOUN
fbem-23721	218	2	science	science	NOUN
fbem-23721	218	3	,	,	PUNCT
fbem-23721	218	4	2023	2023	NUM
fbem-23721	218	5	,	,	PUNCT
fbem-23721	218	6	39(3):135	39(3):135	PROPN
fbem-23721	218	7	-	-	X
fbem-23721	218	8	142	142	NUM
fbem-23721	218	9	.	.	PUNCT
fbem-23721	219	1	[	[	X
fbem-23721	219	2	8	8	NUM
fbem-23721	219	3	]	]	X
fbem-23721	219	4	yuan	yuan	NOUN
fbem-23721	219	5	shunbo	shunbo	NOUN
fbem-23721	219	6	,	,	PUNCT
fbem-23721	219	7	zhang	zhang	PROPN
fbem-23721	219	8	hai	hai	PROPN
fbem-23721	219	9	,	,	PUNCT
fbem-23721	219	10	duan	duan	PROPN
fbem-23721	219	11	hui	hui	PROPN
fbem-23721	219	12	.	.	PUNCT
fbem-23721	220	1	research	research	NOUN
fbem-23721	220	2	on	on	ADP
fbem-23721	220	3	the	the	DET
fbem-23721	220	4	influencing	influence	VERB
fbem-23721	220	5	factors	factor	NOUN
fbem-23721	220	6	of	of	ADP
fbem-23721	220	7	user	user	NOUN
fbem-23721	220	8	churn	churn	NOUN
fbem-23721	220	9	behavior	behavior	NOUN
fbem-23721	220	10	of	of	ADP
fbem-23721	220	11	mobile	mobile	ADJ
fbem-23721	220	12	government	government	NOUN
fbem-23721	220	13	app	app	NOUN
fbem-23721	220	14	from	from	ADP
fbem-23721	220	15	the	the	DET
fbem-23721	220	16	perspective	perspective	NOUN
fbem-23721	220	17	of	of	ADP
fbem-23721	220	18	ppm	ppm	NOUN
fbem-23721	220	19	[	[	X
fbem-23721	220	20	j	j	X
fbem-23721	220	21	]	]	X
fbem-23721	220	22	.	.	PUNCT
fbem-23721	220	23	journal	journal	PROPN
fbem-23721	220	24	of	of	ADP
fbem-23721	220	25	information	information	NOUN
fbem-23721	220	26	,	,	PUNCT
fbem-23721	220	27	2021	2021	NUM
fbem-23721	220	28	,	,	PUNCT
fbem-23721	220	29	40(2):182	40(2):182	PROPN
fbem-23721	220	30	-	-	SYM
fbem-23721	220	31	188	188	NUM
fbem-23721	220	32	.	.	PUNCT
fbem-23721	221	1	[	[	X
fbem-23721	221	2	9	9	NUM
fbem-23721	221	3	]	]	SYM
fbem-23721	221	4	hu	hu	PROPN
fbem-23721	221	5	yanfang	yanfang	PROPN
fbem-23721	221	6	,	,	PUNCT
fbem-23721	221	7	xiong	xiong	PROPN
fbem-23721	221	8	wen	wen	PROPN
fbem-23721	221	9	,	,	PUNCT
fbem-23721	221	10	gao	gao	PROPN
fbem-23721	221	11	wei	wei	PROPN
fbem-23721	221	12	.	.	PUNCT
fbem-23721	222	1	online	online	ADJ
fbem-23721	222	2	game	game	PROPN
fbem-23721	222	3	user	user	PROPN
fbem-23721	222	4	churn	churn	NOUN
fbem-23721	222	5	prediction	prediction	NOUN
fbem-23721	222	6	method	method	NOUN
fbem-23721	222	7	based	base	VERB
fbem-23721	222	8	on	on	ADP
fbem-23721	222	9	spark	spark	NOUN
fbem-23721	222	10	platform	platform	NOUN
fbem-23721	223	1	[	[	X
fbem-23721	223	2	j	j	X
fbem-23721	223	3	]	]	X
fbem-23721	223	4	.	.	PUNCT
fbem-23721	224	1	computer	computer	NOUN
fbem-23721	224	2	engineering	engineering	NOUN
fbem-23721	224	3	and	and	CCONJ
fbem-23721	224	4	science	science	NOUN
fbem-23721	224	5	,	,	PUNCT
fbem-23721	224	6	2022	2022	NUM
fbem-23721	224	7	,	,	PUNCT
fbem-23721	224	8	44(10):1730	44(10):1730	NUM
fbem-23721	224	9	-	-	SYM
fbem-23721	224	10	1737	1737	NUM
fbem-23721	224	11	.	.	PUNCT
fbem-23721	225	1	[	[	X
fbem-23721	225	2	10	10	NUM
fbem-23721	225	3	]	]	X
