id	sid	tid	token	lemma	pos
bracis-33640	1	1	predicting	predict	VERB
bracis-33640	1	2	engagement	engagement	NOUN
bracis-33640	1	3	of	of	ADP
bracis-33640	1	4	brazilian	brazilian	ADJ
bracis-33640	1	5	politicians	politician	NOUN
bracis-33640	1	6	on	on	ADP
bracis-33640	1	7	tiktok	tiktok	NOUN
bracis-33640	1	8	:	:	PUNCT
bracis-33640	1	9	a	a	DET
bracis-33640	1	10	machine	machine	NOUN
bracis-33640	1	11	learning	learn	VERB
bracis-33640	1	12	approach	approach	NOUN
bracis-33640	1	13	|	|	ADV
bracis-33640	1	14	springer	springer	NOUN
bracis-33640	1	15	nature	nature	PROPN
bracis-33640	1	16	link	link	PROPN
bracis-33640	1	17	(	(	PUNCT
bracis-33640	1	18	formerly	formerly	ADV
bracis-33640	1	19	springerlink	springerlink	NOUN
bracis-33640	1	20	)	)	PUNCT
bracis-33640	1	21	skip	skip	VERB
bracis-33640	1	22	to	to	ADP
bracis-33640	1	23	main	main	ADJ
bracis-33640	1	24	content	content	NOUN
bracis-33640	1	25	advertisement	advertisement	NOUN
bracis-33640	1	26	log	log	NOUN
bracis-33640	1	27	in	in	ADP
bracis-33640	1	28	menu	menu	NOUN
bracis-33640	1	29	find	find	VERB
bracis-33640	1	30	a	a	DET
bracis-33640	1	31	journal	journal	NOUN
bracis-33640	1	32	publish	publish	VERB
bracis-33640	1	33	with	with	ADP
bracis-33640	1	34	us	we	PRON
bracis-33640	1	35	track	track	VERB
bracis-33640	1	36	your	your	PRON
bracis-33640	1	37	research	research	NOUN
bracis-33640	1	38	search	search	NOUN
bracis-33640	1	39	cart	cart	NOUN
bracis-33640	1	40	home	home	NOUN
bracis-33640	1	41	intelligent	intelligent	ADJ
bracis-33640	1	42	systems	system	NOUN
bracis-33640	1	43	conference	conference	NOUN
bracis-33640	1	44	paper	paper	NOUN
bracis-33640	1	45	predicting	predict	VERB
bracis-33640	1	46	engagement	engagement	NOUN
bracis-33640	1	47	of	of	ADP
bracis-33640	1	48	brazilian	brazilian	ADJ
bracis-33640	1	49	politicians	politician	NOUN
bracis-33640	1	50	on	on	ADP
bracis-33640	1	51	tiktok	tiktok	NOUN
bracis-33640	1	52	:	:	PUNCT
bracis-33640	1	53	a	a	DET
bracis-33640	1	54	machine	machine	NOUN
bracis-33640	1	55	learning	learn	VERB
bracis-33640	1	56	approach	approach	NOUN
bracis-33640	1	57	conference	conference	NOUN
bracis-33640	1	58	paper	paper	NOUN
bracis-33640	1	59	first	first	ADV
bracis-33640	1	60	online	online	ADV
bracis-33640	1	61	:	:	PUNCT
bracis-33640	1	62	30	30	NUM
bracis-33640	1	63	january	january	NOUN
bracis-33640	1	64	2025	2025	NUM
bracis-33640	1	65	pp	pp	PROPN
bracis-33640	1	66	387–401	387–401	NUM
bracis-33640	1	67	cite	cite	VERB
bracis-33640	1	68	this	this	DET
bracis-33640	1	69	conference	conference	NOUN
bracis-33640	1	70	paper	paper	NOUN
bracis-33640	1	71	access	access	NOUN
bracis-33640	1	72	provided	provide	VERB
bracis-33640	1	73	by	by	ADP
bracis-33640	1	74	university	university	PROPN
bracis-33640	1	75	of	of	ADP
bracis-33640	1	76	notre	notre	PROPN
bracis-33640	1	77	dame	dame	PROPN
bracis-33640	1	78	hesburgh	hesburgh	PROPN
bracis-33640	1	79	library	library	PROPN
bracis-33640	1	80	download	download	PROPN
bracis-33640	1	81	book	book	NOUN
bracis-33640	1	82	pdf	pdf	PROPN
bracis-33640	1	83	download	download	NOUN
bracis-33640	1	84	book	book	NOUN
bracis-33640	1	85	epub	epub	PROPN
bracis-33640	1	86	intelligent	intelligent	ADJ
bracis-33640	1	87	systems	system	NOUN
bracis-33640	1	88	(	(	PUNCT
bracis-33640	1	89	bracis	bracis	NOUN
bracis-33640	1	90	2024	2024	NUM
bracis-33640	1	91	)	)	PUNCT
bracis-33640	1	92	predicting	predict	VERB
bracis-33640	1	93	engagement	engagement	NOUN
bracis-33640	1	94	of	of	ADP
bracis-33640	1	95	brazilian	brazilian	ADJ
bracis-33640	1	96	politicians	politician	NOUN
bracis-33640	1	97	on	on	ADP
bracis-33640	1	98	tiktok	tiktok	NOUN
bracis-33640	1	99	:	:	PUNCT
bracis-33640	1	100	a	a	DET
bracis-33640	1	101	machine	machine	NOUN
bracis-33640	1	102	learning	learn	VERB
bracis-33640	1	103	approach	approach	NOUN
bracis-33640	1	104	download	download	NOUN
bracis-33640	1	105	book	book	NOUN
bracis-33640	1	106	pdf	pdf	PROPN
bracis-33640	1	107	download	download	NOUN
bracis-33640	1	108	book	book	PROPN
bracis-33640	1	109	epub	epub	PROPN
bracis-33640	1	110	maria	maria	PROPN
bracis-33640	1	111	santana	santana	PROPN
bracis-33640	1	112	  	  	SPACE
bracis-33640	1	113	orcid	orcid	PROPN
bracis-33640	1	114	:	:	PUNCT
bracis-33640	1	115	orcid.org/0009-0001-0797-28289	orcid.org/0009-0001-0797-28289	PROPN
bracis-33640	1	116	,	,	PUNCT
bracis-33640	1	117	josé	josé	PROPN
bracis-33640	1	118	santana	santana	PROPN
bracis-33640	1	119	  	  	SPACE
bracis-33640	1	120	orcid	orcid	PROPN
bracis-33640	1	121	:	:	PUNCT
bracis-33640	1	122	orcid.org/0009-0005-5289-368510	orcid.org/0009-0005-5289-368510	NOUN
bracis-33640	1	123	,	,	PUNCT
bracis-33640	1	124	pablo	pablo	PROPN
bracis-33640	1	125	sampaio	sampaio	PROPN
bracis-33640	1	126	  	  	SPACE
bracis-33640	1	127	orcid	orcid	PROPN
bracis-33640	1	128	:	:	PUNCT
bracis-33640	1	129	orcid.org/0000-0001-8254-560x9	orcid.org/0000-0001-8254-560x9	NUM
bracis-33640	1	130	&	&	CCONJ
bracis-33640	1	131	…	…	PUNCT
bracis-33640	1	132	kellyton	kellyton	PROPN
bracis-33640	1	133	brito	brito	PROPN
bracis-33640	1	134	  	  	SPACE
bracis-33640	1	135	orcid	orcid	NOUN
bracis-33640	1	136	:	:	PUNCT
bracis-33640	1	137	orcid.org/0000-0002-6883-86579	orcid.org/0000-0002-6883-86579	ADJ
bracis-33640	1	138	  	  	SPACE
bracis-33640	1	139	show	show	VERB
bracis-33640	1	140	authors	author	NOUN
bracis-33640	1	141	part	part	NOUN
bracis-33640	1	142	of	of	ADP
bracis-33640	1	143	the	the	DET
bracis-33640	1	144	book	book	NOUN
bracis-33640	1	145	series	series	NOUN
bracis-33640	1	146	:	:	PUNCT
bracis-33640	1	147	lecture	lecture	NOUN
bracis-33640	1	148	notes	note	NOUN
bracis-33640	1	149	in	in	ADP
bracis-33640	1	150	computer	computer	NOUN
bracis-33640	1	151	science	science	NOUN
bracis-33640	1	152	(	(	PUNCT
bracis-33640	1	153	(	(	PUNCT
bracis-33640	1	154	lnai	lnai	ADJ
bracis-33640	1	155	,	,	PUNCT
bracis-33640	1	156	volume	volume	NOUN
bracis-33640	1	157	15414	15414	NUM
bracis-33640	1	158	)	)	PUNCT
bracis-33640	1	159	)	)	PUNCT
bracis-33640	1	160	included	include	VERB
bracis-33640	1	161	in	in	ADP
bracis-33640	1	162	the	the	DET
bracis-33640	1	163	following	follow	VERB
bracis-33640	1	164	conference	conference	NOUN
bracis-33640	1	165	series	series	NOUN
bracis-33640	1	166	:	:	PUNCT
bracis-33640	1	167	brazilian	brazilian	ADJ
bracis-33640	1	168	conference	conference	NOUN
bracis-33640	1	169	on	on	ADP
bracis-33640	1	170	intelligent	intelligent	ADJ
bracis-33640	1	171	systems	system	NOUN
bracis-33640	1	172	394	394	NUM
bracis-33640	1	173	accesses	access	NOUN
bracis-33640	1	174	abstract	abstract	ADJ
bracis-33640	1	175	while	while	SCONJ
bracis-33640	1	176	established	establish	VERB
bracis-33640	1	177	social	social	ADJ
bracis-33640	1	178	media	medium	NOUN
bracis-33640	1	179	platforms	platform	NOUN
bracis-33640	1	180	like	like	ADP
bracis-33640	1	181	facebook	facebook	NOUN
bracis-33640	1	182	,	,	PUNCT
bracis-33640	1	183	twitter	twitter	NOUN
bracis-33640	1	184	,	,	PUNCT
bracis-33640	1	185	and	and	CCONJ
bracis-33640	1	186	instagram	instagram	PROPN
bracis-33640	1	187	have	have	AUX
bracis-33640	1	188	become	become	VERB
bracis-33640	1	189	staples	staple	NOUN
bracis-33640	1	190	in	in	ADP
bracis-33640	1	191	political	political	ADJ
bracis-33640	1	192	campaigns	campaign	NOUN
bracis-33640	1	193	,	,	PUNCT
bracis-33640	1	194	the	the	DET
bracis-33640	1	195	2022	2022	NUM
bracis-33640	1	196	brazilian	brazilian	ADJ
bracis-33640	1	197	elections	election	NOUN
bracis-33640	1	198	witnessed	witness	VERB
bracis-33640	1	199	the	the	DET
bracis-33640	1	200	rise	rise	NOUN
bracis-33640	1	201	of	of	ADP
bracis-33640	1	202	a	a	DET
bracis-33640	1	203	new	new	ADJ
bracis-33640	1	204	contender	contender	NOUN
bracis-33640	1	205	:	:	PUNCT
bracis-33640	1	206	tiktok	tiktok	ADJ
bracis-33640	1	207	.	.	PUNCT
bracis-33640	2	1	despite	despite	SCONJ
bracis-33640	2	2	its	its	PRON
bracis-33640	2	3	recent	recent	ADJ
bracis-33640	2	4	emergence	emergence	NOUN
bracis-33640	2	5	in	in	ADP
bracis-33640	2	6	2016	2016	NUM
bracis-33640	2	7	,	,	PUNCT
bracis-33640	2	8	tiktok	tiktok	NOUN
bracis-33640	2	9	has	have	AUX
bracis-33640	2	10	already	already	ADV
bracis-33640	2	11	become	become	VERB
bracis-33640	2	12	the	the	DET
bracis-33640	2	13	fourth	fourth	ADJ
bracis-33640	2	14	most	most	ADV
bracis-33640	2	15	used	used	ADJ
bracis-33640	2	16	social	social	ADJ
bracis-33640	2	17	network	network	NOUN
bracis-33640	2	18	in	in	ADP
bracis-33640	2	19	brazil	brazil	PROPN
bracis-33640	2	20	.	.	PUNCT
bracis-33640	3	1	this	this	DET
bracis-33640	3	2	study	study	NOUN
bracis-33640	3	3	investigates	investigate	VERB
bracis-33640	3	4	the	the	DET
bracis-33640	3	5	potential	potential	NOUN
bracis-33640	3	6	of	of	ADP
bracis-33640	3	7	machine	machine	NOUN
bracis-33640	3	8	learning	learn	VERB
bracis-33640	3	9	to	to	PART
bracis-33640	3	10	predict	predict	VERB
bracis-33640	3	11	engagement	engagement	NOUN
bracis-33640	3	12	on	on	ADP
bracis-33640	3	13	the	the	DET
bracis-33640	3	14	tiktok	tiktok	ADJ
bracis-33640	3	15	profiles	profile	NOUN
bracis-33640	3	16	of	of	ADP
bracis-33640	3	17	the	the	DET
bracis-33640	3	18	two	two	NUM
bracis-33640	3	19	leading	lead	VERB
bracis-33640	3	20	presidential	presidential	ADJ
bracis-33640	3	21	candidates	candidate	NOUN
bracis-33640	3	22	:	:	PUNCT
bracis-33640	3	23	lula	lula	NOUN
bracis-33640	3	24	and	and	CCONJ
bracis-33640	3	25	bolsonaro	bolsonaro	NOUN
bracis-33640	3	26	.	.	PUNCT
bracis-33640	4	1	utilizing	utilize	VERB
bracis-33640	4	2	a	a	DET
bracis-33640	4	3	dataset	dataset	NOUN
bracis-33640	4	4	from	from	ADP
bracis-33640	4	5	previous	previous	ADJ
bracis-33640	4	6	studies	study	NOUN
bracis-33640	4	7	,	,	PUNCT
bracis-33640	4	8	we	we	PRON
bracis-33640	4	9	implemented	implement	VERB
bracis-33640	4	10	various	various	ADJ
bracis-33640	4	11	machine	machine	NOUN
bracis-33640	4	12	learning	learning	NOUN
bracis-33640	4	13	models	model	NOUN
bracis-33640	4	14	and	and	CCONJ
bracis-33640	4	15	found	find	VERB
bracis-33640	4	16	that	that	SCONJ
bracis-33640	4	17	the	the	DET
bracis-33640	4	18	support	support	NOUN
bracis-33640	4	19	vector	vector	NOUN
bracis-33640	4	20	machine	machine	NOUN
bracis-33640	4	21	achieved	achieve	VERB
bracis-33640	4	22	the	the	DET
bracis-33640	4	23	highest	high	ADJ
bracis-33640	4	24	performance	performance	NOUN
bracis-33640	4	25	based	base	VERB
bracis-33640	4	26	on	on	ADP
bracis-33640	4	27	the	the	DET
bracis-33640	4	28	f1	f1	NOUN
bracis-33640	4	29	-	-	PUNCT
bracis-33640	4	30	score	score	NOUN
bracis-33640	4	31	metric	metric	NOUN
bracis-33640	4	32	for	for	ADP
bracis-33640	4	33	both	both	DET
bracis-33640	4	34	candidates	candidate	NOUN
bracis-33640	4	35	.	.	PUNCT
bracis-33640	5	1	despite	despite	SCONJ
bracis-33640	5	2	the	the	DET
bracis-33640	5	3	results	result	NOUN
bracis-33640	5	4	being	be	AUX
bracis-33640	5	5	better	well	ADJ
bracis-33640	5	6	with	with	ADP
bracis-33640	5	7	bolsonaro	bolsonaro	NOUN
bracis-33640	5	8	than	than	ADP
bracis-33640	5	9	with	with	ADP
bracis-33640	5	10	lula	lula	NOUN
bracis-33640	5	11	,	,	PUNCT
bracis-33640	5	12	further	further	ADJ
bracis-33640	5	13	analysis	analysis	NOUN
bracis-33640	5	14	of	of	ADP
bracis-33640	5	15	metrics	metric	NOUN
bracis-33640	5	16	like	like	ADP
bracis-33640	5	17	recall	recall	NOUN
bracis-33640	5	18	and	and	CCONJ
bracis-33640	5	19	precision	precision	NOUN
bracis-33640	5	20	suggests	suggest	VERB
bracis-33640	5	21	valuable	valuable	ADJ
bracis-33640	5	22	insights	insight	NOUN
bracis-33640	5	23	for	for	ADP
bracis-33640	5	24	social	social	ADJ
bracis-33640	5	25	and	and	CCONJ
bracis-33640	5	26	political	political	ADJ
bracis-33640	5	27	domains	domain	NOUN
bracis-33640	5	28	.	.	PUNCT
bracis-33640	6	1	these	these	DET
bracis-33640	6	2	findings	finding	NOUN
bracis-33640	6	3	can	can	AUX
bracis-33640	6	4	aid	aid	VERB
bracis-33640	6	5	both	both	DET
bracis-33640	6	6	candidates	candidate	NOUN
bracis-33640	6	7	and	and	CCONJ
bracis-33640	6	8	society	society	NOUN
bracis-33640	6	9	in	in	ADP
bracis-33640	6	10	understanding	understand	VERB
bracis-33640	6	11	what	what	DET
bracis-33640	6	12	factors	factor	NOUN
bracis-33640	6	13	are	be	AUX
bracis-33640	6	14	most	most	ADV
bracis-33640	6	15	related	related	ADJ
bracis-33640	6	16	to	to	PART
bracis-33640	6	17	engagement	engagement	VERB
bracis-33640	6	18	on	on	ADP
bracis-33640	6	19	this	this	DET
bracis-33640	6	20	emerging	emerge	VERB
bracis-33640	6	21	social	social	ADJ
bracis-33640	6	22	media	medium	NOUN
bracis-33640	6	23	platform	platform	NOUN
bracis-33640	6	24	.	.	PUNCT
bracis-33640	7	1	additionally	additionally	ADV
bracis-33640	7	2	,	,	PUNCT
bracis-33640	7	3	marketing	marketing	NOUN
bracis-33640	7	4	and	and	CCONJ
bracis-33640	7	5	advertising	advertising	NOUN
bracis-33640	7	6	teams	team	NOUN
bracis-33640	7	7	can	can	AUX
bracis-33640	7	8	use	use	VERB
bracis-33640	7	9	this	this	DET
bracis-33640	7	10	information	information	NOUN
bracis-33640	7	11	to	to	PART
bracis-33640	7	12	create	create	VERB
bracis-33640	7	13	content	content	NOUN
bracis-33640	7	14	tailored	tailor	VERB
bracis-33640	7	15	to	to	PART
bracis-33640	7	16	reach	reach	VERB
bracis-33640	7	17	and	and	CCONJ
bracis-33640	7	18	engage	engage	VERB
bracis-33640	7	19	with	with	ADP
bracis-33640	7	20	a	a	DET
bracis-33640	7	21	politician	politician	NOUN
bracis-33640	7	22	’s	’s	PART
bracis-33640	7	23	target	target	NOUN
bracis-33640	7	24	electorate	electorate	NOUN
bracis-33640	7	25	.	.	PUNCT
bracis-33640	8	1	access	access	NOUN
bracis-33640	8	2	provided	provide	VERB
bracis-33640	8	3	by	by	ADP
bracis-33640	8	4	university	university	PROPN
bracis-33640	8	5	of	of	ADP
bracis-33640	8	6	notre	notre	PROPN
bracis-33640	8	7	dame	dame	PROPN
bracis-33640	8	8	hesburgh	hesburgh	PROPN
bracis-33640	8	9	library	library	PROPN
bracis-33640	8	10	.	.	PUNCT
bracis-33640	9	1	download	download	PROPN
bracis-33640	9	2	conference	conference	NOUN
bracis-33640	9	3	paper	paper	NOUN
bracis-33640	9	4	pdf	pdf	NOUN
bracis-33640	9	5	similar	similar	ADJ
bracis-33640	9	6	content	content	NOUN
bracis-33640	9	7	being	be	AUX
bracis-33640	9	8	viewed	view	VERB
bracis-33640	9	9	by	by	ADP
bracis-33640	9	10	others	other	NOUN
bracis-33640	9	11	predicting	predict	VERB
bracis-33640	9	12	an	an	DET
bracis-33640	9	13	election	election	NOUN
bracis-33640	9	14	’s	’s	PART
bracis-33640	9	15	outcome	outcome	NOUN
bracis-33640	9	16	using	use	VERB
bracis-33640	9	17	sentiment	sentiment	NOUN
bracis-33640	9	18	analysis	analysis	NOUN
bracis-33640	9	19	chapter	chapter	NOUN
bracis-33640	9	20	©	©	NOUN
bracis-33640	9	21	2020	2020	NUM
bracis-33640	9	22	election	election	NOUN
bracis-33640	9	23	tweets	tweet	NOUN
bracis-33640	9	24	prediction	prediction	NOUN
bracis-33640	9	25	using	use	VERB
bracis-33640	9	26	enhanced	enhanced	ADJ
bracis-33640	9	27	cart	cart	NOUN
bracis-33640	9	28	and	and	CCONJ
bracis-33640	9	29	random	random	ADJ
bracis-33640	9	30	forest	forest	NOUN
bracis-33640	9	31	chapter	chapter	NOUN
bracis-33640	9	32	©	©	PROPN
bracis-33640	9	33	2021	2021	NUM
bracis-33640	9	34	elections	election	NOUN
bracis-33640	9	35	without	without	ADP
bracis-33640	9	36	boundaries	boundary	NOUN
bracis-33640	9	37	:	:	PUNCT
bracis-33640	9	38	the	the	DET
bracis-33640	9	39	use	use	NOUN
bracis-33640	9	40	of	of	ADP
bracis-33640	9	41	facebook	facebook	NOUN
bracis-33640	9	42	in	in	ADP
bracis-33640	9	43	the	the	DET
bracis-33640	9	44	2022	2022	NUM
bracis-33640	9	45	brazilian	brazilian	ADJ
bracis-33640	9	46	presidential	presidential	ADJ
bracis-33640	9	47	elections	election	NOUN
bracis-33640	9	48	chapter	chapter	NOUN
bracis-33640	9	49	©	©	ADP
bracis-33640	9	50	2024	2024	NUM
bracis-33640	9	51	1	1	NUM
bracis-33640	9	52	introduction	introduction	NOUN
bracis-33640	9	53	despite	despite	SCONJ
bracis-33640	9	54	being	be	AUX
bracis-33640	9	55	relatively	relatively	ADV
bracis-33640	9	56	new	new	ADJ
bracis-33640	9	57	,	,	PUNCT
bracis-33640	9	58	social	social	ADJ
bracis-33640	9	59	media	medium	NOUN
bracis-33640	9	60	platforms	platform	NOUN
bracis-33640	9	61	are	be	AUX
bracis-33640	9	62	now	now	ADV
bracis-33640	9	63	an	an	DET
bracis-33640	9	64	integral	integral	ADJ
bracis-33640	9	65	part	part	NOUN
bracis-33640	9	66	of	of	ADP
bracis-33640	9	67	daily	daily	ADJ
bracis-33640	9	68	life	life	NOUN
bracis-33640	9	69	for	for	ADP
bracis-33640	9	70	millions	million	NOUN
bracis-33640	9	71	of	of	ADP
bracis-33640	9	72	brazilians	brazilian	NOUN
bracis-33640	9	73	.	.	PUNCT
bracis-33640	10	1	whatsapp	whatsapp	PROPN
bracis-33640	10	2	,	,	PUNCT
bracis-33640	10	3	instagram	instagram	PROPN
bracis-33640	10	4	and	and	CCONJ
bracis-33640	10	5	facebook	facebook	PROPN
bracis-33640	10	6	are	be	AUX
bracis-33640	10	7	the	the	DET
bracis-33640	10	8	three	three	NUM
bracis-33640	10	9	more	more	ADJ
bracis-33640	10	10	accessed	access	VERB
bracis-33640	10	11	platforms	platform	NOUN
bracis-33640	10	12	by	by	ADP
bracis-33640	10	13	brazilian	brazilian	ADJ
bracis-33640	10	14	users	user	NOUN
bracis-33640	10	15	.	.	PUNCT
bracis-33640	11	1	facebook	facebook	PROPN
bracis-33640	11	2	messenger	messenger	NOUN
bracis-33640	11	3	,	,	PUNCT
bracis-33640	11	4	telegram	telegram	NOUN
bracis-33640	11	5	,	,	PUNCT
bracis-33640	11	6	pinterest	pinter	ADJ
bracis-33640	11	7	,	,	PUNCT
bracis-33640	11	8	kuaishou	kuaishou	NOUN
bracis-33640	11	9	(	(	PUNCT
bracis-33640	11	10	kwai	kwai	PROPN
bracis-33640	11	11	)	)	PUNCT
bracis-33640	11	12	,	,	PUNCT
bracis-33640	11	13	twitter	twitter	NOUN
bracis-33640	11	14	and	and	CCONJ
bracis-33640	11	15	linkedin	linkedin	NOUN
bracis-33640	11	16	follow	follow	VERB
bracis-33640	11	17	as	as	ADP
bracis-33640	11	18	the	the	DET
bracis-33640	11	19	next	next	ADJ
bracis-33640	11	20	most	most	ADV
bracis-33640	11	21	popular	popular	ADJ
bracis-33640	11	22	platforms	platform	NOUN
bracis-33640	11	23	[	[	X
bracis-33640	11	24	1	1	NUM
bracis-33640	11	25	]	]	PUNCT
bracis-33640	11	26	.	.	PUNCT
bracis-33640	12	1	within	within	ADP
bracis-33640	12	2	this	this	DET
bracis-33640	12	3	context	context	NOUN
bracis-33640	12	4	,	,	PUNCT
bracis-33640	12	5	brazilian	brazilian	ADJ
bracis-33640	12	6	politicians	politician	NOUN
bracis-33640	12	7	are	be	AUX
bracis-33640	12	8	active	active	ADJ
bracis-33640	12	9	users	user	NOUN
bracis-33640	12	10	of	of	ADP
bracis-33640	12	11	these	these	DET
bracis-33640	12	12	platforms	platform	NOUN
bracis-33640	12	13	,	,	PUNCT
bracis-33640	12	14	employing	employ	VERB
bracis-33640	12	15	them	they	PRON
bracis-33640	12	16	as	as	ADP
bracis-33640	12	17	communication	communication	NOUN
bracis-33640	12	18	tools	tool	NOUN
bracis-33640	12	19	to	to	PART
bracis-33640	12	20	engage	engage	VERB
bracis-33640	12	21	with	with	ADP
bracis-33640	12	22	their	their	PRON
bracis-33640	12	23	constituents	constituent	NOUN
bracis-33640	12	24	and	and	CCONJ
bracis-33640	12	25	conduct	conduct	VERB
bracis-33640	12	26	political	political	ADJ
bracis-33640	12	27	campaigns	campaign	NOUN
bracis-33640	12	28	.	.	PUNCT
bracis-33640	13	1	recent	recent	ADJ
bracis-33640	13	2	brazilian	brazilian	ADJ
bracis-33640	13	3	elections	election	NOUN
bracis-33640	13	4	have	have	AUX
bracis-33640	13	5	demonstrated	demonstrate	VERB
bracis-33640	13	6	this	this	DET
bracis-33640	13	7	trend	trend	NOUN
bracis-33640	13	8	,	,	PUNCT
bracis-33640	13	9	such	such	ADJ
bracis-33640	13	10	as	as	ADP
bracis-33640	13	11	in	in	ADP
bracis-33640	13	12	2018	2018	NUM
bracis-33640	13	13	when	when	SCONJ
bracis-33640	13	14	former	former	ADJ
bracis-33640	13	15	president	president	NOUN
bracis-33640	13	16	bolsonaro	bolsonaro	NOUN
bracis-33640	13	17	was	be	AUX
bracis-33640	13	18	elected	elect	VERB
bracis-33640	13	19	with	with	ADP
bracis-33640	13	20	minimal	minimal	ADJ
bracis-33640	13	21	exposure	exposure	NOUN
bracis-33640	13	22	on	on	ADP
bracis-33640	13	23	broadcast	broadcast	NOUN
bracis-33640	13	24	television	television	NOUN
bracis-33640	13	25	.	.	PUNCT
bracis-33640	14	1	his	his	PRON
bracis-33640	14	2	electoral	electoral	ADJ
bracis-33640	14	3	success	success	NOUN
bracis-33640	14	4	is	be	AUX
bracis-33640	14	5	often	often	ADV
bracis-33640	14	6	attributed	attribute	VERB
bracis-33640	14	7	to	to	ADP
bracis-33640	14	8	his	his	PRON
bracis-33640	14	9	presence	presence	NOUN
bracis-33640	14	10	on	on	ADP
bracis-33640	14	11	social	social	ADJ
bracis-33640	14	12	media	medium	NOUN
bracis-33640	14	13	[	[	X
bracis-33640	14	14	2	2	NUM
bracis-33640	14	15	,	,	PUNCT
bracis-33640	14	16	3	3	NUM
bracis-33640	14	17	]	]	PUNCT
bracis-33640	14	18	.	.	PUNCT
bracis-33640	15	1	previous	previous	ADJ
bracis-33640	15	2	research	research	NOUN
bracis-33640	15	3	has	have	AUX
bracis-33640	15	4	attempted	attempt	VERB
bracis-33640	15	5	to	to	PART
bracis-33640	15	6	identify	identify	VERB
bracis-33640	15	7	correlations	correlation	NOUN
bracis-33640	15	8	between	between	ADP
bracis-33640	15	9	elements	element	NOUN
bracis-33640	15	10	of	of	ADP
bracis-33640	15	11	politicians	politician	NOUN
bracis-33640	15	12	’	’	PART
bracis-33640	15	13	posts	post	NOUN
bracis-33640	15	14	and	and	CCONJ
bracis-33640	15	15	profiles	profile	NOUN
bracis-33640	15	16	and	and	CCONJ
bracis-33640	15	17	electoral	electoral	ADJ
bracis-33640	15	18	outcomes	outcome	NOUN
bracis-33640	15	19	.	.	PUNCT
bracis-33640	16	1	while	while	SCONJ
bracis-33640	16	2	some	some	DET
bracis-33640	16	3	studies	study	NOUN
bracis-33640	16	4	have	have	AUX
bracis-33640	16	5	yielded	yield	VERB
bracis-33640	16	6	results	result	NOUN
bracis-33640	16	7	that	that	PRON
bracis-33640	16	8	support	support	VERB
bracis-33640	16	9	this	this	DET
bracis-33640	16	10	hypothesis	hypothesis	NOUN
bracis-33640	16	11	[	[	X
bracis-33640	16	12	4	4	NUM
bracis-33640	16	13	]	]	PUNCT
bracis-33640	16	14	,	,	PUNCT
bracis-33640	16	15	others	other	NOUN
bracis-33640	16	16	lack	lack	VERB
bracis-33640	16	17	conclusive	conclusive	ADJ
bracis-33640	16	18	findings	finding	NOUN
bracis-33640	16	19	and	and	CCONJ
bracis-33640	16	20	are	be	AUX
bracis-33640	16	21	still	still	ADV
bracis-33640	16	22	undergoing	undergo	VERB
bracis-33640	16	23	testing	testing	NOUN
bracis-33640	16	24	of	of	ADP
bracis-33640	16	25	their	their	PRON
bracis-33640	16	26	approaches	approach	NOUN
bracis-33640	16	27	[	[	X
bracis-33640	16	28	5	5	NUM
bracis-33640	16	29	]	]	PUNCT
bracis-33640	16	30	.	.	PUNCT
bracis-33640	17	1	among	among	ADP
bracis-33640	17	2	the	the	DET
bracis-33640	17	3	most	most	ADV
bracis-33640	17	4	popular	popular	ADJ
bracis-33640	17	5	social	social	ADJ
bracis-33640	17	6	media	medium	NOUN
bracis-33640	17	7	platforms	platform	NOUN
bracis-33640	17	8	in	in	ADP
bracis-33640	17	9	brazil	brazil	PROPN
bracis-33640	17	10	today	today	NOUN
bracis-33640	17	11	,	,	PUNCT
bracis-33640	17	12	a	a	DET
bracis-33640	17	13	new	new	ADJ
bracis-33640	17	14	platform	platform	NOUN
bracis-33640	17	15	aimed	aim	VERB
bracis-33640	17	16	at	at	ADP
bracis-33640	17	17	young	young	ADJ
bracis-33640	17	18	audiences	audience	NOUN
bracis-33640	17	19	[	[	X
bracis-33640	17	20	6	6	NUM
bracis-33640	17	21	]	]	PUNCT
bracis-33640	17	22	stands	stand	VERB
bracis-33640	17	23	out	out	ADP
bracis-33640	17	24	:	:	PUNCT
bracis-33640	17	25	tiktok	tiktok	ADJ
bracis-33640	17	26	.	.	PUNCT
bracis-33640	18	1	this	this	DET
bracis-33640	18	2	platform	platform	NOUN
bracis-33640	18	3	was	be	AUX
bracis-33640	18	4	largely	largely	ADV
bracis-33640	18	5	ignored	ignore	VERB
bracis-33640	18	6	by	by	ADP
bracis-33640	18	7	candidates	candidate	NOUN
bracis-33640	18	8	in	in	ADP
bracis-33640	18	9	the	the	DET
bracis-33640	18	10	2018	2018	NUM
bracis-33640	18	11	brazilian	brazilian	ADJ
bracis-33640	18	12	presidential	presidential	ADJ
bracis-33640	18	13	election	election	NOUN
bracis-33640	18	14	but	but	CCONJ
bracis-33640	18	15	was	be	AUX
bracis-33640	18	16	heavily	heavily	ADV
bracis-33640	18	17	utilized	utilize	VERB
bracis-33640	18	18	in	in	ADP
bracis-33640	18	19	the	the	DET
bracis-33640	18	20	2022	2022	NUM
bracis-33640	18	21	election	election	NOUN
bracis-33640	18	22	.	.	PUNCT
bracis-33640	19	1	however	however	ADV
bracis-33640	19	2	,	,	PUNCT
bracis-33640	19	3	despite	despite	SCONJ
bracis-33640	19	4	being	be	AUX
bracis-33640	19	5	the	the	DET
bracis-33640	19	6	sixth	sixth	ADJ
bracis-33640	19	7	most	most	ADV
bracis-33640	19	8	used	used	ADJ
bracis-33640	19	9	social	social	ADJ
bracis-33640	19	10	network	network	NOUN
bracis-33640	19	11	in	in	ADP
bracis-33640	19	12	the	the	DET
bracis-33640	19	13	world	world	NOUN
bracis-33640	19	14	[	[	X
bracis-33640	19	15	7	7	NUM
bracis-33640	19	16	]	]	PUNCT
bracis-33640	19	17	,	,	PUNCT
bracis-33640	19	18	due	due	ADP
bracis-33640	19	19	to	to	ADP
bracis-33640	19	20	its	its	PRON
bracis-33640	19	21	early	early	ADJ
bracis-33640	19	22	stage	stage	NOUN
bracis-33640	19	23	of	of	ADP
bracis-33640	19	24	usage	usage	NOUN
bracis-33640	19	25	in	in	ADP
bracis-33640	19	26	electoral	electoral	ADJ
bracis-33640	19	27	campaigns	campaign	NOUN
bracis-33640	19	28	,	,	PUNCT
bracis-33640	19	29	it	it	PRON
bracis-33640	19	30	is	be	AUX
bracis-33640	19	31	still	still	ADV
bracis-33640	19	32	challenging	challenge	VERB
bracis-33640	19	33	to	to	PART
bracis-33640	19	34	find	find	VERB
bracis-33640	19	35	studies	study	NOUN
bracis-33640	19	36	that	that	PRON
bracis-33640	19	37	analyze	analyze	VERB
bracis-33640	19	38	and	and	CCONJ
bracis-33640	19	39	predict	predict	VERB
bracis-33640	19	40	outcomes	outcome	NOUN
bracis-33640	19	41	within	within	ADP
bracis-33640	19	42	the	the	DET
bracis-33640	19	43	context	context	NOUN
bracis-33640	19	44	of	of	ADP
bracis-33640	19	45	elections	election	NOUN
bracis-33640	19	46	.	.	PUNCT
bracis-33640	20	1	an	an	DET
bracis-33640	20	2	exception	exception	NOUN
bracis-33640	20	3	presented	present	VERB
bracis-33640	20	4	in	in	ADP
bracis-33640	20	5	[	[	X
bracis-33640	20	6	8	8	NUM
bracis-33640	20	7	]	]	PUNCT
bracis-33640	20	8	is	be	AUX
bracis-33640	20	9	an	an	DET
bracis-33640	20	10	analysis	analysis	NOUN
bracis-33640	20	11	of	of	ADP
bracis-33640	20	12	the	the	DET
bracis-33640	20	13	content	content	NOUN
bracis-33640	20	14	of	of	ADP
bracis-33640	20	15	videos	video	NOUN
bracis-33640	20	16	on	on	ADP
bracis-33640	20	17	this	this	DET
bracis-33640	20	18	platform	platform	NOUN
bracis-33640	20	19	by	by	ADP
bracis-33640	20	20	the	the	DET
bracis-33640	20	21	main	main	ADJ
bracis-33640	20	22	presidential	presidential	ADJ
bracis-33640	20	23	candidates	candidate	NOUN
bracis-33640	20	24	in	in	ADP
bracis-33640	20	25	2022	2022	NUM
bracis-33640	20	26	,	,	PUNCT
bracis-33640	20	27	lula	lula	NOUN
bracis-33640	20	28	and	and	CCONJ
bracis-33640	20	29	bolsonaro	bolsonaro	NOUN
bracis-33640	20	30	,	,	PUNCT
bracis-33640	20	31	based	base	VERB
bracis-33640	20	32	on	on	ADP
bracis-33640	20	33	creating	create	VERB
bracis-33640	20	34	and	and	CCONJ
bracis-33640	20	35	applying	apply	VERB
bracis-33640	20	36	a	a	DET
bracis-33640	20	37	taxonomy	taxonomy	NOUN
bracis-33640	20	38	to	to	PART
bracis-33640	20	39	identify	identify	VERB
bracis-33640	20	40	correlations	correlation	NOUN
bracis-33640	20	41	between	between	ADP
bracis-33640	20	42	the	the	DET
bracis-33640	20	43	type	type	NOUN
bracis-33640	20	44	of	of	ADP
bracis-33640	20	45	content	content	NOUN
bracis-33640	20	46	and	and	CCONJ
bracis-33640	20	47	candidate	candidate	NOUN
bracis-33640	20	48	engagement	engagement	NOUN
bracis-33640	20	49	.	.	PUNCT
bracis-33640	21	1	however	however	ADV
bracis-33640	21	2	,	,	PUNCT
bracis-33640	21	3	the	the	DET
bracis-33640	21	4	dataset	dataset	NOUN
bracis-33640	21	5	was	be	AUX
bracis-33640	21	6	not	not	PART
bracis-33640	21	7	used	use	VERB
bracis-33640	21	8	for	for	ADP
bracis-33640	21	9	predicting	predict	VERB
bracis-33640	21	10	engagement	engagement	NOUN
bracis-33640	21	11	.	.	PUNCT
bracis-33640	22	1	in	in	ADP
bracis-33640	22	2	this	this	DET
bracis-33640	22	3	context	context	NOUN
bracis-33640	22	4	,	,	PUNCT
bracis-33640	22	5	this	this	DET
bracis-33640	22	6	article	article	NOUN
bracis-33640	22	7	presents	present	VERB
bracis-33640	22	8	the	the	DET
bracis-33640	22	9	results	result	NOUN
bracis-33640	22	10	of	of	ADP
bracis-33640	22	11	a	a	DET
bracis-33640	22	12	study	study	NOUN
bracis-33640	22	13	that	that	PRON
bracis-33640	22	14	aims	aim	VERB
bracis-33640	22	15	to	to	PART
bracis-33640	22	16	predict	predict	VERB
bracis-33640	22	17	engagement	engagement	NOUN
bracis-33640	22	18	on	on	ADP
bracis-33640	22	19	tiktok	tiktok	NOUN
bracis-33640	22	20	based	base	VERB
bracis-33640	22	21	on	on	ADP
bracis-33640	22	22	the	the	DET
bracis-33640	22	23	use	use	NOUN
bracis-33640	22	24	of	of	ADP
bracis-33640	22	25	the	the	DET
bracis-33640	22	26	platform	platform	NOUN
bracis-33640	22	27	by	by	ADP
bracis-33640	22	28	the	the	DET
bracis-33640	22	29	two	two	NUM
bracis-33640	22	30	main	main	ADJ
bracis-33640	22	31	candidates	candidate	NOUN
bracis-33640	22	32	in	in	ADP
bracis-33640	22	33	the	the	DET
bracis-33640	22	34	2022	2022	NUM
bracis-33640	22	35	brazilian	brazilian	ADJ
bracis-33640	22	36	presidential	presidential	ADJ
bracis-33640	22	37	election	election	NOUN
bracis-33640	22	38	.	.	PUNCT
bracis-33640	23	1	thus	thus	ADV
bracis-33640	23	2	,	,	PUNCT
bracis-33640	23	3	it	it	PRON
bracis-33640	23	4	aims	aim	VERB
bracis-33640	23	5	to	to	PART
bracis-33640	23	6	answer	answer	VERB
bracis-33640	23	7	two	two	NUM
bracis-33640	23	8	research	research	NOUN
bracis-33640	23	9	questions	question	NOUN
bracis-33640	23	10	:	:	PUNCT
bracis-33640	23	11	rq1	rq1	VERB
bracis-33640	23	12	:	:	PUNCT
bracis-33640	23	13	to	to	ADP
bracis-33640	23	14	what	what	DET
bracis-33640	23	15	extent	extent	NOUN
bracis-33640	23	16	can	can	AUX
bracis-33640	23	17	discourse	discourse	VERB
bracis-33640	23	18	features	feature	NOUN
bracis-33640	23	19	effectively	effectively	ADV
bracis-33640	23	20	predict	predict	VERB
bracis-33640	23	21	engagement	engagement	NOUN
bracis-33640	23	22	levels	level	NOUN
bracis-33640	23	23	in	in	ADP
bracis-33640	23	24	political	political	ADJ
bracis-33640	23	25	posts	post	NOUN
bracis-33640	23	26	using	use	VERB
bracis-33640	23	27	basic	basic	ADJ
bracis-33640	23	28	machine	machine	NOUN
bracis-33640	23	29	learning	learning	NOUN
bracis-33640	23	30	models	model	NOUN
bracis-33640	23	31	?	?	PUNCT
bracis-33640	24	1	and	and	CCONJ
bracis-33640	24	2	rq2	rq2	NOUN
bracis-33640	24	3	:	:	PUNCT
bracis-33640	24	4	which	which	DET
bracis-33640	24	5	discourse	discourse	NOUN
bracis-33640	24	6	features	feature	NOUN
bracis-33640	24	7	are	be	AUX
bracis-33640	24	8	the	the	DET
bracis-33640	24	9	most	most	ADV
bracis-33640	24	10	important	important	ADJ
bracis-33640	24	11	for	for	ADP
bracis-33640	24	12	predicting	predict	VERB
bracis-33640	24	13	the	the	DET
bracis-33640	24	14	number	number	NOUN
bracis-33640	24	15	of	of	ADP
bracis-33640	24	16	likes	like	NOUN
bracis-33640	24	17	(	(	PUNCT
bracis-33640	24	18	engagement	engagement	NOUN
bracis-33640	24	19	)	)	PUNCT
bracis-33640	24	20	based	base	VERB
bracis-33640	24	21	on	on	ADP
bracis-33640	24	22	the	the	DET
bracis-33640	24	23	trained	train	VERB
bracis-33640	24	24	machine	machine	NOUN
bracis-33640	24	25	learning	learning	NOUN
bracis-33640	24	26	models	model	NOUN
bracis-33640	24	27	?	?	PUNCT
bracis-33640	25	1	for	for	ADP
bracis-33640	25	2	this	this	PRON
bracis-33640	25	3	,	,	PUNCT
bracis-33640	25	4	we	we	PRON
bracis-33640	25	5	used	use	VERB
bracis-33640	25	6	the	the	DET
