id	sid	tid	token	lemma	pos
bracis-33614	1	1	a	a	DET
bracis-33614	1	2	case	case	NOUN
bracis-33614	1	3	study	study	NOUN
bracis-33614	1	4	on	on	ADP
bracis-33614	1	5	 	 	SPACE
bracis-33614	1	6	water	water	NOUN
bracis-33614	1	7	demand	demand	NOUN
bracis-33614	1	8	forecasting	forecasting	NOUN
bracis-33614	1	9	in	in	ADP
bracis-33614	1	10	 	 	SPACE
bracis-33614	1	11	a	a	DET
bracis-33614	1	12	 	 	SPACE
bracis-33614	1	13	coastal	coastal	ADJ
bracis-33614	1	14	tourist	tourist	NOUN
bracis-33614	1	15	city	city	NOUN
bracis-33614	1	16	|	|	ADV
bracis-33614	1	17	springer	springer	NOUN
bracis-33614	1	18	nature	nature	PROPN
bracis-33614	1	19	link	link	PROPN
bracis-33614	1	20	(	(	PUNCT
bracis-33614	1	21	formerly	formerly	ADV
bracis-33614	1	22	springerlink	springerlink	NOUN
bracis-33614	1	23	)	)	PUNCT
bracis-33614	1	24	skip	skip	VERB
bracis-33614	1	25	to	to	ADP
bracis-33614	1	26	main	main	ADJ
bracis-33614	1	27	content	content	NOUN
bracis-33614	1	28	advertisement	advertisement	NOUN
bracis-33614	1	29	account	account	NOUN
bracis-33614	1	30	menu	menu	NOUN
bracis-33614	1	31	find	find	VERB
bracis-33614	1	32	a	a	DET
bracis-33614	1	33	journal	journal	NOUN
bracis-33614	1	34	publish	publish	VERB
bracis-33614	1	35	with	with	ADP
bracis-33614	1	36	us	we	PRON
bracis-33614	1	37	track	track	VERB
bracis-33614	1	38	your	your	PRON
bracis-33614	1	39	research	research	NOUN
bracis-33614	1	40	search	search	NOUN
bracis-33614	1	41	cart	cart	NOUN
bracis-33614	1	42	home	home	NOUN
bracis-33614	1	43	intelligent	intelligent	ADJ
bracis-33614	1	44	systems	system	NOUN
bracis-33614	1	45	conference	conference	NOUN
bracis-33614	1	46	paper	paper	NOUN
bracis-33614	1	47	a	a	DET
bracis-33614	1	48	case	case	NOUN
bracis-33614	1	49	study	study	NOUN
bracis-33614	1	50	on	on	ADP
bracis-33614	1	51	 	 	SPACE
bracis-33614	1	52	water	water	NOUN
bracis-33614	1	53	demand	demand	NOUN
bracis-33614	1	54	forecasting	forecasting	NOUN
bracis-33614	1	55	in	in	ADP
bracis-33614	1	56	 	 	SPACE
bracis-33614	1	57	a	a	DET
bracis-33614	1	58	 	 	SPACE
bracis-33614	1	59	coastal	coastal	ADJ
bracis-33614	1	60	tourist	tourist	NOUN
bracis-33614	1	61	city	city	NOUN
bracis-33614	1	62	conference	conference	NOUN
bracis-33614	1	63	paper	paper	NOUN
bracis-33614	1	64	first	first	ADV
bracis-33614	1	65	online	online	ADV
bracis-33614	1	66	:	:	PUNCT
bracis-33614	1	67	30	30	NUM
bracis-33614	1	68	january	january	NOUN
bracis-33614	1	69	2025	2025	NUM
bracis-33614	1	70	pp	pp	ADP
bracis-33614	1	71	3–17	3–17	PROPN
bracis-33614	1	72	cite	cite	VERB
bracis-33614	1	73	this	this	DET
bracis-33614	1	74	conference	conference	NOUN
bracis-33614	1	75	paper	paper	NOUN
bracis-33614	1	76	download	download	NOUN
bracis-33614	1	77	book	book	NOUN
bracis-33614	1	78	pdf	pdf	PROPN
bracis-33614	1	79	download	download	NOUN
bracis-33614	1	80	book	book	NOUN
bracis-33614	1	81	epub	epub	PROPN
bracis-33614	1	82	intelligent	intelligent	ADJ
bracis-33614	1	83	systems	system	NOUN
bracis-33614	1	84	(	(	PUNCT
bracis-33614	1	85	bracis	bracis	NOUN
bracis-33614	1	86	2024	2024	NUM
bracis-33614	1	87	)	)	PUNCT
bracis-33614	1	88	a	a	DET
bracis-33614	1	89	case	case	NOUN
bracis-33614	1	90	study	study	NOUN
bracis-33614	1	91	on	on	ADP
bracis-33614	1	92	 	 	SPACE
bracis-33614	1	93	water	water	NOUN
bracis-33614	1	94	demand	demand	NOUN
bracis-33614	1	95	forecasting	forecasting	NOUN
bracis-33614	1	96	in	in	ADP
bracis-33614	1	97	 	 	SPACE
bracis-33614	1	98	a	a	DET
bracis-33614	1	99	 	 	SPACE
bracis-33614	1	100	coastal	coastal	ADJ
bracis-33614	1	101	tourist	tourist	NOUN
bracis-33614	1	102	city	city	NOUN
bracis-33614	1	103	download	download	NOUN
bracis-33614	1	104	book	book	NOUN
bracis-33614	1	105	pdf	pdf	PROPN
bracis-33614	1	106	download	download	NOUN
bracis-33614	1	107	book	book	PROPN
bracis-33614	1	108	epub	epub	PROPN
bracis-33614	1	109	antoniel	antoniel	PROPN
bracis-33614	1	110	kleber	kleber	PROPN
bracis-33614	1	111	stefaniak9	stefaniak9	PROPN
bracis-33614	1	112	,	,	PUNCT
bracis-33614	1	113	pablo	pablo	PROPN
bracis-33614	1	114	andretta	andretta	PROPN
bracis-33614	1	115	jaskowiak9	jaskowiak9	PROPN
bracis-33614	1	116	&	&	CCONJ
bracis-33614	1	117	lucas	lucas	PROPN
bracis-33614	1	118	weihmann9	weihmann9	PROPN
bracis-33614	1	119	  	  	SPACE
bracis-33614	1	120	part	part	NOUN
bracis-33614	1	121	of	of	ADP
bracis-33614	1	122	the	the	DET
bracis-33614	1	123	book	book	NOUN
bracis-33614	1	124	series	series	NOUN
bracis-33614	1	125	:	:	PUNCT
bracis-33614	1	126	lecture	lecture	NOUN
bracis-33614	1	127	notes	note	NOUN
bracis-33614	1	128	in	in	ADP
bracis-33614	1	129	computer	computer	NOUN
bracis-33614	1	130	science	science	NOUN
bracis-33614	1	131	(	(	PUNCT
bracis-33614	1	132	(	(	PUNCT
bracis-33614	1	133	lnai	lnai	ADJ
bracis-33614	1	134	,	,	PUNCT
bracis-33614	1	135	volume	volume	NOUN
bracis-33614	1	136	15414	15414	NUM
bracis-33614	1	137	)	)	PUNCT
bracis-33614	1	138	)	)	PUNCT
bracis-33614	1	139	included	include	VERB
bracis-33614	1	140	in	in	ADP
bracis-33614	1	141	the	the	DET
bracis-33614	1	142	following	follow	VERB
bracis-33614	1	143	conference	conference	NOUN
bracis-33614	1	144	series	series	NOUN
bracis-33614	1	145	:	:	PUNCT
bracis-33614	1	146	brazilian	brazilian	ADJ
bracis-33614	1	147	conference	conference	NOUN
bracis-33614	1	148	on	on	ADP
bracis-33614	1	149	intelligent	intelligent	ADJ
bracis-33614	1	150	systems	system	NOUN
bracis-33614	1	151	377	377	NUM
bracis-33614	1	152	accesses	access	VERB
bracis-33614	1	153	abstract	abstract	ADJ
bracis-33614	1	154	urban	urban	ADJ
bracis-33614	1	155	water	water	NOUN
bracis-33614	1	156	-	-	PUNCT
bracis-33614	1	157	demand	demand	NOUN
bracis-33614	1	158	(	(	PUNCT
bracis-33614	1	159	uwd	uwd	ADJ
bracis-33614	1	160	)	)	PUNCT
bracis-33614	1	161	forecasting	forecasting	NOUN
bracis-33614	1	162	is	be	AUX
bracis-33614	1	163	crucial	crucial	ADJ
bracis-33614	1	164	for	for	ADP
bracis-33614	1	165	efficient	efficient	ADJ
bracis-33614	1	166	water	water	NOUN
bracis-33614	1	167	management	management	NOUN
bracis-33614	1	168	,	,	PUNCT
bracis-33614	1	169	improving	improve	VERB
bracis-33614	1	170	distribution	distribution	NOUN
bracis-33614	1	171	,	,	PUNCT
bracis-33614	1	172	and	and	CCONJ
bracis-33614	1	173	supporting	support	VERB
bracis-33614	1	174	environmental	environmental	ADJ
bracis-33614	1	175	sustainability	sustainability	NOUN
bracis-33614	1	176	.	.	PUNCT
bracis-33614	2	1	in	in	ADP
bracis-33614	2	2	tourist	tourist	NOUN
bracis-33614	2	3	destinations	destination	NOUN
bracis-33614	2	4	with	with	ADP
bracis-33614	2	5	significant	significant	ADJ
bracis-33614	2	6	seasonal	seasonal	ADJ
bracis-33614	2	7	variations	variation	NOUN
bracis-33614	2	8	in	in	ADP
bracis-33614	2	9	number	number	NOUN
bracis-33614	2	10	of	of	ADP
bracis-33614	2	11	inhabitants	inhabitant	NOUN
bracis-33614	2	12	(	(	PUNCT
bracis-33614	2	13	water	water	NOUN
bracis-33614	2	14	consumers	consumer	NOUN
bracis-33614	2	15	)	)	PUNCT
bracis-33614	2	16	,	,	PUNCT
bracis-33614	2	17	accurate	accurate	ADJ
bracis-33614	2	18	water	water	NOUN
bracis-33614	2	19	-	-	PUNCT
bracis-33614	2	20	demand	demand	NOUN
bracis-33614	2	21	forecasting	forecasting	NOUN
bracis-33614	2	22	becomes	become	VERB
bracis-33614	2	23	particularly	particularly	ADV
bracis-33614	2	24	important	important	ADJ
bracis-33614	2	25	.	.	PUNCT
bracis-33614	3	1	this	this	DET
bracis-33614	3	2	work	work	NOUN
bracis-33614	3	3	evaluates	evaluate	VERB
bracis-33614	3	4	two	two	NUM
bracis-33614	3	5	statistical	statistical	ADJ
bracis-33614	3	6	models	model	NOUN
bracis-33614	3	7	for	for	ADP
bracis-33614	3	8	short	short	ADJ
bracis-33614	3	9	-	-	PUNCT
bracis-33614	3	10	term	term	NOUN
bracis-33614	3	11	uwd	uwd	ADJ
bracis-33614	3	12	forecasting	forecasting	NOUN
bracis-33614	3	13	,	,	PUNCT
bracis-33614	3	14	namely	namely	ADV
bracis-33614	3	15	,	,	PUNCT
bracis-33614	3	16	autoregressive	autoregressive	ADJ
bracis-33614	3	17	integrated	integrated	ADJ
bracis-33614	3	18	moving	move	VERB
bracis-33614	3	19	average	average	ADJ
bracis-33614	3	20	(	(	PUNCT
bracis-33614	3	21	arima	arima	NOUN
bracis-33614	3	22	)	)	PUNCT
bracis-33614	3	23	and	and	CCONJ
bracis-33614	3	24	seasonal	seasonal	ADJ
bracis-33614	3	25	autoregressive	autoregressive	ADJ
bracis-33614	3	26	integrated	integrated	ADJ
bracis-33614	3	27	moving	move	VERB
bracis-33614	3	28	average	average	ADJ
bracis-33614	3	29	 	 	SPACE
bracis-33614	3	30	(	(	PUNCT
bracis-33614	3	31	sarima	sarima	NOUN
bracis-33614	3	32	)	)	PUNCT
bracis-33614	3	33	.	.	PUNCT
bracis-33614	4	1	two	two	NUM
bracis-33614	4	2	different	different	ADJ
bracis-33614	4	3	strategies	strategy	NOUN
bracis-33614	4	4	for	for	ADP
bracis-33614	4	5	model	model	NOUN
bracis-33614	4	6	deployment	deployment	NOUN
bracis-33614	4	7	and	and	CCONJ
bracis-33614	4	8	comparison	comparison	NOUN
bracis-33614	4	9	are	be	AUX
bracis-33614	4	10	considered	consider	VERB
bracis-33614	4	11	:	:	PUNCT
bracis-33614	4	12	(	(	PUNCT
bracis-33614	4	13	i	i	NOUN
bracis-33614	4	14	)	)	PUNCT
bracis-33614	4	15	a	a	DET
bracis-33614	4	16	sliding	slide	VERB
bracis-33614	4	17	window	window	NOUN
bracis-33614	4	18	(	(	PUNCT
bracis-33614	4	19	sw	sw	NOUN
bracis-33614	4	20	)	)	PUNCT
bracis-33614	4	21	approach	approach	NOUN
bracis-33614	4	22	with	with	ADP
bracis-33614	4	23	one	one	NUM
bracis-33614	4	24	-	-	PUNCT
bracis-33614	4	25	year	year	NOUN
bracis-33614	4	26	(	(	PUNCT
bracis-33614	4	27	1y	1y	NUM
bracis-33614	4	28	)	)	PUNCT
bracis-33614	4	29	and	and	CCONJ
bracis-33614	4	30	two	two	NUM
bracis-33614	4	31	-	-	PUNCT
bracis-33614	4	32	year	year	NOUN
bracis-33614	4	33	(	(	PUNCT
bracis-33614	4	34	2y	2y	NUM
bracis-33614	4	35	)	)	PUNCT
bracis-33614	4	36	windows	window	NOUN
bracis-33614	4	37	for	for	ADP
bracis-33614	4	38	training	training	NOUN
bracis-33614	4	39	and	and	CCONJ
bracis-33614	4	40	;	;	PUNCT
bracis-33614	4	41	(	(	PUNCT
bracis-33614	4	42	ii	ii	X
bracis-33614	4	43	)	)	PUNCT
bracis-33614	4	44	a	a	DET
bracis-33614	4	45	expanding	expand	VERB
bracis-33614	4	46	window	window	NOUN
bracis-33614	4	47	(	(	PUNCT
bracis-33614	4	48	ew	ew	NOUN
bracis-33614	4	49	)	)	PUNCT
bracis-33614	4	50	approach	approach	NOUN
bracis-33614	4	51	.	.	PUNCT
bracis-33614	5	1	the	the	DET
bracis-33614	5	2	arima	arima	PROPN
bracis-33614	5	3	model	model	NOUN
bracis-33614	5	4	ployed	ploye	VERB
bracis-33614	5	5	with	with	ADP
bracis-33614	5	6	a	a	DET
bracis-33614	5	7	sliding	slide	VERB
bracis-33614	5	8	window	window	NOUN
bracis-33614	5	9	(	(	PUNCT
bracis-33614	5	10	sw	sw	PROPN
bracis-33614	5	11	)	)	PUNCT
bracis-33614	5	12	with	with	ADP
bracis-33614	5	13	a	a	DET
bracis-33614	5	14	two	two	NUM
bracis-33614	5	15	-	-	PUNCT
bracis-33614	5	16	year	year	NOUN
bracis-33614	5	17	(	(	PUNCT
bracis-33614	5	18	2y	2y	NUM
bracis-33614	5	19	)	)	PUNCT
bracis-33614	5	20	resolution	resolution	NOUN
bracis-33614	5	21	achieved	achieve	VERB
bracis-33614	5	22	the	the	DET
bracis-33614	5	23	best	good	ADJ
bracis-33614	5	24	overall	overall	ADJ
bracis-33614	5	25	results	result	NOUN
bracis-33614	5	26	,	,	PUNCT
bracis-33614	5	27	followed	follow	VERB
bracis-33614	5	28	by	by	ADP
bracis-33614	5	29	sarima	sarima	NOUN
bracis-33614	5	30	considering	consider	VERB
bracis-33614	5	31	expanding	expand	VERB
bracis-33614	5	32	window	window	NOUN
bracis-33614	5	33	(	(	PUNCT
bracis-33614	5	34	ew	ew	NOUN
bracis-33614	5	35	)	)	PUNCT
bracis-33614	5	36	model	model	NOUN
bracis-33614	5	37	.	.	PUNCT
bracis-33614	6	1	to	to	PART
bracis-33614	6	2	place	place	VERB
bracis-33614	6	3	these	these	DET
bracis-33614	6	4	outcomes	outcome	NOUN
bracis-33614	6	5	in	in	ADP
bracis-33614	6	6	perspective	perspective	NOUN
bracis-33614	6	7	,	,	PUNCT
bracis-33614	6	8	we	we	PRON
bracis-33614	6	9	performed	perform	VERB
bracis-33614	6	10	a	a	DET
bracis-33614	6	11	comparison	comparison	NOUN
bracis-33614	6	12	with	with	ADP
bracis-33614	6	13	results	result	NOUN
bracis-33614	6	14	from	from	ADP
bracis-33614	6	15	related	related	ADJ
bracis-33614	6	16	work	work	NOUN
bracis-33614	6	17	that	that	PRON
bracis-33614	6	18	took	take	VERB
bracis-33614	6	19	into	into	ADP
bracis-33614	6	20	account	account	NOUN
bracis-33614	6	21	machine	machine	NOUN
bracis-33614	6	22	learning	learning	NOUN
bracis-33614	6	23	methods	method	NOUN
bracis-33614	6	24	for	for	ADP
bracis-33614	6	25	regression	regression	NOUN
bracis-33614	6	26	for	for	ADP
bracis-33614	6	27	the	the	DET
bracis-33614	6	28	same	same	ADJ
bracis-33614	6	29	data	datum	NOUN
bracis-33614	6	30	.	.	PUNCT
bracis-33614	6	31	 	 	SPACE
bracis-33614	7	1	this	this	DET
bracis-33614	7	2	comparison	comparison	NOUN
bracis-33614	7	3	suggests	suggest	VERB
bracis-33614	7	4	that	that	SCONJ
bracis-33614	7	5	statistical	statistical	ADJ
bracis-33614	7	6	methods	method	NOUN
bracis-33614	7	7	provide	provide	VERB
bracis-33614	7	8	results	result	NOUN
bracis-33614	7	9	that	that	PRON
bracis-33614	7	10	are	be	AUX
bracis-33614	7	11	both	both	ADV
bracis-33614	7	12	competitive	competitive	ADJ
bracis-33614	7	13	and	and	CCONJ
bracis-33614	7	14	robust	robust	ADJ
bracis-33614	7	15	in	in	ADP
bracis-33614	7	16	terms	term	NOUN
bracis-33614	7	17	of	of	ADP
bracis-33614	7	18	quality	quality	NOUN
bracis-33614	7	19	for	for	ADP
bracis-33614	7	20	short	short	ADJ
bracis-33614	7	21	-	-	PUNCT
bracis-33614	7	22	term	term	NOUN
bracis-33614	7	23	forecasts	forecast	NOUN
bracis-33614	7	24	.	.	PUNCT
bracis-33614	8	1	download	download	PROPN
bracis-33614	8	2	conference	conference	NOUN
bracis-33614	8	3	paper	paper	NOUN
bracis-33614	8	4	pdf	pdf	NOUN
bracis-33614	8	5	similar	similar	ADJ
bracis-33614	8	6	content	content	NOUN
bracis-33614	8	7	being	be	AUX
bracis-33614	8	8	viewed	view	VERB
bracis-33614	8	9	by	by	ADP
bracis-33614	8	10	others	other	NOUN
bracis-33614	8	11	uncertainty	uncertainty	NOUN
bracis-33614	8	12	analysis	analysis	NOUN
bracis-33614	8	13	of	of	ADP
bracis-33614	8	14	reservoir	reservoir	NOUN
bracis-33614	8	15	operation	operation	NOUN
bracis-33614	8	16	based	base	VERB
bracis-33614	8	17	on	on	ADP
bracis-33614	8	18	stochastic	stochastic	ADJ
bracis-33614	8	19	optimization	optimization	NOUN
bracis-33614	8	20	approach	approach	NOUN
bracis-33614	8	21	using	use	VERB
bracis-33614	8	22	the	the	DET
bracis-33614	8	23	generalized	generalized	ADJ
bracis-33614	8	24	likelihood	likelihood	NOUN
bracis-33614	8	25	uncertainty	uncertainty	NOUN
bracis-33614	8	26	estimation	estimation	NOUN
bracis-33614	8	27	method	method	NOUN
bracis-33614	8	28	article	article	NOUN
bracis-33614	8	29	01	01	NUM
bracis-33614	8	30	july	july	PROPN
bracis-33614	8	31	2021	2021	NUM
bracis-33614	8	32	the	the	DET
bracis-33614	8	33	role	role	NOUN
bracis-33614	8	34	of	of	ADP
bracis-33614	8	35	constructed	construct	VERB
bracis-33614	8	36	wetlands	wetland	NOUN
bracis-33614	8	37	in	in	ADP
bracis-33614	8	38	creating	create	VERB
bracis-33614	8	39	water	water	NOUN
bracis-33614	8	40	sensitive	sensitive	ADJ
bracis-33614	8	41	cities	city	NOUN
bracis-33614	8	42	chapter	chapter	NOUN
bracis-33614	8	43	©	©	PROPN
bracis-33614	8	44	2018	2018	NUM
bracis-33614	8	45	modelling	modelling	NOUN
bracis-33614	8	46	and	and	CCONJ
bracis-33614	8	47	predicting	predict	VERB
bracis-33614	8	48	annual	annual	ADJ
bracis-33614	8	49	rainfall	rainfall	NOUN
bracis-33614	8	50	over	over	ADP
bracis-33614	8	51	the	the	DET
bracis-33614	8	52	vietnamese	vietnamese	ADJ
bracis-33614	8	53	mekong	mekong	PROPN
bracis-33614	8	54	delta	delta	PROPN
bracis-33614	8	55	(	(	PUNCT
bracis-33614	8	56	vmd	vmd	PROPN
bracis-33614	8	57	)	)	PUNCT
bracis-33614	8	58	using	use	VERB
bracis-33614	8	59	sarima	sarima	NOUN
bracis-33614	8	60	article	article	NOUN
bracis-33614	8	61	open	open	ADJ
bracis-33614	8	62	access	access	NOUN
bracis-33614	8	63	20	20	NUM
bracis-33614	8	64	june	june	PROPN
bracis-33614	8	65	2024	2024	NUM
bracis-33614	8	66	1	1	NUM
bracis-33614	8	67	context	context	NOUN
bracis-33614	8	68	water	water	NOUN
bracis-33614	8	69	scarcity	scarcity	NOUN
bracis-33614	8	70	is	be	AUX
bracis-33614	8	71	a	a	DET
bracis-33614	8	72	pressing	press	VERB
bracis-33614	8	73	issue	issue	NOUN
bracis-33614	8	74	in	in	ADP
bracis-33614	8	75	various	various	ADJ
bracis-33614	8	76	regions	region	NOUN
bracis-33614	8	77	worldwide	worldwide	ADV
bracis-33614	8	78	.	.	PUNCT
bracis-33614	9	1	even	even	ADV
bracis-33614	9	2	in	in	ADP
bracis-33614	9	3	areas	area	NOUN
bracis-33614	9	4	not	not	PART
bracis-33614	9	5	currently	currently	ADV
bracis-33614	9	6	facing	face	VERB
bracis-33614	9	7	water	water	NOUN
bracis-33614	9	8	shortage	shortage	NOUN
bracis-33614	9	9	issues	issue	NOUN
bracis-33614	9	10	,	,	PUNCT
bracis-33614	9	11	efficient	efficient	ADJ
bracis-33614	9	12	water	water	NOUN
bracis-33614	9	13	management	management	NOUN
bracis-33614	9	14	is	be	AUX
bracis-33614	9	15	crucial	crucial	ADJ
bracis-33614	9	16	for	for	ADP
bracis-33614	9	17	environmental	environmental	ADJ
bracis-33614	9	18	preservation	preservation	NOUN
bracis-33614	9	19	and	and	CCONJ
bracis-33614	9	20	improved	improve	VERB
bracis-33614	9	21	life	life	NOUN
bracis-33614	9	22	quality	quality	NOUN
bracis-33614	9	23	of	of	ADP
bracis-33614	9	24	inhabitants	inhabitant	NOUN
bracis-33614	9	25	.	.	PUNCT
bracis-33614	10	1	securing	secure	VERB
bracis-33614	10	2	proper	proper	ADJ
bracis-33614	10	3	water	water	NOUN
bracis-33614	10	4	usage	usage	NOUN
bracis-33614	10	5	is	be	AUX
bracis-33614	10	6	an	an	DET
bracis-33614	10	7	intricate	intricate	ADJ
bracis-33614	10	8	and	and	CCONJ
bracis-33614	10	9	multifaceted	multifaceted	ADJ
bracis-33614	10	10	challenge	challenge	NOUN
bracis-33614	10	11	,	,	PUNCT
bracis-33614	10	12	with	with	ADP
bracis-33614	10	13	significant	significant	ADJ
bracis-33614	10	14	efforts	effort	NOUN
bracis-33614	10	15	being	be	AUX
bracis-33614	10	16	undertaken	undertake	VERB
bracis-33614	10	17	from	from	ADP
bracis-33614	10	18	both	both	CCONJ
bracis-33614	10	19	public	public	ADJ
bracis-33614	10	20	authorities	authority	NOUN
bracis-33614	10	21	and	and	CCONJ
bracis-33614	10	22	private	private	ADJ
bracis-33614	10	23	initiatives	initiative	NOUN
bracis-33614	10	24	focusing	focus	VERB
bracis-33614	10	25	on	on	ADP
bracis-33614	10	26	urban	urban	ADJ
bracis-33614	10	27	water	water	NOUN
bracis-33614	10	28	-	-	PUNCT
bracis-33614	10	29	demand	demand	NOUN
bracis-33614	10	30	(	(	PUNCT
bracis-33614	10	31	uwd	uwd	ADJ
bracis-33614	10	32	)	)	PUNCT
bracis-33614	10	33	.	.	PUNCT
bracis-33614	11	1	alongside	alongside	ADP
bracis-33614	11	2	improvements	improvement	NOUN
bracis-33614	11	3	in	in	ADP
bracis-33614	11	4	treatment	treatment	NOUN
bracis-33614	11	5	plants	plant	NOUN
bracis-33614	11	6	and	and	CCONJ
bracis-33614	11	7	distribution	distribution	NOUN
bracis-33614	11	8	lines	line	NOUN
bracis-33614	11	9	,	,	PUNCT
bracis-33614	11	10	which	which	PRON
bracis-33614	11	11	might	might	AUX
bracis-33614	11	12	include	include	VERB
bracis-33614	11	13	,	,	PUNCT
bracis-33614	11	14	for	for	ADP
bracis-33614	11	15	instance	instance	NOUN
bracis-33614	11	16	,	,	PUNCT
bracis-33614	11	17	the	the	DET
bracis-33614	11	18	replacement	replacement	NOUN
bracis-33614	11	19	of	of	ADP
bracis-33614	11	20	deteriorated	deteriorated	ADJ
bracis-33614	11	21	pipework	pipework	NOUN
bracis-33614	11	22	and	and	CCONJ
bracis-33614	11	23	proper	proper	ADJ
bracis-33614	11	24	maintenance	maintenance	NOUN
bracis-33614	11	25	of	of	ADP
bracis-33614	11	26	equipment	equipment	NOUN
bracis-33614	11	27	,	,	PUNCT
bracis-33614	11	28	process	process	NOUN
bracis-33614	11	29	monitoring	monitoring	NOUN
bracis-33614	11	30	,	,	PUNCT
bracis-33614	11	31	ranging	range	VERB
bracis-33614	11	32	from	from	ADP
bracis-33614	11	33	treatment	treatment	NOUN
bracis-33614	11	34	to	to	ADP
bracis-33614	11	35	final	final	ADJ
bracis-33614	11	36	consumption	consumption	NOUN
bracis-33614	11	37	,	,	PUNCT
bracis-33614	11	38	starts	start	VERB
bracis-33614	11	39	to	to	PART
bracis-33614	11	40	assume	assume	VERB
bracis-33614	11	41	a	a	DET
bracis-33614	11	42	key	key	ADJ
bracis-33614	11	43	role	role	NOUN
bracis-33614	11	44	.	.	PUNCT
bracis-33614	12	1	in	in	ADP
bracis-33614	12	2	this	this	DET
bracis-33614	12	3	scenario	scenario	NOUN
bracis-33614	12	4	,	,	PUNCT
bracis-33614	12	5	collected	collect	VERB
bracis-33614	12	6	data	datum	NOUN
bracis-33614	12	7	might	might	AUX
bracis-33614	12	8	be	be	AUX
bracis-33614	12	9	employed	employ	VERB
bracis-33614	12	10	,	,	PUNCT
bracis-33614	12	11	for	for	ADP
bracis-33614	12	12	example	example	NOUN
bracis-33614	12	13	,	,	PUNCT
bracis-33614	12	14	to	to	PART
bracis-33614	12	15	provide	provide	VERB
bracis-33614	12	16	forecasts	forecast	NOUN
bracis-33614	12	17	regarding	regard	VERB
bracis-33614	12	18	water	water	NOUN
bracis-33614	12	19	demand	demand	NOUN
bracis-33614	12	20	.	.	PUNCT
bracis-33614	13	1	if	if	SCONJ
bracis-33614	13	2	accurate	accurate	ADJ
bracis-33614	13	3	,	,	PUNCT
bracis-33614	13	4	these	these	DET
bracis-33614	13	5	forecasts	forecast	NOUN
bracis-33614	13	6	can	can	AUX
bracis-33614	13	7	ultimately	ultimately	ADV
bracis-33614	13	8	contribute	contribute	VERB
bracis-33614	13	9	to	to	ADP
bracis-33614	13	10	greater	great	ADJ
bracis-33614	13	11	efficiency	efficiency	NOUN
bracis-33614	13	12	in	in	ADP
bracis-33614	13	13	water	water	NOUN
bracis-33614	13	14	supply	supply	NOUN
bracis-33614	13	15	facilities	facility	NOUN
bracis-33614	13	16	.	.	PUNCT
bracis-33614	14	1	predictions	prediction	NOUN
bracis-33614	14	2	for	for	ADP
bracis-33614	14	3	uwd	uwd	NOUN
bracis-33614	14	4	can	can	AUX
bracis-33614	14	5	be	be	AUX
bracis-33614	14	6	performed	perform	VERB
bracis-33614	14	7	on	on	ADP
bracis-33614	14	8	different	different	ADJ
bracis-33614	14	9	horizons	horizon	NOUN
bracis-33614	14	10	,	,	PUNCT
bracis-33614	14	11	depending	depend	VERB
bracis-33614	14	12	on	on	ADP
bracis-33614	14	13	the	the	DET
bracis-33614	14	14	requirements	requirement	NOUN
bracis-33614	14	15	.	.	PUNCT
bracis-33614	15	1	there	there	PRON
bracis-33614	15	2	is	be	VERB
bracis-33614	15	3	no	no	DET
bracis-33614	15	4	clear	clear	ADJ
bracis-33614	15	5	consensus	consensus	NOUN
bracis-33614	15	6	in	in	ADP
bracis-33614	15	7	the	the	DET
bracis-33614	15	8	literature	literature	NOUN
bracis-33614	15	9	regarding	regard	VERB
bracis-33614	15	10	the	the	DET
bracis-33614	15	11	actual	actual	ADJ
bracis-33614	15	12	definition	definition	NOUN
bracis-33614	15	13	and	and	CCONJ
bracis-33614	15	14	designation	designation	NOUN
bracis-33614	15	15	of	of	ADP
bracis-33614	15	16	the	the	DET
bracis-33614	15	17	forecasting	forecasting	NOUN
bracis-33614	15	18	horizons	horizon	NOUN
bracis-33614	15	19	used	use	VERB
bracis-33614	15	20	for	for	ADP
bracis-33614	15	21	uwd	uwd	ADJ
bracis-33614	15	22	.	.	PUNCT
bracis-33614	16	1	short	short	ADJ
bracis-33614	16	2	-	-	PUNCT
bracis-33614	16	3	term	term	NOUN
bracis-33614	16	4	and	and	CCONJ
bracis-33614	16	5	long	long	ADJ
bracis-33614	16	6	-	-	PUNCT
bracis-33614	16	7	term	term	NOUN
bracis-33614	16	8	forecasting	forecasting	NOUN
bracis-33614	16	9	are	be	AUX
bracis-33614	16	10	commonly	commonly	ADV
bracis-33614	16	11	employed	employ	VERB
bracis-33614	16	12	with	with	ADP
bracis-33614	16	13	different	different	ADJ
bracis-33614	16	14	meanings	meaning	NOUN
bracis-33614	16	15	.	.	PUNCT
bracis-33614	17	1	some	some	DET
bracis-33614	17	2	authors	author	NOUN
bracis-33614	17	3	,	,	PUNCT
bracis-33614	17	4	also	also	ADV
bracis-33614	17	5	include	include	VERB
bracis-33614	17	6	a	a	DET
bracis-33614	17	7	third	third	ADJ
bracis-33614	17	8	categorization	categorization	NOUN
bracis-33614	17	9	,	,	PUNCT
bracis-33614	17	10	i.e.	i.e.	X
bracis-33614	17	11	,	,	PUNCT
bracis-33614	17	12	mid	mid	ADJ
bracis-33614	17	13	-	-	NOUN
bracis-33614	17	14	term	term	NOUN
bracis-33614	17	15	forecasting	forecasting	NOUN
bracis-33614	17	16	.	.	PUNCT
bracis-33614	18	1	this	this	DET
bracis-33614	18	2	study	study	NOUN
bracis-33614	18	3	adopts	adopt	VERB
bracis-33614	18	4	the	the	DET
bracis-33614	18	5	framework	framework	NOUN
bracis-33614	18	6	proposed	propose	VERB
bracis-33614	18	7	by	by	ADP
bracis-33614	18	8	ghiassi	ghiassi	PROPN
bracis-33614	18	9	et	et	PROPN
bracis-33614	18	10	al	al	PROPN
bracis-33614	18	11	.	.	PUNCT
bracis-33614	18	12	 	 	SPACE
bracis-33614	19	1	[	[	X
bracis-33614	19	2	3	3	NUM
bracis-33614	19	3	]	]	PUNCT
bracis-33614	19	4	,	,	PUNCT
bracis-33614	19	5	for	for	ADP
bracis-33614	19	6	which	which	PRON
bracis-33614	19	7	short	short	ADJ
bracis-33614	19	8	-	-	PUNCT
bracis-33614	19	9	term	term	NOUN
bracis-33614	19	10	predictions	prediction	NOUN
bracis-33614	19	11	encompass	encompass	VERB
bracis-33614	19	12	hourly	hourly	ADJ
bracis-33614	19	13	and	and	CCONJ
bracis-33614	19	14	daily	daily	ADJ
bracis-33614	19	15	forecasts	forecast	NOUN
bracis-33614	19	16	,	,	PUNCT
bracis-33614	19	17	whereas	whereas	SCONJ
bracis-33614	19	18	year	year	NOUN
bracis-33614	19	19	-	-	PUNCT
bracis-33614	19	20	based	base	VERB
bracis-33614	19	21	and	and	CCONJ
bracis-33614	19	22	decade	decade	NOUN
bracis-33614	19	23	-	-	PUNCT
bracis-33614	19	24	based	base	VERB
bracis-33614	19	25	forecasts	forecast	NOUN
bracis-33614	19	26	are	be	AUX
bracis-33614	19	27	deemed	deem	VERB
bracis-33614	19	28	long	long	ADJ
bracis-33614	19	29	-	-	PUNCT
bracis-33614	19	30	term	term	NOUN
bracis-33614	19	31	.	.	PUNCT
bracis-33614	20	1	monthly	monthly	ADV
bracis-33614	20	2	-	-	PUNCT
bracis-33614	20	3	based	base	VERB
bracis-33614	20	4	forecasts	forecast	NOUN
bracis-33614	20	5	,	,	PUNCT
bracis-33614	20	6	considering	consider	VERB
bracis-33614	20	7	up	up	ADP
bracis-33614	20	8	to	to	PART
bracis-33614	20	9	24	24	NUM
bracis-33614	20	10	months	month	NOUN
bracis-33614	20	11	,	,	PUNCT
bracis-33614	20	12	are	be	AUX
bracis-33614	20	13	categorized	categorize	VERB
bracis-33614	20	14	as	as	ADP
bracis-33614	20	15	mid	mid	ADJ
bracis-33614	20	16	-	-	NOUN
bracis-33614	20	17	term	term	ADJ
bracis-33614	20	18	forecasts	forecast	NOUN
bracis-33614	20	19	by	by	ADP
bracis-33614	20	20	some	some	DET
bracis-33614	20	21	authors	author	NOUN
bracis-33614	20	22	.	.	PUNCT
bracis-33614	21	1	in	in	ADP
bracis-33614	21	2	terms	term	NOUN
bracis-33614	21	3	of	of	ADP
bracis-33614	21	4	their	their	PRON
bracis-33614	21	5	applicability	applicability	NOUN
bracis-33614	21	6	,	,	PUNCT
bracis-33614	21	7	long	long	ADJ
bracis-33614	21	8	-	-	PUNCT
bracis-33614	21	9	term	term	NOUN
bracis-33614	21	10	urban	urban	ADJ
bracis-33614	21	11	water	water	NOUN
bracis-33614	21	12	-	-	PUNCT
bracis-33614	21	13	demand	demand	NOUN
bracis-33614	21	14	(	(	PUNCT
bracis-33614	21	15	uwd	uwd	ADJ
bracis-33614	21	16	)	)	PUNCT
bracis-33614	21	17	forecasts	forecast	NOUN
bracis-33614	21	18	can	can	AUX
bracis-33614	21	19	integrate	integrate	VERB
bracis-33614	21	20	economic	economic	ADJ
bracis-33614	21	21	,	,	PUNCT
bracis-33614	21	22	demographic	demographic	ADJ
bracis-33614	21	23	,	,	PUNCT
bracis-33614	21	24	and	and	CCONJ
bracis-33614	21	25	climatic	climatic	ADJ
bracis-33614	21	26	variations	variation	NOUN
bracis-33614	21	27	.	.	PUNCT
bracis-33614	22	1	this	this	DET
bracis-33614	22	2	integration	integration	NOUN
bracis-33614	22	3	supports	support	VERB
bracis-33614	22	4	the	the	DET
bracis-33614	22	5	planning	planning	NOUN
bracis-33614	22	6	and	and	CCONJ
bracis-33614	22	7	design	design	NOUN
bracis-33614	22	8	of	of	ADP
bracis-33614	22	9	water	water	NOUN
bracis-33614	22	10	supply	supply	NOUN
bracis-33614	22	11	infrastructure	infrastructure	NOUN
bracis-33614	22	12	[	[	X
bracis-33614	22	13	11	11	NUM
bracis-33614	22	14	]	]	PUNCT
bracis-33614	22	15	.	.	PUNCT
bracis-33614	23	1	on	on	ADP
bracis-33614	23	2	the	the	DET
bracis-33614	23	3	other	other	ADJ
bracis-33614	23	4	hand	hand	NOUN
bracis-33614	23	5	,	,	PUNCT
bracis-33614	23	6	short	short	ADJ
bracis-33614	23	7	-	-	PUNCT
bracis-33614	23	8	term	term	NOUN
bracis-33614	23	9	forecasts	forecast	NOUN
bracis-33614	23	10	can	can	AUX
bracis-33614	23	11	be	be	AUX
bracis-33614	23	12	used	use	VERB
bracis-33614	23	13	to	to	PART
bracis-33614	23	14	optimize	optimize	VERB
bracis-33614	23	15	water	water	NOUN
bracis-33614	23	16	treatment	treatment	NOUN
bracis-33614	23	17	and	and	CCONJ
bracis-33614	23	18	supply	supply	NOUN
bracis-33614	23	19	management	management	NOUN
bracis-33614	23	20	.	.	PUNCT
bracis-33614	24	1	according	accord	VERB
bracis-33614	24	2	to	to	ADP
bracis-33614	24	3	adamowski	adamowski	PROPN
bracis-33614	24	4	et	et	PROPN
bracis-33614	24	5	al	al	PROPN
bracis-33614	24	6	.	.	PUNCT
bracis-33614	24	7	 	 	SPACE
bracis-33614	25	1	[	[	X
bracis-33614	25	2	1	1	NUM
bracis-33614	25	3	]	]	PUNCT
bracis-33614	25	4	,	,	PUNCT
bracis-33614	25	5	short	short	ADJ
bracis-33614	25	6	-	-	PUNCT
bracis-33614	25	7	term	term	NOUN
bracis-33614	25	8	forecasting	forecasting	NOUN
bracis-33614	25	9	can	can	AUX
bracis-33614	25	10	be	be	AUX
bracis-33614	25	11	employed	employ	VERB
bracis-33614	25	12	to	to	PART
bracis-33614	25	13	enhance	enhance	VERB
bracis-33614	25	14	understanding	understanding	NOUN
bracis-33614	25	15	of	of	ADP
bracis-33614	25	16	factors	factor	NOUN
bracis-33614	25	17	influencing	influence	VERB
bracis-33614	25	18	water	water	NOUN
bracis-33614	25	19	consumption	consumption	NOUN
bracis-33614	25	20	,	,	PUNCT
bracis-33614	25	21	optimize	optimize	NOUN
bracis-33614	25	22	pump	pump	NOUN
bracis-33614	25	23	and	and	CCONJ
bracis-33614	25	24	reservoir	reservoir	NOUN
bracis-33614	25	25	management	management	NOUN
bracis-33614	25	26	,	,	PUNCT
bracis-33614	25	27	reduce	reduce	VERB
bracis-33614	25	28	water	water	NOUN
bracis-33614	25	29	loss	loss	NOUN
bracis-33614	25	30	through	through	ADP
bracis-33614	25	31	leakage	leakage	NOUN
bracis-33614	25	32	by	by	ADP
bracis-33614	25	33	controlling	control	VERB
bracis-33614	25	34	pipeline	pipeline	NOUN
bracis-33614	25	35	pressure	pressure	NOUN
bracis-33614	25	36	,	,	PUNCT
bracis-33614	25	37	and	and	CCONJ
bracis-33614	25	38	indicate	indicate	VERB
bracis-33614	25	39	the	the	DET
bracis-33614	25	40	need	need	NOUN
bracis-33614	25	41	for	for	ADP
bracis-33614	25	42	emergency	emergency	NOUN
bracis-33614	25	43	water	water	NOUN
bracis-33614	25	44	rationing	ration	VERB
bracis-33614	25	45	policies	policy	NOUN
bracis-33614	25	46	.	.	PUNCT
bracis-33614	26	1	these	these	DET
bracis-33614	26	2	measures	measure	NOUN
bracis-33614	26	3	can	can	AUX
bracis-33614	26	4	directly	directly	ADV
bracis-33614	26	5	and	and	CCONJ
bracis-33614	26	6	indirectly	indirectly	ADV
bracis-33614	26	7	contribute	contribute	VERB
bracis-33614	26	8	to	to	ADP
bracis-33614	26	9	water	water	NOUN
bracis-33614	26	10	conservation	conservation	NOUN
bracis-33614	26	11	and	and	CCONJ
bracis-33614	26	12	operational	operational	ADJ
bracis-33614	26	13	cost	cost	NOUN
bracis-33614	26	14	reduction	reduction	NOUN
bracis-33614	26	15	,	,	PUNCT
bracis-33614	26	16	obtained	obtain	VERB
bracis-33614	26	17	from	from	ADP
bracis-33614	26	18	reduced	reduce	VERB
bracis-33614	26	19	energy	energy	NOUN
bracis-33614	26	20	consumption	consumption	NOUN
bracis-33614	26	21	in	in	ADP
bracis-33614	26	22	pumping	pump	VERB
bracis-33614	26	23	operations	operation	NOUN
bracis-33614	26	24	,	,	PUNCT
bracis-33614	26	25	for	for	ADP
bracis-33614	26	26	instance	instance	NOUN
bracis-33614	26	27	.	.	PUNCT
bracis-33614	27	1	for	for	ADP
bracis-33614	27	2	uwd	uwd	PROPN
bracis-33614	27	3	forecasting	forecasting	NOUN
bracis-33614	27	4	,	,	PUNCT
bracis-33614	27	5	predominant	predominant	ADJ
bracis-33614	27	6	approaches	approach	NOUN
bracis-33614	27	7	are	be	AUX
bracis-33614	27	8	based	base	VERB
bracis-33614	27	9	on	on	ADP
bracis-33614	27	10	data	data	NOUN
bracis-33614	27	11	-	-	PUNCT
bracis-33614	27	12	driven	drive	VERB
bracis-33614	27	13	methodologies	methodology	NOUN
bracis-33614	27	14	[	[	X
bracis-33614	27	15	7	7	NUM