fbem-23721	225	4	wang	wang	PROPN
fbem-23721	225	5	ruojia	ruojia	PROPN
fbem-23721	225	6	,	,	PUNCT
fbem-23721	225	7	yan	yan	PROPN
fbem-23721	225	8	chengxi	chengxi	PROPN
fbem-23721	225	9	,	,	PUNCT
fbem-23721	225	10	guo	guo	PROPN
fbem-23721	225	11	fengying	fengying	NOUN
fbem-23721	225	12	,	,	PUNCT
fbem-23721	225	13	et	et	PROPN
fbem-23721	225	14	al	al	PROPN
fbem-23721	225	15	.	.	PROPN
fbem-23721	225	16	research	research	NOUN
fbem-23721	225	17	on	on	ADP
fbem-23721	225	18	user	user	NOUN
fbem-23721	225	19	churn	churn	NOUN
fbem-23721	225	20	prediction	prediction	NOUN
fbem-23721	225	21	in	in	ADP
fbem-23721	225	22	online	online	ADJ
fbem-23721	225	23	health	health	NOUN
fbem-23721	225	24	community	community	NOUN
fbem-23721	225	25	based	base	VERB
fbem-23721	225	26	on	on	ADP
fbem-23721	225	27	user	user	NOUN
fbem-23721	225	28	portrait	portrait	NOUN
fbem-23721	225	29	[	[	X
fbem-23721	225	30	j	j	X
fbem-23721	225	31	]	]	X
fbem-23721	225	32	.	.	PUNCT
fbem-23721	226	1	data	datum	NOUN
fbem-23721	226	2	analysis	analysis	NOUN
fbem-23721	226	3	and	and	CCONJ
fbem-23721	226	4	knowledge	knowledge	NOUN
fbem-23721	226	5	discovery	discovery	NOUN
fbem-23721	226	6	,	,	PUNCT
fbem-23721	226	7	2022	2022	NUM
fbem-23721	226	8	,	,	PUNCT
fbem-23721	226	9	6(2):80	6(2):80	NUM
fbem-23721	226	10	-	-	SYM
fbem-23721	226	11	92	92	NUM
fbem-23721	226	12	.	.	PUNCT
fbem-23721	226	13	397	397	NUM
fbem-23721	227	1	[	[	SYM
fbem-23721	227	2	11	11	NUM
fbem-23721	227	3	]	]	X
fbem-23721	227	4	zhao	zhao	PROPN
fbem-23721	227	5	hong	hong	PROPN
fbem-23721	227	6	,	,	PUNCT
fbem-23721	227	7	ding	ding	PROPN
fbem-23721	227	8	ru	ru	PROPN
fbem-23721	227	9	.	.	PROPN
fbem-23721	227	10	comparative	comparative	ADJ
fbem-23721	227	11	study	study	NOUN
fbem-23721	227	12	on	on	ADP
fbem-23721	227	13	feature	feature	NOUN
fbem-23721	227	14	extraction	extraction	NOUN
fbem-23721	227	15	methods	method	NOUN
fbem-23721	227	16	for	for	ADP
fbem-23721	227	17	user	user	NOUN
fbem-23721	227	18	churn	churn	NOUN
fbem-23721	227	19	prediction	prediction	NOUN
fbem-23721	227	20	in	in	ADP
fbem-23721	227	21	internet	internet	NOUN
fbem-23721	227	22	financial	financial	ADJ
fbem-23721	227	23	enterprises	enterprise	NOUN
fbem-23721	228	1	[	[	X
fbem-23721	228	2	j	j	X
fbem-23721	228	3	]	]	X
fbem-23721	228	4	.	.	PUNCT
fbem-23721	229	1	frontiers	frontier	NOUN
fbem-23721	229	2	of	of	ADP
fbem-23721	229	3	engineering	engineering	NOUN
fbem-23721	229	4	management	management	NOUN
fbem-23721	229	5	science	science	NOUN
fbem-23721	229	6	and	and	CCONJ
fbem-23721	229	7	technology	technology	NOUN
fbem-23721	229	8	,	,	PUNCT
fbem-23721	229	9	2018	2018	NUM
fbem-23721	229	10	,	,	PUNCT
fbem-23721	229	11	37(6):61	37(6):61	NUM
fbem-23721	229	12	-	-	SYM
fbem-23721	229	13	66	66	NUM
fbem-23721	229	14	.	.	PUNCT
fbem-23721	230	1	[	[	X
fbem-23721	230	2	12	12	NUM
fbem-23721	230	3	]	]	PUNCT
fbem-23721	230	4	cui	cui	NOUN
fbem-23721	230	5	linan	linan	PROPN
