id	sid	tid	token	lemma	pos
cord-162105-u0w56xrp	1	1	key	key	JJ
cord-162105-u0w56xrp	1	2	:	:	:
cord-162105-u0w56xrp	1	3	cord-162105-u0w56xrp	cord-162105-u0w56xrp	JJ
cord-162105-u0w56xrp	1	4	authors	author	NNS
cord-162105-u0w56xrp	1	5	:	:	:
cord-162105-u0w56xrp	1	6	Centeno	Centeno	NNP
cord-162105-u0w56xrp	1	7	,	,	,
cord-162105-u0w56xrp	1	8	Raffy	Raffy	NNP
cord-162105-u0w56xrp	1	9	S.	S.	NNP
cord-162105-u0w56xrp	1	10	;	;	:
cord-162105-u0w56xrp	1	11	Marquez	Marquez	NNP
cord-162105-u0w56xrp	1	12	,	,	,
cord-162105-u0w56xrp	2	1	Judith	Judith	NNP
cord-162105-u0w56xrp	2	2	P.	P.	NNP
cord-162105-u0w56xrp	2	3	title	title	NN
cord-162105-u0w56xrp	2	4	:	:	:
cord-162105-u0w56xrp	3	1	How	how	WRB
cord-162105-u0w56xrp	3	2	much	much	JJ
cord-162105-u0w56xrp	3	3	did	do	VBD
cord-162105-u0w56xrp	3	4	the	the	DT
cord-162105-u0w56xrp	3	5	Tourism	Tourism	NNP
cord-162105-u0w56xrp	3	6	Industry	Industry	NNP
cord-162105-u0w56xrp	3	7	Lost	lose	VBN
cord-162105-u0w56xrp	3	8	?	?	.
cord-162105-u0w56xrp	4	1	Estimating	estimate	VBG
cord-162105-u0w56xrp	4	2	Earning	Earning	NNP
cord-162105-u0w56xrp	4	3	Loss	Loss	NNP
cord-162105-u0w56xrp	4	4	of	of	IN
cord-162105-u0w56xrp	4	5	Tourism	Tourism	NNP
cord-162105-u0w56xrp	4	6	in	in	IN
cord-162105-u0w56xrp	4	7	the	the	DT
cord-162105-u0w56xrp	4	8	Philippines	Philippines	NNP
cord-162105-u0w56xrp	4	9	date	date	NN
cord-162105-u0w56xrp	5	1	:	:	:
cord-162105-u0w56xrp	5	2	2020	2020	CD
cord-162105-u0w56xrp	5	3	-	-	HYPH
cord-162105-u0w56xrp	5	4	04	04	CD
cord-162105-u0w56xrp	5	5	-	-	SYM
cord-162105-u0w56xrp	5	6	21	21	CD
cord-162105-u0w56xrp	5	7	journal	journal	NN
cord-162105-u0w56xrp	5	8	:	:	:
cord-162105-u0w56xrp	6	1	nan	nan	NNP
cord-162105-u0w56xrp	6	2	DOI	DOI	NNP
cord-162105-u0w56xrp	6	3	:	:	:
cord-162105-u0w56xrp	6	4	nan	nan	NNP
cord-162105-u0w56xrp	6	5	sha	sha	NNP
cord-162105-u0w56xrp	6	6	:	:	:
cord-162105-u0w56xrp	6	7	355689a179d9e692368157740a46599deacc7a6c	355689a179d9e692368157740a46599deacc7a6c	NNP
cord-162105-u0w56xrp	6	8	doc_id	doc_id	NNP
cord-162105-u0w56xrp	6	9	:	:	:
cord-162105-u0w56xrp	6	10	162105	162105	CD
cord-162105-u0w56xrp	6	11	cord_uid	cord_uid	NNS
cord-162105-u0w56xrp	6	12	:	:	:
cord-162105-u0w56xrp	7	1	u0w56xrp	u0w56xrp	JJ
cord-162105-u0w56xrp	8	1	The	the	DT
cord-162105-u0w56xrp	8	2	study	study	NN
cord-162105-u0w56xrp	8	3	aimed	aim	VBD
cord-162105-u0w56xrp	8	4	to	to	TO
cord-162105-u0w56xrp	8	5	forecast	forecast	VB
cord-162105-u0w56xrp	8	6	the	the	DT
cord-162105-u0w56xrp	8	7	total	total	JJ
cord-162105-u0w56xrp	8	8	earnings	earning	NNS
cord-162105-u0w56xrp	8	9	lost	lose	VBN
cord-162105-u0w56xrp	8	10	of	of	IN
cord-162105-u0w56xrp	8	11	the	the	DT
cord-162105-u0w56xrp	8	12	tourism	tourism	NN
cord-162105-u0w56xrp	8	13	industry	industry	NN
cord-162105-u0w56xrp	8	14	of	of	IN
cord-162105-u0w56xrp	8	15	the	the	DT
cord-162105-u0w56xrp	8	16	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	8	17	during	during	IN
cord-162105-u0w56xrp	8	18	the	the	DT
cord-162105-u0w56xrp	8	19	COVID-19	covid-19	JJ
cord-162105-u0w56xrp	8	20	pandemic	pandemic	NN
cord-162105-u0w56xrp	8	21	using	use	VBG
cord-162105-u0w56xrp	8	22	seasonal	seasonal	JJ
cord-162105-u0w56xrp	8	23	autoregressive	autoregressive	JJ
cord-162105-u0w56xrp	8	24	integrated	integrate	VBN
cord-162105-u0w56xrp	8	25	moving	move	VBG
cord-162105-u0w56xrp	8	26	average	average	NN
cord-162105-u0w56xrp	8	27	.	.	.
cord-162105-u0w56xrp	9	1	Several	several	JJ
cord-162105-u0w56xrp	9	2	models	model	NNS
cord-162105-u0w56xrp	9	3	were	be	VBD
cord-162105-u0w56xrp	9	4	considered	consider	VBN
cord-162105-u0w56xrp	9	5	based	base	VBN
cord-162105-u0w56xrp	9	6	on	on	IN
cord-162105-u0w56xrp	9	7	the	the	DT
cord-162105-u0w56xrp	9	8	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	9	9	and	and	CC
cord-162105-u0w56xrp	9	10	partial	partial	JJ
cord-162105-u0w56xrp	9	11	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	9	12	graphs	graph	NNS
cord-162105-u0w56xrp	9	13	.	.	.
cord-162105-u0w56xrp	10	1	Based	base	VBN
cord-162105-u0w56xrp	10	2	on	on	IN
cord-162105-u0w56xrp	10	3	the	the	DT
cord-162105-u0w56xrp	10	4	Akaike	Akaike	NNP
cord-162105-u0w56xrp	10	5	's	's	POS
cord-162105-u0w56xrp	10	6	Information	Information	NNP
cord-162105-u0w56xrp	10	7	Criterion	Criterion	NNP
cord-162105-u0w56xrp	10	8	(	(	-LRB-
cord-162105-u0w56xrp	10	9	AIC	AIC	NNP
cord-162105-u0w56xrp	10	10	)	)	-RRB-
cord-162105-u0w56xrp	10	11	and	and	CC
cord-162105-u0w56xrp	10	12	Root	Root	NNP
cord-162105-u0w56xrp	10	13	Mean	Mean	NNP
cord-162105-u0w56xrp	10	14	Squared	Squared	NNP
cord-162105-u0w56xrp	10	15	Error	Error	NNP
cord-162105-u0w56xrp	10	16	,	,	,
cord-162105-u0w56xrp	10	17	ARIMA(1,1,1)$times$(1,0,1)$_{12}$	ARIMA(1,1,1)$times$(1,0,1)$_{12}$	NNP
cord-162105-u0w56xrp	10	18	was	be	VBD
cord-162105-u0w56xrp	10	19	identified	identify	VBN
cord-162105-u0w56xrp	10	20	to	to	TO
cord-162105-u0w56xrp	10	21	be	be	VB
cord-162105-u0w56xrp	10	22	the	the	DT
cord-162105-u0w56xrp	10	23	better	well	JJR
cord-162105-u0w56xrp	10	24	model	model	NN
cord-162105-u0w56xrp	10	25	among	among	IN
cord-162105-u0w56xrp	10	26	the	the	DT
cord-162105-u0w56xrp	10	27	others	other	NNS
cord-162105-u0w56xrp	10	28	with	with	IN
cord-162105-u0w56xrp	10	29	an	an	DT
cord-162105-u0w56xrp	10	30	AIC	AIC	NNP
cord-162105-u0w56xrp	10	31	value	value	NN
cord-162105-u0w56xrp	10	32	of	of	IN
cord-162105-u0w56xrp	10	33	$	$	$
cord-162105-u0w56xrp	10	34	-414.51	-414.51	SYM
cord-162105-u0w56xrp	10	35	$	$	$
cord-162105-u0w56xrp	10	36	and	and	CC
cord-162105-u0w56xrp	10	37	RMSE	RMSE	NNP
cord-162105-u0w56xrp	10	38	of	of	IN
cord-162105-u0w56xrp	10	39	$	$	$
cord-162105-u0w56xrp	10	40	47884.85$.	47884.85$.	CD
cord-162105-u0w56xrp	11	1	Moreover	moreover	RB
cord-162105-u0w56xrp	11	2	,	,	,
cord-162105-u0w56xrp	11	3	it	-PRON-	PRP
cord-162105-u0w56xrp	11	4	is	be	VBZ
cord-162105-u0w56xrp	11	5	expected	expect	VBN
cord-162105-u0w56xrp	11	6	that	that	IN
cord-162105-u0w56xrp	11	7	the	the	DT
cord-162105-u0w56xrp	11	8	industry	industry	NN
cord-162105-u0w56xrp	11	9	will	will	MD
cord-162105-u0w56xrp	11	10	have	have	VB
cord-162105-u0w56xrp	11	11	an	an	DT
cord-162105-u0w56xrp	11	12	estimated	estimate	VBN
cord-162105-u0w56xrp	11	13	earning	earning	NN
cord-162105-u0w56xrp	11	14	loss	loss	NN
cord-162105-u0w56xrp	11	15	of	of	IN
cord-162105-u0w56xrp	11	16	around	around	IN
cord-162105-u0w56xrp	11	17	170.5	170.5	CD
cord-162105-u0w56xrp	11	18	billion	billion	CD
cord-162105-u0w56xrp	11	19	pesos	peso	NNS
cord-162105-u0w56xrp	11	20	if	if	IN
cord-162105-u0w56xrp	11	21	the	the	DT
cord-162105-u0w56xrp	11	22	COVID-19	COVID-19	NNP
cord-162105-u0w56xrp	11	23	crisis	crisis	NN
cord-162105-u0w56xrp	11	24	will	will	MD
cord-162105-u0w56xrp	11	25	continue	continue	VB
cord-162105-u0w56xrp	11	26	up	up	RP
cord-162105-u0w56xrp	11	27	to	to	IN
cord-162105-u0w56xrp	11	28	July	July	NNP
cord-162105-u0w56xrp	11	29	.	.	.
cord-162105-u0w56xrp	12	1	Possible	possible	JJ
cord-162105-u0w56xrp	12	2	recommendations	recommendation	NNS
cord-162105-u0w56xrp	12	3	to	to	TO
cord-162105-u0w56xrp	12	4	mitigate	mitigate	VB
cord-162105-u0w56xrp	12	5	the	the	DT
cord-162105-u0w56xrp	12	6	problem	problem	NN
cord-162105-u0w56xrp	12	7	includes	include	VBZ
cord-162105-u0w56xrp	12	8	stopping	stop	VBG
cord-162105-u0w56xrp	12	9	foreign	foreign	JJ
cord-162105-u0w56xrp	12	10	tourism	tourism	NN
cord-162105-u0w56xrp	12	11	but	but	CC
cord-162105-u0w56xrp	12	12	allowing	allow	VBG
cord-162105-u0w56xrp	12	13	regions	region	NNS
cord-162105-u0w56xrp	12	14	for	for	IN
cord-162105-u0w56xrp	12	15	domestic	domestic	JJ
cord-162105-u0w56xrp	12	16	travels	travel	NNS
cord-162105-u0w56xrp	12	17	if	if	IN
cord-162105-u0w56xrp	12	18	the	the	DT
cord-162105-u0w56xrp	12	19	regions	region	NNS
cord-162105-u0w56xrp	12	20	are	be	VBP
cord-162105-u0w56xrp	12	21	confirmed	confirm	VBN
cord-162105-u0w56xrp	12	22	to	to	TO
cord-162105-u0w56xrp	12	23	have	have	VB
cord-162105-u0w56xrp	12	24	no	no	DT
cord-162105-u0w56xrp	12	25	cases	case	NNS
cord-162105-u0w56xrp	12	26	of	of	IN
cord-162105-u0w56xrp	12	27	COVID-19	COVID-19	NNP
cord-162105-u0w56xrp	12	28	,	,	,
cord-162105-u0w56xrp	12	29	assuming	assume	VBG
cord-162105-u0w56xrp	12	30	that	that	IN
cord-162105-u0w56xrp	12	31	every	every	DT
cord-162105-u0w56xrp	12	32	regions	region	NNS
cord-162105-u0w56xrp	12	33	will	will	MD
cord-162105-u0w56xrp	12	34	follow	follow	VB
cord-162105-u0w56xrp	12	35	the	the	DT
cord-162105-u0w56xrp	12	36	stringent	stringent	JJ
cord-162105-u0w56xrp	12	37	guidelines	guideline	NNS
cord-162105-u0w56xrp	12	38	to	to	TO
cord-162105-u0w56xrp	12	39	eliminate	eliminate	VB
cord-162105-u0w56xrp	12	40	or	or	CC
cord-162105-u0w56xrp	12	41	prevent	prevent	VB
cord-162105-u0w56xrp	12	42	transmissions	transmission	NNS
cord-162105-u0w56xrp	12	43	;	;	:
cord-162105-u0w56xrp	12	44	or	or	CC
cord-162105-u0w56xrp	12	45	extending	extend	VBG
cord-162105-u0w56xrp	12	46	this	this	DT
cord-162105-u0w56xrp	12	47	to	to	IN
cord-162105-u0w56xrp	12	48	countries	country	NNS
cord-162105-u0w56xrp	12	49	with	with	IN
cord-162105-u0w56xrp	12	50	no	no	DT
cord-162105-u0w56xrp	12	51	COVID-19	covid-19	JJ
cord-162105-u0w56xrp	12	52	cases	case	NNS
cord-162105-u0w56xrp	12	53	.	.	.
cord-162105-u0w56xrp	13	1	According	accord	VBG
cord-162105-u0w56xrp	13	2	to	to	IN
cord-162105-u0w56xrp	13	3	the	the	DT
cord-162105-u0w56xrp	13	4	Philippine	Philippine	NNP
cord-162105-u0w56xrp	13	5	Statistics	Statistics	NNPS
cord-162105-u0w56xrp	13	6	Authority	Authority	NNP
cord-162105-u0w56xrp	13	7	,	,	,
cord-162105-u0w56xrp	13	8	tourism	tourism	NN
cord-162105-u0w56xrp	13	9	accounts	account	NNS
cord-162105-u0w56xrp	13	10	to	to	IN
cord-162105-u0w56xrp	13	11	12.7	12.7	CD
cord-162105-u0w56xrp	13	12	%	%	NN
cord-162105-u0w56xrp	13	13	of	of	IN
cord-162105-u0w56xrp	13	14	the	the	DT
cord-162105-u0w56xrp	13	15	countrys	countrys	NNP
cord-162105-u0w56xrp	13	16	Gross	Gross	NNP
cord-162105-u0w56xrp	13	17	Domestic	Domestic	NNP
cord-162105-u0w56xrp	13	18	Product	Product	NNP
cord-162105-u0w56xrp	13	19	in	in	IN
cord-162105-u0w56xrp	13	20	the	the	DT
cord-162105-u0w56xrp	13	21	year	year	NN
cord-162105-u0w56xrp	13	22	2018	2018	CD
cord-162105-u0w56xrp	13	23	[	[	-LRB-
cord-162105-u0w56xrp	13	24	1	1	CD
cord-162105-u0w56xrp	13	25	]	]	-RRB-
cord-162105-u0w56xrp	13	26	.	.	.
cord-162105-u0w56xrp	14	1	Moreover	moreover	RB
cord-162105-u0w56xrp	14	2	,	,	,
cord-162105-u0w56xrp	14	3	National	National	NNP
cord-162105-u0w56xrp	14	4	Economic	Economic	NNP
cord-162105-u0w56xrp	14	5	Development	Development	NNP
cord-162105-u0w56xrp	14	6	Authority	Authority	NNP
cord-162105-u0w56xrp	14	7	reported	report	VBD
cord-162105-u0w56xrp	14	8	that	that	IN
cord-162105-u0w56xrp	14	9	1.5	1.5	CD
cord-162105-u0w56xrp	14	10	%	%	NN
cord-162105-u0w56xrp	14	11	of	of	IN
cord-162105-u0w56xrp	14	12	the	the	DT
cord-162105-u0w56xrp	14	13	countrys	countrys	JJ
cord-162105-u0w56xrp	14	14	GDP	GDP	NNP
cord-162105-u0w56xrp	14	15	on	on	IN
cord-162105-u0w56xrp	14	16	2018	2018	CD
cord-162105-u0w56xrp	14	17	is	be	VBZ
cord-162105-u0w56xrp	14	18	accounted	account	VBN
cord-162105-u0w56xrp	14	19	to	to	IN
cord-162105-u0w56xrp	14	20	international	international	JJ
cord-162105-u0w56xrp	14	21	tourism	tourism	NN
cord-162105-u0w56xrp	14	22	with	with	IN
cord-162105-u0w56xrp	14	23	Korea	Korea	NNP
cord-162105-u0w56xrp	14	24	,	,	,
cord-162105-u0w56xrp	14	25	China	China	NNP
cord-162105-u0w56xrp	14	26	and	and	CC
cord-162105-u0w56xrp	14	27	USA	USA	NNP
cord-162105-u0w56xrp	14	28	having	have	VBG
cord-162105-u0w56xrp	14	29	the	the	DT
cord-162105-u0w56xrp	14	30	largest	large	JJS
cord-162105-u0w56xrp	14	31	numbers	number	NNS
cord-162105-u0w56xrp	14	32	of	of	IN
cord-162105-u0w56xrp	14	33	tourists	tourist	NNS
cord-162105-u0w56xrp	14	34	coming	come	VBG
cord-162105-u0w56xrp	14	35	in	in	IN
cord-162105-u0w56xrp	14	36	[	[	-LRB-
cord-162105-u0w56xrp	14	37	]	]	-RRB-
cord-162105-u0w56xrp	14	38	.	.	.
cord-162105-u0w56xrp	15	1	In	in	IN
cord-162105-u0w56xrp	15	2	addition	addition	NN
cord-162105-u0w56xrp	15	3	,	,	,
cord-162105-u0w56xrp	15	4	Department	Department	NNP
cord-162105-u0w56xrp	15	5	of	of	IN
cord-162105-u0w56xrp	15	6	Tourism	Tourism	NNP
cord-162105-u0w56xrp	15	7	recorded	record	VBD
cord-162105-u0w56xrp	15	8	that	that	IN
cord-162105-u0w56xrp	15	9	7.4	7.4	CD
cord-162105-u0w56xrp	15	10	%	%	NN
cord-162105-u0w56xrp	15	11	of	of	IN
cord-162105-u0w56xrp	15	12	the	the	DT
cord-162105-u0w56xrp	15	13	total	total	JJ
cord-162105-u0w56xrp	15	14	domestic	domestic	JJ
cord-162105-u0w56xrp	15	15	tourists	tourist	NNS
cord-162105-u0w56xrp	15	16	or	or	CC
cord-162105-u0w56xrp	15	17	an	an	DT
cord-162105-u0w56xrp	15	18	estimated	estimate	VBN
cord-162105-u0w56xrp	15	19	figure	figure	NN
cord-162105-u0w56xrp	15	20	of	of	IN
cord-162105-u0w56xrp	15	21	3.97	3.97	CD
cord-162105-u0w56xrp	15	22	million	million	CD
cord-162105-u0w56xrp	15	23	tourists	tourist	NNS
cord-162105-u0w56xrp	15	24	,	,	,
cord-162105-u0w56xrp	15	25	both	both	CC
cord-162105-u0w56xrp	15	26	foreign	foreign	JJ
cord-162105-u0w56xrp	15	27	and	and	CC
cord-162105-u0w56xrp	15	28	domestics	domestic	NNS
cord-162105-u0w56xrp	15	29	were	be	VBD
cord-162105-u0w56xrp	15	30	in	in	IN
cord-162105-u0w56xrp	15	31	Davao	Davao	NNP
cord-162105-u0w56xrp	15	32	Region	Region	NNP
cord-162105-u0w56xrp	15	33	on	on	IN
cord-162105-u0w56xrp	15	34	2018	2018	CD
cord-162105-u0w56xrp	15	35	[	[	-LRB-
cord-162105-u0w56xrp	15	36	2	2	CD
cord-162105-u0w56xrp	15	37	]	]	-RRB-
cord-162105-u0w56xrp	15	38	.	.	.
cord-162105-u0w56xrp	16	1	Also	also	RB
cord-162105-u0w56xrp	16	2	,	,	,
cord-162105-u0w56xrp	16	3	employment	employment	NN
cord-162105-u0w56xrp	16	4	in	in	IN
cord-162105-u0w56xrp	16	5	tourism	tourism	NN
cord-162105-u0w56xrp	16	6	in	in	IN
cord-162105-u0w56xrp	16	7	-	-	HYPH
cord-162105-u0w56xrp	16	8	dustry	dustry	NNP
cord-162105-u0w56xrp	16	9	was	be	VBD
cord-162105-u0w56xrp	16	10	roughly	roughly	RB
cord-162105-u0w56xrp	16	11	estimated	estimate	VBN
cord-162105-u0w56xrp	16	12	to	to	IN
cord-162105-u0w56xrp	16	13	5.4	5.4	CD
cord-162105-u0w56xrp	16	14	million	million	CD
cord-162105-u0w56xrp	16	15	in	in	IN
cord-162105-u0w56xrp	16	16	2018	2018	CD
cord-162105-u0w56xrp	16	17	which	which	WDT
cord-162105-u0w56xrp	16	18	constitutes	constitute	VBZ
cord-162105-u0w56xrp	16	19	13	13	CD
cord-162105-u0w56xrp	16	20	%	%	NN
cord-162105-u0w56xrp	16	21	of	of	IN
cord-162105-u0w56xrp	16	22	the	the	DT
cord-162105-u0w56xrp	16	23	employment	employment	NN
cord-162105-u0w56xrp	16	24	in	in	IN
cord-162105-u0w56xrp	16	25	the	the	DT
cord-162105-u0w56xrp	16	26	country	country	NN
cord-162105-u0w56xrp	16	27	according	accord	VBG
cord-162105-u0w56xrp	16	28	to	to	IN
cord-162105-u0w56xrp	16	29	the	the	DT
cord-162105-u0w56xrp	16	30	Philippine	Philippine	NNP
cord-162105-u0w56xrp	16	31	Statistics	Statistics	NNPS
cord-162105-u0w56xrp	16	32	Authority	Authority	NNP
cord-162105-u0w56xrp	16	33	[	[	-LRB-
cord-162105-u0w56xrp	16	34	3	3	CD
cord-162105-u0w56xrp	16	35	]	]	-RRB-
cord-162105-u0w56xrp	16	36	.	.	.
cord-162105-u0w56xrp	17	1	Hence	hence	RB
cord-162105-u0w56xrp	17	2	,	,	,
cord-162105-u0w56xrp	17	3	estimating	estimate	VBG
cord-162105-u0w56xrp	17	4	the	the	DT
cord-162105-u0w56xrp	17	5	total	total	JJ
cord-162105-u0w56xrp	17	6	earnings	earning	NNS
cord-162105-u0w56xrp	17	7	of	of	IN
cord-162105-u0w56xrp	17	8	the	the	DT
cord-162105-u0w56xrp	17	9	tourism	tourism	NN
cord-162105-u0w56xrp	17	10	industry	industry	NN
cord-162105-u0w56xrp	17	11	in	in	IN
cord-162105-u0w56xrp	17	12	the	the	DT
cord-162105-u0w56xrp	17	13	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	17	14	will	will	MD
cord-162105-u0w56xrp	17	15	be	be	VB
cord-162105-u0w56xrp	17	16	very	very	RB
cord-162105-u0w56xrp	17	17	helpful	helpful	JJ
cord-162105-u0w56xrp	17	18	in	in	IN
cord-162105-u0w56xrp	17	19	formulating	formulate	VBG
cord-162105-u0w56xrp	17	20	necessary	necessary	JJ
cord-162105-u0w56xrp	17	21	interventions	intervention	NNS
cord-162105-u0w56xrp	17	22	and	and	CC
cord-162105-u0w56xrp	17	23	strategies	strategy	NNS
cord-162105-u0w56xrp	17	24	to	to	TO
cord-162105-u0w56xrp	17	25	mitigate	mitigate	VB
cord-162105-u0w56xrp	17	26	the	the	DT
cord-162105-u0w56xrp	17	27	effects	effect	NNS
cord-162105-u0w56xrp	17	28	of	of	IN
cord-162105-u0w56xrp	17	29	the	the	DT
cord-162105-u0w56xrp	17	30	COVID-19	COVID-19	NNP
cord-162105-u0w56xrp	17	31	pandemic	pandemic	NN
cord-162105-u0w56xrp	17	32	.	.	.
cord-162105-u0w56xrp	18	1	This	this	DT
cord-162105-u0w56xrp	18	2	paper	paper	NN
cord-162105-u0w56xrp	18	3	will	will	MD
cord-162105-u0w56xrp	18	4	serve	serve	VB
cord-162105-u0w56xrp	18	5	as	as	IN
cord-162105-u0w56xrp	18	6	a	a	DT
cord-162105-u0w56xrp	18	7	baseline	baseline	JJ
cord-162105-u0w56xrp	18	8	research	research	NN
cord-162105-u0w56xrp	18	9	to	to	TO
cord-162105-u0w56xrp	18	10	describe	describe	VB
cord-162105-u0w56xrp	18	11	and	and	CC
cord-162105-u0w56xrp	18	12	estimate	estimate	VB
cord-162105-u0w56xrp	18	13	the	the	DT
cord-162105-u0w56xrp	18	14	earnings	earning	NNS
cord-162105-u0w56xrp	18	15	lost	lose	VBN
cord-162105-u0w56xrp	18	16	of	of	IN
cord-162105-u0w56xrp	18	17	the	the	DT
cord-162105-u0w56xrp	18	18	said	say	VBN
cord-162105-u0w56xrp	18	19	industry	industry	NN
cord-162105-u0w56xrp	18	20	.	.	.
cord-162105-u0w56xrp	19	1	The	the	DT
cord-162105-u0w56xrp	19	2	objective	objective	NN
cord-162105-u0w56xrp	19	3	of	of	IN
cord-162105-u0w56xrp	19	4	this	this	DT
cord-162105-u0w56xrp	19	5	research	research	NN
cord-162105-u0w56xrp	19	6	is	be	VBZ
cord-162105-u0w56xrp	19	7	to	to	TO
cord-162105-u0w56xrp	19	8	forecast	forecast	VB
cord-162105-u0w56xrp	19	9	the	the	DT
cord-162105-u0w56xrp	19	10	monthly	monthly	JJ
cord-162105-u0w56xrp	19	11	earnings	earning	NNS
cord-162105-u0w56xrp	19	12	loss	loss	NN
cord-162105-u0w56xrp	19	13	of	of	IN
cord-162105-u0w56xrp	19	14	the	the	DT
cord-162105-u0w56xrp	19	15	tourism	tourism	NN
cord-162105-u0w56xrp	19	16	industry	industry	NN
cord-162105-u0w56xrp	19	17	during	during	IN
cord-162105-u0w56xrp	19	18	the	the	DT
cord-162105-u0w56xrp	19	19	COVID-19	covid-19	JJ
cord-162105-u0w56xrp	19	20	pandemic	pandemic	NN
cord-162105-u0w56xrp	19	21	by	by	IN
cord-162105-u0w56xrp	19	22	forecasting	forecast	VBG
cord-162105-u0w56xrp	19	23	the	the	DT
cord-162105-u0w56xrp	19	24	monthly	monthly	JJ
cord-162105-u0w56xrp	19	25	foreign	foreign	JJ
cord-162105-u0w56xrp	19	26	visitor	visitor	NN
cord-162105-u0w56xrp	19	27	arrivals	arrival	NNS
cord-162105-u0w56xrp	19	28	using	use	VBG
cord-162105-u0w56xrp	19	29	Seasonal	Seasonal	NNP
cord-162105-u0w56xrp	19	30	Autoregressive	Autoregressive	NNP
cord-162105-u0w56xrp	19	31	Integrated	Integrated	NNP
cord-162105-u0w56xrp	19	32	Moving	Moving	NNP
cord-162105-u0w56xrp	19	33	Average	Average	NNP
cord-162105-u0w56xrp	19	34	.	.	.
cord-162105-u0w56xrp	20	1	Specifically	specifically	RB
cord-162105-u0w56xrp	20	2	,	,	,
cord-162105-u0w56xrp	20	3	it	-PRON-	PRP
cord-162105-u0w56xrp	20	4	aims	aim	VBZ
cord-162105-u0w56xrp	20	5	to	to	TO
cord-162105-u0w56xrp	20	6	answer	answer	VB
cord-162105-u0w56xrp	20	7	the	the	DT
cord-162105-u0w56xrp	20	8	following	follow	VBG
cord-162105-u0w56xrp	20	9	questions	question	NNS
cord-162105-u0w56xrp	20	10	:	:	:
cord-162105-u0w56xrp	20	11	1	1	CD
cord-162105-u0w56xrp	20	12	.	.	.
cord-162105-u0w56xrp	21	1	What	what	WP
cord-162105-u0w56xrp	21	2	is	be	VBZ
cord-162105-u0w56xrp	21	3	the	the	DT
cord-162105-u0w56xrp	21	4	order	order	NN
cord-162105-u0w56xrp	21	5	of	of	IN
cord-162105-u0w56xrp	21	6	the	the	DT
cord-162105-u0w56xrp	21	7	seasonal	seasonal	JJ
cord-162105-u0w56xrp	21	8	autoregressive	autoregressive	NNP
cord-162105-u0w56xrp	21	9	intergrated	intergrate	VBN
cord-162105-u0w56xrp	21	10	moving	move	VBG
cord-162105-u0w56xrp	21	11	average	average	NN
cord-162105-u0w56xrp	21	12	for	for	IN
cord-162105-u0w56xrp	21	13	the	the	DT
cord-162105-u0w56xrp	21	14	monthly	monthly	JJ
cord-162105-u0w56xrp	21	15	foreign	foreign	JJ
cord-162105-u0w56xrp	21	16	visitor	visitor	NN
cord-162105-u0w56xrp	21	17	arrivals	arrival	NNS
cord-162105-u0w56xrp	21	18	in	in	IN
cord-162105-u0w56xrp	21	19	the	the	DT
cord-162105-u0w56xrp	21	20	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	21	21	?	?	.
cord-162105-u0w56xrp	22	1	2	2	LS
cord-162105-u0w56xrp	22	2	.	.	.
cord-162105-u0w56xrp	23	1	How	how	WRB
cord-162105-u0w56xrp	23	2	much	much	JJ
cord-162105-u0w56xrp	23	3	earnings	earning	NNS
cord-162105-u0w56xrp	23	4	did	do	VBD
cord-162105-u0w56xrp	23	5	the	the	DT
cord-162105-u0w56xrp	23	6	tourism	tourism	NN
cord-162105-u0w56xrp	23	7	industry	industry	NN
cord-162105-u0w56xrp	23	8	lost	lose	VBN
cord-162105-u0w56xrp	23	9	during	during	IN
cord-162105-u0w56xrp	23	10	the	the	DT
cord-162105-u0w56xrp	23	11	COVID-19	COVID-19	NNP
cord-162105-u0w56xrp	23	12	pandemic	pandemic	NN
cord-162105-u0w56xrp	23	13	?	?	.
cord-162105-u0w56xrp	24	1	The	the	DT
cord-162105-u0w56xrp	24	2	study	study	NN
cord-162105-u0w56xrp	24	3	covers	cover	VBZ
cord-162105-u0w56xrp	24	4	a	a	DT
cord-162105-u0w56xrp	24	5	period	period	NN
cord-162105-u0w56xrp	24	6	of	of	IN
cord-162105-u0w56xrp	24	7	approximately	approximately	RB
cord-162105-u0w56xrp	24	8	eight	eight	CD
cord-162105-u0w56xrp	24	9	years	year	NNS
cord-162105-u0w56xrp	24	10	from	from	IN
cord-162105-u0w56xrp	24	11	January	January	NNP
cord-162105-u0w56xrp	24	12	2012	2012	CD
cord-162105-u0w56xrp	24	13	to	to	IN
cord-162105-u0w56xrp	24	14	December	December	NNP
cord-162105-u0w56xrp	24	15	2019	2019	CD
cord-162105-u0w56xrp	24	16	.	.	.
