id	sid	tid	token	lemma	pos
bracis-28426	1	1	time	time	NOUN
bracis-28426	1	2	series	series	PROPN
bracis-28426	1	3	forecasting	forecasting	NOUN
bracis-28426	1	4	of	of	ADP
bracis-28426	1	5	 	 	SPACE
bracis-28426	1	6	covid-19	covid-19	PROPN
bracis-28426	1	7	cases	case	NOUN
bracis-28426	1	8	in	in	ADP
bracis-28426	1	9	 	 	SPACE
bracis-28426	1	10	brazil	brazil	PROPN
bracis-28426	1	11	with	with	ADP
bracis-28426	1	12	 	 	SPACE
bracis-28426	1	13	gnn	gnn	PROPN
bracis-28426	1	14	and	and	CCONJ
bracis-28426	1	15	 	 	SPACE
bracis-28426	1	16	mobility	mobility	NOUN
bracis-28426	1	17	networks	network	NOUN
bracis-28426	1	18	|	|	ADV
bracis-28426	1	19	springer	springer	NOUN
bracis-28426	1	20	nature	nature	PROPN
bracis-28426	1	21	link	link	PROPN
bracis-28426	1	22	(	(	PUNCT
bracis-28426	1	23	formerly	formerly	ADV
bracis-28426	1	24	springerlink	springerlink	NOUN
bracis-28426	1	25	)	)	PUNCT
bracis-28426	1	26	skip	skip	VERB
bracis-28426	1	27	to	to	ADP
bracis-28426	1	28	main	main	ADJ
bracis-28426	1	29	content	content	NOUN
bracis-28426	1	30	advertisement	advertisement	NOUN
bracis-28426	1	31	log	log	NOUN
bracis-28426	1	32	in	in	ADP
bracis-28426	1	33	menu	menu	NOUN
bracis-28426	1	34	find	find	VERB
bracis-28426	1	35	a	a	DET
bracis-28426	1	36	journal	journal	NOUN
bracis-28426	1	37	publish	publish	VERB
bracis-28426	1	38	with	with	ADP
bracis-28426	1	39	us	we	PRON
bracis-28426	1	40	track	track	VERB
bracis-28426	1	41	your	your	PRON
bracis-28426	1	42	research	research	NOUN
bracis-28426	1	43	search	search	NOUN
bracis-28426	1	44	cart	cart	NOUN
bracis-28426	1	45	home	home	NOUN
bracis-28426	1	46	intelligent	intelligent	ADJ
bracis-28426	1	47	systems	system	NOUN
bracis-28426	1	48	conference	conference	NOUN
bracis-28426	1	49	paper	paper	NOUN
bracis-28426	1	50	time	time	NOUN
bracis-28426	1	51	series	series	PROPN
bracis-28426	1	52	forecasting	forecasting	NOUN
bracis-28426	1	53	of	of	ADP
bracis-28426	1	54	 	 	SPACE
bracis-28426	1	55	covid-19	covid-19	PROPN
bracis-28426	1	56	cases	case	NOUN
bracis-28426	1	57	in	in	ADP
bracis-28426	1	58	 	 	SPACE
bracis-28426	1	59	brazil	brazil	PROPN
bracis-28426	1	60	with	with	ADP
bracis-28426	1	61	 	 	SPACE
bracis-28426	1	62	gnn	gnn	PROPN
bracis-28426	1	63	and	and	CCONJ
bracis-28426	1	64	 	 	SPACE
bracis-28426	1	65	mobility	mobility	NOUN
bracis-28426	1	66	networks	network	NOUN
bracis-28426	1	67	conference	conference	NOUN
bracis-28426	1	68	paper	paper	NOUN
bracis-28426	1	69	first	first	ADV
bracis-28426	1	70	online	online	ADV
bracis-28426	1	71	:	:	PUNCT
bracis-28426	1	72	12	12	NUM
bracis-28426	1	73	october	october	NOUN
bracis-28426	1	74	2023	2023	NUM
bracis-28426	1	75	pp	pp	SYM
bracis-28426	1	76	361–375	361–375	NUM
bracis-28426	1	77	cite	cite	VERB
bracis-28426	1	78	this	this	DET
bracis-28426	1	79	conference	conference	NOUN
bracis-28426	1	80	paper	paper	NOUN
bracis-28426	1	81	access	access	NOUN
bracis-28426	1	82	provided	provide	VERB
bracis-28426	1	83	by	by	ADP
bracis-28426	1	84	university	university	PROPN
bracis-28426	1	85	of	of	ADP
bracis-28426	1	86	notre	notre	PROPN
bracis-28426	1	87	dame	dame	PROPN
bracis-28426	1	88	hesburgh	hesburgh	PROPN
bracis-28426	1	89	library	library	PROPN
bracis-28426	1	90	download	download	PROPN
bracis-28426	1	91	book	book	NOUN
bracis-28426	1	92	pdf	pdf	PROPN
bracis-28426	1	93	download	download	NOUN
bracis-28426	1	94	book	book	NOUN
bracis-28426	1	95	epub	epub	PROPN
bracis-28426	1	96	intelligent	intelligent	ADJ
bracis-28426	1	97	systems	system	NOUN
bracis-28426	1	98	(	(	PUNCT
bracis-28426	1	99	bracis	bracis	NOUN
bracis-28426	1	100	2023	2023	NUM
bracis-28426	1	101	)	)	PUNCT
bracis-28426	1	102	time	time	NOUN
bracis-28426	1	103	series	series	PROPN
bracis-28426	1	104	forecasting	forecasting	NOUN
bracis-28426	1	105	of	of	ADP
bracis-28426	1	106	 	 	SPACE
bracis-28426	1	107	covid-19	covid-19	PROPN
bracis-28426	1	108	cases	case	NOUN
bracis-28426	1	109	in	in	ADP
bracis-28426	1	110	 	 	SPACE
bracis-28426	1	111	brazil	brazil	PROPN
bracis-28426	1	112	with	with	ADP
bracis-28426	1	113	 	 	SPACE
bracis-28426	1	114	gnn	gnn	PROPN
bracis-28426	1	115	and	and	CCONJ
bracis-28426	1	116	 	 	SPACE
bracis-28426	1	117	mobility	mobility	NOUN
bracis-28426	1	118	networks	network	NOUN
bracis-28426	1	119	download	download	VERB
bracis-28426	1	120	book	book	NOUN
bracis-28426	1	121	pdf	pdf	PROPN
bracis-28426	1	122	download	download	NOUN
bracis-28426	1	123	book	book	PROPN
bracis-28426	1	124	epub	epub	PROPN
bracis-28426	1	125	fernando	fernando	PROPN
bracis-28426	1	126	henrique	henrique	PROPN
bracis-28426	1	127	oliveira	oliveira	PROPN
bracis-28426	1	128	duarte	duarte	PROPN
bracis-28426	1	129	  	  	SPACE
bracis-28426	1	130	orcid	orcid	PROPN
bracis-28426	1	131	:	:	PUNCT
bracis-28426	1	132	orcid.org/0009-0003-0228-07129	orcid.org/0009-0003-0228-07129	PROPN
bracis-28426	1	133	,	,	PUNCT
bracis-28426	1	134	gladston	gladston	PROPN
bracis-28426	1	135	j.	j.	PROPN
bracis-28426	1	136	p.	p.	PROPN
bracis-28426	1	137	moreira	moreira	PROPN
bracis-28426	1	138	  	  	SPACE
bracis-28426	1	139	orcid	orcid	PROPN
bracis-28426	1	140	:	:	PUNCT
bracis-28426	1	141	orcid.org/0000-0001-7747-59269	orcid.org/0000-0001-7747-59269	PROPN
bracis-28426	1	142	,	,	PUNCT
bracis-28426	1	143	eduardo	eduardo	PROPN
bracis-28426	1	144	j.	j.	PROPN
bracis-28426	1	145	s.	s.	PROPN
bracis-28426	1	146	luz	luz	PROPN
bracis-28426	1	147	  	  	SPACE
bracis-28426	1	148	orcid	orcid	NOUN
bracis-28426	1	149	:	:	PUNCT
bracis-28426	1	150	orcid.org/0000-0001-5249-15599	orcid.org/0000-0001-5249-15599	NOUN
bracis-28426	1	151	,	,	PUNCT
bracis-28426	1	152	leonardo	leonardo	PROPN
bracis-28426	1	153	b.	b.	PROPN
bracis-28426	1	154	l.	l.	PROPN
bracis-28426	1	155	santos	santos	PROPN
bracis-28426	1	156	  	  	SPACE
bracis-28426	1	157	orcid	orcid	NOUN
bracis-28426	1	158	:	:	PUNCT
bracis-28426	1	159	orcid.org/0000-0002-3129-772x10	orcid.org/0000-0002-3129-772x10	PROPN
bracis-28426	1	160	&	&	CCONJ
bracis-28426	1	161	…	…	PUNCT
bracis-28426	1	162	vander	vander	PROPN
bracis-28426	1	163	l.	l.	PROPN
bracis-28426	1	164	s.	s.	PROPN
bracis-28426	1	165	freitas	freitas	PROPN
bracis-28426	1	166	  	  	SPACE
bracis-28426	1	167	orcid	orcid	NOUN
bracis-28426	1	168	:	:	PUNCT
bracis-28426	1	169	orcid.org/0000-0001-7989-08169	orcid.org/0000-0001-7989-08169	PROPN
bracis-28426	1	170	  	  	SPACE
bracis-28426	1	171	show	show	VERB
bracis-28426	1	172	authors	author	NOUN
bracis-28426	1	173	part	part	NOUN
bracis-28426	1	174	of	of	ADP
bracis-28426	1	175	the	the	DET
bracis-28426	1	176	book	book	NOUN
bracis-28426	1	177	series	series	NOUN
bracis-28426	1	178	:	:	PUNCT
bracis-28426	1	179	lecture	lecture	NOUN
bracis-28426	1	180	notes	note	NOUN
bracis-28426	1	181	in	in	ADP
bracis-28426	1	182	computer	computer	NOUN
bracis-28426	1	183	science	science	NOUN
bracis-28426	1	184	(	(	PUNCT
bracis-28426	1	185	(	(	PUNCT
bracis-28426	1	186	lnai	lnai	ADJ
bracis-28426	1	187	,	,	PUNCT
bracis-28426	1	188	volume	volume	NOUN
bracis-28426	1	189	14197	14197	NUM
bracis-28426	1	190	)	)	PUNCT
bracis-28426	1	191	)	)	PUNCT
bracis-28426	1	192	included	include	VERB
bracis-28426	1	193	in	in	ADP
bracis-28426	1	194	the	the	DET
bracis-28426	1	195	following	follow	VERB
bracis-28426	1	196	conference	conference	NOUN
bracis-28426	1	197	series	series	NOUN
bracis-28426	1	198	:	:	PUNCT
bracis-28426	1	199	brazilian	brazilian	ADJ
bracis-28426	1	200	conference	conference	NOUN
bracis-28426	1	201	on	on	ADP
bracis-28426	1	202	intelligent	intelligent	ADJ
bracis-28426	1	203	systems	system	NOUN
bracis-28426	1	204	567	567	NUM
bracis-28426	1	205	accesses	access	NOUN
bracis-28426	1	206	4	4	NUM
bracis-28426	1	207	citations	citation	NOUN
bracis-28426	1	208	1	1	NUM
bracis-28426	1	209	altmetric	altmetric	ADJ
bracis-28426	1	210	abstract	abstract	NOUN
bracis-28426	1	211	in	in	ADP
bracis-28426	1	212	this	this	DET
bracis-28426	1	213	study	study	NOUN
bracis-28426	1	214	,	,	PUNCT
bracis-28426	1	215	we	we	PRON
bracis-28426	1	216	examine	examine	VERB
bracis-28426	1	217	the	the	DET
bracis-28426	1	218	impact	impact	NOUN
bracis-28426	1	219	of	of	ADP
bracis-28426	1	220	human	human	ADJ
bracis-28426	1	221	mobility	mobility	NOUN
bracis-28426	1	222	on	on	ADP
bracis-28426	1	223	the	the	DET
bracis-28426	1	224	transmission	transmission	NOUN
bracis-28426	1	225	of	of	ADP
bracis-28426	1	226	covid-19	covid-19	PROPN
bracis-28426	1	227	,	,	PUNCT
bracis-28426	1	228	a	a	DET
bracis-28426	1	229	highly	highly	ADV
bracis-28426	1	230	contagious	contagious	ADJ
bracis-28426	1	231	disease	disease	NOUN
bracis-28426	1	232	that	that	PRON
bracis-28426	1	233	has	have	AUX
bracis-28426	1	234	rapidly	rapidly	ADV
bracis-28426	1	235	spread	spread	VERB
bracis-28426	1	236	worldwide	worldwide	ADV
bracis-28426	1	237	.	.	PUNCT
bracis-28426	2	1	to	to	PART
bracis-28426	2	2	investigate	investigate	VERB
bracis-28426	2	3	this	this	PRON
bracis-28426	2	4	,	,	PUNCT
bracis-28426	2	5	we	we	PRON
bracis-28426	2	6	construct	construct	VERB
bracis-28426	2	7	a	a	DET
bracis-28426	2	8	mobility	mobility	NOUN
bracis-28426	2	9	network	network	NOUN
bracis-28426	2	10	that	that	PRON
bracis-28426	2	11	captures	capture	VERB
bracis-28426	2	12	movement	movement	NOUN
bracis-28426	2	13	patterns	pattern	NOUN
bracis-28426	2	14	between	between	ADP
bracis-28426	2	15	brazilian	brazilian	ADJ
bracis-28426	2	16	cities	city	NOUN
bracis-28426	2	17	and	and	CCONJ
bracis-28426	2	18	integrate	integrate	VERB
bracis-28426	2	19	it	it	PRON
bracis-28426	2	20	with	with	ADP
bracis-28426	2	21	time	time	NOUN
bracis-28426	2	22	series	series	PROPN
bracis-28426	2	23	data	datum	NOUN
bracis-28426	2	24	of	of	ADP
bracis-28426	2	25	covid-19	covid-19	PROPN
bracis-28426	2	26	infection	infection	NOUN
bracis-28426	2	27	records	record	NOUN
bracis-28426	2	28	.	.	PUNCT
bracis-28426	3	1	our	our	PRON
bracis-28426	3	2	approach	approach	NOUN
bracis-28426	3	3	considers	consider	VERB
bracis-28426	3	4	the	the	DET
bracis-28426	3	5	interplay	interplay	NOUN
bracis-28426	3	6	between	between	ADP
bracis-28426	3	7	people	people	NOUN
bracis-28426	3	8	’s	’s	PART
bracis-28426	3	9	movements	movement	NOUN
bracis-28426	3	10	and	and	CCONJ
bracis-28426	3	11	the	the	DET
bracis-28426	3	12	spread	spread	NOUN
bracis-28426	3	13	of	of	ADP
bracis-28426	3	14	the	the	DET
bracis-28426	3	15	virus	virus	NOUN
bracis-28426	3	16	.	.	PUNCT
bracis-28426	4	1	we	we	PRON
bracis-28426	4	2	employ	employ	VERB
bracis-28426	4	3	two	two	NUM
bracis-28426	4	4	neural	neural	ADJ
bracis-28426	4	5	networks	network	NOUN
bracis-28426	4	6	based	base	VERB
bracis-28426	4	7	on	on	ADP
bracis-28426	4	8	graph	graph	NOUN
bracis-28426	4	9	convolutional	convolutional	ADJ
bracis-28426	4	10	network	network	NOUN
bracis-28426	4	11	(	(	PUNCT
bracis-28426	4	12	gcn	gcn	NOUN
bracis-28426	4	13	)	)	PUNCT
bracis-28426	4	14	,	,	PUNCT
bracis-28426	4	15	which	which	PRON
bracis-28426	4	16	leverage	leverage	VERB
bracis-28426	4	17	spatial	spatial	ADJ
bracis-28426	4	18	and	and	CCONJ
bracis-28426	4	19	temporal	temporal	ADJ
bracis-28426	4	20	data	datum	NOUN
bracis-28426	4	21	inputs	input	NOUN
bracis-28426	4	22	,	,	PUNCT
bracis-28426	4	23	to	to	PART
bracis-28426	4	24	predict	predict	VERB
bracis-28426	4	25	time	time	NOUN
bracis-28426	4	26	series	series	NOUN
bracis-28426	4	27	at	at	ADP
bracis-28426	4	28	each	each	DET
bracis-28426	4	29	city	city	NOUN
bracis-28426	4	30	while	while	SCONJ
bracis-28426	4	31	accounting	account	VERB
bracis-28426	4	32	for	for	ADP
bracis-28426	4	33	the	the	DET
bracis-28426	4	34	influence	influence	NOUN
bracis-28426	4	35	of	of	ADP
bracis-28426	4	36	neighboring	neighboring	NOUN
bracis-28426	4	37	cities	city	NOUN
bracis-28426	4	38	.	.	PUNCT
bracis-28426	5	1	in	in	ADP
bracis-28426	5	2	comparison	comparison	NOUN
bracis-28426	5	3	,	,	PUNCT
bracis-28426	5	4	we	we	PRON
bracis-28426	5	5	evaluate	evaluate	VERB
bracis-28426	5	6	lstm	lstm	NOUN
bracis-28426	5	7	and	and	CCONJ
bracis-28426	5	8	prophet	prophet	NOUN
bracis-28426	5	9	models	model	NOUN
bracis-28426	5	10	that	that	PRON
bracis-28426	5	11	do	do	AUX
bracis-28426	5	12	not	not	PART
bracis-28426	5	13	capture	capture	VERB
bracis-28426	5	14	time	time	NOUN
bracis-28426	5	15	series	series	NOUN
bracis-28426	5	16	dependencies	dependency	NOUN
bracis-28426	5	17	.	.	PUNCT
bracis-28426	6	1	by	by	ADP
bracis-28426	6	2	utilizing	utilize	VERB
bracis-28426	6	3	rmse	rmse	NOUN
bracis-28426	6	4	(	(	PUNCT
bracis-28426	6	5	root	root	NOUN
bracis-28426	6	6	mean	mean	VERB
bracis-28426	6	7	square	square	NOUN
bracis-28426	6	8	error	error	NOUN
bracis-28426	6	9	)	)	PUNCT
bracis-28426	6	10	,	,	PUNCT
bracis-28426	6	11	we	we	PRON
bracis-28426	6	12	quantify	quantify	VERB
bracis-28426	6	13	the	the	DET
bracis-28426	6	14	discrepancy	discrepancy	NOUN
bracis-28426	6	15	between	between	ADP
bracis-28426	6	16	the	the	DET
bracis-28426	6	17	actual	actual	ADJ
bracis-28426	6	18	number	number	NOUN
bracis-28426	6	19	of	of	ADP
bracis-28426	6	20	covid-19	covid-19	PROPN
bracis-28426	6	21	cases	case	NOUN
bracis-28426	6	22	and	and	CCONJ
bracis-28426	6	23	the	the	DET
bracis-28426	6	24	predicted	predict	VERB
bracis-28426	6	25	number	number	NOUN
bracis-28426	6	26	of	of	ADP
bracis-28426	6	27	cases	case	NOUN
bracis-28426	6	28	by	by	ADP
bracis-28426	6	29	the	the	DET
bracis-28426	6	30	model	model	NOUN
bracis-28426	6	31	among	among	ADP
bracis-28426	6	32	the	the	DET
bracis-28426	6	33	models	model	NOUN
bracis-28426	6	34	.	.	PUNCT
bracis-28426	7	1	prophet	prophet	NOUN
bracis-28426	7	2	achieves	achieve	VERB
bracis-28426	7	3	the	the	DET
bracis-28426	7	4	best	good	ADJ
bracis-28426	7	5	average	average	ADJ
bracis-28426	7	6	rmse	rmse	NOUN
bracis-28426	7	7	of	of	ADP
bracis-28426	7	8	482.95	482.95	NUM
bracis-28426	7	9	with	with	ADP
bracis-28426	7	10	a	a	DET
bracis-28426	7	11	minimum	minimum	NOUN
bracis-28426	7	12	of	of	ADP
bracis-28426	7	13	1.49	1.49	NUM
bracis-28426	7	14	,	,	PUNCT
bracis-28426	7	15	while	while	SCONJ
bracis-28426	7	16	lstm	lstm	NOUN
bracis-28426	7	17	performs	perform	VERB
bracis-28426	7	18	the	the	DET
bracis-28426	7	19	least	least	ADJ
bracis-28426	7	20	despite	despite	SCONJ
bracis-28426	7	21	having	have	VERB
bracis-28426	7	22	a	a	DET
bracis-28426	7	23	low	low	ADJ
bracis-28426	7	24	minimum	minimum	NOUN
bracis-28426	7	25	rmse	rmse	NOUN
bracis-28426	7	26	.	.	PUNCT
bracis-28426	8	1	the	the	DET
bracis-28426	8	2	gcrn	gcrn	PROPN
bracis-28426	8	3	and	and	CCONJ
bracis-28426	8	4	gclstm	gclstm	NOUN
bracis-28426	8	5	models	model	NOUN
bracis-28426	8	6	exhibit	exhibit	VERB
bracis-28426	8	7	mean	mean	NOUN
bracis-28426	8	8	rmse	rmse	NOUN
bracis-28426	8	9	error	error	NOUN
bracis-28426	8	10	values	value	NOUN
bracis-28426	8	11	of	of	ADP
bracis-28426	8	12	3059.5	3059.5	NUM
bracis-28426	8	13	and	and	CCONJ
bracis-28426	8	14	3583.88	3583.88	NUM
bracis-28426	8	15	,	,	PUNCT
bracis-28426	8	16	respectively	respectively	ADV
bracis-28426	8	17	,	,	PUNCT
bracis-28426	8	18	with	with	ADP
bracis-28426	8	19	the	the	DET
bracis-28426	8	20	lowest	low	ADJ
bracis-28426	8	21	standard	standard	ADJ
bracis-28426	8	22	deviation	deviation	NOUN
bracis-28426	8	23	values	value	NOUN
bracis-28426	8	24	for	for	ADP
bracis-28426	8	25	rmse	rmse	ADJ
bracis-28426	8	26	errors	error	NOUN
bracis-28426	8	27	at	at	ADP
bracis-28426	8	28	500.39	500.39	NUM
bracis-28426	8	29	and	and	CCONJ
bracis-28426	8	30	452.59	452.59	NUM
bracis-28426	8	31	.	.	PUNCT
bracis-28426	9	1	although	although	SCONJ
bracis-28426	9	2	the	the	DET
bracis-28426	9	3	prophet	prophet	NOUN
bracis-28426	9	4	model	model	NOUN
bracis-28426	9	5	demonstrates	demonstrate	VERB
bracis-28426	9	6	superior	superior	ADJ
bracis-28426	9	7	performance	performance	NOUN
bracis-28426	9	8	,	,	PUNCT
bracis-28426	9	9	its	its	PRON
bracis-28426	9	10	maximum	maximum	ADJ
bracis-28426	9	11	rmse	rmse	NOUN
bracis-28426	9	12	value	value	NOUN
bracis-28426	9	13	of	of	ADP
bracis-28426	9	14	52,058.21	52,058.21	NUM
bracis-28426	9	15	is	be	AUX
bracis-28426	9	16	ten	ten	NUM
bracis-28426	9	17	times	time	NOUN
bracis-28426	9	18	higher	high	ADJ
bracis-28426	9	19	than	than	ADP
bracis-28426	9	20	the	the	DET
bracis-28426	9	21	highest	high	ADJ
bracis-28426	9	22	value	value	NOUN
bracis-28426	9	23	observed	observe	VERB
bracis-28426	9	24	in	in	ADP
bracis-28426	9	25	the	the	DET
bracis-28426	9	26	graph	graph	NOUN
bracis-28426	9	27	convolutional	convolutional	ADJ
bracis-28426	9	28	networks	network	NOUN
bracis-28426	9	29	(	(	PUNCT
bracis-28426	9	30	gcns	gcns	PROPN
bracis-28426	9	31	)	)	PUNCT
bracis-28426	9	32	models	model	NOUN
bracis-28426	9	33	.	.	PUNCT
bracis-28426	10	1	based	base	VERB
bracis-28426	10	2	on	on	ADP
bracis-28426	10	3	our	our	PRON
bracis-28426	10	4	findings	finding	NOUN
bracis-28426	10	5	,	,	PUNCT
bracis-28426	10	6	we	we	PRON
bracis-28426	10	7	conclude	conclude	VERB
bracis-28426	10	8	that	that	SCONJ
bracis-28426	10	9	gcns	gcns	PROPN
bracis-28426	10	10	models	model	NOUN
bracis-28426	10	11	yield	yield	VERB
bracis-28426	10	12	more	more	ADV
bracis-28426	10	13	stable	stable	ADJ
bracis-28426	10	14	results	result	NOUN
bracis-28426	10	15	compared	compare	VERB
bracis-28426	10	16	to	to	ADP
bracis-28426	10	17	the	the	DET
bracis-28426	10	18	evaluated	evaluated	ADJ
bracis-28426	10	19	models	model	NOUN
bracis-28426	10	20	.	.	PUNCT
bracis-28426	11	1	access	access	NOUN
bracis-28426	11	2	provided	provide	VERB
bracis-28426	11	3	by	by	ADP
bracis-28426	11	4	university	university	PROPN
bracis-28426	11	5	of	of	ADP
bracis-28426	11	6	notre	notre	PROPN
bracis-28426	11	7	dame	dame	PROPN
bracis-28426	11	8	hesburgh	hesburgh	PROPN
bracis-28426	11	9	library	library	PROPN
bracis-28426	11	10	.	.	PUNCT
bracis-28426	12	1	download	download	PROPN
bracis-28426	12	2	conference	conference	NOUN
bracis-28426	12	3	paper	paper	NOUN
bracis-28426	12	4	pdf	pdf	NOUN
bracis-28426	12	5	similar	similar	ADJ
bracis-28426	12	6	content	content	NOUN
bracis-28426	12	7	being	be	AUX
bracis-28426	12	8	viewed	view	VERB
bracis-28426	12	9	by	by	ADP
bracis-28426	12	10	others	other	NOUN
bracis-28426	12	11	improving	improve	VERB
bracis-28426	12	12	prediction	prediction	NOUN
bracis-28426	12	13	of	of	ADP
bracis-28426	12	14	covid-19	covid-19	PROPN
bracis-28426	12	15	evolution	evolution	NOUN
bracis-28426	12	16	by	by	ADP
bracis-28426	12	17	fusing	fuse	VERB
bracis-28426	12	18	epidemiological	epidemiological	ADJ
bracis-28426	12	19	and	and	CCONJ
bracis-28426	12	20	mobility	mobility	NOUN
bracis-28426	12	21	data	datum	NOUN
bracis-28426	12	22	article	article	NOUN
bracis-28426	12	23	open	open	ADJ
bracis-28426	12	24	access	access	NOUN
bracis-28426	12	25	26	26	NUM
bracis-28426	12	26	july	july	PROPN
bracis-28426	12	27	2021	2021	NUM
bracis-28426	12	28	a	a	DET
bracis-28426	12	29	deep	deep	ADJ
bracis-28426	12	30	learning	learning	NOUN
bracis-28426	12	31	model	model	NOUN
bracis-28426	12	32	for	for	ADP
bracis-28426	12	33	early	early	ADJ
bracis-28426	12	34	prediction	prediction	NOUN
bracis-28426	12	35	of	of	ADP
bracis-28426	12	36	covid-19	covid-19	PROPN
bracis-28426	12	37	spread	spread	VERB
bracis-28426	12	38	chapter	chapter	NOUN
bracis-28426	12	39	©	©	PROPN
bracis-28426	12	40	2022	2022	NUM
bracis-28426	12	41	forecasting	forecasting	NOUN
bracis-28426	12	42	covid-19	covid-19	PROPN
bracis-28426	12	43	cases	case	NOUN
bracis-28426	12	44	in	in	ADP
bracis-28426	12	45	india	india	PROPN
bracis-28426	12	46	using	use	VERB
bracis-28426	12	47	multivariate	multivariate	NOUN
bracis-28426	12	48	hybrid	hybrid	ADJ
bracis-28426	12	49	cnn	cnn	PROPN
bracis-28426	12	50	-	-	PUNCT
bracis-28426	12	51	lstm	lstm	PROPN
bracis-28426	12	52	model	model	NOUN
bracis-28426	12	53	chapter	chapter	NOUN
bracis-28426	12	54	©	©	PROPN
bracis-28426	12	55	2022	2022	NUM
bracis-28426	12	56	explore	explore	VERB
bracis-28426	12	57	related	relate	VERB
bracis-28426	12	58	subjects	subject	NOUN
bracis-28426	12	59	discover	discover	VERB
bracis-28426	12	60	the	the	DET
bracis-28426	12	61	latest	late	ADJ
bracis-28426	12	62	articles	article	NOUN
bracis-28426	12	63	,	,	PUNCT
bracis-28426	12	64	books	book	NOUN
bracis-28426	12	65	and	and	CCONJ
bracis-28426	12	66	news	news	NOUN
bracis-28426	12	67	in	in	ADP
bracis-28426	12	68	related	related	ADJ
bracis-28426	12	69	subjects	subject	NOUN
bracis-28426	12	70	,	,	PUNCT
bracis-28426	12	71	suggested	suggest	VERB
bracis-28426	12	72	using	use	VERB
bracis-28426	12	73	machine	machine	NOUN
bracis-28426	12	74	learning	learning	NOUN
bracis-28426	12	75	.	.	PUNCT
bracis-28426	13	1	computational	computational	ADJ
bracis-28426	13	2	social	social	ADJ
bracis-28426	13	3	science	science	NOUN
bracis-28426	13	4	,	,	PUNCT
bracis-28426	13	5	social	social	ADJ
bracis-28426	13	6	networks	network	NOUN
bracis-28426	13	7	covid19	covid19	NOUN
bracis-28426	13	8	machine	machine	NOUN
bracis-28426	13	9	learning	learn	VERB
bracis-28426	13	10	predictive	predictive	ADJ
bracis-28426	13	11	medicine	medicine	NOUN
bracis-28426	13	12	probabilistic	probabilistic	ADJ
bracis-28426	13	13	data	datum	NOUN
bracis-28426	13	14	networks	network	NOUN
bracis-28426	13	15	stochastic	stochastic	NOUN
bracis-28426	13	16	networks	network	NOUN
bracis-28426	13	17	1	1	NUM
bracis-28426	13	18	introduction	introduction	NOUN
bracis-28426	13	19	the	the	DET
bracis-28426	13	20	covid-19	covid-19	PROPN
bracis-28426	13	21	is	be	AUX
bracis-28426	13	22	an	an	DET
bracis-28426	13	23	infectious	infectious	ADJ
bracis-28426	13	24	disease	disease	NOUN
bracis-28426	13	25	that	that	PRON
bracis-28426	13	26	manifests	manifest	VERB
bracis-28426	13	27	itself	itself	PRON
bracis-28426	13	28	in	in	ADP
bracis-28426	13	29	humans	human	NOUN
bracis-28426	13	30	infected	infect	VERB
bracis-28426	13	31	by	by	ADP
bracis-28426	13	32	the	the	DET
bracis-28426	13	33	sars	sar	NOUN
bracis-28426	13	34	-	-	PUNCT
bracis-28426	13	35	cov-2	cov-2	NOUN
bracis-28426	13	36	virus	virus	NOUN
bracis-28426	13	37	.	.	PUNCT
bracis-28426	14	1	the	the	DET
bracis-28426	14	2	acronym	acronym	NOUN
bracis-28426	14	3	sars	sar	NOUN
bracis-28426	14	4	stands	stand	VERB
bracis-28426	14	5	for	for	ADP
bracis-28426	14	6	severe	severe	ADJ
bracis-28426	14	7	acute	acute	ADJ
bracis-28426	14	8	respiratory	respiratory	ADJ
bracis-28426	14	9	syndrome	syndrome	NOUN
bracis-28426	14	10	,	,	PUNCT
bracis-28426	14	11	which	which	PRON
bracis-28426	14	12	belongs	belong	VERB
bracis-28426	14	13	to	to	ADP
bracis-28426	14	14	the	the	DET
bracis-28426	14	15	family	family	NOUN
bracis-28426	14	16	of	of	ADP
bracis-28426	14	17	coronaviruses	coronaviruse	NOUN
bracis-28426	14	18	who	who	PRON
bracis-28426	14	19	have	have	AUX
bracis-28426	14	20	been	be	AUX
bracis-28426	14	21	infecting	infect	VERB
bracis-28426	14	22	humans	human	NOUN
bracis-28426	14	23	for	for	ADP
bracis-28426	14	24	a	a	DET
bracis-28426	14	25	long	long	ADJ
bracis-28426	14	26	time	time	NOUN
bracis-28426	14	27	.	.	PUNCT
bracis-28426	15	1	on	on	ADP
bracis-28426	15	2	december	december	PROPN
bracis-28426	15	3	31	31	NUM
bracis-28426	15	4	,	,	PUNCT
bracis-28426	15	5	2019	2019	NUM
bracis-28426	15	6	,	,	PUNCT
bracis-28426	15	7	the	the	DET
bracis-28426	15	8	world	world	PROPN
bracis-28426	15	9	health	health	NOUN
bracis-28426	15	10	organization	organization	NOUN
bracis-28426	15	11	(	(	PUNCT
bracis-28426	15	12	who	who	PRON
bracis-28426	15	13	)	)	PUNCT
bracis-28426	15	14	alerted	alert	VERB
bracis-28426	15	15	to	to	ADP
bracis-28426	15	16	a	a	DET
bracis-28426	15	17	new	new	ADJ
bracis-28426	15	18	strain	strain	NOUN
bracis-28426	15	19	(	(	PUNCT
bracis-28426	15	20	type	type	NOUN
bracis-28426	15	21	)	)	PUNCT
bracis-28426	15	22	of	of	ADP
bracis-28426	15	23	coronavirus	coronavirus	NOUN
bracis-28426	15	24	.	.	PUNCT
bracis-28426	16	1	on	on	ADP
bracis-28426	16	2	january	january	PROPN
bracis-28426	16	3	7	7	NUM
bracis-28426	16	4	,	,	PUNCT
bracis-28426	16	5	2020	2020	NUM
bracis-28426	16	6	,	,	PUNCT
bracis-28426	16	7	chinese	chinese	ADJ
bracis-28426	16	8	authorities	authority	NOUN
bracis-28426	16	9	confirmed	confirm	VERB
bracis-28426	16	10	the	the	DET
bracis-28426	16	11	identification	identification	NOUN
bracis-28426	16	12	of	of	ADP
bracis-28426	16	13	a	a	DET
bracis-28426	16	14	new	new	ADJ
bracis-28426	16	15	type	type	NOUN
bracis-28426	16	16	of	of	ADP
bracis-28426	16	17	coronavirus	coronavirus	NOUN
bracis-28426	16	18	,	,	PUNCT
bracis-28426	16	19	that	that	PRON
bracis-28426	16	20	was	be	AUX
bracis-28426	16	21	initially	initially	ADV
bracis-28426	16	22	named	name	VERB
bracis-28426	16	23	2019	2019	NUM
bracis-28426	16	24	-	-	PUNCT
bracis-28426	16	25	ncov	ncov	ADV
bracis-28426	16	26	,	,	PUNCT
bracis-28426	16	27	and	and	CCONJ
bracis-28426	16	28	on	on	ADP
bracis-28426	16	29	february	february	PROPN
bracis-28426	16	30	11	11	NUM
bracis-28426	16	31	,	,	PUNCT
bracis-28426	16	32	2020	2020	NUM
bracis-28426	16	33	,	,	PUNCT
bracis-28426	16	34	it	it	PRON
bracis-28426	16	35	was	be	AUX
bracis-28426	16	36	given	give	VERB
bracis-28426	16	37	the	the	DET
bracis-28426	16	38	name	name	NOUN
bracis-28426	16	39	sars	sar	NOUN
bracis-28426	16	40	-	-	PUNCT
bracis-28426	16	41	cov-2	cov-2	NOUN
bracis-28426	16	42	[	[	NOUN
bracis-28426	16	43	15	15	NUM
bracis-28426	16	44	,	,	PUNCT
bracis-28426	16	45	28	28	NUM
bracis-28426	16	46	]	]	PUNCT
bracis-28426	16	47	.	.	PUNCT
bracis-28426	17	1	those	those	DET
bracis-28426	17	2	infected	infect	VERB
bracis-28426	17	3	transmit	transmit	VERB
bracis-28426	17	4	the	the	DET
bracis-28426	17	5	virus	virus	NOUN
bracis-28426	17	6	through	through	ADP
bracis-28426	17	7	the	the	DET
bracis-28426	17	8	mouth	mouth	NOUN
bracis-28426	17	9	or	or	CCONJ
bracis-28426	17	10	nose	nose	NOUN
bracis-28426	17	11	,	,	PUNCT
bracis-28426	17	12	by	by	ADP
bracis-28426	17	13	expelling	expel	VERB
bracis-28426	17	14	small	small	ADJ
bracis-28426	17	15	particles	particle	NOUN
bracis-28426	17	16	when	when	SCONJ
bracis-28426	17	17	they	they	PRON
bracis-28426	17	18	cough	cough	VERB
bracis-28426	17	19	,	,	PUNCT
bracis-28426	17	20	sneeze	sneeze	NOUN
bracis-28426	17	21	,	,	PUNCT
bracis-28426	17	22	talk	talk	NOUN
bracis-28426	17	23	,	,	PUNCT
bracis-28426	17	24	sing	sing	VERB
bracis-28426	17	25	or	or	CCONJ
bracis-28426	17	26	breathe	breathe	ADJ
bracis-28426	17	27	.	.	PUNCT
bracis-28426	18	1	infection	infection	NOUN
bracis-28426	18	2	occurs	occur	VERB
bracis-28426	18	3	by	by	ADP
bracis-28426	18	4	inhaling	inhale	VERB
bracis-28426	18	5	these	these	DET
bracis-28426	18	6	particles	particle	NOUN
bracis-28426	18	7	through	through	ADP
bracis-28426	18	8	the	the	DET
bracis-28426	18	9	airways	airway	NOUN
bracis-28426	18	10	or	or	CCONJ
bracis-28426	18	11	by	by	ADP
bracis-28426	18	12	touching	touch	VERB
bracis-28426	18	13	a	a	DET
bracis-28426	18	14	contaminated	contaminate	VERB
bracis-28426	18	15	surface	surface	NOUN
bracis-28426	18	16	and	and	CCONJ
bracis-28426	18	17	then	then	ADV
bracis-28426	18	18	coming	come	VERB
bracis-28426	18	19	into	into	ADP
bracis-28426	18	20	contact	contact	NOUN
bracis-28426	18	21	with	with	ADP
bracis-28426	18	22	the	the	DET
bracis-28426	18	23	eyes	eye	NOUN
bracis-28426	18	24	,	,	PUNCT
bracis-28426	18	25	nose	nose	NOUN
bracis-28426	18	26	or	or	CCONJ
bracis-28426	18	27	mouth	mouth	NOUN
bracis-28426	19	1	[	[	X
bracis-28426	19	2	26	26	NUM
bracis-28426	19	3	]	]	PUNCT
bracis-28426	19	4	.	.	PUNCT
bracis-28426	20	1	due	due	ADP
bracis-28426	20	2	to	to	ADP
bracis-28426	20	3	the	the	DET
bracis-28426	20	4	nature	nature	NOUN
bracis-28426	20	5	of	of	ADP
bracis-28426	20	6	the	the	DET
bracis-28426	20	7	virus	virus	NOUN
bracis-28426	20	8	,	,	PUNCT
bracis-28426	20	9	it	it	PRON
bracis-28426	20	10	spreads	spread	VERB
bracis-28426	20	11	more	more	ADV
bracis-28426	20	12	easily	easily	ADV
bracis-28426	20	13	indoors	indoor	NOUN
bracis-28426	20	14	and	and	CCONJ
bracis-28426	20	15	in	in	ADP
bracis-28426	20	16	crowds	crowd	NOUN
bracis-28426	20	17	.	.	PUNCT
bracis-28426	21	1	those	those	PRON
bracis-28426	21	2	who	who	PRON
bracis-28426	21	3	become	become	VERB
bracis-28426	21	4	ill	ill	ADJ
bracis-28426	21	5	as	as	ADP
bracis-28426	21	6	a	a	DET
bracis-28426	21	7	result	result	NOUN
bracis-28426	21	8	of	of	ADP
bracis-28426	21	9	covid-19	covid-19	PROPN
bracis-28426	21	10	experience	experience	NOUN
bracis-28426	21	11	symptoms	symptom	NOUN
bracis-28426	21	12	ranging	range	VERB
bracis-28426	21	13	from	from	ADP
bracis-28426	21	14	mild	mild	ADJ
bracis-28426	21	15	and	and	CCONJ
bracis-28426	21	16	moderate	moderate	ADJ
bracis-28426	21	17	,	,	PUNCT
bracis-28426	21	18	where	where	SCONJ
bracis-28426	21	19	the	the	DET
bracis-28426	21	20	patient	patient	NOUN
bracis-28426	21	21	recovers	recover	NOUN
bracis-28426	21	22	without	without	ADP
bracis-28426	21	23	special	special	ADJ
bracis-28426	21	24	treatment	treatment	NOUN
bracis-28426	21	25	,	,	PUNCT
bracis-28426	21	26	to	to	ADP
bracis-28426	21	27	severe	severe	ADJ
bracis-28426	21	28	,	,	PUNCT
bracis-28426	21	29	where	where	SCONJ
bracis-28426	21	30	the	the	DET
bracis-28426	21	31	patient	patient	NOUN
bracis-28426	21	32	needs	need	VERB
bracis-28426	21	33	specialized	specialized	ADJ
bracis-28426	21	34	medical	medical	ADJ
bracis-28426	21	35	care	care	NOUN
bracis-28426	21	36	[	[	X
bracis-28426	21	37	2	2	NUM
bracis-28426	21	38	]	]	PUNCT
bracis-28426	21	39	.	.	PUNCT
bracis-28426	22	1	to	to	ADP
bracis-28426	22	2	this	this	DET
bracis-28426	22	3	date	date	NOUN
bracis-28426	22	4	(	(	PUNCT
bracis-28426	22	5	may	may	PROPN
bracis-28426	22	6	06	06	NUM
bracis-28426	22	7	,	,	PUNCT
bracis-28426	22	8	2023	2023	NUM
bracis-28426	22	9	)	)	PUNCT
bracis-28426	22	10	,	,	PUNCT
bracis-28426	22	11	the	the	DET
bracis-28426	22	12	virus	virus	NOUN
bracis-28426	22	13	that	that	PRON
bracis-28426	22	14	causes	cause	VERB
bracis-28426	22	15	covid-19	covid-19	PROPN
bracis-28426	22	16	has	have	AUX
bracis-28426	22	17	infected	infect	VERB
bracis-28426	22	18	more	more	ADJ
bracis-28426	22	19	than	than	ADP
bracis-28426	22	20	270	270	NUM
bracis-28426	22	21	million	million	NUM
bracis-28426	22	22	people	people	NOUN
bracis-28426	22	23	and	and	CCONJ
bracis-28426	22	24	caused	cause	VERB
bracis-28426	22	25	more	more	ADJ
bracis-28426	22	26	than	than	ADP
bracis-28426	22	27	5.3	5.3	NUM
bracis-28426	22	28	million	million	NUM
bracis-28426	22	29	deaths	death	NOUN
bracis-28426	22	30	worldwide	worldwide	ADV
bracis-28426	22	31	[	[	X
bracis-28426	22	32	5	5	NUM
bracis-28426	22	33	,	,	PUNCT
bracis-28426	22	34	19	19	NUM
bracis-28426	22	35	]	]	PUNCT
bracis-28426	22	36	.	.	PUNCT
bracis-28426	23	1	in	in	ADP
bracis-28426	23	2	brazil	brazil	PROPN
bracis-28426	23	3	,	,	PUNCT
bracis-28426	23	4	the	the	DET
bracis-28426	23	5	numbers	number	NOUN
bracis-28426	23	6	reach	reach	VERB
bracis-28426	23	7	more	more	ADJ
bracis-28426	23	8	than	than	ADP
bracis-28426	23	9	37	37	NUM
bracis-28426	23	10	million	million	NUM
bracis-28426	23	11	infected	infected	ADJ
bracis-28426	23	12	and	and	CCONJ
bracis-28426	23	13	701	701	NUM
bracis-28426	23	14	thousand	thousand	NUM
bracis-28426	23	15	dead	dead	ADJ
bracis-28426	23	16	[	[	X
bracis-28426	23	17	1	1	NUM
bracis-28426	23	18	]	]	PUNCT
bracis-28426	23	19	.	.	PUNCT
bracis-28426	24	1	so	so	ADV
bracis-28426	24	2	far	far	ADV
bracis-28426	24	3	,	,	PUNCT
bracis-28426	24	4	the	the	DET
bracis-28426	24	5	world	world	NOUN
bracis-28426	24	6	has	have	AUX
bracis-28426	24	7	paid	pay	VERB
bracis-28426	24	8	a	a	DET
bracis-28426	24	9	heavy	heavy	ADJ
bracis-28426	24	10	price	price	NOUN
bracis-28426	24	11	for	for	ADP
bracis-28426	24	12	this	this	DET
bracis-28426	24	13	pandemic	pandemic	NOUN
bracis-28426	24	14	in	in	ADP
bracis-28426	24	15	lost	lose	VERB
bracis-28426	24	16	human	human	ADJ
bracis-28426	24	17	lives	life	NOUN
bracis-28426	24	18	,	,	PUNCT
bracis-28426	24	19	economic	economic	ADJ
bracis-28426	24	20	repercussions	repercussion	NOUN
bracis-28426	24	21	and	and	CCONJ
bracis-28426	24	22	increased	increase	VERB
bracis-28426	24	23	poverty	poverty	NOUN
bracis-28426	24	24	.	.	PUNCT
bracis-28426	25	1	the	the	DET
bracis-28426	25	2	covid-19	covid-19	PROPN
bracis-28426	25	3	pandemic	pandemic	NOUN
bracis-28426	25	4	is	be	AUX
bracis-28426	25	5	still	still	ADV
bracis-28426	25	6	ongoing	ongoing	ADJ
bracis-28426	25	7	,	,	PUNCT
bracis-28426	25	8	and	and	CCONJ
bracis-28426	25	9	the	the	DET
bracis-28426	25	10	virus	virus	NOUN
bracis-28426	25	11	continues	continue	VERB
bracis-28426	25	12	to	to	PART
bracis-28426	25	13	mutate	mutate	VERB
bracis-28426	25	14	,	,	PUNCT
bracis-28426	25	15	generating	generate	VERB
bracis-28426	25	16	variants	variant	NOUN
bracis-28426	25	17	.	.	PUNCT
bracis-28426	26	1	this	this	DET
bracis-28426	26	2	work	work	NOUN
bracis-28426	26	3	presents	present	VERB
bracis-28426	26	4	time	time	NOUN
bracis-28426	26	5	series	series	PROPN
bracis-28426	26	6	forecasting	forecasting	NOUN
bracis-28426	26	7	models	model	NOUN
bracis-28426	26	8	to	to	PART
bracis-28426	26	9	predict	predict	VERB
bracis-28426	26	10	the	the	DET
bracis-28426	26	11	number	number	NOUN
bracis-28426	26	12	of	of	ADP
bracis-28426	26	13	covid-19	covid-19	PROPN
bracis-28426	26	14	cases	case	NOUN
bracis-28426	26	15	in	in	ADP
bracis-28426	26	16	brazilian	brazilian	ADJ
