id	sid	tid	token	lemma	pos
fcis-12471	1	1	frontiers	frontier	NOUN
fcis-12471	1	2	in	in	ADP
fcis-12471	1	3	computing	computing	NOUN
fcis-12471	1	4	and	and	CCONJ
fcis-12471	1	5	intelligent	intelligent	ADJ
fcis-12471	1	6	systems	system	NOUN
fcis-12471	1	7	issn	issn	VERB
fcis-12471	1	8	:	:	PUNCT
fcis-12471	1	9	2832	2832	NUM
fcis-12471	1	10	-	-	SYM
fcis-12471	1	11	6024	6024	NUM
fcis-12471	1	12	|	|	NOUN
fcis-12471	1	13	vol	vol	NOUN
fcis-12471	1	14	.	.	PROPN
fcis-12471	2	1	5	5	NUM
fcis-12471	2	2	,	,	PUNCT
fcis-12471	2	3	no	no	INTJ
fcis-12471	2	4	.	.	NOUN
fcis-12471	2	5	2	2	NUM
fcis-12471	2	6	,	,	PUNCT
fcis-12471	2	7	2023	2023	NUM
fcis-12471	2	8	67	67	NUM
fcis-12471	2	9	analysis	analysis	NOUN
fcis-12471	2	10	of	of	ADP
fcis-12471	2	11	arrhythmia	arrhythmia	NOUN
fcis-12471	2	12	features	feature	NOUN
fcis-12471	2	13	based	base	VERB
fcis-12471	2	14	on	on	ADP
fcis-12471	2	15	lightgbm	lightgbm	NOUN
fcis-12471	2	16	and	and	CCONJ
fcis-12471	2	17	kmeans	kmean	NOUN
fcis-12471	2	18	feature	feature	VERB
fcis-12471	2	19	extraction	extraction	NOUN
fcis-12471	2	20	hanrong	hanrong	NOUN
fcis-12471	2	21	li	li	PROPN
fcis-12471	2	22	a	a	PROPN
fcis-12471	2	23	,	,	PUNCT
fcis-12471	2	24	xizhi	xizhi	PROPN
fcis-12471	2	25	hong	hong	PROPN
fcis-12471	2	26	b	b	PROPN
fcis-12471	2	27	and	and	CCONJ
fcis-12471	2	28	baoyan	baoyan	ADJ
fcis-12471	2	29	hu	hu	PROPN
fcis-12471	2	30	c	c	PROPN
fcis-12471	2	31	school	school	NOUN
fcis-12471	2	32	of	of	ADP
fcis-12471	2	33	information	information	NOUN
fcis-12471	2	34	communication	communication	NOUN
fcis-12471	2	35	,	,	PUNCT
fcis-12471	2	36	national	national	ADJ
fcis-12471	2	37	university	university	PROPN
fcis-12471	2	38	of	of	ADP
fcis-12471	2	39	defense	defense	PROPN
fcis-12471	2	40	technology	technology	NOUN
fcis-12471	2	41	,	,	PUNCT
fcis-12471	2	42	430000	430000	NUM
fcis-12471	2	43	,	,	PUNCT
fcis-12471	2	44	china	china	PROPN
fcis-12471	2	45	a	a	DET
fcis-12471	2	46	1226180599@qq.com	1226180599@qq.com	NUM
fcis-12471	2	47	,	,	PUNCT
fcis-12471	2	48	b	b	NOUN
fcis-12471	2	49	1622151634@qq.com	1622151634@qq.com	NUM
fcis-12471	2	50	,	,	PUNCT
fcis-12471	2	51	c	c	PROPN
fcis-12471	2	52	2874916336@qq.com	2874916336@qq.com	NUM
fcis-12471	2	53	abstract	abstract	NOUN
fcis-12471	2	54	:	:	PUNCT
fcis-12471	2	55	the	the	DET
fcis-12471	2	56	risk	risk	NOUN
fcis-12471	2	57	classification	classification	NOUN
fcis-12471	2	58	based	base	VERB
fcis-12471	2	59	on	on	ADP
fcis-12471	2	60	heart	heart	NOUN
fcis-12471	2	61	disease	disease	NOUN
fcis-12471	2	62	signals	signal	NOUN
fcis-12471	2	63	aims	aim	VERB
fcis-12471	2	64	to	to	PART
fcis-12471	2	65	classify	classify	VERB
fcis-12471	2	66	patients	patient	NOUN
fcis-12471	2	67	into	into	ADP
fcis-12471	2	68	different	different	ADJ
fcis-12471	2	69	risk	risk	NOUN
fcis-12471	2	70	levels	level	NOUN
fcis-12471	2	71	,	,	PUNCT
fcis-12471	2	72	such	such	ADJ
fcis-12471	2	73	as	as	ADP
fcis-12471	2	74	low	low	ADJ
fcis-12471	2	75	risk	risk	NOUN
fcis-12471	2	76	,	,	PUNCT
fcis-12471	2	77	medium	medium	ADJ
fcis-12471	2	78	risk	risk	NOUN
fcis-12471	2	79	,	,	PUNCT
fcis-12471	2	80	and	and	CCONJ
fcis-12471	2	81	high	high	ADJ
fcis-12471	2	82	risk	risk	NOUN
fcis-12471	2	83	.	.	PUNCT
fcis-12471	3	1	this	this	DET
fcis-12471	3	2	classification	classification	NOUN
fcis-12471	3	3	can	can	AUX
fcis-12471	3	4	help	help	VERB
fcis-12471	3	5	doctors	doctor	NOUN
fcis-12471	3	6	determine	determine	VERB
fcis-12471	3	7	appropriate	appropriate	ADJ
fcis-12471	3	8	treatment	treatment	NOUN
fcis-12471	3	9	plans	plan	NOUN
fcis-12471	3	10	,	,	PUNCT
fcis-12471	3	11	take	take	VERB
fcis-12471	3	12	timely	timely	ADJ
fcis-12471	3	13	measures	measure	NOUN
fcis-12471	3	14	,	,	PUNCT
fcis-12471	3	15	and	and	CCONJ
fcis-12471	3	16	improve	improve	VERB
fcis-12471	3	17	patients	patient	NOUN
fcis-12471	3	18	'	'	PART
fcis-12471	3	19	survival	survival	NOUN
fcis-12471	3	20	rate	rate	NOUN
fcis-12471	3	21	and	and	CCONJ
fcis-12471	3	22	quality	quality	NOUN
fcis-12471	3	23	of	of	ADP
fcis-12471	3	24	life	life	NOUN
fcis-12471	3	25	.	.	PUNCT
fcis-12471	4	1	this	this	DET
fcis-12471	4	2	article	article	NOUN
fcis-12471	4	3	is	be	AUX
fcis-12471	4	4	based	base	VERB
fcis-12471	4	5	on	on	ADP
fcis-12471	4	6	the	the	DET
fcis-12471	4	7	background	background	NOUN
fcis-12471	4	8	of	of	ADP
fcis-12471	4	9	this	this	DET
fcis-12471	4	10	problem	problem	NOUN
fcis-12471	4	11	,	,	PUNCT
fcis-12471	4	12	extracting	extract	VERB
fcis-12471	4	13	electrocardiogram	electrocardiogram	NOUN
fcis-12471	4	14	signals	signal	NOUN
fcis-12471	4	15	,	,	PUNCT
fcis-12471	4	16	and	and	CCONJ
fcis-12471	4	17	using	use	VERB
fcis-12471	4	18	lightgbm	lightgbm	NOUN
fcis-12471	4	19	and	and	CCONJ
fcis-12471	4	20	kmeans	kmean	NOUN
fcis-12471	4	21	algorithms	algorithm	NOUN
fcis-12471	4	22	for	for	ADP
fcis-12471	4	23	arrhythmia	arrhythmia	NOUN
fcis-12471	4	24	classification	classification	NOUN
fcis-12471	4	25	and	and	CCONJ
fcis-12471	4	26	analysis	analysis	NOUN
fcis-12471	4	27	.	.	PUNCT
fcis-12471	5	1	extracted	extract	VERB
fcis-12471	5	2	from	from	ADP
fcis-12471	5	3	the	the	DET
fcis-12471	5	4	2s	2s	PROPN
fcis-12471	5	5	features	feature	NOUN
fcis-12471	5	6	collected	collect	VERB
fcis-12471	5	7	in	in	ADP
fcis-12471	5	8	this	this	DET
fcis-12471	5	9	article	article	NOUN
fcis-12471	5	10	are	be	AUX
fcis-12471	5	11	the	the	DET
fcis-12471	5	12	data	data	NOUN
fcis-12471	5	13	features	feature	NOUN
fcis-12471	5	14	of	of	ADP
fcis-12471	5	15	the	the	DET
fcis-12471	5	16	electrocardiogram	electrocardiogram	NOUN
fcis-12471	5	17	,	,	PUNCT
fcis-12471	5	18	including	include	VERB
fcis-12471	5	19	p	p	NOUN
fcis-12471	5	20	-	-	PUNCT
fcis-12471	5	21	wave	wave	NOUN
fcis-12471	5	22	,	,	PUNCT
fcis-12471	5	23	p	p	NOUN
fcis-12471	5	24	-	-	PUNCT
fcis-12471	5	25	r	r	NOUN
fcis-12471	5	26	band	band	NOUN
fcis-12471	5	27	,	,	PUNCT
fcis-12471	5	28	qrs	qrs	PROPN
fcis-12471	5	29	complex	complex	PROPN
fcis-12471	5	30	,	,	PUNCT
fcis-12471	5	31	s	s	PROPN
fcis-12471	5	32	-	-	PUNCT
fcis-12471	5	33	t	t	NOUN
fcis-12471	5	34	band	band	NOUN
fcis-12471	5	35	,	,	PUNCT
fcis-12471	5	36	and	and	CCONJ
fcis-12471	5	37	t	t	NOUN
fcis-12471	5	38	-	-	PUNCT
fcis-12471	5	39	wave	wave	NOUN
fcis-12471	5	40	features	feature	NOUN
fcis-12471	5	41	.	.	PUNCT
fcis-12471	6	1	construct	construct	VERB
fcis-12471	6	2	a	a	DET
fcis-12471	6	3	feature	feature	NOUN
fcis-12471	6	4	index	index	NOUN
fcis-12471	6	5	pool	pool	NOUN
fcis-12471	6	6	for	for	ADP
fcis-12471	6	7	each	each	DET
fcis-12471	6	8	electrocardiogram	electrocardiogram	NOUN
fcis-12471	6	9	data	datum	NOUN
fcis-12471	6	10	,	,	PUNCT
fcis-12471	6	11	and	and	CCONJ
fcis-12471	6	12	use	use	VERB
fcis-12471	6	13	the	the	DET
fcis-12471	6	14	feature	feature	NOUN
fcis-12471	6	15	index	index	NOUN
fcis-12471	6	16	pool	pool	NOUN
fcis-12471	6	17	and	and	CCONJ
fcis-12471	6	18	the	the	DET
fcis-12471	6	19	assigned	assign	VERB
fcis-12471	6	20	risk	risk	NOUN
fcis-12471	6	21	level	level	NOUN
fcis-12471	6	22	to	to	PART
fcis-12471	6	23	construct	construct	VERB
fcis-12471	6	24	a	a	DET
fcis-12471	6	25	lightgbm	lightgbm	ADJ
fcis-12471	6	26	classification	classification	NOUN
fcis-12471	6	27	regression	regression	NOUN
fcis-12471	6	28	model	model	NOUN
fcis-12471	6	29	.	.	PUNCT
fcis-12471	7	1	the	the	DET
fcis-12471	7	2	prediction	prediction	NOUN
fcis-12471	7	3	accuracy	accuracy	NOUN
fcis-12471	7	4	is	be	AUX
fcis-12471	7	5	93.5	93.5	NUM
fcis-12471	7	6	%	%	NOUN
fcis-12471	7	7	,	,	PUNCT
fcis-12471	7	8	and	and	CCONJ
fcis-12471	7	9	the	the	DET
fcis-12471	7	10	error	error	NOUN
fcis-12471	7	11	fluctuation	fluctuation	NOUN
fcis-12471	7	12	does	do	AUX
fcis-12471	7	13	not	not	PART
fcis-12471	7	14	exceed	exceed	VERB
fcis-12471	7	15	±	±	NOUN
fcis-12471	7	16	1	1	NUM
fcis-12471	7	17	.	.	PUNCT
fcis-12471	8	1	after	after	ADP
fcis-12471	8	2	that	that	PRON
fcis-12471	8	3	,	,	PUNCT
fcis-12471	8	4	use	use	VERB
fcis-12471	8	5	principal	principal	ADJ
fcis-12471	8	6	component	component	NOUN
fcis-12471	8	7	analysis	analysis	NOUN
fcis-12471	8	8	(	(	PUNCT
fcis-12471	8	9	pca	pca	NOUN
fcis-12471	8	10	)	)	PUNCT
fcis-12471	8	11	to	to	PART
fcis-12471	8	12	perform	perform	VERB
fcis-12471	8	13	feature	feature	NOUN
fcis-12471	8	14	dimensionality	dimensionality	NOUN
fcis-12471	8	15	reduction	reduction	NOUN
fcis-12471	8	16	on	on	ADP
fcis-12471	8	17	the	the	DET
fcis-12471	8	18	data	datum	NOUN
fcis-12471	8	19	.	.	PUNCT
fcis-12471	9	1	specific	specific	ADJ
fcis-12471	9	2	classification	classification	NOUN
fcis-12471	9	3	of	of	ADP
fcis-12471	9	4	different	different	ADJ
fcis-12471	9	5	categories	category	NOUN
fcis-12471	9	6	of	of	ADP
fcis-12471	9	7	heart	heart	NOUN
fcis-12471	9	8	rates	rate	NOUN
fcis-12471	9	9	was	be	AUX
fcis-12471	9	10	carried	carry	VERB
fcis-12471	9	11	out	out	ADP
fcis-12471	9	12	,	,	PUNCT
fcis-12471	9	13	and	and	CCONJ
fcis-12471	9	14	the	the	DET
fcis-12471	9	15	specific	specific	ADJ
fcis-12471	9	16	performance	performance	NOUN
fcis-12471	9	17	of	of	ADP
fcis-12471	9	18	the	the	DET
fcis-12471	9	19	algorithm	algorithm	NOUN
fcis-12471	9	20	and	and	CCONJ
fcis-12471	9	21	visualization	visualization	NOUN
fcis-12471	9	22	of	of	ADP
fcis-12471	9	23	classification	classification	NOUN
fcis-12471	9	24	images	image	NOUN
fcis-12471	9	25	were	be	AUX
fcis-12471	9	26	performed	perform	VERB
fcis-12471	9	27	.	.	PUNCT
fcis-12471	10	1	finally	finally	ADV
fcis-12471	10	2	,	,	PUNCT
fcis-12471	10	3	this	this	DET
fcis-12471	10	4	article	article	NOUN
fcis-12471	10	5	conducted	conduct	VERB
fcis-12471	10	6	model	model	NOUN
fcis-12471	10	7	validation	validation	NOUN
fcis-12471	10	8	on	on	ADP
fcis-12471	10	9	the	the	DET
fcis-12471	10	10	above	above	ADJ
fcis-12471	10	11	model	model	NOUN
fcis-12471	10	12	,	,	PUNCT
fcis-12471	10	13	and	and	CCONJ
fcis-12471	10	14	constructed	construct	VERB
fcis-12471	10	15	training	training	NOUN
fcis-12471	10	16	and	and	CCONJ
fcis-12471	10	17	validation	validation	NOUN
fcis-12471	10	18	sets	set	NOUN
fcis-12471	10	19	to	to	PART
fcis-12471	10	20	validate	validate	VERB
fcis-12471	10	21	the	the	DET
fcis-12471	10	22	model	model	NOUN
fcis-12471	10	23	.	.	PUNCT
fcis-12471	11	1	through	through	ADP
fcis-12471	11	2	observation	observation	NOUN
fcis-12471	11	3	,	,	PUNCT
fcis-12471	11	4	it	it	PRON
fcis-12471	11	5	can	can	AUX
fcis-12471	11	6	be	be	AUX
fcis-12471	11	7	seen	see	VERB
fcis-12471	11	8	that	that	SCONJ
fcis-12471	11	9	the	the	DET
fcis-12471	11	10	accuracy	accuracy	NOUN
fcis-12471	11	11	of	of	ADP
fcis-12471	11	12	the	the	DET
fcis-12471	11	13	model	model	NOUN
fcis-12471	11	14	is	be	AUX
fcis-12471	11	15	stable	stable	ADJ
fcis-12471	11	16	at	at	ADP
fcis-12471	11	17	over	over	ADP
fcis-12471	11	18	90	90	NUM
fcis-12471	11	19	%	%	NOUN
fcis-12471	11	20	.	.	PUNCT
fcis-12471	12	1	therefore	therefore	ADV
fcis-12471	12	2	,	,	PUNCT
fcis-12471	12	3	the	the	DET
fcis-12471	12	4	model	model	NOUN
fcis-12471	12	5	constructed	construct	VERB
fcis-12471	12	6	in	in	ADP
fcis-12471	12	7	this	this	DET
fcis-12471	12	8	article	article	NOUN
fcis-12471	12	9	is	be	AUX
fcis-12471	12	10	true	true	ADJ
fcis-12471	12	11	,	,	PUNCT
fcis-12471	12	12	effective	effective	ADJ
fcis-12471	12	13	,	,	PUNCT
fcis-12471	12	14	reliable	reliable	ADJ
fcis-12471	12	15	,	,	PUNCT
fcis-12471	12	16	and	and	CCONJ
fcis-12471	12	17	accurate	accurate	ADJ
fcis-12471	12	18	.	.	PUNCT
fcis-12471	13	1	keywords	keyword	NOUN
fcis-12471	13	2	:	:	PUNCT
fcis-12471	13	3	lightgbm	lightgbm	ADJ
fcis-12471	13	4	;	;	PUNCT
fcis-12471	13	5	kmeans	kmean	NOUN
fcis-12471	13	6	;	;	PUNCT
fcis-12471	13	7	ecg	ecg	PROPN
fcis-12471	13	8	characteristics	characteristic	NOUN
fcis-12471	13	9	;	;	PUNCT
fcis-12471	13	10	arrhythmias	arrhythmias	PROPN
fcis-12471	13	11	.	.	PUNCT
fcis-12471	14	1	1	1	X
fcis-12471	14	2	.	.	X
fcis-12471	14	3	introduction	introduction	NOUN
fcis-12471	14	4	1.1	1.1	NUM
fcis-12471	14	5	.	.	PUNCT
fcis-12471	15	1	background	background	NOUN
fcis-12471	15	2	research	research	NOUN
fcis-12471	15	3	the	the	DET
fcis-12471	15	4	widely	widely	ADV
fcis-12471	15	5	used	use	VERB
fcis-12471	15	6	method	method	NOUN
fcis-12471	15	7	for	for	ADP
fcis-12471	15	8	detecting	detect	VERB
fcis-12471	15	9	arrhythmia	arrhythmia	NOUN
fcis-12471	15	10	is	be	AUX
fcis-12471	15	11	electrocardiography	electrocardiography	NOUN
fcis-12471	15	12	(	(	PUNCT
fcis-12471	15	13	ecg	ecg	PROPN
fcis-12471	15	14	)	)	PUNCT
fcis-12471	15	15	diagnosis	diagnosis	NOUN
fcis-12471	15	16	.	.	PUNCT
fcis-12471	16	1	arrhythmias	arrhythmia	NOUN
fcis-12471	16	2	are	be	AUX
fcis-12471	16	3	an	an	DET
fcis-12471	16	4	extremely	extremely	ADV
fcis-12471	16	5	common	common	ADJ
fcis-12471	16	6	and	and	CCONJ
fcis-12471	16	7	important	important	ADJ
fcis-12471	16	8	abnormal	abnormal	ADJ
fcis-12471	16	9	state	state	NOUN
fcis-12471	16	10	of	of	ADP
fcis-12471	16	11	cardiac	cardiac	ADJ
fcis-12471	16	12	electrical	electrical	ADJ
fcis-12471	16	13	activity	activity	NOUN
fcis-12471	16	14	.	.	PUNCT
fcis-12471	17	1	different	different	ADJ
fcis-12471	17	2	types	type	NOUN
fcis-12471	17	3	of	of	ADP
fcis-12471	17	4	arrhythmia	arrhythmia	NOUN
fcis-12471	17	5	exhibit	exhibit	VERB
fcis-12471	17	6	different	different	ADJ
fcis-12471	17	7	states	state	NOUN
fcis-12471	17	8	in	in	ADP
fcis-12471	17	9	the	the	DET
fcis-12471	17	10	waveform	waveform	NOUN
fcis-12471	17	11	and	and	CCONJ
fcis-12471	17	12	frequency	frequency	NOUN
fcis-12471	17	13	of	of	ADP
fcis-12471	17	14	the	the	DET
fcis-12471	17	15	electrocardiogram	electrocardiogram	NOUN
fcis-12471	17	16	.	.	PUNCT
fcis-12471	18	1	studying	study	VERB
fcis-12471	18	2	electrocardiogram	electrocardiogram	NOUN
fcis-12471	18	3	signals	signal	NOUN
fcis-12471	18	4	can	can	AUX
fcis-12471	18	5	diagnose	diagnose	VERB
fcis-12471	18	6	various	various	ADJ
fcis-12471	18	7	symptoms	symptom	NOUN
fcis-12471	18	8	of	of	ADP
fcis-12471	18	9	arrhythmia	arrhythmia	NOUN
fcis-12471	18	10	.	.	PUNCT
fcis-12471	19	1	taking	take	VERB
fcis-12471	19	2	effective	effective	ADJ
fcis-12471	19	3	measures	measure	NOUN
fcis-12471	19	4	to	to	PART
fcis-12471	19	5	detect	detect	VERB
fcis-12471	19	6	the	the	DET
fcis-12471	19	7	occurrence	occurrence	NOUN
fcis-12471	19	8	of	of	ADP
fcis-12471	19	9	arrhythmia	arrhythmia	NOUN
fcis-12471	19	10	has	have	VERB
fcis-12471	19	11	a	a	DET
fcis-12471	19	12	great	great	ADJ
fcis-12471	19	13	positive	positive	ADJ
fcis-12471	19	14	effect	effect	NOUN
fcis-12471	19	15	on	on	ADP
fcis-12471	19	16	the	the	DET
fcis-12471	19	17	prevention	prevention	NOUN
fcis-12471	19	18	and	and	CCONJ
fcis-12471	19	19	diagnosis	diagnosis	NOUN
fcis-12471	19	20	of	of	ADP
fcis-12471	19	21	cardiovascular	cardiovascular	ADJ
fcis-12471	19	22	diseases	disease	NOUN
fcis-12471	19	23	,	,	PUNCT
fcis-12471	19	24	and	and	CCONJ
fcis-12471	19	25	has	have	VERB
fcis-12471	19	26	very	very	ADV
fcis-12471	19	27	important	important	ADJ
fcis-12471	19	28	clinical	clinical	ADJ
fcis-12471	19	29	significance	significance	NOUN
fcis-12471	19	30	.	.	PUNCT
fcis-12471	20	1	the	the	DET
fcis-12471	20	2	pacemaker	pacemaker	NOUN
fcis-12471	20	3	of	of	ADP
fcis-12471	20	4	the	the	DET
fcis-12471	20	5	heart	heart	NOUN