cord-162105-u0w56xrp	25	1	Also	also	RB
cord-162105-u0w56xrp	25	2	,	,	,
cord-162105-u0w56xrp	25	3	the	the	DT
cord-162105-u0w56xrp	25	4	modeling	modeling	NN
cord-162105-u0w56xrp	25	5	technique	technique	NN
cord-162105-u0w56xrp	25	6	that	that	WDT
cord-162105-u0w56xrp	25	7	was	be	VBD
cord-162105-u0w56xrp	25	8	considered	consider	VBN
cord-162105-u0w56xrp	25	9	in	in	IN
cord-162105-u0w56xrp	25	10	this	this	DT
cord-162105-u0w56xrp	25	11	research	research	NN
cord-162105-u0w56xrp	25	12	is	be	VBZ
cord-162105-u0w56xrp	25	13	limited	limit	VBN
cord-162105-u0w56xrp	25	14	only	only	RB
cord-162105-u0w56xrp	25	15	to	to	TO
cord-162105-u0w56xrp	25	16	autoregressive	autoregressive	VB
cord-162105-u0w56xrp	25	17	integrated	integrate	VBN
cord-162105-u0w56xrp	25	18	moving	move	VBG
cord-162105-u0w56xrp	25	19	average	average	NN
cord-162105-u0w56xrp	25	20	(	(	-LRB-
cord-162105-u0w56xrp	25	21	ARIMA	ARIMA	NNP
cord-162105-u0w56xrp	25	22	)	)	-RRB-
cord-162105-u0w56xrp	25	23	and	and	CC
cord-162105-u0w56xrp	25	24	seasonal	seasonal	JJ
cord-162105-u0w56xrp	25	25	autoregressive	autoregressive	JJ
cord-162105-u0w56xrp	25	26	integrated	integrate	VBN
cord-162105-u0w56xrp	25	27	moving	move	VBG
cord-162105-u0w56xrp	25	28	average	average	JJ
cord-162105-u0w56xrp	25	29	(	(	-LRB-
cord-162105-u0w56xrp	25	30	SARIMA	SARIMA	NNP
cord-162105-u0w56xrp	25	31	)	)	-RRB-
cord-162105-u0w56xrp	25	32	.	.	.
cord-162105-u0w56xrp	26	1	Other	other	JJ
cord-162105-u0w56xrp	26	2	modeling	modeling	NN
cord-162105-u0w56xrp	26	3	techniques	technique	NNS
cord-162105-u0w56xrp	26	4	were	be	VBD
cord-162105-u0w56xrp	26	5	not	not	RB
cord-162105-u0w56xrp	26	6	tested	test	VBN
cord-162105-u0w56xrp	26	7	and	and	CC
cord-162105-u0w56xrp	26	8	considered	consider	VBN
cord-162105-u0w56xrp	26	9	.	.	.
cord-162105-u0w56xrp	27	1	The	the	DT
cord-162105-u0w56xrp	27	2	research	research	NN
cord-162105-u0w56xrp	27	3	utilized	utilize	VBD
cord-162105-u0w56xrp	27	4	longitudinal	longitudinal	JJ
cord-162105-u0w56xrp	27	5	research	research	NN
cord-162105-u0w56xrp	27	6	design	design	NN
cord-162105-u0w56xrp	27	7	wherein	wherein	WRB
cord-162105-u0w56xrp	27	8	the	the	DT
cord-162105-u0w56xrp	27	9	monthly	monthly	JJ
cord-162105-u0w56xrp	27	10	foreign	foreign	JJ
cord-162105-u0w56xrp	27	11	visitor	visitor	NN
cord-162105-u0w56xrp	27	12	arrivals	arrival	NNS
cord-162105-u0w56xrp	27	13	in	in	IN
cord-162105-u0w56xrp	27	14	the	the	DT
cord-162105-u0w56xrp	27	15	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	27	16	is	be	VBZ
cord-162105-u0w56xrp	27	17	recorded	record	VBN
cord-162105-u0w56xrp	27	18	and	and	CC
cord-162105-u0w56xrp	27	19	analyzed	analyze	VBN
cord-162105-u0w56xrp	27	20	.	.	.
cord-162105-u0w56xrp	28	1	A	a	DT
cord-162105-u0w56xrp	28	2	longitudinal	longitudinal	JJ
cord-162105-u0w56xrp	28	3	research	research	NN
cord-162105-u0w56xrp	28	4	design	design	NN
cord-162105-u0w56xrp	28	5	is	be	VBZ
cord-162105-u0w56xrp	28	6	an	an	DT
cord-162105-u0w56xrp	28	7	observational	observational	JJ
cord-162105-u0w56xrp	28	8	research	research	NN
cord-162105-u0w56xrp	28	9	method	method	NN
cord-162105-u0w56xrp	28	10	in	in	IN
cord-162105-u0w56xrp	28	11	which	which	WDT
cord-162105-u0w56xrp	28	12	data	data	NN
cord-162105-u0w56xrp	28	13	is	be	VBZ
cord-162105-u0w56xrp	28	14	gathered	gather	VBN
cord-162105-u0w56xrp	28	15	for	for	IN
cord-162105-u0w56xrp	28	16	the	the	DT
cord-162105-u0w56xrp	28	17	same	same	JJ
cord-162105-u0w56xrp	28	18	subject	subject	NN
cord-162105-u0w56xrp	28	19	repeatedly	repeatedly	RB
cord-162105-u0w56xrp	28	20	over	over	IN
cord-162105-u0w56xrp	28	21	a	a	DT
cord-162105-u0w56xrp	28	22	period	period	NN
cord-162105-u0w56xrp	28	23	of	of	IN
cord-162105-u0w56xrp	28	24	time	time	NN
cord-162105-u0w56xrp	28	25	[	[	-LRB-
cord-162105-u0w56xrp	28	26	4	4	CD
cord-162105-u0w56xrp	28	27	]	]	-RRB-
cord-162105-u0w56xrp	28	28	.	.	.
cord-162105-u0w56xrp	29	1	Forecasting	forecasting	NN
cord-162105-u0w56xrp	29	2	method	method	NN
cord-162105-u0w56xrp	29	3	,	,	,
cord-162105-u0w56xrp	29	4	specifically	specifically	RB
cord-162105-u0w56xrp	29	5	the	the	DT
cord-162105-u0w56xrp	29	6	Seasonal	Seasonal	NNP
cord-162105-u0w56xrp	29	7	Autoregressive	Autoregressive	NNP
cord-162105-u0w56xrp	29	8	Integrated	Integrated	NNP
cord-162105-u0w56xrp	29	9	Moving	Moving	NNP
cord-162105-u0w56xrp	29	10	Average	Average	NNP
cord-162105-u0w56xrp	29	11	(	(	-LRB-
cord-162105-u0w56xrp	29	12	SARIMA	SARIMA	NNP
cord-162105-u0w56xrp	29	13	)	)	-RRB-
cord-162105-u0w56xrp	29	14	,	,	,
cord-162105-u0w56xrp	29	15	was	be	VBD
cord-162105-u0w56xrp	29	16	used	use	VBN
cord-162105-u0w56xrp	29	17	to	to	TO
cord-162105-u0w56xrp	29	18	forecast	forecast	VB
cord-162105-u0w56xrp	29	19	the	the	DT
cord-162105-u0w56xrp	29	20	future	future	JJ
cord-162105-u0w56xrp	29	21	monthly	monthly	JJ
cord-162105-u0w56xrp	29	22	foreign	foreign	JJ
cord-162105-u0w56xrp	29	23	visitor	visitor	NN
cord-162105-u0w56xrp	29	24	arrivals	arrival	NNS
cord-162105-u0w56xrp	29	25	.	.	.
cord-162105-u0w56xrp	30	1	In	in	IN
cord-162105-u0w56xrp	30	2	selecting	select	VBG
cord-162105-u0w56xrp	30	3	the	the	DT
cord-162105-u0w56xrp	30	4	appropriate	appropriate	JJ
cord-162105-u0w56xrp	30	5	model	model	NN
cord-162105-u0w56xrp	30	6	to	to	TO
cord-162105-u0w56xrp	30	7	forecast	forecast	VB
cord-162105-u0w56xrp	30	8	the	the	DT
cord-162105-u0w56xrp	30	9	monthly	monthly	JJ
cord-162105-u0w56xrp	30	10	foreign	foreign	JJ
cord-162105-u0w56xrp	30	11	visitor	visitor	NN
cord-162105-u0w56xrp	30	12	arrivals	arrival	NNS
cord-162105-u0w56xrp	30	13	in	in	IN
cord-162105-u0w56xrp	30	14	the	the	DT
cord-162105-u0w56xrp	30	15	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	30	16	,	,	,
cord-162105-u0w56xrp	30	17	the	the	DT
cord-162105-u0w56xrp	30	18	Box	Box	NNP
cord-162105-u0w56xrp	30	19	-	-	HYPH
cord-162105-u0w56xrp	30	20	Jenkins	Jenkins	NNP
cord-162105-u0w56xrp	30	21	methodology	methodology	NN
cord-162105-u0w56xrp	30	22	was	be	VBD
cord-162105-u0w56xrp	30	23	used	use	VBN
cord-162105-u0w56xrp	30	24	.	.	.
cord-162105-u0w56xrp	31	1	The	the	DT
cord-162105-u0w56xrp	31	2	data	datum	NNS
cord-162105-u0w56xrp	31	3	set	set	NN
cord-162105-u0w56xrp	31	4	was	be	VBD
cord-162105-u0w56xrp	31	5	divided	divide	VBN
cord-162105-u0w56xrp	31	6	into	into	IN
cord-162105-u0w56xrp	31	7	two	two	CD
cord-162105-u0w56xrp	31	8	sets	set	NNS
cord-162105-u0w56xrp	31	9	:	:	:
cord-162105-u0w56xrp	31	10	the	the	DT
cord-162105-u0w56xrp	31	11	training	training	NN
cord-162105-u0w56xrp	31	12	set	set	NN
cord-162105-u0w56xrp	31	13	which	which	WDT
cord-162105-u0w56xrp	31	14	is	be	VBZ
cord-162105-u0w56xrp	31	15	composed	compose	VBN
cord-162105-u0w56xrp	31	16	of	of	IN
cord-162105-u0w56xrp	31	17	86	86	CD
cord-162105-u0w56xrp	31	18	data	data	NN
cord-162105-u0w56xrp	31	19	points	point	NNS
cord-162105-u0w56xrp	31	20	from	from	IN
cord-162105-u0w56xrp	31	21	January	January	NNP
cord-162105-u0w56xrp	31	22	2012	2012	CD
cord-162105-u0w56xrp	31	23	to	to	IN
cord-162105-u0w56xrp	31	24	December	December	NNP
cord-162105-u0w56xrp	31	25	2018	2018	CD
cord-162105-u0w56xrp	31	26	;	;	:
cord-162105-u0w56xrp	31	27	and	and	CC
cord-162105-u0w56xrp	31	28	testing	testing	NN
cord-162105-u0w56xrp	31	29	set	set	NN
cord-162105-u0w56xrp	31	30	which	which	WDT
cord-162105-u0w56xrp	31	31	is	be	VBZ
cord-162105-u0w56xrp	31	32	composed	compose	VBN
cord-162105-u0w56xrp	31	33	of	of	IN
cord-162105-u0w56xrp	31	34	12	12	CD
cord-162105-u0w56xrp	31	35	data	data	NN
cord-162105-u0w56xrp	31	36	points	point	NNS
cord-162105-u0w56xrp	31	37	from	from	IN
cord-162105-u0w56xrp	31	38	January	January	NNP
cord-162105-u0w56xrp	31	39	2019	2019	CD
cord-162105-u0w56xrp	31	40	to	to	IN
cord-162105-u0w56xrp	31	41	December	December	NNP
cord-162105-u0w56xrp	31	42	2019	2019	CD
cord-162105-u0w56xrp	31	43	.	.	.
cord-162105-u0w56xrp	32	1	The	the	DT
cord-162105-u0w56xrp	32	2	training	training	NN
cord-162105-u0w56xrp	32	3	set	set	NN
cord-162105-u0w56xrp	32	4	was	be	VBD
cord-162105-u0w56xrp	32	5	used	use	VBN
cord-162105-u0w56xrp	32	6	to	to	TO
cord-162105-u0w56xrp	32	7	identify	identify	VB
cord-162105-u0w56xrp	32	8	the	the	DT
cord-162105-u0w56xrp	32	9	appropriate	appropriate	JJ
cord-162105-u0w56xrp	32	10	SARIMA	SARIMA	NNP
cord-162105-u0w56xrp	32	11	order	order	NN
cord-162105-u0w56xrp	32	12	whereas	whereas	IN
cord-162105-u0w56xrp	32	13	the	the	DT
cord-162105-u0w56xrp	32	14	testing	testing	NN
cord-162105-u0w56xrp	32	15	set	set	NN
cord-162105-u0w56xrp	32	16	will	will	MD
cord-162105-u0w56xrp	32	17	measure	measure	VB
cord-162105-u0w56xrp	32	18	the	the	DT
cord-162105-u0w56xrp	32	19	accuracy	accuracy	NN
cord-162105-u0w56xrp	32	20	of	of	IN
cord-162105-u0w56xrp	32	21	the	the	DT
cord-162105-u0w56xrp	32	22	selected	select	VBN
cord-162105-u0w56xrp	32	23	model	model	NN
cord-162105-u0w56xrp	32	24	using	use	VBG
cord-162105-u0w56xrp	32	25	root	root	NN
cord-162105-u0w56xrp	32	26	mean	mean	NN
cord-162105-u0w56xrp	32	27	squared	squared	JJ
cord-162105-u0w56xrp	32	28	error	error	NN
cord-162105-u0w56xrp	32	29	.	.	.
cord-162105-u0w56xrp	33	1	The	the	DT
cord-162105-u0w56xrp	33	2	best	good	JJS
cord-162105-u0w56xrp	33	3	model	model	NN
cord-162105-u0w56xrp	33	4	,	,	,
cord-162105-u0w56xrp	33	5	in	in	IN
cord-162105-u0w56xrp	33	6	the	the	DT
cord-162105-u0w56xrp	33	7	context	context	NN
cord-162105-u0w56xrp	33	8	of	of	IN
cord-162105-u0w56xrp	33	9	this	this	DT
cord-162105-u0w56xrp	33	10	paper	paper	NN
cord-162105-u0w56xrp	33	11	,	,	,
cord-162105-u0w56xrp	33	12	was	be	VBD
cord-162105-u0w56xrp	33	13	characterized	characterize	VBN
cord-162105-u0w56xrp	33	14	to	to	TO
cord-162105-u0w56xrp	33	15	have	have	VB
cord-162105-u0w56xrp	33	16	a	a	DT
cord-162105-u0w56xrp	33	17	low	low	JJ
cord-162105-u0w56xrp	33	18	Akaike	Akaike	NNP
cord-162105-u0w56xrp	33	19	's	's	POS
cord-162105-u0w56xrp	33	20	Information	Information	NNP
cord-162105-u0w56xrp	33	21	Criterion	Criterion	NNP
cord-162105-u0w56xrp	33	22	and	and	CC
cord-162105-u0w56xrp	33	23	low	low	JJ
cord-162105-u0w56xrp	33	24	root	root	NN
cord-162105-u0w56xrp	34	1	mean	mean	VB
cord-162105-u0w56xrp	34	2	squared	squared	NNP
cord-162105-u0w56xrp	34	3	error	error	NN
cord-162105-u0w56xrp	34	4	.	.	.
cord-162105-u0w56xrp	35	1	The	the	DT
cord-162105-u0w56xrp	35	2	data	datum	NNS
cord-162105-u0w56xrp	35	3	were	be	VBD
cord-162105-u0w56xrp	35	4	extracted	extract	VBN
cord-162105-u0w56xrp	35	5	from	from	IN
cord-162105-u0w56xrp	35	6	Department	Department	NNP
cord-162105-u0w56xrp	35	7	of	of	IN
cord-162105-u0w56xrp	35	8	Tourism	Tourism	NNP
cord-162105-u0w56xrp	35	9	website	website	NN
cord-162105-u0w56xrp	35	10	.	.	.
cord-162105-u0w56xrp	36	1	The	the	DT
cord-162105-u0w56xrp	36	2	data	datum	NNS
cord-162105-u0w56xrp	36	3	were	be	VBD
cord-162105-u0w56xrp	36	4	composed	compose	VBN
cord-162105-u0w56xrp	36	5	of	of	IN
cord-162105-u0w56xrp	36	6	monthly	monthly	JJ
cord-162105-u0w56xrp	36	7	foreign	foreign	JJ
cord-162105-u0w56xrp	36	8	visitor	visitor	NN
cord-162105-u0w56xrp	36	9	arrivals	arrival	NNS
cord-162105-u0w56xrp	36	10	from	from	IN
cord-162105-u0w56xrp	36	11	January	January	NNP
cord-162105-u0w56xrp	36	12	2012	2012	CD
cord-162105-u0w56xrp	36	13	to	to	IN
cord-162105-u0w56xrp	36	14	December	December	NNP
cord-162105-u0w56xrp	36	15	2019	2019	CD
cord-162105-u0w56xrp	36	16	which	which	WDT
cord-162105-u0w56xrp	36	17	is	be	VBZ
cord-162105-u0w56xrp	36	18	composed	compose	VBN
cord-162105-u0w56xrp	36	19	of	of	IN
cord-162105-u0w56xrp	36	20	98	98	CD
cord-162105-u0w56xrp	36	21	data	data	NN
cord-162105-u0w56xrp	36	22	points	point	NNS
cord-162105-u0w56xrp	36	23	.	.	.
cord-162105-u0w56xrp	37	1	Box	Box	NNP
cord-162105-u0w56xrp	37	2	-	-	HYPH
cord-162105-u0w56xrp	37	3	Jenkins	Jenkins	NNP
cord-162105-u0w56xrp	37	4	methodology	methodology	NN
cord-162105-u0w56xrp	37	5	refers	refer	VBZ
cord-162105-u0w56xrp	37	6	to	to	IN
cord-162105-u0w56xrp	37	7	a	a	DT
cord-162105-u0w56xrp	37	8	systematic	systematic	JJ
cord-162105-u0w56xrp	37	9	method	method	NN
cord-162105-u0w56xrp	37	10	of	of	IN
cord-162105-u0w56xrp	37	11	identifying	identify	VBG
cord-162105-u0w56xrp	37	12	,	,	,
cord-162105-u0w56xrp	37	13	fitting	fitting	JJ
cord-162105-u0w56xrp	37	14	,	,	,
cord-162105-u0w56xrp	37	15	checking	check	VBG
cord-162105-u0w56xrp	37	16	,	,	,
cord-162105-u0w56xrp	37	17	and	and	CC
cord-162105-u0w56xrp	37	18	using	use	VBG
cord-162105-u0w56xrp	37	19	SARIMA	SARIMA	NNP
cord-162105-u0w56xrp	37	20	time	time	NN
cord-162105-u0w56xrp	37	21	series	series	NN
cord-162105-u0w56xrp	37	22	models	model	NNS
cord-162105-u0w56xrp	37	23	.	.	.
cord-162105-u0w56xrp	38	1	The	the	DT
cord-162105-u0w56xrp	38	2	method	method	NN
cord-162105-u0w56xrp	38	3	is	be	VBZ
cord-162105-u0w56xrp	38	4	appropriate	appropriate	JJ
cord-162105-u0w56xrp	38	5	for	for	IN
cord-162105-u0w56xrp	38	6	time	time	NN
cord-162105-u0w56xrp	38	7	series	series	NN
cord-162105-u0w56xrp	38	8	of	of	IN
cord-162105-u0w56xrp	38	9	medium	medium	NN
cord-162105-u0w56xrp	38	10	to	to	IN
cord-162105-u0w56xrp	38	11	long	long	JJ
cord-162105-u0w56xrp	38	12	length	length	NN
cord-162105-u0w56xrp	38	13	which	which	WDT
cord-162105-u0w56xrp	38	14	is	be	VBZ
cord-162105-u0w56xrp	38	15	at	at	IN
cord-162105-u0w56xrp	38	16	least	least	RBS
cord-162105-u0w56xrp	38	17	50	50	CD
cord-162105-u0w56xrp	38	18	observations	observation	NNS
cord-162105-u0w56xrp	38	19	.	.	.
cord-162105-u0w56xrp	39	1	The	the	DT
cord-162105-u0w56xrp	39	2	Box	Box	NNP
cord-162105-u0w56xrp	39	3	-	-	HYPH
cord-162105-u0w56xrp	39	4	Jenkins	Jenkins	NNP
cord-162105-u0w56xrp	39	5	approach	approach	NN
cord-162105-u0w56xrp	39	6	is	be	VBZ
cord-162105-u0w56xrp	39	7	divided	divide	VBN
cord-162105-u0w56xrp	39	8	into	into	IN
cord-162105-u0w56xrp	39	9	three	three	CD
cord-162105-u0w56xrp	39	10	stages	stage	NNS
cord-162105-u0w56xrp	39	11	:	:	:
cord-162105-u0w56xrp	39	12	Model	Model	NNP
cord-162105-u0w56xrp	39	13	Identification	Identification	NNP
cord-162105-u0w56xrp	39	14	,	,	,
cord-162105-u0w56xrp	39	15	Model	Model	NNP
cord-162105-u0w56xrp	39	16	Estimation	Estimation	NNP
cord-162105-u0w56xrp	39	17	,	,	,
cord-162105-u0w56xrp	39	18	and	and	CC
cord-162105-u0w56xrp	39	19	Diagnostic	Diagnostic	NNP
cord-162105-u0w56xrp	39	20	Checking	checking	NN
cord-162105-u0w56xrp	39	21	.	.	.
cord-162105-u0w56xrp	40	1	In	in	IN
cord-162105-u0w56xrp	40	2	this	this	DT
cord-162105-u0w56xrp	40	3	stage	stage	NN
cord-162105-u0w56xrp	40	4	,	,	,
cord-162105-u0w56xrp	40	5	the	the	DT
cord-162105-u0w56xrp	40	6	first	first	JJ
cord-162105-u0w56xrp	40	7	step	step	NN
cord-162105-u0w56xrp	40	8	is	be	VBZ
cord-162105-u0w56xrp	40	9	to	to	TO
cord-162105-u0w56xrp	40	10	check	check	VB
cord-162105-u0w56xrp	40	11	whether	whether	IN
cord-162105-u0w56xrp	40	12	the	the	DT
cord-162105-u0w56xrp	40	13	data	data	NN
cord-162105-u0w56xrp	40	14	is	be	VBZ
cord-162105-u0w56xrp	40	15	stationary	stationary	JJ
cord-162105-u0w56xrp	40	16	or	or	CC
cord-162105-u0w56xrp	40	17	not	not	RB
cord-162105-u0w56xrp	40	18	.	.	.
cord-162105-u0w56xrp	41	1	If	if	IN
cord-162105-u0w56xrp	41	2	it	-PRON-	PRP
cord-162105-u0w56xrp	41	3	is	be	VBZ
cord-162105-u0w56xrp	41	4	not	not	RB
cord-162105-u0w56xrp	41	5	,	,	,
cord-162105-u0w56xrp	41	6	then	then	RB
cord-162105-u0w56xrp	41	7	differencing	differencing	NN
cord-162105-u0w56xrp	41	8	was	be	VBD
cord-162105-u0w56xrp	41	9	applied	apply	VBN
cord-162105-u0w56xrp	41	10	to	to	IN
cord-162105-u0w56xrp	41	11	the	the	DT
cord-162105-u0w56xrp	41	12	data	datum	NNS
cord-162105-u0w56xrp	41	13	until	until	IN
cord-162105-u0w56xrp	41	14	it	-PRON-	PRP
cord-162105-u0w56xrp	41	15	becomes	become	VBZ
cord-162105-u0w56xrp	41	16	stationary	stationary	JJ
cord-162105-u0w56xrp	41	17	.	.	.
cord-162105-u0w56xrp	42	1	Stationary	stationary	JJ
cord-162105-u0w56xrp	42	2	series	series	NN
cord-162105-u0w56xrp	42	3	means	mean	VBZ
cord-162105-u0w56xrp	42	4	that	that	IN
cord-162105-u0w56xrp	42	5	the	the	DT
cord-162105-u0w56xrp	42	6	value	value	NN
cord-162105-u0w56xrp	42	7	of	of	IN
cord-162105-u0w56xrp	42	8	the	the	DT
cord-162105-u0w56xrp	42	9	series	series	NN
cord-162105-u0w56xrp	42	10	fluctuates	fluctuate	VBZ
cord-162105-u0w56xrp	42	11	around	around	IN
cord-162105-u0w56xrp	42	12	a	a	DT
cord-162105-u0w56xrp	42	13	constant	constant	JJ
cord-162105-u0w56xrp	42	14	mean	mean	NN
cord-162105-u0w56xrp	42	15	and	and	CC
cord-162105-u0w56xrp	42	16	variance	variance	NN
cord-162105-u0w56xrp	42	17	with	with	IN
cord-162105-u0w56xrp	42	18	no	no	DT
cord-162105-u0w56xrp	42	19	seasonality	seasonality	NN
cord-162105-u0w56xrp	42	20	over	over	IN
cord-162105-u0w56xrp	42	21	time	time	NN
cord-162105-u0w56xrp	42	22	.	.	.
cord-162105-u0w56xrp	43	1	Plotting	plot	VBG
cord-162105-u0w56xrp	43	2	the	the	DT
cord-162105-u0w56xrp	43	3	sample	sample	NN
cord-162105-u0w56xrp	43	4	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	43	5	function	function	NN
cord-162105-u0w56xrp	43	6	(	(	-LRB-
cord-162105-u0w56xrp	43	7	ACF	ACF	NNP
cord-162105-u0w56xrp	43	8	)	)	-RRB-
cord-162105-u0w56xrp	43	9	and	and	CC
cord-162105-u0w56xrp	43	10	sample	sample	VB
cord-162105-u0w56xrp	43	11	partial	partial	JJ
cord-162105-u0w56xrp	43	12	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	43	13	function	function	NN
cord-162105-u0w56xrp	43	14	(	(	-LRB-
cord-162105-u0w56xrp	43	15	PACF	PACF	NNP
cord-162105-u0w56xrp	43	16	)	)	-RRB-
cord-162105-u0w56xrp	43	17	can	can	MD
cord-162105-u0w56xrp	43	18	be	be	VB
cord-162105-u0w56xrp	43	19	used	use	VBN
cord-162105-u0w56xrp	43	20	to	to	TO
cord-162105-u0w56xrp	43	21	assess	assess	VB
cord-162105-u0w56xrp	43	22	if	if	IN
cord-162105-u0w56xrp	43	23	the	the	DT
cord-162105-u0w56xrp	43	24	series	series	NN
cord-162105-u0w56xrp	43	25	is	be	VBZ
cord-162105-u0w56xrp	43	26	stationary	stationary	JJ
cord-162105-u0w56xrp	43	27	or	or	CC
cord-162105-u0w56xrp	43	28	not	not	RB
cord-162105-u0w56xrp	43	29	.	.	.
cord-162105-u0w56xrp	44	1	Also	also	RB
cord-162105-u0w56xrp	44	2	,	,	,
cord-162105-u0w56xrp	44	3	Augmented	Augmented	NNP
cord-162105-u0w56xrp	44	4	Dickey−Fuller	Dickey−Fuller	NNP
cord-162105-u0w56xrp	44	5	(	(	-LRB-
cord-162105-u0w56xrp	44	6	ADF	ADF	NNP
cord-162105-u0w56xrp	44	7	)	)	-RRB-
cord-162105-u0w56xrp	44	8	test	test	NN
cord-162105-u0w56xrp	44	9	can	can	MD
cord-162105-u0w56xrp	44	10	be	be	VB
cord-162105-u0w56xrp	44	11	applied	apply	VBN
cord-162105-u0w56xrp	44	12	to	to	TO
cord-162105-u0w56xrp	44	13	check	check	VB
cord-162105-u0w56xrp	44	14	if	if	IN
cord-162105-u0w56xrp	44	15	the	the	DT
cord-162105-u0w56xrp	44	16	series	series	NN
cord-162105-u0w56xrp	44	17	is	be	VBZ
cord-162105-u0w56xrp	44	18	stationary	stationary	JJ
cord-162105-u0w56xrp	44	19	or	or	CC
cord-162105-u0w56xrp	44	20	not	not	RB
cord-162105-u0w56xrp	44	21	.	.	.
cord-162105-u0w56xrp	45	1	Next	next	JJ
cord-162105-u0w56xrp	45	2	step	step	NN
cord-162105-u0w56xrp	45	3	is	be	VBZ
cord-162105-u0w56xrp	45	4	to	to	TO
cord-162105-u0w56xrp	45	5	check	check	VB
cord-162105-u0w56xrp	45	6	if	if	IN
cord-162105-u0w56xrp	45	7	the	the	DT
cord-162105-u0w56xrp	45	8	variance	variance	NN
cord-162105-u0w56xrp	45	9	of	of	IN
cord-162105-u0w56xrp	45	10	the	the	DT
cord-162105-u0w56xrp	45	11	series	series	NN
cord-162105-u0w56xrp	45	12	is	be	VBZ
cord-162105-u0w56xrp	45	13	constant	constant	JJ
cord-162105-u0w56xrp	45	14	or	or	CC
cord-162105-u0w56xrp	45	15	not	not	RB
cord-162105-u0w56xrp	45	16	.	.	.
cord-162105-u0w56xrp	46	1	If	if	IN
cord-162105-u0w56xrp	46	2	it	-PRON-	PRP
cord-162105-u0w56xrp	46	3	is	be	VBZ
cord-162105-u0w56xrp	46	4	not	not	RB
cord-162105-u0w56xrp	46	5	,	,	,
cord-162105-u0w56xrp	46	6	data	datum	NNS
cord-162105-u0w56xrp	46	7	transformation	transformation	NN
cord-162105-u0w56xrp	46	8	such	such	JJ
cord-162105-u0w56xrp	46	9	as	as	IN
cord-162105-u0w56xrp	46	10	differencing	differencing	NN
cord-162105-u0w56xrp	46	11	and/or	and/or	CC
cord-162105-u0w56xrp	46	12	Box	Box	NNP
cord-162105-u0w56xrp	46	13	-	-	HYPH
cord-162105-u0w56xrp	46	14	Cox	Cox	NNP
cord-162105-u0w56xrp	46	15	transformation	transformation	NN
cord-162105-u0w56xrp	46	16	(	(	-LRB-
cord-162105-u0w56xrp	46	17	eg	eg	IN
cord-162105-u0w56xrp	46	18	.	.	.
cord-162105-u0w56xrp	46	19	logarithm	logarithm	NNP
cord-162105-u0w56xrp	46	20	and	and	CC
cord-162105-u0w56xrp	46	21	square	square	JJ
cord-162105-u0w56xrp	46	22	root	root	NN
cord-162105-u0w56xrp	46	23	)	)	-RRB-
cord-162105-u0w56xrp	46	24	may	may	MD
cord-162105-u0w56xrp	46	25	be	be	VB
cord-162105-u0w56xrp	46	26	applied	apply	VBN
cord-162105-u0w56xrp	46	27	.	.	.
cord-162105-u0w56xrp	47	1	Once	once	RB
cord-162105-u0w56xrp	47	2	done	do	VBN
cord-162105-u0w56xrp	47	3	,	,	,
cord-162105-u0w56xrp	47	4	the	the	DT
cord-162105-u0w56xrp	47	5	parameters	parameter	NNS
cord-162105-u0w56xrp	47	6	p	p	NN
cord-162105-u0w56xrp	47	7	and	and	CC
cord-162105-u0w56xrp	47	8	q	q	NNP
cord-162105-u0w56xrp	47	9	are	be	VBP
cord-162105-u0w56xrp	47	10	identified	identify	VBN
cord-162105-u0w56xrp	47	11	using	use	VBG
cord-162105-u0w56xrp	47	12	the	the	DT
cord-162105-u0w56xrp	47	13	ACF	ACF	NNP
cord-162105-u0w56xrp	47	14	and	and	CC
cord-162105-u0w56xrp	47	15	PACF	PACF	NNP
cord-162105-u0w56xrp	47	16	.	.	.
cord-162105-u0w56xrp	48	1	If	if	IN
cord-162105-u0w56xrp	48	2	there	there	EX
cord-162105-u0w56xrp	48	3	are	be	VBP
cord-162105-u0w56xrp	48	4	2	2	CD
cord-162105-u0w56xrp	48	5	or	or	CC
cord-162105-u0w56xrp	48	6	more	more	JJR
cord-162105-u0w56xrp	48	7	candidate	candidate	NN
cord-162105-u0w56xrp	48	8	models	model	NNS
cord-162105-u0w56xrp	48	9	,	,	,
cord-162105-u0w56xrp	48	10	the	the	DT
cord-162105-u0w56xrp	48	11	Akaike	Akaike	NNP
cord-162105-u0w56xrp	48	12	's	's	POS
cord-162105-u0w56xrp	48	13	Information	Information	NNP
cord-162105-u0w56xrp	48	14	Criterion	Criterion	NNP
cord-162105-u0w56xrp	48	15	(	(	-LRB-
cord-162105-u0w56xrp	48	16	AIC	AIC	NNP
cord-162105-u0w56xrp	48	17	)	)	-RRB-
cord-162105-u0w56xrp	48	18	can	can	MD
cord-162105-u0w56xrp	48	19	be	be	VB
cord-162105-u0w56xrp	48	20	used	use	VBN
cord-162105-u0w56xrp	48	21	to	to	TO
cord-162105-u0w56xrp	48	22	select	select	VB
cord-162105-u0w56xrp	48	23	which	which	WDT
cord-162105-u0w56xrp	48	24	among	among	IN
cord-162105-u0w56xrp	48	25	the	the	DT
cord-162105-u0w56xrp	48	26	models	model	NNS
cord-162105-u0w56xrp	48	27	is	be	VBZ
cord-162105-u0w56xrp	48	28	better	well	JJR
cord-162105-u0w56xrp	48	29	.	.	.
