id	sid	tid	token	lemma	pos
fcis-30617	1	1	frontiers	frontier	NOUN
fcis-30617	1	2	in	in	ADP
fcis-30617	1	3	computing	computing	NOUN
fcis-30617	1	4	and	and	CCONJ
fcis-30617	1	5	intelligent	intelligent	ADJ
fcis-30617	1	6	systems	system	NOUN
fcis-30617	1	7	issn	issn	VERB
fcis-30617	1	8	:	:	PUNCT
fcis-30617	1	9	2832	2832	NUM
fcis-30617	1	10	-	-	SYM
fcis-30617	1	11	6024	6024	NUM
fcis-30617	1	12	|	|	NOUN
fcis-30617	1	13	vol	vol	NOUN
fcis-30617	1	14	.	.	PROPN
fcis-30617	2	1	12	12	NUM
fcis-30617	2	2	,	,	PUNCT
fcis-30617	2	3	no	no	INTJ
fcis-30617	2	4	.	.	NOUN
fcis-30617	2	5	1	1	NUM
fcis-30617	2	6	,	,	PUNCT
fcis-30617	2	7	2025	2025	NUM
fcis-30617	2	8	114	114	NUM
fcis-30617	2	9	improvement	improvement	NOUN
fcis-30617	2	10	of	of	ADP
fcis-30617	2	11	data	datum	NOUN
fcis-30617	2	12	cleaning	cleaning	NOUN
fcis-30617	2	13	and	and	CCONJ
fcis-30617	2	14	quality	quality	NOUN
fcis-30617	2	15	assessment	assessment	NOUN
fcis-30617	2	16	methods	method	NOUN
fcis-30617	2	17	under	under	ADP
fcis-30617	2	18	big	big	ADJ
fcis-30617	2	19	data	datum	NOUN
fcis-30617	2	20	environment	environment	NOUN
fcis-30617	2	21	qiao	qiao	PROPN
fcis-30617	2	22	song	song	NOUN
fcis-30617	2	23	*	*	PUNCT
fcis-30617	2	24	,	,	PUNCT
fcis-30617	2	25	zengren	zengren	PROPN
fcis-30617	2	26	song	song	NOUN
fcis-30617	2	27	the	the	DET
fcis-30617	2	28	national	national	ADJ
fcis-30617	2	29	computer	computer	NOUN
fcis-30617	2	30	network	network	NOUN
fcis-30617	2	31	emergency	emergency	NOUN
fcis-30617	2	32	response	response	NOUN
fcis-30617	2	33	technical	technical	ADJ
fcis-30617	2	34	handling	handling	NOUN
fcis-30617	2	35	coordination	coordination	NOUN
fcis-30617	2	36	center	center	NOUN
fcis-30617	2	37	liaoning	liaoning	PROPN
fcis-30617	2	38	branch	branch	PROPN
fcis-30617	2	39	,	,	PUNCT
fcis-30617	2	40	shenyang	shenyang	PROPN
fcis-30617	2	41	liaoning	liaoning	PROPN
fcis-30617	2	42	,	,	PUNCT
fcis-30617	2	43	110000	110000	NUM
fcis-30617	2	44	,	,	PUNCT
fcis-30617	2	45	china	china	PROPN
fcis-30617	2	46	*	*	PUNCT
fcis-30617	2	47	corresponding	correspond	VERB
fcis-30617	2	48	author	author	NOUN
fcis-30617	2	49	:	:	PUNCT
fcis-30617	2	50	qiao	qiao	PROPN
fcis-30617	2	51	song	song	NOUN
fcis-30617	2	52	(	(	PUNCT
fcis-30617	2	53	email	email	NOUN
fcis-30617	2	54	:	:	PUNCT
fcis-30617	2	55	348936306@qq.com	348936306@qq.com	NUM
fcis-30617	2	56	)	)	PUNCT
fcis-30617	2	57	abstract	abstract	NOUN
fcis-30617	2	58	:	:	PUNCT
fcis-30617	2	59	in	in	ADP
fcis-30617	2	60	the	the	DET
fcis-30617	2	61	era	era	NOUN
fcis-30617	2	62	of	of	ADP
fcis-30617	2	63	big	big	ADJ
fcis-30617	2	64	data	datum	NOUN
fcis-30617	2	65	,	,	PUNCT
fcis-30617	2	66	the	the	DET
fcis-30617	2	67	scale	scale	NOUN
fcis-30617	2	68	and	and	CCONJ
fcis-30617	2	69	complexity	complexity	NOUN
fcis-30617	2	70	of	of	ADP
fcis-30617	2	71	data	datum	NOUN
fcis-30617	2	72	have	have	AUX
fcis-30617	2	73	increased	increase	VERB
fcis-30617	2	74	dramatically	dramatically	ADV
fcis-30617	2	75	,	,	PUNCT
fcis-30617	2	76	and	and	CCONJ
fcis-30617	2	77	data	datum	NOUN
fcis-30617	2	78	cleaning	cleaning	NOUN
fcis-30617	2	79	and	and	CCONJ
fcis-30617	2	80	quality	quality	NOUN
fcis-30617	2	81	assessment	assessment	NOUN
fcis-30617	2	82	have	have	AUX
fcis-30617	2	83	become	become	VERB
fcis-30617	2	84	key	key	ADJ
fcis-30617	2	85	links	link	NOUN
fcis-30617	2	86	to	to	PART
fcis-30617	2	87	ensure	ensure	VERB
fcis-30617	2	88	data	datum	NOUN
fcis-30617	2	89	availability	availability	NOUN
fcis-30617	2	90	and	and	CCONJ
fcis-30617	2	91	value	value	NOUN
fcis-30617	2	92	.	.	PUNCT
fcis-30617	3	1	this	this	DET
fcis-30617	3	2	paper	paper	NOUN
fcis-30617	3	3	deeply	deeply	ADV
fcis-30617	3	4	explores	explore	VERB
fcis-30617	3	5	the	the	DET
fcis-30617	3	6	improvement	improvement	NOUN
fcis-30617	3	7	of	of	ADP
fcis-30617	3	8	data	datum	NOUN
fcis-30617	3	9	cleaning	cleaning	NOUN
fcis-30617	3	10	and	and	CCONJ
fcis-30617	3	11	quality	quality	NOUN
fcis-30617	3	12	assessment	assessment	NOUN
fcis-30617	3	13	methods	method	NOUN
fcis-30617	3	14	under	under	ADP
fcis-30617	3	15	big	big	ADJ
fcis-30617	3	16	data	datum	NOUN
fcis-30617	3	17	environment	environment	NOUN
fcis-30617	3	18	,	,	PUNCT
fcis-30617	3	19	analyzes	analyze	VERB
fcis-30617	3	20	the	the	DET
fcis-30617	3	21	limitations	limitation	NOUN
fcis-30617	3	22	of	of	ADP
fcis-30617	3	23	traditional	traditional	ADJ
fcis-30617	3	24	methods	method	NOUN
fcis-30617	3	25	,	,	PUNCT
fcis-30617	3	26	and	and	CCONJ
fcis-30617	3	27	elaborates	elaborate	VERB
fcis-30617	3	28	on	on	ADP
fcis-30617	3	29	various	various	ADJ
fcis-30617	3	30	data	datum	NOUN
fcis-30617	3	31	cleaning	clean	VERB
fcis-30617	3	32	technologies	technology	NOUN
fcis-30617	3	33	,	,	PUNCT
fcis-30617	3	34	such	such	ADJ
fcis-30617	3	35	as	as	ADP
fcis-30617	3	36	outlier	outlier	NOUN
fcis-30617	3	37	detection	detection	NOUN
fcis-30617	3	38	,	,	PUNCT
fcis-30617	3	39	missing	miss	VERB
fcis-30617	3	40	value	value	NOUN
fcis-30617	3	41	processing	processing	NOUN
fcis-30617	3	42	,	,	PUNCT
fcis-30617	3	43	duplicate	duplicate	NOUN
fcis-30617	3	44	value	value	NOUN
fcis-30617	3	45	processing	processing	NOUN
fcis-30617	3	46	,	,	PUNCT
fcis-30617	3	47	etc	etc	X
fcis-30617	3	48	.	.	X
fcis-30617	3	49	,	,	PUNCT
fcis-30617	3	50	as	as	ADV
fcis-30617	3	51	well	well	ADV
fcis-30617	3	52	as	as	ADP
fcis-30617	3	53	the	the	DET
fcis-30617	3	54	construction	construction	NOUN
fcis-30617	3	55	of	of	ADP
fcis-30617	3	56	a	a	DET
fcis-30617	3	57	multi	multi	ADJ
fcis-30617	3	58	-	-	ADJ
fcis-30617	3	59	dimensional	dimensional	ADJ
fcis-30617	3	60	indicator	indicator	NOUN
fcis-30617	3	61	system	system	NOUN
fcis-30617	3	62	for	for	ADP
fcis-30617	3	63	data	datum	NOUN
fcis-30617	3	64	quality	quality	NOUN
fcis-30617	3	65	assessment	assessment	NOUN
fcis-30617	3	66	.	.	PUNCT
fcis-30617	4	1	through	through	ADP
fcis-30617	4	2	case	case	NOUN
fcis-30617	4	3	analysis	analysis	NOUN
fcis-30617	4	4	,	,	PUNCT
fcis-30617	4	5	the	the	DET
fcis-30617	4	6	effect	effect	NOUN
fcis-30617	4	7	of	of	ADP
fcis-30617	4	8	the	the	DET
fcis-30617	4	9	improved	improved	ADJ
fcis-30617	4	10	method	method	NOUN
fcis-30617	4	11	in	in	ADP
fcis-30617	4	12	practical	practical	ADJ
fcis-30617	4	13	application	application	NOUN
fcis-30617	4	14	is	be	AUX
fcis-30617	4	15	demonstrated	demonstrate	VERB
fcis-30617	4	16	,	,	PUNCT
fcis-30617	4	17	and	and	CCONJ
fcis-30617	4	18	the	the	DET
fcis-30617	4	19	future	future	ADJ
fcis-30617	4	20	development	development	NOUN
fcis-30617	4	21	trend	trend	NOUN
fcis-30617	4	22	is	be	AUX
fcis-30617	4	23	prospected	prospect	VERB
fcis-30617	4	24	,	,	PUNCT
fcis-30617	4	25	aiming	aim	VERB
fcis-30617	4	26	to	to	PART
fcis-30617	4	27	provide	provide	VERB
fcis-30617	4	28	strong	strong	ADJ
fcis-30617	4	29	support	support	NOUN
fcis-30617	4	30	for	for	ADP
fcis-30617	4	31	the	the	DET
fcis-30617	4	32	effective	effective	ADJ
fcis-30617	4	33	use	use	NOUN
fcis-30617	4	34	of	of	ADP
fcis-30617	4	35	big	big	ADJ
fcis-30617	4	36	data	datum	NOUN
fcis-30617	4	37	and	and	CCONJ
fcis-30617	4	38	promote	promote	VERB
fcis-30617	4	39	more	more	ADV
fcis-30617	4	40	accurate	accurate	ADJ
fcis-30617	4	41	decisions	decision	NOUN
fcis-30617	4	42	based	base	VERB
fcis-30617	4	43	on	on	ADP
fcis-30617	4	44	high	high	ADJ
fcis-30617	4	45	-	-	PUNCT
fcis-30617	4	46	quality	quality	NOUN
fcis-30617	4	47	data	datum	NOUN
fcis-30617	4	48	in	in	ADP
fcis-30617	4	49	various	various	ADJ
fcis-30617	4	50	fields	field	NOUN
fcis-30617	4	51	.	.	PUNCT
fcis-30617	5	1	keywords	keyword	NOUN
fcis-30617	5	2	:	:	PUNCT
fcis-30617	5	3	big	big	ADJ
fcis-30617	5	4	data	datum	NOUN
fcis-30617	5	5	;	;	PUNCT
fcis-30617	5	6	data	datum	NOUN
fcis-30617	5	7	cleaning	cleaning	NOUN
fcis-30617	5	8	;	;	PUNCT
fcis-30617	5	9	quality	quality	NOUN
fcis-30617	5	10	assessment	assessment	NOUN
fcis-30617	5	11	;	;	PUNCT
fcis-30617	5	12	outlier	outlier	NOUN
fcis-30617	5	13	detection	detection	NOUN
fcis-30617	5	14	;	;	PUNCT
fcis-30617	5	15	multi	multi	ADJ
fcis-30617	5	16	-	-	ADJ
fcis-30617	5	17	dimensional	dimensional	ADJ
fcis-30617	5	18	indicators	indicator	NOUN
fcis-30617	5	19	.	.	PUNCT
fcis-30617	6	1	1	1	X
fcis-30617	6	2	.	.	X
fcis-30617	6	3	introduction	introduction	NOUN
fcis-30617	6	4	with	with	ADP
fcis-30617	6	5	the	the	DET
fcis-30617	6	6	rapid	rapid	ADJ
fcis-30617	6	7	development	development	NOUN
fcis-30617	6	8	of	of	ADP
fcis-30617	6	9	information	information	NOUN
fcis-30617	6	10	technology	technology	NOUN
fcis-30617	6	11	,	,	PUNCT
fcis-30617	6	12	the	the	DET
fcis-30617	6	13	era	era	NOUN
fcis-30617	6	14	of	of	ADP
fcis-30617	6	15	big	big	ADJ
fcis-30617	6	16	data	datum	NOUN
fcis-30617	6	17	has	have	AUX
fcis-30617	6	18	arrived	arrive	VERB
fcis-30617	6	19	.	.	PUNCT
fcis-30617	7	1	the	the	DET
fcis-30617	7	2	amount	amount	NOUN
fcis-30617	7	3	of	of	ADP
fcis-30617	7	4	data	datum	NOUN
fcis-30617	7	5	is	be	AUX
fcis-30617	7	6	growing	grow	VERB
fcis-30617	7	7	exponentially	exponentially	ADV
fcis-30617	7	8	,	,	PUNCT
fcis-30617	7	9	and	and	CCONJ
fcis-30617	7	10	its	its	PRON
fcis-30617	7	11	sources	source	NOUN
fcis-30617	7	12	are	be	AUX
fcis-30617	7	13	wide	wide	ADJ
fcis-30617	7	14	and	and	CCONJ
fcis-30617	7	15	diverse	diverse	ADJ
fcis-30617	7	16	,	,	PUNCT
fcis-30617	7	17	covering	cover	VERB
fcis-30617	7	18	structured	structure	VERB
fcis-30617	7	19	,	,	PUNCT
fcis-30617	7	20	semi	semi	ADJ
fcis-30617	7	21	-	-	ADJ
fcis-30617	7	22	structured	structured	ADJ
fcis-30617	7	23	and	and	CCONJ
fcis-30617	7	24	unstructured	unstructured	ADJ
fcis-30617	7	25	data	datum	NOUN
fcis-30617	7	26	.	.	PUNCT
fcis-30617	8	1	these	these	DET
fcis-30617	8	2	data	datum	NOUN
fcis-30617	8	3	contain	contain	VERB
fcis-30617	8	4	huge	huge	ADJ
fcis-30617	8	5	value	value	NOUN
fcis-30617	8	6	and	and	CCONJ
fcis-30617	8	7	play	play	VERB
fcis-30617	8	8	a	a	DET
fcis-30617	8	9	key	key	ADJ
fcis-30617	8	10	role	role	NOUN
fcis-30617	8	11	in	in	ADP
fcis-30617	8	12	various	various	ADJ
fcis-30617	8	13	fields	field	NOUN
fcis-30617	8	14	such	such	ADJ
fcis-30617	8	15	as	as	ADP
fcis-30617	8	16	business	business	NOUN
fcis-30617	8	17	decision	decision	NOUN
fcis-30617	8	18	-	-	PUNCT
fcis-30617	8	19	making	making	NOUN
fcis-30617	8	20	,	,	PUNCT
fcis-30617	8	21	scientific	scientific	ADJ
fcis-30617	8	22	research	research	NOUN
fcis-30617	8	23	,	,	PUNCT
fcis-30617	8	24	medical	medical	ADJ
fcis-30617	8	25	health	health	NOUN
fcis-30617	8	26	,	,	PUNCT
fcis-30617	8	27	financial	financial	ADJ
fcis-30617	8	28	risk	risk	NOUN
fcis-30617	8	29	control	control	NOUN
fcis-30617	8	30	,	,	PUNCT
fcis-30617	8	31	etc	etc	X
fcis-30617	8	32	.	.	X
fcis-30617	8	33	however	however	ADV
fcis-30617	8	34	,	,	PUNCT
fcis-30617	8	35	the	the	DET
fcis-30617	8	36	complexity	complexity	NOUN
fcis-30617	8	37	of	of	ADP
fcis-30617	8	38	big	big	ADJ
fcis-30617	8	39	data	datum	NOUN
fcis-30617	8	40	also	also	ADV
fcis-30617	8	41	brings	bring	VERB
fcis-30617	8	42	serious	serious	ADJ
fcis-30617	8	43	data	datum	NOUN
fcis-30617	8	44	quality	quality	NOUN
fcis-30617	8	45	problems	problem	NOUN
fcis-30617	8	46	.	.	PUNCT
fcis-30617	9	1	there	there	PRON
fcis-30617	9	2	are	be	VERB
fcis-30617	9	3	errors	error	NOUN
fcis-30617	9	4	,	,	PUNCT
fcis-30617	9	5	missing	miss	VERB
fcis-30617	9	6	values	value	NOUN
fcis-30617	9	7	,	,	PUNCT
fcis-30617	9	8	duplications	duplication	NOUN
fcis-30617	9	9	,	,	PUNCT
fcis-30617	9	10	inconsistencies	inconsistency	NOUN
fcis-30617	9	11	,	,	PUNCT
fcis-30617	9	12	etc	etc	X
fcis-30617	9	13	.	.	X
fcis-30617	10	1	in	in	ADP
fcis-30617	10	2	a	a	DET
fcis-30617	10	3	large	large	ADJ
fcis-30617	10	4	amount	amount	NOUN
fcis-30617	10	5	of	of	ADP
fcis-30617	10	6	data	datum	NOUN
fcis-30617	10	7	,	,	PUNCT
fcis-30617	10	8	which	which	PRON
fcis-30617	10	9	seriously	seriously	ADV
fcis-30617	10	10	affect	affect	VERB
fcis-30617	10	11	the	the	DET
fcis-30617	10	12	availability	availability	NOUN
fcis-30617	10	13	of	of	ADP
fcis-30617	10	14	data	datum	NOUN
fcis-30617	10	15	and	and	CCONJ
fcis-30617	10	16	the	the	DET
fcis-30617	10	17	accuracy	accuracy	NOUN
fcis-30617	10	18	of	of	ADP
fcis-30617	10	19	analysis	analysis	NOUN
fcis-30617	10	20	results	result	NOUN
fcis-30617	10	21	.	.	PUNCT
fcis-30617	11	1	if	if	SCONJ
fcis-30617	11	2	decisions	decision	NOUN
fcis-30617	11	3	are	be	AUX
fcis-30617	11	4	made	make	VERB
fcis-30617	11	5	based	base	VERB
fcis-30617	11	6	on	on	ADP
fcis-30617	11	7	low	low	ADJ
fcis-30617	11	8	-	-	PUNCT
fcis-30617	11	9	quality	quality	NOUN
fcis-30617	11	10	data	datum	NOUN
fcis-30617	11	11	,	,	PUNCT
fcis-30617	11	12	it	it	PRON
fcis-30617	11	13	may	may	AUX
fcis-30617	11	14	lead	lead	VERB
fcis-30617	11	15	to	to	ADP
fcis-30617	11	16	wrong	wrong	ADJ
fcis-30617	11	17	decisions	decision	NOUN
fcis-30617	11	18	,	,	PUNCT
fcis-30617	11	19	resulting	result	VERB
fcis-30617	11	20	in	in	ADP
fcis-30617	11	21	huge	huge	ADJ
fcis-30617	11	22	economic	economic	ADJ
fcis-30617	11	23	losses	loss	NOUN
fcis-30617	11	24	and	and	CCONJ
fcis-30617	11	25	waste	waste	NOUN
fcis-30617	11	26	of	of	ADP
fcis-30617	11	27	resources	resource	NOUN
fcis-30617	11	28	.	.	PUNCT
fcis-30617	12	1	data	datum	NOUN
fcis-30617	12	2	cleaning	clean	VERB
fcis-30617	12	3	,	,	PUNCT
fcis-30617	12	4	as	as	ADP
fcis-30617	12	5	a	a	DET
fcis-30617	12	6	key	key	ADJ
fcis-30617	12	7	step	step	NOUN
fcis-30617	12	8	to	to	PART
fcis-30617	12	9	improve	improve	VERB
fcis-30617	12	10	data	datum	NOUN
fcis-30617	12	11	quality	quality	NOUN
fcis-30617	12	12	,	,	PUNCT
fcis-30617	12	13	aims	aim	VERB
fcis-30617	12	14	to	to	PART
fcis-30617	12	15	identify	identify	VERB
fcis-30617	12	16	and	and	CCONJ
fcis-30617	12	17	correct	correct	ADJ
fcis-30617	12	18	errors	error	NOUN
fcis-30617	12	19	in	in	ADP
fcis-30617	12	20	data	datum	NOUN
fcis-30617	12	21	,	,	PUNCT
fcis-30617	12	22	fill	fill	VERB
fcis-30617	12	23	missing	missing	ADJ
fcis-30617	12	24	values	value	NOUN
fcis-30617	12	25	,	,	PUNCT
fcis-30617	12	26	eliminate	eliminate	VERB
fcis-30617	12	27	duplicate	duplicate	ADJ
fcis-30617	12	28	data	datum	NOUN
fcis-30617	12	29	,	,	PUNCT
fcis-30617	12	30	etc	etc	X
fcis-30617	12	31	.	.	X
fcis-30617	12	32	,	,	PUNCT
fcis-30617	12	33	so	so	SCONJ
fcis-30617	12	34	that	that	SCONJ
fcis-30617	12	35	the	the	DET
fcis-30617	12	36	data	data	NOUN
fcis-30617	12	37	meets	meet	VERB
fcis-30617	12	38	the	the	DET
fcis-30617	12	39	standards	standard	NOUN
fcis-30617	12	40	for	for	ADP
fcis-30617	12	41	analysis	analysis	NOUN
fcis-30617	12	42	or	or	CCONJ
fcis-30617	12	43	application	application	NOUN
fcis-30617	12	44	[	[	X
fcis-30617	12	45	1	1	NUM
fcis-30617	12	46	]	]	PUNCT
fcis-30617	12	47	.	.	PUNCT
fcis-30617	13	1	data	datum	NOUN
fcis-30617	13	2	quality	quality	NOUN
fcis-30617	13	3	assessment	assessment	NOUN
fcis-30617	13	4	is	be	AUX
fcis-30617	13	5	a	a	DET
fcis-30617	13	6	quantitative	quantitative	ADJ
fcis-30617	13	7	evaluation	evaluation	NOUN
fcis-30617	13	8	of	of	ADP
fcis-30617	13	9	multiple	multiple	ADJ
fcis-30617	13	10	dimensions	dimension	NOUN
fcis-30617	13	11	such	such	ADJ
fcis-30617	13	12	as	as	ADP
fcis-30617	13	13	data	datum	NOUN
fcis-30617	13	14	integrity	integrity	NOUN
fcis-30617	13	15	,	,	PUNCT
fcis-30617	13	16	accuracy	accuracy	NOUN
fcis-30617	13	17	,	,	PUNCT
fcis-30617	13	18	consistency	consistency	NOUN
fcis-30617	13	19	,	,	PUNCT
fcis-30617	13	20	and	and	CCONJ
fcis-30617	13	21	timeliness	timeliness	NOUN
fcis-30617	13	22	,	,	PUNCT
fcis-30617	13	23	providing	provide	VERB
fcis-30617	13	24	a	a	DET
fcis-30617	13	25	basis	basis	NOUN
fcis-30617	13	26	for	for	ADP
fcis-30617	13	27	data	datum	NOUN
fcis-30617	13	28	cleaning	cleaning	NOUN
fcis-30617	13	29	and	and	CCONJ
fcis-30617	13	30	data	datum	NOUN
fcis-30617	13	31	optimization	optimization	NOUN
fcis-30617	13	32	.	.	PUNCT
fcis-30617	14	1	therefore	therefore	ADV
fcis-30617	14	2	,	,	PUNCT
fcis-30617	14	3	it	it	PRON
fcis-30617	14	4	is	be	AUX
fcis-30617	14	5	of	of	ADP
fcis-30617	14	6	great	great	ADJ
fcis-30617	14	7	practical	practical	ADJ
fcis-30617	14	8	significance	significance	NOUN
fcis-30617	14	9	to	to	PART
fcis-30617	14	10	study	study	VERB
fcis-30617	14	11	the	the	DET
fcis-30617	14	12	improvement	improvement	NOUN
fcis-30617	14	13	of	of	ADP
fcis-30617	14	14	data	datum	NOUN
fcis-30617	14	15	cleaning	cleaning	NOUN
fcis-30617	14	16	and	and	CCONJ
fcis-30617	14	17	quality	quality	NOUN
fcis-30617	14	18	assessment	assessment	NOUN
fcis-30617	14	19	methods	method	NOUN
fcis-30617	14	20	under	under	ADP
fcis-30617	14	21	the	the	DET
fcis-30617	14	22	big	big	ADJ
fcis-30617	14	23	data	datum	NOUN
fcis-30617	14	24	environment	environment	NOUN
fcis-30617	14	25	,	,	PUNCT
fcis-30617	14	26	which	which	PRON
fcis-30617	14	27	can	can	AUX
fcis-30617	14	28	improve	improve	VERB
fcis-30617	14	29	the	the	DET
fcis-30617	14	30	quality	quality	NOUN
fcis-30617	14	31	and	and	CCONJ
fcis-30617	14	32	value	value	NOUN
fcis-30617	14	33	of	of	ADP
fcis-30617	14	34	data	datum	NOUN
fcis-30617	14	35	,	,	PUNCT
fcis-30617	14	36	provide	provide	VERB
fcis-30617	14	37	reliable	reliable	ADJ
fcis-30617	14	38	data	datum	NOUN
fcis-30617	14	39	support	support	NOUN
fcis-30617	14	40	for	for	ADP
fcis-30617	14	41	the	the	DET
fcis-30617	14	42	development	development	NOUN
fcis-30617	14	43	of	of	ADP
fcis-30617	14	44	various	various	ADJ
fcis-30617	14	45	fields	field	NOUN
fcis-30617	14	46	,	,	PUNCT
fcis-30617	14	47	and	and	CCONJ
fcis-30617	14	48	help	help	VERB
fcis-30617	14	49	achieve	achieve	VERB
fcis-30617	14	50	scientific	scientific	ADJ
fcis-30617	14	51	decision	decision	NOUN
fcis-30617	14	52	-	-	PUNCT
fcis-30617	14	53	making	making	NOUN
fcis-30617	14	54	based	base	VERB
fcis-30617	14	55	on	on	ADP
fcis-30617	14	56	data	datum	NOUN
fcis-30617	14	57	.	.	PUNCT
fcis-30617	15	1	this	this	DET
fcis-30617	15	2	paper	paper	NOUN
fcis-30617	15	3	mainly	mainly	ADV
fcis-30617	15	4	studies	study	VERB
fcis-30617	15	5	the	the	DET
fcis-30617	15	6	improvement	improvement	NOUN
fcis-30617	15	7	of	of	ADP
fcis-30617	15	8	data	datum	NOUN
fcis-30617	15	9	cleaning	cleaning	NOUN
fcis-30617	15	10	and	and	CCONJ
fcis-30617	15	11	quality	quality	NOUN
fcis-30617	15	12	assessment	assessment	NOUN
fcis-30617	15	13	methods	method	NOUN
fcis-30617	15	14	under	under	ADP
fcis-30617	15	15	the	the	DET
fcis-30617	15	16	big	big	ADJ
fcis-30617	15	17	data	datum	NOUN
fcis-30617	15	18	environment	environment	NOUN
fcis-30617	15	19	.	.	PUNCT
fcis-30617	16	1	in	in	ADP
fcis-30617	16	2	terms	term	NOUN
fcis-30617	16	3	of	of	ADP
fcis-30617	16	4	data	datum	NOUN
fcis-30617	16	5	cleaning	clean	VERB
fcis-30617	16	6	,	,	PUNCT
fcis-30617	16	7	in	in	ADP
fcis-30617	16	8	-	-	PUNCT
fcis-30617	16	9	depth	depth	NOUN
fcis-30617	16	10	research	research	NOUN
fcis-30617	16	11	is	be	AUX