fbem-23721	230	6	,	,	PUNCT
fbem-23721	230	7	qi	qi	PROPN
fbem-23721	230	8	lili	lili	NOUN
fbem-23721	230	9	.	.	PUNCT
fbem-23721	231	1	research	research	NOUN
fbem-23721	231	2	on	on	ADP
fbem-23721	231	3	consumer	consumer	NOUN
fbem-23721	231	4	churn	churn	NOUN
fbem-23721	231	5	behavior	behavior	NOUN
fbem-23721	231	6	of	of	ADP
fbem-23721	231	7	audio	audio	ADJ
fbem-23721	231	8	reading	read	VERB
fbem-23721	231	9	e	e	PROPN
fbem-23721	231	10	-	-	NOUN
fbem-23721	231	11	commerce	commerce	NOUN
fbem-23721	231	12	platform	platform	NOUN
fbem-23721	231	13	from	from	ADP
fbem-23721	231	14	the	the	DET
fbem-23721	231	15	perspective	perspective	NOUN
fbem-23721	231	16	of	of	ADP
fbem-23721	231	17	ser	ser	NOUN
fbem-23721	232	1	[	[	X
fbem-23721	232	2	j	j	X
fbem-23721	232	3	]	]	X
fbem-23721	232	4	.	.	PUNCT
fbem-23721	233	1	journal	journal	PROPN
fbem-23721	233	2	of	of	ADP
fbem-23721	233	3	tianjin	tianjin	PROPN
fbem-23721	233	4	vocational	vocational	PROPN
fbem-23721	233	5	college	college	PROPN
fbem-23721	233	6	of	of	ADP
fbem-23721	233	7	commerce	commerce	PROPN
fbem-23721	233	8	,	,	PUNCT
fbem-23721	233	9	2022	2022	NUM
fbem-23721	233	10	,	,	PUNCT
fbem-23721	233	11	10(3):67	10(3):67	NUM
fbem-23721	233	12	-	-	SYM
fbem-23721	233	13	75	75	NUM
fbem-23721	233	14	.	.	PUNCT
fbem-23721	234	1	[	[	X
fbem-23721	234	2	13	13	NUM
fbem-23721	234	3	]	]	X
fbem-23721	234	4	guo	guo	PROPN
fbem-23721	234	5	chengqian	chengqian	PROPN
fbem-23721	234	6	.	.	PUNCT
fbem-23721	235	1	research	research	NOUN
fbem-23721	235	2	on	on	ADP
fbem-23721	235	3	churn	churn	NOUN
fbem-23721	235	4	prediction	prediction	NOUN
fbem-23721	235	5	of	of	ADP
fbem-23721	235	6	online	online	ADJ
fbem-23721	235	7	shopping	shopping	NOUN
fbem-23721	235	8	users	user	NOUN
fbem-23721	235	9	based	base	VERB
fbem-23721	235	10	on	on	ADP
fbem-23721	235	11	data	datum	NOUN
fbem-23721	235	12	mining	mining	NOUN
fbem-23721	236	1	[	[	X
fbem-23721	236	2	d	d	X
fbem-23721	236	3	]	]	X
fbem-23721	236	4	.	.	PUNCT
fbem-23721	237	1	jilin	jilin	PROPN
fbem-23721	237	2	university	university	PROPN
fbem-23721	237	3	,	,	PUNCT
fbem-23721	237	4	2016	2016	NUM
fbem-23721	237	5	.	.	PUNCT
fbem-23721	238	1	[	[	X
fbem-23721	238	2	14	14	NUM
fbem-23721	238	3	]	]	X
fbem-23721	238	4	ren	ren	PROPN
fbem-23721	238	5	hongjuan	hongjuan	PROPN
fbem-23721	238	6	.	.	PUNCT
fbem-23721	239	1	research	research	NOUN
fbem-23721	239	2	on	on	ADP
fbem-23721	239	3	churn	churn	NOUN
fbem-23721	239	4	prediction	prediction	NOUN
fbem-23721	239	5	of	of	ADP
fbem-23721	239	6	online	online	ADJ
fbem-23721	239	7	shopping	shopping	NOUN
fbem-23721	239	8	customers	customer	NOUN
fbem-23721	239	9	based	base	VERB
fbem-23721	239	10	on	on	ADP
fbem-23721	239	11	stacking	stack	VERB
fbem-23721	239	12	ensemble	ensemble	ADJ
fbem-23721	239	13	learning	learning	NOUN
fbem-23721	240	1	[	[	X
fbem-23721	240	2	d	d	X
fbem-23721	240	3	]	]	X
fbem-23721	240	4	.	.	PUNCT
fbem-23721	241	1	guangxi	guangxi	PROPN