cord-162105-u0w56xrp	49	1	The	the	DT
cord-162105-u0w56xrp	49	2	model	model	NN
cord-162105-u0w56xrp	49	3	with	with	IN
cord-162105-u0w56xrp	49	4	the	the	DT
cord-162105-u0w56xrp	49	5	lowest	low	JJS
cord-162105-u0w56xrp	49	6	AIC	AIC	NNP
cord-162105-u0w56xrp	49	7	was	be	VBD
cord-162105-u0w56xrp	49	8	selected	select	VBN
cord-162105-u0w56xrp	49	9	.	.	.
cord-162105-u0w56xrp	50	1	In	in	IN
cord-162105-u0w56xrp	50	2	this	this	DT
cord-162105-u0w56xrp	50	3	stage	stage	NN
cord-162105-u0w56xrp	50	4	,	,	,
cord-162105-u0w56xrp	50	5	parameters	parameter	NNS
cord-162105-u0w56xrp	50	6	are	be	VBP
cord-162105-u0w56xrp	50	7	estimated	estimate	VBN
cord-162105-u0w56xrp	50	8	by	by	IN
cord-162105-u0w56xrp	50	9	finding	find	VBG
cord-162105-u0w56xrp	50	10	the	the	DT
cord-162105-u0w56xrp	50	11	values	value	NNS
cord-162105-u0w56xrp	50	12	of	of	IN
cord-162105-u0w56xrp	50	13	the	the	DT
cord-162105-u0w56xrp	50	14	model	model	NN
cord-162105-u0w56xrp	50	15	coefficients	coefficient	NNS
cord-162105-u0w56xrp	50	16	which	which	WDT
cord-162105-u0w56xrp	50	17	provide	provide	VBP
cord-162105-u0w56xrp	50	18	the	the	DT
cord-162105-u0w56xrp	50	19	best	good	JJS
cord-162105-u0w56xrp	50	20	fit	fit	NN
cord-162105-u0w56xrp	50	21	to	to	IN
cord-162105-u0w56xrp	50	22	the	the	DT
cord-162105-u0w56xrp	50	23	data	datum	NNS
cord-162105-u0w56xrp	50	24	.	.	.
cord-162105-u0w56xrp	51	1	In	in	IN
cord-162105-u0w56xrp	51	2	this	this	DT
cord-162105-u0w56xrp	51	3	research	research	NN
cord-162105-u0w56xrp	51	4	,	,	,
cord-162105-u0w56xrp	51	5	the	the	DT
cord-162105-u0w56xrp	51	6	combination	combination	NN
cord-162105-u0w56xrp	51	7	of	of	IN
cord-162105-u0w56xrp	51	8	Conditional	Conditional	NNP
cord-162105-u0w56xrp	51	9	Sum	Sum	NNP
cord-162105-u0w56xrp	51	10	of	of	IN
cord-162105-u0w56xrp	51	11	Squares	Squares	NNPS
cord-162105-u0w56xrp	51	12	and	and	CC
cord-162105-u0w56xrp	51	13	Maximum	Maximum	NNP
cord-162105-u0w56xrp	51	14	Likelihood	Likelihood	NNP
cord-162105-u0w56xrp	51	15	estimates	estimate	NNS
cord-162105-u0w56xrp	51	16	was	be	VBD
cord-162105-u0w56xrp	51	17	used	use	VBN
cord-162105-u0w56xrp	51	18	by	by	IN
cord-162105-u0w56xrp	51	19	the	the	DT
cord-162105-u0w56xrp	51	20	researcher	researcher	NN
cord-162105-u0w56xrp	51	21	.	.	.
cord-162105-u0w56xrp	52	1	Conditional	conditional	JJ
cord-162105-u0w56xrp	52	2	sum	sum	NN
cord-162105-u0w56xrp	52	3	of	of	IN
cord-162105-u0w56xrp	52	4	squares	square	NNS
cord-162105-u0w56xrp	52	5	was	be	VBD
cord-162105-u0w56xrp	52	6	utilized	utilize	VBN
cord-162105-u0w56xrp	52	7	to	to	TO
cord-162105-u0w56xrp	52	8	find	find	VB
cord-162105-u0w56xrp	52	9	the	the	DT
cord-162105-u0w56xrp	52	10	starting	start	VBG
cord-162105-u0w56xrp	52	11	values	value	NNS
cord-162105-u0w56xrp	52	12	,	,	,
cord-162105-u0w56xrp	52	13	then	then	RB
cord-162105-u0w56xrp	52	14	maximum	maximum	JJ
cord-162105-u0w56xrp	52	15	likelihood	likelihood	NN
cord-162105-u0w56xrp	52	16	was	be	VBD
cord-162105-u0w56xrp	52	17	applied	apply	VBN
cord-162105-u0w56xrp	52	18	after	after	RB
cord-162105-u0w56xrp	52	19	.	.	.
cord-162105-u0w56xrp	53	1	Diagnostic	diagnostic	JJ
cord-162105-u0w56xrp	53	2	checking	checking	NN
cord-162105-u0w56xrp	53	3	performs	perform	VBZ
cord-162105-u0w56xrp	53	4	residual	residual	JJ
cord-162105-u0w56xrp	53	5	analysis	analysis	NN
cord-162105-u0w56xrp	53	6	.	.	.
cord-162105-u0w56xrp	54	1	This	this	DT
cord-162105-u0w56xrp	54	2	stage	stage	NN
cord-162105-u0w56xrp	54	3	involves	involve	VBZ
cord-162105-u0w56xrp	54	4	testing	test	VBG
cord-162105-u0w56xrp	54	5	the	the	DT
cord-162105-u0w56xrp	54	6	assumptions	assumption	NNS
cord-162105-u0w56xrp	54	7	of	of	IN
cord-162105-u0w56xrp	54	8	the	the	DT
cord-162105-u0w56xrp	54	9	model	model	NN
cord-162105-u0w56xrp	54	10	to	to	TO
cord-162105-u0w56xrp	54	11	identify	identify	VB
cord-162105-u0w56xrp	54	12	any	any	DT
cord-162105-u0w56xrp	54	13	areas	area	NNS
cord-162105-u0w56xrp	54	14	where	where	WRB
cord-162105-u0w56xrp	54	15	the	the	DT
cord-162105-u0w56xrp	54	16	model	model	NN
cord-162105-u0w56xrp	54	17	is	be	VBZ
cord-162105-u0w56xrp	54	18	inadequate	inadequate	JJ
cord-162105-u0w56xrp	54	19	and	and	CC
cord-162105-u0w56xrp	54	20	if	if	IN
cord-162105-u0w56xrp	54	21	the	the	DT
cord-162105-u0w56xrp	54	22	corresponding	corresponding	JJ
cord-162105-u0w56xrp	54	23	residuals	residual	NNS
cord-162105-u0w56xrp	54	24	are	be	VBP
cord-162105-u0w56xrp	54	25	uncorrelated	uncorrelated	JJ
cord-162105-u0w56xrp	54	26	.	.	.
cord-162105-u0w56xrp	55	1	Box	Box	NNP
cord-162105-u0w56xrp	55	2	-	-	HYPH
cord-162105-u0w56xrp	55	3	Pierce	Pierce	NNP
cord-162105-u0w56xrp	55	4	and	and	CC
cord-162105-u0w56xrp	55	5	Ljung	Ljung	NNP
cord-162105-u0w56xrp	55	6	-	-	HYPH
cord-162105-u0w56xrp	55	7	Box	Box	NNP
cord-162105-u0w56xrp	55	8	tests	test	NNS
cord-162105-u0w56xrp	55	9	may	may	MD
cord-162105-u0w56xrp	55	10	be	be	VB
cord-162105-u0w56xrp	55	11	used	use	VBN
cord-162105-u0w56xrp	55	12	to	to	TO
cord-162105-u0w56xrp	55	13	test	test	VB
cord-162105-u0w56xrp	55	14	the	the	DT
cord-162105-u0w56xrp	55	15	assumptions	assumption	NNS
cord-162105-u0w56xrp	55	16	.	.	.
cord-162105-u0w56xrp	56	1	Once	once	IN
cord-162105-u0w56xrp	56	2	the	the	DT
cord-162105-u0w56xrp	56	3	model	model	NN
cord-162105-u0w56xrp	56	4	is	be	VBZ
cord-162105-u0w56xrp	56	5	a	a	DT
cord-162105-u0w56xrp	56	6	good	good	JJ
cord-162105-u0w56xrp	56	7	fit	fit	NN
cord-162105-u0w56xrp	56	8	,	,	,
cord-162105-u0w56xrp	56	9	it	-PRON-	PRP
cord-162105-u0w56xrp	56	10	can	can	MD
cord-162105-u0w56xrp	56	11	be	be	VB
cord-162105-u0w56xrp	56	12	used	use	VBN
cord-162105-u0w56xrp	56	13	for	for	IN
cord-162105-u0w56xrp	56	14	forecasting	forecasting	NN
cord-162105-u0w56xrp	56	15	.	.	.
cord-162105-u0w56xrp	57	1	Forecast	forecast	NN
cord-162105-u0w56xrp	57	2	evaluation	evaluation	NN
cord-162105-u0w56xrp	57	3	involves	involve	VBZ
cord-162105-u0w56xrp	57	4	generating	generate	VBG
cord-162105-u0w56xrp	57	5	forecasted	forecast	VBN
cord-162105-u0w56xrp	57	6	values	value	NNS
cord-162105-u0w56xrp	57	7	equal	equal	JJ
cord-162105-u0w56xrp	57	8	to	to	IN
cord-162105-u0w56xrp	57	9	the	the	DT
cord-162105-u0w56xrp	57	10	time	time	NN
cord-162105-u0w56xrp	57	11	frame	frame	NN
cord-162105-u0w56xrp	57	12	of	of	IN
cord-162105-u0w56xrp	57	13	the	the	DT
cord-162105-u0w56xrp	57	14	model	model	NN
cord-162105-u0w56xrp	57	15	validation	validation	NN
cord-162105-u0w56xrp	57	16	set	set	VBN
cord-162105-u0w56xrp	57	17	then	then	RB
cord-162105-u0w56xrp	57	18	comparing	compare	VBG
cord-162105-u0w56xrp	57	19	these	these	DT
cord-162105-u0w56xrp	57	20	values	value	NNS
cord-162105-u0w56xrp	57	21	to	to	IN
cord-162105-u0w56xrp	57	22	the	the	DT
cord-162105-u0w56xrp	57	23	latter	latter	JJ
cord-162105-u0w56xrp	57	24	.	.	.
cord-162105-u0w56xrp	58	1	The	the	DT
cord-162105-u0w56xrp	58	2	root	root	NN
cord-162105-u0w56xrp	58	3	mean	mean	NN
cord-162105-u0w56xrp	58	4	squared	squared	JJ
cord-162105-u0w56xrp	58	5	error	error	NN
cord-162105-u0w56xrp	58	6	was	be	VBD
cord-162105-u0w56xrp	58	7	used	use	VBN
cord-162105-u0w56xrp	58	8	to	to	TO
cord-162105-u0w56xrp	58	9	check	check	VB
cord-162105-u0w56xrp	58	10	the	the	DT
cord-162105-u0w56xrp	58	11	accuracy	accuracy	NN
cord-162105-u0w56xrp	58	12	of	of	IN
cord-162105-u0w56xrp	58	13	the	the	DT
cord-162105-u0w56xrp	58	14	model	model	NN
cord-162105-u0w56xrp	58	15	.	.	.
cord-162105-u0w56xrp	59	1	Moreover	moreover	RB
cord-162105-u0w56xrp	59	2	,	,	,
cord-162105-u0w56xrp	59	3	the	the	DT
cord-162105-u0w56xrp	59	4	ACF	ACF	NNP
cord-162105-u0w56xrp	59	5	and	and	CC
cord-162105-u0w56xrp	59	6	PACF	PACF	NNP
cord-162105-u0w56xrp	59	7	plots	plot	NNS
cord-162105-u0w56xrp	59	8	were	be	VBD
cord-162105-u0w56xrp	59	9	used	use	VBN
cord-162105-u0w56xrp	59	10	to	to	TO
cord-162105-u0w56xrp	59	11	check	check	VB
cord-162105-u0w56xrp	59	12	if	if	IN
cord-162105-u0w56xrp	59	13	the	the	DT
cord-162105-u0w56xrp	59	14	residuals	residual	NNS
cord-162105-u0w56xrp	59	15	behave	behave	VBP
cord-162105-u0w56xrp	59	16	like	like	IN
cord-162105-u0w56xrp	59	17	white	white	JJ
cord-162105-u0w56xrp	59	18	noise	noise	NN
cord-162105-u0w56xrp	59	19	while	while	IN
cord-162105-u0w56xrp	59	20	the	the	DT
cord-162105-u0w56xrp	59	21	Shapiro	Shapiro	NNP
cord-162105-u0w56xrp	59	22	-	-	HYPH
cord-162105-u0w56xrp	59	23	Wilk	Wilk	NNP
cord-162105-u0w56xrp	59	24	test	test	NN
cord-162105-u0w56xrp	59	25	was	be	VBD
cord-162105-u0w56xrp	59	26	used	use	VBN
cord-162105-u0w56xrp	59	27	to	to	TO
cord-162105-u0w56xrp	59	28	perform	perform	VB
cord-162105-u0w56xrp	59	29	normality	normality	NN
cord-162105-u0w56xrp	59	30	test	test	NN
cord-162105-u0w56xrp	59	31	.	.	.
cord-162105-u0w56xrp	60	1	The	the	DT
cord-162105-u0w56xrp	60	2	following	follow	VBG
cord-162105-u0w56xrp	60	3	statistical	statistical	JJ
cord-162105-u0w56xrp	60	4	tools	tool	NNS
cord-162105-u0w56xrp	60	5	were	be	VBD
cord-162105-u0w56xrp	60	6	used	use	VBN
cord-162105-u0w56xrp	60	7	in	in	IN
cord-162105-u0w56xrp	60	8	the	the	DT
cord-162105-u0w56xrp	60	9	data	data	NN
cord-162105-u0w56xrp	60	10	analysis	analysis	NN
cord-162105-u0w56xrp	60	11	of	of	IN
cord-162105-u0w56xrp	60	12	this	this	DT
cord-162105-u0w56xrp	60	13	study	study	NN
cord-162105-u0w56xrp	60	14	.	.	.
cord-162105-u0w56xrp	61	1	Sample	sample	JJ
cord-162105-u0w56xrp	61	2	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	61	3	function	function	NN
cord-162105-u0w56xrp	61	4	measures	measure	NNS
cord-162105-u0w56xrp	61	5	how	how	WRB
cord-162105-u0w56xrp	61	6	correlated	correlate	VBN
cord-162105-u0w56xrp	61	7	past	past	JJ
cord-162105-u0w56xrp	61	8	data	data	NN
cord-162105-u0w56xrp	61	9	points	point	NNS
cord-162105-u0w56xrp	61	10	are	be	VBP
cord-162105-u0w56xrp	61	11	to	to	IN
cord-162105-u0w56xrp	61	12	future	future	JJ
cord-162105-u0w56xrp	61	13	values	value	NNS
cord-162105-u0w56xrp	61	14	,	,	,
cord-162105-u0w56xrp	61	15	based	base	VBN
cord-162105-u0w56xrp	61	16	on	on	IN
cord-162105-u0w56xrp	61	17	how	how	WRB
cord-162105-u0w56xrp	61	18	many	many	JJ
cord-162105-u0w56xrp	61	19	time	time	NN
cord-162105-u0w56xrp	61	20	steps	step	VBZ
cord-162105-u0w56xrp	61	21	these	these	DT
cord-162105-u0w56xrp	61	22	points	point	NNS
cord-162105-u0w56xrp	61	23	are	be	VBP
cord-162105-u0w56xrp	61	24	separated	separate	VBN
cord-162105-u0w56xrp	61	25	by	by	IN
cord-162105-u0w56xrp	61	26	.	.	.
cord-162105-u0w56xrp	62	1	Given	give	VBN
cord-162105-u0w56xrp	62	2	a	a	DT
cord-162105-u0w56xrp	62	3	time	time	NN
cord-162105-u0w56xrp	62	4	series	series	NN
cord-162105-u0w56xrp	62	5	X	X	NNP
cord-162105-u0w56xrp	62	6	t	t	NNP
cord-162105-u0w56xrp	62	7	,	,	,
cord-162105-u0w56xrp	62	8	we	-PRON-	PRP
cord-162105-u0w56xrp	62	9	define	define	VBP
cord-162105-u0w56xrp	62	10	the	the	DT
cord-162105-u0w56xrp	62	11	sample	sample	NN
cord-162105-u0w56xrp	62	12	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	62	13	function	function	NN
cord-162105-u0w56xrp	62	14	,	,	,
cord-162105-u0w56xrp	62	15	r	r	NNP
cord-162105-u0w56xrp	62	16	k	k	NNP
cord-162105-u0w56xrp	62	17	,	,	,
cord-162105-u0w56xrp	62	18	at	at	IN
cord-162105-u0w56xrp	62	19	lag	lag	NN
cord-162105-u0w56xrp	62	20	k	k	NNP
cord-162105-u0w56xrp	62	21	as	as	IN
cord-162105-u0w56xrp	62	22	[	[	-LRB-
cord-162105-u0w56xrp	62	23	5	5	CD
cord-162105-u0w56xrp	62	24	]	]	-RRB-
cord-162105-u0w56xrp	62	25	 	 	_SP
cord-162105-u0w56xrp	63	1	whereX	whereX	NNP
cord-162105-u0w56xrp	63	2	is	be	VBZ
cord-162105-u0w56xrp	63	3	the	the	DT
cord-162105-u0w56xrp	63	4	average	average	NN
cord-162105-u0w56xrp	63	5	of	of	IN
cord-162105-u0w56xrp	63	6	n	n	CD
cord-162105-u0w56xrp	63	7	observations	observation	NNS
cord-162105-u0w56xrp	63	8	.	.	.
cord-162105-u0w56xrp	64	1	Sample	sample	JJ
cord-162105-u0w56xrp	64	2	partial	partial	JJ
cord-162105-u0w56xrp	64	3	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	64	4	function	function	NN
cord-162105-u0w56xrp	64	5	measures	measure	VBZ
cord-162105-u0w56xrp	64	6	the	the	DT
cord-162105-u0w56xrp	64	7	correlation	correlation	NN
cord-162105-u0w56xrp	64	8	between	between	IN
cord-162105-u0w56xrp	64	9	two	two	CD
cord-162105-u0w56xrp	64	10	points	point	NNS
cord-162105-u0w56xrp	64	11	that	that	WDT
cord-162105-u0w56xrp	64	12	are	be	VBP
cord-162105-u0w56xrp	64	13	separated	separate	VBN
cord-162105-u0w56xrp	64	14	by	by	IN
cord-162105-u0w56xrp	64	15	some	some	DT
cord-162105-u0w56xrp	64	16	number	number	NN
cord-162105-u0w56xrp	64	17	of	of	IN
cord-162105-u0w56xrp	64	18	periods	period	NNS
cord-162105-u0w56xrp	64	19	but	but	CC
cord-162105-u0w56xrp	64	20	with	with	IN
cord-162105-u0w56xrp	64	21	the	the	DT
cord-162105-u0w56xrp	64	22	effect	effect	NN
cord-162105-u0w56xrp	64	23	of	of	IN
cord-162105-u0w56xrp	64	24	the	the	DT
cord-162105-u0w56xrp	64	25	intervening	intervene	VBG
cord-162105-u0w56xrp	64	26	correlations	correlation	NNS
cord-162105-u0w56xrp	64	27	removed	remove	VBN
cord-162105-u0w56xrp	64	28	in	in	IN
cord-162105-u0w56xrp	64	29	the	the	DT
cord-162105-u0w56xrp	64	30	series	series	NN
cord-162105-u0w56xrp	64	31	.	.	.
cord-162105-u0w56xrp	65	1	Given	give	VBN
cord-162105-u0w56xrp	65	2	a	a	DT
cord-162105-u0w56xrp	65	3	time	time	NN
cord-162105-u0w56xrp	65	4	series	series	NN
cord-162105-u0w56xrp	65	5	X	X	NNP
cord-162105-u0w56xrp	65	6	t	t	NNP
cord-162105-u0w56xrp	65	7	,	,	,
cord-162105-u0w56xrp	65	8	the	the	DT
cord-162105-u0w56xrp	65	9	partial	partial	JJ
cord-162105-u0w56xrp	65	10	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	65	11	of	of	IN
cord-162105-u0w56xrp	65	12	lag	lag	NN
cord-162105-u0w56xrp	65	13	k	k	NNP
cord-162105-u0w56xrp	65	14	is	be	VBZ
cord-162105-u0w56xrp	65	15	the	the	DT
cord-162105-u0w56xrp	65	16	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	65	17	between	between	IN
cord-162105-u0w56xrp	65	18	X	x	NN
cord-162105-u0w56xrp	65	19	t	t	NN
cord-162105-u0w56xrp	65	20	and	and	CC
cord-162105-u0w56xrp	65	21	X	X	NNP
cord-162105-u0w56xrp	65	22	t+k	t+k	NNS
cord-162105-u0w56xrp	65	23	with	with	IN
cord-162105-u0w56xrp	65	24	the	the	DT
cord-162105-u0w56xrp	65	25	linear	linear	JJ
cord-162105-u0w56xrp	65	26	dependence	dependence	NN
cord-162105-u0w56xrp	65	27	of	of	IN
cord-162105-u0w56xrp	65	28	X	x	NN
cord-162105-u0w56xrp	65	29	t	t	NN
cord-162105-u0w56xrp	65	30	on	on	IN
cord-162105-u0w56xrp	65	31	X	x	NN
cord-162105-u0w56xrp	65	32	t+1	t+1	NN
cord-162105-u0w56xrp	65	33	through	through	IN
cord-162105-u0w56xrp	65	34	X	x	NN
cord-162105-u0w56xrp	65	35	t+k−1	t+k−1	NNS
cord-162105-u0w56xrp	65	36	removed	remove	VBN
cord-162105-u0w56xrp	65	37	.	.	.
cord-162105-u0w56xrp	66	1	The	the	DT
cord-162105-u0w56xrp	66	2	sample	sample	NN
cord-162105-u0w56xrp	66	3	partial	partial	JJ
cord-162105-u0w56xrp	66	4	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	66	5	function	function	NN
cord-162105-u0w56xrp	66	6	is	be	VBZ
cord-162105-u0w56xrp	66	7	defined	define	VBN
cord-162105-u0w56xrp	66	8	as	as	IN
cord-162105-u0w56xrp	66	9	[	[	-LRB-
cord-162105-u0w56xrp	66	10	5	5	CD
cord-162105-u0w56xrp	66	11	]	]	-RRB-
cord-162105-u0w56xrp	66	12	 	 	_SP
cord-162105-u0w56xrp	67	1	and	and	CC
cord-162105-u0w56xrp	67	2	r	r	NNP
cord-162105-u0w56xrp	67	3	k	k	NNP
cord-162105-u0w56xrp	67	4	is	be	VBZ
cord-162105-u0w56xrp	67	5	the	the	DT
cord-162105-u0w56xrp	67	6	sample	sample	NN
cord-162105-u0w56xrp	67	7	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	67	8	at	at	IN
cord-162105-u0w56xrp	67	9	lag	lag	NN
cord-162105-u0w56xrp	68	1	k.	k.	NNP
cord-162105-u0w56xrp	68	2	RMSE	RMSE	NNP
cord-162105-u0w56xrp	68	3	is	be	VBZ
cord-162105-u0w56xrp	68	4	a	a	DT
cord-162105-u0w56xrp	68	5	frequently	frequently	RB
cord-162105-u0w56xrp	68	6	used	use	VBN
cord-162105-u0w56xrp	68	7	measure	measure	NN
cord-162105-u0w56xrp	68	8	of	of	IN
cord-162105-u0w56xrp	68	9	the	the	DT
cord-162105-u0w56xrp	68	10	difference	difference	NN
cord-162105-u0w56xrp	68	11	between	between	IN
cord-162105-u0w56xrp	68	12	values	value	NNS
cord-162105-u0w56xrp	68	13	predicted	predict	VBN
cord-162105-u0w56xrp	68	14	by	by	IN
cord-162105-u0w56xrp	68	15	a	a	DT
cord-162105-u0w56xrp	68	16	model	model	NN
cord-162105-u0w56xrp	68	17	and	and	CC
cord-162105-u0w56xrp	68	18	the	the	DT
cord-162105-u0w56xrp	68	19	values	value	NNS
cord-162105-u0w56xrp	68	20	actually	actually	RB
cord-162105-u0w56xrp	68	21	observed	observe	VBD
cord-162105-u0w56xrp	68	22	from	from	IN
cord-162105-u0w56xrp	68	23	the	the	DT
cord-162105-u0w56xrp	68	24	environment	environment	NN
cord-162105-u0w56xrp	68	25	that	that	WDT
cord-162105-u0w56xrp	68	26	is	be	VBZ
cord-162105-u0w56xrp	68	27	being	be	VBG
cord-162105-u0w56xrp	68	28	modelled	model	VBN
cord-162105-u0w56xrp	68	29	.	.	.
cord-162105-u0w56xrp	69	1	These	these	DT
cord-162105-u0w56xrp	69	2	individual	individual	JJ
cord-162105-u0w56xrp	69	3	differences	difference	NNS
cord-162105-u0w56xrp	69	4	are	be	VBP
cord-162105-u0w56xrp	69	5	also	also	RB
cord-162105-u0w56xrp	69	6	called	call	VBN
cord-162105-u0w56xrp	69	7	residuals	residual	NNS
cord-162105-u0w56xrp	69	8	,	,	,
cord-162105-u0w56xrp	69	9	and	and	CC
cord-162105-u0w56xrp	69	10	the	the	DT
cord-162105-u0w56xrp	69	11	RMSE	RMSE	NNP
cord-162105-u0w56xrp	69	12	serves	serve	VBZ
cord-162105-u0w56xrp	69	13	to	to	TO
cord-162105-u0w56xrp	69	14	aggregate	aggregate	VB
cord-162105-u0w56xrp	69	15	them	-PRON-	PRP
cord-162105-u0w56xrp	69	16	into	into	IN
cord-162105-u0w56xrp	69	17	a	a	DT
cord-162105-u0w56xrp	69	18	single	single	JJ
cord-162105-u0w56xrp	69	19	measure	measure	NN
cord-162105-u0w56xrp	69	20	of	of	IN
cord-162105-u0w56xrp	69	21	predictive	predictive	JJ
cord-162105-u0w56xrp	69	22	power	power	NN
cord-162105-u0w56xrp	69	23	.	.	.
cord-162105-u0w56xrp	70	1	The	the	DT
cord-162105-u0w56xrp	70	2	RMSE	rmse	NN
cord-162105-u0w56xrp	70	3	of	of	IN
cord-162105-u0w56xrp	70	4	a	a	DT
cord-162105-u0w56xrp	70	5	model	model	NN
cord-162105-u0w56xrp	70	6	prediction	prediction	NN
cord-162105-u0w56xrp	70	7	with	with	IN
cord-162105-u0w56xrp	70	8	respect	respect	NN
cord-162105-u0w56xrp	70	9	to	to	IN
cord-162105-u0w56xrp	70	10	the	the	DT
cord-162105-u0w56xrp	70	11	estimated	estimate	VBN
cord-162105-u0w56xrp	70	12	variable	variable	JJ
cord-162105-u0w56xrp	70	13	X	x	NN
cord-162105-u0w56xrp	70	14	model	model	NN
cord-162105-u0w56xrp	70	15	is	be	VBZ
cord-162105-u0w56xrp	70	16	defined	define	VBN
cord-162105-u0w56xrp	70	17	as	as	IN
cord-162105-u0w56xrp	70	18	the	the	DT
cord-162105-u0w56xrp	70	19	square	square	JJ
cord-162105-u0w56xrp	70	20	root	root	NN
cord-162105-u0w56xrp	70	21	of	of	IN
cord-162105-u0w56xrp	70	22	the	the	DT
cord-162105-u0w56xrp	70	23	mean	mean	NN
cord-162105-u0w56xrp	70	24	squared	squared	NNP
cord-162105-u0w56xrp	70	25	error	error	NN
cord-162105-u0w56xrp	70	26	[	[	-LRB-
cord-162105-u0w56xrp	70	27	6	6	CD
cord-162105-u0w56xrp	70	28	]	]	-RRB-
cord-162105-u0w56xrp	70	29	 	 	_SP
cord-162105-u0w56xrp	70	30	whereŷ	whereŷ	NNS
cord-162105-u0w56xrp	71	1	i	i	PRP
cord-162105-u0w56xrp	71	2	is	be	VBZ
cord-162105-u0w56xrp	71	3	the	the	DT
cord-162105-u0w56xrp	71	4	predicted	predict	VBN
cord-162105-u0w56xrp	71	5	values	value	NNS
cord-162105-u0w56xrp	71	6	,	,	.
cord-162105-u0w56xrp	72	1	y	y	NNP
cord-162105-u0w56xrp	72	2	i	i	PRP
cord-162105-u0w56xrp	72	3	is	be	VBZ
cord-162105-u0w56xrp	72	4	the	the	DT
cord-162105-u0w56xrp	72	5	actual	actual	JJ
cord-162105-u0w56xrp	72	6	value	value	NN
cord-162105-u0w56xrp	72	7	,	,	,
cord-162105-u0w56xrp	72	8	and	and	CC
cord-162105-u0w56xrp	72	9	n	n	NN
cord-162105-u0w56xrp	72	10	is	be	VBZ
cord-162105-u0w56xrp	72	11	the	the	DT
cord-162105-u0w56xrp	72	12	number	number	NN
cord-162105-u0w56xrp	72	13	of	of	IN
cord-162105-u0w56xrp	72	14	observations	observation	NNS
cord-162105-u0w56xrp	72	15	.	.	.
cord-162105-u0w56xrp	73	1	The	the	DT
cord-162105-u0w56xrp	73	2	AIC	AIC	NNP
cord-162105-u0w56xrp	73	3	is	be	VBZ
cord-162105-u0w56xrp	73	4	a	a	DT
cord-162105-u0w56xrp	73	5	measure	measure	NN
cord-162105-u0w56xrp	73	6	of	of	IN
cord-162105-u0w56xrp	73	7	how	how	WRB
cord-162105-u0w56xrp	73	8	well	well	RB
cord-162105-u0w56xrp	73	9	a	a	DT
cord-162105-u0w56xrp	73	10	model	model	NN
cord-162105-u0w56xrp	73	11	fits	fit	VBZ
cord-162105-u0w56xrp	73	12	a	a	DT
cord-162105-u0w56xrp	73	13	dataset	dataset	NN
cord-162105-u0w56xrp	73	14	,	,	,
cord-162105-u0w56xrp	73	15	penalizing	penalize	VBG
cord-162105-u0w56xrp	73	16	models	model	NNS
cord-162105-u0w56xrp	73	17	that	that	WDT
cord-162105-u0w56xrp	73	18	are	be	VBP
cord-162105-u0w56xrp	73	19	so	so	RB
cord-162105-u0w56xrp	73	20	flexible	flexible	JJ
cord-162105-u0w56xrp	73	21	that	that	IN
cord-162105-u0w56xrp	73	22	they	-PRON-	PRP
cord-162105-u0w56xrp	73	23	would	would	MD
cord-162105-u0w56xrp	73	24	also	also	RB
cord-162105-u0w56xrp	73	25	fit	fit	VB
cord-162105-u0w56xrp	73	26	unrelated	unrelated	JJ
cord-162105-u0w56xrp	73	27	datasets	dataset	NNS
cord-162105-u0w56xrp	73	28	just	just	RB
cord-162105-u0w56xrp	73	29	as	as	RB
cord-162105-u0w56xrp	73	30	well	well	RB
cord-162105-u0w56xrp	73	31	.	.	.