bracis-33640	25	7	classification	classification	NOUN
bracis-33640	25	8	taxonomy	taxonomy	NOUN
bracis-33640	25	9	and	and	CCONJ
bracis-33640	25	10	the	the	DET
bracis-33640	25	11	data	datum	NOUN
bracis-33640	25	12	collected	collect	VERB
bracis-33640	25	13	and	and	CCONJ
bracis-33640	25	14	classified	classify	VERB
bracis-33640	25	15	in	in	ADP
bracis-33640	25	16	[	[	X
bracis-33640	25	17	8	8	NUM
bracis-33640	25	18	]	]	PUNCT
bracis-33640	25	19	to	to	PART
bracis-33640	25	20	train	train	VERB
bracis-33640	25	21	several	several	ADJ
bracis-33640	25	22	models	model	NOUN
bracis-33640	25	23	for	for	ADP
bracis-33640	25	24	the	the	DET
bracis-33640	25	25	first	first	ADJ
bracis-33640	25	26	time	time	NOUN
bracis-33640	25	27	,	,	PUNCT
bracis-33640	25	28	including	include	VERB
bracis-33640	25	29	neural	neural	ADJ
bracis-33640	25	30	networks	network	NOUN
bracis-33640	25	31	,	,	PUNCT
bracis-33640	25	32	support	support	NOUN
bracis-33640	25	33	vector	vector	NOUN
bracis-33640	25	34	machine	machine	NOUN
bracis-33640	25	35	,	,	PUNCT
bracis-33640	25	36	random	random	ADJ
bracis-33640	25	37	forest	forest	NOUN
bracis-33640	25	38	,	,	PUNCT
bracis-33640	25	39	k	k	X
bracis-33640	25	40	-	-	PUNCT
bracis-33640	25	41	nearest	near	ADJ
bracis-33640	25	42	neighbors	neighbor	NOUN
bracis-33640	25	43	,	,	PUNCT
bracis-33640	25	44	and	and	CCONJ
bracis-33640	25	45	logistic	logistic	ADJ
bracis-33640	25	46	regression	regression	NOUN
bracis-33640	25	47	.	.	PUNCT
bracis-33640	26	1	the	the	DET
bracis-33640	26	2	remainder	remainder	NOUN
bracis-33640	26	3	of	of	ADP
bracis-33640	26	4	this	this	DET
bracis-33640	26	5	paper	paper	NOUN
bracis-33640	26	6	is	be	AUX
bracis-33640	26	7	as	as	SCONJ
bracis-33640	26	8	follows	follow	VERB
bracis-33640	26	9	.	.	PUNCT
bracis-33640	27	1	in	in	ADP
bracis-33640	27	2	sect	sect	NOUN
bracis-33640	27	3	.	.	PUNCT
bracis-33640	28	1	2	2	NUM
bracis-33640	28	2	,	,	PUNCT
bracis-33640	28	3	related	related	ADJ
bracis-33640	28	4	works	work	NOUN
bracis-33640	28	5	will	will	AUX
bracis-33640	28	6	be	be	AUX
bracis-33640	28	7	addressed	address	VERB
bracis-33640	28	8	.	.	PUNCT
bracis-33640	29	1	section	section	NOUN
bracis-33640	29	2	3	3	NUM
bracis-33640	29	3	discusses	discuss	VERB
bracis-33640	29	4	the	the	DET
bracis-33640	29	5	methodology	methodology	NOUN
bracis-33640	29	6	used	use	VERB
bracis-33640	29	7	in	in	ADP
bracis-33640	29	8	this	this	DET
bracis-33640	29	9	study	study	NOUN
bracis-33640	29	10	.	.	PUNCT
bracis-33640	30	1	section	section	NOUN
bracis-33640	30	2	4	4	NUM
bracis-33640	30	3	presents	present	VERB
bracis-33640	30	4	the	the	DET
bracis-33640	30	5	results	result	NOUN
bracis-33640	30	6	.	.	PUNCT
bracis-33640	31	1	section	section	NOUN
bracis-33640	31	2	5	5	NUM
bracis-33640	31	3	covers	cover	VERB
bracis-33640	31	4	the	the	DET
bracis-33640	31	5	discussions	discussion	NOUN
bracis-33640	31	6	regarding	regard	VERB
bracis-33640	31	7	the	the	DET
bracis-33640	31	8	results	result	NOUN
bracis-33640	31	9	,	,	PUNCT
bracis-33640	31	10	while	while	SCONJ
bracis-33640	31	11	sect	sect	NOUN
bracis-33640	31	12	.	.	PUNCT
bracis-33640	32	1	6	6	NUM
bracis-33640	32	2	presents	present	VERB
bracis-33640	32	3	conclusions	conclusion	NOUN
bracis-33640	32	4	and	and	CCONJ
bracis-33640	32	5	future	future	ADJ
bracis-33640	32	6	work	work	NOUN
bracis-33640	32	7	.	.	PUNCT
bracis-33640	33	1	2	2	NUM
bracis-33640	33	2	related	relate	VERB
bracis-33640	33	3	works	work	NOUN
bracis-33640	33	4	starting	start	VERB
bracis-33640	33	5	with	with	ADP
bracis-33640	33	6	barack	barack	PROPN
bracis-33640	33	7	obama	obama	PROPN
bracis-33640	33	8	’s	’s	PART
bracis-33640	33	9	2008	2008	NUM
bracis-33640	33	10	campaign	campaign	NOUN
bracis-33640	33	11	[	[	X
bracis-33640	33	12	9	9	NUM
bracis-33640	33	13	]	]	PUNCT
bracis-33640	33	14	,	,	PUNCT
bracis-33640	33	15	political	political	ADJ
bracis-33640	33	16	strategy	strategy	NOUN
bracis-33640	33	17	has	have	AUX
bracis-33640	33	18	been	be	AUX
bracis-33640	33	19	revolutionized	revolutionize	VERB
bracis-33640	33	20	over	over	ADP
bracis-33640	33	21	the	the	DET
bracis-33640	33	22	last	last	ADJ
bracis-33640	33	23	15	15	NUM
bracis-33640	33	24	 	 	SPACE
bracis-33640	33	25	years	year	NOUN
bracis-33640	33	26	through	through	ADP
bracis-33640	33	27	social	social	ADJ
bracis-33640	33	28	media	medium	NOUN
bracis-33640	33	29	,	,	PUNCT
bracis-33640	33	30	sparking	spark	VERB
bracis-33640	33	31	researchers	researcher	NOUN
bracis-33640	33	32	’	’	PART
bracis-33640	33	33	interest	interest	NOUN
bracis-33640	33	34	and	and	CCONJ
bracis-33640	33	35	numerous	numerous	ADJ
bracis-33640	33	36	studies	study	NOUN
bracis-33640	33	37	on	on	ADP
bracis-33640	33	38	social	social	ADJ
bracis-33640	33	39	medias	media	NOUN
bracis-33640	33	40	’	'	PUNCT
bracis-33640	33	41	impact	impact	NOUN
bracis-33640	33	42	on	on	ADP
bracis-33640	33	43	political	political	ADJ
bracis-33640	33	44	campaigns	campaign	NOUN
bracis-33640	33	45	.	.	PUNCT
bracis-33640	34	1	notable	notable	ADJ
bracis-33640	34	2	studies	study	NOUN
bracis-33640	34	3	include	include	VERB
bracis-33640	34	4	[	[	X
bracis-33640	34	5	10	10	NUM
bracis-33640	34	6	]	]	PUNCT
bracis-33640	34	7	investigation	investigation	NOUN
bracis-33640	34	8	of	of	ADP
bracis-33640	34	9	donald	donald	PROPN
bracis-33640	34	10	trump	trump	PROPN
bracis-33640	34	11	’s	’s	PART
bracis-33640	34	12	2016	2016	NUM
bracis-33640	34	13	campaign	campaign	NOUN
bracis-33640	34	14	in	in	ADP
bracis-33640	34	15	the	the	DET
bracis-33640	34	16	united	united	PROPN
bracis-33640	34	17	states	states	PROPN
bracis-33640	34	18	and	and	CCONJ
bracis-33640	34	19	[	[	X
bracis-33640	34	20	3	3	NUM
bracis-33640	34	21	]	]	X
bracis-33640	34	22	study	study	NOUN
bracis-33640	34	23	of	of	ADP
bracis-33640	34	24	jair	jair	PROPN
bracis-33640	34	25	bolsonaro	bolsonaro	PROPN
bracis-33640	34	26	’s	’s	PART
bracis-33640	34	27	2018	2018	NUM
bracis-33640	34	28	campaign	campaign	NOUN
bracis-33640	34	29	in	in	ADP
bracis-33640	34	30	brazil	brazil	PROPN
bracis-33640	34	31	.	.	PUNCT
bracis-33640	35	1	more	more	ADV
bracis-33640	35	2	specifically	specifically	ADV
bracis-33640	35	3	,	,	PUNCT
bracis-33640	35	4	some	some	DET
bracis-33640	35	5	research	research	NOUN
bracis-33640	35	6	seeks	seek	VERB
bracis-33640	35	7	to	to	PART
bracis-33640	35	8	identify	identify	VERB
bracis-33640	35	9	a	a	DET
bracis-33640	35	10	possible	possible	ADJ
bracis-33640	35	11	correlation	correlation	NOUN
bracis-33640	35	12	between	between	ADP
bracis-33640	35	13	the	the	DET
bracis-33640	35	14	engagement	engagement	NOUN
bracis-33640	35	15	generated	generate	VERB
bracis-33640	35	16	on	on	ADP
bracis-33640	35	17	candidates	candidate	NOUN
bracis-33640	35	18	’	'	PUNCT
bracis-33640	35	19	social	social	ADJ
bracis-33640	35	20	media	medium	NOUN
bracis-33640	35	21	platforms	platform	NOUN
bracis-33640	35	22	and	and	CCONJ
bracis-33640	35	23	the	the	DET
bracis-33640	35	24	number	number	NOUN
bracis-33640	35	25	of	of	ADP
bracis-33640	35	26	votes	vote	NOUN
bracis-33640	35	27	they	they	PRON
bracis-33640	35	28	receive	receive	VERB
bracis-33640	35	29	in	in	ADP
bracis-33640	35	30	elections	election	NOUN
bracis-33640	35	31	.	.	PUNCT
bracis-33640	36	1	the	the	DET
bracis-33640	36	2	work	work	NOUN
bracis-33640	36	3	of	of	ADP
bracis-33640	36	4	[	[	X
bracis-33640	36	5	11	11	NUM
bracis-33640	36	6	]	]	PUNCT
bracis-33640	36	7	was	be	AUX
bracis-33640	36	8	groundbreaking	groundbreake	VERB
bracis-33640	36	9	in	in	ADP
bracis-33640	36	10	proposing	propose	VERB
bracis-33640	36	11	that	that	SCONJ
bracis-33640	36	12	the	the	DET
bracis-33640	36	13	number	number	NOUN
bracis-33640	36	14	of	of	ADP
bracis-33640	36	15	tweets	tweet	NOUN
bracis-33640	36	16	mentioning	mention	VERB
bracis-33640	36	17	a	a	DET
bracis-33640	36	18	political	political	ADJ
bracis-33640	36	19	party	party	NOUN
bracis-33640	36	20	could	could	AUX
bracis-33640	36	21	serve	serve	VERB
bracis-33640	36	22	as	as	ADP
bracis-33640	36	23	a	a	DET
bracis-33640	36	24	reliable	reliable	ADJ
bracis-33640	36	25	indicator	indicator	NOUN
bracis-33640	36	26	of	of	ADP
bracis-33640	36	27	the	the	DET
bracis-33640	36	28	percentage	percentage	NOUN
bracis-33640	36	29	of	of	ADP
bracis-33640	36	30	votes	vote	NOUN
bracis-33640	36	31	it	it	PRON
bracis-33640	36	32	would	would	AUX
bracis-33640	36	33	receive	receive	VERB
bracis-33640	36	34	,	,	PUNCT
bracis-33640	36	35	demonstrating	demonstrate	VERB
bracis-33640	36	36	predictive	predictive	ADJ
bracis-33640	36	37	power	power	NOUN
bracis-33640	36	38	like	like	ADP
bracis-33640	36	39	traditional	traditional	ADJ
bracis-33640	36	40	opinion	opinion	NOUN
bracis-33640	36	41	polls	poll	NOUN
bracis-33640	36	42	.	.	PUNCT
bracis-33640	37	1	most	most	ADJ
bracis-33640	37	2	subsequent	subsequent	ADJ
bracis-33640	37	3	studies	study	NOUN
bracis-33640	37	4	followed	follow	VERB
bracis-33640	37	5	this	this	DET
bracis-33640	37	6	line	line	NOUN
bracis-33640	37	7	of	of	ADP
bracis-33640	37	8	thought	thought	NOUN
bracis-33640	37	9	,	,	PUNCT
bracis-33640	37	10	focusing	focus	VERB
bracis-33640	37	11	on	on	ADP
bracis-33640	37	12	twitter	twitter	NOUN
bracis-33640	37	13	analysis	analysis	NOUN
bracis-33640	37	14	[	[	X
bracis-33640	37	15	4	4	NUM
bracis-33640	37	16	]	]	PUNCT
bracis-33640	37	17	.	.	PUNCT
bracis-33640	38	1	however	however	ADV
bracis-33640	38	2	,	,	PUNCT
bracis-33640	38	3	this	this	DET
bracis-33640	38	4	twitter	twitter	NOUN
bracis-33640	38	5	-	-	PUNCT
bracis-33640	38	6	centric	centric	ADJ
bracis-33640	38	7	approach	approach	NOUN
bracis-33640	38	8	has	have	AUX
bracis-33640	38	9	faced	face	VERB
bracis-33640	38	10	increasing	increase	VERB
bracis-33640	38	11	criticism	criticism	NOUN
bracis-33640	38	12	[	[	X
bracis-33640	38	13	12	12	NUM
bracis-33640	38	14	]	]	PUNCT
bracis-33640	38	15	.	.	PUNCT
bracis-33640	39	1	one	one	NUM
bracis-33640	39	2	of	of	ADP
bracis-33640	39	3	the	the	DET
bracis-33640	39	4	main	main	ADJ
bracis-33640	39	5	objections	objection	NOUN
bracis-33640	39	6	points	point	VERB
bracis-33640	39	7	out	out	ADP
bracis-33640	39	8	that	that	SCONJ
bracis-33640	39	9	twitter	twitter	NOUN
bracis-33640	39	10	is	be	AUX
bracis-33640	39	11	not	not	PART
bracis-33640	39	12	among	among	ADP
bracis-33640	39	13	the	the	DET
bracis-33640	39	14	top	top	ADJ
bracis-33640	39	15	10	10	NUM
bracis-33640	39	16	most	most	ADV
bracis-33640	39	17	used	use	VERB
bracis-33640	39	18	social	social	ADJ
bracis-33640	39	19	networks	network	NOUN
bracis-33640	39	20	globally	globally	ADV
bracis-33640	39	21	,	,	PUNCT
bracis-33640	39	22	raising	raise	VERB
bracis-33640	39	23	questions	question	NOUN
bracis-33640	39	24	about	about	ADP
bracis-33640	39	25	the	the	DET
bracis-33640	39	26	representativeness	representativeness	NOUN
bracis-33640	39	27	of	of	ADP
bracis-33640	39	28	the	the	DET
bracis-33640	39	29	analyzed	analyze	VERB
bracis-33640	39	30	data	datum	NOUN
bracis-33640	39	31	and	and	CCONJ
bracis-33640	39	32	several	several	ADJ
bracis-33640	39	33	biases	bias	NOUN
bracis-33640	39	34	related	relate	VERB
bracis-33640	39	35	to	to	ADP
bracis-33640	39	36	data	datum	NOUN
bracis-33640	39	37	gathering	gathering	NOUN
bracis-33640	39	38	.	.	PUNCT
bracis-33640	40	1	working	work	VERB
bracis-33640	40	2	from	from	ADP
bracis-33640	40	3	a	a	DET
bracis-33640	40	4	sentiment	sentiment	NOUN
bracis-33640	40	5	analysis	analysis	NOUN
bracis-33640	40	6	perspective	perspective	NOUN
bracis-33640	40	7	,	,	PUNCT
bracis-33640	40	8	a	a	DET
bracis-33640	40	9	recent	recent	ADJ
bracis-33640	40	10	work	work	NOUN
bracis-33640	40	11	[	[	X
bracis-33640	40	12	13	13	NUM
bracis-33640	40	13	]	]	PUNCT
bracis-33640	40	14	proposed	propose	VERB
bracis-33640	40	15	a	a	DET
bracis-33640	40	16	model	model	NOUN
bracis-33640	40	17	for	for	ADP
bracis-33640	40	18	election	election	NOUN
bracis-33640	40	19	prediction	prediction	NOUN
bracis-33640	40	20	using	use	VERB
bracis-33640	40	21	sentiment	sentiment	NOUN
bracis-33640	40	22	analysis	analysis	NOUN
bracis-33640	40	23	of	of	ADP
bracis-33640	40	24	influential	influential	ADJ
bracis-33640	40	25	messages	message	NOUN
bracis-33640	40	26	on	on	ADP
bracis-33640	40	27	facebook	facebook	NOUN
bracis-33640	40	28	in	in	ADP
bracis-33640	40	29	the	the	DET
bracis-33640	40	30	2016	2016	NUM
bracis-33640	40	31	united	united	PROPN
bracis-33640	40	32	states	states	PROPN
bracis-33640	40	33	presidential	presidential	ADJ
bracis-33640	40	34	election	election	NOUN
bracis-33640	40	35	.	.	PUNCT
bracis-33640	41	1	the	the	DET
bracis-33640	41	2	results	result	NOUN
bracis-33640	41	3	demonstrated	demonstrate	VERB
bracis-33640	41	4	better	well	ADJ
bracis-33640	41	5	classification	classification	NOUN
bracis-33640	41	6	performance	performance	NOUN
bracis-33640	41	7	with	with	ADP
bracis-33640	41	8	the	the	DET
bracis-33640	41	9	random	random	ADJ
bracis-33640	41	10	forest	forest	NOUN
bracis-33640	41	11	algorithm	algorithm	NOUN
bracis-33640	41	12	and	and	CCONJ
bracis-33640	41	13	that	that	SCONJ
bracis-33640	41	14	predicting	predict	VERB
bracis-33640	41	15	election	election	NOUN
bracis-33640	41	16	results	result	NOUN
bracis-33640	41	17	based	base	VERB
bracis-33640	41	18	on	on	ADP
bracis-33640	41	19	sentiment	sentiment	NOUN
bracis-33640	41	20	analysis	analysis	NOUN
bracis-33640	41	21	of	of	ADP
bracis-33640	41	22	messages	message	NOUN
bracis-33640	41	23	was	be	AUX
bracis-33640	41	24	reliable	reliable	ADJ
bracis-33640	41	25	.	.	PUNCT
bracis-33640	42	1	with	with	ADP
bracis-33640	42	2	a	a	DET
bracis-33640	42	3	multi	multi	ADJ
bracis-33640	42	4	-	-	ADJ
bracis-33640	42	5	platform	platform	ADJ
bracis-33640	42	6	approach	approach	NOUN
bracis-33640	42	7	,	,	PUNCT
bracis-33640	42	8	vepsäläinen	vepsäläinen	NOUN
bracis-33640	42	9	and	and	CCONJ
bracis-33640	42	10	suomi	suomi	VERB
bracis-33640	43	1	[	[	X
bracis-33640	43	2	14	14	NUM
bracis-33640	43	3	]	]	PUNCT
bracis-33640	43	4	investigates	investigate	VERB
bracis-33640	43	5	the	the	DET
bracis-33640	43	6	role	role	NOUN
bracis-33640	43	7	of	of	ADP
bracis-33640	43	8	two	two	NUM
bracis-33640	43	9	different	different	ADJ
bracis-33640	43	10	social	social	ADJ
bracis-33640	43	11	media	medium	NOUN
bracis-33640	43	12	platforms	platform	NOUN
bracis-33640	43	13	,	,	PUNCT
bracis-33640	43	14	twitter	twitter	NOUN
bracis-33640	43	15	and	and	CCONJ
bracis-33640	43	16	facebook	facebook	NOUN
bracis-33640	43	17	,	,	PUNCT
bracis-33640	43	18	in	in	ADP
bracis-33640	43	19	predicting	predict	VERB
bracis-33640	43	20	the	the	DET
bracis-33640	43	21	2019	2019	NUM
bracis-33640	43	22	finnish	finnish	ADJ
bracis-33640	43	23	parliamentary	parliamentary	ADJ
bracis-33640	43	24	elections	election	NOUN
bracis-33640	43	25	.	.	PUNCT
bracis-33640	44	1	the	the	DET
bracis-33640	44	2	results	result	NOUN
bracis-33640	44	3	demonstrated	demonstrate	VERB
bracis-33640	44	4	that	that	SCONJ
bracis-33640	44	5	both	both	CCONJ
bracis-33640	44	6	the	the	DET
bracis-33640	44	7	number	number	NOUN
bracis-33640	44	8	of	of	ADP
bracis-33640	44	9	likes	like	NOUN
bracis-33640	44	10	on	on	ADP
bracis-33640	44	11	facebook	facebook	NOUN
bracis-33640	44	12	and	and	CCONJ
bracis-33640	44	13	the	the	DET
bracis-33640	44	14	number	number	NOUN
bracis-33640	44	15	of	of	ADP
bracis-33640	44	16	followers	follower	NOUN
bracis-33640	44	17	on	on	ADP
bracis-33640	44	18	twitter	twitter	NOUN
bracis-33640	44	19	are	be	AUX
bracis-33640	44	20	positively	positively	ADV
bracis-33640	44	21	associated	associate	VERB
bracis-33640	44	22	with	with	ADP
bracis-33640	44	23	election	election	NOUN
bracis-33640	44	24	results	result	NOUN
bracis-33640	44	25	.	.	PUNCT
bracis-33640	45	1	the	the	DET
bracis-33640	45	2	test	test	NOUN
bracis-33640	45	3	results	result	NOUN
bracis-33640	45	4	suggest	suggest	VERB
bracis-33640	45	5	that	that	SCONJ
bracis-33640	45	6	the	the	DET
bracis-33640	45	7	number	number	NOUN
bracis-33640	45	8	of	of	ADP
bracis-33640	45	9	followers	follower	NOUN
bracis-33640	45	10	on	on	ADP
bracis-33640	45	11	twitter	twitter	NOUN
bracis-33640	45	12	and	and	CCONJ
bracis-33640	45	13	likes	like	NOUN
bracis-33640	45	14	on	on	ADP
bracis-33640	45	15	facebook	facebook	PROPN
bracis-33640	45	16	are	be	AUX
bracis-33640	45	17	more	more	ADV
bracis-33640	45	18	influential	influential	ADJ
bracis-33640	45	19	in	in	ADP
bracis-33640	45	20	determining	determine	VERB
bracis-33640	45	21	the	the	DET
bracis-33640	45	22	election	election	NOUN
bracis-33640	45	23	outcome	outcome	NOUN
bracis-33640	45	24	for	for	ADP
bracis-33640	45	25	candidates	candidate	NOUN
bracis-33640	45	26	with	with	ADP
bracis-33640	45	27	less	less	ADJ
bracis-33640	45	28	political	political	ADJ
bracis-33640	45	29	experience	experience	NOUN
bracis-33640	45	30	.	.	PUNCT
bracis-33640	46	1	it	it	PRON
bracis-33640	46	2	is	be	AUX
bracis-33640	46	3	clear	clear	ADJ
bracis-33640	46	4	,	,	PUNCT
bracis-33640	46	5	therefore	therefore	ADV
bracis-33640	46	6	,	,	PUNCT
bracis-33640	46	7	that	that	SCONJ
bracis-33640	46	8	the	the	DET
bracis-33640	46	9	platform	platform	NOUN
bracis-33640	46	10	most	most	ADV
bracis-33640	46	11	used	use	VERB
bracis-33640	46	12	by	by	ADP
bracis-33640	46	13	researchers	researcher	NOUN
bracis-33640	46	14	for	for	ADP
bracis-33640	46	15	political	political	ADJ
bracis-33640	46	16	data	datum	NOUN
bracis-33640	46	17	analysis	analysis	NOUN
bracis-33640	46	18	is	be	AUX
bracis-33640	46	19	twitter	twitter	NOUN
bracis-33640	46	20	,	,	PUNCT
bracis-33640	46	21	with	with	ADP
bracis-33640	46	22	most	most	ADJ
bracis-33640	46	23	applied	apply	VERB
bracis-33640	46	24	methods	method	NOUN
bracis-33640	46	25	focusing	focus	VERB
bracis-33640	46	26	on	on	ADP
bracis-33640	46	27	volume	volume	NOUN
bracis-33640	46	28	and	and	CCONJ
bracis-33640	46	29	sentiment	sentiment	NOUN
bracis-33640	46	30	analysis	analysis	NOUN
bracis-33640	46	31	of	of	ADP
bracis-33640	46	32	mentions	mention	NOUN
bracis-33640	46	33	.	.	PUNCT
bracis-33640	47	1	this	this	DET
bracis-33640	47	2	approach	approach	NOUN
bracis-33640	47	3	is	be	AUX
bracis-33640	47	4	widely	widely	ADV
bracis-33640	47	5	criticized	criticize	VERB
bracis-33640	47	6	[	[	X
bracis-33640	47	7	15	15	NUM
bracis-33640	47	8	]	]	PUNCT
bracis-33640	47	9	.	.	PUNCT
bracis-33640	48	1	among	among	ADP
bracis-33640	48	2	the	the	DET
bracis-33640	48	3	reasons	reason	NOUN
bracis-33640	48	4	is	be	AUX
bracis-33640	48	5	the	the	DET
bracis-33640	48	6	fact	fact	NOUN
bracis-33640	48	7	that	that	SCONJ
bracis-33640	48	8	in	in	ADP
bracis-33640	48	9	2022	2022	NUM
bracis-33640	48	10	,	,	PUNCT
bracis-33640	48	11	twitter	twitter	NOUN
bracis-33640	48	12	was	be	AUX
bracis-33640	48	13	the	the	DET
bracis-33640	48	14	fifteenth	fifteenth	ADJ
bracis-33640	48	15	most	most	ADV
bracis-33640	48	16	-	-	PUNCT
bracis-33640	48	17	used	use	VERB
bracis-33640	48	18	platform	platform	NOUN
bracis-33640	48	19	in	in	ADP
bracis-33640	48	20	the	the	DET
bracis-33640	48	21	world	world	NOUN
bracis-33640	48	22	[	[	X
bracis-33640	48	23	16	16	NUM
bracis-33640	48	24	]	]	PUNCT
bracis-33640	48	25	and	and	CCONJ
bracis-33640	48	26	the	the	DET
bracis-33640	48	27	ninth	ninth	ADJ
bracis-33640	48	28	in	in	ADP
bracis-33640	48	29	brazil	brazil	PROPN
bracis-33640	48	30	[	[	X
bracis-33640	48	31	7	7	NUM
bracis-33640	48	32	]	]	PUNCT
bracis-33640	48	33	.	.	PUNCT
bracis-33640	49	1	meanwhile	meanwhile	ADV
bracis-33640	49	2	,	,	PUNCT
bracis-33640	49	3	tiktok	tiktok	NOUN
bracis-33640	49	4	is	be	AUX
bracis-33640	49	5	the	the	DET
bracis-33640	49	6	sixth	sixth	ADJ
bracis-33640	49	7	most	most	ADV
bracis-33640	49	8	used	use	VERB
bracis-33640	49	9	platform	platform	NOUN
bracis-33640	49	10	in	in	ADP
bracis-33640	49	11	the	the	DET
bracis-33640	49	12	world	world	NOUN
bracis-33640	50	1	[	[	X
bracis-33640	50	2	16	16	NUM
bracis-33640	50	3	]	]	PUNCT
bracis-33640	50	4	,	,	PUNCT
bracis-33640	50	5	the	the	DET
bracis-33640	50	6	fourth	fourth	ADJ
bracis-33640	50	7	most	most	ADV
bracis-33640	50	8	used	use	VERB
bracis-33640	50	9	in	in	ADP
bracis-33640	50	10	brazil	brazil	PROPN
bracis-33640	50	11	[	[	X
bracis-33640	50	12	7	7	NUM
bracis-33640	50	13	]	]	PUNCT
bracis-33640	50	14	,	,	PUNCT
bracis-33640	50	15	and	and	CCONJ
bracis-33640	50	16	preferred	prefer	VERB
bracis-33640	50	17	by	by	ADP
bracis-33640	50	18	young	young	ADJ
bracis-33640	50	19	people	people	NOUN
bracis-33640	50	20	[	[	X
bracis-33640	50	21	6	6	NUM
bracis-33640	50	22	]	]	PUNCT
bracis-33640	50	23	.	.	PUNCT
bracis-33640	51	1	as	as	ADP
bracis-33640	51	2	a	a	DET
bracis-33640	51	3	recent	recent	ADJ
bracis-33640	51	4	network	network	NOUN
bracis-33640	51	5	,	,	PUNCT
bracis-33640	51	6	politicians	politician	NOUN
bracis-33640	51	7	are	be	AUX
bracis-33640	51	8	still	still	ADV
bracis-33640	51	9	starting	start	VERB
bracis-33640	51	10	to	to	PART
bracis-33640	51	11	use	use	VERB
bracis-33640	51	12	tiktok	tiktok	NOUN
bracis-33640	51	13	,	,	PUNCT
bracis-33640	51	14	and	and	CCONJ
bracis-33640	51	15	there	there	PRON
bracis-33640	51	16	is	be	VERB
bracis-33640	51	17	little	little	ADJ
bracis-33640	51	18	research	research	NOUN
bracis-33640	51	19	focused	focus	VERB
bracis-33640	51	20	on	on	ADP
bracis-33640	51	21	analysis	analysis	NOUN
bracis-33640	51	22	and	and	CCONJ
bracis-33640	51	23	prediction	prediction	NOUN
bracis-33640	51	24	regarding	regard	VERB
bracis-33640	51	25	this	this	DET
bracis-33640	51	26	social	social	ADJ
bracis-33640	51	27	media	medium	NOUN
bracis-33640	51	28	and	and	CCONJ
bracis-33640	51	29	electoral	electoral	ADJ
bracis-33640	51	30	results	result	NOUN
bracis-33640	51	31	.	.	PUNCT
bracis-33640	52	1	thus	thus	ADV
bracis-33640	52	2	,	,	PUNCT
bracis-33640	52	3	the	the	DET
bracis-33640	52	4	present	present	ADJ
bracis-33640	52	5	work	work	NOUN
bracis-33640	52	6	uses	use	VERB
bracis-33640	52	7	features	feature	NOUN
bracis-33640	52	8	based	base	VERB
bracis-33640	52	9	on	on	ADP
bracis-33640	52	10	a	a	DET
bracis-33640	52	11	deep	deep	ADJ
bracis-33640	52	12	analysis	analysis	NOUN
bracis-33640	52	13	of	of	ADP
bracis-33640	52	14	the	the	DET
bracis-33640	52	15	discourse	discourse	NOUN
bracis-33640	52	16	found	find	VERB
bracis-33640	52	17	in	in	ADP
bracis-33640	52	18	videos	video	NOUN
bracis-33640	52	19	on	on	ADP
bracis-33640	52	20	the	the	DET
bracis-33640	52	21	tiktok	tiktok	ADJ
bracis-33640	52	22	platform	platform	NOUN
bracis-33640	52	23	found	find	VERB
bracis-33640	52	24	in	in	ADP
bracis-33640	52	25	[	[	NOUN
bracis-33640	52	26	8	8	NUM
bracis-33640	52	27	]	]	PUNCT
bracis-33640	52	28	using	use	VERB
bracis-33640	52	29	the	the	DET
bracis-33640	52	30	proposed	propose	VERB
bracis-33640	52	31	taxonomy	taxonomy	NOUN
bracis-33640	52	32	and	and	CCONJ
bracis-33640	52	33	the	the	DET
bracis-33640	52	34	dataset	dataset	NOUN
bracis-33640	52	35	used	use	VERB
bracis-33640	52	36	in	in	ADP
bracis-33640	52	37	that	that	DET
bracis-33640	52	38	same	same	ADJ
bracis-33640	52	39	research	research	NOUN
bracis-33640	52	40	.	.	PUNCT
bracis-33640	53	1	most	most	ADJ
bracis-33640	53	2	of	of	ADP
bracis-33640	53	3	the	the	DET
bracis-33640	53	4	other	other	ADJ
bracis-33640	53	5	works	work	NOUN
bracis-33640	53	6	are	be	AUX
bracis-33640	53	7	less	less	ADV
bracis-33640	53	8	based	base	VERB
bracis-33640	53	9	on	on	ADP
bracis-33640	53	10	content	content	NOUN
bracis-33640	53	11	,	,	PUNCT
bracis-33640	53	12	but	but	CCONJ
bracis-33640	53	13	this	this	DET
bracis-33640	53	14	one	one	NOUN
bracis-33640	53	15	attempts	attempt	VERB
bracis-33640	53	16	to	to	PART
bracis-33640	53	17	make	make	VERB
bracis-33640	53	18	predictions	prediction	NOUN
bracis-33640	53	19	based	base	VERB
bracis-33640	53	20	on	on	ADP
bracis-33640	53	21	a	a	DET
bracis-33640	53	22	deep	deep	ADJ
bracis-33640	53	23	analysis	analysis	NOUN
bracis-33640	53	24	of	of	ADP
bracis-33640	53	25	the	the	DET
bracis-33640	53	26	content	content	NOUN
bracis-33640	53	27	to	to	PART
bracis-33640	53	28	assess	assess	VERB
bracis-33640	53	29	the	the	DET
bracis-33640	53	30	predictive	predictive	ADJ
bracis-33640	53	31	capacity	capacity	NOUN
bracis-33640	53	32	of	of	ADP
bracis-33640	53	33	this	this	DET
bracis-33640	53	34	analysis	analysis	NOUN
bracis-33640	53	35	.	.	PUNCT
bracis-33640	54	1	3	3	NUM
bracis-33640	54	2	methodology	methodology	NOUN
bracis-33640	54	3	this	this	DET
bracis-33640	54	4	study	study	NOUN
bracis-33640	54	5	aims	aim	VERB
bracis-33640	54	6	to	to	PART
bracis-33640	54	7	investigate	investigate	VERB
bracis-33640	54	8	the	the	DET
bracis-33640	54	9	relationship	relationship	NOUN
bracis-33640	54	10	between	between	ADP
bracis-33640	54	11	discourse	discourse	NOUN
bracis-33640	54	12	features	feature	NOUN
bracis-33640	54	13	and	and	CCONJ
bracis-33640	54	14	engagement	engagement	NOUN
bracis-33640	54	15	levels	level	NOUN
bracis-33640	54	16	in	in	ADP
bracis-33640	54	17	political	political	ADJ
bracis-33640	54	18	posts	post	NOUN
bracis-33640	54	19	on	on	ADP
bracis-33640	54	20	social	social	ADJ
bracis-33640	54	21	media	medium	NOUN
bracis-33640	54	22	.	.	PUNCT
bracis-33640	55	1	specifically	specifically	ADV
bracis-33640	55	2	,	,	PUNCT
bracis-33640	55	3	we	we	PRON
bracis-33640	55	4	seek	seek	VERB
bracis-33640	55	5	to	to	PART
bracis-33640	55	6	answer	answer	VERB
bracis-33640	55	7	the	the	DET
bracis-33640	55	8	following	follow	VERB
bracis-33640	55	9	research	research	NOUN
bracis-33640	55	10	questions	question	NOUN
bracis-33640	55	11	,	,	PUNCT
bracis-33640	55	12	segmented	segment	VERB
bracis-33640	55	13	per	per	ADP
bracis-33640	55	14	candidate	candidate	NOUN
bracis-33640	55	15	:	:	PUNCT
bracis-33640	55	16	rq1	rq1	VERB
bracis-33640	55	17	:	:	PUNCT
bracis-33640	55	18	to	to	ADP
bracis-33640	55	19	what	what	DET
bracis-33640	55	20	extent	extent	NOUN
bracis-33640	55	21	can	can	AUX
bracis-33640	55	22	discourse	discourse	VERB
bracis-33640	55	23	features	feature	NOUN
bracis-33640	55	24	effectively	effectively	ADV
bracis-33640	55	25	predict	predict	VERB
bracis-33640	55	26	engagement	engagement	NOUN
bracis-33640	55	27	levels	level	NOUN
bracis-33640	55	28	in	in	ADP
bracis-33640	55	29	political	political	ADJ
bracis-33640	55	30	posts	post	NOUN
bracis-33640	55	31	using	use	VERB
bracis-33640	55	32	basic	basic	ADJ
bracis-33640	55	33	machine	machine	NOUN
bracis-33640	55	34	learning	learning	NOUN
bracis-33640	55	35	models	model	NOUN
bracis-33640	55	36	?	?	PUNCT
bracis-33640	56	1	rq2	rq2	NOUN
bracis-33640	56	2	:	:	PUNCT
bracis-33640	56	3	which	which	DET
bracis-33640	56	4	discourse	discourse	NOUN
bracis-33640	56	5	features	feature	NOUN
bracis-33640	56	6	are	be	AUX
bracis-33640	56	7	the	the	DET
bracis-33640	56	8	most	most	ADV
bracis-33640	56	9	important	important	ADJ
bracis-33640	56	10	for	for	ADP
bracis-33640	56	11	predicting	predict	VERB
bracis-33640	56	12	the	the	DET
bracis-33640	56	13	number	number	NOUN
bracis-33640	56	14	of	of	ADP
bracis-33640	56	15	likes	like	NOUN
bracis-33640	56	16	(	(	PUNCT
bracis-33640	56	17	engagement	engagement	NOUN
bracis-33640	56	18	)	)	PUNCT
bracis-33640	56	19	based	base	VERB
bracis-33640	56	20	on	on	ADP
bracis-33640	56	21	the	the	DET
bracis-33640	56	22	trained	train	VERB
bracis-33640	56	23	machine	machine	NOUN
bracis-33640	56	24	learning	learning	NOUN
bracis-33640	56	25	models	model	NOUN
bracis-33640	56	26	?	?	PUNCT
bracis-33640	57	1	to	to	PART
bracis-33640	57	2	answer	answer	VERB
bracis-33640	57	3	these	these	DET
bracis-33640	57	4	research	research	NOUN
bracis-33640	57	5	questions	question	NOUN
bracis-33640	57	6	,	,	PUNCT
bracis-33640	57	7	we	we	PRON
bracis-33640	57	8	defined	define	VERB
bracis-33640	57	9	a	a	DET
bracis-33640	57	10	methodology	methodology	NOUN
bracis-33640	57	11	consisting	consist	VERB
bracis-33640	57	12	of	of	ADP
bracis-33640	57	13	five	five	NUM
bracis-33640	57	14	steps	step	NOUN
bracis-33640	57	15	:	:	PUNCT
bracis-33640	57	16	data	data	NOUN
bracis-33640	57	17	collection	collection	NOUN
bracis-33640	57	18	,	,	PUNCT
bracis-33640	57	19	preprocessing	preprocessing	NOUN
bracis-33640	57	20	,	,	PUNCT
bracis-33640	57	21	data	datum	NOUN
bracis-33640	57	22	transformation	transformation	NOUN
bracis-33640	57	23	,	,	PUNCT
bracis-33640	57	24	model	model	NOUN
bracis-33640	57	25	training	training	NOUN
bracis-33640	57	26	,	,	PUNCT
bracis-33640	57	27	and	and	CCONJ
bracis-33640	57	28	analysis	analysis	NOUN
bracis-33640	57	29	of	of	ADP
bracis-33640	57	30	the	the	DET
bracis-33640	57	31	training	training	NOUN
bracis-33640	57	32	results	result	NOUN
bracis-33640	57	33	.	.	PUNCT
bracis-33640	58	1	3.1	3.1	NUM
bracis-33640	58	2	data	datum	NOUN
bracis-33640	58	3	collection	collection	NOUN
bracis-33640	58	4	the	the	DET
bracis-33640	58	5	data	datum	NOUN
bracis-33640	58	6	utilized	utilize	VERB
bracis-33640	58	7	in	in	ADP
bracis-33640	58	8	this	this	DET
bracis-33640	58	9	study	study	NOUN
bracis-33640	58	10	were	be	AUX
bracis-33640	58	11	obtained	obtain	VERB
bracis-33640	58	12	from	from	ADP
bracis-33640	58	13	a	a	DET
bracis-33640	58	14	public	public	ADJ
bracis-33640	58	15	dataset	dataset	NOUN
bracis-33640	58	16	used	use	VERB
bracis-33640	58	17	in	in	ADP
bracis-33640	58	18	previous	previous	ADJ
bracis-33640	58	19	works	work	NOUN
bracis-33640	58	20	[	[	X
bracis-33640	58	21	8	8	NUM
bracis-33640	58	22	,	,	PUNCT
bracis-33640	58	23	17	17	NUM
bracis-33640	58	24	,	,	PUNCT
bracis-33640	58	25	18	18	NUM
bracis-33640	58	26	]	]	PUNCT
bracis-33640	58	27	.	.	PUNCT
bracis-33640	59	1	while	while	SCONJ
bracis-33640	59	2	this	this	DET
bracis-33640	59	3	dataset	dataset	NOUN
bracis-33640	59	4	has	have	AUX
bracis-33640	59	5	been	be	AUX
bracis-33640	59	6	employed	employ	VERB
bracis-33640	59	7	in	in	ADP
bracis-33640	59	8	various	various	ADJ
bracis-33640	59	9	data	datum	NOUN
bracis-33640	59	10	analyses	analysis	NOUN
bracis-33640	59	11	before	before	ADV
bracis-33640	59	12	,	,	PUNCT
bracis-33640	59	13	this	this	PRON
bracis-33640	59	14	is	be	AUX
bracis-33640	59	15	the	the	DET
bracis-33640	59	16	first	first	ADJ
bracis-33640	59	17	study	study	NOUN
bracis-33640	59	18	to	to	PART
bracis-33640	59	19	use	use	VERB
bracis-33640	59	20	it	it	PRON
bracis-33640	59	21	for	for	ADP
bracis-33640	59	22	developing	develop	VERB
bracis-33640	59	23	predictive	predictive	ADJ
bracis-33640	59	24	machine	machine	NOUN
bracis-33640	59	25	learning	learning	NOUN
bracis-33640	59	26	models	model	NOUN
bracis-33640	59	27	.	.	PUNCT
bracis-33640	60	1	the	the	DET
bracis-33640	60	2	dataset	dataset	NOUN
bracis-33640	60	3	includes	include	VERB
bracis-33640	60	4	features	feature	NOUN
bracis-33640	60	5	from	from	ADP
bracis-33640	60	6	videos	video	NOUN
bracis-33640	60	7	posted	post	VERB
bracis-33640	60	8	by	by	ADP
bracis-33640	60	9	the	the	DET
bracis-33640	60	10	two	two	NUM
bracis-33640	60	11	main	main	ADJ
bracis-33640	60	12	candidates	candidate	NOUN
bracis-33640	60	13	in	in	ADP
bracis-33640	60	14	the	the	DET
bracis-33640	60	15	2022	2022	NUM
bracis-33640	60	16	brazilian	brazilian	ADJ
bracis-33640	60	17	presidential	presidential	ADJ
bracis-33640	60	18	election	election	NOUN
bracis-33640	60	19	,	,	PUNCT
bracis-33640	60	20	lula	lula	PROPN
bracis-33640	60	21	and	and	CCONJ
bracis-33640	60	22	bolsonaro	bolsonaro	NOUN
bracis-33640	60	23	,	,	PUNCT
bracis-33640	60	24	on	on	ADP
bracis-33640	60	25	the	the	DET
bracis-33640	60	26	tiktok	tiktok	ADJ
bracis-33640	60	27	platform	platform	NOUN
bracis-33640	60	28	.	.	PUNCT
bracis-33640	61	1	the	the	DET