fcis-12471	20	6	discharges	discharge	VERB
fcis-12471	20	7	electricity	electricity	NOUN
fcis-12471	20	8	to	to	PART
fcis-12471	20	9	transmit	transmit	VERB
fcis-12471	20	10	current	current	ADJ
fcis-12471	20	11	to	to	ADP
fcis-12471	20	12	each	each	DET
fcis-12471	20	13	myocardial	myocardial	ADJ
fcis-12471	20	14	fiber	fiber	NOUN
fcis-12471	20	15	.	.	PUNCT
fcis-12471	21	1	upon	upon	SCONJ
fcis-12471	21	2	receiving	receive	VERB
fcis-12471	21	3	an	an	DET
fcis-12471	21	4	electrical	electrical	ADJ
fcis-12471	21	5	signal	signal	NOUN
fcis-12471	21	6	,	,	PUNCT
fcis-12471	21	7	the	the	DET
fcis-12471	21	8	corresponding	corresponding	ADJ
fcis-12471	21	9	myocardial	myocardial	ADJ
fcis-12471	21	10	fiber	fiber	NOUN
fcis-12471	21	11	completes	complete	VERB
fcis-12471	21	12	a	a	DET
fcis-12471	21	13	contraction	contraction	NOUN
fcis-12471	21	14	,	,	PUNCT
fcis-12471	21	15	and	and	CCONJ
fcis-12471	21	16	the	the	DET
fcis-12471	21	17	heart	heart	NOUN
fcis-12471	21	18	beats	beat	VERB
fcis-12471	21	19	accordingly	accordingly	ADV
fcis-12471	21	20	.	.	PUNCT
fcis-12471	22	1	the	the	DET
fcis-12471	22	2	electrical	electrical	ADJ
fcis-12471	22	3	signals	signal	NOUN
fcis-12471	22	4	of	of	ADP
fcis-12471	22	5	the	the	DET
fcis-12471	22	6	heart	heart	NOUN
fcis-12471	22	7	can	can	AUX
fcis-12471	22	8	be	be	AUX
fcis-12471	22	9	transmitted	transmit	VERB
fcis-12471	22	10	to	to	ADP
fcis-12471	22	11	the	the	DET
fcis-12471	22	12	skin	skin	NOUN
fcis-12471	22	13	on	on	ADP
fcis-12471	22	14	the	the	DET
fcis-12471	22	15	body	body	NOUN
fcis-12471	22	16	surface	surface	NOUN
fcis-12471	22	17	,	,	PUNCT
fcis-12471	22	18	and	and	CCONJ
fcis-12471	22	19	the	the	DET
fcis-12471	22	20	performance	performance	NOUN
fcis-12471	22	21	of	of	ADP
fcis-12471	22	22	the	the	DET
fcis-12471	22	23	electrical	electrical	ADJ
fcis-12471	22	24	signals	signal	NOUN
fcis-12471	22	25	detected	detect	VERB
fcis-12471	22	26	in	in	ADP
fcis-12471	22	27	different	different	ADJ
fcis-12471	22	28	body	body	NOUN
fcis-12471	22	29	surface	surface	NOUN
fcis-12471	22	30	areas	area	NOUN
fcis-12471	22	31	varies	vary	VERB
fcis-12471	22	32	.	.	PUNCT
fcis-12471	23	1	in	in	ADP
fcis-12471	23	2	this	this	DET
fcis-12471	23	3	way	way	NOUN
fcis-12471	23	4	,	,	PUNCT
fcis-12471	23	5	electrodes	electrode	NOUN
fcis-12471	23	6	are	be	AUX
fcis-12471	23	7	placed	place	VERB
fcis-12471	23	8	in	in	ADP
fcis-12471	23	9	specific	specific	ADJ
fcis-12471	23	10	areas	area	NOUN
fcis-12471	23	11	of	of	ADP
fcis-12471	23	12	the	the	DET
fcis-12471	23	13	body	body	NOUN
fcis-12471	23	14	surface	surface	NOUN
fcis-12471	23	15	,	,	PUNCT
fcis-12471	23	16	and	and	CCONJ
fcis-12471	23	17	electrocardiogram	electrocardiogram	NOUN
fcis-12471	23	18	data	datum	NOUN
fcis-12471	23	19	can	can	AUX
fcis-12471	23	20	be	be	AUX
fcis-12471	23	21	recorded	record	VERB
fcis-12471	23	22	through	through	ADP
fcis-12471	23	23	an	an	DET
fcis-12471	23	24	electrocardiogram	electrocardiogram	NOUN
fcis-12471	23	25	machine	machine	NOUN
fcis-12471	23	26	.	.	PUNCT
fcis-12471	24	1	for	for	ADP
fcis-12471	24	2	people	people	NOUN
fcis-12471	24	3	with	with	ADP
fcis-12471	24	4	severe	severe	ADJ
fcis-12471	24	5	heart	heart	NOUN
fcis-12471	24	6	disease	disease	NOUN
fcis-12471	24	7	,	,	PUNCT
fcis-12471	24	8	real	real	ADJ
fcis-12471	24	9	-	-	PUNCT
fcis-12471	24	10	time	time	NOUN
fcis-12471	24	11	monitoring	monitoring	NOUN
fcis-12471	24	12	of	of	ADP
fcis-12471	24	13	electrocardiogram	electrocardiogram	NOUN
fcis-12471	24	14	is	be	AUX
fcis-12471	24	15	an	an	DET
fcis-12471	24	16	important	important	ADJ
fcis-12471	24	17	means	mean	NOUN
fcis-12471	24	18	of	of	ADP
fcis-12471	24	19	detecting	detect	VERB
fcis-12471	24	20	arrhythmia	arrhythmia	NOUN
fcis-12471	24	21	.	.	PUNCT
fcis-12471	25	1	2	2	X
fcis-12471	25	2	.	.	X
fcis-12471	25	3	a	a	DET
fcis-12471	25	4	heart	heart	NOUN
fcis-12471	25	5	classification	classification	NOUN
fcis-12471	25	6	and	and	CCONJ
fcis-12471	25	7	recognition	recognition	NOUN
fcis-12471	25	8	model	model	NOUN
fcis-12471	25	9	based	base	VERB
fcis-12471	25	10	on	on	ADP
fcis-12471	25	11	lightgbm	lightgbm	ADJ
fcis-12471	25	12	2.1	2.1	NUM
fcis-12471	25	13	.	.	PUNCT
fcis-12471	26	1	data	datum	NOUN
fcis-12471	26	2	preprocessing	preprocesse	VERB
fcis-12471	26	3	then	then	ADV
fcis-12471	26	4	,	,	PUNCT
fcis-12471	26	5	in	in	ADP
fcis-12471	26	6	order	order	NOUN
fcis-12471	26	7	to	to	PART
fcis-12471	26	8	ensure	ensure	VERB
fcis-12471	26	9	the	the	DET
fcis-12471	26	10	accuracy	accuracy	NOUN
fcis-12471	26	11	of	of	ADP
fcis-12471	26	12	the	the	DET
fcis-12471	26	13	data	datum	NOUN
fcis-12471	26	14	and	and	CCONJ
fcis-12471	26	15	the	the	DET
fcis-12471	26	16	efficiency	efficiency	NOUN
fcis-12471	26	17	of	of	ADP
fcis-12471	26	18	the	the	DET
fcis-12471	26	19	program	program	NOUN
fcis-12471	26	20	,	,	PUNCT
fcis-12471	26	21	this	this	DET
fcis-12471	26	22	paper	paper	NOUN
fcis-12471	26	23	conducts	conduct	VERB
fcis-12471	26	24	data	datum	NOUN
fcis-12471	26	25	processing	processing	NOUN
fcis-12471	26	26	on	on	ADP
fcis-12471	26	27	the	the	DET
fcis-12471	26	28	power	power	NOUN
fcis-12471	26	29	spectral	spectral	ADJ
fcis-12471	26	30	density	density	NOUN
fcis-12471	26	31	of	of	ADP
fcis-12471	26	32	the	the	DET
fcis-12471	26	33	ecg	ecg	PROPN
fcis-12471	26	34	waveform	waveform	NOUN
fcis-12471	26	35	,	,	PUNCT
fcis-12471	26	36	and	and	CCONJ
fcis-12471	26	37	carries	carry	VERB
fcis-12471	26	38	out	out	ADP
fcis-12471	26	39	fourier	fourier	NOUN
fcis-12471	26	40	transform	transform	NOUN
fcis-12471	26	41	processing	processing	NOUN
fcis-12471	26	42	on	on	ADP
fcis-12471	26	43	the	the	DET
fcis-12471	26	44	data	datum	NOUN
fcis-12471	26	45	to	to	PART
fcis-12471	26	46	screen	screen	VERB
fcis-12471	26	47	the	the	DET
fcis-12471	26	48	characteristics	characteristic	NOUN
fcis-12471	26	49	.	.	PUNCT
fcis-12471	27	1	the	the	DET
fcis-12471	27	2	specific	specific	ADJ
fcis-12471	27	3	algorithm	algorithm	NOUN
fcis-12471	27	4	formula	formula	NOUN
fcis-12471	27	5	is	be	AUX
fcis-12471	27	6	as	as	SCONJ
fcis-12471	27	7	follows	follow	VERB
fcis-12471	27	8	:	:	PUNCT
fcis-12471	27	9			NOUN
fcis-12471	27	10	0	0	NOUN
fcis-12471	27	11	1	1	NUM
fcis-12471	27	12	(	(	PUNCT
fcis-12471	27	13	)	)	PUNCT
fcis-12471	27	14	cos	cos	ADP
fcis-12471	27	15	sin	sin	NOUN
fcis-12471	27	16	2	2	NUM
fcis-12471	27	17	n	n	NOUN
fcis-12471	27	18	n	n	ADP
fcis-12471	27	19	n	n	ADV
fcis-12471	27	20	a	a	DET
fcis-12471	27	21	f	f	X
fcis-12471	27	22	t	t	PROPN
fcis-12471	27	23	a	a	DET
fcis-12471	27	24	nwt	nwt	PROPN
fcis-12471	27	25	b	b	PROPN
fcis-12471	27	26	nwt	nwt	PROPN
fcis-12471	27	27			ADV
fcis-12471	27	28			PROPN
fcis-12471	27	29			PROPN
fcis-12471	27	30			ADJ
fcis-12471	27	31			NOUN
fcis-12471	27	32	(	(	PUNCT
fcis-12471	27	33	1	1	NUM
fcis-12471	27	34	)	)	PUNCT
fcis-12471	27	35	according	accord	VERB
fcis-12471	27	36	to	to	ADP
fcis-12471	27	37	euler	euler	NOUN
fcis-12471	27	38	's	's	PART
fcis-12471	27	39	formula	formula	NOUN
fcis-12471	27	40	:	:	PUNCT
fcis-12471	27	41	cos	cos	PROPN
fcis-12471	27	42	sinie	sinie	PROPN
fcis-12471	27	43	i	i	PROPN
fcis-12471	27	44			PROPN
fcis-12471	27	45			PROPN
fcis-12471	27	46			PUNCT
fcis-12471	27	47	(	(	PUNCT
fcis-12471	27	48	2	2	X
fcis-12471	27	49	)	)	PUNCT
fcis-12471	27	50	fourier	fourier	NOUN
fcis-12471	27	51	series	series	NOUN
fcis-12471	27	52	can	can	AUX
fcis-12471	27	53	be	be	AUX
fcis-12471	27	54	expressed	express	VERB
fcis-12471	27	55	as	as	ADP
fcis-12471	27	56	:	:	PUNCT
fcis-12471	27	57			NOUN
fcis-12471	27	58	0	0	NOUN
fcis-12471	27	59	1	1	NUM
fcis-12471	27	60	(	(	PUNCT
fcis-12471	27	61	)	)	PUNCT
fcis-12471	28	1	inwt	inwt	VERB
fcis-12471	28	2	inwt	inwt	PROPN
fcis-12471	28	3	n	n	PROPN
fcis-12471	28	4	n	n	CCONJ
fcis-12471	28	5	n	n	NOUN
fcis-12471	28	6	f	f	NOUN
fcis-12471	28	7	t	t	NOUN
fcis-12471	28	8	c	c	NOUN
fcis-12471	28	9	c	c	NOUN
fcis-12471	28	10	e	e	X
fcis-12471	28	11	c	c	X
fcis-12471	28	12	e	e	X
fcis-12471	28	13			X
fcis-12471	28	14			VERB
fcis-12471	28	15			VERB
fcis-12471	28	16			PROPN
fcis-12471	28	17			PROPN
fcis-12471	28	18			ADJ
fcis-12471	28	19			NOUN
fcis-12471	28	20	(	(	PUNCT
fcis-12471	28	21	3	3	X
fcis-12471	28	22	)	)	PUNCT
fcis-12471	28	23	ultimately	ultimately	ADV
fcis-12471	28	24	,	,	PUNCT
fcis-12471	28	25	we	we	PRON
fcis-12471	28	26	can	can	AUX
fcis-12471	28	27	obtain	obtain	VERB
fcis-12471	28	28	:	:	PUNCT
fcis-12471	28	29	1	1	NUM
fcis-12471	28	30	(	(	PUNCT
fcis-12471	28	31	)	)	PUNCT
fcis-12471	28	32	(	(	PUNCT
fcis-12471	28	33	)	)	PUNCT
fcis-12471	28	34	2	2	NUM
fcis-12471	28	35	2	2	NUM
fcis-12471	28	36	in	in	ADP
fcis-12471	28	37	wt	wt	PROPN
fcis-12471	28	38	iwt	iwt	PROPN
fcis-12471	28	39	n	n	CCONJ
fcis-12471	28	40	n	n	NOUN
fcis-12471	28	41	t	t	NOUN
fcis-12471	29	1	f	f	PROPN
fcis-12471	29	2	t	t	PROPN
fcis-12471	29	3	c	c	X
fcis-12471	29	4	e	e	PROPN
fcis-12471	29	5	w	w	PROPN
fcis-12471	29	6	f	f	PROPN
fcis-12471	29	7	w	w	PROPN
fcis-12471	29	8	e	e	PROPN
fcis-12471	29	9	dw	dw	PROPN
fcis-12471	29	10			PROPN
fcis-12471	29	11			PROPN
fcis-12471	29	12			ADV
fcis-12471	29	13			X
fcis-12471	29	14			ADJ
fcis-12471	29	15			NOUN
fcis-12471	29	16			NUM
fcis-12471	29	17			NOUN
fcis-12471	29	18			X
fcis-12471	29	19			X
fcis-12471	29	20	(	(	PUNCT
fcis-12471	29	21	4	4	NUM
fcis-12471	29	22	)	)	PUNCT
fcis-12471	29	23	by	by	ADP
fcis-12471	29	24	filtering	filter	VERB
fcis-12471	29	25	,	,	PUNCT
fcis-12471	29	26	some	some	DET
fcis-12471	29	27	useless	useless	ADJ
fcis-12471	29	28	noise	noise	NOUN
fcis-12471	29	29	can	can	AUX
fcis-12471	29	30	be	be	AUX
fcis-12471	29	31	filtered	filter	VERB
fcis-12471	29	32	out	out	ADP
fcis-12471	29	33	and	and	CCONJ
fcis-12471	29	34	a	a	DET
fcis-12471	29	35	relatively	relatively	ADV
fcis-12471	29	36	smooth	smooth	ADJ
fcis-12471	29	37	waveform	waveform	NOUN
fcis-12471	29	38	can	can	AUX
fcis-12471	29	39	be	be	AUX
fcis-12471	29	40	obtained	obtain	VERB
fcis-12471	29	41	for	for	ADP
fcis-12471	29	42	analysis	analysis	NOUN
fcis-12471	29	43	.	.	PUNCT
fcis-12471	30	1	therefore	therefore	ADV
fcis-12471	30	2	,	,	PUNCT
fcis-12471	30	3	this	this	DET
fcis-12471	30	4	article	article	NOUN
fcis-12471	30	5	uses	use	VERB
fcis-12471	30	6	python	python	NOUN
fcis-12471	30	7	software	software	NOUN
fcis-12471	30	8	to	to	PART
fcis-12471	30	9	program	program	VERB
fcis-12471	30	10	and	and	CCONJ
fcis-12471	30	11	filter	filter	VERB
fcis-12471	30	12	the	the	DET
fcis-12471	30	13	electrocardiogram	electrocardiogram	NOUN
fcis-12471	30	14	signal	signal	NOUN
fcis-12471	30	15	,	,	PUNCT
fcis-12471	30	16	and	and	CCONJ
fcis-12471	30	17	the	the	DET
fcis-12471	30	18	results	result	NOUN
fcis-12471	30	19	are	be	AUX
fcis-12471	30	20	as	as	SCONJ
fcis-12471	30	21	follows	follow	VERB
fcis-12471	30	22	:	:	PUNCT
fcis-12471	30	23	(	(	PUNCT
fcis-12471	30	24	a	a	X
fcis-12471	30	25	)	)	PUNCT
fcis-12471	30	26	68	68	NUM
fcis-12471	30	27	(	(	PUNCT
fcis-12471	30	28	b	b	NOUN
fcis-12471	30	29	)	)	PUNCT
fcis-12471	30	30	figure	figure	NOUN
fcis-12471	30	31	1	1	NUM
fcis-12471	30	32	.	.	PUNCT
fcis-12471	31	1	filter	filter	NOUN
fcis-12471	31	2	result	result	NOUN
fcis-12471	31	3	graph	graph	NOUN
fcis-12471	31	4	based	base	VERB
fcis-12471	31	5	on	on	ADP
fcis-12471	31	6	the	the	DET
fcis-12471	31	7	above	above	ADJ
fcis-12471	31	8	filtering	filtering	NOUN
fcis-12471	31	9	process	process	NOUN
fcis-12471	31	10	,	,	PUNCT
fcis-12471	31	11	we	we	PRON
fcis-12471	31	12	have	have	AUX
fcis-12471	31	13	obtained	obtain	VERB
fcis-12471	31	14	satisfactory	satisfactory	ADJ
fcis-12471	31	15	filtering	filtering	NOUN
fcis-12471	31	16	results	result	NOUN
fcis-12471	31	17	.	.	PUNCT
fcis-12471	32	1	2.2	2.2	NUM
fcis-12471	32	2	.	.	PUNCT
fcis-12471	33	1	a	a	DET
fcis-12471	33	2	heart	heart	NOUN
fcis-12471	33	3	disease	disease	NOUN
fcis-12471	33	4	classification	classification	NOUN
fcis-12471	33	5	model	model	NOUN
fcis-12471	33	6	based	base	VERB
fcis-12471	33	7	on	on	ADP
fcis-12471	33	8	lightgbm	lightgbm	ADJ
fcis-12471	33	9	extract	extract	VERB
fcis-12471	33	10	the	the	DET
fcis-12471	33	11	data	data	NOUN
fcis-12471	33	12	features	feature	NOUN
fcis-12471	33	13	of	of	ADP
fcis-12471	33	14	the	the	DET
fcis-12471	33	15	electrocardiogram	electrocardiogram	NOUN
fcis-12471	33	16	from	from	ADP
fcis-12471	33	17	the	the	DET
fcis-12471	33	18	2s	2s	PROPN
fcis-12471	33	19	features	feature	NOUN
fcis-12471	33	20	collected	collect	VERB
fcis-12471	33	21	in	in	ADP
fcis-12471	33	22	this	this	DET
fcis-12471	33	23	article	article	NOUN
fcis-12471	33	24	,	,	PUNCT
fcis-12471	33	25	and	and	CCONJ
fcis-12471	33	26	construct	construct	VERB
fcis-12471	33	27	a	a	DET
fcis-12471	33	28	feature	feature	NOUN
fcis-12471	33	29	index	index	NOUN
fcis-12471	33	30	pool	pool	NOUN
fcis-12471	33	31	for	for	ADP
fcis-12471	33	32	each	each	DET
fcis-12471	33	33	electrocardiogram	electrocardiogram	NOUN
fcis-12471	33	34	data	datum	NOUN
fcis-12471	33	35	.	.	PUNCT
fcis-12471	34	1	using	use	VERB
fcis-12471	34	2	the	the	DET
fcis-12471	34	3	feature	feature	NOUN
fcis-12471	34	4	index	index	NOUN
fcis-12471	34	5	pool	pool	NOUN
fcis-12471	34	6	and	and	CCONJ
fcis-12471	34	7	the	the	DET
fcis-12471	34	8	assigned	assign	VERB
fcis-12471	34	9	risk	risk	NOUN
fcis-12471	34	10	level	level	NOUN
fcis-12471	34	11	,	,	PUNCT
fcis-12471	34	12	construct	construct	VERB
fcis-12471	34	13	a	a	DET
fcis-12471	34	14	lightgbm	lightgbm	ADJ
fcis-12471	34	15	classification	classification	NOUN
fcis-12471	34	16	regression	regression	NOUN
fcis-12471	34	17	model	model	NOUN
fcis-12471	34	18	based	base	VERB
fcis-12471	34	19	on	on	ADP
fcis-12471	34	20	decision	decision	NOUN
fcis-12471	34	21	tree	tree	NOUN
fcis-12471	34	22	improvement	improvement	NOUN
fcis-12471	34	23	to	to	PART
fcis-12471	34	24	solve	solve	VERB
fcis-12471	34	25	the	the	DET
fcis-12471	34	26	above	above	ADJ
fcis-12471	34	27	problems	problem	NOUN
fcis-12471	34	28	.	.	PUNCT
fcis-12471	35	1	and	and	CCONJ
fcis-12471	35	2	by	by	ADP
fcis-12471	35	3	predicting	predict	VERB
fcis-12471	35	4	the	the	DET
fcis-12471	35	5	obtained	obtain	VERB
fcis-12471	35	6	label	label	NOUN
fcis-12471	35	7	and	and	CCONJ
fcis-12471	35	8	real	real	ADJ
fcis-12471	35	9	_	_	PRON
fcis-12471	35	10	calculate	calculate	VERB
fcis-12471	35	11	the	the	DET
fcis-12471	35	12	accuracy	accuracy	NOUN
fcis-12471	35	13	of	of	ADP
fcis-12471	35	14	the	the	DET
fcis-12471	35	15	model	model	NOUN
fcis-12471	35	16	in	in	ADP
fcis-12471	35	17	identifying	identify	VERB
fcis-12471	35	18	and	and	CCONJ
fcis-12471	35	19	classifying	classify	VERB
fcis-12471	35	20	different	different	ADJ
fcis-12471	35	21	categories	category	NOUN
fcis-12471	35	22	based	base	VERB
fcis-12471	35	23	on	on	ADP
fcis-12471	35	24	the	the	DET
fcis-12471	35	25	error	error	NOUN
fcis-12471	35	26	size	size	NOUN
fcis-12471	35	27	between	between	ADP
fcis-12471	35	28	labels	label	NOUN
fcis-12471	35	29	.	.	PUNCT
fcis-12471	36	1	based	base	VERB
fcis-12471	36	2	on	on	ADP
fcis-12471	36	3	this	this	PRON
fcis-12471	36	4	,	,	PUNCT
fcis-12471	36	5	this	this	DET
fcis-12471	36	6	article	article	NOUN
fcis-12471	36	7	first	first	ADV
fcis-12471	36	8	introduces	introduce	VERB
fcis-12471	36	9	the	the	DET