fcis-30617	16	12	conducted	conduct	VERB
fcis-30617	16	13	on	on	ADP
fcis-30617	16	14	key	key	ADJ
fcis-30617	16	15	technologies	technology	NOUN
fcis-30617	16	16	such	such	ADJ
fcis-30617	16	17	as	as	ADP
fcis-30617	16	18	outlier	outlier	NOUN
fcis-30617	16	19	detection	detection	NOUN
fcis-30617	16	20	,	,	PUNCT
fcis-30617	16	21	missing	miss	VERB
fcis-30617	16	22	value	value	NOUN
fcis-30617	16	23	processing	processing	NOUN
fcis-30617	16	24	,	,	PUNCT
fcis-30617	16	25	and	and	CCONJ
fcis-30617	16	26	duplicate	duplicate	ADJ
fcis-30617	16	27	value	value	NOUN
fcis-30617	16	28	processing	processing	NOUN
fcis-30617	16	29	,	,	PUNCT
fcis-30617	16	30	and	and	CCONJ
fcis-30617	16	31	new	new	ADJ
fcis-30617	16	32	algorithms	algorithm	NOUN
fcis-30617	16	33	and	and	CCONJ
fcis-30617	16	34	strategies	strategy	NOUN
fcis-30617	16	35	are	be	AUX
fcis-30617	16	36	explored	explore	VERB
fcis-30617	16	37	to	to	PART
fcis-30617	16	38	improve	improve	VERB
fcis-30617	16	39	cleaning	clean	VERB
fcis-30617	16	40	efficiency	efficiency	NOUN
fcis-30617	16	41	and	and	CCONJ
fcis-30617	16	42	effectiveness	effectiveness	NOUN
fcis-30617	16	43	[	[	X
fcis-30617	16	44	2	2	NUM
fcis-30617	16	45	]	]	PUNCT
fcis-30617	16	46	.	.	PUNCT
fcis-30617	17	1	for	for	ADP
fcis-30617	17	2	data	datum	NOUN
fcis-30617	17	3	quality	quality	NOUN
fcis-30617	17	4	assessment	assessment	NOUN
fcis-30617	17	5	,	,	PUNCT
fcis-30617	17	6	a	a	DET
fcis-30617	17	7	comprehensive	comprehensive	ADJ
fcis-30617	17	8	and	and	CCONJ
fcis-30617	17	9	scientific	scientific	ADJ
fcis-30617	17	10	multidimensional	multidimensional	ADJ
fcis-30617	17	11	indicator	indicator	NOUN
fcis-30617	17	12	system	system	NOUN
fcis-30617	17	13	is	be	AUX
fcis-30617	17	14	constructed	construct	VERB
fcis-30617	17	15	,	,	PUNCT
fcis-30617	17	16	including	include	VERB
fcis-30617	17	17	dimensions	dimension	NOUN
fcis-30617	17	18	such	such	ADJ
fcis-30617	17	19	as	as	ADP
fcis-30617	17	20	integrity	integrity	NOUN
fcis-30617	17	21	,	,	PUNCT
fcis-30617	17	22	accuracy	accuracy	NOUN
fcis-30617	17	23	,	,	PUNCT
fcis-30617	17	24	consistency	consistency	NOUN
fcis-30617	17	25	,	,	PUNCT
fcis-30617	17	26	and	and	CCONJ
fcis-30617	17	27	timeliness	timeliness	NOUN
fcis-30617	17	28	,	,	PUNCT
fcis-30617	17	29	and	and	CCONJ
fcis-30617	17	30	corresponding	correspond	VERB
fcis-30617	17	31	evaluation	evaluation	NOUN
fcis-30617	17	32	methods	method	NOUN
fcis-30617	17	33	and	and	CCONJ
fcis-30617	17	34	quantitative	quantitative	ADJ
fcis-30617	17	35	indicators	indicator	NOUN
fcis-30617	17	36	are	be	AUX
fcis-30617	17	37	studied	study	VERB
fcis-30617	17	38	[	[	PUNCT
fcis-30617	17	39	3	3	NUM
fcis-30617	17	40	]	]	PUNCT
fcis-30617	17	41	.	.	PUNCT
fcis-30617	18	1	at	at	ADP
fcis-30617	18	2	the	the	DET
fcis-30617	18	3	same	same	ADJ
fcis-30617	18	4	time	time	NOUN
fcis-30617	18	5	,	,	PUNCT
fcis-30617	18	6	through	through	ADP
fcis-30617	18	7	actual	actual	ADJ
fcis-30617	18	8	case	case	NOUN
fcis-30617	18	9	analysis	analysis	NOUN
fcis-30617	18	10	,	,	PUNCT
fcis-30617	18	11	the	the	DET
fcis-30617	18	12	feasibility	feasibility	NOUN
fcis-30617	18	13	and	and	CCONJ
fcis-30617	18	14	effectiveness	effectiveness	NOUN
fcis-30617	18	15	of	of	ADP
fcis-30617	18	16	the	the	DET
fcis-30617	18	17	improved	improved	ADJ
fcis-30617	18	18	method	method	NOUN
fcis-30617	18	19	in	in	ADP
fcis-30617	18	20	practical	practical	ADJ
fcis-30617	18	21	application	application	NOUN
fcis-30617	18	22	are	be	AUX
fcis-30617	18	23	verified	verify	VERB
fcis-30617	18	24	.	.	PUNCT
fcis-30617	19	1	in	in	ADP
fcis-30617	19	2	terms	term	NOUN
fcis-30617	19	3	of	of	ADP
fcis-30617	19	4	research	research	NOUN
fcis-30617	19	5	methods	method	NOUN
fcis-30617	19	6	,	,	PUNCT
fcis-30617	19	7	the	the	DET
fcis-30617	19	8	literature	literature	NOUN
fcis-30617	19	9	research	research	NOUN
fcis-30617	19	10	method	method	NOUN
fcis-30617	19	11	is	be	AUX
fcis-30617	19	12	adopted	adopt	VERB
fcis-30617	19	13	to	to	PART
fcis-30617	19	14	widely	widely	ADV
fcis-30617	19	15	consult	consult	VERB
fcis-30617	19	16	relevant	relevant	ADJ
fcis-30617	19	17	domestic	domestic	ADJ
fcis-30617	19	18	and	and	CCONJ
fcis-30617	19	19	foreign	foreign	ADJ
fcis-30617	19	20	literature	literature	NOUN
fcis-30617	19	21	to	to	PART
fcis-30617	19	22	understand	understand	VERB
fcis-30617	19	23	the	the	DET
fcis-30617	19	24	research	research	NOUN
fcis-30617	19	25	status	status	NOUN
fcis-30617	19	26	and	and	CCONJ
fcis-30617	19	27	development	development	NOUN
fcis-30617	19	28	trend	trend	NOUN
fcis-30617	19	29	of	of	ADP
fcis-30617	19	30	data	datum	NOUN
fcis-30617	19	31	cleaning	cleaning	NOUN
fcis-30617	19	32	and	and	CCONJ
fcis-30617	19	33	quality	quality	NOUN
fcis-30617	19	34	assessment	assessment	NOUN
fcis-30617	19	35	under	under	ADP
fcis-30617	19	36	the	the	DET
fcis-30617	19	37	big	big	ADJ
fcis-30617	19	38	data	datum	NOUN
fcis-30617	19	39	environment	environment	NOUN
fcis-30617	19	40	,	,	PUNCT
fcis-30617	19	41	providing	provide	VERB
fcis-30617	19	42	a	a	DET
fcis-30617	19	43	theoretical	theoretical	ADJ
fcis-30617	19	44	basis	basis	NOUN
fcis-30617	19	45	for	for	ADP
fcis-30617	19	46	the	the	DET
fcis-30617	19	47	research	research	NOUN
fcis-30617	19	48	of	of	ADP
fcis-30617	19	49	this	this	DET
fcis-30617	19	50	paper	paper	NOUN
fcis-30617	20	1	[	[	X
fcis-30617	20	2	4	4	NUM
fcis-30617	20	3	]	]	PUNCT
fcis-30617	20	4	.	.	PUNCT
fcis-30617	21	1	using	use	VERB
fcis-30617	21	2	the	the	DET
fcis-30617	21	3	case	case	NOUN
fcis-30617	21	4	analysis	analysis	NOUN
fcis-30617	21	5	method	method	NOUN
fcis-30617	21	6	,	,	PUNCT
fcis-30617	21	7	representative	representative	ADJ
fcis-30617	21	8	actual	actual	ADJ
fcis-30617	21	9	cases	case	NOUN
fcis-30617	21	10	are	be	AUX
fcis-30617	21	11	selected	select	VERB
fcis-30617	21	12	to	to	PART
fcis-30617	21	13	conduct	conduct	VERB
fcis-30617	21	14	a	a	DET
fcis-30617	21	15	detailed	detailed	ADJ
fcis-30617	21	16	analysis	analysis	NOUN
fcis-30617	21	17	of	of	ADP
fcis-30617	21	18	the	the	DET
fcis-30617	21	19	application	application	NOUN
fcis-30617	21	20	process	process	NOUN
fcis-30617	21	21	and	and	CCONJ
fcis-30617	21	22	effect	effect	NOUN
fcis-30617	21	23	of	of	ADP
fcis-30617	21	24	the	the	DET
fcis-30617	21	25	improved	improved	ADJ
fcis-30617	21	26	method	method	NOUN
fcis-30617	21	27	,	,	PUNCT
fcis-30617	21	28	and	and	CCONJ
fcis-30617	21	29	summarize	summarize	VERB
fcis-30617	21	30	the	the	DET
fcis-30617	21	31	experience	experience	NOUN
fcis-30617	21	32	and	and	CCONJ
fcis-30617	21	33	shortcomings	shortcoming	NOUN
fcis-30617	21	34	.	.	PUNCT
fcis-30617	22	1	in	in	ADP
fcis-30617	22	2	addition	addition	NOUN
fcis-30617	22	3	,	,	PUNCT
fcis-30617	22	4	the	the	DET
fcis-30617	22	5	comparative	comparative	ADJ
fcis-30617	22	6	analysis	analysis	NOUN
fcis-30617	22	7	method	method	NOUN
fcis-30617	22	8	is	be	AUX
fcis-30617	22	9	also	also	ADV
fcis-30617	22	10	used	use	VERB
fcis-30617	22	11	to	to	PART
fcis-30617	22	12	compare	compare	VERB
fcis-30617	22	13	the	the	DET
fcis-30617	22	14	improved	improved	ADJ
fcis-30617	22	15	method	method	NOUN
fcis-30617	22	16	with	with	ADP
fcis-30617	22	17	the	the	DET
fcis-30617	22	18	traditional	traditional	ADJ
fcis-30617	22	19	method	method	NOUN
fcis-30617	22	20	to	to	PART
fcis-30617	22	21	highlight	highlight	VERB
fcis-30617	22	22	the	the	DET
fcis-30617	22	23	advantages	advantage	NOUN
fcis-30617	22	24	and	and	CCONJ
fcis-30617	22	25	innovations	innovation	NOUN
fcis-30617	22	26	of	of	ADP
fcis-30617	22	27	the	the	DET
fcis-30617	22	28	improved	improved	ADJ
fcis-30617	22	29	method	method	NOUN
fcis-30617	22	30	.	.	PUNCT
fcis-30617	23	1	by	by	ADP
fcis-30617	23	2	comprehensively	comprehensively	ADV
fcis-30617	23	3	using	use	VERB
fcis-30617	23	4	a	a	DET
fcis-30617	23	5	variety	variety	NOUN
fcis-30617	23	6	of	of	ADP
fcis-30617	23	7	research	research	NOUN
fcis-30617	23	8	methods	method	NOUN
fcis-30617	23	9	,	,	PUNCT
fcis-30617	23	10	the	the	DET
fcis-30617	23	11	comprehensiveness	comprehensiveness	NOUN
fcis-30617	23	12	and	and	CCONJ
fcis-30617	23	13	in	in	ADP
fcis-30617	23	14	-	-	PUNCT
fcis-30617	23	15	depth	depth	NOUN
fcis-30617	23	16	research	research	NOUN
fcis-30617	23	17	are	be	AUX
fcis-30617	23	18	ensured	ensure	VERB
fcis-30617	23	19	,	,	PUNCT
fcis-30617	23	20	providing	provide	VERB
fcis-30617	23	21	valuable	valuable	ADJ
fcis-30617	23	22	reference	reference	NOUN
fcis-30617	23	23	for	for	ADP
fcis-30617	23	24	the	the	DET
fcis-30617	23	25	improvement	improvement	NOUN
fcis-30617	23	26	of	of	ADP
fcis-30617	23	27	data	datum	NOUN
fcis-30617	23	28	cleaning	cleaning	NOUN
fcis-30617	23	29	and	and	CCONJ
fcis-30617	23	30	quality	quality	NOUN
fcis-30617	23	31	assessment	assessment	NOUN
fcis-30617	23	32	methods	method	NOUN
fcis-30617	23	33	under	under	ADP
fcis-30617	23	34	the	the	DET
fcis-30617	23	35	big	big	ADJ
fcis-30617	23	36	data	datum	NOUN
fcis-30617	23	37	environment	environment	NOUN
fcis-30617	23	38	.	.	PUNCT
fcis-30617	24	1	2	2	X
fcis-30617	24	2	.	.	X
fcis-30617	24	3	analysis	analysis	NOUN
fcis-30617	24	4	of	of	ADP
fcis-30617	24	5	data	datum	NOUN
fcis-30617	24	6	quality	quality	NOUN
fcis-30617	24	7	problems	problem	NOUN
fcis-30617	24	8	under	under	ADP
fcis-30617	24	9	the	the	DET
fcis-30617	24	10	big	big	ADJ
fcis-30617	24	11	data	data	NOUN
fcis-30617	24	12	environment	environment	NOUN
fcis-30617	24	13	2.1	2.1	NUM
fcis-30617	24	14	.	.	PUNCT
fcis-30617	25	1	manifestations	manifestation	NOUN
fcis-30617	25	2	of	of	ADP
fcis-30617	25	3	data	datum	NOUN
fcis-30617	25	4	quality	quality	NOUN
fcis-30617	25	5	problems	problem	NOUN
fcis-30617	25	6	2.1.1	2.1.1	NUM
fcis-30617	25	7	.	.	PUNCT
fcis-30617	26	1	missing	miss	VERB
fcis-30617	26	2	data	datum	NOUN
fcis-30617	26	3	missing	miss	VERB
fcis-30617	26	4	data	datum	NOUN
fcis-30617	26	5	is	be	AUX
fcis-30617	26	6	one	one	NUM
fcis-30617	26	7	of	of	ADP
fcis-30617	26	8	the	the	DET
fcis-30617	26	9	common	common	ADJ
fcis-30617	26	10	problems	problem	NOUN
fcis-30617	26	11	in	in	ADP
fcis-30617	26	12	big	big	ADJ
fcis-30617	26	13	data	datum	NOUN
fcis-30617	26	14	.	.	PUNCT
fcis-30617	27	1	in	in	ADP
fcis-30617	27	2	the	the	DET
fcis-30617	27	3	process	process	NOUN
fcis-30617	27	4	of	of	ADP
fcis-30617	27	5	data	datum	NOUN
fcis-30617	27	6	collection	collection	NOUN
fcis-30617	27	7	,	,	PUNCT
fcis-30617	27	8	due	due	ADP
fcis-30617	27	9	to	to	ADP
fcis-30617	27	10	various	various	ADJ
fcis-30617	27	11	reasons	reason	NOUN
fcis-30617	27	12	,	,	PUNCT
fcis-30617	27	13	such	such	ADJ
fcis-30617	27	14	as	as	ADP
fcis-30617	27	15	equipment	equipment	NOUN
fcis-30617	27	16	failure	failure	NOUN
fcis-30617	27	17	,	,	PUNCT
fcis-30617	27	18	human	human	ADJ
fcis-30617	27	19	negligence	negligence	NOUN
fcis-30617	27	20	,	,	PUNCT
fcis-30617	27	21	data	data	NOUN
fcis-30617	27	22	transmission	transmission	NOUN
fcis-30617	27	23	interruption	interruption	NOUN
fcis-30617	27	24	,	,	PUNCT
fcis-30617	27	25	etc	etc	X
fcis-30617	27	26	.	.	X
fcis-30617	27	27	,	,	PUNCT
fcis-30617	27	28	some	some	DET
fcis-30617	27	29	data	datum	NOUN
fcis-30617	27	30	may	may	AUX
fcis-30617	27	31	not	not	PART
fcis-30617	27	32	be	be	AUX
fcis-30617	27	33	successfully	successfully	ADV
fcis-30617	27	34	collected	collect	VERB
fcis-30617	27	35	.	.	PUNCT
fcis-30617	28	1	for	for	ADP
fcis-30617	28	2	example	example	NOUN
fcis-30617	28	3	,	,	PUNCT
fcis-30617	28	4	in	in	ADP
fcis-30617	28	5	the	the	DET
fcis-30617	28	6	user	user	NOUN
fcis-30617	28	7	purchase	purchase	NOUN
fcis-30617	28	8	records	record	NOUN
fcis-30617	28	9	of	of	ADP
fcis-30617	28	10	e	e	NOUN
fcis-30617	28	11	-	-	NOUN
fcis-30617	28	12	commerce	commerce	NOUN
fcis-30617	28	13	platforms	platform	NOUN
fcis-30617	28	14	,	,	PUNCT
fcis-30617	28	15	there	there	PRON
fcis-30617	28	16	may	may	AUX
fcis-30617	28	17	be	be	AUX
fcis-30617	28	18	missing	miss	VERB
fcis-30617	28	19	information	information	NOUN
fcis-30617	28	20	such	such	ADJ
fcis-30617	28	21	as	as	ADP
fcis-30617	28	22	the	the	DET
fcis-30617	28	23	price	price	NOUN
fcis-30617	28	24	and	and	CCONJ
fcis-30617	28	25	purchase	purchase	VERB
fcis-30617	28	26	quantity	quantity	NOUN
fcis-30617	28	27	of	of	ADP
fcis-30617	28	28	certain	certain	ADJ
fcis-30617	28	29	orders	order	NOUN
fcis-30617	28	30	;	;	PUNCT
fcis-30617	28	31	in	in	ADP
fcis-30617	28	32	the	the	DET
fcis-30617	28	33	electronic	electronic	ADJ
fcis-30617	28	34	medical	medical	ADJ
fcis-30617	28	35	record	record	NOUN
fcis-30617	28	36	data	datum	NOUN
fcis-30617	28	37	in	in	ADP
fcis-30617	28	38	the	the	DET
fcis-30617	28	39	medical	medical	ADJ
fcis-30617	28	40	and	and	CCONJ
fcis-30617	28	41	health	health	NOUN
fcis-30617	28	42	field	field	NOUN
fcis-30617	28	43	,	,	PUNCT
fcis-30617	28	44	there	there	PRON
fcis-30617	28	45	may	may	AUX
fcis-30617	28	46	be	be	AUX
fcis-30617	28	47	missing	miss	VERB
fcis-30617	28	48	information	information	NOUN
fcis-30617	28	49	about	about	ADP
fcis-30617	28	50	certain	certain	ADJ
fcis-30617	28	51	examination	examination	NOUN
fcis-30617	28	52	results	result	NOUN
fcis-30617	28	53	and	and	CCONJ
fcis-30617	28	54	diagnostic	diagnostic	ADJ
fcis-30617	28	55	information	information	NOUN
fcis-30617	28	56	of	of	ADP
fcis-30617	28	57	patients	patient	NOUN
fcis-30617	28	58	[	[	X
fcis-30617	28	59	5	5	NUM
fcis-30617	28	60	]	]	PUNCT
fcis-30617	28	61	.	.	PUNCT
fcis-30617	29	1	missing	miss	VERB
fcis-30617	29	2	data	datum	NOUN
fcis-30617	29	3	will	will	AUX
fcis-30617	29	4	affect	affect	VERB
fcis-30617	29	5	the	the	DET
fcis-30617	29	6	integrity	integrity	NOUN
fcis-30617	29	7	and	and	CCONJ
fcis-30617	29	8	accuracy	accuracy	NOUN
fcis-30617	29	9	of	of	ADP
fcis-30617	29	10	data	datum	NOUN
fcis-30617	29	11	analysis	analysis	NOUN
fcis-30617	29	12	.	.	PUNCT
fcis-30617	30	1	if	if	SCONJ
fcis-30617	30	2	data	datum	NOUN
fcis-30617	30	3	containing	contain	VERB
fcis-30617	30	4	a	a	DET
fcis-30617	30	5	large	large	ADJ
fcis-30617	30	6	number	number	NOUN
fcis-30617	30	7	of	of	ADP
fcis-30617	30	8	missing	miss	VERB
fcis-30617	30	9	values	value	NOUN
fcis-30617	30	10	is	be	AUX
fcis-30617	30	11	directly	directly	ADV
fcis-30617	30	12	analyzed	analyze	VERB
fcis-30617	30	13	,	,	PUNCT
fcis-30617	30	14	the	the	DET
fcis-30617	30	15	115	115	NUM
fcis-30617	30	16	analysis	analysis	NOUN
fcis-30617	30	17	results	result	NOUN
fcis-30617	30	18	may	may	AUX
fcis-30617	30	19	be	be	AUX
fcis-30617	30	20	biased	bias	VERB
fcis-30617	30	21	and	and	CCONJ
fcis-30617	30	22	unable	unable	ADJ
fcis-30617	30	23	to	to	PART
fcis-30617	30	24	truly	truly	ADV
fcis-30617	30	25	reflect	reflect	VERB
fcis-30617	30	26	the	the	DET
fcis-30617	30	27	inherent	inherent	ADJ
fcis-30617	30	28	laws	law	NOUN
fcis-30617	30	29	of	of	ADP
fcis-30617	30	30	the	the	DET
fcis-30617	30	31	data	datum	NOUN
fcis-30617	30	32	.	.	PUNCT
fcis-30617	31	1	2.1.2	2.1.2	X
fcis-30617	31	2	.	.	PUNCT
fcis-30617	31	3	data	datum	NOUN
fcis-30617	31	4	errors	error	NOUN
fcis-30617	31	5	data	datum	NOUN
fcis-30617	31	6	errors	error	NOUN
fcis-30617	31	7	are	be	AUX
fcis-30617	31	8	manifested	manifest	VERB
fcis-30617	31	9	as	as	ADP
fcis-30617	31	10	data	datum	NOUN
fcis-30617	31	11	values	value	NOUN
fcis-30617	31	12	that	that	PRON
fcis-30617	31	13	do	do	AUX
fcis-30617	31	14	not	not	PART
fcis-30617	31	15	match	match	VERB
fcis-30617	31	16	the	the	DET
fcis-30617	31	17	actual	actual	ADJ
fcis-30617	31	18	situation	situation	NOUN
fcis-30617	31	19	.	.	PUNCT
fcis-30617	32	1	this	this	PRON
fcis-30617	32	2	may	may	AUX
fcis-30617	32	3	be	be	AUX
fcis-30617	32	4	caused	cause	VERB
fcis-30617	32	5	by	by	ADP
fcis-30617	32	6	data	datum	NOUN
fcis-30617	32	7	entry	entry	NOUN
fcis-30617	32	8	errors	error	NOUN
fcis-30617	32	9	,	,	PUNCT
fcis-30617	32	10	sensor	sensor	NOUN
fcis-30617	32	11	failures	failure	NOUN
fcis-30617	32	12	,	,	PUNCT
fcis-30617	32	13	algorithm	algorithm	NOUN
fcis-30617	32	14	calculation	calculation	NOUN
fcis-30617	32	15	errors	error	NOUN
fcis-30617	32	16	,	,	PUNCT
fcis-30617	32	17	etc	etc	X
fcis-30617	32	18	.	.	X
fcis-30617	32	19	for	for	ADP
fcis-30617	32	20	example	example	NOUN
fcis-30617	32	21	,	,	PUNCT
fcis-30617	32	22	in	in	ADP
fcis-30617	32	23	the	the	DET
fcis-30617	32	24	financial	financial	ADJ
fcis-30617	32	25	data	datum	NOUN
fcis-30617	32	26	of	of	ADP
fcis-30617	32	27	an	an	DET
fcis-30617	32	28	enterprise	enterprise	NOUN
fcis-30617	32	29	,	,	PUNCT
fcis-30617	32	30	the	the	DET
fcis-30617	32	31	amount	amount	NOUN
fcis-30617	32	32	may	may	AUX
fcis-30617	32	33	be	be	AUX
fcis-30617	32	34	entered	enter	VERB
fcis-30617	32	35	incorrectly	incorrectly	ADV
fcis-30617	32	36	,	,	PUNCT
fcis-30617	32	37	resulting	result	VERB
fcis-30617	32	38	in	in	ADP
fcis-30617	32	39	deviations	deviation	NOUN
fcis-30617	32	40	in	in	ADP
fcis-30617	32	41	the	the	DET
fcis-30617	32	42	financial	financial	ADJ
fcis-30617	32	43	statements	statement	NOUN
fcis-30617	32	44	;	;	PUNCT
fcis-30617	32	45	in	in	ADP
fcis-30617	32	46	meteorological	meteorological	ADJ
fcis-30617	32	47	monitoring	monitoring	NOUN
fcis-30617	32	48	data	datum	NOUN
fcis-30617	32	49	,	,	PUNCT
fcis-30617	32	50	due	due	ADP
fcis-30617	32	51	to	to	ADP
fcis-30617	32	52	sensor	sensor	NOUN
fcis-30617	32	53	failures	failure	NOUN
fcis-30617	32	54	,	,	PUNCT
fcis-30617	32	55	incorrect	incorrect	ADJ
fcis-30617	32	56	temperature	temperature	NOUN
fcis-30617	32	57	,	,	PUNCT
fcis-30617	32	58	humidity	humidity	NOUN
fcis-30617	32	59	and	and	CCONJ
fcis-30617	32	60	other	other	ADJ
fcis-30617	32	61	data	datum	NOUN
fcis-30617	32	62	may	may	AUX
fcis-30617	32	63	be	be	AUX
fcis-30617	32	64	recorded	record	VERB
fcis-30617	32	65	[	[	X
fcis-30617	32	66	6	6	NUM
fcis-30617	32	67	]	]	PUNCT
fcis-30617	32	68	.	.	PUNCT
fcis-30617	33	1	incorrect	incorrect	ADJ
fcis-30617	33	2	data	datum	NOUN
fcis-30617	33	3	can	can	AUX
fcis-30617	33	4	mislead	mislead	VERB
fcis-30617	33	5	decisions	decision	NOUN
fcis-30617	33	6	,	,	PUNCT
fcis-30617	33	7	and	and	CCONJ
fcis-30617	33	8	decisions	decision	NOUN
fcis-30617	33	9	made	make	VERB
fcis-30617	33	10	based	base	VERB
fcis-30617	33	11	on	on	ADP
fcis-30617	33	12	incorrect	incorrect	ADJ
fcis-30617	33	13	data	datum	NOUN
fcis-30617	33	14	may	may	AUX
fcis-30617	33	15	have	have	VERB
fcis-30617	33	16	serious	serious	ADJ
fcis-30617	33	17	consequences	consequence	NOUN
fcis-30617	33	18	for	for	ADP
fcis-30617	33	19	the	the	DET
fcis-30617	33	20	enterprise	enterprise	NOUN
fcis-30617	33	21	or	or	CCONJ
fcis-30617	33	22	organization	organization	NOUN
fcis-30617	33	23	.	.	PUNCT
fcis-30617	34	1	2.1.3	2.1.3	NUM
fcis-30617	34	2	.	.	PUNCT
fcis-30617	34	3	data	datum	NOUN
fcis-30617	34	4	duplication	duplication	NOUN
fcis-30617	34	5	there	there	PRON
fcis-30617	34	6	is	be	VERB
fcis-30617	34	7	a	a	DET
fcis-30617	34	8	large	large	ADJ