bracis-33640	61	2	data	data	PROPN
bracis-33640	61	3	collection	collection	NOUN
bracis-33640	61	4	period	period	NOUN
bracis-33640	61	5	spanned	span	VERB
bracis-33640	61	6	from	from	ADP
bracis-33640	61	7	june	june	PROPN
bracis-33640	61	8	30th	30th	NOUN
bracis-33640	61	9	to	to	ADP
bracis-33640	61	10	october	october	PROPN
bracis-33640	61	11	30th	30th	NOUN
bracis-33640	61	12	,	,	PUNCT
bracis-33640	61	13	totaling	total	VERB
bracis-33640	61	14	122	122	NUM
bracis-33640	61	15	 	 	SPACE
bracis-33640	61	16	days	day	NOUN
bracis-33640	61	17	of	of	ADP
bracis-33640	61	18	collection	collection	NOUN
bracis-33640	61	19	.	.	PUNCT
bracis-33640	62	1	the	the	DET
bracis-33640	62	2	studies	study	NOUN
bracis-33640	62	3	focused	focus	VERB
bracis-33640	62	4	on	on	ADP
bracis-33640	62	5	the	the	DET
bracis-33640	62	6	two	two	NUM
bracis-33640	62	7	main	main	ADJ
bracis-33640	62	8	candidates	candidate	NOUN
bracis-33640	62	9	for	for	ADP
bracis-33640	62	10	the	the	DET
bracis-33640	62	11	presidency	presidency	NOUN
bracis-33640	62	12	of	of	ADP
bracis-33640	62	13	brazil	brazil	PROPN
bracis-33640	62	14	,	,	PUNCT
bracis-33640	62	15	lula	lula	PROPN
bracis-33640	62	16	(	(	PUNCT
bracis-33640	62	17	@lulaoficial	@lulaoficial	PROPN
bracis-33640	62	18	)	)	PUNCT
bracis-33640	62	19	and	and	CCONJ
bracis-33640	62	20	bolsonaro	bolsonaro	NOUN
bracis-33640	62	21	(	(	PUNCT
bracis-33640	62	22	@bolsonaromessiasjair	@bolsonaromessiasjair	PROPN
bracis-33640	62	23	)	)	PUNCT
bracis-33640	62	24	,	,	PUNCT
bracis-33640	62	25	which	which	PRON
bracis-33640	62	26	together	together	ADV
bracis-33640	62	27	received	receive	VERB
bracis-33640	62	28	92	92	NUM
bracis-33640	62	29	%	%	NOUN
bracis-33640	62	30	of	of	ADP
bracis-33640	62	31	the	the	DET
bracis-33640	62	32	total	total	ADJ
bracis-33640	62	33	votes	vote	NOUN
bracis-33640	62	34	in	in	ADP
bracis-33640	62	35	the	the	DET
bracis-33640	62	36	first	first	ADJ
bracis-33640	62	37	round	round	NOUN
bracis-33640	62	38	.	.	PUNCT
bracis-33640	63	1	the	the	DET
bracis-33640	63	2	data	datum	NOUN
bracis-33640	63	3	was	be	AUX
bracis-33640	63	4	manually	manually	ADV
bracis-33640	63	5	classified	classify	VERB
bracis-33640	63	6	with	with	ADP
bracis-33640	63	7	attributes	attribute	NOUN
bracis-33640	63	8	related	relate	VERB
bracis-33640	63	9	to	to	ADP
bracis-33640	63	10	features	feature	NOUN
bracis-33640	63	11	of	of	ADP
bracis-33640	63	12	the	the	DET
bracis-33640	63	13	discourse	discourse	NOUN
bracis-33640	63	14	of	of	ADP
bracis-33640	63	15	the	the	DET
bracis-33640	63	16	candidates	candidate	NOUN
bracis-33640	63	17	observed	observe	VERB
bracis-33640	63	18	in	in	ADP
bracis-33640	63	19	the	the	DET
bracis-33640	63	20	videos	video	NOUN
bracis-33640	63	21	(	(	PUNCT
bracis-33640	63	22	tiktok	tiktok	ADJ
bracis-33640	63	23	posts	post	NOUN
bracis-33640	63	24	)	)	PUNCT
bracis-33640	63	25	,	,	PUNCT
bracis-33640	63	26	based	base	VERB
bracis-33640	63	27	on	on	ADP
bracis-33640	63	28	a	a	DET
bracis-33640	63	29	predefined	predefine	VERB
bracis-33640	63	30	taxonomy	taxonomy	NOUN
bracis-33640	63	31	[	[	X
bracis-33640	63	32	8	8	NUM
bracis-33640	63	33	]	]	PUNCT
bracis-33640	63	34	.	.	PUNCT
bracis-33640	64	1	more	more	ADJ
bracis-33640	64	2	details	detail	NOUN
bracis-33640	64	3	of	of	ADP
bracis-33640	64	4	the	the	DET
bracis-33640	64	5	data	datum	NOUN
bracis-33640	64	6	collected	collect	VERB
bracis-33640	64	7	and	and	CCONJ
bracis-33640	64	8	their	their	PRON
bracis-33640	64	9	features	feature	NOUN
bracis-33640	64	10	are	be	AUX
bracis-33640	64	11	provided	provide	VERB
bracis-33640	64	12	in	in	ADP
bracis-33640	64	13	sect	sect	NOUN
bracis-33640	64	14	.	.	PUNCT
bracis-33640	64	15	 	 	SPACE
bracis-33640	65	1	4.1	4.1	NUM
bracis-33640	65	2	.	.	PUNCT
bracis-33640	65	3	3.2	3.2	NUM
bracis-33640	65	4	preprocessing	preprocesse	VERB
bracis-33640	65	5	the	the	DET
bracis-33640	65	6	preprocessing	preprocessing	NOUN
bracis-33640	65	7	involves	involve	NOUN
bracis-33640	65	8	:	:	PUNCT
bracis-33640	65	9	data	datum	NOUN
bracis-33640	65	10	cleaning	cleaning	NOUN
bracis-33640	65	11	,	,	PUNCT
bracis-33640	65	12	manual	manual	ADJ
bracis-33640	65	13	feature	feature	NOUN
bracis-33640	65	14	engineering	engineering	NOUN
bracis-33640	65	15	,	,	PUNCT
bracis-33640	65	16	data	datum	NOUN
bracis-33640	65	17	subdivision	subdivision	NOUN
bracis-33640	65	18	and	and	CCONJ
bracis-33640	65	19	target	target	NOUN
bracis-33640	65	20	attribute	attribute	NOUN
bracis-33640	65	21	specification	specification	NOUN
bracis-33640	65	22	.	.	PUNCT
bracis-33640	66	1	regarding	regard	VERB
bracis-33640	66	2	data	datum	NOUN
bracis-33640	66	3	cleaning	cleaning	NOUN
bracis-33640	66	4	,	,	PUNCT
bracis-33640	66	5	we	we	PRON
bracis-33640	66	6	simply	simply	ADV
bracis-33640	66	7	removed	remove	VERB
bracis-33640	66	8	posts	post	NOUN
bracis-33640	66	9	with	with	ADP
bracis-33640	66	10	missing	miss	VERB
bracis-33640	66	11	values	value	NOUN
bracis-33640	66	12	in	in	ADP
bracis-33640	66	13	any	any	PRON
bracis-33640	66	14	of	of	ADP
bracis-33640	66	15	its	its	PRON
bracis-33640	66	16	attributes	attribute	NOUN
bracis-33640	66	17	.	.	PUNCT
bracis-33640	67	1	during	during	ADP
bracis-33640	67	2	preprocessing	preprocessing	NOUN
bracis-33640	67	3	,	,	PUNCT
bracis-33640	67	4	we	we	PRON
bracis-33640	67	5	manually	manually	ADV
bracis-33640	67	6	engineered	engineer	VERB
bracis-33640	67	7	a	a	DET
bracis-33640	67	8	new	new	ADJ
bracis-33640	67	9	feature	feature	NOUN
bracis-33640	67	10	from	from	ADP
bracis-33640	67	11	the	the	DET
bracis-33640	67	12	original	original	ADJ
bracis-33640	67	13	dataset	dataset	NOUN
bracis-33640	67	14	that	that	PRON
bracis-33640	67	15	may	may	AUX
bracis-33640	67	16	be	be	AUX
bracis-33640	67	17	relevant	relevant	ADJ
bracis-33640	67	18	to	to	ADP
bracis-33640	67	19	the	the	DET
bracis-33640	67	20	classification	classification	NOUN
bracis-33640	67	21	task	task	NOUN
bracis-33640	67	22	.	.	PUNCT
bracis-33640	68	1	the	the	DET
bracis-33640	68	2	feature	feature	NOUN
bracis-33640	68	3	,	,	PUNCT
bracis-33640	68	4	called	call	VERB
bracis-33640	68	5	“	"	PUNCT
bracis-33640	68	6	days	day	NOUN
bracis-33640	68	7	elapsed	elapse	VERB
bracis-33640	68	8	,	,	PUNCT
bracis-33640	68	9	”	"	PUNCT
bracis-33640	68	10	represents	represent	VERB
bracis-33640	68	11	the	the	DET
bracis-33640	68	12	number	number	NOUN
bracis-33640	68	13	of	of	ADP
bracis-33640	68	14	days	day	NOUN
bracis-33640	68	15	between	between	ADP
bracis-33640	68	16	the	the	DET
bracis-33640	68	17	publication	publication	NOUN
bracis-33640	68	18	date	date	NOUN
bracis-33640	68	19	of	of	ADP
bracis-33640	68	20	a	a	DET
bracis-33640	68	21	post	post	NOUN
bracis-33640	68	22	and	and	CCONJ
bracis-33640	68	23	the	the	DET
bracis-33640	68	24	date	date	NOUN
bracis-33640	68	25	the	the	DET
bracis-33640	68	26	data	datum	NOUN
bracis-33640	68	27	was	be	AUX
bracis-33640	68	28	collected	collect	VERB
bracis-33640	68	29	for	for	ADP
bracis-33640	68	30	that	that	DET
bracis-33640	68	31	post	post	NOUN
bracis-33640	68	32	(	(	PUNCT
bracis-33640	68	33	to	to	PART
bracis-33640	68	34	form	form	VERB
bracis-33640	68	35	the	the	DET
bracis-33640	68	36	dataset	dataset	NOUN
bracis-33640	68	37	)	)	PUNCT
bracis-33640	68	38	.	.	PUNCT
bracis-33640	69	1	this	this	PRON
bracis-33640	69	2	can	can	AUX
bracis-33640	69	3	be	be	AUX
bracis-33640	69	4	justified	justify	VERB
bracis-33640	69	5	by	by	ADP
bracis-33640	69	6	the	the	DET
bracis-33640	69	7	fact	fact	NOUN
bracis-33640	69	8	that	that	SCONJ
bracis-33640	69	9	the	the	DET
bracis-33640	69	10	posts	post	NOUN
bracis-33640	69	11	in	in	ADP
bracis-33640	69	12	our	our	PRON
bracis-33640	69	13	dataset	dataset	NOUN
bracis-33640	69	14	were	be	AUX
bracis-33640	69	15	not	not	PART
bracis-33640	69	16	exposed	expose	VERB
bracis-33640	69	17	for	for	ADP
bracis-33640	69	18	proportionally	proportionally	ADV
bracis-33640	69	19	similar	similar	ADJ
bracis-33640	69	20	periods	period	NOUN
bracis-33640	69	21	and	and	CCONJ
bracis-33640	69	22	that	that	SCONJ
bracis-33640	69	23	they	they	PRON
bracis-33640	69	24	were	be	AUX
bracis-33640	69	25	released	release	VERB
bracis-33640	69	26	in	in	ADP
bracis-33640	69	27	different	different	ADJ
bracis-33640	69	28	periods	period	NOUN
bracis-33640	69	29	of	of	ADP
bracis-33640	69	30	the	the	DET
bracis-33640	69	31	campaign	campaign	NOUN
bracis-33640	69	32	.	.	PUNCT
bracis-33640	70	1	regarding	regard	VERB
bracis-33640	70	2	data	datum	NOUN
bracis-33640	70	3	subdivision	subdivision	NOUN
bracis-33640	70	4	,	,	PUNCT
bracis-33640	70	5	we	we	PRON
bracis-33640	70	6	separated	separate	VERB
bracis-33640	70	7	the	the	DET
bracis-33640	70	8	datasets	dataset	NOUN
bracis-33640	70	9	into	into	ADP
bracis-33640	70	10	bolsonaro	bolsonaro	NOUN
bracis-33640	70	11	posts	post	NOUN
bracis-33640	70	12	and	and	CCONJ
bracis-33640	70	13	lula	lula	PROPN
bracis-33640	70	14	posts	post	NOUN
bracis-33640	70	15	to	to	PART
bracis-33640	70	16	enable	enable	VERB
bracis-33640	70	17	independent	independent	ADJ
bracis-33640	70	18	analysis	analysis	NOUN
bracis-33640	70	19	for	for	ADP
bracis-33640	70	20	each	each	DET
bracis-33640	70	21	political	political	ADJ
bracis-33640	70	22	figure	figure	NOUN
bracis-33640	70	23	.	.	PUNCT
bracis-33640	71	1	a	a	DET
bracis-33640	71	2	special	special	ADJ
bracis-33640	71	3	care	care	NOUN
bracis-33640	71	4	was	be	AUX
bracis-33640	71	5	taken	take	VERB
bracis-33640	71	6	regarding	regard	VERB
bracis-33640	71	7	the	the	DET
bracis-33640	71	8	target	target	NOUN
bracis-33640	71	9	attribute	attribute	NOUN
bracis-33640	71	10	specification	specification	NOUN
bracis-33640	71	11	.	.	PUNCT
bracis-33640	72	1	the	the	DET
bracis-33640	72	2	basic	basic	ADJ
bracis-33640	72	3	raw	raw	ADJ
bracis-33640	72	4	attribute	attribute	NOUN
bracis-33640	72	5	used	use	VERB
bracis-33640	72	6	to	to	PART
bracis-33640	72	7	measure	measure	VERB
bracis-33640	72	8	engagement	engagement	NOUN
bracis-33640	72	9	in	in	ADP
bracis-33640	72	10	this	this	DET
bracis-33640	72	11	work	work	NOUN
bracis-33640	72	12	is	be	AUX
bracis-33640	72	13	the	the	DET
bracis-33640	72	14	number	number	NOUN
bracis-33640	72	15	of	of	ADP
bracis-33640	72	16	likes	like	NOUN
bracis-33640	72	17	received	receive	VERB
bracis-33640	72	18	by	by	ADP
bracis-33640	72	19	a	a	DET
bracis-33640	72	20	post	post	NOUN
bracis-33640	72	21	.	.	PUNCT
bracis-33640	73	1	this	this	DET
bracis-33640	73	2	metric	metric	NOUN
bracis-33640	73	3	offers	offer	VERB
bracis-33640	73	4	several	several	ADJ
bracis-33640	73	5	advantages	advantage	NOUN
bracis-33640	73	6	:	:	PUNCT
bracis-33640	73	7	it	it	PRON
bracis-33640	73	8	is	be	AUX
bracis-33640	73	9	unique	unique	ADJ
bracis-33640	73	10	to	to	ADP
bracis-33640	73	11	each	each	DET
bracis-33640	73	12	user	user	NOUN
bracis-33640	73	13	,	,	PUNCT
bracis-33640	73	14	preventing	prevent	VERB
bracis-33640	73	15	duplication	duplication	NOUN
bracis-33640	73	16	of	of	ADP
bracis-33640	73	17	engagement	engagement	NOUN
bracis-33640	73	18	measures	measure	NOUN
bracis-33640	73	19	,	,	PUNCT
bracis-33640	73	20	and	and	CCONJ
bracis-33640	73	21	it	it	PRON
bracis-33640	73	22	exhibits	exhibit	VERB
bracis-33640	73	23	a	a	DET
bracis-33640	73	24	linear	linear	ADJ
bracis-33640	73	25	correlation	correlation	NOUN
bracis-33640	73	26	with	with	ADP
bracis-33640	73	27	other	other	ADJ
bracis-33640	73	28	potential	potential	ADJ
bracis-33640	73	29	engagement	engagement	NOUN
bracis-33640	73	30	metrics	metric	NOUN
bracis-33640	73	31	such	such	ADJ
bracis-33640	73	32	as	as	ADP
bracis-33640	73	33	the	the	DET
bracis-33640	73	34	number	number	NOUN
bracis-33640	73	35	of	of	ADP
bracis-33640	73	36	comments	comment	NOUN
bracis-33640	73	37	,	,	PUNCT
bracis-33640	73	38	shares	share	NOUN
bracis-33640	73	39	,	,	PUNCT
bracis-33640	73	40	and	and	CCONJ
bracis-33640	73	41	plays	play	NOUN
bracis-33640	73	42	.	.	PUNCT
bracis-33640	74	1	then	then	ADV
bracis-33640	74	2	,	,	PUNCT
bracis-33640	74	3	we	we	PRON
bracis-33640	74	4	opted	opt	VERB
bracis-33640	74	5	for	for	ADP
bracis-33640	74	6	a	a	DET
bracis-33640	74	7	classification	classification	NOUN
bracis-33640	74	8	approach	approach	NOUN
bracis-33640	74	9	.	.	PUNCT
bracis-33640	75	1	we	we	PRON
bracis-33640	75	2	divided	divide	VERB
bracis-33640	75	3	the	the	DET
bracis-33640	75	4	posts	post	NOUN
bracis-33640	75	5	of	of	ADP
bracis-33640	75	6	each	each	DET
bracis-33640	75	7	candidate	candidate	NOUN
bracis-33640	75	8	into	into	ADP
bracis-33640	75	9	two	two	NUM
bracis-33640	75	10	distinct	distinct	ADJ
bracis-33640	75	11	classes	class	NOUN
bracis-33640	75	12	based	base	VERB
bracis-33640	75	13	on	on	ADP
bracis-33640	75	14	their	their	PRON
bracis-33640	75	15	engagement	engagement	NOUN
bracis-33640	75	16	levels	level	NOUN
bracis-33640	75	17	:	:	PUNCT
bracis-33640	75	18	high	high	ADJ
bracis-33640	75	19	engagement	engagement	NOUN
bracis-33640	75	20	,	,	PUNCT
bracis-33640	75	21	for	for	ADP
bracis-33640	75	22	posts	post	NOUN
bracis-33640	75	23	with	with	ADP
bracis-33640	75	24	engagement	engagement	NOUN
bracis-33640	75	25	levels	level	NOUN
bracis-33640	75	26	at	at	ADP
bracis-33640	75	27	or	or	CCONJ
bracis-33640	75	28	above	above	ADP
bracis-33640	75	29	the	the	DET
bracis-33640	75	30	median	median	NOUN
bracis-33640	75	31	(	(	PUNCT
bracis-33640	75	32	50th	50th	ADJ
bracis-33640	75	33	percentile	percentile	NOUN
bracis-33640	75	34	)	)	PUNCT
bracis-33640	75	35	of	of	ADP
bracis-33640	75	36	a	a	DET
bracis-33640	75	37	candidate	candidate	NOUN
bracis-33640	75	38	’s	’s	PART
bracis-33640	75	39	posts	post	NOUN
bracis-33640	75	40	;	;	PUNCT
bracis-33640	75	41	and	and	CCONJ
bracis-33640	75	42	low	low	ADJ
bracis-33640	75	43	engagement	engagement	NOUN
bracis-33640	75	44	,	,	PUNCT
bracis-33640	75	45	encompassing	encompass	VERB
bracis-33640	75	46	the	the	DET
bracis-33640	75	47	other	other	ADJ
bracis-33640	75	48	half	half	NOUN
bracis-33640	75	49	of	of	ADP
bracis-33640	75	50	the	the	DET
bracis-33640	75	51	posts	post	NOUN
bracis-33640	75	52	.	.	PUNCT
bracis-33640	76	1	we	we	PRON
bracis-33640	76	2	chose	choose	VERB
bracis-33640	76	3	to	to	PART
bracis-33640	76	4	treat	treat	VERB
bracis-33640	76	5	this	this	DET
bracis-33640	76	6	study	study	NOUN
bracis-33640	76	7	as	as	ADP
bracis-33640	76	8	a	a	DET
bracis-33640	76	9	classification	classification	NOUN
bracis-33640	76	10	problem	problem	NOUN
bracis-33640	76	11	rather	rather	ADV
bracis-33640	76	12	than	than	ADP
bracis-33640	76	13	a	a	DET
bracis-33640	76	14	regression	regression	NOUN
bracis-33640	76	15	problem	problem	NOUN
bracis-33640	76	16	because	because	SCONJ
bracis-33640	76	17	we	we	PRON
bracis-33640	76	18	understand	understand	VERB
bracis-33640	76	19	that	that	SCONJ
bracis-33640	76	20	it	it	PRON
bracis-33640	76	21	would	would	AUX
bracis-33640	76	22	have	have	VERB
bracis-33640	76	23	similar	similar	ADJ
bracis-33640	76	24	practical	practical	ADJ
bracis-33640	76	25	relevance	relevance	NOUN
bracis-33640	76	26	in	in	ADP
bracis-33640	76	27	a	a	DET
bracis-33640	76	28	system	system	NOUN
bracis-33640	76	29	designed	design	VERB
bracis-33640	76	30	to	to	PART
bracis-33640	76	31	recommend	recommend	VERB
bracis-33640	76	32	whether	whether	SCONJ
bracis-33640	76	33	or	or	CCONJ
bracis-33640	76	34	not	not	PART
bracis-33640	76	35	to	to	PART
bracis-33640	76	36	proceed	proceed	VERB
bracis-33640	76	37	with	with	ADP
bracis-33640	76	38	a	a	DET
bracis-33640	76	39	post	post	NOUN
bracis-33640	76	40	(	(	PUNCT
bracis-33640	76	41	before	before	ADP
bracis-33640	76	42	actually	actually	ADV
bracis-33640	76	43	posting	post	VERB
bracis-33640	76	44	)	)	PUNCT
bracis-33640	76	45	,	,	PUNCT
bracis-33640	76	46	for	for	ADP
bracis-33640	76	47	example	example	NOUN
bracis-33640	76	48	.	.	PUNCT
bracis-33640	77	1	additionally	additionally	ADV
bracis-33640	77	2	,	,	PUNCT
bracis-33640	77	3	creating	create	VERB
bracis-33640	77	4	models	model	NOUN
bracis-33640	77	5	that	that	PRON
bracis-33640	77	6	accurately	accurately	ADV
bracis-33640	77	7	capture	capture	VERB
bracis-33640	77	8	the	the	DET
bracis-33640	77	9	distribution	distribution	NOUN
bracis-33640	77	10	of	of	ADP
bracis-33640	77	11	likes	like	NOUN
bracis-33640	77	12	can	can	AUX
bracis-33640	77	13	be	be	AUX
bracis-33640	77	14	particularly	particularly	ADV
bracis-33640	77	15	challenging	challenging	ADJ
bracis-33640	77	16	due	due	ADJ
bracis-33640	77	17	to	to	ADP
bracis-33640	77	18	the	the	DET
bracis-33640	77	19	highly	highly	ADV
bracis-33640	77	20	non	non	ADJ
bracis-33640	77	21	-	-	ADJ
bracis-33640	77	22	linear	linear	ADJ
bracis-33640	77	23	nature	nature	NOUN
bracis-33640	77	24	of	of	ADP
bracis-33640	77	25	engagement	engagement	NOUN
bracis-33640	77	26	(	(	PUNCT
bracis-33640	77	27	for	for	ADP
bracis-33640	77	28	instance	instance	NOUN
bracis-33640	77	29	,	,	PUNCT
bracis-33640	77	30	small	small	ADJ
bracis-33640	77	31	differences	difference	NOUN
bracis-33640	77	32	in	in	ADP
bracis-33640	77	33	content	content	NOUN
bracis-33640	77	34	can	can	AUX
bracis-33640	77	35	lead	lead	VERB
bracis-33640	77	36	to	to	ADP
bracis-33640	77	37	a	a	DET
bracis-33640	77	38	post	post	NOUN
bracis-33640	77	39	going	go	VERB
bracis-33640	77	40	viral	viral	ADJ
bracis-33640	77	41	or	or	CCONJ
bracis-33640	77	42	not	not	PART
bracis-33640	77	43	)	)	PUNCT
bracis-33640	77	44	.	.	PUNCT
bracis-33640	78	1	3.3	3.3	NUM
bracis-33640	78	2	data	datum	NOUN
bracis-33640	78	3	transformation	transformation	NOUN
bracis-33640	78	4	we	we	PRON
bracis-33640	78	5	have	have	AUX
bracis-33640	78	6	tested	test	VERB
bracis-33640	78	7	different	different	ADJ
bracis-33640	78	8	transformations	transformation	NOUN
bracis-33640	78	9	for	for	ADP
bracis-33640	78	10	categorical	categorical	ADJ
bracis-33640	78	11	features	feature	NOUN
bracis-33640	78	12	and	and	CCONJ
bracis-33640	78	13	numerical	numerical	ADJ
bracis-33640	78	14	features	feature	NOUN
bracis-33640	78	15	.	.	PUNCT
bracis-33640	79	1	after	after	ADP
bracis-33640	79	2	applying	apply	VERB
bracis-33640	79	3	the	the	DET
bracis-33640	79	4	transformations	transformation	NOUN
bracis-33640	79	5	of	of	ADP
bracis-33640	79	6	the	the	DET
bracis-33640	79	7	categorical	categorical	ADJ
bracis-33640	79	8	features	feature	NOUN
bracis-33640	79	9	,	,	PUNCT
bracis-33640	79	10	the	the	DET
bracis-33640	79	11	resulting	result	VERB
bracis-33640	79	12	features	feature	NOUN
bracis-33640	79	13	are	be	AUX
bracis-33640	79	14	also	also	ADV
bracis-33640	79	15	subject	subject	ADJ
bracis-33640	79	16	to	to	ADP
bracis-33640	79	17	the	the	DET
bracis-33640	79	18	second	second	ADJ
bracis-33640	79	19	type	type	NOUN
bracis-33640	79	20	of	of	ADP
bracis-33640	79	21	transformations	transformation	NOUN
bracis-33640	79	22	.	.	PUNCT
bracis-33640	80	1	categorical	categorical	ADJ
bracis-33640	80	2	features	feature	NOUN
bracis-33640	80	3	.	.	PUNCT
bracis-33640	81	1	since	since	SCONJ
bracis-33640	81	2	most	most	ADJ
bracis-33640	81	3	of	of	ADP
bracis-33640	81	4	the	the	DET
bracis-33640	81	5	features	feature	NOUN
bracis-33640	81	6	in	in	ADP
bracis-33640	81	7	the	the	DET
bracis-33640	81	8	data	datum	NOUN
bracis-33640	81	9	are	be	AUX
bracis-33640	81	10	categorical	categorical	ADJ
bracis-33640	81	11	,	,	PUNCT
bracis-33640	81	12	it	it	PRON
bracis-33640	81	13	is	be	AUX
bracis-33640	81	14	especially	especially	ADV
bracis-33640	81	15	important	important	ADJ
bracis-33640	81	16	to	to	PART
bracis-33640	81	17	evaluate	evaluate	VERB
bracis-33640	81	18	the	the	DET
bracis-33640	81	19	impact	impact	NOUN
bracis-33640	81	20	of	of	ADP
bracis-33640	81	21	different	different	ADJ
bracis-33640	81	22	transformations	transformation	NOUN
bracis-33640	81	23	for	for	ADP
bracis-33640	81	24	this	this	DET
bracis-33640	81	25	type	type	NOUN
bracis-33640	81	26	of	of	ADP
bracis-33640	81	27	feature	feature	NOUN
bracis-33640	81	28	.	.	PUNCT
bracis-33640	82	1	therefore	therefore	ADV
bracis-33640	82	2	,	,	PUNCT
bracis-33640	82	3	we	we	PRON
bracis-33640	82	4	evaluated	evaluate	VERB
bracis-33640	82	5	three	three	NUM
bracis-33640	82	6	alternate	alternate	ADJ
bracis-33640	82	7	transformation	transformation	NOUN
bracis-33640	82	8	approaches	approach	NOUN
bracis-33640	82	9	:	:	PUNCT
bracis-33640	82	10	one	one	NUM
bracis-33640	82	11	-	-	PUNCT
bracis-33640	82	12	hot	hot	ADJ
bracis-33640	82	13	encoding	encoding	NOUN
bracis-33640	82	14	:	:	PUNCT
bracis-33640	82	15	converts	convert	VERB
bracis-33640	82	16	a	a	DET
bracis-33640	82	17	categorical	categorical	ADJ
bracis-33640	82	18	feature	feature	NOUN
bracis-33640	82	19	with	with	ADP
bracis-33640	82	20	n	n	PROPN
bracis-33640	82	21	categories	category	NOUN
bracis-33640	82	22	into	into	ADP
bracis-33640	82	23	n	n	PRON
bracis-33640	82	24	binary	binary	NOUN
bracis-33640	82	25	features	feature	NOUN
bracis-33640	82	26	,	,	PUNCT
bracis-33640	82	27	each	each	PRON
bracis-33640	82	28	indicating	indicate	VERB
bracis-33640	82	29	the	the	DET
bracis-33640	82	30	presence	presence	NOUN
bracis-33640	82	31	of	of	ADP
bracis-33640	82	32	a	a	DET
bracis-33640	82	33	specific	specific	ADJ
bracis-33640	82	34	category	category	NOUN
bracis-33640	82	35	.	.	PUNCT
bracis-33640	83	1	target	target	NOUN
bracis-33640	83	2	encoding	encode	VERB
bracis-33640	83	3	for	for	ADP
bracis-33640	83	4	(	(	PUNCT
bracis-33640	83	5	binary	binary	ADJ
bracis-33640	83	6	)	)	PUNCT
bracis-33640	83	7	classification	classification	NOUN
bracis-33640	83	8	:	:	PUNCT
bracis-33640	83	9	transforms	transform	VERB
bracis-33640	83	10	categorical	categorical	ADJ
bracis-33640	83	11	variables	variable	NOUN
bracis-33640	83	12	into	into	ADP
bracis-33640	83	13	continuous	continuous	ADJ
bracis-33640	83	14	variables	variable	NOUN
bracis-33640	83	15	based	base	VERB
bracis-33640	83	16	on	on	ADP
bracis-33640	83	17	their	their	PRON
bracis-33640	83	18	relationship	relationship	NOUN
bracis-33640	83	19	with	with	ADP
bracis-33640	83	20	the	the	DET
bracis-33640	83	21	target	target	NOUN
bracis-33640	83	22	classes	class	NOUN
bracis-33640	83	23	in	in	ADP
bracis-33640	83	24	the	the	DET
bracis-33640	83	25	training	training	NOUN
bracis-33640	83	26	data	datum	NOUN
bracis-33640	83	27	[	[	X
bracis-33640	83	28	19	19	NUM
bracis-33640	83	29	]	]	PUNCT
bracis-33640	83	30	.	.	PUNCT
bracis-33640	84	1	target	target	NOUN
bracis-33640	84	2	encoding	encode	VERB
bracis-33640	84	3	for	for	ADP
bracis-33640	84	4	regression	regression	NOUN
bracis-33640	84	5	:	:	PUNCT
bracis-33640	84	6	a	a	DET
bracis-33640	84	7	version	version	NOUN
bracis-33640	84	8	of	of	ADP
bracis-33640	84	9	target	target	NOUN
bracis-33640	84	10	encoding	encode	VERB
bracis-33640	84	11	for	for	ADP
bracis-33640	84	12	continuous	continuous	ADJ
bracis-33640	84	13	target	target	NOUN
bracis-33640	84	14	variables	variable	NOUN
bracis-33640	84	15	[	[	X
bracis-33640	84	16	19	19	NUM
bracis-33640	84	17	]	]	PUNCT
bracis-33640	84	18	.	.	PUNCT
bracis-33640	85	1	we	we	PRON
bracis-33640	85	2	hypothesize	hypothesize	VERB
bracis-33640	85	3	that	that	SCONJ
bracis-33640	85	4	applying	apply	VERB
bracis-33640	85	5	the	the	DET
bracis-33640	85	6	target	target	NOUN
bracis-33640	85	7	encoding	encoding	NOUN
bracis-33640	85	8	to	to	ADP
bracis-33640	85	9	the	the	DET
bracis-33640	85	10	raw	raw	ADJ
bracis-33640	85	11	values	value	NOUN
bracis-33640	85	12	of	of	ADP
bracis-33640	85	13	likes	like	NOUN
bracis-33640	85	14	could	could	AUX
bracis-33640	85	15	render	render	VERB
bracis-33640	85	16	useful	useful	ADJ
bracis-33640	85	17	information	information	NOUN
bracis-33640	85	18	for	for	ADP
bracis-33640	85	19	the	the	DET
bracis-33640	85	20	binary	binary	PROPN
bracis-33640	85	21	classification	classification	NOUN
bracis-33640	85	22	task	task	NOUN
bracis-33640	85	23	.	.	PUNCT
bracis-33640	86	1	numerical	numerical	PROPN
bracis-33640	86	2	features	feature	NOUN
bracis-33640	86	3	.	.	PUNCT
bracis-33640	87	1	for	for	ADP
bracis-33640	87	2	machine	machine	NOUN
bracis-33640	87	3	learning	learning	NOUN
bracis-33640	87	4	models	model	NOUN
bracis-33640	87	5	that	that	PRON
bracis-33640	87	6	are	be	AUX
bracis-33640	87	7	sensitive	sensitive	ADJ
bracis-33640	87	8	to	to	ADP
bracis-33640	87	9	the	the	DET
bracis-33640	87	10	scale	scale	NOUN
bracis-33640	87	11	of	of	ADP
bracis-33640	87	12	the	the	DET
bracis-33640	87	13	data	datum	NOUN
bracis-33640	87	14	,	,	PUNCT
bracis-33640	87	15	we	we	PRON
bracis-33640	87	16	also	also	ADV
bracis-33640	87	17	tested	test	VERB
bracis-33640	87	18	three	three	NUM
bracis-33640	87	19	alternative	alternative	ADJ
bracis-33640	87	20	transformations	transformation	NOUN
bracis-33640	87	21	for	for	ADP
bracis-33640	87	22	numerical	numerical	ADJ
bracis-33640	87	23	features	feature	NOUN
bracis-33640	87	24	.	.	PUNCT
bracis-33640	88	1	min	min	NOUN
bracis-33640	88	2	-	-	ADJ
bracis-33640	88	3	max	max	PROPN
bracis-33640	88	4	(	(	PUNCT
bracis-33640	88	5	0–1	0–1	NOUN
bracis-33640	88	6	)	)	PUNCT
bracis-33640	88	7	scaling	scaling	NOUN
bracis-33640	88	8	:	:	PUNCT
bracis-33640	88	9	this	this	DET
bracis-33640	88	10	technique	technique	NOUN
bracis-33640	88	11	sets	set	VERB
bracis-33640	88	12	the	the	DET
bracis-33640	88	13	minimum	minimum	ADJ
bracis-33640	88	14	value	value	NOUN
bracis-33640	88	15	of	of	ADP
bracis-33640	88	16	each	each	DET
bracis-33640	88	17	feature	feature	NOUN
bracis-33640	88	18	to	to	ADP
bracis-33640	88	19	0	0	NUM
bracis-33640	88	20	and	and	CCONJ
bracis-33640	88	21	the	the	DET
bracis-33640	88	22	maximum	maximum	ADJ
bracis-33640	88	23	value	value	NOUN
bracis-33640	88	24	to	to	ADP
bracis-33640	88	25	1	1	NUM
bracis-33640	88	26	,	,	PUNCT
bracis-33640	88	27	linearly	linearly	ADV
bracis-33640	88	28	scaling	scale	VERB
bracis-33640	88	29	all	all	DET
bracis-33640	88	30	other	other	ADJ
bracis-33640	88	31	values	value	NOUN
bracis-33640	88	32	proportionally	proportionally	ADV
bracis-33640	88	33	within	within	ADP
bracis-33640	88	34	this	this	DET
bracis-33640	88	35	range	range	NOUN
bracis-33640	88	36	.	.	PUNCT
bracis-33640	89	1	standard	standard	ADJ
bracis-33640	89	2	scaling	scaling	NOUN
bracis-33640	89	3	(	(	PUNCT
bracis-33640	89	4	z	z	NOUN
bracis-33640	89	5	-	-	PUNCT
bracis-33640	89	6	score	score	NOUN
bracis-33640	89	7	normalization	normalization	NOUN
bracis-33640	89	8	):	):	PUNCT
bracis-33640	89	9	standardize	standardize	VERB
bracis-33640	89	10	the	the	DET
bracis-33640	89	11	data	datum	NOUN
bracis-33640	89	12	to	to	PART
bracis-33640	89	13	have	have	VERB
bracis-33640	89	14	a	a	DET
bracis-33640	89	15	mean	mean	NOUN
bracis-33640	89	16	of	of	ADP
bracis-33640	89	17	0	0	NUM
bracis-33640	89	18	and	and	CCONJ
bracis-33640	89	19	a	a	DET
bracis-33640	89	20	standard	standard	ADJ
bracis-33640	89	21	deviation	deviation	NOUN
bracis-33640	89	22	of	of	ADP
bracis-33640	89	23	1	1	NUM
bracis-33640	89	24	.	.	PUNCT
bracis-33640	89	25	identity	identity	NOUN
bracis-33640	89	26	:	:	PUNCT
bracis-33640	89	27	no	no	DET
bracis-33640	89	28	transformation	transformation	NOUN
bracis-33640	89	29	is	be	AUX
bracis-33640	89	30	applied	apply	VERB
bracis-33640	89	31	;	;	PUNCT
bracis-33640	89	32	the	the	DET
bracis-33640	89	33	original	original	ADJ
bracis-33640	89	34	values	value	NOUN
bracis-33640	89	35	are	be	AUX
bracis-33640	89	36	used	use	VERB
bracis-33640	89	37	.	.	PUNCT
bracis-33640	90	1	to	to	PART
bracis-33640	90	2	ensure	ensure	VERB
bracis-33640	90	3	the	the	DET
bracis-33640	90	4	integrity	integrity	NOUN
bracis-33640	90	5	of	of	ADP
bracis-33640	90	6	our	our	PRON
bracis-33640	90	7	model	model	NOUN
bracis-33640	90	8	and	and	CCONJ
bracis-33640	90	9	prevent	prevent	VERB
bracis-33640	90	10	data	datum	NOUN
bracis-33640	90	11	leakage	leakage	NOUN
bracis-33640	90	12	,	,	PUNCT
bracis-33640	90	13	both	both	DET
bracis-33640	90	14	types	type	NOUN
bracis-33640	90	15	of	of	ADP
bracis-33640	90	16	transformation	transformation	NOUN
bracis-33640	90	17	were	be	AUX
bracis-33640	90	18	applied	apply	VERB
bracis-33640	90	19	strictly	strictly	ADV
bracis-33640	90	20	to	to	ADP
bracis-33640	90	21	the	the	DET
bracis-33640	90	22	training	training	NOUN
bracis-33640	90	23	data	datum	NOUN
bracis-33640	90	24	within	within	ADP
bracis-33640	90	25	the	the	DET
bracis-33640	90	26	training	training	NOUN
bracis-33640	90	27	pipeline	pipeline	NOUN
bracis-33640	90	28	(	(	PUNCT
bracis-33640	90	29	and	and	CCONJ
bracis-33640	90	30	not	not	PART
bracis-33640	90	31	to	to	ADP
bracis-33640	90	32	the	the	DET
bracis-33640	90	33	full	full	ADJ
bracis-33640	90	34	dataset	dataset	NOUN
bracis-33640	90	35	,	,	PUNCT
bracis-33640	90	36	as	as	ADP
bracis-33640	90	37	a	a	DET
bracis-33640	90	38	preprocessing	preprocessing	NOUN
bracis-33640	90	39	step	step	NOUN
bracis-33640	90	40	)	)	PUNCT
bracis-33640	90	41	.	.	PUNCT
bracis-33640	91	1	one	one	NUM
bracis-33640	91	2	-	-	PUNCT
bracis-33640	91	3	hot	hot	ADJ
bracis-33640	91	4	encoding	encoding	NOUN
bracis-33640	91	5	,	,	PUNCT
bracis-33640	91	6	however	however	ADV
bracis-33640	91	7	,	,	PUNCT
bracis-33640	91	8	is	be	AUX
bracis-33640	91	9	always	always	ADV
bracis-33640	91	10	applied	apply	VERB
bracis-33640	91	11	considering	consider	VERB
bracis-33640	91	12	all	all	DET
bracis-33640	91	13	the	the	DET
bracis-33640	91	14	categories	category	NOUN
bracis-33640	91	15	of	of	ADP
bracis-33640	91	16	the	the	DET
bracis-33640	91	17	full	full	ADJ
bracis-33640	91	18	dataset	dataset	NOUN
bracis-33640	91	19	,	,	PUNCT
bracis-33640	91	20	since	since	SCONJ
bracis-33640	91	21	these	these	PRON
bracis-33640	91	22	were	be	AUX
bracis-33640	91	23	part	part	NOUN
bracis-33640	91	24	of	of	ADP
bracis-33640	91	25	a	a	DET
bracis-33640	91	26	pre	pre	ADJ
bracis-33640	91	27	-	-	ADJ
bracis-33640	91	28	defined	define	VERB
bracis-33640	91	29	taxonomy	taxonomy	NOUN
bracis-33640	92	1	[	[	X
bracis-33640	92	2	8	8	NUM
bracis-33640	92	3	]	]	SYM
bracis-33640	92	4	.	.	PUNCT
bracis-33640	93	1	3.4	3.4	NUM
bracis-33640	93	2	model	model	NOUN
bracis-33640	93	3	training	train	VERB
bracis-33640	93	4	different	different	ADJ
bracis-33640	93	5	classification	classification	NOUN
bracis-33640	93	6	models	model	NOUN
bracis-33640	93	7	were	be	AUX
bracis-33640	93	8	evaluated	evaluate	VERB
bracis-33640	93	9	with	with	ADP
bracis-33640	93	10	different	different	ADJ
bracis-33640	93	11	hyperparameters	hyperparameter	NOUN
bracis-33640	93	12	in	in	ADP
bracis-33640	93	13	this	this	DET
bracis-33640	93	14	study	study	NOUN
bracis-33640	93	15	,	,	PUNCT
bracis-33640	93	16	as	as	SCONJ
bracis-33640	93	17	detailed	detail	VERB
bracis-33640	93	18	in	in	ADP
bracis-33640	93	19	table	table	NOUN
bracis-33640	93	20	 	 	SPACE
bracis-33640	93	21	1	1	NUM
bracis-33640	93	22	.	.	PUNCT
bracis-33640	94	1	hyperparameters	hyperparameter	NOUN
bracis-33640	94	2	not	not	PART
bracis-33640	94	3	listed	list	VERB
bracis-33640	94	4	received	receive	VERB
bracis-33640	94	5	the	the	DET
bracis-33640	94	6	default	default	NOUN
bracis-33640	94	7	values	value	NOUN
bracis-33640	94	8	of	of	ADP
bracis-33640	94	9	the	the	DET
bracis-33640	94	10	scikit	scikit	NOUN
bracis-33640	94	11	-	-	PUNCT
bracis-33640	94	12	learn	learn	VERB
bracis-33640	94	13	1.4	1.4	NUM
bracis-33640	94	14	implementation	implementation	NOUN
bracis-33640	94	15	(	(	PUNCT
bracis-33640	94	16	e.g.	e.g.	ADV
bracis-33640	94	17	,	,	PUNCT
bracis-33640	94	18	mlp	mlp	PROPN
bracis-33640	94	19	used	use	VERB
bracis-33640	94	20	the	the	DET
bracis-33640	94	21	adam	adam	PROPN