fbem-23721	241	2	university	university	PROPN
fbem-23721	241	3	of	of	ADP
fbem-23721	241	4	science	science	NOUN
fbem-23721	241	5	and	and	CCONJ
fbem-23721	241	6	technology	technology	NOUN
fbem-23721	241	7	,	,	PUNCT
fbem-23721	241	8	2020	2020	NUM
fbem-23721	241	9	.	.	PUNCT
fbem-23721	242	1	[	[	X
fbem-23721	242	2	15	15	NUM
fbem-23721	242	3	]	]	X
fbem-23721	242	4	zhu	zhu	PROPN
fbem-23721	242	5	chaona	chaona	PROPN
fbem-23721	242	6	.	.	PUNCT
fbem-23721	243	1	e	e	X
fbem-23721	243	2	-	-	PROPN
fbem-23721	243	3	commerce	commerce	PROPN
fbem-23721	243	4	user	user	NOUN
fbem-23721	243	5	churn	churn	NOUN
fbem-23721	243	6	prediction	prediction	NOUN
fbem-23721	243	7	based	base	VERB
fbem-23721	243	8	on	on	ADP
fbem-23721	243	9	hetgnn	hetgnn	NOUN
fbem-23721	243	10	and	and	CCONJ
fbem-23721	243	11	drsa	drsa	NOUN
fbem-23721	243	12	model	model	NOUN
fbem-23721	244	1	[	[	X
fbem-23721	244	2	d	d	X
fbem-23721	244	3	]	]	X
fbem-23721	244	4	.	.	PUNCT
fbem-23721	245	1	shanghai	shanghai	PROPN
fbem-23721	245	2	university	university	PROPN
fbem-23721	245	3	of	of	ADP
fbem-23721	245	4	finance	finance	NOUN
fbem-23721	245	5	and	and	CCONJ
fbem-23721	245	6	economics	economic	NOUN
fbem-23721	245	7	,	,	PUNCT
fbem-23721	245	8	2021	2021	NUM
fbem-23721	245	9	.	.	PUNCT
fbem-23721	246	1	[	[	X
fbem-23721	246	2	16	16	NUM
fbem-23721	246	3	]	]	X
fbem-23721	246	4	ren	ren	PROPN
fbem-23721	246	5	qian	qian	PROPN
fbem-23721	246	6	.	.	PUNCT
fbem-23721	247	1	helping	help	VERB
fbem-23721	247	2	the	the	DET
fbem-23721	247	3	construction	construction	NOUN
fbem-23721	247	4	of	of	ADP
fbem-23721	247	5	the	the	DET
fbem-23721	247	6	"	"	PUNCT
fbem-23721	247	7	beijing	beijing	PROPN
fbem-23721	247	8	benchmark	benchmark	NOUN
fbem-23721	247	9	"	"	PUNCT
fbem-23721	247	10	of	of	ADP
fbem-23721	247	11	the	the	DET
fbem-23721	247	12	global	global	ADJ
fbem-23721	247	13	digital	digital	ADJ
fbem-23721	247	14	economy	economy	NOUN
fbem-23721	247	15	——	——	PUNCT
fbem-23721	247	16	the	the	DET
fbem-23721	247	17	first	first	ADJ
fbem-23721	247	18	instance	instance	NOUN
fbem-23721	248	1	[	[	X
fbem-23721	248	2	17	17	NUM
fbem-23721	248	3	]	]	X
fbem-23721	248	4	wei	wei	PROPN
fbem-23721	248	5	ling	ling	PROPN
fbem-23721	248	6	,	,	PUNCT
fbem-23721	248	7	guo	guo	PROPN
fbem-23721	248	8	xinyuemooc	xinyuemooc	PROPN
fbem-23721	248	9	user	user	PROPN
fbem-23721	248	10	churn	churn	NOUN
fbem-23721	248	11	prediction	prediction	NOUN
fbem-23721	248	12	based	base	VERB
fbem-23721	248	13	on	on	ADP
fbem-23721	248	14	improved	improved	ADJ
fbem-23721	248	15	rfm	rfm	PROPN
fbem-23721	248	16	and	and	CCONJ
fbem-23721	248	17	gmdh	gmdh	ADJ
fbem-23721	248	18	algorithm	algorithm	NOUN
fbem-23721	248	19	[	[	X
fbem-23721	248	20	j	j	X
fbem-23721	248	21	]	]	X
fbem-23721	248	22	.	.	PUNCT
fbem-23721	249	1	china	china	PROPN
fbem-23721	249	2	distance	distance	PROPN
fbem-23721	249	3	education	education	NOUN
fbem-23721	249	4	,	,	PUNCT
fbem-23721	249	5	2020	2020	NUM
fbem-23721	249	6	,	,	PUNCT