cord-162105-u0w56xrp	74	1	The	the	DT
cord-162105-u0w56xrp	74	2	general	general	JJ
cord-162105-u0w56xrp	74	3	form	form	NN
cord-162105-u0w56xrp	74	4	for	for	IN
cord-162105-u0w56xrp	74	5	calculating	calculate	VBG
cord-162105-u0w56xrp	74	6	the	the	DT
cord-162105-u0w56xrp	74	7	AIC	AIC	NNP
cord-162105-u0w56xrp	74	8	is	be	VBZ
cord-162105-u0w56xrp	74	9	[	[	-LRB-
cord-162105-u0w56xrp	74	10	5	5	CD
cord-162105-u0w56xrp	74	11	]	]	-RRB-
cord-162105-u0w56xrp	74	12	AIC	AIC	NNP
cord-162105-u0w56xrp	74	13	p	p	NNP
cord-162105-u0w56xrp	74	14	,	,	,
cord-162105-u0w56xrp	74	15	q	q	NNP
cord-162105-u0w56xrp	74	16	=	=	NN
cord-162105-u0w56xrp	75	1	−2	−2	NNP
cord-162105-u0w56xrp	75	2	ln(maximized	ln(maximize	VBN
cord-162105-u0w56xrp	75	3	likelihood	likelihood	NN
cord-162105-u0w56xrp	75	4	)	)	-RRB-
cord-162105-u0w56xrp	75	5	+	+	CC
cord-162105-u0w56xrp	76	1	2r	2r	NNP
cord-162105-u0w56xrp	76	2	n	n	CC
cord-162105-u0w56xrp	76	3	where	where	WRB
cord-162105-u0w56xrp	76	4	n	n	NNP
cord-162105-u0w56xrp	76	5	is	be	VBZ
cord-162105-u0w56xrp	76	6	the	the	DT
cord-162105-u0w56xrp	76	7	sample	sample	NN
cord-162105-u0w56xrp	76	8	size	size	NN
cord-162105-u0w56xrp	76	9	,	,	,
cord-162105-u0w56xrp	76	10	r	r	NN
cord-162105-u0w56xrp	76	11	=	=	NN
cord-162105-u0w56xrp	76	12	p	p	NN
cord-162105-u0w56xrp	77	1	+	+	CC
cord-162105-u0w56xrp	78	1	q	q	NNP
cord-162105-u0w56xrp	78	2	+	+	CC
cord-162105-u0w56xrp	78	3	1	1	CD
cord-162105-u0w56xrp	78	4	is	be	VBZ
cord-162105-u0w56xrp	78	5	the	the	DT
cord-162105-u0w56xrp	78	6	number	number	NN
cord-162105-u0w56xrp	78	7	of	of	IN
cord-162105-u0w56xrp	78	8	estimated	estimate	VBN
cord-162105-u0w56xrp	78	9	parameters	parameter	NNS
cord-162105-u0w56xrp	78	10	,	,	,
cord-162105-u0w56xrp	78	11	and	and	CC
cord-162105-u0w56xrp	78	12	including	include	VBG
cord-162105-u0w56xrp	78	13	a	a	DT
cord-162105-u0w56xrp	78	14	constant	constant	JJ
cord-162105-u0w56xrp	78	15	term	term	NN
cord-162105-u0w56xrp	78	16	.	.	.
cord-162105-u0w56xrp	79	1	The	the	DT
cord-162105-u0w56xrp	79	2	Ljung−Box	Ljung−Box	NNP
cord-162105-u0w56xrp	79	3	statistic	statistic	NN
cord-162105-u0w56xrp	79	4	,	,	,
cord-162105-u0w56xrp	79	5	also	also	RB
cord-162105-u0w56xrp	79	6	called	call	VBD
cord-162105-u0w56xrp	79	7	the	the	DT
cord-162105-u0w56xrp	79	8	modified	modify	VBN
cord-162105-u0w56xrp	79	9	Box	Box	NNP
cord-162105-u0w56xrp	79	10	-	-	HYPH
cord-162105-u0w56xrp	79	11	Pierce	Pierce	NNP
cord-162105-u0w56xrp	79	12	statistic	statistic	NN
cord-162105-u0w56xrp	79	13	,	,	,
cord-162105-u0w56xrp	79	14	is	be	VBZ
cord-162105-u0w56xrp	79	15	a	a	DT
cord-162105-u0w56xrp	79	16	function	function	NN
cord-162105-u0w56xrp	79	17	of	of	IN
cord-162105-u0w56xrp	79	18	the	the	DT
cord-162105-u0w56xrp	79	19	accumulated	accumulate	VBN
cord-162105-u0w56xrp	79	20	sample	sample	NN
cord-162105-u0w56xrp	79	21	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	79	22	,	,	,
cord-162105-u0w56xrp	79	23	r	r	NNP
cord-162105-u0w56xrp	79	24	j	j	NNP
cord-162105-u0w56xrp	79	25	,	,	,
cord-162105-u0w56xrp	79	26	up	up	IN
cord-162105-u0w56xrp	79	27	to	to	IN
cord-162105-u0w56xrp	79	28	any	any	DT
cord-162105-u0w56xrp	79	29	specified	specify	VBN
cord-162105-u0w56xrp	79	30	time	time	NN
cord-162105-u0w56xrp	79	31	lag	lag	NN
cord-162105-u0w56xrp	79	32	m.	m.	NN
cord-162105-u0w56xrp	80	1	This	this	DT
cord-162105-u0w56xrp	80	2	statistic	statistic	NN
cord-162105-u0w56xrp	80	3	is	be	VBZ
cord-162105-u0w56xrp	80	4	used	use	VBN
cord-162105-u0w56xrp	80	5	to	to	TO
cord-162105-u0w56xrp	80	6	test	test	VB
cord-162105-u0w56xrp	80	7	whether	whether	IN
cord-162105-u0w56xrp	80	8	the	the	DT
cord-162105-u0w56xrp	80	9	residuals	residual	NNS
cord-162105-u0w56xrp	80	10	of	of	IN
cord-162105-u0w56xrp	80	11	a	a	DT
cord-162105-u0w56xrp	80	12	series	series	NN
cord-162105-u0w56xrp	80	13	of	of	IN
cord-162105-u0w56xrp	80	14	observations	observation	NNS
cord-162105-u0w56xrp	80	15	over	over	IN
cord-162105-u0w56xrp	80	16	time	time	NN
cord-162105-u0w56xrp	80	17	are	be	VBP
cord-162105-u0w56xrp	80	18	random	random	JJ
cord-162105-u0w56xrp	80	19	and	and	CC
cord-162105-u0w56xrp	80	20	independent	independent	JJ
cord-162105-u0w56xrp	80	21	.	.	.
cord-162105-u0w56xrp	81	1	The	the	DT
cord-162105-u0w56xrp	81	2	null	null	JJ
cord-162105-u0w56xrp	81	3	hypothesis	hypothesis	NN
cord-162105-u0w56xrp	81	4	is	be	VBZ
cord-162105-u0w56xrp	81	5	that	that	IN
cord-162105-u0w56xrp	81	6	the	the	DT
cord-162105-u0w56xrp	81	7	model	model	NN
cord-162105-u0w56xrp	81	8	does	do	VBZ
cord-162105-u0w56xrp	81	9	not	not	RB
cord-162105-u0w56xrp	81	10	exhibit	exhibit	VB
cord-162105-u0w56xrp	81	11	lack	lack	NN
cord-162105-u0w56xrp	81	12	of	of	IN
cord-162105-u0w56xrp	81	13	fit	fit	NN
cord-162105-u0w56xrp	81	14	and	and	CC
cord-162105-u0w56xrp	81	15	the	the	DT
cord-162105-u0w56xrp	81	16	alternative	alternative	JJ
cord-162105-u0w56xrp	81	17	hypothesis	hypothesis	NN
cord-162105-u0w56xrp	81	18	is	be	VBZ
cord-162105-u0w56xrp	81	19	the	the	DT
cord-162105-u0w56xrp	81	20	model	model	NN
cord-162105-u0w56xrp	81	21	exhibits	exhibit	VBZ
cord-162105-u0w56xrp	81	22	lack	lack	NN
cord-162105-u0w56xrp	81	23	of	of	IN
cord-162105-u0w56xrp	81	24	fit	fit	NN
cord-162105-u0w56xrp	81	25	.	.	.
cord-162105-u0w56xrp	82	1	The	the	DT
cord-162105-u0w56xrp	82	2	test	test	NN
cord-162105-u0w56xrp	82	3	statistic	statistic	NN
cord-162105-u0w56xrp	82	4	is	be	VBZ
cord-162105-u0w56xrp	82	5	defined	define	VBN
cord-162105-u0w56xrp	82	6	as	as	IN
cord-162105-u0w56xrp	82	7	[	[	-LRB-
cord-162105-u0w56xrp	82	8	5	5	CD
cord-162105-u0w56xrp	82	9	]	]	-RRB-
cord-162105-u0w56xrp	82	10	 	 	_SP
cord-162105-u0w56xrp	82	11	wherer	wherer	NNP
cord-162105-u0w56xrp	82	12	2	2	CD
cord-162105-u0w56xrp	83	1	k	k	NNP
cord-162105-u0w56xrp	83	2	is	be	VBZ
cord-162105-u0w56xrp	83	3	the	the	DT
cord-162105-u0w56xrp	83	4	estimated	estimate	VBN
cord-162105-u0w56xrp	83	5	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	83	6	of	of	IN
cord-162105-u0w56xrp	83	7	the	the	DT
cord-162105-u0w56xrp	83	8	series	series	NN
cord-162105-u0w56xrp	83	9	at	at	IN
cord-162105-u0w56xrp	83	10	lag	lag	NN
cord-162105-u0w56xrp	84	1	k	k	NNP
cord-162105-u0w56xrp	84	2	,	,	,
cord-162105-u0w56xrp	84	3	m	m	NNP
cord-162105-u0w56xrp	84	4	is	be	VBZ
cord-162105-u0w56xrp	84	5	the	the	DT
cord-162105-u0w56xrp	84	6	number	number	NN
cord-162105-u0w56xrp	84	7	of	of	IN
cord-162105-u0w56xrp	84	8	lags	lag	NNS
cord-162105-u0w56xrp	84	9	being	be	VBG
cord-162105-u0w56xrp	84	10	tested	test	VBN
cord-162105-u0w56xrp	84	11	,	,	,
cord-162105-u0w56xrp	84	12	n	n	NNP
cord-162105-u0w56xrp	84	13	is	be	VBZ
cord-162105-u0w56xrp	84	14	the	the	DT
cord-162105-u0w56xrp	84	15	sample	sample	NN
cord-162105-u0w56xrp	84	16	size	size	NN
cord-162105-u0w56xrp	84	17	,	,	,
cord-162105-u0w56xrp	84	18	and	and	CC
cord-162105-u0w56xrp	84	19	the	the	DT
cord-162105-u0w56xrp	84	20	given	give	VBN
cord-162105-u0w56xrp	84	21	statistic	statistic	NN
cord-162105-u0w56xrp	84	22	is	be	VBZ
cord-162105-u0w56xrp	84	23	approximately	approximately	RB
cord-162105-u0w56xrp	84	24	Chi	Chi	NNP
cord-162105-u0w56xrp	84	25	Square	Square	NNP
cord-162105-u0w56xrp	84	26	distributed	distribute	VBN
cord-162105-u0w56xrp	84	27	with	with	IN
cord-162105-u0w56xrp	84	28	h	h	NN
cord-162105-u0w56xrp	84	29	degrees	degree	NNS
cord-162105-u0w56xrp	84	30	of	of	IN
cord-162105-u0w56xrp	84	31	freedom	freedom	NN
cord-162105-u0w56xrp	84	32	,	,	,
cord-162105-u0w56xrp	84	33	where	where	WRB
cord-162105-u0w56xrp	84	34	h	h	NN
cord-162105-u0w56xrp	84	35	=	=	SYM
cord-162105-u0w56xrp	84	36	m	m	NNP
cord-162105-u0w56xrp	84	37	−	−	NN
cord-162105-u0w56xrp	84	38	p	p	NN
cord-162105-u0w56xrp	84	39	−	−	NNP
cord-162105-u0w56xrp	84	40	q.	q.	NN
cord-162105-u0w56xrp	84	41	Conditional	conditional	JJ
cord-162105-u0w56xrp	84	42	sum	sum	NN
cord-162105-u0w56xrp	84	43	of	of	IN
cord-162105-u0w56xrp	84	44	squares	square	NNS
cord-162105-u0w56xrp	84	45	was	be	VBD
cord-162105-u0w56xrp	84	46	utilized	utilize	VBN
cord-162105-u0w56xrp	84	47	to	to	TO
cord-162105-u0w56xrp	84	48	find	find	VB
cord-162105-u0w56xrp	84	49	the	the	DT
cord-162105-u0w56xrp	84	50	starting	start	VBG
cord-162105-u0w56xrp	84	51	values	value	NNS
cord-162105-u0w56xrp	84	52	in	in	IN
cord-162105-u0w56xrp	84	53	estimating	estimate	VBG
cord-162105-u0w56xrp	84	54	the	the	DT
cord-162105-u0w56xrp	84	55	parameters	parameter	NNS
cord-162105-u0w56xrp	84	56	of	of	IN
cord-162105-u0w56xrp	84	57	the	the	DT
cord-162105-u0w56xrp	84	58	SARIMA	SARIMA	NNP
cord-162105-u0w56xrp	84	59	process	process	NN
cord-162105-u0w56xrp	84	60	.	.	.
cord-162105-u0w56xrp	85	1	The	the	DT
cord-162105-u0w56xrp	85	2	formula	formula	NN
cord-162105-u0w56xrp	85	3	is	be	VBZ
cord-162105-u0w56xrp	85	4	given	give	VBN
cord-162105-u0w56xrp	85	5	by	by	IN
cord-162105-u0w56xrp	85	6	[	[	-LRB-
cord-162105-u0w56xrp	85	7	7	7	CD
cord-162105-u0w56xrp	85	8	]	]	-RRB-
cord-162105-u0w56xrp	85	9	θ	θ	NN
cord-162105-u0w56xrp	85	10	n	n	NN
cord-162105-u0w56xrp	85	11	=	=	NN
cord-162105-u0w56xrp	85	12	arg	arg	NN
cord-162105-u0w56xrp	85	13	min	min	NN
cord-162105-u0w56xrp	86	1	θ∈	θ∈	NNP
cord-162105-u0w56xrp	87	1	s	s	NNP
cord-162105-u0w56xrp	87	2	n	n	NNP
cord-162105-u0w56xrp	87	3	(	(	-LRB-
cord-162105-u0w56xrp	87	4	θ	θ	NN
cord-162105-u0w56xrp	87	5	)	)	-RRB-
cord-162105-u0w56xrp	87	6	(	(	-LRB-
cord-162105-u0w56xrp	87	7	5	5	LS
cord-162105-u0w56xrp	87	8	)	)	-RRB-
cord-162105-u0w56xrp	87	9	where	where	WRB
cord-162105-u0w56xrp	87	10	According	accord	VBG
cord-162105-u0w56xrp	87	11	to	to	IN
cord-162105-u0w56xrp	87	12	[	[	-LRB-
cord-162105-u0w56xrp	87	13	7	7	CD
cord-162105-u0w56xrp	87	14	]	]	-RRB-
cord-162105-u0w56xrp	87	15	,	,	,
cord-162105-u0w56xrp	87	16	once	once	IN
cord-162105-u0w56xrp	87	17	the	the	DT
cord-162105-u0w56xrp	87	18	model	model	NN
cord-162105-u0w56xrp	87	19	order	order	NN
cord-162105-u0w56xrp	87	20	has	have	VBZ
cord-162105-u0w56xrp	87	21	been	be	VBN
cord-162105-u0w56xrp	87	22	identified	identify	VBN
cord-162105-u0w56xrp	87	23	,	,	,
cord-162105-u0w56xrp	87	24	maximum	maximum	JJ
cord-162105-u0w56xrp	87	25	likelihood	likelihood	NN
cord-162105-u0w56xrp	87	26	was	be	VBD
cord-162105-u0w56xrp	87	27	used	use	VBN
cord-162105-u0w56xrp	87	28	to	to	TO
cord-162105-u0w56xrp	87	29	estimate	estimate	VB
cord-162105-u0w56xrp	87	30	the	the	DT
cord-162105-u0w56xrp	87	31	parameters	parameter	NNS
cord-162105-u0w56xrp	87	32	c	c	NN
cord-162105-u0w56xrp	87	33	,	,	,
cord-162105-u0w56xrp	87	34	φ	φ	NNP
cord-162105-u0w56xrp	87	35	1	1	CD
cord-162105-u0w56xrp	87	36	,	,	,
cord-162105-u0w56xrp	87	37	...	...	NFP
cord-162105-u0w56xrp	87	38	,	,	,
cord-162105-u0w56xrp	87	39	φ	φ	NN
cord-162105-u0w56xrp	87	40	p	p	NN
cord-162105-u0w56xrp	87	41	,	,	,
cord-162105-u0w56xrp	87	42	θ	θ	NN
cord-162105-u0w56xrp	87	43	1	1	CD
cord-162105-u0w56xrp	87	44	,	,	,
cord-162105-u0w56xrp	87	45	...	...	NFP
cord-162105-u0w56xrp	87	46	,	,	,
cord-162105-u0w56xrp	88	1	θ	θ	NNP
cord-162105-u0w56xrp	88	2	q	q	NNP
cord-162105-u0w56xrp	88	3	.	.	.
cord-162105-u0w56xrp	89	1	This	this	DT
cord-162105-u0w56xrp	89	2	method	method	NN
cord-162105-u0w56xrp	89	3	finds	find	VBZ
cord-162105-u0w56xrp	89	4	the	the	DT
cord-162105-u0w56xrp	89	5	values	value	NNS
cord-162105-u0w56xrp	89	6	of	of	IN
cord-162105-u0w56xrp	89	7	the	the	DT
cord-162105-u0w56xrp	89	8	parameters	parameter	NNS
cord-162105-u0w56xrp	89	9	which	which	WDT
cord-162105-u0w56xrp	89	10	maximize	maximize	VBP
cord-162105-u0w56xrp	89	11	the	the	DT
cord-162105-u0w56xrp	89	12	probability	probability	NN
cord-162105-u0w56xrp	89	13	of	of	IN
cord-162105-u0w56xrp	89	14	getting	get	VBG
cord-162105-u0w56xrp	89	15	the	the	DT
cord-162105-u0w56xrp	89	16	data	datum	NNS
cord-162105-u0w56xrp	89	17	that	that	WDT
cord-162105-u0w56xrp	89	18	has	have	VBZ
cord-162105-u0w56xrp	89	19	been	be	VBN
cord-162105-u0w56xrp	89	20	observed	observe	VBN
cord-162105-u0w56xrp	89	21	.	.	.
cord-162105-u0w56xrp	90	1	For	for	IN
cord-162105-u0w56xrp	90	2	SARIMA	SARIMA	NNP
cord-162105-u0w56xrp	90	3	models	model	NNS
cord-162105-u0w56xrp	90	4	,	,	,
cord-162105-u0w56xrp	90	5	the	the	DT
cord-162105-u0w56xrp	90	6	process	process	NN
cord-162105-u0w56xrp	90	7	is	be	VBZ
cord-162105-u0w56xrp	90	8	very	very	RB
cord-162105-u0w56xrp	90	9	similar	similar	JJ
cord-162105-u0w56xrp	90	10	to	to	IN
cord-162105-u0w56xrp	90	11	the	the	DT
cord-162105-u0w56xrp	90	12	least	least	JJS
cord-162105-u0w56xrp	90	13	squares	square	NNS
cord-162105-u0w56xrp	90	14	estimates	estimate	NNS
cord-162105-u0w56xrp	90	15	that	that	WDT
cord-162105-u0w56xrp	90	16	would	would	MD
cord-162105-u0w56xrp	90	17	be	be	VB
cord-162105-u0w56xrp	90	18	obtained	obtain	VBN
cord-162105-u0w56xrp	90	19	by	by	IN
cord-162105-u0w56xrp	90	20	minimizing	minimize	VBG
cord-162105-u0w56xrp	90	21	where	where	WRB
cord-162105-u0w56xrp	90	22	ε	ε	NNP
cord-162105-u0w56xrp	90	23	t	t	NNP
cord-162105-u0w56xrp	90	24	is	be	VBZ
cord-162105-u0w56xrp	90	25	the	the	DT
cord-162105-u0w56xrp	90	26	error	error	NN
cord-162105-u0w56xrp	90	27	term	term	NN
cord-162105-u0w56xrp	90	28	.	.	.
cord-162105-u0w56xrp	91	1	Box−Cox	Box−Cox	NNP
cord-162105-u0w56xrp	92	1	Transformation	transformation	NN
cord-162105-u0w56xrp	92	2	is	be	VBZ
cord-162105-u0w56xrp	92	3	applied	apply	VBN
cord-162105-u0w56xrp	92	4	to	to	TO
cord-162105-u0w56xrp	92	5	stabilize	stabilize	VB
cord-162105-u0w56xrp	92	6	the	the	DT
cord-162105-u0w56xrp	92	7	variance	variance	NN
cord-162105-u0w56xrp	92	8	of	of	IN
cord-162105-u0w56xrp	92	9	a	a	DT
cord-162105-u0w56xrp	92	10	time	time	NN
cord-162105-u0w56xrp	92	11	series	series	NN
cord-162105-u0w56xrp	92	12	.	.	.
cord-162105-u0w56xrp	93	1	It	-PRON-	PRP
cord-162105-u0w56xrp	93	2	is	be	VBZ
cord-162105-u0w56xrp	93	3	a	a	DT
cord-162105-u0w56xrp	93	4	family	family	NN
cord-162105-u0w56xrp	93	5	of	of	IN
cord-162105-u0w56xrp	93	6	transformations	transformation	NNS
cord-162105-u0w56xrp	93	7	that	that	WDT
cord-162105-u0w56xrp	93	8	includes	include	VBZ
cord-162105-u0w56xrp	93	9	logarithms	logarithm	NNS
cord-162105-u0w56xrp	93	10	and	and	CC
cord-162105-u0w56xrp	93	11	power	power	NN
cord-162105-u0w56xrp	93	12	transformation	transformation	NN
cord-162105-u0w56xrp	93	13	which	which	WDT
cord-162105-u0w56xrp	93	14	depend	depend	VBP
cord-162105-u0w56xrp	93	15	on	on	IN
cord-162105-u0w56xrp	93	16	the	the	DT
cord-162105-u0w56xrp	93	17	parameter	parameter	NN
cord-162105-u0w56xrp	93	18	λ	λ	NN
cord-162105-u0w56xrp	93	19	and	and	CC
cord-162105-u0w56xrp	93	20	are	be	VBP
cord-162105-u0w56xrp	93	21	defined	define	VBN
cord-162105-u0w56xrp	93	22	as	as	IN
cord-162105-u0w56xrp	93	23	follows	follow	VBZ
cord-162105-u0w56xrp	93	24	[	[	-LRB-
cord-162105-u0w56xrp	93	25	8	8	CD
cord-162105-u0w56xrp	93	26	]	]	-RRB-
cord-162105-u0w56xrp	93	27	 	 	_SP
cord-162105-u0w56xrp	93	28	where	where	WRB
cord-162105-u0w56xrp	93	29	y	y	NNP
cord-162105-u0w56xrp	93	30	i	i	PRP
cord-162105-u0w56xrp	93	31	is	be	VBZ
cord-162105-u0w56xrp	93	32	the	the	DT
cord-162105-u0w56xrp	93	33	original	original	JJ
cord-162105-u0w56xrp	93	34	time	time	NN
cord-162105-u0w56xrp	93	35	series	series	NN
cord-162105-u0w56xrp	93	36	values	value	NNS
cord-162105-u0w56xrp	93	37	,	,	,
cord-162105-u0w56xrp	93	38	w	w	NNP
cord-162105-u0w56xrp	93	39	i	i	PRP
cord-162105-u0w56xrp	93	40	is	be	VBZ
cord-162105-u0w56xrp	93	41	the	the	DT
cord-162105-u0w56xrp	93	42	transformed	transform	VBN
cord-162105-u0w56xrp	93	43	time	time	NN
cord-162105-u0w56xrp	93	44	series	series	NN
cord-162105-u0w56xrp	93	45	values	value	NNS
cord-162105-u0w56xrp	93	46	using	use	VBG
cord-162105-u0w56xrp	93	47	Box	Box	NNP
cord-162105-u0w56xrp	93	48	-	-	HYPH
cord-162105-u0w56xrp	93	49	Cox	Cox	NNP
cord-162105-u0w56xrp	93	50	,	,	,
cord-162105-u0w56xrp	93	51	and	and	CC
cord-162105-u0w56xrp	93	52	λ	λ	NN
cord-162105-u0w56xrp	93	53	is	be	VBZ
cord-162105-u0w56xrp	93	54	the	the	DT
cord-162105-u0w56xrp	93	55	parameter	parameter	NN
cord-162105-u0w56xrp	93	56	for	for	IN
cord-162105-u0w56xrp	93	57	the	the	DT
cord-162105-u0w56xrp	93	58	transformation	transformation	NN
cord-162105-u0w56xrp	93	59	.	.	.
cord-162105-u0w56xrp	94	1	R	r	NN
cord-162105-u0w56xrp	94	2	is	be	VBZ
cord-162105-u0w56xrp	94	3	a	a	DT
cord-162105-u0w56xrp	94	4	programming	programming	NN
cord-162105-u0w56xrp	94	5	language	language	NN
cord-162105-u0w56xrp	94	6	and	and	CC
cord-162105-u0w56xrp	94	7	free	free	JJ
cord-162105-u0w56xrp	94	8	software	software	NN
cord-162105-u0w56xrp	94	9	environment	environment	NN
cord-162105-u0w56xrp	94	10	for	for	IN
cord-162105-u0w56xrp	94	11	statistical	statistical	JJ
cord-162105-u0w56xrp	94	12	computing	computing	NN
cord-162105-u0w56xrp	94	13	and	and	CC
cord-162105-u0w56xrp	94	14	graphics	graphic	NNS
cord-162105-u0w56xrp	94	15	that	that	WDT
cord-162105-u0w56xrp	94	16	is	be	VBZ
cord-162105-u0w56xrp	94	17	supported	support	VBN
cord-162105-u0w56xrp	94	18	by	by	IN
cord-162105-u0w56xrp	94	19	the	the	DT
cord-162105-u0w56xrp	94	20	R	R	NNP
cord-162105-u0w56xrp	94	21	Foundation	Foundation	NNP
cord-162105-u0w56xrp	94	22	for	for	IN
cord-162105-u0w56xrp	94	23	Statistical	Statistical	NNP
cord-162105-u0w56xrp	94	24	Computing	Computing	NNP
cord-162105-u0w56xrp	94	25	[	[	-LRB-
cord-162105-u0w56xrp	94	26	9	9	CD
cord-162105-u0w56xrp	94	27	]	]	-RRB-
cord-162105-u0w56xrp	94	28	.	.	.
cord-162105-u0w56xrp	95	1	R	r	NN
cord-162105-u0w56xrp	95	2	includes	include	VBZ
cord-162105-u0w56xrp	95	3	linear	linear	JJ
cord-162105-u0w56xrp	95	4	and	and	CC
cord-162105-u0w56xrp	95	5	nonlinear	nonlinear	JJ
cord-162105-u0w56xrp	95	6	modeling	modeling	NN
cord-162105-u0w56xrp	95	7	,	,	,
cord-162105-u0w56xrp	95	8	classical	classical	JJ
cord-162105-u0w56xrp	95	9	statistical	statistical	JJ
cord-162105-u0w56xrp	95	10	tests	test	NNS
cord-162105-u0w56xrp	95	11	,	,	,
cord-162105-u0w56xrp	95	12	time	time	NN
cord-162105-u0w56xrp	95	13	-	-	HYPH
cord-162105-u0w56xrp	95	14	series	series	NN
cord-162105-u0w56xrp	95	15	analysis	analysis	NN
cord-162105-u0w56xrp	95	16	,	,	,
cord-162105-u0w56xrp	95	17	classification	classification	NN
cord-162105-u0w56xrp	95	18	modeling	modeling	NN
cord-162105-u0w56xrp	95	19	,	,	,
cord-162105-u0w56xrp	95	20	clustering	clustering	NN
cord-162105-u0w56xrp	95	21	,	,	,
cord-162105-u0w56xrp	95	22	etc	etc	FW
cord-162105-u0w56xrp	95	23	.	.	.
cord-162105-u0w56xrp	96	1	The	the	DT
cord-162105-u0w56xrp	96	2	'	'	``
cord-162105-u0w56xrp	96	3	forecast	forecast	NN
cord-162105-u0w56xrp	96	4	'	'	''
cord-162105-u0w56xrp	96	5	package	package	NN
cord-162105-u0w56xrp	96	6	[	[	-LRB-
cord-162105-u0w56xrp	96	7	7	7	CD
cord-162105-u0w56xrp	96	8	]	]	-RRB-
cord-162105-u0w56xrp	96	9	was	be	VBD
cord-162105-u0w56xrp	96	10	utilized	utilize	VBN
cord-162105-u0w56xrp	96	11	to	to	TO
cord-162105-u0w56xrp	96	12	generate	generate	VB
cord-162105-u0w56xrp	96	13	time	time	NN
cord-162105-u0w56xrp	96	14	series	series	NN
cord-162105-u0w56xrp	96	15	plots	plot	NNS
cord-162105-u0w56xrp	96	16	,	,	,
cord-162105-u0w56xrp	96	17	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	96	18	function	function	NN
cord-162105-u0w56xrp	96	19	/	/	SYM
cord-162105-u0w56xrp	96	20	partial	partial	JJ
cord-162105-u0w56xrp	96	21	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	96	22	function	function	NN
cord-162105-u0w56xrp	96	23	plots	plot	NNS
cord-162105-u0w56xrp	96	24	,	,	,
cord-162105-u0w56xrp	96	25	and	and	CC
cord-162105-u0w56xrp	96	26	forecasting	forecasting	NN
cord-162105-u0w56xrp	96	27	.	.	.
cord-162105-u0w56xrp	97	1	Also	also	RB
cord-162105-u0w56xrp	97	2	,	,	,
cord-162105-u0w56xrp	97	3	the	the	DT
cord-162105-u0w56xrp	97	4	'	'	``
cord-162105-u0w56xrp	97	5	tseries	tserie	NNS
cord-162105-u0w56xrp	97	6	'	'	POS
cord-162105-u0w56xrp	97	7	package	package	NN
cord-162105-u0w56xrp	97	8	[	[	-LRB-
cord-162105-u0w56xrp	97	9	10	10	CD
cord-162105-u0w56xrp	97	10	]	]	-RRB-
cord-162105-u0w56xrp	97	11	was	be	VBD
cord-162105-u0w56xrp	97	12	used	use	VBN
cord-162105-u0w56xrp	97	13	to	to	TO
cord-162105-u0w56xrp	97	14	perform	perform	VB
cord-162105-u0w56xrp	97	15	Augmented	augment	VBN
cord-162105-u0w56xrp	97	16	Dickey	Dickey	NNP
cord-162105-u0w56xrp	97	17	-	-	HYPH
cord-162105-u0w56xrp	97	18	Fuller	Fuller	NNP
cord-162105-u0w56xrp	97	19	(	(	-LRB-
cord-162105-u0w56xrp	97	20	ADF	ADF	NNP
cord-162105-u0w56xrp	97	21	)	)	-RRB-
cord-162105-u0w56xrp	97	22	to	to	TO
cord-162105-u0w56xrp	97	23	test	test	VB
cord-162105-u0w56xrp	97	24	stationarity	stationarity	NN
cord-162105-u0w56xrp	97	25	.	.	.
cord-162105-u0w56xrp	98	1	Moreover	moreover	RB
cord-162105-u0w56xrp	98	2	,	,	,
cord-162105-u0w56xrp	98	3	the	the	DT
cord-162105-u0w56xrp	98	4	'	'	``
cord-162105-u0w56xrp	98	5	lmtest	lmt	JJS
cord-162105-u0w56xrp	98	6	'	'	''
cord-162105-u0w56xrp	98	7	package	package	NN
cord-162105-u0w56xrp	98	8	[	[	-LRB-
cord-162105-u0w56xrp	98	9	11	11	CD
cord-162105-u0w56xrp	98	10	]	]	-RRB-
cord-162105-u0w56xrp	98	11	was	be	VBD
cord-162105-u0w56xrp	98	12	used	use	VBN
cord-162105-u0w56xrp	98	13	to	to	TO
cord-162105-u0w56xrp	98	14	test	test	VB
cord-162105-u0w56xrp	98	15	the	the	DT
cord-162105-u0w56xrp	98	16	parameters	parameter	NNS
cord-162105-u0w56xrp	98	17	of	of	IN
cord-162105-u0w56xrp	98	18	the	the	DT
cord-162105-u0w56xrp	98	19	SARIMA	SARIMA	NNP
cord-162105-u0w56xrp	98	20	model	model	NN
cord-162105-u0w56xrp	98	21	.	.	.