bracis-33614	27	16	]	]	PUNCT
bracis-33614	27	17	.	.	PUNCT
bracis-33614	28	1	the	the	DET
bracis-33614	28	2	review	review	NOUN
bracis-33614	28	3	presented	present	VERB
bracis-33614	28	4	by	by	ADP
bracis-33614	28	5	niknam	niknam	PROPN
bracis-33614	28	6	et	et	PROPN
bracis-33614	28	7	al	al	PROPN
bracis-33614	28	8	.	.	PUNCT
bracis-33614	28	9	 	 	SPACE
bracis-33614	29	1	[	[	X
bracis-33614	29	2	9	9	NUM
bracis-33614	29	3	]	]	PUNCT
bracis-33614	29	4	identifies	identify	VERB
bracis-33614	29	5	neural	neural	ADJ
bracis-33614	29	6	networks	network	NOUN
bracis-33614	29	7	,	,	PUNCT
bracis-33614	29	8	support	support	VERB
bracis-33614	29	9	vector	vector	NOUN
bracis-33614	29	10	machines	machine	NOUN
bracis-33614	29	11	,	,	PUNCT
bracis-33614	29	12	traditional	traditional	ADJ
bracis-33614	29	13	time	time	NOUN
bracis-33614	29	14	series	series	NOUN
bracis-33614	29	15	methods	method	NOUN
bracis-33614	29	16	(	(	PUNCT
bracis-33614	29	17	including	include	VERB
bracis-33614	29	18	arima	arima	NOUN
bracis-33614	29	19	and	and	CCONJ
bracis-33614	29	20	sarima	sarima	NOUN
bracis-33614	29	21	)	)	PUNCT
bracis-33614	29	22	,	,	PUNCT
bracis-33614	29	23	regression	regression	NOUN
bracis-33614	29	24	models	model	NOUN
bracis-33614	29	25	,	,	PUNCT
bracis-33614	29	26	random	random	ADJ
bracis-33614	29	27	forests	forest	NOUN
bracis-33614	29	28	,	,	PUNCT
bracis-33614	29	29	and	and	CCONJ
bracis-33614	29	30	dynamic	dynamic	ADJ
bracis-33614	29	31	systems	system	NOUN
bracis-33614	29	32	as	as	ADP
bracis-33614	29	33	the	the	DET
bracis-33614	29	34	primary	primary	ADJ
bracis-33614	29	35	data	data	NOUN
bracis-33614	29	36	-	-	PUNCT
bracis-33614	29	37	driven	drive	VERB
bracis-33614	29	38	approaches	approach	NOUN
bracis-33614	29	39	for	for	ADP
bracis-33614	29	40	this	this	DET
bracis-33614	29	41	purpose	purpose	NOUN
bracis-33614	29	42	.	.	PUNCT
bracis-33614	30	1	the	the	DET
bracis-33614	30	2	authors	author	NOUN
bracis-33614	30	3	also	also	ADV
bracis-33614	30	4	point	point	VERB
bracis-33614	30	5	out	out	ADP
bracis-33614	30	6	that	that	SCONJ
bracis-33614	30	7	there	there	PRON
bracis-33614	30	8	is	be	VERB
bracis-33614	30	9	no	no	DET
bracis-33614	30	10	consensus	consensus	NOUN
bracis-33614	30	11	in	in	ADP
bracis-33614	30	12	the	the	DET
bracis-33614	30	13	literature	literature	NOUN
bracis-33614	30	14	regarding	regard	VERB
bracis-33614	30	15	the	the	DET
bracis-33614	30	16	prevalence	prevalence	NOUN
bracis-33614	30	17	of	of	ADP
bracis-33614	30	18	one	one	NUM
bracis-33614	30	19	method	method	NOUN
bracis-33614	30	20	over	over	ADP
bracis-33614	30	21	others	other	NOUN
bracis-33614	30	22	,	,	PUNCT
bracis-33614	30	23	given	give	VERB
bracis-33614	30	24	the	the	DET
bracis-33614	30	25	diverse	diverse	ADJ
bracis-33614	30	26	specific	specific	ADJ
bracis-33614	30	27	conditions	condition	NOUN
bracis-33614	30	28	of	of	ADP
bracis-33614	30	29	each	each	DET
bracis-33614	30	30	case	case	NOUN
bracis-33614	30	31	under	under	ADP
bracis-33614	30	32	study	study	NOUN
bracis-33614	30	33	.	.	PUNCT
bracis-33614	31	1	however	however	ADV
bracis-33614	31	2	,	,	PUNCT
bracis-33614	31	3	according	accord	VERB
bracis-33614	31	4	to	to	ADP
bracis-33614	31	5	the	the	DET
bracis-33614	31	6	same	same	ADJ
bracis-33614	31	7	authors	author	NOUN
bracis-33614	31	8	,	,	PUNCT
bracis-33614	31	9	researchers	researcher	NOUN
bracis-33614	31	10	in	in	ADP
bracis-33614	31	11	general	general	ADJ
bracis-33614	31	12	agree	agree	VERB
bracis-33614	31	13	that	that	SCONJ
bracis-33614	31	14	the	the	DET
bracis-33614	31	15	methods	method	NOUN
bracis-33614	31	16	employed	employ	VERB
bracis-33614	31	17	for	for	ADP
bracis-33614	31	18	forecasting	forecast	VERB
bracis-33614	31	19	uwd	uwd	NOUN
bracis-33614	31	20	should	should	AUX
bracis-33614	31	21	be	be	AUX
bracis-33614	31	22	adapted	adapt	VERB
bracis-33614	31	23	to	to	ADP
bracis-33614	31	24	the	the	DET
bracis-33614	31	25	available	available	ADJ
bracis-33614	31	26	data	datum	NOUN
bracis-33614	31	27	and	and	CCONJ
bracis-33614	31	28	the	the	DET
bracis-33614	31	29	intended	intend	VERB
bracis-33614	31	30	application	application	NOUN
bracis-33614	31	31	.	.	PUNCT
bracis-33614	32	1	in	in	ADP
bracis-33614	32	2	this	this	DET
bracis-33614	32	3	context	context	NOUN
bracis-33614	32	4	,	,	PUNCT
bracis-33614	32	5	due	due	ADP
bracis-33614	32	6	to	to	ADP
bracis-33614	32	7	their	their	PRON
bracis-33614	32	8	unique	unique	ADJ
bracis-33614	32	9	characteristics	characteristic	NOUN
bracis-33614	32	10	,	,	PUNCT
bracis-33614	32	11	tourist	tourist	NOUN
bracis-33614	32	12	cities	city	NOUN
bracis-33614	32	13	with	with	ADP
bracis-33614	32	14	high	high	ADJ
bracis-33614	32	15	seasonal	seasonal	ADJ
bracis-33614	32	16	population	population	NOUN
bracis-33614	32	17	influx	influx	NOUN
bracis-33614	32	18	pose	pose	VERB
bracis-33614	32	19	a	a	DET
bracis-33614	32	20	challenge	challenge	NOUN
bracis-33614	32	21	for	for	ADP
bracis-33614	32	22	uwd	uwd	ADJ
bracis-33614	32	23	forecasting	forecasting	NOUN
bracis-33614	32	24	,	,	PUNCT
bracis-33614	32	25	requiring	require	VERB
bracis-33614	32	26	properly	properly	ADV
bracis-33614	32	27	adjusted	adjust	VERB
bracis-33614	32	28	models	model	NOUN
bracis-33614	32	29	to	to	PART
bracis-33614	32	30	ensure	ensure	VERB
bracis-33614	32	31	reliable	reliable	ADJ
bracis-33614	32	32	results	result	NOUN
bracis-33614	32	33	.	.	PUNCT
bracis-33614	33	1	guaratuba	guaratuba	PROPN
bracis-33614	33	2	is	be	AUX
bracis-33614	33	3	a	a	DET
bracis-33614	33	4	coastal	coastal	ADJ
bracis-33614	33	5	tourist	tourist	NOUN
bracis-33614	33	6	city	city	NOUN
bracis-33614	33	7	located	locate	VERB
bracis-33614	33	8	in	in	ADP
bracis-33614	33	9	the	the	DET
bracis-33614	33	10	state	state	NOUN
bracis-33614	33	11	of	of	ADP
bracis-33614	33	12	paraná	paraná	PROPN
bracis-33614	33	13	,	,	PUNCT
bracis-33614	33	14	brazil	brazil	PROPN
bracis-33614	33	15	,	,	PUNCT
bracis-33614	33	16	that	that	PRON
bracis-33614	33	17	exhibits	exhibit	VERB
bracis-33614	33	18	the	the	DET
bracis-33614	33	19	aforementioned	aforementioned	ADJ
bracis-33614	33	20	characteristics	characteristic	NOUN
bracis-33614	33	21	.	.	PUNCT
bracis-33614	34	1	every	every	DET
bracis-33614	34	2	year	year	NOUN
bracis-33614	34	3	,	,	PUNCT
bracis-33614	34	4	during	during	ADP
bracis-33614	34	5	the	the	DET
bracis-33614	34	6	summer	summer	NOUN
bracis-33614	34	7	season	season	NOUN
bracis-33614	34	8	,	,	PUNCT
bracis-33614	34	9	which	which	PRON
bracis-33614	34	10	coincides	coincide	VERB
bracis-33614	34	11	with	with	ADP
bracis-33614	34	12	the	the	DET
bracis-33614	34	13	scholar	scholar	NOUN
bracis-33614	34	14	recess	recess	NOUN
bracis-33614	34	15	period	period	NOUN
bracis-33614	34	16	in	in	ADP
bracis-33614	34	17	brazil	brazil	PROPN
bracis-33614	34	18	,	,	PUNCT
bracis-33614	34	19	the	the	DET
bracis-33614	34	20	city	city	NOUN
bracis-33614	34	21	receives	receive	VERB
bracis-33614	34	22	thousands	thousand	NOUN
bracis-33614	34	23	of	of	ADP
bracis-33614	34	24	tourists	tourist	NOUN
bracis-33614	34	25	looking	look	VERB
bracis-33614	34	26	to	to	PART
bracis-33614	34	27	enjoy	enjoy	VERB
bracis-33614	34	28	the	the	DET
bracis-33614	34	29	beach	beach	NOUN
bracis-33614	34	30	.	.	PUNCT
bracis-33614	35	1	as	as	ADP
bracis-33614	35	2	a	a	DET
bracis-33614	35	3	result	result	NOUN
bracis-33614	35	4	,	,	PUNCT
bracis-33614	35	5	the	the	DET
bracis-33614	35	6	city	city	NOUN
bracis-33614	35	7	,	,	PUNCT
bracis-33614	35	8	with	with	ADP
bracis-33614	35	9	approximately	approximately	ADV
bracis-33614	35	10	42,000	42,000	NUM
bracis-33614	35	11	inhabitants	inhabitant	NOUN
bracis-33614	35	12	according	accord	VERB
bracis-33614	35	13	to	to	ADP
bracis-33614	35	14	the	the	DET
bracis-33614	35	15	latest	late	ADJ
bracis-33614	35	16	census	census	NOUN
bracis-33614	35	17	held	hold	VERB
bracis-33614	35	18	in	in	ADP
bracis-33614	35	19	2022	2022	NUM
bracis-33614	35	20	,	,	PUNCT
bracis-33614	35	21	received	receive	VERB
bracis-33614	35	22	over	over	ADP
bracis-33614	35	23	a	a	DET
bracis-33614	35	24	million	million	NUM
bracis-33614	35	25	tourists	tourist	NOUN
bracis-33614	35	26	in	in	ADP
bracis-33614	35	27	a	a	DET
bracis-33614	35	28	single	single	ADJ
bracis-33614	35	29	year	year	NOUN
bracis-33614	35	30	,	,	PUNCT
bracis-33614	35	31	mainly	mainly	ADV
bracis-33614	35	32	concentrated	concentrate	VERB
bracis-33614	35	33	in	in	ADP
bracis-33614	35	34	late	late	ADJ
bracis-33614	35	35	december	december	PROPN
bracis-33614	35	36	,	,	PUNCT
bracis-33614	35	37	january	january	PROPN
bracis-33614	35	38	,	,	PUNCT
bracis-33614	35	39	and	and	CCONJ
bracis-33614	35	40	february	february	PROPN
bracis-33614	35	41	.	.	PUNCT
bracis-33614	36	1	one	one	NUM
bracis-33614	36	2	of	of	ADP
bracis-33614	36	3	the	the	DET
bracis-33614	36	4	challenges	challenge	NOUN
bracis-33614	36	5	associated	associate	VERB
bracis-33614	36	6	with	with	ADP
bracis-33614	36	7	such	such	DET
bracis-33614	36	8	a	a	DET
bracis-33614	36	9	sudden	sudden	ADJ
bracis-33614	36	10	seasonal	seasonal	ADJ
bracis-33614	36	11	increase	increase	NOUN
bracis-33614	36	12	in	in	ADP
bracis-33614	36	13	population	population	NOUN
bracis-33614	36	14	is	be	AUX
bracis-33614	36	15	managing	manage	VERB
bracis-33614	36	16	its	its	PRON
bracis-33614	36	17	water	water	NOUN
bracis-33614	36	18	supply	supply	NOUN
bracis-33614	36	19	facilities	facility	NOUN
bracis-33614	36	20	.	.	PUNCT
bracis-33614	37	1	in	in	ADP
bracis-33614	37	2	this	this	DET
bracis-33614	37	3	context	context	NOUN
bracis-33614	37	4	,	,	PUNCT
bracis-33614	37	5	the	the	DET
bracis-33614	37	6	present	present	ADJ
bracis-33614	37	7	study	study	NOUN
bracis-33614	37	8	aims	aim	VERB
bracis-33614	37	9	to	to	PART
bracis-33614	37	10	evaluate	evaluate	VERB
bracis-33614	37	11	statistical	statistical	ADJ
bracis-33614	37	12	methods	method	NOUN
bracis-33614	37	13	for	for	ADP
bracis-33614	37	14	short	short	ADJ
bracis-33614	37	15	-	-	PUNCT
bracis-33614	37	16	term	term	NOUN
bracis-33614	37	17	urban	urban	ADJ
bracis-33614	37	18	water	water	NOUN
bracis-33614	37	19	demand	demand	NOUN
bracis-33614	37	20	(	(	PUNCT
bracis-33614	37	21	uwd	uwd	ADJ
bracis-33614	37	22	)	)	PUNCT
bracis-33614	37	23	forecasting	forecasting	NOUN
bracis-33614	37	24	in	in	ADP
bracis-33614	37	25	guaratuba	guaratuba	NOUN
bracis-33614	37	26	.	.	PUNCT
bracis-33614	38	1	specifically	specifically	ADV
bracis-33614	38	2	,	,	PUNCT
bracis-33614	38	3	we	we	PRON
bracis-33614	38	4	compare	compare	VERB
bracis-33614	38	5	classical	classical	ADJ
bracis-33614	38	6	methods	method	NOUN
bracis-33614	38	7	such	such	ADJ
bracis-33614	38	8	as	as	ADP
bracis-33614	38	9	arima	arima	NOUN
bracis-33614	38	10	and	and	CCONJ
bracis-33614	38	11	sarima	sarima	NOUN
bracis-33614	38	12	to	to	PART
bracis-33614	38	13	predict	predict	VERB
bracis-33614	38	14	a	a	DET
bracis-33614	38	15	one	one	NUM
bracis-33614	38	16	-	-	PUNCT
bracis-33614	38	17	week	week	NOUN
bracis-33614	38	18	(	(	PUNCT
bracis-33614	38	19	7	7	NUM
bracis-33614	38	20	-	-	PUNCT
bracis-33614	38	21	day	day	NOUN
bracis-33614	38	22	)	)	PUNCT
bracis-33614	38	23	horizon	horizon	NOUN
bracis-33614	38	24	considering	consider	VERB
bracis-33614	38	25	a	a	DET
bracis-33614	38	26	daily	daily	ADJ
bracis-33614	38	27	granularity	granularity	NOUN
bracis-33614	38	28	.	.	PUNCT
bracis-33614	39	1	results	result	NOUN
bracis-33614	39	2	are	be	AUX
bracis-33614	39	3	compared	compare	VERB
bracis-33614	39	4	with	with	ADP
bracis-33614	39	5	those	those	PRON
bracis-33614	39	6	presented	present	VERB
bracis-33614	39	7	in	in	ADP
bracis-33614	39	8	the	the	DET
bracis-33614	39	9	work	work	NOUN
bracis-33614	39	10	of	of	ADP
bracis-33614	39	11	vieira	vieira	PROPN
bracis-33614	39	12	et	et	PROPN
bracis-33614	39	13	al	al	PROPN
bracis-33614	39	14	.	.	PUNCT
bracis-33614	39	15	 	 	SPACE
bracis-33614	40	1	[	[	X
bracis-33614	40	2	12	12	NUM
bracis-33614	40	3	]	]	PUNCT
bracis-33614	40	4	,	,	PUNCT
bracis-33614	40	5	for	for	ADP
bracis-33614	40	6	which	which	PRON
bracis-33614	40	7	machine	machine	NOUN
bracis-33614	40	8	learning	learning	NOUN
bracis-33614	40	9	methods	method	NOUN
bracis-33614	40	10	were	be	AUX
bracis-33614	40	11	evaluated	evaluate	VERB
bracis-33614	40	12	on	on	ADP
bracis-33614	40	13	the	the	DET
bracis-33614	40	14	same	same	ADJ
bracis-33614	40	15	data	datum	NOUN
bracis-33614	40	16	,	,	PUNCT
bracis-33614	40	17	with	with	ADP
bracis-33614	40	18	a	a	DET
bracis-33614	40	19	regression	regression	NOUN
bracis-33614	40	20	oriented	orient	VERB
bracis-33614	40	21	approach	approach	NOUN
bracis-33614	40	22	.	.	PUNCT
bracis-33614	41	1	2	2	NUM
bracis-33614	41	2	related	relate	VERB
bracis-33614	41	3	work	work	NOUN
bracis-33614	41	4	in	in	ADP
bracis-33614	41	5	this	this	DET
bracis-33614	41	6	section	section	NOUN
bracis-33614	41	7	,	,	PUNCT
bracis-33614	41	8	relevant	relevant	ADJ
bracis-33614	41	9	literature	literature	NOUN
bracis-33614	41	10	and	and	CCONJ
bracis-33614	41	11	studies	study	NOUN
bracis-33614	41	12	exploring	explore	VERB
bracis-33614	41	13	similar	similar	ADJ
bracis-33614	41	14	topics	topic	NOUN
bracis-33614	41	15	are	be	AUX
bracis-33614	41	16	reviewed	review	VERB
bracis-33614	41	17	.	.	PUNCT
bracis-33614	42	1	these	these	PRON
bracis-33614	42	2	provide	provide	VERB
bracis-33614	42	3	a	a	DET
bracis-33614	42	4	foundation	foundation	NOUN
bracis-33614	42	5	for	for	ADP
bracis-33614	42	6	discussing	discuss	VERB
bracis-33614	42	7	the	the	DET
bracis-33614	42	8	methodology	methodology	NOUN
bracis-33614	42	9	adopted	adopt	VERB
bracis-33614	42	10	in	in	ADP
bracis-33614	42	11	this	this	DET
bracis-33614	42	12	work	work	NOUN
bracis-33614	42	13	and	and	CCONJ
bracis-33614	42	14	corresponding	corresponding	ADJ
bracis-33614	42	15	findings	finding	NOUN
bracis-33614	42	16	,	,	PUNCT
bracis-33614	42	17	presented	present	VERB
bracis-33614	42	18	in	in	ADP
bracis-33614	42	19	subsequent	subsequent	ADJ
bracis-33614	42	20	sections	section	NOUN
bracis-33614	42	21	.	.	PUNCT
bracis-33614	43	1	in	in	ADP
bracis-33614	43	2	the	the	DET
bracis-33614	43	3	study	study	NOUN
bracis-33614	43	4	conducted	conduct	VERB
bracis-33614	43	5	by	by	ADP
bracis-33614	43	6	kavya	kavya	PROPN
bracis-33614	43	7	et	et	PROPN
bracis-33614	43	8	al	al	PROPN
bracis-33614	43	9	.	.	PUNCT
bracis-33614	43	10	 	 	SPACE
bracis-33614	43	11	[	[	X
bracis-33614	43	12	7	7	NUM
bracis-33614	43	13	]	]	PUNCT
bracis-33614	43	14	,	,	PUNCT
bracis-33614	43	15	the	the	DET
bracis-33614	43	16	authors	author	NOUN
bracis-33614	43	17	aimed	aim	VERB
bracis-33614	43	18	to	to	PART
bracis-33614	43	19	provide	provide	VERB
bracis-33614	43	20	short	short	ADJ
bracis-33614	43	21	-	-	PUNCT
bracis-33614	43	22	term	term	NOUN
bracis-33614	43	23	water	water	NOUN
bracis-33614	43	24	demand	demand	NOUN
bracis-33614	43	25	forecasts	forecast	NOUN
bracis-33614	43	26	for	for	ADP
bracis-33614	43	27	smart	smart	ADJ
bracis-33614	43	28	water	water	NOUN
bracis-33614	43	29	management	management	NOUN
bracis-33614	43	30	in	in	ADP
bracis-33614	43	31	the	the	DET
bracis-33614	43	32	city	city	NOUN
bracis-33614	43	33	of	of	ADP
bracis-33614	43	34	hubli	hubli	PROPN
bracis-33614	43	35	(	(	PUNCT
bracis-33614	43	36	hubballi	hubballi	PROPN
bracis-33614	43	37	)	)	PUNCT
bracis-33614	43	38	,	,	PUNCT
bracis-33614	43	39	india	india	PROPN
bracis-33614	43	40	.	.	PUNCT
bracis-33614	44	1	utilizing	utilize	VERB
bracis-33614	44	2	10	10	NUM
bracis-33614	44	3	-	-	PUNCT
bracis-33614	44	4	minute	minute	NOUN
bracis-33614	44	5	interval	interval	NOUN
bracis-33614	44	6	flow	flow	NOUN
bracis-33614	44	7	meter	meter	NOUN
bracis-33614	44	8	readings	reading	NOUN
bracis-33614	44	9	collected	collect	VERB
bracis-33614	44	10	over	over	ADP
bracis-33614	44	11	two	two	NUM
bracis-33614	44	12	years	year	NOUN
bracis-33614	44	13	(	(	PUNCT
bracis-33614	44	14	2020–2021	2020–2021	NUM
bracis-33614	44	15	)	)	PUNCT
bracis-33614	44	16	,	,	PUNCT
bracis-33614	44	17	they	they	PRON
bracis-33614	44	18	compared	compare	VERB
bracis-33614	44	19	nine	nine	NUM
bracis-33614	44	20	machine	machine	NOUN
bracis-33614	44	21	learning	learning	NOUN
bracis-33614	44	22	and	and	CCONJ
bracis-33614	44	23	deep	deep	ADJ
bracis-33614	44	24	learning	learning	NOUN
bracis-33614	44	25	models	model	NOUN
bracis-33614	44	26	.	.	PUNCT
bracis-33614	45	1	the	the	DET
bracis-33614	45	2	study	study	NOUN
bracis-33614	45	3	employed	employ	VERB
bracis-33614	45	4	both	both	DET
bracis-33614	45	5	univariate	univariate	ADJ
bracis-33614	45	6	models	model	NOUN
bracis-33614	45	7	,	,	PUNCT
bracis-33614	45	8	using	use	VERB
bracis-33614	45	9	only	only	ADJ
bracis-33614	45	10	historical	historical	ADJ
bracis-33614	45	11	water	water	NOUN
bracis-33614	45	12	consumption	consumption	NOUN
bracis-33614	45	13	data	datum	NOUN
bracis-33614	45	14	,	,	PUNCT
bracis-33614	45	15	and	and	CCONJ
bracis-33614	45	16	multivariate	multivariate	NOUN
bracis-33614	45	17	models	model	NOUN
bracis-33614	45	18	,	,	PUNCT
bracis-33614	45	19	incorporating	incorporate	VERB
bracis-33614	45	20	climatic	climatic	ADJ
bracis-33614	45	21	parameters	parameter	NOUN
bracis-33614	45	22	and	and	CCONJ
bracis-33614	45	23	calendar	calendar	NOUN
bracis-33614	45	24	inputs	input	NOUN
bracis-33614	45	25	.	.	PUNCT
bracis-33614	46	1	the	the	DET
bracis-33614	46	2	results	result	NOUN
bracis-33614	46	3	indicate	indicate	VERB
bracis-33614	46	4	that	that	SCONJ
bracis-33614	46	5	deep	deep	ADJ
bracis-33614	46	6	learning	learning	NOUN
bracis-33614	46	7	models	model	NOUN
bracis-33614	46	8	outperformed	outperform	VERB
bracis-33614	46	9	traditional	traditional	ADJ
bracis-33614	46	10	machine	machine	NOUN
bracis-33614	46	11	learning	learning	NOUN
bracis-33614	46	12	models	model	NOUN
bracis-33614	46	13	,	,	PUNCT
bracis-33614	46	14	with	with	ADP
bracis-33614	46	15	the	the	DET
bracis-33614	46	16	long	long	ADJ
bracis-33614	46	17	short	short	ADJ
bracis-33614	46	18	-	-	PUNCT
bracis-33614	46	19	term	term	NOUN
bracis-33614	46	20	memory	memory	NOUN
bracis-33614	46	21	(	(	PUNCT
bracis-33614	46	22	lstm	lstm	NOUN
bracis-33614	46	23	)	)	PUNCT
bracis-33614	46	24	model	model	NOUN
bracis-33614	46	25	achieving	achieve	VERB
bracis-33614	46	26	the	the	DET
bracis-33614	46	27	best	good	ADJ
bracis-33614	46	28	prediction	prediction	NOUN
bracis-33614	46	29	performance	performance	NOUN
bracis-33614	46	30	.	.	PUNCT
bracis-33614	47	1	although	although	SCONJ
bracis-33614	47	2	arima	arima	PROPN
bracis-33614	47	3	presented	present	VERB
bracis-33614	47	4	one	one	NUM
bracis-33614	47	5	of	of	ADP
bracis-33614	47	6	the	the	DET
bracis-33614	47	7	worst	bad	ADJ
bracis-33614	47	8	performances	performance	NOUN
bracis-33614	47	9	in	in	ADP
bracis-33614	47	10	this	this	DET
bracis-33614	47	11	particular	particular	ADJ
bracis-33614	47	12	study	study	NOUN
bracis-33614	47	13	,	,	PUNCT
bracis-33614	47	14	it	it	PRON
bracis-33614	47	15	is	be	AUX
bracis-33614	47	16	important	important	ADJ
bracis-33614	47	17	to	to	PART
bracis-33614	47	18	note	note	VERB
bracis-33614	47	19	that	that	SCONJ
bracis-33614	47	20	no	no	DET
bracis-33614	47	21	information	information	NOUN
bracis-33614	47	22	whatsoever	whatsoever	ADV
bracis-33614	47	23	is	be	AUX
bracis-33614	47	24	provided	provide	VERB
bracis-33614	47	25	by	by	ADP
bracis-33614	47	26	the	the	DET
bracis-33614	47	27	authors	author	NOUN
bracis-33614	47	28	regarding	regard	VERB
bracis-33614	47	29	the	the	DET
bracis-33614	47	30	hyper	hyper	NOUN
bracis-33614	47	31	-	-	NOUN
bracis-33614	47	32	parameters	parameter	NOUN
bracis-33614	47	33	employed	employ	VERB
bracis-33614	47	34	for	for	ADP
bracis-33614	47	35	this	this	DET
bracis-33614	47	36	particular	particular	ADJ
bracis-33614	47	37	method	method	NOUN
bracis-33614	47	38	.	.	PUNCT
bracis-33614	48	1	in	in	ADP
bracis-33614	48	2	a	a	DET
bracis-33614	48	3	comparative	comparative	ADJ
bracis-33614	48	4	study	study	NOUN
bracis-33614	48	5	of	of	ADP
bracis-33614	48	6	predictive	predictive	ADJ
bracis-33614	48	7	models	model	NOUN
bracis-33614	48	8	for	for	ADP
bracis-33614	48	9	shortand	shortand	NOUN
bracis-33614	48	10	long	long	ADJ
bracis-33614	48	11	-	-	PUNCT
bracis-33614	48	12	term	term	NOUN
bracis-33614	48	13	urban	urban	ADJ
bracis-33614	48	14	water	water	NOUN
bracis-33614	48	15	demand	demand	NOUN
bracis-33614	48	16	forecasting	forecasting	NOUN
bracis-33614	48	17	in	in	ADP
bracis-33614	48	18	milan	milan	PROPN
bracis-33614	48	19	,	,	PUNCT
bracis-33614	48	20	italy	italy	PROPN
bracis-33614	48	21	,	,	PUNCT
bracis-33614	48	22	hao	hao	PROPN
bracis-33614	48	23	et	et	PROPN
bracis-33614	48	24	al	al	PROPN
bracis-33614	48	25	.	.	PUNCT
bracis-33614	48	26	 	 	SPACE
bracis-33614	49	1	[	[	X
bracis-33614	49	2	5	5	NUM
bracis-33614	49	3	]	]	PUNCT
bracis-33614	49	4	considered	consider	VERB
bracis-33614	49	5	several	several	ADJ
bracis-33614	49	6	machine	machine	NOUN
bracis-33614	49	7	learning	learning	NOUN
bracis-33614	49	8	models	model	NOUN
bracis-33614	49	9	and	and	CCONJ
bracis-33614	49	10	sarimax	sarimax	VERB
bracis-33614	49	11	to	to	PART
bracis-33614	49	12	obtain	obtain	VERB
bracis-33614	49	13	short	short	ADJ
bracis-33614	49	14	-	-	PUNCT
bracis-33614	49	15	term	term	NOUN
bracis-33614	49	16	forecasting	forecasting	NOUN
bracis-33614	49	17	horizons	horizon	NOUN
bracis-33614	49	18	of	of	ADP
bracis-33614	49	19	1	1	NUM
bracis-33614	49	20	and	and	CCONJ
bracis-33614	49	21	7	7	NUM
bracis-33614	49	22	days	day	NOUN
bracis-33614	49	23	ahead	ahead	ADV
bracis-33614	49	24	.	.	PUNCT
bracis-33614	50	1	additionally	additionally	ADV
bracis-33614	50	2	,	,	PUNCT
bracis-33614	50	3	they	they	PRON
bracis-33614	50	4	investigated	investigate	VERB
bracis-33614	50	5	whether	whether	SCONJ
bracis-33614	50	6	coupling	couple	VERB
bracis-33614	50	7	a	a	DET
bracis-33614	50	8	wavelet	wavelet	NOUN
bracis-33614	50	9	data	data	NOUN
bracis-33614	50	10	-	-	PUNCT
bracis-33614	50	11	driven	drive	VERB
bracis-33614	50	12	forecasting	forecasting	NOUN
bracis-33614	50	13	framework	framework	NOUN
bracis-33614	50	14	(	(	PUNCT
bracis-33614	50	15	wddff	wddff	PROPN
bracis-33614	50	16	)	)	PUNCT
bracis-33614	50	17	could	could	AUX
bracis-33614	50	18	improve	improve	VERB
bracis-33614	50	19	predictive	predictive	ADJ
bracis-33614	50	20	capacity	capacity	NOUN
bracis-33614	50	21	.	.	PUNCT
bracis-33614	51	1	results	result	NOUN
bracis-33614	51	2	showed	show	VERB
bracis-33614	51	3	that	that	SCONJ
bracis-33614	51	4	for	for	ADP
bracis-33614	51	5	the	the	DET
bracis-33614	51	6	1	1	NUM
bracis-33614	51	7	-	-	PUNCT
bracis-33614	51	8	day	day	NOUN
bracis-33614	51	9	ahead	ahead	ADV
bracis-33614	51	10	forecast	forecast	NOUN
bracis-33614	51	11	in	in	ADP
bracis-33614	51	12	the	the	DET
bracis-33614	51	13	non	non	ADJ
bracis-33614	51	14	-	-	ADJ
bracis-33614	51	15	wavelet	wavelet	ADJ
bracis-33614	51	16	setting	setting	NOUN
bracis-33614	51	17	,	,	PUNCT
bracis-33614	51	18	the	the	DET
bracis-33614	51	19	artificial	artificial	ADJ
bracis-33614	51	20	neural	neural	ADJ
bracis-33614	51	21	network	network	NOUN
bracis-33614	51	22	(	(	PUNCT
bracis-33614	51	23	ann	ann	PROPN
bracis-33614	51	24	)	)	PUNCT
bracis-33614	51	25	model	model	NOUN
bracis-33614	51	26	and	and	CCONJ
bracis-33614	51	27	sarimax	sarimax	ADV
bracis-33614	51	28	performed	perform	VERB
bracis-33614	51	29	better	well	ADV
bracis-33614	51	30	,	,	PUNCT
bracis-33614	51	31	whereas	whereas	SCONJ
bracis-33614	51	32	in	in	ADP
bracis-33614	51	33	the	the	DET
bracis-33614	51	34	wavelet	wavelet	NOUN
bracis-33614	51	35	setting	setting	NOUN
bracis-33614	51	36	,	,	PUNCT
bracis-33614	51	37	wa	wa	PROPN
bracis-33614	51	38	-	-	NOUN
bracis-33614	51	39	ann	ann	PROPN
bracis-33614	51	40	and	and	CCONJ
bracis-33614	51	41	wa	wa	NOUN
bracis-33614	51	42	-	-	PUNCT
bracis-33614	51	43	lstm	lstm	NOUN
bracis-33614	51	44	outperformed	outperform	VERB
bracis-33614	51	45	other	other	ADJ
bracis-33614	51	46	models	model	NOUN
bracis-33614	51	47	.	.	PUNCT
bracis-33614	52	1	for	for	ADP
bracis-33614	52	2	the	the	DET
bracis-33614	52	3	7	7	NUM
bracis-33614	52	4	-	-	PUNCT
bracis-33614	52	5	day	day	NOUN
bracis-33614	52	6	ahead	ahead	ADV
bracis-33614	52	7	forecast	forecast	NOUN
bracis-33614	52	8	,	,	PUNCT
bracis-33614	52	9	wa	wa	NOUN
bracis-33614	52	10	-	-	ADJ
bracis-33614	52	11	lstm	lstm	NOUN
bracis-33614	52	12	significantly	significantly	ADV
bracis-33614	52	13	outperformed	outperform	VERB
bracis-33614	52	14	all	all	DET
bracis-33614	52	15	other	other	ADJ
bracis-33614	52	16	models	model	NOUN
bracis-33614	52	17	,	,	PUNCT
bracis-33614	52	18	with	with	ADP
bracis-33614	52	19	sarimax	sarimax	NOUN
bracis-33614	52	20	showing	show	VERB
bracis-33614	52	21	the	the	DET
bracis-33614	52	22	worst	bad	ADJ
bracis-33614	52	23	result	result	NOUN
bracis-33614	52	24	.	.	PUNCT
bracis-33614	53	1	the	the	DET
bracis-33614	53	2	authors	author	NOUN
bracis-33614	53	3	state	state	VERB
bracis-33614	53	4	that	that	SCONJ
bracis-33614	53	5	arima	arima	NOUN
bracis-33614	53	6	models	model	NOUN
bracis-33614	53	7	can	can	AUX
bracis-33614	53	8	achieve	achieve	VERB
bracis-33614	53	9	satisfactory	satisfactory	ADJ
bracis-33614	53	10	results	result	NOUN
bracis-33614	53	11	for	for	ADP
bracis-33614	53	12	one	one	NUM
bracis-33614	53	13	-	-	PUNCT
bracis-33614	53	14	step	step	NOUN
bracis-33614	53	15	-	-	PUNCT
bracis-33614	53	16	ahead	ahead	NOUN
bracis-33614	53	17	prediction	prediction	NOUN
bracis-33614	53	18	,	,	PUNCT
bracis-33614	53	19	but	but	CCONJ
bracis-33614	53	20	they	they	PRON
bracis-33614	53	21	have	have	VERB
bracis-33614	53	22	limited	limit	VERB
bracis-33614	53	23	capacity	capacity	NOUN
bracis-33614	53	24	for	for	ADP
bracis-33614	53	25	multi	multi	ADJ
bracis-33614	53	26	-	-	ADJ
bracis-33614	53	27	step	step	ADJ
bracis-33614	53	28	prediction	prediction	NOUN
bracis-33614	53	29	tasks	task	NOUN
bracis-33614	53	30	.	.	PUNCT
bracis-33614	54	1	again	again	ADV
bracis-33614	54	2	,	,	PUNCT
bracis-33614	54	3	no	no	DET
bracis-33614	54	4	information	information	NOUN
bracis-33614	54	5	was	be	AUX
bracis-33614	54	6	found	find	VERB
bracis-33614	54	7	on	on	ADP
bracis-33614	54	8	the	the	DET
bracis-33614	54	9	hyper	hyper	NOUN
bracis-33614	54	10	-	-	NOUN
bracis-33614	54	11	parameters	parameter	NOUN
bracis-33614	54	12	employed	employ	VERB
bracis-33614	54	13	by	by	ADP
bracis-33614	54	14	the	the	DET
bracis-33614	54	15	authors	author	NOUN
bracis-33614	54	16	to	to	PART
bracis-33614	54	17	train	train	VERB
bracis-33614	54	18	the	the	DET
bracis-33614	54	19	sarimax	sarimax	ADJ
bracis-33614	54	20	model	model	NOUN
bracis-33614	54	21	in	in	ADP
bracis-33614	54	22	order	order	NOUN
bracis-33614	54	23	to	to	PART
bracis-33614	54	24	support	support	VERB
bracis-33614	54	25	these	these	DET
bracis-33614	54	26	conclusions	conclusion	NOUN
bracis-33614	54	27	.	.	PUNCT
bracis-33614	55	1	another	another	DET
bracis-33614	55	2	work	work	NOUN
bracis-33614	55	3	in	in	ADP
bracis-33614	55	4	the	the	DET
bracis-33614	55	5	area	area	NOUN
bracis-33614	55	6	of	of	ADP
bracis-33614	55	7	water	water	NOUN
bracis-33614	55	8	consumption	consumption	NOUN
bracis-33614	55	9	forecasting	forecasting	NOUN
bracis-33614	55	10	,	,	PUNCT
bracis-33614	55	11	was	be	AUX
bracis-33614	55	12	developed	develop	VERB
bracis-33614	55	13	by	by	ADP
bracis-33614	55	14	gil	gil	PROPN
bracis-33614	55	15	-	-	PUNCT
bracis-33614	55	16	gamboa	gamboa	PROPN
bracis-33614	55	17	et	et	PROPN
bracis-33614	55	18	al	al	PROPN
bracis-33614	55	19	.	.	PUNCT
bracis-33614	55	20	 	 	SPACE
bracis-33614	56	1	[	[	X
bracis-33614	56	2	4	4	NUM
bracis-33614	56	3	]	]	PUNCT
bracis-33614	56	4	.	.	PUNCT
bracis-33614	57	1	they	they	PRON
bracis-33614	57	2	aimed	aim	VERB
bracis-33614	57	3	to	to	PART
bracis-33614	57	4	predict	predict	VERB
bracis-33614	57	5	next	next	ADJ
bracis-33614	57	6	quarter	quarter	NOUN
bracis-33614	57	7	demand	demand	NOUN
bracis-33614	57	8	for	for	ADP
bracis-33614	57	9	each	each	DET
bracis-33614	57	10	costumer	costumer	NOUN
bracis-33614	57	11	of	of	ADP
bracis-33614	57	12	a	a	DET
bracis-33614	57	13	company	company	NOUN
bracis-33614	57	14	in	in	ADP
bracis-33614	57	15	a	a	DET
bracis-33614	57	16	specific	specific	ADJ
bracis-33614	57	17	area	area	NOUN
bracis-33614	57	18	of	of	ADP
bracis-33614	57	19	seville	seville	PROPN
bracis-33614	57	20	,	,	PUNCT
bracis-33614	57	21	spain	spain	PROPN
bracis-33614	57	22	.	.	PUNCT
bracis-33614	58	1	in	in	ADP
bracis-33614	58	2	their	their	PRON
bracis-33614	58	3	work	work	NOUN
bracis-33614	58	4	,	,	PUNCT
bracis-33614	58	5	a	a	DET
bracis-33614	58	6	deep	deep	ADJ
bracis-33614	58	7	feed	feed	NOUN
bracis-33614	58	8	-	-	PUNCT
bracis-33614	58	9	forward	forward	ADV
bracis-33614	58	10	neural	neural	ADJ
bracis-33614	58	11	network	network	NOUN
bracis-33614	58	12	(	(	PUNCT
bracis-33614	58	13	dffnn	dffnn	PROPN
bracis-33614	58	14	)	)	PUNCT
bracis-33614	58	15	was	be	AUX
bracis-33614	58	16	proposed	propose	VERB
bracis-33614	58	17	and	and	CCONJ
bracis-33614	58	18	compared	compare	VERB
bracis-33614	58	19	with	with	ADP
bracis-33614	58	20	other	other	ADJ
bracis-33614	58	21	predictions	prediction	NOUN
bracis-33614	58	22	methods	method	NOUN
bracis-33614	58	23	,	,	PUNCT
bracis-33614	58	24	including	include	VERB
bracis-33614	58	25	isotonic	isotonic	ADJ
bracis-33614	58	26	regression	regression	NOUN
bracis-33614	58	27	(	(	PUNCT
bracis-33614	58	28	ir	ir	NOUN
bracis-33614	58	29	)	)	PUNCT
bracis-33614	58	30	,	,	PUNCT
bracis-33614	58	31	polynomial	polynomial	ADJ
bracis-33614	58	32	regression	regression	NOUN
bracis-33614	58	33	 	 	SPACE
bracis-33614	58	34	(	(	PUNCT
bracis-33614	58	35	pr	pr	NOUN
bracis-33614	58	36	)	)	PUNCT
bracis-33614	58	37	,	,	PUNCT
bracis-33614	58	38	random	random	ADJ
bracis-33614	58	39	forest	forest	NOUN
bracis-33614	58	40	(	(	PUNCT
bracis-33614	58	41	rf	rf	NOUN
bracis-33614	58	42	)	)	PUNCT
bracis-33614	58	43	,	,	PUNCT
bracis-33614	58	44	gradient	gradient	NOUN
bracis-33614	58	45	boost	boost	NOUN
bracis-33614	58	46	tree	tree	NOUN
bracis-33614	58	47	(	(	PUNCT
bracis-33614	58	48	gbt	gbt	PROPN
bracis-33614	58	49	)	)	PUNCT
bracis-33614	58	50	and	and	CCONJ
bracis-33614	58	51	long	long	ADJ
bracis-33614	58	52	short	short	ADJ
bracis-33614	58	53	-	-	PUNCT
bracis-33614	58	54	term	term	NOUN
bracis-33614	58	55	memory	memory	NOUN
bracis-33614	58	56	(	(	PUNCT
bracis-33614	58	57	lstm	lstm	NOUN
bracis-33614	58	58	)	)	PUNCT
bracis-33614	58	59	.	.	PUNCT
bracis-33614	59	1	the	the	DET
bracis-33614	59	2	results	result	NOUN
bracis-33614	59	3	showed	show	VERB
bracis-33614	59	4	that	that	SCONJ
bracis-33614	59	5	the	the	DET
bracis-33614	59	6	dffnn	dffnn	NOUN
bracis-33614	59	7	produced	produce	VERB
bracis-33614	59	8	the	the	DET
bracis-33614	59	9	smallest	small	ADJ
bracis-33614	59	10	errors	error	NOUN
bracis-33614	59	11	compared	compare	VERB
bracis-33614	59	12	w.r.t	w.r.t	ADP
bracis-33614	59	13	the	the	DET
bracis-33614	59	14	other	other	ADJ
bracis-33614	59	15	models	model	NOUN
bracis-33614	59	16	,	,	PUNCT
bracis-33614	59	17	outperforming	outperform	VERB
bracis-33614	59	18	even	even	ADV
bracis-33614	59	19	lstm	lstm	PROPN
bracis-33614	59	20	,	,	PUNCT
bracis-33614	59	21	which	which	PRON
bracis-33614	59	22	if	if	SCONJ
bracis-33614	59	23	commonly	commonly	ADV
bracis-33614	59	24	employed	employ	VERB
bracis-33614	59	25	for	for	ADP
bracis-33614	59	26	short	short	ADJ
bracis-33614	59	27	-	-	PUNCT
bracis-33614	59	28	term	term	NOUN
bracis-33614	59	29	water	water	NOUN
bracis-33614	59	30	demand	demand	NOUN
bracis-33614	59	31	forecasting	forecasting	NOUN
bracis-33614	59	32	.	.	PUNCT
bracis-33614	60	1	sahoo	sahoo	PROPN
bracis-33614	60	2	et	et	PROPN
bracis-33614	60	3	al	al	PROPN
bracis-33614	60	4	.	.	PUNCT
bracis-33614	60	5	 	 	SPACE
bracis-33614	61	1	[	[	X
bracis-33614	61	2	10	10	NUM
bracis-33614	61	3	]	]	PUNCT