fcis-12471	36	10	lightgbm	lightgbm	ADJ
fcis-12471	36	11	classification	classification	NOUN
fcis-12471	36	12	regression	regression	NOUN
fcis-12471	36	13	model	model	NOUN
fcis-12471	36	14	under	under	ADP
fcis-12471	36	15	decision	decision	NOUN
fcis-12471	36	16	tree	tree	NOUN
fcis-12471	36	17	improvement	improvement	NOUN
fcis-12471	36	18	,	,	PUNCT
fcis-12471	36	19	as	as	SCONJ
fcis-12471	36	20	shown	show	VERB
fcis-12471	36	21	below	below	ADP
fcis-12471	36	22	the	the	DET
fcis-12471	36	23	gbdt	gbdt	NOUN
fcis-12471	36	24	(	(	PUNCT
fcis-12471	36	25	gradient	gradient	ADJ
fcis-12471	36	26	lifting	lifting	NOUN
fcis-12471	36	27	tree	tree	NOUN
fcis-12471	36	28	)	)	PUNCT
fcis-12471	36	29	model	model	NOUN
fcis-12471	36	30	is	be	AUX
fcis-12471	36	31	a	a	DET
fcis-12471	36	32	decision	decision	NOUN
fcis-12471	36	33	tree	tree	NOUN
fcis-12471	36	34	-	-	PUNCT
fcis-12471	36	35	based	base	VERB
fcis-12471	36	36	model	model	NOUN
fcis-12471	36	37	that	that	PRON
fcis-12471	36	38	uses	use	VERB
fcis-12471	36	39	a	a	DET
fcis-12471	36	40	forward	forward	ADJ
fcis-12471	36	41	distribution	distribution	NOUN
fcis-12471	36	42	algorithm	algorithm	NOUN
fcis-12471	36	43	with	with	ADP
fcis-12471	36	44	the	the	DET
fcis-12471	36	45	idea	idea	NOUN
fcis-12471	36	46	of	of	ADP
fcis-12471	36	47	continuously	continuously	ADV
fcis-12471	36	48	fitting	fitting	ADJ
fcis-12471	36	49	residuals	residual	NOUN
fcis-12471	36	50	to	to	PART
fcis-12471	36	51	minimize	minimize	VERB
fcis-12471	36	52	them	they	PRON
fcis-12471	36	53	.	.	PUNCT
fcis-12471	37	1	the	the	DET
fcis-12471	37	2	negative	negative	ADJ
fcis-12471	37	3	gradient	gradient	NOUN
fcis-12471	37	4	of	of	ADP
fcis-12471	37	5	the	the	DET
fcis-12471	37	6	loss	loss	NOUN
fcis-12471	37	7	function	function	NOUN
fcis-12471	37	8	of	of	ADP
fcis-12471	37	9	the	the	DET
fcis-12471	37	10	ith	ith	PROPN
fcis-12471	37	11	sample	sample	NOUN
fcis-12471	37	12	in	in	ADP
fcis-12471	37	13	the	the	DET
fcis-12471	37	14	t	t	PROPN
fcis-12471	37	15	round	round	NOUN
fcis-12471	37	16	can	can	AUX
fcis-12471	37	17	be	be	AUX
fcis-12471	37	18	expressed	express	VERB
fcis-12471	37	19	as	as	ADP
fcis-12471	37	20	1	1	NUM
fcis-12471	37	21	(	(	PUNCT
fcis-12471	37	22	)	)	PUNCT
fcis-12471	37	23	(	(	PUNCT
fcis-12471	37	24	)	)	PUNCT
fcis-12471	37	25	(	(	PUNCT
fcis-12471	37	26	,	,	PUNCT
fcis-12471	37	27	(	(	PUNCT
fcis-12471	37	28	)	)	PUNCT
fcis-12471	38	1	[	[	PUNCT
fcis-12471	38	2	]	]	X
fcis-12471	38	3	(	(	PUNCT
fcis-12471	38	4	)	)	PUNCT
fcis-12471	38	5	t	t	NOUN
fcis-12471	38	6	x	x	PUNCT
fcis-12471	39	1	i	i	PRON
fcis-12471	39	2	i	i	PRON
fcis-12471	39	3	ti	ti	VERB
fcis-12471	40	1	f	f	NOUN
fcis-12471	40	2	x	x	X
fcis-12471	40	3	f	f	NOUN
fcis-12471	41	1	i	i	PRON
fcis-12471	41	2	l	l	VERB
fcis-12471	42	1	y	y	NOUN
fcis-12471	42	2	f	f	NOUN
fcis-12471	43	1	x	x	PUNCT
fcis-12471	43	2	r	r	NOUN
fcis-12471	43	3	f	f	X
fcis-12471	43	4	x	x	PROPN
fcis-12471	43	5			ADJ
fcis-12471	43	6			ADJ
fcis-12471	43	7			PROPN
fcis-12471	43	8			PROPN
fcis-12471	43	9			NOUN
fcis-12471	43	10	(	(	PUNCT
fcis-12471	43	11	5	5	NUM
fcis-12471	43	12	)	)	PUNCT
fcis-12471	43	13	for	for	ADP
fcis-12471	43	14	the	the	DET
fcis-12471	43	15	samples	sample	NOUN
fcis-12471	43	16	in	in	ADP
fcis-12471	43	17	each	each	DET
fcis-12471	43	18	leaf	leaf	NOUN
fcis-12471	43	19	node	node	NOUN
fcis-12471	43	20	,	,	PUNCT
fcis-12471	43	21	we	we	PRON
fcis-12471	43	22	find	find	VERB
fcis-12471	43	23	the	the	DET
fcis-12471	43	24	output	output	NOUN
fcis-12471	43	25	value	value	NOUN
fcis-12471	43	26	that	that	PRON
fcis-12471	43	27	minimizes	minimize	VERB
fcis-12471	43	28	the	the	DET
fcis-12471	43	29	loss	loss	NOUN
fcis-12471	43	30	function	function	NOUN
fcis-12471	43	31	:	:	PUNCT
fcis-12471	43	32	1arg	1arg	NUM
fcis-12471	43	33	min	min	NOUN
fcis-12471	43	34	(	(	PUNCT
fcis-12471	43	35	,	,	PUNCT
fcis-12471	43	36	(	(	PUNCT
fcis-12471	43	37	)	)	PUNCT
fcis-12471	43	38	)	)	PUNCT
fcis-12471	44	1	i	i	PRON
fcis-12471	44	2	ti	ti	VERB
fcis-12471	44	3	ti	ti	X
fcis-12471	45	1	c	c	NOUN
fcis-12471	46	1	i	i	PRON
fcis-12471	46	2	t	t	VERB
fcis-12471	46	3	i	i	PRON
fcis-12471	46	4	x	x	PUNCT
fcis-12471	47	1	r	r	NOUN
fcis-12471	47	2	c	c	NOUN
fcis-12471	47	3	l	l	NOUN
fcis-12471	47	4	y	y	NOUN
fcis-12471	47	5	f	f	PROPN
fcis-12471	47	6	x	x	PROPN
fcis-12471	47	7	c	c	PROPN
fcis-12471	47	8			NOUN
fcis-12471	47	9			PROPN
fcis-12471	47	10			NOUN
fcis-12471	47	11	(	(	PUNCT
fcis-12471	47	12	6	6	NUM
fcis-12471	47	13	)	)	PUNCT
fcis-12471	47	14	in	in	ADP
fcis-12471	47	15	this	this	DET
fcis-12471	47	16	way	way	NOUN
fcis-12471	47	17	,	,	PUNCT
fcis-12471	47	18	we	we	PRON
fcis-12471	47	19	obtain	obtain	VERB
fcis-12471	47	20	the	the	DET
fcis-12471	47	21	decision	decision	NOUN
fcis-12471	47	22	tree	tree	NOUN
fcis-12471	47	23	fitting	fitting	ADJ
fcis-12471	47	24	function	function	NOUN
fcis-12471	47	25	for	for	ADP
fcis-12471	47	26	this	this	DET
fcis-12471	47	27	round	round	NOUN
fcis-12471	47	28	:	:	PUNCT
fcis-12471	47	29	1	1	NUM
fcis-12471	47	30	(	(	PUNCT
fcis-12471	47	31	)	)	PUNCT
fcis-12471	47	32	(	(	PUNCT
fcis-12471	47	33	)	)	PUNCT
fcis-12471	48	1	j	j	PROPN
fcis-12471	48	2	t	t	PROPN
fcis-12471	48	3	tj	tj	PROPN
fcis-12471	48	4	j	j	PROPN
fcis-12471	48	5	j	j	PROPN
fcis-12471	48	6	h	h	NOUN
fcis-12471	48	7	x	x	X
fcis-12471	48	8	c	c	VERB
fcis-12471	49	1	i	i	NOUN
fcis-12471	49	2	x	x	PROPN
fcis-12471	49	3	rt	rt	PROPN
fcis-12471	49	4			NUM
fcis-12471	49	5			PROPN
fcis-12471	49	6			NOUN
fcis-12471	49	7	(	(	PUNCT
fcis-12471	49	8	7	7	X
fcis-12471	49	9	)	)	PUNCT
fcis-12471	49	10	the	the	DET
fcis-12471	49	11	final	final	ADJ
fcis-12471	49	12	expression	expression	NOUN
fcis-12471	49	13	of	of	ADP
fcis-12471	49	14	the	the	DET
fcis-12471	49	15	strong	strong	ADJ
fcis-12471	49	16	learner	learner	NOUN
fcis-12471	49	17	obtained	obtain	VERB
fcis-12471	49	18	in	in	ADP
fcis-12471	49	19	this	this	DET
fcis-12471	49	20	round	round	NOUN
fcis-12471	49	21	is	be	AUX
fcis-12471	49	22	as	as	SCONJ
fcis-12471	49	23	follows	follow	VERB
fcis-12471	49	24	:	:	PUNCT
fcis-12471	49	25	1	1	NUM
fcis-12471	49	26	1	1	NUM
fcis-12471	49	27	(	(	PUNCT
fcis-12471	49	28	)	)	PUNCT
fcis-12471	49	29	(	(	PUNCT
fcis-12471	49	30	)	)	PUNCT
fcis-12471	49	31	(	(	PUNCT
fcis-12471	49	32	)	)	PUNCT
fcis-12471	49	33	j	j	PROPN
fcis-12471	49	34	t	t	PROPN
fcis-12471	49	35	t	t	PROPN
fcis-12471	49	36	tj	tj	PROPN
fcis-12471	50	1	j	j	PROPN
fcis-12471	50	2	j	j	PROPN
fcis-12471	51	1	f	f	PROPN
fcis-12471	51	2	x	x	X
fcis-12471	51	3	f	f	PROPN
fcis-12471	51	4	x	x	X
fcis-12471	51	5	c	c	NOUN
fcis-12471	51	6	i	i	NOUN
fcis-12471	51	7	x	x	SYM
fcis-12471	51	8	rt	rt	VERB
fcis-12471	51	9			NUM
fcis-12471	51	10			PROPN
fcis-12471	51	11			ADJ
fcis-12471	51	12			NOUN
fcis-12471	51	13	(	(	PUNCT
fcis-12471	51	14	8)	8)	NUM
fcis-12471	51	15	table	table	NOUN
fcis-12471	51	16	1	1	NUM
fcis-12471	51	17	.	.	PUNCT
fcis-12471	51	18	lightgbm	lightgbm	VERB
fcis-12471	51	19	parameter	parameter	NOUN
fcis-12471	51	20	table	table	NOUN
fcis-12471	51	21	parameter	parameter	NOUN
fcis-12471	51	22	explain	explain	VERB
fcis-12471	51	23	squarederror	squarederror	NOUN
fcis-12471	51	24	mean	mean	VERB
fcis-12471	51	25	square	square	ADJ
fcis-12471	51	26	deviation	deviation	NOUN
fcis-12471	51	27	as	as	ADP
fcis-12471	51	28	a	a	DET
fcis-12471	51	29	loss	loss	NOUN
fcis-12471	51	30	function	function	NOUN
fcis-12471	51	31	eval_metric	eval_metric	PROPN
fcis-12471	51	32	mae	mae	PROPN
fcis-12471	51	33	as	as	ADP
fcis-12471	51	34	an	an	DET
fcis-12471	51	35	evaluation	evaluation	NOUN
fcis-12471	51	36	indicator	indicator	NOUN
fcis-12471	51	37	max_depth	max_depth	NOUN
fcis-12471	51	38	the	the	DET
fcis-12471	51	39	maximum	maximum	ADJ
fcis-12471	51	40	tree	tree	NOUN
fcis-12471	51	41	depth	depth	NOUN
fcis-12471	51	42	of	of	ADP
fcis-12471	51	43	the	the	DET
fcis-12471	51	44	decision	decision	NOUN
fcis-12471	51	45	tree	tree	NOUN
fcis-12471	51	46	is	be	AUX
fcis-12471	51	47	5	5	NUM
fcis-12471	51	48	learning_rate	learning_rate	ADJ
fcis-12471	51	49	learning	learning	NOUN
fcis-12471	51	50	rate	rate	NOUN
fcis-12471	51	51	is	be	AUX
fcis-12471	51	52	0.1	0.1	NUM
fcis-12471	51	53	n_estimators	n_estimator	NOUN
fcis-12471	51	54	1000	1000	NUM
fcis-12471	51	55	iterations	iteration	NOUN
fcis-12471	51	56	based	base	VERB
fcis-12471	51	57	on	on	ADP
fcis-12471	51	58	the	the	DET
fcis-12471	51	59	analysis	analysis	NOUN
fcis-12471	51	60	of	of	ADP
fcis-12471	51	61	the	the	DET
fcis-12471	51	62	above	above	ADJ
fcis-12471	51	63	issues	issue	NOUN
fcis-12471	51	64	,	,	PUNCT
fcis-12471	51	65	this	this	DET
fcis-12471	51	66	article	article	NOUN
fcis-12471	51	67	will	will	AUX
fcis-12471	51	68	use	use	VERB
fcis-12471	51	69	jupyter	jupyter	ADJ
fcis-12471	51	70	notebook	notebook	NOUN
fcis-12471	51	71	software	software	NOUN
fcis-12471	51	72	under	under	ADP
fcis-12471	51	73	anaconda	anaconda	PROPN
fcis-12471	51	74	for	for	ADP
fcis-12471	51	75	programming	programming	NOUN
fcis-12471	51	76	and	and	CCONJ
fcis-12471	51	77	solving	solving	NOUN
fcis-12471	51	78	.	.	PUNCT
fcis-12471	52	1	the	the	DET
fcis-12471	52	2	model	model	NOUN
fcis-12471	52	3	parameters	parameter	NOUN
fcis-12471	52	4	will	will	AUX
fcis-12471	52	5	be	be	AUX
fcis-12471	52	6	set	set	VERB
fcis-12471	52	7	as	as	ADP
fcis-12471	52	8	in	in	ADP
fcis-12471	52	9	table	table	NOUN
fcis-12471	52	10	1	1	NUM
fcis-12471	52	11	.	.	PUNCT
fcis-12471	52	12	based	base	VERB
fcis-12471	52	13	on	on	ADP
fcis-12471	52	14	this	this	PRON
fcis-12471	52	15	,	,	PUNCT
fcis-12471	52	16	this	this	DET
fcis-12471	52	17	article	article	NOUN
fcis-12471	52	18	analyzes	analyze	VERB
fcis-12471	52	19	each	each	DET
fcis-12471	52	20	category	category	NOUN
fcis-12471	52	21	and	and	CCONJ
fcis-12471	52	22	calculates	calculate	VERB
fcis-12471	52	23	the	the	DET
fcis-12471	52	24	difference	difference	NOUN
fcis-12471	52	25	between	between	ADP
fcis-12471	52	26	the	the	DET
fcis-12471	52	27	predicted	predict	VERB
fcis-12471	52	28	danger	danger	NOUN
fcis-12471	52	29	level	level	NOUN
fcis-12471	52	30	and	and	CCONJ
fcis-12471	52	31	the	the	DET
fcis-12471	52	32	actual	actual	ADJ
fcis-12471	52	33	danger	danger	NOUN
fcis-12471	52	34	level	level	NOUN
fcis-12471	52	35	.	.	PUNCT
fcis-12471	53	1	using	use	VERB
fcis-12471	53	2	mae	mae	PROPN
fcis-12471	53	3	as	as	ADP
fcis-12471	53	4	the	the	DET
fcis-12471	53	5	loss	loss	NOUN
fcis-12471	53	6	function	function	NOUN
fcis-12471	53	7	,	,	PUNCT
fcis-12471	53	8	iteratively	iteratively	ADV
fcis-12471	53	9	optimize	optimize	VERB
fcis-12471	53	10	the	the	DET
fcis-12471	53	11	model	model	NOUN
fcis-12471	53	12	,	,	PUNCT
fcis-12471	53	13	and	and	CCONJ
fcis-12471	53	14	the	the	DET
fcis-12471	53	15	results	result	NOUN
fcis-12471	53	16	are	be	AUX
fcis-12471	53	17	shown	show	VERB
fcis-12471	53	18	in	in	ADP
fcis-12471	53	19	the	the	DET
fcis-12471	53	20	following	follow	VERB
fcis-12471	53	21	figure	figure	NOUN
fcis-12471	53	22	figure	figure	NOUN
fcis-12471	53	23	2	2	NUM
fcis-12471	53	24	.	.	PUNCT
fcis-12471	53	25	mae	mae	PROPN
fcis-12471	53	26	loss	loss	NOUN
fcis-12471	53	27	graph	graph	NOUN
fcis-12471	53	28	according	accord	VERB
fcis-12471	53	29	to	to	ADP
fcis-12471	53	30	the	the	DET
fcis-12471	53	31	analysis	analysis	NOUN
fcis-12471	53	32	of	of	ADP
fcis-12471	53	33	the	the	DET
fcis-12471	53	34	above	above	ADJ
fcis-12471	53	35	figure	figure	NOUN
fcis-12471	53	36	,	,	PUNCT
fcis-12471	53	37	it	it	PRON
fcis-12471	53	38	can	can	AUX
fcis-12471	53	39	be	be	AUX
fcis-12471	53	40	seen	see	VERB
fcis-12471	53	41	that	that	SCONJ
fcis-12471	53	42	the	the	DET
fcis-12471	53	43	model	model	NOUN
fcis-12471	53	44	converges	converge	VERB
fcis-12471	53	45	after	after	ADP
fcis-12471	53	46	40	40	NUM
fcis-12471	53	47	iterations	iteration	NOUN
fcis-12471	53	48	and	and	CCONJ
fcis-12471	53	49	gradually	gradually	ADV
fcis-12471	53	50	stabilizes	stabilize	VERB
fcis-12471	53	51	after	after	ADP
fcis-12471	53	52	60	60	NUM
fcis-12471	53	53	generations	generation	NOUN
fcis-12471	53	54	.	.	PUNCT
fcis-12471	54	1	therefore	therefore	ADV
fcis-12471	54	2	,	,	PUNCT
fcis-12471	54	3	we	we	PRON
fcis-12471	54	4	can	can	AUX
fcis-12471	54	5	conclude	conclude	VERB
fcis-12471	54	6	that	that	SCONJ
fcis-12471	54	7	the	the	DET
fcis-12471	54	8	above	above	ADJ
fcis-12471	54	9	model	model	NOUN
fcis-12471	54	10	begins	begin	VERB
fcis-12471	54	11	to	to	PART
fcis-12471	54	12	stabilize	stabilize	VERB
fcis-12471	54	13	at	at	ADP
fcis-12471	54	14	60	60	NUM
fcis-12471	54	15	iterations	iteration	NOUN
fcis-12471	54	16	.	.	PUNCT
fcis-12471	55	1	therefore	therefore	ADV
fcis-12471	55	2	,	,	PUNCT
fcis-12471	55	3	further	further	ADJ
fcis-12471	55	4	predictions	prediction	NOUN
fcis-12471	55	5	were	be	AUX
fcis-12471	55	6	made	make	VERB
fcis-12471	55	7	for	for	ADP
fcis-12471	55	8	samples	sample	NOUN
fcis-12471	55	9	of	of	ADP
fcis-12471	55	10	all	all	DET
fcis-12471	55	11	hazard	hazard	NOUN
fcis-12471	55	12	levels	level	NOUN
fcis-12471	55	13	,	,	PUNCT
fcis-12471	55	14	and	and	CCONJ
fcis-12471	55	15	the	the	DET
fcis-12471	55	16	results	result	NOUN
fcis-12471	55	17	are	be	AUX
fcis-12471	55	18	as	as	SCONJ
fcis-12471	55	19	follows	follow	NOUN
fcis-12471	55	20	figure	figure	NOUN
fcis-12471	55	21	3	3	NUM
fcis-12471	55	22	.	.	PUNCT
fcis-12471	55	23	predicted	predict	VERB
fcis-12471	55	24	difference	difference	NOUN
fcis-12471	55	25	graph	graph	NOUN
fcis-12471	55	26	based	base	VERB
fcis-12471	55	27	on	on	ADP
fcis-12471	55	28	this	this	PRON
fcis-12471	55	29	,	,	PUNCT
fcis-12471	55	30	this	this	DET
fcis-12471	55	31	article	article	NOUN
fcis-12471	55	32	analyzes	analyze	VERB
fcis-12471	55	33	the	the	DET
fcis-12471	55	34	above	above	ADJ
fcis-12471	55	35	images	image	NOUN
fcis-12471	55	36	and	and	CCONJ
fcis-12471	55	37	shows	show	VERB
fcis-12471	55	38	that	that	SCONJ
fcis-12471	55	39	a	a	DET
fcis-12471	55	40	difference	difference	NOUN
fcis-12471	55	41	of	of	ADP
fcis-12471	55	42	1	1	NUM
fcis-12471	55	43	between	between	ADP
fcis-12471	55	44	the	the	DET
fcis-12471	55	45	predicted	predict	VERB
fcis-12471	55	46	value	value	NOUN
fcis-12471	55	47	and	and	CCONJ
fcis-12471	55	48	the	the	DET
fcis-12471	55	49	true	true	ADJ
fcis-12471	55	50	value	value	NOUN
fcis-12471	55	51	indicates	indicate	VERB
fcis-12471	55	52	a	a	DET
fcis-12471	55	53	slight	slight	ADJ
fcis-12471	55	54	misjudgment	misjudgment	NOUN
fcis-12471	55	55	,	,	PUNCT
fcis-12471	55	56	and	and	CCONJ
fcis-12471	55	57	a	a	DET
fcis-12471	55	58	difference	difference	NOUN
fcis-12471	55	59	of	of	ADP
fcis-12471	55	60	-1	-1	PUNCT
fcis-12471	55	61	between	between	ADP
fcis-12471	55	62	the	the	DET
fcis-12471	55	63	predicted	predict	VERB
fcis-12471	55	64	value	value	NOUN
fcis-12471	55	65	and	and	CCONJ
fcis-12471	55	66	the	the	DET
fcis-12471	55	67	true	true	ADJ
fcis-12471	55	68	value	value	NOUN
fcis-12471	55	69	indicates	indicate	VERB
fcis-12471	55	70	a	a	DET
fcis-12471	55	71	slight	slight	ADJ
fcis-12471	55	72	false	false	ADJ
fcis-12471	55	73	alarm	alarm	NOUN
fcis-12471	55	74	.	.	PUNCT
fcis-12471	56	1	according	accord	VERB
fcis-12471	56	2	to	to	ADP
fcis-12471	56	3	the	the	DET
fcis-12471	56	4	observation	observation	NOUN