cord-162105-u0w56xrp	99	1	Finally	finally	RB
cord-162105-u0w56xrp	99	2	,	,	,
cord-162105-u0w56xrp	99	3	the	the	DT
cord-162105-u0w56xrp	99	4	'	'	``
cord-162105-u0w56xrp	99	5	ggplot2	ggplot2	NN
cord-162105-u0w56xrp	99	6	'	'	''
cord-162105-u0w56xrp	99	7	[	[	-LRB-
cord-162105-u0w56xrp	99	8	12	12	CD
cord-162105-u0w56xrp	99	9	]	]	-RRB-
cord-162105-u0w56xrp	99	10	,	,	,
cord-162105-u0w56xrp	99	11	'	'	``
cord-162105-u0w56xrp	99	12	tidyr	tidyr	NNP
cord-162105-u0w56xrp	99	13	'	'	''
cord-162105-u0w56xrp	99	14	[	[	-LRB-
cord-162105-u0w56xrp	99	15	13	13	CD
cord-162105-u0w56xrp	99	16	]	]	-RRB-
cord-162105-u0w56xrp	99	17	,	,	,
cord-162105-u0w56xrp	99	18	and	and	CC
cord-162105-u0w56xrp	99	19	'	'	``
cord-162105-u0w56xrp	99	20	dplyr	dplyr	NNS
cord-162105-u0w56xrp	99	21	'	'	''
cord-162105-u0w56xrp	99	22	[	[	-LRB-
cord-162105-u0w56xrp	99	23	14	14	CD
cord-162105-u0w56xrp	99	24	]	]	-RRB-
cord-162105-u0w56xrp	99	25	were	be	VBD
cord-162105-u0w56xrp	99	26	used	use	VBN
cord-162105-u0w56xrp	99	27	to	to	TO
cord-162105-u0w56xrp	99	28	plot	plot	VB
cord-162105-u0w56xrp	99	29	time	time	NN
cord-162105-u0w56xrp	99	30	series	series	NNP
cord-162105-u0w56xrp	99	31	data	datum	NNS
cord-162105-u0w56xrp	99	32	considered	consider	VBN
cord-162105-u0w56xrp	99	33	during	during	IN
cord-162105-u0w56xrp	99	34	the	the	DT
cord-162105-u0w56xrp	99	35	conduct	conduct	NN
cord-162105-u0w56xrp	99	36	of	of	IN
cord-162105-u0w56xrp	99	37	the	the	DT
cord-162105-u0w56xrp	99	38	research	research	NN
cord-162105-u0w56xrp	99	39	.	.	.
cord-162105-u0w56xrp	100	1	Line	line	NN
cord-162105-u0w56xrp	100	2	plot	plot	NN
cord-162105-u0w56xrp	100	3	was	be	VBD
cord-162105-u0w56xrp	100	4	used	use	VBN
cord-162105-u0w56xrp	100	5	to	to	TO
cord-162105-u0w56xrp	100	6	describe	describe	VB
cord-162105-u0w56xrp	100	7	the	the	DT
cord-162105-u0w56xrp	100	8	behavior	behavior	NN
cord-162105-u0w56xrp	100	9	of	of	IN
cord-162105-u0w56xrp	100	10	the	the	DT
cord-162105-u0w56xrp	100	11	monthly	monthly	JJ
cord-162105-u0w56xrp	100	12	foreign	foreign	JJ
cord-162105-u0w56xrp	100	13	visitor	visitor	NN
cord-162105-u0w56xrp	100	14	arrivals	arrival	NNS
cord-162105-u0w56xrp	100	15	in	in	IN
cord-162105-u0w56xrp	100	16	the	the	DT
cord-162105-u0w56xrp	100	17	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	100	18	.	.	.
cord-162105-u0w56xrp	101	1	Figure	figure	NN
cord-162105-u0w56xrp	101	2	1	1	CD
cord-162105-u0w56xrp	101	3	shows	show	VBZ
cord-162105-u0w56xrp	101	4	that	that	IN
cord-162105-u0w56xrp	101	5	there	there	EX
cord-162105-u0w56xrp	101	6	is	be	VBZ
cord-162105-u0w56xrp	101	7	an	an	DT
cord-162105-u0w56xrp	101	8	increasing	increase	VBG
cord-162105-u0w56xrp	101	9	trend	trend	NN
cord-162105-u0w56xrp	101	10	and	and	CC
cord-162105-u0w56xrp	101	11	a	a	DT
cord-162105-u0w56xrp	101	12	seasonality	seasonality	NN
cord-162105-u0w56xrp	101	13	pattern	pattern	NN
cord-162105-u0w56xrp	101	14	in	in	IN
cord-162105-u0w56xrp	101	15	the	the	DT
cord-162105-u0w56xrp	101	16	time	time	NN
cord-162105-u0w56xrp	101	17	series	series	NN
cord-162105-u0w56xrp	101	18	.	.	.
cord-162105-u0w56xrp	102	1	Specifically	specifically	RB
cord-162105-u0w56xrp	102	2	,	,	,
cord-162105-u0w56xrp	102	3	there	there	EX
cord-162105-u0w56xrp	102	4	is	be	VBZ
cord-162105-u0w56xrp	102	5	a	a	DT
cord-162105-u0w56xrp	102	6	seasonal	seasonal	JJ
cord-162105-u0w56xrp	102	7	increase	increase	NN
cord-162105-u0w56xrp	102	8	in	in	IN
cord-162105-u0w56xrp	102	9	monthly	monthly	JJ
cord-162105-u0w56xrp	102	10	foreign	foreign	JJ
cord-162105-u0w56xrp	102	11	visitor	visitor	NN
cord-162105-u0w56xrp	102	12	arrivals	arrival	NNS
cord-162105-u0w56xrp	102	13	every	every	DT
cord-162105-u0w56xrp	102	14	December	December	NNP
cord-162105-u0w56xrp	102	15	and	and	CC
cord-162105-u0w56xrp	102	16	a	a	DT
cord-162105-u0w56xrp	102	17	seasonal	seasonal	JJ
cord-162105-u0w56xrp	102	18	decrease	decrease	NN
cord-162105-u0w56xrp	102	19	every	every	DT
cord-162105-u0w56xrp	102	20	September	September	NNP
cord-162105-u0w56xrp	102	21	.	.	.
cord-162105-u0w56xrp	103	1	These	these	DT
cord-162105-u0w56xrp	103	2	patterns	pattern	NNS
cord-162105-u0w56xrp	103	3	suggest	suggest	VBP
cord-162105-u0w56xrp	103	4	a	a	DT
cord-162105-u0w56xrp	103	5	seasonal	seasonal	JJ
cord-162105-u0w56xrp	103	6	autoregressive	autoregressive	NN
cord-162105-u0w56xrp	103	7	integrated	integrate	VBN
cord-162105-u0w56xrp	103	8	moving	move	VBG
cord-162105-u0w56xrp	103	9	average	average	JJ
cord-162105-u0w56xrp	103	10	(	(	-LRB-
cord-162105-u0w56xrp	103	11	SARIMA	SARIMA	NNP
cord-162105-u0w56xrp	103	12	)	)	-RRB-
cord-162105-u0w56xrp	103	13	approach	approach	NN
cord-162105-u0w56xrp	103	14	in	in	IN
cord-162105-u0w56xrp	103	15	modeling	model	VBG
cord-162105-u0w56xrp	103	16	and	and	CC
cord-162105-u0w56xrp	103	17	forecasting	forecast	VBG
cord-162105-u0w56xrp	103	18	the	the	DT
cord-162105-u0w56xrp	103	19	monthly	monthly	JJ
cord-162105-u0w56xrp	103	20	foreign	foreign	JJ
cord-162105-u0w56xrp	103	21	visitor	visitor	NN
cord-162105-u0w56xrp	103	22	arrivals	arrival	NNS
cord-162105-u0w56xrp	103	23	in	in	IN
cord-162105-u0w56xrp	103	24	the	the	DT
cord-162105-u0w56xrp	103	25	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	103	26	.	.	.
cord-162105-u0w56xrp	104	1	Akaike	Akaike	NNP
cord-162105-u0w56xrp	104	2	Information	Information	NNP
cord-162105-u0w56xrp	104	3	Criterion	Criterion	NNP
cord-162105-u0w56xrp	104	4	and	and	CC
cord-162105-u0w56xrp	104	5	Root	Root	NNP
cord-162105-u0w56xrp	104	6	Mean	Mean	NNP
cord-162105-u0w56xrp	104	7	Squared	Squared	NNP
cord-162105-u0w56xrp	104	8	Error	Error	NNP
cord-162105-u0w56xrp	104	9	were	be	VBD
cord-162105-u0w56xrp	104	10	used	use	VBN
cord-162105-u0w56xrp	104	11	to	to	TO
cord-162105-u0w56xrp	104	12	identify	identify	VB
cord-162105-u0w56xrp	104	13	which	which	WDT
cord-162105-u0w56xrp	104	14	model	model	NN
cord-162105-u0w56xrp	104	15	was	be	VBD
cord-162105-u0w56xrp	104	16	used	use	VBN
cord-162105-u0w56xrp	104	17	to	to	TO
cord-162105-u0w56xrp	104	18	model	model	VB
cord-162105-u0w56xrp	104	19	and	and	CC
cord-162105-u0w56xrp	104	20	forecast	forecast	VB
cord-162105-u0w56xrp	104	21	the	the	DT
cord-162105-u0w56xrp	104	22	monthly	monthly	JJ
cord-162105-u0w56xrp	104	23	foreign	foreign	JJ
cord-162105-u0w56xrp	104	24	visitor	visitor	NN
cord-162105-u0w56xrp	104	25	arrivals	arrival	NNS
cord-162105-u0w56xrp	104	26	in	in	IN
cord-162105-u0w56xrp	104	27	the	the	DT
cord-162105-u0w56xrp	104	28	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	104	29	.	.	.
cord-162105-u0w56xrp	105	1	Table	table	NN
cord-162105-u0w56xrp	105	2	1	1	CD
cord-162105-u0w56xrp	105	3	shows	show	VBZ
cord-162105-u0w56xrp	105	4	the	the	DT
cord-162105-u0w56xrp	105	5	top	top	JJ
cord-162105-u0w56xrp	105	6	two	two	CD
cord-162105-u0w56xrp	105	7	SARIMA	SARIMA	NNP
cord-162105-u0w56xrp	105	8	models	model	NNS
cord-162105-u0w56xrp	105	9	based	base	VBN
cord-162105-u0w56xrp	105	10	on	on	IN
cord-162105-u0w56xrp	105	11	AIC	AIC	NNP
cord-162105-u0w56xrp	105	12	generated	generate	VBD
cord-162105-u0w56xrp	105	13	using	use	VBG
cord-162105-u0w56xrp	105	14	R.	R.	NNP
cord-162105-u0w56xrp	105	15	ARIMA	ARIMA	NNP
cord-162105-u0w56xrp	105	16	(	(	-LRB-
cord-162105-u0w56xrp	105	17	1,1,1)×(1,0,1	1,1,1)×(1,0,1	CD
cord-162105-u0w56xrp	105	18	)	)	-RRB-
cord-162105-u0w56xrp	105	19	12	12	CD
cord-162105-u0w56xrp	105	20	has	have	VBZ
cord-162105-u0w56xrp	105	21	the	the	DT
cord-162105-u0w56xrp	105	22	lowest	low	JJS
cord-162105-u0w56xrp	105	23	AIC	AIC	NNP
cord-162105-u0w56xrp	105	24	with	with	IN
cord-162105-u0w56xrp	105	25	a	a	DT
cord-162105-u0w56xrp	105	26	value	value	NN
cord-162105-u0w56xrp	105	27	of	of	IN
cord-162105-u0w56xrp	105	28	−414.56	−414.56	NNP
cord-162105-u0w56xrp	105	29	which	which	WDT
cord-162105-u0w56xrp	105	30	is	be	VBZ
cord-162105-u0w56xrp	105	31	followed	follow	VBN
cord-162105-u0w56xrp	105	32	by	by	IN
cord-162105-u0w56xrp	105	33	ARIMA	ARIMA	NNP
cord-162105-u0w56xrp	105	34	(	(	-LRB-
cord-162105-u0w56xrp	105	35	1,1,1)×(1,0,1	1,1,1)×(1,0,1	CD
cord-162105-u0w56xrp	105	36	)	)	-RRB-
cord-162105-u0w56xrp	105	37	12	12	CD
cord-162105-u0w56xrp	105	38	with	with	IN
cord-162105-u0w56xrp	105	39	an	an	DT
cord-162105-u0w56xrp	105	40	AIC	AIC	NNP
cord-162105-u0w56xrp	105	41	value	value	NN
cord-162105-u0w56xrp	105	42	of	of	IN
cord-162105-u0w56xrp	105	43	−414.51	−414.51	NN
cord-162105-u0w56xrp	105	44	.	.	.
cord-162105-u0w56xrp	106	1	Model	model	NN
cord-162105-u0w56xrp	106	2	estimation	estimation	NN
cord-162105-u0w56xrp	106	3	was	be	VBD
cord-162105-u0w56xrp	106	4	performed	perform	VBN
cord-162105-u0w56xrp	106	5	on	on	IN
cord-162105-u0w56xrp	106	6	both	both	DT
cord-162105-u0w56xrp	106	7	models	model	NNS
cord-162105-u0w56xrp	106	8	and	and	CC
cord-162105-u0w56xrp	106	9	generated	generate	VBD
cord-162105-u0w56xrp	106	10	significant	significant	JJ
cord-162105-u0w56xrp	106	11	parameters	parameter	NNS
cord-162105-u0w56xrp	106	12	for	for	IN
cord-162105-u0w56xrp	106	13	both	both	DT
cord-162105-u0w56xrp	106	14	models	model	NNS
cord-162105-u0w56xrp	106	15	(	(	-LRB-
cord-162105-u0w56xrp	106	16	refer	refer	VBP
cord-162105-u0w56xrp	106	17	to	to	IN
cord-162105-u0w56xrp	106	18	Appendix	Appendix	NNP
cord-162105-u0w56xrp	106	19	A.2	A.2	NNP
cord-162105-u0w56xrp	106	20	)	)	-RRB-
cord-162105-u0w56xrp	106	21	.	.	.
cord-162105-u0w56xrp	107	1	Moreover	moreover	RB
cord-162105-u0w56xrp	107	2	,	,	,
cord-162105-u0w56xrp	107	3	diagnostic	diagnostic	JJ
cord-162105-u0w56xrp	107	4	checking	checking	NN
cord-162105-u0w56xrp	107	5	was	be	VBD
cord-162105-u0w56xrp	107	6	performed	perform	VBN
cord-162105-u0w56xrp	107	7	to	to	TO
cord-162105-u0w56xrp	107	8	assess	assess	VB
cord-162105-u0w56xrp	107	9	the	the	DT
cord-162105-u0w56xrp	107	10	model	model	NN
cord-162105-u0w56xrp	107	11	.	.	.
cord-162105-u0w56xrp	108	1	Both	both	DT
cord-162105-u0w56xrp	108	2	models	model	NNS
cord-162105-u0w56xrp	108	3	passed	pass	VBD
cord-162105-u0w56xrp	108	4	the	the	DT
cord-162105-u0w56xrp	108	5	checks	check	NNS
cord-162105-u0w56xrp	108	6	using	use	VBG
cord-162105-u0w56xrp	108	7	residual	residual	JJ
cord-162105-u0w56xrp	108	8	versus	versus	IN
cord-162105-u0w56xrp	108	9	time	time	NN
cord-162105-u0w56xrp	108	10	plot	plot	NN
cord-162105-u0w56xrp	108	11	,	,	,
cord-162105-u0w56xrp	108	12	residual	residual	JJ
cord-162105-u0w56xrp	108	13	versus	versus	FW
cord-162105-u0w56xrp	108	14	fitted	fitted	JJ
cord-162105-u0w56xrp	108	15	plot	plot	NN
cord-162105-u0w56xrp	108	16	,	,	,
cord-162105-u0w56xrp	108	17	normal	normal	JJ
cord-162105-u0w56xrp	108	18	Q	q	NN
cord-162105-u0w56xrp	108	19	-	-	HYPH
cord-162105-u0w56xrp	108	20	Q	Q	NNP
cord-162105-u0w56xrp	108	21	plot	plot	NN
cord-162105-u0w56xrp	108	22	,	,	,
cord-162105-u0w56xrp	108	23	ACF	ACF	NNP
cord-162105-u0w56xrp	108	24	graph	graph	NN
cord-162105-u0w56xrp	108	25	,	,	,
cord-162105-u0w56xrp	108	26	PACF	PACF	NNP
cord-162105-u0w56xrp	108	27	graphs	graph	NNS
cord-162105-u0w56xrp	108	28	,	,	,
cord-162105-u0w56xrp	108	29	Ljung	Ljung	NNP
cord-162105-u0w56xrp	108	30	-	-	HYPH
cord-162105-u0w56xrp	108	31	Box	Box	NNP
cord-162105-u0w56xrp	108	32	test	test	NN
cord-162105-u0w56xrp	108	33	,	,	,
cord-162105-u0w56xrp	108	34	and	and	CC
cord-162105-u0w56xrp	108	35	Shapiro	Shapiro	NNP
cord-162105-u0w56xrp	108	36	-	-	HYPH
cord-162105-u0w56xrp	108	37	Wilk	Wilk	NNP
cord-162105-u0w56xrp	108	38	test	test	NN
cord-162105-u0w56xrp	108	39	(	(	-LRB-
cord-162105-u0w56xrp	108	40	refer	refer	VB
cord-162105-u0w56xrp	108	41	to	to	IN
cord-162105-u0w56xrp	108	42	Appendix	Appendix	NNP
cord-162105-u0w56xrp	108	43	A.3	A.3	NNP
cord-162105-u0w56xrp	108	44	)	)	-RRB-
cord-162105-u0w56xrp	108	45	.	.	.
cord-162105-u0w56xrp	109	1	Finally	finally	RB
cord-162105-u0w56xrp	109	2	,	,	,
cord-162105-u0w56xrp	109	3	forecast	forecast	NN
cord-162105-u0w56xrp	109	4	evaluation	evaluation	NN
cord-162105-u0w56xrp	109	5	was	be	VBD
cord-162105-u0w56xrp	109	6	performed	perform	VBN
cord-162105-u0w56xrp	109	7	to	to	TO
cord-162105-u0w56xrp	109	8	measure	measure	VB
cord-162105-u0w56xrp	109	9	the	the	DT
cord-162105-u0w56xrp	109	10	accuracy	accuracy	NN
cord-162105-u0w56xrp	109	11	of	of	IN
cord-162105-u0w56xrp	109	12	the	the	DT
cord-162105-u0w56xrp	109	13	model	model	NN
cord-162105-u0w56xrp	109	14	using	use	VBG
cord-162105-u0w56xrp	109	15	an	an	DT
cord-162105-u0w56xrp	109	16	out	out	IN
cord-162105-u0w56xrp	109	17	-	-	HYPH
cord-162105-u0w56xrp	109	18	of	of	IN
cord-162105-u0w56xrp	109	19	-	-	HYPH
cord-162105-u0w56xrp	109	20	sample	sample	NN
cord-162105-u0w56xrp	109	21	data	datum	NNS
cord-162105-u0w56xrp	109	22	set	set	NN
cord-162105-u0w56xrp	109	23	(	(	-LRB-
cord-162105-u0w56xrp	109	24	refer	refer	VB
cord-162105-u0w56xrp	109	25	to	to	IN
cord-162105-u0w56xrp	109	26	Appendix	Appendix	NNP
cord-162105-u0w56xrp	109	27	A.4	A.4	NNP
cord-162105-u0w56xrp	109	28	)	)	-RRB-
cord-162105-u0w56xrp	109	29	.	.	.
cord-162105-u0w56xrp	110	1	ARIMA	ARIMA	NNP
cord-162105-u0w56xrp	110	2	(	(	-LRB-
cord-162105-u0w56xrp	110	3	1,1,1)×(1,0,1	1,1,1)×(1,0,1	CD
cord-162105-u0w56xrp	110	4	)	)	-RRB-
cord-162105-u0w56xrp	111	1	12	12	CD
cord-162105-u0w56xrp	111	2	produced	produce	VBD
cord-162105-u0w56xrp	111	3	the	the	DT
cord-162105-u0w56xrp	111	4	lowest	low	JJS
cord-162105-u0w56xrp	111	5	RMSE	rmse	NN
cord-162105-u0w56xrp	111	6	relative	relative	NN
cord-162105-u0w56xrp	111	7	to	to	IN
cord-162105-u0w56xrp	111	8	ARIMA	ARIMA	NNP
cord-162105-u0w56xrp	111	9	(	(	-LRB-
cord-162105-u0w56xrp	111	10	0,1,2)×(1,0,1	0,1,2)×(1,0,1	CD
cord-162105-u0w56xrp	111	11	)	)	-RRB-
cord-162105-u0w56xrp	112	1	12	12	CD
cord-162105-u0w56xrp	112	2	.	.	.
cord-162105-u0w56xrp	113	1	Hence	hence	RB
cord-162105-u0w56xrp	113	2	,	,	,
cord-162105-u0w56xrp	113	3	the	the	DT
cord-162105-u0w56xrp	113	4	former	former	JJ
cord-162105-u0w56xrp	113	5	was	be	VBD
cord-162105-u0w56xrp	113	6	used	use	VBN
cord-162105-u0w56xrp	113	7	to	to	TO
cord-162105-u0w56xrp	113	8	forecast	forecast	VB
cord-162105-u0w56xrp	113	9	the	the	DT
cord-162105-u0w56xrp	113	10	monthly	monthly	JJ
cord-162105-u0w56xrp	113	11	foreign	foreign	JJ
cord-162105-u0w56xrp	113	12	visitor	visitor	NN
cord-162105-u0w56xrp	113	13	arrivals	arrival	NNS
cord-162105-u0w56xrp	113	14	in	in	IN
cord-162105-u0w56xrp	113	15	the	the	DT
cord-162105-u0w56xrp	113	16	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	113	17	.	.	.
cord-162105-u0w56xrp	114	1	ing	e	VBG
cord-162105-u0w56xrp	114	2	the	the	DT
cord-162105-u0w56xrp	114	3	COVID-19	COVID-19	NNP
cord-162105-u0w56xrp	114	4	Pandemic	Pandemic	NNP
cord-162105-u0w56xrp	114	5	Crisis	Crisis	NNP
cord-162105-u0w56xrp	114	6	Figure	Figure	NNP
cord-162105-u0w56xrp	114	7	2	2	CD
cord-162105-u0w56xrp	114	8	shows	show	VBZ
cord-162105-u0w56xrp	114	9	the	the	DT
cord-162105-u0w56xrp	114	10	estimated	estimate	VBN
cord-162105-u0w56xrp	114	11	earnings	earning	NNS
cord-162105-u0w56xrp	114	12	loss	loss	NN
cord-162105-u0w56xrp	114	13	(	(	-LRB-
cord-162105-u0w56xrp	114	14	in	in	IN
cord-162105-u0w56xrp	114	15	billion	billion	CD
cord-162105-u0w56xrp	114	16	pesos	peso	NNS
cord-162105-u0w56xrp	114	17	)	)	-RRB-
cord-162105-u0w56xrp	114	18	of	of	IN
cord-162105-u0w56xrp	114	19	the	the	DT
cord-162105-u0w56xrp	114	20	tourism	tourism	NN
cord-162105-u0w56xrp	114	21	industry	industry	NN
cord-162105-u0w56xrp	114	22	of	of	IN
cord-162105-u0w56xrp	114	23	the	the	DT
cord-162105-u0w56xrp	114	24	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	114	25	every	every	DT
cord-162105-u0w56xrp	114	26	month	month	NN
cord-162105-u0w56xrp	114	27	from	from	IN
cord-162105-u0w56xrp	114	28	April	April	NNP
cord-162105-u0w56xrp	114	29	2020	2020	CD
cord-162105-u0w56xrp	114	30	to	to	IN
cord-162105-u0w56xrp	114	31	December	December	NNP
cord-162105-u0w56xrp	114	32	2020	2020	CD
cord-162105-u0w56xrp	114	33	.	.	.
cord-162105-u0w56xrp	115	1	According	accord	VBG
cord-162105-u0w56xrp	115	2	to	to	IN
cord-162105-u0w56xrp	115	3	the	the	DT
cord-162105-u0w56xrp	115	4	Department	Department	NNP
cord-162105-u0w56xrp	115	5	of	of	IN
cord-162105-u0w56xrp	115	6	Tourism	Tourism	NNP
cord-162105-u0w56xrp	115	7	,	,	,
cord-162105-u0w56xrp	115	8	the	the	DT
cord-162105-u0w56xrp	115	9	Average	Average	NNP
cord-162105-u0w56xrp	115	10	Daily	Daily	NNP
cord-162105-u0w56xrp	115	11	Expenditure	Expenditure	NNP
cord-162105-u0w56xrp	115	12	(	(	-LRB-
cord-162105-u0w56xrp	115	13	ADE	ADE	NNP
cord-162105-u0w56xrp	115	14	)	)	-RRB-
cord-162105-u0w56xrp	115	15	for	for	IN
cord-162105-u0w56xrp	115	16	the	the	DT
cord-162105-u0w56xrp	115	17	month	month	NN
cord-162105-u0w56xrp	115	18	in	in	IN
cord-162105-u0w56xrp	115	19	review	review	NN
cord-162105-u0w56xrp	115	20	is	be	VBZ
cord-162105-u0w56xrp	115	21	P	p	NN
cord-162105-u0w56xrp	115	22	8,423.98	8,423.98	CD
cord-162105-u0w56xrp	115	23	and	and	CC
cord-162105-u0w56xrp	115	24	the	the	DT
cord-162105-u0w56xrp	115	25	Average	average	JJ
cord-162105-u0w56xrp	115	26	Length	length	NN
cord-162105-u0w56xrp	115	27	of	of	IN
cord-162105-u0w56xrp	115	28	Stay	stay	VB
cord-162105-u0w56xrp	115	29	(	(	-LRB-
cord-162105-u0w56xrp	115	30	ALoS	ALoS	NNP
cord-162105-u0w56xrp	115	31	)	)	-RRB-
cord-162105-u0w56xrp	115	32	of	of	IN
cord-162105-u0w56xrp	115	33	tourists	tourist	NNS
cord-162105-u0w56xrp	115	34	in	in	IN
cord-162105-u0w56xrp	115	35	the	the	DT
cord-162105-u0w56xrp	115	36	country	country	NN
cord-162105-u0w56xrp	115	37	is	be	VBZ
cord-162105-u0w56xrp	115	38	recorded	record	VBN
cord-162105-u0w56xrp	115	39	at	at	IN
cord-162105-u0w56xrp	115	40	7.11	7.11	CD
cord-162105-u0w56xrp	115	41	nights	night	NNS
cord-162105-u0w56xrp	115	42	.	.	.
cord-162105-u0w56xrp	116	1	The	the	DT
cord-162105-u0w56xrp	116	2	figures	figure	NNS
cord-162105-u0w56xrp	116	3	were	be	VBD
cord-162105-u0w56xrp	116	4	generated	generate	VBN
cord-162105-u0w56xrp	116	5	by	by	IN
cord-162105-u0w56xrp	116	6	multiplying	multiply	VBG
cord-162105-u0w56xrp	116	7	the	the	DT
cord-162105-u0w56xrp	116	8	forecasted	forecast	VBN
cord-162105-u0w56xrp	116	9	monthly	monthly	JJ
cord-162105-u0w56xrp	116	10	foreign	foreign	JJ
cord-162105-u0w56xrp	116	11	visitor	visitor	NN
cord-162105-u0w56xrp	116	12	arrivals	arrival	NNS
cord-162105-u0w56xrp	116	13	,	,	,
cord-162105-u0w56xrp	116	14	ADE	ADE	NNP
cord-162105-u0w56xrp	116	15	,	,	,
cord-162105-u0w56xrp	116	16	and	and	CC
cord-162105-u0w56xrp	116	17	ALoS	ALoS	NNP
cord-162105-u0w56xrp	116	18	(	(	-LRB-
cord-162105-u0w56xrp	116	19	rounded	round	VBN
cord-162105-u0w56xrp	116	20	to	to	IN
cord-162105-u0w56xrp	116	21	7	7	CD
cord-162105-u0w56xrp	116	22	)	)	-RRB-
cord-162105-u0w56xrp	116	23	[	[	-LRB-
cord-162105-u0w56xrp	116	24	2	2	CD
cord-162105-u0w56xrp	116	25	]	]	-RRB-
cord-162105-u0w56xrp	116	26	.	.	.
cord-162105-u0w56xrp	117	1	Moreover	moreover	RB
cord-162105-u0w56xrp	117	2	,	,	,
cord-162105-u0w56xrp	117	3	it	-PRON-	PRP
cord-162105-u0w56xrp	117	4	is	be	VBZ
cord-162105-u0w56xrp	117	5	forecasted	forecast	VBN
cord-162105-u0w56xrp	117	6	under	under	IN
cord-162105-u0w56xrp	117	7	community	community	NN
cord-162105-u0w56xrp	117	8	quarantine	quarantine	NN
cord-162105-u0w56xrp	117	9	that	that	WDT
cord-162105-u0w56xrp	117	10	the	the	DT
cord-162105-u0w56xrp	117	11	recovery	recovery	NN
cord-162105-u0w56xrp	117	12	time	time	NN
cord-162105-u0w56xrp	117	13	will	will	MD
cord-162105-u0w56xrp	117	14	take	take	VB
cord-162105-u0w56xrp	117	15	around	around	RB
cord-162105-u0w56xrp	117	16	four	four	CD
cord-162105-u0w56xrp	117	17	to	to	TO
cord-162105-u0w56xrp	117	18	five	five	CD
cord-162105-u0w56xrp	117	19	months	month	NNS
cord-162105-u0w56xrp	117	20	(	(	-LRB-
cord-162105-u0w56xrp	117	21	up	up	IN
cord-162105-u0w56xrp	117	22	to	to	IN
cord-162105-u0w56xrp	117	23	July	July	NNP
cord-162105-u0w56xrp	117	24	)	)	-RRB-
cord-162105-u0w56xrp	118	1	[	[	-LRB-
cord-162105-u0w56xrp	118	2	15	15	CD
cord-162105-u0w56xrp	118	3	]	]	-RRB-
cord-162105-u0w56xrp	118	4	.	.	.
cord-162105-u0w56xrp	119	1	With	with	IN
cord-162105-u0w56xrp	119	2	this	this	DT
cord-162105-u0w56xrp	119	3	,	,	,
cord-162105-u0w56xrp	119	4	the	the	DT
cord-162105-u0w56xrp	119	5	estimated	estimate	VBN
cord-162105-u0w56xrp	119	6	earning	earning	NN
cord-162105-u0w56xrp	119	7	loss	loss	NN
cord-162105-u0w56xrp	119	8	of	of	IN
cord-162105-u0w56xrp	119	9	the	the	DT
cord-162105-u0w56xrp	119	10	country	country	NN
cord-162105-u0w56xrp	119	11	in	in	IN
cord-162105-u0w56xrp	119	12	terms	term	NNS
cord-162105-u0w56xrp	119	13	of	of	IN
cord-162105-u0w56xrp	119	14	tourism	tourism	NN
cord-162105-u0w56xrp	119	15	will	will	MD
cord-162105-u0w56xrp	119	16	be	be	VB
cord-162105-u0w56xrp	119	17	around	around	RB
cord-162105-u0w56xrp	119	18	170.5	170.5	CD
cord-162105-u0w56xrp	119	19	billion	billion	CD
cord-162105-u0w56xrp	119	20	pesos	peso	NNS
cord-162105-u0w56xrp	119	21	.	.	.
cord-162105-u0w56xrp	120	1	Based	base	VBN
cord-162105-u0w56xrp	120	2	on	on	IN
cord-162105-u0w56xrp	120	3	the	the	DT
cord-162105-u0w56xrp	120	4	results	result	NNS
cord-162105-u0w56xrp	120	5	presented	present	VBN
cord-162105-u0w56xrp	120	6	on	on	IN
cord-162105-u0w56xrp	120	7	the	the	DT
cord-162105-u0w56xrp	120	8	study	study	NN
cord-162105-u0w56xrp	120	9	,	,	,
cord-162105-u0w56xrp	120	10	the	the	DT
cord-162105-u0w56xrp	120	11	following	follow	VBG
cord-162105-u0w56xrp	120	12	findings	finding	NNS
cord-162105-u0w56xrp	120	13	were	be	VBD
cord-162105-u0w56xrp	120	14	drawn	draw	VBN
cord-162105-u0w56xrp	120	15	:	:	:
cord-162105-u0w56xrp	121	1	1	1	LS
cord-162105-u0w56xrp	121	2	.	.	.
cord-162105-u0w56xrp	122	1	The	the	DT
cord-162105-u0w56xrp	122	2	order	order	NN
cord-162105-u0w56xrp	122	3	of	of	IN
cord-162105-u0w56xrp	122	4	SARIMA	SARIMA	NNP
cord-162105-u0w56xrp	122	5	model	model	NN
cord-162105-u0w56xrp	122	6	used	use	VBN
cord-162105-u0w56xrp	122	7	to	to	TO
cord-162105-u0w56xrp	122	8	forecast	forecast	VB
cord-162105-u0w56xrp	122	9	the	the	DT
cord-162105-u0w56xrp	122	10	monthly	monthly	JJ
cord-162105-u0w56xrp	122	11	foreign	foreign	JJ
cord-162105-u0w56xrp	122	12	visitor	visitor	NN
cord-162105-u0w56xrp	122	13	arrival	arrival	NN
cord-162105-u0w56xrp	122	14	is	be	VBZ
cord-162105-u0w56xrp	122	15	ARIMA	ARIMA	NNP
cord-162105-u0w56xrp	122	16	(	(	-LRB-
cord-162105-u0w56xrp	122	17	1,1,1)×(1,0,1	1,1,1)×(1,0,1	CD
cord-162105-u0w56xrp	122	18	)	)	-RRB-
cord-162105-u0w56xrp	122	19	12	12	CD
cord-162105-u0w56xrp	122	20	since	since	IN
cord-162105-u0w56xrp	122	21	it	-PRON-	PRP
cord-162105-u0w56xrp	122	22	produced	produce	VBD
cord-162105-u0w56xrp	122	23	a	a	DT
cord-162105-u0w56xrp	122	24	relatively	relatively	RB
cord-162105-u0w56xrp	122	25	low	low	JJ
cord-162105-u0w56xrp	122	26	AIC	AIC	NNP
cord-162105-u0w56xrp	122	27	of	of	IN
cord-162105-u0w56xrp	122	28	−414.51	−414.51	NNP
cord-162105-u0w56xrp	122	29	and	and	CC
cord-162105-u0w56xrp	122	30	the	the	DT
cord-162105-u0w56xrp	122	31	lowest	low	JJS
cord-162105-u0w56xrp	122	32	RMSE	rmse	NN
cord-162105-u0w56xrp	122	33	of	of	IN
cord-162105-u0w56xrp	122	34	47884.85	47884.85	CD
cord-162105-u0w56xrp	122	35	using	use	VBG
cord-162105-u0w56xrp	122	36	an	an	DT
cord-162105-u0w56xrp	122	37	out	out	IN
cord-162105-u0w56xrp	122	38	-	-	HYPH
cord-162105-u0w56xrp	122	39	of	of	IN
cord-162105-u0w56xrp	122	40	-	-	HYPH
cord-162105-u0w56xrp	122	41	sample	sample	NN
cord-162105-u0w56xrp	122	42	data	datum	NNS
cord-162105-u0w56xrp	122	43	.	.	.