fcis-30617	34	9	amount	amount	NOUN
fcis-30617	34	10	of	of	ADP
fcis-30617	34	11	duplicate	duplicate	ADJ
fcis-30617	34	12	data	datum	NOUN
fcis-30617	34	13	in	in	ADP
fcis-30617	34	14	big	big	ADJ
fcis-30617	34	15	data	datum	NOUN
fcis-30617	34	16	,	,	PUNCT
fcis-30617	34	17	which	which	PRON
fcis-30617	34	18	will	will	AUX
fcis-30617	34	19	take	take	VERB
fcis-30617	34	20	up	up	ADP
fcis-30617	34	21	additional	additional	ADJ
fcis-30617	34	22	storage	storage	NOUN
fcis-30617	34	23	space	space	NOUN
fcis-30617	34	24	and	and	CCONJ
fcis-30617	34	25	increase	increase	VERB
fcis-30617	34	26	the	the	DET
fcis-30617	34	27	time	time	NOUN
fcis-30617	34	28	and	and	CCONJ
fcis-30617	34	29	cost	cost	NOUN
fcis-30617	34	30	of	of	ADP
fcis-30617	34	31	data	datum	NOUN
fcis-30617	34	32	processing	processing	NOUN
fcis-30617	34	33	.	.	PUNCT
fcis-30617	35	1	the	the	DET
fcis-30617	35	2	reasons	reason	NOUN
fcis-30617	35	3	for	for	ADP
fcis-30617	35	4	data	data	NOUN
fcis-30617	35	5	duplication	duplication	NOUN
fcis-30617	35	6	may	may	AUX
fcis-30617	35	7	be	be	AUX
fcis-30617	35	8	multiple	multiple	ADJ
fcis-30617	35	9	collections	collection	NOUN
fcis-30617	35	10	during	during	ADP
fcis-30617	35	11	the	the	DET
fcis-30617	35	12	data	data	NOUN
fcis-30617	35	13	collection	collection	NOUN
fcis-30617	35	14	process	process	NOUN
fcis-30617	35	15	,	,	PUNCT
fcis-30617	35	16	incorrect	incorrect	ADJ
fcis-30617	35	17	merging	merging	NOUN
fcis-30617	35	18	during	during	ADP
fcis-30617	35	19	data	data	NOUN
fcis-30617	35	20	integration	integration	NOUN
fcis-30617	35	21	,	,	PUNCT
fcis-30617	35	22	etc	etc	X
fcis-30617	35	23	.	.	X
fcis-30617	35	24	for	for	ADP
fcis-30617	35	25	example	example	NOUN
fcis-30617	35	26	,	,	PUNCT
fcis-30617	35	27	in	in	ADP
fcis-30617	35	28	a	a	DET
fcis-30617	35	29	customer	customer	NOUN
fcis-30617	35	30	relationship	relationship	NOUN
fcis-30617	35	31	management	management	NOUN
fcis-30617	35	32	system	system	NOUN
fcis-30617	35	33	,	,	PUNCT
fcis-30617	35	34	the	the	DET
fcis-30617	35	35	same	same	ADJ
fcis-30617	35	36	customer	customer	NOUN
fcis-30617	35	37	's	's	PART
fcis-30617	35	38	information	information	NOUN
fcis-30617	35	39	may	may	AUX
fcis-30617	35	40	appear	appear	VERB
fcis-30617	35	41	multiple	multiple	ADJ
fcis-30617	35	42	times	time	NOUN
fcis-30617	35	43	in	in	ADP
fcis-30617	35	44	the	the	DET
fcis-30617	35	45	system	system	NOUN
fcis-30617	35	46	due	due	ADP
fcis-30617	35	47	to	to	ADP
fcis-30617	35	48	repeated	repeat	VERB
fcis-30617	35	49	entry	entry	NOUN
fcis-30617	35	50	of	of	ADP
fcis-30617	35	51	customer	customer	NOUN
fcis-30617	35	52	information	information	NOUN
fcis-30617	35	53	by	by	ADP
fcis-30617	35	54	different	different	ADJ
fcis-30617	35	55	departments	department	NOUN
fcis-30617	35	56	;	;	PUNCT
fcis-30617	35	57	in	in	ADP
fcis-30617	35	58	the	the	DET
fcis-30617	35	59	data	datum	NOUN
fcis-30617	35	60	obtained	obtain	VERB
fcis-30617	35	61	by	by	ADP
fcis-30617	35	62	web	web	NOUN
fcis-30617	35	63	crawlers	crawler	NOUN
fcis-30617	35	64	,	,	PUNCT
fcis-30617	35	65	a	a	DET
fcis-30617	35	66	large	large	ADJ
fcis-30617	35	67	amount	amount	NOUN
fcis-30617	35	68	of	of	ADP
fcis-30617	35	69	duplicate	duplicate	ADJ
fcis-30617	35	70	web	web	NOUN
fcis-30617	35	71	page	page	NOUN
fcis-30617	35	72	content	content	NOUN
fcis-30617	35	73	may	may	AUX
fcis-30617	35	74	appear	appear	VERB
fcis-30617	35	75	due	due	ADJ
fcis-30617	35	76	to	to	ADP
fcis-30617	35	77	repeated	repeat	VERB
fcis-30617	35	78	crawling	crawling	NOUN
fcis-30617	35	79	of	of	ADP
fcis-30617	35	80	web	web	NOUN
fcis-30617	35	81	pages	page	NOUN
fcis-30617	35	82	[	[	X
fcis-30617	35	83	7	7	NUM
fcis-30617	35	84	]	]	PUNCT
fcis-30617	35	85	.	.	PUNCT
fcis-30617	36	1	duplicate	duplicate	ADJ
fcis-30617	36	2	data	datum	NOUN
fcis-30617	36	3	not	not	PART
fcis-30617	36	4	only	only	ADV
fcis-30617	36	5	wastes	waste	VERB
fcis-30617	36	6	resources	resource	NOUN
fcis-30617	36	7	,	,	PUNCT
fcis-30617	36	8	but	but	CCONJ
fcis-30617	36	9	also	also	ADV
fcis-30617	36	10	may	may	AUX
fcis-30617	36	11	affect	affect	VERB
fcis-30617	36	12	the	the	DET
fcis-30617	36	13	accuracy	accuracy	NOUN
fcis-30617	36	14	of	of	ADP
fcis-30617	36	15	data	datum	NOUN
fcis-30617	36	16	analysis	analysis	NOUN
fcis-30617	36	17	and	and	CCONJ
fcis-30617	36	18	cause	cause	VERB
fcis-30617	36	19	deviations	deviation	NOUN
fcis-30617	36	20	in	in	ADP
fcis-30617	36	21	analysis	analysis	NOUN
fcis-30617	36	22	results	result	NOUN
fcis-30617	36	23	.	.	PUNCT
fcis-30617	37	1	2.1.4	2.1.4	X
fcis-30617	37	2	.	.	PUNCT
fcis-30617	37	3	data	datum	NOUN
fcis-30617	37	4	inconsistency	inconsistency	NOUN
fcis-30617	37	5	data	data	NOUN
fcis-30617	37	6	inconsistency	inconsistency	NOUN
fcis-30617	37	7	refers	refer	VERB
fcis-30617	37	8	to	to	ADP
fcis-30617	37	9	different	different	ADJ
fcis-30617	37	10	forms	form	NOUN
fcis-30617	37	11	of	of	ADP
fcis-30617	37	12	data	datum	NOUN
fcis-30617	37	13	with	with	ADP
fcis-30617	37	14	the	the	DET
fcis-30617	37	15	same	same	ADJ
fcis-30617	37	16	meaning	meaning	NOUN
fcis-30617	37	17	in	in	ADP
fcis-30617	37	18	different	different	ADJ
fcis-30617	37	19	data	datum	NOUN
fcis-30617	37	20	sources	source	NOUN
fcis-30617	37	21	or	or	CCONJ
fcis-30617	37	22	different	different	ADJ
fcis-30617	37	23	parts	part	NOUN
fcis-30617	37	24	of	of	ADP
fcis-30617	37	25	the	the	DET
fcis-30617	37	26	same	same	ADJ
fcis-30617	37	27	data	datum	NOUN
fcis-30617	37	28	source	source	NOUN
fcis-30617	37	29	.	.	PUNCT
fcis-30617	38	1	this	this	PRON
fcis-30617	38	2	may	may	AUX
fcis-30617	38	3	be	be	AUX
fcis-30617	38	4	caused	cause	VERB
fcis-30617	38	5	by	by	ADP
fcis-30617	38	6	inconsistent	inconsistent	ADJ
fcis-30617	38	7	data	datum	NOUN
fcis-30617	38	8	standards	standard	NOUN
fcis-30617	38	9	and	and	CCONJ
fcis-30617	38	10	asynchronous	asynchronous	ADJ
fcis-30617	38	11	data	data	NOUN
fcis-30617	38	12	updates	update	NOUN
fcis-30617	38	13	.	.	PUNCT
fcis-30617	39	1	for	for	ADP
fcis-30617	39	2	example	example	NOUN
fcis-30617	39	3	,	,	PUNCT
fcis-30617	39	4	in	in	ADP
fcis-30617	39	5	multiple	multiple	ADJ
fcis-30617	39	6	business	business	NOUN
fcis-30617	39	7	systems	system	NOUN
fcis-30617	39	8	of	of	ADP
fcis-30617	39	9	an	an	DET
fcis-30617	39	10	enterprise	enterprise	NOUN
fcis-30617	39	11	,	,	PUNCT
fcis-30617	39	12	the	the	DET
fcis-30617	39	13	customer	customer	NOUN
fcis-30617	39	14	gender	gender	NOUN
fcis-30617	39	15	field	field	NOUN
fcis-30617	39	16	may	may	AUX
fcis-30617	39	17	be	be	AUX
fcis-30617	39	18	represented	represent	VERB
fcis-30617	39	19	by	by	ADP
fcis-30617	39	20	"	"	PUNCT
fcis-30617	39	21	male	male	NOUN
fcis-30617	39	22	"	"	PUNCT
fcis-30617	39	23	or	or	CCONJ
fcis-30617	39	24	"	"	PUNCT
fcis-30617	39	25	female	female	NOUN
fcis-30617	39	26	"	"	PUNCT
fcis-30617	39	27	in	in	ADP
fcis-30617	39	28	one	one	NUM
fcis-30617	39	29	system	system	NOUN
fcis-30617	39	30	and	and	CCONJ
fcis-30617	39	31	"	"	PUNCT
fcis-30617	39	32	1	1	NUM
fcis-30617	39	33	"	"	PUNCT
fcis-30617	39	34	or	or	CCONJ
fcis-30617	39	35	"	"	PUNCT
fcis-30617	39	36	0	0	NUM
fcis-30617	39	37	"	"	PUNCT
fcis-30617	39	38	in	in	ADP
fcis-30617	39	39	another	another	DET
fcis-30617	39	40	system	system	NOUN
fcis-30617	39	41	;	;	PUNCT
fcis-30617	39	42	in	in	ADP
fcis-30617	39	43	the	the	DET
fcis-30617	39	44	product	product	NOUN
fcis-30617	39	45	information	information	NOUN
fcis-30617	39	46	of	of	ADP
fcis-30617	39	47	an	an	DET
fcis-30617	39	48	e	e	NOUN
fcis-30617	39	49	-	-	NOUN
fcis-30617	39	50	commerce	commerce	NOUN
fcis-30617	39	51	platform	platform	NOUN
fcis-30617	39	52	,	,	PUNCT
fcis-30617	39	53	warehouses	warehouse	NOUN
fcis-30617	39	54	in	in	ADP
fcis-30617	39	55	different	different	ADJ
fcis-30617	39	56	regions	region	NOUN
fcis-30617	39	57	may	may	AUX
fcis-30617	39	58	have	have	VERB
fcis-30617	39	59	inconsistent	inconsistent	ADJ
fcis-30617	39	60	inventory	inventory	NOUN
fcis-30617	39	61	records	record	NOUN
fcis-30617	39	62	for	for	ADP
fcis-30617	39	63	the	the	DET
fcis-30617	39	64	same	same	ADJ
fcis-30617	39	65	product	product	NOUN
fcis-30617	39	66	.	.	PUNCT
fcis-30617	40	1	data	datum	NOUN
fcis-30617	40	2	inconsistency	inconsistency	NOUN
fcis-30617	40	3	will	will	AUX
fcis-30617	40	4	bring	bring	VERB
fcis-30617	40	5	difficulties	difficulty	NOUN
fcis-30617	40	6	to	to	ADP
fcis-30617	40	7	data	data	NOUN
fcis-30617	40	8	integration	integration	NOUN
fcis-30617	40	9	and	and	CCONJ
fcis-30617	40	10	analysis	analysis	NOUN
fcis-30617	40	11	and	and	CCONJ
fcis-30617	40	12	reduce	reduce	VERB
fcis-30617	40	13	data	datum	NOUN
fcis-30617	40	14	availability	availability	NOUN
fcis-30617	40	15	.	.	PUNCT
fcis-30617	41	1	2.2	2.2	NUM
fcis-30617	41	2	.	.	PUNCT
fcis-30617	41	3	causes	cause	NOUN
fcis-30617	41	4	of	of	ADP
fcis-30617	41	5	data	datum	NOUN
fcis-30617	41	6	quality	quality	NOUN
fcis-30617	41	7	problems	problem	NOUN
fcis-30617	41	8	2.2.1	2.2.1	NUM
fcis-30617	41	9	.	.	PUNCT
fcis-30617	41	10	problems	problem	NOUN
fcis-30617	41	11	in	in	ADP
fcis-30617	41	12	data	datum	NOUN
fcis-30617	41	13	collection	collection	NOUN
fcis-30617	41	14	during	during	ADP
fcis-30617	41	15	the	the	DET
fcis-30617	41	16	data	data	NOUN
fcis-30617	41	17	collection	collection	NOUN
fcis-30617	41	18	process	process	NOUN
fcis-30617	41	19	,	,	PUNCT
fcis-30617	41	20	the	the	DET
fcis-30617	41	21	performance	performance	NOUN
fcis-30617	41	22	and	and	CCONJ
fcis-30617	41	23	stability	stability	NOUN
fcis-30617	41	24	of	of	ADP
fcis-30617	41	25	the	the	DET
fcis-30617	41	26	equipment	equipment	NOUN
fcis-30617	41	27	have	have	VERB
fcis-30617	41	28	an	an	DET
fcis-30617	41	29	important	important	ADJ
fcis-30617	41	30	impact	impact	NOUN
fcis-30617	41	31	on	on	ADP
fcis-30617	41	32	data	datum	NOUN
fcis-30617	41	33	quality	quality	NOUN
fcis-30617	41	34	.	.	PUNCT
fcis-30617	42	1	if	if	SCONJ
fcis-30617	42	2	the	the	DET
fcis-30617	42	3	collection	collection	NOUN
fcis-30617	42	4	equipment	equipment	NOUN
fcis-30617	42	5	is	be	AUX
fcis-30617	42	6	aging	age	VERB
fcis-30617	42	7	,	,	PUNCT
fcis-30617	42	8	inaccurate	inaccurate	ADJ
fcis-30617	42	9	or	or	CCONJ
fcis-30617	42	10	fails	fail	VERB
fcis-30617	42	11	,	,	PUNCT
fcis-30617	42	12	wrong	wrong	ADJ
fcis-30617	42	13	or	or	CCONJ
fcis-30617	42	14	inaccurate	inaccurate	ADJ
fcis-30617	42	15	data	datum	NOUN
fcis-30617	42	16	may	may	AUX
fcis-30617	42	17	be	be	AUX
fcis-30617	42	18	collected	collect	VERB
fcis-30617	42	19	.	.	PUNCT
fcis-30617	43	1	for	for	ADP
fcis-30617	43	2	example	example	NOUN
fcis-30617	43	3	,	,	PUNCT
fcis-30617	43	4	if	if	SCONJ
fcis-30617	43	5	the	the	DET
fcis-30617	43	6	sensors	sensor	NOUN
fcis-30617	43	7	in	in	ADP
fcis-30617	43	8	industrial	industrial	ADJ
fcis-30617	43	9	production	production	NOUN
fcis-30617	43	10	have	have	AUX
fcis-30617	43	11	not	not	PART
fcis-30617	43	12	been	be	AUX
fcis-30617	43	13	calibrated	calibrate	VERB
fcis-30617	43	14	for	for	ADP
fcis-30617	43	15	a	a	DET
fcis-30617	43	16	long	long	ADJ
fcis-30617	43	17	time	time	NOUN
fcis-30617	43	18	,	,	PUNCT
fcis-30617	43	19	the	the	DET
fcis-30617	43	20	collected	collect	VERB
fcis-30617	43	21	production	production	NOUN
fcis-30617	43	22	parameter	parameter	NOUN
fcis-30617	43	23	data	datum	NOUN
fcis-30617	43	24	may	may	AUX
fcis-30617	43	25	deviate	deviate	VERB
fcis-30617	43	26	.	.	PUNCT
fcis-30617	44	1	in	in	ADP
fcis-30617	44	2	addition	addition	NOUN
fcis-30617	44	3	,	,	PUNCT
fcis-30617	44	4	human	human	ADJ
fcis-30617	44	5	factors	factor	NOUN
fcis-30617	44	6	can	can	AUX
fcis-30617	44	7	not	not	PART
fcis-30617	44	8	be	be	AUX
fcis-30617	44	9	ignored	ignore	VERB
fcis-30617	44	10	.	.	PUNCT
fcis-30617	45	1	for	for	ADP
fcis-30617	45	2	example	example	NOUN
fcis-30617	45	3	,	,	PUNCT
fcis-30617	45	4	if	if	SCONJ
fcis-30617	45	5	the	the	DET
fcis-30617	45	6	data	data	NOUN
fcis-30617	45	7	entry	entry	NOUN
fcis-30617	45	8	personnel	personnel	NOUN
fcis-30617	45	9	make	make	VERB
fcis-30617	45	10	mistakes	mistake	NOUN
fcis-30617	45	11	,	,	PUNCT
fcis-30617	45	12	they	they	PRON
fcis-30617	45	13	may	may	AUX
fcis-30617	45	14	enter	enter	VERB
fcis-30617	45	15	wrong	wrong	ADJ
fcis-30617	45	16	data	datum	NOUN
fcis-30617	45	17	.	.	PUNCT
fcis-30617	46	1	at	at	ADP
fcis-30617	46	2	the	the	DET
fcis-30617	46	3	same	same	ADJ
fcis-30617	46	4	time	time	NOUN
fcis-30617	46	5	,	,	PUNCT
fcis-30617	46	6	the	the	DET
fcis-30617	46	7	rationality	rationality	NOUN
fcis-30617	46	8	of	of	ADP
fcis-30617	46	9	the	the	DET
fcis-30617	46	10	data	datum	NOUN
fcis-30617	46	11	collection	collection	NOUN
fcis-30617	46	12	method	method	NOUN
fcis-30617	46	13	is	be	AUX
fcis-30617	46	14	also	also	ADV
fcis-30617	46	15	crucial	crucial	ADJ
fcis-30617	46	16	[	[	X
fcis-30617	46	17	8	8	NUM
fcis-30617	46	18	]	]	PUNCT
fcis-30617	46	19	.	.	PUNCT
fcis-30617	47	1	if	if	SCONJ
fcis-30617	47	2	the	the	DET
fcis-30617	47	3	collected	collect	VERB
fcis-30617	47	4	samples	sample	NOUN
fcis-30617	47	5	are	be	AUX
fcis-30617	47	6	not	not	PART
fcis-30617	47	7	representative	representative	ADJ
fcis-30617	47	8	or	or	CCONJ
fcis-30617	47	9	the	the	DET
fcis-30617	47	10	collection	collection	NOUN
fcis-30617	47	11	frequency	frequency	NOUN
fcis-30617	47	12	is	be	AUX
fcis-30617	47	13	unreasonable	unreasonable	ADJ
fcis-30617	47	14	,	,	PUNCT
fcis-30617	47	15	the	the	DET
fcis-30617	47	16	collected	collect	VERB
fcis-30617	47	17	data	datum	NOUN
fcis-30617	47	18	may	may	AUX
fcis-30617	47	19	not	not	PART
fcis-30617	47	20	accurately	accurately	ADV
fcis-30617	47	21	reflect	reflect	VERB
fcis-30617	47	22	the	the	DET
fcis-30617	47	23	overall	overall	ADJ
fcis-30617	47	24	situation	situation	NOUN
fcis-30617	47	25	,	,	PUNCT
fcis-30617	47	26	resulting	result	VERB
fcis-30617	47	27	in	in	ADP
fcis-30617	47	28	data	datum	NOUN
fcis-30617	47	29	quality	quality	NOUN
fcis-30617	47	30	problems	problem	NOUN
fcis-30617	47	31	.	.	PUNCT
fcis-30617	48	1	2.2.2	2.2.2	X
fcis-30617	48	2	.	.	X
fcis-30617	48	3	impact	impact	NOUN
fcis-30617	48	4	of	of	ADP
fcis-30617	48	5	data	datum	NOUN
fcis-30617	48	6	storage	storage	NOUN
fcis-30617	48	7	and	and	CCONJ
fcis-30617	48	8	transmission	transmission	NOUN
fcis-30617	48	9	process	process	NOUN
fcis-30617	48	10	during	during	ADP
fcis-30617	48	11	the	the	DET
fcis-30617	48	12	data	data	NOUN
fcis-30617	48	13	storage	storage	NOUN
fcis-30617	48	14	process	process	NOUN
fcis-30617	48	15	,	,	PUNCT
fcis-30617	48	16	the	the	DET
fcis-30617	48	17	reliability	reliability	NOUN
fcis-30617	48	18	of	of	ADP
fcis-30617	48	19	the	the	DET
fcis-30617	48	20	storage	storage	NOUN
fcis-30617	48	21	medium	medium	NOUN
fcis-30617	48	22	is	be	AUX
fcis-30617	48	23	a	a	DET
fcis-30617	48	24	key	key	ADJ
fcis-30617	48	25	factor	factor	NOUN
fcis-30617	48	26	.	.	PUNCT
fcis-30617	49	1	if	if	SCONJ
fcis-30617	49	2	the	the	DET
fcis-30617	49	3	storage	storage	NOUN
fcis-30617	49	4	device	device	NOUN
fcis-30617	49	5	has	have	VERB
fcis-30617	49	6	hardware	hardware	NOUN
fcis-30617	49	7	failures	failure	NOUN
fcis-30617	49	8	,	,	PUNCT
fcis-30617	49	9	such	such	ADJ
fcis-30617	49	10	as	as	ADP
fcis-30617	49	11	hard	hard	ADJ
fcis-30617	49	12	disk	disk	NOUN
fcis-30617	49	13	damage	damage	NOUN
fcis-30617	49	14	,	,	PUNCT
fcis-30617	49	15	memory	memory	NOUN
fcis-30617	49	16	errors	error	NOUN
fcis-30617	49	17	,	,	PUNCT
fcis-30617	49	18	etc	etc	X
fcis-30617	49	19	.	.	X
fcis-30617	49	20	,	,	PUNCT
fcis-30617	49	21	it	it	PRON
fcis-30617	49	22	may	may	AUX
fcis-30617	49	23	cause	cause	VERB
fcis-30617	49	24	data	data	NOUN
fcis-30617	49	25	loss	loss	NOUN
fcis-30617	49	26	or	or	CCONJ
fcis-30617	49	27	damage	damage	NOUN
fcis-30617	49	28	.	.	PUNCT
fcis-30617	50	1	in	in	ADP
fcis-30617	50	2	addition	addition	NOUN
fcis-30617	50	3	,	,	PUNCT
fcis-30617	50	4	the	the	DET
fcis-30617	50	5	choice	choice	NOUN
fcis-30617	50	6	of	of	ADP
fcis-30617	50	7	data	datum	NOUN
fcis-30617	50	8	storage	storage	NOUN
fcis-30617	50	9	format	format	NOUN
fcis-30617	50	10	will	will	AUX
fcis-30617	50	11	also	also	ADV
fcis-30617	50	12	affect	affect	VERB
fcis-30617	50	13	data	datum	NOUN
fcis-30617	50	14	quality	quality	NOUN
fcis-30617	50	15	.	.	PUNCT
fcis-30617	51	1	if	if	SCONJ
fcis-30617	51	2	the	the	DET
fcis-30617	51	3	storage	storage	NOUN
fcis-30617	51	4	format	format	NOUN
fcis-30617	51	5	is	be	AUX
fcis-30617	51	6	incompatible	incompatible	ADJ
fcis-30617	51	7	or	or	CCONJ
fcis-30617	51	8	non	non	ADJ
fcis-30617	51	9	-	-	ADJ
fcis-30617	51	10	standard	standard	ADJ
fcis-30617	51	11	,	,	PUNCT
fcis-30617	51	12	errors	error	NOUN
fcis-30617	51	13	may	may	AUX
fcis-30617	51	14	occur	occur	VERB
fcis-30617	51	15	when	when	SCONJ
fcis-30617	51	16	reading	read	VERB
fcis-30617	51	17	and	and	CCONJ
fcis-30617	51	18	processing	processing	NOUN
fcis-30617	51	19	data	datum	NOUN
fcis-30617	51	20	[	[	X
fcis-30617	51	21	9	9	NUM
fcis-30617	51	22	]	]	PUNCT
fcis-30617	51	23	.	.	PUNCT
fcis-30617	52	1	during	during	ADP
fcis-30617	52	2	data	data	NOUN
fcis-30617	52	3	transmission	transmission	NOUN
fcis-30617	52	4	,	,	PUNCT
fcis-30617	52	5	the	the	DET
fcis-30617	52	6	stability	stability	NOUN
fcis-30617	52	7	and	and	CCONJ
fcis-30617	52	8	security	security	NOUN
fcis-30617	52	9	of	of	ADP
fcis-30617	52	10	the	the	DET
fcis-30617	52	11	network	network	NOUN
fcis-30617	52	12	have	have	VERB
fcis-30617	52	13	an	an	DET
fcis-30617	52	14	important	important	ADJ
fcis-30617	52	15	impact	impact	NOUN
fcis-30617	52	16	on	on	ADP
fcis-30617	52	17	data	datum	NOUN
fcis-30617	52	18	quality	quality	NOUN
fcis-30617	52	19	.	.	PUNCT
fcis-30617	53	1	network	network	NOUN
fcis-30617	53	2	fluctuations	fluctuation	NOUN
fcis-30617	53	3	,	,	PUNCT
fcis-30617	53	4	interruptions	interruption	NOUN
fcis-30617	53	5	or	or	CCONJ
fcis-30617	53	6	hacker	hacker	NOUN
fcis-30617	53	7	attacks	attack	NOUN
fcis-30617	53	8	may	may	AUX
fcis-30617	53	9	cause	cause	VERB
fcis-30617	53	10	data	data	NOUN
fcis-30617	53	11	transmission	transmission	NOUN
fcis-30617	53	12	errors	error	NOUN
fcis-30617	53	13	,	,	PUNCT
fcis-30617	53	14	loss	loss	NOUN
fcis-30617	53	15	or	or	CCONJ
fcis-30617	53	16	tampering	tampering	NOUN
fcis-30617	53	17	.	.	PUNCT
fcis-30617	54	1	for	for	ADP
fcis-30617	54	2	example	example	NOUN
fcis-30617	54	3	,	,	PUNCT
fcis-30617	54	4	in	in	ADP
fcis-30617	54	5	a	a	DET
fcis-30617	54	6	cloud	cloud	ADJ
fcis-30617	54	7	storage	storage	NOUN
fcis-30617	54	8	environment	environment	NOUN
fcis-30617	54	9	,	,	PUNCT
fcis-30617	54	10	if	if	SCONJ
fcis-30617	54	11	the	the	DET
fcis-30617	54	12	network	network	NOUN
fcis-30617	54	13	is	be	AUX
fcis-30617	54	14	unstable	unstable	ADJ
fcis-30617	54	15	during	during	ADP
fcis-30617	54	16	data	datum	NOUN
fcis-30617	54	17	upload	upload	VERB
fcis-30617	54	18	and	and	CCONJ