bracis-33614	61	4	explored	explore	VERB
bracis-33614	61	5	the	the	DET
bracis-33614	61	6	application	application	NOUN
bracis-33614	61	7	of	of	ADP
bracis-33614	61	8	several	several	ADJ
bracis-33614	61	9	deep	deep	ADJ
bracis-33614	61	10	learning	learning	NOUN
bracis-33614	61	11	models	model	NOUN
bracis-33614	61	12	for	for	ADP
bracis-33614	61	13	multi	multi	ADJ
bracis-33614	61	14	-	-	ADJ
bracis-33614	61	15	step	step	VERB
bracis-33614	61	16	ahead	ahead	ADV
bracis-33614	61	17	urban	urban	ADJ
bracis-33614	61	18	water	water	NOUN
bracis-33614	61	19	demand	demand	NOUN
bracis-33614	61	20	forecasting	forecasting	NOUN
bracis-33614	61	21	in	in	ADP
bracis-33614	61	22	london	london	PROPN
bracis-33614	61	23	,	,	PUNCT
bracis-33614	61	24	canada	canada	PROPN
bracis-33614	61	25	.	.	PUNCT
bracis-33614	62	1	the	the	DET
bracis-33614	62	2	study	study	NOUN
bracis-33614	62	3	focused	focus	VERB
bracis-33614	62	4	on	on	ADP
bracis-33614	62	5	water	water	NOUN
bracis-33614	62	6	demand	demand	NOUN
bracis-33614	62	7	for	for	ADP
bracis-33614	62	8	1	1	NUM
bracis-33614	62	9	-	-	PUNCT
bracis-33614	62	10	day	day	NOUN
bracis-33614	62	11	,	,	PUNCT
bracis-33614	62	12	7	7	NUM
bracis-33614	62	13	-	-	PUNCT
bracis-33614	62	14	day	day	NOUN
bracis-33614	62	15	,	,	PUNCT
bracis-33614	62	16	and	and	CCONJ
bracis-33614	62	17	15	15	NUM
bracis-33614	62	18	-	-	PUNCT
bracis-33614	62	19	day	day	NOUN
bracis-33614	62	20	horizons	horizon	NOUN
bracis-33614	62	21	.	.	PUNCT
bracis-33614	63	1	among	among	ADP
bracis-33614	63	2	the	the	DET
bracis-33614	63	3	methods	method	NOUN
bracis-33614	63	4	under	under	ADP
bracis-33614	63	5	investigation	investigation	NOUN
bracis-33614	63	6	,	,	PUNCT
bracis-33614	63	7	the	the	DET
bracis-33614	63	8	hybrid	hybrid	ADJ
bracis-33614	63	9	cnn	cnn	PROPN
bracis-33614	63	10	-	-	PUNCT
bracis-33614	63	11	bilstm	bilstm	NOUN
bracis-33614	63	12	model	model	NOUN
bracis-33614	63	13	(	(	PUNCT
bracis-33614	63	14	bidirectional	bidirectional	ADJ
bracis-33614	63	15	lstm	lstm	NOUN
bracis-33614	63	16	and	and	CCONJ
bracis-33614	63	17	cnn	cnn	PROPN
bracis-33614	63	18	architecture	architecture	NOUN
bracis-33614	63	19	)	)	PUNCT
bracis-33614	63	20	demonstrated	demonstrate	VERB
bracis-33614	63	21	superior	superior	ADJ
bracis-33614	63	22	performance	performance	NOUN
bracis-33614	63	23	,	,	PUNCT
bracis-33614	63	24	accurately	accurately	ADV
bracis-33614	63	25	capturing	capture	VERB
bracis-33614	63	26	daily	daily	ADJ
bracis-33614	63	27	water	water	NOUN
bracis-33614	63	28	demand	demand	NOUN
bracis-33614	63	29	patterns	pattern	NOUN
bracis-33614	63	30	and	and	CCONJ
bracis-33614	63	31	outperforming	outperform	VERB
bracis-33614	63	32	the	the	DET
bracis-33614	63	33	other	other	ADJ
bracis-33614	63	34	models	model	NOUN
bracis-33614	63	35	across	across	ADP
bracis-33614	63	36	all	all	DET
bracis-33614	63	37	forecast	forecast	NOUN
bracis-33614	63	38	horizons	horizon	NOUN
bracis-33614	63	39	.	.	PUNCT
bracis-33614	64	1	the	the	DET
bracis-33614	64	2	effectiveness	effectiveness	NOUN
bracis-33614	64	3	of	of	ADP
bracis-33614	64	4	the	the	DET
bracis-33614	64	5	model	model	NOUN
bracis-33614	64	6	was	be	AUX
bracis-33614	64	7	attributed	attribute	VERB
bracis-33614	64	8	to	to	ADP
bracis-33614	64	9	its	its	PRON
bracis-33614	64	10	powerful	powerful	ADJ
bracis-33614	64	11	feature	feature	NOUN
bracis-33614	64	12	extraction	extraction	NOUN
bracis-33614	64	13	capabilities	capability	NOUN
bracis-33614	64	14	combined	combine	VERB
bracis-33614	64	15	with	with	ADP
bracis-33614	64	16	the	the	DET
bracis-33614	64	17	bidirectional	bidirectional	ADJ
bracis-33614	64	18	learning	learn	VERB
bracis-33614	64	19	approach	approach	NOUN
bracis-33614	64	20	of	of	ADP
bracis-33614	64	21	bilstm	bilstm	NOUN
bracis-33614	64	22	.	.	PUNCT
bracis-33614	65	1	the	the	DET
bracis-33614	65	2	study	study	NOUN
bracis-33614	65	3	highlights	highlight	VERB
bracis-33614	65	4	the	the	DET
bracis-33614	65	5	cnn	cnn	PROPN
bracis-33614	65	6	-	-	PUNCT
bracis-33614	65	7	bilstm	bilstm	NOUN
bracis-33614	65	8	model	model	NOUN
bracis-33614	65	9	as	as	ADP
bracis-33614	65	10	a	a	DET
bracis-33614	65	11	promising	promising	ADJ
bracis-33614	65	12	technique	technique	NOUN
bracis-33614	65	13	for	for	ADP
bracis-33614	65	14	accurate	accurate	ADJ
bracis-33614	65	15	urban	urban	ADJ
bracis-33614	65	16	water	water	NOUN
bracis-33614	65	17	demand	demand	NOUN
bracis-33614	65	18	forecasting	forecasting	NOUN
bracis-33614	65	19	.	.	PUNCT
bracis-33614	66	1	the	the	DET
bracis-33614	66	2	results	result	NOUN
bracis-33614	66	3	presented	present	VERB
bracis-33614	66	4	by	by	ADP
bracis-33614	66	5	vieira	vieira	PROPN
bracis-33614	66	6	et	et	PROPN
bracis-33614	66	7	al	al	PROPN
bracis-33614	66	8	.	.	PUNCT
bracis-33614	66	9	 	 	SPACE
bracis-33614	67	1	[	[	X
bracis-33614	67	2	12	12	NUM
bracis-33614	67	3	]	]	PUNCT
bracis-33614	67	4	are	be	AUX
bracis-33614	67	5	of	of	ADP
bracis-33614	67	6	particular	particular	ADJ
bracis-33614	67	7	interest	interest	NOUN
bracis-33614	67	8	to	to	ADP
bracis-33614	67	9	our	our	PRON
bracis-33614	67	10	work	work	NOUN
bracis-33614	67	11	,	,	PUNCT
bracis-33614	67	12	as	as	SCONJ
bracis-33614	67	13	they	they	PRON
bracis-33614	67	14	rely	rely	VERB
bracis-33614	67	15	on	on	ADP
bracis-33614	67	16	the	the	DET
bracis-33614	67	17	same	same	ADJ
bracis-33614	67	18	dataset	dataset	NOUN
bracis-33614	67	19	we	we	PRON
bracis-33614	67	20	employ	employ	VERB
bracis-33614	67	21	here	here	ADV
bracis-33614	67	22	.	.	PUNCT
bracis-33614	68	1	the	the	DET
bracis-33614	68	2	main	main	ADJ
bracis-33614	68	3	objective	objective	NOUN
bracis-33614	68	4	of	of	ADP
bracis-33614	68	5	their	their	PRON
bracis-33614	68	6	work	work	NOUN
bracis-33614	68	7	was	be	AUX
bracis-33614	68	8	to	to	PART
bracis-33614	68	9	predict	predict	VERB
bracis-33614	68	10	the	the	DET
bracis-33614	68	11	water	water	NOUN
bracis-33614	68	12	demand	demand	NOUN
bracis-33614	68	13	in	in	ADP
bracis-33614	68	14	guaratuba	guaratuba	NOUN
bracis-33614	68	15	,	,	PUNCT
bracis-33614	68	16	a	a	DET
bracis-33614	68	17	coastal	coastal	ADJ
bracis-33614	68	18	city	city	NOUN
bracis-33614	68	19	in	in	ADP
bracis-33614	68	20	the	the	DET
bracis-33614	68	21	state	state	NOUN
bracis-33614	68	22	of	of	ADP
bracis-33614	68	23	paraná	paraná	PROPN
bracis-33614	68	24	,	,	PUNCT
bracis-33614	68	25	brazil	brazil	PROPN
bracis-33614	68	26	.	.	PUNCT
bracis-33614	69	1	a	a	DET
bracis-33614	69	2	forecasting	forecasting	NOUN
bracis-33614	69	3	horizon	horizon	NOUN
bracis-33614	69	4	of	of	ADP
bracis-33614	69	5	7	7	NUM
bracis-33614	69	6	days	day	NOUN
bracis-33614	69	7	,	,	PUNCT
bracis-33614	69	8	with	with	ADP
bracis-33614	69	9	daily	daily	ADJ
bracis-33614	69	10	forecast	forecast	NOUN
bracis-33614	69	11	frequency	frequency	NOUN
bracis-33614	69	12	was	be	AUX
bracis-33614	69	13	considered	consider	VERB
bracis-33614	69	14	by	by	ADP
bracis-33614	69	15	the	the	DET
bracis-33614	69	16	authors	author	NOUN
bracis-33614	69	17	.	.	PUNCT
bracis-33614	70	1	they	they	PRON
bracis-33614	70	2	employed	employ	VERB
bracis-33614	70	3	four	four	NUM
bracis-33614	70	4	machine	machine	NOUN
bracis-33614	70	5	learning	learn	VERB
bracis-33614	70	6	algorithms	algorithm	NOUN
bracis-33614	70	7	:	:	PUNCT
bracis-33614	70	8	linear	linear	ADJ
bracis-33614	70	9	regression	regression	NOUN
bracis-33614	70	10	(	(	PUNCT
bracis-33614	70	11	lr	lr	NOUN
bracis-33614	70	12	)	)	PUNCT
bracis-33614	70	13	,	,	PUNCT
bracis-33614	70	14	k	k	X
bracis-33614	70	15	-	-	PUNCT
bracis-33614	70	16	nearest	near	ADJ
bracis-33614	70	17	neighbors	neighbor	NOUN
bracis-33614	70	18	(	(	PUNCT
bracis-33614	70	19	knn	knn	PROPN
bracis-33614	70	20	)	)	PUNCT
bracis-33614	70	21	,	,	PUNCT
bracis-33614	70	22	support	support	NOUN
bracis-33614	70	23	vector	vector	NOUN
bracis-33614	70	24	regression	regression	NOUN
bracis-33614	70	25	(	(	PUNCT
bracis-33614	70	26	svr	svr	PROPN
bracis-33614	70	27	)	)	PUNCT
bracis-33614	70	28	,	,	PUNCT
bracis-33614	70	29	and	and	CCONJ
bracis-33614	70	30	multilayer	multilayer	ADJ
bracis-33614	70	31	perceptron	perceptron	PROPN
bracis-33614	70	32	(	(	PUNCT
bracis-33614	70	33	mlp	mlp	PROPN
bracis-33614	70	34	)	)	PUNCT
bracis-33614	70	35	.	.	PUNCT
bracis-33614	71	1	no	no	DET
bracis-33614	71	2	statistical	statistical	ADJ
bracis-33614	71	3	model	model	NOUN
bracis-33614	71	4	,	,	PUNCT
bracis-33614	71	5	such	such	ADJ
bracis-33614	71	6	as	as	ADP
bracis-33614	71	7	arima	arima	NOUN
bracis-33614	71	8	or	or	CCONJ
bracis-33614	71	9	sarima	sarima	NOUN
bracis-33614	71	10	,	,	PUNCT
bracis-33614	71	11	was	be	AUX
bracis-33614	71	12	tested	test	VERB
bracis-33614	71	13	for	for	ADP
bracis-33614	71	14	comparative	comparative	ADJ
bracis-33614	71	15	purposes	purpose	NOUN
bracis-33614	71	16	.	.	PUNCT
bracis-33614	72	1	a	a	DET
bracis-33614	72	2	validation	validation	NOUN
bracis-33614	72	3	approach	approach	NOUN
bracis-33614	72	4	based	base	VERB
bracis-33614	72	5	on	on	ADP
bracis-33614	72	6	sliding	slide	VERB
bracis-33614	72	7	and	and	CCONJ
bracis-33614	72	8	expanding	expand	VERB
bracis-33614	72	9	windows	window	NOUN
bracis-33614	72	10	was	be	AUX
bracis-33614	72	11	employed	employ	VERB
bracis-33614	72	12	,	,	PUNCT
bracis-33614	72	13	incorporating	incorporate	VERB
bracis-33614	72	14	climate	climate	NOUN
bracis-33614	72	15	and	and	CCONJ
bracis-33614	72	16	calendar	calendar	NOUN
bracis-33614	72	17	variables	variable	NOUN
bracis-33614	72	18	to	to	PART
bracis-33614	72	19	predict	predict	VERB
bracis-33614	72	20	water	water	NOUN
bracis-33614	72	21	demand	demand	NOUN
bracis-33614	72	22	.	.	PUNCT
bracis-33614	73	1	the	the	DET
bracis-33614	73	2	mlp	mlp	PROPN
bracis-33614	73	3	model	model	NOUN
bracis-33614	73	4	,	,	PUNCT
bracis-33614	73	5	coupled	couple	VERB
bracis-33614	73	6	with	with	ADP
bracis-33614	73	7	expanding	expand	VERB
bracis-33614	73	8	windows	window	NOUN
bracis-33614	73	9	outperformed	outperform	VERB
bracis-33614	73	10	all	all	DET
bracis-33614	73	11	other	other	ADJ
bracis-33614	73	12	methods	method	NOUN
bracis-33614	73	13	.	.	PUNCT
bracis-33614	74	1	3	3	NUM
bracis-33614	74	2	materials	material	NOUN
bracis-33614	74	3	and	and	CCONJ
bracis-33614	74	4	 	 	SPACE
bracis-33614	74	5	methods	method	NOUN
bracis-33614	74	6	this	this	DET
bracis-33614	74	7	section	section	NOUN
bracis-33614	74	8	presents	present	VERB
bracis-33614	74	9	the	the	DET
bracis-33614	74	10	materials	material	NOUN
bracis-33614	74	11	and	and	CCONJ
bracis-33614	74	12	methods	method	NOUN
bracis-33614	74	13	employed	employ	VERB
bracis-33614	74	14	in	in	ADP
bracis-33614	74	15	this	this	DET
bracis-33614	74	16	study	study	NOUN
bracis-33614	74	17	.	.	PUNCT
bracis-33614	75	1	sections	section	NOUN
bracis-33614	75	2	 	 	SPACE
bracis-33614	75	3	3.1	3.1	NUM
bracis-33614	75	4	and	and	CCONJ
bracis-33614	75	5	3.2	3.2	NUM
bracis-33614	75	6	describe	describe	VERB
bracis-33614	75	7	the	the	DET
bracis-33614	75	8	dataset	dataset	NOUN
bracis-33614	75	9	,	,	PUNCT
bracis-33614	75	10	including	include	VERB
bracis-33614	75	11	its	its	PRON
bracis-33614	75	12	structure	structure	NOUN
bracis-33614	75	13	and	and	CCONJ
bracis-33614	75	14	source	source	NOUN
bracis-33614	75	15	,	,	PUNCT
bracis-33614	75	16	as	as	ADV
bracis-33614	75	17	well	well	ADV
bracis-33614	75	18	as	as	ADP
bracis-33614	75	19	the	the	DET
bracis-33614	75	20	analysis	analysis	NOUN
bracis-33614	75	21	carried	carry	VERB
bracis-33614	75	22	out	out	ADP
bracis-33614	75	23	.	.	PUNCT
bracis-33614	76	1	sections	section	NOUN
bracis-33614	76	2	 	 	SPACE
bracis-33614	76	3	3.3	3.3	NUM
bracis-33614	76	4	to	to	PART
bracis-33614	76	5	3.6	3.6	NUM
bracis-33614	76	6	cover	cover	VERB
bracis-33614	76	7	the	the	DET
bracis-33614	76	8	predictive	predictive	ADJ
bracis-33614	76	9	models	model	NOUN
bracis-33614	76	10	under	under	ADP
bracis-33614	76	11	comparison	comparison	NOUN
bracis-33614	76	12	,	,	PUNCT
bracis-33614	76	13	the	the	DET
bracis-33614	76	14	validation	validation	NOUN
bracis-33614	76	15	approach	approach	NOUN
bracis-33614	76	16	,	,	PUNCT
bracis-33614	76	17	alongside	alongside	ADP
bracis-33614	76	18	metrics	metric	NOUN
bracis-33614	76	19	and	and	CCONJ
bracis-33614	76	20	model	model	NOUN
bracis-33614	76	21	selection	selection	NOUN
bracis-33614	76	22	.	.	PUNCT
bracis-33614	77	1	3.1	3.1	NUM
bracis-33614	77	2	dataset	dataset	VERB
bracis-33614	77	3	the	the	DET
bracis-33614	77	4	dataset	dataset	NOUN
bracis-33614	77	5	used	use	VERB
bracis-33614	77	6	in	in	ADP
bracis-33614	77	7	this	this	DET
bracis-33614	77	8	work	work	NOUN
bracis-33614	77	9	was	be	AUX
bracis-33614	77	10	obtained	obtain	VERB
bracis-33614	77	11	from	from	ADP
bracis-33614	77	12	sanepar	sanepar	NOUN
bracis-33614	77	13	(	(	PUNCT
bracis-33614	77	14	companhia	companhia	PROPN
bracis-33614	77	15	de	de	PROPN
bracis-33614	77	16	saneamento	saneamento	PROPN
bracis-33614	77	17	do	do	AUX
bracis-33614	77	18	paraná	paraná	PROPN
bracis-33614	77	19	)	)	PUNCT
bracis-33614	77	20	,	,	PUNCT
bracis-33614	77	21	the	the	DET
bracis-33614	77	22	company	company	NOUN
bracis-33614	77	23	responsible	responsible	ADJ
bracis-33614	77	24	for	for	ADP
bracis-33614	77	25	providing	provide	VERB
bracis-33614	77	26	water	water	NOUN
bracis-33614	77	27	supply	supply	NOUN
bracis-33614	77	28	and	and	CCONJ
bracis-33614	77	29	sanitation	sanitation	NOUN
bracis-33614	77	30	services	service	NOUN
bracis-33614	77	31	to	to	PART
bracis-33614	77	32	guaratuba	guaratuba	VERB
bracis-33614	77	33	.	.	PUNCT
bracis-33614	78	1	this	this	DET
bracis-33614	78	2	dataset	dataset	NOUN
bracis-33614	78	3	has	have	AUX
bracis-33614	78	4	already	already	ADV
bracis-33614	78	5	been	be	AUX
bracis-33614	78	6	preprocessed	preprocesse	VERB
bracis-33614	78	7	,	,	PUNCT
bracis-33614	78	8	therefore	therefore	ADV
bracis-33614	78	9	,	,	PUNCT
bracis-33614	78	10	issues	issue	NOUN
bracis-33614	78	11	related	relate	VERB
bracis-33614	78	12	to	to	ADP
bracis-33614	78	13	missing	miss	VERB
bracis-33614	78	14	data	datum	NOUN
bracis-33614	78	15	,	,	PUNCT
bracis-33614	78	16	noise	noise	NOUN
bracis-33614	78	17	,	,	PUNCT
bracis-33614	78	18	and	and	CCONJ
bracis-33614	78	19	outliers	outlier	NOUN
bracis-33614	78	20	have	have	AUX
bracis-33614	78	21	already	already	ADV
bracis-33614	78	22	been	be	AUX
bracis-33614	78	23	addressed	address	VERB
bracis-33614	78	24	.	.	PUNCT
bracis-33614	79	1	the	the	DET
bracis-33614	79	2	dataset	dataset	NOUN
bracis-33614	79	3	includes	include	VERB
bracis-33614	79	4	the	the	DET
bracis-33614	79	5	daily	daily	ADJ
bracis-33614	79	6	volume	volume	NOUN
bracis-33614	79	7	of	of	ADP
bracis-33614	79	8	water	water	NOUN
bracis-33614	79	9	produced	produce	VERB
bracis-33614	79	10	at	at	ADP
bracis-33614	79	11	the	the	DET
bracis-33614	79	12	water	water	NOUN
bracis-33614	79	13	treatment	treatment	NOUN
bracis-33614	79	14	plants	plant	NOUN
bracis-33614	79	15	(	(	PUNCT
bracis-33614	79	16	wtps	wtps	NOUN
bracis-33614	79	17	)	)	PUNCT
bracis-33614	79	18	,	,	PUNCT
bracis-33614	79	19	along	along	ADP
bracis-33614	79	20	with	with	ADP
bracis-33614	79	21	additional	additional	ADJ
bracis-33614	79	22	variables	variable	NOUN
bracis-33614	79	23	related	relate	VERB
bracis-33614	79	24	to	to	ADP
bracis-33614	79	25	meteorological	meteorological	ADJ
bracis-33614	79	26	and	and	CCONJ
bracis-33614	79	27	calendar	calendar	NOUN
bracis-33614	79	28	data	datum	NOUN
bracis-33614	79	29	.	.	PUNCT
bracis-33614	80	1	it	it	PRON
bracis-33614	80	2	is	be	AUX
bracis-33614	80	3	important	important	ADJ
bracis-33614	80	4	to	to	PART
bracis-33614	80	5	make	make	VERB
bracis-33614	80	6	clear	clear	ADJ
bracis-33614	80	7	that	that	SCONJ
bracis-33614	80	8	only	only	ADV
bracis-33614	80	9	the	the	DET
bracis-33614	80	10	historical	historical	ADJ
bracis-33614	80	11	data	datum	NOUN
bracis-33614	80	12	from	from	ADP
bracis-33614	80	13	the	the	DET
bracis-33614	80	14	wtps	wtps	NOUN
bracis-33614	80	15	was	be	AUX
bracis-33614	80	16	analyzed	analyze	VERB
bracis-33614	80	17	and	and	CCONJ
bracis-33614	80	18	used	use	VERB
bracis-33614	80	19	as	as	ADP
bracis-33614	80	20	input	input	NOUN
bracis-33614	80	21	for	for	ADP
bracis-33614	80	22	the	the	DET
bracis-33614	80	23	predictive	predictive	ADJ
bracis-33614	80	24	models	model	NOUN
bracis-33614	80	25	developed	develop	VERB
bracis-33614	80	26	in	in	ADP
bracis-33614	80	27	this	this	DET
bracis-33614	80	28	work	work	NOUN
bracis-33614	80	29	.	.	PUNCT
bracis-33614	81	1	that	that	PRON
bracis-33614	81	2	is	is	ADV
bracis-33614	81	3	,	,	PUNCT
bracis-33614	81	4	all	all	DET
bracis-33614	81	5	models	model	NOUN
bracis-33614	81	6	are	be	AUX
bracis-33614	81	7	univariate	univariate	ADJ
bracis-33614	81	8	,	,	PUNCT
bracis-33614	81	9	taking	take	VERB
bracis-33614	81	10	as	as	ADP
bracis-33614	81	11	input	input	NOUN
bracis-33614	81	12	past	past	ADP
bracis-33614	81	13	values	value	NOUN
bracis-33614	81	14	for	for	ADP
bracis-33614	81	15	the	the	DET
bracis-33614	81	16	target	target	NOUN
bracis-33614	81	17	feature	feature	NOUN
bracis-33614	81	18	(	(	PUNCT
bracis-33614	81	19	volume	volume	NOUN
bracis-33614	81	20	of	of	ADP
bracis-33614	81	21	water	water	NOUN
bracis-33614	81	22	produced	produce	VERB
bracis-33614	81	23	by	by	ADP
bracis-33614	81	24	treatment	treatment	NOUN
bracis-33614	81	25	)	)	PUNCT
bracis-33614	81	26	.	.	PUNCT
bracis-33614	82	1	the	the	DET
bracis-33614	82	2	data	data	NOUN
bracis-33614	82	3	is	be	AUX
bracis-33614	82	4	presented	present	VERB
bracis-33614	82	5	on	on	ADP
bracis-33614	82	6	a	a	DET
bracis-33614	82	7	daily	daily	ADJ
bracis-33614	82	8	frequency	frequency	NOUN
bracis-33614	82	9	,	,	PUNCT
bracis-33614	82	10	covering	cover	VERB
bracis-33614	82	11	a	a	DET
bracis-33614	82	12	period	period	NOUN
bracis-33614	82	13	of	of	ADP
bracis-33614	82	14	four	four	NUM
bracis-33614	82	15	years	year	NOUN
bracis-33614	82	16	,	,	PUNCT
bracis-33614	82	17	from	from	ADP
bracis-33614	82	18	2016	2016	NUM
bracis-33614	82	19	to	to	ADP
bracis-33614	82	20	2019	2019	NUM
bracis-33614	82	21	.	.	PUNCT
bracis-33614	83	1	the	the	DET
bracis-33614	83	2	first	first	ADJ
bracis-33614	83	3	two	two	NUM
bracis-33614	83	4	years	year	NOUN
bracis-33614	83	5	(	(	PUNCT
bracis-33614	83	6	2016	2016	NUM
bracis-33614	83	7	and	and	CCONJ
bracis-33614	83	8	2017	2017	NUM
bracis-33614	83	9	)	)	PUNCT
bracis-33614	83	10	are	be	AUX
bracis-33614	83	11	set	set	VERB
bracis-33614	83	12	apart	apart	ADV
bracis-33614	83	13	for	for	ADP
bracis-33614	83	14	training	train	VERB
bracis-33614	83	15	the	the	DET
bracis-33614	83	16	models	model	NOUN
bracis-33614	83	17	,	,	PUNCT
bracis-33614	83	18	the	the	DET
bracis-33614	83	19	third	third	ADJ
bracis-33614	83	20	year	year	NOUN
bracis-33614	83	21	(	(	PUNCT
bracis-33614	83	22	2018	2018	NUM
bracis-33614	83	23	)	)	PUNCT
bracis-33614	83	24	is	be	AUX
bracis-33614	83	25	allocated	allocate	VERB
bracis-33614	83	26	for	for	ADP
bracis-33614	83	27	validation	validation	NOUN
bracis-33614	83	28	(	(	PUNCT
bracis-33614	83	29	including	include	VERB
bracis-33614	83	30	hyper	hyper	ADJ
bracis-33614	83	31	-	-	ADJ
bracis-33614	83	32	parameter	parameter	ADJ
bracis-33614	83	33	tuning	tuning	NOUN
bracis-33614	83	34	)	)	PUNCT
bracis-33614	83	35	,	,	PUNCT
bracis-33614	83	36	and	and	CCONJ
bracis-33614	83	37	the	the	DET
bracis-33614	83	38	final	final	ADJ
bracis-33614	83	39	year	year	NOUN
bracis-33614	83	40	(	(	PUNCT
bracis-33614	83	41	2019	2019	NUM
bracis-33614	83	42	)	)	PUNCT
bracis-33614	83	43	is	be	AUX
bracis-33614	83	44	used	use	VERB
bracis-33614	83	45	exclusively	exclusively	ADV
bracis-33614	83	46	for	for	ADP
bracis-33614	83	47	testing	testing	NOUN
bracis-33614	83	48	.	.	PUNCT
bracis-33614	84	1	3.2	3.2	NUM
bracis-33614	84	2	exploratory	exploratory	ADJ
bracis-33614	84	3	analysis	analysis	NOUN
bracis-33614	84	4	for	for	ADP
bracis-33614	84	5	all	all	DET
bracis-33614	84	6	analyses	analysis	NOUN
bracis-33614	84	7	,	,	PUNCT
bracis-33614	84	8	including	include	VERB
bracis-33614	84	9	the	the	DET
bracis-33614	84	10	exploratory	exploratory	NOUN
bracis-33614	84	11	,	,	PUNCT
bracis-33614	84	12	the	the	DET
bracis-33614	84	13	last	last	ADJ
bracis-33614	84	14	year	year	NOUN
bracis-33614	84	15	(	(	PUNCT
bracis-33614	84	16	2019	2019	NUM
bracis-33614	84	17	)	)	PUNCT
bracis-33614	84	18	is	be	AUX
bracis-33614	84	19	excluded	exclude	VERB
bracis-33614	84	20	,	,	PUNCT
bracis-33614	84	21	in	in	ADP
bracis-33614	84	22	order	order	NOUN
bracis-33614	84	23	to	to	PART
bracis-33614	84	24	prevent	prevent	VERB
bracis-33614	84	25	any	any	DET
bracis-33614	84	26	contamination	contamination	NOUN
bracis-33614	84	27	or	or	CCONJ
bracis-33614	84	28	influence	influence	NOUN
bracis-33614	84	29	in	in	ADP
bracis-33614	84	30	subsequent	subsequent	ADJ
bracis-33614	84	31	evaluation	evaluation	NOUN
bracis-33614	84	32	steps	step	NOUN
bracis-33614	84	33	.	.	PUNCT
bracis-33614	85	1	the	the	DET
bracis-33614	85	2	first	first	ADJ
bracis-33614	85	3	step	step	NOUN
bracis-33614	85	4	undertaken	undertake	VERB
bracis-33614	85	5	in	in	ADP
bracis-33614	85	6	the	the	DET
bracis-33614	85	7	exploratory	exploratory	ADJ
bracis-33614	85	8	analysis	analysis	NOUN
bracis-33614	85	9	aimed	aim	VERB
bracis-33614	85	10	to	to	PART
bracis-33614	85	11	understand	understand	VERB
bracis-33614	85	12	the	the	DET
bracis-33614	85	13	behavior	behavior	NOUN
bracis-33614	85	14	of	of	ADP
bracis-33614	85	15	the	the	DET
bracis-33614	85	16	time	time	NOUN
bracis-33614	85	17	series	series	PROPN
bracis-33614	85	18	itself	itself	PRON
bracis-33614	85	19	.	.	PUNCT
bracis-33614	86	1	an	an	DET
bracis-33614	86	2	initial	initial	ADJ
bracis-33614	86	3	examination	examination	NOUN
bracis-33614	86	4	of	of	ADP
bracis-33614	86	5	daily	daily	ADJ
bracis-33614	86	6	volume	volume	NOUN
bracis-33614	86	7	of	of	ADP
bracis-33614	86	8	water	water	NOUN
bracis-33614	86	9	produced	produce	VERB
bracis-33614	86	10	at	at	ADP
bracis-33614	86	11	the	the	DET
bracis-33614	86	12	water	water	NOUN
bracis-33614	86	13	treatment	treatment	NOUN
bracis-33614	86	14	plants	plant	NOUN
bracis-33614	86	15	(	(	PUNCT
bracis-33614	86	16	wtps	wtps	NOUN
bracis-33614	86	17	)	)	PUNCT
bracis-33614	86	18	yielded	yield	VERB
bracis-33614	86	19	insights	insight	NOUN
bracis-33614	86	20	on	on	ADP
bracis-33614	86	21	how	how	SCONJ
bracis-33614	86	22	to	to	PART
bracis-33614	86	23	further	far	ADV
bracis-33614	86	24	proceed	proceed	VERB
bracis-33614	86	25	.	.	PUNCT
bracis-33614	87	1	to	to	PART
bracis-33614	87	2	identify	identify	VERB
bracis-33614	87	3	useful	useful	ADJ
bracis-33614	87	4	patterns	pattern	NOUN
bracis-33614	87	5	for	for	ADP
bracis-33614	87	6	the	the	DET
bracis-33614	87	7	models	model	NOUN
bracis-33614	87	8	,	,	PUNCT
bracis-33614	87	9	a	a	DET
bracis-33614	87	10	classical	classical	ADJ
bracis-33614	87	11	time	time	NOUN
bracis-33614	87	12	series	series	NOUN
bracis-33614	87	13	decomposition	decomposition	NOUN
bracis-33614	87	14	was	be	AUX
bracis-33614	87	15	applied	apply	VERB
bracis-33614	87	16	,	,	PUNCT
bracis-33614	87	17	employing	employ	VERB
bracis-33614	87	18	both	both	CCONJ
bracis-33614	87	19	additive	additive	ADJ
bracis-33614	87	20	and	and	CCONJ
bracis-33614	87	21	multiplicative	multiplicative	ADJ
bracis-33614	87	22	forms	form	NOUN
bracis-33614	87	23	.	.	PUNCT
bracis-33614	88	1	in	in	ADP
bracis-33614	88	2	addition	addition	NOUN
bracis-33614	88	3	,	,	PUNCT
bracis-33614	88	4	the	the	DET
bracis-33614	88	5	autocorrelation	autocorrelation	NOUN
bracis-33614	88	6	function	function	NOUN
bracis-33614	88	7	(	(	PUNCT
bracis-33614	88	8	acf	acf	PROPN
bracis-33614	88	9	)	)	PUNCT
bracis-33614	88	10	and	and	CCONJ
bracis-33614	88	11	partial	partial	ADJ
bracis-33614	88	12	autocorrelation	autocorrelation	NOUN
bracis-33614	88	13	function	function	NOUN
bracis-33614	88	14	(	(	PUNCT
bracis-33614	88	15	pacf	pacf	NOUN
bracis-33614	88	16	)	)	PUNCT
bracis-33614	88	17	were	be	AUX
bracis-33614	88	18	employed	employ	VERB
bracis-33614	88	19	to	to	PART
bracis-33614	88	20	identify	identify	VERB
bracis-33614	88	21	patterns	pattern	NOUN
bracis-33614	88	22	that	that	PRON
bracis-33614	88	23	were	be	AUX
bracis-33614	88	24	not	not	PART
bracis-33614	88	25	readily	readily	ADV
bracis-33614	88	26	identified	identify	VERB
bracis-33614	88	27	through	through	ADP
bracis-33614	88	28	the	the	DET
bracis-33614	88	29	decomposition	decomposition	NOUN
bracis-33614	88	30	process	process	NOUN
bracis-33614	88	31	.	.	PUNCT
bracis-33614	89	1	these	these	DET
bracis-33614	89	2	functions	function	NOUN
bracis-33614	89	3	were	be	AUX
bracis-33614	89	4	also	also	ADV
bracis-33614	89	5	used	use	VERB
bracis-33614	89	6	to	to	PART
bracis-33614	89	7	determine	determine	VERB
bracis-33614	89	8	which	which	PRON
bracis-33614	89	9	lags	lag	VERB
bracis-33614	89	10	could	could	AUX
bracis-33614	89	11	be	be	AUX
bracis-33614	89	12	relevant	relevant	ADJ
bracis-33614	89	13	for	for	ADP
bracis-33614	89	14	posterior	posterior	ADJ
bracis-33614	89	15	model	model	NOUN
bracis-33614	89	16	optimization	optimization	NOUN
bracis-33614	89	17	.	.	PUNCT
bracis-33614	90	1	3.3	3.3	NUM
bracis-33614	90	2	statistical	statistical	ADJ
bracis-33614	90	3	models	model	NOUN
bracis-33614	90	4	arima	arima	NOUN
bracis-33614	90	5	and	and	CCONJ
bracis-33614	90	6	sarima	sarima	NOUN
bracis-33614	90	7	,	,	PUNCT
bracis-33614	90	8	well	well	ADV
bracis-33614	90	9	-	-	PUNCT
bracis-33614	90	10	known	know	VERB
bracis-33614	90	11	statistical	statistical	ADJ
bracis-33614	90	12	time	time	NOUN
bracis-33614	90	13	series	series	NOUN
bracis-33614	90	14	models	model	NOUN
bracis-33614	90	15	,	,	PUNCT
bracis-33614	90	16	were	be	AUX
bracis-33614	90	17	used	use	VERB
bracis-33614	90	18	in	in	ADP
bracis-33614	90	19	this	this	DET
bracis-33614	90	20	work	work	NOUN
bracis-33614	90	21	.	.	PUNCT
bracis-33614	91	1	these	these	PRON
bracis-33614	91	2	will	will	AUX
bracis-33614	91	3	be	be	AUX
bracis-33614	91	4	briefly	briefly	ADV
bracis-33614	91	5	discussed	discuss	VERB
bracis-33614	91	6	next	next	ADV
bracis-33614	91	7	.	.	PUNCT
bracis-33614	92	1	for	for	ADP
bracis-33614	92	2	further	further	ADJ
bracis-33614	92	3	information	information	NOUN
bracis-33614	92	4	,	,	PUNCT
bracis-33614	92	5	see	see	VERB
bracis-33614	92	6	 	 	SPACE
bracis-33614	92	7	[	[	X
bracis-33614	92	8	6	6	NUM
bracis-33614	92	9	]	]	PUNCT
bracis-33614	92	10	.	.	PUNCT
bracis-33614	93	1	arima(p	arima(p	PROPN
bracis-33614	93	2	,	,	PUNCT
bracis-33614	93	3	d	d	PROPN
bracis-33614	93	4	,	,	PUNCT
bracis-33614	93	5	q	q	X
bracis-33614	93	6	)	)	PUNCT
bracis-33614	93	7	is	be	AUX
bracis-33614	93	8	one	one	NUM
bracis-33614	93	9	of	of	ADP
bracis-33614	93	10	the	the	DET
bracis-33614	93	11	most	most	ADV
bracis-33614	93	12	commonly	commonly	ADV
bracis-33614	93	13	used	use	VERB
bracis-33614	93	14	methods	method	NOUN
bracis-33614	93	15	for	for	ADP
bracis-33614	93	16	time	time	NOUN
bracis-33614	93	17	series	series	PROPN
bracis-33614	93	18	forecasting	forecasting	PROPN
bracis-33614	93	19	,	,	PUNCT
bracis-33614	93	20	aiming	aim	VERB
bracis-33614	93	21	primarily	primarily	ADV
bracis-33614	93	22	to	to	PART
bracis-33614	93	23	describe	describe	VERB
bracis-33614	93	24	the	the	DET
bracis-33614	93	25	autocorrelation	autocorrelation	NOUN
bracis-33614	93	26	within	within	ADP
bracis-33614	93	27	the	the	DET
bracis-33614	93	28	data	datum	NOUN
bracis-33614	93	29	.	.	PUNCT
bracis-33614	94	1	it	it	PRON
bracis-33614	94	2	combines	combine	VERB
bracis-33614	94	3	differencing	differencing	NOUN
bracis-33614	94	4	order	order	NOUN
bracis-33614	94	5	(	(	PUNCT
bracis-33614	94	6	i	i	NOUN
bracis-33614	94	7	)	)	PUNCT
bracis-33614	94	8	with	with	ADP
bracis-33614	94	9	autoregression	autoregression	NOUN
bracis-33614	94	10	(	(	PUNCT
bracis-33614	94	11	ar	ar	NOUN
bracis-33614	94	12	)	)	PUNCT
bracis-33614	94	13	and	and	CCONJ
bracis-33614	94	14	moving	move	VERB
bracis-33614	94	15	average	average	ADJ
bracis-33614	94	16	(	(	PUNCT
bracis-33614	94	17	ma	ma	NOUN
bracis-33614	94	18	)	)	PUNCT
bracis-33614	94	19	models	model	NOUN
bracis-33614	94	20	.	.	PUNCT
bracis-33614	95	1	the	the	DET
bracis-33614	95	2	ar(p	ar(p	NOUN
bracis-33614	95	3	)	)	PUNCT
bracis-33614	95	4	parameter	parameter	NOUN
bracis-33614	95	5	specifies	specify	VERB
bracis-33614	95	6	the	the	DET
bracis-33614	95	7	number	number	NOUN
bracis-33614	95	8	of	of	ADP
bracis-33614	95	9	lag	lag	NOUN
bracis-33614	95	10	observations	observation	NOUN
bracis-33614	95	11	included	include	VERB
bracis-33614	95	12	in	in	ADP
bracis-33614	95	13	the	the	DET
bracis-33614	95	14	model	model	NOUN
bracis-33614	95	15	,	,	PUNCT
bracis-33614	95	16	indicating	indicate	VERB
bracis-33614	95	17	how	how	SCONJ
bracis-33614	95	18	many	many	ADJ
bracis-33614	95	19	previous	previous	ADJ
bracis-33614	95	20	values	value	NOUN
bracis-33614	95	21	influence	influence	VERB
bracis-33614	95	22	the	the	DET
bracis-33614	95	23	current	current	ADJ
bracis-33614	95	24	value	value	NOUN
bracis-33614	95	25	of	of	ADP
bracis-33614	95	26	the	the	DET
bracis-33614	95	27	series	series	NOUN
bracis-33614	95	28	.	.	PUNCT
bracis-33614	96	1	differencing	difference	VERB
bracis-33614	96	2	order	order	NOUN
bracis-33614	96	3	(	(	PUNCT
bracis-33614	96	4	d	d	X
bracis-33614	96	5	)	)	PUNCT
bracis-33614	96	6	denotes	denote	VERB
bracis-33614	96	7	the	the	DET
bracis-33614	96	8	number	number	NOUN
bracis-33614	96	9	of	of	ADP
bracis-33614	96	10	times	times	PROPN
bracis-33614	96	11	raw	raw	ADJ
bracis-33614	96	12	observations	observation	NOUN
bracis-33614	96	13	are	be	AUX
bracis-33614	96	14	differenced	difference	VERB
bracis-33614	96	15	to	to	PART
bracis-33614	96	16	achieve	achieve	VERB
bracis-33614	96	17	a	a	DET
bracis-33614	96	18	stationary	stationary	ADJ
bracis-33614	96	19	time	time	NOUN
bracis-33614	96	20	series	series	NOUN
bracis-33614	96	21	.	.	PUNCT
bracis-33614	97	1	similarly	similarly	ADV
bracis-33614	97	2	to	to	ADP
bracis-33614	97	3	ar(p	ar(p	NUM
bracis-33614	97	4	)	)	PUNCT
bracis-33614	97	5	,	,	PUNCT
bracis-33614	97	6	ma(q	ma(q	NUM
bracis-33614	97	7	)	)	PUNCT
bracis-33614	97	8	indicates	indicate	VERB
bracis-33614	97	9	the	the	DET
bracis-33614	97	10	number	number	NOUN
bracis-33614	97	11	of	of	ADP
bracis-33614	97	12	lagged	lag	VERB
bracis-33614	97	13	forecast	forecast	NOUN
bracis-33614	97	14	errors	error	NOUN
bracis-33614	97	15	in	in	ADP
bracis-33614	97	16	the	the	DET
bracis-33614	97	17	model	model	NOUN
bracis-33614	97	18	 	 	SPACE
bracis-33614	98	1	[	[	X
bracis-33614	98	2	6	6	NUM
bracis-33614	98	3	]	]	PUNCT
bracis-33614	98	4	.	.	PUNCT
bracis-33614	99	1	the	the	DET
bracis-33614	99	2	sarima	sarima	NOUN
bracis-33614	99	3	model	model	NOUN
bracis-33614	99	4	incorporates	incorporate	VERB
bracis-33614	99	5	the	the	DET
bracis-33614	99	6	seasonal	seasonal	ADJ
bracis-33614	99	7	component	component	NOUN
bracis-33614	99	8	into	into	ADP
bracis-33614	99	9	the	the	DET
bracis-33614	99	10	arima	arima	PROPN
bracis-33614	99	11	model	model	NOUN
bracis-33614	99	12	and	and	CCONJ
bracis-33614	99	13	is	be	AUX
bracis-33614	99	14	defined	define	VERB
bracis-33614	99	15	as	as	ADP
bracis-33614	99	16	sarima(p	sarima(p	PROPN
bracis-33614	99	17	,	,	PUNCT
bracis-33614	99	18	 	 	SPACE
bracis-33614	99	19	d	d	NOUN
bracis-33614	99	20	,	,	PUNCT
bracis-33614	99	21	 	 	SPACE
bracis-33614	99	22	q)(p	q)(p	ADV
bracis-33614	99	23	,	,	PUNCT
bracis-33614	99	24	 	 	SPACE
bracis-33614	99	25	d	d	NOUN
bracis-33614	99	26	,	,	PUNCT
bracis-33614	99	27	 	 	SPACE
bracis-33614	99	28	q)s	q)s	NOUN
bracis-33614	99	29	.	.	PUNCT
bracis-33614	100	1	in	in	ADP
bracis-33614	100	2	addition	addition	NOUN
bracis-33614	100	3	to	to	ADP
bracis-33614	100	4	the	the	DET
bracis-33614	100	5	original	original	ADJ
bracis-33614	100	6	arima	arima	NOUN