cord-162105-u0w56xrp	123	1	This	this	DT
cord-162105-u0w56xrp	123	2	means	mean	VBZ
cord-162105-u0w56xrp	123	3	that	that	IN
cord-162105-u0w56xrp	123	4	the	the	DT
cord-162105-u0w56xrp	123	5	model	model	NN
cord-162105-u0w56xrp	123	6	is	be	VBZ
cord-162105-u0w56xrp	123	7	relatively	relatively	RB
cord-162105-u0w56xrp	123	8	better	well	JJR
cord-162105-u0w56xrp	123	9	among	among	IN
cord-162105-u0w56xrp	123	10	other	other	JJ
cord-162105-u0w56xrp	123	11	SARIMA	SARIMA	NNP
cord-162105-u0w56xrp	123	12	models	model	NNS
cord-162105-u0w56xrp	123	13	considered	consider	VBN
cord-162105-u0w56xrp	123	14	in	in	IN
cord-162105-u0w56xrp	123	15	forecasting	forecast	VBG
cord-162105-u0w56xrp	123	16	the	the	DT
cord-162105-u0w56xrp	123	17	monthly	monthly	JJ
cord-162105-u0w56xrp	123	18	foreign	foreign	JJ
cord-162105-u0w56xrp	123	19	visitor	visitor	NN
cord-162105-u0w56xrp	123	20	arrivals	arrival	NNS
cord-162105-u0w56xrp	123	21	in	in	IN
cord-162105-u0w56xrp	123	22	the	the	DT
cord-162105-u0w56xrp	123	23	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	123	24	.	.	.
cord-162105-u0w56xrp	124	1	2	2	LS
cord-162105-u0w56xrp	124	2	.	.	.
cord-162105-u0w56xrp	125	1	If	if	IN
cord-162105-u0w56xrp	125	2	the	the	DT
cord-162105-u0w56xrp	125	3	COVID-19	COVID-19	NNP
cord-162105-u0w56xrp	125	4	Pandemic	Pandemic	NNP
cord-162105-u0w56xrp	125	5	lasts	last	VBZ
cord-162105-u0w56xrp	125	6	up	up	IN
cord-162105-u0w56xrp	125	7	to	to	TO
cord-162105-u0w56xrp	125	8	five	five	CD
cord-162105-u0w56xrp	125	9	months	month	NNS
cord-162105-u0w56xrp	125	10	,	,	,
cord-162105-u0w56xrp	125	11	the	the	DT
cord-162105-u0w56xrp	125	12	tourism	tourism	NN
cord-162105-u0w56xrp	125	13	industry	industry	NN
cord-162105-u0w56xrp	125	14	of	of	IN
cord-162105-u0w56xrp	125	15	the	the	DT
cord-162105-u0w56xrp	125	16	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	125	17	will	will	MD
cord-162105-u0w56xrp	125	18	have	have	VB
cord-162105-u0w56xrp	125	19	an	an	DT
cord-162105-u0w56xrp	125	20	estimated	estimate	VBN
cord-162105-u0w56xrp	125	21	earnings	earning	NNS
cord-162105-u0w56xrp	125	22	loss	loss	NN
cord-162105-u0w56xrp	125	23	of	of	IN
cord-162105-u0w56xrp	125	24	about	about	IN
cord-162105-u0w56xrp	125	25	P	p	NN
cord-162105-u0w56xrp	125	26	170.5	170.5	CD
cord-162105-u0w56xrp	125	27	billion	billion	CD
cord-162105-u0w56xrp	125	28	.	.	.
cord-162105-u0w56xrp	126	1	Assumptions	assumption	NNS
cord-162105-u0w56xrp	126	2	about	about	IN
cord-162105-u0w56xrp	126	3	average	average	JJ
cord-162105-u0w56xrp	126	4	daily	daily	JJ
cord-162105-u0w56xrp	126	5	expenditure	expenditure	NN
cord-162105-u0w56xrp	126	6	and	and	CC
cord-162105-u0w56xrp	126	7	average	average	JJ
cord-162105-u0w56xrp	126	8	length	length	NN
cord-162105-u0w56xrp	126	9	of	of	IN
cord-162105-u0w56xrp	126	10	stay	stay	NN
cord-162105-u0w56xrp	126	11	of	of	IN
cord-162105-u0w56xrp	126	12	tourists	tourist	NNS
cord-162105-u0w56xrp	126	13	were	be	VBD
cord-162105-u0w56xrp	126	14	based	base	VBN
cord-162105-u0w56xrp	126	15	on	on	IN
cord-162105-u0w56xrp	126	16	the	the	DT
cord-162105-u0w56xrp	126	17	Department	Department	NNP
cord-162105-u0w56xrp	126	18	of	of	IN
cord-162105-u0w56xrp	126	19	Tourism	Tourism	NNP
cord-162105-u0w56xrp	126	20	reports	report	VBZ
cord-162105-u0w56xrp	126	21	.	.	.
cord-162105-u0w56xrp	127	1	The	the	DT
cord-162105-u0w56xrp	127	2	projected	project	VBN
cord-162105-u0w56xrp	127	3	P	p	NN
cord-162105-u0w56xrp	127	4	170.5	170.5	CD
cord-162105-u0w56xrp	127	5	billion	billion	CD
cord-162105-u0w56xrp	127	6	loss	loss	NN
cord-162105-u0w56xrp	127	7	on	on	IN
cord-162105-u0w56xrp	127	8	Philippines	Philippines	NNP
cord-162105-u0w56xrp	127	9	foreign	foreign	JJ
cord-162105-u0w56xrp	127	10	tourism	tourism	NN
cord-162105-u0w56xrp	127	11	is	be	VBZ
cord-162105-u0w56xrp	127	12	really	really	RB
cord-162105-u0w56xrp	127	13	a	a	DT
cord-162105-u0w56xrp	127	14	huge	huge	JJ
cord-162105-u0w56xrp	127	15	money	money	NN
cord-162105-u0w56xrp	127	16	.	.	.
cord-162105-u0w56xrp	128	1	Regaining	regain	VBG
cord-162105-u0w56xrp	128	2	such	such	JJ
cord-162105-u0w56xrp	128	3	loss	loss	NN
cord-162105-u0w56xrp	128	4	the	the	DT
cord-162105-u0w56xrp	128	5	soonest	soon	JJS
cord-162105-u0w56xrp	128	6	time	time	NN
cord-162105-u0w56xrp	128	7	,	,	,
cord-162105-u0w56xrp	128	8	however	however	RB
cord-162105-u0w56xrp	128	9	,	,	,
cord-162105-u0w56xrp	128	10	would	would	MD
cord-162105-u0w56xrp	128	11	only	only	RB
cord-162105-u0w56xrp	128	12	jeopardize	jeopardize	VB
cord-162105-u0w56xrp	128	13	the	the	DT
cord-162105-u0w56xrp	128	14	lives	life	NNS
cord-162105-u0w56xrp	128	15	of	of	IN
cord-162105-u0w56xrp	128	16	the	the	DT
cord-162105-u0w56xrp	128	17	Filipino	filipino	JJ
cord-162105-u0w56xrp	128	18	people	people	NNS
cord-162105-u0w56xrp	128	19	.	.	.
cord-162105-u0w56xrp	129	1	On	on	IN
cord-162105-u0w56xrp	129	2	the	the	DT
cord-162105-u0w56xrp	129	3	other	other	JJ
cord-162105-u0w56xrp	129	4	hand	hand	NN
cord-162105-u0w56xrp	129	5	,	,	,
cord-162105-u0w56xrp	129	6	the	the	DT
cord-162105-u0w56xrp	129	7	government	government	NN
cord-162105-u0w56xrp	129	8	can	can	MD
cord-162105-u0w56xrp	129	9	,	,	,
cord-162105-u0w56xrp	129	10	perhaps	perhaps	RB
cord-162105-u0w56xrp	129	11	,	,	,
cord-162105-u0w56xrp	129	12	reopen	reopen	VB
cord-162105-u0w56xrp	129	13	the	the	DT
cord-162105-u0w56xrp	129	14	Philippines	Philippines	NNP
cord-162105-u0w56xrp	129	15	domestic	domestic	JJ
cord-162105-u0w56xrp	129	16	tourism	tourism	NN
cord-162105-u0w56xrp	129	17	.	.	.
cord-162105-u0w56xrp	130	1	This	this	DT
cord-162105-u0w56xrp	130	2	would	would	MD
cord-162105-u0w56xrp	130	3	somehow	somehow	RB
cord-162105-u0w56xrp	130	4	help	help	VB
cord-162105-u0w56xrp	130	5	regain	regain	VB
cord-162105-u0w56xrp	130	6	the	the	DT
cord-162105-u0w56xrp	130	7	countrys	countrys	JJ
cord-162105-u0w56xrp	130	8	loss	loss	NN
cord-162105-u0w56xrp	130	9	on	on	IN
cord-162105-u0w56xrp	130	10	revenue	revenue	NN
cord-162105-u0w56xrp	130	11	from	from	IN
cord-162105-u0w56xrp	130	12	tourism	tourism	NN
cord-162105-u0w56xrp	130	13	,	,	,
cord-162105-u0w56xrp	130	14	although	although	IN
cord-162105-u0w56xrp	130	15	not	not	RB
cord-162105-u0w56xrp	130	16	fully	fully	RB
cord-162105-u0w56xrp	130	17	.	.	.
cord-162105-u0w56xrp	131	1	However	however	RB
cord-162105-u0w56xrp	131	2	,	,	,
cord-162105-u0w56xrp	131	3	the	the	DT
cord-162105-u0w56xrp	131	4	following	follow	VBG
cord-162105-u0w56xrp	131	5	recommendations	recommendation	NNS
cord-162105-u0w56xrp	131	6	,	,	,
cord-162105-u0w56xrp	131	7	shown	show	VBN
cord-162105-u0w56xrp	131	8	in	in	IN
cord-162105-u0w56xrp	131	9	scenarios	scenario	NNS
cord-162105-u0w56xrp	131	10	/	/	SYM
cord-162105-u0w56xrp	131	11	options	option	NNS
cord-162105-u0w56xrp	131	12	below	below	RB
cord-162105-u0w56xrp	131	13	,	,	,
cord-162105-u0w56xrp	131	14	may	may	MD
cord-162105-u0w56xrp	131	15	be	be	VB
cord-162105-u0w56xrp	131	16	helpful	helpful	JJ
cord-162105-u0w56xrp	131	17	in	in	IN
cord-162105-u0w56xrp	131	18	regaining	regain	VBG
cord-162105-u0w56xrp	131	19	it	-PRON-	PRP
cord-162105-u0w56xrp	131	20	,	,	,
cord-162105-u0w56xrp	131	21	both	both	CC
cord-162105-u0w56xrp	131	22	in	in	IN
cord-162105-u0w56xrp	131	23	foreign	foreign	JJ
cord-162105-u0w56xrp	131	24	and	and	CC
cord-162105-u0w56xrp	131	25	domestic	domestic	JJ
cord-162105-u0w56xrp	131	26	tourism	tourism	NN
cord-162105-u0w56xrp	131	27	,	,	,
cord-162105-u0w56xrp	131	28	and	and	CC
cord-162105-u0w56xrp	131	29	ensuring	ensure	VBG
cord-162105-u0w56xrp	131	30	safety	safety	NN
cord-162105-u0w56xrp	131	31	among	among	IN
cord-162105-u0w56xrp	131	32	Filipinos	Filipinos	NNPS
cord-162105-u0w56xrp	131	33	,	,	,
cord-162105-u0w56xrp	131	34	as	as	RB
cord-162105-u0w56xrp	131	35	well	well	RB
cord-162105-u0w56xrp	131	36	.	.	.
cord-162105-u0w56xrp	132	1	1	1	LS
cord-162105-u0w56xrp	132	2	.	.	.
cord-162105-u0w56xrp	133	1	Option	option	NN
cord-162105-u0w56xrp	133	2	1	1	CD
cord-162105-u0w56xrp	133	3	:	:	:
cord-162105-u0w56xrp	133	4	Stop	stop	VB
cord-162105-u0w56xrp	133	5	foreign	foreign	JJ
cord-162105-u0w56xrp	133	6	tourism	tourism	NN
cord-162105-u0w56xrp	133	7	until	until	IN
cord-162105-u0w56xrp	133	8	the	the	DT
cord-162105-u0w56xrp	133	9	availability	availability	NN
cord-162105-u0w56xrp	133	10	of	of	IN
cord-162105-u0w56xrp	133	11	the	the	DT
cord-162105-u0w56xrp	133	12	vaccine	vaccine	NN
cord-162105-u0w56xrp	133	13	,	,	,
cord-162105-u0w56xrp	133	14	but	but	CC
cord-162105-u0w56xrp	133	15	gradually	gradually	RB
cord-162105-u0w56xrp	133	16	open	open	JJ
cord-162105-u0w56xrp	133	17	domestic	domestic	JJ
cord-162105-u0w56xrp	133	18	tourism	tourism	NN
cord-162105-u0w56xrp	133	19	starting	start	VBG
cord-162105-u0w56xrp	133	20	July	July	NNP
cord-162105-u0w56xrp	133	21	of	of	IN
cord-162105-u0w56xrp	133	22	2020	2020	CD
cord-162105-u0w56xrp	133	23	.	.	.
cord-162105-u0w56xrp	134	1	In	in	IN
cord-162105-u0w56xrp	134	2	this	this	DT
cord-162105-u0w56xrp	134	3	scenario	scenario	NN
cord-162105-u0w56xrp	134	4	/	/	SYM
cord-162105-u0w56xrp	134	5	option	option	NN
cord-162105-u0w56xrp	134	6	,	,	,
cord-162105-u0w56xrp	134	7	the	the	DT
cord-162105-u0w56xrp	134	8	following	follow	VBG
cord-162105-u0w56xrp	134	9	considerations	consideration	NNS
cord-162105-u0w56xrp	134	10	may	may	MD
cord-162105-u0w56xrp	134	11	be	be	VB
cord-162105-u0w56xrp	134	12	adhered	adhere	VBN
cord-162105-u0w56xrp	134	13	to	to	IN
cord-162105-u0w56xrp	134	14	,	,	,
cord-162105-u0w56xrp	134	15	viz	viz	NN
cord-162105-u0w56xrp	134	16	.	.	.
cord-162105-u0w56xrp	135	1	(	(	-LRB-
cord-162105-u0w56xrp	135	2	a	a	LS
cord-162105-u0w56xrp	135	3	)	)	-RRB-
cord-162105-u0w56xrp	135	4	not	not	RB
cord-162105-u0w56xrp	135	5	all	all	DT
cord-162105-u0w56xrp	135	6	domestic	domestic	JJ
cord-162105-u0w56xrp	135	7	tourism	tourism	NN
cord-162105-u0w56xrp	135	8	shall	shall	MD
cord-162105-u0w56xrp	135	9	be	be	VB
cord-162105-u0w56xrp	135	10	reopened	reopen	VBN
cord-162105-u0w56xrp	135	11	in	in	IN
cord-162105-u0w56xrp	135	12	the	the	DT
cord-162105-u0w56xrp	135	13	entire	entire	JJ
cord-162105-u0w56xrp	135	14	country	country	NN
cord-162105-u0w56xrp	136	1	;	;	:
cord-162105-u0w56xrp	136	2	only	only	RB
cord-162105-u0w56xrp	136	3	those	those	DT
cord-162105-u0w56xrp	136	4	areas	area	NNS
cord-162105-u0w56xrp	136	5	with	with	IN
cord-162105-u0w56xrp	136	6	zero	zero	CD
cord-162105-u0w56xrp	136	7	covid-19	covid-19	NN
cord-162105-u0w56xrp	136	8	cases	case	NNS
cord-162105-u0w56xrp	136	9	;	;	,
cord-162105-u0w56xrp	136	10	(	(	-LRB-
cord-162105-u0w56xrp	136	11	b	b	NN
cord-162105-u0w56xrp	136	12	)	)	-RRB-
cord-162105-u0w56xrp	136	13	for	for	IN
cord-162105-u0w56xrp	136	14	areas	area	NNS
cord-162105-u0w56xrp	136	15	where	where	WRB
cord-162105-u0w56xrp	136	16	domestic	domestic	JJ
cord-162105-u0w56xrp	136	17	tourism	tourism	NN
cord-162105-u0w56xrp	136	18	is	be	VBZ
cord-162105-u0w56xrp	136	19	allowed	allow	VBN
cord-162105-u0w56xrp	136	20	/	/	SYM
cord-162105-u0w56xrp	136	21	reopened	reopen	VBD
cord-162105-u0w56xrp	136	22	,	,	,
cord-162105-u0w56xrp	136	23	appropriate	appropriate	JJ
cord-162105-u0w56xrp	136	24	guidelines	guideline	NNS
cord-162105-u0w56xrp	136	25	should	should	MD
cord-162105-u0w56xrp	136	26	be	be	VB
cord-162105-u0w56xrp	136	27	strictly	strictly	RB
cord-162105-u0w56xrp	136	28	implemented	implement	VBN
cord-162105-u0w56xrp	136	29	by	by	IN
cord-162105-u0w56xrp	136	30	concerned	concerned	JJ
cord-162105-u0w56xrp	136	31	departments	department	NNS
cord-162105-u0w56xrp	136	32	/	/	SYM
cord-162105-u0w56xrp	136	33	agencies	agency	NNS
cord-162105-u0w56xrp	136	34	to	to	TO
cord-162105-u0w56xrp	136	35	eliminate	eliminate	VB
cord-162105-u0w56xrp	136	36	/	/	SYM
cord-162105-u0w56xrp	136	37	prevent	prevent	VB
cord-162105-u0w56xrp	136	38	covid-19	covid-19	NN
cord-162105-u0w56xrp	136	39	transmission	transmission	NN
cord-162105-u0w56xrp	136	40	;	;	:
cord-162105-u0w56xrp	136	41	and	and	CC
cord-162105-u0w56xrp	136	42	(	(	-LRB-
cord-162105-u0w56xrp	136	43	c	c	NNP
cord-162105-u0w56xrp	136	44	)	)	-RRB-
cord-162105-u0w56xrp	136	45	digital	digital	JJ
cord-162105-u0w56xrp	136	46	code	code	NN
cord-162105-u0w56xrp	136	47	that	that	WDT
cord-162105-u0w56xrp	136	48	would	would	MD
cord-162105-u0w56xrp	136	49	help	help	VB
cord-162105-u0w56xrp	136	50	in	in	IN
cord-162105-u0w56xrp	136	51	tracing	trace	VBG
cord-162105-u0w56xrp	136	52	the	the	DT
cord-162105-u0w56xrp	136	53	contacts	contact	NNS
cord-162105-u0w56xrp	136	54	and	and	CC
cord-162105-u0w56xrp	136	55	whereabouts	whereabout	NNS
cord-162105-u0w56xrp	136	56	of	of	IN
cord-162105-u0w56xrp	136	57	domestic	domestic	JJ
cord-162105-u0w56xrp	136	58	tourists	tourist	NNS
cord-162105-u0w56xrp	136	59	,	,	,
cord-162105-u0w56xrp	136	60	as	as	IN
cord-162105-u0w56xrp	136	61	being	be	VBG
cord-162105-u0w56xrp	136	62	used	use	VBN
cord-162105-u0w56xrp	136	63	in	in	IN
cord-162105-u0w56xrp	136	64	China	China	NNP
cord-162105-u0w56xrp	136	65	and	and	CC
cord-162105-u0w56xrp	136	66	Singapore	Singapore	NNP
cord-162105-u0w56xrp	136	67	,	,	,
cord-162105-u0w56xrp	136	68	should	should	MD
cord-162105-u0w56xrp	136	69	be	be	VB
cord-162105-u0w56xrp	136	70	installed	instal	VBN
cord-162105-u0w56xrp	136	71	before	before	IN
cord-162105-u0w56xrp	136	72	the	the	DT
cord-162105-u0w56xrp	136	73	reopening	reopening	NN
cord-162105-u0w56xrp	136	74	of	of	IN
cord-162105-u0w56xrp	136	75	the	the	DT
cord-162105-u0w56xrp	136	76	domestic	domestic	JJ
cord-162105-u0w56xrp	136	77	tourism	tourism	NN
cord-162105-u0w56xrp	136	78	.	.	.
cord-162105-u0w56xrp	137	1	2	2	LS
cord-162105-u0w56xrp	137	2	.	.	.
cord-162105-u0w56xrp	138	1	Option	option	NN
cord-162105-u0w56xrp	138	2	2	2	CD
cord-162105-u0w56xrp	138	3	:	:	:
cord-162105-u0w56xrp	139	1	Gradual	gradual	JJ
cord-162105-u0w56xrp	139	2	opening	opening	NN
cord-162105-u0w56xrp	139	3	of	of	IN
cord-162105-u0w56xrp	139	4	foreign	foreign	JJ
cord-162105-u0w56xrp	139	5	tourism	tourism	NN
cord-162105-u0w56xrp	139	6	starting	start	VBG
cord-162105-u0w56xrp	139	7	July	July	NNP
cord-162105-u0w56xrp	139	8	2020	2020	CD
cord-162105-u0w56xrp	139	9	and	and	CC
cord-162105-u0w56xrp	139	10	full	full	JJ
cord-162105-u0w56xrp	139	11	reopening	reopening	NN
cord-162105-u0w56xrp	139	12	of	of	IN
cord-162105-u0w56xrp	139	13	domestic	domestic	JJ
cord-162105-u0w56xrp	139	14	tourism	tourism	NN
cord-162105-u0w56xrp	139	15	on	on	IN
cord-162105-u0w56xrp	139	16	the	the	DT
cord-162105-u0w56xrp	139	17	first	first	JJ
cord-162105-u0w56xrp	139	18	semester	semester	NN
cord-162105-u0w56xrp	139	19	of	of	IN
cord-162105-u0w56xrp	139	20	2021	2021	CD
cord-162105-u0w56xrp	139	21	or	or	CC
cord-162105-u0w56xrp	139	22	when	when	WRB
cord-162105-u0w56xrp	139	23	the	the	DT
cord-162105-u0w56xrp	139	24	covid-19	covid-19	CD
cord-162105-u0w56xrp	139	25	cases	case	NNS
cord-162105-u0w56xrp	139	26	in	in	IN
cord-162105-u0w56xrp	139	27	the	the	DT
cord-162105-u0w56xrp	139	28	Philippines	Philippines	NNP
cord-162105-u0w56xrp	139	29	is	be	VBZ
cord-162105-u0w56xrp	139	30	already	already	RB
cord-162105-u0w56xrp	139	31	zero	zero	CD
cord-162105-u0w56xrp	139	32	.	.	.
cord-162105-u0w56xrp	140	1	However	however	RB
cord-162105-u0w56xrp	140	2	,	,	,
cord-162105-u0w56xrp	140	3	the	the	DT
cord-162105-u0w56xrp	140	4	following	follow	VBG
cord-162105-u0w56xrp	140	5	considerations	consideration	NNS
cord-162105-u0w56xrp	140	6	should	should	MD
cord-162105-u0w56xrp	140	7	be	be	VB
cord-162105-u0w56xrp	140	8	satisfied	satisfied	JJ
cord-162105-u0w56xrp	140	9	,	,	,
cord-162105-u0w56xrp	140	10	viz	viz	NN
cord-162105-u0w56xrp	140	11	.	.	.
cord-162105-u0w56xrp	141	1	(	(	-LRB-
cord-162105-u0w56xrp	141	2	a	a	LS
cord-162105-u0w56xrp	141	3	)	)	-RRB-
cord-162105-u0w56xrp	141	4	only	only	JJ
cord-162105-u0w56xrp	141	5	countries	country	NNS
cord-162105-u0w56xrp	141	6	with	with	IN
cord-162105-u0w56xrp	141	7	covid-19	covid-19	CD
cord-162105-u0w56xrp	141	8	zero	zero	CD
cord-162105-u0w56xrp	141	9	cases	case	NNS
cord-162105-u0w56xrp	141	10	are	be	VBP
cord-162105-u0w56xrp	141	11	allowed	allow	VBN
cord-162105-u0w56xrp	141	12	to	to	TO
cord-162105-u0w56xrp	141	13	enter	enter	VB
cord-162105-u0w56xrp	141	14	the	the	DT
cord-162105-u0w56xrp	141	15	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	141	16	;	;	:
cord-162105-u0w56xrp	141	17	(	(	-LRB-
cord-162105-u0w56xrp	141	18	b	b	LS
cord-162105-u0w56xrp	141	19	)	)	-RRB-
cord-162105-u0w56xrp	141	20	appropriate	appropriate	JJ
cord-162105-u0w56xrp	141	21	guidelines	guideline	NNS
cord-162105-u0w56xrp	141	22	should	should	MD
cord-162105-u0w56xrp	141	23	be	be	VB
cord-162105-u0w56xrp	141	24	strictly	strictly	RB
cord-162105-u0w56xrp	141	25	implemented	implement	VBN
cord-162105-u0w56xrp	141	26	by	by	IN
cord-162105-u0w56xrp	141	27	concerned	concerned	JJ
cord-162105-u0w56xrp	141	28	departments/	departments/	,
cord-162105-u0w56xrp	141	29	agencies	agency	NNS
cord-162105-u0w56xrp	141	30	both	both	DT
cord-162105-u0w56xrp	141	31	for	for	IN
cord-162105-u0w56xrp	141	32	foreign	foreign	JJ
cord-162105-u0w56xrp	141	33	and	and	CC
cord-162105-u0w56xrp	141	34	domestic	domestic	JJ
cord-162105-u0w56xrp	141	35	tourism	tourism	NN
cord-162105-u0w56xrp	141	36	to	to	IN
cord-162105-u0w56xrp	141	37	eliminate/	eliminate/	NNS
cord-162105-u0w56xrp	141	38	prevent	prevent	VB
cord-162105-u0w56xrp	141	39	the	the	DT
cord-162105-u0w56xrp	141	40	spread	spread	NN
cord-162105-u0w56xrp	141	41	of	of	IN
cord-162105-u0w56xrp	141	42	the	the	DT
cord-162105-u0w56xrp	141	43	said	say	VBN
cord-162105-u0w56xrp	141	44	virus	virus	NN
cord-162105-u0w56xrp	141	45	;	;	,
cord-162105-u0w56xrp	141	46	and	and	CC
cord-162105-u0w56xrp	141	47	(	(	-LRB-
cord-162105-u0w56xrp	141	48	c	c	NNP
cord-162105-u0w56xrp	141	49	)	)	-RRB-
cord-162105-u0w56xrp	141	50	digital	digital	JJ
cord-162105-u0w56xrp	141	51	code	code	NN
cord-162105-u0w56xrp	141	52	that	that	WDT
cord-162105-u0w56xrp	141	53	would	would	MD
cord-162105-u0w56xrp	141	54	help	help	VB
cord-162105-u0w56xrp	141	55	in	in	IN
cord-162105-u0w56xrp	141	56	tracing	trace	VBG
cord-162105-u0w56xrp	141	57	the	the	DT
cord-162105-u0w56xrp	141	58	contacts	contact	NNS
cord-162105-u0w56xrp	141	59	and	and	CC
cord-162105-u0w56xrp	141	60	whereabouts	whereabout	NNS
cord-162105-u0w56xrp	141	61	of	of	IN
cord-162105-u0w56xrp	141	62	foreign	foreign	JJ
cord-162105-u0w56xrp	141	63	tourists	tourist	NNS
cord-162105-u0w56xrp	141	64	,	,	,
cord-162105-u0w56xrp	141	65	as	as	IN
cord-162105-u0w56xrp	141	66	being	be	VBG
cord-162105-u0w56xrp	141	67	used	use	VBN
cord-162105-u0w56xrp	141	68	in	in	IN
cord-162105-u0w56xrp	141	69	China	China	NNP
cord-162105-u0w56xrp	141	70	and	and	CC
cord-162105-u0w56xrp	141	71	Singapore	Singapore	NNP
cord-162105-u0w56xrp	141	72	,	,	,
cord-162105-u0w56xrp	141	73	should	should	MD
cord-162105-u0w56xrp	141	74	be	be	VB
cord-162105-u0w56xrp	141	75	installed	instal	VBN
cord-162105-u0w56xrp	141	76	before	before	IN
cord-162105-u0w56xrp	141	77	reopening	reopen	VBG
cord-162105-u0w56xrp	141	78	the	the	DT
cord-162105-u0w56xrp	141	79	foreign	foreign	JJ
cord-162105-u0w56xrp	141	80	tourism	tourism	NN
cord-162105-u0w56xrp	141	81	in	in	IN
cord-162105-u0w56xrp	141	82	the	the	DT
cord-162105-u0w56xrp	141	83	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	141	84	.	.	.
cord-162105-u0w56xrp	142	1	A.1	A.1	NNP
cord-162105-u0w56xrp	142	2	Model	Model	NNP
cord-162105-u0w56xrp	142	3	Identification	Identification	NNP
cord-162105-u0w56xrp	142	4	Fig	Fig	NNP
cord-162105-u0w56xrp	142	5	.	.	.
cord-162105-u0w56xrp	143	1	3	3	LS
cord-162105-u0w56xrp	143	2	:	:	:
cord-162105-u0w56xrp	144	1	Line	Line	NNP
cord-162105-u0w56xrp	144	2	,	,	,
cord-162105-u0w56xrp	144	3	ACF	ACF	NNP
cord-162105-u0w56xrp	144	4	,	,	,
cord-162105-u0w56xrp	144	5	and	and	CC
cord-162105-u0w56xrp	144	6	PACF	PACF	NNP
cord-162105-u0w56xrp	144	7	Plot	Plot	NNP
cord-162105-u0w56xrp	144	8	of	of	IN
cord-162105-u0w56xrp	144	9	Monthly	Monthly	NNP
cord-162105-u0w56xrp	144	10	Visitor	Visitor	NNP
cord-162105-u0w56xrp	144	11	Arrivals	Arrivals	NNPS
cord-162105-u0w56xrp	144	12	Line	Line	NNP
cord-162105-u0w56xrp	144	13	,	,	,
cord-162105-u0w56xrp	144	14	ACF	ACF	NNP
cord-162105-u0w56xrp	144	15	,	,	,
cord-162105-u0w56xrp	144	16	and	and	CC
cord-162105-u0w56xrp	144	17	PACF	PACF	NNP
cord-162105-u0w56xrp	144	18	graph	graph	NN
cord-162105-u0w56xrp	144	19	were	be	VBD
cord-162105-u0w56xrp	144	20	used	use	VBN
cord-162105-u0w56xrp	144	21	to	to	TO
cord-162105-u0w56xrp	144	22	identify	identify	VB
cord-162105-u0w56xrp	144	23	the	the	DT
cord-162105-u0w56xrp	144	24	model	model	NN
cord-162105-u0w56xrp	144	25	to	to	TO
cord-162105-u0w56xrp	144	26	be	be	VB
cord-162105-u0w56xrp	144	27	used	use	VBN
cord-162105-u0w56xrp	144	28	to	to	TO
cord-162105-u0w56xrp	144	29	forecast	forecast	VB
cord-162105-u0w56xrp	144	30	the	the	DT
cord-162105-u0w56xrp	144	31	monthly	monthly	JJ
cord-162105-u0w56xrp	144	32	visitor	visitor	NN
cord-162105-u0w56xrp	144	33	arrivals	arrival	NNS
cord-162105-u0w56xrp	144	34	in	in	IN
cord-162105-u0w56xrp	144	35	the	the	DT
cord-162105-u0w56xrp	144	36	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	144	37	.	.	.
cord-162105-u0w56xrp	145	1	The	the	DT
cord-162105-u0w56xrp	145	2	line	line	NN
cord-162105-u0w56xrp	145	3	graph	graph	NN
cord-162105-u0w56xrp	145	4	in	in	IN
cord-162105-u0w56xrp	145	5	Figure	figure	NN
cord-162105-u0w56xrp	145	6	3	3	CD
cord-162105-u0w56xrp	145	7	shows	show	VBZ
cord-162105-u0w56xrp	145	8	an	an	DT
cord-162105-u0w56xrp	145	9	increasing	increase	VBG
cord-162105-u0w56xrp	145	10	trend	trend	NN
cord-162105-u0w56xrp	145	11	which	which	WDT
cord-162105-u0w56xrp	145	12	suggests	suggest	VBZ
cord-162105-u0w56xrp	145	13	a	a	DT
cord-162105-u0w56xrp	145	14	non	non	JJ
cord-162105-u0w56xrp	145	15	-	-	JJ
cord-162105-u0w56xrp	145	16	stationary	stationary	JJ
cord-162105-u0w56xrp	145	17	behavior	behavior	NN
cord-162105-u0w56xrp	145	18	.	.	.