fbem-23721	249	7	0(9):39	0(9):39	PROPN
fbem-23721	249	8	-	-	PUNCT
fbem-23721	249	9	43	43	NUM
fbem-23721	250	1	+	+	NOUN
fbem-23721	250	2	61	61	NUM
fbem-23721	250	3	+	+	NUM
fbem-23721	250	4	76	76	NUM
fbem-23721	250	5	-	-	SYM
fbem-23721	250	6	77	77	NUM
fbem-23721	250	7	.	.	PUNCT
fbem-23721	251	1	[	[	X
fbem-23721	251	2	18	18	NUM
fbem-23721	251	3	]	]	PUNCT
fbem-23721	251	4	xing	xing	PROPN
fbem-23721	251	5	shaoyan	shaoyan	PROPN
fbem-23721	251	6	,	,	PUNCT
fbem-23721	251	7	zhu	zhu	PROPN
fbem-23721	251	8	xuefang	xuefang	PROPN
fbem-23721	251	9	.	.	PUNCT
fbem-23721	252	1	an	an	DET
fbem-23721	252	2	empirical	empirical	ADJ
fbem-23721	252	3	study	study	NOUN
fbem-23721	252	4	on	on	ADP
fbem-23721	252	5	the	the	DET
fbem-23721	252	6	prediction	prediction	NOUN
fbem-23721	252	7	of	of	ADP
fbem-23721	252	8	user	user	NOUN
fbem-23721	252	9	churn	churn	NOUN
fbem-23721	252	10	of	of	ADP
fbem-23721	252	11	paid	pay	VERB
fbem-23721	252	12	knowledge	knowledge	NOUN
fbem-23721	252	13	live	live	VERB
fbem-23721	252	14	streaming	streaming	NOUN
fbem-23721	253	1	[	[	X
fbem-23721	253	2	j	j	X
fbem-23721	253	3	]	]	X
fbem-23721	253	4	.	.	PUNCT
fbem-23721	254	1	journal	journal	PROPN
fbem-23721	254	2	of	of	ADP
fbem-23721	254	3	information	information	NOUN
fbem-23721	254	4	resources	resource	NOUN
fbem-23721	254	5	management	management	NOUN
fbem-23721	254	6	,	,	PUNCT
fbem-23721	254	7	2022	2022	NUM
fbem-23721	254	8	,	,	PUNCT
fbem-23721	254	9	12(4):121	12(4):121	NUM
fbem-23721	254	10	-	-	PUNCT
fbem-23721	254	11	130	130	NUM
fbem-23721	254	12	+	+	NOUN
fbem-23721	254	13	140	140	NUM
fbem-23721	254	14	.	.	PUNCT
fbem-23721	255	1	[	[	X
fbem-23721	255	2	19	19	NUM
fbem-23721	255	3	]	]	PUNCT
fbem-23721	255	4	yuan	yuan	NOUN
fbem-23721	255	5	shunbo	shunbo	NOUN
fbem-23721	255	6	.	.	PUNCT
fbem-23721	256	1	an	an	DET
fbem-23721	256	2	empirical	empirical	ADJ
fbem-23721	256	3	study	study	NOUN
fbem-23721	256	4	on	on	ADP
fbem-23721	256	5	the	the	DET
fbem-23721	256	6	loss	loss	NOUN
fbem-23721	256	7	intention	intention	NOUN
fbem-23721	256	8	of	of	ADP
fbem-23721	256	9	social	social	ADJ
fbem-23721	256	10	reading	reading	NOUN
fbem-23721	256	11	users	user	NOUN
fbem-23721	257	1	[	[	X
fbem-23721	257	2	j	j	X
fbem-23721	257	3	]	]	X
fbem-23721	257	4	.	.	PUNCT
fbem-23721	258	1	zhejiang	zhejiang	PROPN
fbem-23721	258	2	academic	academic	PROPN
fbem-23721	258	3	journal	journal	PROPN
fbem-23721	258	4	,	,	PUNCT
fbem-23721	258	5	2022(2):99	2022(2):99	NUM
fbem-23721	258	6	-	-	SYM
fbem-23721	258	7	110	110	NUM
fbem-23721	258	8	.	.	PUNCT
fbem-23721	259	1	[	[	X
fbem-23721	259	2	20	20	NUM
fbem-23721	259	3	]	]	X
fbem-23721	259	4	liu	liu	PROPN
fbem-23721	259	5	guiqin	guiqin	PROPN
fbem-23721	259	6	,	,	PUNCT
fbem-23721	259	7	xu	xu	PROPN
fbem-23721	259	8	xinhua	xinhua	PROPN
fbem-23721	259	9	.	.	PUNCT
fbem-23721	260	1	discussion	discussion	NOUN
fbem-23721	260	2	on	on	ADP
fbem-23721	260	3	the	the	DET
fbem-23721	260	4	influencing	influence	VERB