bracis-33614	100	7	hyper	hyper	NOUN
bracis-33614	100	8	-	-	NOUN
bracis-33614	100	9	parameters	parameter	NOUN
bracis-33614	100	10	,	,	PUNCT
bracis-33614	100	11	the	the	DET
bracis-33614	100	12	sarima	sarima	NOUN
bracis-33614	100	13	model	model	NOUN
bracis-33614	100	14	includes	include	VERB
bracis-33614	100	15	the	the	DET
bracis-33614	100	16	seasonal	seasonal	ADJ
bracis-33614	100	17	hyper	hyper	NOUN
bracis-33614	100	18	-	-	NOUN
bracis-33614	100	19	parameters	parameter	NOUN
bracis-33614	100	20	p	p	X
bracis-33614	100	21	,	,	PUNCT
bracis-33614	100	22	d	d	NOUN
bracis-33614	100	23	,	,	PUNCT
bracis-33614	100	24	and	and	CCONJ
bracis-33614	100	25	q	q	X
bracis-33614	100	26	,	,	PUNCT
bracis-33614	100	27	which	which	PRON
bracis-33614	100	28	represent	represent	VERB
bracis-33614	100	29	the	the	DET
bracis-33614	100	30	seasonal	seasonal	ADJ
bracis-33614	100	31	autoregressive	autoregressive	ADJ
bracis-33614	100	32	,	,	PUNCT
bracis-33614	100	33	differencing	differencing	NOUN
bracis-33614	100	34	,	,	PUNCT
bracis-33614	100	35	and	and	CCONJ
bracis-33614	100	36	moving	move	VERB
bracis-33614	100	37	average	average	ADJ
bracis-33614	100	38	orders	order	NOUN
bracis-33614	100	39	,	,	PUNCT
bracis-33614	100	40	respectively	respectively	ADV
bracis-33614	100	41	.	.	PUNCT
bracis-33614	101	1	the	the	DET
bracis-33614	101	2	remaining	remain	VERB
bracis-33614	101	3	hyper	hyper	NOUN
bracis-33614	101	4	-	-	NOUN
bracis-33614	101	5	parameter	parameter	NOUN
bracis-33614	101	6	of	of	ADP
bracis-33614	101	7	the	the	DET
bracis-33614	101	8	sarima	sarima	NOUN
bracis-33614	101	9	model	model	NOUN
bracis-33614	101	10	(	(	PUNCT
bracis-33614	101	11	s	s	NOUN
bracis-33614	101	12	)	)	PUNCT
bracis-33614	101	13	determines	determine	VERB
bracis-33614	101	14	the	the	DET
bracis-33614	101	15	length	length	NOUN
bracis-33614	101	16	of	of	ADP
bracis-33614	101	17	the	the	DET
bracis-33614	101	18	seasonal	seasonal	ADJ
bracis-33614	101	19	cycle	cycle	NOUN
bracis-33614	101	20	 	 	SPACE
bracis-33614	102	1	[	[	X
bracis-33614	102	2	6	6	NUM
bracis-33614	102	3	]	]	PUNCT
bracis-33614	102	4	.	.	PUNCT
bracis-33614	103	1	3.4	3.4	NUM
bracis-33614	103	2	model	model	NOUN
bracis-33614	103	3	evaluation	evaluation	NOUN
bracis-33614	103	4	all	all	DET
bracis-33614	103	5	models	model	NOUN
bracis-33614	103	6	were	be	AUX
bracis-33614	103	7	evaluated	evaluate	VERB
bracis-33614	103	8	employing	employ	VERB
bracis-33614	103	9	a	a	DET
bracis-33614	103	10	backtesting	backtesting	NOUN
bracis-33614	103	11	,	,	PUNCT
bracis-33614	103	12	similar	similar	ADJ
bracis-33614	103	13	to	to	ADP
bracis-33614	103	14	that	that	PRON
bracis-33614	103	15	employed	employ	VERB
bracis-33614	103	16	by	by	ADP
bracis-33614	103	17	 	 	SPACE
bracis-33614	103	18	[	[	X
bracis-33614	103	19	12	12	NUM
bracis-33614	103	20	]	]	PUNCT
bracis-33614	103	21	.	.	PUNCT
bracis-33614	104	1	in	in	ADP
bracis-33614	104	2	brief	brief	NOUN
bracis-33614	104	3	,	,	PUNCT
bracis-33614	104	4	the	the	DET
bracis-33614	104	5	evaluation	evaluation	NOUN
bracis-33614	104	6	process	process	NOUN
bracis-33614	104	7	applies	apply	VERB
bracis-33614	104	8	a	a	DET
bracis-33614	104	9	cross	cross	ADJ
bracis-33614	104	10	-	-	ADJ
bracis-33614	104	11	validation	validation	ADJ
bracis-33614	104	12	logic	logic	NOUN
bracis-33614	104	13	without	without	ADP
bracis-33614	104	14	disrupting	disrupt	VERB
bracis-33614	104	15	the	the	DET
bracis-33614	104	16	temporal	temporal	ADJ
bracis-33614	104	17	order	order	NOUN
bracis-33614	104	18	of	of	ADP
bracis-33614	104	19	the	the	DET
bracis-33614	104	20	data	datum	NOUN
bracis-33614	104	21	.	.	PUNCT
bracis-33614	105	1	two	two	NUM
bracis-33614	105	2	distinct	distinct	ADJ
bracis-33614	105	3	methodologies	methodology	NOUN
bracis-33614	105	4	were	be	AUX
bracis-33614	105	5	employed	employ	VERB
bracis-33614	105	6	for	for	ADP
bracis-33614	105	7	backtesting	backteste	VERB
bracis-33614	105	8	the	the	DET
bracis-33614	105	9	models	model	NOUN
bracis-33614	105	10	,	,	PUNCT
bracis-33614	105	11	namely	namely	ADV
bracis-33614	105	12	,	,	PUNCT
bracis-33614	105	13	sliding	slide	VERB
bracis-33614	105	14	window	window	NOUN
bracis-33614	105	15	(	(	PUNCT
bracis-33614	105	16	sw	sw	PROPN
bracis-33614	105	17	)	)	PUNCT
bracis-33614	105	18	and	and	CCONJ
bracis-33614	105	19	expanding	expand	VERB
bracis-33614	105	20	window	window	NOUN
bracis-33614	105	21	(	(	PUNCT
bracis-33614	105	22	ew	ew	NOUN
bracis-33614	105	23	)	)	PUNCT
bracis-33614	105	24	.	.	PUNCT
bracis-33614	106	1	these	these	PRON
bracis-33614	106	2	are	be	AUX
bracis-33614	106	3	illustrated	illustrate	VERB
bracis-33614	106	4	in	in	ADP
bracis-33614	106	5	fig	fig	NOUN
bracis-33614	106	6	.	.	PUNCT
bracis-33614	106	7	 	 	SPACE
bracis-33614	106	8	1	1	NUM
bracis-33614	106	9	,	,	PUNCT
bracis-33614	106	10	considering	consider	VERB
bracis-33614	106	11	five	five	NUM
bracis-33614	106	12	iterations	iteration	NOUN
bracis-33614	106	13	of	of	ADP
bracis-33614	106	14	the	the	DET
bracis-33614	106	15	procedure	procedure	NOUN
bracis-33614	106	16	,	,	PUNCT
bracis-33614	106	17	for	for	ADP
bracis-33614	106	18	each	each	DET
bracis-33614	106	19	case	case	NOUN
bracis-33614	106	20	.	.	PUNCT
bracis-33614	107	1	details	detail	NOUN
bracis-33614	107	2	of	of	ADP
bracis-33614	107	3	each	each	DET
bracis-33614	107	4	methodology	methodology	NOUN
bracis-33614	107	5	are	be	AUX
bracis-33614	107	6	provided	provide	VERB
bracis-33614	107	7	next	next	ADV
bracis-33614	107	8	.	.	PUNCT
bracis-33614	108	1	in	in	ADP
bracis-33614	108	2	the	the	DET
bracis-33614	108	3	sw	sw	PROPN
bracis-33614	108	4	methodology	methodology	NOUN
bracis-33614	108	5	(	(	PUNCT
bracis-33614	108	6	left	leave	VERB
bracis-33614	108	7	of	of	ADP
bracis-33614	108	8	the	the	DET
bracis-33614	108	9	figure	figure	NOUN
bracis-33614	108	10	)	)	PUNCT
bracis-33614	108	11	,	,	PUNCT
bracis-33614	108	12	a	a	DET
bracis-33614	108	13	model	model	NOUN
bracis-33614	108	14	is	be	AUX
bracis-33614	108	15	trained	train	VERB
bracis-33614	108	16	with	with	ADP
bracis-33614	108	17	a	a	DET
bracis-33614	108	18	fixed	fix	VERB
bracis-33614	108	19	-	-	PUNCT
bracis-33614	108	20	size	size	NOUN
bracis-33614	108	21	window	window	NOUN
bracis-33614	108	22	(	(	PUNCT
bracis-33614	108	23	constant	constant	ADJ
bracis-33614	108	24	during	during	ADP
bracis-33614	108	25	all	all	DET
bracis-33614	108	26	process	process	NOUN
bracis-33614	108	27	)	)	PUNCT
bracis-33614	108	28	in	in	ADP
bracis-33614	108	29	each	each	DET
bracis-33614	108	30	iteration	iteration	NOUN
bracis-33614	108	31	of	of	ADP
bracis-33614	108	32	the	the	DET
bracis-33614	108	33	evaluation	evaluation	NOUN
bracis-33614	108	34	procedure	procedure	NOUN
bracis-33614	108	35	.	.	PUNCT
bracis-33614	109	1	after	after	SCONJ
bracis-33614	109	2	each	each	DET
bracis-33614	109	3	training	training	NOUN
bracis-33614	109	4	and	and	CCONJ
bracis-33614	109	5	evaluation	evaluation	NOUN
bracis-33614	109	6	is	be	AUX
bracis-33614	109	7	performed	perform	VERB
bracis-33614	109	8	,	,	PUNCT
bracis-33614	109	9	the	the	DET
bracis-33614	109	10	training	training	NOUN
bracis-33614	109	11	window	window	NOUN
bracis-33614	109	12	is	be	AUX
bracis-33614	109	13	moved	move	VERB
bracis-33614	109	14	forward	forward	ADV
bracis-33614	109	15	by	by	ADP
bracis-33614	109	16	a	a	DET
bracis-33614	109	17	specified	specify	VERB
bracis-33614	109	18	step	step	NOUN
bracis-33614	109	19	size	size	NOUN
bracis-33614	109	20	.	.	PUNCT
bracis-33614	110	1	the	the	DET
bracis-33614	110	2	step	step	NOUN
bracis-33614	110	3	size	size	NOUN
bracis-33614	110	4	also	also	ADV
bracis-33614	110	5	determines	determine	VERB
bracis-33614	110	6	the	the	DET
bracis-33614	110	7	number	number	NOUN
bracis-33614	110	8	of	of	ADP
bracis-33614	110	9	objects	object	NOUN
bracis-33614	110	10	that	that	PRON
bracis-33614	110	11	will	will	AUX
bracis-33614	110	12	be	be	AUX
bracis-33614	110	13	dropped	drop	VERB
bracis-33614	110	14	from	from	ADP
bracis-33614	110	15	the	the	DET
bracis-33614	110	16	beginning	beginning	NOUN
bracis-33614	110	17	of	of	ADP
bracis-33614	110	18	the	the	DET
bracis-33614	110	19	previous	previous	ADJ
bracis-33614	110	20	training	training	NOUN
bracis-33614	110	21	set	set	NOUN
bracis-33614	110	22	.	.	PUNCT
bracis-33614	111	1	that	that	PRON
bracis-33614	111	2	is	be	AUX
bracis-33614	111	3	,	,	PUNCT
bracis-33614	111	4	the	the	DET
bracis-33614	111	5	same	same	ADJ
bracis-33614	111	6	amount	amount	NOUN
bracis-33614	111	7	of	of	ADP
bracis-33614	111	8	new	new	ADJ
bracis-33614	111	9	data	datum	NOUN
bracis-33614	111	10	points	point	NOUN
bracis-33614	111	11	added	add	VERB
bracis-33614	111	12	to	to	ADP
bracis-33614	111	13	the	the	DET
bracis-33614	111	14	new	new	ADJ
bracis-33614	111	15	training	training	NOUN
bracis-33614	111	16	window	window	NOUN
bracis-33614	111	17	is	be	AUX
bracis-33614	111	18	also	also	ADV
bracis-33614	111	19	removed	remove	VERB
bracis-33614	111	20	,	,	PUNCT
bracis-33614	111	21	considering	consider	VERB
bracis-33614	111	22	the	the	DET
bracis-33614	111	23	oldest	old	ADJ
bracis-33614	111	24	data	datum	NOUN
bracis-33614	111	25	points	point	NOUN
bracis-33614	111	26	available	available	ADJ
bracis-33614	111	27	.	.	PUNCT
bracis-33614	112	1	fig	fig	NOUN
bracis-33614	112	2	.	.	PUNCT
bracis-33614	113	1	1	1	X
bracis-33614	113	2	.	.	X
bracis-33614	113	3	sliding	slide	VERB
bracis-33614	113	4	and	and	CCONJ
bracis-33614	113	5	expanding	expand	VERB
bracis-33614	113	6	window	window	NOUN
bracis-33614	113	7	procedures	procedure	NOUN
bracis-33614	113	8	,	,	PUNCT
bracis-33614	113	9	respectively	respectively	ADV
bracis-33614	113	10	.	.	PUNCT
bracis-33614	114	1	the	the	DET
bracis-33614	114	2	left	left	ADJ
bracis-33614	114	3	schematic	schematic	ADJ
bracis-33614	114	4	depicts	depict	VERB
bracis-33614	114	5	a	a	DET
bracis-33614	114	6	sliding	slide	VERB
bracis-33614	114	7	window	window	NOUN
bracis-33614	114	8	methodology	methodology	NOUN
bracis-33614	114	9	,	,	PUNCT
bracis-33614	114	10	whereas	whereas	SCONJ
bracis-33614	114	11	the	the	DET
bracis-33614	114	12	right	right	ADJ
bracis-33614	114	13	one	one	NOUN
bracis-33614	114	14	depicts	depict	VERB
bracis-33614	114	15	a	a	DET
bracis-33614	114	16	expanding	expand	VERB
bracis-33614	114	17	window	window	NOUN
bracis-33614	114	18	methodology	methodology	NOUN
bracis-33614	114	19	.	.	PUNCT
bracis-33614	115	1	five	five	NUM
bracis-33614	115	2	evaluation	evaluation	NOUN
bracis-33614	115	3	iterations	iteration	NOUN
bracis-33614	115	4	are	be	AUX
bracis-33614	115	5	depicted	depict	VERB
bracis-33614	115	6	for	for	ADP
bracis-33614	115	7	both	both	DET
bracis-33614	115	8	cases	case	NOUN
bracis-33614	115	9	,	,	PUNCT
bracis-33614	115	10	with	with	ADP
bracis-33614	115	11	training	training	NOUN
bracis-33614	115	12	data	datum	NOUN
bracis-33614	115	13	highlighted	highlight	VERB
bracis-33614	115	14	in	in	ADP
bracis-33614	115	15	blue	blue	ADJ
bracis-33614	115	16	and	and	CCONJ
bracis-33614	115	17	test	test	NOUN
bracis-33614	115	18	data	datum	NOUN
bracis-33614	115	19	in	in	ADP
bracis-33614	115	20	red	red	PROPN
bracis-33614	115	21	.	.	PUNCT
bracis-33614	116	1	the	the	DET
bracis-33614	116	2	figure	figure	NOUN
bracis-33614	116	3	is	be	AUX
bracis-33614	116	4	adapted	adapt	VERB
bracis-33614	116	5	from	from	ADP
bracis-33614	116	6	 	 	SPACE
bracis-33614	116	7	[	[	X
bracis-33614	116	8	12	12	NUM
bracis-33614	116	9	]	]	PUNCT
bracis-33614	116	10	(	(	PUNCT
bracis-33614	116	11	color	color	NOUN
bracis-33614	116	12	figure	figure	NOUN
bracis-33614	116	13	online	online	ADV
bracis-33614	116	14	)	)	PUNCT
bracis-33614	116	15	.	.	PUNCT
bracis-33614	117	1	full	full	ADJ
bracis-33614	117	2	size	size	NOUN
bracis-33614	117	3	image	image	NOUN
bracis-33614	117	4	in	in	ADP
bracis-33614	117	5	the	the	DET
bracis-33614	117	6	ew	ew	ADJ
bracis-33614	117	7	methodology	methodology	NOUN
bracis-33614	117	8	(	(	PUNCT
bracis-33614	117	9	right	right	NOUN
bracis-33614	117	10	of	of	ADP
bracis-33614	117	11	the	the	DET
bracis-33614	117	12	figure	figure	NOUN
bracis-33614	117	13	)	)	PUNCT
bracis-33614	117	14	,	,	PUNCT
bracis-33614	117	15	the	the	DET
bracis-33614	117	16	size	size	NOUN
bracis-33614	117	17	of	of	ADP
bracis-33614	117	18	the	the	DET
bracis-33614	117	19	training	training	NOUN
bracis-33614	117	20	window	window	NOUN
bracis-33614	117	21	increases	increase	NOUN
bracis-33614	117	22	by	by	ADP
bracis-33614	117	23	each	each	DET
bracis-33614	117	24	iteration	iteration	NOUN
bracis-33614	117	25	of	of	ADP
bracis-33614	117	26	the	the	DET
bracis-33614	117	27	procedure	procedure	NOUN
bracis-33614	117	28	.	.	PUNCT
bracis-33614	118	1	no	no	DET
bracis-33614	118	2	data	datum	NOUN
bracis-33614	118	3	from	from	ADP
bracis-33614	118	4	the	the	DET
bracis-33614	118	5	training	training	NOUN
bracis-33614	118	6	window	window	NOUN
bracis-33614	118	7	is	be	AUX
bracis-33614	118	8	ever	ever	ADV
bracis-33614	118	9	dropped	drop	VERB
bracis-33614	118	10	,	,	PUNCT
bracis-33614	118	11	with	with	ADP
bracis-33614	118	12	new	new	ADJ
bracis-33614	118	13	data	data	NOUN
bracis-33614	118	14	points	point	NOUN
bracis-33614	118	15	being	be	AUX
bracis-33614	118	16	added	add	VERB
bracis-33614	118	17	after	after	ADP
bracis-33614	118	18	each	each	DET
bracis-33614	118	19	step	step	NOUN
bracis-33614	118	20	of	of	ADP
bracis-33614	118	21	evaluation	evaluation	NOUN
bracis-33614	118	22	procedure	procedure	NOUN
bracis-33614	118	23	(	(	PUNCT
bracis-33614	118	24	comprised	comprise	VERB
bracis-33614	118	25	of	of	ADP
bracis-33614	118	26	training	training	NOUN
bracis-33614	118	27	and	and	CCONJ
bracis-33614	118	28	testing	testing	NOUN
bracis-33614	118	29	)	)	PUNCT
bracis-33614	118	30	.	.	PUNCT
bracis-33614	119	1	in	in	ADP
bracis-33614	119	2	brief	brief	NOUN
bracis-33614	119	3	,	,	PUNCT
bracis-33614	119	4	the	the	DET
bracis-33614	119	5	training	training	NOUN
bracis-33614	119	6	set	set	VERB
bracis-33614	119	7	dynamically	dynamically	ADV
bracis-33614	119	8	increases	increase	NOUN
bracis-33614	119	9	in	in	ADP
bracis-33614	119	10	size	size	NOUN
bracis-33614	119	11	over	over	ADP
bracis-33614	119	12	time	time	NOUN
bracis-33614	119	13	,	,	PUNCT
bracis-33614	119	14	whereas	whereas	SCONJ
bracis-33614	119	15	the	the	DET
bracis-33614	119	16	test	test	NOUN
bracis-33614	119	17	set	set	VERB
bracis-33614	119	18	size	size	NOUN
bracis-33614	119	19	remains	remain	VERB
bracis-33614	119	20	constant	constant	ADJ
bracis-33614	119	21	.	.	PUNCT
bracis-33614	120	1	note	note	VERB
bracis-33614	120	2	that	that	SCONJ
bracis-33614	120	3	these	these	DET
bracis-33614	120	4	two	two	NUM
bracis-33614	120	5	methodologies	methodology	NOUN
bracis-33614	120	6	simulate	simulate	VERB
bracis-33614	120	7	a	a	DET
bracis-33614	120	8	real	real	ADJ
bracis-33614	120	9	application	application	NOUN
bracis-33614	120	10	scenario	scenario	NOUN
bracis-33614	120	11	.	.	PUNCT
bracis-33614	121	1	moreover	moreover	ADV
bracis-33614	121	2	,	,	PUNCT
bracis-33614	121	3	it	it	PRON
bracis-33614	121	4	is	be	AUX
bracis-33614	121	5	clear	clear	ADJ
bracis-33614	121	6	that	that	SCONJ
bracis-33614	121	7	these	these	DET
bracis-33614	121	8	procedures	procedure	NOUN
bracis-33614	121	9	might	might	AUX
bracis-33614	121	10	be	be	AUX
bracis-33614	121	11	more	more	ADV
bracis-33614	121	12	or	or	CCONJ
bracis-33614	121	13	less	less	ADV
bracis-33614	121	14	appropriate	appropriate	ADJ
bracis-33614	121	15	depending	depend	VERB
bracis-33614	121	16	on	on	ADP
bracis-33614	121	17	how	how	SCONJ
bracis-33614	121	18	data	datum	NOUN
bracis-33614	121	19	behaves	behave	VERB
bracis-33614	121	20	over	over	ADP
bracis-33614	121	21	time	time	NOUN
bracis-33614	121	22	.	.	PUNCT
bracis-33614	122	1	if	if	SCONJ
bracis-33614	122	2	there	there	PRON
bracis-33614	122	3	is	be	VERB
bracis-33614	122	4	no	no	DET
bracis-33614	122	5	clear	clear	ADJ
bracis-33614	122	6	trend	trend	NOUN
bracis-33614	122	7	(	(	PUNCT
bracis-33614	122	8	upwards	upwards	ADV
bracis-33614	122	9	or	or	CCONJ
bracis-33614	122	10	downwards	downward	NOUN
bracis-33614	122	11	)	)	PUNCT
bracis-33614	122	12	,	,	PUNCT
bracis-33614	122	13	an	an	DET
bracis-33614	122	14	expanding	expand	VERB
bracis-33614	122	15	window	window	NOUN
bracis-33614	122	16	would	would	AUX
bracis-33614	122	17	,	,	PUNCT
bracis-33614	122	18	theoretically	theoretically	ADV
bracis-33614	122	19	,	,	PUNCT
bracis-33614	122	20	be	be	AUX
bracis-33614	122	21	preferred	prefer	VERB
bracis-33614	122	22	,	,	PUNCT
bracis-33614	122	23	given	give	VERB
bracis-33614	122	24	that	that	SCONJ
bracis-33614	122	25	more	more	ADJ
bracis-33614	122	26	training	training	NOUN
bracis-33614	122	27	data	datum	NOUN
bracis-33614	122	28	would	would	AUX
bracis-33614	122	29	be	be	AUX
bracis-33614	122	30	available	available	ADJ
bracis-33614	122	31	as	as	ADP
bracis-33614	122	32	time	time	NOUN
bracis-33614	122	33	progresses	progress	NOUN
bracis-33614	122	34	.	.	PUNCT
bracis-33614	123	1	conversely	conversely	ADV
bracis-33614	123	2	,	,	PUNCT
bracis-33614	123	3	if	if	SCONJ
bracis-33614	123	4	there	there	PRON
bracis-33614	123	5	is	be	VERB
bracis-33614	123	6	a	a	DET
bracis-33614	123	7	distinguishable	distinguishable	ADJ
bracis-33614	123	8	trend	trend	NOUN
bracis-33614	123	9	over	over	ADP
bracis-33614	123	10	time	time	NOUN
bracis-33614	123	11	,	,	PUNCT
bracis-33614	123	12	a	a	DET
bracis-33614	123	13	sliding	slide	VERB
bracis-33614	123	14	window	window	NOUN
bracis-33614	123	15	might	might	AUX
bracis-33614	123	16	be	be	AUX
bracis-33614	123	17	preferable	preferable	ADJ
bracis-33614	123	18	,	,	PUNCT
bracis-33614	123	19	as	as	SCONJ
bracis-33614	123	20	past	past	ADJ
bracis-33614	123	21	data	datum	NOUN
bracis-33614	123	22	would	would	AUX
bracis-33614	123	23	not	not	PART
bracis-33614	123	24	reflect	reflect	VERB
bracis-33614	123	25	the	the	DET
bracis-33614	123	26	phenomena	phenomenon	NOUN
bracis-33614	123	27	under	under	ADP
bracis-33614	123	28	study	study	NOUN
bracis-33614	123	29	with	with	ADP
bracis-33614	123	30	the	the	DET
bracis-33614	123	31	passage	passage	NOUN
bracis-33614	123	32	of	of	ADP
bracis-33614	123	33	time	time	NOUN
bracis-33614	123	34	.	.	PUNCT
bracis-33614	124	1	the	the	DET
bracis-33614	124	2	backtesting	backtesting	NOUN
bracis-33614	124	3	used	use	VERB
bracis-33614	124	4	in	in	ADP
bracis-33614	124	5	the	the	DET
bracis-33614	124	6	study	study	NOUN
bracis-33614	124	7	has	have	VERB
bracis-33614	124	8	three	three	NUM
bracis-33614	124	9	configurations	configuration	NOUN
bracis-33614	124	10	,	,	PUNCT
bracis-33614	124	11	summarized	summarize	VERB
bracis-33614	124	12	in	in	ADP
bracis-33614	124	13	table	table	NOUN
bracis-33614	124	14	 	 	SPACE
bracis-33614	124	15	1	1	NUM
bracis-33614	124	16	.	.	PUNCT
bracis-33614	125	1	one	one	NUM
bracis-33614	125	2	configuration	configuration	NOUN
bracis-33614	125	3	uses	use	VERB
bracis-33614	125	4	ew	ew	INTJ
bracis-33614	125	5	with	with	ADP
bracis-33614	125	6	a	a	DET
bracis-33614	125	7	dynamic	dynamic	ADJ
bracis-33614	125	8	window	window	NOUN
bracis-33614	125	9	size	size	NOUN
bracis-33614	125	10	,	,	PUNCT
bracis-33614	125	11	while	while	SCONJ
bracis-33614	125	12	the	the	DET
bracis-33614	125	13	other	other	ADJ
bracis-33614	125	14	two	two	NUM
bracis-33614	125	15	configurations	configuration	NOUN
bracis-33614	125	16	employ	employ	VERB
bracis-33614	125	17	sw	sw	PROPN
bracis-33614	125	18	with	with	ADP
bracis-33614	125	19	fixed	fix	VERB
bracis-33614	125	20	window	window	NOUN
bracis-33614	125	21	sizes	size	NOUN
bracis-33614	125	22	of	of	ADP
bracis-33614	125	23	365	365	NUM
bracis-33614	125	24	days	day	NOUN
bracis-33614	125	25	(	(	PUNCT
bracis-33614	125	26	1	1	NUM
bracis-33614	125	27	 	 	SPACE
bracis-33614	125	28	year	year	NOUN
bracis-33614	125	29	sw1y	sw1y	PROPN
bracis-33614	125	30	)	)	PUNCT
bracis-33614	125	31	and	and	CCONJ
bracis-33614	125	32	730	730	NUM
bracis-33614	125	33	days	day	NOUN
bracis-33614	125	34	(	(	PUNCT
bracis-33614	125	35	2	2	NUM
bracis-33614	125	36	years	year	NOUN
bracis-33614	125	37	sw2y	sw2y	NOUN
bracis-33614	125	38	)	)	PUNCT
bracis-33614	125	39	for	for	ADP
bracis-33614	125	40	training	training	NOUN
bracis-33614	125	41	.	.	PUNCT
bracis-33614	126	1	the	the	DET
bracis-33614	126	2	step	step	NOUN
bracis-33614	126	3	size	size	NOUN
bracis-33614	126	4	and	and	CCONJ
bracis-33614	126	5	forecasting	forecast	VERB
bracis-33614	126	6	horizon	horizon	NOUN
bracis-33614	126	7	for	for	ADP
bracis-33614	126	8	all	all	DET
bracis-33614	126	9	three	three	NUM
bracis-33614	126	10	configurations	configuration	NOUN
bracis-33614	126	11	is	be	AUX
bracis-33614	126	12	7	7	NUM
bracis-33614	126	13	days	day	NOUN
bracis-33614	126	14	,	,	PUNCT
bracis-33614	126	15	with	with	ADP
bracis-33614	126	16	a	a	DET
bracis-33614	126	17	forecasting	forecasting	NOUN
bracis-33614	126	18	frequency	frequency	NOUN
bracis-33614	126	19	of	of	ADP
bracis-33614	126	20	one	one	NUM
bracis-33614	126	21	day	day	NOUN
bracis-33614	126	22	,	,	PUNCT
bracis-33614	126	23	that	that	ADV
bracis-33614	126	24	is	is	ADV
bracis-33614	126	25	,	,	PUNCT
bracis-33614	126	26	for	for	ADP
bracis-33614	126	27	each	each	DET
bracis-33614	126	28	iteration	iteration	NOUN
bracis-33614	126	29	seven	seven	NUM
bracis-33614	126	30	daily	daily	ADJ
bracis-33614	126	31	forecasts	forecast	NOUN
bracis-33614	126	32	are	be	AUX
bracis-33614	126	33	made	make	VERB
bracis-33614	126	34	.	.	PUNCT
bracis-33614	127	1	table	table	NOUN
bracis-33614	127	2	1	1	NUM
bracis-33614	127	3	.	.	PUNCT
bracis-33614	128	1	backtesting	backteste	VERB
bracis-33614	128	2	configurations.full	configurations.full	ADJ
bracis-33614	128	3	size	size	NOUN
bracis-33614	128	4	table	table	NOUN
bracis-33614	128	5	3.5	3.5	NUM
bracis-33614	128	6	model	model	NOUN
bracis-33614	128	7	selection	selection	NOUN
bracis-33614	128	8	for	for	ADP
bracis-33614	128	9	model	model	NOUN
bracis-33614	128	10	selection	selection	NOUN
bracis-33614	128	11	a	a	DET
bracis-33614	128	12	grid	grid	NOUN
bracis-33614	128	13	search	search	NOUN
bracis-33614	128	14	was	be	AUX
bracis-33614	128	15	conducted	conduct	VERB
bracis-33614	128	16	on	on	ADP
bracis-33614	128	17	a	a	DET
bracis-33614	128	18	subset	subset	NOUN
bracis-33614	128	19	of	of	ADP
bracis-33614	128	20	predefined	predefine	VERB
bracis-33614	128	21	hyper	hyper	NOUN
bracis-33614	128	22	-	-	NOUN
bracis-33614	128	23	parameters	parameter	NOUN
bracis-33614	128	24	.	.	PUNCT
bracis-33614	129	1	these	these	DET
bracis-33614	129	2	values	value	NOUN
bracis-33614	129	3	were	be	AUX
bracis-33614	129	4	identified	identify	VERB
bracis-33614	129	5	through	through	ADP
bracis-33614	129	6	the	the	DET
bracis-33614	129	7	exploratory	exploratory	ADJ
bracis-33614	129	8	analysis	analysis	NOUN
bracis-33614	129	9	of	of	ADP
bracis-33614	129	10	the	the	DET
bracis-33614	129	11	dataset	dataset	NOUN
bracis-33614	129	12	,	,	PUNCT
bracis-33614	129	13	outlined	outline	VERB
bracis-33614	129	14	in	in	ADP
bracis-33614	129	15	sects	sect	NOUN
bracis-33614	129	16	.	.	PUNCT
bracis-33614	129	17	 	 	SPACE
bracis-33614	129	18	4.1	4.1	NUM
bracis-33614	129	19	and	and	CCONJ
bracis-33614	129	20	4.2	4.2	NUM
bracis-33614	129	21	.	.	PUNCT
bracis-33614	130	1	table	table	NOUN
bracis-33614	130	2	 	 	SPACE
bracis-33614	130	3	2	2	NUM
bracis-33614	130	4	provides	provide	VERB
bracis-33614	130	5	the	the	DET
bracis-33614	130	6	search	search	NOUN
bracis-33614	130	7	space	space	NOUN
bracis-33614	130	8	for	for	ADP
bracis-33614	130	9	the	the	DET
bracis-33614	130	10	models	model	NOUN
bracis-33614	130	11	.	.	PUNCT
bracis-33614	131	1	root	root	NOUN
bracis-33614	131	2	mean	mean	VERB
bracis-33614	131	3	squared	square	VERB
bracis-33614	131	4	error	error	NOUN
bracis-33614	131	5	(	(	PUNCT
bracis-33614	131	6	rmse	rmse	NOUN
bracis-33614	131	7	)	)	PUNCT
bracis-33614	131	8	employed	employ	VERB
bracis-33614	131	9	as	as	ADP
bracis-33614	131	10	the	the	DET
bracis-33614	131	11	evaluation	evaluation	NOUN
bracis-33614	131	12	metric	metric	NOUN
bracis-33614	131	13	.	.	PUNCT
bracis-33614	132	1	table	table	NOUN
bracis-33614	132	2	2	2	NUM
bracis-33614	132	3	.	.	X
bracis-33614	132	4	hyperparameter	hyperparameter	NOUN
bracis-33614	132	5	optimizationfull	optimizationfull	NOUN
bracis-33614	132	6	size	size	NOUN
bracis-33614	132	7	table	table	NOUN
bracis-33614	132	8	the	the	DET
bracis-33614	132	9	hyper	hyper	ADJ
bracis-33614	132	10	-	-	ADJ
bracis-33614	132	11	parameter	parameter	ADJ
bracis-33614	132	12	optimization	optimization	NOUN
bracis-33614	132	13	was	be	AUX
bracis-33614	132	14	carried	carry	VERB
bracis-33614	132	15	out	out	ADP
bracis-33614	132	16	on	on	ADP
bracis-33614	132	17	the	the	DET
bracis-33614	132	18	validation	validation	NOUN
bracis-33614	132	19	set	set	NOUN
bracis-33614	132	20	and	and	CCONJ
bracis-33614	132	21	only	only	ADV
bracis-33614	132	22	the	the	DET
bracis-33614	132	23	best	good	ADJ
bracis-33614	132	24	values	value	NOUN
bracis-33614	132	25	found	find	VERB
bracis-33614	132	26	are	be	AUX
bracis-33614	132	27	utilized	utilize	VERB
bracis-33614	132	28	in	in	ADP
bracis-33614	132	29	the	the	DET
bracis-33614	132	30	final	final	ADJ
bracis-33614	132	31	models	model	NOUN
bracis-33614	132	32	.	.	PUNCT
bracis-33614	133	1	we	we	PRON
bracis-33614	133	2	performed	perform	VERB
bracis-33614	133	3	hypre	hypre	ADJ
bracis-33614	133	4	-	-	PUNCT
bracis-33614	133	5	parameter	parameter	NOUN
bracis-33614	133	6	optimization	optimization	NOUN
bracis-33614	133	7	considering	consider	VERB
bracis-33614	133	8	each	each	DET
bracis-33614	133	9	one	one	NUM
bracis-33614	133	10	of	of	ADP
bracis-33614	133	11	the	the	DET
bracis-33614	133	12	backtesting	backtesting	NOUN
bracis-33614	133	13	configurations	configuration	NOUN
bracis-33614	133	14	(	(	PUNCT
bracis-33614	133	15	ew	ew	INTJ
bracis-33614	133	16	,	,	PUNCT
bracis-33614	133	17	sw1y	sw1y	PROPN
bracis-33614	133	18	and	and	CCONJ
bracis-33614	133	19	sw2y	sw2y	NUM
bracis-33614	133	20	)	)	PUNCT
bracis-33614	133	21	.	.	PUNCT
bracis-33614	134	1	only	only	ADV
bracis-33614	134	2	the	the	DET
bracis-33614	134	3	“	"	PUNCT
bracis-33614	134	4	best	good	ADJ
bracis-33614	134	5	”	"	PUNCT
bracis-33614	134	6	models	model	NOUN
bracis-33614	134	7	are	be	AUX
bracis-33614	134	8	evaluated	evaluate	VERB
bracis-33614	134	9	on	on	ADP
bracis-33614	134	10	the	the	DET
bracis-33614	134	11	test	test	NOUN
bracis-33614	134	12	sets	set	NOUN
bracis-33614	134	13	.	.	PUNCT
bracis-33614	135	1	3.6	3.6	NUM
bracis-33614	135	2	evaluation	evaluation	NOUN
bracis-33614	135	3	metrics	metric	NOUN
bracis-33614	135	4	the	the	DET
bracis-33614	135	5	best	good	ADJ
bracis-33614	135	6	models	model	NOUN
bracis-33614	135	7	,	,	PUNCT
bracis-33614	135	8	as	as	SCONJ
bracis-33614	135	9	identified	identify	VERB
bracis-33614	135	10	during	during	ADP
bracis-33614	135	11	hyper	hyper	ADJ
bracis-33614	135	12	-	-	ADJ
bracis-33614	135	13	parameter	parameter	NOUN
bracis-33614	135	14	optimization	optimization	NOUN
bracis-33614	135	15	,	,	PUNCT
bracis-33614	135	16	are	be	AUX
bracis-33614	135	17	applied	apply	VERB
bracis-33614	135	18	to	to	ADP
bracis-33614	135	19	the	the	DET
bracis-33614	135	20	test	test	NOUN
bracis-33614	135	21	set	set	VERB
bracis-33614	135	22	and	and	CCONJ
bracis-33614	135	23	their	their	PRON
bracis-33614	135	24	results	result	NOUN
bracis-33614	135	25	are	be	AUX
bracis-33614	135	26	evaluated	evaluate	VERB
bracis-33614	135	27	using	use	VERB
bracis-33614	135	28	three	three	NUM
bracis-33614	135	29	different	different	ADJ
bracis-33614	135	30	metrics	metric	NOUN
bracis-33614	135	31	:	:	PUNCT
bracis-33614	135	32	root	root	NOUN
bracis-33614	135	33	mean	mean	VERB
bracis-33614	135	34	squared	square	VERB
bracis-33614	135	35	error	error	NOUN
bracis-33614	135	36	(	(	PUNCT
bracis-33614	135	37	rmse	rmse	NOUN
bracis-33614	135	38	)	)	PUNCT
bracis-33614	135	39	,	,	PUNCT
bracis-33614	135	40	mean	mean	VERB
bracis-33614	135	41	absolute	absolute	ADJ
bracis-33614	135	42	error	error	NOUN
bracis-33614	135	43	(	(	PUNCT
bracis-33614	135	44	mae	mae	PROPN
bracis-33614	135	45	)	)	PUNCT
bracis-33614	135	46	,	,	PUNCT
bracis-33614	135	47	and	and	CCONJ
bracis-33614	135	48	mean	mean	VERB
bracis-33614	135	49	absolute	absolute	ADJ
bracis-33614	135	50	percentage	percentage	NOUN
bracis-33614	135	51	error	error	NOUN
bracis-33614	135	52	(	(	PUNCT
bracis-33614	135	53	mape	mape	NOUN
bracis-33614	135	54	)	)	PUNCT
bracis-33614	135	55	.	.	PUNCT
bracis-33614	136	1	these	these	PRON
bracis-33614	136	2	are	be	AUX
bracis-33614	136	3	given	give	VERB
bracis-33614	136	4	by	by	ADP
bracis-33614	136	5	eqs	eqs	PROPN
bracis-33614	136	6	.	.	PUNCT
bracis-33614	136	7	 	 	SPACE
bracis-33614	136	8	(	(	PUNCT
bracis-33614	136	9	1	1	NUM
bracis-33614	136	10	)	)	PUNCT
bracis-33614	136	11	,	,	PUNCT
bracis-33614	136	12	(	(	PUNCT
bracis-33614	136	13	2	2	X
bracis-33614	136	14	)	)	PUNCT
bracis-33614	136	15	and	and	CCONJ
bracis-33614	136	16	,	,	PUNCT
bracis-33614	136	17	 	 	SPACE
bracis-33614	136	18	(	(	PUNCT
bracis-33614	136	19	3	3	NUM
bracis-33614	136	20	)	)	PUNCT
bracis-33614	136	21	,	,	PUNCT
bracis-33614	136	22	respectively	respectively	ADV
bracis-33614	136	23	.	.	PUNCT
bracis-33614	137	1	for	for	ADP
bracis-33614	137	2	all	all	DET
bracis-33614	137	3	the	the	DET
bracis-33614	137	4	aforementioned	aforementioned	ADJ
bracis-33614	137	5	equations	equation	NOUN
bracis-33614	137	6	,	,	PUNCT
bracis-33614	137	7	\(y_i\	\(y_i\	NOUN
bracis-33614	137	8	)	)	PUNCT
bracis-33614	137	9	represents	represent	VERB
bracis-33614	137	10	the	the	DET
bracis-33614	137	11	actual	actual	ADJ
bracis-33614	137	12	value	value	NOUN
bracis-33614	137	13	 	 	SPACE
bracis-33614	137	14	(	(	PUNCT
bracis-33614	137	15	target	target	NOUN
bracis-33614	137	16	)	)	PUNCT
bracis-33614	137	17	and	and	CCONJ
bracis-33614	137	18	\(\hat{y}_i\	\(\hat{y}_i\	NOUN
bracis-33614	137	19	)	)	PUNCT
bracis-33614	137	20	accounts	account	NOUN
bracis-33614	137	21	for	for	ADP
bracis-33614	137	22	the	the	DET
bracis-33614	137	23	forecast	forecast	NOUN
bracis-33614	137	24	value	value	NOUN
bracis-33614	137	25	for	for	ADP
bracis-33614	137	26	the	the	DET
bracis-33614	137	27	\(i^{th}\	\(i^{th}\	NOUN
bracis-33614	137	28	)	)	PUNCT
bracis-33614	137	29	value	value	NOUN
bracis-33614	137	30	of	of	ADP
bracis-33614	137	31	the	the	DET
bracis-33614	137	32	time	time	NOUN
bracis-33614	137	33	-	-	PUNCT
bracis-33614	137	34	series	series	NOUN
bracis-33614	137	35	,	,	PUNCT
bracis-33614	137	36	considering	consider	VERB
bracis-33614	137	37	that	that	SCONJ
bracis-33614	137	38	it	it	PRON
bracis-33614	137	39	has	have	VERB
bracis-33614	137	40	a	a	DET
bracis-33614	137	41	total	total	NOUN
bracis-33614	137	42	of	of	ADP
bracis-33614	137	43	n	n	PRON
bracis-33614	137	44	values	value	NOUN
bracis-33614	137	45	under	under	ADP
bracis-33614	137	46	evaluation	evaluation	NOUN
bracis-33614	137	47	.	.	PUNCT
bracis-33614	138	1	$	$	SYM
bracis-33614	138	2	$	$	SYM
bracis-33614	138	3	\begin{aligned	\begin{aligne	VERB
bracis-33614	138	4	}	}	PUNCT
bracis-33614	138	5	rmse	rmse	NOUN
bracis-33614	138	6	&	&	CCONJ
bracis-33614	138	7	=	=	SYM
bracis-33614	138	8	\sqrt{\frac{1}{n	\sqrt{\frac{1}{n	PROPN
bracis-33614	138	9	}	}	PUNCT
bracis-33614	138	10	\sum	\sum	NOUN
bracis-33614	138	11	_	_	PUNCT
bracis-33614	138	12	{	{	PUNCT
bracis-33614	138	13	i=1}^{n	i=1}^{n	ADV
bracis-33614	138	14	}	}	PUNCT
bracis-33614	138	15	(	(	PUNCT
bracis-33614	138	16	y_i	y_i	NUM
bracis-33614	138	17	\hat{y}_i)^2}\end{aligned}$$	\hat{y}_i)^2}\end{aligned}$$	PROPN
bracis-33614	138	18	(	(	PUNCT
bracis-33614	138	19	1	1	NUM
bracis-33614	138	20	)	)	PUNCT
bracis-33614	138	21	$	$	SYM
bracis-33614	138	22	$	$	SYM
bracis-33614	138	23	\begin{aligned	\begin{aligne	VERB
bracis-33614	138	24	}	}	PUNCT
bracis-33614	138	25	mae	mae	PROPN