bracis-28426	26	17	cities	city	NOUN
bracis-28426	26	18	[	[	X
bracis-28426	26	19	4	4	NUM
bracis-28426	26	20	]	]	PUNCT
bracis-28426	26	21	,	,	PUNCT
bracis-28426	26	22	covering	cover	VERB
bracis-28426	26	23	the	the	DET
bracis-28426	26	24	period	period	NOUN
bracis-28426	26	25	from	from	ADP
bracis-28426	26	26	february	february	PROPN
bracis-28426	26	27	2020	2020	NUM
bracis-28426	26	28	to	to	ADP
bracis-28426	26	29	december	december	PROPN
bracis-28426	26	30	2022	2022	NUM
bracis-28426	26	31	.	.	PUNCT
bracis-28426	27	1	we	we	PRON
bracis-28426	27	2	aim	aim	VERB
bracis-28426	27	3	to	to	PART
bracis-28426	27	4	improve	improve	VERB
bracis-28426	27	5	the	the	DET
bracis-28426	27	6	accuracy	accuracy	NOUN
bracis-28426	27	7	of	of	ADP
bracis-28426	27	8	the	the	DET
bracis-28426	27	9	predictions	prediction	NOUN
bracis-28426	27	10	by	by	ADP
bracis-28426	27	11	incorporating	incorporate	VERB
bracis-28426	27	12	graph	graph	NOUN
bracis-28426	27	13	convolutional	convolutional	ADJ
bracis-28426	27	14	networks	network	NOUN
bracis-28426	27	15	(	(	PUNCT
bracis-28426	27	16	gcn	gcn	NOUN
bracis-28426	27	17	)	)	PUNCT
bracis-28426	27	18	models	model	NOUN
bracis-28426	27	19	,	,	PUNCT
bracis-28426	27	20	specifically	specifically	ADV
bracis-28426	27	21	gcrn	gcrn	NOUN
bracis-28426	27	22	and	and	CCONJ
bracis-28426	27	23	gclstm	gclstm	NOUN
bracis-28426	27	24	.	.	PUNCT
bracis-28426	28	1	these	these	DET
bracis-28426	28	2	models	model	NOUN
bracis-28426	28	3	leverage	leverage	VERB
bracis-28426	28	4	a	a	DET
bracis-28426	28	5	mobility	mobility	NOUN
bracis-28426	28	6	network	network	NOUN
bracis-28426	28	7	that	that	PRON
bracis-28426	28	8	captures	capture	VERB
bracis-28426	28	9	the	the	DET
bracis-28426	28	10	commuting	commuting	NOUN
bracis-28426	28	11	patterns	pattern	NOUN
bracis-28426	28	12	between	between	ADP
bracis-28426	28	13	cities	city	NOUN
bracis-28426	28	14	,	,	PUNCT
bracis-28426	28	15	allowing	allow	VERB
bracis-28426	28	16	us	we	PRON
bracis-28426	28	17	to	to	PART
bracis-28426	28	18	account	account	VERB
bracis-28426	28	19	for	for	ADP
bracis-28426	28	20	the	the	DET
bracis-28426	28	21	interdependencies	interdependency	NOUN
bracis-28426	28	22	among	among	ADP
bracis-28426	28	23	cities	city	NOUN
bracis-28426	28	24	’	'	PUNCT
bracis-28426	28	25	time	time	NOUN
bracis-28426	28	26	series	series	NOUN
bracis-28426	28	27	and	and	CCONJ
bracis-28426	28	28	the	the	DET
bracis-28426	28	29	influence	influence	NOUN
bracis-28426	28	30	of	of	ADP
bracis-28426	28	31	human	human	ADJ
bracis-28426	28	32	mobility	mobility	NOUN
bracis-28426	28	33	on	on	ADP
bracis-28426	28	34	disease	disease	NOUN
bracis-28426	28	35	transmission	transmission	NOUN
bracis-28426	29	1	[	[	X
bracis-28426	29	2	7,8,9	7,8,9	NUM
bracis-28426	29	3	,	,	PUNCT
bracis-28426	29	4	20	20	NUM
bracis-28426	29	5	]	]	PUNCT
bracis-28426	29	6	.	.	PUNCT
bracis-28426	30	1	the	the	DET
bracis-28426	30	2	performance	performance	NOUN
bracis-28426	30	3	of	of	ADP
bracis-28426	30	4	our	our	PRON
bracis-28426	30	5	proposed	propose	VERB
bracis-28426	30	6	gcn	gcn	NOUN
bracis-28426	30	7	models	model	NOUN
bracis-28426	30	8	is	be	AUX
bracis-28426	30	9	compared	compare	VERB
bracis-28426	30	10	to	to	ADP
bracis-28426	30	11	two	two	NUM
bracis-28426	30	12	well	well	ADV
bracis-28426	30	13	-	-	PUNCT
bracis-28426	30	14	known	know	VERB
bracis-28426	30	15	forecasting	forecasting	NOUN
bracis-28426	30	16	methods	method	NOUN
bracis-28426	30	17	,	,	PUNCT
bracis-28426	30	18	lstm	lstm	NOUN
bracis-28426	30	19	and	and	CCONJ
bracis-28426	30	20	prophet	prophet	NOUN
bracis-28426	30	21	.	.	PUNCT
bracis-28426	31	1	through	through	ADP
bracis-28426	31	2	extensive	extensive	ADJ
bracis-28426	31	3	experiments	experiment	NOUN
bracis-28426	31	4	and	and	CCONJ
bracis-28426	31	5	evaluation	evaluation	NOUN
bracis-28426	31	6	,	,	PUNCT
bracis-28426	31	7	we	we	PRON
bracis-28426	31	8	obtained	obtain	VERB
bracis-28426	31	9	compelling	compelling	ADJ
bracis-28426	31	10	results	result	NOUN
bracis-28426	31	11	that	that	PRON
bracis-28426	31	12	highlight	highlight	VERB
bracis-28426	31	13	the	the	DET
bracis-28426	31	14	effectiveness	effectiveness	NOUN
bracis-28426	31	15	of	of	ADP
bracis-28426	31	16	the	the	DET
bracis-28426	31	17	gcn	gcn	NOUN
bracis-28426	31	18	models	model	NOUN
bracis-28426	31	19	approach	approach	VERB
bracis-28426	31	20	in	in	ADP
bracis-28426	31	21	capturing	capture	VERB
bracis-28426	31	22	the	the	DET
bracis-28426	31	23	complex	complex	ADJ
bracis-28426	31	24	dynamics	dynamic	NOUN
bracis-28426	31	25	of	of	ADP
bracis-28426	31	26	covid-19	covid-19	PROPN
bracis-28426	31	27	transmission	transmission	NOUN
bracis-28426	31	28	and	and	CCONJ
bracis-28426	31	29	improving	improve	VERB
bracis-28426	31	30	the	the	DET
bracis-28426	31	31	accuracy	accuracy	NOUN
bracis-28426	31	32	of	of	ADP
bracis-28426	31	33	predictions	prediction	NOUN
bracis-28426	31	34	.	.	PUNCT
bracis-28426	32	1	this	this	DET
bracis-28426	32	2	research	research	NOUN
bracis-28426	32	3	contributes	contribute	VERB
bracis-28426	32	4	to	to	ADP
bracis-28426	32	5	the	the	DET
bracis-28426	32	6	field	field	NOUN
bracis-28426	32	7	of	of	ADP
bracis-28426	32	8	covid-19	covid-19	PROPN
bracis-28426	32	9	forecasting	forecasting	NOUN
bracis-28426	32	10	by	by	ADP
bracis-28426	32	11	demonstrating	demonstrate	VERB
bracis-28426	32	12	the	the	DET
bracis-28426	32	13	value	value	NOUN
bracis-28426	32	14	of	of	ADP
bracis-28426	32	15	incorporating	incorporate	VERB
bracis-28426	32	16	mobility	mobility	NOUN
bracis-28426	32	17	networks	network	NOUN
bracis-28426	32	18	and	and	CCONJ
bracis-28426	32	19	considering	consider	VERB
bracis-28426	32	20	the	the	DET
bracis-28426	32	21	impact	impact	NOUN
bracis-28426	32	22	of	of	ADP
bracis-28426	32	23	human	human	ADJ
bracis-28426	32	24	movement	movement	NOUN
bracis-28426	32	25	on	on	ADP
bracis-28426	32	26	disease	disease	NOUN
bracis-28426	32	27	spread	spread	VERB
bracis-28426	32	28	.	.	PUNCT
bracis-28426	33	1	our	our	PRON
bracis-28426	33	2	findings	finding	NOUN
bracis-28426	33	3	provide	provide	VERB
bracis-28426	33	4	insights	insight	NOUN
bracis-28426	33	5	into	into	ADP
bracis-28426	33	6	the	the	DET
bracis-28426	33	7	interplay	interplay	NOUN
bracis-28426	33	8	between	between	ADP
bracis-28426	33	9	mobility	mobility	NOUN
bracis-28426	33	10	patterns	pattern	NOUN
bracis-28426	33	11	and	and	CCONJ
bracis-28426	33	12	the	the	DET
bracis-28426	33	13	spread	spread	NOUN
bracis-28426	33	14	of	of	ADP
bracis-28426	33	15	covid-19	covid-19	PROPN
bracis-28426	33	16	,	,	PUNCT
bracis-28426	33	17	and	and	CCONJ
bracis-28426	33	18	offer	offer	VERB
bracis-28426	33	19	valuable	valuable	ADJ
bracis-28426	33	20	implications	implication	NOUN
bracis-28426	33	21	for	for	ADP
bracis-28426	33	22	developing	develop	VERB
bracis-28426	33	23	effective	effective	ADJ
bracis-28426	33	24	strategies	strategy	NOUN
bracis-28426	33	25	to	to	PART
bracis-28426	33	26	mitigate	mitigate	VERB
bracis-28426	33	27	the	the	DET
bracis-28426	33	28	impact	impact	NOUN
bracis-28426	33	29	of	of	ADP
bracis-28426	33	30	the	the	DET
bracis-28426	33	31	disease	disease	NOUN
bracis-28426	33	32	.	.	PUNCT
bracis-28426	34	1	2	2	NUM
bracis-28426	34	2	related	relate	VERB
bracis-28426	34	3	works	work	NOUN
bracis-28426	34	4	xi	xi	INTJ
bracis-28426	34	5	et	et	PROPN
bracis-28426	34	6	al	al	PROPN
bracis-28426	34	7	.	.	PROPN
bracis-28426	34	8	(	(	PUNCT
bracis-28426	34	9	2022	2022	NUM
bracis-28426	34	10	)	)	PUNCT
bracis-28426	35	1	[	[	X
bracis-28426	35	2	27	27	NUM
bracis-28426	35	3	]	]	PUNCT
bracis-28426	35	4	simulate	simulate	VERB
bracis-28426	35	5	the	the	DET
bracis-28426	35	6	propagation	propagation	NOUN
bracis-28426	35	7	curve	curve	NOUN
bracis-28426	35	8	of	of	ADP
bracis-28426	35	9	covid-19	covid-19	PROPN
bracis-28426	35	10	in	in	ADP
bracis-28426	35	11	a	a	DET
bracis-28426	35	12	university	university	NOUN
bracis-28426	35	13	,	,	PUNCT
bracis-28426	35	14	based	base	VERB
bracis-28426	35	15	on	on	ADP
bracis-28426	35	16	the	the	DET
bracis-28426	35	17	interaction	interaction	NOUN
bracis-28426	35	18	between	between	ADP
bracis-28426	35	19	students	student	NOUN
bracis-28426	35	20	through	through	ADP
bracis-28426	35	21	graph	graph	NOUN
bracis-28426	35	22	neural	neural	ADJ
bracis-28426	35	23	network	network	NOUN
bracis-28426	35	24	(	(	PUNCT
bracis-28426	35	25	gnn	gnn	PROPN
bracis-28426	35	26	)	)	PUNCT
bracis-28426	35	27	and	and	CCONJ
bracis-28426	35	28	a	a	DET
bracis-28426	35	29	sir	sir	NOUN
bracis-28426	35	30	model	model	NOUN
bracis-28426	35	31	(	(	PUNCT
bracis-28426	35	32	susceptible	susceptible	ADJ
bracis-28426	35	33	infected	infect	VERB
bracis-28426	35	34	recovered	recover	VERB
bracis-28426	35	35	)	)	PUNCT
bracis-28426	36	1	[	[	X
bracis-28426	36	2	23	23	NUM
bracis-28426	36	3	]	]	PUNCT
bracis-28426	36	4	.	.	PUNCT
bracis-28426	37	1	they	they	PRON
bracis-28426	37	2	simulated	simulate	VERB
bracis-28426	37	3	three	three	NUM
bracis-28426	37	4	distancing	distancing	NOUN
bracis-28426	37	5	strategies	strategy	NOUN
bracis-28426	37	6	designed	design	VERB
bracis-28426	37	7	to	to	PART
bracis-28426	37	8	keep	keep	VERB
bracis-28426	37	9	the	the	DET
bracis-28426	37	10	infection	infection	NOUN
bracis-28426	37	11	curve	curve	NOUN
bracis-28426	37	12	flat	flat	ADJ
bracis-28426	37	13	and	and	CCONJ
bracis-28426	37	14	help	help	VERB
bracis-28426	37	15	make	make	VERB
bracis-28426	37	16	the	the	DET
bracis-28426	37	17	spread	spread	NOUN
bracis-28426	37	18	of	of	ADP
bracis-28426	37	19	covid-19	covid-19	PROPN
bracis-28426	37	20	controllable	controllable	NOUN
bracis-28426	37	21	.	.	PUNCT
bracis-28426	38	1	students	student	NOUN
bracis-28426	38	2	and	and	CCONJ
bracis-28426	38	3	professors	professor	NOUN
bracis-28426	38	4	were	be	AUX
bracis-28426	38	5	considered	consider	VERB
bracis-28426	38	6	as	as	ADP
bracis-28426	38	7	nodes	node	NOUN
bracis-28426	38	8	and	and	CCONJ
bracis-28426	38	9	places	place	NOUN
bracis-28426	38	10	or	or	CCONJ
bracis-28426	38	11	events	event	NOUN
bracis-28426	38	12	as	as	ADP
bracis-28426	38	13	layers	layer	NOUN
bracis-28426	38	14	(	(	PUNCT
bracis-28426	38	15	face	face	NOUN
bracis-28426	38	16	-	-	PUNCT
bracis-28426	38	17	to	to	ADP
bracis-28426	38	18	-	-	PUNCT
bracis-28426	38	19	face	face	NOUN
bracis-28426	38	20	lectures	lecture	NOUN
bracis-28426	38	21	,	,	PUNCT
bracis-28426	38	22	internal	internal	ADJ
bracis-28426	38	23	social	social	ADJ
bracis-28426	38	24	activities	activity	NOUN
bracis-28426	38	25	,	,	PUNCT
bracis-28426	38	26	campus	campus	NOUN
bracis-28426	38	27	cafeterias	cafeteria	NOUN
bracis-28426	38	28	,	,	PUNCT
bracis-28426	38	29	etc	etc	X
bracis-28426	38	30	.	.	X
bracis-28426	38	31	)	)	PUNCT
bracis-28426	38	32	.	.	PUNCT
bracis-28426	39	1	the	the	DET
bracis-28426	39	2	gnn	gnn	PROPN
bracis-28426	39	3	was	be	AUX
bracis-28426	39	4	used	use	VERB
bracis-28426	39	5	to	to	PART
bracis-28426	39	6	validate	validate	VERB
bracis-28426	39	7	and	and	CCONJ
bracis-28426	39	8	verify	verify	VERB
bracis-28426	39	9	the	the	DET
bracis-28426	39	10	effectiveness	effectiveness	NOUN
bracis-28426	39	11	through	through	ADP
bracis-28426	39	12	the	the	DET
bracis-28426	39	13	simulation	simulation	NOUN
bracis-28426	39	14	of	of	ADP
bracis-28426	39	15	the	the	DET
bracis-28426	39	16	infection	infection	NOUN
bracis-28426	39	17	curve	curve	NOUN
bracis-28426	39	18	,	,	PUNCT
bracis-28426	39	19	where	where	SCONJ
bracis-28426	39	20	the	the	DET
bracis-28426	39	21	infected	infected	NOUN
bracis-28426	39	22	were	be	AUX
bracis-28426	39	23	randomly	randomly	ADV
bracis-28426	39	24	chosen	choose	VERB
bracis-28426	39	25	.	.	PUNCT
bracis-28426	40	1	they	they	PRON
bracis-28426	40	2	provide	provide	VERB
bracis-28426	40	3	a	a	DET
bracis-28426	40	4	visualization	visualization	NOUN
bracis-28426	40	5	of	of	ADP
bracis-28426	40	6	the	the	DET
bracis-28426	40	7	dissemination	dissemination	NOUN
bracis-28426	40	8	process	process	NOUN
bracis-28426	40	9	of	of	ADP
bracis-28426	40	10	covid-19	covid-19	PROPN
bracis-28426	40	11	and	and	CCONJ
bracis-28426	40	12	the	the	DET
bracis-28426	40	13	comparison	comparison	NOUN
bracis-28426	40	14	between	between	ADP
bracis-28426	40	15	the	the	DET
bracis-28426	40	16	results	result	NOUN
bracis-28426	40	17	of	of	ADP
bracis-28426	40	18	the	the	DET
bracis-28426	40	19	forecast	forecast	NOUN
bracis-28426	40	20	of	of	ADP
bracis-28426	40	21	dissemination	dissemination	NOUN
bracis-28426	40	22	for	for	ADP
bracis-28426	40	23	each	each	PRON
bracis-28426	40	24	of	of	ADP
bracis-28426	40	25	the	the	DET
bracis-28426	40	26	control	control	NOUN
bracis-28426	40	27	strategies	strategy	NOUN
bracis-28426	40	28	.	.	PUNCT
bracis-28426	41	1	with	with	ADP
bracis-28426	41	2	the	the	DET
bracis-28426	41	3	aim	aim	NOUN
bracis-28426	41	4	of	of	ADP
bracis-28426	41	5	predicting	predict	VERB
bracis-28426	41	6	the	the	DET
bracis-28426	41	7	dynamics	dynamic	NOUN
bracis-28426	41	8	of	of	ADP
bracis-28426	41	9	the	the	DET
bracis-28426	41	10	spread	spread	NOUN
bracis-28426	41	11	of	of	ADP
bracis-28426	41	12	the	the	DET
bracis-28426	41	13	pandemic	pandemic	NOUN
bracis-28426	41	14	in	in	ADP
bracis-28426	41	15	the	the	DET
bracis-28426	41	16	usa	usa	PROPN
bracis-28426	41	17	,	,	PUNCT
bracis-28426	41	18	the	the	DET
bracis-28426	41	19	work	work	NOUN
bracis-28426	41	20	carried	carry	VERB
bracis-28426	41	21	out	out	ADP
bracis-28426	41	22	by	by	ADP
bracis-28426	41	23	davahli	davahli	NOUN
bracis-28426	41	24	et	et	PROPN
bracis-28426	41	25	al	al	PROPN
bracis-28426	41	26	.	.	PROPN
bracis-28426	42	1	(	(	PUNCT
bracis-28426	42	2	2021	2021	NUM
bracis-28426	42	3	)	)	PUNCT
bracis-28426	43	1	[	[	X
bracis-28426	43	2	6	6	NUM
bracis-28426	43	3	]	]	PUNCT
bracis-28426	43	4	developed	develop	VERB
bracis-28426	43	5	two	two	NUM
bracis-28426	43	6	predictive	predictive	ADJ
bracis-28426	43	7	models	model	NOUN
bracis-28426	43	8	using	use	VERB
bracis-28426	43	9	gnn	gnn	PROPN
bracis-28426	43	10	,	,	PUNCT
bracis-28426	43	11	fed	feed	VERB
bracis-28426	43	12	by	by	ADP
bracis-28426	43	13	real	real	ADJ
bracis-28426	43	14	data	datum	NOUN
bracis-28426	43	15	,	,	PUNCT
bracis-28426	43	16	obtaining	obtain	VERB
bracis-28426	43	17	results	result	NOUN
bracis-28426	43	18	from	from	ADP
bracis-28426	43	19	the	the	DET
bracis-28426	43	20	forecast	forecast	NOUN
bracis-28426	43	21	of	of	ADP
bracis-28426	43	22	spread	spread	NOUN
bracis-28426	43	23	and	and	CCONJ
bracis-28426	43	24	a	a	DET
bracis-28426	43	25	comparison	comparison	NOUN
bracis-28426	43	26	between	between	ADP
bracis-28426	43	27	the	the	DET
bracis-28426	43	28	models	model	NOUN
bracis-28426	43	29	.	.	PUNCT
bracis-28426	44	1	the	the	DET
bracis-28426	44	2	first	first	ADJ
bracis-28426	44	3	model	model	NOUN
bracis-28426	44	4	developed	develop	VERB
bracis-28426	44	5	was	be	AUX
bracis-28426	44	6	based	base	VERB
bracis-28426	44	7	on	on	ADP
bracis-28426	44	8	graph	graph	NOUN
bracis-28426	44	9	theory	theory	NOUN
bracis-28426	44	10	neural	neural	ADJ
bracis-28426	44	11	networks	network	NOUN
bracis-28426	44	12	(	(	PUNCT
bracis-28426	44	13	gtnn	gtnn	NOUN
bracis-28426	44	14	)	)	PUNCT
bracis-28426	44	15	and	and	CCONJ
bracis-28426	44	16	the	the	DET
bracis-28426	44	17	second	second	ADJ
bracis-28426	44	18	was	be	AUX
bracis-28426	44	19	based	base	VERB
bracis-28426	44	20	on	on	ADP
bracis-28426	44	21	neighborhood	neighborhood	NOUN
bracis-28426	44	22	neural	neural	ADJ
bracis-28426	44	23	networks	network	NOUN
bracis-28426	44	24	(	(	PUNCT
bracis-28426	44	25	ngnn	ngnn	NOUN
bracis-28426	44	26	)	)	PUNCT
bracis-28426	44	27	.	.	PUNCT
bracis-28426	45	1	each	each	DET
bracis-28426	45	2	us	us	PROPN
bracis-28426	45	3	state	state	NOUN
bracis-28426	45	4	is	be	AUX
bracis-28426	45	5	considered	consider	VERB
bracis-28426	45	6	a	a	DET
bracis-28426	45	7	graph	graph	NOUN
bracis-28426	45	8	node	node	NOUN
bracis-28426	45	9	,	,	PUNCT
bracis-28426	45	10	while	while	SCONJ
bracis-28426	45	11	the	the	DET
bracis-28426	45	12	edges	edge	NOUN
bracis-28426	45	13	of	of	ADP
bracis-28426	45	14	the	the	DET
bracis-28426	45	15	gtnn	gtnn	PROPN
bracis-28426	45	16	model	model	NOUN
bracis-28426	45	17	document	document	NOUN
bracis-28426	45	18	the	the	DET
bracis-28426	45	19	functional	functional	ADJ
bracis-28426	45	20	connectivity	connectivity	NOUN
bracis-28426	45	21	between	between	ADP
bracis-28426	45	22	states	state	NOUN
bracis-28426	45	23	,	,	PUNCT
bracis-28426	45	24	those	those	PRON
bracis-28426	45	25	of	of	ADP
bracis-28426	45	26	the	the	DET
bracis-28426	45	27	ngnn	ngnn	PROPN
bracis-28426	45	28	model	model	NOUN
bracis-28426	45	29	connect	connect	VERB
bracis-28426	45	30	neighboring	neighboring	NOUN
bracis-28426	45	31	states	state	NOUN
bracis-28426	45	32	with	with	ADP
bracis-28426	45	33	each	each	DET
bracis-28426	45	34	other	other	ADJ
bracis-28426	45	35	.	.	PUNCT
bracis-28426	46	1	the	the	DET
bracis-28426	46	2	performance	performance	NOUN
bracis-28426	46	3	of	of	ADP
bracis-28426	46	4	these	these	DET
bracis-28426	46	5	models	model	NOUN
bracis-28426	46	6	was	be	AUX
bracis-28426	46	7	evaluated	evaluate	VERB
bracis-28426	46	8	with	with	ADP
bracis-28426	46	9	existing	exist	VERB
bracis-28426	46	10	real	real	ADJ
bracis-28426	46	11	dataset	dataset	NOUN
bracis-28426	46	12	that	that	PRON
bracis-28426	46	13	reflect	reflect	VERB
bracis-28426	46	14	conditions	condition	NOUN
bracis-28426	46	15	from	from	ADP
bracis-28426	46	16	january	january	PROPN
bracis-28426	46	17	22	22	NUM
bracis-28426	46	18	to	to	ADP
bracis-28426	46	19	november	november	PROPN
bracis-28426	46	20	26	26	NUM
bracis-28426	46	21	,	,	PUNCT
bracis-28426	46	22	2020	2020	NUM
bracis-28426	46	23	(	(	PUNCT
bracis-28426	46	24	prior	prior	ADV
bracis-28426	46	25	to	to	ADP
bracis-28426	46	26	the	the	DET
bracis-28426	46	27	start	start	NOUN
bracis-28426	46	28	of	of	ADP
bracis-28426	46	29	covid-19	covid-19	PROPN
bracis-28426	46	30	vaccination	vaccination	NOUN
bracis-28426	46	31	in	in	ADP
bracis-28426	46	32	the	the	DET
bracis-28426	46	33	united	united	PROPN
bracis-28426	46	34	states	states	PROPN
bracis-28426	46	35	)	)	PUNCT
bracis-28426	46	36	.	.	PUNCT
bracis-28426	47	1	the	the	DET
bracis-28426	47	2	results	result	NOUN
bracis-28426	47	3	indicate	indicate	VERB
bracis-28426	47	4	that	that	SCONJ
bracis-28426	47	5	the	the	DET
bracis-28426	47	6	gtnn	gtnn	PROPN
bracis-28426	47	7	model	model	NOUN
bracis-28426	47	8	outperforms	outperform	VERB
bracis-28426	47	9	the	the	DET
bracis-28426	47	10	ngnn	ngnn	PROPN
bracis-28426	47	11	model	model	NOUN
bracis-28426	47	12	.	.	PUNCT
bracis-28426	48	1	malki	malki	PROPN
bracis-28426	48	2	et	et	PROPN
bracis-28426	48	3	al	al	PROPN
bracis-28426	48	4	.	.	PROPN
bracis-28426	49	1	(	(	PUNCT
bracis-28426	49	2	2020	2020	NUM
bracis-28426	49	3	)	)	PUNCT
bracis-28426	50	1	[	[	X
bracis-28426	50	2	17	17	NUM
bracis-28426	50	3	]	]	PUNCT
bracis-28426	50	4	estimate	estimate	NOUN
bracis-28426	50	5	the	the	DET
bracis-28426	50	6	spread	spread	NOUN
bracis-28426	50	7	of	of	ADP
bracis-28426	50	8	covid-19	covid-19	PROPN
bracis-28426	50	9	infection	infection	NOUN
bracis-28426	50	10	in	in	ADP
bracis-28426	50	11	several	several	ADJ
bracis-28426	50	12	countries	country	NOUN
bracis-28426	50	13	,	,	PUNCT
bracis-28426	50	14	using	use	VERB
bracis-28426	50	15	a	a	DET
bracis-28426	50	16	supervised	supervised	ADJ
bracis-28426	50	17	machine	machine	NOUN
bracis-28426	50	18	learning	learning	NOUN
bracis-28426	50	19	model	model	NOUN
bracis-28426	50	20	developed	develop	VERB
bracis-28426	50	21	based	base	VERB
bracis-28426	50	22	on	on	ADP
bracis-28426	50	23	a	a	DET
bracis-28426	50	24	decision	decision	NOUN
bracis-28426	50	25	tree	tree	NOUN
bracis-28426	50	26	algorithm	algorithm	NOUN
bracis-28426	50	27	and	and	CCONJ
bracis-28426	50	28	linear	linear	PROPN
bracis-28426	50	29	regression	regression	NOUN
bracis-28426	50	30	,	,	PUNCT
bracis-28426	50	31	for	for	ADP
bracis-28426	50	32	time	time	NOUN
bracis-28426	50	33	series	series	PROPN
bracis-28426	50	34	forecasting	forecasting	NOUN
bracis-28426	50	35	.	.	PUNCT
bracis-28426	51	1	they	they	PRON
bracis-28426	51	2	show	show	VERB
bracis-28426	51	3	an	an	DET
bracis-28426	51	4	\(r^2\	\(r^2\	NOUN
bracis-28426	51	5	)	)	PUNCT
bracis-28426	51	6	of	of	ADP
bracis-28426	51	7	0.99	0.99	NUM
bracis-28426	51	8	in	in	ADP
bracis-28426	51	9	the	the	DET
bracis-28426	51	10	prediction	prediction	NOUN
bracis-28426	51	11	of	of	ADP
bracis-28426	51	12	confirmed	confirm	VERB
bracis-28426	51	13	cases	case	NOUN
bracis-28426	51	14	at	at	ADP
bracis-28426	51	15	the	the	DET
bracis-28426	51	16	global	global	ADJ
bracis-28426	51	17	level	level	NOUN
bracis-28426	51	18	.	.	PUNCT
bracis-28426	52	1	vaishya	vaishya	PROPN
bracis-28426	52	2	et	et	PROPN
bracis-28426	52	3	al	al	PROPN
bracis-28426	52	4	.	.	PROPN
bracis-28426	53	1	(	(	PUNCT
bracis-28426	53	2	2020	2020	NUM
bracis-28426	53	3	)	)	PUNCT
bracis-28426	54	1	[	[	X
bracis-28426	54	2	25	25	NUM
bracis-28426	54	3	]	]	PUNCT
bracis-28426	54	4	deal	deal	NOUN
bracis-28426	54	5	with	with	ADP
bracis-28426	54	6	the	the	DET
bracis-28426	54	7	application	application	NOUN
bracis-28426	54	8	of	of	ADP
bracis-28426	54	9	artificial	artificial	ADJ
bracis-28426	54	10	intelligence	intelligence	NOUN
bracis-28426	54	11	(	(	PUNCT
bracis-28426	54	12	ai	ai	NOUN
bracis-28426	54	13	)	)	PUNCT
bracis-28426	54	14	in	in	ADP
bracis-28426	54	15	combating	combat	VERB
bracis-28426	54	16	the	the	DET
bracis-28426	54	17	covid-19	covid-19	PROPN
bracis-28426	54	18	pandemic	pandemic	NOUN
bracis-28426	54	19	.	.	PUNCT
bracis-28426	55	1	the	the	DET
bracis-28426	55	2	authors	author	NOUN
bracis-28426	55	3	presented	present	VERB
bracis-28426	55	4	several	several	ADJ
bracis-28426	55	5	possibilities	possibility	NOUN
bracis-28426	55	6	for	for	ADP
bracis-28426	55	7	the	the	DET
bracis-28426	55	8	use	use	NOUN
bracis-28426	55	9	of	of	ADP
bracis-28426	55	10	ai	ai	NOUN
bracis-28426	55	11	in	in	ADP
bracis-28426	55	12	different	different	ADJ
bracis-28426	55	13	areas	area	NOUN
bracis-28426	55	14	,	,	PUNCT
bracis-28426	55	15	such	such	ADJ
bracis-28426	55	16	as	as	ADP
bracis-28426	55	17	diagnosis	diagnosis	NOUN
bracis-28426	55	18	,	,	PUNCT
bracis-28426	55	19	triage	triage	NOUN
bracis-28426	55	20	,	,	PUNCT
bracis-28426	55	21	patient	patient	ADJ
bracis-28426	55	22	monitoring	monitoring	NOUN
bracis-28426	55	23	,	,	PUNCT
bracis-28426	55	24	forecasting	forecasting	NOUN
bracis-28426	55	25	disease	disease	NOUN
bracis-28426	55	26	trends	trend	NOUN
bracis-28426	55	27	,	,	PUNCT
bracis-28426	55	28	drug	drug	NOUN
bracis-28426	55	29	and	and	CCONJ
bracis-28426	55	30	vaccine	vaccine	NOUN
bracis-28426	55	31	development	development	NOUN
bracis-28426	55	32	,	,	PUNCT
bracis-28426	55	33	and	and	CCONJ
bracis-28426	55	34	even	even	ADV
bracis-28426	55	35	to	to	PART
bracis-28426	55	36	ensure	ensure	VERB
bracis-28426	55	37	compliance	compliance	NOUN
bracis-28426	55	38	with	with	ADP
bracis-28426	55	39	social	social	ADJ
bracis-28426	55	40	distancing	distancing	NOUN
bracis-28426	55	41	measures	measure	NOUN
bracis-28426	55	42	.	.	PUNCT
bracis-28426	56	1	they	they	PRON
bracis-28426	56	2	emphasize	emphasize	VERB
bracis-28426	56	3	the	the	DET
bracis-28426	56	4	importance	importance	NOUN
bracis-28426	56	5	of	of	ADP
bracis-28426	56	6	international	international	ADJ
bracis-28426	56	7	collaboration	collaboration	NOUN
bracis-28426	56	8	to	to	PART
bracis-28426	56	9	ensure	ensure	VERB
bracis-28426	56	10	access	access	NOUN
bracis-28426	56	11	to	to	ADP
bracis-28426	56	12	the	the	DET
bracis-28426	56	13	data	datum	NOUN
bracis-28426	56	14	needed	need	VERB
bracis-28426	56	15	to	to	PART
bracis-28426	56	16	train	train	VERB
bracis-28426	56	17	ai	ai	VERB
bracis-28426	56	18	algorithms	algorithm	NOUN
bracis-28426	56	19	and	and	CCONJ
bracis-28426	56	20	highlight	highlight	VERB
bracis-28426	56	21	that	that	DET
bracis-28426	56	22	technology	technology	NOUN
bracis-28426	56	23	can	can	AUX
bracis-28426	56	24	play	play	VERB
bracis-28426	56	25	a	a	DET
bracis-28426	56	26	key	key	ADJ
bracis-28426	56	27	role	role	NOUN
bracis-28426	56	28	in	in	ADP
bracis-28426	56	29	the	the	DET
bracis-28426	56	30	fight	fight	NOUN
bracis-28426	56	31	against	against	ADP
bracis-28426	56	32	the	the	DET
bracis-28426	56	33	pandemic	pandemic	NOUN
bracis-28426	56	34	.	.	PUNCT
bracis-28426	57	1	the	the	DET
bracis-28426	57	2	related	relate	VERB
bracis-28426	57	3	works	work	NOUN
bracis-28426	57	4	presented	present	VERB
bracis-28426	57	5	in	in	ADP
bracis-28426	57	6	this	this	DET
bracis-28426	57	7	section	section	NOUN
bracis-28426	57	8	are	be	AUX
bracis-28426	57	9	all	all	ADV
bracis-28426	57	10	focused	focused	ADJ
bracis-28426	57	11	on	on	ADP
bracis-28426	57	12	predicting	predict	VERB
bracis-28426	57	13	the	the	DET
bracis-28426	57	14	spread	spread	NOUN
bracis-28426	57	15	of	of	ADP
bracis-28426	57	16	covid-19	covid-19	PROPN
bracis-28426	57	17	using	use	VERB
bracis-28426	57	18	different	different	ADJ
bracis-28426	57	19	approaches	approach	NOUN
bracis-28426	57	20	.	.	PUNCT
bracis-28426	58	1	xie	xie	PROPN
bracis-28426	58	2	et	et	PROPN
bracis-28426	58	3	al	al	PROPN
bracis-28426	58	4	.	.	PROPN
bracis-28426	59	1	(	(	PUNCT
bracis-28426	59	2	2022	2022	NUM
bracis-28426	59	3	)	)	PUNCT
bracis-28426	59	4	used	use	VERB
bracis-28426	59	5	a	a	DET
bracis-28426	59	6	graph	graph	NOUN
bracis-28426	59	7	neural	neural	ADJ
bracis-28426	59	8	network	network	NOUN
bracis-28426	59	9	(	(	PUNCT
bracis-28426	59	10	gnn	gnn	PROPN
bracis-28426	59	11	)	)	PUNCT
bracis-28426	59	12	and	and	CCONJ
bracis-28426	59	13	sir	sir	PROPN
bracis-28426	59	14	model	model	NOUN
bracis-28426	59	15	to	to	PART
bracis-28426	59	16	simulate	simulate	VERB
bracis-28426	59	17	the	the	DET
bracis-28426	59	18	propagation	propagation	NOUN
bracis-28426	59	19	curve	curve	NOUN
bracis-28426	59	20	of	of	ADP
bracis-28426	59	21	covid-19	covid-19	PROPN
bracis-28426	59	22	in	in	ADP
bracis-28426	59	23	a	a	DET
bracis-28426	59	24	university	university	NOUN
bracis-28426	59	25	,	,	PUNCT
bracis-28426	59	26	while	while	SCONJ
bracis-28426	59	27	davahli	davahli	VERB
bracis-28426	59	28	et	et	PROPN
bracis-28426	59	29	al	al	PROPN
bracis-28426	59	30	.	.	PROPN
bracis-28426	60	1	(	(	PUNCT
bracis-28426	60	2	2021	2021	NUM
bracis-28426	60	3	)	)	PUNCT
bracis-28426	60	4	used	use	VERB
bracis-28426	60	5	gnn	gnn	PROPN
bracis-28426	60	6	to	to	PART
bracis-28426	60	7	predict	predict	VERB
bracis-28426	60	8	the	the	DET
bracis-28426	60	9	dynamics	dynamic	NOUN
bracis-28426	60	10	of	of	ADP
bracis-28426	60	11	the	the	DET
bracis-28426	60	12	spread	spread	NOUN
bracis-28426	60	13	of	of	ADP
bracis-28426	60	14	the	the	DET
bracis-28426	60	15	pandemic	pandemic	NOUN
bracis-28426	60	16	in	in	ADP
bracis-28426	60	17	the	the	DET
bracis-28426	60	18	usa	usa	PROPN
bracis-28426	60	19	.	.	PROPN
bracis-28426	60	20	malki	malki	PROPN
bracis-28426	60	21	et	et	PROPN
bracis-28426	60	22	al	al	PROPN
bracis-28426	60	23	.	.	PROPN
bracis-28426	61	1	(	(	PUNCT
bracis-28426	61	2	2020	2020	NUM
bracis-28426	61	3	)	)	PUNCT
bracis-28426	61	4	used	use	VERB
bracis-28426	61	5	a	a	DET
bracis-28426	61	6	decision	decision	NOUN
bracis-28426	61	7	tree	tree	NOUN
bracis-28426	61	8	algorithm	algorithm	NOUN
bracis-28426	61	9	and	and	CCONJ
bracis-28426	61	10	linear	linear	PROPN
bracis-28426	61	11	regression	regression	NOUN
bracis-28426	61	12	for	for	ADP
bracis-28426	61	13	time	time	NOUN
bracis-28426	61	14	series	series	PROPN
bracis-28426	61	15	forecasting	forecasting	NOUN
bracis-28426	61	16	,	,	PUNCT
bracis-28426	61	17	and	and	CCONJ
bracis-28426	61	18	vaishya	vaishya	PROPN
bracis-28426	61	19	et	et	PROPN
bracis-28426	61	20	al	al	PROPN
bracis-28426	61	21	.	.	PROPN
bracis-28426	62	1	(	(	PUNCT
bracis-28426	62	2	2020	2020	NUM
bracis-28426	62	3	)	)	PUNCT
bracis-28426	62	4	discussed	discuss	VERB
bracis-28426	62	5	the	the	DET
bracis-28426	62	6	application	application	NOUN
bracis-28426	62	7	of	of	ADP
bracis-28426	62	8	ai	ai	NOUN
bracis-28426	62	9	in	in	ADP
bracis-28426	62	10	combating	combat	VERB
bracis-28426	62	11	the	the	DET
bracis-28426	62	12	pandemic	pandemic	NOUN
bracis-28426	62	13	.	.	PUNCT
bracis-28426	63	1	in	in	ADP
bracis-28426	63	2	contrast	contrast	NOUN
bracis-28426	63	3	,	,	PUNCT
bracis-28426	63	4	our	our	PRON
bracis-28426	63	5	study	study	NOUN
bracis-28426	63	6	focuses	focus	VERB
bracis-28426	63	7	on	on	ADP
bracis-28426	63	8	incorporating	incorporate	VERB
bracis-28426	63	9	a	a	DET
bracis-28426	63	10	mobility	mobility	NOUN
bracis-28426	63	11	network	network	NOUN
bracis-28426	63	12	that	that	PRON
bracis-28426	63	13	describes	describe	VERB
bracis-28426	63	14	the	the	DET
bracis-28426	63	15	commuting	commuting	NOUN
bracis-28426	63	16	patterns	pattern	NOUN
bracis-28426	63	17	between	between	ADP
bracis-28426	63	18	brazilian	brazilian	ADJ
bracis-28426	63	19	cities	city	NOUN
bracis-28426	63	20	into	into	ADP
bracis-28426	63	21	the	the	DET
bracis-28426	63	22	forecasting	forecasting	NOUN
bracis-28426	63	23	task	task	NOUN
bracis-28426	63	24	,	,	PUNCT
bracis-28426	63	25	leveraging	leverage	VERB
bracis-28426	63	26	graph	graph	NOUN
bracis-28426	63	27	convolutional	convolutional	ADJ
bracis-28426	63	28	network	network	NOUN
bracis-28426	63	29	(	(	PUNCT
bracis-28426	63	30	gcn	gcn	NOUN
bracis-28426	63	31	)	)	PUNCT
bracis-28426	63	32	models	model	NOUN
bracis-28426	63	33	.	.	PUNCT
bracis-28426	64	1	the	the	DET
bracis-28426	64	2	main	main	ADJ
bracis-28426	64	3	hypothesis	hypothesis	NOUN
bracis-28426	64	4	is	be	AUX
bracis-28426	64	5	that	that	SCONJ
bracis-28426	64	6	this	this	DET
bracis-28426	64	7	approach	approach	NOUN
bracis-28426	64	8	could	could	AUX
bracis-28426	64	9	improve	improve	VERB
bracis-28426	64	10	the	the	DET
bracis-28426	64	11	forecasting	forecasting	NOUN
bracis-28426	64	12	task	task	NOUN
bracis-28426	64	13	by	by	ADP
bracis-28426	64	14	accounting	account	VERB
bracis-28426	64	15	for	for	ADP
bracis-28426	64	16	the	the	DET
bracis-28426	64	17	dependencies	dependency	NOUN
bracis-28426	64	18	among	among	ADP
bracis-28426	64	19	cities	city	NOUN
bracis-28426	64	20	’	'	PUNCT
bracis-28426	64	21	time	time	NOUN
bracis-28426	64	22	series	series	NOUN
bracis-28426	64	23	.	.	PUNCT
bracis-28426	65	1	therefore	therefore	ADV
bracis-28426	65	2	,	,	PUNCT
bracis-28426	65	3	our	our	PRON
bracis-28426	65	4	work	work	NOUN
bracis-28426	65	5	contributes	contribute	VERB
bracis-28426	65	6	to	to	ADP
bracis-28426	65	7	the	the	DET
bracis-28426	65	8	literature	literature	NOUN
bracis-28426	65	9	by	by	ADP
bracis-28426	65	10	emphasizing	emphasize	VERB
bracis-28426	65	11	the	the	DET
bracis-28426	65	12	importance	importance	NOUN
bracis-28426	65	13	of	of	ADP
bracis-28426	65	14	incorporating	incorporate	VERB
bracis-28426	65	15	human	human	ADJ
bracis-28426	65	16	mobility	mobility	NOUN
bracis-28426	65	17	data	datum	NOUN
bracis-28426	65	18	into	into	ADP
bracis-28426	65	19	the	the	DET
bracis-28426	65	20	forecasting	forecasting	NOUN
bracis-28426	65	21	task	task	NOUN
bracis-28426	65	22	and	and	CCONJ
bracis-28426	65	23	highlighting	highlight	VERB
bracis-28426	65	24	the	the	DET
bracis-28426	65	25	potential	potential	NOUN
bracis-28426	65	26	of	of	ADP
bracis-28426	65	27	gcn	gcn	NOUN
bracis-28426	65	28	models	model	NOUN
bracis-28426	65	29	for	for	ADP
bracis-28426	65	30	this	this	DET
bracis-28426	65	31	purpose	purpose	NOUN
bracis-28426	65	32	.	.	PUNCT
bracis-28426	66	1	3	3	NUM
bracis-28426	66	2	methodology	methodology	NOUN
bracis-28426	66	3	3.1	3.1	NUM
bracis-28426	66	4	mathematical	mathematical	ADJ
bracis-28426	66	5	preliminaries	preliminary	NOUN
bracis-28426	66	6	\(g=(v	\(g=(v	VERB
bracis-28426	66	7	,	,	PUNCT
bracis-28426	66	8	e)\	e)\	NOUN
bracis-28426	66	9	)	)	PUNCT
bracis-28426	66	10	is	be	AUX
bracis-28426	66	11	a	a	DET
bracis-28426	66	12	graph	graph	NOUN
bracis-28426	66	13	,	,	PUNCT
bracis-28426	66	14	in	in	ADP
bracis-28426	66	15	which	which	PRON
bracis-28426	66	16	v	v	NOUN
bracis-28426	66	17	is	be	AUX
bracis-28426	66	18	the	the	DET
bracis-28426	66	19	set	set	NOUN
bracis-28426	66	20	of	of	ADP
bracis-28426	66	21	nodes	node	NOUN
bracis-28426	66	22	and	and	CCONJ
bracis-28426	66	23	e	e	X
bracis-28426	66	24	the	the	DET
bracis-28426	66	25	set	set	NOUN
bracis-28426	66	26	of	of	ADP
bracis-28426	66	27	edges	edge	NOUN
bracis-28426	66	28	,	,	PUNCT
bracis-28426	66	29	resulting	result	VERB
bracis-28426	66	30	in	in	ADP
bracis-28426	66	31	\(n=|v|\	\(n=|v|\	PROPN
bracis-28426	66	32	)	)	PUNCT
bracis-28426	66	33	vertices	vertex	NOUN
bracis-28426	66	34	and	and	CCONJ
bracis-28426	66	35	|e|	|e|	DET
bracis-28426	66	36	edges	edge	NOUN
bracis-28426	66	37	.	.	PUNCT
bracis-28426	67	1	the	the	DET
bracis-28426	67	2	binary	binary	NOUN
bracis-28426	67	3	(	(	PUNCT
bracis-28426	67	4	or	or	CCONJ
bracis-28426	67	5	weighted	weight	VERB
bracis-28426	67	6	)	)	PUNCT
bracis-28426	67	7	adjacency	adjacency	NOUN
bracis-28426	67	8	matrix	matrix	NOUN
bracis-28426	67	9	\(a	\(a	NOUN
bracis-28426	67	10	\in	\in	PROPN
bracis-28426	67	11	\mathbb	\mathbb	PROPN
bracis-28426	67	12	{	{	PUNCT
bracis-28426	67	13	r}^{n	r}^{n	PROPN