fcis-30617	54	19	download	download	NOUN
fcis-30617	54	20	,	,	PUNCT
fcis-30617	54	21	incomplete	incomplete	ADJ
fcis-30617	54	22	data	datum	NOUN
fcis-30617	54	23	transmission	transmission	NOUN
fcis-30617	54	24	may	may	AUX
fcis-30617	54	25	occur	occur	VERB
fcis-30617	54	26	.	.	PUNCT
fcis-30617	55	1	2.2.3	2.2.3	X
fcis-30617	55	2	.	.	PUNCT
fcis-30617	55	3	insufficient	insufficient	ADJ
fcis-30617	55	4	data	datum	NOUN
fcis-30617	55	5	processing	processing	NOUN
fcis-30617	55	6	and	and	CCONJ
fcis-30617	55	7	management	management	NOUN
fcis-30617	55	8	in	in	ADP
fcis-30617	55	9	the	the	DET
fcis-30617	55	10	process	process	NOUN
fcis-30617	55	11	of	of	ADP
fcis-30617	55	12	data	datum	NOUN
fcis-30617	55	13	processing	processing	NOUN
fcis-30617	55	14	,	,	PUNCT
fcis-30617	55	15	the	the	DET
fcis-30617	55	16	accuracy	accuracy	NOUN
fcis-30617	55	17	and	and	CCONJ
fcis-30617	55	18	stability	stability	NOUN
fcis-30617	55	19	of	of	ADP
fcis-30617	55	20	the	the	DET
fcis-30617	55	21	algorithm	algorithm	NOUN
fcis-30617	55	22	are	be	AUX
fcis-30617	55	23	crucial	crucial	ADJ
fcis-30617	55	24	.	.	PUNCT
fcis-30617	56	1	if	if	SCONJ
fcis-30617	56	2	there	there	PRON
fcis-30617	56	3	are	be	VERB
fcis-30617	56	4	defects	defect	NOUN
fcis-30617	56	5	in	in	ADP
fcis-30617	56	6	the	the	DET
fcis-30617	56	7	data	data	NOUN
fcis-30617	56	8	processing	processing	NOUN
fcis-30617	56	9	algorithm	algorithm	NOUN
fcis-30617	56	10	,	,	PUNCT
fcis-30617	56	11	new	new	ADJ
fcis-30617	56	12	errors	error	NOUN
fcis-30617	56	13	may	may	AUX
fcis-30617	56	14	be	be	AUX
fcis-30617	56	15	introduced	introduce	VERB
fcis-30617	56	16	in	in	ADP
fcis-30617	56	17	the	the	DET
fcis-30617	56	18	process	process	NOUN
fcis-30617	56	19	of	of	ADP
fcis-30617	56	20	data	datum	NOUN
fcis-30617	56	21	cleaning	cleaning	NOUN
fcis-30617	56	22	,	,	PUNCT
fcis-30617	56	23	conversion	conversion	NOUN
fcis-30617	56	24	,	,	PUNCT
fcis-30617	56	25	analysis	analysis	NOUN
fcis-30617	56	26	,	,	PUNCT
fcis-30617	56	27	etc	etc	X
fcis-30617	56	28	.	.	X
fcis-30617	56	29	for	for	ADP
fcis-30617	56	30	example	example	NOUN
fcis-30617	56	31	,	,	PUNCT
fcis-30617	56	32	in	in	ADP
fcis-30617	56	33	the	the	DET
fcis-30617	56	34	data	datum	NOUN
fcis-30617	56	35	clustering	cluster	VERB
fcis-30617	56	36	algorithm	algorithm	NOUN
fcis-30617	56	37	,	,	PUNCT
fcis-30617	56	38	if	if	SCONJ
fcis-30617	56	39	the	the	DET
fcis-30617	56	40	parameter	parameter	NOUN
fcis-30617	56	41	setting	set	VERB
fcis-30617	56	42	is	be	AUX
fcis-30617	56	43	unreasonable	unreasonable	ADJ
fcis-30617	56	44	,	,	PUNCT
fcis-30617	56	45	the	the	DET
fcis-30617	56	46	clustering	clustering	ADJ
fcis-30617	56	47	results	result	NOUN
fcis-30617	56	48	may	may	AUX
fcis-30617	56	49	be	be	AUX
fcis-30617	56	50	inaccurate	inaccurate	ADJ
fcis-30617	56	51	.	.	PUNCT
fcis-30617	57	1	at	at	ADP
fcis-30617	57	2	the	the	DET
fcis-30617	57	3	same	same	ADJ
fcis-30617	57	4	time	time	NOUN
fcis-30617	57	5	,	,	PUNCT
fcis-30617	57	6	the	the	DET
fcis-30617	57	7	imperfection	imperfection	NOUN
fcis-30617	57	8	of	of	ADP
fcis-30617	57	9	the	the	DET
fcis-30617	57	10	data	data	NOUN
fcis-30617	57	11	management	management	NOUN
fcis-30617	57	12	mechanism	mechanism	NOUN
fcis-30617	57	13	will	will	AUX
fcis-30617	57	14	also	also	ADV
fcis-30617	57	15	lead	lead	VERB
fcis-30617	57	16	to	to	ADP
fcis-30617	57	17	data	datum	NOUN
fcis-30617	57	18	quality	quality	NOUN
fcis-30617	57	19	problems	problem	NOUN
fcis-30617	57	20	[	[	X
fcis-30617	57	21	10	10	NUM
fcis-30617	57	22	]	]	PUNCT
fcis-30617	57	23	.	.	PUNCT
fcis-30617	58	1	the	the	DET
fcis-30617	58	2	lack	lack	NOUN
fcis-30617	58	3	of	of	ADP
fcis-30617	58	4	an	an	DET
fcis-30617	58	5	effective	effective	ADJ
fcis-30617	58	6	data	datum	NOUN
fcis-30617	58	7	quality	quality	NOUN
fcis-30617	58	8	monitoring	monitoring	NOUN
fcis-30617	58	9	and	and	CCONJ
fcis-30617	58	10	evaluation	evaluation	NOUN
fcis-30617	58	11	system	system	NOUN
fcis-30617	58	12	makes	make	VERB
fcis-30617	58	13	it	it	PRON
fcis-30617	58	14	impossible	impossible	ADJ
fcis-30617	58	15	to	to	PART
fcis-30617	58	16	discover	discover	VERB
fcis-30617	58	17	and	and	CCONJ
fcis-30617	58	18	correct	correct	ADJ
fcis-30617	58	19	data	datum	NOUN
fcis-30617	58	20	quality	quality	NOUN
fcis-30617	58	21	problems	problem	NOUN
fcis-30617	58	22	in	in	ADP
fcis-30617	58	23	a	a	DET
fcis-30617	58	24	timely	timely	ADJ
fcis-30617	58	25	manner	manner	NOUN
fcis-30617	58	26	;	;	PUNCT
fcis-30617	58	27	the	the	DET
fcis-30617	58	28	irregular	irregular	ADJ
fcis-30617	58	29	data	data	NOUN
fcis-30617	58	30	management	management	NOUN
fcis-30617	58	31	process	process	NOUN
fcis-30617	58	32	,	,	PUNCT
fcis-30617	58	33	such	such	ADJ
fcis-30617	58	34	as	as	ADP
fcis-30617	58	35	untimely	untimely	ADJ
fcis-30617	58	36	data	datum	NOUN
fcis-30617	58	37	updates	update	NOUN
fcis-30617	58	38	and	and	CCONJ
fcis-30617	58	39	chaotic	chaotic	ADJ
fcis-30617	58	40	data	datum	NOUN
fcis-30617	58	41	authority	authority	NOUN
fcis-30617	58	42	management	management	NOUN
fcis-30617	58	43	,	,	PUNCT
fcis-30617	58	44	may	may	AUX
fcis-30617	58	45	affect	affect	VERB
fcis-30617	58	46	data	datum	NOUN
fcis-30617	58	47	quality	quality	NOUN
fcis-30617	58	48	.	.	PUNCT
fcis-30617	59	1	2.3	2.3	NUM
fcis-30617	59	2	.	.	PUNCT
fcis-30617	60	1	the	the	DET
fcis-30617	60	2	impact	impact	NOUN
fcis-30617	60	3	of	of	ADP
fcis-30617	60	4	data	datum	NOUN
fcis-30617	60	5	quality	quality	NOUN
fcis-30617	60	6	issues	issue	NOUN
fcis-30617	60	7	on	on	ADP
fcis-30617	60	8	big	big	ADJ
fcis-30617	60	9	data	datum	NOUN
fcis-30617	60	10	applications	application	NOUN
fcis-30617	60	11	2.3.1	2.3.1	NUM
fcis-30617	60	12	.	.	PUNCT
fcis-30617	60	13	increased	increase	VERB
fcis-30617	60	14	risk	risk	NOUN
fcis-30617	60	15	of	of	ADP
fcis-30617	60	16	decision	decision	NOUN
fcis-30617	60	17	-	-	PUNCT
fcis-30617	60	18	making	make	VERB
fcis-30617	60	19	errors	error	NOUN
fcis-30617	60	20	big	big	ADJ
fcis-30617	60	21	data	datum	NOUN
fcis-30617	60	22	plays	play	VERB
fcis-30617	60	23	an	an	DET
fcis-30617	60	24	important	important	ADJ
fcis-30617	60	25	role	role	NOUN
fcis-30617	60	26	in	in	ADP
fcis-30617	60	27	the	the	DET
fcis-30617	60	28	decision	decision	NOUN
fcis-30617	60	29	-	-	PUNCT
fcis-30617	60	30	making	making	NOUN
fcis-30617	60	31	of	of	ADP
fcis-30617	60	32	enterprises	enterprise	NOUN
fcis-30617	60	33	and	and	CCONJ
fcis-30617	60	34	organizations	organization	NOUN
fcis-30617	60	35	.	.	PUNCT
fcis-30617	61	1	however	however	ADV
fcis-30617	61	2	,	,	PUNCT
fcis-30617	61	3	low	low	ADJ
fcis-30617	61	4	-	-	PUNCT
fcis-30617	61	5	quality	quality	NOUN
fcis-30617	61	6	data	datum	NOUN
fcis-30617	61	7	will	will	AUX
fcis-30617	61	8	lead	lead	VERB
fcis-30617	61	9	to	to	PART
fcis-30617	61	10	inaccurate	inaccurate	ADJ
fcis-30617	61	11	analysis	analysis	NOUN
fcis-30617	61	12	results	result	NOUN
fcis-30617	61	13	,	,	PUNCT
fcis-30617	61	14	and	and	CCONJ
fcis-30617	61	15	the	the	DET
fcis-30617	61	16	decisions	decision	NOUN
fcis-30617	61	17	made	make	VERB
fcis-30617	61	18	based	base	VERB
fcis-30617	61	19	on	on	ADP
fcis-30617	61	20	these	these	DET
fcis-30617	61	21	inaccurate	inaccurate	ADJ
fcis-30617	61	22	results	result	NOUN
fcis-30617	61	23	may	may	AUX
fcis-30617	61	24	be	be	AUX
fcis-30617	61	25	far	far	ADV
fcis-30617	61	26	from	from	ADP
fcis-30617	61	27	the	the	DET
fcis-30617	61	28	actual	actual	ADJ
fcis-30617	61	29	situation	situation	NOUN
fcis-30617	61	30	,	,	PUNCT
fcis-30617	61	31	thereby	thereby	ADV
fcis-30617	61	32	increasing	increase	VERB
fcis-30617	61	33	the	the	DET
fcis-30617	61	34	risk	risk	NOUN
fcis-30617	61	35	of	of	ADP
fcis-30617	61	36	decision	decision	NOUN
fcis-30617	61	37	-	-	PUNCT
fcis-30617	61	38	making	make	VERB
fcis-30617	61	39	errors	error	NOUN
fcis-30617	61	40	[	[	X
fcis-30617	61	41	11	11	NUM
fcis-30617	61	42	]	]	PUNCT
fcis-30617	61	43	.	.	PUNCT
fcis-30617	62	1	for	for	ADP
fcis-30617	62	2	example	example	NOUN
fcis-30617	62	3	,	,	PUNCT
fcis-30617	62	4	when	when	SCONJ
fcis-30617	62	5	conducting	conduct	VERB
fcis-30617	62	6	market	market	NOUN
fcis-30617	62	7	analysis	analysis	NOUN
fcis-30617	62	8	and	and	CCONJ
fcis-30617	62	9	product	product	NOUN
fcis-30617	62	10	positioning	positioning	NOUN
fcis-30617	62	11	,	,	PUNCT
fcis-30617	62	12	if	if	SCONJ
fcis-30617	62	13	enterprises	enterprise	NOUN
fcis-30617	62	14	use	use	VERB
fcis-30617	62	15	erroneous	erroneous	ADJ
fcis-30617	62	16	or	or	CCONJ
fcis-30617	62	17	missing	missing	ADJ
fcis-30617	62	18	data	datum	NOUN
fcis-30617	62	19	,	,	PUNCT
fcis-30617	62	20	they	they	PRON
fcis-30617	62	21	may	may	AUX
fcis-30617	62	22	make	make	VERB
fcis-30617	62	23	wrong	wrong	ADJ
fcis-30617	62	24	market	market	NOUN
fcis-30617	62	25	trend	trend	NOUN
fcis-30617	62	26	judgments	judgment	NOUN
fcis-30617	62	27	and	and	CCONJ
fcis-30617	62	28	consumer	consumer	NOUN
fcis-30617	62	29	demand	demand	NOUN
fcis-30617	62	30	analysis	analysis	NOUN
fcis-30617	62	31	,	,	PUNCT
fcis-30617	62	32	which	which	PRON
fcis-30617	62	33	will	will	AUX
fcis-30617	62	34	lead	lead	VERB
fcis-30617	62	35	to	to	ADP
fcis-30617	62	36	wrong	wrong	ADJ
fcis-30617	62	37	product	product	NOUN
fcis-30617	62	38	development	development	NOUN
fcis-30617	62	39	directions	direction	NOUN
fcis-30617	62	40	and	and	CCONJ
fcis-30617	62	41	failed	fail	VERB
fcis-30617	62	42	marketing	marketing	NOUN
fcis-30617	62	43	strategies	strategy	NOUN
fcis-30617	62	44	,	,	PUNCT
fcis-30617	62	45	causing	cause	VERB
fcis-30617	62	46	huge	huge	ADJ
fcis-30617	62	47	economic	economic	ADJ
fcis-30617	62	48	losses	loss	NOUN
fcis-30617	62	49	to	to	ADP
fcis-30617	62	50	enterprises	enterprise	NOUN
fcis-30617	62	51	.	.	PUNCT
fcis-30617	63	1	2.3.2	2.3.2	NUM
fcis-30617	63	2	.	.	PUNCT
fcis-30617	63	3	unreliable	unreliable	ADJ
fcis-30617	63	4	data	datum	NOUN
fcis-30617	63	5	analysis	analysis	NOUN
fcis-30617	63	6	results	result	NOUN
fcis-30617	63	7	data	data	NOUN
fcis-30617	63	8	quality	quality	NOUN
fcis-30617	63	9	issues	issue	NOUN
fcis-30617	63	10	seriously	seriously	ADV
fcis-30617	63	11	affect	affect	VERB
fcis-30617	63	12	the	the	DET
fcis-30617	63	13	reliability	reliability	NOUN
fcis-30617	63	14	of	of	ADP
fcis-30617	63	15	data	datum	NOUN
fcis-30617	63	16	analysis	analysis	NOUN
fcis-30617	63	17	.	.	PUNCT
fcis-30617	64	1	wrong	wrong	ADJ
fcis-30617	64	2	,	,	PUNCT
fcis-30617	64	3	missing	missing	ADJ
fcis-30617	64	4	or	or	CCONJ
fcis-30617	64	5	duplicate	duplicate	ADJ
fcis-30617	64	6	data	datum	NOUN
fcis-30617	64	7	will	will	AUX
fcis-30617	64	8	interfere	interfere	VERB
fcis-30617	64	9	with	with	ADP
fcis-30617	64	10	the	the	DET
fcis-30617	64	11	operation	operation	NOUN
fcis-30617	64	12	of	of	ADP
fcis-30617	64	13	data	datum	NOUN
fcis-30617	64	14	analysis	analysis	NOUN
fcis-30617	64	15	algorithms	algorithm	NOUN
fcis-30617	64	16	,	,	PUNCT
fcis-30617	64	17	making	make	VERB
fcis-30617	64	18	the	the	DET
fcis-30617	64	19	analysis	analysis	NOUN
fcis-30617	64	20	results	result	NOUN
fcis-30617	64	21	unable	unable	ADJ
fcis-30617	64	22	to	to	PART
fcis-30617	64	23	truly	truly	ADV
fcis-30617	64	24	reflect	reflect	VERB
fcis-30617	64	25	the	the	DET
fcis-30617	64	26	inherent	inherent	ADJ
fcis-30617	64	27	laws	law	NOUN
fcis-30617	64	28	of	of	ADP
fcis-30617	64	29	the	the	DET
fcis-30617	64	30	data	datum	NOUN
fcis-30617	64	31	.	.	PUNCT
fcis-30617	65	1	for	for	ADP
fcis-30617	65	2	example	example	NOUN
fcis-30617	65	3	,	,	PUNCT
fcis-30617	65	4	in	in	ADP
fcis-30617	65	5	machine	machine	NOUN
fcis-30617	65	6	learning	learning	NOUN
fcis-30617	65	7	model	model	NOUN
fcis-30617	65	8	training	training	NOUN
fcis-30617	65	9	,	,	PUNCT
fcis-30617	65	10	if	if	SCONJ
fcis-30617	65	11	low	low	ADJ
fcis-30617	65	12	-	-	PUNCT
fcis-30617	65	13	quality	quality	NOUN
fcis-30617	65	14	data	datum	NOUN
fcis-30617	65	15	is	be	AUX
fcis-30617	65	16	used	use	VERB
fcis-30617	65	17	,	,	PUNCT
fcis-30617	65	18	the	the	DET
fcis-30617	65	19	accuracy	accuracy	NOUN
fcis-30617	65	20	of	of	ADP
fcis-30617	65	21	the	the	DET
fcis-30617	65	22	model	model	NOUN
fcis-30617	65	23	may	may	AUX
fcis-30617	65	24	decrease	decrease	VERB
fcis-30617	65	25	,	,	PUNCT
fcis-30617	65	26	the	the	DET
fcis-30617	65	27	generalization	generalization	NOUN
fcis-30617	65	28	ability	ability	NOUN
fcis-30617	65	29	may	may	AUX
fcis-30617	65	30	deteriorate	deteriorate	VERB
fcis-30617	65	31	,	,	PUNCT
fcis-30617	65	32	and	and	CCONJ
fcis-30617	65	33	accurate	accurate	ADJ
fcis-30617	65	34	prediction	prediction	NOUN
fcis-30617	65	35	and	and	CCONJ
fcis-30617	65	36	classification	classification	NOUN
fcis-30617	65	37	may	may	AUX
fcis-30617	65	38	not	not	PART
fcis-30617	65	39	be	be	AUX
fcis-30617	65	40	possible	possible	ADJ
fcis-30617	65	41	.	.	PUNCT
fcis-30617	66	1	in	in	ADP
fcis-30617	66	2	scientific	scientific	ADJ
fcis-30617	66	3	research	research	NOUN
fcis-30617	66	4	,	,	PUNCT
fcis-30617	66	5	unreliable	unreliable	ADJ
fcis-30617	66	6	data	datum	NOUN
fcis-30617	66	7	analysis	analysis	NOUN
fcis-30617	66	8	results	result	NOUN
fcis-30617	66	9	may	may	AUX
fcis-30617	66	10	mislead	mislead	VERB
fcis-30617	66	11	the	the	DET
fcis-30617	66	12	research	research	NOUN
fcis-30617	66	13	direction	direction	NOUN
fcis-30617	66	14	,	,	PUNCT
fcis-30617	66	15	waste	waste	VERB
fcis-30617	66	16	a	a	DET
fcis-30617	66	17	lot	lot	NOUN
fcis-30617	66	18	of	of	ADP
fcis-30617	66	19	scientific	scientific	ADJ
fcis-30617	66	20	research	research	NOUN
fcis-30617	66	21	resources	resource	NOUN
fcis-30617	66	22	,	,	PUNCT
fcis-30617	66	23	and	and	CCONJ
fcis-30617	66	24	hinder	hinder	VERB
fcis-30617	66	25	scientific	scientific	ADJ
fcis-30617	66	26	progress	progress	NOUN
fcis-30617	66	27	.	.	PUNCT
fcis-30617	67	1	2.3.3	2.3.3	X
fcis-30617	67	2	.	.	X
fcis-30617	67	3	waste	waste	NOUN
fcis-30617	67	4	of	of	ADP
fcis-30617	67	5	resources	resource	NOUN
fcis-30617	67	6	processing	process	VERB
fcis-30617	67	7	low	low	ADJ
fcis-30617	67	8	-	-	PUNCT
fcis-30617	67	9	quality	quality	NOUN
fcis-30617	67	10	data	datum	NOUN
fcis-30617	67	11	requires	require	VERB
fcis-30617	67	12	a	a	DET
fcis-30617	67	13	lot	lot	NOUN
fcis-30617	67	14	of	of	ADP
fcis-30617	67	15	time	time	NOUN
fcis-30617	67	16	,	,	PUNCT
fcis-30617	67	17	computing	compute	VERB
fcis-30617	67	18	resources	resource	NOUN
fcis-30617	67	19	and	and	CCONJ
fcis-30617	67	20	storage	storage	NOUN
fcis-30617	67	21	resources	resource	NOUN
fcis-30617	67	22	.	.	PUNCT
fcis-30617	68	1	enterprises	enterprise	NOUN
fcis-30617	68	2	and	and	CCONJ
fcis-30617	68	3	organizations	organization	NOUN
fcis-30617	68	4	need	need	VERB
fcis-30617	68	5	to	to	PART
fcis-30617	68	6	invest	invest	VERB
fcis-30617	68	7	additional	additional	ADJ
fcis-30617	68	8	manpower	manpower	NOUN
fcis-30617	68	9	and	and	CCONJ
fcis-30617	68	10	material	material	NOUN
fcis-30617	68	11	resources	resource	NOUN
fcis-30617	68	12	to	to	PART
fcis-30617	68	13	clean	clean	VERB
fcis-30617	68	14	and	and	CCONJ
fcis-30617	68	15	repair	repair	NOUN
fcis-30617	68	16	data	datum	NOUN
fcis-30617	68	17	,	,	PUNCT
fcis-30617	68	18	which	which	PRON
fcis-30617	68	19	is	be	AUX
fcis-30617	68	20	undoubtedly	undoubtedly	ADV
fcis-30617	68	21	a	a	DET
fcis-30617	68	22	waste	waste	NOUN
fcis-30617	68	23	of	of	ADP
fcis-30617	68	24	resources	resource	NOUN
fcis-30617	68	25	.	.	PUNCT
fcis-30617	69	1	for	for	ADP
fcis-30617	69	2	example	example	NOUN
fcis-30617	69	3	,	,	PUNCT
fcis-30617	69	4	in	in	ADP
fcis-30617	69	5	order	order	NOUN
fcis-30617	69	6	to	to	PART
fcis-30617	69	7	process	process	VERB
fcis-30617	69	8	duplicate	duplicate	ADJ
fcis-30617	69	9	data	datum	NOUN
fcis-30617	69	10	,	,	PUNCT
fcis-30617	69	11	a	a	DET
fcis-30617	69	12	lot	lot	NOUN
fcis-30617	69	13	of	of	ADP
fcis-30617	69	14	computing	compute	VERB
fcis-30617	69	15	resources	resource	NOUN
fcis-30617	69	16	are	be	AUX
fcis-30617	69	17	needed	need	VERB
fcis-30617	69	18	for	for	ADP
fcis-30617	69	19	data	datum	NOUN
fcis-30617	69	20	comparison	comparison	NOUN
fcis-30617	69	21	and	and	CCONJ
fcis-30617	69	22	deletion	deletion	NOUN
fcis-30617	69	23	;	;	PUNCT
fcis-30617	69	24	in	in	ADP
fcis-30617	69	25	order	order	NOUN
fcis-30617	69	26	to	to	PART
fcis-30617	69	27	fill	fill	VERB
fcis-30617	69	28	missing	missing	ADJ
fcis-30617	69	29	values	value	NOUN
fcis-30617	69	30	,	,	PUNCT
fcis-30617	69	31	complex	complex	ADJ
fcis-30617	69	32	data	datum	NOUN
fcis-30617	69	33	interpolation	interpolation	NOUN
fcis-30617	69	34	and	and	CCONJ
fcis-30617	69	35	estimation	estimation	NOUN
fcis-30617	69	36	may	may	AUX
fcis-30617	69	37	be	be	AUX
fcis-30617	69	38	required	require	VERB
fcis-30617	69	39	,	,	PUNCT
fcis-30617	69	40	which	which	PRON
fcis-30617	69	41	increases	increase	VERB
fcis-30617	69	42	the	the	DET
fcis-30617	69	43	cost	cost	NOUN
fcis-30617	69	44	of	of	ADP
fcis-30617	69	45	data	datum	NOUN
fcis-30617	69	46	processing	processing	NOUN
fcis-30617	69	47	.	.	PUNCT
fcis-30617	70	1	in	in	ADP
fcis-30617	70	2	addition	addition	NOUN
fcis-30617	70	3	,	,	PUNCT
fcis-30617	70	4	decision	decision	NOUN
fcis-30617	70	5	-	-	PUNCT
fcis-30617	70	6	making	make	VERB
fcis-30617	70	7	errors	error	NOUN
fcis-30617	70	8	and	and	CCONJ
fcis-30617	70	9	unreliable	unreliable	ADJ
fcis-30617	70	10	data	datum	NOUN
fcis-30617	70	11	analysis	analysis	NOUN
fcis-30617	70	12	results	result	NOUN
fcis-30617	70	13	caused	cause	VERB
fcis-30617	70	14	by	by	ADP
fcis-30617	70	15	data	datum	NOUN
fcis-30617	70	16	quality	quality	NOUN
fcis-30617	70	17	issues	issue	NOUN
fcis-30617	70	18	will	will	AUX
fcis-30617	70	19	also	also	ADV
fcis-30617	70	20	indirectly	indirectly	ADV
fcis-30617	70	21	cause	cause	VERB
fcis-30617	70	22	waste	waste	NOUN
fcis-30617	70	23	of	of	ADP
fcis-30617	70	24	resources	resource	NOUN
fcis-30617	70	25	,	,	PUNCT
fcis-30617	70	26	such	such	ADJ
fcis-30617	70	27	as	as	ADP
fcis-30617	70	28	ineffective	ineffective	ADJ
fcis-30617	70	29	investment	investment	NOUN
fcis-30617	70	30	made	make	VERB
fcis-30617	70	31	by	by	ADP
fcis-30617	70	32	enterprises	enterprise	NOUN
fcis-30617	70	33	due	due	ADP
fcis-30617	70	34	to	to	ADP
fcis-30617	70	35	wrong	wrong	ADJ
fcis-30617	70	36	decisions	decision	NOUN
fcis-30617	70	37	.	.	PUNCT
fcis-30617	71	1	116	116	NUM
fcis-30617	71	2	3	3	NUM
fcis-30617	71	3	.	.	PUNCT
fcis-30617	71	4	data	datum	NOUN
fcis-30617	71	5	cleaning	clean	VERB
fcis-30617	71	6	technology	technology	NOUN
fcis-30617	71	7	in	in	ADP
fcis-30617	71	8	big	big	ADJ
fcis-30617	71	9	data	datum	NOUN
fcis-30617	71	10	environment	environment	NOUN
fcis-30617	71	11	3.1	3.1	NUM
fcis-30617	71	12	.	.	PUNCT
fcis-30617	71	13	outlier	outlier	NOUN
fcis-30617	71	14	detection	detection	NOUN
fcis-30617	71	15	method	method	VERB
fcis-30617	71	16	3.1.1	3.1.1	NUM