fbem-23721	260	5	factors	factor	NOUN
fbem-23721	260	6	of	of	ADP
fbem-23721	260	7	library	library	PROPN
fbem-23721	260	8	user	user	NOUN
fbem-23721	260	9	churn	churn	PROPN
fbem-23721	260	10	based	base	VERB
fbem-23721	260	11	on	on	ADP
fbem-23721	260	12	machine	machine	NOUN
fbem-23721	260	13	learning	learn	VERB
fbem-23721	261	1	[	[	X
fbem-23721	261	2	j	j	X
fbem-23721	261	3	]	]	X
fbem-23721	261	4	.	.	PUNCT
fbem-23721	262	1	new	new	ADJ
fbem-23721	262	2	century	century	NOUN
fbem-23721	262	3	library	library	NOUN
fbem-23721	262	4	,	,	PUNCT
fbem-23721	262	5	2020	2020	NUM
fbem-23721	262	6	,	,	PUNCT
fbem-23721	262	7	0(1):9	0(1):9	PROPN
fbem-23721	262	8	-	-	PUNCT
fbem-23721	262	9	13	13	NUM
fbem-23721	262	10	.	.	PUNCT
fbem-23721	263	1	[	[	X
fbem-23721	263	2	21	21	NUM
fbem-23721	263	3	]	]	X
fbem-23721	263	4	liu	liu	PROPN
fbem-23721	263	5	lei	lei	PROPN
fbem-23721	263	6	,	,	PUNCT
fbem-23721	263	7	yuan	yuan	NOUN
fbem-23721	263	8	shunbo	shunbo	NOUN
fbem-23721	263	9	,	,	PUNCT
fbem-23721	263	10	zhang	zhang	PROPN
fbem-23721	263	11	hai	hai	PROPN
fbem-23721	263	12	.	.	PUNCT
fbem-23721	264	1	an	an	DET
fbem-23721	264	2	empirical	empirical	ADJ
fbem-23721	264	3	study	study	NOUN
fbem-23721	264	4	on	on	ADP
fbem-23721	264	5	the	the	DET
fbem-23721	264	6	churn	churn	NOUN
fbem-23721	264	7	intention	intention	NOUN
fbem-23721	264	8	of	of	ADP
fbem-23721	264	9	online	online	ADJ
fbem-23721	264	10	video	video	NOUN
fbem-23721	264	11	paying	pay	VERB
fbem-23721	264	12	users	user	NOUN
fbem-23721	265	1	[	[	X
fbem-23721	265	2	j	j	X
fbem-23721	265	3	]	]	X
fbem-23721	265	4	.	.	PUNCT
fbem-23721	266	1	journal	journal	PROPN
fbem-23721	266	2	of	of	ADP
fbem-23721	266	3	jiaxing	jiaxing	PROPN
fbem-23721	266	4	university	university	PROPN
fbem-23721	266	5	,	,	PUNCT
fbem-23721	266	6	2020	2020	NUM
fbem-23721	266	7	,	,	PUNCT
fbem-23721	266	8	32(3):96	32(3):96	NUM
fbem-23721	266	9	-	-	SYM
fbem-23721	266	10	106	106	NUM
fbem-23721	266	11	.	.	PUNCT
fbem-23721	267	1	[	[	X
fbem-23721	267	2	22	22	NUM
fbem-23721	267	3	]	]	X
fbem-23721	267	4	chen	chen	PROPN
fbem-23721	267	5	yu	yu	PROPN
fbem-23721	267	6	,	,	PUNCT
fbem-23721	267	7	huang	huang	PROPN
fbem-23721	267	8	liangfeng	liangfeng	PROPN
fbem-23721	267	9	.	.	PUNCT
fbem-23721	268	1	research	research	NOUN
fbem-23721	268	2	on	on	ADP
fbem-23721	268	3	user	user	NOUN
fbem-23721	268	4	churn	churn	NOUN
fbem-23721	268	5	behavior	behavior	NOUN
fbem-23721	268	6	of	of	ADP
fbem-23721	268	7	e	e	NOUN
fbem-23721	268	8	-	-	NOUN
fbem-23721	268	9	book	book	NOUN
fbem-23721	268	10	reading	reading	NOUN
fbem-23721	268	11	client	client	NOUN
fbem-23721	268	12	from	from	ADP
fbem-23721	268	13	the	the	DET
fbem-23721	268	14	perspective	perspective	NOUN
fbem-23721	268	15	of	of	ADP
fbem-23721	268	16	rational	rational	ADJ
fbem-23721	268	17	choice	choice	NOUN
fbem-23721	268	18	theory	theory	NOUN
fbem-23721	268	19	[	[	X
fbem-23721	268	20	j	j	X
fbem-23721	268	21	]	]	X