bracis-28426	67	14	\times	\times	ADP
bracis-28426	67	15	n}\	n}\	NUM
bracis-28426	67	16	)	)	PUNCT
bracis-28426	67	17	depicts	depict	VERB
bracis-28426	67	18	the	the	DET
bracis-28426	67	19	graph	graph	NOUN
bracis-28426	67	20	connections	connection	NOUN
bracis-28426	67	21	;	;	PUNCT
bracis-28426	67	22	\(d_{ii	\(d_{ii	PROPN
bracis-28426	67	23	}	}	PUNCT
bracis-28426	67	24	=	=	SYM
bracis-28426	67	25	\sum	\sum	NOUN
bracis-28426	67	26	_	_	PUNCT
bracis-28426	67	27	j	j	PROPN
bracis-28426	67	28	a_{ij}\	a_{ij}\	PROPN
bracis-28426	67	29	)	)	PUNCT
bracis-28426	67	30	is	be	AUX
bracis-28426	67	31	the	the	DET
bracis-28426	67	32	degree	degree	NOUN
bracis-28426	67	33	matrix	matrix	NOUN
bracis-28426	67	34	,	,	PUNCT
bracis-28426	67	35	with	with	ADP
bracis-28426	67	36	zeros	zero	NOUN
bracis-28426	67	37	outside	outside	ADP
bracis-28426	67	38	the	the	DET
bracis-28426	67	39	main	main	ADJ
bracis-28426	67	40	diagonal	diagonal	NOUN
bracis-28426	67	41	;	;	PUNCT
bracis-28426	67	42	and	and	CCONJ
bracis-28426	67	43	\(x	\(x	ADJ
bracis-28426	67	44	\in	\in	PROPN
bracis-28426	67	45	\mathbb	\mathbb	PROPN
bracis-28426	67	46	{	{	PUNCT
bracis-28426	67	47	r}^{n	r}^{n	PROPN
bracis-28426	67	48	\times	\time	NOUN
bracis-28426	67	49	c}\	c}\	NUM
bracis-28426	67	50	)	)	PUNCT
bracis-28426	67	51	is	be	AUX
bracis-28426	67	52	the	the	DET
bracis-28426	67	53	feature	feature	NOUN
bracis-28426	67	54	vector	vector	NOUN
bracis-28426	67	55	of	of	ADP
bracis-28426	67	56	each	each	DET
bracis-28426	67	57	vertex	vertex	NOUN
bracis-28426	67	58	,	,	PUNCT
bracis-28426	67	59	where	where	SCONJ
bracis-28426	67	60	c	c	PROPN
bracis-28426	67	61	is	be	AUX
bracis-28426	67	62	the	the	DET
bracis-28426	67	63	number	number	NOUN
bracis-28426	67	64	of	of	ADP
bracis-28426	67	65	vector	vector	NOUN
bracis-28426	67	66	dimensions	dimension	NOUN
bracis-28426	67	67	.	.	PUNCT
bracis-28426	68	1	3.2	3.2	NUM
bracis-28426	68	2	gcn	gcn	NOUN
bracis-28426	68	3	the	the	DET
bracis-28426	68	4	graph	graph	NOUN
bracis-28426	68	5	neural	neural	ADJ
bracis-28426	68	6	networks	network	NOUN
bracis-28426	68	7	(	(	PUNCT
bracis-28426	68	8	gnn	gnn	NOUN
bracis-28426	68	9	)	)	PUNCT
bracis-28426	68	10	models	model	NOUN
bracis-28426	68	11	allow	allow	VERB
bracis-28426	68	12	us	we	PRON
bracis-28426	68	13	to	to	PART
bracis-28426	68	14	extend	extend	VERB
bracis-28426	68	15	the	the	DET
bracis-28426	68	16	methods	method	NOUN
bracis-28426	68	17	of	of	ADP
bracis-28426	68	18	neural	neural	ADJ
bracis-28426	68	19	networks	network	NOUN
bracis-28426	68	20	,	,	PUNCT
bracis-28426	68	21	in	in	ADP
bracis-28426	68	22	order	order	NOUN
bracis-28426	68	23	to	to	PART
bracis-28426	68	24	process	process	VERB
bracis-28426	68	25	the	the	DET
bracis-28426	68	26	data	datum	NOUN
bracis-28426	68	27	represented	represent	VERB
bracis-28426	68	28	in	in	ADP
bracis-28426	68	29	the	the	DET
bracis-28426	68	30	graph	graph	NOUN
bracis-28426	68	31	domain	domain	NOUN
bracis-28426	68	32	[	[	X
bracis-28426	68	33	21	21	NUM
bracis-28426	68	34	]	]	PUNCT
bracis-28426	68	35	.	.	PUNCT
bracis-28426	69	1	gnn	gnn	PROPN
bracis-28426	69	2	models	model	NOUN
bracis-28426	69	3	can	can	AUX
bracis-28426	69	4	process	process	VERB
bracis-28426	69	5	most	most	ADJ
bracis-28426	69	6	graphs	graph	NOUN
bracis-28426	69	7	being	be	AUX
bracis-28426	69	8	some	some	PRON
bracis-28426	69	9	of	of	ADP
bracis-28426	69	10	them	they	PRON
bracis-28426	69	11	acyclic	acyclic	ADJ
bracis-28426	69	12	,	,	PUNCT
bracis-28426	69	13	cyclic	cyclic	ADJ
bracis-28426	69	14	,	,	PUNCT
bracis-28426	69	15	directed	direct	VERB
bracis-28426	69	16	and	and	CCONJ
bracis-28426	69	17	undirected	undirected	ADJ
bracis-28426	69	18	,	,	PUNCT
bracis-28426	69	19	or	or	CCONJ
bracis-28426	69	20	implement	implement	VERB
bracis-28426	69	21	a	a	DET
bracis-28426	69	22	particular	particular	ADJ
bracis-28426	69	23	function	function	NOUN
bracis-28426	69	24	.	.	PUNCT
bracis-28426	70	1	the	the	DET
bracis-28426	70	2	gcn	gcn	NOUN
bracis-28426	70	3	proposed	propose	VERB
bracis-28426	70	4	by	by	ADP
bracis-28426	70	5	[	[	X
bracis-28426	70	6	18	18	NUM
bracis-28426	70	7	]	]	PUNCT
bracis-28426	70	8	applies	apply	VERB
bracis-28426	70	9	a	a	DET
bracis-28426	70	10	convolution	convolution	NOUN
bracis-28426	70	11	operation	operation	NOUN
bracis-28426	70	12	to	to	ADP
bracis-28426	70	13	each	each	DET
bracis-28426	70	14	vertex	vertex	NOUN
bracis-28426	70	15	of	of	ADP
bracis-28426	70	16	the	the	DET
bracis-28426	70	17	graph	graph	NOUN
bracis-28426	70	18	.	.	PUNCT
bracis-28426	71	1	the	the	DET
bracis-28426	71	2	approach	approach	NOUN
bracis-28426	71	3	has	have	VERB
bracis-28426	71	4	three	three	NUM
bracis-28426	71	5	steps	step	NOUN
bracis-28426	71	6	:	:	PUNCT
bracis-28426	71	7	(	(	PUNCT
bracis-28426	71	8	i	i	NOUN
bracis-28426	71	9	)	)	PUNCT
bracis-28426	71	10	select	select	VERB
bracis-28426	71	11	a	a	DET
bracis-28426	71	12	vertex	vertex	NOUN
bracis-28426	71	13	,	,	PUNCT
bracis-28426	71	14	(	(	PUNCT
bracis-28426	71	15	ii	ii	NOUN
bracis-28426	71	16	)	)	PUNCT
bracis-28426	71	17	build	build	VERB
bracis-28426	71	18	a	a	DET
bracis-28426	71	19	subgraph	subgraph	NOUN
bracis-28426	71	20	of	of	ADP
bracis-28426	71	21	its	its	PRON
bracis-28426	71	22	neighborhood	neighborhood	NOUN
bracis-28426	71	23	and	and	CCONJ
bracis-28426	71	24	finally	finally	ADV
bracis-28426	71	25	(	(	PUNCT
bracis-28426	71	26	iii	iii	X
bracis-28426	71	27	)	)	PUNCT
bracis-28426	71	28	normalize	normalize	VERB
bracis-28426	71	29	the	the	DET
bracis-28426	71	30	selected	select	VERB
bracis-28426	71	31	subgraph	subgraph	NOUN
bracis-28426	71	32	with	with	ADP
bracis-28426	71	33	the	the	DET
bracis-28426	71	34	edge	edge	NOUN
bracis-28426	71	35	weights	weight	NOUN
bracis-28426	71	36	of	of	ADP
bracis-28426	71	37	neighboring	neighboring	NOUN
bracis-28426	71	38	vertices	vertex	NOUN
bracis-28426	71	39	.	.	PUNCT
bracis-28426	72	1	repeat	repeat	VERB
bracis-28426	72	2	the	the	DET
bracis-28426	72	3	process	process	NOUN
bracis-28426	72	4	for	for	ADP
bracis-28426	72	5	each	each	DET
bracis-28426	72	6	vertex	vertex	NOUN
bracis-28426	72	7	\(h^{k}\	\(h^{k}\	NOUN
bracis-28426	72	8	)	)	PUNCT
bracis-28426	72	9	,	,	PUNCT
bracis-28426	72	10	building	build	VERB
bracis-28426	72	11	the	the	DET
bracis-28426	72	12	matrix	matrix	NOUN
bracis-28426	72	13	\(h^{k}\	\(h^{k}\	NOUN
bracis-28426	72	14	)	)	PUNCT
bracis-28426	72	15	that	that	PRON
bracis-28426	72	16	contains	contain	VERB
bracis-28426	72	17	all	all	DET
bracis-28426	72	18	the	the	DET
bracis-28426	72	19	vertices	vertex	NOUN
bracis-28426	72	20	in	in	ADP
bracis-28426	72	21	the	the	DET
bracis-28426	72	22	layer	layer	NOUN
bracis-28426	72	23	k	k	PROPN
bracis-28426	72	24	(	(	PUNCT
bracis-28426	72	25	refer	refer	VERB
bracis-28426	72	26	to	to	ADP
bracis-28426	72	27	fig	fig	NOUN
bracis-28426	72	28	.	.	PUNCT
bracis-28426	72	29	 	 	SPACE
bracis-28426	72	30	2	2	NUM
bracis-28426	72	31	and	and	CCONJ
bracis-28426	72	32	eq	eq	NOUN
bracis-28426	72	33	.	.	PROPN
bracis-28426	72	34	 	 	SPACE
bracis-28426	72	35	(	(	PUNCT
bracis-28426	72	36	1	1	NUM
bracis-28426	72	37	)	)	PUNCT
bracis-28426	72	38	)	)	PUNCT
bracis-28426	72	39	.	.	PUNCT
bracis-28426	73	1	the	the	DET
bracis-28426	73	2	subgraph	subgraph	NOUN
bracis-28426	73	3	is	be	AUX
bracis-28426	73	4	built	build	VERB
bracis-28426	73	5	using	use	VERB
bracis-28426	73	6	the	the	DET
bracis-28426	73	7	adjacency	adjacency	NOUN
bracis-28426	73	8	matrix	matrix	NOUN
bracis-28426	73	9	a	a	PRON
bracis-28426	73	10	and	and	CCONJ
bracis-28426	73	11	the	the	DET
bracis-28426	73	12	diagonal	diagonal	ADJ
bracis-28426	73	13	degree	degree	NOUN
bracis-28426	73	14	matrix	matrix	NOUN
bracis-28426	73	15	of	of	ADP
bracis-28426	73	16	the	the	DET
bracis-28426	73	17	vertices	vertex	NOUN
bracis-28426	73	18	d.	d.	NOUN
bracis-28426	73	19	the	the	DET
bracis-28426	73	20	size	size	NOUN
bracis-28426	73	21	of	of	ADP
bracis-28426	73	22	the	the	DET
bracis-28426	73	23	subgraph	subgraph	NOUN
bracis-28426	73	24	is	be	AUX
bracis-28426	73	25	delimited	delimit	VERB
bracis-28426	73	26	by	by	ADP
bracis-28426	73	27	the	the	DET
bracis-28426	73	28	parameter	parameter	NOUN
bracis-28426	73	29	k	k	PROPN
bracis-28426	73	30	(	(	PUNCT
bracis-28426	73	31	see	see	VERB
bracis-28426	73	32	fig	fig	NOUN
bracis-28426	73	33	.	.	PUNCT
bracis-28426	73	34	 	 	SPACE
bracis-28426	74	1	1	1	NUM
bracis-28426	74	2	)	)	PUNCT
bracis-28426	74	3	.	.	PUNCT
bracis-28426	75	1	when	when	SCONJ
bracis-28426	75	2	\(k=1\	\(k=1\	NOUN
bracis-28426	75	3	)	)	PUNCT
bracis-28426	75	4	the	the	DET
bracis-28426	75	5	vertex	vertex	NOUN
bracis-28426	75	6	is	be	AUX
bracis-28426	75	7	not	not	PART
bracis-28426	75	8	subjected	subject	VERB
bracis-28426	75	9	to	to	ADP
bracis-28426	75	10	the	the	DET
bracis-28426	75	11	influence	influence	NOUN
bracis-28426	75	12	of	of	ADP
bracis-28426	75	13	neighboring	neighboring	NOUN
bracis-28426	75	14	vertices	vertex	NOUN
bracis-28426	75	15	.	.	PUNCT
bracis-28426	76	1	in	in	ADP
bracis-28426	76	2	the	the	DET
bracis-28426	76	3	case	case	NOUN
bracis-28426	76	4	of	of	ADP
bracis-28426	76	5	\(k=2\	\(k=2\	NOUN
bracis-28426	76	6	)	)	PUNCT
bracis-28426	76	7	,	,	PUNCT
bracis-28426	76	8	first	first	ADJ
bracis-28426	76	9	-	-	PUNCT
bracis-28426	76	10	degree	degree	NOUN
bracis-28426	76	11	vertices	vertex	NOUN
bracis-28426	76	12	(	(	PUNCT
bracis-28426	76	13	direct	direct	ADJ
bracis-28426	76	14	neighbors	neighbor	NOUN
bracis-28426	76	15	)	)	PUNCT
bracis-28426	76	16	are	be	AUX
bracis-28426	76	17	considered	consider	VERB
bracis-28426	76	18	,	,	PUNCT
bracis-28426	76	19	directly	directly	ADV
bracis-28426	76	20	connected	connect	VERB
bracis-28426	76	21	to	to	ADP
bracis-28426	76	22	the	the	DET
bracis-28426	76	23	active	active	ADJ
bracis-28426	76	24	vertex	vertex	NOUN
bracis-28426	76	25	.	.	PUNCT
bracis-28426	77	1	for	for	ADP
bracis-28426	77	2	a	a	DET
bracis-28426	77	3	\(k=3\	\(k=3\	NOUN
bracis-28426	77	4	)	)	PUNCT
bracis-28426	77	5	,	,	PUNCT
bracis-28426	77	6	second	second	ADJ
bracis-28426	77	7	-	-	PUNCT
bracis-28426	77	8	degree	degree	NOUN
bracis-28426	77	9	vertices	vertex	NOUN
bracis-28426	77	10	are	be	AUX
bracis-28426	77	11	also	also	ADV
bracis-28426	77	12	considered	consider	VERB
bracis-28426	77	13	,	,	PUNCT
bracis-28426	77	14	connected	connect	VERB
bracis-28426	77	15	to	to	ADP
bracis-28426	77	16	first	first	ADJ
bracis-28426	77	17	-	-	PUNCT
bracis-28426	77	18	degree	degree	NOUN
bracis-28426	77	19	vertices	vertex	NOUN
bracis-28426	77	20	.	.	PUNCT
bracis-28426	78	1	the	the	DET
bracis-28426	78	2	subgraph	subgraph	NOUN
bracis-28426	78	3	is	be	AUX
bracis-28426	78	4	normalized	normalize	VERB
bracis-28426	78	5	by	by	ADP
bracis-28426	78	6	the	the	DET
bracis-28426	78	7	weight	weight	NOUN
bracis-28426	78	8	matrix	matrix	NOUN
bracis-28426	78	9	.	.	PUNCT
bracis-28426	79	1	fig	fig	NOUN
bracis-28426	79	2	.	.	PUNCT
bracis-28426	80	1	1	1	NUM
bracis-28426	80	2	.	.	X
bracis-28426	80	3	nearest	near	ADJ
bracis-28426	80	4	neighbors	neighbor	NOUN
bracis-28426	80	5	parameter	parameter	NOUN
bracis-28426	80	6	(	(	PUNCT
bracis-28426	80	7	k	k	NOUN
bracis-28426	80	8	)	)	PUNCT
bracis-28426	80	9	in	in	ADP
bracis-28426	80	10	a	a	DET
bracis-28426	80	11	graph	graph	NOUN
bracis-28426	80	12	.	.	PUNCT
bracis-28426	81	1	in	in	ADP
bracis-28426	81	2	the	the	DET
bracis-28426	81	3	purple	purple	ADJ
bracis-28426	81	4	color	color	NOUN
bracis-28426	81	5	,	,	PUNCT
bracis-28426	81	6	\(k=1\	\(k=1\	NOUN
bracis-28426	81	7	)	)	PUNCT
bracis-28426	81	8	represents	represent	VERB
bracis-28426	81	9	nodes	node	NOUN
bracis-28426	81	10	without	without	ADP
bracis-28426	81	11	any	any	DET
bracis-28426	81	12	neighbors	neighbor	NOUN
bracis-28426	81	13	.	.	PUNCT
bracis-28426	82	1	in	in	ADP
bracis-28426	82	2	the	the	DET
bracis-28426	82	3	orange	orange	PROPN
bracis-28426	82	4	color	color	PROPN
bracis-28426	82	5	,	,	PUNCT
bracis-28426	82	6	\(k=2\	\(k=2\	NOUN
bracis-28426	82	7	)	)	PUNCT
bracis-28426	82	8	represents	represent	VERB
bracis-28426	82	9	nodes	node	NOUN
bracis-28426	82	10	with	with	ADP
bracis-28426	82	11	first	first	ADJ
bracis-28426	82	12	-	-	PUNCT
bracis-28426	82	13	degree	degree	NOUN
bracis-28426	82	14	neighbors	neighbor	NOUN
bracis-28426	82	15	,	,	PUNCT
bracis-28426	82	16	and	and	CCONJ
bracis-28426	82	17	in	in	ADP
bracis-28426	82	18	the	the	DET
bracis-28426	82	19	red	red	ADJ
bracis-28426	82	20	color	color	NOUN
bracis-28426	82	21	,	,	PUNCT
bracis-28426	82	22	\(k=3\	\(k=3\	NOUN
bracis-28426	82	23	)	)	PUNCT
bracis-28426	82	24	represents	represent	VERB
bracis-28426	82	25	nodes	node	NOUN
bracis-28426	82	26	with	with	ADP
bracis-28426	82	27	second	second	ADJ
bracis-28426	82	28	-	-	PUNCT
bracis-28426	82	29	degree	degree	NOUN
bracis-28426	82	30	neighbors	neighbor	NOUN
bracis-28426	82	31	.	.	PUNCT
bracis-28426	83	1	(	(	PUNCT
bracis-28426	83	2	color	color	NOUN
bracis-28426	83	3	figure	figure	NOUN
bracis-28426	83	4	online	online	ADV
bracis-28426	83	5	)	)	PUNCT
bracis-28426	83	6	full	full	ADJ
bracis-28426	83	7	size	size	NOUN
bracis-28426	83	8	image	image	NOUN
bracis-28426	83	9	when	when	SCONJ
bracis-28426	83	10	considering	consider	VERB
bracis-28426	83	11	the	the	DET
bracis-28426	83	12	subgraph	subgraph	NOUN
bracis-28426	83	13	of	of	ADP
bracis-28426	83	14	a	a	DET
bracis-28426	83	15	node	node	NOUN
bracis-28426	83	16	,	,	PUNCT
bracis-28426	83	17	we	we	PRON
bracis-28426	83	18	calculate	calculate	VERB
bracis-28426	83	19	the	the	DET
bracis-28426	83	20	average	average	ADJ
bracis-28426	83	21	feature	feature	NOUN
bracis-28426	83	22	vector	vector	NOUN
bracis-28426	83	23	by	by	ADP
bracis-28426	83	24	incorporating	incorporate	VERB
bracis-28426	83	25	information	information	NOUN
bracis-28426	83	26	from	from	ADP
bracis-28426	83	27	its	its	PRON
bracis-28426	83	28	neighbors	neighbor	NOUN
bracis-28426	83	29	.	.	PUNCT
bracis-28426	84	1	this	this	DET
bracis-28426	84	2	process	process	NOUN
bracis-28426	84	3	assigns	assign	VERB
bracis-28426	84	4	greater	great	ADJ
bracis-28426	84	5	importance	importance	NOUN
bracis-28426	84	6	to	to	ADP
bracis-28426	84	7	the	the	DET
bracis-28426	84	8	less	less	ADV
bracis-28426	84	9	connected	connected	ADJ
bracis-28426	84	10	neighbors	neighbor	NOUN
bracis-28426	84	11	(	(	PUNCT
bracis-28426	84	12	lower	low	ADJ
bracis-28426	84	13	degree	degree	NOUN
bracis-28426	84	14	)	)	PUNCT
bracis-28426	84	15	while	while	SCONJ
bracis-28426	84	16	also	also	ADV
bracis-28426	84	17	giving	give	VERB
bracis-28426	84	18	higher	high	ADJ
bracis-28426	84	19	weight	weight	NOUN
bracis-28426	84	20	to	to	ADP
bracis-28426	84	21	the	the	DET
bracis-28426	84	22	node	node	NOUN
bracis-28426	84	23	’s	’s	PART
bracis-28426	84	24	connections	connection	NOUN
bracis-28426	84	25	.	.	PUNCT
bracis-28426	85	1	let	let	VERB
bracis-28426	85	2	\(\widehat{a	\(\widehat{a	PRON
bracis-28426	85	3	}	}	PUNCT
bracis-28426	85	4	=	=	SYM
bracis-28426	85	5	a	a	DET
bracis-28426	85	6	+	+	NUM
bracis-28426	85	7	i_n\	i_n\	NOUN
bracis-28426	85	8	)	)	PUNCT
bracis-28426	85	9	,	,	PUNCT
bracis-28426	85	10	a	a	DET
bracis-28426	85	11	being	be	AUX
bracis-28426	85	12	the	the	DET
bracis-28426	85	13	weighted	weighted	ADJ
bracis-28426	85	14	adjacency	adjacency	NOUN
bracis-28426	85	15	matrix	matrix	NOUN
bracis-28426	85	16	of	of	ADP
bracis-28426	85	17	the	the	DET
bracis-28426	85	18	subgraph	subgraph	NOUN
bracis-28426	85	19	,	,	PUNCT
bracis-28426	85	20	\(i_n\	\(i_n\	ADJ
bracis-28426	85	21	)	)	PUNCT
bracis-28426	85	22	being	be	AUX
bracis-28426	85	23	the	the	DET
bracis-28426	85	24	identity	identity	NOUN
bracis-28426	85	25	matrix	matrix	NOUN
bracis-28426	85	26	of	of	ADP
bracis-28426	85	27	order	order	NOUN
bracis-28426	85	28	n	n	CCONJ
bracis-28426	85	29	,	,	PUNCT
bracis-28426	85	30	and	and	CCONJ
bracis-28426	85	31	\(\widehat{d}\	\(\widehat{d}\	NUM
bracis-28426	85	32	)	)	PUNCT
bracis-28426	85	33	is	be	AUX
bracis-28426	85	34	the	the	DET
bracis-28426	85	35	diagonal	diagonal	ADJ
bracis-28426	85	36	degree	degree	NOUN
bracis-28426	85	37	matrix	matrix	NOUN
bracis-28426	85	38	of	of	ADP
bracis-28426	85	39	\(\widehat{a}\	\(\widehat{a}\	PROPN
bracis-28426	85	40	)	)	PUNCT
bracis-28426	85	41	.	.	PUNCT
bracis-28426	86	1	the	the	DET
bracis-28426	86	2	output	output	NOUN
bracis-28426	86	3	of	of	ADP
bracis-28426	86	4	the	the	DET
bracis-28426	86	5	convolution	convolution	NOUN
bracis-28426	86	6	layer	layer	NOUN
bracis-28426	86	7	\(k+1\	\(k+1\	NOUN
bracis-28426	86	8	)	)	PUNCT
bracis-28426	86	9	is	be	AUX
bracis-28426	86	10	as	as	SCONJ
bracis-28426	86	11	follows	follow	VERB
bracis-28426	86	12	:	:	PUNCT
bracis-28426	86	13	$	$	SYM
bracis-28426	86	14	$	$	SYM
bracis-28426	86	15	\begin{aligned	\begin{aligne	VERB
bracis-28426	86	16	}	}	PUNCT
bracis-28426	86	17	h^{k+1	h^{k+1	NOUN
bracis-28426	86	18	}	}	PUNCT
bracis-28426	86	19	=	=	SYM
bracis-28426	86	20	\sigma	\sigma	PROPN
bracis-28426	86	21	(	(	PUNCT
bracis-28426	86	22	\widehat{d}^{-1/2}\widehat{a}\widehat{d}^{-1/2}h^{k}w^{k+1	\widehat{d}^{-1/2}\widehat{a}\widehat{d}^{-1/2}h^{k}w^{k+1	NOUN
bracis-28426	86	23	}	}	PUNCT
bracis-28426	86	24	)	)	PUNCT
bracis-28426	86	25	,	,	PUNCT
bracis-28426	86	26	\end{aligned}$$	\end{aligned}$$	X
bracis-28426	86	27	(	(	PUNCT
bracis-28426	86	28	1	1	NUM
bracis-28426	86	29	)	)	PUNCT
bracis-28426	86	30	where	where	SCONJ
bracis-28426	86	31	w	w	NOUN
bracis-28426	86	32	is	be	AUX
bracis-28426	86	33	the	the	DET
bracis-28426	86	34	matrix	matrix	NOUN
bracis-28426	86	35	of	of	ADP
bracis-28426	86	36	trainable	trainable	ADJ
bracis-28426	86	37	parameters	parameter	NOUN
bracis-28426	86	38	,	,	PUNCT
bracis-28426	86	39	and	and	CCONJ
bracis-28426	86	40	\(\sigma	\(\sigma	NOUN
bracis-28426	86	41	\	\	NOUN
bracis-28426	86	42	)	)	PUNCT
bracis-28426	86	43	is	be	AUX
bracis-28426	86	44	the	the	DET
bracis-28426	86	45	activation	activation	NOUN
bracis-28426	86	46	function	function	NOUN
bracis-28426	86	47	.	.	PUNCT
bracis-28426	87	1	in	in	ADP
bracis-28426	87	2	summary	summary	NOUN
bracis-28426	87	3	,	,	PUNCT
bracis-28426	87	4	each	each	DET
bracis-28426	87	5	vertex	vertex	NOUN
bracis-28426	87	6	in	in	ADP
bracis-28426	87	7	the	the	DET
bracis-28426	87	8	graph	graph	NOUN
bracis-28426	87	9	is	be	AUX
bracis-28426	87	10	assigned	assign	VERB
bracis-28426	87	11	a	a	DET
bracis-28426	87	12	feature	feature	NOUN
bracis-28426	87	13	vector	vector	NOUN
bracis-28426	87	14	and	and	CCONJ
bracis-28426	87	15	convolution	convolution	NOUN
bracis-28426	87	16	is	be	AUX
bracis-28426	87	17	applied	apply	VERB
bracis-28426	87	18	at	at	ADP
bracis-28426	87	19	each	each	DET
bracis-28426	87	20	node	node	NOUN
bracis-28426	87	21	to	to	PART
bracis-28426	87	22	compute	compute	VERB
bracis-28426	87	23	a	a	DET
bracis-28426	87	24	new	new	ADJ
bracis-28426	87	25	feature	feature	NOUN
bracis-28426	87	26	vector	vector	NOUN
bracis-28426	87	27	that	that	PRON
bracis-28426	87	28	considers	consider	VERB
bracis-28426	87	29	the	the	DET
bracis-28426	87	30	neighborhood	neighborhood	NOUN
bracis-28426	87	31	of	of	ADP
bracis-28426	87	32	the	the	DET
bracis-28426	87	33	node	node	NOUN
bracis-28426	87	34	.	.	PUNCT
bracis-28426	88	1	3.3	3.3	NUM
bracis-28426	88	2	gcn	gcn	NOUN
bracis-28426	88	3	models	model	NOUN
bracis-28426	88	4	for	for	ADP
bracis-28426	88	5	 	 	SPACE
bracis-28426	88	6	time	time	NOUN
bracis-28426	88	7	series	series	NOUN
bracis-28426	88	8	prediction	prediction	VERB
bracis-28426	88	9	the	the	DET
bracis-28426	88	10	graph	graph	NOUN
bracis-28426	88	11	convolutional	convolutional	ADJ
bracis-28426	88	12	recurrent	recurrent	ADJ
bracis-28426	88	13	networks	network	NOUN
bracis-28426	88	14	(	(	PUNCT
bracis-28426	88	15	gcrn	gcrn	PROPN
bracis-28426	88	16	)	)	PUNCT
bracis-28426	89	1	[	[	X
bracis-28426	89	2	22	22	NUM
bracis-28426	89	3	]	]	PUNCT
bracis-28426	89	4	and	and	CCONJ
bracis-28426	89	5	graph	graph	VERB
bracis-28426	89	6	convolutional	convolutional	ADJ
bracis-28426	89	7	lstm	lstm	NOUN
bracis-28426	89	8	(	(	PUNCT
bracis-28426	89	9	gclstm	gclstm	NOUN
bracis-28426	89	10	)	)	PUNCT
bracis-28426	90	1	[	[	X
bracis-28426	90	2	3	3	NUM
bracis-28426	90	3	]	]	ADJ
bracis-28426	90	4	models	model	NOUN
bracis-28426	90	5	are	be	AUX
bracis-28426	90	6	architectures	architecture	NOUN
bracis-28426	90	7	based	base	VERB
bracis-28426	90	8	on	on	ADP
bracis-28426	90	9	gcn	gcn	NOUN
bracis-28426	90	10	models	model	NOUN
bracis-28426	90	11	that	that	PRON
bracis-28426	90	12	are	be	AUX
bracis-28426	90	13	designed	design	VERB
bracis-28426	90	14	with	with	ADP
bracis-28426	90	15	graph	graph	NOUN
bracis-28426	90	16	processing	processing	NOUN
bracis-28426	90	17	and	and	CCONJ
bracis-28426	90	18	machine	machine	NOUN
bracis-28426	90	19	learning	learn	VERB
bracis-28426	90	20	techniques	technique	NOUN
bracis-28426	90	21	for	for	ADP
bracis-28426	90	22	the	the	DET
bracis-28426	90	23	purpose	purpose	NOUN
bracis-28426	90	24	of	of	ADP
bracis-28426	90	25	prediction	prediction	NOUN
bracis-28426	90	26	of	of	ADP
bracis-28426	90	27	data	datum	NOUN
bracis-28426	90	28	in	in	ADP
bracis-28426	90	29	time	time	NOUN
bracis-28426	90	30	series	series	NOUN
bracis-28426	90	31	.	.	PUNCT
bracis-28426	91	1	the	the	DET
bracis-28426	91	2	convolutions	convolution	NOUN
bracis-28426	91	3	in	in	ADP
bracis-28426	91	4	both	both	DET
bracis-28426	91	5	architectures	architecture	NOUN
bracis-28426	91	6	differ	differ	VERB
bracis-28426	91	7	from	from	ADP
bracis-28426	91	8	a	a	DET
bracis-28426	91	9	conventional	conventional	ADJ
bracis-28426	91	10	convolution	convolution	NOUN
bracis-28426	91	11	using	use	VERB
bracis-28426	91	12	the	the	DET
bracis-28426	91	13	relationship	relationship	NOUN
bracis-28426	91	14	between	between	ADP
bracis-28426	91	15	neighbors	neighbor	NOUN
bracis-28426	91	16	at	at	ADP
bracis-28426	91	17	each	each	DET
bracis-28426	91	18	vertex	vertex	NOUN
bracis-28426	91	19	of	of	ADP
bracis-28426	91	20	the	the	DET
bracis-28426	91	21	graph	graph	NOUN
bracis-28426	91	22	.	.	PUNCT
bracis-28426	92	1	to	to	PART
bracis-28426	92	2	predict	predict	VERB
bracis-28426	92	3	a	a	DET
bracis-28426	92	4	future	future	ADJ
bracis-28426	92	5	sequence	sequence	NOUN
bracis-28426	92	6	,	,	PUNCT
bracis-28426	92	7	of	of	ADP
bracis-28426	92	8	length	length	NOUN
bracis-28426	92	9	f	f	X
bracis-28426	92	10	,	,	PUNCT
bracis-28426	92	11	we	we	PRON
bracis-28426	92	12	use	use	VERB
bracis-28426	92	13	a	a	DET
bracis-28426	92	14	sequence	sequence	NOUN
bracis-28426	92	15	,	,	PUNCT
bracis-28426	92	16	of	of	ADP
bracis-28426	92	17	length	length	NOUN
bracis-28426	92	18	l	l	PROPN
bracis-28426	92	19	(	(	PUNCT
bracis-28426	92	20	lags	lag	NOUN
bracis-28426	92	21	)	)	PUNCT
bracis-28426	92	22	,	,	PUNCT
bracis-28426	92	23	of	of	ADP
bracis-28426	92	24	observed	observed	ADJ
bracis-28426	92	25	data	datum	NOUN
bracis-28426	92	26	at	at	ADP
bracis-28426	92	27	previous	previous	ADJ
bracis-28426	92	28	timestamps	timestamp	NOUN
bracis-28426	92	29	:	:	PUNCT
bracis-28426	92	30	$	$	SYM
bracis-28426	92	31	$	$	SYM
bracis-28426	92	32	\begin{aligned	\begin{aligne	VERB
bracis-28426	92	33	}	}	PUNCT
bracis-28426	92	34	\hat{x}_{t+1	\hat{x}_{t+1	NUM
bracis-28426	92	35	}	}	PUNCT
bracis-28426	92	36	,	,	PUNCT
bracis-28426	92	37	...	...	PUNCT
bracis-28426	92	38	,	,	PUNCT
bracis-28426	92	39	\hat{x}_{t+f	\hat{x}_{t+f	PROPN
bracis-28426	92	40	}	}	PUNCT
bracis-28426	92	41	=	=	PUNCT
bracis-28426	92	42	\genfrac{}{}{0.0pt}{}{arg	\genfrac{}{}{0.0pt}{}{arg	NOUN
bracis-28426	92	43	max}{x_{t+1	max}{x_{t+1	X
bracis-28426	92	44	}	}	PUNCT
bracis-28426	92	45	,	,	PUNCT
bracis-28426	92	46	...	...	PUNCT
bracis-28426	92	47	,	,	PUNCT
bracis-28426	92	48	x_{t+f	x_{t+f	X
bracis-28426	92	49	}	}	PUNCT
bracis-28426	92	50	}	}	PUNCT
bracis-28426	92	51	p(x_{t+1	p(x_{t+1	PROPN
bracis-28426	92	52	}	}	PUNCT
bracis-28426	92	53	,	,	PUNCT
bracis-28426	92	54	...	...	PUNCT
bracis-28426	92	55	,	,	PUNCT
bracis-28426	92	56	x_{t+f	x_{t+f	X
bracis-28426	92	57	}	}	PUNCT
bracis-28426	92	58	|	|	ADV
bracis-28426	92	59	x_{t	x_{t	PROPN
bracis-28426	92	60	-	-	PUNCT
bracis-28426	92	61	l+1	l+1	PROPN
bracis-28426	92	62	}	}	PUNCT
bracis-28426	92	63	,	,	PUNCT
bracis-28426	92	64	...	...	PUNCT
bracis-28426	92	65	,	,	PUNCT
bracis-28426	92	66	x_{t	x_{t	PROPN
bracis-28426	92	67	}	}	PUNCT
bracis-28426	92	68	)	)	PUNCT
bracis-28426	92	69	\end{aligned}$$	\end{aligned}$$	X
bracis-28426	92	70	(	(	PUNCT
bracis-28426	92	71	2	2	NUM
bracis-28426	92	72	)	)	PUNCT
bracis-28426	92	73	where	where	SCONJ
bracis-28426	92	74	\(x_{t}\	\(x_{t}\	X
bracis-28426	92	75	)	)	PUNCT
bracis-28426	92	76	is	be	AUX
bracis-28426	92	77	a	a	DET
bracis-28426	92	78	snapshot	snapshot	NOUN
bracis-28426	92	79	at	at	ADP
bracis-28426	92	80	time	time	NOUN
bracis-28426	92	81	t	t	PROPN
bracis-28426	92	82	of	of	ADP
bracis-28426	92	83	the	the	DET
bracis-28426	92	84	features	feature	NOUN
bracis-28426	92	85	and	and	CCONJ
bracis-28426	92	86	\(\hat{x}_{t}\	\(\hat{x}_{t}\	NUM
bracis-28426	92	87	)	)	PUNCT
bracis-28426	92	88	is	be	AUX
bracis-28426	92	89	the	the	DET
bracis-28426	92	90	prediction	prediction	NOUN
bracis-28426	92	91	(	(	PUNCT
bracis-28426	92	92	see	see	VERB
bracis-28426	92	93	fig	fig	NOUN
bracis-28426	92	94	.	.	PUNCT
bracis-28426	92	95	 	 	SPACE
bracis-28426	92	96	2	2	NUM
bracis-28426	92	97	)	)	PUNCT
bracis-28426	92	98	.	.	PUNCT
bracis-28426	93	1	hence	hence	ADV
bracis-28426	93	2	,	,	PUNCT
bracis-28426	93	3	\(x_{t}\	\(x_{t}\	CCONJ
bracis-28426	93	4	)	)	PUNCT
bracis-28426	93	5	represents	represent	VERB
bracis-28426	93	6	a	a	DET
bracis-28426	93	7	value	value	NOUN
bracis-28426	93	8	of	of	ADP
bracis-28426	93	9	the	the	DET
bracis-28426	93	10	time	time	NOUN
bracis-28426	93	11	series	series	NOUN
bracis-28426	93	12	at	at	ADP
bracis-28426	93	13	time	time	NOUN
bracis-28426	93	14	t	t	PROPN
bracis-28426	93	15	for	for	ADP
bracis-28426	93	16	all	all	DET
bracis-28426	93	17	nodes	node	NOUN
bracis-28426	93	18	,	,	PUNCT
bracis-28426	93	19	defined	define	VERB
bracis-28426	93	20	on	on	ADP
bracis-28426	93	21	a	a	DET
bracis-28426	93	22	directed	direct	VERB
bracis-28426	93	23	,	,	PUNCT
bracis-28426	93	24	weighted	weight	VERB
bracis-28426	93	25	static	static	ADJ
bracis-28426	93	26	graph	graph	NOUN
bracis-28426	93	27	.	.	PUNCT
bracis-28426	94	1	on	on	ADP
bracis-28426	94	2	the	the	DET
bracis-28426	94	3	other	other	ADJ
bracis-28426	94	4	hand	hand	NOUN
bracis-28426	94	5	,	,	PUNCT
bracis-28426	94	6	a	a	DET
bracis-28426	94	7	snapshot	snapshot	NOUN
bracis-28426	94	8	x	x	AUX
bracis-28426	94	9	can	can	AUX
bracis-28426	94	10	be	be	AUX
bracis-28426	94	11	interpreted	interpret	VERB
bracis-28426	94	12	as	as	ADP
bracis-28426	94	13	a	a	DET
bracis-28426	94	14	matrix	matrix	NOUN
bracis-28426	94	15	\(x	\(x	NOUN
bracis-28426	94	16	\in	\in	PROPN
bracis-28426	94	17	\mathbb	\mathbb	PROPN
bracis-28426	94	18	{	{	PUNCT
bracis-28426	94	19	r}^{n	r}^{n	PROPN
bracis-28426	94	20	\times	\time	NOUN
bracis-28426	94	21	c}\	c}\	NUM
bracis-28426	94	22	)	)	PUNCT
bracis-28426	94	23	,	,	PUNCT
bracis-28426	94	24	which	which	PRON
bracis-28426	94	25	captures	capture	VERB
bracis-28426	94	26	the	the	DET
bracis-28426	94	27	temporal	temporal	ADJ
bracis-28426	94	28	evolution	evolution	NOUN
bracis-28426	94	29	of	of	ADP
bracis-28426	94	30	the	the	DET
bracis-28426	94	31	time	time	NOUN
bracis-28426	94	32	series	series	NOUN
bracis-28426	94	33	over	over	ADP
bracis-28426	94	34	the	the	DET
bracis-28426	94	35	interval	interval	NOUN
bracis-28426	94	36	of	of	ADP
bracis-28426	94	37	c	c	NOUN
bracis-28426	94	38	observations	observation	NOUN
bracis-28426	94	39	.	.	PUNCT
bracis-28426	95	1	fig	fig	NOUN
bracis-28426	95	2	.	.	PUNCT
bracis-28426	96	1	2	2	X
bracis-28426	96	2	.	.	X
bracis-28426	96	3	spatial	spatial	ADJ
bracis-28426	96	4	and	and	CCONJ
bracis-28426	96	5	temporal	temporal	ADJ
bracis-28426	96	6	snapshot	snapshot	ADJ
bracis-28426	96	7	data	datum	NOUN
bracis-28426	96	8	flow	flow	NOUN
bracis-28426	96	9	and	and	CCONJ
bracis-28426	96	10	model	model	NOUN
bracis-28426	96	11	architecture	architecture	NOUN
bracis-28426	96	12	:	:	PUNCT
bracis-28426	96	13	processing	processing	NOUN
bracis-28426	96	14	gcns	gcns	PROPN
bracis-28426	96	15	with	with	ADP
bracis-28426	96	16	gclstm	gclstm	PROPN
bracis-28426	96	17	and	and	CCONJ
bracis-28426	96	18	gcrn	gcrn	PROPN
bracis-28426	96	19	recurrences	recurrence	NOUN
bracis-28426	96	20	full	full	ADJ
bracis-28426	96	21	size	size	NOUN
bracis-28426	96	22	image	image	NOUN
bracis-28426	96	23	the	the	DET
bracis-28426	96	24	gcrn	gcrn	NOUN
bracis-28426	96	25	and	and	CCONJ
bracis-28426	96	26	gclstm	gclstm	NOUN
bracis-28426	96	27	models	model	NOUN
bracis-28426	96	28	use	use	VERB
bracis-28426	96	29	the	the	DET
bracis-28426	96	30	same	same	ADJ
bracis-28426	96	31	design	design	NOUN
bracis-28426	96	32	but	but	CCONJ
bracis-28426	96	33	with	with	ADP
bracis-28426	96	34	their	their	PRON
bracis-28426	96	35	own	own	ADJ
bracis-28426	96	36	convolution	convolution	NOUN
bracis-28426	96	37	blocks	block	NOUN
bracis-28426	96	38	:	:	PUNCT
bracis-28426	96	39	in	in	ADP
bracis-28426	96	40	fig	fig	NOUN
bracis-28426	96	41	.	.	PUNCT
bracis-28426	96	42	 	 	SPACE
bracis-28426	96	43	2	2	NUM
bracis-28426	96	44	,	,	PUNCT
bracis-28426	96	45	the	the	DET
bracis-28426	96	46	gcrn	gcrn	PROPN
bracis-28426	96	47	model	model	NOUN
bracis-28426	96	48	uses	use	VERB
bracis-28426	96	49	gconvgru	gconvgru	NOUN
bracis-28426	96	50	blocks	block	NOUN
bracis-28426	96	51	whereas	whereas	SCONJ
bracis-28426	96	52	the	the	DET
bracis-28426	96	53	gclstm	gclstm	NOUN
bracis-28426	96	54	model	model	NOUN
bracis-28426	96	55	uses	use	VERB
bracis-28426	96	56	gconvlstm	gconvlstm	NOUN
bracis-28426	96	57	blocks	block	NOUN
bracis-28426	96	58	.	.	PUNCT
bracis-28426	97	1	both	both	PRON
bracis-28426	97	2	use	use	VERB
bracis-28426	97	3	deep	deep	ADJ
bracis-28426	97	4	learning	learning	NOUN
bracis-28426	97	5	techniques	technique	NOUN
bracis-28426	97	6	,	,	PUNCT
bracis-28426	97	7	but	but	CCONJ
bracis-28426	97	8	gcrn	gcrn	PROPN
bracis-28426	97	9	uses	use	VERB
bracis-28426	97	10	recurrent	recurrent	ADJ
bracis-28426	97	11	networks	network	NOUN
bracis-28426	97	12	and	and	CCONJ
bracis-28426	97	13	gclstm	gclstm	NOUN
bracis-28426	97	14	uses	use	VERB
bracis-28426	97	15	lstm	lstm	ADJ
bracis-28426	97	16	cells	cell	NOUN
bracis-28426	97	17	,	,	PUNCT
bracis-28426	97	18	in	in	ADP
bracis-28426	97	19	order	order	NOUN
bracis-28426	97	20	to	to	PART
bracis-28426	97	21	capture	capture	VERB
bracis-28426	97	22	patterns	pattern	NOUN
bracis-28426	97	23	in	in	ADP
bracis-28426	97	24	time	time	NOUN
bracis-28426	97	25	series	series	PROPN
bracis-28426	97	26	data	datum	NOUN
bracis-28426	97	27	considering	consider	VERB
bracis-28426	97	28	the	the	DET
bracis-28426	97	29	influence	influence	NOUN
bracis-28426	97	30	of	of	ADP
bracis-28426	97	31	its	its	PRON
bracis-28426	97	32	neighbors	neighbor	NOUN
bracis-28426	97	33	through	through	ADP
bracis-28426	97	34	the	the	DET
bracis-28426	97	35	graph	graph	NOUN
bracis-28426	97	36	.	.	PUNCT
bracis-28426	98	1	the	the	DET
bracis-28426	98	2	graph	graph	NOUN
bracis-28426	98	3	generated	generate	VERB
bracis-28426	98	4	in	in	ADP
bracis-28426	98	5	this	this	DET
bracis-28426	98	6	work	work	NOUN
bracis-28426	98	7	has	have	VERB
bracis-28426	98	8	the	the	DET
bracis-28426	98	9	spatial	spatial	ADJ
bracis-28426	98	10	structure	structure	NOUN
bracis-28426	98	11	of	of	ADP
bracis-28426	98	12	the	the	DET
bracis-28426	98	13	brazilian	brazilian	ADJ
bracis-28426	98	14	mobility	mobility	NOUN
bracis-28426	98	15	network	network	NOUN
bracis-28426	98	16	(	(	PUNCT
bracis-28426	98	17	refer	refer	VERB
bracis-28426	98	18	to	to	ADP
bracis-28426	98	19	sect	sect	VERB
bracis-28426	98	20	.	.	PUNCT
bracis-28426	98	21	 	 	SPACE
bracis-28426	98	22	3.5	3.5	NUM
bracis-28426	98	23	)	)	PUNCT
bracis-28426	98	24	,	,	PUNCT
bracis-28426	98	25	which	which	PRON
bracis-28426	98	26	has	have	VERB
bracis-28426	98	27	static	static	ADJ
bracis-28426	98	28	edges	edge	NOUN
bracis-28426	98	29	,	,	PUNCT
bracis-28426	98	30	that	that	ADV
bracis-28426	98	31	is	is	ADV
bracis-28426	98	32	,	,	PUNCT
bracis-28426	98	33	fixed	fix	VERB
bracis-28426	98	34	attributes	attribute	NOUN
bracis-28426	98	35	(	(	PUNCT
bracis-28426	98	36	see	see	VERB
bracis-28426	98	37	fig	fig	NOUN
bracis-28426	98	38	.	.	PUNCT
bracis-28426	98	39	 	 	SPACE
bracis-28426	98	40	2	2	NUM
bracis-28426	98	41	)	)	PUNCT
bracis-28426	98	42	.	.	PUNCT
bracis-28426	99	1	3.4	3.4	NUM
bracis-28426	99	2	prophet	prophet	NOUN
bracis-28426	99	3	and	and	CCONJ
bracis-28426	99	4	 	 	SPACE
bracis-28426	99	5	lstm	lstm	ADJ
bracis-28426	99	6	lstm	lstm	NOUN
bracis-28426	99	7	(	(	PUNCT
bracis-28426	99	8	long	long	ADJ
bracis-28426	99	9	short	short	ADJ
bracis-28426	99	10	term	term	NOUN
bracis-28426	99	11	memory	memory	NOUN
bracis-28426	99	12	)	)	PUNCT
bracis-28426	100	1	[	[	X
bracis-28426	100	2	12	12	NUM
bracis-28426	100	3	]	]	PUNCT
bracis-28426	100	4	and	and	CCONJ
bracis-28426	100	5	prophet	prophet	NOUN
bracis-28426	101	1	[	[	X
bracis-28426	101	2	24	24	NUM
bracis-28426	101	3	]	]	PUNCT
bracis-28426	101	4	are	be	AUX
bracis-28426	101	5	time	time	NOUN
bracis-28426	101	6	series	series	PROPN