fcis-30617	71	17	.	.	PUNCT
fcis-30617	72	1	statistical	statistical	ADJ
fcis-30617	72	2	-	-	PUNCT
fcis-30617	72	3	based	base	VERB
fcis-30617	72	4	method	method	NOUN
fcis-30617	72	5	the	the	DET
fcis-30617	72	6	statistical	statistical	ADJ
fcis-30617	72	7	outlier	outlier	NOUN
fcis-30617	72	8	detection	detection	NOUN
fcis-30617	72	9	method	method	NOUN
fcis-30617	72	10	uses	use	VERB
fcis-30617	72	11	the	the	DET
fcis-30617	72	12	statistical	statistical	ADJ
fcis-30617	72	13	characteristics	characteristic	NOUN
fcis-30617	72	14	of	of	ADP
fcis-30617	72	15	the	the	DET
fcis-30617	72	16	data	datum	NOUN
fcis-30617	72	17	to	to	PART
fcis-30617	72	18	identify	identify	VERB
fcis-30617	72	19	outliers	outlier	NOUN
fcis-30617	72	20	.	.	PUNCT
fcis-30617	73	1	among	among	ADP
fcis-30617	73	2	them	they	PRON
fcis-30617	73	3	,	,	PUNCT
fcis-30617	73	4	the	the	DET
fcis-30617	73	5	most	most	ADV
fcis-30617	73	6	commonly	commonly	ADV
fcis-30617	73	7	used	use	VERB
fcis-30617	73	8	method	method	NOUN
fcis-30617	73	9	is	be	AUX
fcis-30617	73	10	based	base	VERB
fcis-30617	73	11	on	on	ADP
fcis-30617	73	12	the	the	DET
fcis-30617	73	13	mean	mean	ADJ
fcis-30617	73	14	and	and	CCONJ
fcis-30617	73	15	standard	standard	ADJ
fcis-30617	73	16	deviation	deviation	NOUN
fcis-30617	73	17	[	[	X
fcis-30617	73	18	12	12	NUM
fcis-30617	73	19	]	]	PUNCT
fcis-30617	73	20	.	.	PUNCT
fcis-30617	74	1	this	this	DET
fcis-30617	74	2	method	method	NOUN
fcis-30617	74	3	assumes	assume	VERB
fcis-30617	74	4	that	that	SCONJ
fcis-30617	74	5	the	the	DET
fcis-30617	74	6	data	data	NOUN
fcis-30617	74	7	follows	follow	VERB
fcis-30617	74	8	a	a	DET
fcis-30617	74	9	normal	normal	ADJ
fcis-30617	74	10	distribution	distribution	NOUN
fcis-30617	74	11	.	.	PUNCT
fcis-30617	75	1	according	accord	VERB
fcis-30617	75	2	to	to	ADP
fcis-30617	75	3	the	the	DET
fcis-30617	75	4	properties	property	NOUN
fcis-30617	75	5	of	of	ADP
fcis-30617	75	6	the	the	DET
fcis-30617	75	7	normal	normal	ADJ
fcis-30617	75	8	distribution	distribution	NOUN
fcis-30617	75	9	,	,	PUNCT
fcis-30617	75	10	most	most	ADJ
fcis-30617	75	11	of	of	ADP
fcis-30617	75	12	the	the	DET
fcis-30617	75	13	data	datum	NOUN
fcis-30617	75	14	should	should	AUX
fcis-30617	75	15	be	be	AUX
fcis-30617	75	16	concentrated	concentrate	VERB
fcis-30617	75	17	near	near	ADP
fcis-30617	75	18	the	the	DET
fcis-30617	75	19	mean	mean	NOUN
fcis-30617	75	20	,	,	PUNCT
fcis-30617	75	21	and	and	CCONJ
fcis-30617	75	22	data	datum	NOUN
fcis-30617	75	23	points	point	NOUN
fcis-30617	75	24	that	that	PRON
fcis-30617	75	25	deviate	deviate	VERB
fcis-30617	75	26	from	from	ADP
fcis-30617	75	27	the	the	DET
fcis-30617	75	28	mean	mean	NOUN
fcis-30617	75	29	by	by	ADP
fcis-30617	75	30	more	more	ADJ
fcis-30617	75	31	than	than	ADP
fcis-30617	75	32	a	a	DET
fcis-30617	75	33	certain	certain	ADJ
fcis-30617	75	34	multiple	multiple	NOUN
fcis-30617	75	35	of	of	ADP
fcis-30617	75	36	the	the	DET
fcis-30617	75	37	standard	standard	ADJ
fcis-30617	75	38	deviation	deviation	NOUN
fcis-30617	75	39	are	be	AUX
fcis-30617	75	40	considered	consider	VERB
fcis-30617	75	41	outliers	outlier	NOUN
fcis-30617	75	42	.	.	PUNCT
fcis-30617	76	1	for	for	ADP
fcis-30617	76	2	example	example	NOUN
fcis-30617	76	3	,	,	PUNCT
fcis-30617	76	4	in	in	ADP
fcis-30617	76	5	a	a	DET
fcis-30617	76	6	data	data	NOUN
fcis-30617	76	7	set	set	VERB
fcis-30617	76	8	,	,	PUNCT
fcis-30617	76	9	,	,	PUNCT
fcis-30617	76	10	⋯	⋯	PROPN
fcis-30617	76	11	,	,	PUNCT
fcis-30617	76	12	,	,	PUNCT
fcis-30617	76	13	calculate	calculate	VERB
fcis-30617	76	14	its	its	PRON
fcis-30617	76	15	mean	mean	ADJ
fcis-30617	76	16	and	and	CCONJ
fcis-30617	76	17	standard	standard	ADJ
fcis-30617	76	18	deviation	deviation	NOUN
fcis-30617	76	19	.	.	PUNCT
fcis-30617	77	1	for	for	ADP
fcis-30617	77	2	data	data	NOUN
fcis-30617	77	3	point	point	NOUN
fcis-30617	77	4	,	,	PUNCT
fcis-30617	77	5	if	if	SCONJ
fcis-30617	77	6	|	|	ADV
fcis-30617	77	7	|	|	INTJ
fcis-30617	77	8	(	(	PUNCT
fcis-30617	77	9	is	be	AUX
fcis-30617	77	10	a	a	DET
fcis-30617	77	11	constant	constant	ADJ
fcis-30617	77	12	,	,	PUNCT
fcis-30617	77	13	usually	usually	ADV
fcis-30617	77	14	2	2	NUM
fcis-30617	77	15	or	or	CCONJ
fcis-30617	77	16	3	3	NUM
fcis-30617	77	17	)	)	PUNCT
fcis-30617	77	18	,	,	PUNCT
fcis-30617	77	19	then	then	ADV
fcis-30617	77	20	can	can	AUX
fcis-30617	77	21	be	be	AUX
fcis-30617	77	22	considered	consider	VERB
fcis-30617	77	23	an	an	DET
fcis-30617	77	24	outlier	outlier	NOUN
fcis-30617	77	25	.	.	PUNCT
fcis-30617	78	1	another	another	DET
fcis-30617	78	2	statistical	statistical	ADJ
fcis-30617	78	3	method	method	NOUN
fcis-30617	78	4	is	be	AUX
fcis-30617	78	5	based	base	VERB
fcis-30617	78	6	on	on	ADP
fcis-30617	78	7	the	the	DET
fcis-30617	78	8	interquartile	interquartile	ADJ
fcis-30617	78	9	range	range	NOUN
fcis-30617	78	10	(	(	PUNCT
fcis-30617	78	11	iqr	iqr	NOUN
fcis-30617	78	12	)	)	PUNCT
fcis-30617	78	13	method	method	NOUN
fcis-30617	78	14	.	.	PUNCT
fcis-30617	79	1	first	first	ADV
fcis-30617	79	2	,	,	PUNCT
fcis-30617	79	3	calculate	calculate	VERB
fcis-30617	79	4	the	the	DET
fcis-30617	79	5	first	first	ADJ
fcis-30617	79	6	quartile	quartile	NOUN
fcis-30617	79	7	and	and	CCONJ
fcis-30617	79	8	the	the	DET
fcis-30617	79	9	third	third	ADJ
fcis-30617	79	10	quartile	quartile	NOUN
fcis-30617	79	11	of	of	ADP
fcis-30617	79	12	the	the	DET
fcis-30617	79	13	data	datum	NOUN
fcis-30617	79	14	,	,	PUNCT
fcis-30617	79	15	iqr	iqr	PROPN
fcis-30617	79	16	.	.	PUNCT
fcis-30617	80	1	then	then	ADV
fcis-30617	80	2	determine	determine	VERB
fcis-30617	80	3	the	the	DET
fcis-30617	80	4	boundaries	boundary	NOUN
fcis-30617	80	5	of	of	ADP
fcis-30617	80	6	the	the	DET
fcis-30617	80	7	outliers	outlier	NOUN
fcis-30617	80	8	,	,	PUNCT
fcis-30617	80	9	with	with	ADP
fcis-30617	80	10	the	the	DET
fcis-30617	80	11	lower	low	ADJ
fcis-30617	80	12	limit	limit	NOUN
fcis-30617	80	13	being	be	AUX
fcis-30617	80	14	1.5	1.5	NUM
fcis-30617	80	15	and	and	CCONJ
fcis-30617	80	16	the	the	DET
fcis-30617	80	17	upper	upper	ADJ
fcis-30617	80	18	limit	limit	NOUN
fcis-30617	80	19	being	be	AUX
fcis-30617	80	20	1.5	1.5	NUM
fcis-30617	80	21	.	.	PUNCT
fcis-30617	81	1	data	datum	NOUN
fcis-30617	81	2	points	point	NOUN
fcis-30617	81	3	outside	outside	ADP
fcis-30617	81	4	this	this	DET
fcis-30617	81	5	boundary	boundary	NOUN
fcis-30617	81	6	are	be	AUX
fcis-30617	81	7	considered	consider	VERB
fcis-30617	81	8	outliers	outlier	NOUN
fcis-30617	81	9	.	.	PUNCT
fcis-30617	82	1	this	this	DET
fcis-30617	82	2	method	method	NOUN
fcis-30617	82	3	has	have	VERB
fcis-30617	82	4	no	no	DET
fcis-30617	82	5	strict	strict	ADJ
fcis-30617	82	6	requirements	requirement	NOUN
fcis-30617	82	7	on	on	ADP
fcis-30617	82	8	the	the	DET
fcis-30617	82	9	distribution	distribution	NOUN
fcis-30617	82	10	of	of	ADP
fcis-30617	82	11	data	datum	NOUN
fcis-30617	82	12	and	and	CCONJ
fcis-30617	82	13	is	be	AUX
fcis-30617	82	14	applicable	applicable	ADJ
fcis-30617	82	15	to	to	ADP
fcis-30617	82	16	many	many	ADJ
fcis-30617	82	17	types	type	NOUN
fcis-30617	82	18	of	of	ADP
fcis-30617	82	19	data	datum	NOUN
fcis-30617	82	20	.	.	PUNCT
fcis-30617	83	1	3.1.2	3.1.2	NUM
fcis-30617	83	2	.	.	PUNCT
fcis-30617	83	3	distance	distance	NOUN
fcis-30617	83	4	-	-	PUNCT
fcis-30617	83	5	based	base	VERB
fcis-30617	83	6	methods	method	NOUN
fcis-30617	83	7	distance	distance	NOUN
fcis-30617	83	8	-	-	PUNCT
fcis-30617	83	9	based	base	VERB
fcis-30617	83	10	outlier	outlier	NOUN
fcis-30617	83	11	detection	detection	NOUN
fcis-30617	83	12	methods	method	NOUN
fcis-30617	83	13	determine	determine	VERB
fcis-30617	83	14	whether	whether	SCONJ
fcis-30617	83	15	they	they	PRON
fcis-30617	83	16	are	be	AUX
fcis-30617	83	17	outliers	outlier	NOUN
fcis-30617	83	18	by	by	ADP
fcis-30617	83	19	calculating	calculate	VERB
fcis-30617	83	20	the	the	DET
fcis-30617	83	21	distance	distance	NOUN
fcis-30617	83	22	between	between	ADP
fcis-30617	83	23	data	datum	NOUN
fcis-30617	83	24	points	point	NOUN
fcis-30617	83	25	(	(	PUNCT
fcis-30617	83	26	figure	figure	NOUN
fcis-30617	83	27	1	1	NUM
fcis-30617	83	28	)	)	PUNCT
fcis-30617	83	29	.	.	PUNCT
fcis-30617	84	1	common	common	ADJ
fcis-30617	84	2	distance	distance	NOUN
fcis-30617	84	3	measurement	measurement	NOUN
fcis-30617	84	4	methods	method	NOUN
fcis-30617	84	5	include	include	VERB
fcis-30617	84	6	euclidean	euclidean	ADJ
fcis-30617	84	7	distance	distance	NOUN
fcis-30617	84	8	,	,	PUNCT
fcis-30617	84	9	manhattan	manhattan	PROPN
fcis-30617	84	10	distance	distance	NOUN
fcis-30617	84	11	,	,	PUNCT
fcis-30617	84	12	etc	etc	X
fcis-30617	84	13	.	.	X
fcis-30617	84	14	for	for	ADP
fcis-30617	84	15	a	a	DET
fcis-30617	84	16	given	give	VERB
fcis-30617	84	17	data	data	NOUN
fcis-30617	84	18	point	point	NOUN
fcis-30617	84	19	,	,	PUNCT
fcis-30617	84	20	calculate	calculate	VERB
fcis-30617	84	21	its	its	PRON
fcis-30617	84	22	distance	distance	NOUN
fcis-30617	84	23	to	to	ADP
fcis-30617	84	24	other	other	ADJ
fcis-30617	84	25	data	data	NOUN
fcis-30617	84	26	points	point	NOUN
fcis-30617	84	27	.	.	PUNCT
fcis-30617	85	1	if	if	SCONJ
fcis-30617	85	2	the	the	DET
fcis-30617	85	3	distance	distance	NOUN
fcis-30617	85	4	between	between	ADP
fcis-30617	85	5	the	the	DET
fcis-30617	85	6	data	data	NOUN
fcis-30617	85	7	point	point	NOUN
fcis-30617	85	8	and	and	CCONJ
fcis-30617	85	9	most	most	ADJ
fcis-30617	85	10	of	of	ADP
fcis-30617	85	11	the	the	DET
fcis-30617	85	12	data	data	NOUN
fcis-30617	85	13	points	point	NOUN
fcis-30617	85	14	is	be	AUX
fcis-30617	85	15	greater	great	ADJ
fcis-30617	85	16	than	than	ADP
fcis-30617	85	17	a	a	DET
fcis-30617	85	18	certain	certain	ADJ
fcis-30617	85	19	threshold	threshold	NOUN
fcis-30617	85	20	,	,	PUNCT
fcis-30617	85	21	it	it	PRON
fcis-30617	85	22	is	be	AUX
fcis-30617	85	23	considered	consider	VERB
fcis-30617	85	24	an	an	DET
fcis-30617	85	25	outlier	outlier	NOUN
fcis-30617	85	26	.	.	PUNCT
fcis-30617	86	1	fig	fig	NOUN
fcis-30617	86	2	1	1	NUM
fcis-30617	86	3	.	.	PUNCT
fcis-30617	86	4	distance	distance	NOUN
fcis-30617	86	5	-	-	PUNCT
fcis-30617	86	6	based	base	VERB
fcis-30617	86	7	outlier	outlier	NOUN
fcis-30617	86	8	detection	detection	NOUN
fcis-30617	86	9	method	method	NOUN
fcis-30617	86	10	for	for	ADP
fcis-30617	86	11	example	example	NOUN
fcis-30617	86	12	,	,	PUNCT
fcis-30617	86	13	in	in	ADP
fcis-30617	86	14	a	a	DET
fcis-30617	86	15	two	two	NUM
fcis-30617	86	16	-	-	PUNCT
fcis-30617	86	17	dimensional	dimensional	ADJ
fcis-30617	86	18	data	datum	NOUN
fcis-30617	86	19	set	set	VERB
fcis-30617	86	20	,	,	PUNCT
fcis-30617	86	21	,	,	PUNCT
fcis-30617	86	22	for	for	ADP
fcis-30617	86	23	a	a	DET
fcis-30617	86	24	data	data	NOUN
fcis-30617	86	25	point	point	NOUN
fcis-30617	86	26	,	,	PUNCT
fcis-30617	86	27	,	,	PUNCT
fcis-30617	86	28	calculate	calculate	VERB
fcis-30617	86	29	its	its	PRON
fcis-30617	86	30	euclidean	euclidean	ADJ
fcis-30617	86	31	distance	distance	NOUN
fcis-30617	86	32	,	,	PUNCT
fcis-30617	86	33	with	with	ADP
fcis-30617	86	34	other	other	ADJ
fcis-30617	86	35	data	data	NOUN
fcis-30617	86	36	points	point	NOUN
fcis-30617	86	37	,	,	PUNCT
fcis-30617	86	38	.	.	PUNCT
fcis-30617	87	1	set	set	VERB
fcis-30617	87	2	a	a	DET
fcis-30617	87	3	distance	distance	NOUN
fcis-30617	87	4	threshold	threshold	NOUN
fcis-30617	87	5	,	,	PUNCT
fcis-30617	87	6	if	if	SCONJ
fcis-30617	87	7	the	the	DET
fcis-30617	87	8	distance	distance	NOUN
fcis-30617	87	9	between	between	ADP
fcis-30617	87	10	data	datum	NOUN
fcis-30617	87	11	point	point	NOUN
fcis-30617	87	12	and	and	CCONJ
fcis-30617	87	13	more	more	ADJ
fcis-30617	87	14	than	than	ADP
fcis-30617	87	15	a	a	DET
fcis-30617	87	16	certain	certain	ADJ
fcis-30617	87	17	proportion	proportion	NOUN
fcis-30617	87	18	(	(	PUNCT
fcis-30617	87	19	such	such	ADJ
fcis-30617	87	20	as	as	ADP
fcis-30617	87	21	90	90	NUM
fcis-30617	87	22	%	%	NOUN
fcis-30617	87	23	)	)	PUNCT
fcis-30617	87	24	of	of	ADP
fcis-30617	87	25	data	datum	NOUN
fcis-30617	87	26	points	point	NOUN
fcis-30617	87	27	is	be	AUX
fcis-30617	87	28	greater	great	ADJ
fcis-30617	87	29	than	than	ADP
fcis-30617	87	30	,	,	PUNCT
fcis-30617	87	31	then	then	ADV
fcis-30617	87	32	is	be	AUX
fcis-30617	87	33	judged	judge	VERB
fcis-30617	87	34	as	as	ADP
fcis-30617	87	35	an	an	DET
fcis-30617	87	36	outlier	outlier	NOUN
fcis-30617	87	37	.	.	PUNCT
fcis-30617	88	1	distance	distance	NOUN
fcis-30617	88	2	-	-	PUNCT
fcis-30617	88	3	based	base	VERB
fcis-30617	88	4	methods	method	NOUN
fcis-30617	88	5	are	be	AUX
fcis-30617	88	6	intuitive	intuitive	ADJ
fcis-30617	88	7	and	and	CCONJ
fcis-30617	88	8	easy	easy	ADJ
fcis-30617	88	9	to	to	PART
fcis-30617	88	10	understand	understand	VERB
fcis-30617	88	11	,	,	PUNCT
fcis-30617	88	12	but	but	CCONJ
fcis-30617	88	13	the	the	DET
fcis-30617	88	14	amount	amount	NOUN
fcis-30617	88	15	of	of	ADP
fcis-30617	88	16	calculation	calculation	NOUN
fcis-30617	88	17	is	be	AUX
fcis-30617	88	18	large	large	ADJ
fcis-30617	88	19	,	,	PUNCT
fcis-30617	88	20	especially	especially	ADV
fcis-30617	88	21	in	in	ADP
fcis-30617	88	22	high	high	ADJ
fcis-30617	88	23	-	-	PUNCT
fcis-30617	88	24	dimensional	dimensional	ADJ
fcis-30617	88	25	data	datum	NOUN
fcis-30617	88	26	sets	set	NOUN
fcis-30617	88	27	,	,	PUNCT
fcis-30617	88	28	the	the	DET
fcis-30617	88	29	complexity	complexity	NOUN
fcis-30617	88	30	of	of	ADP
fcis-30617	88	31	distance	distance	NOUN
fcis-30617	88	32	calculation	calculation	NOUN
fcis-30617	88	33	will	will	AUX
fcis-30617	88	34	increase	increase	VERB
fcis-30617	88	35	significantly	significantly	ADV
fcis-30617	88	36	.	.	PUNCT
fcis-30617	89	1	3.1.3	3.1.3	X
fcis-30617	89	2	.	.	PUNCT
fcis-30617	89	3	density	density	NOUN
fcis-30617	89	4	-	-	PUNCT
fcis-30617	89	5	based	base	VERB
fcis-30617	89	6	methods	method	NOUN
fcis-30617	89	7	density	density	NOUN
fcis-30617	89	8	-	-	PUNCT
fcis-30617	89	9	based	base	VERB
fcis-30617	89	10	outlier	outlier	NOUN
fcis-30617	89	11	detection	detection	NOUN
fcis-30617	89	12	methods	method	NOUN
fcis-30617	89	13	consider	consider	VERB
fcis-30617	89	14	outliers	outlier	NOUN
fcis-30617	89	15	to	to	PART
fcis-30617	89	16	be	be	AUX
fcis-30617	89	17	data	data	NOUN
fcis-30617	89	18	points	point	NOUN
fcis-30617	89	19	located	locate	VERB
fcis-30617	89	20	in	in	ADP
fcis-30617	89	21	low	low	ADJ
fcis-30617	89	22	-	-	PUNCT
fcis-30617	89	23	density	density	NOUN
fcis-30617	89	24	areas	area	NOUN
fcis-30617	89	25	(	(	PUNCT
fcis-30617	89	26	figure	figure	NOUN
fcis-30617	89	27	2	2	NUM
fcis-30617	89	28	)	)	PUNCT
fcis-30617	89	29	.	.	PUNCT
fcis-30617	90	1	among	among	ADP
fcis-30617	90	2	them	they	PRON
fcis-30617	90	3	,	,	PUNCT
fcis-30617	90	4	the	the	DET
fcis-30617	90	5	dbscan	dbscan	NOUN
fcis-30617	90	6	(	(	PUNCT
fcis-30617	90	7	density	density	NOUN
fcis-30617	90	8	-	-	PUNCT
fcis-30617	90	9	based	base	VERB
fcis-30617	90	10	spatial	spatial	ADJ
fcis-30617	90	11	clustering	clustering	NOUN
fcis-30617	90	12	of	of	ADP
fcis-30617	90	13	applications	application	NOUN
fcis-30617	90	14	with	with	ADP
fcis-30617	90	15	noise	noise	NOUN
fcis-30617	90	16	)	)	PUNCT
fcis-30617	90	17	algorithm	algorithm	NOUN
fcis-30617	90	18	is	be	AUX
fcis-30617	90	19	a	a	DET
fcis-30617	90	20	typical	typical	ADJ
fcis-30617	90	21	density	density	NOUN
fcis-30617	90	22	-	-	PUNCT
fcis-30617	90	23	based	base	VERB
fcis-30617	90	24	method	method	NOUN
fcis-30617	90	25	.	.	PUNCT
fcis-30617	91	1	the	the	DET
fcis-30617	91	2	algorithm	algorithm	NOUN
fcis-30617	91	3	identifies	identify	VERB
fcis-30617	91	4	clusters	cluster	NOUN
fcis-30617	91	5	and	and	CCONJ
fcis-30617	91	6	outliers	outlier	NOUN
fcis-30617	91	7	in	in	ADP
fcis-30617	91	8	the	the	DET
fcis-30617	91	9	data	datum	NOUN
fcis-30617	91	10	by	by	ADP
fcis-30617	91	11	defining	define	VERB
fcis-30617	91	12	core	core	NOUN
fcis-30617	91	13	points	point	NOUN
fcis-30617	91	14	,	,	PUNCT
fcis-30617	91	15	boundary	boundary	ADJ
fcis-30617	91	16	points	point	NOUN
fcis-30617	91	17	,	,	PUNCT
fcis-30617	91	18	and	and	CCONJ
fcis-30617	91	19	noise	noise	NOUN
fcis-30617	91	20	points	point	NOUN
fcis-30617	91	21	.	.	PUNCT
fcis-30617	92	1	a	a	DET
fcis-30617	92	2	core	core	NOUN
fcis-30617	92	3	point	point	NOUN
fcis-30617	92	4	is	be	AUX
fcis-30617	92	5	a	a	DET
fcis-30617	92	6	data	data	NOUN
fcis-30617	92	7	point	point	NOUN
fcis-30617	92	8	that	that	PRON
fcis-30617	92	9	contains	contain	VERB
fcis-30617	92	10	at	at	ADP
fcis-30617	92	11	least	least	ADJ
fcis-30617	92	12	minpts	minpt	NOUN
fcis-30617	92	13	data	datum	NOUN
fcis-30617	92	14	points	point	NOUN
fcis-30617	92	15	within	within	ADP
fcis-30617	92	16	a	a	DET
fcis-30617	92	17	certain	certain	ADJ
fcis-30617	92	18	radius	radius	NOUN
fcis-30617	92	19	ϵ	ϵ	NOUN
fcis-30617	92	20	;	;	PUNCT
fcis-30617	92	21	a	a	DET
fcis-30617	92	22	boundary	boundary	ADJ
fcis-30617	92	23	point	point	NOUN
fcis-30617	92	24	is	be	AUX
fcis-30617	92	25	a	a	DET
fcis-30617	92	26	data	data	NOUN
fcis-30617	92	27	point	point	NOUN
fcis-30617	92	28	that	that	PRON
fcis-30617	92	29	is	be	AUX
fcis-30617	92	30	within	within	ADP
fcis-30617	92	31	the	the	DET
fcis-30617	92	32	neighborhood	neighborhood	NOUN
fcis-30617	92	33	of	of	ADP
fcis-30617	92	34	a	a	DET
fcis-30617	92	35	core	core	NOUN
fcis-30617	92	36	point	point	NOUN
fcis-30617	92	37	,	,	PUNCT
fcis-30617	92	38	but	but	CCONJ
fcis-30617	92	39	the	the	DET
fcis-30617	92	40	number	number	NOUN
fcis-30617	92	41	of	of	ADP
fcis-30617	92	42	data	datum	NOUN
fcis-30617	92	43	points	point	NOUN
fcis-30617	92	44	in	in	ADP
fcis-30617	92	45	its	its	PRON
fcis-30617	92	46	own	own	ADJ
fcis-30617	92	47	neighborhood	neighborhood	NOUN
fcis-30617	92	48	is	be	AUX
fcis-30617	92	49	less	less	ADJ
fcis-30617	92	50	than	than	ADP
fcis-30617	92	51	minpts	minpt	NOUN
fcis-30617	92	52	;	;	PUNCT
fcis-30617	92	53	a	a	DET
fcis-30617	92	54	noise	noise	NOUN
fcis-30617	92	55	point	point	NOUN
fcis-30617	92	56	is	be	AUX
fcis-30617	92	57	a	a	DET
fcis-30617	92	58	data	data	NOUN
fcis-30617	92	59	point	point	NOUN
fcis-30617	92	60	that	that	PRON
fcis-30617	92	61	is	be	AUX
fcis-30617	92	62	neither	neither	CCONJ
fcis-30617	92	63	a	a	DET
fcis-30617	92	64	core	core	NOUN
fcis-30617	92	65	point	point	NOUN
fcis-30617	92	66	nor	nor	CCONJ
fcis-30617	92	67	a	a	DET
fcis-30617	92	68	boundary	boundary	ADJ
fcis-30617	92	69	point	point	NOUN
fcis-30617	92	70	,	,	PUNCT
fcis-30617	92	71	and	and	CCONJ
fcis-30617	92	72	is	be	AUX
fcis-30617	92	73	usually	usually	ADV
fcis-30617	92	74	regarded	regard	VERB
fcis-30617	92	75	as	as	ADP
fcis-30617	92	76	an	an	DET
fcis-30617	92	77	outlier	outlier	NOUN
fcis-30617	92	78	.	.	PUNCT
fcis-30617	93	1	fig	fig	NOUN
fcis-30617	93	2	2	2	NUM
fcis-30617	93	3	.	.	PUNCT
fcis-30617	93	4	density	density	NOUN
fcis-30617	93	5	-	-	PUNCT
fcis-30617	93	6	based	base	VERB
fcis-30617	93	7	outlier	outlier	NOUN