cord-162105-u0w56xrp	146	1	This	this	DT
cord-162105-u0w56xrp	146	2	is	be	VBZ
cord-162105-u0w56xrp	146	3	supported	support	VBN
cord-162105-u0w56xrp	146	4	by	by	IN
cord-162105-u0w56xrp	146	5	the	the	DT
cord-162105-u0w56xrp	146	6	ACF	ACF	NNP
cord-162105-u0w56xrp	146	7	and	and	CC
cord-162105-u0w56xrp	146	8	PACF	PACF	NNP
cord-162105-u0w56xrp	146	9	plots	plot	NNS
cord-162105-u0w56xrp	146	10	which	which	WDT
cord-162105-u0w56xrp	146	11	shows	show	VBZ
cord-162105-u0w56xrp	146	12	a	a	DT
cord-162105-u0w56xrp	146	13	slow	slow	JJ
cord-162105-u0w56xrp	146	14	decay	decay	NN
cord-162105-u0w56xrp	146	15	in	in	IN
cord-162105-u0w56xrp	146	16	all	all	PDT
cord-162105-u0w56xrp	146	17	the	the	DT
cord-162105-u0w56xrp	146	18	lags	lag	NNS
cord-162105-u0w56xrp	146	19	of	of	IN
cord-162105-u0w56xrp	146	20	the	the	DT
cord-162105-u0w56xrp	146	21	former	former	JJ
cord-162105-u0w56xrp	146	22	and	and	CC
cord-162105-u0w56xrp	146	23	the	the	DT
cord-162105-u0w56xrp	146	24	the	the	DT
cord-162105-u0w56xrp	146	25	first	first	JJ
cord-162105-u0w56xrp	146	26	lag	lag	NN
cord-162105-u0w56xrp	146	27	is	be	VBZ
cord-162105-u0w56xrp	146	28	significant	significant	JJ
cord-162105-u0w56xrp	146	29	for	for	IN
cord-162105-u0w56xrp	146	30	the	the	DT
cord-162105-u0w56xrp	146	31	latter	latter	JJ
cord-162105-u0w56xrp	146	32	.	.	.
cord-162105-u0w56xrp	147	1	Moreover	moreover	RB
cord-162105-u0w56xrp	147	2	,	,	,
cord-162105-u0w56xrp	147	3	the	the	DT
cord-162105-u0w56xrp	147	4	line	line	NN
cord-162105-u0w56xrp	147	5	plot	plot	NN
cord-162105-u0w56xrp	147	6	slightly	slightly	RB
cord-162105-u0w56xrp	147	7	display	display	VBP
cord-162105-u0w56xrp	147	8	an	an	DT
cord-162105-u0w56xrp	147	9	increasing	increase	VBG
cord-162105-u0w56xrp	147	10	variance	variance	NN
cord-162105-u0w56xrp	147	11	across	across	IN
cord-162105-u0w56xrp	147	12	time	time	NN
cord-162105-u0w56xrp	147	13	.	.	.
cord-162105-u0w56xrp	148	1	Therefore	therefore	RB
cord-162105-u0w56xrp	148	2	,	,	,
cord-162105-u0w56xrp	148	3	data	datum	NNS
cord-162105-u0w56xrp	148	4	transformation	transformation	NN
cord-162105-u0w56xrp	148	5	such	such	JJ
cord-162105-u0w56xrp	148	6	as	as	IN
cord-162105-u0w56xrp	148	7	differencing	differencing	NN
cord-162105-u0w56xrp	148	8	and	and	CC
cord-162105-u0w56xrp	148	9	Box	Box	NNP
cord-162105-u0w56xrp	148	10	-	-	HYPH
cord-162105-u0w56xrp	148	11	Cox	Cox	NNP
cord-162105-u0w56xrp	148	12	transform	transform	NN
cord-162105-u0w56xrp	148	13	were	be	VBD
cord-162105-u0w56xrp	148	14	applied	apply	VBN
cord-162105-u0w56xrp	148	15	to	to	IN
cord-162105-u0w56xrp	148	16	the	the	DT
cord-162105-u0w56xrp	148	17	time	time	NN
cord-162105-u0w56xrp	148	18	series	series	NNP
cord-162105-u0w56xrp	148	19	data	datum	NNS
cord-162105-u0w56xrp	148	20	.	.	.
cord-162105-u0w56xrp	149	1	Figure	figure	NN
cord-162105-u0w56xrp	149	2	4	4	CD
cord-162105-u0w56xrp	149	3	show	show	VBP
cord-162105-u0w56xrp	149	4	the	the	DT
cord-162105-u0w56xrp	149	5	line	line	NN
cord-162105-u0w56xrp	149	6	,	,	,
cord-162105-u0w56xrp	149	7	ACF	ACF	NNP
cord-162105-u0w56xrp	149	8	,	,	,
cord-162105-u0w56xrp	149	9	and	and	CC
cord-162105-u0w56xrp	149	10	PACF	PACF	NNP
cord-162105-u0w56xrp	149	11	graph	graph	NN
cord-162105-u0w56xrp	149	12	of	of	IN
cord-162105-u0w56xrp	149	13	the	the	DT
cord-162105-u0w56xrp	149	14	transformed	transform	VBN
cord-162105-u0w56xrp	149	15	data	datum	NNS
cord-162105-u0w56xrp	149	16	.	.	.
cord-162105-u0w56xrp	150	1	The	the	DT
cord-162105-u0w56xrp	150	2	line	line	NN
cord-162105-u0w56xrp	150	3	graph	graph	NN
cord-162105-u0w56xrp	150	4	shows	show	VBZ
cord-162105-u0w56xrp	150	5	that	that	IN
cord-162105-u0w56xrp	150	6	the	the	DT
cord-162105-u0w56xrp	150	7	data	data	NN
cord-162105-u0w56xrp	150	8	is	be	VBZ
cord-162105-u0w56xrp	150	9	stationary	stationary	JJ
cord-162105-u0w56xrp	150	10	which	which	WDT
cord-162105-u0w56xrp	150	11	is	be	VBZ
cord-162105-u0w56xrp	150	12	supported	support	VBN
cord-162105-u0w56xrp	150	13	by	by	IN
cord-162105-u0w56xrp	150	14	both	both	DT
cord-162105-u0w56xrp	150	15	ACF	ACF	NNP
cord-162105-u0w56xrp	150	16	and	and	CC
cord-162105-u0w56xrp	150	17	PACF	PACF	NNP
cord-162105-u0w56xrp	150	18	graphs	graph	NNS
cord-162105-u0w56xrp	150	19	.	.	.
cord-162105-u0w56xrp	151	1	Moreover	moreover	RB
cord-162105-u0w56xrp	151	2	,	,	,
cord-162105-u0w56xrp	151	3	ACF	ACF	NNP
cord-162105-u0w56xrp	151	4	graph	graph	NN
cord-162105-u0w56xrp	151	5	suggests	suggest	VBZ
cord-162105-u0w56xrp	151	6	a	a	DT
cord-162105-u0w56xrp	151	7	seasonal	seasonal	JJ
cord-162105-u0w56xrp	151	8	pattern	pattern	NN
cord-162105-u0w56xrp	151	9	in	in	IN
cord-162105-u0w56xrp	151	10	the	the	DT
cord-162105-u0w56xrp	151	11	data	datum	NNS
cord-162105-u0w56xrp	151	12	since	since	IN
cord-162105-u0w56xrp	151	13	12	12	CD
cord-162105-u0w56xrp	151	14	th	th	XX
cord-162105-u0w56xrp	151	15	,	,	,
cord-162105-u0w56xrp	151	16	24	24	CD
cord-162105-u0w56xrp	151	17	th	th	XX
cord-162105-u0w56xrp	151	18	,	,	,
cord-162105-u0w56xrp	151	19	36	36	CD
cord-162105-u0w56xrp	151	20	th	th	XX
cord-162105-u0w56xrp	151	21	,	,	,
cord-162105-u0w56xrp	151	22	48	48	CD
cord-162105-u0w56xrp	151	23	th	th	XX
cord-162105-u0w56xrp	151	24	,	,	,
cord-162105-u0w56xrp	151	25	and	and	CC
cord-162105-u0w56xrp	151	26	60	60	CD
cord-162105-u0w56xrp	151	27	th	th	XX
cord-162105-u0w56xrp	151	28	lags	lag	NNS
cord-162105-u0w56xrp	151	29	are	be	VBP
cord-162105-u0w56xrp	151	30	significant	significant	JJ
cord-162105-u0w56xrp	151	31	.	.	.
cord-162105-u0w56xrp	152	1	This	this	DT
cord-162105-u0w56xrp	152	2	is	be	VBZ
cord-162105-u0w56xrp	152	3	also	also	RB
cord-162105-u0w56xrp	152	4	true	true	JJ
cord-162105-u0w56xrp	152	5	in	in	IN
cord-162105-u0w56xrp	152	6	the	the	DT
cord-162105-u0w56xrp	152	7	case	case	NN
cord-162105-u0w56xrp	152	8	of	of	IN
cord-162105-u0w56xrp	152	9	PACF	PACF	NNP
cord-162105-u0w56xrp	152	10	since	since	IN
cord-162105-u0w56xrp	152	11	the	the	DT
cord-162105-u0w56xrp	152	12	12	12	CD
cord-162105-u0w56xrp	152	13	th	th	XX
cord-162105-u0w56xrp	152	14	lag	lag	NN
cord-162105-u0w56xrp	152	15	is	be	VBZ
cord-162105-u0w56xrp	152	16	significant	significant	JJ
cord-162105-u0w56xrp	152	17	.	.	.
cord-162105-u0w56xrp	153	1	Akaike	Akaike	NNP
cord-162105-u0w56xrp	153	2	's	's	POS
cord-162105-u0w56xrp	153	3	Information	Information	NNP
cord-162105-u0w56xrp	153	4	Criterion	Criterion	NNP
cord-162105-u0w56xrp	153	5	(	(	-LRB-
cord-162105-u0w56xrp	153	6	AIC	AIC	NNP
cord-162105-u0w56xrp	153	7	)	)	-RRB-
cord-162105-u0w56xrp	153	8	was	be	VBD
cord-162105-u0w56xrp	153	9	used	use	VBN
cord-162105-u0w56xrp	153	10	to	to	TO
cord-162105-u0w56xrp	153	11	identify	identify	VB
cord-162105-u0w56xrp	153	12	the	the	DT
cord-162105-u0w56xrp	153	13	best	good	JJS
cord-162105-u0w56xrp	153	14	SARIMA	SARIMA	NNP
cord-162105-u0w56xrp	153	15	model	model	NN
cord-162105-u0w56xrp	153	16	from	from	IN
cord-162105-u0w56xrp	153	17	among	among	IN
cord-162105-u0w56xrp	153	18	the	the	DT
cord-162105-u0w56xrp	153	19	models	model	NNS
cord-162105-u0w56xrp	153	20	considered	consider	VBN
cord-162105-u0w56xrp	153	21	.	.	.
cord-162105-u0w56xrp	154	1	Table	table	NN
cord-162105-u0w56xrp	154	2	2	2	CD
cord-162105-u0w56xrp	154	3	shows	show	VBZ
cord-162105-u0w56xrp	154	4	the	the	DT
cord-162105-u0w56xrp	154	5	top	top	JJ
cord-162105-u0w56xrp	154	6	2	2	CD
cord-162105-u0w56xrp	154	7	models	model	NNS
cord-162105-u0w56xrp	154	8	with	with	IN
cord-162105-u0w56xrp	154	9	the	the	DT
cord-162105-u0w56xrp	154	10	least	least	JJS
cord-162105-u0w56xrp	154	11	AIC	AIC	NNP
cord-162105-u0w56xrp	154	12	,	,	,
cord-162105-u0w56xrp	154	13	namely	namely	RB
cord-162105-u0w56xrp	154	14	:	:	:
cord-162105-u0w56xrp	154	15	ARIMA	ARIMA	NNP
cord-162105-u0w56xrp	154	16	(	(	-LRB-
cord-162105-u0w56xrp	154	17	0,1,2)×(1,0,1	0,1,2)×(1,0,1	CD
cord-162105-u0w56xrp	154	18	)	)	-RRB-
cord-162105-u0w56xrp	155	1	12	12	CD
cord-162105-u0w56xrp	156	1	(	(	-LRB-
cord-162105-u0w56xrp	156	2	Model	Model	NNP
cord-162105-u0w56xrp	156	3	1	1	CD
cord-162105-u0w56xrp	156	4	)	)	-RRB-
cord-162105-u0w56xrp	156	5	and	and	CC
cord-162105-u0w56xrp	156	6	ARIMA	ARIMA	NNP
cord-162105-u0w56xrp	156	7	(	(	-LRB-
cord-162105-u0w56xrp	156	8	1,1,1)×(1,0,1	1,1,1)×(1,0,1	CD
cord-162105-u0w56xrp	156	9	)	)	-RRB-
cord-162105-u0w56xrp	157	1	12	12	CD
cord-162105-u0w56xrp	158	1	(	(	-LRB-
cord-162105-u0w56xrp	158	2	Model	model	NN
cord-162105-u0w56xrp	158	3	2)with	2)with	CD
cord-162105-u0w56xrp	158	4	an	an	DT
cord-162105-u0w56xrp	158	5	AIC	AIC	NNP
cord-162105-u0w56xrp	158	6	of	of	IN
cord-162105-u0w56xrp	158	7	−414.56	−414.56	NNP
cord-162105-u0w56xrp	158	8	and	and	CC
cord-162105-u0w56xrp	158	9	−414.51	−414.51	NNP
cord-162105-u0w56xrp	158	10	,	,	,
cord-162105-u0w56xrp	158	11	respectively	respectively	RB
cord-162105-u0w56xrp	158	12	.	.	.
cord-162105-u0w56xrp	159	1	The	the	DT
cord-162105-u0w56xrp	159	2	combination	combination	NN
cord-162105-u0w56xrp	159	3	of	of	IN
cord-162105-u0w56xrp	159	4	conditional	conditional	JJ
cord-162105-u0w56xrp	159	5	sum	sum	NN
cord-162105-u0w56xrp	159	6	of	of	IN
cord-162105-u0w56xrp	159	7	squares	square	NNS
cord-162105-u0w56xrp	159	8	and	and	CC
cord-162105-u0w56xrp	159	9	maximum	maximum	JJ
cord-162105-u0w56xrp	159	10	likelihood	likelihood	NN
cord-162105-u0w56xrp	159	11	estimates	estimate	NNS
cord-162105-u0w56xrp	159	12	were	be	VBD
cord-162105-u0w56xrp	159	13	used	use	VBN
cord-162105-u0w56xrp	159	14	to	to	TO
cord-162105-u0w56xrp	159	15	estimate	estimate	VB
cord-162105-u0w56xrp	159	16	the	the	DT
cord-162105-u0w56xrp	159	17	parameters	parameter	NNS
cord-162105-u0w56xrp	159	18	of	of	IN
cord-162105-u0w56xrp	159	19	the	the	DT
cord-162105-u0w56xrp	159	20	three	three	CD
cord-162105-u0w56xrp	159	21	moving	move	VBG
cord-162105-u0w56xrp	159	22	averages	average	NNS
cord-162105-u0w56xrp	159	23	and	and	CC
cord-162105-u0w56xrp	159	24	test	test	VB
cord-162105-u0w56xrp	159	25	its	-PRON-	PRP$
cord-162105-u0w56xrp	159	26	significance	significance	NN
cord-162105-u0w56xrp	159	27	.	.	.
cord-162105-u0w56xrp	160	1	Table	table	NN
cord-162105-u0w56xrp	160	2	3	3	CD
cord-162105-u0w56xrp	160	3	shows	show	VBZ
cord-162105-u0w56xrp	160	4	the	the	DT
cord-162105-u0w56xrp	160	5	estimated	estimate	VBN
cord-162105-u0w56xrp	160	6	coefficients	coefficient	NNS
cord-162105-u0w56xrp	160	7	,	,	,
cord-162105-u0w56xrp	160	8	standard	standard	JJ
cord-162105-u0w56xrp	160	9	errors	error	NNS
cord-162105-u0w56xrp	160	10	,	,	,
cord-162105-u0w56xrp	160	11	z	z	NN
cord-162105-u0w56xrp	160	12	-	-	HYPH
cord-162105-u0w56xrp	160	13	values	value	NNS
cord-162105-u0w56xrp	160	14	,	,	,
cord-162105-u0w56xrp	160	15	and	and	CC
cord-162105-u0w56xrp	160	16	p	p	NN
cord-162105-u0w56xrp	160	17	-	-	HYPH
cord-162105-u0w56xrp	160	18	values	value	NNS
cord-162105-u0w56xrp	160	19	of	of	IN
cord-162105-u0w56xrp	160	20	each	each	DT
cord-162105-u0w56xrp	160	21	parameters	parameter	NNS
cord-162105-u0w56xrp	160	22	of	of	IN
cord-162105-u0w56xrp	160	23	ARIMA	ARIMA	NNP
cord-162105-u0w56xrp	160	24	(	(	-LRB-
cord-162105-u0w56xrp	160	25	0,1,2)×(1,0,1	0,1,2)×(1,0,1	CD
cord-162105-u0w56xrp	160	26	)	)	-RRB-
cord-162105-u0w56xrp	161	1	12	12	CD
cord-162105-u0w56xrp	161	2	.	.	.
cord-162105-u0w56xrp	162	1	Since	since	IN
cord-162105-u0w56xrp	162	2	the	the	DT
cord-162105-u0w56xrp	162	3	p	p	NN
cord-162105-u0w56xrp	162	4	-	-	HYPH
cord-162105-u0w56xrp	162	5	value	value	NN
cord-162105-u0w56xrp	162	6	of	of	IN
cord-162105-u0w56xrp	162	7	the	the	DT
cord-162105-u0w56xrp	162	8	parameter	parameter	NN
cord-162105-u0w56xrp	162	9	is	be	VBZ
cord-162105-u0w56xrp	162	10	less	less	JJR
cord-162105-u0w56xrp	162	11	than	than	IN
cord-162105-u0w56xrp	162	12	0.05	0.05	CD
cord-162105-u0w56xrp	162	13	,	,	,
cord-162105-u0w56xrp	162	14	there	there	EX
cord-162105-u0w56xrp	162	15	is	be	VBZ
cord-162105-u0w56xrp	162	16	sufficient	sufficient	JJ
cord-162105-u0w56xrp	162	17	evidence	evidence	NN
cord-162105-u0w56xrp	162	18	to	to	TO
cord-162105-u0w56xrp	162	19	say	say	VB
cord-162105-u0w56xrp	162	20	that	that	IN
cord-162105-u0w56xrp	162	21	the	the	DT
cord-162105-u0w56xrp	162	22	estimate	estimate	NN
cord-162105-u0w56xrp	162	23	of	of	IN
cord-162105-u0w56xrp	162	24	the	the	DT
cord-162105-u0w56xrp	162	25	moving	move	VBG
cord-162105-u0w56xrp	162	26	averages	average	NNS
cord-162105-u0w56xrp	162	27	,	,	,
cord-162105-u0w56xrp	162	28	seasonal	seasonal	JJ
cord-162105-u0w56xrp	162	29	autoregressive	autoregressive	NN
cord-162105-u0w56xrp	162	30	,	,	,
cord-162105-u0w56xrp	162	31	and	and	CC
cord-162105-u0w56xrp	162	32	seasonal	seasonal	JJ
cord-162105-u0w56xrp	162	33	moving	move	VBG
cord-162105-u0w56xrp	162	34	average	average	NN
cord-162105-u0w56xrp	162	35	are	be	VBP
cord-162105-u0w56xrp	162	36	significantly	significantly	RB
cord-162105-u0w56xrp	162	37	different	different	JJ
cord-162105-u0w56xrp	162	38	from	from	IN
cord-162105-u0w56xrp	162	39	zero	zero	CD
cord-162105-u0w56xrp	162	40	.	.	.
cord-162105-u0w56xrp	163	1	The	the	DT
cord-162105-u0w56xrp	163	2	combination	combination	NN
cord-162105-u0w56xrp	163	3	of	of	IN
cord-162105-u0w56xrp	163	4	conditional	conditional	JJ
cord-162105-u0w56xrp	163	5	sum	sum	NN
cord-162105-u0w56xrp	163	6	of	of	IN
cord-162105-u0w56xrp	163	7	squares	square	NNS
cord-162105-u0w56xrp	163	8	and	and	CC
cord-162105-u0w56xrp	163	9	maximum	maximum	JJ
cord-162105-u0w56xrp	163	10	likelihood	likelihood	NN
cord-162105-u0w56xrp	163	11	estimates	estimate	NNS
cord-162105-u0w56xrp	163	12	were	be	VBD
cord-162105-u0w56xrp	163	13	used	use	VBN
cord-162105-u0w56xrp	163	14	to	to	TO
cord-162105-u0w56xrp	163	15	estimate	estimate	VB
cord-162105-u0w56xrp	163	16	the	the	DT
cord-162105-u0w56xrp	163	17	parameters	parameter	NNS
cord-162105-u0w56xrp	163	18	of	of	IN
cord-162105-u0w56xrp	163	19	the	the	DT
cord-162105-u0w56xrp	163	20	three	three	CD
cord-162105-u0w56xrp	163	21	moving	move	VBG
cord-162105-u0w56xrp	163	22	averages	average	NNS
cord-162105-u0w56xrp	163	23	and	and	CC
cord-162105-u0w56xrp	163	24	test	test	VB
cord-162105-u0w56xrp	163	25	its	-PRON-	PRP$
cord-162105-u0w56xrp	163	26	significance	significance	NN
cord-162105-u0w56xrp	163	27	.	.	.
cord-162105-u0w56xrp	164	1	Table	table	NN
cord-162105-u0w56xrp	164	2	4	4	CD
cord-162105-u0w56xrp	164	3	shows	show	VBZ
cord-162105-u0w56xrp	164	4	the	the	DT
cord-162105-u0w56xrp	164	5	estimated	estimate	VBN
cord-162105-u0w56xrp	164	6	coefficients	coefficient	NNS
cord-162105-u0w56xrp	164	7	,	,	,
cord-162105-u0w56xrp	164	8	standard	standard	JJ
cord-162105-u0w56xrp	164	9	12	12	CD
cord-162105-u0w56xrp	164	10	.	.	.
cord-162105-u0w56xrp	165	1	Since	since	IN
cord-162105-u0w56xrp	165	2	the	the	DT
cord-162105-u0w56xrp	165	3	p	p	NN
cord-162105-u0w56xrp	165	4	-	-	HYPH
cord-162105-u0w56xrp	165	5	value	value	NN
cord-162105-u0w56xrp	165	6	of	of	IN
cord-162105-u0w56xrp	165	7	the	the	DT
cord-162105-u0w56xrp	165	8	parameter	parameter	NN
cord-162105-u0w56xrp	165	9	is	be	VBZ
cord-162105-u0w56xrp	165	10	less	less	JJR
cord-162105-u0w56xrp	165	11	than	than	IN
cord-162105-u0w56xrp	165	12	0.05	0.05	CD
cord-162105-u0w56xrp	165	13	,	,	,
cord-162105-u0w56xrp	165	14	there	there	EX
cord-162105-u0w56xrp	165	15	is	be	VBZ
cord-162105-u0w56xrp	165	16	sufficient	sufficient	JJ
cord-162105-u0w56xrp	165	17	evidence	evidence	NN
cord-162105-u0w56xrp	165	18	to	to	TO
cord-162105-u0w56xrp	165	19	say	say	VB
cord-162105-u0w56xrp	165	20	that	that	IN
cord-162105-u0w56xrp	165	21	the	the	DT
cord-162105-u0w56xrp	165	22	estimate	estimate	NN
cord-162105-u0w56xrp	165	23	of	of	IN
cord-162105-u0w56xrp	165	24	the	the	DT
cord-162105-u0w56xrp	165	25	moving	move	VBG
cord-162105-u0w56xrp	165	26	averages	average	NNS
cord-162105-u0w56xrp	165	27	,	,	,
cord-162105-u0w56xrp	165	28	seasonal	seasonal	JJ
cord-162105-u0w56xrp	165	29	autoregressive	autoregressive	NN
cord-162105-u0w56xrp	165	30	,	,	,
cord-162105-u0w56xrp	165	31	and	and	CC
cord-162105-u0w56xrp	165	32	seasonal	seasonal	JJ
cord-162105-u0w56xrp	165	33	moving	move	VBG
cord-162105-u0w56xrp	165	34	average	average	NN
cord-162105-u0w56xrp	165	35	are	be	VBP
cord-162105-u0w56xrp	165	36	significantly	significantly	RB
cord-162105-u0w56xrp	165	37	different	different	JJ
cord-162105-u0w56xrp	165	38	from	from	IN
cord-162105-u0w56xrp	165	39	zero	zero	CD
cord-162105-u0w56xrp	165	40	.	.	.
cord-162105-u0w56xrp	166	1	Residual	residual	JJ
cord-162105-u0w56xrp	166	2	versus	versus	IN
cord-162105-u0w56xrp	166	3	Time	Time	NNP
cord-162105-u0w56xrp	166	4	,	,	,
cord-162105-u0w56xrp	166	5	Residual	Residual	NNP
cord-162105-u0w56xrp	166	6	versus	versus	IN
cord-162105-u0w56xrp	166	7	Fitted	fit	VBN
cord-162105-u0w56xrp	166	8	,	,	,
cord-162105-u0w56xrp	166	9	and	and	CC
cord-162105-u0w56xrp	166	10	Normal	normal	JJ
cord-162105-u0w56xrp	166	11	Q	Q	NNP
cord-162105-u0w56xrp	166	12	-	-	HYPH
cord-162105-u0w56xrp	166	13	Q	Q	NNP
cord-162105-u0w56xrp	166	14	Plot	Plot	NNP
cord-162105-u0w56xrp	166	15	were	be	VBD
cord-162105-u0w56xrp	166	16	used	use	VBN
cord-162105-u0w56xrp	166	17	to	to	TO
cord-162105-u0w56xrp	166	18	perform	perform	VB
cord-162105-u0w56xrp	166	19	diagnostic	diagnostic	JJ
cord-162105-u0w56xrp	166	20	checking	checking	NN
cord-162105-u0w56xrp	166	21	for	for	IN
cord-162105-u0w56xrp	166	22	the	the	DT
cord-162105-u0w56xrp	166	23	model	model	NN
cord-162105-u0w56xrp	166	24	whereas	whereas	IN
cord-162105-u0w56xrp	166	25	ACF	ACF	NNP
cord-162105-u0w56xrp	166	26	and	and	CC
cord-162105-u0w56xrp	166	27	PACF	PACF	NNP
cord-162105-u0w56xrp	166	28	plots	plot	NNS
cord-162105-u0w56xrp	166	29	of	of	IN
cord-162105-u0w56xrp	166	30	the	the	DT
cord-162105-u0w56xrp	166	31	residuals	residual	NNS
cord-162105-u0w56xrp	166	32	were	be	VBD
cord-162105-u0w56xrp	166	33	used	use	VBN
cord-162105-u0w56xrp	166	34	to	to	TO
cord-162105-u0w56xrp	166	35	check	check	VB
cord-162105-u0w56xrp	166	36	if	if	IN
cord-162105-u0w56xrp	166	37	there	there	EX
cord-162105-u0w56xrp	166	38	are	be	VBP
cord-162105-u0w56xrp	166	39	remaining	remain	VBG
cord-162105-u0w56xrp	166	40	patterns	pattern	NNS
cord-162105-u0w56xrp	166	41	that	that	WDT
cord-162105-u0w56xrp	166	42	should	should	MD
cord-162105-u0w56xrp	166	43	be	be	VB
cord-162105-u0w56xrp	166	44	accounted	account	VBN
cord-162105-u0w56xrp	166	45	by	by	IN
cord-162105-u0w56xrp	166	46	the	the	DT
cord-162105-u0w56xrp	166	47	model	model	NN
cord-162105-u0w56xrp	166	48	1	1	CD
cord-162105-u0w56xrp	166	49	and	and	CC
cord-162105-u0w56xrp	166	50	2	2	CD
cord-162105-u0w56xrp	166	51	.	.	.
cord-162105-u0w56xrp	167	1	Graphs	Graphs	NNP
cord-162105-u0w56xrp	167	2	for	for	IN
cord-162105-u0w56xrp	167	3	Model	Model	NNP
cord-162105-u0w56xrp	167	4	1	1	CD
cord-162105-u0w56xrp	167	5	are	be	VBP
cord-162105-u0w56xrp	167	6	displayed	display	VBN
cord-162105-u0w56xrp	167	7	in	in	IN
cord-162105-u0w56xrp	167	8	the	the	DT
cord-162105-u0w56xrp	167	9	left	left	JJ
cord-162105-u0w56xrp	167	10	whereas	whereas	IN
cord-162105-u0w56xrp	167	11	graphs	graph	NNS
cord-162105-u0w56xrp	167	12	for	for	IN
cord-162105-u0w56xrp	167	13	Model	Model	NNP
cord-162105-u0w56xrp	167	14	2	2	CD
cord-162105-u0w56xrp	167	15	are	be	VBP
cord-162105-u0w56xrp	167	16	displayed	display	VBN
cord-162105-u0w56xrp	167	17	in	in	IN
cord-162105-u0w56xrp	167	18	the	the	DT
cord-162105-u0w56xrp	167	19	right	right	NN
cord-162105-u0w56xrp	167	20	.	.	.
cord-162105-u0w56xrp	168	1	Figure	figure	NN
cord-162105-u0w56xrp	168	2	5	5	CD
cord-162105-u0w56xrp	168	3	shows	show	VBZ
cord-162105-u0w56xrp	168	4	that	that	IN
cord-162105-u0w56xrp	168	5	the	the	DT
cord-162105-u0w56xrp	168	6	residuals	residual	NNS
cord-162105-u0w56xrp	168	7	and	and	CC
cord-162105-u0w56xrp	168	8	time	time	NN
cord-162105-u0w56xrp	168	9	does	do	VBZ
cord-162105-u0w56xrp	168	10	not	not	RB
cord-162105-u0w56xrp	168	11	display	display	VB
cord-162105-u0w56xrp	168	12	correlation	correlation	NN
cord-162105-u0w56xrp	168	13	between	between	IN
cord-162105-u0w56xrp	168	14	the	the	DT
cord-162105-u0w56xrp	168	15	two	two	CD
cord-162105-u0w56xrp	168	16	variables	variable	NNS
cord-162105-u0w56xrp	168	17	.	.	.
cord-162105-u0w56xrp	169	1	Therefore	therefore	RB
cord-162105-u0w56xrp	169	2	,	,	,
cord-162105-u0w56xrp	169	3	this	this	DT
cord-162105-u0w56xrp	169	4	scatter	scatter	NN
cord-162105-u0w56xrp	169	5	plot	plot	NN
cord-162105-u0w56xrp	169	6	suggests	suggest	VBZ
cord-162105-u0w56xrp	169	7	that	that	IN
cord-162105-u0w56xrp	169	8	the	the	DT
cord-162105-u0w56xrp	169	9	residuals	residual	NNS
cord-162105-u0w56xrp	169	10	has	have	VBZ
cord-162105-u0w56xrp	169	11	no	no	DT
cord-162105-u0w56xrp	169	12	serial	serial	JJ
cord-162105-u0w56xrp	169	13	correlation	correlation	NN
cord-162105-u0w56xrp	169	14	,	,	,
cord-162105-u0w56xrp	169	15	that	that	RB
cord-162105-u0w56xrp	169	16	is	is	RB
cord-162105-u0w56xrp	169	17	,	,	,
cord-162105-u0w56xrp	169	18	there	there	EX
cord-162105-u0w56xrp	169	19	is	be	VBZ
cord-162105-u0w56xrp	169	20	no	no	DT
cord-162105-u0w56xrp	169	21	interdependence	interdependence	NN
cord-162105-u0w56xrp	169	22	between	between	IN
cord-162105-u0w56xrp	169	23	time	time	NN
cord-162105-u0w56xrp	169	24	and	and	CC
cord-162105-u0w56xrp	169	25	residuals	residual	NNS
cord-162105-u0w56xrp	169	26	.	.	.