bracis-28426	101	7	forecasting	forecasting	NOUN
bracis-28426	101	8	models	model	NOUN
bracis-28426	101	9	,	,	PUNCT
bracis-28426	101	10	and	and	CCONJ
bracis-28426	101	11	each	each	DET
bracis-28426	101	12	one	one	NOUN
bracis-28426	101	13	has	have	VERB
bracis-28426	101	14	a	a	DET
bracis-28426	101	15	different	different	ADJ
bracis-28426	101	16	approach	approach	NOUN
bracis-28426	101	17	.	.	PUNCT
bracis-28426	102	1	in	in	ADP
bracis-28426	102	2	the	the	DET
bracis-28426	102	3	lstm	lstm	NOUN
bracis-28426	102	4	model	model	NOUN
bracis-28426	102	5	it	it	PRON
bracis-28426	102	6	resembles	resemble	VERB
bracis-28426	102	7	an	an	DET
bracis-28426	102	8	rnn	rnn	NOUN
bracis-28426	102	9	(	(	PUNCT
bracis-28426	102	10	recurrent	recurrent	ADJ
bracis-28426	102	11	neural	neural	ADJ
bracis-28426	102	12	network	network	NOUN
bracis-28426	102	13	)	)	PUNCT
bracis-28426	102	14	composed	compose	VERB
bracis-28426	102	15	of	of	ADP
bracis-28426	102	16	4	4	NUM
bracis-28426	102	17	memory	memory	NOUN
bracis-28426	102	18	cells	cell	NOUN
bracis-28426	102	19	:	:	PUNCT
bracis-28426	102	20	input	input	NOUN
bracis-28426	102	21	,	,	PUNCT
bracis-28426	102	22	forget	forget	VERB
bracis-28426	102	23	,	,	PUNCT
bracis-28426	102	24	cell	cell	NOUN
bracis-28426	102	25	,	,	PUNCT
bracis-28426	102	26	hidden	hide	VERB
bracis-28426	102	27	.	.	PUNCT
bracis-28426	103	1	these	these	DET
bracis-28426	103	2	memory	memory	NOUN
bracis-28426	103	3	cells	cell	NOUN
bracis-28426	103	4	are	be	AUX
bracis-28426	103	5	responsible	responsible	ADJ
bracis-28426	103	6	for	for	ADP
bracis-28426	103	7	retaining	retain	VERB
bracis-28426	103	8	,	,	PUNCT
bracis-28426	103	9	forgetting	forget	VERB
bracis-28426	103	10	or	or	CCONJ
bracis-28426	103	11	remembering	remember	VERB
bracis-28426	103	12	selected	select	VERB
bracis-28426	103	13	information	information	NOUN
bracis-28426	103	14	.	.	PUNCT
bracis-28426	104	1	lstm	lstm	NOUN
bracis-28426	104	2	is	be	AUX
bracis-28426	104	3	commonly	commonly	ADV
bracis-28426	104	4	used	use	VERB
bracis-28426	104	5	on	on	ADP
bracis-28426	104	6	data	datum	NOUN
bracis-28426	104	7	that	that	PRON
bracis-28426	104	8	exhibit	exhibit	VERB
bracis-28426	104	9	complex	complex	ADJ
bracis-28426	104	10	patterns	pattern	NOUN
bracis-28426	104	11	,	,	PUNCT
bracis-28426	104	12	sudden	sudden	ADJ
bracis-28426	104	13	changes	change	NOUN
bracis-28426	104	14	,	,	PUNCT
bracis-28426	104	15	trends	trend	NOUN
bracis-28426	104	16	,	,	PUNCT
bracis-28426	104	17	or	or	CCONJ
bracis-28426	104	18	seasonality	seasonality	NOUN
bracis-28426	104	19	.	.	PUNCT
bracis-28426	105	1	the	the	DET
bracis-28426	105	2	prophet	prophet	NOUN
bracis-28426	105	3	model	model	NOUN
bracis-28426	105	4	,	,	PUNCT
bracis-28426	105	5	is	be	AUX
bracis-28426	105	6	based	base	VERB
bracis-28426	105	7	on	on	ADP
bracis-28426	105	8	an	an	DET
bracis-28426	105	9	additive	additive	ADJ
bracis-28426	105	10	model	model	NOUN
bracis-28426	105	11	that	that	PRON
bracis-28426	105	12	,	,	PUNCT
bracis-28426	105	13	through	through	ADP
bracis-28426	105	14	regression	regression	NOUN
bracis-28426	105	15	,	,	PUNCT
bracis-28426	105	16	models	model	VERB
bracis-28426	105	17	the	the	DET
bracis-28426	105	18	linear	linear	ADJ
bracis-28426	105	19	or	or	CCONJ
bracis-28426	105	20	non	non	ADJ
bracis-28426	105	21	-	-	ADJ
bracis-28426	105	22	linear	linear	ADJ
bracis-28426	105	23	trend	trend	NOUN
bracis-28426	105	24	,	,	PUNCT
bracis-28426	105	25	in	in	ADP
bracis-28426	105	26	terms	term	NOUN
bracis-28426	105	27	of	of	ADP
bracis-28426	105	28	independent	independent	ADJ
bracis-28426	105	29	variables	variable	NOUN
bracis-28426	105	30	such	such	ADJ
bracis-28426	105	31	as	as	ADP
bracis-28426	105	32	trend	trend	NOUN
bracis-28426	105	33	,	,	PUNCT
bracis-28426	105	34	seasonality	seasonality	NOUN
bracis-28426	105	35	and	and	CCONJ
bracis-28426	105	36	holidays	holiday	NOUN
bracis-28426	105	37	,	,	PUNCT
bracis-28426	105	38	components	component	NOUN
bracis-28426	105	39	of	of	ADP
bracis-28426	105	40	the	the	DET
bracis-28426	105	41	time	time	NOUN
bracis-28426	105	42	series	series	NOUN
bracis-28426	105	43	.	.	PUNCT
bracis-28426	106	1	the	the	DET
bracis-28426	106	2	adjustments	adjustment	NOUN
bracis-28426	106	3	of	of	ADP
bracis-28426	106	4	these	these	DET
bracis-28426	106	5	components	component	NOUN
bracis-28426	106	6	are	be	AUX
bracis-28426	106	7	performed	perform	VERB
bracis-28426	106	8	using	use	VERB
bracis-28426	106	9	an	an	DET
bracis-28426	106	10	optimization	optimization	NOUN
bracis-28426	106	11	algorithm	algorithm	NOUN
bracis-28426	106	12	such	such	ADJ
bracis-28426	106	13	as	as	ADP
bracis-28426	106	14	mcmc	mcmc	PROPN
bracis-28426	106	15	[	[	X
bracis-28426	106	16	11	11	NUM
bracis-28426	106	17	]	]	X
bracis-28426	106	18	(	(	PUNCT
bracis-28426	106	19	markov	markov	PROPN
bracis-28426	106	20	chain	chain	NOUN
bracis-28426	106	21	monte	monte	PROPN
bracis-28426	106	22	carlo	carlo	PROPN
bracis-28426	106	23	)	)	PUNCT
bracis-28426	106	24	or	or	CCONJ
bracis-28426	106	25	map	map	VERB
bracis-28426	106	26	[	[	X
bracis-28426	106	27	10	10	NUM
bracis-28426	106	28	]	]	PUNCT
bracis-28426	106	29	(	(	PUNCT
bracis-28426	106	30	maximum	maximum	ADP
bracis-28426	106	31	a	a	DET
bracis-28426	106	32	posteriori	posteriori	NOUN
bracis-28426	106	33	)	)	PUNCT
bracis-28426	106	34	that	that	PRON
bracis-28426	106	35	seeks	seek	VERB
bracis-28426	106	36	to	to	PART
bracis-28426	106	37	find	find	VERB
bracis-28426	106	38	the	the	DET
bracis-28426	106	39	values	value	NOUN
bracis-28426	106	40	of	of	ADP
bracis-28426	106	41	the	the	DET
bracis-28426	106	42	parameters	parameter	NOUN
bracis-28426	106	43	that	that	PRON
bracis-28426	106	44	maximize	maximize	VERB
bracis-28426	106	45	the	the	DET
bracis-28426	106	46	posterior	posterior	ADJ
bracis-28426	106	47	probability	probability	NOUN
bracis-28426	106	48	of	of	ADP
bracis-28426	106	49	the	the	DET
bracis-28426	106	50	data	datum	NOUN
bracis-28426	106	51	,	,	PUNCT
bracis-28426	106	52	considering	consider	VERB
bracis-28426	106	53	the	the	DET
bracis-28426	106	54	uncertainty	uncertainty	NOUN
bracis-28426	106	55	of	of	ADP
bracis-28426	106	56	the	the	DET
bracis-28426	106	57	parameters	parameter	NOUN
bracis-28426	106	58	when	when	SCONJ
bracis-28426	106	59	making	make	VERB
bracis-28426	106	60	predictions	prediction	NOUN
bracis-28426	106	61	.	.	PUNCT
bracis-28426	107	1	3.5	3.5	NUM
bracis-28426	107	2	datasets	dataset	NOUN
bracis-28426	107	3	:	:	PUNCT
bracis-28426	107	4	covid-19	covid-19	PROPN
bracis-28426	107	5	cases	case	NOUN
bracis-28426	107	6	and	and	CCONJ
bracis-28426	107	7	 	 	SPACE
bracis-28426	107	8	the	the	DET
bracis-28426	107	9	 	 	SPACE
bracis-28426	107	10	brazilian	brazilian	ADJ
bracis-28426	107	11	mobility	mobility	NOUN
bracis-28426	107	12	network	network	PROPN
bracis-28426	107	13	cota	cota	PROPN
bracis-28426	107	14	(	(	PUNCT
bracis-28426	107	15	2020	2020	NUM
bracis-28426	107	16	)	)	PUNCT
bracis-28426	108	1	[	[	X
bracis-28426	108	2	4	4	X
bracis-28426	108	3	]	]	PUNCT
bracis-28426	108	4	provides	provide	VERB
bracis-28426	108	5	a	a	DET
bracis-28426	108	6	public	public	ADJ
bracis-28426	108	7	dataset	dataset	NOUN
bracis-28426	108	8	of	of	ADP
bracis-28426	108	9	covid-19	covid-19	PROPN
bracis-28426	108	10	records	record	NOUN
bracis-28426	108	11	in	in	ADP
bracis-28426	108	12	brazil	brazil	PROPN
bracis-28426	108	13	.	.	PUNCT
bracis-28426	109	1	among	among	ADP
bracis-28426	109	2	other	other	ADJ
bracis-28426	109	3	data	datum	NOUN
bracis-28426	109	4	,	,	PUNCT
bracis-28426	109	5	it	it	PRON
bracis-28426	109	6	contains	contain	VERB
bracis-28426	109	7	the	the	DET
bracis-28426	109	8	numbers	number	NOUN
bracis-28426	109	9	of	of	ADP
bracis-28426	109	10	infected	infected	ADJ
bracis-28426	109	11	and	and	CCONJ
bracis-28426	109	12	deaths	death	NOUN
bracis-28426	109	13	related	relate	VERB
bracis-28426	109	14	to	to	ADP
bracis-28426	109	15	municipal	municipal	ADJ
bracis-28426	109	16	and	and	CCONJ
bracis-28426	109	17	federative	federative	ADJ
bracis-28426	109	18	units	unit	NOUN
bracis-28426	109	19	level	level	VERB
bracis-28426	109	20	in	in	ADP
bracis-28426	109	21	brazil	brazil	PROPN
bracis-28426	109	22	with	with	ADP
bracis-28426	109	23	official	official	ADJ
bracis-28426	109	24	information	information	NOUN
bracis-28426	109	25	from	from	ADP
bracis-28426	109	26	the	the	DET
bracis-28426	109	27	ministry	ministry	PROPN
bracis-28426	109	28	of	of	ADP
bracis-28426	109	29	health	health	PROPN
bracis-28426	109	30	.	.	PUNCT
bracis-28426	110	1	the	the	DET
bracis-28426	110	2	dataset	dataset	NOUN
bracis-28426	110	3	is	be	AUX
bracis-28426	110	4	daily	daily	ADV
bracis-28426	110	5	updated	update	VERB
bracis-28426	110	6	from	from	ADP
bracis-28426	110	7	official	official	ADJ
bracis-28426	110	8	sources	source	NOUN
bracis-28426	110	9	,	,	PUNCT
bracis-28426	110	10	providing	provide	VERB
bracis-28426	110	11	reliable	reliable	ADJ
bracis-28426	110	12	information	information	NOUN
bracis-28426	110	13	.	.	PUNCT
bracis-28426	111	1	it	it	PRON
bracis-28426	111	2	also	also	ADV
bracis-28426	111	3	includes	include	VERB
bracis-28426	111	4	information	information	NOUN
bracis-28426	111	5	on	on	ADP
bracis-28426	111	6	the	the	DET
bracis-28426	111	7	cities	city	NOUN
bracis-28426	111	8	’	'	PUNCT
bracis-28426	111	9	locations	location	NOUN
bracis-28426	111	10	,	,	PUNCT
bracis-28426	111	11	which	which	PRON
bracis-28426	111	12	is	be	AUX
bracis-28426	111	13	useful	useful	ADJ
bracis-28426	111	14	for	for	ADP
bracis-28426	111	15	our	our	PRON
bracis-28426	111	16	mobility	mobility	NOUN
bracis-28426	111	17	network	network	NOUN
bracis-28426	111	18	.	.	PUNCT
bracis-28426	112	1	knowing	know	VERB
bracis-28426	112	2	that	that	SCONJ
bracis-28426	112	3	the	the	DET
bracis-28426	112	4	spread	spread	NOUN
bracis-28426	112	5	of	of	ADP
bracis-28426	112	6	diseases	disease	NOUN
bracis-28426	112	7	like	like	ADP
bracis-28426	112	8	covid-19	covid-19	PROPN
bracis-28426	112	9	occurs	occur	VERB
bracis-28426	112	10	from	from	ADP
bracis-28426	112	11	infected	infect	VERB
bracis-28426	112	12	to	to	ADP
bracis-28426	112	13	susceptible	susceptible	ADJ
bracis-28426	112	14	people	people	NOUN
bracis-28426	112	15	,	,	PUNCT
bracis-28426	112	16	one	one	NUM
bracis-28426	112	17	factor	factor	NOUN
bracis-28426	112	18	that	that	PRON
bracis-28426	112	19	may	may	AUX
bracis-28426	112	20	contribute	contribute	VERB
bracis-28426	112	21	to	to	ADP
bracis-28426	112	22	the	the	DET
bracis-28426	112	23	construction	construction	NOUN
bracis-28426	112	24	of	of	ADP
bracis-28426	112	25	prediction	prediction	NOUN
bracis-28426	112	26	models	model	NOUN
bracis-28426	112	27	is	be	AUX
bracis-28426	112	28	to	to	PART
bracis-28426	112	29	know	know	VERB
bracis-28426	112	30	the	the	DET
bracis-28426	112	31	flow	flow	NOUN
bracis-28426	112	32	of	of	ADP
bracis-28426	112	33	people	people	NOUN
bracis-28426	112	34	between	between	ADP
bracis-28426	112	35	cities	city	NOUN
bracis-28426	112	36	.	.	PUNCT
bracis-28426	113	1	we	we	PRON
bracis-28426	113	2	thus	thus	ADV
bracis-28426	113	3	use	use	VERB
bracis-28426	113	4	the	the	DET
bracis-28426	113	5	dataset	dataset	NOUN
bracis-28426	113	6	provided	provide	VERB
bracis-28426	113	7	by	by	ADP
bracis-28426	113	8	the	the	DET
bracis-28426	113	9	brazilian	brazilian	PROPN
bracis-28426	113	10	institute	institute	PROPN
bracis-28426	113	11	of	of	ADP
bracis-28426	113	12	geography	geography	NOUN
bracis-28426	113	13	and	and	CCONJ
bracis-28426	113	14	statistics	statistic	NOUN
bracis-28426	113	15	(	(	PUNCT
bracis-28426	113	16	ibge	ibge	NOUN
bracis-28426	113	17	)	)	PUNCT
bracis-28426	114	1	[	[	X
bracis-28426	114	2	16	16	NUM
bracis-28426	114	3	]	]	PUNCT
bracis-28426	114	4	to	to	PART
bracis-28426	114	5	build	build	VERB
bracis-28426	114	6	a	a	DET
bracis-28426	114	7	mobility	mobility	NOUN
bracis-28426	114	8	network	network	NOUN
bracis-28426	114	9	whose	whose	DET
bracis-28426	114	10	weighted	weight	VERB
bracis-28426	114	11	connections	connection	NOUN
bracis-28426	114	12	represent	represent	VERB
bracis-28426	114	13	the	the	DET
bracis-28426	114	14	number	number	NOUN
bracis-28426	114	15	of	of	ADP
bracis-28426	114	16	vehicles	vehicle	NOUN
bracis-28426	114	17	from	from	ADP
bracis-28426	114	18	one	one	NUM
bracis-28426	114	19	city	city	NOUN
bracis-28426	114	20	to	to	ADP
bracis-28426	114	21	another	another	PRON
bracis-28426	114	22	in	in	ADP
bracis-28426	114	23	an	an	DET
bracis-28426	114	24	ordinary	ordinary	ADJ
bracis-28426	114	25	week	week	NOUN
bracis-28426	114	26	.	.	PUNCT
bracis-28426	115	1	the	the	DET
bracis-28426	115	2	connection	connection	NOUN
bracis-28426	115	3	identifies	identify	VERB
bracis-28426	115	4	the	the	DET
bracis-28426	115	5	cities	city	NOUN
bracis-28426	115	6	directly	directly	ADV
bracis-28426	115	7	accessible	accessible	ADJ
bracis-28426	115	8	from	from	ADP
bracis-28426	115	9	a	a	DET
bracis-28426	115	10	source	source	NOUN
bracis-28426	115	11	,	,	PUNCT
bracis-28426	115	12	considering	consider	VERB
bracis-28426	115	13	(	(	PUNCT
bracis-28426	115	14	1	1	X
bracis-28426	115	15	)	)	PUNCT
bracis-28426	115	16	the	the	DET
bracis-28426	115	17	number	number	NOUN
bracis-28426	115	18	of	of	ADP
bracis-28426	115	19	outgoing	outgoing	ADJ
bracis-28426	115	20	vehicles	vehicle	NOUN
bracis-28426	115	21	(	(	PUNCT
bracis-28426	115	22	frequency	frequency	NOUN
bracis-28426	115	23	)	)	PUNCT
bracis-28426	115	24	,	,	PUNCT
bracis-28426	115	25	(	(	PUNCT
bracis-28426	115	26	2	2	X
bracis-28426	115	27	)	)	PUNCT
bracis-28426	115	28	the	the	DET
bracis-28426	115	29	type	type	NOUN
bracis-28426	115	30	of	of	ADP
bracis-28426	115	31	transport	transport	NOUN
bracis-28426	115	32	(	(	PUNCT
bracis-28426	115	33	road	road	NOUN
bracis-28426	115	34	,	,	PUNCT
bracis-28426	115	35	waterways	waterway	NOUN
bracis-28426	115	36	,	,	PUNCT
bracis-28426	115	37	or	or	CCONJ
bracis-28426	115	38	alternative	alternative	ADJ
bracis-28426	115	39	/	/	SYM
bracis-28426	115	40	informal	informal	ADJ
bracis-28426	115	41	)	)	PUNCT
bracis-28426	115	42	,	,	PUNCT
bracis-28426	115	43	(	(	PUNCT
bracis-28426	115	44	3	3	X
bracis-28426	115	45	)	)	PUNCT
bracis-28426	115	46	travel	travel	NOUN
bracis-28426	115	47	time	time	NOUN
bracis-28426	115	48	,	,	PUNCT
bracis-28426	115	49	and	and	CCONJ
bracis-28426	115	50	(	(	PUNCT
bracis-28426	115	51	4	4	X
bracis-28426	115	52	)	)	PUNCT
bracis-28426	115	53	cost	cost	NOUN
bracis-28426	115	54	of	of	ADP
bracis-28426	115	55	the	the	DET
bracis-28426	115	56	traveling	traveling	NOUN
bracis-28426	115	57	.	.	PUNCT
bracis-28426	116	1	in	in	ADP
bracis-28426	116	2	this	this	DET
bracis-28426	116	3	study	study	NOUN
bracis-28426	116	4	,	,	PUNCT
bracis-28426	116	5	the	the	DET
bracis-28426	116	6	weight	weight	NOUN
bracis-28426	116	7	of	of	ADP
bracis-28426	116	8	each	each	DET
bracis-28426	116	9	edge	edge	NOUN
bracis-28426	116	10	was	be	AUX
bracis-28426	116	11	represented	represent	VERB
bracis-28426	116	12	solely	solely	ADV
bracis-28426	116	13	by	by	ADP
bracis-28426	116	14	attribute	attribute	NOUN
bracis-28426	116	15	1	1	NUM
bracis-28426	116	16	.	.	PUNCT
bracis-28426	117	1	this	this	DET
bracis-28426	117	2	weight	weight	NOUN
bracis-28426	117	3	was	be	AUX
bracis-28426	117	4	determined	determine	VERB
bracis-28426	117	5	by	by	ADP
bracis-28426	117	6	the	the	DET
bracis-28426	117	7	aggregation	aggregation	NOUN
bracis-28426	117	8	of	of	ADP
bracis-28426	117	9	frequencies	frequency	NOUN
bracis-28426	117	10	associated	associate	VERB
bracis-28426	117	11	with	with	ADP
bracis-28426	117	12	each	each	DET
bracis-28426	117	13	mode	mode	NOUN
bracis-28426	117	14	of	of	ADP
bracis-28426	117	15	transportation	transportation	NOUN
bracis-28426	117	16	(	(	PUNCT
bracis-28426	117	17	denoted	denote	VERB
bracis-28426	117	18	as	as	ADP
bracis-28426	117	19	attribute	attribute	NOUN
bracis-28426	117	20	2	2	NUM
bracis-28426	117	21	)	)	PUNCT
bracis-28426	117	22	present	present	ADJ
bracis-28426	117	23	on	on	ADP
bracis-28426	117	24	a	a	DET
bracis-28426	117	25	given	give	VERB
bracis-28426	117	26	edge	edge	NOUN
bracis-28426	117	27	.	.	PUNCT
bracis-28426	118	1	it	it	PRON
bracis-28426	118	2	should	should	AUX
bracis-28426	118	3	be	be	AUX
bracis-28426	118	4	noted	note	VERB
bracis-28426	118	5	that	that	SCONJ
bracis-28426	118	6	attributes	attribute	VERB
bracis-28426	118	7	3	3	NUM
bracis-28426	118	8	and	and	CCONJ
bracis-28426	118	9	4	4	NUM
bracis-28426	118	10	were	be	AUX
bracis-28426	118	11	not	not	PART
bracis-28426	118	12	incorporated	incorporate	VERB
bracis-28426	118	13	into	into	ADP
bracis-28426	118	14	the	the	DET
bracis-28426	118	15	calculations	calculation	NOUN
bracis-28426	118	16	in	in	ADP
bracis-28426	118	17	this	this	DET
bracis-28426	118	18	analysis	analysis	NOUN
bracis-28426	118	19	.	.	PUNCT
bracis-28426	119	1	the	the	DET
bracis-28426	119	2	dataset	dataset	NOUN
bracis-28426	119	3	has	have	VERB
bracis-28426	119	4	\(n	\(n	NOUN
bracis-28426	119	5	=	=	SYM
bracis-28426	119	6	5385\	5385\	NUM
bracis-28426	119	7	)	)	PUNCT
bracis-28426	119	8	vertices	vertex	NOUN
bracis-28426	119	9	(	(	PUNCT
bracis-28426	119	10	cities	city	NOUN
bracis-28426	119	11	)	)	PUNCT
bracis-28426	119	12	and	and	CCONJ
bracis-28426	119	13	\(l	\(l	NOUN
bracis-28426	119	14	=	=	SYM
bracis-28426	119	15	65639\	65639\	NUM
bracis-28426	119	16	)	)	PUNCT
bracis-28426	119	17	edges	edge	NOUN
bracis-28426	119	18	(	(	PUNCT
bracis-28426	119	19	routes	route	NOUN
bracis-28426	119	20	between	between	ADP
bracis-28426	119	21	the	the	DET
bracis-28426	119	22	cities	city	NOUN
bracis-28426	119	23	)	)	PUNCT
bracis-28426	119	24	,	,	PUNCT
bracis-28426	119	25	as	as	SCONJ
bracis-28426	119	26	shown	show	VERB
bracis-28426	119	27	in	in	ADP
bracis-28426	119	28	fig	fig	NOUN
bracis-28426	119	29	.	.	PUNCT
bracis-28426	119	30	 	 	SPACE
bracis-28426	120	1	3	3	X
bracis-28426	120	2	.	.	PUNCT
bracis-28426	121	1	the	the	DET
bracis-28426	121	2	subfigure	subfigure	NOUN
bracis-28426	121	3	on	on	ADP
bracis-28426	121	4	the	the	DET
bracis-28426	121	5	right	right	ADJ
bracis-28426	121	6	side	side	NOUN
bracis-28426	121	7	gives	give	VERB
bracis-28426	121	8	the	the	DET
bracis-28426	121	9	covered	cover	VERB
bracis-28426	121	10	territory	territory	NOUN
bracis-28426	121	11	,	,	PUNCT
bracis-28426	121	12	in	in	ADP
bracis-28426	121	13	green	green	NOUN
bracis-28426	121	14	,	,	PUNCT
bracis-28426	121	15	and	and	CCONJ
bracis-28426	121	16	the	the	DET
bracis-28426	121	17	one	one	NOUN
bracis-28426	121	18	on	on	ADP
bracis-28426	121	19	the	the	DET
bracis-28426	121	20	left	left	ADJ
bracis-28426	121	21	side	side	NOUN
bracis-28426	121	22	presents	present	VERB
bracis-28426	121	23	the	the	DET
bracis-28426	121	24	corresponding	corresponding	ADJ
bracis-28426	121	25	network	network	NOUN
bracis-28426	121	26	.	.	PUNCT
bracis-28426	122	1	fig	fig	NOUN
bracis-28426	122	2	.	.	PUNCT
bracis-28426	123	1	3	3	X
bracis-28426	123	2	.	.	X
bracis-28426	123	3	brazilian	brazilian	ADJ
bracis-28426	123	4	mobility	mobility	NOUN
bracis-28426	123	5	network	network	NOUN
bracis-28426	123	6	:	:	PUNCT
bracis-28426	123	7	a	a	X
bracis-28426	123	8	)	)	PUNCT
bracis-28426	123	9	nodes	node	NOUN
bracis-28426	123	10	representing	represent	VERB
bracis-28426	123	11	cities	city	NOUN
bracis-28426	123	12	and	and	CCONJ
bracis-28426	123	13	edges	edge	NOUN
bracis-28426	123	14	as	as	ADP
bracis-28426	123	15	the	the	DET
bracis-28426	123	16	routes	route	NOUN
bracis-28426	123	17	between	between	ADP
bracis-28426	123	18	them	they	PRON
bracis-28426	123	19	;	;	PUNCT
bracis-28426	123	20	b	b	X
bracis-28426	123	21	)	)	PUNCT
bracis-28426	123	22	the	the	DET
bracis-28426	123	23	covered	covered	ADJ
bracis-28426	123	24	territory	territory	NOUN
bracis-28426	123	25	,	,	PUNCT
bracis-28426	123	26	in	in	ADP
bracis-28426	123	27	green	green	ADJ
bracis-28426	123	28	.	.	PUNCT
bracis-28426	124	1	white	white	ADJ
bracis-28426	124	2	areas	area	NOUN
bracis-28426	124	3	inside	inside	ADP
bracis-28426	124	4	the	the	DET
bracis-28426	124	5	brazilian	brazilian	ADJ
bracis-28426	124	6	map	map	NOUN
bracis-28426	124	7	are	be	AUX
bracis-28426	124	8	cities	city	NOUN
bracis-28426	124	9	without	without	ADP
bracis-28426	124	10	reported	report	VERB
bracis-28426	124	11	cases	case	NOUN
bracis-28426	124	12	in	in	ADP
bracis-28426	124	13	our	our	PRON
bracis-28426	124	14	covid-19	covid-19	PROPN
bracis-28426	124	15	dataset	dataset	NOUN
bracis-28426	124	16	.	.	PUNCT
bracis-28426	125	1	(	(	PUNCT
bracis-28426	125	2	color	color	NOUN
bracis-28426	125	3	figure	figure	NOUN
bracis-28426	125	4	online	online	ADV
bracis-28426	125	5	)	)	PUNCT
bracis-28426	125	6	full	full	ADJ
bracis-28426	125	7	size	size	NOUN
bracis-28426	125	8	image	image	NOUN
bracis-28426	125	9	3.6	3.6	NUM
bracis-28426	125	10	experimental	experimental	ADJ
bracis-28426	125	11	setup	setup	NOUN
bracis-28426	125	12	the	the	DET
bracis-28426	125	13	covid-19	covid-19	PROPN
bracis-28426	125	14	dataset	dataset	NOUN
bracis-28426	125	15	has	have	AUX
bracis-28426	125	16	been	be	AUX
bracis-28426	125	17	structured	structure	VERB
bracis-28426	125	18	to	to	PART
bracis-28426	125	19	train	train	VERB
bracis-28426	125	20	models	model	NOUN
bracis-28426	125	21	under	under	ADP
bracis-28426	125	22	four	four	NUM
bracis-28426	125	23	distinct	distinct	ADJ
bracis-28426	125	24	scenarios	scenario	NOUN
bracis-28426	125	25	:	:	PUNCT
bracis-28426	125	26	i	i	NOUN
bracis-28426	125	27	)	)	PUNCT
bracis-28426	125	28	utilizing	utilize	VERB
bracis-28426	125	29	only	only	ADV
bracis-28426	125	30	the	the	DET
bracis-28426	125	31	data	datum	NOUN
bracis-28426	125	32	from	from	ADP
bracis-28426	125	33	2020	2020	NUM
bracis-28426	125	34	;	;	PUNCT
bracis-28426	125	35	ii	ii	X
bracis-28426	125	36	)	)	PUNCT
bracis-28426	125	37	using	use	VERB
bracis-28426	125	38	the	the	DET
bracis-28426	125	39	2021	2021	NUM
bracis-28426	125	40	data	datum	NOUN
bracis-28426	125	41	exclusively	exclusively	ADV
bracis-28426	125	42	;	;	PUNCT
bracis-28426	125	43	iii	iii	X
bracis-28426	125	44	)	)	PUNCT
bracis-28426	125	45	relying	rely	VERB
bracis-28426	125	46	solely	solely	ADV
bracis-28426	125	47	on	on	ADP
bracis-28426	125	48	the	the	DET
bracis-28426	125	49	2022	2022	NUM
bracis-28426	125	50	data	datum	NOUN
bracis-28426	125	51	;	;	PUNCT
bracis-28426	125	52	and	and	CCONJ
bracis-28426	125	53	finally	finally	ADV
bracis-28426	125	54	,	,	PUNCT
bracis-28426	125	55	iv	iv	X
bracis-28426	125	56	)	)	PUNCT
bracis-28426	125	57	a	a	DET
bracis-28426	125	58	comprehensive	comprehensive	ADJ
bracis-28426	125	59	version	version	NOUN
bracis-28426	125	60	incorporating	incorporate	VERB
bracis-28426	125	61	all	all	DET
bracis-28426	125	62	years	year	NOUN
bracis-28426	125	63	.	.	PUNCT
bracis-28426	126	1	the	the	DET
bracis-28426	126	2	data	data	NOUN
bracis-28426	126	3	undergoes	undergo	VERB
bracis-28426	126	4	standardization	standardization	NOUN
bracis-28426	126	5	using	use	VERB
bracis-28426	126	6	z	z	NOUN
bracis-28426	126	7	-	-	PUNCT
bracis-28426	126	8	score	score	NOUN
bracis-28426	126	9	normalization	normalization	NOUN
bracis-28426	126	10	(	(	PUNCT
bracis-28426	126	11	eq	eq	NOUN
bracis-28426	126	12	.	.	PROPN
bracis-28426	126	13	 	 	SPACE
bracis-28426	126	14	(	(	PUNCT
bracis-28426	126	15	3	3	NUM
bracis-28426	126	16	)	)	PUNCT
bracis-28426	126	17	)	)	PUNCT
bracis-28426	126	18	to	to	PART
bracis-28426	126	19	enable	enable	VERB
bracis-28426	126	20	consistent	consistent	ADJ
bracis-28426	126	21	and	and	CCONJ
bracis-28426	126	22	meaningful	meaningful	ADJ
bracis-28426	126	23	analysis	analysis	NOUN
bracis-28426	126	24	.	.	PUNCT
bracis-28426	127	1	$	$	SYM
bracis-28426	127	2	$	$	SYM
bracis-28426	127	3	\begin{aligned	\begin{aligne	VERB
bracis-28426	127	4	}	}	PUNCT
bracis-28426	127	5	z	z	NOUN
bracis-28426	127	6	=	=	SYM
bracis-28426	127	7	\frac{(x	\frac{(x	PROPN
bracis-28426	127	8	-\mu	-\mu	NOUN
bracis-28426	127	9	)	)	PUNCT
bracis-28426	127	10	}	}	PUNCT
bracis-28426	127	11	{	{	PUNCT
bracis-28426	127	12	\sigma	\sigma	PROPN
bracis-28426	127	13	}	}	PUNCT
bracis-28426	127	14	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-28426	127	15	(	(	PUNCT
bracis-28426	127	16	3	3	NUM
bracis-28426	127	17	)	)	PUNCT
bracis-28426	127	18	here	here	ADV
bracis-28426	127	19	,	,	PUNCT
bracis-28426	127	20	x	x	PRON
bracis-28426	127	21	represents	represent	VERB
bracis-28426	127	22	the	the	DET
bracis-28426	127	23	value	value	NOUN
bracis-28426	127	24	of	of	ADP
bracis-28426	127	25	the	the	DET
bracis-28426	127	26	element	element	NOUN
bracis-28426	127	27	,	,	PUNCT
bracis-28426	127	28	\(\mu	\(\mu	PROPN
bracis-28426	127	29	\	\	NOUN
bracis-28426	127	30	)	)	PUNCT
bracis-28426	127	31	is	be	AUX
bracis-28426	127	32	the	the	DET
bracis-28426	127	33	population	population	NOUN
bracis-28426	127	34	mean	mean	VERB
bracis-28426	127	35	,	,	PUNCT
bracis-28426	127	36	and	and	CCONJ
bracis-28426	127	37	\(\sigma	\(\sigma	NOUN
bracis-28426	127	38	\	\	NOUN
bracis-28426	127	39	)	)	PUNCT
bracis-28426	127	40	is	be	AUX
bracis-28426	127	41	the	the	DET
bracis-28426	127	42	population	population	NOUN
bracis-28426	127	43	standard	standard	ADJ
bracis-28426	127	44	deviation	deviation	NOUN
bracis-28426	127	45	.	.	PUNCT
bracis-28426	128	1	this	this	DET
bracis-28426	128	2	normalization	normalization	NOUN
bracis-28426	128	3	process	process	NOUN
bracis-28426	128	4	ensures	ensure	VERB
bracis-28426	128	5	uniformity	uniformity	NOUN
bracis-28426	128	6	in	in	ADP
bracis-28426	128	7	the	the	DET
bracis-28426	128	8	data	datum	NOUN
bracis-28426	128	9	and	and	CCONJ
bracis-28426	128	10	facilitates	facilitate	VERB
bracis-28426	128	11	reliable	reliable	ADJ
bracis-28426	128	12	comparisons	comparison	NOUN
bracis-28426	128	13	.	.	PUNCT
bracis-28426	129	1	in	in	ADP
bracis-28426	129	2	each	each	PRON
bracis-28426	129	3	of	of	ADP
bracis-28426	129	4	the	the	DET
bracis-28426	129	5	four	four	NUM
bracis-28426	129	6	scenarios	scenario	NOUN
bracis-28426	129	7	,	,	PUNCT
bracis-28426	129	8	the	the	DET
bracis-28426	129	9	dataset	dataset	NOUN
bracis-28426	129	10	is	be	AUX
bracis-28426	129	11	partitioned	partition	VERB
bracis-28426	129	12	into	into	ADP
bracis-28426	129	13	an	an	DET
bracis-28426	129	14	80	80	NUM
bracis-28426	129	15	%	%	NOUN
bracis-28426	129	16	subset	subset	NOUN
bracis-28426	129	17	for	for	ADP
bracis-28426	129	18	training	training	NOUN
bracis-28426	129	19	and	and	CCONJ
bracis-28426	129	20	a	a	DET
bracis-28426	129	21	20	20	NUM
bracis-28426	129	22	%	%	NOUN
bracis-28426	129	23	subset	subset	NOUN
bracis-28426	129	24	designated	designate	VERB
bracis-28426	129	25	for	for	ADP
bracis-28426	129	26	testing	testing	NOUN
bracis-28426	129	27	.	.	PUNCT
bracis-28426	130	1	each	each	DET
bracis-28426	130	2	city	city	NOUN
bracis-28426	130	3	has	have	VERB
bracis-28426	130	4	1,009	1,009	NUM
bracis-28426	130	5	individual	individual	ADJ
bracis-28426	130	6	readings	reading	NOUN
bracis-28426	130	7	of	of	ADP
bracis-28426	130	8	covid-19	covid-19	PROPN
bracis-28426	130	9	case	case	NOUN
bracis-28426	130	10	numbers	number	NOUN
bracis-28426	130	11	,	,	PUNCT
bracis-28426	130	12	with	with	ADP
bracis-28426	130	13	each	each	DET
bracis-28426	130	14	reading	reading	NOUN
bracis-28426	130	15	representing	represent	VERB
bracis-28426	130	16	a	a	DET
bracis-28426	130	17	single	single	ADJ
bracis-28426	130	18	day	day	NOUN
bracis-28426	130	19	’s	’s	PART
bracis-28426	130	20	data	datum	NOUN
bracis-28426	130	21	.	.	PUNCT
bracis-28426	131	1	these	these	DET
bracis-28426	131	2	readings	reading	NOUN
bracis-28426	131	3	are	be	AUX
bracis-28426	131	4	grouped	group	VERB
bracis-28426	131	5	into	into	ADP
bracis-28426	131	6	sequences	sequence	NOUN
bracis-28426	131	7	of	of	ADP
bracis-28426	131	8	14	14	NUM
bracis-28426	131	9	consecutive	consecutive	ADJ
bracis-28426	131	10	days	day	NOUN
bracis-28426	131	11	(	(	PUNCT
bracis-28426	131	12	lags	lag	NOUN
bracis-28426	131	13	)	)	PUNCT
bracis-28426	131	14	,	,	PUNCT
bracis-28426	131	15	which	which	PRON
bracis-28426	131	16	are	be	AUX
bracis-28426	131	17	utilized	utilize	VERB
bracis-28426	131	18	to	to	PART
bracis-28426	131	19	predict	predict	VERB
bracis-28426	131	20	the	the	DET
bracis-28426	131	21	data	datum	NOUN
bracis-28426	131	22	for	for	ADP
bracis-28426	131	23	the	the	DET
bracis-28426	131	24	15th	15th	ADJ
bracis-28426	131	25	day	day	NOUN
bracis-28426	131	26	.	.	PUNCT
bracis-28426	132	1	consequently	consequently	ADV
bracis-28426	132	2	,	,	PUNCT
bracis-28426	132	3	each	each	DET
bracis-28426	132	4	snapshot	snapshot	NOUN
bracis-28426	132	5	corresponds	correspond	VERB
bracis-28426	132	6	to	to	ADP
bracis-28426	132	7	a	a	DET
bracis-28426	132	8	time	time	NOUN
bracis-28426	132	9	series	series	NOUN
bracis-28426	132	10	comprised	comprise	VERB
bracis-28426	132	11	of	of	ADP
bracis-28426	132	12	non	non	ADJ
bracis-28426	132	13	-	-	ADJ
bracis-28426	132	14	overlapping	overlapping	ADJ
bracis-28426	132	15	samples	sample	NOUN
bracis-28426	132	16	,	,	PUNCT
bracis-28426	132	17	each	each	DET
bracis-28426	132	18	size	size	NOUN
bracis-28426	132	19	14	14	NUM
bracis-28426	132	20	.	.	PUNCT
bracis-28426	133	1	the	the	DET
bracis-28426	133	2	subsequent	subsequent	ADJ
bracis-28426	133	3	day	day	NOUN
bracis-28426	133	4	,	,	PUNCT
bracis-28426	133	5	the	the	DET
bracis-28426	133	6	15th	15th	NOUN
bracis-28426	133	7	,	,	PUNCT
bracis-28426	133	8	is	be	AUX
bracis-28426	133	9	the	the	DET
bracis-28426	133	10	target	target	NOUN
bracis-28426	133	11	prediction	prediction	NOUN
bracis-28426	133	12	and	and	CCONJ
bracis-28426	133	13	assumes	assume	VERB
bracis-28426	133	14	the	the	DET
bracis-28426	133	15	first	first	ADJ
bracis-28426	133	16	position	position	NOUN
bracis-28426	133	17	in	in	ADP
bracis-28426	133	18	the	the	DET
bracis-28426	133	19	succeeding	succeed	VERB
bracis-28426	133	20	time	time	NOUN
bracis-28426	133	21	series	series	NOUN
bracis-28426	133	22	(	(	PUNCT
bracis-28426	133	23	see	see	VERB
bracis-28426	133	24	fig	fig	NOUN
bracis-28426	133	25	.	.	PUNCT
bracis-28426	133	26	 	 	SPACE
bracis-28426	133	27	4	4	NUM
bracis-28426	133	28	)	)	PUNCT
bracis-28426	133	29	.	.	PUNCT
bracis-28426	134	1	the	the	DET
bracis-28426	134	2	entire	entire	ADJ
bracis-28426	134	3	1009	1009	NUM
bracis-28426	134	4	-	-	PUNCT
bracis-28426	134	5	day	day	NOUN
bracis-28426	134	6	period	period	NOUN
bracis-28426	134	7	,	,	PUNCT
bracis-28426	134	8	corresponding	correspond	VERB
bracis-28426	134	9	to	to	ADP
bracis-28426	134	10	february	february	PROPN
bracis-28426	134	11	2020	2020	NUM
bracis-28426	134	12	to	to	ADP
bracis-28426	134	13	november	november	PROPN
bracis-28426	134	14	2022	2022	NUM
bracis-28426	134	15	,	,	PUNCT
bracis-28426	134	16	results	result	VERB
bracis-28426	134	17	in	in	ADP
bracis-28426	134	18	approximately	approximately	ADV
bracis-28426	134	19	57	57	NUM
bracis-28426	134	20	training	training	NOUN
bracis-28426	134	21	snapshots	snapshot	NOUN
bracis-28426	134	22	and	and	CCONJ
bracis-28426	134	23	15	15	NUM
bracis-28426	134	24	test	test	NOUN
bracis-28426	134	25	snapshots	snapshot	NOUN
bracis-28426	134	26	.	.	PUNCT
bracis-28426	135	1	lauer	lauer	PROPN
bracis-28426	135	2	et	et	PROPN
bracis-28426	135	3	al	al	PROPN
bracis-28426	135	4	.	.	PUNCT
bracis-28426	136	1	[	[	X
bracis-28426	136	2	14	14	NUM
bracis-28426	136	3	]	]	PUNCT
bracis-28426	136	4	provide	provide	VERB
bracis-28426	136	5	empirical	empirical	ADJ
bracis-28426	136	6	evidence	evidence	NOUN
bracis-28426	136	7	supporting	support	VERB
bracis-28426	136	8	the	the	DET
bracis-28426	136	9	recommendation	recommendation	NOUN
bracis-28426	136	10	of	of	ADP
bracis-28426	136	11	a	a	DET
bracis-28426	136	12	14	14	NUM
bracis-28426	136	13	-	-	PUNCT
bracis-28426	136	14	day	day	NOUN
bracis-28426	136	15	active	active	ADJ
bracis-28426	136	16	monitoring	monitoring	NOUN
bracis-28426	136	17	period	period	NOUN
bracis-28426	136	18	by	by	ADP
bracis-28426	136	19	the	the	DET
bracis-28426	136	20	us	us	PROPN
bracis-28426	136	21	centers	center	NOUN
bracis-28426	136	22	for	for	ADP
bracis-28426	136	23	disease	disease	NOUN
bracis-28426	136	24	control	control	NOUN
bracis-28426	136	25	and	and	CCONJ
bracis-28426	136	26	prevention	prevention	NOUN
bracis-28426	136	27	.	.	PUNCT
bracis-28426	137	1	their	their	PRON
bracis-28426	137	2	study	study	NOUN
bracis-28426	137	3	reinforces	reinforce	VERB
bracis-28426	137	4	the	the	DET
bracis-28426	137	5	importance	importance	NOUN
bracis-28426	137	6	of	of	ADP
bracis-28426	137	7	this	this	DET
bracis-28426	137	8	time	time	NOUN
bracis-28426	137	9	frame	frame	NOUN
bracis-28426	137	10	in	in	ADP
bracis-28426	137	11	effectively	effectively	ADV
bracis-28426	137	12	monitoring	monitor	VERB
bracis-28426	137	13	and	and	CCONJ
bracis-28426	137	14	controlling	control	VERB
bracis-28426	137	15	the	the	DET
bracis-28426	137	16	spread	spread	NOUN
bracis-28426	137	17	of	of	ADP
bracis-28426	137	18	covid-19	covid-19	PROPN
bracis-28426	137	19	.	.	PUNCT
bracis-28426	138	1	regarding	regard	VERB
bracis-28426	138	2	the	the	DET
bracis-28426	138	3	training	training	NOUN
bracis-28426	138	4	of	of	ADP
bracis-28426	138	5	the	the	DET
bracis-28426	138	6	models	model	NOUN
bracis-28426	138	7	is	be	AUX