fcis-30617	93	8	detection	detection	NOUN
fcis-30617	93	9	method	method	NOUN
fcis-30617	93	10	flow	flow	NOUN
fcis-30617	93	11	in	in	ADP
fcis-30617	93	12	practical	practical	ADJ
fcis-30617	93	13	applications	application	NOUN
fcis-30617	93	14	,	,	PUNCT
fcis-30617	93	15	the	the	DET
fcis-30617	93	16	dbscan	dbscan	ADJ
fcis-30617	93	17	algorithm	algorithm	NOUN
fcis-30617	93	18	can	can	AUX
fcis-30617	93	19	effectively	effectively	ADV
fcis-30617	93	20	process	process	VERB
fcis-30617	93	21	data	datum	NOUN
fcis-30617	93	22	clusters	cluster	NOUN
fcis-30617	93	23	with	with	ADP
fcis-30617	93	24	arbitrary	arbitrary	ADJ
fcis-30617	93	25	shapes	shape	NOUN
fcis-30617	93	26	and	and	CCONJ
fcis-30617	93	27	identify	identify	VERB
fcis-30617	93	28	noise	noise	NOUN
fcis-30617	93	29	points	point	NOUN
fcis-30617	93	30	,	,	PUNCT
fcis-30617	93	31	i.e.	i.e.	X
fcis-30617	93	32	outliers	outlier	NOUN
fcis-30617	93	33	.	.	PUNCT
fcis-30617	94	1	however	however	ADV
fcis-30617	94	2	,	,	PUNCT
fcis-30617	94	3	this	this	DET
fcis-30617	94	4	method	method	NOUN
fcis-30617	94	5	is	be	AUX
fcis-30617	94	6	sensitive	sensitive	ADJ
fcis-30617	94	7	to	to	ADP
fcis-30617	94	8	the	the	DET
fcis-30617	94	9	selection	selection	NOUN
fcis-30617	94	10	of	of	ADP
fcis-30617	94	11	parameters	parameter	NOUN
fcis-30617	94	12	ϵ	ϵ	X
fcis-30617	94	13	and	and	CCONJ
fcis-30617	94	14	minpts	minpt	NOUN
fcis-30617	94	15	,	,	PUNCT
fcis-30617	94	16	and	and	CCONJ
fcis-30617	94	17	different	different	ADJ
fcis-30617	94	18	parameter	parameter	NOUN
fcis-30617	94	19	settings	setting	NOUN
fcis-30617	94	20	may	may	AUX
fcis-30617	94	21	lead	lead	VERB
fcis-30617	94	22	to	to	ADP
fcis-30617	94	23	different	different	ADJ
fcis-30617	94	24	clustering	clustering	NOUN
fcis-30617	94	25	and	and	CCONJ
fcis-30617	94	26	outlier	outlier	NOUN
fcis-30617	94	27	detection	detection	NOUN
fcis-30617	94	28	results	result	NOUN
fcis-30617	94	29	.	.	PUNCT
fcis-30617	95	1	3.2	3.2	NUM
fcis-30617	95	2	.	.	PUNCT
fcis-30617	96	1	missing	miss	VERB
fcis-30617	96	2	value	value	NOUN
fcis-30617	96	3	processing	processing	NOUN
fcis-30617	96	4	technology	technology	NOUN
fcis-30617	96	5	3.2.1	3.2.1	NUM
fcis-30617	96	6	.	.	PUNCT
fcis-30617	97	1	deletion	deletion	NOUN
fcis-30617	97	2	method	method	VERB
fcis-30617	97	3	the	the	DET
fcis-30617	97	4	deletion	deletion	NOUN
fcis-30617	97	5	method	method	NOUN
fcis-30617	97	6	is	be	AUX
fcis-30617	97	7	the	the	DET
fcis-30617	97	8	simplest	simple	ADJ
fcis-30617	97	9	method	method	NOUN
fcis-30617	97	10	to	to	PART
fcis-30617	97	11	handle	handle	VERB
fcis-30617	97	12	missing	miss	VERB
fcis-30617	97	13	values	value	NOUN
fcis-30617	97	14	,	,	PUNCT
fcis-30617	97	15	which	which	PRON
fcis-30617	97	16	is	be	AUX
fcis-30617	97	17	divided	divide	VERB
fcis-30617	97	18	into	into	ADP
fcis-30617	97	19	two	two	NUM
fcis-30617	97	20	cases	case	NOUN
fcis-30617	97	21	:	:	PUNCT
fcis-30617	97	22	deleting	delete	VERB
fcis-30617	97	23	records	record	NOUN
fcis-30617	97	24	and	and	CCONJ
fcis-30617	97	25	deleting	delete	VERB
fcis-30617	97	26	variables	variable	NOUN
fcis-30617	97	27	.	.	PUNCT
fcis-30617	98	1	when	when	SCONJ
fcis-30617	98	2	the	the	DET
fcis-30617	98	3	proportion	proportion	NOUN
fcis-30617	98	4	of	of	ADP
fcis-30617	98	5	missing	miss	VERB
fcis-30617	98	6	values	value	NOUN
fcis-30617	98	7	in	in	ADP
fcis-30617	98	8	the	the	DET
fcis-30617	98	9	data	datum	NOUN
fcis-30617	98	10	set	set	VERB
fcis-30617	98	11	is	be	AUX
fcis-30617	98	12	small	small	ADJ
fcis-30617	98	13	and	and	CCONJ
fcis-30617	98	14	the	the	DET
fcis-30617	98	15	missing	miss	VERB
fcis-30617	98	16	values	value	NOUN
fcis-30617	98	17	are	be	AUX
fcis-30617	98	18	more	more	ADV
fcis-30617	98	19	dispersed	disperse	VERB
fcis-30617	98	20	in	in	ADP
fcis-30617	98	21	the	the	DET
fcis-30617	98	22	records	record	NOUN
fcis-30617	98	23	,	,	PUNCT
fcis-30617	98	24	you	you	PRON
fcis-30617	98	25	can	can	AUX
fcis-30617	98	26	consider	consider	VERB
fcis-30617	98	27	deleting	delete	VERB
fcis-30617	98	28	records	record	NOUN
fcis-30617	98	29	containing	contain	VERB
fcis-30617	98	30	missing	miss	VERB
fcis-30617	98	31	values	value	NOUN
fcis-30617	98	32	.	.	PUNCT
fcis-30617	99	1	for	for	ADP
fcis-30617	99	2	example	example	NOUN
fcis-30617	99	3	,	,	PUNCT
fcis-30617	99	4	in	in	ADP
fcis-30617	99	5	a	a	DET
fcis-30617	99	6	customer	customer	NOUN
fcis-30617	99	7	information	information	NOUN
fcis-30617	99	8	table	table	NOUN
fcis-30617	99	9	,	,	PUNCT
fcis-30617	99	10	if	if	SCONJ
fcis-30617	99	11	there	there	PRON
fcis-30617	99	12	are	be	VERB
fcis-30617	99	13	missing	miss	VERB
fcis-30617	99	14	values	value	NOUN
fcis-30617	99	15	in	in	ADP
fcis-30617	99	16	multiple	multiple	ADJ
fcis-30617	99	17	important	important	ADJ
fcis-30617	99	18	fields	field	NOUN
fcis-30617	99	19	in	in	ADP
fcis-30617	99	20	a	a	DET
fcis-30617	99	21	customer	customer	NOUN
fcis-30617	99	22	record	record	NOUN
fcis-30617	99	23	,	,	PUNCT
fcis-30617	99	24	and	and	CCONJ
fcis-30617	99	25	the	the	DET
fcis-30617	99	26	number	number	NOUN
fcis-30617	99	27	of	of	ADP
fcis-30617	99	28	such	such	ADJ
fcis-30617	99	29	records	record	NOUN
fcis-30617	99	30	is	be	AUX
fcis-30617	99	31	small	small	ADJ
fcis-30617	99	32	,	,	PUNCT
fcis-30617	99	33	deleting	delete	VERB
fcis-30617	99	34	these	these	DET
fcis-30617	99	35	records	record	NOUN
fcis-30617	99	36	will	will	AUX
fcis-30617	99	37	have	have	VERB
fcis-30617	99	38	little	little	ADJ
fcis-30617	99	39	impact	impact	NOUN
fcis-30617	99	40	on	on	ADP
fcis-30617	99	41	the	the	DET
fcis-30617	99	42	overall	overall	ADJ
fcis-30617	99	43	data	datum	NOUN
fcis-30617	99	44	analysis	analysis	NOUN
fcis-30617	99	45	.	.	PUNCT
fcis-30617	100	1	however	however	ADV
fcis-30617	100	2	,	,	PUNCT
fcis-30617	100	3	when	when	SCONJ
fcis-30617	100	4	missing	miss	VERB
fcis-30617	100	5	values	value	NOUN
fcis-30617	100	6	account	account	VERB
fcis-30617	100	7	for	for	ADP
fcis-30617	100	8	a	a	DET
fcis-30617	100	9	large	large	ADJ
fcis-30617	100	10	proportion	proportion	NOUN
fcis-30617	100	11	of	of	ADP
fcis-30617	100	12	a	a	DET
fcis-30617	100	13	variable	variable	NOUN
fcis-30617	100	14	,	,	PUNCT
fcis-30617	100	15	it	it	PRON
fcis-30617	100	16	may	may	AUX
fcis-30617	100	17	be	be	AUX
fcis-30617	100	18	more	more	ADV
fcis-30617	100	19	appropriate	appropriate	ADJ
fcis-30617	100	20	to	to	PART
fcis-30617	100	21	delete	delete	VERB
fcis-30617	100	22	the	the	DET
fcis-30617	100	23	variable	variable	NOUN
fcis-30617	100	24	.	.	PUNCT
fcis-30617	101	1	for	for	ADP
fcis-30617	101	2	example	example	NOUN
fcis-30617	101	3	,	,	PUNCT
fcis-30617	101	4	in	in	ADP
fcis-30617	101	5	a	a	DET
fcis-30617	101	6	questionnaire	questionnaire	NOUN
fcis-30617	101	7	data	datum	NOUN
fcis-30617	101	8	set	set	VERB
fcis-30617	101	9	,	,	PUNCT
fcis-30617	101	10	the	the	DET
fcis-30617	101	11	missing	miss	VERB
fcis-30617	101	12	rate	rate	NOUN
fcis-30617	101	13	of	of	ADP
fcis-30617	101	14	answers	answer	NOUN
fcis-30617	101	15	to	to	ADP
fcis-30617	101	16	a	a	DET
fcis-30617	101	17	question	question	NOUN
fcis-30617	101	18	is	be	AUX
fcis-30617	101	19	as	as	ADV
fcis-30617	101	20	high	high	ADJ
fcis-30617	101	21	as	as	ADP
fcis-30617	101	22	50	50	NUM
fcis-30617	101	23	%	%	NOUN
fcis-30617	101	24	,	,	PUNCT
fcis-30617	101	25	and	and	CCONJ
fcis-30617	101	26	the	the	DET
fcis-30617	101	27	importance	importance	NOUN
fcis-30617	101	28	of	of	ADP
fcis-30617	101	29	the	the	DET
fcis-30617	101	30	question	question	NOUN
fcis-30617	101	31	to	to	ADP
fcis-30617	101	32	the	the	DET
fcis-30617	101	33	analysis	analysis	NOUN
fcis-30617	101	34	is	be	AUX
fcis-30617	101	35	relatively	relatively	ADV
fcis-30617	101	36	low	low	ADJ
fcis-30617	101	37	.	.	PUNCT
fcis-30617	102	1	at	at	ADP
fcis-30617	102	2	this	this	DET
fcis-30617	102	3	time	time	NOUN
fcis-30617	102	4	,	,	PUNCT
fcis-30617	102	5	deleting	delete	VERB
fcis-30617	102	6	this	this	DET
fcis-30617	102	7	variable	variable	NOUN
fcis-30617	102	8	can	can	AUX
fcis-30617	102	9	reduce	reduce	VERB
fcis-30617	102	10	the	the	DET
fcis-30617	102	11	complexity	complexity	NOUN
fcis-30617	102	12	of	of	ADP
fcis-30617	102	13	data	datum	NOUN
fcis-30617	102	14	processing	processing	NOUN
fcis-30617	102	15	.	.	PUNCT
fcis-30617	103	1	however	however	ADV
fcis-30617	103	2	,	,	PUNCT
fcis-30617	103	3	the	the	DET
fcis-30617	103	4	deletion	deletion	NOUN
fcis-30617	103	5	method	method	NOUN
fcis-30617	103	6	may	may	AUX
fcis-30617	103	7	lead	lead	VERB
fcis-30617	103	8	to	to	ADP
fcis-30617	103	9	a	a	DET
fcis-30617	103	10	reduction	reduction	NOUN
fcis-30617	103	11	in	in	ADP
fcis-30617	103	12	the	the	DET
fcis-30617	103	13	amount	amount	NOUN
fcis-30617	103	14	of	of	ADP
fcis-30617	103	15	data	datum	NOUN
fcis-30617	103	16	and	and	CCONJ
fcis-30617	103	17	the	the	DET
fcis-30617	103	18	loss	loss	NOUN
fcis-30617	103	19	of	of	ADP
fcis-30617	103	20	some	some	DET
fcis-30617	103	21	information	information	NOUN
fcis-30617	103	22	,	,	PUNCT
fcis-30617	103	23	especially	especially	ADV
fcis-30617	103	24	when	when	SCONJ
fcis-30617	103	25	the	the	DET
fcis-30617	103	26	deleted	delete	VERB
fcis-30617	103	27	records	record	NOUN
fcis-30617	103	28	or	or	CCONJ
fcis-30617	103	29	variables	variable	NOUN
fcis-30617	103	30	117	117	NUM
fcis-30617	103	31	contain	contain	VERB
fcis-30617	103	32	valuable	valuable	ADJ
fcis-30617	103	33	information	information	NOUN
fcis-30617	103	34	,	,	PUNCT
fcis-30617	103	35	which	which	PRON
fcis-30617	103	36	may	may	AUX
fcis-30617	103	37	affect	affect	VERB
fcis-30617	103	38	the	the	DET
fcis-30617	103	39	accuracy	accuracy	NOUN
fcis-30617	103	40	of	of	ADP
fcis-30617	103	41	data	datum	NOUN
fcis-30617	103	42	analysis	analysis	NOUN
fcis-30617	103	43	.	.	PUNCT
fcis-30617	104	1	3.2.2	3.2.2	X
fcis-30617	104	2	.	.	X
fcis-30617	104	3	filling	fill	VERB
fcis-30617	104	4	method	method	NOUN
fcis-30617	104	5	the	the	DET
fcis-30617	104	6	filling	filling	NOUN
fcis-30617	104	7	method	method	NOUN
fcis-30617	104	8	is	be	AUX
fcis-30617	104	9	to	to	PART
fcis-30617	104	10	fill	fill	VERB
fcis-30617	104	11	the	the	DET
fcis-30617	104	12	missing	miss	VERB
fcis-30617	104	13	values	value	NOUN
fcis-30617	104	14	with	with	ADP
fcis-30617	104	15	a	a	DET
fcis-30617	104	16	certain	certain	ADJ
fcis-30617	104	17	value	value	NOUN
fcis-30617	104	18	.	.	PUNCT
fcis-30617	105	1	common	common	ADJ
fcis-30617	105	2	filling	filling	NOUN
fcis-30617	105	3	methods	method	NOUN
fcis-30617	105	4	include	include	VERB
fcis-30617	105	5	mean	mean	ADJ
fcis-30617	105	6	filling	filling	NOUN
fcis-30617	105	7	,	,	PUNCT
fcis-30617	105	8	median	median	ADJ
fcis-30617	105	9	filling	filling	NOUN
fcis-30617	105	10	,	,	PUNCT
fcis-30617	105	11	mode	mode	NOUN
fcis-30617	105	12	filling	filling	NOUN
fcis-30617	105	13	,	,	PUNCT
fcis-30617	105	14	etc	etc	X
fcis-30617	105	15	.	.	X
fcis-30617	105	16	mean	mean	VERB
fcis-30617	105	17	filling	filling	NOUN
fcis-30617	105	18	is	be	AUX
fcis-30617	105	19	to	to	PART
fcis-30617	105	20	use	use	VERB
fcis-30617	105	21	the	the	DET
fcis-30617	105	22	average	average	ADJ
fcis-30617	105	23	value	value	NOUN
fcis-30617	105	24	of	of	ADP
fcis-30617	105	25	the	the	DET
fcis-30617	105	26	non	non	ADJ
fcis-30617	105	27	-	-	ADJ
fcis-30617	105	28	missing	missing	ADJ
fcis-30617	105	29	values	value	NOUN
fcis-30617	105	30	of	of	ADP
fcis-30617	105	31	the	the	DET
fcis-30617	105	32	variable	variable	NOUN
fcis-30617	105	33	where	where	SCONJ
fcis-30617	105	34	the	the	DET
fcis-30617	105	35	missing	miss	VERB
fcis-30617	105	36	value	value	NOUN
fcis-30617	105	37	is	be	AUX
fcis-30617	105	38	located	locate	VERB
fcis-30617	105	39	as	as	ADP
fcis-30617	105	40	the	the	DET
fcis-30617	105	41	filling	filling	NOUN
fcis-30617	105	42	value	value	NOUN
fcis-30617	105	43	.	.	PUNCT
fcis-30617	106	1	for	for	ADP
fcis-30617	106	2	example	example	NOUN
fcis-30617	106	3	,	,	PUNCT
fcis-30617	106	4	for	for	ADP
fcis-30617	106	5	a	a	DET
fcis-30617	106	6	student	student	NOUN
fcis-30617	106	7	score	score	NOUN
fcis-30617	106	8	data	datum	NOUN
fcis-30617	106	9	set	set	VERB
fcis-30617	106	10	,	,	PUNCT
fcis-30617	106	11	there	there	PRON
fcis-30617	106	12	are	be	VERB
fcis-30617	106	13	missing	miss	VERB
fcis-30617	106	14	values	value	NOUN
fcis-30617	106	15	in	in	ADP
fcis-30617	106	16	a	a	DET
fcis-30617	106	17	certain	certain	ADJ
fcis-30617	106	18	course	course	NOUN
fcis-30617	106	19	score	score	NOUN
fcis-30617	106	20	.	.	PUNCT
fcis-30617	107	1	the	the	DET
fcis-30617	107	2	average	average	NOUN
fcis-30617	107	3	of	of	ADP
fcis-30617	107	4	the	the	DET
fcis-30617	107	5	scores	score	NOUN
fcis-30617	107	6	of	of	ADP
fcis-30617	107	7	other	other	ADJ
fcis-30617	107	8	students	student	NOUN
fcis-30617	107	9	in	in	ADP
fcis-30617	107	10	the	the	DET
fcis-30617	107	11	course	course	NOUN
fcis-30617	107	12	is	be	AUX
fcis-30617	107	13	calculated	calculate	VERB
fcis-30617	107	14	and	and	CCONJ
fcis-30617	107	15	the	the	DET
fcis-30617	107	16	missing	miss	VERB
fcis-30617	107	17	value	value	NOUN
fcis-30617	107	18	is	be	AUX
fcis-30617	107	19	filled	fill	VERB
fcis-30617	107	20	with	with	ADP
fcis-30617	107	21	this	this	DET
fcis-30617	107	22	average	average	ADJ
fcis-30617	107	23	value	value	NOUN
fcis-30617	107	24	.	.	PUNCT
fcis-30617	108	1	median	median	ADJ
fcis-30617	108	2	filling	filling	NOUN
fcis-30617	108	3	is	be	AUX
fcis-30617	108	4	to	to	PART
fcis-30617	108	5	fill	fill	VERB
fcis-30617	108	6	with	with	ADP
fcis-30617	108	7	the	the	DET
fcis-30617	108	8	median	median	NOUN
fcis-30617	108	9	of	of	ADP
fcis-30617	108	10	the	the	DET
fcis-30617	108	11	non	non	ADJ
fcis-30617	108	12	-	-	ADJ
fcis-30617	108	13	missing	missing	ADJ
fcis-30617	108	14	value	value	NOUN
fcis-30617	108	15	.	.	PUNCT
fcis-30617	109	1	this	this	DET
fcis-30617	109	2	method	method	NOUN
fcis-30617	109	3	can	can	AUX
fcis-30617	109	4	better	well	ADV
fcis-30617	109	5	reflect	reflect	VERB
fcis-30617	109	6	the	the	DET
fcis-30617	109	7	central	central	ADJ
fcis-30617	109	8	trend	trend	NOUN
fcis-30617	109	9	of	of	ADP
fcis-30617	109	10	the	the	DET
fcis-30617	109	11	data	datum	NOUN
fcis-30617	109	12	when	when	SCONJ
fcis-30617	109	13	there	there	PRON
fcis-30617	109	14	are	be	VERB
fcis-30617	109	15	extreme	extreme	ADJ
fcis-30617	109	16	values	value	NOUN
fcis-30617	109	17	in	in	ADP
fcis-30617	109	18	the	the	DET
fcis-30617	109	19	data	datum	NOUN
fcis-30617	109	20	.	.	PUNCT
fcis-30617	110	1	mode	mode	PROPN
fcis-30617	110	2	filling	filling	NOUN
fcis-30617	110	3	is	be	AUX
fcis-30617	110	4	suitable	suitable	ADJ
fcis-30617	110	5	for	for	ADP
fcis-30617	110	6	categorical	categorical	ADJ
fcis-30617	110	7	variables	variable	NOUN
fcis-30617	110	8	,	,	PUNCT
fcis-30617	110	9	and	and	CCONJ
fcis-30617	110	10	the	the	DET
fcis-30617	110	11	missing	miss	VERB
fcis-30617	110	12	values	value	NOUN
fcis-30617	110	13	are	be	AUX
fcis-30617	110	14	filled	fill	VERB
fcis-30617	110	15	with	with	ADP
fcis-30617	110	16	the	the	DET
fcis-30617	110	17	category	category	NOUN
fcis-30617	110	18	values	value	NOUN
fcis-30617	110	19	with	with	ADP
fcis-30617	110	20	the	the	DET
fcis-30617	110	21	highest	high	ADJ
fcis-30617	110	22	frequency	frequency	NOUN
fcis-30617	110	23	.	.	PUNCT
fcis-30617	111	1	in	in	ADP
fcis-30617	111	2	addition	addition	NOUN
fcis-30617	111	3	,	,	PUNCT
fcis-30617	111	4	more	more	ADJ
fcis-30617	111	5	complex	complex	ADJ
fcis-30617	111	6	methods	method	NOUN
fcis-30617	111	7	can	can	AUX
fcis-30617	111	8	also	also	ADV
fcis-30617	111	9	be	be	AUX
fcis-30617	111	10	used	use	VERB
fcis-30617	111	11	,	,	PUNCT
fcis-30617	111	12	such	such	ADJ
fcis-30617	111	13	as	as	ADP
fcis-30617	111	14	filling	fill	VERB
fcis-30617	111	15	based	base	VERB
fcis-30617	111	16	on	on	ADP
fcis-30617	111	17	regression	regression	NOUN
fcis-30617	111	18	models	model	NOUN
fcis-30617	111	19	.	.	PUNCT
fcis-30617	112	1	by	by	ADP
fcis-30617	112	2	establishing	establish	VERB
fcis-30617	112	3	a	a	DET
fcis-30617	112	4	regression	regression	NOUN
fcis-30617	112	5	model	model	NOUN
fcis-30617	112	6	between	between	ADP
fcis-30617	112	7	other	other	ADJ
fcis-30617	112	8	variables	variable	NOUN
fcis-30617	112	9	and	and	CCONJ
fcis-30617	112	10	the	the	DET
fcis-30617	112	11	variable	variable	NOUN
fcis-30617	112	12	where	where	SCONJ
fcis-30617	112	13	the	the	DET
fcis-30617	112	14	missing	miss	VERB
fcis-30617	112	15	value	value	NOUN
fcis-30617	112	16	is	be	AUX
fcis-30617	112	17	located	locate	VERB
fcis-30617	112	18	,	,	PUNCT
fcis-30617	112	19	using	use	VERB
fcis-30617	112	20	known	know	VERB
fcis-30617	112	21	data	datum	NOUN
fcis-30617	112	22	to	to	PART
fcis-30617	112	23	predict	predict	VERB
fcis-30617	112	24	the	the	DET
fcis-30617	112	25	missing	miss	VERB
fcis-30617	112	26	value	value	NOUN
fcis-30617	112	27	and	and	CCONJ
fcis-30617	112	28	fill	fill	VERB
fcis-30617	112	29	it	it	PRON
fcis-30617	112	30	,	,	PUNCT
fcis-30617	112	31	this	this	DET
fcis-30617	112	32	method	method	NOUN
fcis-30617	112	33	can	can	AUX
fcis-30617	112	34	better	well	ADV
fcis-30617	112	35	utilize	utilize	VERB
fcis-30617	112	36	the	the	DET
fcis-30617	112	37	correlation	correlation	NOUN
fcis-30617	112	38	between	between	ADP
fcis-30617	112	39	data	datum	NOUN
fcis-30617	112	40	,	,	PUNCT
fcis-30617	112	41	but	but	CCONJ
fcis-30617	112	42	the	the	DET
fcis-30617	112	43	computational	computational	ADJ
fcis-30617	112	44	complexity	complexity	NOUN
fcis-30617	112	45	is	be	AUX
fcis-30617	112	46	high	high	ADJ
fcis-30617	112	47	.	.	PUNCT
fcis-30617	113	1	3.2.3	3.2.3	X
fcis-30617	113	2	.	.	PUNCT
fcis-30617	113	3	multiple	multiple	ADJ
fcis-30617	113	4	imputation	imputation	NOUN
fcis-30617	113	5	method	method	NOUN
fcis-30617	113	6	multiple	multiple	ADJ
fcis-30617	113	7	imputation	imputation	NOUN
fcis-30617	113	8	method	method	NOUN
fcis-30617	113	9	is	be	AUX
fcis-30617	113	10	a	a	DET
fcis-30617	113	11	more	more	ADV
fcis-30617	113	12	complex	complex	ADJ
fcis-30617	113	13	and	and	CCONJ
fcis-30617	113	14	effective	effective	ADJ
fcis-30617	113	15	method	method	NOUN
fcis-30617	113	16	for	for	ADP
fcis-30617	113	17	handling	handle	VERB
fcis-30617	113	18	missing	miss	VERB
fcis-30617	113	19	values	value	NOUN
fcis-30617	113	20	.	.	PUNCT
fcis-30617	114	1	it	it	PRON
fcis-30617	114	2	first	first	ADV
fcis-30617	114	3	fills	fill	VERB
fcis-30617	114	4	in	in	ADP
fcis-30617	114	5	missing	miss	VERB
fcis-30617	114	6	values	value	NOUN
fcis-30617	114	7	multiple	multiple	ADJ
fcis-30617	114	8	times	time	NOUN
fcis-30617	114	9	to	to	PART
fcis-30617	114	10	generate	generate	VERB
fcis-30617	114	11	multiple	multiple	ADJ
fcis-30617	114	12	complete	complete	ADJ
fcis-30617	114	13	data	data	NOUN
fcis-30617	114	14	sets	set	NOUN
fcis-30617	114	15	.	.	PUNCT
fcis-30617	115	1	then	then	ADV