bracis-33640	94	22	optimizer	optimizer	NOUN
bracis-33640	94	23	)	)	PUNCT
bracis-33640	94	24	,	,	PUNCT
bracis-33640	94	25	except	except	SCONJ
bracis-33640	94	26	for	for	ADP
bracis-33640	94	27	logistic	logistic	ADJ
bracis-33640	94	28	regression	regression	NOUN
bracis-33640	94	29	,	,	PUNCT
bracis-33640	94	30	where	where	SCONJ
bracis-33640	94	31	saga	saga	NOUN
bracis-33640	94	32	solver	solver	VERB
bracis-33640	94	33	was	be	AUX
bracis-33640	94	34	chosen	choose	VERB
bracis-33640	94	35	for	for	ADP
bracis-33640	94	36	its	its	PRON
bracis-33640	94	37	flexibility	flexibility	NOUN
bracis-33640	94	38	regarding	regard	VERB
bracis-33640	94	39	the	the	DET
bracis-33640	94	40	penalty	penalty	NOUN
bracis-33640	94	41	term	term	NOUN
bracis-33640	94	42	.	.	PUNCT
bracis-33640	95	1	for	for	ADP
bracis-33640	95	2	model	model	NOUN
bracis-33640	95	3	type	type	NOUN
bracis-33640	95	4	,	,	PUNCT
bracis-33640	95	5	a	a	DET
bracis-33640	95	6	grid	grid	NOUN
bracis-33640	95	7	search	search	NOUN
bracis-33640	95	8	approach	approach	NOUN
bracis-33640	95	9	was	be	AUX
bracis-33640	95	10	employed	employ	VERB
bracis-33640	95	11	to	to	PART
bracis-33640	95	12	evaluate	evaluate	VERB
bracis-33640	95	13	all	all	DET
bracis-33640	95	14	combination	combination	NOUN
bracis-33640	95	15	of	of	ADP
bracis-33640	95	16	feature	feature	NOUN
bracis-33640	95	17	transformations	transformation	NOUN
bracis-33640	95	18	and	and	CCONJ
bracis-33640	95	19	hyperparameters	hyperparameter	NOUN
bracis-33640	95	20	.	.	PUNCT
bracis-33640	96	1	in	in	ADP
bracis-33640	96	2	this	this	DET
bracis-33640	96	3	context	context	NOUN
bracis-33640	96	4	,	,	PUNCT
bracis-33640	96	5	the	the	DET
bracis-33640	96	6	transformations	transformation	NOUN
bracis-33640	96	7	were	be	AUX
bracis-33640	96	8	treated	treat	VERB
bracis-33640	96	9	similarly	similarly	ADV
bracis-33640	96	10	to	to	ADP
bracis-33640	96	11	hyperparameters	hyperparameter	NOUN
bracis-33640	96	12	to	to	PART
bracis-33640	96	13	explore	explore	VERB
bracis-33640	96	14	their	their	PRON
bracis-33640	96	15	impact	impact	NOUN
bracis-33640	96	16	on	on	ADP
bracis-33640	96	17	the	the	DET
bracis-33640	96	18	model	model	NOUN
bracis-33640	96	19	performance	performance	NOUN
bracis-33640	96	20	.	.	PUNCT
bracis-33640	97	1	we	we	PRON
bracis-33640	97	2	use	use	VERB
bracis-33640	97	3	the	the	DET
bracis-33640	97	4	term	term	NOUN
bracis-33640	97	5	model	model	NOUN
bracis-33640	97	6	configuration	configuration	NOUN
bracis-33640	97	7	to	to	PART
bracis-33640	97	8	refer	refer	VERB
bracis-33640	97	9	to	to	ADP
bracis-33640	97	10	the	the	DET
bracis-33640	97	11	hyperparameters	hyperparameter	NOUN
bracis-33640	97	12	of	of	ADP
bracis-33640	97	13	the	the	DET
bracis-33640	97	14	model	model	NOUN
bracis-33640	97	15	combined	combine	VERB
bracis-33640	97	16	with	with	ADP
bracis-33640	97	17	the	the	DET
bracis-33640	97	18	transformations	transformation	NOUN
bracis-33640	97	19	to	to	PART
bracis-33640	97	20	be	be	AUX
bracis-33640	97	21	applied	apply	VERB
bracis-33640	97	22	to	to	ADP
bracis-33640	97	23	the	the	DET
bracis-33640	97	24	input	input	NOUN
bracis-33640	97	25	data	datum	NOUN
bracis-33640	97	26	.	.	PUNCT
bracis-33640	98	1	table	table	NOUN
bracis-33640	98	2	 	 	SPACE
bracis-33640	98	3	1	1	NUM
bracis-33640	98	4	.	.	PUNCT
bracis-33640	98	5	models	model	NOUN
bracis-33640	98	6	and	and	CCONJ
bracis-33640	98	7	set	set	NOUN
bracis-33640	98	8	of	of	ADP
bracis-33640	98	9	hyperparameter	hyperparameter	NOUN
bracis-33640	98	10	values	value	NOUN
bracis-33640	98	11	evaluated.full	evaluated.full	NOUN
bracis-33640	98	12	size	size	NOUN
bracis-33640	98	13	table	table	NOUN
bracis-33640	98	14	nested	nest	VERB
bracis-33640	98	15	cross	cross	ADJ
bracis-33640	98	16	-	-	ADJ
bracis-33640	98	17	validation	validation	ADJ
bracis-33640	98	18	procedure	procedure	NOUN
bracis-33640	98	19	.	.	PUNCT
bracis-33640	99	1	to	to	PART
bracis-33640	99	2	robustly	robustly	ADV
bracis-33640	99	3	train	train	VERB
bracis-33640	99	4	and	and	CCONJ
bracis-33640	99	5	evaluate	evaluate	VERB
bracis-33640	99	6	each	each	DET
bracis-33640	99	7	type	type	NOUN
bracis-33640	99	8	of	of	ADP
bracis-33640	99	9	model	model	NOUN
bracis-33640	99	10	given	give	VERB
bracis-33640	99	11	the	the	DET
bracis-33640	99	12	relatively	relatively	ADV
bracis-33640	99	13	limited	limited	ADJ
bracis-33640	99	14	amount	amount	NOUN
bracis-33640	99	15	of	of	ADP
bracis-33640	99	16	data	datum	NOUN
bracis-33640	99	17	,	,	PUNCT
bracis-33640	99	18	we	we	PRON
bracis-33640	99	19	employed	employ	VERB
bracis-33640	99	20	a	a	DET
bracis-33640	99	21	nested	nested	ADJ
bracis-33640	99	22	5	5	NUM
bracis-33640	99	23	-	-	ADJ
bracis-33640	99	24	fold	fold	ADJ
bracis-33640	99	25	cross	cross	NOUN
bracis-33640	99	26	-	-	NOUN
bracis-33640	99	27	validation	validation	ADJ
bracis-33640	99	28	(	(	PUNCT
bracis-33640	99	29	cv	cv	NOUN
bracis-33640	99	30	)	)	PUNCT
bracis-33640	99	31	approach	approach	NOUN
bracis-33640	99	32	.	.	PUNCT
bracis-33640	100	1	this	this	DET
bracis-33640	100	2	technique	technique	NOUN
bracis-33640	100	3	provides	provide	VERB
bracis-33640	100	4	a	a	DET
bracis-33640	100	5	more	more	ADV
bracis-33640	100	6	reliable	reliable	ADJ
bracis-33640	100	7	estimate	estimate	NOUN
bracis-33640	100	8	of	of	ADP
bracis-33640	100	9	model	model	NOUN
bracis-33640	100	10	performance	performance	NOUN
bracis-33640	100	11	and	and	CCONJ
bracis-33640	100	12	helps	help	VERB
bracis-33640	100	13	mitigate	mitigate	VERB
bracis-33640	100	14	the	the	DET
bracis-33640	100	15	risk	risk	NOUN
bracis-33640	100	16	of	of	ADP
bracis-33640	100	17	overfitting	overfitte	VERB
bracis-33640	100	18	.	.	PUNCT
bracis-33640	101	1	the	the	DET
bracis-33640	101	2	5	5	NUM
bracis-33640	101	3	-	-	ADJ
bracis-33640	101	4	fold	fold	ADJ
bracis-33640	101	5	nested	nested	ADJ
bracis-33640	101	6	cv	cv	NOUN
bracis-33640	101	7	procedure	procedure	NOUN
bracis-33640	101	8	involves	involve	VERB
bracis-33640	101	9	splitting	split	VERB
bracis-33640	101	10	the	the	DET
bracis-33640	101	11	data	datum	NOUN
bracis-33640	101	12	into	into	ADP
bracis-33640	101	13	5	5	NUM
bracis-33640	101	14	folds	fold	NOUN
bracis-33640	101	15	and	and	CCONJ
bracis-33640	101	16	iterating	iterate	VERB
bracis-33640	101	17	five	five	NUM
bracis-33640	101	18	times	time	NOUN
bracis-33640	101	19	.	.	PUNCT
bracis-33640	102	1	in	in	ADP
bracis-33640	102	2	each	each	DET
bracis-33640	102	3	iteration	iteration	NOUN
bracis-33640	102	4	,	,	PUNCT
bracis-33640	102	5	4	4	NUM
bracis-33640	102	6	folds	fold	NOUN
bracis-33640	102	7	are	be	AUX
bracis-33640	102	8	used	use	VERB
bracis-33640	102	9	for	for	ADP
bracis-33640	102	10	training	training	NOUN
bracis-33640	102	11	,	,	PUNCT
bracis-33640	102	12	while	while	SCONJ
bracis-33640	102	13	the	the	DET
bracis-33640	102	14	remaining	remain	VERB
bracis-33640	102	15	fold	fold	NOUN
bracis-33640	102	16	is	be	AUX
bracis-33640	102	17	held	hold	VERB
bracis-33640	102	18	out	out	ADP
bracis-33640	102	19	as	as	ADP
bracis-33640	102	20	a	a	DET
bracis-33640	102	21	test	test	NOUN
bracis-33640	102	22	set	set	VERB
bracis-33640	102	23	for	for	ADP
bracis-33640	102	24	evaluation	evaluation	NOUN
bracis-33640	102	25	.	.	PUNCT
bracis-33640	103	1	each	each	DET
bracis-33640	103	2	fold	fold	NOUN
bracis-33640	103	3	maintained	maintain	VERB
bracis-33640	103	4	an	an	DET
bracis-33640	103	5	equal	equal	ADJ
bracis-33640	103	6	class	class	NOUN
bracis-33640	103	7	distribution	distribution	NOUN
bracis-33640	103	8	,	,	PUNCT
bracis-33640	103	9	with	with	ADP
bracis-33640	103	10	50	50	NUM
bracis-33640	103	11	%	%	NOUN
bracis-33640	103	12	for	for	ADP
bracis-33640	103	13	each	each	DET
bracis-33640	103	14	class	class	NOUN
bracis-33640	103	15	.	.	PUNCT
bracis-33640	104	1	in	in	ADP
bracis-33640	104	2	each	each	DET
bracis-33640	104	3	iteration	iteration	NOUN
bracis-33640	104	4	of	of	ADP
bracis-33640	104	5	the	the	DET
bracis-33640	104	6	outer	outer	ADJ
bracis-33640	104	7	cv	cv	PROPN
bracis-33640	104	8	,	,	PUNCT
bracis-33640	104	9	the	the	DET
bracis-33640	104	10	grid	grid	NOUN
bracis-33640	104	11	search	search	NOUN
bracis-33640	104	12	is	be	AUX
bracis-33640	104	13	applied	apply	VERB
bracis-33640	104	14	to	to	ADP
bracis-33640	104	15	this	this	DET
bracis-33640	104	16	training	training	NOUN
bracis-33640	104	17	(	(	PUNCT
bracis-33640	104	18	4	4	NUM
bracis-33640	104	19	folds	fold	NOUN
bracis-33640	104	20	of	of	ADP
bracis-33640	104	21	data	datum	NOUN
bracis-33640	104	22	)	)	PUNCT
bracis-33640	104	23	to	to	PART
bracis-33640	104	24	find	find	VERB
bracis-33640	104	25	the	the	DET
bracis-33640	104	26	optimal	optimal	ADJ
bracis-33640	104	27	model	model	NOUN
bracis-33640	104	28	configuration	configuration	NOUN
bracis-33640	104	29	for	for	ADP
bracis-33640	104	30	that	that	DET
bracis-33640	104	31	iteration	iteration	NOUN
bracis-33640	104	32	.	.	PUNCT
bracis-33640	105	1	in	in	ADP
bracis-33640	105	2	each	each	DET
bracis-33640	105	3	run	run	NOUN
bracis-33640	105	4	of	of	ADP
bracis-33640	105	5	the	the	DET
bracis-33640	105	6	grid	grid	NOUN
bracis-33640	105	7	search	search	NOUN
bracis-33640	105	8	,	,	PUNCT
bracis-33640	105	9	each	each	DET
bracis-33640	105	10	model	model	NOUN
bracis-33640	105	11	configuration	configuration	NOUN
bracis-33640	105	12	(	(	PUNCT
bracis-33640	105	13	i.e.	i.e.	X
bracis-33640	105	14	combination	combination	NOUN
bracis-33640	105	15	of	of	ADP
bracis-33640	105	16	hyperparameters	hyperparameter	NOUN
bracis-33640	105	17	and	and	CCONJ
bracis-33640	105	18	transformations	transformation	NOUN
bracis-33640	105	19	)	)	PUNCT
bracis-33640	105	20	was	be	AUX
bracis-33640	105	21	evaluated	evaluate	VERB
bracis-33640	105	22	using	use	VERB
bracis-33640	105	23	an	an	DET
bracis-33640	105	24	inner	inner	ADJ
bracis-33640	105	25	5	5	NUM
bracis-33640	105	26	-	-	ADJ
bracis-33640	105	27	fold	fold	ADJ
bracis-33640	105	28	cv	cv	PROPN
bracis-33640	105	29	applied	apply	VERB
bracis-33640	105	30	to	to	ADP
bracis-33640	105	31	the	the	DET
bracis-33640	105	32	training	training	NOUN
bracis-33640	105	33	data	datum	NOUN
bracis-33640	105	34	.	.	PUNCT
bracis-33640	106	1	this	this	DET
bracis-33640	106	2	inner	inner	ADJ
bracis-33640	106	3	cv	cv	NOUN
bracis-33640	106	4	further	far	ADV
bracis-33640	106	5	splits	split	VERB
bracis-33640	106	6	the	the	DET
bracis-33640	106	7	training	training	NOUN
bracis-33640	106	8	data	datum	NOUN
bracis-33640	106	9	into	into	ADP
bracis-33640	106	10	4	4	NUM
bracis-33640	106	11	inner	inner	ADJ
bracis-33640	106	12	folds	fold	NOUN
bracis-33640	106	13	for	for	ADP
bracis-33640	106	14	model	model	NOUN
bracis-33640	106	15	fitting	fitting	ADJ
bracis-33640	106	16	and	and	CCONJ
bracis-33640	106	17	1	1	NUM
bracis-33640	106	18	inner	inner	ADJ
bracis-33640	106	19	fold	fold	NOUN
bracis-33640	106	20	for	for	ADP
bracis-33640	106	21	validation	validation	NOUN
bracis-33640	106	22	.	.	PUNCT
bracis-33640	107	1	the	the	DET
bracis-33640	107	2	average	average	ADJ
bracis-33640	107	3	f1	f1	NOUN
bracis-33640	107	4	-	-	PUNCT
bracis-33640	107	5	score	score	NOUN
bracis-33640	107	6	of	of	ADP
bracis-33640	107	7	the	the	DET
bracis-33640	107	8	5	5	NUM
bracis-33640	107	9	iterations	iteration	NOUN
bracis-33640	107	10	of	of	ADP
bracis-33640	107	11	this	this	DET
bracis-33640	107	12	inner	inner	ADJ
bracis-33640	107	13	cv	cv	PROPN
bracis-33640	107	14	is	be	AUX
bracis-33640	107	15	used	use	VERB
bracis-33640	107	16	to	to	PART
bracis-33640	107	17	assess	assess	VERB
bracis-33640	107	18	each	each	DET
bracis-33640	107	19	model	model	NOUN
bracis-33640	107	20	configuration	configuration	NOUN
bracis-33640	107	21	.	.	PUNCT
bracis-33640	108	1	as	as	ADP
bracis-33640	108	2	a	a	DET
bracis-33640	108	3	result	result	NOUN
bracis-33640	108	4	of	of	ADP
bracis-33640	108	5	each	each	DET
bracis-33640	108	6	run	run	NOUN
bracis-33640	108	7	of	of	ADP
bracis-33640	108	8	grid	grid	NOUN
bracis-33640	108	9	search	search	NOUN
bracis-33640	108	10	(	(	PUNCT
bracis-33640	108	11	in	in	ADP
bracis-33640	108	12	each	each	DET
bracis-33640	108	13	iteration	iteration	NOUN
bracis-33640	108	14	of	of	ADP
bracis-33640	108	15	the	the	DET
bracis-33640	108	16	outer	outer	ADJ
bracis-33640	108	17	cv	cv	PROPN
bracis-33640	108	18	)	)	PUNCT
bracis-33640	108	19	,	,	PUNCT
bracis-33640	108	20	one	one	NUM
bracis-33640	108	21	optimal	optimal	ADJ
bracis-33640	108	22	model	model	NOUN
bracis-33640	108	23	configuration	configuration	NOUN
bracis-33640	108	24	is	be	AUX
bracis-33640	108	25	identified	identify	VERB
bracis-33640	108	26	for	for	ADP
bracis-33640	108	27	each	each	DET
bracis-33640	108	28	iteration	iteration	NOUN
bracis-33640	108	29	of	of	ADP
bracis-33640	108	30	the	the	DET
bracis-33640	108	31	outer	outer	ADJ
bracis-33640	108	32	cv	cv	PROPN
bracis-33640	108	33	.	.	PUNCT
bracis-33640	109	1	so	so	ADV
bracis-33640	109	2	,	,	PUNCT
bracis-33640	109	3	in	in	ADP
bracis-33640	109	4	total	total	ADJ
bracis-33640	109	5	,	,	PUNCT
bracis-33640	109	6	five	five	NUM
bracis-33640	109	7	optimal	optimal	ADJ
bracis-33640	109	8	configurations	configuration	NOUN
bracis-33640	109	9	will	will	AUX
bracis-33640	109	10	be	be	AUX
bracis-33640	109	11	found	find	VERB
bracis-33640	109	12	per	per	ADP
bracis-33640	109	13	model	model	NOUN
bracis-33640	109	14	type	type	NOUN
bracis-33640	109	15	.	.	PUNCT
bracis-33640	110	1	model	model	NOUN
bracis-33640	110	2	evaluation	evaluation	NOUN
bracis-33640	110	3	.	.	PUNCT
bracis-33640	111	1	at	at	ADP
bracis-33640	111	2	the	the	DET
bracis-33640	111	3	end	end	NOUN
bracis-33640	111	4	of	of	ADP
bracis-33640	111	5	each	each	DET
bracis-33640	111	6	iteration	iteration	NOUN
bracis-33640	111	7	of	of	ADP
bracis-33640	111	8	the	the	DET
bracis-33640	111	9	outer	outer	ADJ
bracis-33640	111	10	cv	cv	PROPN
bracis-33640	111	11	,	,	PUNCT
bracis-33640	111	12	the	the	DET
bracis-33640	111	13	model	model	NOUN
bracis-33640	111	14	is	be	AUX
bracis-33640	111	15	retrained	retrain	VERB
bracis-33640	111	16	using	use	VERB
bracis-33640	111	17	the	the	DET
bracis-33640	111	18	optimal	optimal	ADJ
bracis-33640	111	19	configuration	configuration	NOUN
bracis-33640	111	20	on	on	ADP
bracis-33640	111	21	the	the	DET
bracis-33640	111	22	entire	entire	ADJ
bracis-33640	111	23	training	training	NOUN
bracis-33640	111	24	data	datum	NOUN
bracis-33640	111	25	(	(	PUNCT
bracis-33640	111	26	i.e.	i.e.	X
bracis-33640	111	27	the	the	DET
bracis-33640	111	28	four	four	NUM
bracis-33640	111	29	selected	select	VERB
bracis-33640	111	30	outer	outer	ADJ
bracis-33640	111	31	folds	fold	NOUN
bracis-33640	111	32	)	)	PUNCT
bracis-33640	111	33	.	.	PUNCT
bracis-33640	112	1	the	the	DET
bracis-33640	112	2	model	model	NOUN
bracis-33640	112	3	is	be	AUX
bracis-33640	112	4	then	then	ADV
bracis-33640	112	5	evaluated	evaluate	VERB
bracis-33640	112	6	on	on	ADP
bracis-33640	112	7	the	the	DET
bracis-33640	112	8	held	hold	VERB
bracis-33640	112	9	-	-	PUNCT
bracis-33640	112	10	out	out	ADP
bracis-33640	112	11	test	test	NOUN
bracis-33640	112	12	fold	fold	NOUN
bracis-33640	112	13	using	use	VERB
bracis-33640	112	14	these	these	DET
bracis-33640	112	15	metrics	metric	NOUN
bracis-33640	112	16	:	:	PUNCT
bracis-33640	112	17	accuracy	accuracy	NOUN
bracis-33640	112	18	,	,	PUNCT
bracis-33640	112	19	precision	precision	NOUN
bracis-33640	112	20	,	,	PUNCT
bracis-33640	112	21	recall	recall	NOUN
bracis-33640	112	22	,	,	PUNCT
bracis-33640	112	23	and	and	CCONJ
bracis-33640	112	24	f1	f1	NOUN
bracis-33640	112	25	-	-	PUNCT
bracis-33640	112	26	score	score	NOUN
bracis-33640	112	27	.	.	PUNCT
bracis-33640	113	1	we	we	PRON
bracis-33640	113	2	highlight	highlight	VERB
bracis-33640	113	3	that	that	SCONJ
bracis-33640	113	4	one	one	NUM
bracis-33640	113	5	optimal	optimal	ADJ
bracis-33640	113	6	model	model	NOUN
bracis-33640	113	7	configuration	configuration	NOUN
bracis-33640	113	8	(	(	PUNCT
bracis-33640	113	9	hyperparameters	hyperparameter	VERB
bracis-33640	113	10	 	 	SPACE
bracis-33640	113	11	+	+	ADJ
bracis-33640	113	12	 	 	SPACE
bracis-33640	113	13	transformations	transformation	NOUN
bracis-33640	113	14	)	)	PUNCT
bracis-33640	113	15	is	be	AUX
bracis-33640	113	16	obtained	obtain	VERB
bracis-33640	113	17	and	and	CCONJ
bracis-33640	113	18	evaluated	evaluate	VERB
bracis-33640	113	19	per	per	ADP
bracis-33640	113	20	iteration	iteration	NOUN
bracis-33640	113	21	of	of	ADP
bracis-33640	113	22	the	the	DET
bracis-33640	113	23	outer	outer	ADJ
bracis-33640	113	24	cv	cv	NOUN
bracis-33640	113	25	,	,	PUNCT
bracis-33640	113	26	thus	thus	ADV
bracis-33640	113	27	resulting	result	VERB
bracis-33640	113	28	in	in	ADP
bracis-33640	113	29	five	five	NUM
bracis-33640	113	30	configurations	configuration	NOUN
bracis-33640	113	31	as	as	ADV
bracis-33640	113	32	well	well	ADV
bracis-33640	113	33	as	as	ADP
bracis-33640	113	34	five	five	NUM
bracis-33640	113	35	values	value	NOUN
bracis-33640	113	36	for	for	ADP
bracis-33640	113	37	each	each	PRON
bracis-33640	113	38	of	of	ADP
bracis-33640	113	39	the	the	DET
bracis-33640	113	40	evaluation	evaluation	NOUN
bracis-33640	113	41	metrics	metric	NOUN
bracis-33640	113	42	,	,	PUNCT
bracis-33640	113	43	per	per	ADP
bracis-33640	113	44	model	model	NOUN
bracis-33640	113	45	type	type	NOUN
bracis-33640	113	46	.	.	PUNCT
bracis-33640	114	1	these	these	DET
bracis-33640	114	2	values	value	NOUN
bracis-33640	114	3	and	and	CCONJ
bracis-33640	114	4	settings	setting	NOUN
bracis-33640	114	5	are	be	AUX
bracis-33640	114	6	used	use	VERB
bracis-33640	114	7	as	as	ADP
bracis-33640	114	8	inputs	input	NOUN
bracis-33640	114	9	for	for	ADP
bracis-33640	114	10	the	the	DET
bracis-33640	114	11	subsequent	subsequent	ADJ
bracis-33640	114	12	analysis	analysis	NOUN
bracis-33640	114	13	step	step	NOUN
bracis-33640	114	14	.	.	PUNCT
bracis-33640	115	1	3.5	3.5	NUM
bracis-33640	115	2	analysis	analysis	NOUN
bracis-33640	115	3	of	of	ADP
bracis-33640	115	4	results	result	NOUN
bracis-33640	115	5	for	for	ADP
bracis-33640	115	6	each	each	PRON
bracis-33640	115	7	of	of	ADP
bracis-33640	115	8	research	research	NOUN
bracis-33640	115	9	questions	question	NOUN
bracis-33640	115	10	proposed	propose	VERB
bracis-33640	115	11	we	we	PRON
bracis-33640	115	12	performed	perform	VERB
bracis-33640	115	13	a	a	DET
bracis-33640	115	14	specific	specific	ADJ
bracis-33640	115	15	analysis	analysis	NOUN
bracis-33640	115	16	,	,	PUNCT
bracis-33640	115	17	as	as	SCONJ
bracis-33640	115	18	detailed	detailed	ADJ
bracis-33640	115	19	next	next	ADV
bracis-33640	115	20	.	.	PUNCT
bracis-33640	116	1	model	model	NOUN
bracis-33640	116	2	performance	performance	NOUN
bracis-33640	116	3	analysis	analysis	NOUN
bracis-33640	116	4	.	.	PUNCT
bracis-33640	117	1	to	to	PART
bracis-33640	117	2	address	address	VERB
bracis-33640	117	3	rq1	rq1	NOUN
bracis-33640	117	4	,	,	PUNCT
bracis-33640	117	5	we	we	PRON
bracis-33640	117	6	first	first	ADV
bracis-33640	117	7	calculated	calculate	VERB
bracis-33640	117	8	and	and	CCONJ
bracis-33640	117	9	reported	report	VERB
bracis-33640	117	10	the	the	DET
bracis-33640	117	11	mean	mean	ADJ
bracis-33640	117	12	and	and	CCONJ
bracis-33640	117	13	standard	standard	ADJ
bracis-33640	117	14	deviation	deviation	NOUN
bracis-33640	117	15	of	of	ADP
bracis-33640	117	16	the	the	DET
bracis-33640	117	17	evaluation	evaluation	NOUN
bracis-33640	117	18	metrics	metric	NOUN
bracis-33640	117	19	for	for	ADP
bracis-33640	117	20	each	each	DET
bracis-33640	117	21	model	model	NOUN
bracis-33640	117	22	type	type	NOUN
bracis-33640	117	23	and	and	CCONJ
bracis-33640	117	24	dataset	dataset	NOUN
bracis-33640	117	25	.	.	PUNCT
bracis-33640	118	1	to	to	PART
bracis-33640	118	2	further	far	ADV
bracis-33640	118	3	understand	understand	VERB
bracis-33640	118	4	how	how	SCONJ
bracis-33640	118	5	to	to	PART
bracis-33640	118	6	effectively	effectively	ADV
bracis-33640	118	7	predict	predict	VERB
bracis-33640	118	8	the	the	DET
bracis-33640	118	9	engagement	engagement	NOUN
bracis-33640	118	10	,	,	PUNCT
bracis-33640	118	11	we	we	PRON
bracis-33640	118	12	analyzed	analyze	VERB
bracis-33640	118	13	the	the	DET
bracis-33640	118	14	optimal	optimal	ADJ
bracis-33640	118	15	model	model	NOUN
bracis-33640	118	16	configurations	configuration	NOUN
bracis-33640	118	17	obtained	obtain	VERB
bracis-33640	118	18	,	,	PUNCT
bracis-33640	118	19	reporting	report	VERB
bracis-33640	118	20	the	the	DET
bracis-33640	118	21	most	most	ADV
bracis-33640	118	22	frequent	frequent	ADJ
bracis-33640	118	23	data	data	NOUN
bracis-33640	118	24	transformations	transformation	NOUN
bracis-33640	118	25	chosen	choose	VERB
bracis-33640	118	26	in	in	ADP
bracis-33640	118	27	the	the	DET
bracis-33640	118	28	grid	grid	NOUN
bracis-33640	118	29	search	search	NOUN
bracis-33640	118	30	.	.	PUNCT
bracis-33640	119	1	we	we	PRON
bracis-33640	119	2	also	also	ADV
bracis-33640	119	3	discuss	discuss	VERB
bracis-33640	119	4	key	key	ADJ
bracis-33640	119	5	differences	difference	NOUN
bracis-33640	119	6	or	or	CCONJ
bracis-33640	119	7	similarities	similarity	NOUN
bracis-33640	119	8	observed	observe	VERB
bracis-33640	119	9	in	in	ADP
bracis-33640	119	10	model	model	NOUN
bracis-33640	119	11	performance	performance	NOUN
bracis-33640	119	12	and	and	CCONJ
bracis-33640	119	13	configuration	configuration	NOUN
bracis-33640	119	14	between	between	ADP
bracis-33640	119	15	bolsonaro	bolsonaro	NOUN
bracis-33640	119	16	’s	’s	PART
bracis-33640	119	17	and	and	CCONJ
bracis-33640	119	18	lula	lula	PROPN
bracis-33640	119	19	’s	’s	PART
bracis-33640	119	20	datasets	dataset	NOUN
bracis-33640	119	21	.	.	PUNCT
bracis-33640	120	1	features	feature	VERB
bracis-33640	120	2	importance	importance	NOUN
bracis-33640	120	3	analysis	analysis	NOUN
bracis-33640	120	4	.	.	PUNCT
bracis-33640	121	1	to	to	PART
bracis-33640	121	2	address	address	VERB
bracis-33640	121	3	rq2	rq2	NOUN
bracis-33640	121	4	,	,	PUNCT
bracis-33640	121	5	we	we	PRON
bracis-33640	121	6	analyzed	analyze	VERB
bracis-33640	121	7	the	the	DET
bracis-33640	121	8	feature	feature	NOUN
bracis-33640	121	9	importance	importance	NOUN
bracis-33640	121	10	scores	score	NOUN
bracis-33640	121	11	derived	derive	VERB
bracis-33640	121	12	from	from	ADP
bracis-33640	121	13	the	the	DET
bracis-33640	121	14	optimal	optimal	ADJ
bracis-33640	121	15	random	random	ADJ
bracis-33640	121	16	forest	forest	NOUN
bracis-33640	121	17	configurations	configuration	NOUN
bracis-33640	121	18	.	.	PUNCT
bracis-33640	122	1	this	this	DET
bracis-33640	122	2	model	model	NOUN
bracis-33640	122	3	type	type	NOUN
bracis-33640	122	4	inherently	inherently	ADV
bracis-33640	122	5	provides	provide	VERB
bracis-33640	122	6	a	a	DET
bracis-33640	122	7	widely	widely	ADV
bracis-33640	122	8	used	use	VERB
bracis-33640	122	9	metric	metric	NOUN
bracis-33640	122	10	for	for	ADP
bracis-33640	122	11	feature	feature	NOUN
bracis-33640	122	12	importance	importance	NOUN
bracis-33640	122	13	,	,	PUNCT
bracis-33640	122	14	known	know	VERB
bracis-33640	122	15	as	as	ADP
bracis-33640	122	16	gini	gini	NOUN
bracis-33640	122	17	importance	importance	NOUN
bracis-33640	122	18	.	.	PUNCT
bracis-33640	123	1	this	this	DET
bracis-33640	123	2	metric	metric	ADJ
bracis-33640	123	3	quantifies	quantifie	NOUN
bracis-33640	123	4	the	the	DET
bracis-33640	123	5	average	average	ADJ
bracis-33640	123	6	decrease	decrease	NOUN
bracis-33640	123	7	in	in	ADP
bracis-33640	123	8	node	node	ADJ
bracis-33640	123	9	impurity	impurity	NOUN
bracis-33640	123	10	achieved	achieve	VERB
bracis-33640	123	11	by	by	ADP
bracis-33640	123	12	splitting	split	VERB
bracis-33640	123	13	on	on	ADP
bracis-33640	123	14	a	a	DET
bracis-33640	123	15	specific	specific	ADJ
bracis-33640	123	16	feature	feature	NOUN
bracis-33640	123	17	,	,	PUNCT
bracis-33640	123	18	reflecting	reflect	VERB
bracis-33640	123	19	the	the	DET
bracis-33640	123	20	extent	extent	NOUN
bracis-33640	123	21	to	to	PART
bracis-33640	123	22	which	which	PRON
bracis-33640	123	23	each	each	DET
bracis-33640	123	24	feature	feature	NOUN
bracis-33640	123	25	contributes	contribute	VERB
bracis-33640	123	26	to	to	ADP
bracis-33640	123	27	the	the	DET
bracis-33640	123	28	model	model	NOUN
bracis-33640	123	29	’s	’s	PART
bracis-33640	123	30	predictive	predictive	ADJ
bracis-33640	123	31	power	power	NOUN
bracis-33640	123	32	.	.	PUNCT
bracis-33640	124	1	for	for	ADP
bracis-33640	124	2	each	each	DET
bracis-33640	124	3	political	political	ADJ
bracis-33640	124	4	candidate	candidate	NOUN
bracis-33640	124	5	,	,	PUNCT
bracis-33640	124	6	we	we	PRON
bracis-33640	124	7	aggregated	aggregate	VERB
bracis-33640	124	8	the	the	DET
bracis-33640	124	9	gini	gini	PROPN
bracis-33640	124	10	scores	score	NOUN
bracis-33640	124	11	obtained	obtain	VERB
bracis-33640	124	12	in	in	ADP
bracis-33640	124	13	the	the	DET
bracis-33640	124	14	five	five	NUM
bracis-33640	124	15	optimal	optimal	ADJ
bracis-33640	124	16	random	random	ADJ
bracis-33640	124	17	forest	forest	NOUN
bracis-33640	124	18	configurations	configuration	NOUN
bracis-33640	124	19	identified	identify	VERB
bracis-33640	124	20	during	during	ADP
bracis-33640	124	21	model	model	NOUN
bracis-33640	124	22	training	training	NOUN
bracis-33640	124	23	(	(	PUNCT
bracis-33640	124	24	sect	sect	NOUN
bracis-33640	124	25	.	.	PUNCT
bracis-33640	124	26	 	 	SPACE
bracis-33640	124	27	3.4	3.4	NUM
bracis-33640	124	28	)	)	PUNCT
bracis-33640	124	29	to	to	PART
bracis-33640	124	30	obtain	obtain	VERB
bracis-33640	124	31	a	a	DET
bracis-33640	124	32	more	more	ADV
bracis-33640	124	33	robust	robust	ADJ
bracis-33640	124	34	result	result	NOUN
bracis-33640	124	35	.	.	PUNCT
bracis-33640	125	1	4	4	NUM
bracis-33640	125	2	results	result	VERB
bracis-33640	125	3	4.1	4.1	NUM
bracis-33640	125	4	data	datum	NOUN
bracis-33640	125	5	collection	collection	NOUN
bracis-33640	125	6	the	the	DET
bracis-33640	125	7	dataset	dataset	NOUN
bracis-33640	125	8	encompasses	encompass	VERB
bracis-33640	125	9	various	various	ADJ
bracis-33640	125	10	features	feature	NOUN
bracis-33640	125	11	as	as	SCONJ
bracis-33640	125	12	outlined	outline	VERB
bracis-33640	125	13	in	in	ADP
bracis-33640	125	14	study	study	NOUN
bracis-33640	125	15	[	[	X
bracis-33640	125	16	8	8	NUM
bracis-33640	125	17	]	]	PUNCT
bracis-33640	125	18	,	,	PUNCT
bracis-33640	125	19	with	with	ADP
bracis-33640	125	20	most	most	ADJ
bracis-33640	125	21	being	be	AUX
bracis-33640	125	22	categorical	categorical	ADJ
bracis-33640	125	23	except	except	SCONJ
bracis-33640	125	24	for	for	ADP
bracis-33640	125	25	the	the	DET
bracis-33640	125	26	continuous	continuous	ADJ
bracis-33640	125	27	duration	duration	NOUN
bracis-33640	125	28	feature	feature	NOUN
bracis-33640	125	29	.	.	PUNCT
bracis-33640	126	1	these	these	DET
bracis-33640	126	2	features	feature	NOUN
bracis-33640	126	3	include	include	VERB
bracis-33640	126	4	the	the	DET
bracis-33640	126	5	candidate	candidate	NOUN
bracis-33640	126	6	(	(	PUNCT
bracis-33640	126	7	lula	lula	NOUN
bracis-33640	126	8	or	or	CCONJ
bracis-33640	126	9	bolsonaro	bolsonaro	NOUN
bracis-33640	126	10	)	)	PUNCT
bracis-33640	126	11	,	,	PUNCT
bracis-33640	126	12	duration	duration	NOUN
bracis-33640	126	13	(	(	PUNCT
bracis-33640	126	14	length	length	NOUN
bracis-33640	126	15	)	)	PUNCT
bracis-33640	126	16	of	of	ADP
bracis-33640	126	17	the	the	DET
bracis-33640	126	18	video	video	NOUN
bracis-33640	126	19	,	,	PUNCT
bracis-33640	126	20	aristotelian	aristotelian	PROPN
bracis-33640	126	21	rhetoric	rhetoric	NOUN
bracis-33640	126	22	(	(	PUNCT
bracis-33640	126	23	logos	logo	NOUN
bracis-33640	126	24	,	,	PUNCT
bracis-33640	126	25	ethos	ethos	NOUN
bracis-33640	126	26	,	,	PUNCT
bracis-33640	126	27	pathos	pathos	NOUN
bracis-33640	126	28	)	)	PUNCT
bracis-33640	126	29	,	,	PUNCT
bracis-33640	126	30	content	content	NOUN
bracis-33640	126	31	type	type	NOUN
bracis-33640	126	32	(	(	PUNCT
bracis-33640	126	33	such	such	ADJ
bracis-33640	126	34	as	as	ADP
bracis-33640	126	35	personal	personal	ADJ
bracis-33640	126	36	,	,	PUNCT
bracis-33640	126	37	political	political	ADJ
bracis-33640	126	38	ideological	ideological	NOUN
bracis-33640	126	39	,	,	PUNCT
bracis-33640	126	40	campaign	campaign	NOUN
bracis-33640	126	41	act	act	NOUN
bracis-33640	126	42	,	,	PUNCT
bracis-33640	126	43	and	and	CCONJ
bracis-33640	126	44	trend	trend	NOUN
bracis-33640	126	45	)	)	PUNCT
bracis-33640	126	46	,	,	PUNCT
bracis-33640	126	47	functional	functional	ADJ
bracis-33640	126	48	approach	approach	NOUN
bracis-33640	126	49	(	(	PUNCT
bracis-33640	126	50	attack	attack	NOUN
bracis-33640	126	51	,	,	PUNCT
bracis-33640	126	52	defense	defense	NOUN
bracis-33640	126	53	,	,	PUNCT
bracis-33640	126	54	acclaim	acclaim	NOUN
bracis-33640	126	55	)	)	PUNCT
bracis-33640	126	56	,	,	PUNCT
bracis-33640	126	57	tonality	tonality	NOUN
bracis-33640	126	58	(	(	PUNCT
bracis-33640	126	59	positive	positive	ADJ
bracis-33640	126	60	,	,	PUNCT
bracis-33640	126	61	negative	negative	ADJ
bracis-33640	126	62	,	,	PUNCT
bracis-33640	126	63	neutral	neutral	ADJ
bracis-33640	126	64	)	)	PUNCT
bracis-33640	126	65	,	,	PUNCT
bracis-33640	126	66	and	and	CCONJ
bracis-33640	126	67	main	main	ADJ
bracis-33640	126	68	character	character	NOUN
bracis-33640	126	69	(	(	PUNCT
bracis-33640	126	70	candidate	candidate	NOUN
bracis-33640	126	71	,	,	PUNCT
bracis-33640	126	72	candidate	candidate	NOUN
bracis-33640	126	73	with	with	ADP
bracis-33640	126	74	voters	voter	NOUN
bracis-33640	126	75	,	,	PUNCT
bracis-33640	126	76	voters	voter	NOUN
bracis-33640	126	77	,	,	PUNCT
bracis-33640	126	78	influencers	influencer	NOUN
bracis-33640	126	79	,	,	PUNCT
bracis-33640	126	80	opponent	opponent	NOUN
bracis-33640	126	81	)	)	PUNCT
bracis-33640	126	82	.	.	PUNCT
bracis-33640	127	1	these	these	DET
bracis-33640	127	2	features	feature	NOUN
bracis-33640	127	3	were	be	AUX
bracis-33640	127	4	manually	manually	ADV
bracis-33640	127	5	labeled	label	VERB
bracis-33640	127	6	based	base	VERB
bracis-33640	127	7	on	on	ADP
bracis-33640	127	8	a	a	DET
bracis-33640	127	9	predefined	predefine	VERB
bracis-33640	127	10	taxonomy	taxonomy	NOUN
bracis-33640	127	11	aimed	aim	VERB
bracis-33640	127	12	at	at	ADP
bracis-33640	127	13	classifying	classify	VERB
bracis-33640	127	14	varied	varied	ADJ
bracis-33640	127	15	aspects	aspect	NOUN
bracis-33640	127	16	of	of	ADP
bracis-33640	127	17	the	the	DET
bracis-33640	127	18	politicians	politician	NOUN
bracis-33640	127	19	’	'	PUNCT
bracis-33640	127	20	discourse	discourse	NOUN
bracis-33640	127	21	displayed	display	VERB
bracis-33640	127	22	in	in	ADP
bracis-33640	127	23	each	each	DET
bracis-33640	127	24	video	video	NOUN
bracis-33640	127	25	.	.	PUNCT
bracis-33640	128	1	for	for	ADP
bracis-33640	128	2	example	example	NOUN
bracis-33640	128	3	,	,	PUNCT
bracis-33640	128	4	aristotelian	aristotelian	PROPN
bracis-33640	128	5	rhetoric	rhetoric	NOUN
bracis-33640	128	6	consists	consist	VERB
bracis-33640	128	7	of	of	ADP
bracis-33640	128	8	three	three	NUM
bracis-33640	128	9	categories	category	NOUN
bracis-33640	128	10	(	(	PUNCT
bracis-33640	128	11	values	value	NOUN
bracis-33640	128	12	)	)	PUNCT
bracis-33640	128	13	of	of	ADP
bracis-33640	128	14	rhetorical	rhetorical	ADJ
bracis-33640	128	15	appeal	appeal	NOUN
bracis-33640	128	16	,	,	PUNCT
bracis-33640	128	17	which	which	PRON
bracis-33640	128	18	aim	aim	VERB
bracis-33640	128	19	to	to	PART
bracis-33640	128	20	convince	convince	VERB
bracis-33640	128	21	the	the	DET
bracis-33640	128	22	interlocutor	interlocutor	NOUN