bracis-28426	138	8	parameterized	parameterized	ADJ
bracis-28426	138	9	for	for	ADP
bracis-28426	138	10	a	a	DET
bracis-28426	138	11	total	total	NOUN
bracis-28426	138	12	of	of	ADP
bracis-28426	138	13	100	100	NUM
bracis-28426	138	14	epochs	epoch	NOUN
bracis-28426	138	15	for	for	ADP
bracis-28426	138	16	the	the	DET
bracis-28426	138	17	gcrn	gcrn	NOUN
bracis-28426	138	18	,	,	PUNCT
bracis-28426	138	19	gclstm	gclstm	NOUN
bracis-28426	138	20	,	,	PUNCT
bracis-28426	138	21	and	and	CCONJ
bracis-28426	138	22	lstm	lstm	NOUN
bracis-28426	138	23	models	model	NOUN
bracis-28426	138	24	.	.	PUNCT
bracis-28426	139	1	in	in	ADP
bracis-28426	139	2	these	these	DET
bracis-28426	139	3	models	model	NOUN
bracis-28426	139	4	,	,	PUNCT
bracis-28426	139	5	an	an	DET
bracis-28426	139	6	adam	adam	PROPN
bracis-28426	139	7	optimizer	optimizer	NOUN
bracis-28426	139	8	[	[	X
bracis-28426	139	9	13	13	NUM
bracis-28426	139	10	]	]	PUNCT
bracis-28426	139	11	is	be	AUX
bracis-28426	139	12	used	use	VERB
bracis-28426	139	13	,	,	PUNCT
bracis-28426	139	14	which	which	PRON
bracis-28426	139	15	adjusts	adjust	VERB
bracis-28426	139	16	the	the	DET
bracis-28426	139	17	model	model	NOUN
bracis-28426	139	18	’s	’s	PART
bracis-28426	139	19	weights	weight	NOUN
bracis-28426	139	20	during	during	ADP
bracis-28426	139	21	training	training	NOUN
bracis-28426	139	22	,	,	PUNCT
bracis-28426	139	23	minimizing	minimize	VERB
bracis-28426	139	24	the	the	DET
bracis-28426	139	25	mean	mean	ADJ
bracis-28426	139	26	square	square	ADJ
bracis-28426	139	27	error	error	NOUN
bracis-28426	139	28	loss	loss	NOUN
bracis-28426	139	29	.	.	PUNCT
bracis-28426	140	1	fig	fig	NOUN
bracis-28426	140	2	.	.	PUNCT
bracis-28426	141	1	4	4	X
bracis-28426	141	2	.	.	X
bracis-28426	141	3	mobility	mobility	NOUN
bracis-28426	141	4	network	network	NOUN
bracis-28426	141	5	map	map	NOUN
bracis-28426	141	6	and	and	CCONJ
bracis-28426	141	7	spatial	spatial	ADJ
bracis-28426	141	8	time	time	NOUN
bracis-28426	141	9	series	series	PROPN
bracis-28426	141	10	data	data	PROPN
bracis-28426	141	11	in	in	ADP
bracis-28426	141	12	brazil	brazil	PROPN
bracis-28426	141	13	:	:	PUNCT
bracis-28426	141	14	input	input	NOUN
bracis-28426	141	15	dataset	dataset	NOUN
bracis-28426	141	16	overview	overview	NOUN
bracis-28426	141	17	full	full	ADJ
bracis-28426	141	18	size	size	NOUN
bracis-28426	141	19	image	image	NOUN
bracis-28426	141	20	as	as	SCONJ
bracis-28426	141	21	adam	adam	PROPN
bracis-28426	141	22	is	be	AUX
bracis-28426	141	23	a	a	DET
bracis-28426	141	24	stochastic	stochastic	ADJ
bracis-28426	141	25	gradient	gradient	ADJ
bracis-28426	141	26	descent	descent	NOUN
bracis-28426	141	27	optimizer	optimizer	NOUN
bracis-28426	141	28	,	,	PUNCT
bracis-28426	141	29	it	it	PRON
bracis-28426	141	30	has	have	VERB
bracis-28426	141	31	an	an	DET
bracis-28426	141	32	element	element	NOUN
bracis-28426	141	33	of	of	ADP
bracis-28426	141	34	randomness	randomness	NOUN
bracis-28426	141	35	,	,	PUNCT
bracis-28426	141	36	so	so	SCONJ
bracis-28426	141	37	we	we	PRON
bracis-28426	141	38	perform	perform	VERB
bracis-28426	141	39	10	10	NUM
bracis-28426	141	40	rounds	round	NOUN
bracis-28426	141	41	of	of	ADP
bracis-28426	141	42	experiments	experiment	NOUN
bracis-28426	141	43	for	for	ADP
bracis-28426	141	44	each	each	DET
bracis-28426	141	45	model	model	NOUN
bracis-28426	141	46	.	.	PUNCT
bracis-28426	142	1	the	the	DET
bracis-28426	142	2	adam	adam	PROPN
bracis-28426	142	3	optimizer	optimizer	NOUN
bracis-28426	142	4	was	be	AUX
bracis-28426	142	5	chosen	choose	VERB
bracis-28426	142	6	because	because	SCONJ
bracis-28426	142	7	it	it	PRON
bracis-28426	142	8	uses	use	VERB
bracis-28426	142	9	two	two	NUM
bracis-28426	142	10	moments	moment	NOUN
bracis-28426	142	11	to	to	PART
bracis-28426	142	12	update	update	VERB
bracis-28426	142	13	the	the	DET
bracis-28426	142	14	model	model	NOUN
bracis-28426	142	15	weights	weight	NOUN
bracis-28426	142	16	:	:	PUNCT
bracis-28426	142	17	the	the	DET
bracis-28426	142	18	gradient	gradient	ADJ
bracis-28426	142	19	moment	moment	NOUN
bracis-28426	142	20	and	and	CCONJ
bracis-28426	142	21	the	the	DET
bracis-28426	142	22	quadratic	quadratic	ADJ
bracis-28426	142	23	gradient	gradient	ADJ
bracis-28426	142	24	moment	moment	NOUN
bracis-28426	143	1	[	[	X
bracis-28426	143	2	13	13	NUM
bracis-28426	143	3	]	]	PUNCT
bracis-28426	143	4	.	.	PUNCT
bracis-28426	144	1	at	at	ADP
bracis-28426	144	2	the	the	DET
bracis-28426	144	3	gradient	gradient	ADJ
bracis-28426	144	4	moment	moment	NOUN
bracis-28426	144	5	,	,	PUNCT
bracis-28426	144	6	it	it	PRON
bracis-28426	144	7	adapts	adapt	VERB
bracis-28426	144	8	the	the	DET
bracis-28426	144	9	learning	learning	NOUN
bracis-28426	144	10	rate	rate	NOUN
bracis-28426	144	11	for	for	ADP
bracis-28426	144	12	each	each	DET
bracis-28426	144	13	parameter	parameter	NOUN
bracis-28426	144	14	based	base	VERB
bracis-28426	144	15	on	on	ADP
bracis-28426	144	16	how	how	SCONJ
bracis-28426	144	17	often	often	ADV
bracis-28426	144	18	the	the	DET
bracis-28426	144	19	parameter	parameter	NOUN
bracis-28426	144	20	is	be	AUX
bracis-28426	144	21	updated	update	VERB
bracis-28426	144	22	.	.	PUNCT
bracis-28426	145	1	not	not	PART
bracis-28426	145	2	all	all	DET
bracis-28426	145	3	cities	city	NOUN
bracis-28426	145	4	update	update	VERB
bracis-28426	145	5	cases	case	NOUN
bracis-28426	145	6	daily	daily	ADV
bracis-28426	145	7	,	,	PUNCT
bracis-28426	145	8	so	so	SCONJ
bracis-28426	145	9	the	the	DET
bracis-28426	145	10	data	datum	NOUN
bracis-28426	145	11	does	do	AUX
bracis-28426	145	12	not	not	PART
bracis-28426	145	13	have	have	VERB
bracis-28426	145	14	a	a	DET
bracis-28426	145	15	unified	unified	ADJ
bracis-28426	145	16	update	update	NOUN
bracis-28426	145	17	frequency	frequency	NOUN
bracis-28426	145	18	.	.	PUNCT
bracis-28426	146	1	in	in	ADP
bracis-28426	146	2	the	the	DET
bracis-28426	146	3	quadratic	quadratic	ADJ
bracis-28426	146	4	gradient	gradient	ADJ
bracis-28426	146	5	moment	moment	NOUN
bracis-28426	146	6	,	,	PUNCT
bracis-28426	146	7	the	the	DET
bracis-28426	146	8	weighting	weighting	NOUN
bracis-28426	146	9	of	of	ADP
bracis-28426	146	10	the	the	DET
bracis-28426	146	11	learning	learning	NOUN
bracis-28426	146	12	rate	rate	NOUN
bracis-28426	146	13	is	be	AUX
bracis-28426	146	14	performed	perform	VERB
bracis-28426	146	15	by	by	ADP
bracis-28426	146	16	the	the	DET
bracis-28426	146	17	moving	move	VERB
bracis-28426	146	18	average	average	NOUN
bracis-28426	146	19	of	of	ADP
bracis-28426	146	20	the	the	DET
bracis-28426	146	21	squares	square	NOUN
bracis-28426	146	22	of	of	ADP
bracis-28426	146	23	the	the	DET
bracis-28426	146	24	gradients	gradient	NOUN
bracis-28426	146	25	of	of	ADP
bracis-28426	146	26	each	each	DET
bracis-28426	146	27	parameter	parameter	NOUN
bracis-28426	146	28	individually	individually	ADV
bracis-28426	146	29	,	,	PUNCT
bracis-28426	146	30	adjusting	adjust	VERB
bracis-28426	146	31	the	the	DET
bracis-28426	146	32	model	model	NOUN
bracis-28426	146	33	weights	weight	NOUN
bracis-28426	146	34	.	.	PUNCT
bracis-28426	147	1	to	to	PART
bracis-28426	147	2	present	present	VERB
bracis-28426	147	3	and	and	CCONJ
bracis-28426	147	4	compare	compare	VERB
bracis-28426	147	5	the	the	DET
bracis-28426	147	6	results	result	NOUN
bracis-28426	147	7	of	of	ADP
bracis-28426	147	8	the	the	DET
bracis-28426	147	9	tests	test	NOUN
bracis-28426	147	10	between	between	ADP
bracis-28426	147	11	the	the	DET
bracis-28426	147	12	neural	neural	ADJ
bracis-28426	147	13	networks	network	NOUN
bracis-28426	147	14	,	,	PUNCT
bracis-28426	147	15	we	we	PRON
bracis-28426	147	16	use	use	VERB
bracis-28426	147	17	the	the	DET
bracis-28426	147	18	root	root	NOUN
bracis-28426	147	19	mean	mean	NOUN
bracis-28426	147	20	square	square	ADJ
bracis-28426	147	21	error	error	NOUN
bracis-28426	147	22	(	(	PUNCT
bracis-28426	147	23	rmse	rmse	NOUN
bracis-28426	147	24	)	)	PUNCT
bracis-28426	147	25	and	and	CCONJ
bracis-28426	147	26	the	the	DET
bracis-28426	147	27	\(r^2\	\(r^2\	NOUN
bracis-28426	147	28	)	)	PUNCT
bracis-28426	147	29	score	score	NOUN
bracis-28426	147	30	(	(	PUNCT
bracis-28426	147	31	coefficient	coefficient	NOUN
bracis-28426	147	32	of	of	ADP
bracis-28426	147	33	determination	determination	NOUN
bracis-28426	147	34	)	)	PUNCT
bracis-28426	147	35	.	.	PUNCT
bracis-28426	148	1	the	the	DET
bracis-28426	148	2	rmse	rmse	NOUN
bracis-28426	148	3	,	,	PUNCT
bracis-28426	148	4	$	$	SYM
bracis-28426	148	5	$	$	SYM
bracis-28426	148	6	\begin{aligned	\begin{aligne	VERB
bracis-28426	148	7	}	}	PUNCT
bracis-28426	148	8	rmse	rmse	NOUN
bracis-28426	148	9	=	=	SYM
bracis-28426	148	10	sqrt(\frac{1}{n}\sum	sqrt(\frac{1}{n}\sum	PROPN
bracis-28426	148	11	_	_	PUNCT
bracis-28426	148	12	{	{	PUNCT
bracis-28426	148	13	i=1}^{n}(y_i-\hat{y}_i)^2	i=1}^{n}(y_i-\hat{y}_i)^2	PROPN
bracis-28426	148	14	)	)	PUNCT
bracis-28426	148	15	,	,	PUNCT
bracis-28426	148	16	\end{aligned}$$	\end{aligned}$$	X
bracis-28426	148	17	(	(	PUNCT
bracis-28426	148	18	4	4	NUM
bracis-28426	148	19	)	)	PUNCT
bracis-28426	148	20	is	be	AUX
bracis-28426	148	21	a	a	DET
bracis-28426	148	22	measure	measure	NOUN
bracis-28426	148	23	of	of	ADP
bracis-28426	148	24	dispersion	dispersion	NOUN
bracis-28426	148	25	that	that	PRON
bracis-28426	148	26	calculates	calculate	VERB
bracis-28426	148	27	the	the	DET
bracis-28426	148	28	square	square	ADJ
bracis-28426	148	29	root	root	NOUN
bracis-28426	148	30	of	of	ADP
bracis-28426	148	31	mean	mean	ADJ
bracis-28426	148	32	square	square	ADJ
bracis-28426	148	33	errors	error	NOUN
bracis-28426	148	34	between	between	ADP
bracis-28426	148	35	predictions	prediction	NOUN
bracis-28426	148	36	and	and	CCONJ
bracis-28426	148	37	actual	actual	ADJ
bracis-28426	148	38	values	value	NOUN
bracis-28426	148	39	,	,	PUNCT
bracis-28426	148	40	i.e.	i.e.	X
bracis-28426	148	41	,	,	PUNCT
bracis-28426	148	42	it	it	PRON
bracis-28426	148	43	indicates	indicate	VERB
bracis-28426	148	44	how	how	SCONJ
bracis-28426	148	45	well	well	ADV
bracis-28426	148	46	the	the	DET
bracis-28426	148	47	model	model	NOUN
bracis-28426	148	48	’s	’s	PART
bracis-28426	148	49	predictions	prediction	NOUN
bracis-28426	148	50	fit	fit	VERB
bracis-28426	148	51	the	the	DET
bracis-28426	148	52	data	datum	NOUN
bracis-28426	148	53	.	.	PUNCT
bracis-28426	149	1	the	the	PRON
bracis-28426	149	2	lower	low	ADJ
bracis-28426	149	3	the	the	DET
bracis-28426	149	4	rmse	rmse	NOUN
bracis-28426	149	5	,	,	PUNCT
bracis-28426	149	6	the	the	PRON
bracis-28426	149	7	better	well	ADJ
bracis-28426	149	8	the	the	DET
bracis-28426	149	9	model	model	NOUN
bracis-28426	149	10	performs	perform	VERB
bracis-28426	149	11	against	against	ADP
bracis-28426	149	12	the	the	DET
bracis-28426	149	13	test	test	NOUN
bracis-28426	149	14	data	datum	NOUN
bracis-28426	149	15	.	.	PUNCT
bracis-28426	150	1	the	the	DET
bracis-28426	150	2	\(r^2\	\(r^2\	NOUN
bracis-28426	150	3	)	)	PUNCT
bracis-28426	150	4	score	score	NOUN
bracis-28426	150	5	,	,	PUNCT
bracis-28426	150	6	$	$	SYM
bracis-28426	150	7	$	$	SYM
bracis-28426	150	8	\begin{aligned	\begin{aligne	VERB
bracis-28426	150	9	}	}	PUNCT
bracis-28426	150	10	r^2=1-\frac{\sum	r^2=1-\frac{\sum	NUM
bracis-28426	150	11	(	(	PUNCT
bracis-28426	150	12	{	{	PUNCT
bracis-28426	150	13	y_i}-\hat{y_i})^2}{\sum	y_i}-\hat{y_i})^2}{\sum	NOUN
bracis-28426	150	14	(	(	PUNCT
bracis-28426	150	15	y_i-\bar{y})^2	y_i-\bar{y})^2	PROPN
bracis-28426	150	16	}	}	PUNCT
bracis-28426	150	17	,	,	PUNCT
bracis-28426	150	18	\end{aligned}$$	\end{aligned}$$	X
bracis-28426	150	19	(	(	PUNCT
bracis-28426	150	20	5	5	NUM
bracis-28426	150	21	)	)	PUNCT
bracis-28426	150	22	indicates	indicate	VERB
bracis-28426	150	23	how	how	SCONJ
bracis-28426	150	24	much	much	ADJ
bracis-28426	150	25	the	the	DET
bracis-28426	150	26	independent	independent	ADJ
bracis-28426	150	27	variables	variable	NOUN
bracis-28426	150	28	explain	explain	VERB
bracis-28426	150	29	the	the	DET
bracis-28426	150	30	variation	variation	NOUN
bracis-28426	150	31	of	of	ADP
bracis-28426	150	32	the	the	DET
bracis-28426	150	33	dependent	dependent	ADJ
bracis-28426	150	34	variable	variable	NOUN
bracis-28426	150	35	.	.	PUNCT
bracis-28426	151	1	it	it	PRON
bracis-28426	151	2	belongs	belong	VERB
bracis-28426	151	3	to	to	ADP
bracis-28426	151	4	the	the	DET
bracis-28426	151	5	interval	interval	NOUN
bracis-28426	151	6	[	[	X
bracis-28426	151	7	0	0	NUM
bracis-28426	151	8	,	,	PUNCT
bracis-28426	151	9	 	 	SPACE
bracis-28426	151	10	1	1	NUM
bracis-28426	151	11	]	]	PUNCT
bracis-28426	151	12	,	,	PUNCT
bracis-28426	151	13	where	where	SCONJ
bracis-28426	151	14	1	1	NUM
bracis-28426	151	15	indicates	indicate	VERB
bracis-28426	151	16	that	that	SCONJ
bracis-28426	151	17	all	all	DET
bracis-28426	151	18	variations	variation	NOUN
bracis-28426	151	19	in	in	ADP
bracis-28426	151	20	the	the	DET
bracis-28426	151	21	dependent	dependent	ADJ
bracis-28426	151	22	variable	variable	NOUN
bracis-28426	151	23	are	be	AUX
bracis-28426	151	24	explained	explain	VERB
bracis-28426	151	25	by	by	ADP
bracis-28426	151	26	the	the	DET
bracis-28426	151	27	independent	independent	ADJ
bracis-28426	151	28	variables	variable	NOUN
bracis-28426	151	29	,	,	PUNCT
bracis-28426	151	30	and	and	CCONJ
bracis-28426	151	31	it	it	PRON
bracis-28426	151	32	is	be	AUX
bracis-28426	151	33	0	0	NUM
bracis-28426	151	34	when	when	SCONJ
bracis-28426	151	35	there	there	PRON
bracis-28426	151	36	is	be	VERB
bracis-28426	151	37	no	no	DET
bracis-28426	151	38	relationship	relationship	NOUN
bracis-28426	151	39	between	between	ADP
bracis-28426	151	40	the	the	DET
bracis-28426	151	41	variables	variable	NOUN
bracis-28426	151	42	.	.	PUNCT
bracis-28426	152	1	therefore	therefore	ADV
bracis-28426	152	2	,	,	PUNCT
bracis-28426	152	3	the	the	DET
bracis-28426	152	4	closer	close	ADJ
bracis-28426	152	5	to	to	PART
bracis-28426	152	6	1	1	NUM
bracis-28426	152	7	,	,	PUNCT
bracis-28426	152	8	the	the	PRON
bracis-28426	152	9	better	well	ADJ
bracis-28426	152	10	the	the	DET
bracis-28426	152	11	model	model	NOUN
bracis-28426	152	12	.	.	PUNCT
bracis-28426	153	1	4	4	NUM
bracis-28426	153	2	results	result	VERB
bracis-28426	153	3	the	the	DET
bracis-28426	153	4	tables	table	NOUN
bracis-28426	153	5	 	 	SPACE
bracis-28426	153	6	1	1	NUM
bracis-28426	153	7	and	and	CCONJ
bracis-28426	153	8	2	2	NUM
bracis-28426	153	9	have	have	VERB
bracis-28426	153	10	references	reference	NOUN
bracis-28426	153	11	to	to	ADP
bracis-28426	153	12	those	those	DET
bracis-28426	153	13	years	year	NOUN
bracis-28426	153	14	,	,	PUNCT
bracis-28426	153	15	which	which	PRON
bracis-28426	153	16	we	we	PRON
bracis-28426	153	17	will	will	AUX
bracis-28426	153	18	comment	comment	VERB
bracis-28426	153	19	on	on	ADP
bracis-28426	153	20	.	.	PUNCT
bracis-28426	154	1	as	as	SCONJ
bracis-28426	154	2	we	we	PRON
bracis-28426	154	3	train	train	VERB
bracis-28426	154	4	gcrn	gcrn	PROPN
bracis-28426	154	5	,	,	PUNCT
bracis-28426	154	6	gclstm	gclstm	NOUN
bracis-28426	154	7	,	,	PUNCT
bracis-28426	154	8	and	and	CCONJ
bracis-28426	154	9	lstm	lstm	NOUN
bracis-28426	154	10	models	model	NOUN
bracis-28426	154	11	10	10	NUM
bracis-28426	154	12	times	time	NOUN
bracis-28426	154	13	each	each	PRON
bracis-28426	154	14	,	,	PUNCT
bracis-28426	154	15	the	the	DET
bracis-28426	154	16	results	result	NOUN
bracis-28426	154	17	are	be	AUX
bracis-28426	154	18	presented	present	VERB
bracis-28426	154	19	in	in	ADP
bracis-28426	154	20	terms	term	NOUN
bracis-28426	154	21	of	of	ADP
bracis-28426	154	22	mean	mean	ADJ
bracis-28426	154	23	,	,	PUNCT
bracis-28426	154	24	max	max	PROPN
bracis-28426	154	25	,	,	PUNCT
bracis-28426	154	26	min	min	PROPN
bracis-28426	154	27	,	,	PUNCT
bracis-28426	154	28	and	and	CCONJ
bracis-28426	154	29	std	std	NOUN
bracis-28426	154	30	values	value	NOUN
bracis-28426	154	31	of	of	ADP
bracis-28426	154	32	rmse	rmse	NOUN
bracis-28426	154	33	and	and	CCONJ
bracis-28426	154	34	\(r^2\	\(r^2\	NOUN
bracis-28426	154	35	)	)	PUNCT
bracis-28426	154	36	.	.	PUNCT
bracis-28426	155	1	table	table	NOUN
bracis-28426	155	2	1	1	NUM
bracis-28426	155	3	.	.	PUNCT
bracis-28426	155	4	gcrn	gcrn	PROPN
bracis-28426	155	5	model	model	NOUN
bracis-28426	155	6	results	result	NOUN
bracis-28426	155	7	in	in	ADP
bracis-28426	155	8	terms	term	NOUN
bracis-28426	155	9	of	of	ADP
bracis-28426	155	10	rmse	rmse	NOUN
bracis-28426	155	11	and	and	CCONJ
bracis-28426	155	12	\(r^2\	\(r^2\	NOUN
bracis-28426	155	13	)	)	PUNCT
bracis-28426	155	14	scorefull	scorefull	ADJ
bracis-28426	155	15	size	size	NOUN
bracis-28426	155	16	table	table	NOUN
bracis-28426	155	17	4.1	4.1	NUM
bracis-28426	155	18	gcrn	gcrn	NOUN
bracis-28426	155	19	the	the	DET
bracis-28426	155	20	results	result	NOUN
bracis-28426	155	21	of	of	ADP
bracis-28426	155	22	gcrn	gcrn	NOUN
bracis-28426	155	23	(	(	PUNCT
bracis-28426	155	24	see	see	VERB
bracis-28426	155	25	table	table	NOUN
bracis-28426	155	26	 	 	SPACE
bracis-28426	155	27	1	1	NUM
bracis-28426	155	28	)	)	PUNCT
bracis-28426	155	29	in	in	ADP
bracis-28426	155	30	2020	2020	NUM
bracis-28426	155	31	,	,	PUNCT
bracis-28426	155	32	the	the	DET
bracis-28426	155	33	first	first	ADJ
bracis-28426	155	34	year	year	NOUN
bracis-28426	155	35	of	of	ADP
bracis-28426	155	36	the	the	DET
bracis-28426	155	37	covid-19	covid-19	PROPN
bracis-28426	155	38	pandemic	pandemic	NOUN
bracis-28426	155	39	,	,	PUNCT
bracis-28426	155	40	are	be	AUX
bracis-28426	155	41	:	:	PUNCT
bracis-28426	155	42	\(rmse	\(rmse	ADJ
bracis-28426	155	43	=	=	PUNCT
bracis-28426	155	44	1495.18\	1495.18\	NUM
bracis-28426	155	45	)	)	PUNCT
bracis-28426	155	46	,	,	PUNCT
bracis-28426	155	47	while	while	SCONJ
bracis-28426	155	48	in	in	ADP
bracis-28426	155	49	2021	2021	NUM
bracis-28426	155	50	and	and	CCONJ
bracis-28426	155	51	2022	2022	NUM
bracis-28426	155	52	,	,	PUNCT
bracis-28426	155	53	the	the	DET
bracis-28426	155	54	values	value	NOUN
bracis-28426	155	55	decreased	decrease	VERB
bracis-28426	155	56	significantly	significantly	ADV
bracis-28426	155	57	to	to	ADP
bracis-28426	155	58	938.39	938.39	NUM
bracis-28426	155	59	and	and	CCONJ
bracis-28426	155	60	819.62	819.62	NUM
bracis-28426	155	61	,	,	PUNCT
bracis-28426	155	62	respectively	respectively	ADV
bracis-28426	155	63	.	.	PUNCT
bracis-28426	156	1	in	in	ADP
bracis-28426	156	2	the	the	DET
bracis-28426	156	3	last	last	ADJ
bracis-28426	156	4	two	two	NUM
bracis-28426	156	5	years	year	NOUN
bracis-28426	156	6	,	,	PUNCT
bracis-28426	156	7	the	the	DET
bracis-28426	156	8	mean	mean	ADJ
bracis-28426	156	9	value	value	NOUN
bracis-28426	156	10	error	error	NOUN
bracis-28426	156	11	became	become	VERB
bracis-28426	156	12	smaller	small	ADJ
bracis-28426	156	13	,	,	PUNCT
bracis-28426	156	14	but	but	CCONJ
bracis-28426	156	15	the	the	DET
bracis-28426	156	16	number	number	NOUN
bracis-28426	156	17	of	of	ADP
bracis-28426	156	18	cases	case	NOUN
bracis-28426	156	19	continued	continue	VERB
bracis-28426	156	20	to	to	PART
bracis-28426	156	21	grow	grow	VERB
bracis-28426	156	22	.	.	PUNCT
bracis-28426	157	1	the	the	DET
bracis-28426	157	2	highest	high	ADJ
bracis-28426	157	3	min	min	NOUN
bracis-28426	157	4	error	error	NOUN
bracis-28426	157	5	value	value	NOUN
bracis-28426	157	6	was	be	AUX
bracis-28426	157	7	recorded	record	VERB
bracis-28426	157	8	in	in	ADP
bracis-28426	157	9	2020	2020	NUM
bracis-28426	157	10	and	and	CCONJ
bracis-28426	157	11	the	the	DET
bracis-28426	157	12	lowest	low	ADJ
bracis-28426	157	13	min	min	NOUN
bracis-28426	157	14	error	error	NOUN
bracis-28426	157	15	value	value	NOUN
bracis-28426	157	16	was	be	AUX
bracis-28426	157	17	recorded	record	VERB
bracis-28426	157	18	in	in	ADP
bracis-28426	157	19	2021	2021	NUM
bracis-28426	157	20	,	,	PUNCT
bracis-28426	157	21	with	with	ADP
bracis-28426	157	22	values	value	NOUN
bracis-28426	157	23	of	of	ADP
bracis-28426	157	24	1364.51	1364.51	NUM
bracis-28426	157	25	and	and	CCONJ
bracis-28426	157	26	643.26	643.26	NUM
bracis-28426	157	27	,	,	PUNCT
bracis-28426	157	28	respectively	respectively	ADV
bracis-28426	157	29	,	,	PUNCT
bracis-28426	157	30	while	while	SCONJ
bracis-28426	157	31	in	in	ADP
bracis-28426	157	32	2022	2022	NUM
bracis-28426	157	33	the	the	DET
bracis-28426	157	34	max	max	PROPN
bracis-28426	157	35	error	error	NOUN
bracis-28426	157	36	value	value	NOUN
bracis-28426	157	37	decreased	decrease	VERB
bracis-28426	157	38	to	to	ADP
bracis-28426	157	39	1034.46	1034.46	NUM
bracis-28426	157	40	even	even	ADV
bracis-28426	157	41	with	with	ADP
bracis-28426	157	42	a	a	DET
bracis-28426	157	43	greater	great	ADJ
bracis-28426	157	44	variation	variation	NOUN
bracis-28426	157	45	than	than	ADP
bracis-28426	157	46	in	in	ADP
bracis-28426	157	47	the	the	DET
bracis-28426	157	48	previous	previous	ADJ
bracis-28426	157	49	years	year	NOUN
bracis-28426	157	50	.	.	PUNCT
bracis-28426	158	1	note	note	VERB
bracis-28426	158	2	that	that	SCONJ
bracis-28426	158	3	the	the	DET
bracis-28426	158	4	standard	standard	ADJ
bracis-28426	158	5	deviation	deviation	NOUN
bracis-28426	158	6	in	in	ADP
bracis-28426	158	7	the	the	DET
bracis-28426	158	8	years	year	NOUN
bracis-28426	158	9	2020	2020	NUM
bracis-28426	158	10	and	and	CCONJ
bracis-28426	158	11	2022	2022	NUM
bracis-28426	158	12	are	be	AUX
bracis-28426	158	13	close	close	ADJ
bracis-28426	158	14	,	,	PUNCT
bracis-28426	158	15	and	and	CCONJ
bracis-28426	158	16	in	in	ADP
bracis-28426	158	17	the	the	DET
bracis-28426	158	18	year	year	NOUN
bracis-28426	158	19	2021	2021	NUM
bracis-28426	158	20	it	it	PRON
bracis-28426	158	21	doubles	double	VERB
bracis-28426	158	22	in	in	ADP
bracis-28426	158	23	relation	relation	NOUN
bracis-28426	158	24	to	to	ADP
bracis-28426	158	25	them	they	PRON
bracis-28426	158	26	.	.	PUNCT
bracis-28426	159	1	these	these	DET
bracis-28426	159	2	factors	factor	NOUN
bracis-28426	159	3	are	be	AUX
bracis-28426	159	4	indicators	indicator	NOUN
bracis-28426	159	5	that	that	SCONJ
bracis-28426	159	6	in	in	ADP
bracis-28426	159	7	the	the	DET
bracis-28426	159	8	year	year	NOUN
bracis-28426	159	9	2021	2021	NUM
bracis-28426	159	10	there	there	PRON
bracis-28426	159	11	was	be	VERB
bracis-28426	159	12	a	a	DET
bracis-28426	159	13	change	change	NOUN
bracis-28426	159	14	in	in	ADP
bracis-28426	159	15	the	the	DET
bracis-28426	159	16	dynamics	dynamic	NOUN
bracis-28426	159	17	of	of	ADP
bracis-28426	159	18	spreading	spread	VERB
bracis-28426	159	19	the	the	DET
bracis-28426	159	20	disease	disease	NOUN
bracis-28426	159	21	.	.	PUNCT
bracis-28426	160	1	the	the	DET
bracis-28426	160	2	highest	high	ADJ
bracis-28426	160	3	rmse	rmse	NOUN
bracis-28426	160	4	for	for	ADP
bracis-28426	160	5	the	the	DET
bracis-28426	160	6	three	three	NUM
bracis-28426	160	7	years	year	NOUN
bracis-28426	160	8	combined	combine	VERB
bracis-28426	160	9	suggests	suggest	VERB
bracis-28426	160	10	potential	potential	ADJ
bracis-28426	160	11	variations	variation	NOUN
bracis-28426	160	12	in	in	ADP
bracis-28426	160	13	the	the	DET
bracis-28426	160	14	dynamics	dynamic	NOUN
bracis-28426	160	15	of	of	ADP
bracis-28426	160	16	covid-19	covid-19	PROPN
bracis-28426	160	17	spread	spread	VERB
bracis-28426	160	18	over	over	ADP
bracis-28426	160	19	time	time	NOUN
bracis-28426	160	20	,	,	PUNCT
bracis-28426	160	21	which	which	PRON
bracis-28426	160	22	could	could	AUX
bracis-28426	160	23	be	be	AUX
bracis-28426	160	24	attributed	attribute	VERB
bracis-28426	160	25	to	to	ADP
bracis-28426	160	26	various	various	ADJ
bracis-28426	160	27	factors	factor	NOUN
bracis-28426	160	28	influencing	influence	VERB
bracis-28426	160	29	the	the	DET
bracis-28426	160	30	transmission	transmission	NOUN
bracis-28426	160	31	patterns	pattern	NOUN
bracis-28426	160	32	.	.	PUNCT
bracis-28426	161	1	these	these	DET
bracis-28426	161	2	factors	factor	NOUN
bracis-28426	161	3	may	may	AUX
bracis-28426	161	4	include	include	VERB
bracis-28426	161	5	governmental	governmental	ADJ
bracis-28426	161	6	interventions	intervention	NOUN
bracis-28426	161	7	,	,	PUNCT
bracis-28426	161	8	changes	change	NOUN
bracis-28426	161	9	in	in	ADP
bracis-28426	161	10	population	population	NOUN
bracis-28426	161	11	behavior	behavior	NOUN
bracis-28426	161	12	,	,	PUNCT
bracis-28426	161	13	the	the	DET
bracis-28426	161	14	emergence	emergence	NOUN
bracis-28426	161	15	of	of	ADP
bracis-28426	161	16	new	new	ADJ
bracis-28426	161	17	variants	variant	NOUN
bracis-28426	161	18	,	,	PUNCT
bracis-28426	161	19	variations	variation	NOUN
bracis-28426	161	20	in	in	ADP
bracis-28426	161	21	testing	testing	NOUN
bracis-28426	161	22	strategies	strategy	NOUN
bracis-28426	161	23	,	,	PUNCT
bracis-28426	161	24	healthcare	healthcare	NOUN
bracis-28426	161	25	capacity	capacity	NOUN
bracis-28426	161	26	,	,	PUNCT
bracis-28426	161	27	public	public	ADJ
bracis-28426	161	28	adherence	adherence	NOUN
bracis-28426	161	29	to	to	ADP
bracis-28426	161	30	preventive	preventive	ADJ
bracis-28426	161	31	measures	measure	NOUN
bracis-28426	161	32	,	,	PUNCT
bracis-28426	161	33	and	and	CCONJ
bracis-28426	161	34	other	other	ADJ
bracis-28426	161	35	external	external	ADJ
bracis-28426	161	36	factors	factor	NOUN
bracis-28426	161	37	that	that	PRON
bracis-28426	161	38	could	could	AUX
bracis-28426	161	39	impact	impact	VERB
bracis-28426	161	40	the	the	DET
bracis-28426	161	41	transmission	transmission	NOUN
bracis-28426	161	42	dynamics	dynamic	NOUN
bracis-28426	161	43	of	of	ADP
bracis-28426	161	44	the	the	DET
bracis-28426	161	45	virus	virus	NOUN
bracis-28426	161	46	.	.	PUNCT
bracis-28426	162	1	regarding	regard	VERB
bracis-28426	162	2	the	the	DET
bracis-28426	162	3	\(r^2\	\(r^2\	NOUN
bracis-28426	162	4	)	)	PUNCT
bracis-28426	162	5	score	score	NOUN
bracis-28426	162	6	,	,	PUNCT
bracis-28426	162	7	the	the	DET
bracis-28426	162	8	models	model	NOUN
bracis-28426	162	9	showed	show	VERB
bracis-28426	162	10	low	low	ADJ
bracis-28426	162	11	variation	variation	NOUN
bracis-28426	162	12	in	in	ADP
bracis-28426	162	13	the	the	DET
bracis-28426	162	14	standard	standard	ADJ
bracis-28426	162	15	deviation	deviation	NOUN
bracis-28426	162	16	and	and	CCONJ
bracis-28426	162	17	a	a	DET
bracis-28426	162	18	minimum	minimum	ADJ
bracis-28426	162	19	value	value	NOUN
bracis-28426	162	20	of	of	ADP
bracis-28426	162	21	0.96	0.96	NUM
bracis-28426	162	22	for	for	ADP
bracis-28426	162	23	2020	2020	NUM
bracis-28426	162	24	,	,	PUNCT
bracis-28426	162	25	which	which	PRON
bracis-28426	162	26	still	still	ADV
bracis-28426	162	27	represents	represent	VERB
bracis-28426	162	28	a	a	DET
bracis-28426	162	29	high	high	ADJ
bracis-28426	162	30	prediction	prediction	NOUN
bracis-28426	162	31	capacity	capacity	NOUN
bracis-28426	162	32	of	of	ADP
bracis-28426	162	33	the	the	DET
bracis-28426	162	34	model	model	NOUN
bracis-28426	162	35	.	.	PUNCT
bracis-28426	163	1	figure	figure	NOUN
bracis-28426	163	2	 	 	SPACE
bracis-28426	163	3	5b	5b	PROPN
bracis-28426	163	4	gives	give	VERB
bracis-28426	163	5	a	a	DET
bracis-28426	163	6	visualization	visualization	NOUN
bracis-28426	163	7	of	of	ADP
bracis-28426	163	8	the	the	DET
bracis-28426	163	9	model	model	NOUN
bracis-28426	163	10	predictions	prediction	NOUN
bracis-28426	163	11	on	on	ADP
bracis-28426	163	12	the	the	DET
bracis-28426	163	13	training	training	NOUN
bracis-28426	163	14	set	set	NOUN
bracis-28426	163	15	,	,	PUNCT
bracis-28426	163	16	with	with	ADP
bracis-28426	163	17	most	most	ADJ
bracis-28426	163	18	points	point	NOUN
bracis-28426	163	19	laying	lay	VERB
bracis-28426	163	20	on	on	ADP
bracis-28426	163	21	the	the	DET
bracis-28426	163	22	main	main	ADJ
bracis-28426	163	23	diagonal	diagonal	NOUN
bracis-28426	163	24	as	as	SCONJ
bracis-28426	163	25	the	the	DET
bracis-28426	163	26	high	high	ADJ
bracis-28426	163	27	\(r^2\	\(r^2\	NOUN
bracis-28426	163	28	)	)	PUNCT
bracis-28426	163	29	values	value	NOUN
bracis-28426	163	30	suggest	suggest	VERB
bracis-28426	163	31	.	.	PUNCT
bracis-28426	164	1	figure	figure	VERB
bracis-28426	164	2	 	 	SPACE
bracis-28426	164	3	5a	5a	PROPN
bracis-28426	164	4	presents	present	VERB
bracis-28426	164	5	a	a	DET
bracis-28426	164	6	forecasting	forecasting	NOUN
bracis-28426	164	7	example	example	NOUN
bracis-28426	164	8	,	,	PUNCT
bracis-28426	164	9	for	for	ADP
bracis-28426	164	10	november	november	PROPN
bracis-28426	164	11	20	20	NUM
bracis-28426	164	12	,	,	PUNCT
bracis-28426	164	13	with	with	ADP
bracis-28426	164	14	the	the	DET
bracis-28426	164	15	model	model	NOUN
bracis-28426	164	16	trained	train	VERB
bracis-28426	164	17	with	with	ADP
bracis-28426	164	18	all	all	DET
bracis-28426	164	19	years	year	NOUN
bracis-28426	164	20	.	.	PUNCT
bracis-28426	165	1	we	we	PRON
bracis-28426	165	2	highlight	highlight	VERB
bracis-28426	165	3	sao	sao	PROPN
bracis-28426	165	4	paulo	paulo	PROPN
bracis-28426	165	5	,	,	PUNCT
bracis-28426	165	6	manaus	manaus	PROPN
bracis-28426	165	7	,	,	PUNCT
bracis-28426	165	8	and	and	CCONJ
bracis-28426	165	9	brasilia	brasilia	PROPN
bracis-28426	165	10	as	as	ADP
bracis-28426	165	11	being	be	AUX
bracis-28426	165	12	state	state	NOUN
bracis-28426	165	13	capitals	capital	NOUN
bracis-28426	165	14	in	in	ADP
bracis-28426	165	15	different	different	ADJ
bracis-28426	165	16	regions	region	NOUN
bracis-28426	165	17	of	of	ADP
bracis-28426	165	18	brazil	brazil	PROPN
bracis-28426	165	19	.	.	PUNCT
bracis-28426	166	1	fig	fig	NOUN
bracis-28426	166	2	.	.	PUNCT
bracis-28426	167	1	5	5	X
bracis-28426	167	2	.	.	X
bracis-28426	167	3	gcrn	gcrn	PROPN
bracis-28426	167	4	trained	train	VERB
bracis-28426	167	5	with	with	ADP
bracis-28426	167	6	the	the	DET
bracis-28426	167	7	dataset	dataset	NOUN
bracis-28426	167	8	of	of	ADP
bracis-28426	167	9	all	all	DET
bracis-28426	167	10	years	year	NOUN
bracis-28426	167	11	(	(	PUNCT
bracis-28426	167	12	2020	2020	NUM
bracis-28426	167	13	to	to	ADP
bracis-28426	167	14	2022	2022	NUM
bracis-28426	167	15	):	):	PUNCT
bracis-28426	167	16	a	a	X
bracis-28426	167	17	)	)	PUNCT
bracis-28426	167	18	result	result	NOUN
bracis-28426	167	19	of	of	ADP
bracis-28426	167	20	the	the	DET
bracis-28426	167	21	predicted	predict	VERB
bracis-28426	167	22	and	and	CCONJ
bracis-28426	167	23	true	true	ADJ
bracis-28426	167	24	number	number	NOUN
bracis-28426	167	25	of	of	ADP
bracis-28426	167	26	cases	case	NOUN
bracis-28426	167	27	in	in	ADP
bracis-28426	167	28	each	each	DET
bracis-28426	167	29	city	city	NOUN
bracis-28426	167	30	on	on	ADP
bracis-28426	167	31	november	november	PROPN
bracis-28426	167	32	29	29	NUM
bracis-28426	167	33	,	,	PUNCT
bracis-28426	167	34	2022	2022	NUM
bracis-28426	167	35	.	.	PUNCT
bracis-28426	168	1	the	the	DET
bracis-28426	168	2	true	true	ADJ
bracis-28426	168	3	values	value	NOUN
bracis-28426	168	4	of	of	ADP
bracis-28426	168	5	manaus	manaus	PROPN
bracis-28426	168	6	,	,	PUNCT
bracis-28426	168	7	sao	sao	PROPN
bracis-28426	168	8	paulo	paulo	PROPN
bracis-28426	168	9	and	and	CCONJ
bracis-28426	168	10	brasilia	brasilia	PROPN
bracis-28426	168	11	are	be	AUX
bracis-28426	168	12	highlighted	highlight	VERB
bracis-28426	168	13	with	with	ADP
bracis-28426	168	14	red	red	ADJ
bracis-28426	168	15	crosses	crosse	NOUN
bracis-28426	168	16	;	;	PUNCT
bracis-28426	168	17	b	b	X
bracis-28426	168	18	)	)	PUNCT
bracis-28426	168	19	linear	linear	ADJ
bracis-28426	168	20	regression	regression	NOUN
bracis-28426	168	21	between	between	ADP
bracis-28426	168	22	true	true	ADJ
bracis-28426	168	23	and	and	CCONJ
bracis-28426	168	24	predicted	predict	VERB
bracis-28426	168	25	values	value	NOUN
bracis-28426	168	26	.	.	PUNCT
bracis-28426	169	1	(	(	PUNCT
bracis-28426	169	2	color	color	NOUN
bracis-28426	169	3	figure	figure	NOUN
bracis-28426	169	4	online	online	ADV
bracis-28426	169	5	)	)	PUNCT
bracis-28426	169	6	full	full	ADJ
bracis-28426	169	7	size	size	NOUN
bracis-28426	169	8	image	image	NOUN
bracis-28426	169	9	4.2	4.2	NUM
bracis-28426	169	10	gclstm	gclstm	NOUN
bracis-28426	169	11	table	table	NOUN
bracis-28426	169	12	 	 	SPACE
bracis-28426	169	13	2	2	NUM
bracis-28426	169	14	introduces	introduce	VERB
bracis-28426	169	15	the	the	DET
bracis-28426	169	16	results	result	NOUN
bracis-28426	169	17	for	for	ADP
bracis-28426	169	18	the	the	DET
bracis-28426	169	19	gclstm	gclstm	PROPN
bracis-28426	169	20	model	model	NOUN
bracis-28426	169	21	.	.	PUNCT
bracis-28426	170	1	as	as	ADP
bracis-28426	170	2	in	in	ADP
bracis-28426	170	3	the	the	DET
bracis-28426	170	4	gcrn	gcrn	NOUN
bracis-28426	170	5	:	:	PUNCT
bracis-28426	170	6	the	the	DET
bracis-28426	170	7	average	average	ADJ
bracis-28426	170	8	rmse	rmse	NOUN
bracis-28426	170	9	for	for	ADP
bracis-28426	170	10	2020	2020	NUM
bracis-28426	170	11	is	be	AUX
bracis-28426	170	12	the	the	DET
bracis-28426	170	13	highest	high	ADJ
bracis-28426	170	14	compared	compare	VERB
bracis-28426	170	15	to	to	ADP
bracis-28426	170	16	2021	2021	NUM
bracis-28426	170	17	and	and	CCONJ
bracis-28426	170	18	2022	2022	NUM
bracis-28426	170	19	;	;	PUNCT
bracis-28426	170	20	there	there	PRON
bracis-28426	170	21	is	be	VERB
bracis-28426	170	22	a	a	DET
bracis-28426	170	23	decreasing	decrease	VERB
bracis-28426	170	24	trend	trend	NOUN
bracis-28426	170	25	from	from	ADP
bracis-28426	170	26	2020	2020	NUM
bracis-28426	170	27	to	to	ADP
bracis-28426	170	28	2022	2022	NUM
bracis-28426	170	29	;	;	PUNCT
bracis-28426	170	30	and	and	CCONJ
bracis-28426	170	31	the	the	DET