fcis-12471	56	5	in	in	ADP
fcis-12471	56	6	the	the	DET
fcis-12471	56	7	above	above	ADJ
fcis-12471	56	8	figure	figure	NOUN
fcis-12471	56	9	,	,	PUNCT
fcis-12471	56	10	it	it	PRON
fcis-12471	56	11	can	can	AUX
fcis-12471	56	12	be	be	AUX
fcis-12471	56	13	seen	see	VERB
fcis-12471	56	14	that	that	SCONJ
fcis-12471	56	15	there	there	PRON
fcis-12471	56	16	have	have	AUX
fcis-12471	56	17	been	be	AUX
fcis-12471	56	18	several	several	ADJ
fcis-12471	56	19	minor	minor	ADJ
fcis-12471	56	20	false	false	ADJ
fcis-12471	56	21	alarms	alarm	NOUN
fcis-12471	56	22	and	and	CCONJ
fcis-12471	56	23	minor	minor	ADJ
fcis-12471	56	24	misjudgments	misjudgment	NOUN
fcis-12471	56	25	in	in	ADP
fcis-12471	56	26	the	the	DET
fcis-12471	56	27	prediction	prediction	NOUN
fcis-12471	56	28	model	model	NOUN
fcis-12471	56	29	,	,	PUNCT
fcis-12471	56	30	but	but	CCONJ
fcis-12471	56	31	the	the	DET
fcis-12471	56	32	overall	overall	ADJ
fcis-12471	56	33	prediction	prediction	NOUN
fcis-12471	56	34	effect	effect	NOUN
fcis-12471	56	35	is	be	AUX
fcis-12471	56	36	excellent	excellent	ADJ
fcis-12471	56	37	.	.	PUNCT
fcis-12471	57	1	according	accord	VERB
fcis-12471	57	2	to	to	ADP
fcis-12471	57	3	the	the	DET
fcis-12471	57	4	observation	observation	NOUN
fcis-12471	57	5	in	in	ADP
fcis-12471	57	6	the	the	DET
fcis-12471	57	7	above	above	ADJ
fcis-12471	57	8	figure	figure	NOUN
fcis-12471	57	9	,	,	PUNCT
fcis-12471	57	10	the	the	DET
fcis-12471	57	11	prediction	prediction	NOUN
fcis-12471	57	12	accuracy	accuracy	NOUN
fcis-12471	57	13	is	be	AUX
fcis-12471	57	14	as	as	ADV
fcis-12471	57	15	high	high	ADJ
fcis-12471	57	16	as	as	ADP
fcis-12471	57	17	93.59	93.59	NUM
fcis-12471	57	18	%	%	NOUN
fcis-12471	57	19	.	.	PUNCT
fcis-12471	58	1	this	this	DET
fcis-12471	58	2	article	article	NOUN
fcis-12471	58	3	effectively	effectively	ADV
fcis-12471	58	4	extracts	extract	VERB
fcis-12471	58	5	features	feature	NOUN
fcis-12471	58	6	of	of	ADP
fcis-12471	58	7	various	various	ADJ
fcis-12471	58	8	risk	risk	NOUN
fcis-12471	58	9	levels	level	NOUN
fcis-12471	58	10	based	base	VERB
fcis-12471	58	11	on	on	ADP
fcis-12471	58	12	electrocardiogram	electrocardiogram	NOUN
fcis-12471	58	13	morphology	morphology	NOUN
fcis-12471	58	14	,	,	PUNCT
fcis-12471	58	15	and	and	CCONJ
fcis-12471	58	16	the	the	DET
fcis-12471	58	17	obtained	obtain	VERB
fcis-12471	58	18	features	feature	NOUN
fcis-12471	58	19	can	can	AUX
fcis-12471	58	20	effectively	effectively	ADV
fcis-12471	58	21	represent	represent	VERB
fcis-12471	58	22	the	the	DET
fcis-12471	58	23	differences	difference	NOUN
fcis-12471	58	24	between	between	ADP
fcis-12471	58	25	patients	patient	NOUN
fcis-12471	58	26	with	with	ADP
fcis-12471	58	27	different	different	ADJ
fcis-12471	58	28	risk	risk	NOUN
fcis-12471	58	29	levels	level	NOUN
fcis-12471	58	30	.	.	PUNCT
fcis-12471	59	1	therefore	therefore	ADV
fcis-12471	59	2	,	,	PUNCT
fcis-12471	59	3	the	the	DET
fcis-12471	59	4	results	result	NOUN
fcis-12471	59	5	obtained	obtain	VERB
fcis-12471	59	6	by	by	ADP
fcis-12471	59	7	regression	regression	NOUN
fcis-12471	59	8	analysis	analysis	NOUN
fcis-12471	59	9	using	use	VERB
fcis-12471	59	10	lightgbm	lightgbm	NOUN
fcis-12471	59	11	are	be	AUX
fcis-12471	59	12	true	true	ADJ
fcis-12471	59	13	,	,	PUNCT
fcis-12471	59	14	accurate	accurate	ADJ
fcis-12471	59	15	,	,	PUNCT
fcis-12471	59	16	and	and	CCONJ
fcis-12471	59	17	69	69	NUM
fcis-12471	59	18	highly	highly	ADV
fcis-12471	59	19	reliable	reliable	ADJ
fcis-12471	59	20	.	.	PUNCT
fcis-12471	60	1	3	3	X
fcis-12471	60	2	.	.	X
fcis-12471	60	3	electrocardiogram	electrocardiogram	NOUN
fcis-12471	60	4	signal	signal	PROPN
fcis-12471	60	5	clustering	clustering	NOUN
fcis-12471	60	6	model	model	NOUN
fcis-12471	60	7	based	base	VERB
fcis-12471	60	8	on	on	ADP
fcis-12471	60	9	km	km	PROPN
fcis-12471	60	10	algorithm	algorithm	PROPN
fcis-12471	60	11	3.1	3.1	NUM
fcis-12471	60	12	.	.	PUNCT
fcis-12471	61	1	cluster	cluster	NOUN
fcis-12471	61	2	analysis	analysis	NOUN
fcis-12471	61	3	of	of	ADP
fcis-12471	61	4	electrocardiogram	electrocardiogram	NOUN
fcis-12471	61	5	category	category	NOUN
fcis-12471	61	6	1	1	NUM
fcis-12471	61	7	based	base	VERB
fcis-12471	61	8	on	on	ADP
fcis-12471	61	9	kmeans	kmean	NOUN
fcis-12471	61	10	algorithm	algorithm	NOUN
fcis-12471	61	11	we	we	PRON
fcis-12471	61	12	further	far	ADV
fcis-12471	61	13	subdivide	subdivide	VERB
fcis-12471	61	14	the	the	DET
fcis-12471	61	15	categories	category	NOUN
fcis-12471	61	16	in	in	ADP
fcis-12471	61	17	the	the	DET
fcis-12471	61	18	specific	specific	ADJ
fcis-12471	61	19	danger	danger	NOUN
fcis-12471	61	20	degree	degree	NOUN
fcis-12471	61	21	,	,	PUNCT
fcis-12471	61	22	which	which	PRON
fcis-12471	61	23	belongs	belong	VERB
fcis-12471	61	24	to	to	ADP
fcis-12471	61	25	the	the	DET
fcis-12471	61	26	problem	problem	NOUN
fcis-12471	61	27	of	of	ADP
fcis-12471	61	28	unknown	unknown	ADJ
fcis-12471	61	29	classification	classification	NOUN
fcis-12471	61	30	and	and	CCONJ
fcis-12471	61	31	unsupervised	unsupervised	ADJ
fcis-12471	61	32	learning	learning	NOUN
fcis-12471	61	33	.	.	PUNCT
fcis-12471	62	1	therefore	therefore	ADV
fcis-12471	62	2	,	,	PUNCT
fcis-12471	62	3	for	for	ADP
fcis-12471	62	4	the	the	DET
fcis-12471	62	5	unsupervised	unsupervised	ADJ
fcis-12471	62	6	learning	learning	NOUN
fcis-12471	62	7	problem	problem	NOUN
fcis-12471	62	8	,	,	PUNCT
fcis-12471	62	9	this	this	DET
fcis-12471	62	10	paper	paper	NOUN
fcis-12471	62	11	first	first	ADV
fcis-12471	62	12	uses	use	VERB
fcis-12471	62	13	the	the	DET
fcis-12471	62	14	principal	principal	ADJ
fcis-12471	62	15	component	component	NOUN
fcis-12471	62	16	analysis	analysis	NOUN
fcis-12471	62	17	(	(	PUNCT
fcis-12471	62	18	pca	pca	NOUN
fcis-12471	62	19	)	)	PUNCT
fcis-12471	62	20	algorithm	algorithm	NOUN
fcis-12471	62	21	to	to	PART
fcis-12471	62	22	reduce	reduce	VERB
fcis-12471	62	23	the	the	DET
fcis-12471	62	24	dimension	dimension	NOUN
fcis-12471	62	25	of	of	ADP
fcis-12471	62	26	data	data	NOUN
fcis-12471	62	27	features	feature	NOUN
fcis-12471	62	28	.	.	PUNCT
fcis-12471	63	1	on	on	ADP
fcis-12471	63	2	this	this	DET
fcis-12471	63	3	basis	basis	NOUN
fcis-12471	63	4	,	,	PUNCT
fcis-12471	63	5	the	the	DET
fcis-12471	63	6	elbow	elbow	NOUN
fcis-12471	63	7	method	method	NOUN
fcis-12471	63	8	is	be	AUX
fcis-12471	63	9	used	use	VERB
fcis-12471	63	10	to	to	PART
fcis-12471	63	11	draw	draw	VERB
fcis-12471	63	12	the	the	DET
fcis-12471	63	13	loss	loss	NOUN
fcis-12471	63	14	value	value	NOUN
fcis-12471	63	15	iteration	iteration	NOUN
fcis-12471	63	16	line	line	NOUN
fcis-12471	63	17	of	of	ADP
fcis-12471	63	18	the	the	DET
fcis-12471	63	19	kmeans	kmeans	PROPN
fcis-12471	63	20	algorithm	algorithm	NOUN
fcis-12471	63	21	,	,	PUNCT
fcis-12471	63	22	and	and	CCONJ
fcis-12471	63	23	the	the	DET
fcis-12471	63	24	size	size	NOUN
fcis-12471	63	25	of	of	ADP
fcis-12471	63	26	the	the	DET
fcis-12471	63	27	k	k	PROPN
fcis-12471	63	28	value	value	NOUN
fcis-12471	63	29	is	be	AUX
fcis-12471	63	30	determined	determine	VERB
fcis-12471	63	31	by	by	ADP
fcis-12471	63	32	observing	observe	VERB
fcis-12471	63	33	the	the	DET
fcis-12471	63	34	number	number	NOUN
fcis-12471	63	35	of	of	ADP
fcis-12471	63	36	iterations	iteration	NOUN
fcis-12471	63	37	of	of	ADP
fcis-12471	63	38	the	the	DET
fcis-12471	63	39	loss	loss	NOUN
fcis-12471	63	40	value	value	NOUN
fcis-12471	63	41	,	,	PUNCT
fcis-12471	63	42	in	in	ADP
fcis-12471	63	43	order	order	NOUN
fcis-12471	63	44	to	to	PART
fcis-12471	63	45	classify	classify	VERB
fcis-12471	63	46	different	different	ADJ
fcis-12471	63	47	types	type	NOUN
fcis-12471	63	48	of	of	ADP
fcis-12471	63	49	heart	heart	NOUN
fcis-12471	63	50	rates	rate	NOUN
fcis-12471	63	51	.	.	PUNCT
fcis-12471	64	1	clustering	clustering	NOUN
fcis-12471	64	2	is	be	AUX
fcis-12471	64	3	an	an	DET
fcis-12471	64	4	unsupervised	unsupervised	ADJ
fcis-12471	64	5	learning	learning	NOUN
fcis-12471	64	6	method	method	NOUN
fcis-12471	64	7	that	that	PRON
fcis-12471	64	8	can	can	AUX
fcis-12471	64	9	group	group	VERB
fcis-12471	64	10	similar	similar	ADJ
fcis-12471	64	11	objects	object	NOUN
fcis-12471	64	12	into	into	ADP
fcis-12471	64	13	the	the	DET
fcis-12471	64	14	same	same	ADJ
fcis-12471	64	15	cluster	cluster	NOUN
fcis-12471	64	16	.	.	PUNCT
fcis-12471	65	1	the	the	DET
fcis-12471	65	2	more	more	ADV
fcis-12471	65	3	similar	similar	ADJ
fcis-12471	65	4	the	the	DET
fcis-12471	65	5	objects	object	NOUN
fcis-12471	65	6	within	within	ADP
fcis-12471	65	7	the	the	DET
fcis-12471	65	8	cluster	cluster	NOUN
fcis-12471	65	9	,	,	PUNCT
fcis-12471	65	10	the	the	PRON
fcis-12471	65	11	better	well	ADJ
fcis-12471	65	12	the	the	DET
fcis-12471	65	13	clustering	clustering	ADJ
fcis-12471	65	14	effect	effect	NOUN
fcis-12471	65	15	.	.	PUNCT
fcis-12471	66	1	there	there	PRON
fcis-12471	66	2	is	be	VERB
fcis-12471	66	3	a	a	DET
fcis-12471	66	4	significant	significant	ADJ
fcis-12471	66	5	difference	difference	NOUN
fcis-12471	66	6	between	between	ADP
fcis-12471	66	7	clustering	clustering	NOUN
fcis-12471	66	8	and	and	CCONJ
fcis-12471	66	9	classification	classification	NOUN
fcis-12471	66	10	,	,	PUNCT
fcis-12471	66	11	and	and	CCONJ
fcis-12471	66	12	classification	classification	NOUN
fcis-12471	66	13	requires	require	VERB
fcis-12471	66	14	a	a	DET
fcis-12471	66	15	prior	prior	ADJ
fcis-12471	66	16	understanding	understanding	NOUN
fcis-12471	66	17	of	of	ADP
fcis-12471	66	18	the	the	DET
fcis-12471	66	19	criteria	criterion	NOUN
fcis-12471	66	20	for	for	ADP
fcis-12471	66	21	the	the	DET
fcis-12471	66	22	category	category	NOUN
fcis-12471	66	23	,	,	PUNCT
fcis-12471	66	24	allowing	allow	VERB
fcis-12471	66	25	data	datum	NOUN
fcis-12471	66	26	to	to	PART
fcis-12471	66	27	be	be	AUX
fcis-12471	66	28	directly	directly	ADV
fcis-12471	66	29	classified	classify	VERB
fcis-12471	66	30	according	accord	VERB
fcis-12471	66	31	to	to	ADP
fcis-12471	66	32	certain	certain	ADJ
fcis-12471	66	33	criteria	criterion	NOUN
fcis-12471	66	34	.	.	PUNCT
fcis-12471	67	1	clustering	clustering	NOUN
fcis-12471	67	2	is	be	AUX
fcis-12471	67	3	different	different	ADJ
fcis-12471	67	4	.	.	PUNCT
fcis-12471	68	1	for	for	ADP
fcis-12471	68	2	a	a	DET
fcis-12471	68	3	set	set	NOUN
fcis-12471	68	4	of	of	ADP
fcis-12471	68	5	data	datum	NOUN
fcis-12471	68	6	,	,	PUNCT
fcis-12471	68	7	there	there	PRON
fcis-12471	68	8	is	be	VERB
fcis-12471	68	9	no	no	DET
fcis-12471	68	10	connection	connection	NOUN
fcis-12471	68	11	between	between	ADP
fcis-12471	68	12	them	they	PRON
fcis-12471	68	13	.	.	PUNCT
fcis-12471	69	1	you	you	PRON
fcis-12471	69	2	can	can	AUX
fcis-12471	69	3	try	try	VERB
fcis-12471	69	4	to	to	PART
fcis-12471	69	5	group	group	VERB
fcis-12471	69	6	objects	object	NOUN
fcis-12471	69	7	with	with	ADP
fcis-12471	69	8	higher	high	ADJ
fcis-12471	69	9	similarity	similarity	NOUN
fcis-12471	69	10	into	into	ADP
fcis-12471	69	11	the	the	DET
fcis-12471	69	12	same	same	ADJ
fcis-12471	69	13	cluster	cluster	NOUN
fcis-12471	69	14	based	base	VERB
fcis-12471	69	15	on	on	ADP
fcis-12471	69	16	their	their	PRON
fcis-12471	69	17	similarity	similarity	NOUN
fcis-12471	69	18	.	.	PUNCT
fcis-12471	70	1	the	the	DET
fcis-12471	70	2	algorithm	algorithm	NOUN
fcis-12471	70	3	principle	principle	NOUN
fcis-12471	70	4	of	of	ADP
fcis-12471	70	5	k	k	X
fcis-12471	70	6	-	-	PUNCT
fcis-12471	70	7	means	means	NOUN
fcis-12471	70	8	is	be	AUX
fcis-12471	70	9	not	not	PART
fcis-12471	70	10	complex	complex	ADJ
fcis-12471	70	11	.	.	PUNCT
fcis-12471	71	1	the	the	DET
fcis-12471	71	2	entire	entire	ADJ
fcis-12471	71	3	algorithm	algorithm	NOUN
fcis-12471	71	4	is	be	AUX
fcis-12471	71	5	a	a	DET
fcis-12471	71	6	process	process	NOUN
fcis-12471	71	7	of	of	ADP
fcis-12471	71	8	repeatedly	repeatedly	ADV
fcis-12471	71	9	moving	move	VERB
fcis-12471	71	10	the	the	DET
fcis-12471	71	11	center	center	ADJ
fcis-12471	71	12	point	point	NOUN
fcis-12471	71	13	of	of	ADP
fcis-12471	71	14	a	a	DET
fcis-12471	71	15	class	class	NOUN
fcis-12471	71	16	.	.	PUNCT
fcis-12471	72	1	firstly	firstly	ADV
fcis-12471	72	2	,	,	PUNCT
fcis-12471	72	3	k	k	PROPN
fcis-12471	72	4	objects	object	NOUN
fcis-12471	72	5	are	be	AUX
fcis-12471	72	6	randomly	randomly	ADV
fcis-12471	72	7	selected	select	VERB
fcis-12471	72	8	from	from	ADP
fcis-12471	72	9	n	n	PRON
fcis-12471	72	10	data	data	NOUN
fcis-12471	72	11	objects	object	NOUN
fcis-12471	72	12	as	as	ADP
fcis-12471	72	13	the	the	DET
fcis-12471	72	14	initial	initial	ADJ
fcis-12471	72	15	clustering	clustering	ADJ
fcis-12471	72	16	center	center	NOUN
fcis-12471	72	17	.	.	PUNCT
fcis-12471	73	1	through	through	ADP
fcis-12471	73	2	continuous	continuous	ADJ
fcis-12471	73	3	iteration	iteration	NOUN
fcis-12471	73	4	,	,	PUNCT
fcis-12471	73	5	the	the	DET
fcis-12471	73	6	center	center	NOUN
fcis-12471	73	7	point	point	NOUN
fcis-12471	73	8	of	of	ADP
fcis-12471	73	9	the	the	DET
fcis-12471	73	10	class	class	NOUN
fcis-12471	73	11	is	be	AUX
fcis-12471	73	12	moved	move	VERB
fcis-12471	73	13	to	to	ADP
fcis-12471	73	14	the	the	DET
fcis-12471	73	15	average	average	ADJ
fcis-12471	73	16	position	position	NOUN
fcis-12471	73	17	of	of	ADP
fcis-12471	73	18	the	the	DET
fcis-12471	73	19	included	include	VERB
fcis-12471	73	20	members	member	NOUN
fcis-12471	73	21	,	,	PUNCT
fcis-12471	73	22	and	and	CCONJ
fcis-12471	73	23	then	then	ADV
fcis-12471	73	24	its	its	PRON
fcis-12471	73	25	internal	internal	ADJ
fcis-12471	73	26	members	member	NOUN
fcis-12471	73	27	are	be	AUX
fcis-12471	73	28	re	re	VERB
fcis-12471	73	29	divided	divide	VERB
fcis-12471	73	30	until	until	SCONJ
fcis-12471	73	31	all	all	DET
fcis-12471	73	32	members	member	NOUN
fcis-12471	73	33	are	be	AUX
fcis-12471	73	34	closest	close	ADJ
fcis-12471	73	35	to	to	ADP
fcis-12471	73	36	the	the	DET
fcis-12471	73	37	center	center	NOUN
fcis-12471	73	38	of	of	ADP
fcis-12471	73	39	the	the	DET
fcis-12471	73	40	class	class	NOUN
fcis-12471	73	41	they	they	PRON
fcis-12471	73	42	belong	belong	VERB
fcis-12471	73	43	to	to	ADP
fcis-12471	73	44	:	:	PUNCT
fcis-12471	73	45	2	2	NUM
fcis-12471	73	46	1	1	NUM
fcis-12471	73	47	1	1	NUM
fcis-12471	73	48	argmin	argmin	NOUN
fcis-12471	73	49	argmin	argmin	NOUN
fcis-12471	73	50	var	var	NOUN
fcis-12471	74	1	i	i	PRON
fcis-12471	74	2	k	k	PROPN
fcis-12471	75	1	k	k	PROPN
fcis-12471	75	2	i	i	PRON
fcis-12471	76	1	i	i	PRON
fcis-12471	76	2	i	i	PRON
fcis-12471	77	1	i	i	VERB
fcis-12471	77	2	x	x	X
fcis-12471	78	1	s	s	AUX
fcis-12471	78	2	i	i	NOUN
fcis-12471	78	3	x	x	SYM
fcis-12471	78	4	s	s	VERB
fcis-12471	78	5	s	s	NUM
fcis-12471	78	6			ADJ
fcis-12471	78	7			PROPN
fcis-12471	78	8			PROPN
fcis-12471	78	9			PROPN
fcis-12471	78	10			PUNCT
fcis-12471	78	11			X
fcis-12471	78	12	(	(	PUNCT
fcis-12471	78	13	9	9	NUM
fcis-12471	78	14	)	)	PUNCT
fcis-12471	78	15	based	base	VERB
fcis-12471	78	16	on	on	ADP
fcis-12471	78	17	this	this	PRON
fcis-12471	78	18	,	,	PUNCT
fcis-12471	78	19	this	this	DET
fcis-12471	78	20	article	article	NOUN
fcis-12471	78	21	uses	use	VERB
fcis-12471	78	22	the	the	DET
fcis-12471	78	23	kmeans	kmeans	PROPN
fcis-12471	78	24	algorithm	algorithm	NOUN
fcis-12471	78	25	to	to	PART
fcis-12471	78	26	construct	construct	VERB
fcis-12471	78	27	kmeans	kmean	NOUN