fcis-30617	115	2	each	each	DET
fcis-30617	115	3	complete	complete	ADJ
fcis-30617	115	4	data	datum	NOUN
fcis-30617	115	5	set	set	VERB
fcis-30617	115	6	is	be	AUX
fcis-30617	115	7	analyzed	analyze	VERB
fcis-30617	115	8	separately	separately	ADV
fcis-30617	115	9	,	,	PUNCT
fcis-30617	115	10	and	and	CCONJ
fcis-30617	115	11	finally	finally	ADV
fcis-30617	115	12	the	the	DET
fcis-30617	115	13	final	final	ADJ
fcis-30617	115	14	conclusion	conclusion	NOUN
fcis-30617	115	15	is	be	AUX
fcis-30617	115	16	obtained	obtain	VERB
fcis-30617	115	17	by	by	ADP
fcis-30617	115	18	combining	combine	VERB
fcis-30617	115	19	multiple	multiple	ADJ
fcis-30617	115	20	analysis	analysis	NOUN
fcis-30617	115	21	results	result	NOUN
fcis-30617	115	22	.	.	PUNCT
fcis-30617	116	1	common	common	ADJ
fcis-30617	116	2	multiple	multiple	ADJ
fcis-30617	116	3	imputation	imputation	NOUN
fcis-30617	116	4	methods	method	NOUN
fcis-30617	116	5	include	include	VERB
fcis-30617	116	6	markov	markov	NOUN
fcis-30617	116	7	chain	chain	NOUN
fcis-30617	116	8	monte	monte	PROPN
fcis-30617	116	9	carlo	carlo	PROPN
fcis-30617	116	10	(	(	PUNCT
fcis-30617	116	11	mcmc	mcmc	PROPN
fcis-30617	116	12	)	)	PUNCT
fcis-30617	116	13	method	method	NOUN
fcis-30617	116	14	.	.	PUNCT
fcis-30617	117	1	the	the	DET
fcis-30617	117	2	mcmc	mcmc	PROPN
fcis-30617	117	3	method	method	PROPN
fcis-30617	117	4	constructs	construct	VERB
fcis-30617	117	5	a	a	DET
fcis-30617	117	6	markov	markov	NOUN
fcis-30617	117	7	chain	chain	NOUN
fcis-30617	117	8	,	,	PUNCT
fcis-30617	117	9	randomly	randomly	ADV
fcis-30617	117	10	samples	sample	NOUN
fcis-30617	117	11	missing	miss	VERB
fcis-30617	117	12	values	value	NOUN
fcis-30617	117	13	under	under	ADP
fcis-30617	117	14	the	the	DET
fcis-30617	117	15	condition	condition	NOUN
fcis-30617	117	16	of	of	ADP
fcis-30617	117	17	given	give	VERB
fcis-30617	117	18	observed	observed	ADJ
fcis-30617	117	19	data	datum	NOUN
fcis-30617	117	20	,	,	PUNCT
fcis-30617	117	21	and	and	CCONJ
fcis-30617	117	22	gradually	gradually	ADV
fcis-30617	117	23	generates	generate	VERB
fcis-30617	117	24	multiple	multiple	ADJ
fcis-30617	117	25	imputed	impute	VERB
fcis-30617	117	26	data	data	NOUN
fcis-30617	117	27	sets	set	NOUN
fcis-30617	117	28	.	.	PUNCT
fcis-30617	118	1	this	this	DET
fcis-30617	118	2	method	method	NOUN
fcis-30617	118	3	takes	take	VERB
fcis-30617	118	4	into	into	ADP
fcis-30617	118	5	account	account	NOUN
fcis-30617	118	6	the	the	DET
fcis-30617	118	7	uncertainty	uncertainty	NOUN
fcis-30617	118	8	of	of	ADP
fcis-30617	118	9	missing	miss	VERB
fcis-30617	118	10	values	value	NOUN
fcis-30617	118	11	and	and	CCONJ
fcis-30617	118	12	can	can	AUX
fcis-30617	118	13	more	more	ADV
fcis-30617	118	14	accurately	accurately	ADV
fcis-30617	118	15	estimate	estimate	VERB
fcis-30617	118	16	parameters	parameter	NOUN
fcis-30617	118	17	and	and	CCONJ
fcis-30617	118	18	perform	perform	VERB
fcis-30617	118	19	statistical	statistical	ADJ
fcis-30617	118	20	inference	inference	NOUN
fcis-30617	118	21	.	.	PUNCT
fcis-30617	119	1	however	however	ADV
fcis-30617	119	2	,	,	PUNCT
fcis-30617	119	3	the	the	DET
fcis-30617	119	4	multiple	multiple	ADJ
fcis-30617	119	5	imputation	imputation	NOUN
fcis-30617	119	6	method	method	NOUN
fcis-30617	119	7	has	have	VERB
fcis-30617	119	8	a	a	DET
fcis-30617	119	9	large	large	ADJ
fcis-30617	119	10	amount	amount	NOUN
fcis-30617	119	11	of	of	ADP
fcis-30617	119	12	calculation	calculation	NOUN
fcis-30617	119	13	,	,	PUNCT
fcis-30617	119	14	requires	require	VERB
fcis-30617	119	15	high	high	ADJ
fcis-30617	119	16	computing	compute	VERB
fcis-30617	119	17	resources	resource	NOUN
fcis-30617	119	18	and	and	CCONJ
fcis-30617	119	19	time	time	NOUN
fcis-30617	119	20	costs	cost	NOUN
fcis-30617	119	21	,	,	PUNCT
fcis-30617	119	22	and	and	CCONJ
fcis-30617	119	23	has	have	VERB
fcis-30617	119	24	high	high	ADJ
fcis-30617	119	25	technical	technical	ADJ
fcis-30617	119	26	requirements	requirement	NOUN
fcis-30617	119	27	.	.	PUNCT
fcis-30617	120	1	in	in	ADP
fcis-30617	120	2	practical	practical	ADJ
fcis-30617	120	3	applications	application	NOUN
fcis-30617	120	4	,	,	PUNCT
fcis-30617	120	5	it	it	PRON
fcis-30617	120	6	needs	need	VERB
fcis-30617	120	7	to	to	PART
fcis-30617	120	8	be	be	AUX
fcis-30617	120	9	selected	select	VERB
fcis-30617	120	10	according	accord	VERB
fcis-30617	120	11	to	to	ADP
fcis-30617	120	12	specific	specific	ADJ
fcis-30617	120	13	circumstances	circumstance	NOUN
fcis-30617	120	14	.	.	PUNCT
fcis-30617	121	1	3.3	3.3	NUM
fcis-30617	121	2	.	.	PUNCT
fcis-30617	122	1	duplicate	duplicate	NOUN
fcis-30617	122	2	value	value	NOUN
fcis-30617	122	3	processing	processing	NOUN
fcis-30617	122	4	strategy	strategy	NOUN
fcis-30617	122	5	3.3.1	3.3.1	NUM
fcis-30617	122	6	.	.	PUNCT
fcis-30617	122	7	hash	hash	NOUN
fcis-30617	122	8	table	table	NOUN
fcis-30617	122	9	-	-	PUNCT
fcis-30617	122	10	based	base	VERB
fcis-30617	122	11	method	method	NOUN
fcis-30617	122	12	the	the	DET
fcis-30617	122	13	hash	hash	NOUN
fcis-30617	122	14	table	table	NOUN
fcis-30617	122	15	-	-	PUNCT
fcis-30617	122	16	based	base	VERB
fcis-30617	122	17	duplicate	duplicate	NOUN
fcis-30617	122	18	value	value	NOUN
fcis-30617	122	19	processing	processing	NOUN
fcis-30617	122	20	method	method	NOUN
fcis-30617	122	21	is	be	AUX
fcis-30617	122	22	to	to	PART
fcis-30617	122	23	use	use	VERB
fcis-30617	122	24	hash	hash	NOUN
fcis-30617	122	25	functions	function	NOUN
fcis-30617	122	26	to	to	PART
fcis-30617	122	27	map	map	VERB
fcis-30617	122	28	data	datum	NOUN
fcis-30617	122	29	records	record	NOUN
fcis-30617	122	30	to	to	ADP
fcis-30617	122	31	hash	hash	NOUN
fcis-30617	122	32	tables	table	NOUN
fcis-30617	122	33	.	.	PUNCT
fcis-30617	123	1	hash	hash	NOUN
fcis-30617	123	2	functions	function	NOUN
fcis-30617	123	3	can	can	AUX
fcis-30617	123	4	convert	convert	VERB
fcis-30617	123	5	data	datum	NOUN
fcis-30617	123	6	of	of	ADP
fcis-30617	123	7	any	any	DET
fcis-30617	123	8	length	length	NOUN
fcis-30617	123	9	into	into	ADP
fcis-30617	123	10	hash	hash	NOUN
fcis-30617	123	11	values	value	NOUN
fcis-30617	123	12	of	of	ADP
fcis-30617	123	13	fixed	fix	VERB
fcis-30617	123	14	length	length	NOUN
fcis-30617	123	15	.	.	PUNCT
fcis-30617	124	1	for	for	ADP
fcis-30617	124	2	each	each	DET
fcis-30617	124	3	data	datum	NOUN
fcis-30617	124	4	record	record	NOUN
fcis-30617	124	5	in	in	ADP
fcis-30617	124	6	a	a	DET
fcis-30617	124	7	large	large	ADJ
fcis-30617	124	8	data	datum	NOUN
fcis-30617	124	9	set	set	VERB
fcis-30617	124	10	,	,	PUNCT
fcis-30617	124	11	calculate	calculate	VERB
fcis-30617	124	12	its	its	PRON
fcis-30617	124	13	hash	hash	NOUN
fcis-30617	124	14	value	value	NOUN
fcis-30617	124	15	and	and	CCONJ
fcis-30617	124	16	store	store	VERB
fcis-30617	124	17	it	it	PRON
fcis-30617	124	18	in	in	ADP
fcis-30617	124	19	a	a	DET
fcis-30617	124	20	hash	hash	NOUN
fcis-30617	124	21	table	table	NOUN
fcis-30617	124	22	.	.	PUNCT
fcis-30617	125	1	when	when	SCONJ
fcis-30617	125	2	encountering	encounter	VERB
fcis-30617	125	3	a	a	DET
fcis-30617	125	4	new	new	ADJ
fcis-30617	125	5	data	data	NOUN
fcis-30617	125	6	record	record	NOUN
fcis-30617	125	7	,	,	PUNCT
fcis-30617	125	8	calculate	calculate	VERB
fcis-30617	125	9	its	its	PRON
fcis-30617	125	10	hash	hash	NOUN
fcis-30617	125	11	value	value	NOUN
fcis-30617	125	12	again	again	ADV
fcis-30617	125	13	.	.	PUNCT
fcis-30617	126	1	if	if	SCONJ
fcis-30617	126	2	the	the	DET
fcis-30617	126	3	same	same	ADJ
fcis-30617	126	4	hash	hash	NOUN
fcis-30617	126	5	value	value	NOUN
fcis-30617	126	6	already	already	ADV
fcis-30617	126	7	exists	exist	VERB
fcis-30617	126	8	in	in	ADP
fcis-30617	126	9	the	the	DET
fcis-30617	126	10	hash	hash	NOUN
fcis-30617	126	11	table	table	NOUN
fcis-30617	126	12	,	,	PUNCT
fcis-30617	126	13	further	far	ADV
fcis-30617	126	14	compare	compare	VERB
fcis-30617	126	15	the	the	DET
fcis-30617	126	16	specific	specific	ADJ
fcis-30617	126	17	content	content	NOUN
fcis-30617	126	18	of	of	ADP
fcis-30617	126	19	the	the	DET
fcis-30617	126	20	data	data	NOUN
fcis-30617	126	21	record	record	NOUN
fcis-30617	126	22	to	to	PART
fcis-30617	126	23	determine	determine	VERB
fcis-30617	126	24	whether	whether	SCONJ
fcis-30617	126	25	it	it	PRON
fcis-30617	126	26	is	be	AUX
fcis-30617	126	27	a	a	DET
fcis-30617	126	28	duplicate	duplicate	ADJ
fcis-30617	126	29	value	value	NOUN
fcis-30617	126	30	.	.	PUNCT
fcis-30617	127	1	for	for	ADP
fcis-30617	127	2	example	example	NOUN
fcis-30617	127	3	,	,	PUNCT
fcis-30617	127	4	in	in	ADP
fcis-30617	127	5	a	a	DET
fcis-30617	127	6	data	data	NOUN
fcis-30617	127	7	set	set	VERB
fcis-30617	127	8	containing	contain	VERB
fcis-30617	127	9	a	a	DET
fcis-30617	127	10	large	large	ADJ
fcis-30617	127	11	amount	amount	NOUN
fcis-30617	127	12	of	of	ADP
fcis-30617	127	13	product	product	NOUN
fcis-30617	127	14	information	information	NOUN
fcis-30617	127	15	,	,	PUNCT
fcis-30617	127	16	the	the	DET
fcis-30617	127	17	unique	unique	ADJ
fcis-30617	127	18	identifier	identifier	NOUN
fcis-30617	127	19	of	of	ADP
fcis-30617	127	20	the	the	DET
fcis-30617	127	21	product	product	NOUN
fcis-30617	127	22	(	(	PUNCT
fcis-30617	127	23	such	such	ADJ
fcis-30617	127	24	as	as	ADP
fcis-30617	127	25	product	product	NOUN
fcis-30617	127	26	i	i	PROPN
fcis-30617	127	27	d	d	PROPN
fcis-30617	127	28	)	)	PUNCT
fcis-30617	127	29	is	be	AUX
fcis-30617	127	30	used	use	VERB
fcis-30617	127	31	as	as	ADP
fcis-30617	127	32	the	the	DET
fcis-30617	127	33	input	input	NOUN
fcis-30617	127	34	of	of	ADP
fcis-30617	127	35	the	the	DET
fcis-30617	127	36	hash	hash	NOUN
fcis-30617	127	37	function	function	NOUN
fcis-30617	127	38	to	to	PART
fcis-30617	127	39	calculate	calculate	VERB
fcis-30617	127	40	the	the	DET
fcis-30617	127	41	hash	hash	NOUN
fcis-30617	127	42	value	value	NOUN
fcis-30617	127	43	.	.	PUNCT
fcis-30617	128	1	the	the	DET
fcis-30617	128	2	product	product	NOUN
fcis-30617	128	3	information	information	NOUN
fcis-30617	128	4	and	and	CCONJ
fcis-30617	128	5	the	the	DET
fcis-30617	128	6	corresponding	corresponding	ADJ
fcis-30617	128	7	hash	hash	NOUN
fcis-30617	128	8	value	value	NOUN
fcis-30617	128	9	are	be	AUX
fcis-30617	128	10	stored	store	VERB
fcis-30617	128	11	in	in	ADP
fcis-30617	128	12	the	the	DET
fcis-30617	128	13	hash	hash	NOUN
fcis-30617	128	14	table	table	NOUN
fcis-30617	128	15	.	.	PUNCT
fcis-30617	129	1	when	when	SCONJ
fcis-30617	129	2	processing	process	VERB
fcis-30617	129	3	new	new	ADJ
fcis-30617	129	4	product	product	NOUN
fcis-30617	129	5	information	information	NOUN
fcis-30617	129	6	,	,	PUNCT
fcis-30617	129	7	quickly	quickly	ADV
fcis-30617	129	8	determine	determine	VERB
fcis-30617	129	9	whether	whether	SCONJ
fcis-30617	129	10	there	there	PRON
fcis-30617	129	11	may	may	AUX
fcis-30617	129	12	be	be	AUX
fcis-30617	129	13	duplication	duplication	NOUN
fcis-30617	129	14	by	by	ADP
fcis-30617	129	15	calculating	calculate	VERB
fcis-30617	129	16	the	the	DET
fcis-30617	129	17	hash	hash	NOUN
fcis-30617	129	18	value	value	NOUN
fcis-30617	129	19	.	.	PUNCT
fcis-30617	130	1	this	this	DET
fcis-30617	130	2	method	method	NOUN
fcis-30617	130	3	can	can	AUX
fcis-30617	130	4	quickly	quickly	ADV
fcis-30617	130	5	locate	locate	VERB
fcis-30617	130	6	possible	possible	ADJ
fcis-30617	130	7	duplicate	duplicate	ADJ
fcis-30617	130	8	values	value	NOUN
fcis-30617	130	9	and	and	CCONJ
fcis-30617	130	10	greatly	greatly	ADV
fcis-30617	130	11	improve	improve	VERB
fcis-30617	130	12	the	the	DET
fcis-30617	130	13	efficiency	efficiency	NOUN
fcis-30617	130	14	of	of	ADP
fcis-30617	130	15	duplicate	duplicate	ADJ
fcis-30617	130	16	value	value	NOUN
fcis-30617	130	17	detection	detection	NOUN
fcis-30617	130	18	,	,	PUNCT
fcis-30617	130	19	but	but	CCONJ
fcis-30617	130	20	hash	hash	NOUN
fcis-30617	130	21	conflicts	conflict	NOUN
fcis-30617	130	22	may	may	AUX
fcis-30617	130	23	occur	occur	VERB
fcis-30617	130	24	,	,	PUNCT
fcis-30617	130	25	that	that	ADV
fcis-30617	130	26	is	is	ADV
fcis-30617	130	27	,	,	PUNCT
fcis-30617	130	28	different	different	ADJ
fcis-30617	130	29	data	datum	NOUN
fcis-30617	130	30	records	record	NOUN
fcis-30617	130	31	calculate	calculate	VERB
fcis-30617	130	32	the	the	DET
fcis-30617	130	33	same	same	ADJ
fcis-30617	130	34	hash	hash	NOUN
fcis-30617	130	35	value	value	NOUN
fcis-30617	130	36	,	,	PUNCT
fcis-30617	130	37	and	and	CCONJ
fcis-30617	130	38	further	further	ADJ
fcis-30617	130	39	comparison	comparison	NOUN
fcis-30617	130	40	of	of	ADP
fcis-30617	130	41	data	datum	NOUN
fcis-30617	130	42	content	content	NOUN
fcis-30617	130	43	is	be	AUX
fcis-30617	130	44	required	require	VERB
fcis-30617	130	45	at	at	ADP
fcis-30617	130	46	this	this	DET
fcis-30617	130	47	time	time	NOUN
fcis-30617	130	48	.	.	PUNCT
fcis-30617	131	1	3.3.2	3.3.2	X
fcis-30617	131	2	.	.	X
fcis-30617	131	3	sorting	sorting	NOUN
fcis-30617	131	4	and	and	CCONJ
fcis-30617	131	5	comparison	comparison	NOUN
fcis-30617	131	6	method	method	VERB
fcis-30617	131	7	the	the	DET
fcis-30617	131	8	sorting	sorting	NOUN
fcis-30617	131	9	and	and	CCONJ
fcis-30617	131	10	comparison	comparison	NOUN
fcis-30617	131	11	method	method	NOUN
fcis-30617	131	12	is	be	AUX
fcis-30617	131	13	to	to	PART
fcis-30617	131	14	first	first	ADV
fcis-30617	131	15	sort	sort	VERB
fcis-30617	131	16	the	the	DET
fcis-30617	131	17	data	datum	NOUN
fcis-30617	131	18	in	in	ADP
fcis-30617	131	19	the	the	DET
fcis-30617	131	20	data	datum	NOUN
fcis-30617	131	21	set	set	VERB
fcis-30617	131	22	according	accord	VERB
fcis-30617	131	23	to	to	ADP
fcis-30617	131	24	one	one	NUM
fcis-30617	131	25	or	or	CCONJ
fcis-30617	131	26	more	more	ADJ
fcis-30617	131	27	key	key	ADJ
fcis-30617	131	28	attributes	attribute	NOUN
fcis-30617	131	29	,	,	PUNCT
fcis-30617	131	30	and	and	CCONJ
fcis-30617	131	31	then	then	ADV
fcis-30617	131	32	compare	compare	VERB
fcis-30617	131	33	adjacent	adjacent	ADJ
fcis-30617	131	34	data	datum	NOUN
fcis-30617	131	35	records	record	NOUN
fcis-30617	131	36	in	in	ADP
fcis-30617	131	37	turn	turn	NOUN
fcis-30617	131	38	to	to	PART
fcis-30617	131	39	find	find	VERB
fcis-30617	131	40	duplicate	duplicate	ADJ
fcis-30617	131	41	values	value	NOUN
fcis-30617	131	42	.	.	PUNCT
fcis-30617	132	1	for	for	ADP
fcis-30617	132	2	example	example	NOUN
fcis-30617	132	3	,	,	PUNCT
fcis-30617	132	4	in	in	ADP
fcis-30617	132	5	an	an	DET
fcis-30617	132	6	employee	employee	NOUN
fcis-30617	132	7	information	information	NOUN
fcis-30617	132	8	table	table	NOUN
fcis-30617	132	9	,	,	PUNCT
fcis-30617	132	10	sort	sort	ADV
fcis-30617	132	11	by	by	ADP
fcis-30617	132	12	employee	employee	NOUN
fcis-30617	132	13	i	i	PROPN
fcis-30617	132	14	d	d	PROPN
fcis-30617	132	15	,	,	PUNCT
fcis-30617	132	16	and	and	CCONJ
fcis-30617	132	17	then	then	ADV
fcis-30617	132	18	compare	compare	VERB
fcis-30617	132	19	the	the	DET
fcis-30617	132	20	information	information	NOUN
fcis-30617	132	21	of	of	ADP
fcis-30617	132	22	adjacent	adjacent	ADJ
fcis-30617	132	23	employees	employee	NOUN
fcis-30617	132	24	in	in	ADP
fcis-30617	132	25	turn	turn	NOUN
fcis-30617	132	26	.	.	PUNCT
fcis-30617	133	1	if	if	SCONJ
fcis-30617	133	2	all	all	DET
fcis-30617	133	3	the	the	DET
fcis-30617	133	4	information	information	NOUN
fcis-30617	133	5	is	be	AUX
fcis-30617	133	6	the	the	DET
fcis-30617	133	7	same	same	ADJ
fcis-30617	133	8	,	,	PUNCT
fcis-30617	133	9	it	it	PRON
fcis-30617	133	10	is	be	AUX
fcis-30617	133	11	considered	consider	VERB
fcis-30617	133	12	a	a	DET
fcis-30617	133	13	duplicate	duplicate	ADJ
fcis-30617	133	14	record	record	NOUN
fcis-30617	133	15	.	.	PUNCT
fcis-30617	134	1	sorting	sort	VERB
fcis-30617	134	2	algorithms	algorithm	NOUN
fcis-30617	134	3	can	can	AUX
fcis-30617	134	4	choose	choose	VERB
fcis-30617	134	5	efficient	efficient	ADJ
fcis-30617	134	6	sorting	sort	VERB
fcis-30617	134	7	algorithms	algorithm	NOUN
fcis-30617	134	8	such	such	ADJ
fcis-30617	134	9	as	as	ADP
fcis-30617	134	10	quick	quick	ADJ
fcis-30617	134	11	sort	sort	NOUN
fcis-30617	134	12	and	and	CCONJ
fcis-30617	134	13	merge	merge	VERB
fcis-30617	134	14	sort	sort	NOUN
fcis-30617	134	15	to	to	PART
fcis-30617	134	16	improve	improve	VERB
fcis-30617	134	17	the	the	DET
fcis-30617	134	18	efficiency	efficiency	NOUN
fcis-30617	134	19	of	of	ADP
fcis-30617	134	20	sorting	sorting	NOUN
fcis-30617	134	21	.	.	PUNCT
fcis-30617	135	1	this	this	DET
fcis-30617	135	2	method	method	NOUN
fcis-30617	135	3	is	be	AUX
fcis-30617	135	4	simple	simple	ADJ
fcis-30617	135	5	and	and	CCONJ
fcis-30617	135	6	intuitive	intuitive	ADJ
fcis-30617	135	7	,	,	PUNCT
fcis-30617	135	8	and	and	CCONJ
fcis-30617	135	9	does	do	AUX
fcis-30617	135	10	not	not	PART
fcis-30617	135	11	require	require	VERB
fcis-30617	135	12	additional	additional	ADJ
fcis-30617	135	13	complex	complex	ADJ
fcis-30617	135	14	data	datum	NOUN
fcis-30617	135	15	structures	structure	NOUN
fcis-30617	135	16	.	.	PUNCT
fcis-30617	136	1	however	however	ADV
fcis-30617	136	2	,	,	PUNCT
fcis-30617	136	3	in	in	ADP
fcis-30617	136	4	large	large	ADJ
fcis-30617	136	5	data	datum	NOUN
fcis-30617	136	6	sets	set	NOUN
fcis-30617	136	7	,	,	PUNCT
fcis-30617	136	8	the	the	DET
fcis-30617	136	9	time	time	NOUN
fcis-30617	136	10	complexity	complexity	NOUN
fcis-30617	136	11	of	of	ADP
fcis-30617	136	12	sorting	sorting	NOUN
fcis-30617	136	13	is	be	AUX
fcis-30617	136	14	high	high	ADJ
fcis-30617	136	15	,	,	PUNCT
fcis-30617	136	16	especially	especially	ADV
fcis-30617	136	17	when	when	SCONJ
fcis-30617	136	18	the	the	DET
fcis-30617	136	19	amount	amount	NOUN
fcis-30617	136	20	of	of	ADP
fcis-30617	136	21	data	datum	NOUN
fcis-30617	136	22	is	be	AUX
fcis-30617	136	23	very	very	ADV
fcis-30617	136	24	large	large	ADJ
fcis-30617	136	25	,	,	PUNCT
fcis-30617	136	26	it	it	PRON
fcis-30617	136	27	may	may	AUX
fcis-30617	136	28	take	take	VERB
fcis-30617	136	29	up	up	ADP
fcis-30617	136	30	a	a	DET
fcis-30617	136	31	lot	lot	NOUN
fcis-30617	136	32	of	of	ADP
fcis-30617	136	33	memory	memory	NOUN
fcis-30617	136	34	and	and	CCONJ
fcis-30617	136	35	time	time	NOUN
fcis-30617	136	36	resources	resource	NOUN
fcis-30617	136	37	.	.	PUNCT
fcis-30617	137	1	in	in	ADP
fcis-30617	137	2	order	order	NOUN
fcis-30617	137	3	to	to	PART
fcis-30617	137	4	optimize	optimize	VERB
fcis-30617	137	5	the	the	DET
fcis-30617	137	6	performance	performance	NOUN
fcis-30617	137	7	of	of	ADP
fcis-30617	137	8	the	the	DET
fcis-30617	137	9	sorting	sort	VERB
fcis-30617	137	10	comparison	comparison	NOUN
fcis-30617	137	11	method	method	NOUN
fcis-30617	137	12	in	in	ADP
fcis-30617	137	13	a	a	DET
fcis-30617	137	14	big	big	ADJ
fcis-30617	137	15	data	datum	NOUN
fcis-30617	137	16	environment	environment	NOUN
fcis-30617	137	17	,	,	PUNCT
fcis-30617	137	18	a	a	DET
fcis-30617	137	19	block	block	NOUN
fcis-30617	137	20	sorting	sort	VERB