fbem-23721	268	22	.	.	PUNCT
fbem-23721	269	1	library	library	PROPN
fbem-23721	269	2	forum	forum	PROPN
fbem-23721	269	3	,	,	PUNCT
fbem-23721	269	4	2019	2019	NUM
fbem-23721	269	5	,	,	PUNCT
fbem-23721	269	6	39(9):118	39(9):118	NUM
fbem-23721	269	7	-	-	SYM
fbem-23721	269	8	126	126	NUM
fbem-23721	269	9	.	.	PUNCT
fbem-23721	270	1	[	[	X
fbem-23721	270	2	23	23	NUM
fbem-23721	270	3	]	]	X
fbem-23721	270	4	lu	lu	PROPN
fbem-23721	270	5	guangyue	guangyue	PROPN
fbem-23721	270	6	,	,	PUNCT
fbem-23721	270	7	zhang	zhang	PROPN
fbem-23721	270	8	hongjian	hongjian	PROPN
fbem-23721	270	9	,	,	PUNCT
fbem-23721	270	10	yan	yan	PROPN
fbem-23721	270	11	zhenguang	zhenguang	PROPN
fbem-23721	270	12	,	,	PUNCT
fbem-23721	270	13	wu	wu	PROPN
fbem-23721	270	14	yang	yang	PROPN
fbem-23721	270	15	.	.	PROPN
fbem-23721	270	16	journal	journal	PROPN
fbem-23721	270	17	of	of	ADP
fbem-23721	270	18	xi'an	xi'an	PROPN
fbem-23721	270	19	university	university	PROPN
fbem-23721	270	20	of	of	ADP
fbem-23721	270	21	posts	post	NOUN
fbem-23721	270	22	and	and	CCONJ
fbem-23721	270	23	telecommunications	telecommunication	NOUN
fbem-23721	270	24	,	,	PUNCT
fbem-23721	270	25	2019	2019	NUM
fbem-23721	270	26	,	,	PUNCT
fbem-23721	270	27	24(02):21	24(02):21	NUM
fbem-23721	270	28	-	-	SYM
fbem-23721	270	29	25	25	NUM
fbem-23721	270	30	.	.	PUNCT
fbem-23721	271	1	doi:10.13682	doi:10.13682	ADV
fbem-23721	271	2	/	/	SYM
fbem-23721	271	3	j.issn.20956533.2019.02.005	j.issn.20956533.2019.02.005	NOUN
fbem-23721	271	4	.	.	PUNCT
fbem-23721	272	1	[	[	X
fbem-23721	272	2	24	24	NUM
fbem-23721	272	3	]	]	X
fbem-23721	272	4	feng	feng	PROPN
fbem-23721	272	5	jianying	jianying	PROPN
fbem-23721	272	6	,	,	PUNCT
fbem-23721	272	7	wu	wu	PROPN
fbem-23721	272	8	dandan	dandan	PROPN
fbem-23721	272	9	,	,	PUNCT
fbem-23721	272	10	wang	wang	PROPN
fbem-23721	272	11	bo	bo	PROPN
fbem-23721	272	12	,	,	PUNCT
fbem-23721	272	13	et	et	PROPN
fbem-23721	272	14	al	al	PROPN
fbem-23721	272	15	.	.	PUNCT
fbem-23721	273	1	a	a	DET
fbem-23721	273	2	review	review	NOUN
fbem-23721	273	3	of	of	ADP
fbem-23721	273	4	the	the	DET
fbem-23721	273	5	impact	impact	NOUN
fbem-23721	273	6	of	of	ADP
fbem-23721	273	7	chinese	chinese	ADJ
fbem-23721	273	8	online	online	ADJ
fbem-23721	273	9	review	review	NOUN
fbem-23721	273	10	text	text	NOUN
fbem-23721	273	11	analysis	analysis	NOUN
fbem-23721	273	12	on	on	ADP
fbem-23721	273	13	the	the	DET
fbem-23721	273	14	ecommerce	ecommerce	NOUN
fbem-23721	273	15	of	of	ADP
fbem-23721	273	16	fresh	fresh	ADJ
fbem-23721	273	17	agricultural	agricultural	ADJ
fbem-23721	273	18	products	product	NOUN
fbem-23721	273	19	[	[	X
fbem-23721	273	20	j	j	X
fbem-23721	273	21	]	]	X
fbem-23721	273	22	.	.	PUNCT
fbem-23721	274	1	transactions	transaction	NOUN
fbem-23721	274	2	of	of	ADP
fbem-23721	274	3	the	the	DET
fbem-23721	274	4	csam	csam	NOUN
fbem-23721	274	5	,	,	PUNCT
fbem-23721	274	6	2021(s1	2021(s1	NUM
fbem-23721	274	7	vo	vo	NOUN
fbem-23721	274	8	52	52	NUM