bracis-33614	138	26	&	&	CCONJ
bracis-33614	138	27	=	=	PROPN
bracis-33614	138	28	\frac{1}{n	\frac{1}{n	PROPN
bracis-33614	138	29	}	}	PUNCT
bracis-33614	138	30	\sum	\sum	NOUN
bracis-33614	138	31	_	_	PUNCT
bracis-33614	138	32	{	{	PUNCT
bracis-33614	138	33	i=1}^{n	i=1}^{n	ADJ
bracis-33614	138	34	}	}	PUNCT
bracis-33614	138	35	|y_i	|y_i	NOUN
bracis-33614	139	1	\hat{y}_i|\end{aligned}$$	\hat{y}_i|\end{aligned}$$	PROPN
bracis-33614	139	2	(	(	PUNCT
bracis-33614	139	3	2	2	NUM
bracis-33614	139	4	)	)	PUNCT
bracis-33614	139	5	$	$	SYM
bracis-33614	139	6	$	$	SYM
bracis-33614	139	7	\begin{aligned	\begin{aligne	VERB
bracis-33614	139	8	}	}	PUNCT
bracis-33614	139	9	mape	mape	NOUN
bracis-33614	139	10	&	&	CCONJ
bracis-33614	139	11	=	=	PROPN
bracis-33614	139	12	\frac{1}{n	\frac{1}{n	PROPN
bracis-33614	139	13	}	}	PUNCT
bracis-33614	139	14	\sum	\sum	NOUN
bracis-33614	139	15	_	_	PUNCT
bracis-33614	139	16	{	{	PUNCT
bracis-33614	139	17	i=1}^{n	i=1}^{n	ADV
bracis-33614	139	18	}	}	PUNCT
bracis-33614	139	19	\left|	\left|	NOUN
bracis-33614	139	20	\frac{y_i	\frac{y_i	X
bracis-33614	139	21	\hat{y}_i}{y_i	\hat{y}_i}{y_i	NOUN
bracis-33614	139	22	}	}	PUNCT
bracis-33614	139	23	\right|	\right|	NOUN
bracis-33614	139	24	\times	\times	ADP
bracis-33614	139	25	100	100	NUM
bracis-33614	139	26	\end{aligned}$$	\end{aligned}$$	NOUN
bracis-33614	139	27	(	(	PUNCT
bracis-33614	139	28	3	3	X
bracis-33614	139	29	)	)	PUNCT
bracis-33614	139	30	we	we	PRON
bracis-33614	139	31	use	use	VERB
bracis-33614	139	32	different	different	ADJ
bracis-33614	139	33	metrics	metric	NOUN
bracis-33614	139	34	given	give	VERB
bracis-33614	139	35	that	that	SCONJ
bracis-33614	139	36	none	none	NOUN
bracis-33614	139	37	of	of	ADP
bracis-33614	139	38	them	they	PRON
bracis-33614	139	39	provide	provide	VERB
bracis-33614	139	40	a	a	DET
bracis-33614	139	41	perfect	perfect	ADJ
bracis-33614	139	42	and	and	CCONJ
bracis-33614	139	43	unbiased	unbiased	ADJ
bracis-33614	139	44	evaluation	evaluation	NOUN
bracis-33614	139	45	 	 	SPACE
bracis-33614	140	1	[	[	X
bracis-33614	140	2	8	8	NUM
bracis-33614	140	3	,	,	PUNCT
bracis-33614	140	4	13	13	NUM
bracis-33614	140	5	]	]	PUNCT
bracis-33614	140	6	.	.	PUNCT
bracis-33614	141	1	the	the	DET
bracis-33614	141	2	rmse	rmse	PROPN
bracis-33614	141	3	metric	metric	NOUN
bracis-33614	141	4	,	,	PUNCT
bracis-33614	141	5	for	for	ADP
bracis-33614	141	6	instance	instance	NOUN
bracis-33614	141	7	is	be	AUX
bracis-33614	141	8	often	often	ADV
bracis-33614	141	9	regarded	regard	VERB
bracis-33614	141	10	as	as	ADP
bracis-33614	141	11	sensitive	sensitive	ADJ
bracis-33614	141	12	to	to	ADP
bracis-33614	141	13	outliers	outlier	NOUN
bracis-33614	141	14	 	 	SPACE
bracis-33614	141	15	[	[	X
bracis-33614	141	16	2	2	NUM
bracis-33614	141	17	]	]	PUNCT
bracis-33614	141	18	.	.	PUNCT
bracis-33614	142	1	all	all	DET
bracis-33614	142	2	metrics	metric	NOUN
bracis-33614	142	3	are	be	AUX
bracis-33614	142	4	minimization	minimization	NOUN
bracis-33614	142	5	measures	measure	NOUN
bracis-33614	142	6	,	,	PUNCT
bracis-33614	142	7	which	which	PRON
bracis-33614	142	8	means	mean	VERB
bracis-33614	142	9	that	that	SCONJ
bracis-33614	142	10	the	the	PRON
bracis-33614	142	11	lower	low	ADJ
bracis-33614	142	12	the	the	DET
bracis-33614	142	13	value	value	NOUN
bracis-33614	142	14	of	of	ADP
bracis-33614	142	15	the	the	DET
bracis-33614	142	16	metric	metric	NOUN
bracis-33614	142	17	,	,	PUNCT
bracis-33614	142	18	the	the	DET
bracis-33614	142	19	better	well	ADJ
bracis-33614	142	20	is	be	AUX
bracis-33614	142	21	the	the	DET
bracis-33614	142	22	model	model	NOUN
bracis-33614	142	23	.	.	PUNCT
bracis-33614	143	1	4	4	NUM
bracis-33614	143	2	results	result	NOUN
bracis-33614	143	3	this	this	DET
bracis-33614	143	4	section	section	NOUN
bracis-33614	143	5	presents	present	VERB
bracis-33614	143	6	the	the	DET
bracis-33614	143	7	results	result	NOUN
bracis-33614	143	8	of	of	ADP
bracis-33614	143	9	the	the	DET
bracis-33614	143	10	proposed	propose	VERB
bracis-33614	143	11	evaluation	evaluation	NOUN
bracis-33614	143	12	.	.	PUNCT
bracis-33614	144	1	sections	section	NOUN
bracis-33614	144	2	 	 	SPACE
bracis-33614	144	3	4.1	4.1	NUM
bracis-33614	144	4	and	and	CCONJ
bracis-33614	144	5	4.2	4.2	NUM
bracis-33614	144	6	detail	detail	NOUN
bracis-33614	144	7	the	the	DET
bracis-33614	144	8	dataset	dataset	ADJ
bracis-33614	144	9	analysis	analysis	NOUN
bracis-33614	144	10	.	.	PUNCT
bracis-33614	145	1	sections	section	NOUN
bracis-33614	145	2	 	 	SPACE
bracis-33614	145	3	4.3	4.3	NUM
bracis-33614	145	4	and	and	CCONJ
bracis-33614	145	5	4.4	4.4	NUM
bracis-33614	145	6	cover	cover	VERB
bracis-33614	145	7	the	the	DET
bracis-33614	145	8	selection	selection	NOUN
bracis-33614	145	9	of	of	ADP
bracis-33614	145	10	the	the	DET
bracis-33614	145	11	“	"	PUNCT
bracis-33614	145	12	best	good	ADJ
bracis-33614	145	13	”	"	PUNCT
bracis-33614	145	14	model	model	NOUN
bracis-33614	145	15	for	for	ADP
bracis-33614	145	16	each	each	DET
bracis-33614	145	17	backtesting	backtesting	NOUN
bracis-33614	145	18	window	window	NOUN
bracis-33614	145	19	,	,	PUNCT
bracis-33614	145	20	considering	consider	VERB
bracis-33614	145	21	the	the	DET
bracis-33614	145	22	grid	grid	NOUN
bracis-33614	145	23	-	-	PUNCT
bracis-33614	145	24	search	search	NOUN
bracis-33614	145	25	procedure	procedure	NOUN
bracis-33614	145	26	.	.	PUNCT
bracis-33614	145	27	 	 	SPACE
bracis-33614	145	28	finally	finally	ADV
bracis-33614	145	29	,	,	PUNCT
bracis-33614	145	30	in	in	ADP
bracis-33614	145	31	sect	sect	NOUN
bracis-33614	145	32	.	.	PUNCT
bracis-33614	145	33	 	 	SPACE
bracis-33614	145	34	4.5	4.5	NUM
bracis-33614	145	35	,	,	PUNCT
bracis-33614	145	36	a	a	DET
bracis-33614	145	37	comparison	comparison	NOUN
bracis-33614	145	38	between	between	ADP
bracis-33614	145	39	the	the	DET
bracis-33614	145	40	statistical	statistical	ADJ
bracis-33614	145	41	models	model	NOUN
bracis-33614	145	42	proposed	propose	VERB
bracis-33614	145	43	in	in	ADP
bracis-33614	145	44	this	this	DET
bracis-33614	145	45	study	study	NOUN
bracis-33614	145	46	with	with	ADP
bracis-33614	145	47	those	those	PRON
bracis-33614	145	48	from	from	ADP
bracis-33614	145	49	machine	machine	NOUN
bracis-33614	145	50	learning	learning	NOUN
bracis-33614	145	51	from	from	ADP
bracis-33614	145	52	vieira	vieira	PROPN
bracis-33614	145	53	et	et	PROPN
bracis-33614	145	54	al	al	PROPN
bracis-33614	145	55	.	.	PUNCT
bracis-33614	145	56	 	 	SPACE
bracis-33614	146	1	[	[	X
bracis-33614	146	2	12	12	NUM
bracis-33614	146	3	]	]	PUNCT
bracis-33614	146	4	is	be	AUX
bracis-33614	146	5	carried	carry	VERB
bracis-33614	146	6	out	out	ADP
bracis-33614	146	7	.	.	PUNCT
bracis-33614	147	1	fig	fig	NOUN
bracis-33614	147	2	.	.	PUNCT
bracis-33614	148	1	2	2	X
bracis-33614	148	2	.	.	X
bracis-33614	148	3	multiplicative	multiplicative	ADJ
bracis-33614	148	4	decomposition	decomposition	NOUN
bracis-33614	148	5	.	.	PUNCT
bracis-33614	149	1	time	time	NOUN
bracis-33614	149	2	series	series	PROPN
bracis-33614	149	3	,	,	PUNCT
bracis-33614	149	4	trend	trend	NOUN
bracis-33614	149	5	,	,	PUNCT
bracis-33614	149	6	seasonality	seasonality	NOUN
bracis-33614	149	7	,	,	PUNCT
bracis-33614	149	8	and	and	CCONJ
bracis-33614	149	9	noise	noise	NOUN
bracis-33614	149	10	.	.	PUNCT
bracis-33614	150	1	full	full	ADJ
bracis-33614	150	2	size	size	NOUN
bracis-33614	150	3	image	image	NOUN
bracis-33614	150	4	4.1	4.1	NUM
bracis-33614	150	5	time	time	NOUN
bracis-33614	150	6	series	series	NOUN
bracis-33614	150	7	decomposition	decomposition	NOUN
bracis-33614	150	8	the	the	DET
bracis-33614	150	9	decomposition	decomposition	NOUN
bracis-33614	150	10	of	of	ADP
bracis-33614	150	11	the	the	DET
bracis-33614	150	12	water	water	NOUN
bracis-33614	150	13	demand	demand	NOUN
bracis-33614	150	14	time	time	NOUN
bracis-33614	150	15	series	series	PROPN
bracis-33614	150	16	from	from	ADP
bracis-33614	150	17	guaratuba	guaratuba	PROPN
bracis-33614	150	18	was	be	AUX
bracis-33614	150	19	quite	quite	ADV
bracis-33614	150	20	similar	similar	ADJ
bracis-33614	150	21	for	for	ADP
bracis-33614	150	22	both	both	CCONJ
bracis-33614	150	23	additive	additive	ADJ
bracis-33614	150	24	and	and	CCONJ
bracis-33614	150	25	multiplicative	multiplicative	ADJ
bracis-33614	150	26	methods	method	NOUN
bracis-33614	150	27	.	.	PUNCT
bracis-33614	151	1	however	however	ADV
bracis-33614	151	2	,	,	PUNCT
bracis-33614	151	3	the	the	DET
bracis-33614	151	4	multiplicative	multiplicative	ADJ
bracis-33614	151	5	decomposition	decomposition	NOUN
bracis-33614	151	6	yielded	yield	VERB
bracis-33614	151	7	slightly	slightly	ADV
bracis-33614	151	8	better	well	ADJ
bracis-33614	151	9	results	result	NOUN
bracis-33614	151	10	and	and	CCONJ
bracis-33614	151	11	is	be	AUX
bracis-33614	151	12	utilized	utilize	VERB
bracis-33614	151	13	in	in	ADP
bracis-33614	151	14	this	this	DET
bracis-33614	151	15	analysis	analysis	NOUN
bracis-33614	151	16	.	.	PUNCT
bracis-33614	152	1	figure	figure	NOUN
bracis-33614	152	2	 	 	SPACE
bracis-33614	152	3	2	2	NUM
bracis-33614	152	4	shows	show	VERB
bracis-33614	152	5	the	the	DET
bracis-33614	152	6	plot	plot	NOUN
bracis-33614	152	7	of	of	ADP
bracis-33614	152	8	the	the	DET
bracis-33614	152	9	time	time	NOUN
bracis-33614	152	10	series	series	PROPN
bracis-33614	152	11	data	datum	NOUN
bracis-33614	152	12	from	from	ADP
bracis-33614	152	13	2016	2016	NUM
bracis-33614	152	14	to	to	ADP
bracis-33614	152	15	2018	2018	NUM
bracis-33614	152	16	,	,	PUNCT
bracis-33614	152	17	highlighting	highlight	VERB
bracis-33614	152	18	trend	trend	NOUN
bracis-33614	152	19	,	,	PUNCT
bracis-33614	152	20	seasonality	seasonality	NOUN
bracis-33614	152	21	,	,	PUNCT
bracis-33614	152	22	and	and	CCONJ
bracis-33614	152	23	noise	noise	NOUN
bracis-33614	152	24	,	,	PUNCT
bracis-33614	152	25	from	from	ADP
bracis-33614	152	26	top	top	NOUN
bracis-33614	152	27	to	to	ADP
bracis-33614	152	28	bottom	bottom	NOUN
bracis-33614	152	29	in	in	ADP
bracis-33614	152	30	the	the	DET
bracis-33614	152	31	figure	figure	NOUN
bracis-33614	152	32	.	.	PUNCT
bracis-33614	153	1	the	the	DET
bracis-33614	153	2	trend	trend	NOUN
bracis-33614	153	3	component	component	NOUN
bracis-33614	153	4	shows	show	VERB
bracis-33614	153	5	some	some	DET
bracis-33614	153	6	growth	growth	NOUN
bracis-33614	153	7	over	over	ADP
bracis-33614	153	8	across	across	ADP
bracis-33614	153	9	subsequent	subsequent	ADJ
bracis-33614	153	10	years	year	NOUN
bracis-33614	153	11	,	,	PUNCT
bracis-33614	153	12	but	but	CCONJ
bracis-33614	153	13	the	the	DET
bracis-33614	153	14	most	most	ADV
bracis-33614	153	15	prominent	prominent	ADJ
bracis-33614	153	16	feature	feature	NOUN
bracis-33614	153	17	in	in	ADP
bracis-33614	153	18	the	the	DET
bracis-33614	153	19	plots	plot	NOUN
bracis-33614	153	20	is	be	AUX
bracis-33614	153	21	the	the	DET
bracis-33614	153	22	seasonal	seasonal	ADJ
bracis-33614	153	23	component	component	NOUN
bracis-33614	153	24	.	.	PUNCT
bracis-33614	154	1	using	use	VERB
bracis-33614	154	2	the	the	DET
bracis-33614	154	3	median	median	ADJ
bracis-33614	154	4	seasonality	seasonality	NOUN
bracis-33614	154	5	obtained	obtain	VERB
bracis-33614	154	6	from	from	ADP
bracis-33614	154	7	the	the	DET
bracis-33614	154	8	decomposition	decomposition	NOUN
bracis-33614	154	9	,	,	PUNCT
bracis-33614	154	10	it	it	PRON
bracis-33614	154	11	is	be	AUX
bracis-33614	154	12	apparent	apparent	ADJ
bracis-33614	154	13	that	that	SCONJ
bracis-33614	154	14	peak	peak	NOUN
bracis-33614	154	15	demand	demand	NOUN
bracis-33614	154	16	occurs	occur	VERB
bracis-33614	154	17	on	on	ADP
bracis-33614	154	18	the	the	DET
bracis-33614	154	19	first	first	ADJ
bracis-33614	154	20	day	day	NOUN
bracis-33614	154	21	of	of	ADP
bracis-33614	154	22	the	the	DET
bracis-33614	154	23	year	year	NOUN
bracis-33614	154	24	.	.	PUNCT
bracis-33614	155	1	therefore	therefore	ADV
bracis-33614	155	2	,	,	PUNCT
bracis-33614	155	3	to	to	PART
bracis-33614	155	4	address	address	VERB
bracis-33614	155	5	the	the	DET
bracis-33614	155	6	non	non	ADJ
bracis-33614	155	7	-	-	ADJ
bracis-33614	155	8	stationarity	stationarity	NOUN
bracis-33614	155	9	observed	observe	VERB
bracis-33614	155	10	in	in	ADP
bracis-33614	155	11	the	the	DET
bracis-33614	155	12	trend	trend	NOUN
bracis-33614	155	13	and	and	CCONJ
bracis-33614	155	14	seasonal	seasonal	ADJ
bracis-33614	155	15	components	component	NOUN
bracis-33614	155	16	,	,	PUNCT
bracis-33614	155	17	a	a	DET
bracis-33614	155	18	first	first	ADJ
bracis-33614	155	19	-	-	PUNCT
bracis-33614	155	20	order	order	NOUN
bracis-33614	155	21	differencing	differencing	NOUN
bracis-33614	155	22	(	(	PUNCT
bracis-33614	155	23	i(d	i(d	NOUN
bracis-33614	155	24	)	)	PUNCT
bracis-33614	155	25	=	=	SYM
bracis-33614	155	26	1	1	X
bracis-33614	155	27	)	)	PUNCT
bracis-33614	155	28	is	be	AUX
bracis-33614	155	29	a	a	DET
bracis-33614	155	30	reasonable	reasonable	ADJ
bracis-33614	155	31	choice	choice	NOUN
bracis-33614	155	32	and	and	CCONJ
bracis-33614	155	33	should	should	AUX
bracis-33614	155	34	be	be	AUX
bracis-33614	155	35	among	among	ADP
bracis-33614	155	36	the	the	DET
bracis-33614	155	37	evaluated	evaluated	ADJ
bracis-33614	155	38	hyper	hyper	NOUN
bracis-33614	155	39	-	-	NOUN
bracis-33614	155	40	parameters	parameter	NOUN
bracis-33614	155	41	tested	test	VERB
bracis-33614	155	42	in	in	ADP
bracis-33614	155	43	both	both	CCONJ
bracis-33614	155	44	the	the	DET
bracis-33614	155	45	arima	arima	PROPN
bracis-33614	155	46	and	and	CCONJ
bracis-33614	155	47	sarima	sarima	NOUN
bracis-33614	155	48	models	model	NOUN
bracis-33614	155	49	.	.	PUNCT
bracis-33614	156	1	the	the	DET
bracis-33614	156	2	irregular	irregular	ADJ
bracis-33614	156	3	component	component	NOUN
bracis-33614	156	4	(	(	PUNCT
bracis-33614	156	5	noise	noise	NOUN
bracis-33614	156	6	)	)	PUNCT
bracis-33614	156	7	can	can	AUX
bracis-33614	156	8	help	help	VERB
bracis-33614	156	9	understand	understand	VERB
bracis-33614	156	10	how	how	SCONJ
bracis-33614	156	11	external	external	ADJ
bracis-33614	156	12	factors	factor	NOUN
bracis-33614	156	13	influence	influence	VERB
bracis-33614	156	14	the	the	DET
bracis-33614	156	15	behavior	behavior	NOUN
bracis-33614	156	16	of	of	ADP
bracis-33614	156	17	the	the	DET
bracis-33614	156	18	series	series	NOUN
bracis-33614	156	19	.	.	PUNCT
bracis-33614	157	1	as	as	SCONJ
bracis-33614	157	2	depicted	depict	VERB
bracis-33614	157	3	in	in	ADP
bracis-33614	157	4	fig	fig	NOUN
bracis-33614	157	5	.	.	PUNCT
bracis-33614	157	6	 	 	SPACE
bracis-33614	158	1	2	2	NUM
bracis-33614	158	2	,	,	PUNCT
bracis-33614	158	3	shortly	shortly	ADV
bracis-33614	158	4	after	after	ADP
bracis-33614	158	5	the	the	DET
bracis-33614	158	6	beginning	beginning	NOUN
bracis-33614	158	7	of	of	ADP
bracis-33614	158	8	the	the	DET
bracis-33614	158	9	years	year	NOUN
bracis-33614	158	10	2017	2017	NUM
bracis-33614	158	11	and	and	CCONJ
bracis-33614	158	12	2018	2018	NUM
bracis-33614	158	13	,	,	PUNCT
bracis-33614	158	14	there	there	PRON
bracis-33614	158	15	is	be	VERB
bracis-33614	158	16	a	a	DET
bracis-33614	158	17	decline	decline	NOUN
bracis-33614	158	18	in	in	ADP
bracis-33614	158	19	the	the	DET
bracis-33614	158	20	volume	volume	NOUN
bracis-33614	158	21	of	of	ADP
bracis-33614	158	22	produced	produce	VERB
bracis-33614	158	23	water	water	NOUN
bracis-33614	158	24	,	,	PUNCT
bracis-33614	158	25	followed	follow	VERB
bracis-33614	158	26	by	by	ADP
bracis-33614	158	27	sudden	sudden	ADJ
bracis-33614	158	28	growth	growth	NOUN
bracis-33614	158	29	before	before	ADP
bracis-33614	158	30	stabilization	stabilization	NOUN
bracis-33614	158	31	,	,	PUNCT
bracis-33614	158	32	indicating	indicate	VERB
bracis-33614	158	33	an	an	DET
bracis-33614	158	34	anomalous	anomalous	ADJ
bracis-33614	158	35	event	event	NOUN
bracis-33614	158	36	.	.	PUNCT
bracis-33614	159	1	this	this	PRON
bracis-33614	159	2	,	,	PUNCT
bracis-33614	159	3	however	however	ADV
bracis-33614	159	4	,	,	PUNCT
bracis-33614	159	5	corresponds	correspond	VERB
bracis-33614	159	6	to	to	ADP
bracis-33614	159	7	the	the	DET
bracis-33614	159	8	carnival	carnival	NOUN
bracis-33614	159	9	season	season	NOUN
bracis-33614	159	10	,	,	PUNCT
bracis-33614	159	11	which	which	PRON
bracis-33614	159	12	usually	usually	ADV
bracis-33614	159	13	lasts	last	VERB
bracis-33614	159	14	4	4	NUM
bracis-33614	159	15	to	to	PART
bracis-33614	159	16	7	7	NUM
bracis-33614	159	17	days	day	NOUN
bracis-33614	159	18	in	in	ADP
bracis-33614	159	19	brazil	brazil	PROPN
bracis-33614	159	20	and	and	CCONJ
bracis-33614	159	21	has	have	VERB
bracis-33614	159	22	a	a	DET
bracis-33614	159	23	significant	significant	ADJ
bracis-33614	159	24	impact	impact	NOUN
bracis-33614	159	25	on	on	ADP
bracis-33614	159	26	water	water	NOUN
bracis-33614	159	27	demand	demand	NOUN
bracis-33614	159	28	(	(	PUNCT
bracis-33614	159	29	tourist	tourist	NOUN
bracis-33614	159	30	influx	influx	NOUN
bracis-33614	159	31	)	)	PUNCT
bracis-33614	159	32	.	.	PUNCT
bracis-33614	160	1	4.2	4.2	NUM
bracis-33614	160	2	acf	acf	PROPN
bracis-33614	160	3	and	and	CCONJ
bracis-33614	160	4	 	 	SPACE
bracis-33614	160	5	pacf	pacf	NOUN
bracis-33614	160	6	both	both	CCONJ
bracis-33614	160	7	acf	acf	PROPN
bracis-33614	160	8	and	and	CCONJ
bracis-33614	160	9	pacf	pacf	NOUN
bracis-33614	160	10	functions	function	NOUN
bracis-33614	160	11	are	be	AUX
bracis-33614	160	12	visual	visual	ADJ
bracis-33614	160	13	tools	tool	NOUN
bracis-33614	160	14	used	use	VERB
bracis-33614	160	15	to	to	PART
bracis-33614	160	16	assess	assess	VERB
bracis-33614	160	17	the	the	DET
bracis-33614	160	18	linear	linear	ADJ
bracis-33614	160	19	dependence	dependence	NOUN
bracis-33614	160	20	of	of	ADP
bracis-33614	160	21	a	a	DET
bracis-33614	160	22	time	time	NOUN
bracis-33614	160	23	series	series	NOUN
bracis-33614	160	24	on	on	ADP
bracis-33614	160	25	its	its	PRON
bracis-33614	160	26	past	past	ADJ
bracis-33614	160	27	values	value	NOUN
bracis-33614	160	28	(	(	PUNCT
bracis-33614	160	29	lags	lag	NOUN
bracis-33614	160	30	)	)	PUNCT
bracis-33614	160	31	.	.	PUNCT
bracis-33614	161	1	figure	figure	NOUN
bracis-33614	161	2	 	 	SPACE
bracis-33614	161	3	3	3	NUM
bracis-33614	161	4	displays	display	VERB
bracis-33614	161	5	the	the	DET
bracis-33614	161	6	acf	acf	PROPN
bracis-33614	161	7	and	and	CCONJ
bracis-33614	161	8	pacf	pacf	NOUN
bracis-33614	161	9	plots	plot	NOUN
bracis-33614	161	10	,	,	PUNCT
bracis-33614	161	11	where	where	SCONJ
bracis-33614	161	12	each	each	DET
bracis-33614	161	13	lag	lag	NOUN
bracis-33614	161	14	is	be	AUX
bracis-33614	161	15	represented	represent	VERB
bracis-33614	161	16	by	by	ADP
bracis-33614	161	17	a	a	DET
bracis-33614	161	18	vertical	vertical	ADJ
bracis-33614	161	19	line	line	NOUN
bracis-33614	161	20	with	with	ADP
bracis-33614	161	21	a	a	DET
bracis-33614	161	22	marker	marker	NOUN
bracis-33614	161	23	.	.	PUNCT
bracis-33614	161	24	 	 	SPACE
bracis-33614	161	25	values	value	NOUN
bracis-33614	161	26	outside	outside	ADP
bracis-33614	161	27	the	the	DET
bracis-33614	161	28	shaded	shaded	ADJ
bracis-33614	161	29	light	light	ADJ
bracis-33614	161	30	blue	blue	ADJ
bracis-33614	161	31	area	area	NOUN
bracis-33614	161	32	are	be	AUX
bracis-33614	161	33	statistically	statistically	ADV
bracis-33614	161	34	significant	significant	ADJ
bracis-33614	161	35	and	and	CCONJ
bracis-33614	161	36	indicate	indicate	VERB
bracis-33614	161	37	potential	potential	ADJ
bracis-33614	161	38	correlation	correlation	NOUN
bracis-33614	161	39	between	between	ADP
bracis-33614	161	40	a	a	DET
bracis-33614	161	41	data	data	NOUN
bracis-33614	161	42	point	point	NOUN
bracis-33614	161	43	and	and	CCONJ
bracis-33614	161	44	its	its	PRON
bracis-33614	161	45	lagged	lag	VERB
bracis-33614	161	46	values	value	NOUN
bracis-33614	161	47	fig	fig	NOUN
bracis-33614	161	48	.	.	PUNCT
bracis-33614	162	1	3	3	X
bracis-33614	162	2	.	.	X
bracis-33614	162	3	plots	plot	NOUN
bracis-33614	162	4	for	for	ADP
bracis-33614	162	5	acf	acf	NOUN
bracis-33614	162	6	and	and	CCONJ
bracis-33614	162	7	pacf	pacf	NOUN
bracis-33614	162	8	for	for	ADP
bracis-33614	162	9	the	the	DET
bracis-33614	162	10	time	time	NOUN
bracis-33614	162	11	series	series	PROPN
bracis-33614	162	12	considering	consider	VERB
bracis-33614	162	13	the	the	DET
bracis-33614	162	14	training	training	NOUN
bracis-33614	162	15	set	set	NOUN
bracis-33614	162	16	.	.	PUNCT
bracis-33614	163	1	full	full	ADJ
bracis-33614	163	2	size	size	NOUN
bracis-33614	163	3	image	image	NOUN
bracis-33614	163	4	the	the	DET
bracis-33614	163	5	acf	acf	NOUN
bracis-33614	163	6	indicates	indicate	VERB
bracis-33614	163	7	a	a	DET
bracis-33614	163	8	significant	significant	ADJ
bracis-33614	163	9	correlation	correlation	NOUN
bracis-33614	163	10	between	between	ADP
bracis-33614	163	11	the	the	DET
bracis-33614	163	12	current	current	ADJ
bracis-33614	163	13	value	value	NOUN
bracis-33614	163	14	of	of	ADP
bracis-33614	163	15	the	the	DET
bracis-33614	163	16	time	time	NOUN
bracis-33614	163	17	series	series	NOUN
bracis-33614	163	18	and	and	CCONJ
bracis-33614	163	19	its	its	PRON
bracis-33614	163	20	values	value	NOUN
bracis-33614	163	21	up	up	ADP
bracis-33614	163	22	to	to	PART
bracis-33614	163	23	lag	lag	VERB
bracis-33614	163	24	38	38	NUM
bracis-33614	163	25	,	,	PUNCT
bracis-33614	163	26	a	a	DET
bracis-33614	163	27	term	term	NOUN
bracis-33614	163	28	that	that	PRON
bracis-33614	163	29	might	might	AUX
bracis-33614	163	30	be	be	AUX
bracis-33614	163	31	appropriate	appropriate	ADJ
bracis-33614	163	32	for	for	ADP
bracis-33614	163	33	the	the	DET
bracis-33614	163	34	ma(q	ma(q	NOUN
bracis-33614	163	35	)	)	PUNCT
bracis-33614	163	36	in	in	ADP
bracis-33614	163	37	arima	arima	PROPN
bracis-33614	163	38	and	and	CCONJ
bracis-33614	163	39	sarima	sarima	NOUN
bracis-33614	163	40	models	model	NOUN
bracis-33614	163	41	.	.	PUNCT
bracis-33614	164	1	furthermore	furthermore	ADV
bracis-33614	164	2	,	,	PUNCT
bracis-33614	164	3	the	the	DET
bracis-33614	164	4	presence	presence	NOUN
bracis-33614	164	5	of	of	ADP
bracis-33614	164	6	a	a	DET
bracis-33614	164	7	7	7	NUM
bracis-33614	164	8	-	-	PUNCT
bracis-33614	164	9	day	day	NOUN
bracis-33614	164	10	seasonality	seasonality	NOUN
bracis-33614	164	11	is	be	AUX
bracis-33614	164	12	evident	evident	ADJ
bracis-33614	164	13	in	in	ADP
bracis-33614	164	14	the	the	DET
bracis-33614	164	15	data	datum	NOUN
bracis-33614	164	16	.	.	PUNCT
bracis-33614	165	1	this	this	DET
bracis-33614	165	2	seasonality	seasonality	NOUN
bracis-33614	165	3	can	can	AUX
bracis-33614	165	4	be	be	AUX
bracis-33614	165	5	incorporated	incorporate	VERB
bracis-33614	165	6	into	into	ADP
bracis-33614	165	7	the	the	DET
bracis-33614	165	8	sarima	sarima	NOUN
bracis-33614	165	9	model	model	NOUN
bracis-33614	165	10	by	by	ADP
bracis-33614	165	11	specifying	specify	VERB
bracis-33614	165	12	a	a	DET
bracis-33614	165	13	seasonal	seasonal	ADJ
bracis-33614	165	14	period	period	NOUN
bracis-33614	165	15	of	of	ADP
bracis-33614	165	16	7	7	NUM
bracis-33614	165	17	in	in	ADP
bracis-33614	165	18	the	the	DET
bracis-33614	165	19	s	s	PART
bracis-33614	165	20	hyperparameter	hyperparameter	NOUN
bracis-33614	165	21	.	.	PUNCT
bracis-33614	166	1	the	the	DET
bracis-33614	166	2	pacf	pacf	NOUN
bracis-33614	166	3	isolates	isolate	VERB
bracis-33614	166	4	the	the	DET
bracis-33614	166	5	influence	influence	NOUN
bracis-33614	166	6	of	of	ADP
bracis-33614	166	7	individual	individual	ADJ
bracis-33614	166	8	past	past	ADJ
bracis-33614	166	9	values	value	NOUN
bracis-33614	166	10	on	on	ADP
bracis-33614	166	11	the	the	DET
bracis-33614	166	12	current	current	ADJ
bracis-33614	166	13	one	one	NOUN
bracis-33614	166	14	,	,	PUNCT
bracis-33614	166	15	excluding	exclude	VERB
bracis-33614	166	16	the	the	DET
bracis-33614	166	17	effects	effect	NOUN
bracis-33614	166	18	of	of	ADP
bracis-33614	166	19	intermediate	intermediate	ADJ
bracis-33614	166	20	lags	lag	NOUN
bracis-33614	166	21	.	.	PUNCT
bracis-33614	167	1	as	as	SCONJ
bracis-33614	167	2	shown	show	VERB
bracis-33614	167	3	in	in	ADP
bracis-33614	167	4	fig	fig	NOUN
bracis-33614	167	5	.	.	PUNCT
bracis-33614	167	6	 	 	SPACE
bracis-33614	168	1	3	3	NUM
bracis-33614	168	2	,	,	PUNCT
bracis-33614	168	3	it	it	PRON
bracis-33614	168	4	suggests	suggest	VERB
bracis-33614	168	5	significant	significant	ADJ
bracis-33614	168	6	partial	partial	ADJ
bracis-33614	168	7	correlations	correlation	NOUN
bracis-33614	168	8	at	at	ADP
bracis-33614	168	9	lags	lag	NOUN
bracis-33614	168	10	1	1	NUM
bracis-33614	168	11	to	to	PART
bracis-33614	168	12	3	3	NUM
bracis-33614	168	13	(	(	PUNCT
bracis-33614	168	14	correlation	correlation	NOUN
bracis-33614	168	15	of	of	ADP
bracis-33614	168	16	3	3	NUM
bracis-33614	168	17	)	)	PUNCT
bracis-33614	168	18	,	,	PUNCT
bracis-33614	168	19	lags	lag	VERB
bracis-33614	168	20	7	7	NUM
bracis-33614	168	21	and	and	CCONJ
bracis-33614	168	22	8	8	NUM
bracis-33614	168	23	or	or	CCONJ
bracis-33614	168	24	lags	lag	VERB
bracis-33614	168	25	10	10	NUM
bracis-33614	168	26	and	and	CCONJ
bracis-33614	168	27	11	11	NUM
bracis-33614	168	28	(	(	PUNCT
bracis-33614	168	29	correlation	correlation	NOUN
bracis-33614	168	30	of	of	ADP
bracis-33614	168	31	2	2	NUM
bracis-33614	168	32	)	)	PUNCT
bracis-33614	168	33	,	,	PUNCT
bracis-33614	168	34	and	and	CCONJ
bracis-33614	168	35	lags	lag	VERB
bracis-33614	168	36	20	20	NUM
bracis-33614	168	37	to	to	PART
bracis-33614	168	38	27	27	NUM
bracis-33614	168	39	(	(	PUNCT
bracis-33614	168	40	correlation	correlation	NOUN
bracis-33614	168	41	of	of	ADP
bracis-33614	168	42	8)	8)	NUM
bracis-33614	168	43	.	.	PUNCT
bracis-33614	169	1	note	note	VERB
bracis-33614	169	2	that	that	SCONJ
bracis-33614	169	3	the	the	DET
bracis-33614	169	4	hyper	hyper	ADJ
bracis-33614	169	5	-	-	ADJ
bracis-33614	169	6	parameter	parameter	ADJ
bracis-33614	169	7	values	value	NOUN
bracis-33614	169	8	defined	define	VERB
bracis-33614	169	9	for	for	ADP
bracis-33614	169	10	the	the	DET
bracis-33614	169	11	arima	arima	PROPN
bracis-33614	169	12	and	and	CCONJ
bracis-33614	169	13	sarima	sarima	NOUN
bracis-33614	169	14	methods	method	NOUN
bracis-33614	169	15	’	'	PUNCT
bracis-33614	169	16	search	search	NOUN
bracis-33614	169	17	space	space	NOUN
bracis-33614	169	18	were	be	AUX
bracis-33614	169	19	previously	previously	ADV
bracis-33614	169	20	presented	present	VERB
bracis-33614	169	21	in	in	ADP
bracis-33614	169	22	table	table	NOUN
bracis-33614	169	23	 	 	SPACE
bracis-33614	169	24	2	2	NUM
bracis-33614	169	25	.	.	NUM
bracis-33614	169	26	4.3	4.3	NUM
bracis-33614	169	27	model	model	NOUN
bracis-33614	169	28	selection	selection	NOUN
bracis-33614	169	29	after	after	ADP
bracis-33614	169	30	completing	complete	VERB
bracis-33614	169	31	the	the	DET
bracis-33614	169	32	grid	grid	NOUN
bracis-33614	169	33	search	search	NOUN
bracis-33614	169	34	w.r.t	w.r.t	NOUN
bracis-33614	169	35	.	.	PUNCT
bracis-33614	170	1	hyper	hyper	NOUN
bracis-33614	170	2	-	-	NOUN
bracis-33614	170	3	parameters	parameter	NOUN
bracis-33614	170	4	,	,	PUNCT
bracis-33614	170	5	the	the	DET
bracis-33614	170	6	best	good	ADJ
bracis-33614	170	7	models	model	NOUN
bracis-33614	170	8	,	,	PUNCT
bracis-33614	170	9	coupled	couple	VERB
bracis-33614	170	10	with	with	ADP
bracis-33614	170	11	the	the	DET
bracis-33614	170	12	corresponding	corresponding	ADJ
bracis-33614	170	13	window	window	NOUN
bracis-33614	170	14	type	type	NOUN
bracis-33614	170	15	were	be	AUX
bracis-33614	170	16	identified	identify	VERB
bracis-33614	170	17	.	.	PUNCT
bracis-33614	171	1	here	here	ADV
bracis-33614	171	2	,	,	PUNCT
bracis-33614	171	3	we	we	PRON
bracis-33614	171	4	would	would	AUX
bracis-33614	171	5	like	like	VERB
bracis-33614	171	6	to	to	PART
bracis-33614	171	7	emphasize	emphasize	VERB
bracis-33614	171	8	the	the	DET
bracis-33614	171	9	importance	importance	NOUN
bracis-33614	171	10	of	of	ADP
bracis-33614	171	11	proper	proper	ADJ
bracis-33614	171	12	hyper	hyper	ADJ
bracis-33614	171	13	-	-	ADJ
bracis-33614	171	14	parameter	parameter	ADJ
bracis-33614	171	15	selection	selection	NOUN
bracis-33614	171	16	for	for	ADP
bracis-33614	171	17	both	both	CCONJ
bracis-33614	171	18	arima	arima	NOUN
bracis-33614	171	19	and	and	CCONJ
bracis-33614	171	20	sarima	sarima	NOUN
bracis-33614	171	21	,	,	PUNCT
bracis-33614	171	22	in	in	ADP
bracis-33614	171	23	contrast	contrast	NOUN
bracis-33614	171	24	with	with	ADP
bracis-33614	171	25	previous	previous	ADJ
bracis-33614	171	26	studies	study	NOUN
bracis-33614	171	27	,	,	PUNCT
bracis-33614	171	28	highlighted	highlight	VERB
bracis-33614	171	29	in	in	ADP
bracis-33614	171	30	sect	sect	NOUN
bracis-33614	171	31	.	.	PUNCT
bracis-33614	171	32	 	 	SPACE
bracis-33614	172	1	2	2	NUM
bracis-33614	172	2	.	.	X
bracis-33614	172	3	for	for	ADP
bracis-33614	172	4	that	that	PRON
bracis-33614	172	5	,	,	PUNCT
bracis-33614	172	6	we	we	PRON
bracis-33614	172	7	report	report	VERB
bracis-33614	172	8	not	not	PART
bracis-33614	172	9	only	only	ADV
bracis-33614	172	10	the	the	DET
bracis-33614	172	11	best	good	ADJ
bracis-33614	172	12	hyper	hyper	ADJ
bracis-33614	172	13	-	-	ADJ
bracis-33614	172	14	parameter	parameter	NOUN
bracis-33614	172	15	combination	combination	NOUN
bracis-33614	172	16	obtained	obtain	VERB
bracis-33614	172	17	from	from	ADP
bracis-33614	172	18	the	the	DET
bracis-33614	172	19	validation	validation	NOUN
bracis-33614	172	20	set	set	NOUN
bracis-33614	172	21	,	,	PUNCT
bracis-33614	172	22	but	but	CCONJ
bracis-33614	172	23	also	also	ADV
bracis-33614	172	24	the	the	DET
bracis-33614	172	25	worst	bad	ADJ
bracis-33614	172	26	and	and	CCONJ
bracis-33614	172	27	overall	overall	ADJ
bracis-33614	172	28	average	average	ADJ
bracis-33614	172	29	across	across	ADP
bracis-33614	172	30	all	all	DET
bracis-33614	172	31	combinations	combination	NOUN
bracis-33614	172	32	explored	explore	VERB
bracis-33614	172	33	within	within	ADP
bracis-33614	172	34	the	the	DET
bracis-33614	172	35	search	search	NOUN
bracis-33614	172	36	procedure	procedure	NOUN
bracis-33614	172	37	.	.	PUNCT
bracis-33614	173	1	these	these	DET
bracis-33614	173	2	results	result	NOUN
bracis-33614	173	3	are	be	AUX
bracis-33614	173	4	provided	provide	VERB
bracis-33614	173	5	in	in	ADP
bracis-33614	173	6	table	table	NOUN
bracis-33614	173	7	 	 	SPACE
bracis-33614	173	8	3	3	NUM
bracis-33614	173	9	,	,	PUNCT
bracis-33614	173	10	considering	consider	VERB
bracis-33614	173	11	the	the	DET
bracis-33614	173	12	average	average	NOUN
bracis-33614	173	13	of	of	ADP
bracis-33614	173	14	the	the	DET
bracis-33614	173	15	three	three	NUM
bracis-33614	173	16	evaluation	evaluation	NOUN
bracis-33614	173	17	metrics	metric	NOUN
bracis-33614	173	18	and	and	CCONJ
bracis-33614	173	19	corresponding	corresponding	ADJ
bracis-33614	173	20	standard	standard	ADJ
bracis-33614	173	21	deviation	deviation	NOUN
bracis-33614	173	22	(	(	PUNCT
bracis-33614	173	23	\(\sigma	\(\sigma	NOUN
bracis-33614	173	24	\	\	ADJ
bracis-33614	173	25	)	)	PUNCT
bracis-33614	173	26	)	)	PUNCT
bracis-33614	173	27	.	.	PUNCT
bracis-33614	174	1	all	all	DET
bracis-33614	174	2	values	value	NOUN
bracis-33614	174	3	are	be	AUX
bracis-33614	174	4	w.r.t	w.r.t	ADJ
bracis-33614	174	5	.	.	PUNCT
bracis-33614	175	1	the	the	DET
bracis-33614	175	2	validation	validation	NOUN
bracis-33614	175	3	set	set	NOUN
bracis-33614	175	4	.	.	PUNCT
bracis-33614	176	1	table	table	NOUN
bracis-33614	176	2	3	3	NUM
bracis-33614	176	3	.	.	PUNCT
bracis-33614	177	1	results	result	NOUN
bracis-33614	177	2	of	of	ADP
bracis-33614	177	3	the	the	DET
bracis-33614	177	4	evaluation	evaluation	NOUN
bracis-33614	177	5	metrics	metric	NOUN
bracis-33614	177	6	for	for	ADP
bracis-33614	177	7	all	all	DET
bracis-33614	177	8	the	the	DET
bracis-33614	177	9	methods	method	NOUN
bracis-33614	177	10	on	on	ADP
bracis-33614	177	11	the	the	DET
bracis-33614	177	12	validation	validation	NOUN