bracis-33640	128	23	:	:	PUNCT
bracis-33640	128	24	logos	logo	NOUN
bracis-33640	128	25	,	,	PUNCT
bracis-33640	128	26	which	which	PRON
bracis-33640	128	27	indicates	indicate	VERB
bracis-33640	128	28	an	an	DET
bracis-33640	128	29	appeal	appeal	NOUN
bracis-33640	128	30	to	to	ADP
bracis-33640	128	31	logical	logical	ADJ
bracis-33640	128	32	reasoning	reasoning	NOUN
bracis-33640	128	33	and	and	CCONJ
bracis-33640	128	34	argumentative	argumentative	ADJ
bracis-33640	128	35	structure	structure	NOUN
bracis-33640	128	36	;	;	PUNCT
bracis-33640	128	37	ethos	etho	VERB
bracis-33640	128	38	,	,	PUNCT
bracis-33640	128	39	appeal	appeal	VERB
bracis-33640	128	40	to	to	ADP
bracis-33640	128	41	the	the	DET
bracis-33640	128	42	author	author	NOUN
bracis-33640	128	43	’s	’s	PART
bracis-33640	128	44	character	character	NOUN
bracis-33640	128	45	,	,	PUNCT
bracis-33640	128	46	such	such	ADJ
bracis-33640	128	47	as	as	ADP
bracis-33640	128	48	their	their	PRON
bracis-33640	128	49	trustworthiness	trustworthiness	NOUN
bracis-33640	128	50	and	and	CCONJ
bracis-33640	128	51	qualifications	qualification	NOUN
bracis-33640	128	52	;	;	PUNCT
bracis-33640	128	53	and	and	CCONJ
bracis-33640	128	54	pathos	pathos	PROPN
bracis-33640	128	55	,	,	PUNCT
bracis-33640	128	56	appeal	appeal	VERB
bracis-33640	128	57	to	to	ADP
bracis-33640	128	58	the	the	DET
bracis-33640	128	59	audience	audience	NOUN
bracis-33640	128	60	’s	’s	PART
bracis-33640	128	61	emotions	emotion	NOUN
bracis-33640	128	62	.	.	PUNCT
bracis-33640	129	1	for	for	ADP
bracis-33640	129	2	further	further	ADJ
bracis-33640	129	3	details	detail	NOUN
bracis-33640	129	4	on	on	ADP
bracis-33640	129	5	the	the	DET
bracis-33640	129	6	attributes	attribute	NOUN
bracis-33640	129	7	,	,	PUNCT
bracis-33640	129	8	please	please	INTJ
bracis-33640	129	9	refer	refer	VERB
bracis-33640	129	10	to	to	PART
bracis-33640	129	11	study	study	VERB
bracis-33640	129	12	[	[	X
bracis-33640	129	13	8	8	NUM
bracis-33640	129	14	]	]	PUNCT
bracis-33640	129	15	.	.	PUNCT
bracis-33640	130	1	additional	additional	ADJ
bracis-33640	130	2	features	feature	NOUN
bracis-33640	130	3	used	use	VERB
bracis-33640	130	4	in	in	ADP
bracis-33640	130	5	the	the	DET
bracis-33640	130	6	present	present	ADJ
bracis-33640	130	7	study	study	NOUN
bracis-33640	130	8	,	,	PUNCT
bracis-33640	130	9	which	which	PRON
bracis-33640	130	10	were	be	AUX
bracis-33640	130	11	collected	collect	VERB
bracis-33640	130	12	as	as	ADP
bracis-33640	130	13	part	part	NOUN
bracis-33640	130	14	of	of	ADP
bracis-33640	130	15	the	the	DET
bracis-33640	130	16	research	research	NOUN
bracis-33640	130	17	study	study	NOUN
bracis-33640	130	18	[	[	X
bracis-33640	130	19	8	8	NUM
bracis-33640	130	20	]	]	PUNCT
bracis-33640	130	21	but	but	CCONJ
bracis-33640	130	22	not	not	PART
bracis-33640	130	23	reported	report	VERB
bracis-33640	130	24	in	in	ADP
bracis-33640	130	25	it	it	PRON
bracis-33640	130	26	,	,	PUNCT
bracis-33640	130	27	are	be	AUX
bracis-33640	130	28	described	describe	VERB
bracis-33640	130	29	below	below	ADP
bracis-33640	130	30	:	:	PUNCT
bracis-33640	130	31	rhetorical	rhetorical	ADJ
bracis-33640	130	32	device	device	NOUN
bracis-33640	130	33	with	with	ADP
bracis-33640	130	34	the	the	DET
bracis-33640	130	35	following	follow	VERB
bracis-33640	130	36	categories	category	NOUN
bracis-33640	130	37	:	:	PUNCT
bracis-33640	130	38	advertisement	advertisement	NOUN
bracis-33640	130	39	–	–	PUNCT
bracis-33640	130	40	videos	video	NOUN
bracis-33640	130	41	(	(	PUNCT
bracis-33640	130	42	tiktok	tiktok	ADJ
bracis-33640	130	43	posts	post	NOUN
bracis-33640	130	44	)	)	PUNCT
bracis-33640	130	45	that	that	PRON
bracis-33640	130	46	aim	aim	VERB
bracis-33640	130	47	to	to	PART
bracis-33640	130	48	promote	promote	VERB
bracis-33640	130	49	or	or	CCONJ
bracis-33640	130	50	sell	sell	VERB
bracis-33640	130	51	the	the	DET
bracis-33640	130	52	political	political	ADJ
bracis-33640	130	53	candidacy	candidacy	NOUN
bracis-33640	130	54	;	;	PUNCT
bracis-33640	130	55	call	call	VERB
bracis-33640	130	56	to	to	ADP
bracis-33640	130	57	action	action	NOUN
bracis-33640	130	58	–	–	PUNCT
bracis-33640	130	59	seek	seek	VERB
bracis-33640	130	60	to	to	PART
bracis-33640	130	61	mobilize	mobilize	VERB
bracis-33640	130	62	the	the	DET
bracis-33640	130	63	public	public	NOUN
bracis-33640	130	64	to	to	PART
bracis-33640	130	65	take	take	VERB
bracis-33640	130	66	a	a	DET
bracis-33640	130	67	specific	specific	ADJ
bracis-33640	130	68	action	action	NOUN
bracis-33640	130	69	,	,	PUNCT
bracis-33640	130	70	such	such	ADJ
bracis-33640	130	71	as	as	ADP
bracis-33640	130	72	voting	voting	NOUN
bracis-33640	130	73	or	or	CCONJ
bracis-33640	130	74	participating	participate	VERB
bracis-33640	130	75	in	in	ADP
bracis-33640	130	76	an	an	DET
bracis-33640	130	77	event	event	NOUN
bracis-33640	130	78	;	;	PUNCT
bracis-33640	130	79	collective	collective	ADJ
bracis-33640	130	80	appeal	appeal	NOUN
bracis-33640	130	81	–	–	PUNCT
bracis-33640	130	82	appeal	appeal	NOUN
bracis-33640	130	83	to	to	ADP
bracis-33640	130	84	the	the	DET
bracis-33640	130	85	union	union	NOUN
bracis-33640	130	86	or	or	CCONJ
bracis-33640	130	87	collaboration	collaboration	NOUN
bracis-33640	130	88	of	of	ADP
bracis-33640	130	89	a	a	DET
bracis-33640	130	90	specific	specific	ADJ
bracis-33640	130	91	group	group	NOUN
bracis-33640	130	92	or	or	CCONJ
bracis-33640	130	93	society	society	NOUN
bracis-33640	130	94	in	in	ADP
bracis-33640	130	95	general	general	ADJ
bracis-33640	130	96	;	;	PUNCT
bracis-33640	130	97	commitment	commitment	NOUN
bracis-33640	130	98	–	–	PUNCT
bracis-33640	130	99	display	display	VERB
bracis-33640	130	100	the	the	DET
bracis-33640	130	101	politician	politician	NOUN
bracis-33640	130	102	at	at	ADP
bracis-33640	130	103	an	an	DET
bracis-33640	130	104	event	event	NOUN
bracis-33640	130	105	such	such	ADJ
bracis-33640	130	106	as	as	ADP
bracis-33640	130	107	parades	parade	NOUN
bracis-33640	130	108	and	and	CCONJ
bracis-33640	130	109	speeches	speech	NOUN
bracis-33640	130	110	;	;	PUNCT
bracis-33640	130	111	endorsement	endorsement	NOUN
bracis-33640	130	112	–	–	PUNCT
bracis-33640	130	113	represent	represent	VERB
bracis-33640	130	114	support	support	NOUN
bracis-33640	130	115	for	for	ADP
bracis-33640	130	116	the	the	DET
bracis-33640	130	117	politician	politician	NOUN
bracis-33640	130	118	and	and	CCONJ
bracis-33640	130	119	a	a	DET
bracis-33640	130	120	way	way	NOUN
bracis-33640	130	121	to	to	PART
bracis-33640	130	122	value	value	VERB
bracis-33640	130	123	their	their	PRON
bracis-33640	130	124	ideas	idea	NOUN
bracis-33640	130	125	and	and	CCONJ
bracis-33640	130	126	what	what	PRON
bracis-33640	130	127	they	they	PRON
bracis-33640	130	128	represent	represent	VERB
bracis-33640	130	129	;	;	PUNCT
bracis-33640	130	130	fact	fact	NOUN
bracis-33640	130	131	/	/	SYM
bracis-33640	130	132	statistic	statistic	NOUN
bracis-33640	130	133	–	–	PUNCT
bracis-33640	130	134	present	present	ADJ
bracis-33640	130	135	facts	fact	NOUN
bracis-33640	130	136	or	or	CCONJ
bracis-33640	130	137	statistics	statistic	NOUN
bracis-33640	130	138	to	to	PART
bracis-33640	130	139	inform	inform	VERB
bracis-33640	130	140	or	or	CCONJ
bracis-33640	130	141	persuade	persuade	VERB
bracis-33640	130	142	the	the	DET
bracis-33640	130	143	public	public	NOUN
bracis-33640	130	144	;	;	PUNCT
bracis-33640	130	145	humor	humor	NOUN
bracis-33640	130	146	–	–	PUNCT
bracis-33640	130	147	use	use	VERB
bracis-33640	130	148	humor	humor	NOUN
bracis-33640	130	149	to	to	PART
bracis-33640	130	150	convey	convey	VERB
bracis-33640	130	151	a	a	DET
bracis-33640	130	152	political	political	ADJ
bracis-33640	130	153	message	message	NOUN
bracis-33640	130	154	;	;	PUNCT
bracis-33640	130	155	opinion	opinion	NOUN
bracis-33640	130	156	–	–	PUNCT
bracis-33640	130	157	the	the	DET
bracis-33640	130	158	politician	politician	NOUN
bracis-33640	130	159	expresses	express	VERB
bracis-33640	130	160	their	their	PRON
bracis-33640	130	161	opinion	opinion	NOUN
bracis-33640	130	162	;	;	PUNCT
bracis-33640	130	163	personal	personal	ADJ
bracis-33640	130	164	appeal	appeal	NOUN
bracis-33640	130	165	–	–	PUNCT
bracis-33640	130	166	the	the	DET
bracis-33640	130	167	politician	politician	NOUN
bracis-33640	130	168	appeals	appeal	VERB
bracis-33640	130	169	to	to	ADP
bracis-33640	130	170	empathy	empathy	NOUN
bracis-33640	130	171	or	or	CCONJ
bracis-33640	130	172	personal	personal	ADJ
bracis-33640	130	173	identification	identification	NOUN
bracis-33640	130	174	;	;	PUNCT
bracis-33640	130	175	political	political	ADJ
bracis-33640	130	176	statement	statement	NOUN
bracis-33640	130	177	–	–	PUNCT
bracis-33640	130	178	the	the	DET
bracis-33640	130	179	politician	politician	NOUN
bracis-33640	130	180	makes	make	VERB
bracis-33640	130	181	a	a	DET
bracis-33640	130	182	clear	clear	ADJ
bracis-33640	130	183	statement	statement	NOUN
bracis-33640	130	184	on	on	ADP
bracis-33640	130	185	a	a	DET
bracis-33640	130	186	political	political	ADJ
bracis-33640	130	187	issue	issue	NOUN
bracis-33640	130	188	;	;	PUNCT
bracis-33640	130	189	thanks	thank	NOUN
bracis-33640	130	190	–	–	PUNCT
bracis-33640	130	191	the	the	DET
bracis-33640	130	192	politician	politician	NOUN
bracis-33640	130	193	expresses	express	VERB
bracis-33640	130	194	gratitude	gratitude	VERB
bracis-33640	130	195	to	to	ADP
bracis-33640	130	196	specific	specific	ADJ
bracis-33640	130	197	people	people	NOUN
bracis-33640	130	198	or	or	CCONJ
bracis-33640	130	199	groups	group	NOUN
bracis-33640	130	200	;	;	PUNCT
bracis-33640	130	201	urgency	urgency	NOUN
bracis-33640	130	202	–	–	PUNCT
bracis-33640	130	203	videos	video	NOUN
bracis-33640	130	204	that	that	PRON
bracis-33640	130	205	convey	convey	VERB
bracis-33640	130	206	a	a	DET
bracis-33640	130	207	message	message	NOUN
bracis-33640	130	208	of	of	ADP
bracis-33640	130	209	urgency	urgency	NOUN
bracis-33640	130	210	regarding	regard	VERB
bracis-33640	130	211	a	a	DET
bracis-33640	130	212	cause	cause	NOUN
bracis-33640	130	213	or	or	CCONJ
bracis-33640	130	214	political	political	ADJ
bracis-33640	130	215	issue	issue	NOUN
bracis-33640	130	216	;	;	PUNCT
bracis-33640	130	217	none	none	NOUN
bracis-33640	130	218	–	–	PUNCT
bracis-33640	130	219	videos	video	NOUN
bracis-33640	130	220	that	that	PRON
bracis-33640	130	221	do	do	AUX
bracis-33640	130	222	not	not	PART
bracis-33640	130	223	fit	fit	VERB
bracis-33640	130	224	into	into	ADP
bracis-33640	130	225	any	any	PRON
bracis-33640	130	226	of	of	ADP
bracis-33640	130	227	the	the	DET
bracis-33640	130	228	listed	list	VERB
bracis-33640	130	229	categories	category	NOUN
bracis-33640	130	230	.	.	PUNCT
bracis-33640	131	1	textual	textual	ADJ
bracis-33640	131	2	content	content	NOUN
bracis-33640	131	3	has	have	VERB
bracis-33640	131	4	four	four	NUM
bracis-33640	131	5	categories	category	NOUN
bracis-33640	131	6	that	that	PRON
bracis-33640	131	7	represent	represent	VERB
bracis-33640	131	8	how	how	SCONJ
bracis-33640	131	9	the	the	DET
bracis-33640	131	10	video	video	NOUN
bracis-33640	131	11	is	be	AUX
bracis-33640	131	12	accompanied	accompany	VERB
bracis-33640	131	13	by	by	ADP
bracis-33640	131	14	a	a	DET
bracis-33640	131	15	caption	caption	NOUN
bracis-33640	131	16	:	:	PUNCT
bracis-33640	131	17	hashtag	hashtag	NOUN
bracis-33640	131	18	(	(	PUNCT
bracis-33640	131	19	only	only	ADV
bracis-33640	131	20	)	)	PUNCT
bracis-33640	131	21	,	,	PUNCT
bracis-33640	131	22	none	none	NOUN
bracis-33640	131	23	(	(	PUNCT
bracis-33640	131	24	no	no	DET
bracis-33640	131	25	text	text	NOUN
bracis-33640	131	26	)	)	PUNCT
bracis-33640	131	27	,	,	PUNCT
bracis-33640	131	28	text	text	NOUN
bracis-33640	131	29	,	,	PUNCT
bracis-33640	131	30	text	text	NOUN
bracis-33640	131	31	 	 	SPACE
bracis-33640	132	1	+	+	ADJ
bracis-33640	132	2	 	 	SPACE
bracis-33640	132	3	hashtag	hashtag	NOUN
bracis-33640	132	4	.	.	PUNCT
bracis-33640	133	1	post	post	VERB
bracis-33640	133	2	date	date	NOUN
bracis-33640	133	3	:	:	PUNCT
bracis-33640	133	4	the	the	DET
bracis-33640	133	5	date	date	NOUN
bracis-33640	133	6	in	in	ADP
bracis-33640	133	7	which	which	PRON
bracis-33640	133	8	the	the	DET
bracis-33640	133	9	video	video	NOUN
bracis-33640	133	10	was	be	AUX
bracis-33640	133	11	posted	post	VERB
bracis-33640	133	12	on	on	ADP
bracis-33640	133	13	tiktok	tiktok	NOUN
bracis-33640	133	14	.	.	PUNCT
bracis-33640	134	1	the	the	DET
bracis-33640	134	2	data	data	PROPN
bracis-33640	134	3	collection	collection	NOUN
bracis-33640	134	4	period	period	NOUN
bracis-33640	134	5	spanned	span	VERB
bracis-33640	134	6	from	from	ADP
bracis-33640	134	7	june	june	PROPN
bracis-33640	134	8	30th	30th	NOUN
bracis-33640	134	9	to	to	ADP
bracis-33640	134	10	october	october	PROPN
bracis-33640	134	11	30th	30th	NOUN
bracis-33640	134	12	,	,	PUNCT
bracis-33640	134	13	2022	2022	NUM
bracis-33640	134	14	.	.	PUNCT
bracis-33640	135	1	collection	collection	NOUN
bracis-33640	135	2	date	date	NOUN
bracis-33640	135	3	:	:	PUNCT
bracis-33640	135	4	the	the	DET
bracis-33640	135	5	date	date	NOUN
bracis-33640	135	6	on	on	ADP
bracis-33640	135	7	which	which	PRON
bracis-33640	135	8	all	all	DET
bracis-33640	135	9	the	the	DET
bracis-33640	135	10	post	post	NOUN
bracis-33640	135	11	’s	’s	PART
bracis-33640	135	12	features	feature	NOUN
bracis-33640	135	13	were	be	AUX
bracis-33640	135	14	collected	collect	VERB
bracis-33640	135	15	.	.	PUNCT
bracis-33640	136	1	approximately	approximately	ADV
bracis-33640	136	2	75	75	NUM
bracis-33640	136	3	%	%	NOUN
bracis-33640	136	4	of	of	ADP
bracis-33640	136	5	the	the	DET
bracis-33640	136	6	posts	post	NOUN
bracis-33640	136	7	were	be	AUX
bracis-33640	136	8	collected	collect	VERB
bracis-33640	136	9	in	in	ADP
bracis-33640	136	10	october	october	PROPN
bracis-33640	136	11	the	the	DET
bracis-33640	136	12	2nd	2nd	NOUN
bracis-33640	136	13	,	,	PUNCT
bracis-33640	136	14	while	while	SCONJ
bracis-33640	136	15	the	the	DET
bracis-33640	136	16	remaining	remain	VERB
bracis-33640	136	17	data	datum	NOUN
bracis-33640	136	18	was	be	AUX
bracis-33640	136	19	collected	collect	VERB
bracis-33640	136	20	on	on	ADP
bracis-33640	136	21	october	october	PROPN
bracis-33640	136	22	the	the	DET
bracis-33640	136	23	30th	30th	NOUN
bracis-33640	136	24	,	,	PUNCT
bracis-33640	136	25	2022	2022	NUM
bracis-33640	136	26	.	.	PUNCT
bracis-33640	137	1	additionally	additionally	ADV
bracis-33640	137	2	,	,	PUNCT
bracis-33640	137	3	we	we	PRON
bracis-33640	137	4	had	have	VERB
bracis-33640	137	5	access	access	NOUN
bracis-33640	137	6	to	to	ADP
bracis-33640	137	7	engagement	engagement	NOUN
bracis-33640	137	8	variables	variable	NOUN
bracis-33640	137	9	for	for	ADP
bracis-33640	137	10	each	each	DET
bracis-33640	137	11	post	post	NOUN
bracis-33640	137	12	(	(	PUNCT
bracis-33640	137	13	e.g.	e.g.	ADV
bracis-33640	137	14	,	,	PUNCT
bracis-33640	137	15	plays	play	NOUN
bracis-33640	137	16	,	,	PUNCT
bracis-33640	137	17	shares	share	NOUN
bracis-33640	137	18	,	,	PUNCT
bracis-33640	137	19	comments	comment	NOUN
bracis-33640	137	20	)	)	PUNCT
bracis-33640	137	21	,	,	PUNCT
bracis-33640	137	22	but	but	CCONJ
bracis-33640	137	23	we	we	PRON
bracis-33640	137	24	focused	focus	VERB
bracis-33640	137	25	on	on	ADP
bracis-33640	137	26	likes	like	NOUN
bracis-33640	137	27	as	as	SCONJ
bracis-33640	137	28	explained	explain	VERB
bracis-33640	137	29	in	in	ADP
bracis-33640	137	30	sect	sect	NOUN
bracis-33640	137	31	.	.	PUNCT
bracis-33640	137	32	 	 	SPACE
bracis-33640	137	33	3.2	3.2	NUM
bracis-33640	137	34	.	.	PUNCT
bracis-33640	138	1	4.2	4.2	NUM
bracis-33640	138	2	preprocessing	preprocessing	NOUN
bracis-33640	138	3	during	during	ADP
bracis-33640	138	4	data	datum	NOUN
bracis-33640	138	5	cleaning	cleaning	NOUN
bracis-33640	138	6	,	,	PUNCT
bracis-33640	138	7	eight	eight	NUM
bracis-33640	138	8	posts	post	NOUN
bracis-33640	138	9	were	be	AUX
bracis-33640	138	10	removed	remove	VERB
bracis-33640	138	11	due	due	ADJ
bracis-33640	138	12	to	to	ADP
bracis-33640	138	13	missing	miss	VERB
bracis-33640	138	14	values	value	NOUN
bracis-33640	138	15	,	,	PUNCT
bracis-33640	138	16	all	all	ADV
bracis-33640	138	17	from	from	ADP
bracis-33640	138	18	bolsonaro	bolsonaro	NOUN
bracis-33640	138	19	’s	’s	PART
bracis-33640	138	20	posts	post	NOUN
bracis-33640	138	21	.	.	PUNCT
bracis-33640	139	1	the	the	DET
bracis-33640	139	2	final	final	ADJ
bracis-33640	139	3	data	datum	NOUN
bracis-33640	139	4	was	be	AUX
bracis-33640	139	5	then	then	ADV
bracis-33640	139	6	separated	separate	VERB
bracis-33640	139	7	into	into	ADP
bracis-33640	139	8	two	two	NUM
bracis-33640	139	9	datasets	dataset	NOUN
bracis-33640	139	10	,	,	PUNCT
bracis-33640	139	11	one	one	NUM
bracis-33640	139	12	for	for	ADP
bracis-33640	139	13	each	each	DET
bracis-33640	139	14	candidate	candidate	NOUN
bracis-33640	139	15	,	,	PUNCT
bracis-33640	139	16	resulting	result	VERB
bracis-33640	139	17	in	in	ADP
bracis-33640	139	18	261	261	NUM
bracis-33640	139	19	posts	post	NOUN
bracis-33640	139	20	in	in	ADP
bracis-33640	139	21	bolsonaro	bolsonaro	NOUN
bracis-33640	139	22	’s	’s	PART
bracis-33640	139	23	dataset	dataset	NOUN
bracis-33640	139	24	,	,	PUNCT
bracis-33640	139	25	and	and	CCONJ
bracis-33640	139	26	308	308	NUM
bracis-33640	139	27	posts	post	NOUN
bracis-33640	139	28	in	in	ADP
bracis-33640	139	29	lula	lula	PROPN
bracis-33640	139	30	’s	’s	PART
bracis-33640	139	31	dataset	dataset	NOUN
bracis-33640	139	32	.	.	PUNCT
bracis-33640	140	1	the	the	DET
bracis-33640	140	2	target	target	NOUN
bracis-33640	140	3	attribute	attribute	NOUN
bracis-33640	140	4	for	for	ADP
bracis-33640	140	5	binary	binary	ADJ
bracis-33640	140	6	classification	classification	NOUN
bracis-33640	140	7	was	be	AUX
bracis-33640	140	8	created	create	VERB
bracis-33640	140	9	by	by	ADP
bracis-33640	140	10	performing	perform	VERB
bracis-33640	140	11	a	a	DET
bracis-33640	140	12	median	median	ADJ
bracis-33640	140	13	split	split	NOUN
bracis-33640	140	14	on	on	ADP
bracis-33640	140	15	the	the	DET
bracis-33640	140	16	number	number	NOUN
bracis-33640	140	17	of	of	ADP
bracis-33640	140	18	likes	like	NOUN
bracis-33640	140	19	.	.	PUNCT
bracis-33640	141	1	this	this	PRON
bracis-33640	141	2	resulted	result	VERB
bracis-33640	141	3	in	in	ADP
bracis-33640	141	4	two	two	NUM
bracis-33640	141	5	categories	category	NOUN
bracis-33640	141	6	:	:	PUNCT
bracis-33640	141	7	high	high	ADJ
bracis-33640	141	8	engagement	engagement	NOUN
bracis-33640	141	9	posts	post	NOUN
bracis-33640	141	10	and	and	CCONJ
bracis-33640	141	11	low	low	ADJ
bracis-33640	141	12	engagement	engagement	NOUN
bracis-33640	141	13	posts	post	NOUN
bracis-33640	141	14	.	.	PUNCT
bracis-33640	142	1	in	in	ADP
bracis-33640	142	2	bolsonaro	bolsonaro	NOUN
bracis-33640	142	3	’s	’s	PART
bracis-33640	142	4	dataset	dataset	NOUN
bracis-33640	142	5	,	,	PUNCT
bracis-33640	142	6	the	the	DET
bracis-33640	142	7	median	median	ADJ
bracis-33640	142	8	number	number	NOUN
bracis-33640	142	9	of	of	ADP
bracis-33640	142	10	likes	like	NOUN
bracis-33640	142	11	was	be	AUX
bracis-33640	142	12	31,600	31,600	NUM
bracis-33640	142	13	.	.	PUNCT
bracis-33640	143	1	consequently	consequently	ADV
bracis-33640	143	2	,	,	PUNCT
bracis-33640	143	3	131	131	NUM
bracis-33640	143	4	posts	post	NOUN
bracis-33640	143	5	were	be	AUX
bracis-33640	143	6	classified	classify	VERB
bracis-33640	143	7	as	as	ADP
bracis-33640	143	8	low	low	ADJ
bracis-33640	143	9	engagement	engagement	NOUN
bracis-33640	143	10	and	and	CCONJ
bracis-33640	143	11	130	130	NUM
bracis-33640	143	12	posts	post	NOUN
bracis-33640	143	13	as	as	ADP
bracis-33640	143	14	high	high	ADJ
bracis-33640	143	15	engagement	engagement	NOUN
bracis-33640	143	16	.	.	PUNCT
bracis-33640	144	1	for	for	ADP
bracis-33640	144	2	lula	lula	PROPN
bracis-33640	144	3	’s	’s	PART
bracis-33640	144	4	posts	post	NOUN
bracis-33640	144	5	,	,	PUNCT
bracis-33640	144	6	the	the	DET
bracis-33640	144	7	median	median	NOUN
bracis-33640	144	8	was	be	AUX
bracis-33640	144	9	19,400	19,400	NUM
bracis-33640	144	10	,	,	PUNCT
bracis-33640	144	11	resulting	result	VERB
bracis-33640	144	12	in	in	ADP
bracis-33640	144	13	154	154	NUM
bracis-33640	144	14	posts	post	NOUN
bracis-33640	144	15	categorized	categorize	VERB
bracis-33640	144	16	as	as	ADP
bracis-33640	144	17	low	low	ADJ
bracis-33640	144	18	engagement	engagement	NOUN
bracis-33640	144	19	and	and	CCONJ
bracis-33640	144	20	154	154	NUM
bracis-33640	144	21	posts	post	NOUN
bracis-33640	144	22	categorized	categorize	VERB
bracis-33640	144	23	as	as	ADP
bracis-33640	144	24	high	high	ADJ
bracis-33640	144	25	engagement	engagement	NOUN
bracis-33640	144	26	.	.	PUNCT
bracis-33640	145	1	we	we	PRON
bracis-33640	145	2	engineered	engineer	VERB
bracis-33640	145	3	a	a	DET
bracis-33640	145	4	new	new	ADJ
bracis-33640	145	5	feature	feature	NOUN
bracis-33640	145	6	called	call	VERB
bracis-33640	145	7	days	day	NOUN
bracis-33640	145	8	elapsed	elapse	VERB
bracis-33640	145	9	by	by	ADP
bracis-33640	145	10	subtracting	subtract	VERB
bracis-33640	145	11	the	the	DET
bracis-33640	145	12	publication	publication	NOUN
bracis-33640	145	13	date	date	NOUN
bracis-33640	145	14	of	of	ADP
bracis-33640	145	15	each	each	DET
bracis-33640	145	16	post	post	NOUN
bracis-33640	145	17	from	from	ADP
bracis-33640	145	18	the	the	DET
bracis-33640	145	19	date	date	NOUN
bracis-33640	145	20	of	of	ADP
bracis-33640	145	21	data	datum	NOUN
bracis-33640	145	22	collection	collection	NOUN
bracis-33640	145	23	.	.	PUNCT
bracis-33640	146	1	this	this	DET
bracis-33640	146	2	feature	feature	NOUN
bracis-33640	146	3	accounts	account	VERB
bracis-33640	146	4	for	for	ADP
bracis-33640	146	5	the	the	DET
bracis-33640	146	6	varying	vary	VERB
bracis-33640	146	7	exposure	exposure	NOUN
bracis-33640	146	8	times	time	NOUN
bracis-33640	146	9	of	of	ADP
bracis-33640	146	10	posts	post	NOUN
bracis-33640	146	11	in	in	ADP
bracis-33640	146	12	our	our	PRON
bracis-33640	146	13	dataset	dataset	NOUN
bracis-33640	146	14	and	and	CCONJ
bracis-33640	146	15	for	for	ADP
bracis-33640	146	16	the	the	DET
bracis-33640	146	17	different	different	ADJ
bracis-33640	146	18	periods	period	NOUN
bracis-33640	146	19	of	of	ADP
bracis-33640	146	20	campaign	campaign	NOUN
bracis-33640	146	21	that	that	SCONJ
bracis-33640	146	22	it	it	PRON
bracis-33640	146	23	was	be	AUX
bracis-33640	146	24	related	relate	VERB
bracis-33640	146	25	to	to	ADP
bracis-33640	146	26	,	,	PUNCT
bracis-33640	146	27	which	which	PRON
bracis-33640	146	28	could	could	AUX
bracis-33640	146	29	potentially	potentially	ADV
bracis-33640	146	30	influence	influence	VERB
bracis-33640	146	31	engagement	engagement	NOUN
bracis-33640	146	32	levels	level	NOUN
bracis-33640	146	33	.	.	PUNCT
bracis-33640	147	1	4.3	4.3	NUM
bracis-33640	147	2	model	model	NOUN
bracis-33640	147	3	training	train	VERB
bracis-33640	147	4	the	the	DET
bracis-33640	147	5	models	model	NOUN
bracis-33640	147	6	had	have	VERB
bracis-33640	147	7	their	their	PRON
bracis-33640	147	8	parameters	parameter	NOUN
bracis-33640	147	9	selected	select	VERB
bracis-33640	147	10	and	and	CCONJ
bracis-33640	147	11	their	their	PRON
bracis-33640	147	12	performance	performance	NOUN
bracis-33640	147	13	assessed	assess	VERB
bracis-33640	147	14	using	use	VERB
bracis-33640	147	15	the	the	DET
bracis-33640	147	16	nested	nested	ADJ
bracis-33640	147	17	5	5	NUM
bracis-33640	147	18	-	-	ADJ
bracis-33640	147	19	fold	fold	ADJ
bracis-33640	147	20	cross	cross	ADJ
bracis-33640	147	21	-	-	ADJ
bracis-33640	147	22	validation	validation	ADJ
bracis-33640	147	23	procedure	procedure	NOUN
bracis-33640	147	24	explained	explain	VERB
bracis-33640	147	25	in	in	ADP
bracis-33640	147	26	the	the	DET
bracis-33640	147	27	sect	sect	NOUN
bracis-33640	147	28	.	.	PUNCT
bracis-33640	147	29	 	 	SPACE
bracis-33640	147	30	3.3	3.3	NUM
bracis-33640	147	31	.	.	PUNCT
bracis-33640	148	1	for	for	ADP
bracis-33640	148	2	each	each	DET
bracis-33640	148	3	candidate	candidate	NOUN
bracis-33640	148	4	,	,	PUNCT
bracis-33640	148	5	considering	consider	VERB
bracis-33640	148	6	all	all	DET
bracis-33640	148	7	options	option	NOUN
bracis-33640	148	8	for	for	ADP
bracis-33640	148	9	all	all	DET
bracis-33640	148	10	stages	stage	NOUN
bracis-33640	148	11	of	of	ADP
bracis-33640	148	12	the	the	DET
bracis-33640	148	13	pipeline	pipeline	NOUN
bracis-33640	148	14	,	,	PUNCT
bracis-33640	148	15	including	include	VERB
bracis-33640	148	16	possible	possible	ADJ
bracis-33640	148	17	data	datum	NOUN
bracis-33640	148	18	transformations	transformation	NOUN
bracis-33640	148	19	and	and	CCONJ
bracis-33640	148	20	hyperparameters	hyperparameter	NOUN
bracis-33640	148	21	,	,	PUNCT
bracis-33640	148	22	a	a	DET
bracis-33640	148	23	total	total	NOUN
bracis-33640	148	24	of	of	ADP
bracis-33640	148	25	243	243	NUM
bracis-33640	148	26	different	different	ADJ
bracis-33640	148	27	configurations	configuration	NOUN
bracis-33640	148	28	of	of	ADP
bracis-33640	148	29	the	the	DET
bracis-33640	148	30	mlp	mlp	NOUN
bracis-33640	148	31	model	model	NOUN
bracis-33640	148	32	were	be	AUX
bracis-33640	148	33	tested	test	VERB
bracis-33640	148	34	,	,	PUNCT
bracis-33640	148	35	along	along	ADP
bracis-33640	148	36	with	with	ADP
bracis-33640	148	37	360	360	NUM
bracis-33640	148	38	configurations	configuration	NOUN
bracis-33640	148	39	of	of	ADP
bracis-33640	148	40	svm	svm	NOUN
bracis-33640	148	41	,	,	PUNCT
bracis-33640	148	42	216	216	NUM
bracis-33640	148	43	of	of	ADP
bracis-33640	148	44	random	random	ADJ
bracis-33640	148	45	forest	forest	NOUN
bracis-33640	148	46	,	,	PUNCT
bracis-33640	148	47	216	216	NUM
bracis-33640	148	48	of	of	ADP
bracis-33640	148	49	logistic	logistic	ADJ
bracis-33640	148	50	regression	regression	NOUN
bracis-33640	148	51	,	,	PUNCT
bracis-33640	148	52	and	and	CCONJ
bracis-33640	148	53	144	144	NUM
bracis-33640	148	54	of	of	ADP
bracis-33640	148	55	knn	knn	PROPN
bracis-33640	148	56	.	.	PUNCT
bracis-33640	149	1	these	these	DET
bracis-33640	149	2	numbers	number	NOUN
bracis-33640	149	3	reflect	reflect	VERB
bracis-33640	149	4	the	the	DET
bracis-33640	149	5	various	various	ADJ
bracis-33640	149	6	combinations	combination	NOUN
bracis-33640	149	7	of	of	ADP
bracis-33640	149	8	feature	feature	NOUN
bracis-33640	149	9	transformations	transformation	NOUN
bracis-33640	149	10	and	and	CCONJ
bracis-33640	149	11	hyperparameter	hyperparameter	NOUN
bracis-33640	149	12	settings	setting	NOUN
bracis-33640	149	13	explored	explore	VERB
bracis-33640	149	14	for	for	ADP
bracis-33640	149	15	each	each	DET
bracis-33640	149	16	model	model	NOUN
bracis-33640	149	17	type	type	NOUN
bracis-33640	149	18	.	.	PUNCT
bracis-33640	150	1	considering	consider	VERB
bracis-33640	150	2	the	the	DET
bracis-33640	150	3	two	two	NUM
bracis-33640	150	4	levels	level	NOUN
bracis-33640	150	5	of	of	ADP
bracis-33640	150	6	5	5	NUM
bracis-33640	150	7	-	-	ADJ
bracis-33640	150	8	fold	fold	ADJ
bracis-33640	150	9	cross	cross	NOUN
bracis-33640	150	10	-	-	NOUN
bracis-33640	150	11	validation	validation	ADJ
bracis-33640	150	12	(	(	PUNCT
bracis-33640	150	13	25	25	NUM
bracis-33640	150	14	iterations	iteration	NOUN
bracis-33640	150	15	in	in	ADP
bracis-33640	150	16	total	total	NOUN
bracis-33640	150	17	)	)	PUNCT
bracis-33640	150	18	and	and	CCONJ
bracis-33640	150	19	the	the	DET
bracis-33640	150	20	final	final	ADJ
bracis-33640	150	21	training	training	NOUN
bracis-33640	150	22	with	with	ADP
bracis-33640	150	23	the	the	DET
bracis-33640	150	24	best	good	ADJ
bracis-33640	150	25	configuration	configuration	NOUN
bracis-33640	150	26	for	for	ADP
bracis-33640	150	27	each	each	DET
bracis-33640	150	28	fold	fold	NOUN
bracis-33640	150	29	(	(	PUNCT
bracis-33640	150	30	5	5	NUM
bracis-33640	150	31	additional	additional	ADJ
bracis-33640	150	32	trainings	training	NOUN
bracis-33640	150	33	,	,	PUNCT
bracis-33640	150	34	being	be	AUX
bracis-33640	150	35	one	one	NUM
bracis-33640	150	36	per	per	ADP
bracis-33640	150	37	outer	outer	ADJ
bracis-33640	150	38	fold	fold	NOUN
bracis-33640	150	39	)	)	PUNCT
bracis-33640	150	40	,	,	PUNCT
bracis-33640	150	41	this	this	PRON
bracis-33640	150	42	resulted	result	VERB
bracis-33640	150	43	in	in	ADP
bracis-33640	150	44	29,480	29,480	NUM
bracis-33640	150	45	model	model	NOUN
bracis-33640	150	46	training	training	NOUN
bracis-33640	150	47	instances	instance	NOUN
bracis-33640	150	48	being	be	AUX
bracis-33640	150	49	performed	perform	VERB
bracis-33640	150	50	.	.	PUNCT
bracis-33640	151	1	the	the	DET
bracis-33640	151	2	results	result	NOUN
bracis-33640	151	3	of	of	ADP
bracis-33640	151	4	these	these	DET
bracis-33640	151	5	training	training	NOUN
bracis-33640	151	6	runs	run	NOUN
bracis-33640	151	7	are	be	AUX
bracis-33640	151	8	discussed	discuss	VERB
bracis-33640	151	9	in	in	ADP
bracis-33640	151	10	detail	detail	NOUN
bracis-33640	151	11	in	in	ADP
bracis-33640	151	12	the	the	DET
bracis-33640	151	13	following	follow	VERB
bracis-33640	151	14	sections	section	NOUN
bracis-33640	151	15	.	.	PUNCT
bracis-33640	152	1	4.4	4.4	NUM
bracis-33640	152	2	data	datum	NOUN
bracis-33640	152	3	transformation	transformation	NOUN
bracis-33640	152	4	this	this	DET
bracis-33640	152	5	section	section	NOUN
bracis-33640	152	6	analyzes	analyze	VERB
bracis-33640	152	7	the	the	DET
bracis-33640	152	8	data	data	NOUN
bracis-33640	152	9	transformations	transformation	NOUN
bracis-33640	152	10	chosen	choose	VERB
bracis-33640	152	11	in	in	ADP
bracis-33640	152	12	the	the	DET
bracis-33640	152	13	best	well	ADV
bracis-33640	152	14	-	-	PUNCT
bracis-33640	152	15	performing	perform	VERB
bracis-33640	152	16	model	model	NOUN
bracis-33640	152	17	configurations	configuration	NOUN
bracis-33640	152	18	found	find	VERB
bracis-33640	152	19	in	in	ADP
bracis-33640	152	20	each	each	PRON
bracis-33640	152	21	of	of	ADP
bracis-33640	152	22	the	the	DET
bracis-33640	152	23	five	five	NUM
bracis-33640	152	24	outer	outer	ADJ
bracis-33640	152	25	folds	fold	NOUN
bracis-33640	152	26	of	of	ADP
bracis-33640	152	27	nested	nested	ADJ
bracis-33640	152	28	cross	cross	ADJ
bracis-33640	152	29	-	-	ADJ
bracis-33640	152	30	validation	validation	ADJ
bracis-33640	152	31	employed	employ	VERB
bracis-33640	152	32	.	.	PUNCT
bracis-33640	153	1	the	the	DET
bracis-33640	153	2	data	data	NOUN
bracis-33640	153	3	transformations	transformation	NOUN
bracis-33640	153	4	are	be	AUX
bracis-33640	153	5	presented	present	VERB
bracis-33640	153	6	in	in	ADP
bracis-33640	153	7	table	table	NOUN
bracis-33640	153	8	 	 	SPACE
bracis-33640	153	9	2	2	NUM
bracis-33640	153	10	,	,	PUNCT
bracis-33640	153	11	where	where	SCONJ
bracis-33640	153	12	the	the	DET
bracis-33640	153	13	first	first	ADJ
bracis-33640	153	14	three	three	NUM
bracis-33640	153	15	transformations	transformation	NOUN
bracis-33640	153	16	(	(	PUNCT
bracis-33640	153	17	rows	row	NOUN
bracis-33640	153	18	of	of	ADP
bracis-33640	153	19	the	the	DET
bracis-33640	153	20	upper	upper	ADJ
bracis-33640	153	21	part	part	NOUN
bracis-33640	153	22	of	of	ADP
bracis-33640	153	23	the	the	DET
bracis-33640	153	24	table	table	NOUN
bracis-33640	153	25	)	)	PUNCT
bracis-33640	153	26	are	be	AUX
bracis-33640	153	27	categorical	categorical	ADJ
bracis-33640	153	28	,	,	PUNCT
bracis-33640	153	29	while	while	SCONJ
bracis-33640	153	30	the	the	DET
bracis-33640	153	31	last	last	ADJ
bracis-33640	153	32	three	three	NUM
bracis-33640	153	33	transformations	transformation	NOUN
bracis-33640	153	34	(	(	PUNCT
bracis-33640	153	35	lower	low	ADJ