fcis-12471	78	28	clustering	cluster	VERB
fcis-12471	78	29	analysis	analysis	NOUN
fcis-12471	78	30	for	for	ADP
fcis-12471	78	31	the	the	DET
fcis-12471	78	32	data	datum	NOUN
fcis-12471	78	33	of	of	ADP
fcis-12471	78	34	six	six	NUM
fcis-12471	78	35	different	different	ADJ
fcis-12471	78	36	categories	category	NOUN
fcis-12471	78	37	of	of	ADP
fcis-12471	78	38	heart	heart	NOUN
fcis-12471	78	39	disease	disease	NOUN
fcis-12471	78	40	types	type	NOUN
fcis-12471	78	41	in	in	ADP
fcis-12471	78	42	the	the	DET
fcis-12471	78	43	above	above	ADJ
fcis-12471	78	44	problems	problem	NOUN
fcis-12471	78	45	.	.	PUNCT
fcis-12471	79	1	the	the	DET
fcis-12471	79	2	elbow	elbow	NOUN
fcis-12471	79	3	method	method	NOUN
fcis-12471	79	4	is	be	AUX
fcis-12471	79	5	used	use	VERB
fcis-12471	79	6	to	to	PART
fcis-12471	79	7	observe	observe	VERB
fcis-12471	79	8	the	the	DET
fcis-12471	79	9	changes	change	NOUN
fcis-12471	79	10	in	in	ADP
fcis-12471	79	11	the	the	DET
fcis-12471	79	12	loss	loss	NOUN
fcis-12471	79	13	function	function	NOUN
fcis-12471	79	14	,	,	PUNCT
fcis-12471	79	15	and	and	CCONJ
fcis-12471	79	16	the	the	DET
fcis-12471	79	17	optimal	optimal	ADJ
fcis-12471	79	18	k	k	NOUN
fcis-12471	79	19	-	-	PUNCT
fcis-12471	79	20	value	value	NOUN
fcis-12471	79	21	is	be	AUX
fcis-12471	79	22	determined	determine	VERB
fcis-12471	79	23	for	for	ADP
fcis-12471	79	24	clustering	cluster	VERB
fcis-12471	79	25	analysis	analysis	NOUN
fcis-12471	79	26	of	of	ADP
fcis-12471	79	27	different	different	ADJ
fcis-12471	79	28	categories	category	NOUN
fcis-12471	79	29	.	.	PUNCT
fcis-12471	80	1	firstly	firstly	ADV
fcis-12471	80	2	,	,	PUNCT
fcis-12471	80	3	based	base	VERB
fcis-12471	80	4	on	on	ADP
fcis-12471	80	5	the	the	DET
fcis-12471	80	6	analysis	analysis	NOUN
fcis-12471	80	7	of	of	ADP
fcis-12471	80	8	the	the	DET
fcis-12471	80	9	attachment	attachment	NOUN
fcis-12471	80	10	data	datum	NOUN
fcis-12471	80	11	provided	provide	VERB
fcis-12471	80	12	by	by	ADP
fcis-12471	80	13	the	the	DET
fcis-12471	80	14	question	question	NOUN
fcis-12471	80	15	,	,	PUNCT
fcis-12471	80	16	it	it	PRON
fcis-12471	80	17	can	can	AUX
fcis-12471	80	18	be	be	AUX
fcis-12471	80	19	concluded	conclude	VERB
fcis-12471	80	20	that	that	SCONJ
fcis-12471	80	21	there	there	PRON
fcis-12471	80	22	are	be	VERB
fcis-12471	80	23	a	a	DET
fcis-12471	80	24	total	total	NOUN
fcis-12471	80	25	of	of	ADP
fcis-12471	80	26	6	6	NUM
fcis-12471	80	27	levels	level	NOUN
fcis-12471	80	28	of	of	ADP
fcis-12471	80	29	danger	danger	NOUN
fcis-12471	80	30	.	.	PUNCT
fcis-12471	81	1	under	under	ADP
fcis-12471	81	2	the	the	DET
fcis-12471	81	3	premise	premise	NOUN
fcis-12471	81	4	of	of	ADP
fcis-12471	81	5	further	far	ADV
fcis-12471	81	6	subdividing	subdivide	VERB
fcis-12471	81	7	them	they	PRON
fcis-12471	81	8	,	,	PUNCT
fcis-12471	81	9	the	the	DET
fcis-12471	81	10	value	value	NOUN
fcis-12471	81	11	of	of	ADP
fcis-12471	81	12	clustering	clustering	ADJ
fcis-12471	81	13	number	number	NOUN
fcis-12471	81	14	k	k	PROPN
fcis-12471	81	15	is	be	AUX
fcis-12471	81	16	determined	determine	VERB
fcis-12471	81	17	comprehensively	comprehensively	ADV
fcis-12471	81	18	based	base	VERB
fcis-12471	81	19	on	on	ADP
fcis-12471	81	20	the	the	DET
fcis-12471	81	21	categories	category	NOUN
fcis-12471	81	22	given	give	VERB
fcis-12471	81	23	in	in	ADP
fcis-12471	81	24	the	the	DET
fcis-12471	81	25	question	question	NOUN
fcis-12471	81	26	and	and	CCONJ
fcis-12471	81	27	the	the	DET
fcis-12471	81	28	corresponding	correspond	VERB
fcis-12471	81	29	elbow	elbow	NOUN
fcis-12471	81	30	graph	graph	NOUN
fcis-12471	81	31	in	in	ADP
fcis-12471	81	32	the	the	DET
fcis-12471	81	33	kmens	kmen	NOUN
fcis-12471	81	34	algorithm	algorithm	NOUN
fcis-12471	81	35	.	.	PUNCT
fcis-12471	82	1	through	through	ADP
fcis-12471	82	2	understanding	understand	VERB
fcis-12471	82	3	the	the	DET
fcis-12471	82	4	problem	problem	NOUN
fcis-12471	82	5	,	,	PUNCT
fcis-12471	82	6	it	it	PRON
fcis-12471	82	7	can	can	AUX
fcis-12471	82	8	be	be	AUX
fcis-12471	82	9	concluded	conclude	VERB
fcis-12471	82	10	that	that	SCONJ
fcis-12471	82	11	there	there	PRON
fcis-12471	82	12	are	be	VERB
fcis-12471	82	13	no	no	DET
fcis-12471	82	14	multiple	multiple	ADJ
fcis-12471	82	15	categories	category	NOUN
fcis-12471	82	16	of	of	ADP
fcis-12471	82	17	life	life	NOUN
fcis-12471	82	18	-	-	PUNCT
fcis-12471	82	19	threatening	threaten	VERB
fcis-12471	82	20	arrhythmias	arrhythmia	NOUN
fcis-12471	82	21	or	or	CCONJ
fcis-12471	82	22	life	life	NOUN
fcis-12471	82	23	-	-	PUNCT
fcis-12471	82	24	threatening	threaten	VERB
fcis-12471	82	25	ventricular	ventricular	ADJ
fcis-12471	82	26	arrhythmias	arrhythmia	NOUN
fcis-12471	82	27	,	,	PUNCT
fcis-12471	82	28	and	and	CCONJ
fcis-12471	82	29	this	this	DET
fcis-12471	82	30	article	article	NOUN
fcis-12471	82	31	will	will	AUX
fcis-12471	82	32	not	not	PART
fcis-12471	82	33	further	far	ADV
fcis-12471	82	34	analyze	analyze	VERB
fcis-12471	82	35	them	they	PRON
fcis-12471	82	36	.	.	PUNCT
fcis-12471	83	1	so	so	ADV
fcis-12471	83	2	,	,	PUNCT
fcis-12471	83	3	first	first	ADV
fcis-12471	83	4	,	,	PUNCT
fcis-12471	83	5	perform	perform	VERB
fcis-12471	83	6	cluster	cluster	NOUN
fcis-12471	83	7	analysis	analysis	NOUN
fcis-12471	83	8	on	on	ADP
fcis-12471	83	9	life	life	NOUN
fcis-12471	83	10	-	-	PUNCT
fcis-12471	83	11	threatening	threaten	VERB
fcis-12471	83	12	arrhythmias	arrhythmia	NOUN
fcis-12471	83	13	with	with	ADP
fcis-12471	83	14	a	a	DET
fcis-12471	83	15	risk	risk	NOUN
fcis-12471	83	16	coefficient	coefficient	NOUN
fcis-12471	83	17	of	of	ADP
fcis-12471	83	18	1	1	NUM
fcis-12471	83	19	,	,	PUNCT
fcis-12471	83	20	and	and	CCONJ
fcis-12471	83	21	the	the	DET
fcis-12471	83	22	results	result	NOUN
fcis-12471	83	23	are	be	AUX
fcis-12471	83	24	as	as	SCONJ
fcis-12471	83	25	follows	follow	NOUN
fcis-12471	83	26	based	base	VERB
fcis-12471	83	27	on	on	ADP
fcis-12471	83	28	the	the	DET
fcis-12471	83	29	above	above	ADJ
fcis-12471	83	30	analysis	analysis	NOUN
fcis-12471	83	31	,	,	PUNCT
fcis-12471	83	32	further	further	ADJ
fcis-12471	83	33	observation	observation	NOUN
fcis-12471	83	34	of	of	ADP
fcis-12471	83	35	the	the	DET
fcis-12471	83	36	cluster	cluster	NOUN
fcis-12471	83	37	center	center	NOUN
fcis-12471	83	38	shows	show	VERB
fcis-12471	83	39	that	that	SCONJ
fcis-12471	83	40	risk	risk	NOUN
fcis-12471	83	41	category	category	NOUN
fcis-12471	83	42	i	i	PRON
fcis-12471	83	43	can	can	AUX
fcis-12471	83	44	be	be	AUX
fcis-12471	83	45	further	far	ADV
fcis-12471	83	46	divided	divide	VERB
fcis-12471	83	47	into	into	ADP
fcis-12471	83	48	two	two	NUM
fcis-12471	83	49	categories	category	NOUN
fcis-12471	83	50	,	,	PUNCT
fcis-12471	83	51	namely	namely	ADV
fcis-12471	83	52	,	,	PUNCT
fcis-12471	83	53	ventricular	ventricular	ADJ
fcis-12471	83	54	flutter	flutter	NOUN
fcis-12471	83	55	(	(	PUNCT
fcis-12471	83	56	vfl	vfl	PROPN
fcis-12471	83	57	)	)	PUNCT
fcis-12471	83	58	and	and	CCONJ
fcis-12471	83	59	ventricular	ventricular	ADJ
fcis-12471	83	60	fibrillation	fibrillation	NOUN
fcis-12471	83	61	(	(	PUNCT
fcis-12471	83	62	vf	vf	NOUN
fcis-12471	83	63	)	)	PUNCT
fcis-12471	83	64	.	.	PUNCT
fcis-12471	84	1	figure	figure	VERB
fcis-12471	84	2	4	4	NUM
fcis-12471	84	3	.	.	PUNCT
fcis-12471	84	4	further	further	ADJ
fcis-12471	84	5	subdivision	subdivision	NOUN
fcis-12471	84	6	of	of	ADP
fcis-12471	84	7	hazard	hazard	NOUN
fcis-12471	84	8	category	category	NOUN
fcis-12471	84	9	1	1	NUM
fcis-12471	84	10	by	by	ADP
fcis-12471	84	11	elbow	elbow	NOUN
fcis-12471	84	12	method	method	NOUN
fcis-12471	84	13	based	base	VERB
fcis-12471	84	14	on	on	ADP
fcis-12471	84	15	the	the	DET
fcis-12471	84	16	above	above	ADJ
fcis-12471	84	17	summary	summary	NOUN
fcis-12471	84	18	,	,	PUNCT
fcis-12471	84	19	it	it	PRON
fcis-12471	84	20	can	can	AUX
fcis-12471	84	21	be	be	AUX
fcis-12471	84	22	seen	see	VERB
fcis-12471	84	23	that	that	SCONJ
fcis-12471	84	24	the	the	DET
fcis-12471	84	25	differences	difference	NOUN
fcis-12471	84	26	between	between	ADP
fcis-12471	84	27	these	these	DET
fcis-12471	84	28	two	two	NUM
fcis-12471	84	29	types	type	NOUN
fcis-12471	84	30	of	of	ADP
fcis-12471	84	31	anomalies	anomaly	NOUN
fcis-12471	84	32	are	be	AUX
fcis-12471	84	33	mainly	mainly	ADV
fcis-12471	84	34	reflected	reflect	VERB
fcis-12471	84	35	in	in	ADP
fcis-12471	84	36	the	the	DET
fcis-12471	84	37	qrs	qrs	NOUN
fcis-12471	84	38	and	and	CCONJ
fcis-12471	84	39	s	s	PROPN
fcis-12471	84	40	-	-	PUNCT
fcis-12471	84	41	t	t	PROPN
fcis-12471	84	42	,	,	PUNCT
fcis-12471	84	43	t	t	NOUN
fcis-12471	84	44	regions	region	NOUN
fcis-12471	84	45	.	.	PUNCT
fcis-12471	85	1	this	this	DET
fcis-12471	85	2	article	article	NOUN
fcis-12471	85	3	drew	draw	VERB
fcis-12471	85	4	images	image	NOUN
fcis-12471	85	5	to	to	PART
fcis-12471	85	6	observe	observe	VERB
fcis-12471	85	7	the	the	DET
fcis-12471	85	8	numerical	numerical	ADJ
fcis-12471	85	9	variance	variance	NOUN
fcis-12471	85	10	of	of	ADP
fcis-12471	85	11	the	the	DET
fcis-12471	85	12	hazard	hazard	NOUN
fcis-12471	85	13	level	level	NOUN
fcis-12471	85	14	of	of	ADP
fcis-12471	85	15	1	1	NUM
fcis-12471	85	16	in	in	ADP
fcis-12471	85	17	the	the	DET
fcis-12471	85	18	three	three	NUM
fcis-12471	85	19	regions	region	NOUN
fcis-12471	85	20	,	,	PUNCT
fcis-12471	85	21	and	and	CCONJ
fcis-12471	85	22	the	the	DET
fcis-12471	85	23	results	result	NOUN
fcis-12471	85	24	are	be	AUX
fcis-12471	85	25	as	as	SCONJ
fcis-12471	85	26	follows	follow	NOUN
fcis-12471	85	27	figure	figure	NOUN
fcis-12471	85	28	5	5	NUM
fcis-12471	85	29	.	.	PUNCT
fcis-12471	85	30	run	run	VERB
fcis-12471	85	31	chart	chart	NOUN
fcis-12471	85	32	of	of	ADP
fcis-12471	85	33	two	two	NUM
fcis-12471	85	34	situations	situation	NOUN
fcis-12471	85	35	with	with	ADP
fcis-12471	85	36	hazard	hazard	NOUN
fcis-12471	85	37	level	level	NOUN
fcis-12471	85	38	of	of	ADP
fcis-12471	85	39	1	1	NUM
fcis-12471	85	40	by	by	ADP
fcis-12471	85	41	observing	observe	VERB
fcis-12471	85	42	the	the	DET
fcis-12471	85	43	differences	difference	NOUN
fcis-12471	85	44	between	between	ADP
fcis-12471	85	45	the	the	DET
fcis-12471	85	46	two	two	NUM
fcis-12471	85	47	categories	category	NOUN
fcis-12471	85	48	and	and	CCONJ
fcis-12471	85	49	analyzing	analyze	VERB
fcis-12471	85	50	them	they	PRON
fcis-12471	85	51	,	,	PUNCT
fcis-12471	85	52	it	it	PRON
fcis-12471	85	53	can	can	AUX
fcis-12471	85	54	be	be	AUX
fcis-12471	85	55	concluded	conclude	VERB
fcis-12471	85	56	that	that	SCONJ
fcis-12471	85	57	they	they	PRON
fcis-12471	85	58	are	be	AUX
fcis-12471	85	59	in	in	ADP
fcis-12471	85	60	line	line	NOUN
fcis-12471	85	61	with	with	ADP
fcis-12471	85	62	the	the	DET
fcis-12471	85	63	conclusions	conclusion	NOUN
fcis-12471	85	64	drawn	draw	VERB
fcis-12471	85	65	in	in	ADP
fcis-12471	85	66	this	this	DET
fcis-12471	85	67	article	article	NOUN
fcis-12471	85	68	.	.	PUNCT
fcis-12471	86	1	as	as	SCONJ
fcis-12471	86	2	shown	show	VERB
fcis-12471	86	3	below	below	ADP
fcis-12471	86	4	ventricular	ventricular	ADJ
fcis-12471	86	5	flutter	flutter	NOUN
fcis-12471	86	6	(	(	PUNCT
fcis-12471	86	7	vfl	vfl	PROPN
fcis-12471	86	8	)	)	PUNCT
fcis-12471	86	9	and	and	CCONJ
fcis-12471	86	10	ventricular	ventricular	ADJ
fcis-12471	86	11	fibrillation	fibrillation	NOUN
fcis-12471	86	12	(	(	PUNCT
fcis-12471	86	13	vf	vf	X
fcis-12471	86	14	)	)	PUNCT
fcis-12471	86	15	are	be	AUX
fcis-12471	86	16	two	two	NUM
fcis-12471	86	17	kinds	kind	NOUN
fcis-12471	86	18	of	of	ADP
fcis-12471	86	19	arrhythmias	arrhythmia	NOUN
fcis-12471	86	20	.	.	PUNCT
fcis-12471	87	1	they	they	PRON
fcis-12471	87	2	have	have	VERB
fcis-12471	87	3	some	some	DET
fcis-12471	87	4	differences	difference	NOUN
fcis-12471	87	5	in	in	ADP
fcis-12471	87	6	p	p	PRON
fcis-12471	87	7	wave	wave	NOUN
fcis-12471	87	8	,	,	PUNCT
fcis-12471	87	9	p	p	ADJ
fcis-12471	87	10	-	-	PUNCT
fcis-12471	87	11	r	r	NOUN
fcis-12471	87	12	wave	wave	NOUN
fcis-12471	87	13	band	band	NOUN
fcis-12471	87	14	,	,	PUNCT
fcis-12471	87	15	qrs	qrs	PROPN
fcis-12471	87	16	wave	wave	PROPN
fcis-12471	87	17	group	group	PROPN
fcis-12471	87	18	,	,	PUNCT
fcis-12471	87	19	s	s	PROPN
fcis-12471	87	20	-	-	PUNCT
fcis-12471	87	21	t	t	NOUN
fcis-12471	87	22	wave	wave	NOUN
fcis-12471	87	23	band	band	NOUN
fcis-12471	87	24	and	and	CCONJ
fcis-12471	87	25	t	t	NOUN
fcis-12471	87	26	-	-	PUNCT
fcis-12471	87	27	wave	wave	NOUN
fcis-12471	87	28	images	image	NOUN
fcis-12471	87	29	of	of	ADP
fcis-12471	87	30	ecg	ecg	PROPN
fcis-12471	87	31	signals	signal	NOUN
fcis-12471	87	32	.	.	PUNCT
fcis-12471	88	1	the	the	DET
fcis-12471	88	2	following	follow	VERB
fcis-12471	88	3	are	be	AUX
fcis-12471	88	4	the	the	DET
fcis-12471	88	5	main	main	ADJ
fcis-12471	88	6	differences	difference	NOUN
fcis-12471	88	7	between	between	ADP
fcis-12471	88	8	them	they	PRON
fcis-12471	88	9	:	:	PUNCT
fcis-12471	89	1	1	1	X
fcis-12471	89	2	.	.	X
fcis-12471	89	3	p	p	X
fcis-12471	89	4	-	-	PUNCT
fcis-12471	89	5	wave	wave	NOUN
fcis-12471	89	6	:	:	PUNCT
fcis-12471	89	7	in	in	ADP
fcis-12471	89	8	ventricular	ventricular	ADJ
fcis-12471	89	9	flutter	flutter	NOUN
fcis-12471	89	10	,	,	PUNCT
fcis-12471	89	11	p	p	NOUN
fcis-12471	89	12	-	-	PUNCT
fcis-12471	89	13	wave	wave	NOUN
fcis-12471	89	14	is	be	AUX
fcis-12471	89	15	usually	usually	ADV
fcis-12471	89	16	not	not	PART
fcis-12471	89	17	visible	visible	ADJ
fcis-12471	89	18	or	or	CCONJ
fcis-12471	89	19	obvious	obvious	ADJ
fcis-12471	89	20	.	.	PUNCT
fcis-12471	90	1	in	in	ADP
fcis-12471	90	2	ventricular	ventricular	ADJ
fcis-12471	90	3	fibrillation	fibrillation	NOUN
fcis-12471	90	4	,	,	PUNCT
fcis-12471	90	5	p	p	NOUN
fcis-12471	90	6	wave	wave	NOUN
fcis-12471	90	7	is	be	AUX
fcis-12471	90	8	invisible	invisible	ADJ
fcis-12471	90	9	or	or	CCONJ
fcis-12471	90	10	ignored	ignore	VERB
fcis-12471	90	11	.	.	PUNCT
fcis-12471	91	1	2	2	X
fcis-12471	91	2	.	.	X
fcis-12471	91	3	p	p	X
fcis-12471	91	4	-	-	PUNCT
fcis-12471	91	5	r	r	NOUN
fcis-12471	91	6	band	band	NOUN
fcis-12471	91	7	:	:	PUNCT
fcis-12471	91	8	in	in	ADP
fcis-12471	91	9	ventricular	ventricular	ADJ
fcis-12471	91	10	flutter	flutter	NOUN
fcis-12471	91	11	,	,	PUNCT
fcis-12471	91	12	due	due	ADP
fcis-12471	91	13	to	to	ADP
fcis-12471	91	14	rapid	rapid	ADJ
fcis-12471	91	15	ventricular	ventricular	ADJ
fcis-12471	91	16	activation	activation	NOUN
fcis-12471	91	17	,	,	PUNCT
fcis-12471	91	18	the	the	DET
fcis-12471	91	19	p	p	NOUN
fcis-12471	91	20	-	-	PUNCT
fcis-12471	91	21	r	r	NOUN
fcis-12471	91	22	band	band	NOUN
fcis-12471	91	23	may	may	AUX
fcis-12471	91	24	be	be	AUX
fcis-12471	91	25	missing	miss	VERB
fcis-12471	91	26	or	or	CCONJ
fcis-12471	91	27	not	not	PART
fcis-12471	91	28	obvious	obvious	ADJ
fcis-12471	91	29	.	.	PUNCT
fcis-12471	92	1	in	in	ADP
fcis-12471	92	2	ventricular	ventricular	ADJ
fcis-12471	92	3	fibrillation	fibrillation	NOUN
fcis-12471	92	4	,	,	PUNCT
fcis-12471	92	5	the	the	DET
fcis-12471	92	6	p	p	NOUN
fcis-12471	92	7	-	-	PUNCT
fcis-12471	92	8	r	r	NOUN
fcis-12471	92	9	band	band	NOUN
fcis-12471	92	10	is	be	AUX
fcis-12471	92	11	usually	usually	ADV
fcis-12471	92	12	invisible	invisible	ADJ
fcis-12471	92	13	due	due	ADJ
fcis-12471	92	14	to	to	ADP
fcis-12471	92	15	disordered	disordered	ADJ
fcis-12471	92	16	ventricular	ventricular	ADJ