bracis-33614	177	13	set.full	set.full	NOUN
bracis-33614	177	14	size	size	NOUN
bracis-33614	177	15	table	table	NOUN
bracis-33614	177	16	the	the	DET
bracis-33614	177	17	arima	arima	PROPN
bracis-33614	177	18	(	(	PUNCT
bracis-33614	177	19	8,0,38	8,0,38	NUM
bracis-33614	177	20	)	)	PUNCT
bracis-33614	177	21	model	model	NOUN
bracis-33614	177	22	in	in	ADP
bracis-33614	177	23	the	the	DET
bracis-33614	177	24	context	context	NOUN
bracis-33614	177	25	of	of	ADP
bracis-33614	177	26	a	a	DET
bracis-33614	177	27	2	2	NUM
bracis-33614	177	28	 	 	SPACE
bracis-33614	177	29	year	year	NOUN
bracis-33614	177	30	sliding	slide	VERB
bracis-33614	177	31	window	window	NOUN
bracis-33614	177	32	(	(	PUNCT
bracis-33614	177	33	sw2y	sw2y	PROPN
bracis-33614	177	34	)	)	PUNCT
bracis-33614	177	35	exhibited	exhibit	VERB
bracis-33614	177	36	the	the	DET
bracis-33614	177	37	best	good	ADJ
bracis-33614	177	38	overall	overall	ADJ
bracis-33614	177	39	results	result	NOUN
bracis-33614	177	40	,	,	PUNCT
bracis-33614	177	41	achieving	achieve	VERB
bracis-33614	177	42	an	an	DET
bracis-33614	177	43	rmse	rmse	NOUN
bracis-33614	177	44	of	of	ADP
bracis-33614	177	45	1425.35	1425.35	NUM
bracis-33614	177	46	with	with	ADP
bracis-33614	177	47	a	a	DET
bracis-33614	177	48	standard	standard	ADJ
bracis-33614	177	49	deviation	deviation	NOUN
bracis-33614	177	50	of	of	ADP
bracis-33614	177	51	918.88	918.88	NUM
bracis-33614	177	52	.	.	PUNCT
bracis-33614	178	1	the	the	DET
bracis-33614	178	2	worst	bad	ADJ
bracis-33614	178	3	results	result	NOUN
bracis-33614	178	4	were	be	AUX
bracis-33614	178	5	obtained	obtain	VERB
bracis-33614	178	6	with	with	ADP
bracis-33614	178	7	sarima	sarima	NOUN
bracis-33614	178	8	models	model	NOUN
bracis-33614	178	9	(	(	PUNCT
bracis-33614	178	10	2,1,3),(2,1,4,7	2,1,3),(2,1,4,7	NOUN
bracis-33614	178	11	)	)	PUNCT
bracis-33614	178	12	and	and	CCONJ
bracis-33614	178	13	(	(	PUNCT
bracis-33614	178	14	3,1,3),(3,1,1,7	3,1,3),(3,1,1,7	NOUN
bracis-33614	178	15	)	)	PUNCT
bracis-33614	178	16	,	,	PUNCT
bracis-33614	178	17	using	use	VERB
bracis-33614	178	18	expanding	expand	VERB
bracis-33614	178	19	window	window	NOUN
bracis-33614	178	20	(	(	PUNCT
bracis-33614	178	21	ew	ew	NOUN
bracis-33614	178	22	)	)	PUNCT
bracis-33614	178	23	and	and	CCONJ
bracis-33614	178	24	1	1	NUM
bracis-33614	178	25	 	 	SPACE
bracis-33614	178	26	year	year	NOUN
bracis-33614	178	27	sliding	slide	VERB
bracis-33614	178	28	window	window	NOUN
bracis-33614	178	29	(	(	PUNCT
bracis-33614	178	30	sw1y	sw1y	PROPN
bracis-33614	178	31	)	)	PUNCT
bracis-33614	178	32	,	,	PUNCT
bracis-33614	178	33	respectively	respectively	ADV
bracis-33614	178	34	.	.	PUNCT
bracis-33614	179	1	the	the	DET
bracis-33614	179	2	highest	high	ADJ
bracis-33614	179	3	overall	overall	ADJ
bracis-33614	179	4	rmse	rmse	NOUN
bracis-33614	179	5	was	be	AUX
bracis-33614	179	6	2053.38	2053.38	NUM
bracis-33614	179	7	,	,	PUNCT
bracis-33614	179	8	a	a	DET
bracis-33614	179	9	value	value	NOUN
bracis-33614	179	10	44	44	NUM
bracis-33614	179	11	%	%	NOUN
bracis-33614	179	12	higher	high	ADJ
bracis-33614	179	13	/	/	SYM
bracis-33614	179	14	worse	bad	ADJ
bracis-33614	179	15	than	than	ADP
bracis-33614	179	16	that	that	PRON
bracis-33614	179	17	of	of	ADP
bracis-33614	179	18	the	the	DET
bracis-33614	179	19	best	good	ADJ
bracis-33614	179	20	model	model	NOUN
bracis-33614	179	21	.	.	PUNCT
bracis-33614	180	1	the	the	DET
bracis-33614	180	2	selection	selection	NOUN
bracis-33614	180	3	of	of	ADP
bracis-33614	180	4	hyper	hyper	NOUN
bracis-33614	180	5	-	-	NOUN
bracis-33614	180	6	parameters	parameter	NOUN
bracis-33614	180	7	significantly	significantly	ADV
bracis-33614	180	8	impacts	impact	VERB
bracis-33614	180	9	the	the	DET
bracis-33614	180	10	performance	performance	NOUN
bracis-33614	180	11	of	of	ADP
bracis-33614	180	12	time	time	NOUN
bracis-33614	180	13	series	series	NOUN
bracis-33614	180	14	models	model	NOUN
bracis-33614	180	15	like	like	ADP
bracis-33614	180	16	arima	arima	NOUN
bracis-33614	180	17	and	and	CCONJ
bracis-33614	180	18	sarima	sarima	NOUN
bracis-33614	180	19	.	.	PUNCT
bracis-33614	181	1	choosing	choose	VERB
bracis-33614	181	2	sub	sub	ADJ
bracis-33614	181	3	-	-	ADJ
bracis-33614	181	4	optimal	optimal	ADJ
bracis-33614	181	5	hyper	hyper	NOUN
bracis-33614	181	6	-	-	NOUN
bracis-33614	181	7	parameters	parameter	NOUN
bracis-33614	181	8	can	can	AUX
bracis-33614	181	9	lead	lead	VERB
bracis-33614	181	10	to	to	ADP
bracis-33614	181	11	poor	poor	ADJ
bracis-33614	181	12	predictive	predictive	ADJ
bracis-33614	181	13	performance	performance	NOUN
bracis-33614	181	14	,	,	PUNCT
bracis-33614	181	15	which	which	PRON
bracis-33614	181	16	could	could	AUX
bracis-33614	181	17	bias	bias	VERB
bracis-33614	181	18	comparisons	comparison	NOUN
bracis-33614	181	19	with	with	ADP
bracis-33614	181	20	other	other	ADJ
bracis-33614	181	21	methods	method	NOUN
bracis-33614	181	22	,	,	PUNCT
bracis-33614	181	23	such	such	ADJ
bracis-33614	181	24	as	as	ADP
bracis-33614	181	25	those	those	PRON
bracis-33614	181	26	from	from	ADP
bracis-33614	181	27	the	the	DET
bracis-33614	181	28	machine	machine	NOUN
bracis-33614	181	29	learning	learn	VERB
bracis-33614	181	30	toolbox	toolbox	NOUN
bracis-33614	181	31	.	.	PUNCT
bracis-33614	181	32	 	 	SPACE
bracis-33614	182	1	therefore	therefore	ADV
bracis-33614	182	2	,	,	PUNCT
bracis-33614	182	3	we	we	PRON
bracis-33614	182	4	argue	argue	VERB
bracis-33614	182	5	that	that	SCONJ
bracis-33614	182	6	it	it	PRON
bracis-33614	182	7	is	be	AUX
bracis-33614	182	8	crucial	crucial	ADJ
bracis-33614	182	9	to	to	PART
bracis-33614	182	10	conduct	conduct	VERB
bracis-33614	182	11	a	a	DET
bracis-33614	182	12	comprehensive	comprehensive	ADJ
bracis-33614	182	13	analysis	analysis	NOUN
bracis-33614	182	14	and	and	CCONJ
bracis-33614	182	15	tuning	tuning	NOUN
bracis-33614	182	16	of	of	ADP
bracis-33614	182	17	parameters	parameter	NOUN
bracis-33614	182	18	to	to	PART
bracis-33614	182	19	ensure	ensure	VERB
bracis-33614	182	20	accurate	accurate	ADJ
bracis-33614	182	21	and	and	CCONJ
bracis-33614	182	22	reliable	reliable	ADJ
bracis-33614	182	23	results	result	NOUN
bracis-33614	182	24	.	.	PUNCT
bracis-33614	183	1	it	it	PRON
bracis-33614	183	2	is	be	AUX
bracis-33614	183	3	important	important	ADJ
bracis-33614	183	4	to	to	PART
bracis-33614	183	5	note	note	VERB
bracis-33614	183	6	that	that	SCONJ
bracis-33614	183	7	,	,	PUNCT
bracis-33614	183	8	at	at	ADP
bracis-33614	183	9	this	this	DET
bracis-33614	183	10	point	point	NOUN
bracis-33614	183	11	,	,	PUNCT
bracis-33614	183	12	the	the	DET
bracis-33614	183	13	test	test	NOUN
bracis-33614	183	14	data	datum	NOUN
bracis-33614	183	15	has	have	AUX
bracis-33614	183	16	not	not	PART
bracis-33614	183	17	been	be	AUX
bracis-33614	183	18	seen	see	VERB
bracis-33614	183	19	by	by	ADP
bracis-33614	183	20	the	the	DET
bracis-33614	183	21	models	model	NOUN
bracis-33614	183	22	yet	yet	ADV
bracis-33614	183	23	.	.	PUNCT
bracis-33614	184	1	the	the	DET
bracis-33614	184	2	validation	validation	NOUN
bracis-33614	184	3	data	datum	NOUN
bracis-33614	184	4	was	be	AUX
bracis-33614	184	5	used	use	VERB
bracis-33614	184	6	solely	solely	ADV
bracis-33614	184	7	to	to	PART
bracis-33614	184	8	select	select	VERB
bracis-33614	184	9	the	the	DET
bracis-33614	184	10	best	good	ADJ
bracis-33614	184	11	hyper	hyper	NOUN
bracis-33614	184	12	-	-	NOUN
bracis-33614	184	13	parameters	parameter	NOUN
bracis-33614	184	14	,	,	PUNCT
bracis-33614	184	15	which	which	PRON
bracis-33614	184	16	will	will	AUX
bracis-33614	184	17	be	be	AUX
bracis-33614	184	18	incorporated	incorporate	VERB
bracis-33614	184	19	into	into	ADP
bracis-33614	184	20	the	the	DET
bracis-33614	184	21	arima	arima	NOUN
bracis-33614	184	22	and	and	CCONJ
bracis-33614	184	23	sarima	sarima	NOUN
bracis-33614	184	24	models	model	NOUN
bracis-33614	184	25	and	and	CCONJ
bracis-33614	184	26	evaluated	evaluate	VERB
bracis-33614	184	27	on	on	ADP
bracis-33614	184	28	the	the	DET
bracis-33614	184	29	test	test	NOUN
bracis-33614	184	30	data	datum	NOUN
bracis-33614	184	31	,	,	PUNCT
bracis-33614	184	32	as	as	SCONJ
bracis-33614	184	33	presented	present	VERB
bracis-33614	184	34	in	in	ADP
bracis-33614	184	35	the	the	DET
bracis-33614	184	36	next	next	ADJ
bracis-33614	184	37	section	section	NOUN
bracis-33614	184	38	.	.	PUNCT
bracis-33614	185	1	4.4	4.4	NUM
bracis-33614	185	2	model	model	NOUN
bracis-33614	185	3	evaluation	evaluation	NOUN
bracis-33614	185	4	all	all	DET
bracis-33614	185	5	models	model	NOUN
bracis-33614	185	6	with	with	ADP
bracis-33614	185	7	their	their	PRON
bracis-33614	185	8	optimal	optimal	ADJ
bracis-33614	185	9	hyper	hyper	NOUN
bracis-33614	185	10	-	-	NOUN
bracis-33614	185	11	parameters	parameter	NOUN
bracis-33614	185	12	were	be	AUX
bracis-33614	185	13	evaluated	evaluate	VERB
bracis-33614	185	14	on	on	ADP
bracis-33614	185	15	the	the	DET
bracis-33614	185	16	test	test	NOUN
bracis-33614	185	17	data	datum	NOUN
bracis-33614	185	18	w.r.t	w.r.t	PROPN
bracis-33614	185	19	.	.	PUNCT
bracis-33614	186	1	rmse	rmse	PROPN
bracis-33614	186	2	,	,	PUNCT
bracis-33614	186	3	mae	mae	PROPN
bracis-33614	186	4	,	,	PUNCT
bracis-33614	186	5	and	and	CCONJ
bracis-33614	186	6	mape	mape	NOUN
bracis-33614	186	7	.	.	PUNCT
bracis-33614	187	1	table	table	NOUN
bracis-33614	187	2	 	 	SPACE
bracis-33614	187	3	4	4	NUM
bracis-33614	187	4	presents	present	VERB
bracis-33614	187	5	the	the	DET
bracis-33614	187	6	metrics	metric	NOUN
bracis-33614	187	7	for	for	ADP
bracis-33614	187	8	each	each	DET
bracis-33614	187	9	one	one	NUM
bracis-33614	187	10	of	of	ADP
bracis-33614	187	11	the	the	DET
bracis-33614	187	12	models	model	NOUN
bracis-33614	187	13	on	on	ADP
bracis-33614	187	14	the	the	DET
bracis-33614	187	15	test	test	NOUN
bracis-33614	187	16	set	set	NOUN
bracis-33614	187	17	,	,	PUNCT
bracis-33614	187	18	with	with	ADP
bracis-33614	187	19	their	their	PRON
bracis-33614	187	20	standard	standard	ADJ
bracis-33614	187	21	deviations	deviation	NOUN
bracis-33614	187	22	(	(	PUNCT
bracis-33614	187	23	\(\sigma	\(\sigma	NOUN
bracis-33614	187	24	\	\	NOUN
bracis-33614	187	25	)	)	PUNCT
bracis-33614	187	26	)	)	PUNCT
bracis-33614	187	27	.	.	PUNCT
bracis-33614	188	1	additionally	additionally	ADV
bracis-33614	188	2	,	,	PUNCT
bracis-33614	188	3	the	the	DET
bracis-33614	188	4	best	good	ADJ
bracis-33614	188	5	results	result	NOUN
bracis-33614	188	6	obtained	obtain	VERB
bracis-33614	188	7	for	for	ADP
bracis-33614	188	8	each	each	DET
bracis-33614	188	9	window	window	NOUN
bracis-33614	188	10	evaluation	evaluation	NOUN
bracis-33614	188	11	methodology	methodology	NOUN
bracis-33614	188	12	(	(	PUNCT
bracis-33614	188	13	ew	ew	NOUN
bracis-33614	188	14	,	,	PUNCT
bracis-33614	188	15	sw1y	sw1y	ADJ
bracis-33614	188	16	,	,	PUNCT
bracis-33614	188	17	and	and	CCONJ
bracis-33614	188	18	sw2y	sw2y	NUM
bracis-33614	188	19	)	)	PUNCT
bracis-33614	188	20	from	from	ADP
bracis-33614	188	21	the	the	DET
bracis-33614	188	22	study	study	NOUN
bracis-33614	188	23	conducted	conduct	VERB
bracis-33614	188	24	by	by	ADP
bracis-33614	188	25	vieira	vieira	PROPN
bracis-33614	188	26	et	et	PROPN
bracis-33614	188	27	al	al	PROPN
bracis-33614	188	28	.	.	PUNCT
bracis-33614	188	29	 	 	SPACE
bracis-33614	189	1	[	[	X
bracis-33614	189	2	12	12	NUM
bracis-33614	189	3	]	]	PUNCT
bracis-33614	189	4	are	be	AUX
bracis-33614	189	5	also	also	ADV
bracis-33614	189	6	included	include	VERB
bracis-33614	189	7	.	.	PUNCT
bracis-33614	190	1	these	these	PRON
bracis-33614	190	2	will	will	AUX
bracis-33614	190	3	be	be	AUX
bracis-33614	190	4	be	be	AUX
bracis-33614	190	5	discussed	discuss	VERB
bracis-33614	190	6	in	in	ADP
bracis-33614	190	7	more	more	ADJ
bracis-33614	190	8	detail	detail	NOUN
bracis-33614	190	9	in	in	ADP
bracis-33614	190	10	sect	sect	NOUN
bracis-33614	190	11	.	.	PUNCT
bracis-33614	190	12	 	 	SPACE
bracis-33614	191	1	4.5	4.5	NUM
bracis-33614	191	2	.	.	PUNCT
bracis-33614	192	1	it	it	PRON
bracis-33614	192	2	is	be	AUX
bracis-33614	192	3	important	important	ADJ
bracis-33614	192	4	to	to	PART
bracis-33614	192	5	emphasize	emphasize	VERB
bracis-33614	192	6	that	that	SCONJ
bracis-33614	192	7	we	we	PRON
bracis-33614	192	8	fully	fully	ADV
bracis-33614	192	9	reproduced	reproduce	VERB
bracis-33614	192	10	the	the	DET
bracis-33614	192	11	experiments	experiment	NOUN
bracis-33614	192	12	from	from	ADP
bracis-33614	192	13	 	 	SPACE
bracis-33614	192	14	[	[	X
bracis-33614	192	15	12	12	NUM
bracis-33614	192	16	]	]	PUNCT
bracis-33614	192	17	,	,	PUNCT
bracis-33614	192	18	attaining	attain	VERB
bracis-33614	192	19	the	the	DET
bracis-33614	192	20	same	same	ADJ
bracis-33614	192	21	results	result	NOUN
bracis-33614	192	22	from	from	ADP
bracis-33614	192	23	the	the	DET
bracis-33614	192	24	authors	author	NOUN
bracis-33614	192	25	.	.	PUNCT
bracis-33614	193	1	therefore	therefore	ADV
bracis-33614	193	2	,	,	PUNCT
bracis-33614	193	3	all	all	DET
bracis-33614	193	4	methods	method	NOUN
bracis-33614	193	5	were	be	AUX
bracis-33614	193	6	evaluated	evaluate	VERB
bracis-33614	193	7	equally	equally	ADV
bracis-33614	193	8	.	.	PUNCT
bracis-33614	194	1	table	table	NOUN
bracis-33614	194	2	4	4	NUM
bracis-33614	194	3	.	.	PUNCT
bracis-33614	194	4	results	result	NOUN
bracis-33614	194	5	of	of	ADP
bracis-33614	194	6	the	the	DET
bracis-33614	194	7	evaluation	evaluation	NOUN
bracis-33614	194	8	metrics	metric	NOUN
bracis-33614	194	9	for	for	ADP
bracis-33614	194	10	the	the	DET
bracis-33614	194	11	best	good	ADJ
bracis-33614	194	12	methods	method	NOUN
bracis-33614	194	13	regarding	regard	VERB
bracis-33614	194	14	the	the	DET
bracis-33614	194	15	test	test	NOUN
bracis-33614	194	16	set.full	set.full	NOUN
bracis-33614	194	17	size	size	NOUN
bracis-33614	194	18	table	table	NOUN
bracis-33614	194	19	the	the	DET
bracis-33614	194	20	best	good	ADJ
bracis-33614	194	21	evaluation	evaluation	NOUN
bracis-33614	194	22	metrics	metric	NOUN
bracis-33614	194	23	for	for	ADP
bracis-33614	194	24	each	each	DET
bracis-33614	194	25	model	model	NOUN
bracis-33614	194	26	tested	test	VERB
bracis-33614	194	27	in	in	ADP
bracis-33614	194	28	this	this	DET
bracis-33614	194	29	study	study	NOUN
bracis-33614	194	30	(	(	PUNCT
bracis-33614	194	31	arima	arima	NOUN
bracis-33614	194	32	and	and	CCONJ
bracis-33614	194	33	sarima	sarima	NOUN
bracis-33614	194	34	)	)	PUNCT
bracis-33614	194	35	are	be	AUX
bracis-33614	194	36	highlighted	highlight	VERB
bracis-33614	194	37	in	in	ADP
bracis-33614	194	38	bold	bold	ADJ
bracis-33614	194	39	in	in	ADP
bracis-33614	194	40	table	table	NOUN
bracis-33614	194	41	 	 	SPACE
bracis-33614	194	42	4	4	NUM
bracis-33614	194	43	.	.	PUNCT
bracis-33614	194	44	analysing	analyse	VERB
bracis-33614	194	45	only	only	ADV
bracis-33614	194	46	the	the	DET
bracis-33614	194	47	statistical	statistical	ADJ
bracis-33614	194	48	models	model	NOUN
bracis-33614	194	49	,	,	PUNCT
bracis-33614	194	50	the	the	DET
bracis-33614	194	51	arima	arima	PROPN
bracis-33614	194	52	model	model	NOUN
bracis-33614	194	53	with	with	ADP
bracis-33614	194	54	a	a	DET
bracis-33614	194	55	2	2	NUM
bracis-33614	194	56	 	 	SPACE
bracis-33614	194	57	year	year	NOUN
bracis-33614	194	58	sliding	slide	VERB
bracis-33614	194	59	window	window	NOUN
bracis-33614	194	60	configuration	configuration	NOUN
bracis-33614	194	61	(	(	PUNCT
bracis-33614	194	62	sw2y	sw2y	PROPN
bracis-33614	194	63	)	)	PUNCT
bracis-33614	194	64	obtained	obtain	VERB
bracis-33614	194	65	the	the	DET
bracis-33614	194	66	best	good	ADJ
bracis-33614	194	67	overall	overall	ADJ
bracis-33614	194	68	performance	performance	NOUN
bracis-33614	194	69	,	,	PUNCT
bracis-33614	194	70	with	with	ADP
bracis-33614	194	71	an	an	DET
bracis-33614	194	72	mae	mae	PROPN
bracis-33614	194	73	of	of	ADP
bracis-33614	194	74	1	1	NUM
bracis-33614	194	75	,	,	PUNCT
bracis-33614	194	76	 	 	SPACE
bracis-33614	194	77	419.40	419.40	NUM
bracis-33614	194	78	.	.	PUNCT
bracis-33614	195	1	this	this	DET
bracis-33614	195	2	result	result	NOUN
bracis-33614	195	3	indicates	indicate	VERB
bracis-33614	195	4	that	that	SCONJ
bracis-33614	195	5	the	the	DET
bracis-33614	195	6	daily	daily	ADJ
bracis-33614	195	7	water	water	NOUN
bracis-33614	195	8	demand	demand	NOUN
bracis-33614	195	9	prediction	prediction	NOUN
bracis-33614	195	10	error	error	NOUN
bracis-33614	195	11	is	be	AUX
bracis-33614	195	12	,	,	PUNCT
bracis-33614	195	13	on	on	ADP
bracis-33614	195	14	average	average	ADJ
bracis-33614	195	15	,	,	PUNCT
bracis-33614	195	16	1	1	NUM
bracis-33614	195	17	,	,	PUNCT
bracis-33614	195	18	 	 	SPACE
bracis-33614	195	19	419.40m\(^3\	419.40m\(^3\	NOUN
bracis-33614	195	20	)	)	PUNCT
bracis-33614	195	21	,	,	PUNCT
bracis-33614	195	22	which	which	PRON
bracis-33614	195	23	represents	represent	VERB
bracis-33614	195	24	the	the	DET
bracis-33614	195	25	difference	difference	NOUN
bracis-33614	195	26	between	between	ADP
bracis-33614	195	27	the	the	DET
bracis-33614	195	28	actual	actual	ADJ
bracis-33614	195	29	and	and	CCONJ
bracis-33614	195	30	predicted	predict	VERB
bracis-33614	195	31	values	value	NOUN
bracis-33614	195	32	(	(	PUNCT
bracis-33614	195	33	to	to	PART
bracis-33614	195	34	place	place	VERB
bracis-33614	195	35	this	this	DET
bracis-33614	195	36	result	result	NOUN
bracis-33614	195	37	in	in	ADP
bracis-33614	195	38	perspective	perspective	NOUN
bracis-33614	195	39	,	,	PUNCT
bracis-33614	195	40	in	in	ADP
bracis-33614	195	41	the	the	DET
bracis-33614	195	42	test	test	NOUN
bracis-33614	195	43	set	set	NOUN
bracis-33614	195	44	,	,	PUNCT
bracis-33614	195	45	values	value	NOUN
bracis-33614	195	46	of	of	ADP
bracis-33614	195	47	produced	produce	VERB
bracis-33614	195	48	water	water	NOUN
bracis-33614	195	49	range	range	NOUN
bracis-33614	195	50	from	from	ADP
bracis-33614	195	51	 	 	SPACE
bracis-33614	195	52	5	5	NUM
bracis-33614	195	53	,	,	PUNCT
bracis-33614	195	54	 	 	SPACE
bracis-33614	195	55	000	000	NUM
bracis-33614	195	56	to	to	ADP
bracis-33614	195	57	26	26	NUM
bracis-33614	195	58	,	,	PUNCT
bracis-33614	195	59	 	 	SPACE
bracis-33614	195	60	000	000	NUM
bracis-33614	195	61	cubic	cubic	ADJ
bracis-33614	195	62	meters	meter	NOUN
bracis-33614	195	63	)	)	PUNCT
bracis-33614	195	64	.	.	PUNCT
bracis-33614	196	1	for	for	ADP
bracis-33614	196	2	the	the	DET
bracis-33614	196	3	sarima	sarima	NOUN
bracis-33614	196	4	method	method	NOUN
bracis-33614	196	5	,	,	PUNCT
bracis-33614	196	6	the	the	DET
bracis-33614	196	7	best	good	ADJ
bracis-33614	196	8	results	result	NOUN
bracis-33614	196	9	were	be	AUX
bracis-33614	196	10	obtained	obtain	VERB
bracis-33614	196	11	using	use	VERB
bracis-33614	196	12	the	the	DET
bracis-33614	196	13	ew	ew	ADJ
bracis-33614	196	14	configuration	configuration	NOUN
bracis-33614	196	15	,	,	PUNCT
bracis-33614	196	16	achieving	achieve	VERB
bracis-33614	196	17	an	an	DET
bracis-33614	196	18	rmse	rmse	NOUN
bracis-33614	196	19	of	of	ADP
bracis-33614	196	20	1	1	NUM
bracis-33614	196	21	,	,	PUNCT
bracis-33614	196	22	 	 	SPACE
bracis-33614	196	23	870.03	870.03	NUM
bracis-33614	196	24	.	.	PUNCT
bracis-33614	197	1	a	a	DET
bracis-33614	197	2	more	more	ADV
bracis-33614	197	3	detailed	detailed	ADJ
bracis-33614	197	4	analysis	analysis	NOUN
bracis-33614	197	5	involves	involve	VERB
bracis-33614	197	6	observing	observe	VERB
bracis-33614	197	7	the	the	DET
bracis-33614	197	8	performance	performance	NOUN
bracis-33614	197	9	of	of	ADP
bracis-33614	197	10	the	the	DET
bracis-33614	197	11	best	good	ADJ
bracis-33614	197	12	arima	arima	NOUN
bracis-33614	197	13	and	and	CCONJ
bracis-33614	197	14	sarima	sarima	NOUN
bracis-33614	197	15	models	model	NOUN
bracis-33614	197	16	across	across	ADP
bracis-33614	197	17	different	different	ADJ
bracis-33614	197	18	months	month	NOUN
bracis-33614	197	19	,	,	PUNCT
bracis-33614	197	20	as	as	SCONJ
bracis-33614	197	21	depicted	depict	VERB
bracis-33614	197	22	in	in	ADP
bracis-33614	197	23	fig	fig	NOUN
bracis-33614	197	24	.	.	PUNCT
bracis-33614	197	25	 	 	SPACE
bracis-33614	198	1	4	4	NUM
bracis-33614	198	2	.	.	PUNCT
bracis-33614	199	1	the	the	DET
bracis-33614	199	2	box	box	NOUN
bracis-33614	199	3	-	-	PUNCT
bracis-33614	199	4	plot	plot	NOUN
bracis-33614	199	5	indicates	indicate	VERB
bracis-33614	199	6	that	that	SCONJ
bracis-33614	199	7	for	for	ADP
bracis-33614	199	8	both	both	DET
bracis-33614	199	9	models	model	NOUN
bracis-33614	199	10	,	,	PUNCT
bracis-33614	199	11	the	the	DET
bracis-33614	199	12	best	good	ADJ
bracis-33614	199	13	performance	performance	NOUN
bracis-33614	199	14	was	be	AUX
bracis-33614	199	15	observed	observe	VERB
bracis-33614	199	16	in	in	ADP
bracis-33614	199	17	september	september	PROPN
bracis-33614	199	18	,	,	PUNCT
bracis-33614	199	19	while	while	SCONJ
bracis-33614	199	20	the	the	DET
bracis-33614	199	21	worst	bad	ADJ
bracis-33614	199	22	results	result	NOUN
bracis-33614	199	23	were	be	AUX
bracis-33614	199	24	attained	attain	VERB
bracis-33614	199	25	in	in	ADP
bracis-33614	199	26	december	december	PROPN
bracis-33614	199	27	.	.	PUNCT
bracis-33614	200	1	indeed	indeed	ADV
bracis-33614	200	2	,	,	PUNCT
bracis-33614	200	3	december	december	PROPN
bracis-33614	200	4	is	be	AUX
bracis-33614	200	5	the	the	DET
bracis-33614	200	6	month	month	NOUN
bracis-33614	200	7	with	with	ADP
bracis-33614	200	8	greater	great	ADJ
bracis-33614	200	9	variability	variability	NOUN
bracis-33614	200	10	in	in	ADP
bracis-33614	200	11	the	the	DET
bracis-33614	200	12	data	datum	NOUN
bracis-33614	200	13	(	(	PUNCT
bracis-33614	200	14	justified	justify	VERB
bracis-33614	200	15	by	by	ADP
bracis-33614	200	16	tourism	tourism	NOUN
bracis-33614	200	17	from	from	ADP
bracis-33614	200	18	the	the	DET
bracis-33614	200	19	holidays	holiday	NOUN
bracis-33614	200	20	)	)	PUNCT
bracis-33614	200	21	,	,	PUNCT
bracis-33614	200	22	which	which	PRON
bracis-33614	200	23	poses	pose	VERB
bracis-33614	200	24	difficulties	difficulty	NOUN
bracis-33614	200	25	to	to	ADP
bracis-33614	200	26	the	the	DET
bracis-33614	200	27	models	model	NOUN
bracis-33614	200	28	.	.	PUNCT
bracis-33614	201	1	fig	fig	NOUN
bracis-33614	201	2	.	.	PUNCT
bracis-33614	202	1	4	4	X
bracis-33614	202	2	.	.	X
bracis-33614	202	3	monthly	monthly	ADJ
bracis-33614	202	4	absolute	absolute	ADJ
bracis-33614	202	5	error	error	NOUN
bracis-33614	202	6	for	for	ADP
bracis-33614	202	7	the	the	DET
bracis-33614	202	8	best	good	ADJ
bracis-33614	202	9	arima	arima	NOUN
bracis-33614	202	10	/	/	SYM
bracis-33614	202	11	sarima	sarima	NOUN
bracis-33614	202	12	models	model	NOUN
bracis-33614	202	13	w.r.t	w.r.t	VERB
bracis-33614	202	14	.	.	PUNCT
bracis-33614	203	1	the	the	DET
bracis-33614	203	2	test	test	NOUN
bracis-33614	203	3	.	.	PUNCT
bracis-33614	204	1	full	full	ADJ
bracis-33614	204	2	size	size	NOUN
bracis-33614	204	3	image	image	NOUN
bracis-33614	204	4	fig	fig	NOUN
bracis-33614	204	5	.	.	PUNCT
bracis-33614	205	1	5	5	X
bracis-33614	205	2	.	.	X
bracis-33614	205	3	forecasts	forecast	NOUN
bracis-33614	205	4	and	and	CCONJ
bracis-33614	205	5	target	target	VERB
bracis-33614	205	6	variable	variable	NOUN
bracis-33614	205	7	on	on	ADP
bracis-33614	205	8	test	test	NOUN
bracis-33614	205	9	set	set	VERB
bracis-33614	205	10	.	.	PUNCT
bracis-33614	206	1	full	full	ADJ
bracis-33614	206	2	size	size	NOUN
bracis-33614	206	3	image	image	NOUN
bracis-33614	206	4	an	an	DET
bracis-33614	206	5	overview	overview	NOUN
bracis-33614	206	6	of	of	ADP
bracis-33614	206	7	the	the	DET
bracis-33614	206	8	forecasts	forecast	NOUN
bracis-33614	206	9	made	make	VERB
bracis-33614	206	10	by	by	ADP
bracis-33614	206	11	the	the	DET
bracis-33614	206	12	arima	arima	PROPN
bracis-33614	206	13	-	-	PUNCT
bracis-33614	206	14	sw2y	sw2y	PROPN
bracis-33614	206	15	and	and	CCONJ
bracis-33614	206	16	sarima	sarima	NOUN
bracis-33614	206	17	-	-	PUNCT
bracis-33614	206	18	ew	ew	NOUN
bracis-33614	206	19	 	 	SPACE
bracis-33614	206	20	(	(	PUNCT
bracis-33614	206	21	the	the	DET
bracis-33614	206	22	best	good	ADJ
bracis-33614	206	23	models	model	NOUN
bracis-33614	206	24	from	from	ADP
bracis-33614	206	25	table	table	NOUN
bracis-33614	206	26	 	 	SPACE
bracis-33614	206	27	4	4	NUM
bracis-33614	206	28	)	)	PUNCT
bracis-33614	206	29	and	and	CCONJ
bracis-33614	206	30	the	the	DET
bracis-33614	206	31	actual	actual	ADJ
bracis-33614	206	32	observed	observe	VERB
bracis-33614	206	33	time	time	NOUN
bracis-33614	206	34	series	series	PROPN
bracis-33614	206	35	(	(	PUNCT
bracis-33614	206	36	target	target	PROPN
bracis-33614	206	37	)	)	PUNCT
bracis-33614	206	38	is	be	AUX
bracis-33614	206	39	provided	provide	VERB
bracis-33614	206	40	by	by	ADP
bracis-33614	206	41	fig	fig	NOUN
bracis-33614	206	42	.	.	PUNCT
bracis-33614	206	43	 	 	SPACE
bracis-33614	207	1	5	5	NUM
bracis-33614	207	2	.	.	PUNCT
bracis-33614	207	3	relevant	relevant	ADJ
bracis-33614	207	4	months	month	NOUN
bracis-33614	207	5	in	in	ADP
bracis-33614	207	6	terms	term	NOUN
bracis-33614	207	7	of	of	ADP
bracis-33614	207	8	water	water	NOUN
bracis-33614	207	9	demand	demand	NOUN
bracis-33614	207	10	forecasting	forecasting	NOUN
bracis-33614	207	11	are	be	AUX
bracis-33614	207	12	zoomed	zoom	VERB
bracis-33614	207	13	in	in	ADP
bracis-33614	207	14	to	to	PART
bracis-33614	207	15	highlight	highlight	VERB
bracis-33614	207	16	the	the	DET
bracis-33614	207	17	performance	performance	NOUN
bracis-33614	207	18	of	of	ADP
bracis-33614	207	19	both	both	DET
bracis-33614	207	20	models	model	NOUN
bracis-33614	207	21	in	in	ADP
bracis-33614	207	22	fig	fig	NOUN
bracis-33614	207	23	.	.	PUNCT
bracis-33614	207	24	 	 	SPACE
bracis-33614	208	1	6	6	NUM
bracis-33614	208	2	.	.	PUNCT
bracis-33614	209	1	in	in	ADP
bracis-33614	209	2	addition	addition	NOUN
bracis-33614	209	3	to	to	ADP
bracis-33614	209	4	the	the	DET
bracis-33614	209	5	best	good	ADJ
bracis-33614	209	6	and	and	CCONJ
bracis-33614	209	7	worst	bad	ADJ
bracis-33614	209	8	months	month	NOUN
bracis-33614	209	9	in	in	ADP
bracis-33614	209	10	terms	term	NOUN
bracis-33614	209	11	of	of	ADP
bracis-33614	209	12	water	water	NOUN
bracis-33614	209	13	demand	demand	NOUN
bracis-33614	209	14	forecasts	forecast	NOUN
bracis-33614	209	15	previously	previously	ADV
bracis-33614	209	16	discussed	discuss	VERB
bracis-33614	209	17	,	,	PUNCT
bracis-33614	209	18	january	january	PROPN
bracis-33614	209	19	and	and	CCONJ
bracis-33614	209	20	march	march	PROPN
bracis-33614	209	21	are	be	AUX
bracis-33614	209	22	emphasized	emphasize	VERB
bracis-33614	209	23	due	due	ADP
bracis-33614	209	24	to	to	ADP
bracis-33614	209	25	their	their	PRON
bracis-33614	209	26	peculiar	peculiar	ADJ
bracis-33614	209	27	behavior	behavior	NOUN
bracis-33614	209	28	compared	compare	VERB
bracis-33614	209	29	to	to	ADP
bracis-33614	209	30	the	the	DET
bracis-33614	209	31	other	other	ADJ
bracis-33614	209	32	months	month	NOUN
bracis-33614	209	33	of	of	ADP
bracis-33614	209	34	the	the	DET
bracis-33614	209	35	year	year	NOUN
bracis-33614	209	36	,	,	PUNCT
bracis-33614	209	37	as	as	SCONJ
bracis-33614	209	38	discussed	discuss	VERB
bracis-33614	209	39	next	next	ADV
bracis-33614	209	40	.	.	PUNCT
bracis-33614	210	1	january	january	PROPN
bracis-33614	210	2	and	and	CCONJ
bracis-33614	210	3	december	december	PROPN
bracis-33614	210	4	are	be	AUX
bracis-33614	210	5	vacation	vacation	NOUN
bracis-33614	210	6	months	month	NOUN
bracis-33614	210	7	for	for	ADP
bracis-33614	210	8	most	most	ADJ
bracis-33614	210	9	people	people	NOUN
bracis-33614	210	10	in	in	ADP
bracis-33614	210	11	brazil	brazil	PROPN
bracis-33614	210	12	,	,	PUNCT
bracis-33614	210	13	which	which	PRON
bracis-33614	210	14	could	could	AUX
bracis-33614	210	15	account	account	VERB
bracis-33614	210	16	for	for	ADP
bracis-33614	210	17	the	the	DET
bracis-33614	210	18	distinct	distinct	ADJ
bracis-33614	210	19	trends	trend	NOUN
bracis-33614	210	20	observed	observe	VERB
bracis-33614	210	21	in	in	ADP
bracis-33614	210	22	the	the	DET
bracis-33614	210	23	graphs	graph	NOUN
bracis-33614	210	24	,	,	PUNCT
bracis-33614	210	25	posing	pose	VERB
bracis-33614	210	26	challenges	challenge	NOUN
bracis-33614	210	27	for	for	ADP
bracis-33614	210	28	effective	effective	ADJ
bracis-33614	210	29	predictions	prediction	NOUN
bracis-33614	210	30	by	by	ADP
bracis-33614	210	31	the	the	DET
bracis-33614	210	32	models	model	NOUN
bracis-33614	210	33	.	.	PUNCT
bracis-33614	211	1	in	in	ADP
bracis-33614	211	2	early	early	ADJ
bracis-33614	211	3	march	march	NOUN
bracis-33614	211	4	,	,	PUNCT
bracis-33614	211	5	the	the	DET
bracis-33614	211	6	carnival	carnival	NOUN
bracis-33614	211	7	holiday	holiday	NOUN
bracis-33614	211	8	can	can	AUX
bracis-33614	211	9	extend	extend	VERB
bracis-33614	211	10	up	up	ADP
bracis-33614	211	11	to	to	ADP
bracis-33614	211	12	a	a	DET
bracis-33614	211	13	week	week	NOUN
bracis-33614	211	14	,	,	PUNCT
bracis-33614	211	15	leading	lead	VERB
bracis-33614	211	16	to	to	ADP
bracis-33614	211	17	increased	increase	VERB
bracis-33614	211	18	travel	travel	NOUN
bracis-33614	211	19	to	to	ADP
bracis-33614	211	20	the	the	DET
bracis-33614	211	21	city	city	NOUN
bracis-33614	211	22	and	and	CCONJ
bracis-33614	211	23	higher	high	ADJ
bracis-33614	211	24	water	water	NOUN
bracis-33614	211	25	demand	demand	NOUN
bracis-33614	211	26	,	,	PUNCT
bracis-33614	211	27	possibly	possibly	ADV
bracis-33614	211	28	explaining	explain	VERB
bracis-33614	211	29	the	the	DET
bracis-33614	211	30	spike	spike	NOUN
bracis-33614	211	31	in	in	ADP
bracis-33614	211	32	the	the	DET
bracis-33614	211	33	graph	graph	NOUN
bracis-33614	211	34	.	.	PUNCT
bracis-33614	212	1	conversely	conversely	ADV
bracis-33614	212	2	,	,	PUNCT
bracis-33614	212	3	september	september	PROPN
bracis-33614	212	4	is	be	AUX
bracis-33614	212	5	not	not	PART
bracis-33614	212	6	a	a	DET
bracis-33614	212	7	holiday	holiday	NOUN
bracis-33614	212	8	season	season	NOUN
bracis-33614	212	9	,	,	PUNCT
bracis-33614	212	10	resulting	result	VERB
bracis-33614	212	11	in	in	ADP
bracis-33614	212	12	fewer	few	ADJ
bracis-33614	212	13	people	people	NOUN
bracis-33614	212	14	traveling	travel	VERB
bracis-33614	212	15	to	to	ADP
bracis-33614	212	16	the	the	DET
bracis-33614	212	17	coast	coast	NOUN
bracis-33614	212	18	and	and	CCONJ
bracis-33614	212	19	less	less	ADJ
bracis-33614	212	20	variation	variation	NOUN
bracis-33614	212	21	in	in	ADP
bracis-33614	212	22	water	water	NOUN
bracis-33614	212	23	demand	demand	NOUN
bracis-33614	212	24	.	.	PUNCT
bracis-33614	213	1	the	the	DET
bracis-33614	213	2	“	"	PUNCT
bracis-33614	213	3	stable	stable	ADJ
bracis-33614	213	4	”	"	PUNCT
bracis-33614	213	5	data	datum	NOUN
bracis-33614	213	6	observed	observe	VERB
bracis-33614	213	7	during	during	ADP
bracis-33614	213	8	this	this	DET
bracis-33614	213	9	month	month	NOUN
bracis-33614	213	10	may	may	AUX
bracis-33614	213	11	contribute	contribute	VERB
bracis-33614	213	12	to	to	ADP
bracis-33614	213	13	the	the	DET
bracis-33614	213	14	better	well	ADJ
bracis-33614	213	15	performance	performance	NOUN
bracis-33614	213	16	of	of	ADP
bracis-33614	213	17	both	both	DET
bracis-33614	213	18	models	model	NOUN
bracis-33614	213	19	.	.	PUNCT
bracis-33614	214	1	fig	fig	NOUN
bracis-33614	214	2	.	.	PUNCT
bracis-33614	215	1	6	6	NUM
bracis-33614	215	2	.	.	X
bracis-33614	215	3	forecasts	forecast	NOUN
bracis-33614	215	4	and	and	CCONJ
bracis-33614	215	5	target	target	VERB
bracis-33614	215	6	variable	variable	NOUN
bracis-33614	215	7	on	on	ADP
bracis-33614	215	8	test	test	NOUN
bracis-33614	215	9	set	set	VERB
bracis-33614	215	10	for	for	ADP
bracis-33614	215	11	selected	select	VERB
bracis-33614	215	12	months	month	NOUN
bracis-33614	215	13	.	.	PUNCT
bracis-33614	216	1	full	full	ADJ
bracis-33614	216	2	size	size	NOUN
bracis-33614	216	3	image	image	NOUN
bracis-33614	216	4	4.5	4.5	NUM
bracis-33614	216	5	comparison	comparison	NOUN
bracis-33614	216	6	with	with	ADP