bracis-33640	153	36	part	part	NOUN
bracis-33640	153	37	)	)	PUNCT
bracis-33640	153	38	are	be	AUX
bracis-33640	153	39	numerical	numerical	ADJ
bracis-33640	153	40	.	.	PUNCT
bracis-33640	154	1	note	note	VERB
bracis-33640	154	2	that	that	SCONJ
bracis-33640	154	3	there	there	PRON
bracis-33640	154	4	is	be	VERB
bracis-33640	154	5	a	a	DET
bracis-33640	154	6	total	total	NOUN
bracis-33640	154	7	of	of	ADP
bracis-33640	154	8	five	five	NUM
bracis-33640	154	9	categorical	categorical	ADJ
bracis-33640	154	10	transformations	transformation	NOUN
bracis-33640	154	11	and	and	CCONJ
bracis-33640	154	12	five	five	NUM
bracis-33640	154	13	numerical	numerical	ADJ
bracis-33640	154	14	transformations	transformation	NOUN
bracis-33640	154	15	per	per	ADP
bracis-33640	154	16	model	model	NOUN
bracis-33640	154	17	(	(	PUNCT
bracis-33640	154	18	column	column	NOUN
bracis-33640	154	19	)	)	PUNCT
bracis-33640	154	20	.	.	PUNCT
bracis-33640	155	1	our	our	PRON
bracis-33640	155	2	primary	primary	ADJ
bracis-33640	155	3	focus	focus	NOUN
bracis-33640	155	4	is	be	AUX
bracis-33640	155	5	on	on	ADP
bracis-33640	155	6	identifying	identify	VERB
bracis-33640	155	7	the	the	DET
bracis-33640	155	8	most	most	ADV
bracis-33640	155	9	frequently	frequently	ADV
bracis-33640	155	10	selected	select	VERB
bracis-33640	155	11	transformations	transformation	NOUN
bracis-33640	155	12	for	for	ADP
bracis-33640	155	13	categorical	categorical	ADJ
bracis-33640	155	14	data	datum	NOUN
bracis-33640	155	15	,	,	PUNCT
bracis-33640	155	16	as	as	SCONJ
bracis-33640	155	17	these	these	PRON
bracis-33640	155	18	constitute	constitute	VERB
bracis-33640	155	19	a	a	DET
bracis-33640	155	20	significant	significant	ADJ
bracis-33640	155	21	portion	portion	NOUN
bracis-33640	155	22	of	of	ADP
bracis-33640	155	23	the	the	DET
bracis-33640	155	24	features	feature	NOUN
bracis-33640	155	25	in	in	ADP
bracis-33640	155	26	our	our	PRON
bracis-33640	155	27	datasets	dataset	NOUN
bracis-33640	155	28	.	.	PUNCT
bracis-33640	156	1	table	table	NOUN
bracis-33640	156	2	 	 	SPACE
bracis-33640	156	3	2	2	NUM
bracis-33640	156	4	.	.	PUNCT
bracis-33640	156	5	data	datum	NOUN
bracis-33640	156	6	transformations	transformation	NOUN
bracis-33640	156	7	chosen	choose	VERB
bracis-33640	156	8	in	in	ADP
bracis-33640	156	9	the	the	DET
bracis-33640	156	10	model	model	NOUN
bracis-33640	156	11	’s	’s	PART
bracis-33640	156	12	best	good	ADJ
bracis-33640	156	13	configurations.full	configurations.full	ADJ
bracis-33640	156	14	size	size	NOUN
bracis-33640	156	15	table	table	NOUN
bracis-33640	156	16	categorical	categorical	ADJ
bracis-33640	156	17	features	feature	NOUN
bracis-33640	156	18	.	.	PUNCT
bracis-33640	157	1	for	for	ADP
bracis-33640	157	2	bolsonaro	bolsonaro	NOUN
bracis-33640	157	3	’s	’s	PART
bracis-33640	157	4	posts	post	NOUN
bracis-33640	157	5	,	,	PUNCT
bracis-33640	157	6	the	the	DET
bracis-33640	157	7	optimal	optimal	ADJ
bracis-33640	157	8	configurations	configuration	NOUN
bracis-33640	157	9	across	across	ADP
bracis-33640	157	10	all	all	DET
bracis-33640	157	11	model	model	NOUN
bracis-33640	157	12	types	type	NOUN
bracis-33640	157	13	exhibited	exhibit	VERB
bracis-33640	157	14	a	a	DET
bracis-33640	157	15	relatively	relatively	ADV
bracis-33640	157	16	even	even	ADJ
bracis-33640	157	17	distribution	distribution	NOUN
bracis-33640	157	18	of	of	ADP
bracis-33640	157	19	chosen	choose	VERB
bracis-33640	157	20	transformations	transformation	NOUN
bracis-33640	157	21	.	.	PUNCT
bracis-33640	158	1	one	one	NUM
bracis-33640	158	2	-	-	PUNCT
bracis-33640	158	3	hot	hot	ADJ
bracis-33640	158	4	encoding	encoding	NOUN
bracis-33640	158	5	was	be	AUX
bracis-33640	158	6	selected	select	VERB
bracis-33640	158	7	in	in	ADP
bracis-33640	158	8	9	9	NUM
bracis-33640	158	9	configurations	configuration	NOUN
bracis-33640	158	10	,	,	PUNCT
bracis-33640	158	11	proving	prove	VERB
bracis-33640	158	12	particularly	particularly	ADV
bracis-33640	158	13	useful	useful	ADJ
bracis-33640	158	14	for	for	ADP
bracis-33640	158	15	knn	knn	PROPN
bracis-33640	158	16	models	model	NOUN
bracis-33640	158	17	(	(	PUNCT
bracis-33640	158	18	being	be	AUX
bracis-33640	158	19	chosen	choose	VERB
bracis-33640	158	20	in	in	ADP
bracis-33640	158	21	4	4	NUM
bracis-33640	158	22	of	of	ADP
bracis-33640	158	23	the	the	DET
bracis-33640	158	24	5	5	NUM
bracis-33640	158	25	best	good	ADJ
bracis-33640	158	26	configuration	configuration	NOUN
bracis-33640	158	27	)	)	PUNCT
bracis-33640	158	28	.	.	PUNCT
bracis-33640	159	1	both	both	DET
bracis-33640	159	2	target	target	VERB
bracis-33640	159	3	encoding	encode	VERB
bracis-33640	159	4	for	for	ADP
bracis-33640	159	5	binary	binary	ADJ
bracis-33640	159	6	classification	classification	NOUN
bracis-33640	159	7	and	and	CCONJ
bracis-33640	159	8	target	target	NOUN
bracis-33640	159	9	encoding	encoding	NOUN
bracis-33640	159	10	for	for	ADP
bracis-33640	159	11	regression	regression	NOUN
bracis-33640	159	12	were	be	AUX
bracis-33640	159	13	chosen	choose	VERB
bracis-33640	159	14	8	8	NUM
bracis-33640	159	15	times	time	NOUN
bracis-33640	159	16	each	each	PRON
bracis-33640	159	17	.	.	PUNCT
bracis-33640	160	1	similarly	similarly	ADV
bracis-33640	160	2	,	,	PUNCT
bracis-33640	160	3	in	in	ADP
bracis-33640	160	4	lula	lula	PROPN
bracis-33640	160	5	’s	’s	PART
bracis-33640	160	6	dataset	dataset	PROPN
bracis-33640	160	7	,	,	PUNCT
bracis-33640	160	8	one	one	NUM
bracis-33640	160	9	-	-	PUNCT
bracis-33640	160	10	hot	hot	ADJ
bracis-33640	160	11	encoding	encoding	NOUN
bracis-33640	160	12	was	be	AUX
bracis-33640	160	13	favored	favor	VERB
bracis-33640	160	14	in	in	ADP
bracis-33640	160	15	9	9	NUM
bracis-33640	160	16	of	of	ADP
bracis-33640	160	17	the	the	DET
bracis-33640	160	18	best	good	ADJ
bracis-33640	160	19	configurations	configuration	NOUN
bracis-33640	160	20	,	,	PUNCT
bracis-33640	160	21	especially	especially	ADV
bracis-33640	160	22	for	for	ADP
bracis-33640	160	23	logistic	logistic	ADJ
bracis-33640	160	24	regression	regression	NOUN
bracis-33640	160	25	models	model	NOUN
bracis-33640	160	26	(	(	PUNCT
bracis-33640	160	27	3	3	NUM
bracis-33640	160	28	out	out	ADP
bracis-33640	160	29	of	of	ADP
bracis-33640	160	30	5	5	NUM
bracis-33640	160	31	configurations	configuration	NOUN
bracis-33640	160	32	)	)	PUNCT
bracis-33640	160	33	.	.	PUNCT
bracis-33640	161	1	target	target	NOUN
bracis-33640	161	2	encoding	encode	VERB
bracis-33640	161	3	for	for	ADP
bracis-33640	161	4	binary	binary	ADJ
bracis-33640	161	5	classification	classification	NOUN
bracis-33640	161	6	was	be	AUX
bracis-33640	161	7	chosen	choose	VERB
bracis-33640	161	8	4	4	NUM
bracis-33640	161	9	times	time	NOUN
bracis-33640	161	10	.	.	PUNCT
bracis-33640	162	1	target	target	NOUN
bracis-33640	162	2	encoding	encoding	NOUN
bracis-33640	162	3	for	for	ADP
bracis-33640	162	4	regression	regression	NOUN
bracis-33640	162	5	was	be	AUX
bracis-33640	162	6	selected	select	VERB
bracis-33640	162	7	12	12	NUM
bracis-33640	162	8	times	time	NOUN
bracis-33640	162	9	,	,	PUNCT
bracis-33640	162	10	being	be	AUX
bracis-33640	162	11	present	present	ADJ
bracis-33640	162	12	in	in	ADP
bracis-33640	162	13	at	at	ADV
bracis-33640	162	14	least	least	ADV
bracis-33640	162	15	one	one	NUM
bracis-33640	162	16	optimal	optimal	ADJ
bracis-33640	162	17	configuration	configuration	NOUN
bracis-33640	162	18	of	of	ADP
bracis-33640	162	19	each	each	DET
bracis-33640	162	20	model	model	NOUN
bracis-33640	162	21	type	type	NOUN
bracis-33640	162	22	.	.	PUNCT
bracis-33640	163	1	overall	overall	ADJ
bracis-33640	163	2	,	,	PUNCT
bracis-33640	163	3	target	target	NOUN
bracis-33640	163	4	encoding	encoding	NOUN
bracis-33640	163	5	for	for	ADP
bracis-33640	163	6	regression	regression	NOUN
bracis-33640	163	7	emerged	emerge	VERB
bracis-33640	163	8	as	as	ADP
bracis-33640	163	9	the	the	DET
bracis-33640	163	10	most	most	ADV
bracis-33640	163	11	frequently	frequently	ADV
bracis-33640	163	12	chosen	choose	VERB
bracis-33640	163	13	transformation	transformation	NOUN
bracis-33640	163	14	for	for	ADP
bracis-33640	163	15	categorical	categorical	ADJ
bracis-33640	163	16	data	datum	NOUN
bracis-33640	163	17	(	(	PUNCT
bracis-33640	163	18	20	20	NUM
bracis-33640	163	19	times	time	NOUN
bracis-33640	163	20	,	,	PUNCT
bracis-33640	163	21	being	be	AUX
bracis-33640	163	22	8	8	NUM
bracis-33640	163	23	in	in	ADP
bracis-33640	163	24	bolsonaro	bolsonaro	NOUN
bracis-33640	163	25	’s	’s	PART
bracis-33640	163	26	dataset	dataset	NOUN
bracis-33640	163	27	and	and	CCONJ
bracis-33640	163	28	12	12	NUM
bracis-33640	163	29	in	in	ADP
bracis-33640	163	30	lula	lula	PROPN
bracis-33640	163	31	’s	’s	PART
bracis-33640	163	32	dataset	dataset	NOUN
bracis-33640	163	33	)	)	PUNCT
bracis-33640	163	34	.	.	PUNCT
bracis-33640	164	1	this	this	PRON
bracis-33640	164	2	supports	support	VERB
bracis-33640	164	3	our	our	PRON
bracis-33640	164	4	hypothesis	hypothesis	NOUN
bracis-33640	164	5	that	that	PRON
bracis-33640	164	6	encoding	encode	VERB
bracis-33640	164	7	categorical	categorical	ADJ
bracis-33640	164	8	features	feature	NOUN
bracis-33640	164	9	based	base	VERB
bracis-33640	164	10	on	on	ADP
bracis-33640	164	11	the	the	DET
bracis-33640	164	12	distribution	distribution	NOUN
bracis-33640	164	13	of	of	ADP
bracis-33640	164	14	the	the	DET
bracis-33640	164	15	raw	raw	ADJ
bracis-33640	164	16	continuous	continuous	ADJ
bracis-33640	164	17	variable	variable	NOUN
bracis-33640	164	18	(	(	PUNCT
bracis-33640	164	19	number	number	NOUN
bracis-33640	164	20	of	of	ADP
bracis-33640	164	21	likes	like	NOUN
bracis-33640	164	22	)	)	PUNCT
bracis-33640	164	23	can	can	AUX
bracis-33640	164	24	capture	capture	VERB
bracis-33640	164	25	valuable	valuable	ADJ
bracis-33640	164	26	information	information	NOUN
bracis-33640	164	27	even	even	ADV
bracis-33640	164	28	when	when	SCONJ
bracis-33640	164	29	the	the	DET
bracis-33640	164	30	target	target	NOUN
bracis-33640	164	31	variable	variable	NOUN
bracis-33640	164	32	is	be	AUX
bracis-33640	164	33	ultimately	ultimately	ADV
bracis-33640	164	34	transformed	transform	VERB
bracis-33640	164	35	in	in	ADP
bracis-33640	164	36	a	a	DET
bracis-33640	164	37	2	2	NUM
bracis-33640	164	38	-	-	PUNCT
bracis-33640	164	39	class	class	NOUN
bracis-33640	164	40	variable	variable	NOUN
bracis-33640	164	41	(	(	PUNCT
bracis-33640	164	42	high	high	ADJ
bracis-33640	164	43	or	or	CCONJ
bracis-33640	164	44	low	low	ADJ
bracis-33640	164	45	engagement	engagement	NOUN
bracis-33640	164	46	)	)	PUNCT
bracis-33640	164	47	.	.	PUNCT
bracis-33640	165	1	numerical	numerical	ADJ
bracis-33640	165	2	features	feature	NOUN
bracis-33640	165	3	.	.	PUNCT
bracis-33640	166	1	min	min	ADJ
bracis-33640	166	2	-	-	ADJ
bracis-33640	166	3	max	max	ADJ
bracis-33640	166	4	scaling	scaling	NOUN
bracis-33640	166	5	was	be	AUX
bracis-33640	166	6	the	the	DET
bracis-33640	166	7	most	most	ADV
bracis-33640	166	8	common	common	ADJ
bracis-33640	166	9	transformation	transformation	NOUN
bracis-33640	166	10	for	for	ADP
bracis-33640	166	11	numerical	numerical	ADJ
bracis-33640	166	12	features	feature	NOUN
bracis-33640	166	13	,	,	PUNCT
bracis-33640	166	14	being	be	AUX
bracis-33640	166	15	found	find	VERB
bracis-33640	166	16	21	21	NUM
bracis-33640	166	17	times	time	NOUN
bracis-33640	166	18	in	in	ADP
bracis-33640	166	19	the	the	DET
bracis-33640	166	20	optimal	optimal	ADJ
bracis-33640	166	21	model	model	NOUN
bracis-33640	166	22	configurations	configuration	NOUN
bracis-33640	166	23	.	.	PUNCT
bracis-33640	167	1	standard	standard	ADJ
bracis-33640	167	2	scaling	scaling	NOUN
bracis-33640	167	3	was	be	AUX
bracis-33640	167	4	also	also	ADV
bracis-33640	167	5	frequently	frequently	ADV
bracis-33640	167	6	selected	select	VERB
bracis-33640	167	7	,	,	PUNCT
bracis-33640	167	8	13	13	NUM
bracis-33640	167	9	times	time	NOUN
bracis-33640	167	10	.	.	PUNCT
bracis-33640	168	1	no	no	DET
bracis-33640	168	2	transformation	transformation	NOUN
bracis-33640	168	3	(	(	PUNCT
bracis-33640	168	4	identity	identity	NOUN
bracis-33640	168	5	)	)	PUNCT
bracis-33640	168	6	was	be	AUX
bracis-33640	168	7	chosen	choose	VERB
bracis-33640	168	8	in	in	ADP
bracis-33640	168	9	6	6	NUM
bracis-33640	168	10	model	model	NOUN
bracis-33640	168	11	configurations	configuration	NOUN
bracis-33640	168	12	,	,	PUNCT
bracis-33640	168	13	most	most	ADJ
bracis-33640	168	14	of	of	ADP
bracis-33640	168	15	them	they	PRON
bracis-33640	168	16	in	in	ADP
bracis-33640	168	17	models	model	NOUN
bracis-33640	168	18	trained	train	VERB
bracis-33640	168	19	on	on	ADP
bracis-33640	168	20	lula	lula	PROPN
bracis-33640	168	21	’s	’s	PART
bracis-33640	168	22	data	datum	NOUN
bracis-33640	168	23	.	.	PUNCT
bracis-33640	169	1	4.5	4.5	NUM
bracis-33640	169	2	analysis	analysis	NOUN
bracis-33640	169	3	model	model	NOUN
bracis-33640	169	4	performance	performance	NOUN
bracis-33640	169	5	–	–	PUNCT
bracis-33640	169	6	bolsonaro	bolsonaro	NOUN
bracis-33640	169	7	’s	’s	PART
bracis-33640	169	8	posts	post	NOUN
bracis-33640	169	9	.	.	PUNCT
bracis-33640	170	1	the	the	DET
bracis-33640	170	2	performance	performance	NOUN
bracis-33640	170	3	results	result	VERB
bracis-33640	170	4	for	for	ADP
bracis-33640	170	5	bolsonaro	bolsonaro	NOUN
bracis-33640	170	6	’s	’s	PART
bracis-33640	170	7	dataset	dataset	NOUN
bracis-33640	170	8	are	be	AUX
bracis-33640	170	9	presented	present	VERB
bracis-33640	170	10	in	in	ADP
bracis-33640	170	11	table	table	NOUN
bracis-33640	170	12	 	 	SPACE
bracis-33640	170	13	3	3	NUM
bracis-33640	170	14	.	.	PUNCT
bracis-33640	171	1	support	support	NOUN
bracis-33640	171	2	vector	vector	NOUN
bracis-33640	171	3	machine	machine	NOUN
bracis-33640	171	4	(	(	PUNCT
bracis-33640	171	5	svm	svm	PROPN
bracis-33640	171	6	)	)	PUNCT
bracis-33640	171	7	emerged	emerge	VERB
bracis-33640	171	8	as	as	ADP
bracis-33640	171	9	the	the	DET
bracis-33640	171	10	best	well	ADV
bracis-33640	171	11	-	-	PUNCT
bracis-33640	171	12	performing	perform	VERB
bracis-33640	171	13	model	model	NOUN
bracis-33640	171	14	with	with	ADP
bracis-33640	171	15	an	an	DET
bracis-33640	171	16	f1	f1	NOUN
bracis-33640	171	17	-	-	PUNCT
bracis-33640	171	18	score	score	NOUN
bracis-33640	171	19	of	of	ADP
bracis-33640	171	20	0.69	0.69	NUM
bracis-33640	171	21	.	.	PUNCT
bracis-33640	172	1	logistic	logistic	ADJ
bracis-33640	172	2	regression	regression	NOUN
bracis-33640	172	3	,	,	PUNCT
bracis-33640	172	4	k	k	X
bracis-33640	172	5	-	-	PUNCT
bracis-33640	172	6	nearest	near	ADJ
bracis-33640	172	7	neighbors	neighbor	NOUN
bracis-33640	172	8	(	(	PUNCT
bracis-33640	172	9	knn	knn	PROPN
bracis-33640	172	10	)	)	PUNCT
bracis-33640	172	11	,	,	PUNCT
bracis-33640	172	12	and	and	CCONJ
bracis-33640	172	13	multi	multi	ADJ
bracis-33640	172	14	-	-	ADJ
bracis-33640	172	15	layer	layer	ADJ
bracis-33640	172	16	perceptron	perceptron	NOUN
bracis-33640	172	17	(	(	PUNCT
bracis-33640	172	18	mlp	mlp	PROPN
bracis-33640	172	19	)	)	PUNCT
bracis-33640	172	20	followed	follow	VERB
bracis-33640	172	21	closely	closely	ADV
bracis-33640	172	22	with	with	ADP
bracis-33640	172	23	f1	f1	NOUN
bracis-33640	172	24	-	-	PUNCT
bracis-33640	172	25	scores	score	NOUN
bracis-33640	172	26	of	of	ADP
bracis-33640	172	27	0.68	0.68	NUM
bracis-33640	172	28	,	,	PUNCT
bracis-33640	172	29	0.67	0.67	NUM
bracis-33640	172	30	,	,	PUNCT
bracis-33640	172	31	and	and	CCONJ
bracis-33640	172	32	0.66	0.66	NUM
bracis-33640	172	33	,	,	PUNCT
bracis-33640	172	34	respectively	respectively	ADV
bracis-33640	172	35	.	.	PUNCT
bracis-33640	173	1	random	random	ADJ
bracis-33640	173	2	forest	forest	NOUN
bracis-33640	173	3	achieved	achieve	VERB
bracis-33640	173	4	a	a	DET
bracis-33640	173	5	slightly	slightly	ADV
bracis-33640	173	6	lower	low	ADJ
bracis-33640	173	7	f1	f1	NOUN
bracis-33640	173	8	-	-	PUNCT
bracis-33640	173	9	score	score	NOUN
bracis-33640	173	10	of	of	ADP
bracis-33640	173	11	0.64	0.64	NUM
bracis-33640	173	12	.	.	PUNCT
bracis-33640	174	1	table	table	NOUN
bracis-33640	174	2	 	 	SPACE
bracis-33640	174	3	3	3	NUM
bracis-33640	174	4	.	.	PUNCT
bracis-33640	174	5	performance	performance	NOUN
bracis-33640	174	6	results	result	NOUN
bracis-33640	174	7	for	for	ADP
bracis-33640	174	8	the	the	DET
bracis-33640	174	9	bolsonaro	bolsonaro	NOUN
bracis-33640	174	10	dataset	dataset	NOUN
bracis-33640	174	11	(	(	PUNCT
bracis-33640	174	12	mean	mean	VERB
bracis-33640	174	13	 	 	SPACE
bracis-33640	174	14	±	±	NUM
bracis-33640	174	15	 	 	SPACE
bracis-33640	174	16	standard	standard	ADJ
bracis-33640	174	17	deviation).full	deviation).full	ADJ
bracis-33640	174	18	size	size	NOUN
bracis-33640	174	19	table	table	NOUN
bracis-33640	174	20	while	while	SCONJ
bracis-33640	174	21	the	the	DET
bracis-33640	174	22	overall	overall	ADJ
bracis-33640	174	23	model	model	NOUN
bracis-33640	174	24	performance	performance	NOUN
bracis-33640	174	25	may	may	AUX
bracis-33640	174	26	not	not	PART
bracis-33640	174	27	be	be	AUX
bracis-33640	174	28	considered	consider	VERB
bracis-33640	174	29	remarkable	remarkable	ADJ
bracis-33640	174	30	,	,	PUNCT
bracis-33640	174	31	the	the	DET
bracis-33640	174	32	results	result	NOUN
bracis-33640	174	33	demonstrate	demonstrate	VERB
bracis-33640	174	34	the	the	DET
bracis-33640	174	35	potential	potential	NOUN
bracis-33640	174	36	for	for	ADP
bracis-33640	174	37	using	use	VERB
bracis-33640	174	38	machine	machine	NOUN
bracis-33640	174	39	learning	learn	VERB
bracis-33640	174	40	to	to	PART
bracis-33640	174	41	identify	identify	VERB
bracis-33640	174	42	posts	post	NOUN
bracis-33640	174	43	with	with	ADP
bracis-33640	174	44	a	a	DET
bracis-33640	174	45	high	high	ADJ
bracis-33640	174	46	probability	probability	NOUN
bracis-33640	174	47	of	of	ADP
bracis-33640	174	48	achieving	achieve	VERB
bracis-33640	174	49	high	high	ADJ
bracis-33640	174	50	engagement	engagement	NOUN
bracis-33640	174	51	.	.	PUNCT
bracis-33640	175	1	for	for	ADP
bracis-33640	175	2	example	example	NOUN
bracis-33640	175	3	,	,	PUNCT
bracis-33640	175	4	the	the	DET
bracis-33640	175	5	svm	svm	PROPN
bracis-33640	175	6	model	model	NOUN
bracis-33640	175	7	achieved	achieve	VERB
bracis-33640	175	8	a	a	DET
bracis-33640	175	9	recall	recall	NOUN
bracis-33640	175	10	of	of	ADP
bracis-33640	175	11	0,707	0,707	NUM
bracis-33640	175	12	,	,	PUNCT
bracis-33640	175	13	indicating	indicate	VERB
bracis-33640	175	14	that	that	SCONJ
bracis-33640	175	15	it	it	PRON
bracis-33640	175	16	can	can	AUX
bracis-33640	175	17	correctly	correctly	ADV
bracis-33640	175	18	identify	identify	VERB
bracis-33640	175	19	actual	actual	ADJ
bracis-33640	175	20	high	high	ADJ
bracis-33640	175	21	-	-	PUNCT
bracis-33640	175	22	engagement	engagement	NOUN
bracis-33640	175	23	posts	post	NOUN
bracis-33640	175	24	41	41	NUM
bracis-33640	175	25	%	%	NOUN
bracis-33640	175	26	better	well	ADJ
bracis-33640	175	27	than	than	ADP
bracis-33640	175	28	a	a	DET
bracis-33640	175	29	random	random	ADJ
bracis-33640	175	30	classifier	classifier	NOUN
bracis-33640	175	31	(	(	PUNCT
bracis-33640	175	32	that	that	PRON
bracis-33640	175	33	would	would	AUX
bracis-33640	175	34	display	display	VERB
bracis-33640	175	35	a	a	DET
bracis-33640	175	36	recall	recall	NOUN
bracis-33640	175	37	of	of	ADP
bracis-33640	175	38	0.5	0.5	NUM
bracis-33640	175	39	)	)	PUNCT
bracis-33640	175	40	.	.	PUNCT
bracis-33640	176	1	the	the	DET
bracis-33640	176	2	precision	precision	NOUN
bracis-33640	176	3	of	of	ADP
bracis-33640	176	4	0.688	0.688	NUM
bracis-33640	176	5	indicates	indicate	VERB
bracis-33640	176	6	that	that	SCONJ
bracis-33640	176	7	when	when	SCONJ
bracis-33640	176	8	it	it	PRON
bracis-33640	176	9	positively	positively	ADV
bracis-33640	176	10	predicts	predict	VERB
bracis-33640	176	11	that	that	SCONJ
bracis-33640	176	12	a	a	DET
bracis-33640	176	13	post	post	NOUN
bracis-33640	176	14	will	will	AUX
bracis-33640	176	15	have	have	VERB
bracis-33640	176	16	high	high	ADJ
bracis-33640	176	17	engagement	engagement	NOUN
bracis-33640	176	18	,	,	PUNCT
bracis-33640	176	19	the	the	DET
bracis-33640	176	20	model	model	NOUN
bracis-33640	176	21	is	be	AUX
bracis-33640	176	22	correct	correct	ADJ
bracis-33640	176	23	68.8	68.8	NUM
bracis-33640	176	24	%	%	NOUN
bracis-33640	176	25	of	of	ADP
bracis-33640	176	26	the	the	DET
bracis-33640	176	27	time	time	NOUN
bracis-33640	176	28	,	,	PUNCT
bracis-33640	176	29	which	which	PRON
bracis-33640	176	30	is	be	AUX
bracis-33640	176	31	a	a	DET
bracis-33640	176	32	37.6	37.6	NUM
bracis-33640	176	33	%	%	NOUN
bracis-33640	176	34	improvement	improvement	NOUN
bracis-33640	176	35	over	over	ADP
bracis-33640	176	36	a	a	DET
bracis-33640	176	37	random	random	ADJ
bracis-33640	176	38	classifier	classifier	NOUN
bracis-33640	176	39	(	(	PUNCT
bracis-33640	176	40	precision	precision	NOUN
bracis-33640	176	41	0.5	0.5	NUM
bracis-33640	176	42	)	)	PUNCT
bracis-33640	176	43	.	.	PUNCT
bracis-33640	177	1	model	model	NOUN
bracis-33640	177	2	performance	performance	NOUN
bracis-33640	177	3	–	–	PUNCT
bracis-33640	177	4	lula	lula	PROPN
bracis-33640	177	5	’s	’s	PART
bracis-33640	177	6	posts	post	NOUN
bracis-33640	177	7	.	.	PUNCT
bracis-33640	178	1	the	the	DET
bracis-33640	178	2	performance	performance	NOUN
bracis-33640	178	3	results	result	VERB
bracis-33640	178	4	for	for	ADP
bracis-33640	178	5	lula	lula	PROPN
bracis-33640	178	6	’s	’s	PART
bracis-33640	178	7	dataset	dataset	NOUN
bracis-33640	178	8	,	,	PUNCT
bracis-33640	178	9	presented	present	VERB
bracis-33640	178	10	in	in	ADP
bracis-33640	178	11	table	table	NOUN
bracis-33640	178	12	 	 	SPACE
bracis-33640	178	13	4	4	NUM
bracis-33640	178	14	,	,	PUNCT
bracis-33640	178	15	indicate	indicate	VERB
bracis-33640	178	16	that	that	SCONJ
bracis-33640	178	17	the	the	DET
bracis-33640	178	18	models	model	NOUN
bracis-33640	178	19	struggled	struggle	VERB
bracis-33640	178	20	to	to	PART
bracis-33640	178	21	achieve	achieve	VERB
bracis-33640	178	22	satisfactory	satisfactory	ADJ
bracis-33640	178	23	performance	performance	NOUN
bracis-33640	178	24	.	.	PUNCT
bracis-33640	179	1	this	this	PRON
bracis-33640	179	2	suggests	suggest	VERB
bracis-33640	179	3	that	that	SCONJ
bracis-33640	179	4	the	the	DET
bracis-33640	179	5	selected	select	VERB
bracis-33640	179	6	features	feature	NOUN
bracis-33640	179	7	may	may	AUX
bracis-33640	179	8	not	not	PART
bracis-33640	179	9	be	be	AUX
bracis-33640	179	10	sufficient	sufficient	ADJ
bracis-33640	179	11	to	to	PART
bracis-33640	179	12	effectively	effectively	ADV
bracis-33640	179	13	differentiate	differentiate	VERB
bracis-33640	179	14	between	between	ADP
bracis-33640	179	15	high	high	ADJ
bracis-33640	179	16	and	and	CCONJ
bracis-33640	179	17	low	low	ADJ
bracis-33640	179	18	engagement	engagement	NOUN
bracis-33640	179	19	posts	post	NOUN
bracis-33640	179	20	in	in	ADP
bracis-33640	179	21	lula	lula	PROPN
bracis-33640	179	22	’s	’s	PART
bracis-33640	179	23	case	case	NOUN
bracis-33640	179	24	.	.	PUNCT
bracis-33640	180	1	the	the	DET
bracis-33640	180	2	svm	svm	PROPN
bracis-33640	180	3	model	model	NOUN
bracis-33640	180	4	achieved	achieve	VERB
bracis-33640	180	5	the	the	DET
bracis-33640	180	6	highest	high	ADJ
bracis-33640	180	7	f1	f1	NOUN
bracis-33640	180	8	-	-	PUNCT
bracis-33640	180	9	score	score	NOUN
bracis-33640	180	10	of	of	ADP
bracis-33640	180	11	0.61	0.61	NUM
bracis-33640	180	12	(	(	PUNCT
bracis-33640	180	13	with	with	ADP
bracis-33640	180	14	a	a	DET
bracis-33640	180	15	standard	standard	ADJ
bracis-33640	180	16	deviation	deviation	NOUN
bracis-33640	180	17	of	of	ADP
bracis-33640	180	18	0.07	0.07	NUM
bracis-33640	180	19	)	)	PUNCT
bracis-33640	180	20	,	,	PUNCT
bracis-33640	180	21	primarily	primarily	ADV
bracis-33640	180	22	due	due	ADP
bracis-33640	180	23	to	to	ADP
bracis-33640	180	24	a	a	DET
bracis-33640	180	25	high	high	ADJ
bracis-33640	180	26	recall	recall	NOUN
bracis-33640	180	27	of	of	ADP
bracis-33640	180	28	0.85	0.85	NUM
bracis-33640	180	29	but	but	CCONJ
bracis-33640	180	30	a	a	DET
bracis-33640	180	31	low	low	ADJ
bracis-33640	180	32	precision	precision	NOUN
bracis-33640	180	33	of	of	ADP
bracis-33640	180	34	0.50	0.50	NUM
bracis-33640	180	35	.	.	PUNCT
bracis-33640	181	1	this	this	PRON
bracis-33640	181	2	suggests	suggest	VERB
bracis-33640	181	3	that	that	SCONJ
bracis-33640	181	4	the	the	DET
bracis-33640	181	5	model	model	NOUN
bracis-33640	181	6	can	can	AUX
bracis-33640	181	7	identify	identify	VERB
bracis-33640	181	8	a	a	DET
bracis-33640	181	9	large	large	ADJ
bracis-33640	181	10	portion	portion	NOUN
bracis-33640	181	11	of	of	ADP
bracis-33640	181	12	actual	actual	ADJ
bracis-33640	181	13	high	high	ADJ
bracis-33640	181	14	-	-	PUNCT
bracis-33640	181	15	engagement	engagement	NOUN
bracis-33640	181	16	posts	post	NOUN
bracis-33640	181	17	but	but	CCONJ
bracis-33640	181	18	also	also	ADV
bracis-33640	181	19	generates	generate	VERB
bracis-33640	181	20	a	a	DET
bracis-33640	181	21	substantial	substantial	ADJ
bracis-33640	181	22	number	number	NOUN
bracis-33640	181	23	of	of	ADP
bracis-33640	181	24	false	false	ADJ
bracis-33640	181	25	positives	positive	NOUN
bracis-33640	181	26	.	.	PUNCT
bracis-33640	182	1	furthermore	furthermore	ADV
bracis-33640	182	2	,	,	PUNCT
bracis-33640	182	3	three	three	NUM
bracis-33640	182	4	of	of	ADP
bracis-33640	182	5	the	the	DET
bracis-33640	182	6	five	five	NUM
bracis-33640	182	7	model	model	NOUN
bracis-33640	182	8	types	type	NOUN
bracis-33640	182	9	(	(	PUNCT
bracis-33640	182	10	logistic	logistic	ADJ
bracis-33640	182	11	regression	regression	NOUN
bracis-33640	182	12	,	,	PUNCT
bracis-33640	182	13	random	random	ADJ
bracis-33640	182	14	forest	forest	NOUN
bracis-33640	182	15	and	and	CCONJ
bracis-33640	182	16	mlp	mlp	PROPN
bracis-33640	182	17	)	)	PUNCT
bracis-33640	182	18	achieved	achieve	VERB
bracis-33640	182	19	f1	f1	NOUN
bracis-33640	182	20	-	-	PUNCT
bracis-33640	182	21	scores	score	NOUN
bracis-33640	182	22	below	below	ADP
bracis-33640	182	23	0.50	0.50	NUM
bracis-33640	182	24	,	,	PUNCT
bracis-33640	182	25	indicating	indicate	VERB
bracis-33640	182	26	their	their	PRON
bracis-33640	182	27	limited	limited	ADJ
bracis-33640	182	28	ability	ability	NOUN
bracis-33640	182	29	to	to	PART
bracis-33640	182	30	effectively	effectively	ADV
bracis-33640	182	31	distinguish	distinguish	VERB
bracis-33640	182	32	between	between	ADP
bracis-33640	182	33	the	the	DET
bracis-33640	182	34	two	two	NUM
bracis-33640	182	35	classes	class	NOUN
bracis-33640	182	36	in	in	ADP
bracis-33640	182	37	lula	lula	PROPN
bracis-33640	182	38	’s	’s	PART
bracis-33640	182	39	case	case	NOUN
bracis-33640	182	40	.	.	PUNCT
bracis-33640	183	1	table	table	NOUN
bracis-33640	183	2	 	 	SPACE
bracis-33640	183	3	4	4	NUM
bracis-33640	183	4	.	.	PUNCT
bracis-33640	183	5	performance	performance	NOUN
bracis-33640	183	6	results	result	NOUN
bracis-33640	183	7	for	for	ADP
bracis-33640	183	8	the	the	DET
bracis-33640	183	9	lula	lula	PROPN
bracis-33640	183	10	dataset	dataset	PROPN
bracis-33640	183	11	(	(	PUNCT
bracis-33640	183	12	mean	mean	VERB
bracis-33640	183	13	 	 	SPACE
bracis-33640	183	14	±	±	NUM
bracis-33640	183	15	 	 	SPACE
bracis-33640	183	16	standard	standard	ADJ
bracis-33640	183	17	deviation).full	deviation).full	NOUN
bracis-33640	183	18	size	size	NOUN
bracis-33640	183	19	table	table	NOUN
bracis-33640	183	20	features	feature	VERB
bracis-33640	183	21	importances	importance	NOUN
bracis-33640	183	22	.	.	PUNCT
bracis-33640	184	1	we	we	PRON
bracis-33640	184	2	also	also	ADV
bracis-33640	184	3	analyzed	analyze	VERB
bracis-33640	184	4	,	,	PUNCT
bracis-33640	184	5	for	for	ADP
bracis-33640	184	6	each	each	DET
bracis-33640	184	7	candidate	candidate	NOUN
bracis-33640	184	8	,	,	PUNCT
bracis-33640	184	9	the	the	DET
bracis-33640	184	10	feature	feature	NOUN
bracis-33640	184	11	importances	importance	NOUN
bracis-33640	184	12	identified	identify	VERB
bracis-33640	184	13	in	in	ADP
bracis-33640	184	14	the	the	DET
bracis-33640	184	15	5	5	NUM
bracis-33640	184	16	best	well	ADV
bracis-33640	184	17	random	random	ADJ
bracis-33640	184	18	forest	forest	NOUN
bracis-33640	184	19	models	model	NOUN
bracis-33640	184	20	(	(	PUNCT
bracis-33640	184	21	one	one	NUM
bracis-33640	184	22	per	per	ADP
bracis-33640	184	23	fold	fold	NOUN
bracis-33640	184	24	of	of	ADP
bracis-33640	184	25	the	the	DET
bracis-33640	184	26	outer	outer	ADJ
bracis-33640	184	27	cross	cross	NOUN
bracis-33640	184	28	-	-	NOUN
bracis-33640	184	29	validation	validation	NOUN
bracis-33640	184	30	)	)	PUNCT
bracis-33640	184	31	.	.	PUNCT
bracis-33640	185	1	the	the	DET
bracis-33640	185	2	exact	exact	ADJ
bracis-33640	185	3	names	name	NOUN
bracis-33640	185	4	of	of	ADP
bracis-33640	185	5	the	the	DET
bracis-33640	185	6	features	feature	NOUN
bracis-33640	185	7	may	may	AUX
bracis-33640	185	8	vary	vary	VERB
bracis-33640	185	9	between	between	ADP
bracis-33640	185	10	models	model	NOUN
bracis-33640	185	11	,	,	PUNCT
bracis-33640	185	12	depending	depend	VERB
bracis-33640	185	13	on	on	ADP
bracis-33640	185	14	the	the	DET
bracis-33640	185	15	transformations	transformation	NOUN
bracis-33640	185	16	applied	apply	VERB
bracis-33640	185	17	to	to	ADP
bracis-33640	185	18	the	the	DET
bracis-33640	185	19	categorical	categorical	ADJ
bracis-33640	185	20	features	feature	NOUN
bracis-33640	185	21	.	.	PUNCT
bracis-33640	186	1	one	one	NUM
bracis-33640	186	2	-	-	PUNCT
bracis-33640	186	3	hot	hot	ADJ
bracis-33640	186	4	encoding	encoding	NOUN
bracis-33640	186	5	transforms	transform	VERB
bracis-33640	186	6	one	one	NUM
bracis-33640	186	7	feature	feature	NOUN
bracis-33640	186	8	into	into	ADP
bracis-33640	186	9	multiple	multiple	ADJ
bracis-33640	186	10	features	feature	NOUN
bracis-33640	186	11	,	,	PUNCT
bracis-33640	186	12	one	one	NUM
bracis-33640	186	13	for	for	ADP
bracis-33640	186	14	each	each	DET
bracis-33640	186	15	value	value	NOUN
bracis-33640	186	16	,	,	PUNCT
bracis-33640	186	17	that	that	PRON
bracis-33640	186	18	appear	appear	AUX
bracis-33640	186	19	named	name	VERB
bracis-33640	186	20	as	as	ADP
bracis-33640	186	21	“	"	PUNCT
bracis-33640	186	22	<	<	X
bracis-33640	186	23	feature>_<value	feature>_<value	NOUN
bracis-33640	186	24	>	>	PUNCT
bracis-33640	186	25	”	"	PUNCT
bracis-33640	186	26	in	in	ADP
bracis-33640	186	27	the	the	DET
bracis-33640	186	28	results	result	NOUN
bracis-33640	186	29	.	.	PUNCT
bracis-33640	187	1	however	however	ADV
bracis-33640	187	2	,	,	PUNCT
bracis-33640	187	3	target	target	NOUN
bracis-33640	187	4	encoding	encode	VERB
bracis-33640	187	5	preserves	preserve	VERB
bracis-33640	187	6	the	the	DET
bracis-33640	187	7	name	name	NOUN
bracis-33640	187	8	of	of	ADP
bracis-33640	187	9	the	the	DET
bracis-33640	187	10	features	feature	NOUN
bracis-33640	187	11	.	.	PUNCT
bracis-33640	188	1	for	for	ADP
bracis-33640	188	2	the	the	DET
bracis-33640	188	3	models	model	NOUN
bracis-33640	188	4	that	that	PRON
bracis-33640	188	5	used	use	VERB
bracis-33640	188	6	the	the	DET
bracis-33640	188	7	same	same	ADJ
bracis-33640	188	8	transformations	transformation	NOUN
bracis-33640	188	9	and	and	CCONJ
bracis-33640	188	10	used	use	VERB
bracis-33640	188	11	the	the	DET
bracis-33640	188	12	same	same	ADJ
bracis-33640	188	13	feature	feature	NOUN
bracis-33640	188	14	names	name	NOUN
bracis-33640	188	15	,	,	PUNCT
bracis-33640	188	16	we	we	PRON
bracis-33640	188	17	averaged	average	VERB
bracis-33640	188	18	the	the	DET
bracis-33640	188	19	importances	importance	NOUN
bracis-33640	188	20	of	of	ADP
bracis-33640	188	21	these	these	DET
bracis-33640	188	22	models	model	NOUN