fcis-12471	92	17	activation	activation	NOUN
fcis-12471	92	18	.	.	PUNCT
fcis-12471	93	1	3	3	X
fcis-12471	93	2	.	.	X
fcis-12471	93	3	qrs	qrs	PROPN
fcis-12471	93	4	complex	complex	PROPN
fcis-12471	93	5	:	:	PUNCT
fcis-12471	93	6	in	in	ADP
fcis-12471	93	7	ventricular	ventricular	ADJ
fcis-12471	93	8	flutter	flutter	NOUN
fcis-12471	93	9	,	,	PUNCT
fcis-12471	93	10	the	the	DET
fcis-12471	93	11	qrs	qrs	PROPN
fcis-12471	93	12	complex	complex	NOUN
fcis-12471	93	13	is	be	AUX
fcis-12471	93	14	usually	usually	ADV
fcis-12471	93	15	a	a	DET
fcis-12471	93	16	normal	normal	ADJ
fcis-12471	93	17	shape	shape	NOUN
fcis-12471	93	18	with	with	ADP
fcis-12471	93	19	regular	regular	ADJ
fcis-12471	93	20	waveforms	waveform	NOUN
fcis-12471	93	21	.	.	PUNCT
fcis-12471	94	1	however	however	ADV
fcis-12471	94	2	,	,	PUNCT
fcis-12471	94	3	in	in	ADP
fcis-12471	94	4	ventricular	ventricular	ADJ
fcis-12471	94	5	fibrillation	fibrillation	NOUN
fcis-12471	94	6	,	,	PUNCT
fcis-12471	94	7	qrs	qrs	PROPN
fcis-12471	94	8	complex	complex	PROPN
fcis-12471	94	9	showed	show	VERB
fcis-12471	94	10	highly	highly	ADV
fcis-12471	94	11	irregular	irregular	ADJ
fcis-12471	94	12	shape	shape	NOUN
fcis-12471	94	13	without	without	ADP
fcis-12471	94	14	obvious	obvious	ADJ
fcis-12471	94	15	waveform	waveform	NOUN
fcis-12471	94	16	regularity	regularity	NOUN
fcis-12471	94	17	.	.	PUNCT
fcis-12471	95	1	4	4	X
fcis-12471	95	2	.	.	X
fcis-12471	95	3	s	s	X
fcis-12471	95	4	-	-	PUNCT
fcis-12471	95	5	t	t	NOUN
fcis-12471	95	6	band	band	NOUN
fcis-12471	95	7	:	:	PUNCT
fcis-12471	95	8	in	in	ADP
fcis-12471	95	9	ventricular	ventricular	ADJ
fcis-12471	95	10	flutter	flutter	NOUN
fcis-12471	95	11	,	,	PUNCT
fcis-12471	95	12	the	the	DET
fcis-12471	95	13	s	s	PROPN
fcis-12471	95	14	-	-	PUNCT
fcis-12471	95	15	t	t	NOUN
fcis-12471	95	16	band	band	NOUN
fcis-12471	95	17	is	be	AUX
fcis-12471	95	18	usually	usually	ADV
fcis-12471	95	19	flat	flat	ADJ
fcis-12471	95	20	or	or	CCONJ
fcis-12471	95	21	slightly	slightly	ADV
fcis-12471	95	22	elevated	elevate	VERB
fcis-12471	95	23	,	,	PUNCT
fcis-12471	95	24	indicating	indicate	VERB
fcis-12471	95	25	a	a	DET
fcis-12471	95	26	certain	certain	ADJ
fcis-12471	95	27	degree	degree	NOUN
fcis-12471	95	28	of	of	ADP
fcis-12471	95	29	st	st	PROPN
fcis-12471	95	30	segment	segment	PROPN
fcis-12471	95	31	elevation	elevation	NOUN
fcis-12471	95	32	.	.	PUNCT
fcis-12471	96	1	in	in	ADP
fcis-12471	96	2	ventricular	ventricular	ADJ
fcis-12471	96	3	fibrillation	fibrillation	NOUN
fcis-12471	96	4	,	,	PUNCT
fcis-12471	96	5	the	the	DET
fcis-12471	96	6	shape	shape	NOUN
fcis-12471	96	7	of	of	ADP
fcis-12471	96	8	st	st	PROPN
fcis-12471	96	9	band	band	NOUN
fcis-12471	96	10	is	be	AUX
fcis-12471	96	11	also	also	ADV
fcis-12471	96	12	highly	highly	ADV
fcis-12471	96	13	irregular	irregular	ADJ
fcis-12471	96	14	,	,	PUNCT
fcis-12471	96	15	which	which	PRON
fcis-12471	96	16	may	may	AUX
fcis-12471	96	17	show	show	VERB
fcis-12471	96	18	wide	wide	ADJ
fcis-12471	96	19	fluctuation	fluctuation	NOUN
fcis-12471	96	20	or	or	CCONJ
fcis-12471	96	21	high	high	ADJ
fcis-12471	96	22	variation	variation	NOUN
fcis-12471	96	23	.	.	PUNCT
fcis-12471	97	1	70	70	NUM
fcis-12471	97	2	5	5	NUM
fcis-12471	97	3	.	.	PUNCT
fcis-12471	97	4	t	t	NOUN
fcis-12471	97	5	-	-	PUNCT
fcis-12471	97	6	wave	wave	NOUN
fcis-12471	97	7	:	:	PUNCT
fcis-12471	97	8	in	in	ADP
fcis-12471	97	9	ventricular	ventricular	ADJ
fcis-12471	97	10	flutter	flutter	NOUN
fcis-12471	97	11	,	,	PUNCT
fcis-12471	97	12	the	the	DET
fcis-12471	97	13	t	t	NOUN
fcis-12471	97	14	-	-	PUNCT
fcis-12471	97	15	wave	wave	NOUN
fcis-12471	97	16	is	be	AUX
fcis-12471	97	17	usually	usually	ADV
fcis-12471	97	18	normal	normal	ADJ
fcis-12471	97	19	or	or	CCONJ
fcis-12471	97	20	slightly	slightly	ADV
fcis-12471	97	21	flattened	flatten	VERB
fcis-12471	97	22	.	.	PUNCT
fcis-12471	98	1	in	in	ADP
fcis-12471	98	2	ventricular	ventricular	ADJ
fcis-12471	98	3	fibrillation	fibrillation	NOUN
fcis-12471	98	4	,	,	PUNCT
fcis-12471	98	5	the	the	DET
fcis-12471	98	6	t	t	NOUN
fcis-12471	98	7	wave	wave	NOUN
fcis-12471	98	8	is	be	AUX
fcis-12471	98	9	highly	highly	ADV
fcis-12471	98	10	irregular	irregular	ADJ
fcis-12471	98	11	,	,	PUNCT
fcis-12471	98	12	and	and	CCONJ
fcis-12471	98	13	may	may	AUX
fcis-12471	98	14	appear	appear	VERB
fcis-12471	98	15	distorted	distort	VERB
fcis-12471	98	16	,	,	PUNCT
fcis-12471	98	17	inverted	invert	VERB
fcis-12471	98	18	,	,	PUNCT
fcis-12471	98	19	amplitude	amplitude	NOUN
fcis-12471	98	20	change	change	NOUN
fcis-12471	98	21	or	or	CCONJ
fcis-12471	98	22	disappear	disappear	VERB
fcis-12471	98	23	.	.	PUNCT
fcis-12471	99	1	3.2	3.2	NUM
fcis-12471	99	2	.	.	PUNCT
fcis-12471	100	1	cluster	cluster	NOUN
fcis-12471	100	2	analysis	analysis	NOUN
fcis-12471	100	3	of	of	ADP
fcis-12471	100	4	electrocardiogram	electrocardiogram	NOUN
fcis-12471	100	5	category	category	NOUN
fcis-12471	100	6	4	4	NUM
fcis-12471	100	7	based	base	VERB
fcis-12471	100	8	on	on	ADP
fcis-12471	100	9	kmeans	kmeans	PROPN
fcis-12471	100	10	algorithm	algorithm	NOUN
fcis-12471	100	11	by	by	ADP
fcis-12471	100	12	understanding	understand	VERB
fcis-12471	100	13	the	the	DET
fcis-12471	100	14	problem	problem	NOUN
fcis-12471	100	15	,	,	PUNCT
fcis-12471	100	16	it	it	PRON
fcis-12471	100	17	can	can	AUX
fcis-12471	100	18	be	be	AUX
fcis-12471	100	19	concluded	conclude	VERB
fcis-12471	100	20	that	that	SCONJ
fcis-12471	100	21	there	there	PRON
fcis-12471	100	22	are	be	VERB
fcis-12471	100	23	potential	potential	ADJ
fcis-12471	100	24	dangerous	dangerous	ADJ
fcis-12471	100	25	ventricular	ventricular	ADJ
fcis-12471	100	26	arrhythmias	arrhythmia	NOUN
fcis-12471	100	27	:	:	PUNCT
fcis-12471	100	28	lowfrequency	lowfrequency	ADJ
fcis-12471	100	29	ventricular	ventricular	ADJ
fcis-12471	100	30	tachycardia	tachycardia	NOUN
fcis-12471	100	31	(	(	PUNCT
fcis-12471	100	32	vtlr	vtlr	PROPN
fcis-12471	100	33	)	)	PUNCT
fcis-12471	100	34	,	,	PUNCT
fcis-12471	100	35	ventricular	ventricular	VERB
fcis-12471	100	36	premature	premature	ADJ
fcis-12471	100	37	beats	beat	NOUN
fcis-12471	100	38	(	(	PUNCT
fcis-12471	100	39	b	b	NOUN
fcis-12471	100	40	)	)	PUNCT
fcis-12471	100	41	,	,	PUNCT
fcis-12471	100	42	high	high	ADJ
fcis-12471	100	43	ventricular	ventricular	ADJ
fcis-12471	100	44	ectopic	ectopic	NOUN
fcis-12471	100	45	beats	beat	NOUN
fcis-12471	100	46	(	(	PUNCT
fcis-12471	100	47	hgea	hgea	NOUN
fcis-12471	100	48	)	)	PUNCT
fcis-12471	100	49	,	,	PUNCT
fcis-12471	100	50	and	and	CCONJ
fcis-12471	100	51	ventricular	ventricular	ADJ
fcis-12471	100	52	escape	escape	NOUN
fcis-12471	100	53	rhythm	rhythm	NOUN
fcis-12471	100	54	(	(	PUNCT
fcis-12471	100	55	ver	ver	NOUN
fcis-12471	100	56	)	)	PUNCT
fcis-12471	100	57	.	.	PUNCT
fcis-12471	101	1	this	this	DET
fcis-12471	101	2	article	article	NOUN
fcis-12471	101	3	will	will	AUX
fcis-12471	101	4	not	not	PART
fcis-12471	101	5	further	far	ADV
fcis-12471	101	6	analyze	analyze	VERB
fcis-12471	101	7	it	it	PRON
fcis-12471	101	8	.	.	PUNCT
fcis-12471	102	1	so	so	ADV
fcis-12471	102	2	,	,	PUNCT
fcis-12471	102	3	first	first	ADV
fcis-12471	102	4	,	,	PUNCT
fcis-12471	102	5	perform	perform	VERB
fcis-12471	102	6	cluster	cluster	NOUN
fcis-12471	102	7	analysis	analysis	NOUN
fcis-12471	102	8	on	on	ADP
fcis-12471	102	9	lifethreatening	lifethreatene	VERB
fcis-12471	102	10	arrhythmias	arrhythmia	NOUN
fcis-12471	102	11	with	with	ADP
fcis-12471	102	12	a	a	DET
fcis-12471	102	13	risk	risk	NOUN
fcis-12471	102	14	coefficient	coefficient	NOUN
fcis-12471	102	15	of	of	ADP
fcis-12471	102	16	1	1	NUM
fcis-12471	102	17	,	,	PUNCT
fcis-12471	102	18	and	and	CCONJ
fcis-12471	102	19	the	the	DET
fcis-12471	102	20	results	result	NOUN
fcis-12471	102	21	are	be	AUX
fcis-12471	102	22	as	as	SCONJ
fcis-12471	102	23	follows	follow	NOUN
fcis-12471	102	24	figure	figure	VERB
fcis-12471	102	25	6	6	NUM
fcis-12471	102	26	.	.	PUNCT
fcis-12471	103	1	further	further	ADJ
fcis-12471	103	2	subdivision	subdivision	NOUN
fcis-12471	103	3	of	of	ADP
fcis-12471	103	4	hazard	hazard	NOUN
fcis-12471	103	5	category	category	NOUN
fcis-12471	103	6	4	4	NUM
fcis-12471	103	7	by	by	ADP
fcis-12471	103	8	elbow	elbow	NOUN
fcis-12471	103	9	method	method	NOUN
fcis-12471	103	10	based	base	VERB
fcis-12471	103	11	on	on	ADP
fcis-12471	103	12	the	the	DET
fcis-12471	103	13	above	above	ADJ
fcis-12471	103	14	analysis	analysis	NOUN
fcis-12471	103	15	and	and	CCONJ
fcis-12471	103	16	further	further	ADJ
fcis-12471	103	17	observation	observation	NOUN
fcis-12471	103	18	of	of	ADP
fcis-12471	103	19	the	the	DET
fcis-12471	103	20	cluster	cluster	NOUN
fcis-12471	103	21	center	center	NOUN
fcis-12471	103	22	,	,	PUNCT
fcis-12471	103	23	it	it	PRON
fcis-12471	103	24	can	can	AUX
fcis-12471	103	25	be	be	AUX
fcis-12471	103	26	concluded	conclude	VERB
fcis-12471	103	27	that	that	SCONJ
fcis-12471	103	28	risk	risk	NOUN
fcis-12471	103	29	category	category	NOUN
fcis-12471	103	30	1	1	NUM
fcis-12471	103	31	can	can	AUX
fcis-12471	103	32	be	be	AUX
fcis-12471	103	33	further	far	ADV
fcis-12471	103	34	divided	divide	VERB
fcis-12471	103	35	into	into	ADP
fcis-12471	103	36	two	two	NUM
fcis-12471	103	37	categories	category	NOUN
fcis-12471	103	38	,	,	PUNCT
fcis-12471	103	39	namely	namely	ADV
fcis-12471	103	40	low	low	ADJ
fcis-12471	103	41	-	-	PUNCT
fcis-12471	103	42	frequency	frequency	NOUN
fcis-12471	103	43	ventricular	ventricular	ADJ
fcis-12471	103	44	tachycardia	tachycardia	NOUN
fcis-12471	103	45	(	(	PUNCT
fcis-12471	103	46	vtlr	vtlr	PROPN
fcis-12471	103	47	)	)	PUNCT
fcis-12471	103	48	,	,	PUNCT
fcis-12471	103	49	ventricular	ventricular	VERB
fcis-12471	103	50	premature	premature	ADJ
fcis-12471	103	51	beats	beat	NOUN
fcis-12471	103	52	(	(	PUNCT
fcis-12471	103	53	b	b	NOUN
fcis-12471	103	54	)	)	PUNCT
fcis-12471	103	55	,	,	PUNCT
fcis-12471	103	56	high	high	ADJ
fcis-12471	103	57	ventricular	ventricular	ADJ
fcis-12471	103	58	ectopic	ectopic	NOUN
fcis-12471	103	59	beats	beat	NOUN
fcis-12471	103	60	(	(	PUNCT
fcis-12471	103	61	hgea	hgea	NOUN
fcis-12471	103	62	)	)	PUNCT
fcis-12471	103	63	,	,	PUNCT
fcis-12471	103	64	and	and	CCONJ
fcis-12471	103	65	ventricular	ventricular	ADJ
fcis-12471	103	66	escape	escape	NOUN
fcis-12471	103	67	rhythm	rhythm	NOUN
fcis-12471	103	68	(	(	PUNCT
fcis-12471	103	69	ver	ver	NOUN
fcis-12471	103	70	)	)	PUNCT
fcis-12471	103	71	based	base	VERB
fcis-12471	103	72	on	on	ADP
fcis-12471	103	73	the	the	DET
fcis-12471	103	74	above	above	ADJ
fcis-12471	103	75	summary	summary	NOUN
fcis-12471	103	76	,	,	PUNCT
fcis-12471	103	77	this	this	DET
fcis-12471	103	78	article	article	NOUN
fcis-12471	103	79	draws	draw	VERB
fcis-12471	103	80	images	image	NOUN
fcis-12471	103	81	to	to	PART
fcis-12471	103	82	observe	observe	VERB
fcis-12471	103	83	the	the	DET
fcis-12471	103	84	numerical	numerical	ADJ
fcis-12471	103	85	variance	variance	NOUN
fcis-12471	103	86	of	of	ADP
fcis-12471	103	87	each	each	DET
fcis-12471	103	88	area	area	NOUN
fcis-12471	103	89	with	with	ADP
fcis-12471	103	90	a	a	DET
fcis-12471	103	91	danger	danger	NOUN
fcis-12471	103	92	level	level	NOUN
fcis-12471	103	93	of	of	ADP
fcis-12471	103	94	4	4	NUM
fcis-12471	103	95	,	,	PUNCT
fcis-12471	103	96	and	and	CCONJ
fcis-12471	103	97	the	the	DET
fcis-12471	103	98	results	result	NOUN
fcis-12471	103	99	are	be	AUX
fcis-12471	103	100	as	as	SCONJ
fcis-12471	103	101	follows	follow	NOUN
fcis-12471	103	102	figure	figure	VERB
fcis-12471	103	103	7	7	NUM
fcis-12471	103	104	.	.	PUNCT
fcis-12471	103	105	run	run	VERB
fcis-12471	103	106	chart	chart	NOUN
fcis-12471	103	107	of	of	ADP
fcis-12471	103	108	two	two	NUM
fcis-12471	103	109	situations	situation	NOUN
fcis-12471	103	110	with	with	ADP
fcis-12471	103	111	hazard	hazard	NOUN
fcis-12471	103	112	level	level	NOUN
fcis-12471	103	113	of	of	ADP
fcis-12471	103	114	4	4	NUM
fcis-12471	103	115	ventricular	ventricular	ADJ
fcis-12471	103	116	tachycardia	tachycardia	NOUN
fcis-12471	103	117	with	with	ADP
fcis-12471	103	118	long	long	ADJ
fcis-12471	103	119	runs	run	NOUN
fcis-12471	103	120	(	(	PUNCT
fcis-12471	103	121	vtlr	vtlr	PROPN
fcis-12471	103	122	)	)	PUNCT
fcis-12471	103	123	,	,	PUNCT
fcis-12471	103	124	couplet	couplet	NOUN
fcis-12471	103	125	(	(	PUNCT
fcis-12471	103	126	b	b	NOUN
fcis-12471	103	127	)	)	PUNCT
fcis-12471	103	128	,	,	PUNCT
fcis-12471	103	129	high	high	ADJ
fcis-12471	103	130	grade	grade	NOUN
fcis-12471	103	131	ectopic	ectopic	NOUN
fcis-12471	103	132	beat	beat	NOUN
fcis-12471	103	133	(	(	PUNCT
fcis-12471	103	134	hgea	hgea	NOUN
fcis-12471	103	135	)	)	PUNCT
fcis-12471	103	136	,	,	PUNCT
fcis-12471	103	137	and	and	CCONJ
fcis-12471	103	138	ventricular	ventricular	ADJ
fcis-12471	103	139	escape	escape	NOUN
fcis-12471	103	140	rhythm	rhythm	NOUN
fcis-12471	103	141	(	(	PUNCT
fcis-12471	103	142	ver	ver	NOUN
fcis-12471	103	143	)	)	PUNCT
fcis-12471	103	144	are	be	AUX
fcis-12471	103	145	common	common	ADJ
fcis-12471	103	146	types	type	NOUN
fcis-12471	103	147	of	of	ADP
fcis-12471	103	148	arrhythmia	arrhythmia	NOUN
fcis-12471	103	149	.	.	PUNCT
fcis-12471	104	1	they	they	PRON
fcis-12471	104	2	have	have	VERB
fcis-12471	104	3	some	some	DET
fcis-12471	104	4	differences	difference	NOUN
fcis-12471	104	5	in	in	ADP
fcis-12471	104	6	the	the	DET
fcis-12471	104	7	p	p	NOUN
fcis-12471	104	8	-	-	PUNCT
fcis-12471	104	9	wave	wave	NOUN
fcis-12471	104	10	,	,	PUNCT
fcis-12471	104	11	p	p	NOUN
fcis-12471	104	12	-	-	PUNCT
fcis-12471	104	13	r	r	NOUN
fcis-12471	104	14	band	band	NOUN
fcis-12471	104	15	,	,	PUNCT
fcis-12471	104	16	qrs	qrs	PROPN
fcis-12471	104	17	complex	complex	PROPN
fcis-12471	104	18	,	,	PUNCT
fcis-12471	104	19	s	s	PROPN
fcis-12471	104	20	-	-	PUNCT
fcis-12471	104	21	t	t	NOUN
fcis-12471	104	22	band	band	NOUN
fcis-12471	104	23	,	,	PUNCT
fcis-12471	104	24	and	and	CCONJ
fcis-12471	104	25	t	t	NOUN
fcis-12471	104	26	-	-	PUNCT
fcis-12471	104	27	wave	wave	NOUN
fcis-12471	104	28	images	image	NOUN
fcis-12471	104	29	on	on	ADP
fcis-12471	104	30	the	the	DET
fcis-12471	104	31	electrocardiogram	electrocardiogram	NOUN
fcis-12471	104	32	signal	signal	NOUN
fcis-12471	104	33	.	.	PUNCT
fcis-12471	105	1	the	the	DET
fcis-12471	105	2	following	follow	VERB
fcis-12471	105	3	are	be	AUX
fcis-12471	105	4	the	the	DET
fcis-12471	105	5	main	main	ADJ
fcis-12471	105	6	differences	difference	NOUN
fcis-12471	105	7	between	between	ADP
fcis-12471	105	8	them	they	PRON
fcis-12471	105	9	:	:	PUNCT
fcis-12471	106	1	1	1	X
fcis-12471	106	2	.	.	X
fcis-12471	106	3	p	p	X
fcis-12471	106	4	-	-	PUNCT
fcis-12471	106	5	wave	wave	NOUN
fcis-12471	106	6	:	:	PUNCT
fcis-12471	106	7	in	in	ADP
fcis-12471	106	8	low	low	ADJ
fcis-12471	106	9	-	-	PUNCT
fcis-12471	106	10	frequency	frequency	NOUN
fcis-12471	106	11	ventricular	ventricular	ADJ
fcis-12471	106	12	tachycardia	tachycardia	NOUN
fcis-12471	106	13	(	(	PUNCT
fcis-12471	106	14	vtlr	vtlr	PROPN
fcis-12471	106	15	)	)	PUNCT
fcis-12471	106	16	,	,	PUNCT
fcis-12471	106	17	p	p	X
fcis-12471	106	18	-	-	PUNCT
fcis-12471	106	19	wave	wave	NOUN
fcis-12471	106	20	is	be	AUX
fcis-12471	106	21	usually	usually	ADV
fcis-12471	106	22	not	not	PART
fcis-12471	106	23	visible	visible	ADJ
fcis-12471	106	24	or	or	CCONJ
fcis-12471	106	25	may	may	AUX