bracis-33614	216	7	 	 	SPACE
bracis-33614	216	8	related	relate	VERB
bracis-33614	216	9	study	study	NOUN
bracis-33614	216	10	as	as	SCONJ
bracis-33614	216	11	previously	previously	ADV
bracis-33614	216	12	mentioned	mention	VERB
bracis-33614	216	13	,	,	PUNCT
bracis-33614	216	14	the	the	DET
bracis-33614	216	15	work	work	NOUN
bracis-33614	216	16	from	from	ADP
bracis-33614	216	17	vieira	vieira	PROPN
bracis-33614	216	18	et	et	PROPN
bracis-33614	216	19	al	al	PROPN
bracis-33614	216	20	.	.	PUNCT
bracis-33614	216	21	 	 	SPACE
bracis-33614	217	1	[	[	X
bracis-33614	217	2	12	12	NUM
bracis-33614	217	3	]	]	PUNCT
bracis-33614	217	4	serves	serve	VERB
bracis-33614	217	5	as	as	ADP
bracis-33614	217	6	a	a	DET
bracis-33614	217	7	baseline	baseline	NOUN
bracis-33614	217	8	for	for	ADP
bracis-33614	217	9	this	this	DET
bracis-33614	217	10	study	study	NOUN
bracis-33614	217	11	.	.	PUNCT
bracis-33614	218	1	both	both	DET
bracis-33614	218	2	studies	study	NOUN
bracis-33614	218	3	had	have	VERB
bracis-33614	218	4	the	the	DET
bracis-33614	218	5	same	same	ADJ
bracis-33614	218	6	primary	primary	ADJ
bracis-33614	218	7	objective	objective	NOUN
bracis-33614	218	8	and	and	CCONJ
bracis-33614	218	9	employed	employ	VERB
bracis-33614	218	10	identical	identical	ADJ
bracis-33614	218	11	backtesting	backtesting	NOUN
bracis-33614	218	12	configurations	configuration	NOUN
bracis-33614	218	13	,	,	PUNCT
bracis-33614	218	14	with	with	ADP
bracis-33614	218	15	a	a	DET
bracis-33614	218	16	7	7	NUM
bracis-33614	218	17	-	-	PUNCT
bracis-33614	218	18	day	day	NOUN
bracis-33614	218	19	prediction	prediction	NOUN
bracis-33614	218	20	horizon	horizon	NOUN
bracis-33614	218	21	and	and	CCONJ
bracis-33614	218	22	daily	daily	ADJ
bracis-33614	218	23	frequency	frequency	NOUN
bracis-33614	218	24	for	for	ADP
bracis-33614	218	25	forecasts	forecast	NOUN
bracis-33614	218	26	.	.	PUNCT
bracis-33614	219	1	therefore	therefore	ADV
bracis-33614	219	2	,	,	PUNCT
bracis-33614	219	3	both	both	DET
bracis-33614	219	4	studies	study	NOUN
bracis-33614	219	5	can	can	AUX
bracis-33614	219	6	be	be	AUX
bracis-33614	219	7	fairly	fairly	ADV
bracis-33614	219	8	compared	compare	VERB
bracis-33614	219	9	between	between	ADP
bracis-33614	219	10	each	each	DET
bracis-33614	219	11	other	other	ADJ
bracis-33614	219	12	.	.	PUNCT
bracis-33614	220	1	results	result	NOUN
bracis-33614	220	2	to	to	PART
bracis-33614	220	3	support	support	VERB
bracis-33614	220	4	such	such	DET
bracis-33614	220	5	a	a	DET
bracis-33614	220	6	comparison	comparison	NOUN
bracis-33614	220	7	were	be	AUX
bracis-33614	220	8	already	already	ADV
bracis-33614	220	9	presented	present	VERB
bracis-33614	220	10	in	in	ADP
bracis-33614	220	11	table	table	NOUN
bracis-33614	220	12	 	 	SPACE
bracis-33614	220	13	4	4	NUM
bracis-33614	220	14	,	,	PUNCT
bracis-33614	220	15	where	where	SCONJ
bracis-33614	220	16	the	the	DET
bracis-33614	220	17	models	model	NOUN
bracis-33614	220	18	from	from	ADP
bracis-33614	220	19	the	the	DET
bracis-33614	220	20	present	present	ADJ
bracis-33614	220	21	study	study	NOUN
bracis-33614	220	22	are	be	AUX
bracis-33614	220	23	placed	place	VERB
bracis-33614	220	24	in	in	ADP
bracis-33614	220	25	perspective	perspective	NOUN
bracis-33614	220	26	w.r.t	w.r.t	NOUN
bracis-33614	220	27	.	.	PUNCT
bracis-33614	221	1	the	the	DET
bracis-33614	221	2	best	good	ADJ
bracis-33614	221	3	model	model	NOUN
bracis-33614	221	4	from	from	ADP
bracis-33614	221	5	the	the	DET
bracis-33614	221	6	work	work	NOUN
bracis-33614	221	7	of	of	ADP
bracis-33614	221	8	vieira	vieira	PROPN
bracis-33614	221	9	et	et	PROPN
bracis-33614	221	10	al	al	PROPN
bracis-33614	221	11	.	.	PROPN
bracis-33614	221	12	,	,	PUNCT
bracis-33614	221	13	for	for	ADP
bracis-33614	221	14	each	each	DET
bracis-33614	221	15	backtesting	backtesting	NOUN
bracis-33614	221	16	configuration	configuration	NOUN
bracis-33614	221	17	.	.	PUNCT
bracis-33614	222	1	in	in	ADP
bracis-33614	222	2	the	the	DET
bracis-33614	222	3	ew	ew	NOUN
bracis-33614	222	4	configuration	configuration	NOUN
bracis-33614	222	5	,	,	PUNCT
bracis-33614	222	6	mlp	mlp	PROPN
bracis-33614	222	7	outperformed	outperform	VERB
bracis-33614	222	8	both	both	DET
bracis-33614	222	9	time	time	NOUN
bracis-33614	222	10	series	series	PROPN
bracis-33614	222	11	methods	method	NOUN
bracis-33614	222	12	.	.	PUNCT
bracis-33614	223	1	for	for	ADP
bracis-33614	223	2	the	the	DET
bracis-33614	223	3	sw1y	sw1y	ADJ
bracis-33614	223	4	training	training	NOUN
bracis-33614	223	5	window	window	NOUN
bracis-33614	223	6	size	size	NOUN
bracis-33614	223	7	,	,	PUNCT
bracis-33614	223	8	knn	knn	PROPN
bracis-33614	223	9	exhibited	exhibit	VERB
bracis-33614	223	10	superior	superior	ADJ
bracis-33614	223	11	performance	performance	NOUN
bracis-33614	223	12	in	in	ADP
bracis-33614	223	13	previous	previous	ADJ
bracis-33614	223	14	research	research	NOUN
bracis-33614	223	15	but	but	CCONJ
bracis-33614	223	16	was	be	AUX
bracis-33614	223	17	surpassed	surpass	VERB
bracis-33614	223	18	by	by	ADP
bracis-33614	223	19	the	the	DET
bracis-33614	223	20	arima	arima	PROPN
bracis-33614	223	21	model	model	NOUN
bracis-33614	223	22	in	in	ADP
bracis-33614	223	23	this	this	DET
bracis-33614	223	24	study	study	NOUN
bracis-33614	223	25	.	.	PUNCT
bracis-33614	224	1	similarly	similarly	ADV
bracis-33614	224	2	,	,	PUNCT
bracis-33614	224	3	in	in	ADP
bracis-33614	224	4	the	the	DET
bracis-33614	224	5	sw2y	sw2y	PROPN
bracis-33614	224	6	training	training	NOUN
bracis-33614	224	7	window	window	NOUN
bracis-33614	224	8	size	size	NOUN
bracis-33614	224	9	configuration	configuration	NOUN
bracis-33614	224	10	,	,	PUNCT
bracis-33614	224	11	the	the	DET
bracis-33614	224	12	arima	arima	PROPN
bracis-33614	224	13	model	model	NOUN
bracis-33614	224	14	also	also	ADV
bracis-33614	224	15	outperformed	outperform	VERB
bracis-33614	224	16	the	the	DET
bracis-33614	224	17	machine	machine	NOUN
bracis-33614	224	18	learning	learn	VERB
bracis-33614	224	19	methods	method	NOUN
bracis-33614	224	20	under	under	ADP
bracis-33614	224	21	evaluation	evaluation	NOUN
bracis-33614	224	22	by	by	ADP
bracis-33614	224	23	vieira	vieira	NOUN
bracis-33614	224	24	and	and	CCONJ
bracis-33614	224	25	colleagues	colleague	NOUN
bracis-33614	224	26	.	.	PUNCT
bracis-33614	225	1	while	while	SCONJ
bracis-33614	225	2	previous	previous	ADJ
bracis-33614	225	3	research	research	NOUN
bracis-33614	225	4	indicated	indicate	VERB
bracis-33614	225	5	superior	superior	ADJ
bracis-33614	225	6	results	result	NOUN
bracis-33614	225	7	with	with	ADP
bracis-33614	225	8	machine	machine	NOUN
bracis-33614	225	9	learning	learning	NOUN
bracis-33614	225	10	methods	method	NOUN
bracis-33614	225	11	using	use	VERB
bracis-33614	225	12	the	the	DET
bracis-33614	225	13	ew	ew	ADJ
bracis-33614	225	14	approach	approach	NOUN
bracis-33614	225	15	,	,	PUNCT
bracis-33614	225	16	the	the	DET
bracis-33614	225	17	current	current	ADJ
bracis-33614	225	18	study	study	NOUN
bracis-33614	225	19	demonstrates	demonstrate	VERB
bracis-33614	225	20	that	that	SCONJ
bracis-33614	225	21	the	the	DET
bracis-33614	225	22	statistical	statistical	ADJ
bracis-33614	225	23	models	model	NOUN
bracis-33614	225	24	performed	perform	VERB
bracis-33614	225	25	better	well	ADV
bracis-33614	225	26	with	with	ADP
bracis-33614	225	27	the	the	DET
bracis-33614	225	28	sw	sw	PROPN
bracis-33614	225	29	method	method	NOUN
bracis-33614	225	30	.	.	PUNCT
bracis-33614	226	1	one	one	NUM
bracis-33614	226	2	plausible	plausible	ADJ
bracis-33614	226	3	explanation	explanation	NOUN
bracis-33614	226	4	for	for	ADP
bracis-33614	226	5	this	this	PRON
bracis-33614	226	6	is	be	AUX
bracis-33614	226	7	that	that	SCONJ
bracis-33614	226	8	as	as	SCONJ
bracis-33614	226	9	time	time	NOUN
bracis-33614	226	10	progresses	progress	NOUN
bracis-33614	226	11	,	,	PUNCT
bracis-33614	226	12	older	old	ADJ
bracis-33614	226	13	data	datum	NOUN
bracis-33614	226	14	lose	lose	VERB
bracis-33614	226	15	significance	significance	NOUN
bracis-33614	226	16	and	and	CCONJ
bracis-33614	226	17	no	no	ADV
bracis-33614	226	18	longer	long	ADV
bracis-33614	226	19	affects	affect	VERB
bracis-33614	226	20	current	current	ADJ
bracis-33614	226	21	forecasts	forecast	NOUN
bracis-33614	226	22	as	as	ADV
bracis-33614	226	23	much	much	ADV
bracis-33614	226	24	.	.	PUNCT
bracis-33614	227	1	this	this	PRON
bracis-33614	227	2	might	might	AUX
bracis-33614	227	3	arise	arise	VERB
bracis-33614	227	4	due	due	ADP
bracis-33614	227	5	to	to	ADP
bracis-33614	227	6	population	population	NOUN
bracis-33614	227	7	increase	increase	NOUN
bracis-33614	227	8	and/or	and/or	CCONJ
bracis-33614	227	9	greater	great	ADJ
bracis-33614	227	10	tourism	tourism	NOUN
bracis-33614	227	11	influx	influx	VERB
bracis-33614	227	12	in	in	ADP
bracis-33614	227	13	the	the	DET
bracis-33614	227	14	recent	recent	ADJ
bracis-33614	227	15	years	year	NOUN
bracis-33614	227	16	,	,	PUNCT
bracis-33614	227	17	in	in	ADP
bracis-33614	227	18	comparison	comparison	NOUN
bracis-33614	227	19	to	to	ADP
bracis-33614	227	20	previous	previous	ADJ
bracis-33614	227	21	ones	one	NOUN
bracis-33614	227	22	.	.	PUNCT
bracis-33614	228	1	in	in	ADP
bracis-33614	228	2	summary	summary	NOUN
bracis-33614	228	3	,	,	PUNCT
bracis-33614	228	4	both	both	CCONJ
bracis-33614	228	5	the	the	DET
bracis-33614	228	6	mlp	mlp	NOUN
bracis-33614	228	7	with	with	ADP
bracis-33614	228	8	the	the	DET
bracis-33614	228	9	ew	ew	NOUN
bracis-33614	228	10	and	and	CCONJ
bracis-33614	228	11	the	the	DET
bracis-33614	228	12	arima	arima	NOUN
bracis-33614	228	13	with	with	ADP
bracis-33614	228	14	the	the	DET
bracis-33614	228	15	sw	sw	PROPN
bracis-33614	228	16	produced	produce	VERB
bracis-33614	228	17	comparable	comparable	ADJ
bracis-33614	228	18	results	result	NOUN
bracis-33614	228	19	.	.	PUNCT
bracis-33614	229	1	this	this	DET
bracis-33614	229	2	study	study	NOUN
bracis-33614	229	3	underscores	underscore	VERB
bracis-33614	229	4	the	the	DET
bracis-33614	229	5	importance	importance	NOUN
bracis-33614	229	6	of	of	ADP
bracis-33614	229	7	effectively	effectively	ADV
bracis-33614	229	8	exploring	explore	VERB
bracis-33614	229	9	the	the	DET
bracis-33614	229	10	full	full	ADJ
bracis-33614	229	11	capabilities	capability	NOUN
bracis-33614	229	12	of	of	ADP
bracis-33614	229	13	statistical	statistical	ADJ
bracis-33614	229	14	methods	method	NOUN
bracis-33614	229	15	in	in	ADP
bracis-33614	229	16	time	time	NOUN
bracis-33614	229	17	series	series	PROPN
bracis-33614	229	18	problems	problem	NOUN
bracis-33614	229	19	,	,	PUNCT
bracis-33614	229	20	conducting	conduct	VERB
bracis-33614	229	21	thorough	thorough	ADJ
bracis-33614	229	22	data	datum	NOUN
bracis-33614	229	23	analysis	analysis	NOUN
bracis-33614	229	24	,	,	PUNCT
bracis-33614	229	25	and	and	CCONJ
bracis-33614	229	26	optimizing	optimize	VERB
bracis-33614	229	27	their	their	PRON
bracis-33614	229	28	hyperparameters	hyperparameter	NOUN
bracis-33614	229	29	.	.	PUNCT
bracis-33614	230	1	in	in	ADP
bracis-33614	230	2	this	this	DET
bracis-33614	230	3	work	work	NOUN
bracis-33614	230	4	,	,	PUNCT
bracis-33614	230	5	relying	rely	VERB
bracis-33614	230	6	solely	solely	ADV
bracis-33614	230	7	on	on	ADP
bracis-33614	230	8	historical	historical	ADJ
bracis-33614	230	9	data	datum	NOUN
bracis-33614	230	10	,	,	PUNCT
bracis-33614	230	11	the	the	DET
bracis-33614	230	12	statistical	statistical	ADJ
bracis-33614	230	13	model	model	NOUN
bracis-33614	230	14	(	(	PUNCT
bracis-33614	230	15	which	which	PRON
bracis-33614	230	16	is	be	AUX
bracis-33614	230	17	univariate	univariate	ADJ
bracis-33614	230	18	)	)	PUNCT
bracis-33614	230	19	even	even	ADV
bracis-33614	230	20	achieved	achieve	VERB
bracis-33614	230	21	better	well	ADJ
bracis-33614	230	22	rmse	rmse	NOUN
bracis-33614	230	23	and	and	CCONJ
bracis-33614	230	24	mape	mape	NOUN
bracis-33614	230	25	metrics	metric	NOUN
bracis-33614	230	26	than	than	ADP
bracis-33614	230	27	the	the	DET
bracis-33614	230	28	machine	machine	NOUN
bracis-33614	230	29	learning	learning	NOUN
bracis-33614	230	30	models	model	NOUN
bracis-33614	230	31	,	,	PUNCT
bracis-33614	230	32	which	which	PRON
bracis-33614	230	33	also	also	ADV
bracis-33614	230	34	incorporated	incorporate	VERB
bracis-33614	230	35	calendar	calendar	NOUN
bracis-33614	230	36	and	and	CCONJ
bracis-33614	230	37	meteorological	meteorological	ADJ
bracis-33614	230	38	variables	variable	NOUN
bracis-33614	230	39	.	.	PUNCT
bracis-33614	231	1	5	5	NUM
bracis-33614	231	2	conclusions	conclusion	NOUN
bracis-33614	231	3	this	this	DET
bracis-33614	231	4	research	research	NOUN
bracis-33614	231	5	presented	present	VERB
bracis-33614	231	6	a	a	DET
bracis-33614	231	7	case	case	NOUN
bracis-33614	231	8	study	study	NOUN
bracis-33614	231	9	conducted	conduct	VERB
bracis-33614	231	10	in	in	ADP
bracis-33614	231	11	guaratuba	guaratuba	PROPN
bracis-33614	231	12	pr	pr	X
bracis-33614	231	13	brazil	brazil	PROPN
bracis-33614	231	14	,	,	PUNCT
bracis-33614	231	15	aimed	aim	VERB
bracis-33614	231	16	at	at	ADP
bracis-33614	231	17	forecasting	forecast	VERB
bracis-33614	231	18	its	its	PRON
bracis-33614	231	19	daily	daily	ADJ
bracis-33614	231	20	water	water	NOUN
bracis-33614	231	21	demand	demand	NOUN
bracis-33614	231	22	over	over	ADP
bracis-33614	231	23	a	a	DET
bracis-33614	231	24	7	7	NUM
bracis-33614	231	25	-	-	PUNCT
bracis-33614	231	26	day	day	NOUN
bracis-33614	231	27	horizon	horizon	NOUN
bracis-33614	231	28	using	use	VERB
bracis-33614	231	29	statistical	statistical	ADJ
bracis-33614	231	30	methods	method	NOUN
bracis-33614	231	31	.	.	PUNCT
bracis-33614	232	1	in	in	ADP
bracis-33614	232	2	a	a	DET
bracis-33614	232	3	previous	previous	ADJ
bracis-33614	232	4	investigation	investigation	NOUN
bracis-33614	232	5	 	 	SPACE
bracis-33614	232	6	[	[	X
bracis-33614	232	7	12	12	NUM
bracis-33614	232	8	]	]	PUNCT
bracis-33614	232	9	,	,	PUNCT
bracis-33614	232	10	the	the	DET
bracis-33614	232	11	authors	author	NOUN
bracis-33614	232	12	pursued	pursue	VERB
bracis-33614	232	13	the	the	DET
bracis-33614	232	14	same	same	ADJ
bracis-33614	232	15	objective	objective	NOUN
bracis-33614	232	16	with	with	ADP
bracis-33614	232	17	a	a	DET
bracis-33614	232	18	regression	regression	NOUN
bracis-33614	232	19	oriented	orient	VERB
bracis-33614	232	20	approach	approach	NOUN
bracis-33614	232	21	employing	employ	VERB
bracis-33614	232	22	machine	machine	NOUN
bracis-33614	232	23	learning	learning	NOUN
bracis-33614	232	24	models	model	NOUN
bracis-33614	232	25	.	.	PUNCT
bracis-33614	233	1	both	both	DET
bracis-33614	233	2	approaches	approach	VERB
bracis-33614	233	3	employed	employ	VERB
bracis-33614	233	4	backtesting	backteste	VERB
bracis-33614	233	5	for	for	ADP
bracis-33614	233	6	model	model	NOUN
bracis-33614	233	7	validation	validation	NOUN
bracis-33614	233	8	and	and	CCONJ
bracis-33614	233	9	assessment	assessment	NOUN
bracis-33614	233	10	.	.	PUNCT
bracis-33614	234	1	a	a	DET
bracis-33614	234	2	comparison	comparison	NOUN
bracis-33614	234	3	between	between	ADP
bracis-33614	234	4	the	the	DET
bracis-33614	234	5	results	result	NOUN
bracis-33614	234	6	obtained	obtain	VERB
bracis-33614	234	7	from	from	ADP
bracis-33614	234	8	the	the	DET
bracis-33614	234	9	two	two	NUM
bracis-33614	234	10	studies	study	NOUN
bracis-33614	234	11	revealed	reveal	VERB
bracis-33614	234	12	similar	similar	ADJ
bracis-33614	234	13	outcomes	outcome	NOUN
bracis-33614	234	14	,	,	PUNCT
bracis-33614	234	15	with	with	ADP
bracis-33614	234	16	machine	machine	NOUN
bracis-33614	234	17	learning	learning	NOUN
bracis-33614	234	18	methods	method	NOUN
bracis-33614	234	19	performing	perform	VERB
bracis-33614	234	20	better	well	ADV
bracis-33614	234	21	when	when	SCONJ
bracis-33614	234	22	coupled	couple	VERB
bracis-33614	234	23	with	with	ADP
bracis-33614	234	24	an	an	DET
bracis-33614	234	25	expanding	expand	VERB
bracis-33614	234	26	window	window	NOUN
bracis-33614	234	27	approach	approach	NOUN
bracis-33614	234	28	.	.	PUNCT
bracis-33614	235	1	conversely	conversely	ADV
bracis-33614	235	2	,	,	PUNCT
bracis-33614	235	3	statistical	statistical	ADJ
bracis-33614	235	4	models	model	NOUN
bracis-33614	235	5	performed	perform	VERB
bracis-33614	235	6	better	well	ADV
bracis-33614	235	7	with	with	ADP
bracis-33614	235	8	sliding	slide	VERB
bracis-33614	235	9	windows	window	NOUN
bracis-33614	235	10	.	.	PUNCT
bracis-33614	236	1	overall	overall	ADV
bracis-33614	236	2	,	,	PUNCT
bracis-33614	236	3	the	the	DET
bracis-33614	236	4	mlp	mlp	NOUN
bracis-33614	236	5	models	model	NOUN
bracis-33614	236	6	with	with	ADP
bracis-33614	236	7	expanding	expand	VERB
bracis-33614	236	8	window	window	NOUN
bracis-33614	236	9	 	 	SPACE
bracis-33614	236	10	(	(	PUNCT
bracis-33614	236	11	mlp	mlp	NOUN
bracis-33614	236	12	-	-	PUNCT
bracis-33614	236	13	ew	ew	NOUN
bracis-33614	236	14	)	)	PUNCT
bracis-33614	236	15	and	and	CCONJ
bracis-33614	236	16	arima	arima	PROPN
bracis-33614	236	17	with	with	ADP
bracis-33614	236	18	a	a	DET
bracis-33614	236	19	2	2	NUM
bracis-33614	236	20	 	 	SPACE
bracis-33614	236	21	year	year	NOUN
bracis-33614	236	22	sliding	slide	VERB
bracis-33614	236	23	window	window	NOUN
bracis-33614	236	24	training	training	NOUN
bracis-33614	236	25	window	window	NOUN
bracis-33614	236	26	size	size	NOUN
bracis-33614	236	27	 	 	SPACE
bracis-33614	236	28	(	(	PUNCT
bracis-33614	236	29	arima	arima	NOUN
bracis-33614	236	30	-	-	PUNCT
bracis-33614	236	31	sw2y	sw2y	PROPN
bracis-33614	236	32	)	)	PUNCT
bracis-33614	236	33	achieved	achieve	VERB
bracis-33614	236	34	the	the	DET
bracis-33614	236	35	best	good	ADJ
bracis-33614	236	36	performances	performance	NOUN
bracis-33614	236	37	,	,	PUNCT
bracis-33614	236	38	with	with	ADP
bracis-33614	236	39	arima	arima	PROPN
bracis-33614	236	40	-	-	PUNCT
bracis-33614	236	41	sw2y	sw2y	PROPN
bracis-33614	236	42	showing	show	VERB
bracis-33614	236	43	an	an	DET
bracis-33614	236	44	advantage	advantage	NOUN
bracis-33614	236	45	in	in	ADP
bracis-33614	236	46	rmse	rmse	NOUN
bracis-33614	236	47	and	and	CCONJ
bracis-33614	236	48	mape	mape	NOUN
bracis-33614	236	49	metrics	metric	NOUN
bracis-33614	236	50	.	.	PUNCT
bracis-33614	237	1	this	this	DET
bracis-33614	237	2	study	study	NOUN
bracis-33614	237	3	demonstrated	demonstrate	VERB
bracis-33614	237	4	the	the	DET
bracis-33614	237	5	utility	utility	NOUN
bracis-33614	237	6	of	of	ADP
bracis-33614	237	7	statistical	statistical	ADJ
bracis-33614	237	8	models	model	NOUN
bracis-33614	237	9	,	,	PUNCT
bracis-33614	237	10	specifically	specifically	ADV
bracis-33614	237	11	arima	arima	NOUN
bracis-33614	237	12	and	and	CCONJ
bracis-33614	237	13	sarima	sarima	NOUN
bracis-33614	237	14	,	,	PUNCT
bracis-33614	237	15	in	in	ADP
bracis-33614	237	16	forecasting	forecast	VERB
bracis-33614	237	17	urban	urban	ADJ
bracis-33614	237	18	water	water	NOUN
bracis-33614	237	19	demand	demand	NOUN
bracis-33614	237	20	,	,	PUNCT
bracis-33614	237	21	even	even	ADV
bracis-33614	237	22	over	over	ADP
bracis-33614	237	23	a	a	DET
bracis-33614	237	24	7	7	NUM
bracis-33614	237	25	-	-	PUNCT
bracis-33614	237	26	day	day	NOUN
bracis-33614	237	27	horizon	horizon	NOUN
bracis-33614	237	28	.	.	PUNCT
bracis-33614	238	1	in	in	ADP
bracis-33614	238	2	general	general	ADJ
bracis-33614	238	3	,	,	PUNCT
bracis-33614	238	4	there	there	PRON
bracis-33614	238	5	is	be	VERB
bracis-33614	238	6	a	a	DET
bracis-33614	238	7	widely	widely	ADV
bracis-33614	238	8	held	hold	VERB
bracis-33614	238	9	view	view	NOUN
bracis-33614	238	10	among	among	ADP
bracis-33614	238	11	researchers	researcher	NOUN
bracis-33614	238	12	that	that	SCONJ
bracis-33614	238	13	statistical	statistical	ADJ
bracis-33614	238	14	models	model	NOUN
bracis-33614	238	15	are	be	AUX
bracis-33614	238	16	particularly	particularly	ADV
bracis-33614	238	17	suitable	suitable	ADJ
bracis-33614	238	18	for	for	ADP
bracis-33614	238	19	short	short	ADJ
bracis-33614	238	20	-	-	PUNCT
bracis-33614	238	21	term	term	NOUN
bracis-33614	238	22	forecasts	forecast	NOUN
bracis-33614	238	23	in	in	ADP
bracis-33614	238	24	urban	urban	ADJ
bracis-33614	238	25	water	water	NOUN
bracis-33614	238	26	demand	demand	NOUN
bracis-33614	238	27	(	(	PUNCT
bracis-33614	238	28	uwd	uwd	ADJ
bracis-33614	238	29	)	)	PUNCT
bracis-33614	238	30	,	,	PUNCT
bracis-33614	238	31	typically	typically	ADV
bracis-33614	238	32	one	one	NUM
bracis-33614	238	33	day	day	NOUN
bracis-33614	238	34	ahead	ahead	ADV
bracis-33614	238	35	.	.	PUNCT
bracis-33614	239	1	in	in	ADP
bracis-33614	239	2	our	our	PRON
bracis-33614	239	3	case	case	NOUN
bracis-33614	239	4	,	,	PUNCT
bracis-33614	239	5	we	we	PRON
bracis-33614	239	6	extended	extend	VERB
bracis-33614	239	7	this	this	PRON
bracis-33614	239	8	to	to	ADP
bracis-33614	239	9	a	a	DET
bracis-33614	239	10	7	7	NUM
bracis-33614	239	11	-	-	PUNCT
bracis-33614	239	12	day	day	NOUN
bracis-33614	239	13	horizon	horizon	NOUN
bracis-33614	239	14	and	and	CCONJ
bracis-33614	239	15	achieved	achieve	VERB
bracis-33614	239	16	results	result	NOUN
bracis-33614	239	17	comparable	comparable	ADJ
bracis-33614	239	18	to	to	ADP
bracis-33614	239	19	those	those	PRON
bracis-33614	239	20	obtained	obtain	VERB
bracis-33614	239	21	using	use	VERB
bracis-33614	239	22	machine	machine	NOUN
bracis-33614	239	23	learning	learning	NOUN
bracis-33614	239	24	.	.	PUNCT
bracis-33614	240	1	based	base	VERB
bracis-33614	240	2	on	on	ADP
bracis-33614	240	3	our	our	PRON
bracis-33614	240	4	study	study	NOUN
bracis-33614	240	5	,	,	PUNCT
bracis-33614	240	6	we	we	PRON
bracis-33614	240	7	can	can	AUX
bracis-33614	240	8	conclude	conclude	VERB
bracis-33614	240	9	that	that	PRON
bracis-33614	240	10	traditional	traditional	ADJ
bracis-33614	240	11	arima	arima	NOUN
bracis-33614	240	12	and	and	CCONJ
bracis-33614	240	13	sarima	sarima	NOUN
bracis-33614	240	14	models	model	NOUN
bracis-33614	240	15	continue	continue	VERB
bracis-33614	240	16	to	to	PART
bracis-33614	240	17	serve	serve	VERB
bracis-33614	240	18	as	as	ADP
bracis-33614	240	19	a	a	DET
bracis-33614	240	20	robust	robust	ADJ
bracis-33614	240	21	baseline	baseline	NOUN
bracis-33614	240	22	for	for	ADP
bracis-33614	240	23	comparison	comparison	NOUN
bracis-33614	240	24	with	with	ADP
bracis-33614	240	25	more	more	ADJ
bracis-33614	240	26	complex	complex	ADJ
bracis-33614	240	27	machine	machine	NOUN
bracis-33614	240	28	learning	learning	NOUN
bracis-33614	240	29	models	model	NOUN
bracis-33614	240	30	.	.	PUNCT
bracis-33614	241	1	however	however	ADV
bracis-33614	241	2	,	,	PUNCT
bracis-33614	241	3	achieving	achieve	VERB
bracis-33614	241	4	an	an	DET
bracis-33614	241	5	appropriate	appropriate	ADJ
bracis-33614	241	6	model	model	NOUN
bracis-33614	241	7	requires	require	VERB
bracis-33614	241	8	comprehensive	comprehensive	ADJ
bracis-33614	241	9	data	datum	NOUN
bracis-33614	241	10	analysis	analysis	NOUN
bracis-33614	241	11	,	,	PUNCT
bracis-33614	241	12	proper	proper	ADJ
bracis-33614	241	13	tuning	tuning	NOUN
bracis-33614	241	14	of	of	ADP
bracis-33614	241	15	hyper	hyper	NOUN
bracis-33614	241	16	-	-	NOUN
bracis-33614	241	17	parameters	parameter	NOUN
bracis-33614	241	18	,	,	PUNCT
bracis-33614	241	19	and	and	CCONJ
bracis-33614	241	20	a	a	DET
bracis-33614	241	21	fair	fair	ADJ
bracis-33614	241	22	backtesting	backtesting	NOUN
bracis-33614	241	23	approach	approach	NOUN
bracis-33614	241	24	.	.	PUNCT
bracis-33614	242	1	in	in	ADP
bracis-33614	242	2	our	our	PRON
bracis-33614	242	3	work	work	NOUN
bracis-33614	242	4	,	,	PUNCT
bracis-33614	242	5	we	we	PRON
bracis-33614	242	6	identified	identify	VERB
bracis-33614	242	7	that	that	SCONJ
bracis-33614	242	8	many	many	ADJ
bracis-33614	242	9	studies	study	NOUN
bracis-33614	242	10	do	do	AUX
bracis-33614	242	11	not	not	PART
bracis-33614	242	12	conduct	conduct	VERB
bracis-33614	242	13	such	such	ADJ
bracis-33614	242	14	rigorous	rigorous	ADJ
bracis-33614	242	15	analyses	analysis	NOUN
bracis-33614	242	16	when	when	SCONJ
bracis-33614	242	17	using	use	VERB
bracis-33614	242	18	statistical	statistical	ADJ
bracis-33614	242	19	methods	method	NOUN
bracis-33614	242	20	as	as	ADP
bracis-33614	242	21	baselines	baseline	NOUN
bracis-33614	242	22	,	,	PUNCT
bracis-33614	242	23	potentially	potentially	ADV
bracis-33614	242	24	resulting	result	VERB
bracis-33614	242	25	in	in	ADP
bracis-33614	242	26	unfair	unfair	ADJ
bracis-33614	242	27	comparisons	comparison	NOUN
bracis-33614	242	28	and	and	CCONJ
bracis-33614	242	29	sub	sub	ADJ
bracis-33614	242	30	-	-	ADJ
bracis-33614	242	31	optimal	optimal	ADJ
bracis-33614	242	32	model	model	NOUN
bracis-33614	242	33	performance	performance	NOUN
bracis-33614	242	34	.	.	PUNCT
bracis-33614	243	1	it	it	PRON
bracis-33614	243	2	is	be	AUX
bracis-33614	243	3	important	important	ADJ
bracis-33614	243	4	to	to	PART
bracis-33614	243	5	note	note	VERB
bracis-33614	243	6	that	that	SCONJ
bracis-33614	243	7	this	this	DET
bracis-33614	243	8	study	study	NOUN
bracis-33614	243	9	addresses	address	VERB
bracis-33614	243	10	a	a	DET
bracis-33614	243	11	specific	specific	ADJ
bracis-33614	243	12	problem	problem	NOUN
bracis-33614	243	13	,	,	PUNCT
bracis-33614	243	14	and	and	CCONJ
bracis-33614	243	15	the	the	DET
bracis-33614	243	16	findings	finding	NOUN
bracis-33614	243	17	may	may	AUX
bracis-33614	243	18	not	not	PART
bracis-33614	243	19	be	be	AUX
bracis-33614	243	20	applicable	applicable	ADJ
bracis-33614	243	21	or	or	CCONJ
bracis-33614	243	22	extendable	extendable	ADJ
bracis-33614	243	23	to	to	ADP
bracis-33614	243	24	other	other	ADJ
bracis-33614	243	25	contexts	context	NOUN
bracis-33614	243	26	without	without	ADP
bracis-33614	243	27	further	further	ADJ
bracis-33614	243	28	evaluations	evaluation	NOUN
bracis-33614	243	29	.	.	PUNCT
bracis-33614	244	1	further	further	ADJ
bracis-33614	244	2	work	work	NOUN
bracis-33614	244	3	is	be	AUX
bracis-33614	244	4	in	in	ADP
bracis-33614	244	5	progress	progress	NOUN
bracis-33614	244	6	,	,	PUNCT
bracis-33614	244	7	in	in	ADP
bracis-33614	244	8	order	order	NOUN
bracis-33614	244	9	to	to	PART
bracis-33614	244	10	evaluate	evaluate	VERB
bracis-33614	244	11	long	long	ADJ
bracis-33614	244	12	short	short	ADJ
bracis-33614	244	13	-	-	PUNCT
bracis-33614	244	14	term	term	NOUN
bracis-33614	244	15	memory	memory	NOUN
bracis-33614	244	16	(	(	PUNCT
bracis-33614	244	17	lstm	lstm	NOUN
bracis-33614	244	18	)	)	PUNCT
bracis-33614	244	19	models	model	NOUN
bracis-33614	244	20	in	in	ADP
bracis-33614	244	21	this	this	DET
bracis-33614	244	22	context	context	NOUN
bracis-33614	244	23	.	.	PUNCT
bracis-33614	245	1	references	reference	NOUN
bracis-33614	245	2	adamowski	adamowski	PROPN
bracis-33614	245	3	,	,	PUNCT
bracis-33614	245	4	j.	j.	PROPN
bracis-33614	245	5	,	,	PUNCT
bracis-33614	245	6	et	et	PROPN
bracis-33614	245	7	 	 	SPACE
bracis-33614	245	8	al	al	PROPN
bracis-33614	245	9	.	.	PUNCT
bracis-33614	245	10	:	:	PUNCT
bracis-33614	246	1	comparison	comparison	NOUN
bracis-33614	246	2	of	of	ADP
bracis-33614	246	3	multiple	multiple	ADJ
bracis-33614	246	4	linear	linear	ADJ
bracis-33614	246	5	and	and	CCONJ
bracis-33614	246	6	nonlinear	nonlinear	ADJ
bracis-33614	246	7	regression	regression	NOUN
bracis-33614	246	8	,	,	PUNCT
bracis-33614	246	9	autoregressive	autoregressive	ADJ
bracis-33614	246	10	integrated	integrated	ADJ
bracis-33614	246	11	moving	move	VERB
bracis-33614	246	12	average	average	ADJ
bracis-33614	246	13	,	,	PUNCT
bracis-33614	246	14	artificial	artificial	ADJ
bracis-33614	246	15	neural	neural	ADJ
bracis-33614	246	16	network	network	NOUN
bracis-33614	246	17	,	,	PUNCT
bracis-33614	246	18	and	and	CCONJ
bracis-33614	246	19	wavelet	wavelet	NOUN
bracis-33614	246	20	artificial	artificial	ADJ
bracis-33614	246	21	neural	neural	ADJ
bracis-33614	246	22	network	network	NOUN
bracis-33614	246	23	methods	method	NOUN
bracis-33614	246	24	for	for	ADP
bracis-33614	246	25	urban	urban	ADJ
bracis-33614	246	26	water	water	NOUN
bracis-33614	246	27	demand	demand	NOUN
bracis-33614	246	28	forecasting	forecasting	NOUN
bracis-33614	246	29	in	in	ADP
bracis-33614	246	30	montreal	montreal	PROPN
bracis-33614	246	31	,	,	PUNCT
bracis-33614	246	32	canada	canada	PROPN
bracis-33614	246	33	.	.	PUNCT
bracis-33614	247	1	water	water	NOUN
bracis-33614	247	2	resour	resour	PROPN
bracis-33614	247	3	.	.	PUNCT
bracis-33614	248	1	res	re	NOUN
bracis-33614	248	2	.	.	PUNCT
bracis-33614	249	1	48(1	48(1	NOUN
bracis-33614	249	2	)	)	PUNCT
bracis-33614	249	3	(	(	PUNCT
bracis-33614	249	4	2012	2012	NUM
bracis-33614	249	5	)	)	PUNCT
bracis-33614	249	6	google	google	NOUN
bracis-33614	249	7	scholar	scholar	NOUN
bracis-33614	249	8	  	  	SPACE
bracis-33614	249	9	chai	chai	NOUN
bracis-33614	249	10	,	,	PUNCT
bracis-33614	249	11	t.	t.	NOUN
bracis-33614	249	12	,	,	PUNCT
bracis-33614	249	13	draxler	draxler	NOUN
bracis-33614	249	14	,	,	PUNCT
bracis-33614	249	15	r.r	r.r	PROPN
bracis-33614	249	16	.	.	PROPN
bracis-33614	249	17	:	:	PUNCT
bracis-33614	250	1	root	root	NOUN
bracis-33614	250	2	mean	mean	VERB
bracis-33614	250	3	square	square	ADJ
bracis-33614	250	4	error	error	NOUN
bracis-33614	250	5	(	(	PUNCT
bracis-33614	250	6	rmse	rmse	NOUN
bracis-33614	250	7	)	)	PUNCT
bracis-33614	250	8	or	or	CCONJ
bracis-33614	250	9	mean	mean	VERB
bracis-33614	250	10	absolute	absolute	ADJ
bracis-33614	250	11	error	error	NOUN
bracis-33614	250	12	(	(	PUNCT
bracis-33614	250	13	mae	mae	PROPN
bracis-33614	250	14	)	)	PUNCT
bracis-33614	250	15	?	?	PUNCT
bracis-33614	251	1	arguments	argument	NOUN
bracis-33614	251	2	against	against	ADP
bracis-33614	251	3	avoiding	avoid	VERB
bracis-33614	251	4	rmse	rmse	NOUN
bracis-33614	251	5	in	in	ADP
bracis-33614	251	6	the	the	DET
bracis-33614	251	7	literature	literature	NOUN
bracis-33614	251	8	.	.	PUNCT
bracis-33614	252	1	geosci	geosci	PROPN
bracis-33614	252	2	.	.	PUNCT
bracis-33614	253	1	model	model	PROPN
bracis-33614	253	2	dev	dev	PROPN
bracis-33614	253	3	.	.	PROPN
bracis-33614	254	1	7(3	7(3	NUM
bracis-33614	254	2	)	)	PUNCT
bracis-33614	254	3	,	,	PUNCT
bracis-33614	254	4	1247–1250	1247–1250	NUM
bracis-33614	254	5	(	(	PUNCT
bracis-33614	254	6	2014	2014	NUM
bracis-33614	254	7	)	)	PUNCT
bracis-33614	254	8	article	article	NOUN
bracis-33614	254	9	  	  	SPACE
bracis-33614	254	10	google	google	PROPN
bracis-33614	254	11	scholar	scholar	NOUN
bracis-33614	254	12	  	  	SPACE
bracis-33614	254	13	ghiassi	ghiassi	NOUN
bracis-33614	254	14	,	,	PUNCT
bracis-33614	254	15	m.	m.	NOUN
bracis-33614	254	16	,	,	PUNCT
bracis-33614	254	17	et	et	PROPN
bracis-33614	254	18	 	 	SPACE
bracis-33614	254	19	al	al	PROPN
bracis-33614	254	20	.	.	PROPN
bracis-33614	254	21	:	:	PUNCT
bracis-33614	255	1	urban	urban	ADJ
bracis-33614	255	2	water	water	NOUN
bracis-33614	255	3	demand	demand	NOUN
bracis-33614	255	4	forecasting	forecasting	NOUN
bracis-33614	255	5	with	with	ADP
bracis-33614	255	6	a	a	DET
bracis-33614	255	7	dynamic	dynamic	ADJ
bracis-33614	255	8	artificial	artificial	ADJ
bracis-33614	255	9	neural	neural	ADJ
bracis-33614	255	10	network	network	NOUN
bracis-33614	255	11	model	model	NOUN
bracis-33614	255	12	.	.	PUNCT
bracis-33614	256	1	j.	j.	PROPN
bracis-33614	256	2	water	water	PROPN
bracis-33614	256	3	resour	resour	PROPN
bracis-33614	256	4	.	.	PUNCT
bracis-33614	257	1	plann	plann	PROPN
bracis-33614	257	2	.	.	PUNCT
bracis-33614	258	1	manag	manag	PROPN
bracis-33614	258	2	.	.	PUNCT
bracis-33614	259	1	134(2	134(2	NUM
bracis-33614	259	2	)	)	PUNCT
bracis-33614	259	3	,	,	PUNCT
bracis-33614	260	1	138–146	138–146	NUM
bracis-33614	260	2	.	.	PUNCT
bracis-33614	261	1	american	american	ADJ
bracis-33614	261	2	society	society	NOUN
bracis-33614	261	3	of	of	ADP
bracis-33614	261	4	civil	civil	ADJ
bracis-33614	261	5	engineers	engineer	NOUN
bracis-33614	261	6	(	(	PUNCT
bracis-33614	261	7	2008	2008	NUM
bracis-33614	261	8	)	)	PUNCT
bracis-33614	261	9	google	google	PROPN