bracis-28426	170	32	error	error	NOUN
bracis-28426	170	33	for	for	ADP
bracis-28426	170	34	all	all	DET
bracis-28426	170	35	years	year	NOUN
bracis-28426	170	36	is	be	AUX
bracis-28426	170	37	the	the	DET
bracis-28426	170	38	largest	large	ADJ
bracis-28426	170	39	.	.	PUNCT
bracis-28426	171	1	the	the	DET
bracis-28426	171	2	\(r^2\	\(r^2\	NOUN
bracis-28426	171	3	)	)	PUNCT
bracis-28426	171	4	score	score	NOUN
bracis-28426	171	5	also	also	ADV
bracis-28426	171	6	decreases	decrease	VERB
bracis-28426	171	7	over	over	ADP
bracis-28426	171	8	the	the	DET
bracis-28426	171	9	years	year	NOUN
bracis-28426	171	10	and	and	CCONJ
bracis-28426	171	11	is	be	AUX
bracis-28426	171	12	better	well	ADJ
bracis-28426	171	13	than	than	ADP
bracis-28426	171	14	the	the	DET
bracis-28426	171	15	one	one	NOUN
bracis-28426	171	16	obtained	obtain	VERB
bracis-28426	171	17	for	for	ADP
bracis-28426	171	18	2020	2020	NUM
bracis-28426	171	19	.	.	PUNCT
bracis-28426	172	1	table	table	NOUN
bracis-28426	172	2	2	2	NUM
bracis-28426	172	3	.	.	PUNCT
bracis-28426	173	1	gclstm	gclstm	NOUN
bracis-28426	173	2	model	model	NOUN
bracis-28426	173	3	results	result	NOUN
bracis-28426	173	4	in	in	ADP
bracis-28426	173	5	terms	term	NOUN
bracis-28426	173	6	of	of	ADP
bracis-28426	173	7	rmse	rmse	NOUN
bracis-28426	173	8	and	and	CCONJ
bracis-28426	173	9	\(r^2\	\(r^2\	NOUN
bracis-28426	173	10	)	)	PUNCT
bracis-28426	173	11	scorefull	scorefull	ADJ
bracis-28426	173	12	size	size	NOUN
bracis-28426	173	13	table	table	NOUN
bracis-28426	173	14	the	the	DET
bracis-28426	173	15	experiment	experiment	NOUN
bracis-28426	173	16	is	be	AUX
bracis-28426	173	17	repeated	repeat	VERB
bracis-28426	173	18	,	,	PUNCT
bracis-28426	173	19	but	but	CCONJ
bracis-28426	173	20	for	for	ADP
bracis-28426	173	21	the	the	DET
bracis-28426	173	22	gclstm	gclstm	PROPN
bracis-28426	173	23	model	model	NOUN
bracis-28426	173	24	,	,	PUNCT
bracis-28426	173	25	the	the	DET
bracis-28426	173	26	results	result	NOUN
bracis-28426	173	27	are	be	AUX
bracis-28426	173	28	shown	show	VERB
bracis-28426	173	29	for	for	ADP
bracis-28426	173	30	the	the	DET
bracis-28426	173	31	\(r^2\	\(r^2\	NOUN
bracis-28426	173	32	)	)	PUNCT
bracis-28426	173	33	score	score	NOUN
bracis-28426	173	34	metric	metric	ADJ
bracis-28426	173	35	for	for	ADP
bracis-28426	173	36	table	table	NOUN
bracis-28426	173	37	 	 	SPACE
bracis-28426	173	38	2	2	NUM
bracis-28426	173	39	in	in	ADP
bracis-28426	173	40	fig	fig	NOUN
bracis-28426	173	41	.	.	PUNCT
bracis-28426	173	42	 	 	SPACE
bracis-28426	174	1	6b	6b	NOUN
bracis-28426	174	2	and	and	CCONJ
bracis-28426	174	3	also	also	ADV
bracis-28426	174	4	the	the	DET
bracis-28426	174	5	results	result	NOUN
bracis-28426	174	6	of	of	ADP
bracis-28426	174	7	prediction	prediction	NOUN
bracis-28426	174	8	values	value	NOUN
bracis-28426	174	9	compared	compare	VERB
bracis-28426	174	10	to	to	ADP
bracis-28426	174	11	actual	actual	ADJ
bracis-28426	174	12	values	value	NOUN
bracis-28426	174	13	for	for	ADP
bracis-28426	174	14	each	each	DET
bracis-28426	174	15	city	city	NOUN
bracis-28426	174	16	(	(	PUNCT
bracis-28426	174	17	see	see	VERB
bracis-28426	174	18	fig	fig	NOUN
bracis-28426	174	19	.	.	PUNCT
bracis-28426	174	20	 	 	SPACE
bracis-28426	174	21	6a	6a	NOUN
bracis-28426	174	22	)	)	PUNCT
bracis-28426	174	23	.	.	PUNCT
bracis-28426	175	1	fig	fig	NOUN
bracis-28426	175	2	.	.	PUNCT
bracis-28426	176	1	6	6	X
bracis-28426	176	2	.	.	X
bracis-28426	176	3	gclstm	gclstm	NOUN
bracis-28426	176	4	trained	train	VERB
bracis-28426	176	5	with	with	ADP
bracis-28426	176	6	the	the	DET
bracis-28426	176	7	dataset	dataset	NOUN
bracis-28426	176	8	of	of	ADP
bracis-28426	176	9	all	all	DET
bracis-28426	176	10	years	year	NOUN
bracis-28426	176	11	(	(	PUNCT
bracis-28426	176	12	2020	2020	NUM
bracis-28426	176	13	to	to	ADP
bracis-28426	176	14	2022	2022	NUM
bracis-28426	176	15	):	):	PUNCT
bracis-28426	176	16	a	a	X
bracis-28426	176	17	)	)	PUNCT
bracis-28426	176	18	result	result	NOUN
bracis-28426	176	19	of	of	ADP
bracis-28426	176	20	the	the	DET
bracis-28426	176	21	predicted	predict	VERB
bracis-28426	176	22	and	and	CCONJ
bracis-28426	176	23	true	true	ADJ
bracis-28426	176	24	number	number	NOUN
bracis-28426	176	25	of	of	ADP
bracis-28426	176	26	cases	case	NOUN
bracis-28426	176	27	in	in	ADP
bracis-28426	176	28	each	each	DET
bracis-28426	176	29	city	city	NOUN
bracis-28426	176	30	on	on	ADP
bracis-28426	176	31	november	november	PROPN
bracis-28426	176	32	29	29	NUM
bracis-28426	176	33	,	,	PUNCT
bracis-28426	176	34	2022	2022	NUM
bracis-28426	176	35	.	.	PUNCT
bracis-28426	177	1	the	the	DET
bracis-28426	177	2	true	true	ADJ
bracis-28426	177	3	values	value	NOUN
bracis-28426	177	4	of	of	ADP
bracis-28426	177	5	manaus	manaus	PROPN
bracis-28426	177	6	,	,	PUNCT
bracis-28426	177	7	sao	sao	PROPN
bracis-28426	177	8	paulo	paulo	PROPN
bracis-28426	177	9	,	,	PUNCT
bracis-28426	177	10	and	and	CCONJ
bracis-28426	177	11	brasilia	brasilia	PROPN
bracis-28426	177	12	are	be	AUX
bracis-28426	177	13	highlighted	highlight	VERB
bracis-28426	177	14	with	with	ADP
bracis-28426	177	15	red	red	ADJ
bracis-28426	177	16	crosses	crosse	NOUN
bracis-28426	177	17	;	;	PUNCT
bracis-28426	177	18	b	b	X
bracis-28426	177	19	)	)	PUNCT
bracis-28426	177	20	linear	linear	ADJ
bracis-28426	177	21	regression	regression	NOUN
bracis-28426	177	22	between	between	ADP
bracis-28426	177	23	true	true	ADJ
bracis-28426	177	24	and	and	CCONJ
bracis-28426	177	25	predicted	predict	VERB
bracis-28426	177	26	values	value	NOUN
bracis-28426	177	27	.	.	PUNCT
bracis-28426	178	1	(	(	PUNCT
bracis-28426	178	2	color	color	NOUN
bracis-28426	178	3	figure	figure	NOUN
bracis-28426	178	4	online	online	ADV
bracis-28426	178	5	)	)	PUNCT
bracis-28426	178	6	full	full	ADJ
bracis-28426	178	7	size	size	NOUN
bracis-28426	178	8	image	image	NOUN
bracis-28426	178	9	4.3	4.3	NUM
bracis-28426	178	10	comparing	compare	VERB
bracis-28426	178	11	forecast	forecast	NOUN
bracis-28426	178	12	models	model	NOUN
bracis-28426	178	13	results	result	VERB
bracis-28426	178	14	the	the	DET
bracis-28426	178	15	lowest	low	ADJ
bracis-28426	178	16	rmse	rmse	ADJ
bracis-28426	178	17	values	value	NOUN
bracis-28426	178	18	are	be	AUX
bracis-28426	178	19	highlighted	highlight	VERB
bracis-28426	178	20	on	on	ADP
bracis-28426	178	21	table	table	NOUN
bracis-28426	178	22	 	 	SPACE
bracis-28426	178	23	3	3	NUM
bracis-28426	178	24	,	,	PUNCT
bracis-28426	178	25	referring	refer	VERB
bracis-28426	178	26	to	to	ADP
bracis-28426	178	27	the	the	DET
bracis-28426	178	28	dataset	dataset	NOUN
bracis-28426	178	29	of	of	ADP
bracis-28426	178	30	all	all	DET
bracis-28426	178	31	years	year	NOUN
bracis-28426	178	32	(	(	PUNCT
bracis-28426	178	33	from	from	ADP
bracis-28426	178	34	2020	2020	NUM
bracis-28426	178	35	and	and	CCONJ
bracis-28426	178	36	2022	2022	NUM
bracis-28426	178	37	)	)	PUNCT
bracis-28426	178	38	.	.	PUNCT
bracis-28426	179	1	note	note	VERB
bracis-28426	179	2	that	that	SCONJ
bracis-28426	179	3	the	the	DET
bracis-28426	179	4	gcrn	gcrn	NOUN
bracis-28426	179	5	and	and	CCONJ
bracis-28426	179	6	gclstm	gclstm	NOUN
bracis-28426	179	7	models	model	NOUN
bracis-28426	179	8	present	present	VERB
bracis-28426	179	9	similar	similar	ADJ
bracis-28426	179	10	results	result	NOUN
bracis-28426	179	11	concerning	concern	VERB
bracis-28426	179	12	mean	mean	NOUN
bracis-28426	179	13	,	,	PUNCT
bracis-28426	179	14	max	max	PROPN
bracis-28426	179	15	,	,	PUNCT
bracis-28426	179	16	min	min	PROPN
bracis-28426	179	17	,	,	PUNCT
bracis-28426	179	18	and	and	CCONJ
bracis-28426	179	19	standard	standard	ADJ
bracis-28426	179	20	deviation	deviation	NOUN
bracis-28426	179	21	.	.	PUNCT
bracis-28426	180	1	interestingly	interestingly	ADV
bracis-28426	180	2	,	,	PUNCT
bracis-28426	180	3	they	they	PRON
bracis-28426	180	4	achieved	achieve	VERB
bracis-28426	180	5	lower	low	ADJ
bracis-28426	180	6	values	value	NOUN
bracis-28426	180	7	of	of	ADP
bracis-28426	180	8	standard	standard	ADJ
bracis-28426	180	9	deviation	deviation	NOUN
bracis-28426	180	10	,	,	PUNCT
bracis-28426	180	11	which	which	PRON
bracis-28426	180	12	shows	show	VERB
bracis-28426	180	13	their	their	PRON
bracis-28426	180	14	consistency	consistency	NOUN
bracis-28426	180	15	.	.	PUNCT
bracis-28426	181	1	the	the	DET
bracis-28426	181	2	prophet	prophet	NOUN
bracis-28426	181	3	model	model	NOUN
bracis-28426	181	4	stands	stand	VERB
bracis-28426	181	5	out	out	ADP
bracis-28426	181	6	in	in	ADP
bracis-28426	181	7	the	the	DET
bracis-28426	181	8	average	average	NOUN
bracis-28426	181	9	and	and	CCONJ
bracis-28426	181	10	at	at	ADP
bracis-28426	181	11	the	the	DET
bracis-28426	181	12	minimum	minimum	NOUN
bracis-28426	181	13	,	,	PUNCT
bracis-28426	181	14	where	where	SCONJ
bracis-28426	181	15	it	it	PRON
bracis-28426	181	16	has	have	VERB
bracis-28426	181	17	the	the	DET
bracis-28426	181	18	lowest	low	ADJ
bracis-28426	181	19	values	value	NOUN
bracis-28426	181	20	among	among	ADP
bracis-28426	181	21	the	the	DET
bracis-28426	181	22	models	model	NOUN
bracis-28426	181	23	.	.	PUNCT
bracis-28426	182	1	however	however	ADV
bracis-28426	182	2	,	,	PUNCT
bracis-28426	182	3	its	its	PRON
bracis-28426	182	4	standard	standard	ADJ
bracis-28426	182	5	deviation	deviation	NOUN
bracis-28426	182	6	is	be	AUX
bracis-28426	182	7	3	3	NUM
bracis-28426	182	8	times	time	NOUN
bracis-28426	182	9	greater	great	ADJ
bracis-28426	182	10	than	than	ADP
bracis-28426	182	11	the	the	DET
bracis-28426	182	12	lowest	low	ADJ
bracis-28426	182	13	value	value	NOUN
bracis-28426	182	14	found	find	VERB
bracis-28426	182	15	in	in	ADP
bracis-28426	182	16	the	the	DET
bracis-28426	182	17	gclstm	gclstm	NOUN
bracis-28426	182	18	model	model	NOUN
bracis-28426	182	19	and	and	CCONJ
bracis-28426	182	20	the	the	DET
bracis-28426	182	21	maximum	maximum	ADJ
bracis-28426	182	22	rmse	rmse	NOUN
bracis-28426	182	23	is	be	AUX
bracis-28426	182	24	14	14	NUM
bracis-28426	182	25	times	time	NOUN
bracis-28426	182	26	greater	great	ADJ
bracis-28426	182	27	than	than	ADP
bracis-28426	182	28	the	the	DET
bracis-28426	182	29	maximum	maximum	NOUN
bracis-28426	182	30	observed	observe	VERB
bracis-28426	182	31	for	for	ADP
bracis-28426	182	32	gcrn	gcrn	NOUN
bracis-28426	182	33	.	.	PUNCT
bracis-28426	183	1	the	the	DET
bracis-28426	183	2	model	model	NOUN
bracis-28426	183	3	is	be	AUX
bracis-28426	183	4	incredibly	incredibly	ADV
bracis-28426	183	5	good	good	ADJ
bracis-28426	183	6	for	for	ADP
bracis-28426	183	7	most	most	ADJ
bracis-28426	183	8	data	datum	NOUN
bracis-28426	183	9	points	point	NOUN
bracis-28426	183	10	,	,	PUNCT
bracis-28426	183	11	but	but	CCONJ
bracis-28426	183	12	really	really	ADV
bracis-28426	183	13	bad	bad	ADJ
bracis-28426	183	14	in	in	ADP
bracis-28426	183	15	some	some	DET
bracis-28426	183	16	cases	case	NOUN
bracis-28426	183	17	,	,	PUNCT
bracis-28426	183	18	showing	show	VERB
bracis-28426	183	19	less	less	ADJ
bracis-28426	183	20	stability	stability	NOUN
bracis-28426	183	21	than	than	ADP
bracis-28426	183	22	gcrn	gcrn	NOUN
bracis-28426	183	23	and	and	CCONJ
bracis-28426	183	24	gclstm	gclstm	NOUN
bracis-28426	183	25	.	.	PUNCT
bracis-28426	184	1	the	the	DET
bracis-28426	184	2	lstm	lstm	PROPN
bracis-28426	184	3	model	model	NOUN
bracis-28426	184	4	did	do	AUX
bracis-28426	184	5	not	not	PART
bracis-28426	184	6	obtain	obtain	VERB
bracis-28426	184	7	any	any	DET
bracis-28426	184	8	statistics	statistic	NOUN
bracis-28426	184	9	highlighted	highlight	VERB
bracis-28426	184	10	as	as	ADP
bracis-28426	184	11	the	the	DET
bracis-28426	184	12	best	good	ADJ
bracis-28426	184	13	and	and	CCONJ
bracis-28426	184	14	can	can	AUX
bracis-28426	184	15	be	be	AUX
bracis-28426	184	16	considered	consider	VERB
bracis-28426	184	17	the	the	DET
bracis-28426	184	18	model	model	NOUN
bracis-28426	184	19	with	with	ADP
bracis-28426	184	20	the	the	DET
bracis-28426	184	21	worst	bad	ADJ
bracis-28426	184	22	performance	performance	NOUN
bracis-28426	184	23	,	,	PUNCT
bracis-28426	184	24	although	although	SCONJ
bracis-28426	184	25	its	its	PRON
bracis-28426	184	26	minimum	minimum	NOUN
bracis-28426	184	27	rmse	rmse	NOUN
bracis-28426	184	28	is	be	AUX
bracis-28426	184	29	the	the	DET
bracis-28426	184	30	second	second	ADJ
bracis-28426	184	31	best	good	ADJ
bracis-28426	184	32	among	among	ADP
bracis-28426	184	33	all	all	PRON
bracis-28426	184	34	.	.	PUNCT
bracis-28426	185	1	table	table	NOUN
bracis-28426	185	2	3	3	NUM
bracis-28426	185	3	.	.	PUNCT
bracis-28426	185	4	rmse	rmse	ADJ
bracis-28426	185	5	values	value	NOUN
bracis-28426	185	6	of	of	ADP
bracis-28426	185	7	the	the	DET
bracis-28426	185	8	forecast	forecast	NOUN
bracis-28426	185	9	models	model	NOUN
bracis-28426	185	10	of	of	ADP
bracis-28426	185	11	covid-19	covid-19	PROPN
bracis-28426	185	12	cases	case	NOUN
bracis-28426	185	13	in	in	ADP
bracis-28426	185	14	brazil.full	brazil.full	NUM
bracis-28426	185	15	size	size	NOUN
bracis-28426	185	16	table	table	NOUN
bracis-28426	185	17	the	the	DET
bracis-28426	185	18	results	result	NOUN
bracis-28426	185	19	show	show	VERB
bracis-28426	185	20	that	that	SCONJ
bracis-28426	185	21	the	the	DET
bracis-28426	185	22	mobility	mobility	NOUN
bracis-28426	185	23	network	network	NOUN
bracis-28426	185	24	indeed	indeed	ADV
bracis-28426	185	25	helps	help	VERB
bracis-28426	185	26	to	to	PART
bracis-28426	185	27	forecast	forecast	VERB
bracis-28426	185	28	covid-19	covid-19	PROPN
bracis-28426	185	29	cases	case	NOUN
bracis-28426	185	30	when	when	SCONJ
bracis-28426	185	31	embedded	embed	VERB
bracis-28426	185	32	in	in	ADP
bracis-28426	185	33	machine	machine	NOUN
bracis-28426	185	34	learning	learning	NOUN
bracis-28426	185	35	models	model	NOUN
bracis-28426	185	36	.	.	PUNCT
bracis-28426	186	1	lstm	lstm	NOUN
bracis-28426	186	2	alone	alone	ADV
bracis-28426	186	3	presents	present	VERB
bracis-28426	186	4	the	the	DET
bracis-28426	186	5	worst	bad	ADJ
bracis-28426	186	6	rmse	rmse	NOUN
bracis-28426	186	7	of	of	ADP
bracis-28426	186	8	all	all	DET
bracis-28426	186	9	models	model	NOUN
bracis-28426	186	10	,	,	PUNCT
bracis-28426	186	11	but	but	CCONJ
bracis-28426	186	12	when	when	SCONJ
bracis-28426	186	13	it	it	PRON
bracis-28426	186	14	is	be	AUX
bracis-28426	186	15	integrated	integrate	VERB
bracis-28426	186	16	with	with	ADP
bracis-28426	186	17	the	the	DET
bracis-28426	186	18	gcn	gcn	NOUN
bracis-28426	186	19	,	,	PUNCT
bracis-28426	186	20	via	via	ADP
bracis-28426	186	21	the	the	DET
bracis-28426	186	22	gclstm	gclstm	NOUN
bracis-28426	186	23	,	,	PUNCT
bracis-28426	186	24	the	the	DET
bracis-28426	186	25	predictions	prediction	NOUN
bracis-28426	186	26	improve	improve	VERB
bracis-28426	186	27	.	.	PUNCT
bracis-28426	187	1	although	although	SCONJ
bracis-28426	187	2	prophet	prophet	NOUN
bracis-28426	187	3	gives	give	VERB
bracis-28426	187	4	the	the	DET
bracis-28426	187	5	best	good	ADJ
bracis-28426	187	6	mean	mean	NOUN
bracis-28426	187	7	rmse	rmse	NOUN
bracis-28426	187	8	,	,	PUNCT
bracis-28426	187	9	it	it	PRON
bracis-28426	187	10	fluctuates	fluctuate	VERB
bracis-28426	187	11	more	more	ADJ
bracis-28426	187	12	than	than	ADP
bracis-28426	187	13	the	the	DET
bracis-28426	187	14	graph	graph	NOUN
bracis-28426	187	15	-	-	PUNCT
bracis-28426	187	16	based	base	VERB
bracis-28426	187	17	models	model	NOUN
bracis-28426	187	18	,	,	PUNCT
bracis-28426	187	19	showing	show	VERB
bracis-28426	187	20	that	that	SCONJ
bracis-28426	187	21	sometimes	sometimes	ADV
bracis-28426	187	22	it	it	PRON
bracis-28426	187	23	outperforms	outperform	VERB
bracis-28426	187	24	them	they	PRON
bracis-28426	187	25	,	,	PUNCT
bracis-28426	187	26	but	but	CCONJ
bracis-28426	187	27	is	be	AUX
bracis-28426	187	28	not	not	PART
bracis-28426	187	29	as	as	ADV
bracis-28426	187	30	stable	stable	ADJ
bracis-28426	187	31	.	.	PUNCT
bracis-28426	188	1	5	5	NUM
bracis-28426	188	2	discussions	discussion	NOUN
bracis-28426	188	3	and	and	CCONJ
bracis-28426	188	4	 	 	SPACE
bracis-28426	188	5	conclusions	conclusion	NOUN
bracis-28426	188	6	this	this	PRON
bracis-28426	188	7	studyfootnote	studyfootnote	VERB
bracis-28426	188	8	1	1	NUM
bracis-28426	188	9	investigates	investigate	VERB
bracis-28426	188	10	the	the	DET
bracis-28426	188	11	application	application	NOUN
bracis-28426	188	12	of	of	ADP
bracis-28426	188	13	gcns	gcns	PROPN
bracis-28426	188	14	for	for	ADP
bracis-28426	188	15	covid-19	covid-19	PROPN
bracis-28426	188	16	spread	spread	VERB
bracis-28426	188	17	in	in	ADP
bracis-28426	188	18	brazilian	brazilian	ADJ
bracis-28426	188	19	cities	city	NOUN
bracis-28426	188	20	.	.	PUNCT
bracis-28426	189	1	combining	combine	VERB
bracis-28426	189	2	graphs	graph	NOUN
bracis-28426	189	3	with	with	ADP
bracis-28426	189	4	temporal	temporal	ADJ
bracis-28426	189	5	forecasting	forecasting	NOUN
bracis-28426	189	6	models	model	NOUN
bracis-28426	189	7	offers	offer	VERB
bracis-28426	189	8	advantages	advantage	NOUN
bracis-28426	189	9	.	.	PUNCT
bracis-28426	190	1	integrating	integrate	VERB
bracis-28426	190	2	mobility	mobility	NOUN
bracis-28426	190	3	networks	network	NOUN
bracis-28426	190	4	,	,	PUNCT
bracis-28426	190	5	particularly	particularly	ADV
bracis-28426	190	6	gcns	gcn	VERB
bracis-28426	190	7	with	with	ADP
bracis-28426	190	8	lstm	lstm	NOUN
bracis-28426	190	9	through	through	ADP
bracis-28426	190	10	gclstm	gclstm	NOUN
bracis-28426	190	11	,	,	PUNCT
bracis-28426	190	12	improves	improve	VERB
bracis-28426	190	13	prediction	prediction	NOUN
bracis-28426	190	14	accuracy	accuracy	NOUN
bracis-28426	190	15	over	over	ADP
bracis-28426	190	16	lstm	lstm	NOUN
bracis-28426	190	17	alone	alone	ADV
bracis-28426	190	18	.	.	PUNCT
bracis-28426	191	1	among	among	ADP
bracis-28426	191	2	the	the	DET
bracis-28426	191	3	models	model	NOUN
bracis-28426	191	4	evaluated	evaluate	VERB
bracis-28426	191	5	,	,	PUNCT
bracis-28426	191	6	lstm	lstm	NOUN
bracis-28426	191	7	performed	perform	VERB
bracis-28426	191	8	the	the	DET
bracis-28426	191	9	worst	bad	ADJ
bracis-28426	191	10	,	,	PUNCT
bracis-28426	191	11	with	with	ADP
bracis-28426	191	12	prophet	prophet	NOUN
bracis-28426	191	13	showing	show	VERB
bracis-28426	191	14	the	the	DET
bracis-28426	191	15	best	good	ADJ
bracis-28426	191	16	mean	mean	ADJ
bracis-28426	191	17	rmse	rmse	NOUN
bracis-28426	191	18	but	but	CCONJ
bracis-28426	191	19	higher	high	ADJ
bracis-28426	191	20	fluctuations	fluctuation	NOUN
bracis-28426	191	21	and	and	CCONJ
bracis-28426	191	22	less	less	ADJ
bracis-28426	191	23	stability	stability	NOUN
bracis-28426	191	24	compared	compare	VERB
bracis-28426	191	25	to	to	ADP
bracis-28426	191	26	the	the	DET
bracis-28426	191	27	graph	graph	NOUN
bracis-28426	191	28	-	-	PUNCT
bracis-28426	191	29	based	base	VERB
bracis-28426	191	30	models	model	NOUN
bracis-28426	191	31	(	(	PUNCT
bracis-28426	191	32	gcrn	gcrn	NOUN
bracis-28426	191	33	and	and	CCONJ
bracis-28426	191	34	gclstm	gclstm	NOUN
bracis-28426	191	35	)	)	PUNCT
bracis-28426	191	36	.	.	PUNCT
bracis-28426	192	1	the	the	DET
bracis-28426	192	2	gcn	gcn	NOUN
bracis-28426	192	3	models	model	NOUN
bracis-28426	192	4	achieved	achieve	VERB
bracis-28426	192	5	high	high	ADJ
bracis-28426	192	6	\(r^2\	\(r^2\	NOUN
bracis-28426	192	7	)	)	PUNCT
bracis-28426	192	8	score	score	NOUN
bracis-28426	192	9	values	value	NOUN
bracis-28426	192	10	above	above	ADP
bracis-28426	192	11	0.95	0.95	NUM
bracis-28426	192	12	,	,	PUNCT
bracis-28426	192	13	representing	represent	VERB
bracis-28426	192	14	the	the	DET
bracis-28426	192	15	data	datum	NOUN
bracis-28426	192	16	with	with	ADP
bracis-28426	192	17	at	at	ADV
bracis-28426	192	18	least	least	ADV
bracis-28426	192	19	95	95	NUM
bracis-28426	192	20	%	%	NOUN
bracis-28426	192	21	certainty	certainty	NOUN
bracis-28426	192	22	,	,	PUNCT
bracis-28426	192	23	the	the	DET
bracis-28426	192	24	models	model	NOUN
bracis-28426	192	25	also	also	ADV
bracis-28426	192	26	demonstrated	demonstrate	VERB
bracis-28426	192	27	similar	similar	ADJ
bracis-28426	192	28	results	result	NOUN
bracis-28426	192	29	in	in	ADP
bracis-28426	192	30	terms	term	NOUN
bracis-28426	192	31	of	of	ADP
bracis-28426	192	32	mean	mean	ADJ
bracis-28426	192	33	,	,	PUNCT
bracis-28426	192	34	maximum	maximum	ADJ
bracis-28426	192	35	,	,	PUNCT
bracis-28426	192	36	minimum	minimum	ADJ
bracis-28426	192	37	,	,	PUNCT
bracis-28426	192	38	and	and	CCONJ
bracis-28426	192	39	standard	standard	ADJ
bracis-28426	192	40	deviation	deviation	NOUN
bracis-28426	192	41	of	of	ADP
bracis-28426	192	42	rmse	rmse	NOUN
bracis-28426	192	43	.	.	PUNCT
bracis-28426	193	1	notably	notably	ADV
bracis-28426	193	2	,	,	PUNCT
bracis-28426	193	3	they	they	PRON
bracis-28426	193	4	achieved	achieve	VERB
bracis-28426	193	5	lower	low	ADJ
bracis-28426	193	6	standard	standard	ADJ
bracis-28426	193	7	deviation	deviation	NOUN
bracis-28426	193	8	values	value	NOUN
bracis-28426	193	9	,	,	PUNCT
bracis-28426	193	10	indicating	indicate	VERB
bracis-28426	193	11	higher	high	ADJ
bracis-28426	193	12	consistency	consistency	NOUN
bracis-28426	193	13	in	in	ADP
bracis-28426	193	14	their	their	PRON
bracis-28426	193	15	predictions	prediction	NOUN
bracis-28426	193	16	.	.	PUNCT
bracis-28426	194	1	in	in	ADP
bracis-28426	194	2	conclusion	conclusion	NOUN
bracis-28426	194	3	,	,	PUNCT
bracis-28426	194	4	the	the	DET
bracis-28426	194	5	integration	integration	NOUN
bracis-28426	194	6	of	of	ADP
bracis-28426	194	7	mobility	mobility	NOUN
bracis-28426	194	8	networks	network	NOUN
bracis-28426	194	9	through	through	ADP
bracis-28426	194	10	gcns	gcns	PROPN
bracis-28426	194	11	in	in	ADP
bracis-28426	194	12	machine	machine	NOUN
bracis-28426	194	13	learning	learning	NOUN
bracis-28426	194	14	models	model	NOUN
bracis-28426	194	15	has	have	AUX
bracis-28426	194	16	proven	prove	VERB
bracis-28426	194	17	effective	effective	ADJ
bracis-28426	194	18	in	in	ADP
bracis-28426	194	19	forecasting	forecast	VERB
bracis-28426	194	20	covid-19	covid-19	PROPN
bracis-28426	194	21	cases	case	NOUN
bracis-28426	194	22	.	.	PUNCT
bracis-28426	195	1	the	the	DET
bracis-28426	195	2	gcn	gcn	NOUN
bracis-28426	195	3	models	model	NOUN
bracis-28426	195	4	(	(	PUNCT
bracis-28426	195	5	gcrn	gcrn	NOUN
bracis-28426	195	6	and	and	CCONJ
bracis-28426	195	7	gclstm	gclstm	NOUN
bracis-28426	195	8	)	)	PUNCT
bracis-28426	195	9	showed	show	VERB
bracis-28426	195	10	improved	improved	ADJ
bracis-28426	195	11	stability	stability	NOUN
bracis-28426	195	12	and	and	CCONJ
bracis-28426	195	13	consistency	consistency	NOUN
bracis-28426	195	14	compared	compare	VERB
bracis-28426	195	15	to	to	ADP
bracis-28426	195	16	prophet	prophet	NOUN
bracis-28426	195	17	,	,	PUNCT
bracis-28426	195	18	while	while	SCONJ
bracis-28426	195	19	lstm	lstm	PROPN
bracis-28426	195	20	alone	alone	ADV
bracis-28426	195	21	exhibited	exhibit	VERB
bracis-28426	195	22	the	the	DET
bracis-28426	195	23	worst	bad	ADJ
bracis-28426	195	24	performance	performance	NOUN
bracis-28426	195	25	.	.	PUNCT
bracis-28426	196	1	the	the	DET
bracis-28426	196	2	models	model	NOUN
bracis-28426	196	3	’	'	PUNCT
bracis-28426	196	4	performance	performance	NOUN
bracis-28426	196	5	highlights	highlight	VERB
bracis-28426	196	6	the	the	DET
bracis-28426	196	7	importance	importance	NOUN
bracis-28426	196	8	of	of	ADP
bracis-28426	196	9	considering	consider	VERB
bracis-28426	196	10	spatial	spatial	ADJ
bracis-28426	196	11	and	and	CCONJ
bracis-28426	196	12	temporal	temporal	ADJ
bracis-28426	196	13	data	datum	NOUN
bracis-28426	196	14	in	in	ADP
bracis-28426	196	15	forecasting	forecasting	NOUN
bracis-28426	196	16	tasks	task	NOUN
bracis-28426	196	17	,	,	PUNCT
bracis-28426	196	18	providing	provide	VERB
bracis-28426	196	19	valuable	valuable	ADJ
bracis-28426	196	20	insights	insight	NOUN
bracis-28426	196	21	for	for	ADP
bracis-28426	196	22	epidemiological	epidemiological	ADJ
bracis-28426	196	23	surveillance	surveillance	NOUN
bracis-28426	196	24	and	and	CCONJ
bracis-28426	196	25	informing	inform	VERB
bracis-28426	196	26	strategies	strategy	NOUN
bracis-28426	196	27	to	to	PART
bracis-28426	196	28	combat	combat	VERB
bracis-28426	196	29	covid-19	covid-19	PROPN
bracis-28426	196	30	.	.	PUNCT
bracis-28426	197	1	one	one	NUM
bracis-28426	197	2	limitation	limitation	NOUN
bracis-28426	197	3	of	of	ADP
bracis-28426	197	4	our	our	PRON
bracis-28426	197	5	analysis	analysis	NOUN
bracis-28426	197	6	is	be	AUX
bracis-28426	197	7	that	that	SCONJ
bracis-28426	197	8	it	it	PRON
bracis-28426	197	9	only	only	ADV
bracis-28426	197	10	focuses	focus	VERB
bracis-28426	197	11	on	on	ADP
bracis-28426	197	12	one	one	NUM
bracis-28426	197	13	-	-	PUNCT
bracis-28426	197	14	day	day	NOUN
bracis-28426	197	15	predictions	prediction	NOUN
bracis-28426	197	16	.	.	PUNCT
bracis-28426	198	1	however	however	ADV
bracis-28426	198	2	,	,	PUNCT
bracis-28426	198	3	it	it	PRON
bracis-28426	198	4	is	be	AUX
bracis-28426	198	5	crucial	crucial	ADJ
bracis-28426	198	6	to	to	PART
bracis-28426	198	7	extend	extend	VERB
bracis-28426	198	8	the	the	DET
bracis-28426	198	9	prediction	prediction	NOUN
bracis-28426	198	10	window	window	NOUN
bracis-28426	198	11	to	to	ADP
bracis-28426	198	12	longer	long	ADJ
bracis-28426	198	13	time	time	NOUN
bracis-28426	198	14	frames	frame	NOUN
bracis-28426	198	15	,	,	PUNCT
bracis-28426	198	16	considering	consider	VERB
bracis-28426	198	17	the	the	DET
bracis-28426	198	18	virus	virus	NOUN
bracis-28426	198	19	’s	’s	PART
bracis-28426	198	20	incubation	incubation	NOUN
bracis-28426	198	21	and	and	CCONJ
bracis-28426	198	22	transmission	transmission	NOUN
bracis-28426	198	23	periods	period	NOUN
bracis-28426	198	24	,	,	PUNCT
bracis-28426	198	25	as	as	ADV
bracis-28426	198	26	well	well	ADV
bracis-28426	198	27	as	as	ADP
bracis-28426	198	28	travel	travel	NOUN
bracis-28426	198	29	time	time	NOUN
bracis-28426	198	30	between	between	ADP
bracis-28426	198	31	locations	location	NOUN
bracis-28426	198	32	.	.	PUNCT
bracis-28426	199	1	the	the	DET
bracis-28426	199	2	strength	strength	NOUN
bracis-28426	199	3	of	of	ADP
bracis-28426	199	4	incorporating	incorporate	VERB
bracis-28426	199	5	mobility	mobility	NOUN
bracis-28426	199	6	data	datum	NOUN
bracis-28426	199	7	lies	lie	VERB
bracis-28426	199	8	in	in	ADP
bracis-28426	199	9	our	our	PRON
bracis-28426	199	10	approach	approach	NOUN
bracis-28426	199	11	using	use	VERB
bracis-28426	199	12	gcns	gcns	PROPN
bracis-28426	199	13	,	,	PUNCT
bracis-28426	199	14	which	which	PRON
bracis-28426	199	15	enables	enable	VERB
bracis-28426	199	16	us	we	PRON
bracis-28426	199	17	to	to	PART
bracis-28426	199	18	capture	capture	VERB
bracis-28426	199	19	the	the	DET
bracis-28426	199	20	connectivity	connectivity	NOUN
bracis-28426	199	21	between	between	ADP
bracis-28426	199	22	cities	city	NOUN
bracis-28426	199	23	and	and	CCONJ
bracis-28426	199	24	integrate	integrate	VERB
bracis-28426	199	25	changes	change	NOUN
bracis-28426	199	26	in	in	ADP
bracis-28426	199	27	neighboring	neighboring	NOUN
bracis-28426	199	28	time	time	NOUN
bracis-28426	199	29	series	series	NOUN
bracis-28426	199	30	into	into	ADP
bracis-28426	199	31	the	the	DET
bracis-28426	199	32	local	local	ADJ
bracis-28426	199	33	predictions	prediction	NOUN
bracis-28426	199	34	of	of	ADP
bracis-28426	199	35	each	each	DET
bracis-28426	199	36	city	city	NOUN
bracis-28426	199	37	.	.	PUNCT
bracis-28426	200	1	these	these	DET
bracis-28426	200	2	changes	change	NOUN
bracis-28426	200	3	in	in	ADP
bracis-28426	200	4	neighboring	neighboring	NOUN
bracis-28426	200	5	series	series	NOUN
bracis-28426	200	6	have	have	VERB
bracis-28426	200	7	a	a	DET
bracis-28426	200	8	time	time	NOUN
bracis-28426	200	9	delay	delay	NOUN
bracis-28426	200	10	due	due	ADP
bracis-28426	200	11	to	to	ADP
bracis-28426	200	12	the	the	DET
bracis-28426	200	13	incubation	incubation	NOUN
bracis-28426	200	14	and	and	CCONJ
bracis-28426	200	15	transmission	transmission	NOUN
bracis-28426	200	16	factors	factor	NOUN
bracis-28426	200	17	of	of	ADP
bracis-28426	200	18	the	the	DET
bracis-28426	200	19	virus	virus	NOUN
bracis-28426	200	20	.	.	PUNCT
bracis-28426	201	1	by	by	ADP
bracis-28426	201	2	considering	consider	VERB
bracis-28426	201	3	these	these	DET
bracis-28426	201	4	factors	factor	NOUN
bracis-28426	201	5	and	and	CCONJ
bracis-28426	201	6	exploring	explore	VERB
bracis-28426	201	7	longer	long	ADJ
bracis-28426	201	8	prediction	prediction	NOUN
bracis-28426	201	9	windows	window	NOUN
bracis-28426	201	10	,	,	PUNCT
bracis-28426	201	11	we	we	PRON
bracis-28426	201	12	anticipate	anticipate	VERB
bracis-28426	201	13	achieving	achieve	VERB
bracis-28426	201	14	more	more	ADV
bracis-28426	201	15	significant	significant	ADJ
bracis-28426	201	16	results	result	NOUN
bracis-28426	201	17	in	in	ADP
bracis-28426	201	18	leveraging	leverage	VERB
bracis-28426	201	19	mobility	mobility	NOUN
bracis-28426	201	20	networks	network	NOUN
bracis-28426	201	21	for	for	ADP
bracis-28426	201	22	covid-19	covid-19	PROPN
bracis-28426	201	23	case	case	NOUN
bracis-28426	201	24	prediction	prediction	NOUN
bracis-28426	201	25	.	.	PUNCT
bracis-28426	202	1	for	for	ADP
bracis-28426	202	2	future	future	ADJ
bracis-28426	202	3	work	work	NOUN
bracis-28426	202	4	,	,	PUNCT
bracis-28426	202	5	we	we	PRON
bracis-28426	202	6	will	will	AUX
bracis-28426	202	7	address	address	VERB
bracis-28426	202	8	the	the	DET
bracis-28426	202	9	suggestion	suggestion	NOUN
bracis-28426	202	10	of	of	ADP
bracis-28426	202	11	conducting	conduct	VERB
bracis-28426	202	12	more	more	ADJ
bracis-28426	202	13	in	in	ADP
bracis-28426	202	14	-	-	PUNCT
bracis-28426	202	15	depth	depth	NOUN
bracis-28426	202	16	analyses	analysis	NOUN
bracis-28426	202	17	to	to	PART
bracis-28426	202	18	assess	assess	VERB
bracis-28426	202	19	the	the	DET
bracis-28426	202	20	impact	impact	NOUN
bracis-28426	202	21	of	of	ADP
bracis-28426	202	22	including	include	VERB
bracis-28426	202	23	spatial	spatial	ADJ
bracis-28426	202	24	data	datum	NOUN
bracis-28426	202	25	and	and	CCONJ
bracis-28426	202	26	applying	apply	VERB
bracis-28426	202	27	gcns	gcns	PROPN
bracis-28426	202	28	for	for	ADP
bracis-28426	202	29	longer	long	ADJ
bracis-28426	202	30	-	-	PUNCT
bracis-28426	202	31	term	term	NOUN
bracis-28426	202	32	predictions	prediction	NOUN
bracis-28426	202	33	.	.	PUNCT
bracis-28426	203	1	additionally	additionally	ADV
bracis-28426	203	2	,	,	PUNCT
bracis-28426	203	3	we	we	PRON
bracis-28426	203	4	will	will	AUX
bracis-28426	203	5	investigate	investigate	VERB
bracis-28426	203	6	the	the	DET
bracis-28426	203	7	convergence	convergence	NOUN
bracis-28426	203	8	of	of	ADP
bracis-28426	203	9	the	the	DET
bracis-28426	203	10	training	training	NOUN
bracis-28426	203	11	process	process	NOUN
bracis-28426	203	12	and	and	CCONJ
bracis-28426	203	13	explore	explore	VERB
bracis-28426	203	14	ways	way	NOUN
bracis-28426	203	15	to	to	PART
bracis-28426	203	16	enhance	enhance	VERB
bracis-28426	203	17	the	the	DET
bracis-28426	203	18	interpretability	interpretability	NOUN
bracis-28426	203	19	and	and	CCONJ
bracis-28426	203	20	explainability	explainability	NOUN
bracis-28426	203	21	of	of	ADP
bracis-28426	203	22	the	the	DET
bracis-28426	203	23	temporal	temporal	ADJ
bracis-28426	203	24	and	and	CCONJ
bracis-28426	203	25	spatial	spatial	ADJ
bracis-28426	203	26	data	datum	NOUN
bracis-28426	203	27	by	by	ADP
bracis-28426	203	28	the	the	DET
bracis-28426	203	29	gcn	gcn	NOUN
bracis-28426	203	30	models	model	NOUN
bracis-28426	203	31	,	,	PUNCT
bracis-28426	203	32	particularly	particularly	ADV
bracis-28426	203	33	by	by	ADP
bracis-28426	203	34	examining	examine	VERB
bracis-28426	203	35	the	the	DET
bracis-28426	203	36	stabilization	stabilization	NOUN
bracis-28426	203	37	of	of	ADP
bracis-28426	203	38	the	the	DET
bracis-28426	203	39	loss	loss	NOUN
bracis-28426	203	40	after	after	ADP
bracis-28426	203	41	100	100	NUM
bracis-28426	203	42	epochs	epoch	NOUN
bracis-28426	203	43	,	,	PUNCT
bracis-28426	203	44	so	so	SCONJ
bracis-28426	203	45	that	that	SCONJ
bracis-28426	203	46	we	we	PRON
bracis-28426	203	47	can	can	AUX
bracis-28426	203	48	gain	gain	VERB
bracis-28426	203	49	deeper	deep	ADJ
bracis-28426	203	50	insights	insight	NOUN
bracis-28426	203	51	into	into	ADP
bracis-28426	203	52	the	the	DET
bracis-28426	203	53	underlying	underlie	VERB
bracis-28426	203	54	mechanisms	mechanism	NOUN
bracis-28426	203	55	driving	drive	VERB
bracis-28426	203	56	the	the	DET
bracis-28426	203	57	predictions	prediction	NOUN
bracis-28426	203	58	of	of	ADP
bracis-28426	203	59	gcn	gcn	NOUN
bracis-28426	203	60	models	model	NOUN
bracis-28426	203	61	and	and	CCONJ
bracis-28426	203	62	enhance	enhance	VERB
bracis-28426	203	63	our	our	PRON
bracis-28426	203	64	understanding	understanding	NOUN
bracis-28426	203	65	of	of	ADP
bracis-28426	203	66	the	the	DET
bracis-28426	203	67	complex	complex	ADJ
bracis-28426	203	68	interplay	interplay	NOUN
bracis-28426	203	69	between	between	ADP
bracis-28426	203	70	temporal	temporal	ADJ
bracis-28426	203	71	and	and	CCONJ
bracis-28426	203	72	spatial	spatial	ADJ
bracis-28426	203	73	factors	factor	NOUN
bracis-28426	203	74	in	in	ADP
bracis-28426	203	75	the	the	DET
bracis-28426	203	76	spread	spread	NOUN
bracis-28426	203	77	of	of	ADP
bracis-28426	203	78	covid-19	covid-19	PROPN
bracis-28426	203	79	.	.	PUNCT
bracis-28426	204	1	also	also	ADV