fbem-23721	274	9	):	):	PUNCT
fbem-23721	274	10	504	504	NUM
fbem-23721	274	11	-	-	SYM
fbem-23721	274	12	512	512	NUM
fbem-23721	274	13	.	.	PUNCT
fbem-23721	275	1	[	[	X
fbem-23721	275	2	25	25	NUM
fbem-23721	275	3	]	]	X
fbem-23721	275	4	liu	liu	PROPN
fbem-23721	275	5	ji	ji	PROPN
fbem-23721	275	6	,	,	PUNCT
fbem-23721	275	7	gu	gu	NOUN
fbem-23721	275	8	fengyun	fengyun	NOUN
fbem-23721	275	9	.	.	PUNCT
fbem-23721	276	1	non	non	ADJ
fbem-23721	276	2	-	-	ADJ
fbem-23721	276	3	equilibrium	equilibrium	ADJ
fbem-23721	276	4	text	text	NOUN
fbem-23721	276	5	sentiment	sentiment	NOUN
fbem-23721	276	6	analysis	analysis	NOUN
fbem-23721	276	7	of	of	ADP
fbem-23721	276	8	network	network	NOUN
fbem-23721	276	9	public	public	ADJ
fbem-23721	276	10	opinion	opinion	NOUN
fbem-23721	276	11	based	base	VERB
fbem-23721	276	12	on	on	ADP
fbem-23721	276	13	bert	bert	NOUN
fbem-23721	276	14	and	and	CCONJ
fbem-23721	276	15	bilstm	bilstm	NOUN
fbem-23721	276	16	hybrid	hybrid	NOUN
fbem-23721	276	17	method	method	NOUN
fbem-23721	276	18	[	[	X
fbem-23721	276	19	j	j	X
fbem-23721	276	20	]	]	X
fbem-23721	276	21	.	.	PUNCT
fbem-23721	277	1	journal	journal	PROPN
fbem-23721	277	2	of	of	ADP
fbem-23721	277	3	information	information	NOUN
fbem-23721	277	4	,	,	PUNCT
fbem-23721	277	5	2022	2022	NUM
fbem-23721	277	6	,	,	PUNCT
fbem-23721	277	7	41(04):104	41(04):104	NUM
fbem-23721	277	8	-	-	SYM
fbem-23721	277	9	110	110	NUM
fbem-23721	277	10	.	.	PUNCT
fbem-23721	278	1	[	[	X
fbem-23721	278	2	26	26	NUM
fbem-23721	278	3	]	]	X
fbem-23721	278	4	sun	sun	PROPN
fbem-23721	278	5	dan	dan	PROPN
fbem-23721	278	6	,	,	PUNCT
fbem-23721	278	7	shi	shi	PROPN
fbem-23721	278	8	weili	weili	PROPN
fbem-23721	278	9	,	,	PUNCT
fbem-23721	278	10	rao	rao	PROPN
fbem-23721	278	11	lanxiang	lanxiang	PROPN
fbem-23721	278	12	,	,	PUNCT
fbem-23721	278	13	meng	meng	PROPN
fbem-23721	278	14	shasha	shasha	PROPN
fbem-23721	278	15	,	,	PUNCT
fbem-23721	278	16	guo	guo	PROPN
fbem-23721	278	17	xiaoming	xiaoming	PROPN
fbem-23721	278	18	,	,	PUNCT
fbem-23721	278	19	li	li	PROPN
fbem-23721	278	20	yilun	yilun	PROPN
fbem-23721	278	21	.	.	PUNCT
fbem-23721	279	1	credit	credit	NOUN
fbem-23721	279	2	card	card	NOUN
fbem-23721	279	3	fraud	fraud	NOUN
fbem-23721	279	4	detection	detection	NOUN
fbem-23721	279	5	method	method	NOUN
fbem-23721	279	6	based	base	VERB
fbem-23721	279	7	on	on	ADP
fbem-23721	279	8	improved	improved	ADJ
fbem-23721	279	9	hybrid	hybrid	ADJ
fbem-23721	279	10	sampling	sampling	NOUN
fbem-23721	279	11	and	and	CCONJ
fbem-23721	279	12	xgboost	xgboost	ADJ
fbem-23721	279	13	algorithm	algorithm	NOUN
fbem-23721	280	1	[	[	X
fbem-23721	280	2	j	j	X
fbem-23721	280	3	]	]	X
fbem-23721	280	4	.	.	PUNCT
fbem-23721	281	1	computer	computer	NOUN
fbem-23721	281	2	and	and	CCONJ
fbem-23721	281	3	modernization	modernization	NOUN
fbem-23721	281	4	,	,	PUNCT
fbem-23721	281	5	2022(09):111	2022(09):111	PROPN
fbem-23721	281	6	-	-	SYM
fbem-23721	281	7	118	118	NUM
fbem-23721	281	8	.	.	PUNCT