fcis-12471	106	26	be	be	AUX
fcis-12471	106	27	masked	mask	VERB
fcis-12471	106	28	in	in	ADP
fcis-12471	106	29	the	the	DET
fcis-12471	106	30	qrs	qrs	PROPN
fcis-12471	106	31	complex	complex	NOUN
fcis-12471	106	32	.	.	PUNCT
fcis-12471	107	1	in	in	ADP
fcis-12471	107	2	ventricular	ventricular	ADJ
fcis-12471	107	3	premature	premature	ADJ
fcis-12471	107	4	beats	beat	NOUN
fcis-12471	107	5	(	(	PUNCT
fcis-12471	107	6	b	b	NOUN
fcis-12471	107	7	)	)	PUNCT
fcis-12471	107	8	,	,	PUNCT
fcis-12471	107	9	high	high	ADJ
fcis-12471	107	10	ventricular	ventricular	ADJ
fcis-12471	107	11	ectopic	ectopic	NOUN
fcis-12471	107	12	beats	beat	NOUN
fcis-12471	107	13	(	(	PUNCT
fcis-12471	107	14	hgea	hgea	NOUN
fcis-12471	107	15	)	)	PUNCT
fcis-12471	107	16	,	,	PUNCT
fcis-12471	107	17	and	and	CCONJ
fcis-12471	107	18	ventricular	ventricular	ADJ
fcis-12471	107	19	escape	escape	NOUN
fcis-12471	107	20	rhythms	rhythm	NOUN
fcis-12471	107	21	(	(	PUNCT
fcis-12471	107	22	ver	ver	NOUN
fcis-12471	107	23	)	)	PUNCT
fcis-12471	107	24	,	,	PUNCT
fcis-12471	107	25	the	the	DET
fcis-12471	107	26	p	p	NOUN
fcis-12471	107	27	-	-	PUNCT
fcis-12471	107	28	wave	wave	NOUN
fcis-12471	107	29	usually	usually	ADV
fcis-12471	107	30	does	do	AUX
fcis-12471	107	31	not	not	PART
fcis-12471	107	32	appear	appear	VERB
fcis-12471	107	33	at	at	ADP
fcis-12471	107	34	the	the	DET
fcis-12471	107	35	expected	expect	VERB
fcis-12471	107	36	time	time	NOUN
fcis-12471	107	37	and	and	CCONJ
fcis-12471	107	38	may	may	AUX
fcis-12471	107	39	exhibit	exhibit	VERB
fcis-12471	107	40	abnormal	abnormal	ADJ
fcis-12471	107	41	morphology	morphology	NOUN
fcis-12471	107	42	.	.	PUNCT
fcis-12471	108	1	2	2	X
fcis-12471	108	2	.	.	X
fcis-12471	108	3	p	p	X
fcis-12471	108	4	-	-	PUNCT
fcis-12471	108	5	r	r	NOUN
fcis-12471	108	6	band	band	NOUN
fcis-12471	108	7	:	:	PUNCT
fcis-12471	108	8	the	the	DET
fcis-12471	108	9	length	length	NOUN
fcis-12471	108	10	of	of	ADP
fcis-12471	108	11	the	the	DET
fcis-12471	108	12	p	p	NOUN
fcis-12471	108	13	-	-	PUNCT
fcis-12471	108	14	r	r	NOUN
fcis-12471	108	15	band	band	NOUN
fcis-12471	108	16	may	may	AUX
fcis-12471	108	17	vary	vary	VERB
fcis-12471	108	18	in	in	ADP
fcis-12471	108	19	lowfrequency	lowfrequency	ADJ
fcis-12471	108	20	ventricular	ventricular	ADJ
fcis-12471	108	21	tachycardia	tachycardia	NOUN
fcis-12471	108	22	(	(	PUNCT
fcis-12471	108	23	vtlr	vtlr	PROPN
fcis-12471	108	24	)	)	PUNCT
fcis-12471	108	25	,	,	PUNCT
fcis-12471	108	26	ventricular	ventricular	VERB
fcis-12471	108	27	premature	premature	ADJ
fcis-12471	108	28	beats	beat	NOUN
fcis-12471	108	29	(	(	PUNCT
fcis-12471	108	30	b	b	NOUN
fcis-12471	108	31	)	)	PUNCT
fcis-12471	108	32	,	,	PUNCT
fcis-12471	108	33	high	high	ADJ
fcis-12471	108	34	ventricular	ventricular	ADJ
fcis-12471	108	35	ectopic	ectopic	NOUN
fcis-12471	108	36	beats	beat	NOUN
fcis-12471	108	37	(	(	PUNCT
fcis-12471	108	38	hgea	hgea	NOUN
fcis-12471	108	39	)	)	PUNCT
fcis-12471	108	40	,	,	PUNCT
fcis-12471	108	41	and	and	CCONJ
fcis-12471	108	42	ventricular	ventricular	ADJ
fcis-12471	108	43	escape	escape	NOUN
fcis-12471	108	44	rhythm	rhythm	NOUN
fcis-12471	108	45	(	(	PUNCT
fcis-12471	108	46	ver	ver	NOUN
fcis-12471	108	47	)	)	PUNCT
fcis-12471	108	48	.	.	PUNCT
fcis-12471	109	1	in	in	ADP
fcis-12471	109	2	low	low	ADJ
fcis-12471	109	3	-	-	PUNCT
fcis-12471	109	4	frequency	frequency	NOUN
fcis-12471	109	5	ventricular	ventricular	ADJ
fcis-12471	109	6	tachycardia	tachycardia	NOUN
fcis-12471	109	7	(	(	PUNCT
fcis-12471	109	8	vtlr	vtlr	PROPN
fcis-12471	109	9	)	)	PUNCT
fcis-12471	109	10	,	,	PUNCT
fcis-12471	109	11	the	the	DET
fcis-12471	109	12	p	p	NOUN
fcis-12471	109	13	-	-	PUNCT
fcis-12471	109	14	r	r	NOUN
fcis-12471	109	15	band	band	NOUN
fcis-12471	109	16	may	may	AUX
fcis-12471	109	17	be	be	AUX
fcis-12471	109	18	normal	normal	ADJ
fcis-12471	109	19	or	or	CCONJ
fcis-12471	109	20	slightly	slightly	ADV
fcis-12471	109	21	prolonged	prolonged	ADJ
fcis-12471	109	22	.	.	PUNCT
fcis-12471	110	1	in	in	ADP
fcis-12471	110	2	ventricular	ventricular	ADJ
fcis-12471	110	3	premature	premature	ADJ
fcis-12471	110	4	beats	beat	NOUN
fcis-12471	110	5	(	(	PUNCT
fcis-12471	110	6	b	b	NOUN
fcis-12471	110	7	)	)	PUNCT
fcis-12471	110	8	and	and	CCONJ
fcis-12471	110	9	highly	highly	ADV
fcis-12471	110	10	ventricular	ventricular	ADJ
fcis-12471	110	11	ectopic	ectopic	NOUN
fcis-12471	110	12	beats	beat	NOUN
fcis-12471	110	13	(	(	PUNCT
fcis-12471	110	14	hgea	hgea	NOUN
fcis-12471	110	15	)	)	PUNCT
fcis-12471	110	16	,	,	PUNCT
fcis-12471	110	17	the	the	DET
fcis-12471	110	18	p	p	NOUN
fcis-12471	110	19	-	-	PUNCT
fcis-12471	110	20	r	r	NOUN
fcis-12471	110	21	band	band	NOUN
fcis-12471	110	22	may	may	AUX
fcis-12471	110	23	be	be	AUX
fcis-12471	110	24	shorter	short	ADJ
fcis-12471	110	25	.	.	PUNCT
fcis-12471	111	1	in	in	ADP
fcis-12471	111	2	ventricular	ventricular	ADJ
fcis-12471	111	3	escape	escape	NOUN
fcis-12471	111	4	rhythm	rhythm	NOUN
fcis-12471	111	5	(	(	PUNCT
fcis-12471	111	6	ver	ver	NOUN
fcis-12471	111	7	)	)	PUNCT
fcis-12471	111	8	,	,	PUNCT
fcis-12471	111	9	the	the	DET
fcis-12471	111	10	length	length	NOUN
fcis-12471	111	11	of	of	ADP
fcis-12471	111	12	the	the	DET
fcis-12471	111	13	p	p	NOUN
fcis-12471	111	14	-	-	PUNCT
fcis-12471	111	15	r	r	NOUN
fcis-12471	111	16	band	band	NOUN
fcis-12471	111	17	is	be	AUX
fcis-12471	111	18	usually	usually	ADV
fcis-12471	111	19	longer	long	ADJ
fcis-12471	111	20	.	.	PUNCT
fcis-12471	112	1	3	3	X
fcis-12471	112	2	.	.	X
fcis-12471	112	3	qrs	qrs	PROPN
fcis-12471	112	4	complex	complex	PROPN
fcis-12471	112	5	:	:	PUNCT
fcis-12471	112	6	in	in	ADP
fcis-12471	112	7	low	low	ADJ
fcis-12471	112	8	-	-	PUNCT
fcis-12471	112	9	frequency	frequency	NOUN
fcis-12471	112	10	ventricular	ventricular	ADJ
fcis-12471	112	11	tachycardia	tachycardia	NOUN
fcis-12471	112	12	(	(	PUNCT
fcis-12471	112	13	vtlr	vtlr	PROPN
fcis-12471	112	14	)	)	PUNCT
fcis-12471	112	15	,	,	PUNCT
fcis-12471	112	16	the	the	DET
fcis-12471	112	17	qrs	qrs	PROPN
fcis-12471	112	18	complex	complex	NOUN
fcis-12471	112	19	may	may	AUX
fcis-12471	112	20	present	present	VERB
fcis-12471	112	21	as	as	ADP
fcis-12471	112	22	a	a	DET
fcis-12471	112	23	broad	broad	ADJ
fcis-12471	112	24	anomaly	anomaly	NOUN
fcis-12471	112	25	.	.	PUNCT
fcis-12471	113	1	in	in	ADP
fcis-12471	113	2	ventricular	ventricular	ADJ
fcis-12471	113	3	premature	premature	ADJ
fcis-12471	113	4	beats	beat	NOUN
fcis-12471	113	5	(	(	PUNCT
fcis-12471	113	6	b	b	NOUN
fcis-12471	113	7	)	)	PUNCT
fcis-12471	113	8	and	and	CCONJ
fcis-12471	113	9	high	high	ADJ
fcis-12471	113	10	ventricular	ventricular	ADJ
fcis-12471	113	11	ectopic	ectopic	NOUN
fcis-12471	113	12	beats	beat	NOUN
fcis-12471	113	13	(	(	PUNCT
fcis-12471	113	14	hgea	hgea	NOUN
fcis-12471	113	15	)	)	PUNCT
fcis-12471	113	16	,	,	PUNCT
fcis-12471	113	17	the	the	DET
fcis-12471	113	18	qrs	qrs	PROPN
fcis-12471	113	19	complex	complex	NOUN
fcis-12471	113	20	may	may	AUX
fcis-12471	113	21	exhibit	exhibit	VERB
fcis-12471	113	22	abnormal	abnormal	ADJ
fcis-12471	113	23	morphology	morphology	NOUN
fcis-12471	113	24	,	,	PUNCT
fcis-12471	113	25	usually	usually	ADV
fcis-12471	113	26	with	with	ADP
fcis-12471	113	27	a	a	DET
fcis-12471	113	28	normal	normal	ADJ
fcis-12471	113	29	width	width	NOUN
fcis-12471	113	30	.	.	PUNCT
fcis-12471	114	1	in	in	ADP
fcis-12471	114	2	ventricular	ventricular	ADJ
fcis-12471	114	3	escape	escape	NOUN
fcis-12471	114	4	rhythm	rhythm	NOUN
fcis-12471	114	5	(	(	PUNCT
fcis-12471	114	6	ver	ver	NOUN
fcis-12471	114	7	)	)	PUNCT
fcis-12471	114	8	,	,	PUNCT
fcis-12471	114	9	the	the	DET
fcis-12471	114	10	qrs	qrs	PROPN
fcis-12471	114	11	complex	complex	NOUN
fcis-12471	114	12	is	be	AUX
fcis-12471	114	13	usually	usually	ADV
fcis-12471	114	14	normal	normal	ADJ
fcis-12471	114	15	or	or	CCONJ
fcis-12471	114	16	slightly	slightly	ADV
fcis-12471	114	17	wider	wide	ADJ
fcis-12471	114	18	.	.	PUNCT
fcis-12471	115	1	4	4	X
fcis-12471	115	2	.	.	X
fcis-12471	115	3	s	s	X
fcis-12471	115	4	-	-	PUNCT
fcis-12471	115	5	t	t	PROPN
fcis-12471	115	6	band	band	NOUN
fcis-12471	115	7	:	:	PUNCT
fcis-12471	115	8	the	the	DET
fcis-12471	115	9	shape	shape	NOUN
fcis-12471	115	10	and	and	CCONJ
fcis-12471	115	11	position	position	NOUN
fcis-12471	115	12	of	of	ADP
fcis-12471	115	13	the	the	DET
fcis-12471	115	14	s	s	PROPN
fcis-12471	115	15	-	-	PUNCT
fcis-12471	115	16	t	t	NOUN
fcis-12471	115	17	band	band	NOUN
fcis-12471	115	18	may	may	AUX
fcis-12471	115	19	vary	vary	VERB
fcis-12471	115	20	in	in	ADP
fcis-12471	115	21	low	low	ADJ
fcis-12471	115	22	-	-	PUNCT
fcis-12471	115	23	frequency	frequency	NOUN
fcis-12471	115	24	ventricular	ventricular	ADJ
fcis-12471	115	25	tachycardia	tachycardia	NOUN
fcis-12471	115	26	(	(	PUNCT
fcis-12471	115	27	vtlr	vtlr	PROPN
fcis-12471	115	28	)	)	PUNCT
fcis-12471	115	29	,	,	PUNCT
fcis-12471	115	30	ventricular	ventricular	VERB
fcis-12471	115	31	premature	premature	ADJ
fcis-12471	115	32	beats	beat	NOUN
fcis-12471	115	33	(	(	PUNCT
fcis-12471	115	34	b	b	NOUN
fcis-12471	115	35	)	)	PUNCT
fcis-12471	115	36	,	,	PUNCT
fcis-12471	115	37	high	high	ADJ
fcis-12471	115	38	ventricular	ventricular	ADJ
fcis-12471	115	39	ectopic	ectopic	NOUN
fcis-12471	115	40	beats	beat	NOUN
fcis-12471	115	41	(	(	PUNCT
fcis-12471	115	42	hgea	hgea	NOUN
fcis-12471	115	43	)	)	PUNCT
fcis-12471	115	44	,	,	PUNCT
fcis-12471	115	45	and	and	CCONJ
fcis-12471	115	46	ventricular	ventricular	ADJ
fcis-12471	115	47	escape	escape	NOUN
fcis-12471	115	48	rhythm	rhythm	NOUN
fcis-12471	115	49	(	(	PUNCT
fcis-12471	115	50	ver	ver	NOUN
fcis-12471	115	51	)	)	PUNCT
fcis-12471	115	52	.	.	PUNCT
fcis-12471	116	1	in	in	ADP
fcis-12471	116	2	lowfrequency	lowfrequency	ADJ
fcis-12471	116	3	ventricular	ventricular	ADJ
fcis-12471	116	4	tachycardia	tachycardia	NOUN
fcis-12471	116	5	(	(	PUNCT
fcis-12471	116	6	vtlr	vtlr	PROPN
fcis-12471	116	7	)	)	PUNCT
fcis-12471	116	8	,	,	PUNCT
fcis-12471	116	9	the	the	DET
fcis-12471	116	10	s	s	PROPN
fcis-12471	116	11	-	-	PUNCT
fcis-12471	116	12	t	t	NOUN
fcis-12471	116	13	band	band	NOUN
fcis-12471	116	14	usually	usually	ADV
fcis-12471	116	15	exhibits	exhibit	VERB
fcis-12471	116	16	a	a	DET
fcis-12471	116	17	certain	certain	ADJ
fcis-12471	116	18	degree	degree	NOUN
fcis-12471	116	19	of	of	ADP
fcis-12471	116	20	depression	depression	NOUN
fcis-12471	116	21	or	or	CCONJ
fcis-12471	116	22	inversion	inversion	NOUN
fcis-12471	116	23	.	.	PUNCT
fcis-12471	117	1	in	in	ADP
fcis-12471	117	2	ventricular	ventricular	ADJ
fcis-12471	117	3	premature	premature	ADJ
fcis-12471	117	4	beats	beat	NOUN
fcis-12471	117	5	(	(	PUNCT
fcis-12471	117	6	b	b	NOUN
fcis-12471	117	7	)	)	PUNCT
fcis-12471	117	8	and	and	CCONJ
fcis-12471	117	9	high	high	ADJ
fcis-12471	117	10	ventricular	ventricular	ADJ
fcis-12471	117	11	ectopic	ectopic	NOUN
fcis-12471	117	12	beats	beat	NOUN
fcis-12471	117	13	(	(	PUNCT
fcis-12471	117	14	hgea	hgea	NOUN
fcis-12471	117	15	)	)	PUNCT
fcis-12471	117	16	,	,	PUNCT
fcis-12471	117	17	the	the	DET
fcis-12471	117	18	s	s	PROPN
fcis-12471	117	19	-	-	PUNCT
fcis-12471	117	20	t	t	NOUN
fcis-12471	117	21	band	band	NOUN
fcis-12471	117	22	may	may	AUX
fcis-12471	117	23	be	be	AUX
fcis-12471	117	24	normal	normal	ADJ
fcis-12471	117	25	or	or	CCONJ
fcis-12471	117	26	slightly	slightly	ADV
fcis-12471	117	27	elevated	elevated	ADJ
fcis-12471	117	28	.	.	PUNCT
fcis-12471	118	1	in	in	ADP
fcis-12471	118	2	ventricular	ventricular	ADJ
fcis-12471	118	3	escape	escape	NOUN
fcis-12471	118	4	rhythm	rhythm	NOUN
fcis-12471	118	5	(	(	PUNCT
fcis-12471	118	6	ver	ver	NOUN
fcis-12471	118	7	)	)	PUNCT
fcis-12471	118	8	,	,	PUNCT
fcis-12471	118	9	the	the	DET
fcis-12471	118	10	st	st	PROPN
fcis-12471	118	11	band	band	NOUN
fcis-12471	118	12	is	be	AUX
fcis-12471	118	13	usually	usually	ADV
fcis-12471	118	14	normal	normal	ADJ
fcis-12471	118	15	or	or	CCONJ
fcis-12471	118	16	slightly	slightly	ADV
fcis-12471	118	17	elevated	elevated	ADJ
fcis-12471	118	18	.	.	PUNCT
fcis-12471	119	1	5	5	X
fcis-12471	119	2	.	.	X
fcis-12471	119	3	t	t	NOUN
fcis-12471	119	4	-	-	PUNCT
fcis-12471	119	5	wave	wave	NOUN
fcis-12471	119	6	:	:	PUNCT
fcis-12471	119	7	in	in	ADP
fcis-12471	119	8	low	low	ADJ
fcis-12471	119	9	-	-	PUNCT
fcis-12471	119	10	frequency	frequency	NOUN
fcis-12471	119	11	ventricular	ventricular	ADJ
fcis-12471	119	12	tachycardia	tachycardia	NOUN
fcis-12471	119	13	(	(	PUNCT
fcis-12471	119	14	vtlr	vtlr	PROPN
fcis-12471	119	15	)	)	PUNCT
fcis-12471	119	16	,	,	PUNCT
fcis-12471	119	17	ventricular	ventricular	VERB
fcis-12471	119	18	premature	premature	ADJ
fcis-12471	119	19	beats	beat	NOUN
fcis-12471	119	20	(	(	PUNCT
fcis-12471	119	21	b	b	NOUN
fcis-12471	119	22	)	)	PUNCT
fcis-12471	119	23	,	,	PUNCT
fcis-12471	119	24	high	high	ADJ
fcis-12471	119	25	ventricular	ventricular	ADJ
fcis-12471	119	26	ectopic	ectopic	NOUN
fcis-12471	119	27	beats	beat	NOUN
fcis-12471	119	28	(	(	PUNCT
fcis-12471	119	29	hgea	hgea	NOUN
fcis-12471	119	30	)	)	PUNCT
fcis-12471	119	31	,	,	PUNCT
fcis-12471	119	32	and	and	CCONJ
fcis-12471	119	33	ventricular	ventricular	ADJ
fcis-12471	119	34	escape	escape	NOUN
fcis-12471	119	35	rhythm	rhythm	NOUN
fcis-12471	119	36	(	(	PUNCT
fcis-12471	119	37	ver	ver	NOUN
fcis-12471	119	38	)	)	PUNCT
fcis-12471	119	39	,	,	PUNCT
fcis-12471	119	40	the	the	DET
fcis-12471	119	41	morphology	morphology	NOUN
fcis-12471	119	42	of	of	ADP
fcis-12471	119	43	t	t	PROPN
fcis-12471	119	44	-	-	PUNCT
fcis-12471	119	45	wave	wave	NOUN
fcis-12471	119	46	may	may	AUX
fcis-12471	119	47	change	change	VERB
fcis-12471	119	48	.	.	PUNCT
fcis-12471	120	1	in	in	ADP
fcis-12471	120	2	low	low	ADJ
fcis-12471	120	3	-	-	PUNCT
fcis-12471	120	4	frequency	frequency	NOUN
fcis-12471	120	5	ventricular	ventricular	ADJ
fcis-12471	120	6	tachycardia	tachycardia	NOUN
fcis-12471	120	7	(	(	PUNCT
fcis-12471	120	8	vtlr	vtlr	PROPN
fcis-12471	120	9	)	)	PUNCT
fcis-12471	120	10	,	,	PUNCT
fcis-12471	120	11	t	t	PROPN
fcis-12471	120	12	waves	wave	NOUN
fcis-12471	120	13	may	may	AUX
fcis-12471	120	14	be	be	AUX
fcis-12471	120	15	normal	normal	ADJ
fcis-12471	120	16	or	or	CCONJ
fcis-12471	120	17	flattened	flatten	VERB
fcis-12471	120	18	.	.	PUNCT
fcis-12471	121	1	in	in	ADP
fcis-12471	121	2	ventricular	ventricular	ADJ
fcis-12471	121	3	premature	premature	ADJ
fcis-12471	121	4	beats	beat	NOUN
fcis-12471	121	5	(	(	PUNCT
fcis-12471	121	6	b	b	NOUN
fcis-12471	121	7	)	)	PUNCT
fcis-12471	121	8	and	and	CCONJ
fcis-12471	121	9	high	high	ADJ
fcis-12471	121	10	ventricular	ventricular	ADJ
fcis-12471	121	11	ectopic	ectopic	NOUN
fcis-12471	121	12	beats	beat	NOUN
fcis-12471	121	13	(	(	PUNCT
fcis-12471	121	14	hgea	hgea	NOUN
fcis-12471	121	15	)	)	PUNCT
fcis-12471	121	16	,	,	PUNCT
fcis-12471	121	17	t	t	PROPN
fcis-12471	121	18	waves	wave	NOUN
fcis-12471	121	19	are	be	AUX
fcis-12471	121	20	usually	usually	ADV
fcis-12471	121	21	normal	normal	ADJ
fcis-12471	121	22	.	.	PUNCT
fcis-12471	122	1	in	in	ADP
fcis-12471	122	2	ventricular	ventricular	ADJ
fcis-12471	122	3	escape	escape	NOUN
fcis-12471	122	4	rhythm	rhythm	NOUN
fcis-12471	122	5	(	(	PUNCT
fcis-12471	122	6	ver	ver	NOUN
fcis-12471	122	7	)	)	PUNCT
fcis-12471	122	8	,	,	PUNCT
fcis-12471	122	9	t	t	PROPN
fcis-12471	122	10	waves	wave	NOUN