bracis-28426	204	2	,	,	PUNCT
bracis-28426	204	3	considering	consider	VERB
bracis-28426	204	4	that	that	SCONJ
bracis-28426	204	5	gcn	gcn	NOUN
bracis-28426	204	6	-	-	PUNCT
bracis-28426	204	7	based	base	VERB
bracis-28426	204	8	models	model	NOUN
bracis-28426	204	9	may	may	AUX
bracis-28426	204	10	require	require	VERB
bracis-28426	204	11	more	more	ADJ
bracis-28426	204	12	training	training	NOUN
bracis-28426	204	13	time	time	NOUN
bracis-28426	204	14	(	(	PUNCT
bracis-28426	204	15	epochs	epoch	NOUN
bracis-28426	204	16	)	)	PUNCT
bracis-28426	204	17	compared	compare	VERB
bracis-28426	204	18	to	to	ADP
bracis-28426	204	19	prophet	prophet	NOUN
bracis-28426	204	20	,	,	PUNCT
bracis-28426	204	21	further	further	ADJ
bracis-28426	204	22	investigation	investigation	NOUN
bracis-28426	204	23	into	into	ADP
bracis-28426	204	24	the	the	DET
bracis-28426	204	25	impact	impact	NOUN
bracis-28426	204	26	of	of	ADP
bracis-28426	204	27	training	training	NOUN
bracis-28426	204	28	duration	duration	NOUN
bracis-28426	204	29	on	on	ADP
bracis-28426	204	30	model	model	NOUN
bracis-28426	204	31	performance	performance	NOUN
bracis-28426	204	32	could	could	AUX
bracis-28426	204	33	be	be	AUX
bracis-28426	204	34	valuable	valuable	ADJ
bracis-28426	204	35	.	.	PUNCT
bracis-28426	205	1	lastly	lastly	ADV
bracis-28426	205	2	,	,	PUNCT
bracis-28426	205	3	exploring	explore	VERB
bracis-28426	205	4	unexplored	unexplored	ADJ
bracis-28426	205	5	graph	graph	NOUN
bracis-28426	205	6	network	network	NOUN
bracis-28426	205	7	regions	region	NOUN
bracis-28426	205	8	is	be	AUX
bracis-28426	205	9	a	a	DET
bracis-28426	205	10	promising	promising	ADJ
bracis-28426	205	11	research	research	NOUN
bracis-28426	205	12	avenue	avenue	NOUN
bracis-28426	205	13	.	.	PUNCT
bracis-28426	206	1	it	it	PRON
bracis-28426	206	2	can	can	AUX
bracis-28426	206	3	reveal	reveal	VERB
bracis-28426	206	4	covid-19	covid-19	PROPN
bracis-28426	206	5	spread	spread	VERB
bracis-28426	206	6	insights	insight	NOUN
bracis-28426	206	7	and	and	CCONJ
bracis-28426	206	8	uncover	uncover	VERB
bracis-28426	206	9	hidden	hide	VERB
bracis-28426	206	10	data	datum	NOUN
bracis-28426	206	11	patterns	pattern	NOUN
bracis-28426	206	12	or	or	CCONJ
bracis-28426	206	13	relationships	relationship	NOUN
bracis-28426	206	14	.	.	PUNCT
bracis-28426	207	1	notes	note	VERB
bracis-28426	207	2	1.all	1.all	ADJ
bracis-28426	207	3	data	datum	NOUN
bracis-28426	207	4	and	and	CCONJ
bracis-28426	207	5	source	source	NOUN
bracis-28426	207	6	code	code	NOUN
bracis-28426	207	7	are	be	AUX
bracis-28426	207	8	available	available	ADJ
bracis-28426	207	9	at	at	ADP
bracis-28426	207	10	the	the	DET
bracis-28426	207	11	repository	repository	NOUN
bracis-28426	207	12	link	link	NOUN
bracis-28426	207	13	:	:	PUNCT
bracis-28426	207	14	https://github.com/hodfernando/bracis_gcn_2023	https://github.com/hodfernando/bracis_gcn_2023	X
bracis-28426	207	15	.	.	PUNCT
bracis-28426	208	1	references	reference	NOUN
bracis-28426	208	2	cumulative	cumulative	ADJ
bracis-28426	208	3	cases	case	NOUN
bracis-28426	208	4	of	of	ADP
bracis-28426	208	5	covid-19	covid-19	PROPN
bracis-28426	208	6	in	in	ADP
bracis-28426	208	7	brazil	brazil	PROPN
bracis-28426	208	8	(	(	PUNCT
bracis-28426	208	9	2023	2023	NUM
bracis-28426	208	10	)	)	PUNCT
bracis-28426	208	11	.	.	PUNCT
bracis-28426	209	1	https://covid.saude.gov.br//.	https://covid.saude.gov.br//.	NUM
bracis-28426	209	2	accessed	access	VERB
bracis-28426	209	3	06	06	NUM
bracis-28426	209	4	may	may	PROPN
bracis-28426	209	5	2023	2023	NUM
bracis-28426	209	6	berlin	berlin	PROPN
bracis-28426	209	7	,	,	PUNCT
bracis-28426	209	8	d.a	d.a	PROPN
bracis-28426	209	9	.	.	PROPN
bracis-28426	209	10	,	,	PUNCT
bracis-28426	209	11	gulick	gulick	PROPN
bracis-28426	209	12	,	,	PUNCT
bracis-28426	209	13	r.m	r.m	PROPN
bracis-28426	209	14	.	.	PROPN
bracis-28426	209	15	,	,	PUNCT
bracis-28426	209	16	martinez	martinez	PROPN
bracis-28426	209	17	,	,	PUNCT
bracis-28426	209	18	f.j	f.j	PROPN
bracis-28426	209	19	.	.	PROPN
bracis-28426	209	20	:	:	PUNCT
bracis-28426	210	1	severe	severe	ADJ
bracis-28426	210	2	covid-19	covid-19	PROPN
bracis-28426	210	3	.	.	PUNCT
bracis-28426	210	4	n.	n.	PROPN
bracis-28426	210	5	engl	engl	PROPN
bracis-28426	210	6	.	.	PUNCT
bracis-28426	211	1	j.	j.	PROPN
bracis-28426	211	2	med	med	PROPN
bracis-28426	211	3	.	.	PUNCT
bracis-28426	212	1	383(25	383(25	NOUN
bracis-28426	212	2	)	)	PUNCT
bracis-28426	212	3	,	,	PUNCT
bracis-28426	212	4	2451–2460	2451–2460	NUM
bracis-28426	212	5	(	(	PUNCT
bracis-28426	212	6	2020	2020	NUM
bracis-28426	212	7	)	)	PUNCT
bracis-28426	212	8	article	article	NOUN
bracis-28426	212	9	  	  	SPACE
bracis-28426	212	10	google	google	PROPN
bracis-28426	212	11	scholar	scholar	NOUN
bracis-28426	212	12	  	  	SPACE
bracis-28426	212	13	chen	chen	PROPN
bracis-28426	212	14	,	,	PUNCT
bracis-28426	212	15	j.	j.	PROPN
bracis-28426	212	16	,	,	PUNCT
bracis-28426	212	17	wang	wang	PROPN
bracis-28426	212	18	,	,	PUNCT
bracis-28426	212	19	x.	x.	PROPN
bracis-28426	212	20	,	,	PUNCT
bracis-28426	212	21	xu	xu	PROPN
bracis-28426	212	22	,	,	PUNCT
bracis-28426	212	23	x.	x.	PROPN
bracis-28426	212	24	:	:	PUNCT
bracis-28426	212	25	gc	gc	PROPN
bracis-28426	212	26	-	-	PUNCT
bracis-28426	212	27	lstm	lstm	NOUN
bracis-28426	212	28	:	:	PUNCT
bracis-28426	212	29	graph	graph	NOUN
bracis-28426	212	30	convolution	convolution	NOUN
bracis-28426	212	31	embedded	embed	VERB
bracis-28426	212	32	lstm	lstm	NOUN
bracis-28426	212	33	for	for	ADP
bracis-28426	212	34	dynamic	dynamic	ADJ
bracis-28426	212	35	network	network	NOUN
bracis-28426	212	36	link	link	NOUN
bracis-28426	212	37	prediction	prediction	NOUN
bracis-28426	212	38	.	.	PUNCT
bracis-28426	213	1	appl	appl	PROPN
bracis-28426	213	2	.	.	PUNCT
bracis-28426	214	1	intell	intell	PROPN
bracis-28426	214	2	.	.	PUNCT
bracis-28426	215	1	52(7	52(7	NUM
bracis-28426	215	2	)	)	PUNCT
bracis-28426	215	3	,	,	PUNCT
bracis-28426	215	4	7513–7528	7513–7528	NUM
bracis-28426	215	5	(	(	PUNCT
bracis-28426	215	6	2022	2022	NUM
bracis-28426	215	7	)	)	PUNCT
bracis-28426	215	8	article	article	NOUN
bracis-28426	215	9	  	  	SPACE
bracis-28426	215	10	google	google	PROPN
bracis-28426	215	11	scholar	scholar	NOUN
bracis-28426	215	12	  	  	SPACE
bracis-28426	215	13	cota	cota	PROPN
bracis-28426	215	14	,	,	PUNCT
bracis-28426	215	15	w.	w.	NOUN
bracis-28426	215	16	:	:	PUNCT
bracis-28426	215	17	monitoring	monitor	VERB
bracis-28426	215	18	the	the	DET
bracis-28426	215	19	number	number	NOUN
bracis-28426	215	20	of	of	ADP
bracis-28426	215	21	covid-19	covid-19	PROPN
bracis-28426	215	22	cases	case	NOUN
bracis-28426	215	23	and	and	CCONJ
bracis-28426	215	24	deaths	death	NOUN
bracis-28426	215	25	in	in	ADP
bracis-28426	215	26	brazil	brazil	PROPN
bracis-28426	215	27	at	at	ADP
bracis-28426	215	28	municipal	municipal	ADJ
bracis-28426	215	29	and	and	CCONJ
bracis-28426	215	30	federative	federative	ADJ
bracis-28426	215	31	units	unit	NOUN
bracis-28426	215	32	level	level	NOUN
bracis-28426	215	33	.	.	PUNCT
bracis-28426	216	1	scielo	scielo	NOUN
bracis-28426	216	2	preprints	preprint	NOUN
bracis-28426	216	3	(	(	PUNCT
bracis-28426	216	4	2020	2020	NUM
bracis-28426	216	5	)	)	PUNCT
bracis-28426	216	6	google	google	PROPN
bracis-28426	216	7	scholar	scholar	NOUN
bracis-28426	216	8	  	  	SPACE
bracis-28426	216	9	dasa	dasa	PROPN
bracis-28426	216	10	:	:	PUNCT
bracis-28426	216	11	cumulative	cumulative	ADJ
bracis-28426	216	12	cases	case	NOUN
bracis-28426	216	13	of	of	ADP
bracis-28426	216	14	covid-19	covid-19	PROPN
bracis-28426	216	15	in	in	ADP
bracis-28426	216	16	the	the	DET
bracis-28426	216	17	world	world	NOUN
bracis-28426	216	18	(	(	PUNCT
bracis-28426	216	19	2023	2023	NUM
bracis-28426	216	20	)	)	PUNCT
bracis-28426	216	21	.	.	PUNCT
bracis-28426	217	1	https://dadoscoronavirus.dasa.com.br/.	https://dadoscoronavirus.dasa.com.br/.	VERB
bracis-28426	217	2	accessed	access	VERB
bracis-28426	217	3	06	06	NUM
bracis-28426	217	4	may	may	PROPN
bracis-28426	217	5	2023	2023	NUM
bracis-28426	217	6	davahli	davahli	NOUN
bracis-28426	217	7	,	,	PUNCT
bracis-28426	217	8	m.r	m.r	PROPN
bracis-28426	217	9	.	.	PROPN
bracis-28426	217	10	,	,	PUNCT
bracis-28426	217	11	fiok	fiok	NOUN
bracis-28426	217	12	,	,	PUNCT
bracis-28426	217	13	k.	k.	PROPN
bracis-28426	217	14	,	,	PUNCT
bracis-28426	217	15	karwowski	karwowski	PROPN
bracis-28426	217	16	,	,	PUNCT
bracis-28426	217	17	w.	w.	PROPN
bracis-28426	217	18	,	,	PUNCT
bracis-28426	217	19	aljuaid	aljuaid	ADJ
bracis-28426	217	20	,	,	PUNCT
bracis-28426	217	21	a.m.	a.m.	ADV
bracis-28426	217	22	,	,	PUNCT
bracis-28426	217	23	taiar	taiar	ADJ
bracis-28426	217	24	,	,	PUNCT
bracis-28426	217	25	r.	r.	PROPN
bracis-28426	217	26	:	:	PUNCT
bracis-28426	217	27	predicting	predict	VERB
bracis-28426	217	28	the	the	DET
bracis-28426	217	29	dynamics	dynamic	NOUN
bracis-28426	217	30	of	of	ADP
bracis-28426	217	31	the	the	DET
bracis-28426	217	32	covid-19	covid-19	PROPN
bracis-28426	217	33	pandemic	pandemic	NOUN
bracis-28426	217	34	in	in	ADP
bracis-28426	217	35	the	the	DET
bracis-28426	217	36	united	united	PROPN
bracis-28426	217	37	states	states	PROPN
bracis-28426	217	38	using	use	VERB
bracis-28426	217	39	graph	graph	NOUN
bracis-28426	217	40	theory	theory	NOUN
bracis-28426	217	41	-	-	PUNCT
bracis-28426	217	42	based	base	VERB
bracis-28426	217	43	neural	neural	ADJ
bracis-28426	217	44	networks	network	NOUN
bracis-28426	217	45	.	.	PUNCT
bracis-28426	218	1	int	int	NOUN
bracis-28426	218	2	.	.	PUNCT
bracis-28426	219	1	j.	j.	PROPN
bracis-28426	219	2	environ	environ	PROPN
bracis-28426	219	3	.	.	PUNCT
bracis-28426	220	1	res	re	NOUN
bracis-28426	220	2	.	.	PUNCT
bracis-28426	221	1	public	public	ADJ
bracis-28426	221	2	health	health	NOUN
bracis-28426	221	3	18(7	18(7	NUM
bracis-28426	221	4	)	)	PUNCT
bracis-28426	221	5	,	,	PUNCT
bracis-28426	221	6	3834	3834	NUM
bracis-28426	221	7	(	(	PUNCT
bracis-28426	221	8	2021	2021	NUM
bracis-28426	221	9	)	)	PUNCT
bracis-28426	221	10	article	article	NOUN
bracis-28426	221	11	  	  	SPACE
bracis-28426	221	12	google	google	PROPN
bracis-28426	221	13	scholar	scholar	NOUN
bracis-28426	221	14	  	  	SPACE
bracis-28426	221	15	fanelli	fanelli	PROPN
bracis-28426	221	16	,	,	PUNCT
bracis-28426	221	17	d.	d.	PROPN
bracis-28426	221	18	,	,	PUNCT
bracis-28426	221	19	piazza	piazza	PROPN
bracis-28426	221	20	,	,	PUNCT
bracis-28426	221	21	f.	f.	NOUN
bracis-28426	221	22	:	:	PUNCT
bracis-28426	222	1	analysis	analysis	NOUN
bracis-28426	222	2	and	and	CCONJ
bracis-28426	222	3	forecast	forecast	NOUN
bracis-28426	222	4	of	of	ADP
bracis-28426	222	5	covid-19	covid-19	PROPN
bracis-28426	222	6	spreading	spread	VERB
bracis-28426	222	7	in	in	ADP
bracis-28426	222	8	china	china	PROPN
bracis-28426	222	9	,	,	PUNCT
bracis-28426	222	10	italy	italy	PROPN
bracis-28426	222	11	and	and	CCONJ
bracis-28426	222	12	france	france	PROPN
bracis-28426	222	13	.	.	PUNCT
bracis-28426	223	1	chaos	chaos	NOUN
bracis-28426	223	2	solitons	soliton	NOUN
bracis-28426	223	3	fract	fract	NOUN
bracis-28426	223	4	.	.	PUNCT
bracis-28426	224	1	134	134	NUM
bracis-28426	224	2	,	,	PUNCT
bracis-28426	224	3	109761	109761	NUM
bracis-28426	224	4	(	(	PUNCT
bracis-28426	224	5	2020	2020	NUM
bracis-28426	224	6	)	)	PUNCT
bracis-28426	224	7	article	article	NOUN
bracis-28426	224	8	  	  	SPACE
bracis-28426	224	9	mathscinet	mathscinet	NOUN
bracis-28426	224	10	  	  	SPACE
bracis-28426	224	11	math	math	NOUN
bracis-28426	224	12	  	  	SPACE
bracis-28426	224	13	google	google	PROPN
bracis-28426	224	14	scholar	scholar	NOUN
bracis-28426	224	15	  	  	SPACE
bracis-28426	224	16	freitas	freita	NOUN
bracis-28426	224	17	,	,	PUNCT
bracis-28426	224	18	v.l	v.l	PROPN
bracis-28426	224	19	.	.	PROPN
bracis-28426	224	20	,	,	PUNCT
bracis-28426	224	21	moreira	moreira	PROPN
bracis-28426	224	22	,	,	PUNCT
bracis-28426	224	23	g.j	g.j	PROPN
bracis-28426	224	24	.	.	PROPN
bracis-28426	224	25	,	,	PUNCT
bracis-28426	224	26	santos	santos	PROPN
bracis-28426	224	27	,	,	PUNCT
bracis-28426	224	28	l.b	l.b	PROPN
bracis-28426	224	29	.	.	PUNCT
bracis-28426	224	30	:	:	PUNCT
bracis-28426	225	1	robustness	robustness	VERB
bracis-28426	225	2	analysis	analysis	NOUN
bracis-28426	225	3	in	in	ADP
bracis-28426	225	4	an	an	DET
bracis-28426	225	5	inter	inter	ADJ
bracis-28426	225	6	-	-	ADJ
bracis-28426	225	7	cities	city	NOUN
bracis-28426	225	8	mobility	mobility	NOUN
bracis-28426	225	9	network	network	NOUN
bracis-28426	225	10	:	:	PUNCT
bracis-28426	225	11	modeling	model	VERB
bracis-28426	225	12	municipal	municipal	ADJ
bracis-28426	225	13	,	,	PUNCT
bracis-28426	225	14	state	state	NOUN
bracis-28426	225	15	and	and	CCONJ
bracis-28426	225	16	federal	federal	ADJ
bracis-28426	225	17	initiatives	initiative	NOUN
bracis-28426	225	18	as	as	ADP
bracis-28426	225	19	failures	failure	NOUN
bracis-28426	225	20	and	and	CCONJ
bracis-28426	225	21	attacks	attack	NOUN
bracis-28426	225	22	toward	toward	ADP
bracis-28426	225	23	sars	sar	NOUN
bracis-28426	225	24	-	-	PUNCT
bracis-28426	225	25	cov-2	cov-2	PART
bracis-28426	225	26	containment	containment	NOUN
bracis-28426	225	27	.	.	PUNCT
bracis-28426	226	1	peerj	peerj	PROPN
bracis-28426	226	2	8	8	NUM
bracis-28426	226	3	,	,	PUNCT
bracis-28426	226	4	e10287	e10287	PROPN
bracis-28426	226	5	(	(	PUNCT
bracis-28426	226	6	2020	2020	NUM
bracis-28426	226	7	)	)	PUNCT
bracis-28426	226	8	article	article	NOUN
bracis-28426	226	9	  	  	SPACE
bracis-28426	226	10	google	google	PROPN
bracis-28426	226	11	scholar	scholar	NOUN
bracis-28426	226	12	  	  	SPACE
bracis-28426	226	13	freitas	freita	NOUN
bracis-28426	226	14	,	,	PUNCT
bracis-28426	226	15	v.l.d.s	v.l.d.s	PROPN
bracis-28426	226	16	.	.	PROPN
bracis-28426	226	17	,	,	PUNCT
bracis-28426	226	18	konstantyner	konstantyner	ADJ
bracis-28426	226	19	,	,	PUNCT
bracis-28426	226	20	t.c.r.d.o	t.c.r.d.o	NOUN
bracis-28426	226	21	.	.	PROPN
bracis-28426	226	22	,	,	PUNCT
bracis-28426	226	23	mendes	mende	NOUN
bracis-28426	226	24	,	,	PUNCT
bracis-28426	226	25	j.f	j.f	PROPN
bracis-28426	226	26	.	.	PROPN
bracis-28426	226	27	,	,	PUNCT
bracis-28426	226	28	sepetauskas	sepetauskas	PROPN
bracis-28426	226	29	,	,	PUNCT
bracis-28426	226	30	c.s.d.n	c.s.d.n	PROPN
bracis-28426	226	31	.	.	PROPN
bracis-28426	226	32	,	,	PUNCT
bracis-28426	226	33	santos	santos	PROPN
bracis-28426	226	34	,	,	PUNCT
bracis-28426	226	35	l.b.l	l.b.l	NOUN
bracis-28426	226	36	.	.	PUNCT
bracis-28426	226	37	:	:	PUNCT
bracis-28426	227	1	the	the	DET
bracis-28426	227	2	correspondence	correspondence	NOUN
bracis-28426	227	3	between	between	ADP
bracis-28426	227	4	the	the	DET
bracis-28426	227	5	structure	structure	NOUN
bracis-28426	227	6	of	of	ADP
bracis-28426	227	7	the	the	DET
bracis-28426	227	8	terrestrial	terrestrial	ADJ
bracis-28426	227	9	mobility	mobility	NOUN
bracis-28426	227	10	network	network	NOUN
bracis-28426	227	11	and	and	CCONJ
bracis-28426	227	12	the	the	DET
bracis-28426	227	13	spreading	spreading	NOUN
bracis-28426	227	14	of	of	ADP
bracis-28426	227	15	covid-19	covid-19	PROPN
bracis-28426	227	16	in	in	ADP
bracis-28426	227	17	brazil	brazil	PROPN
bracis-28426	227	18	.	.	PUNCT
bracis-28426	228	1	cadernos	cadernos	PROPN
bracis-28426	228	2	de	de	PROPN
bracis-28426	228	3	saúde	saúde	PROPN
bracis-28426	228	4	pública	pública	PROPN
bracis-28426	228	5	36	36	NUM
bracis-28426	228	6	,	,	PUNCT
bracis-28426	228	7	e00184820	e00184820	NOUN
bracis-28426	228	8	(	(	PUNCT
bracis-28426	228	9	2020	2020	NUM
bracis-28426	228	10	)	)	PUNCT
bracis-28426	228	11	google	google	NOUN
bracis-28426	228	12	scholar	scholar	NOUN
bracis-28426	228	13	  	  	SPACE
bracis-28426	228	14	gauvain	gauvain	NOUN
bracis-28426	228	15	,	,	PUNCT
bracis-28426	228	16	j.l	j.l	PROPN
bracis-28426	228	17	.	.	PROPN
bracis-28426	228	18	,	,	PUNCT
bracis-28426	228	19	lee	lee	PROPN
bracis-28426	228	20	,	,	PUNCT
bracis-28426	228	21	c.h	c.h	PROPN
bracis-28426	228	22	.	.	PROPN
bracis-28426	228	23	:	:	PUNCT
bracis-28426	229	1	maximum	maximum	VERB
bracis-28426	229	2	a	a	DET
bracis-28426	229	3	posteriori	posteriori	NOUN
bracis-28426	229	4	estimation	estimation	NOUN
bracis-28426	229	5	for	for	ADP
bracis-28426	229	6	multivariate	multivariate	NOUN
bracis-28426	229	7	gaussian	gaussian	ADJ
bracis-28426	229	8	mixture	mixture	NOUN
bracis-28426	229	9	observations	observation	NOUN
bracis-28426	229	10	of	of	ADP
bracis-28426	229	11	markov	markov	NOUN
bracis-28426	229	12	chains	chain	NOUN
bracis-28426	229	13	.	.	PUNCT
bracis-28426	230	1	ieee	ieee	PROPN
bracis-28426	230	2	trans	trans	PROPN
bracis-28426	230	3	.	.	PROPN
bracis-28426	230	4	speech	speech	NOUN
bracis-28426	230	5	audio	audio	NOUN
bracis-28426	230	6	process	process	NOUN
bracis-28426	230	7	.	.	PUNCT
bracis-28426	231	1	2(2	2(2	NUM
bracis-28426	231	2	)	)	PUNCT
bracis-28426	232	1	,	,	PUNCT
bracis-28426	232	2	291–298	291–298	NUM
bracis-28426	232	3	(	(	PUNCT
bracis-28426	232	4	1994	1994	NUM
bracis-28426	232	5	)	)	PUNCT
bracis-28426	232	6	article	article	NOUN
bracis-28426	232	7	  	  	SPACE
bracis-28426	232	8	google	google	PROPN
bracis-28426	232	9	scholar	scholar	NOUN
bracis-28426	232	10	  	  	SPACE
bracis-28426	232	11	gilks	gilk	NOUN
bracis-28426	232	12	,	,	PUNCT
bracis-28426	232	13	w.r	w.r	PROPN
bracis-28426	232	14	.	.	PROPN
bracis-28426	232	15	,	,	PUNCT
bracis-28426	232	16	richardson	richardson	PROPN
bracis-28426	232	17	,	,	PUNCT
bracis-28426	232	18	s.	s.	PROPN
bracis-28426	232	19	,	,	PUNCT
bracis-28426	232	20	spiegelhalter	spiegelhalter	VERB
bracis-28426	232	21	,	,	PUNCT
bracis-28426	232	22	d.	d.	PROPN
bracis-28426	232	23	:	:	PUNCT
bracis-28426	232	24	markov	markov	PROPN
bracis-28426	232	25	chain	chain	NOUN
bracis-28426	232	26	monte	monte	PROPN
bracis-28426	232	27	carlo	carlo	PROPN
bracis-28426	232	28	in	in	ADP
bracis-28426	232	29	practice	practice	NOUN
bracis-28426	232	30	.	.	PUNCT
bracis-28426	233	1	crc	crc	PROPN
bracis-28426	233	2	press	press	PROPN
bracis-28426	233	3	,	,	PUNCT
bracis-28426	233	4	boca	boca	PROPN
bracis-28426	233	5	raton	raton	PROPN
bracis-28426	233	6	(	(	PUNCT
bracis-28426	233	7	1995	1995	NUM
bracis-28426	233	8	)	)	PUNCT
bracis-28426	233	9	book	book	NOUN
bracis-28426	233	10	  	  	SPACE
bracis-28426	233	11	math	math	NOUN
bracis-28426	233	12	  	  	SPACE
bracis-28426	233	13	google	google	PROPN
bracis-28426	233	14	scholar	scholar	NOUN
bracis-28426	233	15	  	  	SPACE
bracis-28426	233	16	hochreiter	hochreiter	PROPN
bracis-28426	233	17	,	,	PUNCT
bracis-28426	233	18	s.	s.	PROPN
bracis-28426	233	19	,	,	PUNCT
bracis-28426	233	20	schmidhuber	schmidhuber	PROPN
bracis-28426	233	21	,	,	PUNCT
bracis-28426	233	22	j.	j.	PROPN
bracis-28426	233	23	:	:	PUNCT
bracis-28426	233	24	long	long	ADJ
bracis-28426	233	25	short	short	ADJ
bracis-28426	233	26	-	-	PUNCT
bracis-28426	233	27	term	term	NOUN
bracis-28426	233	28	memory	memory	NOUN
bracis-28426	233	29	.	.	PUNCT
bracis-28426	234	1	neural	neural	ADJ
bracis-28426	234	2	comput	comput	NOUN
bracis-28426	234	3	.	.	PUNCT
bracis-28426	235	1	9(8	9(8	NUM
bracis-28426	235	2	)	)	PUNCT
bracis-28426	235	3	,	,	PUNCT
bracis-28426	235	4	1735–1780	1735–1780	NUM
bracis-28426	235	5	(	(	PUNCT
bracis-28426	235	6	1997	1997	NUM
bracis-28426	235	7	)	)	PUNCT
bracis-28426	235	8	article	article	NOUN
bracis-28426	235	9	  	  	SPACE
bracis-28426	235	10	google	google	PROPN
bracis-28426	235	11	scholar	scholar	NOUN
bracis-28426	235	12	  	  	SPACE
bracis-28426	235	13	kingma	kingma	PROPN
bracis-28426	235	14	,	,	PUNCT
bracis-28426	235	15	d.p	d.p	PROPN
bracis-28426	235	16	.	.	PROPN
bracis-28426	235	17	,	,	PUNCT
bracis-28426	235	18	ba	ba	PROPN
bracis-28426	235	19	,	,	PUNCT
bracis-28426	235	20	j.	j.	PROPN
bracis-28426	235	21	:	:	PUNCT
bracis-28426	235	22	adam	adam	PROPN
bracis-28426	235	23	:	:	PUNCT
bracis-28426	235	24	a	a	DET
bracis-28426	235	25	method	method	NOUN
bracis-28426	235	26	for	for	ADP
bracis-28426	235	27	stochastic	stochastic	ADJ
bracis-28426	235	28	optimization	optimization	NOUN
bracis-28426	235	29	.	.	PUNCT
bracis-28426	236	1	in	in	ADP
bracis-28426	236	2	:	:	PUNCT
bracis-28426	236	3	bengio	bengio	PROPN
bracis-28426	236	4	,	,	PUNCT
bracis-28426	236	5	y.	y.	PROPN
bracis-28426	236	6	,	,	PUNCT
bracis-28426	236	7	lecun	lecun	ADJ
bracis-28426	236	8	,	,	PUNCT
bracis-28426	236	9	y.	y.	PROPN
bracis-28426	236	10	(	(	PUNCT
bracis-28426	236	11	eds	ed	NOUN
bracis-28426	236	12	.	.	PUNCT
bracis-28426	236	13	)	)	PUNCT
bracis-28426	237	1	3rd	3rd	ADJ
bracis-28426	237	2	international	international	ADJ
bracis-28426	237	3	conference	conference	NOUN
bracis-28426	237	4	on	on	ADP
bracis-28426	237	5	learning	learn	VERB
bracis-28426	237	6	representations	representation	NOUN
bracis-28426	237	7	,	,	PUNCT
bracis-28426	237	8	iclr	iclr	NOUN
bracis-28426	237	9	2015	2015	NUM
bracis-28426	237	10	,	,	PUNCT
bracis-28426	237	11	san	san	PROPN
bracis-28426	237	12	diego	diego	PROPN
bracis-28426	237	13	,	,	PUNCT
bracis-28426	237	14	ca	ca	PROPN
bracis-28426	237	15	,	,	PUNCT
bracis-28426	237	16	usa	usa	PROPN
bracis-28426	237	17	,	,	PUNCT
bracis-28426	237	18	7–9	7–9	PROPN
bracis-28426	237	19	may	may	PROPN
bracis-28426	237	20	2015	2015	NUM
bracis-28426	237	21	,	,	PUNCT
bracis-28426	237	22	conference	conference	NOUN
bracis-28426	237	23	track	track	NOUN
bracis-28426	237	24	proceedings	proceeding	NOUN
bracis-28426	237	25	(	(	PUNCT
bracis-28426	237	26	2015	2015	NUM
bracis-28426	237	27	)	)	PUNCT
bracis-28426	237	28	google	google	PROPN
bracis-28426	237	29	scholar	scholar	NOUN
bracis-28426	237	30	  	  	SPACE
bracis-28426	237	31	lauer	lauer	NOUN
bracis-28426	237	32	,	,	PUNCT
bracis-28426	237	33	s.a	s.a	PROPN
bracis-28426	237	34	.	.	PROPN
bracis-28426	237	35	,	,	PUNCT
bracis-28426	237	36	et	et	PROPN
bracis-28426	237	37	al	al	PROPN
bracis-28426	237	38	.	.	PROPN
bracis-28426	237	39	:	:	PUNCT
bracis-28426	238	1	the	the	DET
bracis-28426	238	2	incubation	incubation	NOUN
bracis-28426	238	3	period	period	NOUN
bracis-28426	238	4	of	of	ADP
bracis-28426	238	5	coronavirus	coronavirus	NOUN
bracis-28426	238	6	disease	disease	NOUN
bracis-28426	238	7	2019	2019	NUM
bracis-28426	238	8	(	(	PUNCT
bracis-28426	238	9	covid-19	covid-19	PROPN
bracis-28426	238	10	)	)	PUNCT
bracis-28426	238	11	from	from	ADP
bracis-28426	238	12	publicly	publicly	ADV
bracis-28426	238	13	reported	report	VERB
bracis-28426	238	14	confirmed	confirm	VERB
bracis-28426	238	15	cases	case	NOUN
bracis-28426	238	16	:	:	PUNCT
bracis-28426	238	17	estimation	estimation	NOUN
bracis-28426	238	18	and	and	CCONJ
bracis-28426	238	19	application	application	NOUN
bracis-28426	238	20	.	.	PUNCT
bracis-28426	239	1	ann	ann	PROPN
bracis-28426	239	2	.	.	PUNCT
bracis-28426	239	3	intern	intern	PROPN
bracis-28426	239	4	.	.	PUNCT
bracis-28426	240	1	med	med	PROPN
bracis-28426	240	2	.	.	PUNCT
bracis-28426	240	3	172(9	172(9	NUM
bracis-28426	240	4	)	)	PUNCT
bracis-28426	240	5	,	,	PUNCT
bracis-28426	240	6	577–582	577–582	NUM
bracis-28426	240	7	(	(	PUNCT
bracis-28426	240	8	2020	2020	NUM
bracis-28426	240	9	)	)	PUNCT
bracis-28426	240	10	article	article	NOUN
bracis-28426	240	11	  	  	SPACE
bracis-28426	240	12	google	google	PROPN
bracis-28426	240	13	scholar	scholar	NOUN
bracis-28426	240	14	  	  	SPACE
bracis-28426	240	15	li	li	PROPN
bracis-28426	240	16	,	,	PUNCT
bracis-28426	240	17	q.	q.	PROPN
bracis-28426	240	18	,	,	PUNCT
bracis-28426	240	19	et	et	PROPN
bracis-28426	240	20	al	al	PROPN
bracis-28426	240	21	.	.	PUNCT
bracis-28426	240	22	:	:	PUNCT
bracis-28426	241	1	early	early	ADJ
bracis-28426	241	2	transmission	transmission	NOUN
bracis-28426	241	3	dynamics	dynamic	NOUN
bracis-28426	241	4	in	in	ADP
bracis-28426	241	5	wuhan	wuhan	PROPN
bracis-28426	241	6	,	,	PUNCT
bracis-28426	241	7	china	china	PROPN
bracis-28426	241	8	,	,	PUNCT
bracis-28426	241	9	of	of	ADP
bracis-28426	241	10	novel	novel	ADJ
bracis-28426	241	11	coronavirus	coronavirus	NOUN
bracis-28426	241	12	-	-	PUNCT
bracis-28426	241	13	infected	infect	VERB
bracis-28426	241	14	pneumonia	pneumonia	NOUN
bracis-28426	241	15	.	.	PUNCT
bracis-28426	242	1	n.	n.	PROPN
bracis-28426	242	2	engl	engl	PROPN
bracis-28426	242	3	.	.	PUNCT
bracis-28426	243	1	j.	j.	PROPN
bracis-28426	243	2	med	med	PROPN
bracis-28426	243	3	.	.	PUNCT
bracis-28426	243	4	382(13	382(13	NUM
bracis-28426	243	5	)	)	PUNCT
bracis-28426	243	6	,	,	PUNCT
bracis-28426	243	7	1199–1207	1199–1207	NUM
bracis-28426	243	8	(	(	PUNCT
bracis-28426	243	9	2020	2020	NUM
bracis-28426	243	10	)	)	PUNCT
bracis-28426	243	11	article	article	NOUN
bracis-28426	243	12	  	  	SPACE
bracis-28426	243	13	google	google	PROPN
bracis-28426	243	14	scholar	scholar	NOUN
bracis-28426	243	15	  	  	SPACE
bracis-28426	243	16	lulia	lulia	PROPN
bracis-28426	243	17	,	,	PUNCT
bracis-28426	243	18	m.m.e.t	m.m.e.t	PROPN
bracis-28426	243	19	.	.	PROPN
bracis-28426	243	20	,	,	PUNCT
bracis-28426	243	21	de	de	PROPN
bracis-28426	243	22	oliveira	oliveira	PROPN
bracis-28426	243	23	,	,	PUNCT
bracis-28426	243	24	d.h	d.h	PROPN
bracis-28426	243	25	.	.	PROPN
bracis-28426	243	26	:	:	PUNCT
bracis-28426	244	1	instituto	instituto	PROPN
bracis-28426	244	2	brasileiro	brasileiro	PROPN
bracis-28426	244	3	de	de	PROPN
bracis-28426	244	4	geografia	geografia	PROPN
bracis-28426	244	5	e	e	PROPN
bracis-28426	244	6	estatística	estatística	NOUN
bracis-28426	244	7	-	-	PUNCT
bracis-28426	244	8	ibge	ibge	NOUN
bracis-28426	244	9	(	(	PUNCT
bracis-28426	244	10	1936	1936	NUM
bracis-28426	244	11	)	)	PUNCT
bracis-28426	244	12	google	google	PROPN
bracis-28426	244	13	scholar	scholar	NOUN
bracis-28426	244	14	  	  	SPACE
bracis-28426	244	15	malki	malki	NOUN
bracis-28426	244	16	,	,	PUNCT
bracis-28426	244	17	z.	z.	PROPN
bracis-28426	244	18	,	,	PUNCT
bracis-28426	244	19	et	et	PROPN
bracis-28426	244	20	al	al	PROPN
bracis-28426	244	21	.	.	PROPN
bracis-28426	244	22	:	:	PUNCT
bracis-28426	245	1	the	the	DET
bracis-28426	245	2	covid-19	covid-19	PROPN
bracis-28426	245	3	pandemic	pandemic	NOUN
bracis-28426	245	4	:	:	PUNCT
bracis-28426	245	5	prediction	prediction	NOUN
bracis-28426	245	6	study	study	NOUN
bracis-28426	245	7	based	base	VERB
bracis-28426	245	8	on	on	ADP
bracis-28426	245	9	machine	machine	NOUN
bracis-28426	245	10	learning	learning	NOUN
bracis-28426	245	11	models	model	NOUN
bracis-28426	245	12	.	.	PUNCT
bracis-28426	246	1	environ	environ	PROPN
bracis-28426	246	2	.	.	PUNCT
bracis-28426	247	1	sci	sci	PROPN
bracis-28426	247	2	.	.	PROPN
bracis-28426	247	3	pollut	pollut	PROPN
bracis-28426	247	4	.	.	PUNCT
bracis-28426	248	1	res	re	NOUN
bracis-28426	248	2	.	.	PROPN
bracis-28426	249	1	28	28	NUM
bracis-28426	249	2	,	,	PUNCT
bracis-28426	249	3	40496–40506	40496–40506	NUM
bracis-28426	249	4	(	(	PUNCT
bracis-28426	249	5	2021	2021	NUM
bracis-28426	249	6	)	)	PUNCT
bracis-28426	249	7	article	article	NOUN
bracis-28426	249	8	  	  	SPACE
bracis-28426	249	9	google	google	PROPN
bracis-28426	249	10	scholar	scholar	NOUN
bracis-28426	249	11	  	  	SPACE
bracis-28426	249	12	niepert	niepert	ADJ
bracis-28426	249	13	,	,	PUNCT
bracis-28426	249	14	m.	m.	NOUN
bracis-28426	249	15	,	,	PUNCT
bracis-28426	249	16	ahmed	ahmed	PROPN
bracis-28426	249	17	,	,	PUNCT
bracis-28426	249	18	m.	m.	NOUN
bracis-28426	249	19	,	,	PUNCT
bracis-28426	249	20	kutzkov	kutzkov	PROPN
bracis-28426	249	21	,	,	PUNCT
bracis-28426	249	22	k.	k.	PROPN
bracis-28426	249	23	:	:	PUNCT
bracis-28426	250	1	learning	learn	VERB
bracis-28426	250	2	convolutional	convolutional	ADJ
bracis-28426	250	3	neural	neural	ADJ
bracis-28426	250	4	networks	network	NOUN
bracis-28426	250	5	for	for	ADP
bracis-28426	250	6	graphs	graph	NOUN
bracis-28426	250	7	.	.	PUNCT
bracis-28426	251	1	in	in	ADP
bracis-28426	251	2	:	:	PUNCT
bracis-28426	251	3	international	international	ADJ
bracis-28426	251	4	conference	conference	NOUN
bracis-28426	251	5	on	on	ADP
bracis-28426	251	6	machine	machine	NOUN
bracis-28426	251	7	learning	learning	NOUN
bracis-28426	251	8	,	,	PUNCT
bracis-28426	251	9	pp	pp	ADJ
bracis-28426	251	10	.	.	PUNCT
bracis-28426	251	11	2014–2023	2014–2023	NUM
bracis-28426	251	12	.	.	PUNCT
bracis-28426	251	13	pmlr	pmlr	NOUN
bracis-28426	251	14	(	(	PUNCT
bracis-28426	251	15	2016	2016	NUM
bracis-28426	251	16	)	)	PUNCT
bracis-28426	251	17	google	google	PROPN
bracis-28426	251	18	scholar	scholar	NOUN
bracis-28426	251	19	  	  	SPACE
bracis-28426	251	20	organization	organization	NOUN
bracis-28426	251	21	,	,	PUNCT
bracis-28426	251	22	w.h	w.h	PROPN
bracis-28426	251	23	.	.	PROPN
bracis-28426	251	24	:	:	PUNCT
bracis-28426	252	1	covid-19	covid-19	PROPN
bracis-28426	252	2	weekly	weekly	ADJ
bracis-28426	252	3	epidemiological	epidemiological	ADJ
bracis-28426	252	4	update	update	NOUN
bracis-28426	252	5	,	,	PUNCT
bracis-28426	252	6	119	119	NUM
bracis-28426	252	7	edn	edn	NOUN
bracis-28426	252	8	.	.	PUNCT
bracis-28426	253	1	(	(	PUNCT
bracis-28426	253	2	2022	2022	NUM
bracis-28426	253	3	)	)	PUNCT
bracis-28426	253	4	.	.	PUNCT
bracis-28426	254	1	accessed	access	VERB
bracis-28426	254	2	23	23	NUM
bracis-28426	254	3	nov	nov	NOUN
bracis-28426	254	4	2022	2022	NUM
bracis-28426	254	5	google	google	PROPN
bracis-28426	254	6	scholar	scholar	NOUN
bracis-28426	254	7	  	  	SPACE
bracis-28426	254	8	rothan	rothan	PROPN
bracis-28426	254	9	,	,	PUNCT
bracis-28426	254	10	h.a	h.a	PROPN
bracis-28426	254	11	.	.	PROPN
bracis-28426	254	12	,	,	PUNCT
bracis-28426	254	13	byrareddy	byrareddy	PROPN
bracis-28426	254	14	,	,	PUNCT
bracis-28426	254	15	s.n	s.n	PROPN
bracis-28426	254	16	.	.	PROPN
bracis-28426	254	17	:	:	PUNCT
bracis-28426	255	1	the	the	DET
bracis-28426	255	2	epidemiology	epidemiology	NOUN
bracis-28426	255	3	and	and	CCONJ
bracis-28426	255	4	pathogenesis	pathogenesis	NOUN
bracis-28426	255	5	of	of	ADP
bracis-28426	255	6	coronavirus	coronavirus	NOUN
bracis-28426	255	7	disease	disease	NOUN
bracis-28426	255	8	(	(	PUNCT
bracis-28426	255	9	covid-19	covid-19	PROPN
bracis-28426	255	10	)	)	PUNCT
bracis-28426	255	11	outbreak	outbreak	NOUN
bracis-28426	255	12	.	.	PUNCT
bracis-28426	256	1	j.	j.	PROPN
bracis-28426	256	2	autoimmun	autoimmun	PROPN
bracis-28426	256	3	.	.	PUNCT
bracis-28426	257	1	109	109	NUM
bracis-28426	257	2	,	,	PUNCT
bracis-28426	257	3	102433	102433	NUM
bracis-28426	257	4	(	(	PUNCT
bracis-28426	257	5	2020	2020	NUM
bracis-28426	257	6	)	)	PUNCT
bracis-28426	257	7	article	article	NOUN
bracis-28426	257	8	  	  	SPACE
bracis-28426	257	9	google	google	PROPN
bracis-28426	257	10	scholar	scholar	NOUN
bracis-28426	257	11	  	  	SPACE
bracis-28426	257	12	scarselli	scarselli	NOUN
bracis-28426	257	13	,	,	PUNCT
bracis-28426	257	14	f.	f.	PROPN
bracis-28426	257	15	,	,	PUNCT
bracis-28426	257	16	gori	gori	PROPN
bracis-28426	257	17	,	,	PUNCT
bracis-28426	257	18	m.	m.	NOUN
bracis-28426	257	19	,	,	PUNCT
bracis-28426	257	20	tsoi	tsoi	PROPN
bracis-28426	257	21	,	,	PUNCT
bracis-28426	257	22	a.c	a.c	PROPN
bracis-28426	257	23	.	.	PROPN
bracis-28426	257	24	,	,	PUNCT
bracis-28426	257	25	hagenbuchner	hagenbuchner	PROPN
bracis-28426	257	26	,	,	PUNCT
bracis-28426	257	27	m.	m.	NOUN
bracis-28426	257	28	,	,	PUNCT
bracis-28426	257	29	monfardini	monfardini	PROPN
bracis-28426	257	30	,	,	PUNCT
bracis-28426	257	31	g.	g.	PROPN
bracis-28426	257	32	:	:	PUNCT
bracis-28426	257	33	the	the	DET
bracis-28426	257	34	graph	graph	NOUN
bracis-28426	257	35	neural	neural	ADJ
bracis-28426	257	36	network	network	NOUN
bracis-28426	257	37	model	model	NOUN
bracis-28426	257	38	.	.	PUNCT
bracis-28426	258	1	ieee	ieee	PROPN
bracis-28426	258	2	trans	trans	PROPN
bracis-28426	258	3	.	.	PUNCT
bracis-28426	259	1	neural	neural	ADJ
bracis-28426	259	2	netw	netw	NOUN
bracis-28426	259	3	.	.	PUNCT
bracis-28426	260	1	20(1	20(1	NUM
bracis-28426	260	2	)	)	PUNCT
bracis-28426	260	3	,	,	PUNCT
bracis-28426	260	4	61–80	61–80	NUM
bracis-28426	260	5	(	(	PUNCT
bracis-28426	260	6	2008	2008	NUM
bracis-28426	260	7	)	)	PUNCT
bracis-28426	260	8	article	article	NOUN
bracis-28426	260	9	  	  	SPACE
bracis-28426	260	10	google	google	PROPN
bracis-28426	260	11	scholar	scholar	NOUN
bracis-28426	260	12	  	  	SPACE
bracis-28426	260	13	seo	seo	NOUN
bracis-28426	260	14	,	,	PUNCT
bracis-28426	260	15	y.	y.	NOUN
bracis-28426	260	16	,	,	PUNCT
bracis-28426	260	17	defferrard	defferrard	NOUN
bracis-28426	260	18	,	,	PUNCT
bracis-28426	260	19	m.	m.	NOUN
bracis-28426	260	20	,	,	PUNCT
bracis-28426	260	21	vandergheynst	vandergheynst	ADJ
bracis-28426	260	22	,	,	PUNCT
bracis-28426	260	23	p.	p.	NOUN
bracis-28426	260	24	,	,	PUNCT
bracis-28426	260	25	bresson	bresson	PROPN
bracis-28426	260	26	,	,	PUNCT
bracis-28426	260	27	x.	x.	NOUN
bracis-28426	260	28	:	:	PUNCT
bracis-28426	260	29	structured	structured	ADJ
bracis-28426	260	30	sequence	sequence	NOUN
bracis-28426	260	31	modeling	modeling	NOUN
bracis-28426	260	32	with	with	ADP
bracis-28426	260	33	graph	graph	NOUN
bracis-28426	260	34	convolutional	convolutional	ADJ
bracis-28426	260	35	recurrent	recurrent	ADJ
bracis-28426	260	36	networks	network	NOUN
bracis-28426	260	37	.	.	PUNCT
bracis-28426	261	1	in	in	ADP
bracis-28426	261	2	:	:	PUNCT
bracis-28426	261	3	cheng	cheng	PROPN
bracis-28426	261	4	,	,	PUNCT
bracis-28426	261	5	l.	l.	PROPN
bracis-28426	261	6	,	,	PUNCT
bracis-28426	261	7	leung	leung	PROPN