bracis-33640	188	23	.	.	PUNCT
bracis-33640	189	1	fig	fig	NOUN
bracis-33640	189	2	.	.	PUNCT
bracis-33640	189	3	 	 	SPACE
bracis-33640	190	1	1	1	NUM
bracis-33640	190	2	.	.	PUNCT
bracis-33640	190	3	importance	importance	NOUN
bracis-33640	190	4	of	of	ADP
bracis-33640	190	5	the	the	DET
bracis-33640	190	6	bolsonaro	bolsonaro	NOUN
bracis-33640	190	7	candidate	candidate	NOUN
bracis-33640	190	8	’s	’s	PART
bracis-33640	190	9	features	feature	NOUN
bracis-33640	190	10	.	.	PUNCT
bracis-33640	191	1	full	full	ADJ
bracis-33640	191	2	size	size	NOUN
bracis-33640	191	3	image	image	NOUN
bracis-33640	191	4	from	from	ADP
bracis-33640	191	5	the	the	DET
bracis-33640	191	6	5	5	NUM
bracis-33640	191	7	best	good	ADJ
bracis-33640	191	8	configurations	configuration	NOUN
bracis-33640	191	9	of	of	ADP
bracis-33640	191	10	random	random	ADJ
bracis-33640	191	11	forest	forest	NOUN
bracis-33640	191	12	classifier	classifier	NOUN
bracis-33640	191	13	trained	train	VERB
bracis-33640	191	14	in	in	ADP
bracis-33640	191	15	bolsonaro	bolsonaro	NOUN
bracis-33640	191	16	’s	’s	PART
bracis-33640	191	17	data	datum	NOUN
bracis-33640	191	18	,	,	PUNCT
bracis-33640	191	19	only	only	ADV
bracis-33640	191	20	one	one	NUM
bracis-33640	191	21	of	of	ADP
bracis-33640	191	22	them	they	PRON
bracis-33640	191	23	applied	apply	VERB
bracis-33640	191	24	one	one	NUM
bracis-33640	191	25	-	-	PUNCT
bracis-33640	191	26	hot	hot	ADJ
bracis-33640	191	27	encoding	encoding	NOUN
bracis-33640	191	28	.	.	PUNCT
bracis-33640	192	1	the	the	DET
bracis-33640	192	2	feature	feature	NOUN
bracis-33640	192	3	importances	importance	NOUN
bracis-33640	192	4	calculated	calculate	VERB
bracis-33640	192	5	from	from	ADP
bracis-33640	192	6	this	this	DET
bracis-33640	192	7	model	model	NOUN
bracis-33640	192	8	for	for	ADP
bracis-33640	192	9	the	the	DET
bracis-33640	192	10	best	good	ADJ
bracis-33640	192	11	features	feature	NOUN
bracis-33640	192	12	is	be	AUX
bracis-33640	192	13	reported	report	VERB
bracis-33640	192	14	in	in	ADP
bracis-33640	192	15	the	the	DET
bracis-33640	192	16	upper	upper	ADJ
bracis-33640	192	17	part	part	NOUN
bracis-33640	192	18	of	of	ADP
bracis-33640	192	19	fig	fig	NOUN
bracis-33640	192	20	.	.	PUNCT
bracis-33640	192	21	 	 	SPACE
bracis-33640	193	1	1	1	X
bracis-33640	193	2	.	.	PUNCT
bracis-33640	194	1	this	this	DET
bracis-33640	194	2	model	model	NOUN
bracis-33640	194	3	highlights	highlight	VERB
bracis-33640	194	4	the	the	DET
bracis-33640	194	5	significance	significance	NOUN
bracis-33640	194	6	of	of	ADP
bracis-33640	194	7	specific	specific	ADJ
bracis-33640	194	8	rhetorical	rhetorical	ADJ
bracis-33640	194	9	devices	device	NOUN
bracis-33640	194	10	in	in	ADP
bracis-33640	194	11	driving	drive	VERB
bracis-33640	194	12	engagement	engagement	NOUN
bracis-33640	194	13	,	,	PUNCT
bracis-33640	194	14	with	with	ADP
bracis-33640	194	15	urgency	urgency	NOUN
bracis-33640	194	16	and	and	CCONJ
bracis-33640	194	17	political	political	ADJ
bracis-33640	194	18	statement	statement	NOUN
bracis-33640	194	19	emerging	emerge	VERB
bracis-33640	194	20	as	as	ADP
bracis-33640	194	21	particularly	particularly	ADV
bracis-33640	194	22	influential	influential	ADJ
bracis-33640	194	23	categories	category	NOUN
bracis-33640	194	24	.	.	PUNCT
bracis-33640	195	1	the	the	DET
bracis-33640	195	2	remaining	remain	VERB
bracis-33640	195	3	four	four	NUM
bracis-33640	195	4	models	model	NOUN
bracis-33640	195	5	adopted	adopt	VERB
bracis-33640	195	6	target	target	NOUN
bracis-33640	195	7	encoding	encoding	NOUN
bracis-33640	195	8	and	and	CCONJ
bracis-33640	195	9	the	the	DET
bracis-33640	195	10	average	average	ADJ
bracis-33640	195	11	value	value	NOUN
bracis-33640	195	12	of	of	ADP
bracis-33640	195	13	the	the	DET
bracis-33640	195	14	feature	feature	NOUN
bracis-33640	195	15	importances	importance	NOUN
bracis-33640	195	16	extracted	extract	VERB
bracis-33640	195	17	from	from	ADP
bracis-33640	195	18	these	these	DET
bracis-33640	195	19	models	model	NOUN
bracis-33640	195	20	is	be	AUX
bracis-33640	195	21	shown	show	VERB
bracis-33640	195	22	on	on	ADP
bracis-33640	195	23	the	the	DET
bracis-33640	195	24	bottom	bottom	ADJ
bracis-33640	195	25	part	part	NOUN
bracis-33640	195	26	of	of	ADP
bracis-33640	195	27	the	the	DET
bracis-33640	195	28	same	same	ADJ
bracis-33640	195	29	figure	figure	NOUN
bracis-33640	195	30	.	.	PUNCT
bracis-33640	196	1	while	while	SCONJ
bracis-33640	196	2	these	these	DET
bracis-33640	196	3	models	model	NOUN
bracis-33640	196	4	also	also	ADV
bracis-33640	196	5	identified	identify	VERB
bracis-33640	196	6	rhetorical	rhetorical	ADJ
bracis-33640	196	7	device	device	NOUN
bracis-33640	196	8	as	as	ADP
bracis-33640	196	9	a	a	DET
bracis-33640	196	10	crucial	crucial	ADJ
bracis-33640	196	11	feature	feature	NOUN
bracis-33640	196	12	,	,	PUNCT
bracis-33640	196	13	they	they	PRON
bracis-33640	196	14	did	do	AUX
bracis-33640	196	15	not	not	PART
bracis-33640	196	16	provide	provide	VERB
bracis-33640	196	17	specific	specific	ADJ
bracis-33640	196	18	insights	insight	NOUN
bracis-33640	196	19	into	into	ADP
bracis-33640	196	20	the	the	DET
bracis-33640	196	21	impact	impact	NOUN
bracis-33640	196	22	of	of	ADP
bracis-33640	196	23	individual	individual	ADJ
bracis-33640	196	24	categories	category	NOUN
bracis-33640	196	25	.	.	PUNCT
bracis-33640	197	1	interestingly	interestingly	ADV
bracis-33640	197	2	,	,	PUNCT
bracis-33640	197	3	elapsed	elapse	VERB
bracis-33640	197	4	days	day	NOUN
bracis-33640	197	5	,	,	PUNCT
bracis-33640	197	6	a	a	DET
bracis-33640	197	7	feature	feature	NOUN
bracis-33640	197	8	unrelated	unrelated	ADJ
bracis-33640	197	9	to	to	ADP
bracis-33640	197	10	speech	speech	NOUN
bracis-33640	197	11	content	content	NOUN
bracis-33640	197	12	,	,	PUNCT
bracis-33640	197	13	emerged	emerge	VERB
bracis-33640	197	14	as	as	ADP
bracis-33640	197	15	the	the	DET
bracis-33640	197	16	most	most	ADV
bracis-33640	197	17	important	important	ADJ
bracis-33640	197	18	feature	feature	NOUN
bracis-33640	197	19	,	,	PUNCT
bracis-33640	197	20	indicating	indicate	VERB
bracis-33640	197	21	the	the	DET
bracis-33640	197	22	significant	significant	ADJ
bracis-33640	197	23	role	role	NOUN
bracis-33640	197	24	of	of	ADP
bracis-33640	197	25	post	post	NOUN
bracis-33640	197	26	timing	timing	NOUN
bracis-33640	197	27	within	within	ADP
bracis-33640	197	28	the	the	DET
bracis-33640	197	29	campaign	campaign	NOUN
bracis-33640	197	30	period	period	NOUN
bracis-33640	197	31	.	.	PUNCT
bracis-33640	198	1	the	the	DET
bracis-33640	198	2	other	other	ADJ
bracis-33640	198	3	features	feature	NOUN
bracis-33640	198	4	present	present	VERB
bracis-33640	198	5	notably	notably	ADV
bracis-33640	198	6	lower	low	ADJ
bracis-33640	198	7	scores	score	NOUN
bracis-33640	198	8	.	.	PUNCT
bracis-33640	199	1	all	all	DET
bracis-33640	199	2	the	the	DET
bracis-33640	199	3	five	five	NUM
bracis-33640	199	4	best	good	ADJ
bracis-33640	199	5	configurations	configuration	NOUN
bracis-33640	199	6	of	of	ADP
bracis-33640	199	7	the	the	DET
bracis-33640	199	8	random	random	ADJ
bracis-33640	199	9	forest	forest	NOUN
bracis-33640	199	10	model	model	NOUN
bracis-33640	199	11	trained	train	VERB
bracis-33640	199	12	with	with	ADP
bracis-33640	199	13	lula	lula	PROPN
bracis-33640	199	14	’s	’s	PART
bracis-33640	199	15	data	datum	NOUN
bracis-33640	199	16	employed	employ	VERB
bracis-33640	199	17	some	some	DET
bracis-33640	199	18	form	form	NOUN
bracis-33640	199	19	of	of	ADP
bracis-33640	199	20	target	target	NOUN
bracis-33640	199	21	encoding	encoding	NOUN
bracis-33640	199	22	.	.	PUNCT
bracis-33640	200	1	the	the	DET
bracis-33640	200	2	averaged	average	VERB
bracis-33640	200	3	importances	importance	NOUN
bracis-33640	200	4	extracted	extract	VERB
bracis-33640	200	5	from	from	ADP
bracis-33640	200	6	these	these	DET
bracis-33640	200	7	models	model	NOUN
bracis-33640	200	8	are	be	AUX
bracis-33640	200	9	shown	show	VERB
bracis-33640	200	10	in	in	ADP
bracis-33640	200	11	fig	fig	NOUN
bracis-33640	200	12	.	.	PUNCT
bracis-33640	200	13	 	 	SPACE
bracis-33640	201	1	2	2	NUM
bracis-33640	201	2	,	,	PUNCT
bracis-33640	201	3	ordered	order	VERB
bracis-33640	201	4	from	from	ADP
bracis-33640	201	5	highest	high	ADJ
bracis-33640	201	6	to	to	PART
bracis-33640	201	7	lowest	low	ADJ
bracis-33640	201	8	non	non	ADJ
bracis-33640	201	9	-	-	ADJ
bracis-33640	201	10	zero	zero	NUM
bracis-33640	201	11	importance	importance	NOUN
bracis-33640	201	12	.	.	PUNCT
bracis-33640	202	1	when	when	SCONJ
bracis-33640	202	2	compared	compare	VERB
bracis-33640	202	3	to	to	ADP
bracis-33640	202	4	bolsonaro	bolsonaro	VERB
bracis-33640	202	5	’s	’s	PART
bracis-33640	202	6	results	result	NOUN
bracis-33640	202	7	for	for	ADP
bracis-33640	202	8	target	target	NOUN
bracis-33640	202	9	encoding	encoding	NOUN
bracis-33640	202	10	configurations	configuration	NOUN
bracis-33640	202	11	,	,	PUNCT
bracis-33640	202	12	we	we	PRON
bracis-33640	202	13	observe	observe	VERB
bracis-33640	202	14	a	a	DET
bracis-33640	202	15	remarkable	remarkable	ADJ
bracis-33640	202	16	similarity	similarity	NOUN
bracis-33640	202	17	between	between	ADP
bracis-33640	202	18	the	the	DET
bracis-33640	202	19	rankings	ranking	NOUN
bracis-33640	202	20	of	of	ADP
bracis-33640	202	21	the	the	DET
bracis-33640	202	22	features	feature	NOUN
bracis-33640	202	23	.	.	PUNCT
bracis-33640	203	1	the	the	DET
bracis-33640	203	2	only	only	ADJ
bracis-33640	203	3	difference	difference	NOUN
bracis-33640	203	4	in	in	ADP
bracis-33640	203	5	the	the	DET
bracis-33640	203	6	order	order	NOUN
bracis-33640	203	7	is	be	AUX
bracis-33640	203	8	the	the	DET
bracis-33640	203	9	fifth	fifth	ADJ
bracis-33640	203	10	and	and	CCONJ
bracis-33640	203	11	sixth	sixth	ADJ
bracis-33640	203	12	positions	position	NOUN
bracis-33640	203	13	,	,	PUNCT
bracis-33640	203	14	which	which	PRON
bracis-33640	203	15	appear	appear	VERB
bracis-33640	203	16	swapped	swap	VERB
bracis-33640	203	17	.	.	PUNCT
bracis-33640	204	1	this	this	DET
bracis-33640	204	2	similarity	similarity	NOUN
bracis-33640	204	3	in	in	ADP
bracis-33640	204	4	the	the	DET
bracis-33640	204	5	feature	feature	NOUN
bracis-33640	204	6	importance	importance	NOUN
bracis-33640	204	7	’s	’s	PART
bracis-33640	204	8	rankings	ranking	NOUN
bracis-33640	204	9	demonstrates	demonstrate	VERB
bracis-33640	204	10	consistency	consistency	NOUN
bracis-33640	204	11	in	in	ADP
bracis-33640	204	12	the	the	DET
bracis-33640	204	13	relevance	relevance	NOUN
bracis-33640	204	14	of	of	ADP
bracis-33640	204	15	these	these	DET
bracis-33640	204	16	features	feature	NOUN
bracis-33640	204	17	for	for	ADP
bracis-33640	204	18	predicting	predict	VERB
bracis-33640	204	19	high	high	ADJ
bracis-33640	204	20	-	-	PUNCT
bracis-33640	204	21	engagement	engagement	NOUN
bracis-33640	204	22	posts	post	NOUN
bracis-33640	204	23	for	for	ADP
bracis-33640	204	24	any	any	DET
bracis-33640	204	25	candidate	candidate	NOUN
bracis-33640	204	26	.	.	PUNCT
bracis-33640	205	1	fig	fig	NOUN
bracis-33640	205	2	.	.	PUNCT
bracis-33640	205	3	 	 	SPACE
bracis-33640	206	1	2	2	NUM
bracis-33640	206	2	.	.	PUNCT
bracis-33640	206	3	importance	importance	NOUN
bracis-33640	206	4	of	of	ADP
bracis-33640	206	5	the	the	DET
bracis-33640	206	6	lula	lula	PROPN
bracis-33640	206	7	candidate	candidate	PROPN
bracis-33640	206	8	’s	’s	PART
bracis-33640	206	9	features	feature	NOUN
bracis-33640	206	10	.	.	PUNCT
bracis-33640	207	1	full	full	ADJ
bracis-33640	207	2	size	size	NOUN
bracis-33640	207	3	image	image	NOUN
bracis-33640	207	4	5	5	NUM
bracis-33640	207	5	discussion	discussion	NOUN
bracis-33640	207	6	what	what	PRON
bracis-33640	207	7	makes	make	VERB
bracis-33640	207	8	a	a	DET
bracis-33640	207	9	post	post	NOUN
bracis-33640	207	10	engaging	engage	VERB
bracis-33640	207	11	can	can	AUX
bracis-33640	207	12	be	be	AUX
bracis-33640	207	13	a	a	DET
bracis-33640	207	14	series	series	NOUN
bracis-33640	207	15	of	of	ADP
bracis-33640	207	16	things	thing	NOUN
bracis-33640	207	17	,	,	PUNCT
bracis-33640	207	18	not	not	PART
bracis-33640	207	19	just	just	ADV
bracis-33640	207	20	the	the	DET
bracis-33640	207	21	type	type	NOUN
bracis-33640	207	22	and	and	CCONJ
bracis-33640	207	23	content	content	NOUN
bracis-33640	207	24	of	of	ADP
bracis-33640	207	25	the	the	DET
bracis-33640	207	26	post	post	NOUN
bracis-33640	207	27	,	,	PUNCT
bracis-33640	207	28	including	include	VERB
bracis-33640	207	29	everything	everything	PRON
bracis-33640	207	30	from	from	ADP
bracis-33640	207	31	the	the	DET
bracis-33640	207	32	general	general	ADJ
bracis-33640	207	33	audience	audience	NOUN
bracis-33640	207	34	’s	’s	PART
bracis-33640	207	35	taste	taste	NOUN
bracis-33640	207	36	to	to	ADP
bracis-33640	207	37	whether	whether	SCONJ
bracis-33640	207	38	it	it	PRON
bracis-33640	207	39	became	become	VERB
bracis-33640	207	40	a	a	DET
bracis-33640	207	41	‘	'	PUNCT
bracis-33640	207	42	meme	meme	NOUN
bracis-33640	207	43	’	'	PUNCT
bracis-33640	207	44	or	or	CCONJ
bracis-33640	207	45	got	get	AUX
bracis-33640	207	46	involved	involve	VERB
bracis-33640	207	47	in	in	ADP
bracis-33640	207	48	controversy	controversy	NOUN
bracis-33640	207	49	in	in	ADP
bracis-33640	207	50	some	some	DET
bracis-33640	207	51	way	way	NOUN
bracis-33640	207	52	.	.	PUNCT
bracis-33640	208	1	thus	thus	ADV
bracis-33640	208	2	,	,	PUNCT
bracis-33640	208	3	given	give	VERB
bracis-33640	208	4	the	the	DET
bracis-33640	208	5	limited	limited	ADJ
bracis-33640	208	6	aspects	aspect	NOUN
bracis-33640	208	7	captured	capture	VERB
bracis-33640	208	8	by	by	ADP
bracis-33640	208	9	the	the	DET
bracis-33640	208	10	data	datum	NOUN
bracis-33640	208	11	utilized	utilize	VERB
bracis-33640	208	12	,	,	PUNCT
bracis-33640	208	13	we	we	PRON
bracis-33640	208	14	believe	believe	VERB
bracis-33640	208	15	our	our	PRON
bracis-33640	208	16	results	result	NOUN
bracis-33640	208	17	were	be	AUX
bracis-33640	208	18	relevant	relevant	ADJ
bracis-33640	208	19	.	.	PUNCT
bracis-33640	209	1	the	the	DET
bracis-33640	209	2	results	result	NOUN
bracis-33640	209	3	for	for	ADP
bracis-33640	209	4	bolsonaro	bolsonaro	NOUN
bracis-33640	209	5	demonstrate	demonstrate	VERB
bracis-33640	209	6	the	the	DET
bracis-33640	209	7	potential	potential	NOUN
bracis-33640	209	8	for	for	ADP
bracis-33640	209	9	using	use	VERB
bracis-33640	209	10	machine	machine	NOUN
bracis-33640	209	11	learning	learn	VERB
bracis-33640	209	12	to	to	PART
bracis-33640	209	13	identify	identify	VERB
bracis-33640	209	14	posts	post	NOUN
bracis-33640	209	15	with	with	ADP
bracis-33640	209	16	a	a	DET
bracis-33640	209	17	high	high	ADJ
bracis-33640	209	18	probability	probability	NOUN
bracis-33640	209	19	of	of	ADP
bracis-33640	209	20	achieving	achieve	VERB
bracis-33640	209	21	high	high	ADJ
bracis-33640	209	22	engagement	engagement	NOUN
bracis-33640	209	23	with	with	ADP
bracis-33640	209	24	an	an	DET
bracis-33640	209	25	f1	f1	NOUN
bracis-33640	209	26	-	-	PUNCT
bracis-33640	209	27	score	score	NOUN
bracis-33640	209	28	of	of	ADP
bracis-33640	209	29	0.70	0.70	NUM
bracis-33640	209	30	.	.	PUNCT
bracis-33640	210	1	the	the	DET
bracis-33640	210	2	svm	svm	PROPN
bracis-33640	210	3	model	model	NOUN
bracis-33640	210	4	can	can	AUX
bracis-33640	210	5	correctly	correctly	ADV
bracis-33640	210	6	identify	identify	VERB
bracis-33640	210	7	actual	actual	ADJ
bracis-33640	210	8	high	high	ADJ
bracis-33640	210	9	-	-	PUNCT
bracis-33640	210	10	engagement	engagement	NOUN
bracis-33640	210	11	posts	post	NOUN
bracis-33640	210	12	41	41	NUM
bracis-33640	210	13	%	%	NOUN
bracis-33640	210	14	better	well	ADJ
bracis-33640	210	15	than	than	ADP
bracis-33640	210	16	a	a	DET
bracis-33640	210	17	random	random	ADJ
bracis-33640	210	18	classifier	classifier	NOUN
bracis-33640	210	19	(	(	PUNCT
bracis-33640	210	20	0.707/0.5	0.707/0.5	NUM
bracis-33640	210	21	)	)	PUNCT
bracis-33640	210	22	,	,	PUNCT
bracis-33640	210	23	and	and	CCONJ
bracis-33640	210	24	the	the	DET
bracis-33640	210	25	precision	precision	NOUN
bracis-33640	210	26	metric	metric	NOUN
bracis-33640	210	27	indicates	indicate	VERB
bracis-33640	210	28	that	that	SCONJ
bracis-33640	210	29	when	when	SCONJ
bracis-33640	210	30	it	it	PRON
bracis-33640	210	31	positively	positively	ADV
bracis-33640	210	32	predicts	predict	VERB
bracis-33640	210	33	that	that	SCONJ
bracis-33640	210	34	a	a	DET
bracis-33640	210	35	post	post	NOUN
bracis-33640	210	36	will	will	AUX
bracis-33640	210	37	have	have	VERB
bracis-33640	210	38	high	high	ADJ
bracis-33640	210	39	engagement	engagement	NOUN
bracis-33640	210	40	,	,	PUNCT
bracis-33640	210	41	it	it	PRON
bracis-33640	210	42	has	have	VERB
bracis-33640	210	43	a	a	DET
bracis-33640	210	44	37.6	37.6	NUM
bracis-33640	210	45	%	%	NOUN
bracis-33640	210	46	higher	high	ADJ
bracis-33640	210	47	success	success	NOUN
bracis-33640	210	48	rate	rate	NOUN
bracis-33640	210	49	than	than	ADP
bracis-33640	210	50	a	a	DET
bracis-33640	210	51	random	random	ADJ
bracis-33640	210	52	classifier	classifier	NOUN
bracis-33640	210	53	(	(	PUNCT
bracis-33640	210	54	0.688/0.5	0.688/0.5	NOUN
bracis-33640	210	55	)	)	PUNCT
bracis-33640	210	56	.	.	PUNCT
bracis-33640	211	1	in	in	ADP
bracis-33640	211	2	a	a	DET
bracis-33640	211	3	typical	typical	ADJ
bracis-33640	211	4	practical	practical	ADJ
bracis-33640	211	5	application	application	NOUN
bracis-33640	211	6	for	for	ADP
bracis-33640	211	7	this	this	DET
bracis-33640	211	8	model	model	NOUN
bracis-33640	211	9	,	,	PUNCT
bracis-33640	211	10	such	such	ADJ
bracis-33640	211	11	as	as	ADP
bracis-33640	211	12	assisting	assist	VERB
bracis-33640	211	13	a	a	DET
bracis-33640	211	14	candidate	candidate	NOUN
bracis-33640	211	15	’s	’s	PART
bracis-33640	211	16	social	social	ADJ
bracis-33640	211	17	media	medium	NOUN
bracis-33640	211	18	team	team	NOUN
bracis-33640	211	19	in	in	ADP
bracis-33640	211	20	filtering	filter	VERB
bracis-33640	211	21	content	content	NOUN
bracis-33640	211	22	to	to	PART
bracis-33640	211	23	be	be	AUX
bracis-33640	211	24	posted	post	VERB
bracis-33640	211	25	,	,	PUNCT
bracis-33640	211	26	the	the	DET
bracis-33640	211	27	model	model	NOUN
bracis-33640	211	28	’s	’s	PART
bracis-33640	211	29	ability	ability	NOUN
bracis-33640	211	30	to	to	PART
bracis-33640	211	31	identify	identify	VERB
bracis-33640	211	32	potential	potential	ADJ
bracis-33640	211	33	high	high	ADJ
bracis-33640	211	34	-	-	PUNCT
bracis-33640	211	35	engagement	engagement	NOUN
bracis-33640	211	36	posts	post	NOUN
bracis-33640	211	37	could	could	AUX
bracis-33640	211	38	be	be	AUX
bracis-33640	211	39	valuable	valuable	ADJ
bracis-33640	211	40	,	,	PUNCT
bracis-33640	211	41	potentially	potentially	ADV
bracis-33640	211	42	improving	improve	VERB
bracis-33640	211	43	expected	expect	VERB
bracis-33640	211	44	engagement	engagement	NOUN
bracis-33640	211	45	compared	compare	VERB
bracis-33640	211	46	to	to	ADP
bracis-33640	211	47	not	not	PART
bracis-33640	211	48	using	use	VERB
bracis-33640	211	49	such	such	DET
bracis-33640	211	50	a	a	DET
bracis-33640	211	51	filter	filter	NOUN
bracis-33640	211	52	.	.	PUNCT
bracis-33640	212	1	it	it	PRON
bracis-33640	212	2	is	be	AUX
bracis-33640	212	3	important	important	ADJ
bracis-33640	212	4	to	to	PART
bracis-33640	212	5	note	note	VERB
bracis-33640	212	6	that	that	DET
bracis-33640	212	7	false	false	ADJ
bracis-33640	212	8	positives	positive	NOUN
bracis-33640	212	9	or	or	CCONJ
bracis-33640	212	10	false	false	ADJ
bracis-33640	212	11	negatives	negative	NOUN
bracis-33640	212	12	would	would	AUX
bracis-33640	212	13	not	not	PART
bracis-33640	212	14	be	be	AUX
bracis-33640	212	15	particularly	particularly	ADV
bracis-33640	212	16	harmful	harmful	ADJ
bracis-33640	212	17	in	in	ADP
bracis-33640	212	18	this	this	DET
bracis-33640	212	19	application	application	NOUN
bracis-33640	212	20	.	.	PUNCT
bracis-33640	213	1	therefore	therefore	ADV
bracis-33640	213	2	,	,	PUNCT
bracis-33640	213	3	this	this	DET
bracis-33640	213	4	performance	performance	NOUN
bracis-33640	213	5	is	be	AUX
bracis-33640	213	6	sufficient	sufficient	ADJ
bracis-33640	213	7	and	and	CCONJ
bracis-33640	213	8	represents	represent	VERB
bracis-33640	213	9	an	an	DET
bracis-33640	213	10	improvement	improvement	NOUN
bracis-33640	213	11	over	over	ADP
bracis-33640	213	12	the	the	DET
bracis-33640	213	13	absence	absence	NOUN
bracis-33640	213	14	of	of	ADP
bracis-33640	213	15	machine	machine	NOUN
bracis-33640	213	16	learning	learning	NOUN
bracis-33640	213	17	-	-	PUNCT
bracis-33640	213	18	based	base	VERB
bracis-33640	213	19	filtering	filtering	NOUN
bracis-33640	213	20	.	.	PUNCT
bracis-33640	214	1	the	the	DET
bracis-33640	214	2	models	model	NOUN
bracis-33640	214	3	trained	train	VERB
bracis-33640	214	4	on	on	ADP
bracis-33640	214	5	lula	lula	PROPN
bracis-33640	214	6	’s	’s	PART
bracis-33640	214	7	data	datum	NOUN
bracis-33640	214	8	exhibited	exhibit	VERB
bracis-33640	214	9	comparatively	comparatively	ADV
bracis-33640	214	10	lower	low	ADJ
bracis-33640	214	11	performance	performance	NOUN
bracis-33640	214	12	with	with	ADP
bracis-33640	214	13	an	an	DET
bracis-33640	214	14	f1	f1	NOUN
bracis-33640	214	15	-	-	PUNCT
bracis-33640	214	16	score	score	NOUN
bracis-33640	214	17	of	of	ADP
bracis-33640	214	18	0.62	0.62	NUM
bracis-33640	214	19	,	,	PUNCT
bracis-33640	214	20	reducing	reduce	VERB
bracis-33640	214	21	their	their	PRON
bracis-33640	214	22	potential	potential	NOUN
bracis-33640	214	23	for	for	ADP
bracis-33640	214	24	application	application	NOUN
bracis-33640	214	25	.	.	PUNCT
bracis-33640	215	1	this	this	DET
bracis-33640	215	2	discrepancy	discrepancy	NOUN
bracis-33640	215	3	indicates	indicate	VERB
bracis-33640	215	4	that	that	SCONJ
bracis-33640	215	5	the	the	DET
bracis-33640	215	6	factors	factor	NOUN
bracis-33640	215	7	influencing	influence	VERB
bracis-33640	215	8	engagement	engagement	NOUN
bracis-33640	215	9	for	for	ADP
bracis-33640	215	10	lula	lula	PROPN
bracis-33640	215	11	’s	’s	PART
bracis-33640	215	12	audience	audience	NOUN
bracis-33640	215	13	are	be	AUX
bracis-33640	215	14	more	more	ADV
bracis-33640	215	15	complex	complex	ADJ
bracis-33640	215	16	.	.	PUNCT
bracis-33640	216	1	further	further	ADJ
bracis-33640	216	2	research	research	NOUN
bracis-33640	216	3	is	be	AUX
bracis-33640	216	4	necessary	necessary	ADJ
bracis-33640	216	5	to	to	PART
bracis-33640	216	6	explore	explore	VERB
bracis-33640	216	7	these	these	DET
bracis-33640	216	8	complexities	complexity	NOUN
bracis-33640	216	9	,	,	PUNCT
bracis-33640	216	10	identify	identify	VERB
bracis-33640	216	11	new	new	ADJ
bracis-33640	216	12	features	feature	NOUN
bracis-33640	216	13	and	and	CCONJ
bracis-33640	216	14	refine	refine	VERB
bracis-33640	216	15	the	the	DET
bracis-33640	216	16	models	model	NOUN
bracis-33640	216	17	accordingly	accordingly	ADV
bracis-33640	216	18	.	.	PUNCT
bracis-33640	217	1	the	the	DET
bracis-33640	217	2	feature	feature	NOUN
bracis-33640	217	3	importance	importance	NOUN
bracis-33640	217	4	analysis	analysis	NOUN
bracis-33640	217	5	identified	identify	VERB
bracis-33640	217	6	two	two	NUM
bracis-33640	217	7	features	feature	NOUN
bracis-33640	217	8	with	with	ADP
bracis-33640	217	9	dominant	dominant	ADJ
bracis-33640	217	10	roles	role	NOUN
bracis-33640	217	11	:	:	PUNCT
bracis-33640	217	12	rhetorical	rhetorical	ADJ
bracis-33640	217	13	devices	device	NOUN
bracis-33640	217	14	and	and	CCONJ
bracis-33640	217	15	elapsed	elapse	VERB
bracis-33640	217	16	days	day	NOUN
bracis-33640	217	17	.	.	PUNCT
bracis-33640	218	1	the	the	DET
bracis-33640	218	2	inclusion	inclusion	NOUN
bracis-33640	218	3	of	of	ADP
bracis-33640	218	4	the	the	DET
bracis-33640	218	5	elapsed	elapse	VERB
bracis-33640	218	6	days	day	NOUN
bracis-33640	218	7	feature	feature	NOUN
bracis-33640	218	8	was	be	AUX
bracis-33640	218	9	crucial	crucial	ADJ
bracis-33640	218	10	for	for	ADP
bracis-33640	218	11	controlling	control	VERB
bracis-33640	218	12	variability	variability	NOUN
bracis-33640	218	13	in	in	ADP
bracis-33640	218	14	the	the	DET
bracis-33640	218	15	data	datum	NOUN
bracis-33640	218	16	,	,	PUNCT
bracis-33640	218	17	as	as	SCONJ
bracis-33640	218	18	posts	post	NOUN
bracis-33640	218	19	had	have	VERB
bracis-33640	218	20	different	different	ADJ
bracis-33640	218	21	durations	duration	NOUN
bracis-33640	218	22	to	to	PART
bracis-33640	218	23	accumulate	accumulate	VERB
bracis-33640	218	24	likes	like	NOUN
bracis-33640	218	25	.	.	PUNCT
bracis-33640	219	1	however	however	ADV
bracis-33640	219	2	,	,	PUNCT
bracis-33640	219	3	we	we	PRON
bracis-33640	219	4	acknowledge	acknowledge	VERB
bracis-33640	219	5	that	that	SCONJ
bracis-33640	219	6	in	in	ADP
bracis-33640	219	7	a	a	DET
bracis-33640	219	8	practical	practical	ADJ
bracis-33640	219	9	application	application	NOUN
bracis-33640	219	10	aimed	aim	VERB
bracis-33640	219	11	at	at	ADP
bracis-33640	219	12	predicting	predict	VERB
bracis-33640	219	13	the	the	DET
bracis-33640	219	14	engagement	engagement	NOUN
bracis-33640	219	15	of	of	ADP
bracis-33640	219	16	a	a	DET
bracis-33640	219	17	new	new	ADJ
bracis-33640	219	18	post	post	NOUN
bracis-33640	219	19	,	,	PUNCT
bracis-33640	219	20	this	this	DET
bracis-33640	219	21	feature	feature	NOUN
bracis-33640	219	22	would	would	AUX
bracis-33640	219	23	not	not	PART
bracis-33640	219	24	be	be	AUX
bracis-33640	219	25	available	available	ADJ
bracis-33640	219	26	.	.	PUNCT
bracis-33640	220	1	to	to	PART
bracis-33640	220	2	address	address	VERB
bracis-33640	220	3	this	this	PRON
bracis-33640	220	4	,	,	PUNCT
bracis-33640	220	5	a	a	DET
bracis-33640	220	6	potential	potential	ADJ
bracis-33640	220	7	solution	solution	NOUN
bracis-33640	220	8	could	could	AUX
bracis-33640	220	9	involve	involve	VERB
bracis-33640	220	10	allowing	allow	VERB
bracis-33640	220	11	users	user	NOUN
bracis-33640	220	12	to	to	PART
bracis-33640	220	13	input	input	VERB
bracis-33640	220	14	a	a	DET
bracis-33640	220	15	desired	desire	VERB
bracis-33640	220	16	timeframe	timeframe	NOUN
bracis-33640	220	17	for	for	ADP
bracis-33640	220	18	the	the	DET
bracis-33640	220	19	prediction	prediction	NOUN
bracis-33640	220	20	(	(	PUNCT
bracis-33640	220	21	e.g.	e.g.	ADV
bracis-33640	220	22	,	,	PUNCT
bracis-33640	220	23	‘	'	PUNCT
bracis-33640	220	24	how	how	SCONJ
bracis-33640	220	25	many	many	ADJ
bracis-33640	220	26	likes	like	NOUN
bracis-33640	220	27	to	to	PART
bracis-33640	220	28	expect	expect	VERB
bracis-33640	220	29	in	in	ADP
bracis-33640	220	30	x	x	NOUN
bracis-33640	220	31	days	day	NOUN
bracis-33640	220	32	’	'	PUNCT
bracis-33640	220	33	)	)	PUNCT
bracis-33640	220	34	.	.	PUNCT
bracis-33640	221	1	this	this	PRON
bracis-33640	221	2	would	would	AUX
bracis-33640	221	3	enable	enable	VERB
bracis-33640	221	4	the	the	DET
bracis-33640	221	5	model	model	NOUN
bracis-33640	221	6	to	to	PART
bracis-33640	221	7	adjust	adjust	VERB
bracis-33640	221	8	its	its	PRON
bracis-33640	221	9	predictions	prediction	NOUN
bracis-33640	221	10	based	base	VERB
bracis-33640	221	11	on	on	ADP
bracis-33640	221	12	the	the	DET
bracis-33640	221	13	specified	specify	VERB
bracis-33640	221	14	time	time	NOUN
bracis-33640	221	15	horizon	horizon	NOUN
bracis-33640	221	16	.	.	PUNCT
bracis-33640	222	1	additionally	additionally	ADV
bracis-33640	222	2	,	,	PUNCT
bracis-33640	222	3	future	future	ADJ
bracis-33640	222	4	research	research	NOUN
bracis-33640	222	5	could	could	AUX
bracis-33640	222	6	explore	explore	VERB
bracis-33640	222	7	training	training	NOUN
bracis-33640	222	8	models	model	NOUN
bracis-33640	222	9	that	that	PRON
bracis-33640	222	10	do	do	AUX
bracis-33640	222	11	not	not	PART
bracis-33640	222	12	rely	rely	VERB
bracis-33640	222	13	on	on	ADP
bracis-33640	222	14	elapsed	elapse	VERB
bracis-33640	222	15	days	day	NOUN
bracis-33640	222	16	or	or	CCONJ
bracis-33640	222	17	that	that	PRON
bracis-33640	222	18	incorporate	incorporate	VERB
bracis-33640	222	19	user	user	NOUN
bracis-33640	222	20	-	-	PUNCT
bracis-33640	222	21	defined	define	VERB
bracis-33640	222	22	time	time	NOUN
bracis-33640	222	23	projections	projection	NOUN
bracis-33640	222	24	,	,	PUNCT
bracis-33640	222	25	making	make	VERB
bracis-33640	222	26	them	they	PRON
bracis-33640	222	27	more	more	ADV
bracis-33640	222	28	applicable	applicable	ADJ
bracis-33640	222	29	to	to	ADP
bracis-33640	222	30	real	real	ADJ
bracis-33640	222	31	-	-	PUNCT
bracis-33640	222	32	world	world	NOUN
bracis-33640	222	33	scenarios	scenario	NOUN
bracis-33640	222	34	.	.	PUNCT
bracis-33640	223	1	in	in	ADP
bracis-33640	223	2	general	general	ADJ
bracis-33640	223	3	,	,	PUNCT
bracis-33640	223	4	dimensionality	dimensionality	NOUN
bracis-33640	223	5	reduction	reduction	NOUN
bracis-33640	223	6	was	be	AUX
bracis-33640	223	7	not	not	PART
bracis-33640	223	8	explored	explore	VERB
bracis-33640	223	9	in	in	ADP
bracis-33640	223	10	this	this	DET
bracis-33640	223	11	work	work	NOUN
bracis-33640	223	12	and	and	CCONJ
bracis-33640	223	13	may	may	AUX
bracis-33640	223	14	also	also	ADV
bracis-33640	223	15	be	be	AUX
bracis-33640	223	16	investigated	investigate	VERB
bracis-33640	223	17	in	in	ADP
bracis-33640	223	18	future	future	ADJ
bracis-33640	223	19	works	work	NOUN
bracis-33640	223	20	.	.	PUNCT
bracis-33640	224	1	overall	overall	ADV
bracis-33640	224	2	,	,	PUNCT
bracis-33640	224	3	we	we	PRON
bracis-33640	224	4	believe	believe	VERB
bracis-33640	224	5	that	that	SCONJ
bracis-33640	224	6	this	this	DET
bracis-33640	224	7	analysis	analysis	NOUN
bracis-33640	224	8	is	be	AUX
bracis-33640	224	9	a	a	DET
bracis-33640	224	10	starting	starting	NOUN
bracis-33640	224	11	point	point	NOUN
bracis-33640	224	12	for	for	ADP
bracis-33640	224	13	understanding	understand	VERB
bracis-33640	224	14	the	the	DET
bracis-33640	224	15	factors	factor	NOUN
bracis-33640	224	16	driving	drive	VERB
bracis-33640	224	17	engagement	engagement	NOUN
bracis-33640	224	18	on	on	ADP
bracis-33640	224	19	his	his	PRON
bracis-33640	224	20	social	social	ADJ
bracis-33640	224	21	media	medium	NOUN
bracis-33640	224	22	content	content	NOUN
bracis-33640	224	23	.	.	PUNCT
bracis-33640	225	1	further	further	ADJ
bracis-33640	225	2	investigation	investigation	NOUN
bracis-33640	225	3	into	into	ADP
bracis-33640	225	4	the	the	DET
bracis-33640	225	5	specific	specific	ADJ
bracis-33640	225	6	rhetorical	rhetorical	ADJ
bracis-33640	225	7	devices	device	NOUN
bracis-33640	225	8	,	,	PUNCT
bracis-33640	225	9	content	content	NOUN
bracis-33640	225	10	type	type	NOUN
bracis-33640	225	11	preferences	preference	NOUN
bracis-33640	225	12	,	,	PUNCT
bracis-33640	225	13	and	and	CCONJ
bracis-33640	225	14	feature	feature	NOUN
bracis-33640	225	15	interactions	interaction	NOUN
bracis-33640	225	16	can	can	AUX
bracis-33640	225	17	offer	offer	VERB
bracis-33640	225	18	deeper	deep	ADJ
bracis-33640	225	19	insights	insight	NOUN
bracis-33640	225	20	and	and	CCONJ
bracis-33640	225	21	inform	inform	VERB
bracis-33640	225	22	effective	effective	ADJ
bracis-33640	225	23	communication	communication	NOUN
bracis-33640	225	24	strategies	strategy	NOUN
bracis-33640	225	25	.	.	PUNCT
bracis-33640	226	1	we	we	PRON
bracis-33640	226	2	could	could	AUX
bracis-33640	226	3	also	also	ADV
bracis-33640	226	4	employ	employ	VERB
bracis-33640	226	5	other	other	ADJ
bracis-33640	226	6	methods	method	NOUN
bracis-33640	226	7	to	to	PART
bracis-33640	226	8	extract	extract	VERB
bracis-33640	226	9	information	information	NOUN
bracis-33640	226	10	about	about	ADP
bracis-33640	226	11	feature	feature	NOUN
bracis-33640	226	12	importances	importance	NOUN