fcis-12471	122	11	are	be	AUX
fcis-12471	122	12	usually	usually	ADV
fcis-12471	122	13	normal	normal	ADJ
fcis-12471	122	14	or	or	CCONJ
fcis-12471	122	15	slightly	slightly	ADV
fcis-12471	122	16	flattened	flatten	VERB
fcis-12471	122	17	.	.	PUNCT
fcis-12471	123	1	4	4	X
fcis-12471	123	2	.	.	X
fcis-12471	123	3	conclusion	conclusion	NOUN
fcis-12471	123	4	every	every	DET
fcis-12471	123	5	beat	beat	NOUN
fcis-12471	123	6	of	of	ADP
fcis-12471	123	7	the	the	DET
fcis-12471	123	8	heart	heart	NOUN
fcis-12471	123	9	is	be	AUX
fcis-12471	123	10	accompanied	accompany	VERB
fcis-12471	123	11	by	by	ADP
fcis-12471	123	12	fluctuations	fluctuation	NOUN
fcis-12471	123	13	in	in	ADP
fcis-12471	123	14	the	the	DET
fcis-12471	123	15	electrical	electrical	ADJ
fcis-12471	123	16	signals	signal	NOUN
fcis-12471	123	17	of	of	ADP
fcis-12471	123	18	the	the	DET
fcis-12471	123	19	heart	heart	NOUN
fcis-12471	123	20	,	,	PUNCT
fcis-12471	123	21	reflecting	reflect	VERB
fcis-12471	123	22	whether	whether	SCONJ
fcis-12471	123	23	there	there	PRON
fcis-12471	123	24	are	be	VERB
fcis-12471	123	25	problems	problem	NOUN
fcis-12471	123	26	with	with	ADP
fcis-12471	123	27	the	the	DET
fcis-12471	123	28	cardiovascular	cardiovascular	ADJ
fcis-12471	123	29	and	and	CCONJ
fcis-12471	123	30	cerebrovascular	cerebrovascular	ADJ
fcis-12471	123	31	systems	system	NOUN
fcis-12471	123	32	.	.	PUNCT
fcis-12471	124	1	with	with	ADP
fcis-12471	124	2	the	the	DET
fcis-12471	124	3	continuous	continuous	ADJ
fcis-12471	124	4	development	development	NOUN
fcis-12471	124	5	of	of	ADP
fcis-12471	124	6	technology	technology	NOUN
fcis-12471	124	7	and	and	CCONJ
fcis-12471	124	8	the	the	DET
fcis-12471	124	9	continuous	continuous	ADJ
fcis-12471	124	10	improvement	improvement	NOUN
fcis-12471	124	11	of	of	ADP
fcis-12471	124	12	economic	economic	ADJ
fcis-12471	124	13	level	level	NOUN
fcis-12471	124	14	,	,	PUNCT
fcis-12471	124	15	people	people	NOUN
fcis-12471	124	16	often	often	ADV
fcis-12471	124	17	have	have	AUX
fcis-12471	124	18	met	meet	VERB
fcis-12471	124	19	their	their	PRON
fcis-12471	124	20	material	material	NOUN
fcis-12471	124	21	needs	need	NOUN
fcis-12471	124	22	and	and	CCONJ
fcis-12471	124	23	started	start	VERB
fcis-12471	124	24	to	to	PART
fcis-12471	124	25	worry	worry	VERB
fcis-12471	124	26	about	about	ADP
fcis-12471	124	27	their	their	PRON
fcis-12471	124	28	physical	physical	ADJ
fcis-12471	124	29	health	health	NOUN
fcis-12471	124	30	issues	issue	NOUN
fcis-12471	124	31	.	.	PUNCT
fcis-12471	125	1	cardio	cardio	ADJ
fcis-12471	125	2	cerebral	cerebral	ADJ
fcis-12471	125	3	vascular	vascular	ADJ
fcis-12471	125	4	disease	disease	NOUN
fcis-12471	125	5	has	have	AUX
fcis-12471	125	6	been	be	AUX
fcis-12471	125	7	the	the	DET
fcis-12471	125	8	main	main	ADJ
fcis-12471	125	9	cause	cause	NOUN
fcis-12471	125	10	of	of	ADP
fcis-12471	125	11	death	death	NOUN
fcis-12471	125	12	of	of	ADP
fcis-12471	125	13	non	non	ADJ
fcis-12471	125	14	-	-	ADJ
fcis-12471	125	15	communicable	communicable	ADJ
fcis-12471	125	16	diseases	disease	NOUN
fcis-12471	125	17	worldwide	worldwide	ADV
fcis-12471	125	18	,	,	PUNCT
fcis-12471	125	19	and	and	CCONJ
fcis-12471	125	20	has	have	AUX
fcis-12471	125	21	been	be	AUX
fcis-12471	125	22	widely	widely	ADV
fcis-12471	125	23	concerned	concern	VERB
fcis-12471	125	24	by	by	ADP
fcis-12471	125	25	the	the	DET
fcis-12471	125	26	medical	medical	ADJ
fcis-12471	125	27	community	community	NOUN
fcis-12471	125	28	.	.	PUNCT
fcis-12471	126	1	the	the	DET
fcis-12471	126	2	risk	risk	NOUN
fcis-12471	126	3	classification	classification	NOUN
fcis-12471	126	4	based	base	VERB
fcis-12471	126	5	on	on	ADP
fcis-12471	126	6	heart	heart	NOUN
fcis-12471	126	7	disease	disease	NOUN
fcis-12471	126	8	signals	signal	NOUN
fcis-12471	126	9	aims	aim	VERB
fcis-12471	126	10	to	to	PART
fcis-12471	126	11	classify	classify	VERB
fcis-12471	126	12	patients	patient	NOUN
fcis-12471	126	13	into	into	ADP
fcis-12471	126	14	different	different	ADJ
fcis-12471	126	15	risk	risk	NOUN
fcis-12471	126	16	levels	level	NOUN
fcis-12471	126	17	,	,	PUNCT
fcis-12471	126	18	such	such	ADJ
fcis-12471	126	19	as	as	ADP
fcis-12471	126	20	low	low	ADJ
fcis-12471	126	21	risk	risk	NOUN
fcis-12471	126	22	,	,	PUNCT
fcis-12471	126	23	medium	medium	ADJ
fcis-12471	126	24	risk	risk	NOUN
fcis-12471	126	25	,	,	PUNCT
fcis-12471	126	26	and	and	CCONJ
fcis-12471	126	27	high	high	ADJ
fcis-12471	126	28	risk	risk	NOUN
fcis-12471	126	29	.	.	PUNCT
fcis-12471	127	1	this	this	DET
fcis-12471	127	2	classification	classification	NOUN
fcis-12471	127	3	can	can	AUX
fcis-12471	127	4	help	help	VERB
fcis-12471	127	5	doctors	doctor	NOUN
fcis-12471	127	6	determine	determine	VERB
fcis-12471	127	7	appropriate	appropriate	ADJ
fcis-12471	127	8	treatment	treatment	NOUN
fcis-12471	127	9	plans	plan	NOUN
fcis-12471	127	10	,	,	PUNCT
fcis-12471	127	11	take	take	VERB
fcis-12471	127	12	timely	timely	ADJ
fcis-12471	127	13	measures	measure	NOUN
fcis-12471	127	14	,	,	PUNCT
fcis-12471	127	15	and	and	CCONJ
fcis-12471	127	16	improve	improve	VERB
fcis-12471	127	17	patients	patient	NOUN
fcis-12471	127	18	'	'	PART
fcis-12471	127	19	survival	survival	NOUN
fcis-12471	127	20	rate	rate	NOUN
fcis-12471	127	21	and	and	CCONJ
fcis-12471	127	22	quality	quality	NOUN
fcis-12471	127	23	of	of	ADP
fcis-12471	127	24	life	life	NOUN
fcis-12471	127	25	.	.	PUNCT
fcis-12471	128	1	in	in	ADP
fcis-12471	128	2	addition	addition	NOUN
fcis-12471	128	3	,	,	PUNCT
fcis-12471	128	4	this	this	DET
fcis-12471	128	5	classification	classification	NOUN
fcis-12471	128	6	also	also	ADV
fcis-12471	128	7	helps	help	VERB
fcis-12471	128	8	to	to	PART
fcis-12471	128	9	optimize	optimize	VERB
fcis-12471	128	10	the	the	DET
fcis-12471	128	11	allocation	allocation	NOUN
fcis-12471	128	12	of	of	ADP
fcis-12471	128	13	medical	medical	ADJ
fcis-12471	128	14	resources	resource	NOUN
fcis-12471	128	15	,	,	PUNCT
fcis-12471	128	16	enabling	enable	VERB
fcis-12471	128	17	highrisk	highrisk	NOUN
fcis-12471	128	18	patients	patient	NOUN
fcis-12471	128	19	to	to	PART
fcis-12471	128	20	receive	receive	VERB
fcis-12471	128	21	more	more	ADV
fcis-12471	128	22	urgent	urgent	ADJ
fcis-12471	128	23	treatment	treatment	NOUN
fcis-12471	128	24	and	and	CCONJ
fcis-12471	128	25	monitoring	monitoring	NOUN
fcis-12471	128	26	.	.	PUNCT
fcis-12471	129	1	this	this	DET
fcis-12471	129	2	article	article	NOUN
fcis-12471	129	3	is	be	AUX
fcis-12471	129	4	based	base	VERB
fcis-12471	129	5	on	on	ADP
fcis-12471	129	6	the	the	DET
fcis-12471	129	7	background	background	NOUN
fcis-12471	129	8	of	of	ADP
fcis-12471	129	9	this	this	DET
fcis-12471	129	10	issue	issue	NOUN
fcis-12471	129	11	,	,	PUNCT
fcis-12471	129	12	using	use	VERB
fcis-12471	129	13	the	the	DET
fcis-12471	129	14	71	71	NUM
fcis-12471	129	15	data	datum	NOUN
fcis-12471	129	16	provided	provide	VERB
fcis-12471	129	17	by	by	ADP
fcis-12471	129	18	the	the	DET
fcis-12471	129	19	organizer	organizer	NOUN
fcis-12471	129	20	to	to	PART
fcis-12471	129	21	extract	extract	VERB
fcis-12471	129	22	electrocardiogram	electrocardiogram	NOUN
fcis-12471	129	23	signals	signal	NOUN
fcis-12471	129	24	,	,	PUNCT
fcis-12471	129	25	and	and	CCONJ
fcis-12471	129	26	using	use	VERB
fcis-12471	129	27	lightgbm	lightgbm	NOUN
fcis-12471	129	28	and	and	CCONJ
fcis-12471	129	29	kmeans	kmean	NOUN
fcis-12471	129	30	algorithms	algorithm	NOUN
fcis-12471	129	31	for	for	ADP
fcis-12471	129	32	arrhythmia	arrhythmia	NOUN
fcis-12471	129	33	classification	classification	NOUN
fcis-12471	129	34	and	and	CCONJ
fcis-12471	129	35	analysis	analysis	NOUN
fcis-12471	129	36	.	.	PUNCT
fcis-12471	130	1	references	reference	NOUN
fcis-12471	130	2	[	[	X
fcis-12471	130	3	1	1	NUM
fcis-12471	130	4	]	]	PUNCT
fcis-12471	130	5	fan	fan	PROPN
fcis-12471	130	6	chengzhu	chengzhu	PROPN
fcis-12471	130	7	research	research	NOUN
fcis-12471	130	8	and	and	CCONJ
fcis-12471	130	9	implementation	implementation	NOUN
fcis-12471	130	10	of	of	ADP
fcis-12471	130	11	ecg	ecg	PROPN
fcis-12471	130	12	automatic	automatic	ADJ
fcis-12471	130	13	classification	classification	NOUN
fcis-12471	130	14	method	method	NOUN
fcis-12471	130	15	based	base	VERB
fcis-12471	130	16	on	on	ADP
fcis-12471	130	17	deep	deep	ADJ
fcis-12471	130	18	neural	neural	ADJ
fcis-12471	130	19	network	network	NOUN
fcis-12471	131	1	[	[	X
fcis-12471	131	2	d	d	X
fcis-12471	131	3	]	]	X
fcis-12471	131	4	.	.	PUNCT
fcis-12471	132	1	shandong	shandong	PROPN
fcis-12471	132	2	university	university	PROPN
fcis-12471	132	3	,	,	PUNCT
fcis-12471	132	4	2016	2016	NUM
fcis-12471	132	5	.	.	PUNCT
fcis-12471	133	1	[	[	X
fcis-12471	133	2	2	2	NUM
fcis-12471	133	3	]	]	X
fcis-12471	133	4	li	li	PROPN
fcis-12471	133	5	kunyang	kunyang	PROPN
fcis-12471	133	6	,	,	PUNCT
fcis-12471	133	7	hu	hu	PROPN
fcis-12471	133	8	guangshu	guangshu	NOUN
fcis-12471	133	9	.	.	PUNCT
fcis-12471	134	1	classification	classification	NOUN
fcis-12471	134	2	of	of	ADP
fcis-12471	134	3	arrhythmias	arrhythmia	NOUN
fcis-12471	134	4	based	base	VERB
fcis-12471	134	5	on	on	ADP
fcis-12471	134	6	electrocardiogram	electrocardiogram	NOUN
fcis-12471	134	7	analysis	analysis	NOUN
fcis-12471	134	8	[	[	X
fcis-12471	134	9	j	j	X
fcis-12471	134	10	]	]	X
fcis-12471	134	11	.	.	PUNCT
fcis-12471	135	1	journal	journal	PROPN
fcis-12471	135	2	of	of	ADP
fcis-12471	135	3	tsinghua	tsinghua	PROPN
fcis-12471	135	4	university	university	PROPN
fcis-12471	135	5	(	(	PUNCT
fcis-12471	135	6	natural	natural	ADJ
fcis-12471	135	7	science	science	NOUN
fcis-12471	135	8	edition	edition	NOUN
fcis-12471	135	9	)	)	PUNCT
fcis-12471	135	10	,	,	PUNCT
fcis-12471	136	1	2009,49	2009,49	NUM
fcis-12471	136	2	(	(	PUNCT
fcis-12471	136	3	03	03	NUM
fcis-12471	136	4	):	):	PUNCT
fcis-12471	136	5	416418	416418	NUM
fcis-12471	136	6	+	+	SYM
fcis-12471	136	7	423	423	NUM
fcis-12471	136	8	.	.	PUNCT
fcis-12471	137	1	doi	doi	NOUN
fcis-12471	137	2	:	:	PUNCT
fcis-12471	137	3	10.16511	10.16511	NUM
fcis-12471	137	4	/	/	SYM
fcis-12471	137	5	j.	j.	PROPN
fcis-12471	137	6	cnki	cnki	PROPN
fcis-12471	137	7	.	.	PUNCT
fcis-12471	137	8	qhdxxb	qhdxxb	PROPN
fcis-12471	137	9	.	.	PUNCT
fcis-12471	138	1	2009.03.024	2009.03.024	NUM
fcis-12471	138	2	.	.	PUNCT
fcis-12471	139	1	[	[	X
fcis-12471	139	2	3	3	X
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fcis-12471	139	7	dong	dong	PROPN
fcis-12471	139	8	jun	jun	PROPN
fcis-12471	139	9	.	.	PROPN
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fcis-12471	140	2	learning	learn	VERB
fcis-12471	140	3	algorithm	algorithm	NOUN
fcis-12471	140	4	for	for	ADP
fcis-12471	140	5	clinical	clinical	ADJ
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fcis-12471	140	11	.	.	PUNCT
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fcis-12471	141	3	china	china	PROPN
fcis-12471	141	4	:	:	PUNCT
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fcis-12471	141	6	science	science	NOUN
fcis-12471	141	7	,	,	PUNCT
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fcis-12471	141	11	):	):	PUNCT
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fcis-12471	141	13	-	-	SYM
fcis-12471	141	14	416	416	NUM
fcis-12471	141	15	.	.	PUNCT
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fcis-12471	142	12	,	,	PUNCT
fcis-12471	142	13	et	et	PROPN
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fcis-12471	142	15	.	.	PROPN
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fcis-12471	142	17	on	on	ADP
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fcis-12471	142	23	on	on	ADP
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fcis-12471	142	25	-	-	ADJ
fcis-12471	142	26	stage	stage	ADJ
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fcis-12471	142	28	neural	neural	ADJ
fcis-12471	142	29	networks	network	NOUN
fcis-12471	142	30	[	[	X
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fcis-12471	142	33	.	.	PUNCT
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fcis-12471	143	4	,	,	PUNCT
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fcis-12471	143	8	):	):	PUNCT
fcis-12471	143	9	27	27	NUM
fcis-12471	143	10	-	-	SYM
fcis-12471	143	11	32	32	NUM
fcis-12471	143	12	.	.	PUNCT
fcis-12471	144	1	doi	doi	NOUN
fcis-12471	144	2	:	:	PUNCT
fcis-12471	144	3	10.19650	10.19650	NUM
fcis-12471	144	4	/	/	SYM
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fcis-12471	144	6	.	.	PUNCT
fcis-12471	145	1	[	[	X
fcis-12471	145	2	5	5	X
fcis-12471	145	3	]	]	PUNCT
fcis-12471	145	4	cao	cao	PROPN
fcis-12471	145	5	xiwu	xiwu	PROPN
fcis-12471	145	6	,	,	PUNCT
fcis-12471	145	7	deng	deng	PROPN
fcis-12471	145	8	qinkai	qinkai	PROPN
fcis-12471	145	9	.	.	PUNCT
fcis-12471	146	1	frequency	frequency	NOUN
fcis-12471	146	2	analysis	analysis	NOUN
fcis-12471	146	3	of	of	ADP
fcis-12471	146	4	ecg	ecg	PROPN
fcis-12471	146	5	waves	wave	NOUN
fcis-12471	147	1	[	[	X
fcis-12471	147	2	j	j	X
fcis-12471	147	3	]	]	X
fcis-12471	147	4	.	.	PUNCT
fcis-12471	148	1	chinese	chinese	ADJ
fcis-12471	148	2	journal	journal	PROPN
fcis-12471	148	3	of	of	ADP
fcis-12471	148	4	medical	medical	ADJ
fcis-12471	148	5	physics	physics	NOUN
fcis-12471	148	6	,	,	PUNCT
fcis-12471	148	7	2001	2001	NUM
fcis-12471	148	8	(	(	PUNCT
fcis-12471	148	9	01	01	NUM
fcis-12471	148	10	):	):	PUNCT
fcis-12471	148	11	46	46	NUM
fcis-12471	148	12	-	-	SYM
fcis-12471	148	13	48	48	NUM
fcis-12471	148	14	.	.	PUNCT
fcis-12471	149	1	[	[	X
fcis-12471	149	2	6	6	NUM
fcis-12471	149	3	]	]	X
fcis-12471	149	4	ji	ji	PROPN
fcis-12471	149	5	hu	hu	PROPN
fcis-12471	149	6	research	research	NOUN
fcis-12471	149	7	on	on	ADP
fcis-12471	149	8	key	key	ADJ
fcis-12471	149	9	technologies	technology	NOUN
fcis-12471	149	10	for	for	ADP
fcis-12471	149	11	automatic	automatic	ADJ
fcis-12471	149	12	analysis	analysis	NOUN
fcis-12471	149	13	of	of	ADP
fcis-12471	149	14	ecg	ecg	PROPN
fcis-12471	149	15	signals	signal	NOUN
fcis-12471	149	16	[	[	X
fcis-12471	149	17	d	d	X
fcis-12471	149	18	]	]	X
fcis-12471	149	19	.	.	PUNCT
fcis-12471	150	1	national	national	PROPN
fcis-12471	150	2	university	university	PROPN
fcis-12471	150	3	of	of	ADP
fcis-12471	150	4	defense	defense	PROPN
fcis-12471	150	5	science	science	NOUN
fcis-12471	150	6	and	and	CCONJ
fcis-12471	150	7	technology	technology	NOUN
fcis-12471	150	8	,	,	PUNCT
fcis-12471	150	9	2006	2006	NUM
fcis-12471	150	10	.	.	PUNCT
fcis-12471	151	1	[	[	X
fcis-12471	151	2	7	7	X
fcis-12471	151	3	]	]	X
fcis-12471	151	4	zhang	zhang	PROPN
fcis-12471	151	5	jiawei	jiawei	PROPN
fcis-12471	151	6	recognition	recognition	NOUN
fcis-12471	151	7	of	of	ADP
fcis-12471	151	8	ecg	ecg	PROPN
fcis-12471	151	9	morphological	morphological	ADJ
fcis-12471	151	10	features	feature	NOUN
fcis-12471	151	11	and	and	CCONJ
fcis-12471	151	12	its	its	PRON
fcis-12471	151	13	role	role	NOUN
fcis-12471	151	14	in	in	ADP
fcis-12471	151	15	classification	classification	NOUN
fcis-12471	151	16	[	[	X
fcis-12471	151	17	d	d	X
fcis-12471	151	18	]	]	X
fcis-12471	151	19	.	.	PUNCT
fcis-12471	152	1	east	east	PROPN
fcis-12471	152	2	china	china	PROPN
fcis-12471	152	3	normal	normal	ADJ
fcis-12471	152	4	university	university	NOUN
fcis-12471	152	5	,	,	PUNCT
fcis-12471	152	6	2011	2011	NUM
fcis-12471	152	7	.	.	PUNCT