bracis-33614	261	10	scholar	scholar	NOUN
bracis-33614	261	11	  	  	SPACE
bracis-33614	261	12	gil	gil	PROPN
bracis-33614	261	13	-	-	PUNCT
bracis-33614	261	14	gamboa	gamboa	PROPN
bracis-33614	261	15	,	,	PUNCT
bracis-33614	261	16	a.	a.	NOUN
bracis-33614	261	17	,	,	PUNCT
bracis-33614	261	18	paneque	paneque	ADJ
bracis-33614	261	19	,	,	PUNCT
bracis-33614	261	20	p.	p.	NOUN
bracis-33614	261	21	,	,	PUNCT
bracis-33614	261	22	trull	trull	ADJ
bracis-33614	261	23	,	,	PUNCT
bracis-33614	261	24	o.	o.	NOUN
bracis-33614	261	25	,	,	PUNCT
bracis-33614	261	26	troncoso	troncoso	NOUN
bracis-33614	261	27	,	,	PUNCT
bracis-33614	261	28	a.	a.	NOUN
bracis-33614	261	29	:	:	PUNCT
bracis-33614	261	30	medium	medium	ADJ
bracis-33614	261	31	-	-	PUNCT
bracis-33614	261	32	term	term	NOUN
bracis-33614	261	33	water	water	NOUN
bracis-33614	261	34	consumption	consumption	NOUN
bracis-33614	261	35	forecasting	forecasting	NOUN
bracis-33614	261	36	based	base	VERB
bracis-33614	261	37	on	on	ADP
bracis-33614	261	38	deep	deep	ADJ
bracis-33614	261	39	neural	neural	ADJ
bracis-33614	261	40	networks	network	NOUN
bracis-33614	261	41	.	.	PUNCT
bracis-33614	262	1	expert	expert	NOUN
bracis-33614	262	2	syst	syst	PROPN
bracis-33614	262	3	.	.	PUNCT
bracis-33614	263	1	appl	appl	PROPN
bracis-33614	263	2	.	.	PROPN
bracis-33614	263	3	247	247	NUM
bracis-33614	263	4	,	,	PUNCT
bracis-33614	263	5	123234	123234	NUM
bracis-33614	263	6	(	(	PUNCT
bracis-33614	263	7	2024	2024	NUM
bracis-33614	263	8	)	)	PUNCT
bracis-33614	263	9	article	article	NOUN
bracis-33614	263	10	  	  	SPACE
bracis-33614	263	11	google	google	PROPN
bracis-33614	263	12	scholar	scholar	NOUN
bracis-33614	263	13	  	  	SPACE
bracis-33614	263	14	hao	hao	PROPN
bracis-33614	263	15	,	,	PUNCT
bracis-33614	263	16	w.	w.	PROPN
bracis-33614	263	17	,	,	PUNCT
bracis-33614	263	18	cominola	cominola	PROPN
bracis-33614	263	19	,	,	PUNCT
bracis-33614	263	20	a.	a.	NOUN
bracis-33614	263	21	,	,	PUNCT
bracis-33614	263	22	castelletti	castelletti	PROPN
bracis-33614	263	23	,	,	PUNCT
bracis-33614	263	24	a.	a.	NOUN
bracis-33614	263	25	:	:	PUNCT
bracis-33614	263	26	comparing	compare	VERB
bracis-33614	263	27	predictive	predictive	ADJ
bracis-33614	263	28	machine	machine	NOUN
bracis-33614	263	29	learning	learning	NOUN
bracis-33614	263	30	models	model	NOUN
bracis-33614	263	31	for	for	ADP
bracis-33614	263	32	shortand	shortand	NOUN
bracis-33614	263	33	long	long	ADJ
bracis-33614	263	34	-	-	PUNCT
bracis-33614	263	35	term	term	NOUN
bracis-33614	263	36	urban	urban	ADJ
bracis-33614	263	37	water	water	NOUN
bracis-33614	263	38	demand	demand	NOUN
bracis-33614	263	39	forecasting	forecasting	NOUN
bracis-33614	263	40	in	in	ADP
bracis-33614	263	41	milan	milan	PROPN
bracis-33614	263	42	,	,	PUNCT
bracis-33614	263	43	italy	italy	PROPN
bracis-33614	263	44	.	.	PUNCT
bracis-33614	264	1	ifac	ifac	NOUN
bracis-33614	264	2	-	-	PUNCT
bracis-33614	264	3	papersonline	papersonline	NOUN
bracis-33614	264	4	55(33	55(33	NUM
bracis-33614	264	5	)	)	PUNCT
bracis-33614	264	6	,	,	PUNCT
bracis-33614	264	7	92–98	92–98	NUM
bracis-33614	264	8	.	.	PUNCT
bracis-33614	265	1	2nd	2nd	ADJ
bracis-33614	265	2	ifac	ifac	NOUN
bracis-33614	265	3	workshop	workshop	NOUN
bracis-33614	265	4	on	on	ADP
bracis-33614	265	5	control	control	NOUN
bracis-33614	265	6	methods	method	NOUN
bracis-33614	265	7	for	for	ADP
bracis-33614	265	8	water	water	NOUN
bracis-33614	265	9	resource	resource	NOUN
bracis-33614	265	10	systems	system	NOUN
bracis-33614	265	11	cmwrs	cmwrs	ADJ
bracis-33614	265	12	2022	2022	NUM
bracis-33614	265	13	(	(	PUNCT
bracis-33614	265	14	2022	2022	NUM
bracis-33614	265	15	)	)	PUNCT
bracis-33614	265	16	google	google	NOUN
bracis-33614	265	17	scholar	scholar	NOUN
bracis-33614	265	18	  	  	SPACE
bracis-33614	265	19	hyndman	hyndman	NOUN
bracis-33614	265	20	,	,	PUNCT
bracis-33614	265	21	r.	r.	PROPN
bracis-33614	265	22	,	,	PUNCT
bracis-33614	265	23	athanasopoulos	athanasopoulo	NOUN
bracis-33614	265	24	,	,	PUNCT
bracis-33614	265	25	g.	g.	NOUN
bracis-33614	265	26	:	:	PUNCT
bracis-33614	265	27	forecasting	forecasting	NOUN
bracis-33614	265	28	:	:	PUNCT
bracis-33614	265	29	principles	principle	NOUN
bracis-33614	265	30	and	and	CCONJ
bracis-33614	265	31	practice	practice	NOUN
bracis-33614	265	32	,	,	PUNCT
bracis-33614	265	33	3rd	3rd	ADJ
bracis-33614	265	34	edn	edn	NOUN
bracis-33614	265	35	.	.	PUNCT
bracis-33614	266	1	otexts	otext	NOUN
bracis-33614	266	2	,	,	PUNCT
bracis-33614	266	3	australia	australia	PROPN
bracis-33614	266	4	(	(	PUNCT
bracis-33614	266	5	2021	2021	NUM
bracis-33614	266	6	)	)	PUNCT
bracis-33614	266	7	math	math	NOUN
bracis-33614	266	8	  	  	SPACE
bracis-33614	266	9	google	google	PROPN
bracis-33614	266	10	scholar	scholar	NOUN
bracis-33614	266	11	  	  	SPACE
bracis-33614	266	12	kavya	kavya	PROPN
bracis-33614	266	13	,	,	PUNCT
bracis-33614	266	14	m.	m.	NOUN
bracis-33614	266	15	,	,	PUNCT
bracis-33614	266	16	et	et	PROPN
bracis-33614	266	17	 	 	SPACE
bracis-33614	266	18	al	al	PROPN
bracis-33614	266	19	.	.	PROPN
bracis-33614	266	20	:	:	PUNCT
bracis-33614	267	1	short	short	ADJ
bracis-33614	267	2	term	term	NOUN
bracis-33614	267	3	water	water	NOUN
bracis-33614	267	4	demand	demand	NOUN
bracis-33614	267	5	forecast	forecast	NOUN
bracis-33614	267	6	modelling	model	VERB
bracis-33614	267	7	using	use	VERB
bracis-33614	267	8	artificial	artificial	ADJ
bracis-33614	267	9	intelligence	intelligence	NOUN
bracis-33614	267	10	for	for	ADP
bracis-33614	267	11	smart	smart	ADJ
bracis-33614	267	12	water	water	NOUN
bracis-33614	267	13	management	management	NOUN
bracis-33614	267	14	.	.	PUNCT
bracis-33614	268	1	sustain	sustain	VERB
bracis-33614	268	2	.	.	PUNCT
bracis-33614	269	1	cities	city	NOUN
bracis-33614	269	2	soc	soc	NOUN
bracis-33614	269	3	.	.	PUNCT
bracis-33614	270	1	95	95	NUM
bracis-33614	270	2	(	(	PUNCT
bracis-33614	270	3	2023	2023	NUM
bracis-33614	270	4	)	)	PUNCT
bracis-33614	270	5	google	google	PROPN
bracis-33614	270	6	scholar	scholar	NOUN
bracis-33614	270	7	  	  	SPACE
bracis-33614	270	8	kim	kim	PROPN
bracis-33614	270	9	,	,	PUNCT
bracis-33614	270	10	s.	s.	PROPN
bracis-33614	270	11	,	,	PUNCT
bracis-33614	270	12	kim	kim	PROPN
bracis-33614	270	13	,	,	PUNCT
bracis-33614	270	14	h.	h.	PROPN
bracis-33614	270	15	:	:	PUNCT
bracis-33614	270	16	a	a	DET
bracis-33614	270	17	new	new	ADJ
bracis-33614	270	18	metric	metric	NOUN
bracis-33614	270	19	of	of	ADP
bracis-33614	270	20	absolute	absolute	ADJ
bracis-33614	270	21	percentage	percentage	NOUN
bracis-33614	270	22	error	error	NOUN
bracis-33614	270	23	for	for	ADP
bracis-33614	270	24	intermittent	intermittent	ADJ
bracis-33614	270	25	demand	demand	NOUN
bracis-33614	270	26	forecasts	forecast	NOUN
bracis-33614	270	27	.	.	PUNCT
bracis-33614	271	1	int	int	NOUN
bracis-33614	271	2	.	.	PUNCT
bracis-33614	272	1	j.	j.	PROPN
bracis-33614	272	2	forecast	forecast	PROPN
bracis-33614	272	3	.	.	PUNCT
bracis-33614	273	1	32(3	32(3	NUM
bracis-33614	273	2	)	)	PUNCT
bracis-33614	273	3	,	,	PUNCT
bracis-33614	273	4	669–679	669–679	NUM
bracis-33614	273	5	(	(	PUNCT
bracis-33614	273	6	2016	2016	NUM
bracis-33614	273	7	)	)	PUNCT
bracis-33614	273	8	article	article	NOUN
bracis-33614	273	9	  	  	SPACE
bracis-33614	273	10	mathscinet	mathscinet	NOUN
bracis-33614	273	11	  	  	SPACE
bracis-33614	273	12	math	math	NOUN
bracis-33614	273	13	  	  	SPACE
bracis-33614	273	14	google	google	PROPN
bracis-33614	273	15	scholar	scholar	NOUN
bracis-33614	273	16	  	  	SPACE
bracis-33614	273	17	niknam	niknam	NOUN
bracis-33614	273	18	,	,	PUNCT
bracis-33614	273	19	a.	a.	NOUN
bracis-33614	273	20	,	,	PUNCT
bracis-33614	273	21	et	et	PROPN
bracis-33614	273	22	 	 	SPACE
bracis-33614	273	23	al	al	PROPN
bracis-33614	273	24	.	.	PROPN
bracis-33614	273	25	:	:	PUNCT
bracis-33614	274	1	a	a	DET
bracis-33614	274	2	critical	critical	ADJ
bracis-33614	274	3	review	review	NOUN
bracis-33614	274	4	of	of	ADP
bracis-33614	274	5	short	short	ADJ
bracis-33614	274	6	-	-	PUNCT
bracis-33614	274	7	term	term	NOUN
bracis-33614	274	8	water	water	NOUN
bracis-33614	274	9	demand	demand	NOUN
bracis-33614	274	10	forecasting	forecasting	NOUN
bracis-33614	274	11	tools	tool	NOUN
bracis-33614	274	12	—	—	PUNCT
bracis-33614	274	13	what	what	DET
bracis-33614	274	14	method	method	NOUN
bracis-33614	274	15	should	should	AUX
bracis-33614	274	16	i	i	PRON
bracis-33614	274	17	use	use	VERB
bracis-33614	274	18	?	?	PUNCT
bracis-33614	275	1	sustainability	sustainability	NOUN
bracis-33614	275	2	14(9	14(9	NUM
bracis-33614	275	3	)	)	PUNCT
bracis-33614	275	4	,	,	PUNCT
bracis-33614	275	5	5412	5412	NUM
bracis-33614	275	6	.	.	PUNCT
bracis-33614	276	1	multidisciplinary	multidisciplinary	ADJ
bracis-33614	276	2	digital	digital	PROPN
bracis-33614	276	3	publishing	publishing	PROPN
bracis-33614	276	4	institute	institute	PROPN
bracis-33614	276	5	google	google	PROPN
bracis-33614	276	6	scholar	scholar	PROPN
bracis-33614	276	7	  	  	SPACE
bracis-33614	276	8	sahoo	sahoo	PROPN
bracis-33614	276	9	,	,	PUNCT
bracis-33614	276	10	b.	b.	PROPN
bracis-33614	276	11	,	,	PUNCT
bracis-33614	276	12	panigrahi	panigrahi	PROPN
bracis-33614	276	13	,	,	PUNCT
bracis-33614	276	14	b.	b.	PROPN
bracis-33614	276	15	,	,	PUNCT
bracis-33614	276	16	nanda	nanda	ADV
bracis-33614	276	17	,	,	PUNCT
bracis-33614	276	18	t.	t.	PROPN
bracis-33614	276	19	,	,	PUNCT
bracis-33614	276	20	tiwari	tiwari	PROPN
bracis-33614	276	21	,	,	PUNCT
bracis-33614	276	22	m.k	m.k	PROPN
bracis-33614	276	23	.	.	PROPN
bracis-33614	276	24	,	,	PUNCT
bracis-33614	276	25	sankalp	sankalp	PROPN
bracis-33614	276	26	,	,	PUNCT
bracis-33614	276	27	s.	s.	PROPN
bracis-33614	276	28	:	:	PUNCT
bracis-33614	276	29	multi	multi	ADJ
bracis-33614	276	30	-	-	ADJ
bracis-33614	276	31	step	step	VERB
bracis-33614	276	32	ahead	ahead	ADV
bracis-33614	276	33	urban	urban	ADJ
bracis-33614	276	34	water	water	NOUN
bracis-33614	276	35	demand	demand	NOUN
bracis-33614	276	36	forecasting	forecasting	NOUN
bracis-33614	276	37	using	use	VERB
bracis-33614	276	38	deep	deep	ADJ
bracis-33614	276	39	learning	learning	NOUN
bracis-33614	276	40	models	model	NOUN
bracis-33614	276	41	.	.	PUNCT
bracis-33614	277	1	sn	sn	PROPN
bracis-33614	277	2	comput	comput	PROPN
bracis-33614	277	3	.	.	PUNCT
bracis-33614	278	1	sci	sci	PROPN
bracis-33614	278	2	.	.	PROPN
bracis-33614	278	3	4	4	NUM
bracis-33614	278	4	(	(	PUNCT
bracis-33614	278	5	2023	2023	NUM
bracis-33614	278	6	)	)	PUNCT
bracis-33614	278	7	google	google	NOUN
bracis-33614	278	8	scholar	scholar	NOUN
bracis-33614	278	9	  	  	SPACE
bracis-33614	278	10	tiwari	tiwari	PROPN
bracis-33614	278	11	,	,	PUNCT
bracis-33614	278	12	m.k	m.k	PROPN
bracis-33614	278	13	.	.	PROPN
bracis-33614	278	14	,	,	PUNCT
bracis-33614	278	15	adamowski	adamowski	PROPN
bracis-33614	278	16	,	,	PUNCT
bracis-33614	278	17	j.	j.	PROPN
bracis-33614	278	18	:	:	PUNCT
bracis-33614	278	19	urban	urban	ADJ
bracis-33614	278	20	water	water	NOUN
bracis-33614	278	21	demand	demand	NOUN
bracis-33614	278	22	forecasting	forecasting	NOUN
bracis-33614	278	23	and	and	CCONJ
bracis-33614	278	24	uncertainty	uncertainty	NOUN
bracis-33614	278	25	assessment	assessment	NOUN
bracis-33614	278	26	using	use	VERB
bracis-33614	278	27	ensemble	ensemble	ADJ
bracis-33614	278	28	wavelet	wavelet	NOUN
bracis-33614	278	29	-	-	PUNCT
bracis-33614	278	30	bootstrap	bootstrap	NOUN
bracis-33614	278	31	-	-	PUNCT
bracis-33614	278	32	neural	neural	ADJ
bracis-33614	278	33	network	network	NOUN
bracis-33614	278	34	models	model	NOUN
bracis-33614	278	35	.	.	PUNCT
bracis-33614	279	1	water	water	NOUN
bracis-33614	279	2	resour	resour	NOUN
bracis-33614	279	3	.	.	PUNCT
bracis-33614	280	1	res	re	NOUN
bracis-33614	280	2	.	.	PUNCT
bracis-33614	281	1	49(10	49(10	NUM
bracis-33614	281	2	)	)	PUNCT
bracis-33614	281	3	,	,	PUNCT
bracis-33614	281	4	6486–6507	6486–6507	NUM
bracis-33614	281	5	(	(	PUNCT
bracis-33614	281	6	2013	2013	NUM
bracis-33614	281	7	)	)	PUNCT
bracis-33614	281	8	article	article	NOUN
bracis-33614	281	9	  	  	SPACE
bracis-33614	281	10	math	math	NOUN
bracis-33614	281	11	  	  	SPACE
bracis-33614	281	12	google	google	PROPN
bracis-33614	281	13	scholar	scholar	NOUN
bracis-33614	281	14	  	  	SPACE
bracis-33614	281	15	vieira	vieira	NOUN
bracis-33614	281	16	,	,	PUNCT
bracis-33614	281	17	j.	j.	PROPN
bracis-33614	281	18	,	,	PUNCT
bracis-33614	281	19	et	et	PROPN
bracis-33614	281	20	 	 	SPACE
bracis-33614	281	21	al	al	PROPN
bracis-33614	281	22	.	.	PROPN
bracis-33614	281	23	:	:	PUNCT
bracis-33614	282	1	machine	machine	NOUN
bracis-33614	282	2	learning	learn	VERB
bracis-33614	282	3	for	for	ADP
bracis-33614	282	4	water	water	NOUN
bracis-33614	282	5	demand	demand	NOUN
bracis-33614	282	6	forecasting	forecasting	NOUN
bracis-33614	282	7	:	:	PUNCT
bracis-33614	282	8	case	case	NOUN
bracis-33614	282	9	study	study	NOUN
bracis-33614	282	10	in	in	ADP
bracis-33614	282	11	a	a	DET
bracis-33614	282	12	brazilian	brazilian	ADJ
bracis-33614	282	13	coastal	coastal	ADJ
bracis-33614	282	14	city	city	NOUN
bracis-33614	282	15	.	.	PUNCT
bracis-33614	283	1	water	water	NOUN
bracis-33614	283	2	pract	pract	PROPN
bracis-33614	283	3	.	.	PUNCT
bracis-33614	284	1	technol	technol	NOUN
bracis-33614	284	2	.	.	PUNCT
bracis-33614	285	1	19(5	19(5	NUM
bracis-33614	285	2	)	)	PUNCT
bracis-33614	285	3	,	,	PUNCT
bracis-33614	285	4	1586–1602	1586–1602	NUM
bracis-33614	285	5	(	(	PUNCT
bracis-33614	285	6	2024	2024	NUM
bracis-33614	285	7	)	)	PUNCT
bracis-33614	285	8	google	google	NOUN
bracis-33614	285	9	scholar	scholar	NOUN
bracis-33614	285	10	  	  	SPACE
bracis-33614	285	11	willmott	willmott	PROPN
bracis-33614	285	12	,	,	PUNCT
bracis-33614	285	13	c.j	c.j	PROPN
bracis-33614	285	14	.	.	PROPN
bracis-33614	285	15	,	,	PUNCT
bracis-33614	285	16	matsuura	matsuura	PROPN
bracis-33614	285	17	,	,	PUNCT
bracis-33614	285	18	k.	k.	NOUN
bracis-33614	285	19	:	:	PUNCT
bracis-33614	285	20	advantages	advantage	NOUN
bracis-33614	285	21	of	of	ADP
bracis-33614	285	22	the	the	DET
bracis-33614	285	23	mean	mean	ADJ
bracis-33614	285	24	absolute	absolute	ADJ
bracis-33614	285	25	error	error	NOUN
bracis-33614	285	26	(	(	PUNCT
bracis-33614	285	27	mae	mae	PROPN
bracis-33614	285	28	)	)	PUNCT
bracis-33614	285	29	over	over	ADP
bracis-33614	285	30	the	the	DET
bracis-33614	285	31	root	root	NOUN
bracis-33614	285	32	mean	mean	NOUN
bracis-33614	285	33	square	square	ADJ
bracis-33614	285	34	error	error	NOUN
bracis-33614	285	35	(	(	PUNCT
bracis-33614	285	36	rmse	rmse	NOUN
bracis-33614	285	37	)	)	PUNCT
bracis-33614	285	38	in	in	ADP
bracis-33614	285	39	assessing	assess	VERB
bracis-33614	285	40	average	average	ADJ
bracis-33614	285	41	model	model	NOUN
bracis-33614	285	42	performance	performance	NOUN
bracis-33614	285	43	.	.	PUNCT
bracis-33614	286	1	climate	climate	NOUN
bracis-33614	286	2	res	re	NOUN
bracis-33614	286	3	.	.	PUNCT
bracis-33614	287	1	30(1	30(1	NUM
bracis-33614	287	2	)	)	PUNCT
bracis-33614	287	3	,	,	PUNCT
bracis-33614	287	4	79–82	79–82	NUM
bracis-33614	287	5	(	(	PUNCT
bracis-33614	287	6	2005	2005	NUM
bracis-33614	287	7	)	)	PUNCT
bracis-33614	287	8	article	article	NOUN
bracis-33614	287	9	  	  	SPACE
bracis-33614	287	10	math	math	NOUN
bracis-33614	287	11	  	  	SPACE
bracis-33614	287	12	google	google	PROPN
bracis-33614	287	13	scholar	scholar	NOUN
bracis-33614	287	14	  	  	SPACE
bracis-33614	287	15	download	download	NOUN
bracis-33614	287	16	references	reference	NOUN
bracis-33614	287	17	acknowledgments	acknowledgment	NOUN
bracis-33614	287	18	the	the	DET
bracis-33614	287	19	authors	author	NOUN
bracis-33614	287	20	would	would	AUX
bracis-33614	287	21	like	like	VERB
bracis-33614	287	22	to	to	PART
bracis-33614	287	23	thank	thank	VERB
bracis-33614	287	24	capes	cape	NOUN
bracis-33614	287	25	for	for	ADP
bracis-33614	287	26	financial	financial	ADJ
bracis-33614	287	27	support	support	NOUN
bracis-33614	287	28	.	.	PUNCT
bracis-33614	288	1	author	author	NOUN
bracis-33614	288	2	information	information	NOUN
bracis-33614	288	3	authors	author	NOUN
bracis-33614	288	4	and	and	CCONJ
bracis-33614	288	5	affiliations	affiliation	NOUN
bracis-33614	288	6	joinville	joinville	PROPN
bracis-33614	288	7	techonological	techonological	ADJ
bracis-33614	288	8	center	center	NOUN
bracis-33614	288	9	(	(	PUNCT
bracis-33614	288	10	ctj	ctj	NOUN
bracis-33614	288	11	)	)	PUNCT
bracis-33614	288	12	federal	federal	ADJ
bracis-33614	288	13	university	university	PROPN
bracis-33614	288	14	of	of	ADP
bracis-33614	288	15	santa	santa	PROPN
bracis-33614	288	16	catarina	catarina	PROPN
bracis-33614	288	17	(	(	PUNCT
bracis-33614	288	18	ufsc	ufsc	PROPN
bracis-33614	288	19	)	)	PUNCT
bracis-33614	288	20	,	,	PUNCT
bracis-33614	288	21	joinville	joinville	PROPN
bracis-33614	288	22	,	,	PUNCT
bracis-33614	288	23	brazil	brazil	PROPN
bracis-33614	288	24	antoniel	antoniel	PROPN
bracis-33614	288	25	kleber	kleber	PROPN
bracis-33614	288	26	stefaniak	stefaniak	PROPN
bracis-33614	288	27	,	,	PUNCT
bracis-33614	288	28	 	 	SPACE
bracis-33614	288	29	pablo	pablo	PROPN
bracis-33614	288	30	andretta	andretta	PROPN
bracis-33614	288	31	jaskowiak	jaskowiak	PROPN
bracis-33614	288	32	 	 	SPACE
bracis-33614	288	33	&	&	CCONJ
bracis-33614	288	34	 	 	SPACE
bracis-33614	288	35	lucas	lucas	PROPN
bracis-33614	288	36	weihmann	weihmann	PROPN
bracis-33614	288	37	authors	author	NOUN
bracis-33614	288	38	antoniel	antoniel	VERB
bracis-33614	288	39	kleber	kleber	PROPN
bracis-33614	288	40	stefaniakview	stefaniakview	PROPN
bracis-33614	288	41	author	author	NOUN
bracis-33614	288	42	publications	publication	NOUN
bracis-33614	288	43	search	search	NOUN
bracis-33614	288	44	author	author	NOUN
bracis-33614	288	45	on	on	ADP
bracis-33614	288	46	:	:	PUNCT
bracis-33614	288	47	pubmed	pubmed	PROPN
bracis-33614	288	48	 	 	SPACE
bracis-33614	288	49	google	google	PROPN
bracis-33614	288	50	scholar	scholar	NOUN
bracis-33614	288	51	pablo	pablo	PROPN
bracis-33614	288	52	andretta	andretta	PROPN
bracis-33614	288	53	jaskowiakview	jaskowiakview	PROPN
bracis-33614	288	54	author	author	NOUN
bracis-33614	288	55	publications	publication	NOUN
bracis-33614	288	56	search	search	NOUN
bracis-33614	288	57	author	author	NOUN
bracis-33614	288	58	on	on	ADP
bracis-33614	288	59	:	:	PUNCT
bracis-33614	288	60	pubmed	pubmed	PROPN
bracis-33614	288	61	 	 	SPACE
bracis-33614	288	62	google	google	PROPN
bracis-33614	288	63	scholar	scholar	PROPN
bracis-33614	288	64	lucas	lucas	PROPN
bracis-33614	288	65	weihmannview	weihmannview	PROPN
bracis-33614	288	66	author	author	NOUN
bracis-33614	288	67	publications	publication	NOUN
bracis-33614	288	68	search	search	NOUN
bracis-33614	288	69	author	author	NOUN
bracis-33614	288	70	on	on	ADP
bracis-33614	288	71	:	:	PUNCT
bracis-33614	288	72	pubmed	pubmed	PROPN
bracis-33614	288	73	 	 	SPACE
bracis-33614	288	74	google	google	PROPN
bracis-33614	288	75	scholar	scholar	NOUN
bracis-33614	288	76	corresponding	correspond	VERB
bracis-33614	288	77	author	author	NOUN
bracis-33614	288	78	correspondence	correspondence	NOUN
bracis-33614	288	79	to	to	ADP
bracis-33614	288	80	pablo	pablo	PROPN
bracis-33614	288	81	andretta	andretta	PROPN
bracis-33614	288	82	jaskowiak	jaskowiak	PROPN
bracis-33614	288	83	.	.	PUNCT
bracis-33614	289	1	editor	editor	NOUN
bracis-33614	289	2	information	information	NOUN
bracis-33614	289	3	editors	editor	NOUN
bracis-33614	289	4	and	and	CCONJ
bracis-33614	289	5	affiliations	affiliation	NOUN
bracis-33614	289	6	universidade	universidade	VERB
bracis-33614	289	7	federal	federal	PROPN
bracis-33614	289	8	fluminense	fluminense	PROPN
bracis-33614	289	9	,	,	PUNCT
bracis-33614	289	10	niterói	niterói	PROPN
bracis-33614	289	11	,	,	PUNCT
bracis-33614	289	12	brazil	brazil	PROPN
bracis-33614	289	13	aline	aline	PROPN
bracis-33614	289	14	paes	paes	PROPN
bracis-33614	289	15	instituto	instituto	PROPN
bracis-33614	289	16	tecnológico	tecnológico	PROPN
bracis-33614	289	17	de	de	PROPN
bracis-33614	289	18	aeronáutica	aeronáutica	PROPN
bracis-33614	289	19	,	,	PUNCT
bracis-33614	289	20	são	são	PROPN
bracis-33614	289	21	josé	josé	PROPN
bracis-33614	289	22	dos	dos	PROPN
bracis-33614	289	23	campos	campos	PROPN
bracis-33614	289	24	,	,	PUNCT
bracis-33614	289	25	brazil	brazil	PROPN
bracis-33614	289	26	filipe	filipe	PROPN
bracis-33614	289	27	a.	a.	PROPN
bracis-33614	289	28	n.	n.	PROPN
bracis-33614	289	29	verri	verri	PROPN
bracis-33614	289	30	rights	right	NOUN
bracis-33614	289	31	and	and	CCONJ
bracis-33614	289	32	permissions	permission	NOUN
bracis-33614	289	33	reprints	reprint	NOUN
bracis-33614	289	34	and	and	CCONJ
bracis-33614	289	35	permissions	permission	VERB
bracis-33614	289	36	copyright	copyright	NOUN
bracis-33614	289	37	information	information	NOUN
bracis-33614	289	38	©	©	ADP
bracis-33614	289	39	2025	2025	NUM
bracis-33614	289	40	the	the	DET
bracis-33614	289	41	author(s	author(s	NOUN
bracis-33614	289	42	)	)	PUNCT
bracis-33614	289	43	,	,	PUNCT
bracis-33614	289	44	under	under	ADP
bracis-33614	289	45	exclusive	exclusive	ADJ
bracis-33614	289	46	license	license	NOUN
bracis-33614	289	47	to	to	ADP
bracis-33614	289	48	springer	springer	NOUN
bracis-33614	289	49	nature	nature	PROPN
bracis-33614	289	50	switzerland	switzerland	PROPN
bracis-33614	289	51	ag	ag	PROPN
bracis-33614	289	52	about	about	ADP
bracis-33614	289	53	this	this	DET
bracis-33614	289	54	paper	paper	NOUN
bracis-33614	289	55	cite	cite	VERB
bracis-33614	289	56	this	this	DET
bracis-33614	289	57	paper	paper	NOUN
bracis-33614	289	58	stefaniak	stefaniak	PROPN
bracis-33614	289	59	,	,	PUNCT
bracis-33614	289	60	a.k	a.k	PROPN
bracis-33614	289	61	.	.	PROPN
bracis-33614	289	62	,	,	PUNCT
bracis-33614	289	63	jaskowiak	jaskowiak	PROPN
bracis-33614	289	64	,	,	PUNCT
bracis-33614	289	65	p.a	p.a	PROPN
bracis-33614	289	66	.	.	PROPN
bracis-33614	289	67	,	,	PUNCT
bracis-33614	289	68	weihmann	weihmann	PROPN
bracis-33614	289	69	,	,	PUNCT
bracis-33614	289	70	l.	l.	PROPN
bracis-33614	289	71	(	(	PUNCT
bracis-33614	289	72	2025	2025	NUM
bracis-33614	289	73	)	)	PUNCT
bracis-33614	289	74	.	.	PUNCT
bracis-33614	290	1	a	a	DET
bracis-33614	290	2	case	case	NOUN
bracis-33614	290	3	study	study	NOUN
bracis-33614	290	4	on	on	ADP
bracis-33614	290	5	 	 	SPACE
bracis-33614	290	6	water	water	NOUN
bracis-33614	290	7	demand	demand	NOUN
bracis-33614	290	8	forecasting	forecasting	NOUN
bracis-33614	290	9	in	in	ADP
bracis-33614	290	10	 	 	SPACE
bracis-33614	290	11	a	a	DET
bracis-33614	290	12	 	 	SPACE
bracis-33614	290	13	coastal	coastal	ADJ
bracis-33614	290	14	tourist	tourist	NOUN
bracis-33614	290	15	city	city	NOUN
bracis-33614	290	16	.	.	PUNCT
bracis-33614	291	1	in	in	ADP
bracis-33614	291	2	:	:	PUNCT
bracis-33614	291	3	paes	paes	PROPN
bracis-33614	291	4	,	,	PUNCT
bracis-33614	291	5	a.	a.	PROPN
bracis-33614	291	6	,	,	PUNCT
bracis-33614	291	7	verri	verri	NOUN
bracis-33614	291	8	,	,	PUNCT
bracis-33614	291	9	f.a.n	f.a.n	ADJ
bracis-33614	291	10	.	.	PUNCT
bracis-33614	291	11	(	(	PUNCT
bracis-33614	291	12	eds	ed	NOUN
bracis-33614	291	13	)	)	PUNCT
bracis-33614	291	14	intelligent	intelligent	ADJ
bracis-33614	291	15	systems	system	NOUN
bracis-33614	291	16	.	.	PUNCT
bracis-33614	291	17	bracis	bracis	PROPN
bracis-33614	291	18	2024	2024	NUM
bracis-33614	291	19	.	.	PUNCT
bracis-33614	292	1	lecture	lecture	NOUN
bracis-33614	292	2	notes	note	NOUN
bracis-33614	292	3	in	in	ADP
bracis-33614	292	4	computer	computer	NOUN
bracis-33614	292	5	science	science	NOUN
bracis-33614	292	6	(	(	PUNCT
bracis-33614	292	7	)	)	PUNCT
bracis-33614	292	8	,	,	PUNCT
bracis-33614	292	9	vol	vol	NOUN
bracis-33614	292	10	15414	15414	NUM
bracis-33614	292	11	.	.	PUNCT
bracis-33614	293	1	springer	springer	NOUN
bracis-33614	293	2	,	,	PUNCT
bracis-33614	293	3	cham	cham	PROPN
bracis-33614	293	4	.	.	PUNCT
bracis-33614	294	1	https://doi.org/10.1007/978-3-031-79035-5_1	https://doi.org/10.1007/978-3-031-79035-5_1	PROPN
bracis-33614	294	2	download	download	PROPN
bracis-33614	294	3	citation	citation	NOUN
bracis-33614	294	4	.ris	.ris	PUNCT
bracis-33614	294	5	.enw	.enw	PROPN
bracis-33614	294	6	.bib	.bib	PUNCT
bracis-33614	295	1	doi	doi	PROPN
bracis-33614	295	2	:	:	PUNCT
bracis-33614	295	3	https://doi.org/10.1007/978-3-031-79035-5_1	https://doi.org/10.1007/978-3-031-79035-5_1	PROPN
bracis-33614	295	4	published	publish	VERB
bracis-33614	295	5	:	:	PUNCT
bracis-33614	295	6	30	30	NUM
bracis-33614	295	7	january	january	PROPN
bracis-33614	295	8	2025	2025	NUM
bracis-33614	295	9	publisher	publisher	NOUN
bracis-33614	295	10	name	name	NOUN
bracis-33614	295	11	:	:	PUNCT
bracis-33614	295	12	springer	springer	NOUN
bracis-33614	295	13	,	,	PUNCT
bracis-33614	295	14	cham	cham	PROPN
bracis-33614	295	15	print	print	PROPN
bracis-33614	295	16	isbn	isbn	PROPN
bracis-33614	295	17	:	:	PUNCT
bracis-33614	295	18	978	978	NUM
bracis-33614	295	19	-	-	SYM
bracis-33614	295	20	3	3	NUM
bracis-33614	295	21	-	-	PUNCT
bracis-33614	295	22	031	031	NUM
bracis-33614	295	23	-	-	PUNCT
bracis-33614	295	24	79034	79034	NUM
bracis-33614	295	25	-	-	SYM
bracis-33614	295	26	8	8	NUM
bracis-33614	295	27	online	online	ADJ
bracis-33614	295	28	isbn	isbn	NOUN
bracis-33614	295	29	:	:	PUNCT
bracis-33614	295	30	978	978	NUM
bracis-33614	295	31	-	-	SYM
bracis-33614	295	32	3	3	NUM
bracis-33614	295	33	-	-	PUNCT
bracis-33614	295	34	031	031	NUM
bracis-33614	295	35	-	-	PUNCT
bracis-33614	295	36	79035	79035	NUM
bracis-33614	295	37	-	-	PUNCT
bracis-33614	295	38	5	5	NUM
bracis-33614	295	39	ebook	ebook	NOUN
bracis-33614	295	40	packages	package	NOUN
bracis-33614	295	41	:	:	PUNCT
bracis-33614	295	42	computer	computer	NOUN
bracis-33614	295	43	sciencecomputer	sciencecomputer	NOUN
bracis-33614	295	44	science	science	NOUN
bracis-33614	295	45	(	(	PUNCT
bracis-33614	295	46	r0	r0	NOUN
bracis-33614	295	47	)	)	PUNCT
bracis-33614	295	48	share	share	VERB
bracis-33614	295	49	this	this	DET
bracis-33614	295	50	paper	paper	NOUN
bracis-33614	295	51	anyone	anyone	PRON
bracis-33614	295	52	you	you	PRON
bracis-33614	295	53	share	share	VERB
bracis-33614	295	54	the	the	DET
bracis-33614	295	55	following	follow	VERB
bracis-33614	295	56	link	link	NOUN
bracis-33614	295	57	with	with	ADP
bracis-33614	295	58	will	will	AUX
bracis-33614	295	59	be	be	AUX
bracis-33614	295	60	able	able	ADJ
bracis-33614	295	61	to	to	PART
bracis-33614	295	62	read	read	VERB
bracis-33614	295	63	this	this	DET
bracis-33614	295	64	content	content	NOUN
bracis-33614	295	65	:	:	PUNCT
bracis-33614	295	66	get	get	VERB
bracis-33614	295	67	shareable	shareable	ADJ
bracis-33614	295	68	linksorry	linksorry	NOUN
bracis-33614	295	69	,	,	PUNCT
bracis-33614	295	70	a	a	DET
bracis-33614	295	71	shareable	shareable	ADJ
bracis-33614	295	72	link	link	NOUN
bracis-33614	295	73	is	be	AUX
bracis-33614	295	74	not	not	PART
bracis-33614	295	75	currently	currently	ADV
bracis-33614	295	76	available	available	ADJ
bracis-33614	295	77	for	for	ADP
bracis-33614	295	78	this	this	DET
bracis-33614	295	79	article	article	NOUN
bracis-33614	295	80	.	.	PUNCT
bracis-33614	296	1	copy	copy	VERB
bracis-33614	296	2	shareable	shareable	ADJ
bracis-33614	296	3	link	link	NOUN
bracis-33614	296	4	to	to	PART
bracis-33614	296	5	clipboard	clipboard	NOUN
bracis-33614	296	6	provided	provide	VERB
bracis-33614	296	7	by	by	ADP
bracis-33614	296	8	the	the	DET
bracis-33614	296	9	springer	springer	NOUN
bracis-33614	296	10	nature	nature	PROPN
bracis-33614	296	11	sharedit	sharedit	PROPN
bracis-33614	296	12	content	content	NOUN
bracis-33614	296	13	-	-	PUNCT
bracis-33614	296	14	sharing	share	VERB
bracis-33614	296	15	initiative	initiative	NOUN
bracis-33614	296	16	keywords	keyword	NOUN
bracis-33614	296	17	urban	urban	ADJ
bracis-33614	296	18	water	water	NOUN
bracis-33614	296	19	-	-	PUNCT
bracis-33614	296	20	demand	demand	NOUN
bracis-33614	296	21	forecasting	forecasting	NOUN
bracis-33614	296	22	arima	arima	PROPN
bracis-33614	296	23	sarima	sarima	NOUN
bracis-33614	296	24	publish	publish	VERB
bracis-33614	296	25	with	with	ADP
bracis-33614	296	26	us	us	PROPN
bracis-33614	296	27	policies	policy	NOUN
bracis-33614	296	28	and	and	CCONJ
bracis-33614	296	29	ethics	ethic	NOUN
bracis-33614	296	30	search	search	NOUN
bracis-33614	296	31	search	search	NOUN
bracis-33614	296	32	by	by	ADP
bracis-33614	296	33	keyword	keyword	NOUN
bracis-33614	296	34	or	or	CCONJ
bracis-33614	296	35	author	author	NOUN
bracis-33614	296	36	search	search	NOUN
bracis-33614	296	37	navigation	navigation	NOUN
bracis-33614	296	38	find	find	VERB
bracis-33614	296	39	a	a	DET
bracis-33614	296	40	journal	journal	NOUN
bracis-33614	296	41	publish	publish	VERB
bracis-33614	296	42	with	with	ADP
bracis-33614	296	43	us	we	PRON
bracis-33614	296	44	track	track	VERB
bracis-33614	296	45	your	your	PRON
bracis-33614	296	46	research	research	NOUN
bracis-33614	296	47	discover	discover	VERB
bracis-33614	296	48	content	content	NOUN
bracis-33614	296	49	journals	journal	NOUN
bracis-33614	296	50	a	a	DET
bracis-33614	296	51	-	-	PUNCT
bracis-33614	296	52	z	z	NOUN
bracis-33614	296	53	books	book	NOUN
bracis-33614	296	54	a	a	DET
bracis-33614	296	55	-	-	PUNCT
bracis-33614	296	56	z	z	NOUN
bracis-33614	296	57	publish	publish	NOUN
bracis-33614	296	58	with	with	ADP
bracis-33614	296	59	us	us	PROPN
bracis-33614	296	60	journal	journal	PROPN
bracis-33614	296	61	finder	finder	PROPN
bracis-33614	296	62	publish	publish	VERB
bracis-33614	296	63	your	your	PRON
bracis-33614	296	64	research	research	NOUN
bracis-33614	296	65	language	language	NOUN
bracis-33614	296	66	editing	edit	VERB
bracis-33614	296	67	open	open	ADJ
bracis-33614	296	68	access	access	NOUN
bracis-33614	296	69	publishing	publishing	NOUN
bracis-33614	296	70	products	product	NOUN
bracis-33614	296	71	and	and	CCONJ
bracis-33614	296	72	services	service	NOUN
bracis-33614	296	73	our	our	PRON
bracis-33614	296	74	products	product	NOUN
bracis-33614	296	75	librarians	librarian	VERB
bracis-33614	296	76	societies	society	NOUN
bracis-33614	296	77	partners	partner	NOUN
bracis-33614	296	78	and	and	CCONJ
bracis-33614	296	79	advertisers	advertiser	NOUN
bracis-33614	296	80	our	our	PRON
bracis-33614	296	81	brands	brand	NOUN
bracis-33614	296	82	springer	springer	NOUN
bracis-33614	296	83	nature	nature	PROPN
bracis-33614	296	84	portfolio	portfolio	PROPN
bracis-33614	296	85	bmc	bmc	PROPN
bracis-33614	296	86	palgrave	palgrave	PROPN
bracis-33614	296	87	macmillan	macmillan	PROPN
bracis-33614	296	88	apress	apress	PROPN
bracis-33614	296	89	discover	discover	VERB
bracis-33614	296	90	your	your	PRON
bracis-33614	296	91	privacy	privacy	NOUN
bracis-33614	296	92	choices	choice	NOUN
bracis-33614	296	93	/	/	SYM
bracis-33614	296	94	manage	manage	NOUN
bracis-33614	296	95	cookies	cookie	NOUN
bracis-33614	296	96	your	your	PRON
bracis-33614	296	97	us	us	PROPN
bracis-33614	297	1	state	state	NOUN
bracis-33614	297	2	privacy	privacy	NOUN
bracis-33614	297	3	rights	right	NOUN
bracis-33614	297	4	accessibility	accessibility	NOUN
bracis-33614	297	5	statement	statement	NOUN
bracis-33614	297	6	terms	term	NOUN
bracis-33614	297	7	and	and	CCONJ
bracis-33614	297	8	conditions	condition	NOUN
bracis-33614	297	9	privacy	privacy	NOUN
bracis-33614	297	10	policy	policy	NOUN
bracis-33614	297	11	help	help	NOUN
bracis-33614	297	12	and	and	CCONJ
bracis-33614	297	13	support	support	VERB
bracis-33614	297	14	legal	legal	ADJ
bracis-33614	297	15	notice	notice	NOUN
bracis-33614	297	16	cancel	cancel	VERB
bracis-33614	297	17	contracts	contract	NOUN
bracis-33614	297	18	here	here	ADV
bracis-33614	297	19	not	not	PART
bracis-33614	297	20	affiliated	affiliate	VERB
bracis-33614	297	21	©	©	PROPN
bracis-33614	297	22	2025	2025	NUM
bracis-33614	297	23	springer	springer	NOUN
bracis-33614	297	24	nature	nature	NOUN