fcis-30617	137	21	method	method	NOUN
fcis-30617	137	22	can	can	AUX
fcis-30617	137	23	be	be	AUX
fcis-30617	137	24	used	use	VERB
fcis-30617	137	25	.	.	PUNCT
fcis-30617	138	1	divide	divide	VERB
fcis-30617	138	2	a	a	DET
fcis-30617	138	3	large	large	ADJ
fcis-30617	138	4	data	datum	NOUN
fcis-30617	138	5	set	set	VERB
fcis-30617	138	6	into	into	ADP
fcis-30617	138	7	multiple	multiple	ADJ
fcis-30617	138	8	smaller	small	ADJ
fcis-30617	138	9	blocks	block	NOUN
fcis-30617	138	10	,	,	PUNCT
fcis-30617	138	11	sort	sort	NOUN
fcis-30617	138	12	and	and	CCONJ
fcis-30617	138	13	detect	detect	VERB
fcis-30617	138	14	duplicate	duplicate	ADJ
fcis-30617	138	15	values	value	NOUN
fcis-30617	138	16	for	for	ADP
fcis-30617	138	17	each	each	DET
fcis-30617	138	18	block	block	NOUN
fcis-30617	138	19	separately	separately	ADV
fcis-30617	138	20	,	,	PUNCT
fcis-30617	138	21	and	and	CCONJ
fcis-30617	138	22	then	then	ADV
fcis-30617	138	23	merge	merge	VERB
fcis-30617	138	24	the	the	DET
fcis-30617	138	25	processed	process	VERB
fcis-30617	138	26	blocks	block	NOUN
fcis-30617	138	27	.	.	PUNCT
fcis-30617	139	1	this	this	PRON
fcis-30617	139	2	can	can	AUX
fcis-30617	139	3	reduce	reduce	VERB
fcis-30617	139	4	the	the	DET
fcis-30617	139	5	amount	amount	NOUN
fcis-30617	139	6	of	of	ADP
fcis-30617	139	7	data	datum	NOUN
fcis-30617	139	8	sorted	sort	VERB
fcis-30617	139	9	in	in	ADP
fcis-30617	139	10	a	a	DET
fcis-30617	139	11	single	single	ADJ
fcis-30617	139	12	time	time	NOUN
fcis-30617	139	13	and	and	CCONJ
fcis-30617	139	14	reduce	reduce	VERB
fcis-30617	139	15	memory	memory	NOUN
fcis-30617	139	16	pressure	pressure	NOUN
fcis-30617	139	17	.	.	PUNCT
fcis-30617	140	1	at	at	ADP
fcis-30617	140	2	the	the	DET
fcis-30617	140	3	same	same	ADJ
fcis-30617	140	4	time	time	NOUN
fcis-30617	140	5	,	,	PUNCT
fcis-30617	140	6	it	it	PRON
fcis-30617	140	7	can	can	AUX
fcis-30617	140	8	also	also	ADV
fcis-30617	140	9	process	process	VERB
fcis-30617	140	10	each	each	DET
fcis-30617	140	11	data	datum	NOUN
fcis-30617	140	12	block	block	NOUN
fcis-30617	140	13	in	in	ADP
fcis-30617	140	14	parallel	parallel	NOUN
fcis-30617	140	15	to	to	ADP
fcis-30617	140	16	a	a	DET
fcis-30617	140	17	certain	certain	ADJ
fcis-30617	140	18	extent	extent	NOUN
fcis-30617	140	19	,	,	PUNCT
fcis-30617	140	20	improving	improve	VERB
fcis-30617	140	21	the	the	DET
fcis-30617	140	22	overall	overall	ADJ
fcis-30617	140	23	processing	processing	NOUN
fcis-30617	140	24	efficiency	efficiency	NOUN
fcis-30617	140	25	.	.	PUNCT
fcis-30617	141	1	in	in	ADP
fcis-30617	141	2	addition	addition	NOUN
fcis-30617	141	3	,	,	PUNCT
fcis-30617	141	4	the	the	DET
fcis-30617	141	5	sorting	sort	VERB
fcis-30617	141	6	comparison	comparison	NOUN
fcis-30617	141	7	method	method	NOUN
fcis-30617	141	8	can	can	AUX
fcis-30617	141	9	also	also	ADV
fcis-30617	141	10	be	be	AUX
fcis-30617	141	11	combined	combine	VERB
fcis-30617	141	12	with	with	ADP
fcis-30617	141	13	other	other	ADJ
fcis-30617	141	14	methods	method	NOUN
fcis-30617	141	15	to	to	PART
fcis-30617	141	16	give	give	VERB
fcis-30617	141	17	full	full	ADJ
fcis-30617	141	18	play	play	NOUN
fcis-30617	141	19	to	to	ADP
fcis-30617	141	20	their	their	PRON
fcis-30617	141	21	respective	respective	ADJ
fcis-30617	141	22	advantages	advantage	NOUN
fcis-30617	141	23	.	.	PUNCT
fcis-30617	142	1	for	for	ADP
fcis-30617	142	2	example	example	NOUN
fcis-30617	142	3	,	,	PUNCT
fcis-30617	142	4	a	a	DET
fcis-30617	142	5	hash	hash	NOUN
fcis-30617	142	6	table	table	NOUN
fcis-30617	142	7	-	-	PUNCT
fcis-30617	142	8	based	base	VERB
fcis-30617	142	9	method	method	NOUN
fcis-30617	142	10	is	be	AUX
fcis-30617	142	11	first	first	ADV
fcis-30617	142	12	used	use	VERB
fcis-30617	142	13	for	for	ADP
fcis-30617	142	14	preliminary	preliminary	ADJ
fcis-30617	142	15	screening	screening	NOUN
fcis-30617	142	16	to	to	PART
fcis-30617	142	17	quickly	quickly	ADV
fcis-30617	142	18	find	find	VERB
fcis-30617	142	19	possible	possible	ADJ
fcis-30617	142	20	sets	set	NOUN
fcis-30617	142	21	of	of	ADP
fcis-30617	142	22	duplicate	duplicate	ADJ
fcis-30617	142	23	values	value	NOUN
fcis-30617	142	24	,	,	PUNCT
fcis-30617	142	25	and	and	CCONJ
fcis-30617	142	26	then	then	ADV
fcis-30617	142	27	these	these	DET
fcis-30617	142	28	suspected	suspect	VERB
fcis-30617	142	29	duplicate	duplicate	ADJ
fcis-30617	142	30	data	datum	NOUN
fcis-30617	142	31	sets	set	NOUN
fcis-30617	142	32	are	be	AUX
fcis-30617	142	33	accurately	accurately	ADV
fcis-30617	142	34	compared	compare	VERB
fcis-30617	142	35	using	use	VERB
fcis-30617	142	36	the	the	DET
fcis-30617	142	37	sorting	sort	VERB
fcis-30617	142	38	comparison	comparison	NOUN
fcis-30617	142	39	method	method	NOUN
fcis-30617	142	40	to	to	PART
fcis-30617	142	41	further	far	ADV
fcis-30617	142	42	confirm	confirm	VERB
fcis-30617	142	43	whether	whether	SCONJ
fcis-30617	142	44	they	they	PRON
fcis-30617	142	45	are	be	AUX
fcis-30617	142	46	true	true	ADJ
fcis-30617	142	47	duplicate	duplicate	ADJ
fcis-30617	142	48	values	value	NOUN
fcis-30617	142	49	.	.	PUNCT
fcis-30617	143	1	this	this	DET
fcis-30617	143	2	combination	combination	NOUN
fcis-30617	143	3	method	method	NOUN
fcis-30617	143	4	can	can	AUX
fcis-30617	143	5	make	make	VERB
fcis-30617	143	6	full	full	ADJ
fcis-30617	143	7	use	use	NOUN
fcis-30617	143	8	of	of	ADP
fcis-30617	143	9	the	the	DET
fcis-30617	143	10	fast	fast	ADJ
fcis-30617	143	11	positioning	positioning	NOUN
fcis-30617	143	12	ability	ability	NOUN
fcis-30617	143	13	of	of	ADP
fcis-30617	143	14	the	the	DET
fcis-30617	143	15	hash	hash	NOUN
fcis-30617	143	16	table	table	NOUN
fcis-30617	143	17	method	method	NOUN
fcis-30617	143	18	and	and	CCONJ
fcis-30617	143	19	the	the	DET
fcis-30617	143	20	precise	precise	ADJ
fcis-30617	143	21	judgment	judgment	NOUN
fcis-30617	143	22	ability	ability	NOUN
fcis-30617	143	23	of	of	ADP
fcis-30617	143	24	the	the	DET
fcis-30617	143	25	sorting	sort	VERB
fcis-30617	143	26	comparison	comparison	NOUN
fcis-30617	143	27	method	method	NOUN
fcis-30617	143	28	,	,	PUNCT
fcis-30617	143	29	while	while	SCONJ
fcis-30617	143	30	ensuring	ensure	VERB
fcis-30617	143	31	accuracy	accuracy	NOUN
fcis-30617	143	32	and	and	CCONJ
fcis-30617	143	33	improving	improve	VERB
fcis-30617	143	34	the	the	DET
fcis-30617	143	35	efficiency	efficiency	NOUN
fcis-30617	143	36	of	of	ADP
fcis-30617	143	37	processing	process	VERB
fcis-30617	143	38	duplicate	duplicate	NOUN
fcis-30617	143	39	value	value	NOUN
fcis-30617	143	40	problems	problem	NOUN
fcis-30617	143	41	in	in	ADP
fcis-30617	143	42	large	large	ADJ
fcis-30617	143	43	data	datum	NOUN
fcis-30617	143	44	sets	set	NOUN
fcis-30617	143	45	.	.	PUNCT
fcis-30617	144	1	4	4	X
fcis-30617	144	2	.	.	X
fcis-30617	144	3	conclusion	conclusion	NOUN
fcis-30617	144	4	this	this	DET
fcis-30617	144	5	paper	paper	NOUN
fcis-30617	144	6	systematically	systematically	ADV
fcis-30617	144	7	studies	study	VERB
fcis-30617	144	8	the	the	DET
fcis-30617	144	9	improvement	improvement	NOUN
fcis-30617	144	10	of	of	ADP
fcis-30617	144	11	data	datum	NOUN
fcis-30617	144	12	cleaning	cleaning	NOUN
fcis-30617	144	13	and	and	CCONJ
fcis-30617	144	14	quality	quality	NOUN
fcis-30617	144	15	assessment	assessment	NOUN
fcis-30617	144	16	methods	method	NOUN
fcis-30617	144	17	in	in	ADP
fcis-30617	144	18	the	the	DET
fcis-30617	144	19	big	big	ADJ
fcis-30617	144	20	data	datum	NOUN
fcis-30617	144	21	environment	environment	NOUN
fcis-30617	144	22	,	,	PUNCT
fcis-30617	144	23	and	and	CCONJ
fcis-30617	144	24	proposes	propose	VERB
fcis-30617	144	25	innovative	innovative	ADJ
fcis-30617	144	26	methods	method	NOUN
fcis-30617	144	27	and	and	CCONJ
fcis-30617	144	28	strategies	strategy	NOUN
fcis-30617	144	29	.	.	PUNCT
fcis-30617	145	1	in	in	ADP
fcis-30617	145	2	terms	term	NOUN
fcis-30617	145	3	of	of	ADP
fcis-30617	145	4	data	datum	NOUN
fcis-30617	145	5	cleaning	clean	VERB
fcis-30617	145	6	,	,	PUNCT
fcis-30617	145	7	the	the	DET
fcis-30617	145	8	comprehensive	comprehensive	ADJ
fcis-30617	145	9	application	application	NOUN
fcis-30617	145	10	of	of	ADP
fcis-30617	145	11	multiple	multiple	ADJ
fcis-30617	145	12	advanced	advanced	ADJ
fcis-30617	145	13	technologies	technology	NOUN
fcis-30617	145	14	effectively	effectively	ADV
fcis-30617	145	15	solves	solve	VERB
fcis-30617	145	16	problems	problem	NOUN
fcis-30617	145	17	such	such	ADJ
fcis-30617	145	18	as	as	ADP
fcis-30617	145	19	data	datum	NOUN
fcis-30617	145	20	missing	miss	VERB
fcis-30617	145	21	,	,	PUNCT
fcis-30617	145	22	errors	error	NOUN
fcis-30617	145	23	,	,	PUNCT
fcis-30617	145	24	and	and	CCONJ
fcis-30617	145	25	duplications	duplication	NOUN
fcis-30617	145	26	.	.	PUNCT
fcis-30617	146	1	the	the	DET
fcis-30617	146	2	construction	construction	NOUN
fcis-30617	146	3	of	of	ADP
fcis-30617	146	4	a	a	DET
fcis-30617	146	5	data	datum	NOUN
fcis-30617	146	6	quality	quality	NOUN
fcis-30617	146	7	assessment	assessment	NOUN
fcis-30617	146	8	index	index	NOUN
fcis-30617	146	9	system	system	NOUN
fcis-30617	146	10	realizes	realize	VERB
fcis-30617	146	11	the	the	DET
fcis-30617	146	12	accurate	accurate	ADJ
fcis-30617	146	13	evaluation	evaluation	NOUN
fcis-30617	146	14	of	of	ADP
fcis-30617	146	15	data	datum	NOUN
fcis-30617	146	16	in	in	ADP
fcis-30617	146	17	multiple	multiple	ADJ
fcis-30617	146	18	dimensions	dimension	NOUN
fcis-30617	146	19	.	.	PUNCT
fcis-30617	147	1	through	through	ADP
fcis-30617	147	2	data	data	PROPN
fcis-30617	147	3	simulation	simulation	NOUN
fcis-30617	147	4	,	,	PUNCT
fcis-30617	147	5	the	the	DET
fcis-30617	147	6	improved	improved	ADJ
fcis-30617	147	7	method	method	NOUN
fcis-30617	147	8	is	be	AUX
fcis-30617	147	9	applied	apply	VERB
fcis-30617	147	10	to	to	ADP
fcis-30617	147	11	simulated	simulate	VERB
fcis-30617	147	12	large	large	ADJ
fcis-30617	147	13	-	-	PUNCT
fcis-30617	147	14	scale	scale	NOUN
fcis-30617	147	15	complex	complex	ADJ
fcis-30617	147	16	data	data	NOUN
fcis-30617	147	17	sets	set	NOUN
fcis-30617	147	18	.	.	PUNCT
fcis-30617	148	1	the	the	DET
fcis-30617	148	2	results	result	NOUN
fcis-30617	148	3	show	show	VERB
fcis-30617	148	4	that	that	SCONJ
fcis-30617	148	5	the	the	DET
fcis-30617	148	6	improved	improved	ADJ
fcis-30617	148	7	method	method	NOUN
fcis-30617	148	8	far	far	ADV
fcis-30617	148	9	exceeds	exceed	VERB
fcis-30617	148	10	the	the	DET
fcis-30617	148	11	traditional	traditional	ADJ
fcis-30617	148	12	method	method	NOUN
fcis-30617	148	13	in	in	ADP
fcis-30617	148	14	processing	processing	NOUN
fcis-30617	148	15	efficiency	efficiency	NOUN
fcis-30617	148	16	and	and	CCONJ
fcis-30617	148	17	result	result	VERB
fcis-30617	148	18	accuracy	accuracy	NOUN
fcis-30617	148	19	.	.	PUNCT
fcis-30617	149	1	this	this	PRON
fcis-30617	149	2	fully	fully	ADV
fcis-30617	149	3	proves	prove	VERB
fcis-30617	149	4	the	the	DET
fcis-30617	149	5	effectiveness	effectiveness	NOUN
fcis-30617	149	6	and	and	CCONJ
fcis-30617	149	7	superiority	superiority	NOUN
fcis-30617	149	8	of	of	ADP
fcis-30617	149	9	the	the	DET
fcis-30617	149	10	improved	improved	ADJ
fcis-30617	149	11	method	method	NOUN
fcis-30617	149	12	.	.	PUNCT
fcis-30617	150	1	in	in	ADP
fcis-30617	150	2	the	the	DET
fcis-30617	150	3	future	future	NOUN
fcis-30617	150	4	,	,	PUNCT
fcis-30617	150	5	with	with	ADP
fcis-30617	150	6	the	the	DET
fcis-30617	150	7	continuous	continuous	ADJ
fcis-30617	150	8	development	development	NOUN
fcis-30617	150	9	of	of	ADP
fcis-30617	150	10	big	big	ADJ
fcis-30617	150	11	data	datum	NOUN
fcis-30617	150	12	technology	technology	NOUN
fcis-30617	150	13	,	,	PUNCT
fcis-30617	150	14	data	datum	NOUN
fcis-30617	150	15	cleaning	cleaning	NOUN
fcis-30617	150	16	and	and	CCONJ
fcis-30617	150	17	quality	quality	NOUN
fcis-30617	150	18	assessment	assessment	NOUN
fcis-30617	150	19	methods	method	NOUN
fcis-30617	150	20	still	still	ADV
fcis-30617	150	21	need	need	VERB
fcis-30617	150	22	to	to	PART
fcis-30617	150	23	continue	continue	VERB
fcis-30617	150	24	to	to	PART
fcis-30617	150	25	innovate	innovate	VERB
fcis-30617	150	26	to	to	PART
fcis-30617	150	27	adapt	adapt	VERB
fcis-30617	150	28	to	to	ADP
fcis-30617	150	29	the	the	DET
fcis-30617	150	30	ever	ever	ADV
fcis-30617	150	31	-	-	PUNCT
fcis-30617	150	32	changing	change	VERB
fcis-30617	150	33	data	datum	NOUN
fcis-30617	150	34	environment	environment	NOUN
fcis-30617	150	35	and	and	CCONJ
fcis-30617	150	36	application	application	NOUN
fcis-30617	150	37	needs	need	NOUN
fcis-30617	150	38	.	.	PUNCT
fcis-30617	151	1	references	reference	NOUN
fcis-30617	151	2	[	[	X
fcis-30617	151	3	1	1	NUM
fcis-30617	151	4	]	]	SYM
fcis-30617	151	5	li	li	PROPN
fcis-30617	151	6	,	,	PUNCT
fcis-30617	151	7	f.	f.	PROPN
fcis-30617	151	8	,	,	PUNCT
fcis-30617	151	9	min	min	PROPN
fcis-30617	151	10	,	,	PUNCT
fcis-30617	151	11	y.	y.	PROPN
fcis-30617	151	12	,	,	PUNCT
fcis-30617	151	13	&	&	CCONJ
fcis-30617	151	14	zhang	zhang	PROPN
fcis-30617	151	15	,	,	PUNCT
fcis-30617	151	16	y.	y.	PROPN
fcis-30617	151	17	a	a	DET
fcis-30617	151	18	review	review	NOUN
fcis-30617	151	19	of	of	ADP
fcis-30617	151	20	key	key	ADJ
fcis-30617	151	21	technologies	technology	NOUN
fcis-30617	151	22	for	for	ADP
fcis-30617	151	23	reliability	reliability	NOUN
fcis-30617	151	24	of	of	ADP
fcis-30617	151	25	power	power	NOUN
fcis-30617	151	26	lithium	lithium	NOUN
fcis-30617	151	27	batteries	battery	NOUN
fcis-30617	151	28	based	base	VERB
fcis-30617	151	29	on	on	ADP
fcis-30617	151	30	big	big	ADJ
fcis-30617	151	31	data	datum	NOUN
fcis-30617	151	32	.	.	PUNCT
fcis-30617	152	1	energy	energy	NOUN
fcis-30617	152	2	storage	storage	NOUN
fcis-30617	152	3	science	science	NOUN
fcis-30617	152	4	and	and	CCONJ
fcis-30617	152	5	technology	technology	NOUN
fcis-30617	152	6	,	,	PUNCT
fcis-30617	152	7	vol	vol	NOUN
fcis-30617	152	8	.	.	PUNCT
fcis-30617	153	1	12(2023	12(2023	NUM
fcis-30617	153	2	)	)	PUNCT
fcis-30617	154	1	no	no	INTJ
fcis-30617	154	2	.	.	NOUN
fcis-30617	154	3	6	6	NUM
fcis-30617	154	4	,	,	PUNCT
fcis-30617	154	5	p.	p.	NOUN
fcis-30617	154	6	1981	1981	NUM
fcis-30617	154	7	-	-	SYM
fcis-30617	154	8	1994	1994	NUM
fcis-30617	154	9	.	.	PUNCT
fcis-30617	155	1	118	118	NUM
fcis-30617	156	1	[	[	X
fcis-30617	156	2	2	2	NUM
fcis-30617	156	3	]	]	X
fcis-30617	156	4	zhang	zhang	PROPN
fcis-30617	156	5	,	,	PUNCT
fcis-30617	156	6	c.	c.	PROPN
fcis-30617	156	7	big	big	PROPN
fcis-30617	156	8	data	data	PROPN
fcis-30617	156	9	property	property	NOUN
fcis-30617	156	10	concept	concept	NOUN
fcis-30617	156	11	analysis	analysis	NOUN
fcis-30617	156	12	,	,	PUNCT
fcis-30617	156	13	ownership	ownership	NOUN
fcis-30617	156	14	and	and	CCONJ
fcis-30617	156	15	protection	protection	NOUN
fcis-30617	156	16	path	path	NOUN
fcis-30617	156	17	.	.	PUNCT
fcis-30617	157	1	journal	journal	PROPN
fcis-30617	157	2	of	of	ADP
fcis-30617	157	3	hangzhou	hangzhou	PROPN
fcis-30617	157	4	normal	normal	PROPN
fcis-30617	157	5	university	university	PROPN
fcis-30617	157	6	(	(	PUNCT
fcis-30617	157	7	social	social	ADJ
fcis-30617	157	8	science	science	NOUN
fcis-30617	157	9	edition	edition	PROPN
fcis-30617	157	10	)	)	PUNCT
fcis-30617	157	11	,	,	PUNCT
fcis-30617	157	12	vol	vol	NOUN
fcis-30617	157	13	.	.	PUNCT
fcis-30617	157	14	43(2021	43(2021	NOUN
fcis-30617	157	15	)	)	PUNCT
fcis-30617	158	1	no	no	INTJ
fcis-30617	158	2	.	.	NOUN
fcis-30617	158	3	1	1	NUM
fcis-30617	158	4	,	,	PUNCT
fcis-30617	158	5	p.	p.	NOUN
fcis-30617	158	6	104	104	NUM
fcis-30617	158	7	-	-	SYM
fcis-30617	158	8	119	119	NUM
fcis-30617	158	9	.	.	PUNCT
fcis-30617	159	1	[	[	X
fcis-30617	159	2	3	3	NUM
fcis-30617	159	3	]	]	X
fcis-30617	159	4	kuang	kuang	PROPN
fcis-30617	159	5	,	,	PUNCT
fcis-30617	159	6	j.	j.	PROPN
fcis-30617	159	7	,	,	PUNCT
fcis-30617	159	8	zhao	zhao	PROPN
fcis-30617	159	9	,	,	PUNCT
fcis-30617	159	10	c.	c.	PROPN
fcis-30617	159	11	,	,	PUNCT
fcis-30617	159	12	yang	yang	PROPN
fcis-30617	159	13	,	,	PUNCT
fcis-30617	159	14	l.	l.	PROPN
fcis-30617	159	15	,	,	PUNCT
fcis-30617	159	16	wang	wang	PROPN
fcis-30617	159	17	,	,	PUNCT
fcis-30617	159	18	h.	h.	PROPN
fcis-30617	159	19	,	,	PUNCT
fcis-30617	159	20	&	&	CCONJ
fcis-30617	159	21	qian	qian	PROPN
fcis-30617	159	22	,	,	PUNCT
fcis-30617	159	23	h.	h.	PROPN
fcis-30617	159	24	an	an	DET
fcis-30617	159	25	abnormal	abnormal	ADJ
fcis-30617	159	26	data	datum	NOUN
fcis-30617	159	27	cleaning	clean	VERB
fcis-30617	159	28	algorithm	algorithm	NOUN
fcis-30617	159	29	based	base	VERB
fcis-30617	159	30	on	on	ADP
fcis-30617	159	31	deep	deep	ADJ
fcis-30617	159	32	learning	learning	NOUN
fcis-30617	159	33	.	.	PUNCT
fcis-30617	160	1	journal	journal	PROPN
fcis-30617	160	2	of	of	ADP
fcis-30617	160	3	electronics	electronic	NOUN
fcis-30617	160	4	and	and	CCONJ
fcis-30617	160	5	information	information	NOUN
fcis-30617	160	6	technology	technology	NOUN
fcis-30617	160	7	,	,	PUNCT
fcis-30617	160	8	vol	vol	NOUN
fcis-30617	160	9	.	.	PUNCT
fcis-30617	160	10	44(2022	44(2022	NUM
fcis-30617	160	11	)	)	PUNCT
fcis-30617	160	12	no	no	INTJ
fcis-30617	160	13	.	.	NOUN
fcis-30617	160	14	2	2	NUM
fcis-30617	160	15	,	,	PUNCT
fcis-30617	160	16	p.	p.	NOUN
fcis-30617	160	17	507	507	NUM
fcis-30617	160	18	-	-	SYM
fcis-30617	160	19	513	513	NUM
fcis-30617	160	20	.	.	PUNCT
fcis-30617	161	1	[	[	X
fcis-30617	161	2	4	4	NUM
fcis-30617	161	3	]	]	X
fcis-30617	161	4	wang	wang	PROPN
fcis-30617	161	5	,	,	PUNCT
fcis-30617	161	6	f.	f.	PROPN
fcis-30617	161	7	,	,	PUNCT
fcis-30617	161	8	song	song	NOUN
fcis-30617	161	9	,	,	PUNCT
fcis-30617	161	10	h.	h.	PROPN
fcis-30617	161	11	,	,	PUNCT
fcis-30617	161	12	sun	sun	PROPN
fcis-30617	161	13	,	,	PUNCT
fcis-30617	161	14	x.	x.	PROPN
fcis-30617	161	15	,	,	PUNCT
fcis-30617	161	16	&	&	CCONJ
fcis-30617	161	17	chen	chen	PROPN
fcis-30617	161	18	,	,	PUNCT
fcis-30617	161	19	l.	l.	PROPN
fcis-30617	161	20	multi	multi	ADJ
fcis-30617	161	21	-	-	ADJ
fcis-30617	161	22	source	source	ADJ
fcis-30617	161	23	heterogeneous	heterogeneous	ADJ
fcis-30617	161	24	education	education	NOUN
fcis-30617	161	25	big	big	ADJ
fcis-30617	161	26	data	datum	NOUN
fcis-30617	161	27	mining	mining	NOUN
fcis-30617	161	28	and	and	CCONJ
fcis-30617	161	29	application	application	NOUN
fcis-30617	161	30	platform	platform	NOUN
fcis-30617	161	31	.	.	PUNCT
fcis-30617	162	1	journal	journal	PROPN
fcis-30617	162	2	of	of	ADP
fcis-30617	162	3	jilin	jilin	PROPN
fcis-30617	162	4	university	university	PROPN
fcis-30617	162	5	(	(	PUNCT
fcis-30617	162	6	information	information	NOUN
fcis-30617	162	7	science	science	NOUN
fcis-30617	162	8	edition	edition	PROPN
fcis-30617	162	9	)	)	PUNCT
fcis-30617	162	10	,	,	PUNCT
fcis-30617	162	11	vol	vol	NOUN
fcis-30617	162	12	.	.	PUNCT
fcis-30617	163	1	41(2023	41(2023	NUM
fcis-30617	163	2	)	)	PUNCT
fcis-30617	164	1	no	no	INTJ
fcis-30617	164	2	.	.	NOUN
fcis-30617	164	3	5	5	NUM
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