cord-162105-u0w56xrp	170	1	This	this	DT
cord-162105-u0w56xrp	170	2	is	be	VBZ
cord-162105-u0w56xrp	170	3	supported	support	VBN
cord-162105-u0w56xrp	170	4	by	by	IN
cord-162105-u0w56xrp	170	5	Ljung	Ljung	NNP
cord-162105-u0w56xrp	170	6	-	-	HYPH
cord-162105-u0w56xrp	170	7	Box	Box	NNP
cord-162105-u0w56xrp	170	8	test	test	NN
cord-162105-u0w56xrp	170	9	which	which	WDT
cord-162105-u0w56xrp	170	10	suggests	suggest	VBZ
cord-162105-u0w56xrp	170	11	that	that	IN
cord-162105-u0w56xrp	170	12	the	the	DT
cord-162105-u0w56xrp	170	13	error	error	NN
cord-162105-u0w56xrp	170	14	terms	term	NNS
cord-162105-u0w56xrp	170	15	behave	behave	VBP
cord-162105-u0w56xrp	170	16	randomly	randomly	RB
cord-162105-u0w56xrp	170	17	for	for	IN
cord-162105-u0w56xrp	170	18	both	both	CC
cord-162105-u0w56xrp	170	19	Model	Model	NNP
cord-162105-u0w56xrp	170	20	1	1	CD
cord-162105-u0w56xrp	170	21	(	(	-LRB-
cord-162105-u0w56xrp	170	22	Q(20	Q(20	NNP
cord-162105-u0w56xrp	170	23	)	)	-RRB-
cord-162105-u0w56xrp	170	24	=	=	NFP
cord-162105-u0w56xrp	171	1	20.109	20.109	CD
cord-162105-u0w56xrp	171	2	,	,	,
cord-162105-u0w56xrp	171	3	df=20	df=20	XX
cord-162105-u0w56xrp	171	4	,	,	,
cord-162105-u0w56xrp	171	5	Model	Model	NNP
cord-162105-u0w56xrp	171	6	df=4	df=4	NNS
cord-162105-u0w56xrp	171	7	,	,	,
cord-162105-u0w56xrp	171	8	p=	p=	NNP
cord-162105-u0w56xrp	171	9	0.4511	0.4511	CD
cord-162105-u0w56xrp	171	10	)	)	-RRB-
cord-162105-u0w56xrp	171	11	and	and	CC
cord-162105-u0w56xrp	171	12	Model	Model	NNP
cord-162105-u0w56xrp	171	13	2	2	CD
cord-162105-u0w56xrp	171	14	(	(	-LRB-
cord-162105-u0w56xrp	171	15	Q(20	Q(20	NNP
cord-162105-u0w56xrp	171	16	)	)	-RRB-
cord-162105-u0w56xrp	171	17	=	=	SYM
cord-162105-u0w56xrp	171	18	20.941	20.941	CD
cord-162105-u0w56xrp	171	19	,	,	,
cord-162105-u0w56xrp	171	20	df=20	df=20	XX
cord-162105-u0w56xrp	171	21	,	,	,
cord-162105-u0w56xrp	171	22	Model	Model	NNP
cord-162105-u0w56xrp	171	23	df=4	df=4	NNS
cord-162105-u0w56xrp	171	24	,	,	,
cord-162105-u0w56xrp	171	25	p=	p=	NNP
cord-162105-u0w56xrp	171	26	0.4006	0.4006	CD
cord-162105-u0w56xrp	171	27	)	)	-RRB-
cord-162105-u0w56xrp	171	28	.	.	.
cord-162105-u0w56xrp	172	1	In	in	IN
cord-162105-u0w56xrp	172	2	addition	addition	NN
cord-162105-u0w56xrp	172	3	,	,	,
cord-162105-u0w56xrp	172	4	the	the	DT
cord-162105-u0w56xrp	172	5	residuals	residual	NNS
cord-162105-u0w56xrp	172	6	versus	versus	IN
cord-162105-u0w56xrp	172	7	fitted	fit	VBN
cord-162105-u0w56xrp	172	8	values	value	NNS
cord-162105-u0w56xrp	172	9	scatter	scatter	VB
cord-162105-u0w56xrp	172	10	plot	plot	NN
cord-162105-u0w56xrp	172	11	displays	display	NNS
cord-162105-u0w56xrp	172	12	no	no	DT
cord-162105-u0w56xrp	172	13	visible	visible	JJ
cord-162105-u0w56xrp	172	14	funneling	funneling	NN
cord-162105-u0w56xrp	172	15	pattern	pattern	NN
cord-162105-u0w56xrp	172	16	which	which	WDT
cord-162105-u0w56xrp	172	17	indicates	indicate	VBZ
cord-162105-u0w56xrp	172	18	that	that	IN
cord-162105-u0w56xrp	172	19	the	the	DT
cord-162105-u0w56xrp	172	20	variances	variance	NNS
cord-162105-u0w56xrp	172	21	of	of	IN
cord-162105-u0w56xrp	172	22	the	the	DT
cord-162105-u0w56xrp	172	23	error	error	NN
cord-162105-u0w56xrp	172	24	term	term	NN
cord-162105-u0w56xrp	172	25	are	be	VBP
cord-162105-u0w56xrp	172	26	relatively	relatively	RB
cord-162105-u0w56xrp	172	27	equal	equal	JJ
cord-162105-u0w56xrp	172	28	.	.	.
cord-162105-u0w56xrp	173	1	Moreover	moreover	RB
cord-162105-u0w56xrp	173	2	,	,	,
cord-162105-u0w56xrp	173	3	the	the	DT
cord-162105-u0w56xrp	173	4	normal	normal	JJ
cord-162105-u0w56xrp	173	5	Q	q	NN
cord-162105-u0w56xrp	173	6	-	-	HYPH
cord-162105-u0w56xrp	173	7	Q	q	NN
cord-162105-u0w56xrp	173	8	plot	plot	NN
cord-162105-u0w56xrp	173	9	suggests	suggest	VBZ
cord-162105-u0w56xrp	173	10	that	that	IN
cord-162105-u0w56xrp	173	11	the	the	DT
cord-162105-u0w56xrp	173	12	residuals	residual	NNS
cord-162105-u0w56xrp	173	13	are	be	VBP
cord-162105-u0w56xrp	173	14	normally	normally	RB
cord-162105-u0w56xrp	173	15	distributed	distribute	VBN
cord-162105-u0w56xrp	173	16	since	since	IN
cord-162105-u0w56xrp	173	17	most	most	JJS
cord-162105-u0w56xrp	173	18	of	of	IN
cord-162105-u0w56xrp	173	19	the	the	DT
cord-162105-u0w56xrp	173	20	the	the	DT
cord-162105-u0w56xrp	173	21	values	value	NNS
cord-162105-u0w56xrp	173	22	lie	lie	VBP
cord-162105-u0w56xrp	173	23	along	along	IN
cord-162105-u0w56xrp	173	24	a	a	DT
cord-162105-u0w56xrp	173	25	line	line	NN
cord-162105-u0w56xrp	173	26	.	.	.
cord-162105-u0w56xrp	174	1	This	this	DT
cord-162105-u0w56xrp	174	2	is	be	VBZ
cord-162105-u0w56xrp	174	3	supported	support	VBN
cord-162105-u0w56xrp	174	4	by	by	IN
cord-162105-u0w56xrp	174	5	Shapiro	Shapiro	NNP
cord-162105-u0w56xrp	174	6	-	-	HYPH
cord-162105-u0w56xrp	174	7	Wilk	Wilk	NNP
cord-162105-u0w56xrp	174	8	test	test	NN
cord-162105-u0w56xrp	174	9	which	which	WDT
cord-162105-u0w56xrp	174	10	suggest	suggest	VBP
cord-162105-u0w56xrp	174	11	that	that	IN
cord-162105-u0w56xrp	174	12	the	the	DT
cord-162105-u0w56xrp	174	13	error	error	NN
cord-162105-u0w56xrp	174	14	is	be	VBZ
cord-162105-u0w56xrp	174	15	normally	normally	RB
cord-162105-u0w56xrp	174	16	distributed	distribute	VBN
cord-162105-u0w56xrp	174	17	for	for	IN
cord-162105-u0w56xrp	174	18	both	both	DT
cord-162105-u0w56xrp	174	19	Model	Model	NNP
cord-162105-u0w56xrp	174	20	1	1	CD
cord-162105-u0w56xrp	174	21	(	(	-LRB-
cord-162105-u0w56xrp	174	22	W=	W=	NNP
cord-162105-u0w56xrp	174	23	0.98062	0.98062	CD
cord-162105-u0w56xrp	174	24	,	,	,
cord-162105-u0w56xrp	174	25	p=	p=	NNP
cord-162105-u0w56xrp	174	26	0.2372	0.2372	CD
cord-162105-u0w56xrp	174	27	)	)	-RRB-
cord-162105-u0w56xrp	174	28	and	and	CC
cord-162105-u0w56xrp	174	29	Model	Model	NNP
cord-162105-u0w56xrp	174	30	2	2	CD
cord-162105-u0w56xrp	174	31	(	(	-LRB-
cord-162105-u0w56xrp	174	32	W=	W=	NNP
cord-162105-u0w56xrp	174	33	0.9852	0.9852	CD
cord-162105-u0w56xrp	174	34	,	,	,
cord-162105-u0w56xrp	174	35	p=	p=	NNP
cord-162105-u0w56xrp	174	36	0.4513	0.4513	CD
cord-162105-u0w56xrp	174	37	)	)	-RRB-
cord-162105-u0w56xrp	174	38	.	.	.
cord-162105-u0w56xrp	175	1	Finally	finally	RB
cord-162105-u0w56xrp	175	2	,	,	,
cord-162105-u0w56xrp	175	3	Fig	Fig	NNP
cord-162105-u0w56xrp	175	4	.	.	.
cord-162105-u0w56xrp	176	1	5	5	LS
cord-162105-u0w56xrp	176	2	:	:	:
cord-162105-u0w56xrp	177	1	Line	Line	NNP
cord-162105-u0w56xrp	177	2	,	,	,
cord-162105-u0w56xrp	177	3	ACF	ACF	NNP
cord-162105-u0w56xrp	177	4	,	,	,
cord-162105-u0w56xrp	177	5	and	and	CC
cord-162105-u0w56xrp	177	6	PACF	PACF	NNP
cord-162105-u0w56xrp	177	7	Plot	Plot	NNP
cord-162105-u0w56xrp	177	8	of	of	IN
cord-162105-u0w56xrp	177	9	the	the	DT
cord-162105-u0w56xrp	177	10	Two	Two	NNP
cord-162105-u0w56xrp	177	11	Models	Models	NNPS
cord-162105-u0w56xrp	177	12	ACF	ACF	NNP
cord-162105-u0w56xrp	177	13	and	and	CC
cord-162105-u0w56xrp	177	14	PACF	PACF	NNP
cord-162105-u0w56xrp	177	15	graphs	graph	NNS
cord-162105-u0w56xrp	177	16	displays	display	NNS
cord-162105-u0w56xrp	177	17	that	that	IN
cord-162105-u0w56xrp	177	18	all	all	DT
cord-162105-u0w56xrp	177	19	of	of	IN
cord-162105-u0w56xrp	177	20	the	the	DT
cord-162105-u0w56xrp	177	21	lags	lag	NNS
cord-162105-u0w56xrp	177	22	are	be	VBP
cord-162105-u0w56xrp	177	23	within	within	IN
cord-162105-u0w56xrp	177	24	the	the	DT
cord-162105-u0w56xrp	177	25	acceptable	acceptable	JJ
cord-162105-u0w56xrp	177	26	limits	limit	NNS
cord-162105-u0w56xrp	177	27	.	.	.
cord-162105-u0w56xrp	178	1	Therefore	therefore	RB
cord-162105-u0w56xrp	178	2	,	,	,
cord-162105-u0w56xrp	178	3	all	all	PDT
cord-162105-u0w56xrp	178	4	the	the	DT
cord-162105-u0w56xrp	178	5	lags	lag	NNS
cord-162105-u0w56xrp	178	6	are	be	VBP
cord-162105-u0w56xrp	178	7	not	not	RB
cord-162105-u0w56xrp	178	8	significant	significant	JJ
cord-162105-u0w56xrp	178	9	which	which	WDT
cord-162105-u0w56xrp	178	10	means	mean	VBZ
cord-162105-u0w56xrp	178	11	that	that	IN
cord-162105-u0w56xrp	178	12	the	the	DT
cord-162105-u0w56xrp	178	13	residuals	residual	NNS
cord-162105-u0w56xrp	178	14	of	of	IN
cord-162105-u0w56xrp	178	15	the	the	DT
cord-162105-u0w56xrp	178	16	model	model	NN
cord-162105-u0w56xrp	178	17	may	may	MD
cord-162105-u0w56xrp	178	18	be	be	VB
cord-162105-u0w56xrp	178	19	considered	consider	VBN
cord-162105-u0w56xrp	178	20	as	as	IN
cord-162105-u0w56xrp	178	21	white	white	JJ
cord-162105-u0w56xrp	178	22	noise	noise	NN
cord-162105-u0w56xrp	178	23	.	.	.
cord-162105-u0w56xrp	179	1	Hence	hence	RB
cord-162105-u0w56xrp	179	2	,	,	,
cord-162105-u0w56xrp	179	3	the	the	DT
cord-162105-u0w56xrp	179	4	residuals	residual	NNS
cord-162105-u0w56xrp	179	5	are	be	VBP
cord-162105-u0w56xrp	179	6	assumed	assume	VBN
cord-162105-u0w56xrp	179	7	to	to	TO
cord-162105-u0w56xrp	179	8	be	be	VB
cord-162105-u0w56xrp	179	9	Guassian	guassian	JJ
cord-162105-u0w56xrp	179	10	white	white	JJ
cord-162105-u0w56xrp	179	11	noise	noise	NN
cord-162105-u0w56xrp	179	12	.	.	.
cord-162105-u0w56xrp	180	1	Figure	figure	NN
cord-162105-u0w56xrp	180	2	6	6	CD
cord-162105-u0w56xrp	180	3	shows	show	VBZ
cord-162105-u0w56xrp	180	4	the	the	DT
cord-162105-u0w56xrp	180	5	ACF	ACF	NNP
cord-162105-u0w56xrp	180	6	and	and	CC
cord-162105-u0w56xrp	180	7	PACF	PACF	NNP
cord-162105-u0w56xrp	180	8	graphs	graph	NNS
cord-162105-u0w56xrp	180	9	of	of	IN
cord-162105-u0w56xrp	180	10	the	the	DT
cord-162105-u0w56xrp	180	11	forecast	forecast	NN
cord-162105-u0w56xrp	180	12	errors	error	NNS
cord-162105-u0w56xrp	180	13	both	both	DT
cord-162105-u0w56xrp	180	14	models	model	NNS
cord-162105-u0w56xrp	180	15	.	.	.
cord-162105-u0w56xrp	181	1	All	all	DT
cord-162105-u0w56xrp	181	2	of	of	IN
cord-162105-u0w56xrp	181	3	the	the	DT
cord-162105-u0w56xrp	181	4	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	181	5	and	and	CC
cord-162105-u0w56xrp	181	6	partial	partial	JJ
cord-162105-u0w56xrp	181	7	autocorrelation	autocorrelation	NN
cord-162105-u0w56xrp	181	8	are	be	VBP
cord-162105-u0w56xrp	181	9	within	within	IN
cord-162105-u0w56xrp	181	10	the	the	DT
cord-162105-u0w56xrp	181	11	limits	limit	NNS
cord-162105-u0w56xrp	181	12	which	which	WDT
cord-162105-u0w56xrp	181	13	means	mean	VBZ
cord-162105-u0w56xrp	181	14	that	that	IN
cord-162105-u0w56xrp	181	15	these	these	DT
cord-162105-u0w56xrp	181	16	values	value	NNS
cord-162105-u0w56xrp	181	17	are	be	VBP
cord-162105-u0w56xrp	181	18	not	not	RB
cord-162105-u0w56xrp	181	19	significant	significant	JJ
cord-162105-u0w56xrp	181	20	.	.	.
cord-162105-u0w56xrp	182	1	Therefore	therefore	RB
cord-162105-u0w56xrp	182	2	,	,	,
cord-162105-u0w56xrp	182	3	the	the	DT
cord-162105-u0w56xrp	182	4	forecast	forecast	NN
cord-162105-u0w56xrp	182	5	errors	error	NNS
cord-162105-u0w56xrp	182	6	are	be	VBP
cord-162105-u0w56xrp	182	7	considered	consider	VBN
cord-162105-u0w56xrp	182	8	white	white	JJ
cord-162105-u0w56xrp	182	9	noise	noise	NN
cord-162105-u0w56xrp	182	10	.	.	.
cord-162105-u0w56xrp	183	1	Shapiro	Shapiro	NNP
cord-162105-u0w56xrp	183	2	-	-	HYPH
cord-162105-u0w56xrp	183	3	Wilk	Wilk	NNP
cord-162105-u0w56xrp	183	4	test	test	NN
cord-162105-u0w56xrp	183	5	was	be	VBD
cord-162105-u0w56xrp	183	6	used	use	VBN
cord-162105-u0w56xrp	183	7	to	to	TO
cord-162105-u0w56xrp	183	8	test	test	VB
cord-162105-u0w56xrp	183	9	if	if	IN
cord-162105-u0w56xrp	183	10	the	the	DT
cord-162105-u0w56xrp	183	11	forecast	forecast	NN
cord-162105-u0w56xrp	183	12	errors	error	NNS
cord-162105-u0w56xrp	183	13	of	of	IN
cord-162105-u0w56xrp	183	14	both	both	DT
cord-162105-u0w56xrp	183	15	models	model	NNS
cord-162105-u0w56xrp	183	16	were	be	VBD
cord-162105-u0w56xrp	183	17	normally	normally	RB
cord-162105-u0w56xrp	183	18	distributed	distribute	VBN
cord-162105-u0w56xrp	183	19	.	.	.
cord-162105-u0w56xrp	184	1	The	the	DT
cord-162105-u0w56xrp	184	2	results	result	NNS
cord-162105-u0w56xrp	184	3	show	show	VBP
cord-162105-u0w56xrp	184	4	that	that	IN
cord-162105-u0w56xrp	184	5	there	there	EX
cord-162105-u0w56xrp	184	6	is	be	VBZ
cord-162105-u0w56xrp	184	7	no	no	DT
cord-162105-u0w56xrp	184	8	sufficient	sufficient	JJ
cord-162105-u0w56xrp	184	9	evidence	evidence	NN
cord-162105-u0w56xrp	184	10	to	to	TO
cord-162105-u0w56xrp	184	11	say	say	VB
cord-162105-u0w56xrp	184	12	that	that	IN
cord-162105-u0w56xrp	184	13	the	the	DT
cord-162105-u0w56xrp	184	14	forecast	forecast	NN
cord-162105-u0w56xrp	184	15	error	error	NN
cord-162105-u0w56xrp	184	16	terms	term	NNS
cord-162105-u0w56xrp	184	17	are	be	VBP
cord-162105-u0w56xrp	184	18	not	not	RB
cord-162105-u0w56xrp	184	19	normally	normally	RB
cord-162105-u0w56xrp	184	20	distributed	distribute	VBN
cord-162105-u0w56xrp	184	21	for	for	IN
cord-162105-u0w56xrp	184	22	both	both	DT
cord-162105-u0w56xrp	184	23	Model	Model	NNP
cord-162105-u0w56xrp	184	24	1	1	CD
cord-162105-u0w56xrp	184	25	(	(	-LRB-
cord-162105-u0w56xrp	184	26	W=	W=	NNP
cord-162105-u0w56xrp	184	27	0.0.878	0.0.878	CD
cord-162105-u0w56xrp	184	28	,	,	,
cord-162105-u0w56xrp	184	29	p=	p=	NN
cord-162105-u0w56xrp	184	30	0.082	0.082	CD
cord-162105-u0w56xrp	184	31	)	)	-RRB-
cord-162105-u0w56xrp	184	32	and	and	CC
cord-162105-u0w56xrp	184	33	Model	Model	NNP
cord-162105-u0w56xrp	184	34	2	2	CD
cord-162105-u0w56xrp	184	35	(	(	-LRB-
cord-162105-u0w56xrp	184	36	W=	W=	NNP
cord-162105-u0w56xrp	184	37	0.875	0.875	CD
cord-162105-u0w56xrp	184	38	,	,	,
cord-162105-u0w56xrp	184	39	p=	p=	NNP
cord-162105-u0w56xrp	184	40	0.075	0.075	CD
cord-162105-u0w56xrp	184	41	)	)	-RRB-
cord-162105-u0w56xrp	184	42	.	.	.
cord-162105-u0w56xrp	185	1	This	this	DT
cord-162105-u0w56xrp	185	2	means	mean	VBZ
cord-162105-u0w56xrp	185	3	that	that	IN
cord-162105-u0w56xrp	185	4	it	-PRON-	PRP
cord-162105-u0w56xrp	185	5	can	can	MD
cord-162105-u0w56xrp	185	6	be	be	VB
cord-162105-u0w56xrp	185	7	assumed	assume	VBN
cord-162105-u0w56xrp	185	8	that	that	IN
cord-162105-u0w56xrp	185	9	the	the	DT
cord-162105-u0w56xrp	185	10	fore-	fore-	.
cord-162105-u0w56xrp	186	1	Based	base	VBN
cord-162105-u0w56xrp	186	2	on	on	IN
cord-162105-u0w56xrp	186	3	the	the	DT
cord-162105-u0w56xrp	186	4	diagnostic	diagnostic	JJ
cord-162105-u0w56xrp	186	5	presented	present	VBN
cord-162105-u0w56xrp	186	6	,	,	,
cord-162105-u0w56xrp	186	7	the	the	DT
cord-162105-u0w56xrp	186	8	models	model	NNS
cord-162105-u0w56xrp	186	9	satisfied	satisfy	VBD
cord-162105-u0w56xrp	186	10	all	all	PDT
cord-162105-u0w56xrp	186	11	the	the	DT
cord-162105-u0w56xrp	186	12	assumptions	assumption	NNS
cord-162105-u0w56xrp	186	13	of	of	IN
cord-162105-u0w56xrp	186	14	a	a	DT
cord-162105-u0w56xrp	186	15	seasonal	seasonal	JJ
cord-162105-u0w56xrp	186	16	autoregressive	autoregressive	NN
cord-162105-u0w56xrp	186	17	integrated	integrate	VBN
cord-162105-u0w56xrp	186	18	moving	move	VBG
cord-162105-u0w56xrp	186	19	average	average	JJ
cord-162105-u0w56xrp	186	20	model	model	NN
cord-162105-u0w56xrp	186	21	.	.	.
cord-162105-u0w56xrp	187	1	Furthermore	furthermore	RB
cord-162105-u0w56xrp	187	2	,	,	,
cord-162105-u0w56xrp	187	3	Model	Model	NNP
cord-162105-u0w56xrp	187	4	2	2	CD
cord-162105-u0w56xrp	187	5	is	be	VBZ
cord-162105-u0w56xrp	187	6	relatively	relatively	RB
cord-162105-u0w56xrp	187	7	accurate	accurate	JJ
cord-162105-u0w56xrp	187	8	compared	compare	VBN
cord-162105-u0w56xrp	187	9	to	to	IN
cord-162105-u0w56xrp	187	10	Model	Model	NNP
cord-162105-u0w56xrp	187	11	1	1	CD
cord-162105-u0w56xrp	187	12	based	base	VBN
cord-162105-u0w56xrp	187	13	on	on	IN
cord-162105-u0w56xrp	187	14	the	the	DT
cord-162105-u0w56xrp	187	15	RMSE	rmse	NN
cord-162105-u0w56xrp	187	16	of	of	IN
cord-162105-u0w56xrp	187	17	each	each	DT
cord-162105-u0w56xrp	187	18	model	model	NN
cord-162105-u0w56xrp	187	19	.	.	.
cord-162105-u0w56xrp	188	1	Hence	hence	RB
cord-162105-u0w56xrp	188	2	,	,	,
cord-162105-u0w56xrp	188	3	the	the	DT
cord-162105-u0w56xrp	188	4	ARIMA	ARIMA	NNP
cord-162105-u0w56xrp	188	5	(	(	-LRB-
cord-162105-u0w56xrp	188	6	1,1,1)×(1,0,1	1,1,1)×(1,0,1	CD
cord-162105-u0w56xrp	188	7	)	)	-RRB-
cord-162105-u0w56xrp	188	8	12	12	CD
cord-162105-u0w56xrp	188	9	was	be	VBD
cord-162105-u0w56xrp	188	10	used	use	VBN
cord-162105-u0w56xrp	188	11	to	to	TO
cord-162105-u0w56xrp	188	12	forecast	forecast	VB
cord-162105-u0w56xrp	188	13	the	the	DT
cord-162105-u0w56xrp	188	14	monthly	monthly	JJ
cord-162105-u0w56xrp	188	15	visitor	visitor	NN
cord-162105-u0w56xrp	188	16	arrivals	arrival	NNS
cord-162105-u0w56xrp	188	17	in	in	IN
cord-162105-u0w56xrp	188	18	the	the	DT
cord-162105-u0w56xrp	188	19	Philippines	Philippines	NNPS
cord-162105-u0w56xrp	188	20	.	.	.
cord-162105-u0w56xrp	189	1	Philippine	philippine	JJ
cord-162105-u0w56xrp	189	2	statistic	statistic	NN
cord-162105-u0w56xrp	189	3	authority	authority	NN
cord-162105-u0w56xrp	189	4	:	:	:
cord-162105-u0w56xrp	190	1	Contribution	contribution	NN
cord-162105-u0w56xrp	190	2	of	of	IN
cord-162105-u0w56xrp	190	3	tourism	tourism	NN
cord-162105-u0w56xrp	190	4	to	to	IN
cord-162105-u0w56xrp	190	5	the	the	DT
cord-162105-u0w56xrp	190	6	philippine	philippine	JJ
cord-162105-u0w56xrp	190	7	economy	economy	NN
cord-162105-u0w56xrp	190	8	is	be	VBZ
cord-162105-u0w56xrp	190	9	12.7	12.7	CD
cord-162105-u0w56xrp	190	10	percent	percent	NN
cord-162105-u0w56xrp	190	11	Department	Department	NNP
cord-162105-u0w56xrp	190	12	of	of	IN
cord-162105-u0w56xrp	190	13	tourism	tourism	NN
cord-162105-u0w56xrp	190	14	-	-	HYPH
cord-162105-u0w56xrp	190	15	philippines	philippines	NNP
cord-162105-u0w56xrp	190	16	:	:	:
cord-162105-u0w56xrp	191	1	Tourism	tourism	NN
cord-162105-u0w56xrp	191	2	statistics	statistic	VBZ
cord-162105-u0w56xrp	191	3	Philippine	Philippine	NNP
cord-162105-u0w56xrp	191	4	statistic	statistic	NN
cord-162105-u0w56xrp	191	5	authority	authority	NN
cord-162105-u0w56xrp	191	6	Encyclopedia	Encyclopedia	NNP
cord-162105-u0w56xrp	191	7	of	of	IN
cord-162105-u0w56xrp	191	8	Research	Research	NNP
cord-162105-u0w56xrp	191	9	Design	Design	NNP
cord-162105-u0w56xrp	191	10	,	,	,
cord-162105-u0w56xrp	191	11	1	1	CD
cord-162105-u0w56xrp	191	12	ed	ed	NNP
cord-162105-u0w56xrp	191	13	Time	Time	NNP
cord-162105-u0w56xrp	191	14	Series	Series	NNP
cord-162105-u0w56xrp	191	15	Analysis	Analysis	NNP
cord-162105-u0w56xrp	191	16	:	:	:
cord-162105-u0w56xrp	192	1	Forecasting	Forecasting	NNP
cord-162105-u0w56xrp	192	2	and	and	CC
cord-162105-u0w56xrp	192	3	Control	Control	NNP
cord-162105-u0w56xrp	192	4	Long	Long	NNP
cord-162105-u0w56xrp	192	5	Short	Short	NNP
cord-162105-u0w56xrp	192	6	-	-	HYPH
cord-162105-u0w56xrp	192	7	Term	Term	NNP
cord-162105-u0w56xrp	192	8	Memory	memory	NN
cord-162105-u0w56xrp	192	9	Networks	Networks	NNP
cord-162105-u0w56xrp	192	10	with	with	IN
cord-162105-u0w56xrp	192	11	Python	Python	NNP
cord-162105-u0w56xrp	192	12	:	:	:
cord-162105-u0w56xrp	193	1	Develop	develop	VB
cord-162105-u0w56xrp	193	2	Sequence	sequence	NN
cord-162105-u0w56xrp	193	3	Prediction	prediction	NN
cord-162105-u0w56xrp	193	4	Models	model	NNS
cord-162105-u0w56xrp	193	5	with	with	IN
cord-162105-u0w56xrp	193	6	Deep	deep	JJ
cord-162105-u0w56xrp	193	7	Learning	Learning	NNP
cord-162105-u0w56xrp	194	1	Automatic	automatic	JJ
cord-162105-u0w56xrp	194	2	time	time	NN
cord-162105-u0w56xrp	194	3	series	series	NN
cord-162105-u0w56xrp	194	4	forecasting	forecasting	NN
cord-162105-u0w56xrp	194	5	:	:	:
cord-162105-u0w56xrp	194	6	the	the	DT
cord-162105-u0w56xrp	194	7	forecast	forecast	NN
cord-162105-u0w56xrp	194	8	package	package	NN
cord-162105-u0w56xrp	194	9	for	for	IN
cord-162105-u0w56xrp	194	10	R	R	NNP
cord-162105-u0w56xrp	194	11	Box	Box	NNP
cord-162105-u0w56xrp	194	12	-	-	HYPH
cord-162105-u0w56xrp	194	13	Cox	Cox	NNP
cord-162105-u0w56xrp	194	14	Transformation	transformation	NN
cord-162105-u0w56xrp	194	15	R	r	NN
cord-162105-u0w56xrp	194	16	:	:	:
cord-162105-u0w56xrp	194	17	A	a	DT
cord-162105-u0w56xrp	194	18	Language	Language	NNP
cord-162105-u0w56xrp	194	19	and	and	CC
cord-162105-u0w56xrp	194	20	Environment	Environment	NNP
cord-162105-u0w56xrp	194	21	for	for	IN
cord-162105-u0w56xrp	194	22	Statistical	Statistical	NNP
cord-162105-u0w56xrp	194	23	Computing	Computing	NNP
cord-162105-u0w56xrp	194	24	.	.	.
cord-162105-u0w56xrp	195	1	R	R	NNP
cord-162105-u0w56xrp	195	2	Foundation	Foundation	NNP
cord-162105-u0w56xrp	195	3	for	for	IN
cord-162105-u0w56xrp	195	4	Statistical	Statistical	NNP
cord-162105-u0w56xrp	195	5	Computing	Computing	NNP
cord-162105-u0w56xrp	195	6	tseries	tserie	NNS
cord-162105-u0w56xrp	195	7	:	:	:
cord-162105-u0w56xrp	196	1	Time	Time	NNP
cord-162105-u0w56xrp	196	2	Series	Series	NNP
cord-162105-u0w56xrp	196	3	Analysis	Analysis	NNP
cord-162105-u0w56xrp	196	4	and	and	CC
cord-162105-u0w56xrp	196	5	Computational	Computational	NNP
cord-162105-u0w56xrp	196	6	Finance	Finance	NNP
cord-162105-u0w56xrp	196	7	.	.	.
cord-162105-u0w56xrp	197	1	R	r	NN
cord-162105-u0w56xrp	197	2	package	package	NN
cord-162105-u0w56xrp	197	3	version	version	NN
cord-162105-u0w56xrp	197	4	0	0	CD
cord-162105-u0w56xrp	197	5	Diagnostic	diagnostic	JJ
cord-162105-u0w56xrp	197	6	checking	checking	NN
cord-162105-u0w56xrp	197	7	in	in	IN
cord-162105-u0w56xrp	197	8	regression	regression	NN
cord-162105-u0w56xrp	197	9	relationships	relationship	NNS
cord-162105-u0w56xrp	197	10	ggplot2	ggplot2	NN
cord-162105-u0w56xrp	197	11	:	:	:
cord-162105-u0w56xrp	198	1	Elegant	Elegant	NNP
cord-162105-u0w56xrp	198	2	Graphics	Graphics	NNPS
cord-162105-u0w56xrp	198	3	for	for	IN
cord-162105-u0w56xrp	198	4	Data	Data	NNP
cord-162105-u0w56xrp	198	5	Analysis	Analysis	NNP
cord-162105-u0w56xrp	198	6	Package	Package	NNP
cord-162105-u0w56xrp	198	7	'	'	''
cord-162105-u0w56xrp	198	8	tidyr	tidyr	NNP
cord-162105-u0w56xrp	199	1	A	a	DT
cord-162105-u0w56xrp	199	2	grammar	grammar	NN
cord-162105-u0w56xrp	199	3	of	of	IN
cord-162105-u0w56xrp	199	4	data	datum	NNS
cord-162105-u0w56xrp	199	5	manipulation	manipulation	NN
cord-162105-u0w56xrp	199	6	What	what	WDT
cord-162105-u0w56xrp	199	7	quarantine	quarantine	NN
cord-162105-u0w56xrp	199	8	measures	measure	NNS
cord-162105-u0w56xrp	199	9	can	can	MD
cord-162105-u0w56xrp	199	10	do	do	VB
cord-162105-u0w56xrp	199	11	?	?	.
cord-162105-u0w56xrp	200	1	modelling	model	VBG
cord-162105-u0w56xrp	200	2	the	the	DT
cord-162105-u0w56xrp	200	3	dynamics	dynamic	NNS
cord-162105-u0w56xrp	200	4	of	of	IN
cord-162105-u0w56xrp	200	5	covid-19	covid-19	CD
cord-162105-u0w56xrp	200	6	transmission	transmission	NN
cord-162105-u0w56xrp	200	7	in	in	IN
cord-162105-u0w56xrp	200	8	davao	davao	NNP
cord-162105-u0w56xrp	200	9	region	region	NN