bracis-28426	261	8	,	,	PUNCT
bracis-28426	261	9	a.c.s	a.c.s	PROPN
bracis-28426	261	10	.	.	PROPN
bracis-28426	261	11	,	,	PUNCT
bracis-28426	261	12	ozawa	ozawa	PROPN
bracis-28426	261	13	,	,	PUNCT
bracis-28426	261	14	s.	s.	PROPN
bracis-28426	261	15	(	(	PUNCT
bracis-28426	261	16	eds	eds	PROPN
bracis-28426	261	17	.	.	PUNCT
bracis-28426	261	18	)	)	PUNCT
bracis-28426	261	19	iconip	iconip	VERB
bracis-28426	261	20	2018	2018	NUM
bracis-28426	261	21	.	.	PUNCT
bracis-28426	262	1	lncs	lncs	PROPN
bracis-28426	262	2	,	,	PUNCT
bracis-28426	262	3	vol	vol	NOUN
bracis-28426	262	4	.	.	PROPN
bracis-28426	262	5	11301	11301	NUM
bracis-28426	262	6	,	,	PUNCT
bracis-28426	262	7	pp	pp	ADJ
bracis-28426	262	8	.	.	PUNCT
bracis-28426	263	1	362–373	362–373	NUM
bracis-28426	263	2	.	.	PUNCT
bracis-28426	263	3	springer	springer	NOUN
bracis-28426	263	4	,	,	PUNCT
bracis-28426	263	5	cham	cham	PROPN
bracis-28426	263	6	(	(	PUNCT
bracis-28426	263	7	2018	2018	NUM
bracis-28426	263	8	)	)	PUNCT
bracis-28426	263	9	.	.	PUNCT
bracis-28426	264	1	https://doi.org/10.1007/978-3-030-04167-0_33	https://doi.org/10.1007/978-3-030-04167-0_33	ADP
bracis-28426	264	2	chapter	chapter	NOUN
bracis-28426	264	3	  	  	SPACE
bracis-28426	264	4	google	google	PROPN
bracis-28426	264	5	scholar	scholar	NOUN
bracis-28426	264	6	  	  	SPACE
bracis-28426	264	7	smith	smith	PROPN
bracis-28426	264	8	,	,	PUNCT
bracis-28426	264	9	d.	d.	PROPN
bracis-28426	264	10	,	,	PUNCT
bracis-28426	264	11	moore	moore	PROPN
bracis-28426	264	12	,	,	PUNCT
bracis-28426	264	13	l.	l.	PROPN
bracis-28426	264	14	,	,	PUNCT
bracis-28426	264	15	et	et	PROPN
bracis-28426	264	16	al	al	PROPN
bracis-28426	264	17	.	.	PROPN
bracis-28426	264	18	:	:	PUNCT
bracis-28426	265	1	the	the	DET
bracis-28426	265	2	sir	sir	NOUN
bracis-28426	265	3	model	model	NOUN
bracis-28426	265	4	for	for	ADP
bracis-28426	265	5	spread	spread	NOUN
bracis-28426	265	6	of	of	ADP
bracis-28426	265	7	disease	disease	NOUN
bracis-28426	265	8	-	-	PUNCT
bracis-28426	265	9	the	the	DET
bracis-28426	265	10	differential	differential	ADJ
bracis-28426	265	11	equation	equation	NOUN
bracis-28426	265	12	model	model	NOUN
bracis-28426	265	13	.	.	PUNCT
bracis-28426	266	1	convergence	convergence	NOUN
bracis-28426	266	2	(	(	PUNCT
bracis-28426	266	3	2004	2004	NUM
bracis-28426	266	4	)	)	PUNCT
bracis-28426	266	5	google	google	PROPN
bracis-28426	266	6	scholar	scholar	NOUN
bracis-28426	266	7	  	  	SPACE
bracis-28426	266	8	taylor	taylor	PROPN
bracis-28426	266	9	,	,	PUNCT
bracis-28426	266	10	s.j	s.j	PROPN
bracis-28426	266	11	.	.	PROPN
bracis-28426	266	12	,	,	PUNCT
bracis-28426	266	13	letham	letham	PROPN
bracis-28426	266	14	,	,	PUNCT
bracis-28426	266	15	b.	b.	PROPN
bracis-28426	266	16	:	:	PUNCT
bracis-28426	266	17	forecasting	forecast	VERB
bracis-28426	266	18	at	at	ADP
bracis-28426	266	19	scale	scale	NOUN
bracis-28426	266	20	.	.	PUNCT
bracis-28426	267	1	am	be	AUX
bracis-28426	267	2	.	.	PUNCT
bracis-28426	268	1	stat	stat	PROPN
bracis-28426	268	2	.	.	PUNCT
bracis-28426	269	1	72(1	72(1	NOUN
bracis-28426	269	2	)	)	PUNCT
bracis-28426	269	3	,	,	PUNCT
bracis-28426	269	4	37–45	37–45	NUM
bracis-28426	269	5	(	(	PUNCT
bracis-28426	269	6	2018	2018	NUM
bracis-28426	269	7	)	)	PUNCT
bracis-28426	269	8	article	article	NOUN
bracis-28426	269	9	  	  	SPACE
bracis-28426	269	10	mathscinet	mathscinet	NOUN
bracis-28426	269	11	  	  	SPACE
bracis-28426	269	12	math	math	NOUN
bracis-28426	269	13	  	  	SPACE
bracis-28426	269	14	google	google	PROPN
bracis-28426	269	15	scholar	scholar	NOUN
bracis-28426	269	16	  	  	SPACE
bracis-28426	269	17	vaishya	vaishya	PROPN
bracis-28426	269	18	,	,	PUNCT
bracis-28426	269	19	r.	r.	PROPN
bracis-28426	269	20	,	,	PUNCT
bracis-28426	269	21	javaid	javaid	NOUN
bracis-28426	269	22	,	,	PUNCT
bracis-28426	269	23	m.	m.	NOUN
bracis-28426	269	24	,	,	PUNCT
bracis-28426	269	25	khan	khan	PROPN
bracis-28426	269	26	,	,	PUNCT
bracis-28426	269	27	i.h	i.h	PROPN
bracis-28426	269	28	.	.	PROPN
bracis-28426	269	29	,	,	PUNCT
bracis-28426	269	30	haleem	haleem	PROPN
bracis-28426	269	31	,	,	PUNCT
bracis-28426	269	32	a.	a.	NOUN
bracis-28426	269	33	:	:	PUNCT
bracis-28426	269	34	artificial	artificial	ADJ
bracis-28426	269	35	intelligence	intelligence	NOUN
bracis-28426	269	36	(	(	PUNCT
bracis-28426	269	37	ai	ai	NOUN
bracis-28426	269	38	)	)	PUNCT
bracis-28426	269	39	applications	application	NOUN
bracis-28426	269	40	for	for	ADP
bracis-28426	269	41	covid-19	covid-19	PROPN
bracis-28426	269	42	pandemic	pandemic	NOUN
bracis-28426	269	43	.	.	PUNCT
bracis-28426	270	1	diab	diab	PROPN
bracis-28426	270	2	.	.	PUNCT
bracis-28426	271	1	metabolic	metabolic	NOUN
bracis-28426	271	2	syndr	syndr	PROPN
bracis-28426	271	3	.	.	PUNCT
bracis-28426	272	1	clin	clin	PROPN
bracis-28426	272	2	.	.	PUNCT
bracis-28426	273	1	res	res	PROPN
bracis-28426	273	2	.	.	PUNCT
bracis-28426	274	1	rev	rev	PROPN
bracis-28426	274	2	.	.	PROPN
bracis-28426	274	3	14(4	14(4	NUM
bracis-28426	274	4	)	)	PUNCT
bracis-28426	274	5	,	,	PUNCT
bracis-28426	274	6	337–339	337–339	NUM
bracis-28426	274	7	(	(	PUNCT
bracis-28426	274	8	2020	2020	NUM
bracis-28426	274	9	)	)	PUNCT
bracis-28426	274	10	google	google	NOUN
bracis-28426	274	11	scholar	scholar	NOUN
bracis-28426	274	12	  	  	SPACE
bracis-28426	274	13	velavan	velavan	NOUN
bracis-28426	274	14	,	,	PUNCT
bracis-28426	274	15	t.p	t.p	PROPN
bracis-28426	274	16	.	.	PROPN
bracis-28426	274	17	,	,	PUNCT
bracis-28426	274	18	meyer	meyer	PROPN
bracis-28426	274	19	,	,	PUNCT
bracis-28426	274	20	c.g	c.g	PROPN
bracis-28426	274	21	.	.	PROPN
bracis-28426	274	22	:	:	PUNCT
bracis-28426	275	1	the	the	DET
bracis-28426	275	2	covid-19	covid-19	PROPN
bracis-28426	275	3	epidemic	epidemic	NOUN
bracis-28426	275	4	.	.	PUNCT
bracis-28426	276	1	trop	trop	X
bracis-28426	276	2	.	.	PUNCT
bracis-28426	276	3	med	med	PROPN
bracis-28426	277	1	.	.	PUNCT
bracis-28426	277	2	int	int	PROPN
bracis-28426	277	3	.	.	PUNCT
bracis-28426	278	1	health	health	NOUN
bracis-28426	278	2	25(3	25(3	NUM
bracis-28426	278	3	)	)	PUNCT
bracis-28426	278	4	,	,	PUNCT
bracis-28426	278	5	278–280	278–280	NUM
bracis-28426	278	6	(	(	PUNCT
bracis-28426	278	7	2020	2020	NUM
bracis-28426	278	8	)	)	PUNCT
bracis-28426	278	9	article	article	NOUN
bracis-28426	278	10	  	  	SPACE
bracis-28426	278	11	google	google	PROPN
bracis-28426	278	12	scholar	scholar	NOUN
bracis-28426	278	13	  	  	SPACE
bracis-28426	278	14	xie	xie	PROPN
bracis-28426	278	15	,	,	PUNCT
bracis-28426	278	16	h.	h.	PROPN
bracis-28426	278	17	,	,	PUNCT
bracis-28426	278	18	li	li	PROPN
bracis-28426	278	19	,	,	PUNCT
bracis-28426	278	20	d.	d.	PROPN
bracis-28426	278	21	,	,	PUNCT
bracis-28426	278	22	wang	wang	PROPN
bracis-28426	278	23	,	,	PUNCT
bracis-28426	278	24	y.	y.	PROPN
bracis-28426	278	25	,	,	PUNCT
bracis-28426	278	26	kawai	kawai	PROPN
bracis-28426	278	27	,	,	PUNCT
bracis-28426	278	28	y.	y.	NOUN
bracis-28426	278	29	:	:	PUNCT
bracis-28426	278	30	visualization	visualization	NOUN
bracis-28426	278	31	method	method	NOUN
bracis-28426	278	32	for	for	ADP
bracis-28426	278	33	the	the	DET
bracis-28426	278	34	spreading	spread	VERB
bracis-28426	278	35	curve	curve	NOUN
bracis-28426	278	36	of	of	ADP
bracis-28426	278	37	covid-19	covid-19	PROPN
bracis-28426	278	38	in	in	ADP
bracis-28426	278	39	universities	university	NOUN
bracis-28426	278	40	using	use	VERB
bracis-28426	278	41	gnn	gnn	PROPN
bracis-28426	278	42	.	.	PUNCT
bracis-28426	279	1	in	in	ADP
bracis-28426	279	2	:	:	PUNCT
bracis-28426	279	3	2022	2022	NUM
bracis-28426	279	4	ieee	ieee	PROPN
bracis-28426	279	5	international	international	ADJ
bracis-28426	279	6	conference	conference	NOUN
bracis-28426	279	7	on	on	ADP
bracis-28426	279	8	big	big	ADJ
bracis-28426	279	9	data	datum	NOUN
bracis-28426	279	10	and	and	CCONJ
bracis-28426	279	11	smart	smart	ADJ
bracis-28426	279	12	computing	computing	NOUN
bracis-28426	279	13	(	(	PUNCT
bracis-28426	279	14	bigcomp	bigcomp	NOUN
bracis-28426	279	15	)	)	PUNCT
bracis-28426	279	16	,	,	PUNCT
bracis-28426	279	17	pp	pp	ADP
bracis-28426	279	18	.	.	PUNCT
bracis-28426	280	1	121–128	121–128	NUM
bracis-28426	280	2	.	.	PUNCT
bracis-28426	281	1	ieee	ieee	NOUN
bracis-28426	281	2	(	(	PUNCT
bracis-28426	281	3	2022	2022	NUM
bracis-28426	281	4	)	)	PUNCT
bracis-28426	281	5	google	google	PROPN
bracis-28426	281	6	scholar	scholar	NOUN
bracis-28426	281	7	  	  	SPACE
bracis-28426	281	8	zhu	zhu	PROPN
bracis-28426	281	9	,	,	PUNCT
bracis-28426	281	10	n.	n.	PROPN
bracis-28426	281	11	,	,	PUNCT
bracis-28426	281	12	et	et	PROPN
bracis-28426	281	13	al	al	PROPN
bracis-28426	281	14	.	.	PUNCT
bracis-28426	281	15	:	:	PUNCT
bracis-28426	282	1	a	a	DET
bracis-28426	282	2	novel	novel	ADJ
bracis-28426	282	3	coronavirus	coronavirus	NOUN
bracis-28426	282	4	from	from	ADP
bracis-28426	282	5	patients	patient	NOUN
bracis-28426	282	6	with	with	ADP
bracis-28426	282	7	pneumonia	pneumonia	NOUN
bracis-28426	282	8	in	in	ADP
bracis-28426	282	9	china	china	PROPN
bracis-28426	282	10	,	,	PUNCT
bracis-28426	282	11	2019	2019	NUM
bracis-28426	282	12	.	.	PUNCT
bracis-28426	283	1	n.	n.	PROPN
bracis-28426	283	2	engl	engl	PROPN
bracis-28426	283	3	.	.	PUNCT
bracis-28426	284	1	j.	j.	PROPN
bracis-28426	284	2	med	med	PROPN
bracis-28426	284	3	.	.	PUNCT
bracis-28426	285	1	382(8	382(8	NUM
bracis-28426	285	2	)	)	PUNCT
bracis-28426	285	3	,	,	PUNCT
bracis-28426	285	4	727–733	727–733	NUM
bracis-28426	285	5	(	(	PUNCT
bracis-28426	285	6	2020	2020	NUM
bracis-28426	285	7	)	)	PUNCT
bracis-28426	285	8	article	article	NOUN
bracis-28426	285	9	  	  	SPACE
bracis-28426	285	10	google	google	PROPN
bracis-28426	285	11	scholar	scholar	NOUN
bracis-28426	285	12	  	  	SPACE
bracis-28426	285	13	download	download	NOUN
bracis-28426	285	14	references	reference	NOUN
bracis-28426	285	15	acknowledgements	acknowledgement	NOUN
bracis-28426	285	16	the	the	DET
bracis-28426	285	17	authors	author	NOUN
bracis-28426	285	18	thank	thank	VERB
bracis-28426	285	19	the	the	DET
bracis-28426	285	20	brazilian	brazilian	ADJ
bracis-28426	285	21	agencies	agency	NOUN
bracis-28426	285	22	for	for	ADP
bracis-28426	285	23	research	research	NOUN
bracis-28426	285	24	and	and	CCONJ
bracis-28426	285	25	development	development	NOUN
bracis-28426	285	26	(	(	PUNCT
bracis-28426	285	27	cnpq	cnpq	NOUN
bracis-28426	285	28	,	,	PUNCT
bracis-28426	285	29	grants	grant	NOUN
bracis-28426	285	30	441016/2020	441016/2020	NUM
bracis-28426	285	31	-	-	SYM
bracis-28426	285	32	0	0	NUM
bracis-28426	285	33	,	,	PUNCT
bracis-28426	285	34	307151/2022	307151/2022	NUM
bracis-28426	285	35	-	-	SYM
bracis-28426	285	36	0	0	NUM
bracis-28426	285	37	,	,	PUNCT
bracis-28426	285	38	308400/2022	308400/2022	NUM
bracis-28426	285	39	-	-	SYM
bracis-28426	285	40	4	4	NUM
bracis-28426	285	41	)	)	PUNCT
bracis-28426	285	42	,	,	PUNCT
bracis-28426	285	43	(	(	PUNCT
bracis-28426	285	44	fapemig	fapemig	PROPN
bracis-28426	285	45	,	,	PUNCT
bracis-28426	285	46	grants	grant	NOUN
bracis-28426	285	47	apq-01518	apq-01518	ADJ
bracis-28426	285	48	-	-	PUNCT
bracis-28426	285	49	21	21	NUM
bracis-28426	285	50	,	,	PUNCT
bracis-28426	285	51	apq-01647	apq-01647	NOUN
bracis-28426	285	52	-	-	PUNCT
bracis-28426	285	53	22	22	NUM
bracis-28426	285	54	)	)	PUNCT
bracis-28426	285	55	,	,	PUNCT
bracis-28426	285	56	(	(	PUNCT
bracis-28426	285	57	capes	cape	NOUN
bracis-28426	285	58	,	,	PUNCT
bracis-28426	285	59	grants	grant	VERB
bracis-28426	285	60	88887.506931/2020	88887.506931/2020	NUM
bracis-28426	285	61	-	-	SYM
bracis-28426	285	62	00	00	NUM
bracis-28426	285	63	)	)	PUNCT
bracis-28426	285	64	and	and	CCONJ
bracis-28426	285	65	universidade	universidade	PROPN
bracis-28426	285	66	federal	federal	PROPN
bracis-28426	285	67	de	de	PROPN
bracis-28426	285	68	ouro	ouro	PROPN
bracis-28426	285	69	preto	preto	PROPN
bracis-28426	285	70	(	(	PUNCT
bracis-28426	285	71	ufop	ufop	NOUN
bracis-28426	285	72	)	)	PUNCT
bracis-28426	285	73	.	.	PUNCT
bracis-28426	286	1	author	author	NOUN
bracis-28426	286	2	information	information	NOUN
bracis-28426	286	3	authors	author	NOUN
bracis-28426	286	4	and	and	CCONJ
bracis-28426	286	5	affiliations	affiliation	NOUN
bracis-28426	286	6	universidade	universidade	PROPN
bracis-28426	286	7	federal	federal	PROPN
bracis-28426	286	8	de	de	PROPN
bracis-28426	286	9	ouro	ouro	PROPN
bracis-28426	286	10	preto	preto	PROPN
bracis-28426	286	11	,	,	PUNCT
bracis-28426	286	12	ouro	ouro	PROPN
bracis-28426	286	13	preto	preto	PROPN
bracis-28426	286	14	,	,	PUNCT
bracis-28426	286	15	mg	mg	PROPN
bracis-28426	286	16	,	,	PUNCT
bracis-28426	286	17	cep	cep	ADV
bracis-28426	286	18	35402	35402	NUM
bracis-28426	286	19	-	-	SYM
bracis-28426	286	20	163	163	NUM
bracis-28426	286	21	,	,	PUNCT
bracis-28426	286	22	brazil	brazil	PROPN
bracis-28426	286	23	fernando	fernando	PROPN
bracis-28426	286	24	henrique	henrique	PROPN
bracis-28426	286	25	oliveira	oliveira	PROPN
bracis-28426	286	26	duarte	duarte	PROPN
bracis-28426	286	27	,	,	PUNCT
bracis-28426	286	28	 	 	SPACE
bracis-28426	286	29	gladston	gladston	PROPN
bracis-28426	286	30	j.	j.	PROPN
bracis-28426	286	31	p.	p.	PROPN
bracis-28426	286	32	moreira	moreira	PROPN
bracis-28426	286	33	,	,	PUNCT
bracis-28426	286	34	 	 	SPACE
bracis-28426	286	35	eduardo	eduardo	PROPN
bracis-28426	286	36	j.	j.	PROPN
bracis-28426	286	37	s.	s.	PROPN
bracis-28426	286	38	luz	luz	PROPN
bracis-28426	286	39	 	 	SPACE
bracis-28426	286	40	&	&	CCONJ
bracis-28426	286	41	 	 	SPACE
bracis-28426	286	42	vander	vander	PROPN
bracis-28426	286	43	l.	l.	PROPN
bracis-28426	286	44	s.	s.	PROPN
bracis-28426	286	45	freitas	freitas	PROPN
bracis-28426	286	46	centro	centro	PROPN
bracis-28426	286	47	nacional	nacional	PROPN
bracis-28426	286	48	de	de	PROPN
bracis-28426	286	49	monitoramento	monitoramento	PROPN
bracis-28426	286	50	e	e	X
bracis-28426	286	51	alertas	alertas	PROPN
bracis-28426	286	52	de	de	PROPN
bracis-28426	286	53	desastres	desastres	PROPN
bracis-28426	286	54	naturais	naturais	PROPN
bracis-28426	286	55	(	(	PUNCT
bracis-28426	286	56	cemaden	cemaden	PROPN
bracis-28426	286	57	)	)	PUNCT
bracis-28426	286	58	,	,	PUNCT
bracis-28426	286	59	são	são	PROPN
bracis-28426	286	60	josé	josé	PROPN
bracis-28426	286	61	dos	dos	PROPN
bracis-28426	286	62	campos	campos	PROPN
bracis-28426	286	63	,	,	PUNCT
bracis-28426	286	64	sp	sp	NOUN
bracis-28426	286	65	,	,	PUNCT
bracis-28426	286	66	cep	cep	X
bracis-28426	286	67	12247	12247	NUM
bracis-28426	286	68	-	-	SYM
bracis-28426	286	69	016	016	NUM
bracis-28426	286	70	,	,	PUNCT
bracis-28426	286	71	brazil	brazil	PROPN
bracis-28426	286	72	leonardo	leonardo	PROPN
bracis-28426	286	73	b.	b.	PROPN
bracis-28426	286	74	l.	l.	PROPN
bracis-28426	286	75	santos	santos	PROPN
bracis-28426	286	76	authors	author	NOUN
bracis-28426	286	77	fernando	fernando	PROPN
bracis-28426	286	78	henrique	henrique	PROPN
bracis-28426	286	79	oliveira	oliveira	PROPN
bracis-28426	286	80	duarteview	duarteview	VERB
bracis-28426	286	81	author	author	NOUN
bracis-28426	286	82	publications	publication	NOUN
bracis-28426	286	83	search	search	NOUN
bracis-28426	286	84	author	author	NOUN
bracis-28426	286	85	on	on	ADP
bracis-28426	286	86	:	:	PUNCT
bracis-28426	286	87	pubmed	pubmed	PROPN
bracis-28426	286	88	 	 	SPACE
bracis-28426	286	89	google	google	PROPN
bracis-28426	286	90	scholar	scholar	NOUN
bracis-28426	286	91	gladston	gladston	NOUN
bracis-28426	286	92	j.	j.	PROPN
bracis-28426	286	93	p.	p.	PROPN
bracis-28426	286	94	moreiraview	moreiraview	PROPN
bracis-28426	286	95	author	author	NOUN
bracis-28426	286	96	publications	publication	NOUN
bracis-28426	286	97	search	search	NOUN
bracis-28426	286	98	author	author	NOUN
bracis-28426	286	99	on	on	ADP
bracis-28426	286	100	:	:	PUNCT
bracis-28426	286	101	pubmed	pubmed	PROPN
bracis-28426	286	102	 	 	SPACE
bracis-28426	286	103	google	google	PROPN
bracis-28426	286	104	scholar	scholar	PROPN
bracis-28426	286	105	eduardo	eduardo	PROPN
bracis-28426	286	106	j.	j.	PROPN
bracis-28426	286	107	s.	s.	PROPN
bracis-28426	286	108	luzview	luzview	PROPN
bracis-28426	286	109	author	author	NOUN
bracis-28426	286	110	publications	publication	NOUN
bracis-28426	286	111	search	search	NOUN
bracis-28426	286	112	author	author	NOUN
bracis-28426	286	113	on	on	ADP
bracis-28426	286	114	:	:	PUNCT
bracis-28426	286	115	pubmed	pubmed	PROPN
bracis-28426	286	116	 	 	SPACE
bracis-28426	286	117	google	google	PROPN
bracis-28426	286	118	scholar	scholar	PROPN
bracis-28426	286	119	leonardo	leonardo	PROPN
bracis-28426	286	120	b.	b.	PROPN
bracis-28426	286	121	l.	l.	PROPN
bracis-28426	286	122	santosview	santosview	PROPN
bracis-28426	286	123	author	author	NOUN
bracis-28426	286	124	publications	publication	NOUN
bracis-28426	286	125	search	search	NOUN
bracis-28426	286	126	author	author	NOUN
bracis-28426	286	127	on	on	ADP
bracis-28426	286	128	:	:	PUNCT
bracis-28426	286	129	pubmed	pubmed	PROPN
bracis-28426	286	130	 	 	SPACE
bracis-28426	286	131	google	google	PROPN
bracis-28426	286	132	scholar	scholar	NOUN
bracis-28426	286	133	vander	vander	PROPN
bracis-28426	286	134	l.	l.	PROPN
bracis-28426	286	135	s.	s.	PROPN
bracis-28426	286	136	freitasview	freitasview	PROPN
bracis-28426	286	137	author	author	NOUN
bracis-28426	286	138	publications	publication	NOUN
bracis-28426	286	139	search	search	NOUN
bracis-28426	286	140	author	author	NOUN
bracis-28426	286	141	on	on	ADP
bracis-28426	286	142	:	:	PUNCT
bracis-28426	286	143	pubmed	pubmed	PROPN
bracis-28426	286	144	 	 	SPACE
bracis-28426	286	145	google	google	PROPN
bracis-28426	286	146	scholar	scholar	NOUN
bracis-28426	286	147	corresponding	correspond	VERB
bracis-28426	286	148	author	author	NOUN
bracis-28426	286	149	correspondence	correspondence	NOUN
bracis-28426	286	150	to	to	ADP
bracis-28426	286	151	fernando	fernando	PROPN
bracis-28426	286	152	henrique	henrique	PROPN
bracis-28426	286	153	oliveira	oliveira	PROPN
bracis-28426	286	154	duarte	duarte	PROPN
bracis-28426	286	155	.	.	PUNCT
bracis-28426	287	1	editor	editor	NOUN
bracis-28426	287	2	information	information	NOUN
bracis-28426	287	3	editors	editor	NOUN
bracis-28426	287	4	and	and	CCONJ
bracis-28426	287	5	affiliations	affiliation	NOUN
bracis-28426	287	6	federal	federal	PROPN
bracis-28426	287	7	university	university	PROPN
bracis-28426	287	8	of	of	ADP
bracis-28426	287	9	são	são	PROPN
bracis-28426	287	10	carlos	carlos	PROPN
bracis-28426	287	11	,	,	PUNCT
bracis-28426	287	12	são	são	PROPN
bracis-28426	287	13	carlos	carlos	PROPN
bracis-28426	287	14	,	,	PUNCT
bracis-28426	287	15	brazil	brazil	PROPN
bracis-28426	287	16	murilo	murilo	PROPN
bracis-28426	287	17	c.	c.	PROPN
bracis-28426	287	18	naldi	naldi	PROPN
bracis-28426	287	19	centro	centro	PROPN
bracis-28426	287	20	universitario	universitario	PROPN
bracis-28426	287	21	da	da	PROPN
bracis-28426	287	22	fei	fei	PROPN
bracis-28426	287	23	,	,	PUNCT
bracis-28426	287	24	são	são	PROPN
bracis-28426	287	25	bernardo	bernardo	PROPN
bracis-28426	287	26	do	do	AUX
bracis-28426	287	27	campo	campo	PROPN
bracis-28426	287	28	,	,	PUNCT
bracis-28426	287	29	brazil	brazil	PROPN
bracis-28426	287	30	reinaldo	reinaldo	PROPN
bracis-28426	287	31	a.	a.	PROPN
bracis-28426	287	32	c.	c.	PROPN
bracis-28426	287	33	bianchi	bianchi	PROPN
bracis-28426	287	34	rights	right	NOUN
bracis-28426	287	35	and	and	CCONJ
bracis-28426	287	36	permissions	permission	NOUN
bracis-28426	287	37	reprints	reprint	NOUN
bracis-28426	287	38	and	and	CCONJ
bracis-28426	287	39	permissions	permission	VERB
bracis-28426	287	40	copyright	copyright	NOUN
bracis-28426	287	41	information	information	NOUN
bracis-28426	287	42	©	©	ADP
bracis-28426	287	43	2023	2023	NUM
bracis-28426	287	44	the	the	DET
bracis-28426	287	45	author(s	author(s	NOUN
bracis-28426	287	46	)	)	PUNCT
bracis-28426	287	47	,	,	PUNCT
bracis-28426	287	48	under	under	ADP
bracis-28426	287	49	exclusive	exclusive	ADJ
bracis-28426	287	50	license	license	NOUN
bracis-28426	287	51	to	to	ADP
bracis-28426	287	52	springer	springer	NOUN
bracis-28426	287	53	nature	nature	PROPN
bracis-28426	287	54	switzerland	switzerland	PROPN
bracis-28426	287	55	ag	ag	PROPN
bracis-28426	287	56	about	about	ADP
bracis-28426	287	57	this	this	DET
bracis-28426	287	58	paper	paper	NOUN
bracis-28426	287	59	cite	cite	VERB
bracis-28426	287	60	this	this	DET
bracis-28426	287	61	paper	paper	NOUN
bracis-28426	287	62	duarte	duarte	PROPN
bracis-28426	287	63	,	,	PUNCT
bracis-28426	287	64	f.h.o	f.h.o	PROPN
bracis-28426	287	65	.	.	PROPN
bracis-28426	287	66	,	,	PUNCT
bracis-28426	287	67	moreira	moreira	PROPN
bracis-28426	287	68	,	,	PUNCT
bracis-28426	287	69	g.j.p	g.j.p	PROPN
bracis-28426	287	70	.	.	PROPN
bracis-28426	287	71	,	,	PUNCT
bracis-28426	287	72	luz	luz	PROPN
bracis-28426	287	73	,	,	PUNCT
bracis-28426	287	74	e.j.s	e.j.s	NOUN
bracis-28426	287	75	.	.	PUNCT
bracis-28426	287	76	,	,	PUNCT
bracis-28426	287	77	santos	santos	PROPN
bracis-28426	287	78	,	,	PUNCT
bracis-28426	287	79	l.b.l	l.b.l	NOUN
bracis-28426	287	80	.	.	PROPN
bracis-28426	287	81	,	,	PUNCT
bracis-28426	287	82	freitas	freitas	PROPN
bracis-28426	287	83	,	,	PUNCT
bracis-28426	287	84	v.l.s	v.l.s	NOUN
bracis-28426	287	85	.	.	PUNCT
bracis-28426	288	1	(	(	PUNCT
bracis-28426	288	2	2023	2023	NUM
bracis-28426	288	3	)	)	PUNCT
bracis-28426	288	4	.	.	PUNCT
bracis-28426	289	1	time	time	NOUN
bracis-28426	289	2	series	series	PROPN
bracis-28426	289	3	forecasting	forecasting	NOUN
bracis-28426	289	4	of	of	ADP
bracis-28426	289	5	 	 	SPACE
bracis-28426	289	6	covid-19	covid-19	PROPN
bracis-28426	289	7	cases	case	NOUN
bracis-28426	289	8	in	in	ADP
bracis-28426	289	9	 	 	SPACE
bracis-28426	289	10	brazil	brazil	PROPN
bracis-28426	289	11	with	with	ADP
bracis-28426	289	12	 	 	SPACE
bracis-28426	289	13	gnn	gnn	PROPN
bracis-28426	289	14	and	and	CCONJ
bracis-28426	289	15	 	 	SPACE
bracis-28426	289	16	mobility	mobility	NOUN
bracis-28426	289	17	networks	network	NOUN
bracis-28426	289	18	.	.	PUNCT
bracis-28426	290	1	in	in	ADP
bracis-28426	290	2	:	:	PUNCT
bracis-28426	290	3	naldi	naldi	PROPN
bracis-28426	290	4	,	,	PUNCT
bracis-28426	290	5	m.c	m.c	PROPN
bracis-28426	290	6	.	.	PROPN
bracis-28426	290	7	,	,	PUNCT
bracis-28426	290	8	bianchi	bianchi	PROPN
bracis-28426	290	9	,	,	PUNCT
bracis-28426	290	10	r.a.c	r.a.c	ADP
bracis-28426	290	11	.	.	PUNCT
bracis-28426	290	12	(	(	PUNCT
bracis-28426	290	13	eds	ed	NOUN
bracis-28426	290	14	)	)	PUNCT
bracis-28426	290	15	intelligent	intelligent	ADJ
bracis-28426	290	16	systems	system	NOUN
bracis-28426	290	17	.	.	PUNCT
bracis-28426	291	1	bracis	bracis	PROPN
bracis-28426	291	2	2023	2023	NUM
bracis-28426	291	3	.	.	PUNCT
bracis-28426	292	1	lecture	lecture	NOUN
bracis-28426	292	2	notes	note	NOUN
bracis-28426	292	3	in	in	ADP
bracis-28426	292	4	computer	computer	NOUN
bracis-28426	292	5	science	science	NOUN
bracis-28426	292	6	(	(	PUNCT
bracis-28426	292	7	)	)	PUNCT
bracis-28426	292	8	,	,	PUNCT
bracis-28426	292	9	vol	vol	NOUN
bracis-28426	292	10	14197	14197	NUM
bracis-28426	292	11	.	.	PUNCT
bracis-28426	293	1	springer	springer	NOUN
bracis-28426	293	2	,	,	PUNCT
bracis-28426	293	3	cham	cham	PROPN
bracis-28426	293	4	.	.	PUNCT
bracis-28426	294	1	https://doi.org/10.1007/978-3-031-45392-2_24	https://doi.org/10.1007/978-3-031-45392-2_24	PROPN
bracis-28426	294	2	download	download	NOUN
bracis-28426	294	3	citation	citation	NOUN
bracis-28426	294	4	.ris	.ris	PUNCT
bracis-28426	294	5	.enw	.enw	PROPN
bracis-28426	294	6	.bib	.bib	PUNCT
bracis-28426	295	1	doi	doi	PROPN
bracis-28426	295	2	:	:	PUNCT
bracis-28426	295	3	https://doi.org/10.1007/978-3-031-45392-2_24	https://doi.org/10.1007/978-3-031-45392-2_24	PROPN
bracis-28426	295	4	published	publish	VERB
bracis-28426	295	5	:	:	PUNCT
bracis-28426	295	6	12	12	NUM
bracis-28426	295	7	october	october	PROPN
bracis-28426	295	8	2023	2023	NUM
bracis-28426	295	9	publisher	publisher	NOUN
bracis-28426	295	10	name	name	NOUN
bracis-28426	295	11	:	:	PUNCT
bracis-28426	295	12	springer	springer	NOUN
bracis-28426	295	13	,	,	PUNCT
bracis-28426	295	14	cham	cham	PROPN
bracis-28426	295	15	print	print	PROPN
bracis-28426	295	16	isbn	isbn	PROPN
bracis-28426	295	17	:	:	PUNCT
bracis-28426	295	18	978	978	NUM
bracis-28426	295	19	-	-	SYM
bracis-28426	295	20	3	3	NUM
bracis-28426	295	21	-	-	PUNCT
bracis-28426	295	22	031	031	NUM
bracis-28426	295	23	-	-	PUNCT
bracis-28426	295	24	45391	45391	NUM
bracis-28426	295	25	-	-	SYM
bracis-28426	295	26	5	5	NUM
bracis-28426	295	27	online	online	ADJ
bracis-28426	295	28	isbn	isbn	NOUN
bracis-28426	295	29	:	:	PUNCT
bracis-28426	295	30	978	978	NUM
bracis-28426	295	31	-	-	SYM
bracis-28426	295	32	3	3	NUM
bracis-28426	295	33	-	-	PUNCT
bracis-28426	295	34	031	031	NUM
bracis-28426	295	35	-	-	PUNCT
bracis-28426	295	36	45392	45392	NUM
bracis-28426	295	37	-	-	SYM
bracis-28426	295	38	2	2	NUM
bracis-28426	295	39	ebook	ebook	NOUN
bracis-28426	295	40	packages	package	NOUN
bracis-28426	295	41	:	:	PUNCT
bracis-28426	295	42	computer	computer	NOUN
bracis-28426	295	43	sciencecomputer	sciencecomputer	NOUN
bracis-28426	295	44	science	science	NOUN
bracis-28426	295	45	(	(	PUNCT
bracis-28426	295	46	r0	r0	NOUN
bracis-28426	295	47	)	)	PUNCT
bracis-28426	295	48	share	share	VERB
bracis-28426	295	49	this	this	DET
bracis-28426	295	50	paper	paper	NOUN
bracis-28426	295	51	anyone	anyone	PRON
bracis-28426	295	52	you	you	PRON
bracis-28426	295	53	share	share	VERB
bracis-28426	295	54	the	the	DET
bracis-28426	295	55	following	follow	VERB
bracis-28426	295	56	link	link	NOUN
bracis-28426	295	57	with	with	ADP
bracis-28426	295	58	will	will	AUX
bracis-28426	295	59	be	be	AUX
bracis-28426	295	60	able	able	ADJ
bracis-28426	295	61	to	to	PART
bracis-28426	295	62	read	read	VERB
bracis-28426	295	63	this	this	DET
bracis-28426	295	64	content	content	NOUN
bracis-28426	295	65	:	:	PUNCT
bracis-28426	295	66	get	get	VERB
bracis-28426	295	67	shareable	shareable	ADJ
bracis-28426	295	68	linksorry	linksorry	NOUN
bracis-28426	295	69	,	,	PUNCT
bracis-28426	295	70	a	a	DET
bracis-28426	295	71	shareable	shareable	ADJ
bracis-28426	295	72	link	link	NOUN
bracis-28426	295	73	is	be	AUX
bracis-28426	295	74	not	not	PART
bracis-28426	295	75	currently	currently	ADV
bracis-28426	295	76	available	available	ADJ
bracis-28426	295	77	for	for	ADP
bracis-28426	295	78	this	this	DET
bracis-28426	295	79	article	article	NOUN
bracis-28426	295	80	.	.	PUNCT
bracis-28426	296	1	copy	copy	VERB
bracis-28426	296	2	shareable	shareable	ADJ
bracis-28426	296	3	link	link	NOUN
bracis-28426	296	4	to	to	PART
bracis-28426	296	5	clipboard	clipboard	NOUN
bracis-28426	296	6	provided	provide	VERB
bracis-28426	296	7	by	by	ADP
bracis-28426	296	8	the	the	DET
bracis-28426	296	9	springer	springer	NOUN
bracis-28426	296	10	nature	nature	PROPN
bracis-28426	296	11	sharedit	sharedit	PROPN
bracis-28426	296	12	content	content	NOUN
bracis-28426	296	13	-	-	PUNCT
bracis-28426	296	14	sharing	share	VERB
bracis-28426	296	15	initiative	initiative	NOUN
bracis-28426	296	16	keywords	keyword	NOUN
bracis-28426	296	17	time	time	NOUN
bracis-28426	296	18	series	series	PROPN
bracis-28426	296	19	forecasting	forecasting	NOUN
bracis-28426	296	20	graph	graph	NOUN
bracis-28426	296	21	neural	neural	ADJ
bracis-28426	296	22	networks	network	NOUN
bracis-28426	296	23	mobility	mobility	NOUN
bracis-28426	296	24	networks	network	NOUN
bracis-28426	296	25	covid-19	covid-19	PROPN
bracis-28426	296	26	publish	publish	VERB
bracis-28426	296	27	with	with	ADP
bracis-28426	296	28	us	us	PROPN
bracis-28426	296	29	policies	policy	NOUN
bracis-28426	296	30	and	and	CCONJ
bracis-28426	296	31	ethics	ethic	NOUN
bracis-28426	296	32	profiles	profile	NOUN
bracis-28426	297	1	gladston	gladston	VERB
bracis-28426	297	2	j.	j.	PROPN
bracis-28426	297	3	p.	p.	PROPN
bracis-28426	297	4	moreira	moreira	PROPN
bracis-28426	297	5	view	view	PROPN
bracis-28426	297	6	author	author	NOUN
bracis-28426	297	7	profile	profile	PROPN
bracis-28426	297	8	eduardo	eduardo	PROPN
bracis-28426	297	9	j.	j.	PROPN
bracis-28426	297	10	s.	s.	PROPN
bracis-28426	297	11	luz	luz	PROPN
bracis-28426	297	12	view	view	PROPN
bracis-28426	297	13	author	author	NOUN
bracis-28426	297	14	profile	profile	PROPN
bracis-28426	297	15	vander	vander	PROPN
bracis-28426	297	16	l.	l.	PROPN
bracis-28426	297	17	s.	s.	PROPN
bracis-28426	297	18	freitas	freitas	PROPN
bracis-28426	297	19	view	view	PROPN
bracis-28426	297	20	author	author	NOUN
bracis-28426	297	21	profile	profile	NOUN
bracis-28426	297	22	search	search	NOUN
bracis-28426	297	23	search	search	NOUN
bracis-28426	297	24	by	by	ADP
bracis-28426	297	25	keyword	keyword	NOUN
bracis-28426	297	26	or	or	CCONJ
bracis-28426	297	27	author	author	NOUN
bracis-28426	297	28	search	search	NOUN
bracis-28426	297	29	navigation	navigation	NOUN
bracis-28426	297	30	find	find	VERB
bracis-28426	297	31	a	a	DET
bracis-28426	297	32	journal	journal	NOUN
bracis-28426	297	33	publish	publish	VERB
bracis-28426	297	34	with	with	ADP
bracis-28426	297	35	us	we	PRON
bracis-28426	297	36	track	track	VERB
bracis-28426	297	37	your	your	PRON
bracis-28426	297	38	research	research	NOUN
bracis-28426	297	39	discover	discover	VERB
bracis-28426	297	40	content	content	NOUN
bracis-28426	297	41	journals	journal	NOUN
bracis-28426	297	42	a	a	DET
bracis-28426	297	43	-	-	PUNCT
bracis-28426	297	44	z	z	NOUN
bracis-28426	297	45	books	book	NOUN
bracis-28426	297	46	a	a	DET
bracis-28426	297	47	-	-	PUNCT
bracis-28426	297	48	z	z	NOUN
bracis-28426	297	49	publish	publish	NOUN
bracis-28426	297	50	with	with	ADP
bracis-28426	297	51	us	us	PROPN
bracis-28426	297	52	journal	journal	PROPN
bracis-28426	297	53	finder	finder	PROPN
bracis-28426	297	54	publish	publish	VERB
bracis-28426	297	55	your	your	PRON
bracis-28426	297	56	research	research	NOUN
bracis-28426	297	57	language	language	NOUN
bracis-28426	297	58	editing	edit	VERB
bracis-28426	297	59	open	open	ADJ
bracis-28426	297	60	access	access	NOUN
bracis-28426	297	61	publishing	publishing	NOUN
bracis-28426	297	62	products	product	NOUN
bracis-28426	297	63	and	and	CCONJ
bracis-28426	297	64	services	service	NOUN
bracis-28426	297	65	our	our	PRON
bracis-28426	297	66	products	product	NOUN
bracis-28426	297	67	librarians	librarian	VERB
bracis-28426	297	68	societies	society	NOUN
bracis-28426	297	69	partners	partner	NOUN
bracis-28426	297	70	and	and	CCONJ
bracis-28426	297	71	advertisers	advertiser	NOUN
bracis-28426	297	72	our	our	PRON
bracis-28426	297	73	brands	brand	NOUN
bracis-28426	297	74	springer	springer	NOUN
bracis-28426	297	75	nature	nature	PROPN
bracis-28426	297	76	portfolio	portfolio	PROPN
bracis-28426	297	77	bmc	bmc	PROPN
bracis-28426	297	78	palgrave	palgrave	PROPN
bracis-28426	297	79	macmillan	macmillan	PROPN
bracis-28426	297	80	apress	apress	PROPN
bracis-28426	297	81	discover	discover	VERB
bracis-28426	297	82	your	your	PRON
bracis-28426	297	83	privacy	privacy	NOUN
bracis-28426	297	84	choices	choice	NOUN
bracis-28426	297	85	/	/	SYM
bracis-28426	297	86	manage	manage	NOUN
bracis-28426	297	87	cookies	cookie	NOUN
bracis-28426	297	88	your	your	PRON
bracis-28426	297	89	us	us	PROPN
bracis-28426	298	1	state	state	NOUN
bracis-28426	298	2	privacy	privacy	NOUN
bracis-28426	298	3	rights	right	NOUN
bracis-28426	298	4	accessibility	accessibility	NOUN
bracis-28426	298	5	statement	statement	NOUN
bracis-28426	298	6	terms	term	NOUN
bracis-28426	298	7	and	and	CCONJ
bracis-28426	298	8	conditions	condition	NOUN
bracis-28426	298	9	privacy	privacy	NOUN
bracis-28426	298	10	policy	policy	NOUN
bracis-28426	298	11	help	help	NOUN
bracis-28426	298	12	and	and	CCONJ
bracis-28426	298	13	support	support	VERB
bracis-28426	298	14	legal	legal	ADJ
bracis-28426	298	15	notice	notice	NOUN
bracis-28426	298	16	cancel	cancel	VERB
bracis-28426	298	17	contracts	contract	NOUN
bracis-28426	298	18	here	here	ADV
bracis-28426	298	19	129.74.145.123	129.74.145.123	NUM
bracis-28426	298	20	hesburgh	hesburgh	PROPN
bracis-28426	298	21	library	library	PROPN
bracis-28426	298	22	er	er	INTJ
bracis-28426	298	23	unit	unit	NOUN
bracis-28426	298	24	(	(	PUNCT
bracis-28426	298	25	3005732405	3005732405	NUM
bracis-28426	298	26	)	)	PUNCT
bracis-28426	298	27	northeast	northeast	ADJ
bracis-28426	298	28	research	research	NOUN
bracis-28426	298	29	libraries	library	NOUN
bracis-28426	298	30	(	(	PUNCT
bracis-28426	298	31	nerl	nerl	PROPN
bracis-28426	298	32	)	)	PUNCT
bracis-28426	298	33	(	(	PUNCT
bracis-28426	298	34	8200828607	8200828607	NUM
bracis-28426	298	35	)	)	PUNCT
bracis-28426	298	36	nerl	nerl	VERB
bracis-28426	298	37	ta	ta	X
bracis-28426	298	38	account	account	NOUN
bracis-28426	298	39	(	(	PUNCT
bracis-28426	298	40	3006206169	3006206169	NUM
bracis-28426	298	41	)	)	PUNCT
bracis-28426	298	42	university	university	NOUN
bracis-28426	298	43	of	of	ADP
bracis-28426	298	44	notre	notre	PROPN
bracis-28426	298	45	dame	dame	PROPN
bracis-28426	298	46	hesburgh	hesburgh	PROPN
bracis-28426	298	47	library	library	NOUN
bracis-28426	298	48	(	(	PUNCT
bracis-28426	298	49	3000184373	3000184373	NUM
bracis-28426	298	50	)	)	PUNCT
bracis-28426	299	1	©	©	ADP
bracis-28426	299	2	2025	2025	NUM
bracis-28426	299	3	springer	springer	NOUN
bracis-28426	299	4	nature	nature	NOUN