bracis-33640	226	13	.	.	PUNCT
bracis-33640	227	1	for	for	ADP
bracis-33640	227	2	a	a	DET
bracis-33640	227	3	critical	critical	ADJ
bracis-33640	227	4	assessment	assessment	NOUN
bracis-33640	227	5	of	of	ADP
bracis-33640	227	6	this	this	DET
bracis-33640	227	7	study	study	NOUN
bracis-33640	227	8	,	,	PUNCT
bracis-33640	227	9	it	it	PRON
bracis-33640	227	10	’s	’	VERB
bracis-33640	227	11	crucial	crucial	ADJ
bracis-33640	227	12	to	to	PART
bracis-33640	227	13	note	note	VERB
bracis-33640	227	14	potential	potential	ADJ
bracis-33640	227	15	methodological	methodological	ADJ
bracis-33640	227	16	biases	bias	NOUN
bracis-33640	227	17	that	that	PRON
bracis-33640	227	18	may	may	AUX
bracis-33640	227	19	influence	influence	VERB
bracis-33640	227	20	our	our	PRON
bracis-33640	227	21	result	result	NOUN
bracis-33640	227	22	or	or	CCONJ
bracis-33640	227	23	its	its	PRON
bracis-33640	227	24	interpretation	interpretation	NOUN
bracis-33640	227	25	.	.	PUNCT
bracis-33640	228	1	manual	manual	ADJ
bracis-33640	228	2	post	post	NOUN
bracis-33640	228	3	categorization	categorization	NOUN
bracis-33640	228	4	,	,	PUNCT
bracis-33640	228	5	despite	despite	SCONJ
bracis-33640	228	6	rigorous	rigorous	ADJ
bracis-33640	228	7	use	use	NOUN
bracis-33640	228	8	of	of	ADP
bracis-33640	228	9	multiple	multiple	ADJ
bracis-33640	228	10	classifiers	classifier	NOUN
bracis-33640	228	11	,	,	PUNCT
bracis-33640	228	12	may	may	AUX
bracis-33640	228	13	be	be	AUX
bracis-33640	228	14	subject	subject	ADJ
bracis-33640	228	15	to	to	ADP
bracis-33640	228	16	subjectivity	subjectivity	NOUN
bracis-33640	228	17	in	in	ADP
bracis-33640	228	18	applying	apply	VERB
bracis-33640	228	19	criteria	criterion	NOUN
bracis-33640	228	20	.	.	PUNCT
bracis-33640	229	1	moreover	moreover	ADV
bracis-33640	229	2	,	,	PUNCT
bracis-33640	229	3	data	datum	NOUN
bracis-33640	229	4	collected	collect	VERB
bracis-33640	229	5	during	during	ADP
bracis-33640	229	6	the	the	DET
bracis-33640	229	7	2022	2022	NUM
bracis-33640	229	8	brazilian	brazilian	ADJ
bracis-33640	229	9	election	election	NOUN
bracis-33640	229	10	campaign	campaign	NOUN
bracis-33640	229	11	introduces	introduce	VERB
bracis-33640	229	12	contextual	contextual	ADJ
bracis-33640	229	13	variations	variation	NOUN
bracis-33640	229	14	among	among	ADP
bracis-33640	229	15	candidates	candidate	NOUN
bracis-33640	229	16	,	,	PUNCT
bracis-33640	229	17	limiting	limit	VERB
bracis-33640	229	18	findings	finding	NOUN
bracis-33640	229	19	’	'	PUNCT
bracis-33640	229	20	generalizability	generalizability	NOUN
bracis-33640	229	21	to	to	ADP
bracis-33640	229	22	other	other	ADJ
bracis-33640	229	23	electoral	electoral	ADJ
bracis-33640	229	24	contexts	context	NOUN
bracis-33640	229	25	or	or	CCONJ
bracis-33640	229	26	periods	period	NOUN
bracis-33640	229	27	.	.	PUNCT
bracis-33640	230	1	thus	thus	ADV
bracis-33640	230	2	,	,	PUNCT
bracis-33640	230	3	while	while	SCONJ
bracis-33640	230	4	valuable	valuable	ADJ
bracis-33640	230	5	for	for	ADP
bracis-33640	230	6	practical	practical	ADJ
bracis-33640	230	7	use	use	NOUN
bracis-33640	230	8	,	,	PUNCT
bracis-33640	230	9	their	their	PRON
bracis-33640	230	10	applicability	applicability	NOUN
bracis-33640	230	11	beyond	beyond	ADP
bracis-33640	230	12	the	the	DET
bracis-33640	230	13	specific	specific	ADJ
bracis-33640	230	14	context	context	NOUN
bracis-33640	230	15	warrants	warrant	NOUN
bracis-33640	230	16	caution	caution	NOUN
bracis-33640	230	17	.	.	PUNCT
bracis-33640	231	1	6	6	NUM
bracis-33640	231	2	conclusion	conclusion	NOUN
bracis-33640	231	3	and	and	CCONJ
bracis-33640	231	4	future	future	ADJ
bracis-33640	231	5	works	work	NOUN
bracis-33640	231	6	this	this	DET
bracis-33640	231	7	article	article	NOUN
bracis-33640	231	8	presents	present	VERB
bracis-33640	231	9	a	a	DET
bracis-33640	231	10	study	study	NOUN
bracis-33640	231	11	aimed	aim	VERB
bracis-33640	231	12	at	at	ADP
bracis-33640	231	13	predicting	predict	VERB
bracis-33640	231	14	the	the	DET
bracis-33640	231	15	engagement	engagement	NOUN
bracis-33640	231	16	of	of	ADP
bracis-33640	231	17	tiktok	tiktok	ADJ
bracis-33640	231	18	posts	post	NOUN
bracis-33640	231	19	made	make	VERB
bracis-33640	231	20	by	by	ADP
bracis-33640	231	21	the	the	DET
bracis-33640	231	22	two	two	NUM
bracis-33640	231	23	main	main	ADJ
bracis-33640	231	24	candidates	candidate	NOUN
bracis-33640	231	25	in	in	ADP
bracis-33640	231	26	the	the	DET
bracis-33640	231	27	2022	2022	NUM
bracis-33640	231	28	brazilian	brazilian	ADJ
bracis-33640	231	29	elections	election	NOUN
bracis-33640	231	30	:	:	PUNCT
bracis-33640	231	31	lula	lula	PROPN
bracis-33640	231	32	,	,	PUNCT
bracis-33640	231	33	the	the	DET
bracis-33640	231	34	current	current	ADJ
bracis-33640	231	35	president	president	NOUN
bracis-33640	231	36	of	of	ADP
bracis-33640	231	37	brazil	brazil	PROPN
bracis-33640	231	38	,	,	PUNCT
bracis-33640	231	39	and	and	CCONJ
bracis-33640	231	40	bolsonaro	bolsonaro	NOUN
bracis-33640	231	41	.	.	PUNCT
bracis-33640	232	1	the	the	DET
bracis-33640	232	2	method	method	NOUN
bracis-33640	232	3	involved	involve	VERB
bracis-33640	232	4	acquiring	acquire	VERB
bracis-33640	232	5	the	the	DET
bracis-33640	232	6	dataset	dataset	NOUN
bracis-33640	232	7	from	from	ADP
bracis-33640	232	8	a	a	DET
bracis-33640	232	9	previous	previous	ADJ
bracis-33640	232	10	work	work	NOUN
bracis-33640	232	11	[	[	X
bracis-33640	232	12	8	8	NUM
bracis-33640	232	13	]	]	PUNCT
bracis-33640	232	14	,	,	PUNCT
bracis-33640	232	15	followed	follow	VERB
bracis-33640	232	16	by	by	ADP
bracis-33640	232	17	data	datum	NOUN
bracis-33640	232	18	analysis	analysis	NOUN
bracis-33640	232	19	,	,	PUNCT
bracis-33640	232	20	preprocessing	preprocessing	NOUN
bracis-33640	232	21	,	,	PUNCT
bracis-33640	232	22	and	and	CCONJ
bracis-33640	232	23	training	training	NOUN
bracis-33640	232	24	.	.	PUNCT
bracis-33640	233	1	the	the	DET
bracis-33640	233	2	study	study	NOUN
bracis-33640	233	3	accessed	access	VERB
bracis-33640	233	4	additional	additional	ADJ
bracis-33640	233	5	variables	variable	NOUN
bracis-33640	233	6	not	not	PART
bracis-33640	233	7	utilized	utilize	VERB
bracis-33640	233	8	in	in	ADP
bracis-33640	233	9	the	the	DET
bracis-33640	233	10	work	work	NOUN
bracis-33640	233	11	and	and	CCONJ
bracis-33640	233	12	engineered	engineer	VERB
bracis-33640	233	13	a	a	DET
bracis-33640	233	14	new	new	ADJ
bracis-33640	233	15	feature	feature	NOUN
bracis-33640	233	16	,	,	PUNCT
bracis-33640	233	17	enabling	enable	VERB
bracis-33640	233	18	novel	novel	NOUN
bracis-33640	233	19	analyses	analysis	NOUN
bracis-33640	233	20	and	and	CCONJ
bracis-33640	233	21	approaches	approach	NOUN
bracis-33640	233	22	.	.	PUNCT
bracis-33640	234	1	the	the	DET
bracis-33640	234	2	dataset	dataset	NOUN
bracis-33640	234	3	was	be	AUX
bracis-33640	234	4	cleaned	clean	VERB
bracis-33640	234	5	and	and	CCONJ
bracis-33640	234	6	transformed	transform	VERB
bracis-33640	234	7	,	,	PUNCT
bracis-33640	234	8	with	with	ADP
bracis-33640	234	9	special	special	ADJ
bracis-33640	234	10	attention	attention	NOUN
bracis-33640	234	11	given	give	VERB
bracis-33640	234	12	to	to	ADP
bracis-33640	234	13	the	the	DET
bracis-33640	234	14	categorical	categorical	ADJ
bracis-33640	234	15	features	feature	NOUN
bracis-33640	234	16	,	,	PUNCT
bracis-33640	234	17	which	which	PRON
bracis-33640	234	18	were	be	AUX
bracis-33640	234	19	abundant	abundant	ADJ
bracis-33640	234	20	.	.	PUNCT
bracis-33640	235	1	the	the	DET
bracis-33640	235	2	transformed	transform	VERB
bracis-33640	235	3	data	datum	NOUN
bracis-33640	235	4	was	be	AUX
bracis-33640	235	5	used	use	VERB
bracis-33640	235	6	to	to	PART
bracis-33640	235	7	train	train	VERB
bracis-33640	235	8	and	and	CCONJ
bracis-33640	235	9	compare	compare	VERB
bracis-33640	235	10	five	five	NUM
bracis-33640	235	11	types	type	NOUN
bracis-33640	235	12	of	of	ADP
bracis-33640	235	13	classification	classification	NOUN
bracis-33640	235	14	models	model	NOUN
bracis-33640	235	15	optimized	optimize	VERB
bracis-33640	235	16	by	by	ADP
bracis-33640	235	17	a	a	DET
bracis-33640	235	18	grid	grid	NOUN
bracis-33640	235	19	search	search	NOUN
bracis-33640	235	20	with	with	ADP
bracis-33640	235	21	nested	nested	ADJ
bracis-33640	235	22	cross	cross	NOUN
bracis-33640	235	23	-	-	NOUN
bracis-33640	235	24	validation	validation	ADJ
bracis-33640	235	25	:	:	PUNCT
bracis-33640	235	26	support	support	NOUN
bracis-33640	235	27	vector	vector	NOUN
bracis-33640	235	28	machine	machine	NOUN
bracis-33640	235	29	(	(	PUNCT
bracis-33640	235	30	svm	svm	PROPN
bracis-33640	235	31	)	)	PUNCT
bracis-33640	235	32	,	,	PUNCT
bracis-33640	235	33	logistic	logistic	ADJ
bracis-33640	235	34	regression	regression	NOUN
bracis-33640	235	35	,	,	PUNCT
bracis-33640	235	36	knn	knn	PROPN
bracis-33640	235	37	,	,	PUNCT
bracis-33640	235	38	mlp	mlp	PROPN
bracis-33640	235	39	neural	neural	ADJ
bracis-33640	235	40	network	network	NOUN
bracis-33640	235	41	,	,	PUNCT
bracis-33640	235	42	and	and	CCONJ
bracis-33640	235	43	random	random	ADJ
bracis-33640	235	44	forest	forest	NOUN
bracis-33640	235	45	.	.	PUNCT
bracis-33640	236	1	these	these	DET
bracis-33640	236	2	models	model	NOUN
bracis-33640	236	3	were	be	AUX
bracis-33640	236	4	evaluated	evaluate	VERB
bracis-33640	236	5	based	base	VERB
bracis-33640	236	6	on	on	ADP
bracis-33640	236	7	their	their	PRON
bracis-33640	236	8	performance	performance	NOUN
bracis-33640	236	9	metrics	metric	NOUN
bracis-33640	236	10	,	,	PUNCT
bracis-33640	236	11	followed	follow	VERB
bracis-33640	236	12	by	by	ADP
bracis-33640	236	13	an	an	DET
bracis-33640	236	14	analysis	analysis	NOUN
bracis-33640	236	15	of	of	ADP
bracis-33640	236	16	feature	feature	NOUN
bracis-33640	236	17	importance	importance	NOUN
bracis-33640	236	18	for	for	ADP
bracis-33640	236	19	each	each	DET
bracis-33640	236	20	candidate	candidate	NOUN
bracis-33640	236	21	.	.	PUNCT
bracis-33640	237	1	the	the	DET
bracis-33640	237	2	classification	classification	NOUN
bracis-33640	237	3	problem	problem	NOUN
bracis-33640	237	4	and	and	CCONJ
bracis-33640	237	5	dataset	dataset	NOUN
bracis-33640	237	6	presented	present	VERB
bracis-33640	237	7	various	various	ADJ
bracis-33640	237	8	challenges	challenge	NOUN
bracis-33640	237	9	.	.	PUNCT
bracis-33640	238	1	for	for	ADP
bracis-33640	238	2	bolsonaro	bolsonaro	NOUN
bracis-33640	238	3	’s	’s	PART
bracis-33640	238	4	posts	post	NOUN
bracis-33640	238	5	,	,	PUNCT
bracis-33640	238	6	the	the	DET
bracis-33640	238	7	svm	svm	PROPN
bracis-33640	238	8	model	model	NOUN
bracis-33640	238	9	performed	perform	VERB
bracis-33640	238	10	best	well	ADV
bracis-33640	238	11	,	,	PUNCT
bracis-33640	238	12	achieving	achieve	VERB
bracis-33640	238	13	an	an	DET
bracis-33640	238	14	f1	f1	NOUN
bracis-33640	238	15	-	-	PUNCT
bracis-33640	238	16	score	score	NOUN
bracis-33640	238	17	of	of	ADP
bracis-33640	238	18	69	69	NUM
bracis-33640	238	19	%	%	NOUN
bracis-33640	238	20	,	,	PUNCT
bracis-33640	238	21	with	with	ADP
bracis-33640	238	22	a	a	DET
bracis-33640	238	23	recall	recall	NOUN
bracis-33640	238	24	of	of	ADP
bracis-33640	238	25	70	70	NUM
bracis-33640	238	26	%	%	NOUN
bracis-33640	238	27	and	and	CCONJ
bracis-33640	238	28	precision	precision	NOUN
bracis-33640	238	29	of	of	ADP
bracis-33640	238	30	68.8	68.8	NUM
bracis-33640	238	31	%	%	NOUN
bracis-33640	238	32	.	.	PUNCT
bracis-33640	239	1	these	these	DET
bracis-33640	239	2	results	result	NOUN
bracis-33640	239	3	suggest	suggest	VERB
bracis-33640	239	4	that	that	SCONJ
bracis-33640	239	5	machine	machine	NOUN
bracis-33640	239	6	learning	learning	NOUN
bracis-33640	239	7	can	can	AUX
bracis-33640	239	8	effectively	effectively	ADV
bracis-33640	239	9	identify	identify	VERB
bracis-33640	239	10	posts	post	NOUN
bracis-33640	239	11	likely	likely	ADJ
bracis-33640	239	12	to	to	PART
bracis-33640	239	13	gain	gain	VERB
bracis-33640	239	14	high	high	ADJ
bracis-33640	239	15	engagement	engagement	NOUN
bracis-33640	239	16	,	,	PUNCT
bracis-33640	239	17	which	which	PRON
bracis-33640	239	18	could	could	AUX
bracis-33640	239	19	be	be	AUX
bracis-33640	239	20	valuable	valuable	ADJ
bracis-33640	239	21	for	for	ADP
bracis-33640	239	22	social	social	ADJ
bracis-33640	239	23	media	medium	NOUN
bracis-33640	239	24	teams	team	NOUN
bracis-33640	239	25	in	in	ADP
bracis-33640	239	26	decision	decision	NOUN
bracis-33640	239	27	-	-	PUNCT
bracis-33640	239	28	making	making	NOUN
bracis-33640	239	29	.	.	PUNCT
bracis-33640	240	1	this	this	PRON
bracis-33640	240	2	is	be	AUX
bracis-33640	240	3	because	because	SCONJ
bracis-33640	240	4	accurate	accurate	ADJ
bracis-33640	240	5	predictions	prediction	NOUN
bracis-33640	240	6	can	can	AUX
bracis-33640	240	7	lead	lead	VERB
bracis-33640	240	8	to	to	ADP
bracis-33640	240	9	positive	positive	ADJ
bracis-33640	240	10	outcomes	outcome	NOUN
bracis-33640	240	11	,	,	PUNCT
bracis-33640	240	12	while	while	SCONJ
bracis-33640	240	13	the	the	DET
bracis-33640	240	14	impact	impact	NOUN
bracis-33640	240	15	of	of	ADP
bracis-33640	240	16	incorrect	incorrect	ADJ
bracis-33640	240	17	predictions	prediction	NOUN
bracis-33640	240	18	in	in	ADP
bracis-33640	240	19	this	this	DET
bracis-33640	240	20	context	context	NOUN
bracis-33640	240	21	is	be	AUX
bracis-33640	240	22	relatively	relatively	ADV
bracis-33640	240	23	low	low	ADJ
bracis-33640	240	24	.	.	PUNCT
bracis-33640	241	1	however	however	ADV
bracis-33640	241	2	,	,	PUNCT
bracis-33640	241	3	for	for	ADP
bracis-33640	241	4	lula	lula	PROPN
bracis-33640	241	5	’s	’s	PART
bracis-33640	241	6	posts	post	NOUN
bracis-33640	241	7	,	,	PUNCT
bracis-33640	241	8	models	model	NOUN
bracis-33640	241	9	struggled	struggle	VERB
bracis-33640	241	10	,	,	PUNCT
bracis-33640	241	11	with	with	ADP
bracis-33640	241	12	the	the	DET
bracis-33640	241	13	highest	high	ADJ
bracis-33640	241	14	f1	f1	NOUN
bracis-33640	241	15	-	-	PUNCT
bracis-33640	241	16	score	score	NOUN
bracis-33640	241	17	of	of	ADP
bracis-33640	241	18	61	61	NUM
bracis-33640	241	19	%	%	NOUN
bracis-33640	241	20	from	from	ADP
bracis-33640	241	21	the	the	DET
bracis-33640	241	22	svm	svm	ADJ
bracis-33640	241	23	model	model	NOUN
bracis-33640	241	24	,	,	PUNCT
bracis-33640	241	25	which	which	PRON
bracis-33640	241	26	had	have	VERB
bracis-33640	241	27	a	a	DET
bracis-33640	241	28	high	high	ADJ
bracis-33640	241	29	recall	recall	NOUN
bracis-33640	241	30	(	(	PUNCT
bracis-33640	241	31	85	85	NUM
bracis-33640	241	32	%	%	NOUN
bracis-33640	241	33	)	)	PUNCT
bracis-33640	241	34	but	but	CCONJ
bracis-33640	241	35	low	low	ADJ
bracis-33640	241	36	precision	precision	NOUN
bracis-33640	241	37	(	(	PUNCT
bracis-33640	241	38	50	50	NUM
bracis-33640	241	39	%	%	NOUN
bracis-33640	241	40	)	)	PUNCT
bracis-33640	241	41	,	,	PUNCT
bracis-33640	241	42	indicating	indicate	VERB
bracis-33640	241	43	a	a	DET
bracis-33640	241	44	significant	significant	ADJ
bracis-33640	241	45	number	number	NOUN
bracis-33640	241	46	of	of	ADP
bracis-33640	241	47	false	false	ADJ
bracis-33640	241	48	positives	positive	NOUN
bracis-33640	241	49	.	.	PUNCT
bracis-33640	242	1	the	the	DET
bracis-33640	242	2	most	most	ADV
bracis-33640	242	3	important	important	ADJ
bracis-33640	242	4	features	feature	NOUN
bracis-33640	242	5	for	for	ADP
bracis-33640	242	6	classifying	classify	VERB
bracis-33640	242	7	the	the	DET
bracis-33640	242	8	posts	post	NOUN
bracis-33640	242	9	were	be	AUX
bracis-33640	242	10	also	also	ADV
bracis-33640	242	11	identified	identify	VERB
bracis-33640	242	12	for	for	ADP
bracis-33640	242	13	each	each	DET
bracis-33640	242	14	candidate	candidate	NOUN
bracis-33640	242	15	,	,	PUNCT
bracis-33640	242	16	validating	validate	VERB
bracis-33640	242	17	the	the	DET
bracis-33640	242	18	relevance	relevance	NOUN
bracis-33640	242	19	of	of	ADP
bracis-33640	242	20	the	the	DET
bracis-33640	242	21	discourse	discourse	NOUN
bracis-33640	242	22	features	feature	VERB
bracis-33640	242	23	in	in	ADP
bracis-33640	242	24	effectively	effectively	ADV
bracis-33640	242	25	predicting	predict	VERB
bracis-33640	242	26	engagement	engagement	NOUN
bracis-33640	242	27	.	.	PUNCT
bracis-33640	243	1	we	we	PRON
bracis-33640	243	2	also	also	ADV
bracis-33640	243	3	discussed	discuss	VERB
bracis-33640	243	4	limitations	limitation	NOUN
bracis-33640	243	5	that	that	PRON
bracis-33640	243	6	highlight	highlight	VERB
bracis-33640	243	7	the	the	DET
bracis-33640	243	8	need	need	NOUN
bracis-33640	243	9	for	for	ADP
bracis-33640	243	10	further	further	ADJ
bracis-33640	243	11	investigation	investigation	NOUN
bracis-33640	243	12	,	,	PUNCT
bracis-33640	243	13	such	such	ADJ
bracis-33640	243	14	as	as	ADP
bracis-33640	243	15	investigating	investigate	VERB
bracis-33640	243	16	the	the	DET
bracis-33640	243	17	removal	removal	NOUN
bracis-33640	243	18	of	of	ADP
bracis-33640	243	19	the	the	DET
bracis-33640	243	20	‘	'	PUNCT
bracis-33640	243	21	elapsed	elapse	VERB
bracis-33640	243	22	days	day	NOUN
bracis-33640	243	23	’	'	PUNCT
bracis-33640	243	24	feature	feature	NOUN
bracis-33640	243	25	and	and	CCONJ
bracis-33640	243	26	exploring	explore	VERB
bracis-33640	243	27	the	the	DET
bracis-33640	243	28	effect	effect	NOUN
bracis-33640	243	29	of	of	ADP
bracis-33640	243	30	reducing	reduce	VERB
bracis-33640	243	31	the	the	DET
bracis-33640	243	32	number	number	NOUN
bracis-33640	243	33	of	of	ADP
bracis-33640	243	34	input	input	NOUN
bracis-33640	243	35	features	feature	NOUN
bracis-33640	243	36	used	use	VERB
bracis-33640	243	37	by	by	ADP
bracis-33640	243	38	the	the	DET
bracis-33640	243	39	models	model	NOUN
bracis-33640	243	40	.	.	PUNCT
bracis-33640	244	1	future	future	ADJ
bracis-33640	244	2	work	work	NOUN
bracis-33640	244	3	could	could	AUX
bracis-33640	244	4	also	also	ADV
bracis-33640	244	5	involve	involve	VERB
bracis-33640	244	6	using	use	VERB
bracis-33640	244	7	data	datum	NOUN
bracis-33640	244	8	from	from	ADP
bracis-33640	244	9	other	other	ADJ
bracis-33640	244	10	social	social	ADJ
bracis-33640	244	11	media	medium	NOUN
bracis-33640	244	12	platforms	platform	NOUN
bracis-33640	244	13	,	,	PUNCT
bracis-33640	244	14	exploring	explore	VERB
bracis-33640	244	15	computer	computer	NOUN
bracis-33640	244	16	vision	vision	NOUN
bracis-33640	244	17	techniques	technique	NOUN
bracis-33640	244	18	(	(	PUNCT
bracis-33640	244	19	applied	apply	VERB
bracis-33640	244	20	to	to	PART
bracis-33640	244	21	post	post	VERB
bracis-33640	244	22	images	image	NOUN
bracis-33640	244	23	)	)	PUNCT
bracis-33640	244	24	,	,	PUNCT
bracis-33640	244	25	text	text	NOUN
bracis-33640	244	26	mining	mining	NOUN
bracis-33640	244	27	,	,	PUNCT
bracis-33640	244	28	and	and	CCONJ
bracis-33640	244	29	additional	additional	ADJ
bracis-33640	244	30	machine	machine	NOUN
bracis-33640	244	31	learning	learning	NOUN
bracis-33640	244	32	methods	method	NOUN
bracis-33640	244	33	.	.	PUNCT
bracis-33640	245	1	lastly	lastly	ADV
bracis-33640	245	2	,	,	PUNCT
bracis-33640	245	3	since	since	SCONJ
bracis-33640	245	4	content	content	NOUN
bracis-33640	245	5	analysis	analysis	NOUN
bracis-33640	245	6	was	be	AUX
bracis-33640	245	7	performed	perform	VERB
bracis-33640	245	8	manually	manually	ADV
bracis-33640	245	9	to	to	PART
bracis-33640	245	10	create	create	VERB
bracis-33640	245	11	the	the	DET
bracis-33640	245	12	dataset	dataset	NOUN
bracis-33640	245	13	from	from	ADP
bracis-33640	245	14	[	[	X
bracis-33640	245	15	8	8	NUM
bracis-33640	245	16	]	]	PUNCT
bracis-33640	245	17	,	,	PUNCT
bracis-33640	245	18	employing	employ	VERB
bracis-33640	245	19	computer	computer	NOUN
bracis-33640	245	20	vision	vision	NOUN
bracis-33640	245	21	techniques	technique	NOUN
bracis-33640	245	22	,	,	PUNCT
bracis-33640	245	23	large	large	ADJ
bracis-33640	245	24	language	language	NOUN
bracis-33640	245	25	models	model	NOUN
bracis-33640	245	26	(	(	PUNCT
bracis-33640	245	27	llms	llm	NOUN
bracis-33640	245	28	)	)	PUNCT
bracis-33640	245	29	,	,	PUNCT
bracis-33640	245	30	or	or	CCONJ
bracis-33640	245	31	automatic	automatic	ADJ
bracis-33640	245	32	post	post	NOUN
bracis-33640	245	33	classification	classification	NOUN
bracis-33640	245	34	offers	offer	VERB
bracis-33640	245	35	promising	promise	VERB
bracis-33640	245	36	directions	direction	NOUN
bracis-33640	245	37	for	for	ADP
bracis-33640	245	38	future	future	ADJ
bracis-33640	245	39	advancements	advancement	NOUN
bracis-33640	245	40	.	.	PUNCT
bracis-33640	246	1	the	the	DET
bracis-33640	246	2	findings	finding	NOUN
bracis-33640	246	3	contribute	contribute	VERB
bracis-33640	246	4	to	to	ADP
bracis-33640	246	5	understanding	understand	VERB
bracis-33640	246	6	the	the	DET
bracis-33640	246	7	evolving	evolve	VERB
bracis-33640	246	8	dynamics	dynamic	NOUN
bracis-33640	246	9	of	of	ADP
bracis-33640	246	10	publications	publication	NOUN
bracis-33640	246	11	on	on	ADP
bracis-33640	246	12	the	the	DET
bracis-33640	246	13	tiktok	tiktok	ADJ
bracis-33640	246	14	platform	platform	NOUN
bracis-33640	246	15	within	within	ADP
bracis-33640	246	16	the	the	DET
bracis-33640	246	17	context	context	NOUN
bracis-33640	246	18	of	of	ADP
bracis-33640	246	19	political	political	ADJ
bracis-33640	246	20	profiles	profile	NOUN
bracis-33640	246	21	,	,	PUNCT
bracis-33640	246	22	especially	especially	ADV
bracis-33640	246	23	as	as	SCONJ
bracis-33640	246	24	the	the	DET
bracis-33640	246	25	social	social	ADJ
bracis-33640	246	26	media	media	NOUN
bracis-33640	246	27	continues	continue	VERB
bracis-33640	246	28	to	to	PART
bracis-33640	246	29	grow	grow	VERB
bracis-33640	246	30	in	in	ADP
bracis-33640	246	31	brazil	brazil	PROPN
bracis-33640	246	32	.	.	PUNCT
bracis-33640	247	1	additionally	additionally	ADV
bracis-33640	247	2	,	,	PUNCT
bracis-33640	247	3	the	the	DET
bracis-33640	247	4	results	result	NOUN
bracis-33640	247	5	hold	hold	VERB
bracis-33640	247	6	relevance	relevance	NOUN
bracis-33640	247	7	beyond	beyond	ADP
bracis-33640	247	8	social	social	ADJ
bracis-33640	247	9	network	network	NOUN
bracis-33640	247	10	analysis	analysis	NOUN
bracis-33640	247	11	,	,	PUNCT
bracis-33640	247	12	impacting	impact	VERB
bracis-33640	247	13	areas	area	NOUN
bracis-33640	247	14	such	such	ADJ
bracis-33640	247	15	as	as	ADP
bracis-33640	247	16	social	social	ADJ
bracis-33640	247	17	and	and	CCONJ
bracis-33640	247	18	political	political	ADJ
bracis-33640	247	19	sciences	science	NOUN
bracis-33640	247	20	by	by	ADP
bracis-33640	247	21	providing	provide	VERB
bracis-33640	247	22	insights	insight	NOUN
bracis-33640	247	23	into	into	ADP
bracis-33640	247	24	politicians	politician	NOUN
bracis-33640	247	25	’	'	PUNCT
bracis-33640	247	26	posting	post	VERB
bracis-33640	247	27	dynamics	dynamic	NOUN
bracis-33640	247	28	and	and	CCONJ
bracis-33640	247	29	voters	voter	NOUN
bracis-33640	247	30	’	’	PART
bracis-33640	247	31	behavior	behavior	NOUN
bracis-33640	247	32	and	and	CCONJ
bracis-33640	247	33	interests	interest	NOUN
bracis-33640	247	34	on	on	ADP
bracis-33640	247	35	this	this	DET
bracis-33640	247	36	platform	platform	NOUN
bracis-33640	247	37	.	.	PUNCT
bracis-33640	248	1	furthermore	furthermore	ADV
bracis-33640	248	2	,	,	PUNCT
bracis-33640	248	3	the	the	DET
bracis-33640	248	4	study	study	NOUN
bracis-33640	248	5	offers	offer	VERB
bracis-33640	248	6	valuable	valuable	ADJ
bracis-33640	248	7	information	information	NOUN
bracis-33640	248	8	for	for	ADP
bracis-33640	248	9	the	the	DET
bracis-33640	248	10	fields	field	NOUN
bracis-33640	248	11	of	of	ADP
bracis-33640	248	12	marketing	marketing	NOUN
bracis-33640	248	13	and	and	CCONJ
bracis-33640	248	14	advertising	advertising	NOUN
bracis-33640	248	15	,	,	PUNCT
bracis-33640	248	16	aiding	aid	VERB
bracis-33640	248	17	decision	decision	NOUN
bracis-33640	248	18	-	-	PUNCT
bracis-33640	248	19	making	making	NOUN
bracis-33640	248	20	regarding	regard	VERB
bracis-33640	248	21	publication	publication	NOUN
bracis-33640	248	22	content	content	NOUN
bracis-33640	248	23	based	base	VERB
bracis-33640	248	24	on	on	ADP
bracis-33640	248	25	the	the	DET
bracis-33640	248	26	political	political	ADJ
bracis-33640	248	27	profile	profile	NOUN
bracis-33640	248	28	of	of	ADP
bracis-33640	248	29	the	the	DET
bracis-33640	248	30	author	author	NOUN
bracis-33640	248	31	,	,	PUNCT
bracis-33640	248	32	their	their	PRON
bracis-33640	248	33	electorate	electorate	NOUN
bracis-33640	248	34	,	,	PUNCT
bracis-33640	248	35	and	and	CCONJ
bracis-33640	248	36	the	the	DET
bracis-33640	248	37	target	target	NOUN
bracis-33640	248	38	audience	audience	NOUN
bracis-33640	248	39	.	.	PUNCT
bracis-33640	249	1	the	the	DET
bracis-33640	249	2	results	result	NOUN
bracis-33640	249	3	also	also	ADV
bracis-33640	249	4	empower	empower	VERB
bracis-33640	249	5	citizens	citizen	NOUN
bracis-33640	249	6	by	by	ADP
bracis-33640	249	7	raising	raise	VERB
bracis-33640	249	8	awareness	awareness	NOUN
bracis-33640	249	9	of	of	ADP
bracis-33640	249	10	the	the	DET
bracis-33640	249	11	content	content	NOUN
bracis-33640	249	12	displayed	display	VERB
bracis-33640	249	13	on	on	ADP
bracis-33640	249	14	their	their	PRON
bracis-33640	249	15	screens	screen	NOUN
bracis-33640	249	16	,	,	PUNCT
bracis-33640	249	17	preventing	prevent	VERB
bracis-33640	249	18	political	political	ADJ
bracis-33640	249	19	manipulation	manipulation	NOUN
bracis-33640	249	20	,	,	PUNCT
bracis-33640	249	21	and	and	CCONJ
bracis-33640	249	22	fostering	foster	VERB
bracis-33640	249	23	a	a	DET
bracis-33640	249	24	more	more	ADV
bracis-33640	249	25	autonomous	autonomous	ADJ
bracis-33640	249	26	,	,	PUNCT
bracis-33640	249	27	secure	secure	ADJ
bracis-33640	249	28	,	,	PUNCT
bracis-33640	249	29	and	and	CCONJ
bracis-33640	249	30	healthy	healthy	ADJ
bracis-33640	249	31	environment	environment	NOUN
bracis-33640	249	32	for	for	ADP
bracis-33640	249	33	political	political	ADJ
bracis-33640	249	34	debate	debate	NOUN
bracis-33640	249	35	.	.	PUNCT
bracis-33640	250	1	references	reference	NOUN
bracis-33640	250	2	datareportal	datareportal	NOUN
bracis-33640	250	3	:	:	PUNCT
bracis-33640	250	4	digital	digital	PROPN
bracis-33640	250	5	2024	2024	NUM
bracis-33640	250	6	:	:	PUNCT
bracis-33640	250	7	brazil	brazil	PROPN
bracis-33640	250	8	.	.	PUNCT
bracis-33640	251	1	https://datareportal.com/reports/digital-2024-brazil	https://datareportal.com/reports/digital-2024-brazil	PROPN
bracis-33640	251	2	.	.	PUNCT
bracis-33640	252	1	accessed	access	VERB
bracis-33640	252	2	24	24	NUM
bracis-33640	252	3	june	june	PROPN
bracis-33640	252	4	2024	2024	NUM
bracis-33640	252	5	brito	brito	PROPN
bracis-33640	252	6	,	,	PUNCT
bracis-33640	252	7	k.	k.	PROPN
bracis-33640	252	8	,	,	PUNCT
bracis-33640	252	9	paula	paula	PROPN
bracis-33640	252	10	,	,	PUNCT
bracis-33640	252	11	n.	n.	PROPN
bracis-33640	252	12	,	,	PUNCT
bracis-33640	252	13	fernandes	fernande	NOUN
bracis-33640	252	14	,	,	PUNCT
bracis-33640	252	15	m.	m.	NOUN
bracis-33640	252	16	,	,	PUNCT
bracis-33640	252	17	meira	meira	PROPN
bracis-33640	252	18	,	,	PUNCT
bracis-33640	252	19	s.	s.	PROPN
bracis-33640	252	20	:	:	PUNCT
bracis-33640	252	21	social	social	ADJ
bracis-33640	252	22	media	medium	NOUN
bracis-33640	252	23	and	and	CCONJ
bracis-33640	252	24	presidential	presidential	ADJ
bracis-33640	252	25	campaigns	campaign	NOUN
bracis-33640	252	26	–	–	PUNCT
bracis-33640	252	27	preliminary	preliminary	ADJ
bracis-33640	252	28	results	result	NOUN
bracis-33640	252	29	of	of	ADP
bracis-33640	252	30	the	the	DET
bracis-33640	252	31	2018	2018	NUM
bracis-33640	252	32	brazilian	brazilian	ADJ
bracis-33640	252	33	presidential	presidential	ADJ
bracis-33640	252	34	election	election	NOUN
bracis-33640	252	35	.	.	PUNCT
bracis-33640	253	1	in	in	ADP
bracis-33640	253	2	:	:	PUNCT
bracis-33640	253	3	proceedings	proceeding	NOUN
bracis-33640	253	4	of	of	ADP
bracis-33640	253	5	the	the	DET
bracis-33640	253	6	20th	20th	ADJ
bracis-33640	253	7	annual	annual	ADJ
bracis-33640	253	8	international	international	ADJ
bracis-33640	253	9	conference	conference	NOUN
bracis-33640	253	10	on	on	ADP
bracis-33640	253	11	digital	digital	ADJ
bracis-33640	253	12	government	government	NOUN
bracis-33640	253	13	research	research	NOUN
bracis-33640	253	14	,	,	PUNCT
bracis-33640	253	15	pp	pp	ADJ
bracis-33640	253	16	.	.	PUNCT
bracis-33640	254	1	332–341	332–341	NUM
bracis-33640	254	2	.	.	PUNCT
bracis-33640	254	3	acm	acm	PROPN
bracis-33640	254	4	,	,	PUNCT
bracis-33640	254	5	new	new	PROPN
bracis-33640	254	6	york	york	PROPN
bracis-33640	254	7	(	(	PUNCT
bracis-33640	254	8	2019	2019	NUM
bracis-33640	254	9	)	)	PUNCT
bracis-33640	254	10	.	.	PUNCT
bracis-33640	255	1	https://doi.org/10.1145/3325112.3325252	https://doi.org/10.1145/3325112.3325252	PROPN
bracis-33640	255	2	brito	brito	PROPN
bracis-33640	255	3	,	,	PUNCT
bracis-33640	255	4	k.	k.	PROPN
bracis-33640	255	5	,	,	PUNCT
bracis-33640	255	6	de	de	PROPN
bracis-33640	255	7	lemos	lemos	PROPN
bracis-33640	255	8	meira	meira	PROPN
bracis-33640	255	9	,	,	PUNCT
bracis-33640	255	10	s.r	s.r	PROPN
bracis-33640	255	11	.	.	PROPN
bracis-33640	255	12	,	,	PUNCT
bracis-33640	255	13	adeodato	adeodato	PROPN
bracis-33640	255	14	,	,	PUNCT
bracis-33640	255	15	p.j.l	p.j.l	PROPN
bracis-33640	255	16	.	.	PUNCT
bracis-33640	255	17	:	:	PUNCT
bracis-33640	256	1	correlations	correlation	NOUN
bracis-33640	256	2	of	of	ADP
bracis-33640	256	3	social	social	ADJ
bracis-33640	256	4	media	medium	NOUN
bracis-33640	256	5	performance	performance	NOUN
bracis-33640	256	6	and	and	CCONJ
bracis-33640	256	7	electoral	electoral	ADJ
bracis-33640	256	8	results	result	NOUN
bracis-33640	256	9	in	in	ADP
bracis-33640	256	10	brazilian	brazilian	ADJ
bracis-33640	256	11	presidential	presidential	ADJ
bracis-33640	256	12	elections	election	NOUN
bracis-33640	256	13	.	.	PUNCT
bracis-33640	257	1	inf	inf	PROPN
bracis-33640	257	2	.	.	PUNCT
bracis-33640	257	3	polity	polity	PROPN
bracis-33640	257	4	26	26	NUM
bracis-33640	257	5	,	,	PUNCT
bracis-33640	257	6	417–439	417–439	NUM
bracis-33640	257	7	(	(	PUNCT
bracis-33640	257	8	2021	2021	NUM
bracis-33640	257	9	)	)	PUNCT
bracis-33640	257	10	.	.	PUNCT
bracis-33640	258	1	https://doi.org/10.3233/ip-210315	https://doi.org/10.3233/ip-210315	PROPN
bracis-33640	258	2	brito	brito	PROPN
bracis-33640	258	3	,	,	PUNCT
bracis-33640	258	4	k.	k.	PROPN
bracis-33640	258	5	,	,	PUNCT
bracis-33640	258	6	filho	filho	PROPN
bracis-33640	258	7	,	,	PUNCT
bracis-33640	258	8	r.l.c.s	r.l.c.s	PROPN
bracis-33640	258	9	.	.	PROPN
bracis-33640	258	10	,	,	PUNCT
bracis-33640	258	11	adeodato	adeodato	PROPN
bracis-33640	258	12	,	,	PUNCT
bracis-33640	258	13	p.j.l	p.j.l	PROPN
bracis-33640	258	14	.	.	PUNCT
bracis-33640	258	15	:	:	PUNCT
bracis-33640	259	1	a	a	DET
bracis-33640	259	2	systematic	systematic	ADJ
bracis-33640	259	3	review	review	NOUN
bracis-33640	259	4	of	of	ADP
bracis-33640	259	5	predicting	predict	VERB
bracis-33640	259	6	elections	election	NOUN
bracis-33640	259	7	based	base	VERB
bracis-33640	259	8	on	on	ADP
bracis-33640	259	9	social	social	ADJ
bracis-33640	259	10	media	medium	NOUN
bracis-33640	259	11	data	datum	NOUN
bracis-33640	259	12	:	:	PUNCT
bracis-33640	259	13	research	research	NOUN
bracis-33640	259	14	challenges	challenge	NOUN
bracis-33640	259	15	and	and	CCONJ
bracis-33640	259	16	future	future	ADJ
bracis-33640	259	17	directions	direction	NOUN
bracis-33640	259	18	.	.	PUNCT
bracis-33640	260	1	ieee	ieee	PROPN
bracis-33640	260	2	trans	trans	PROPN
bracis-33640	260	3	.	.	PUNCT
bracis-33640	261	1	comput	comput	NOUN
bracis-33640	261	2	.	.	PUNCT
bracis-33640	262	1	soc	soc	PROPN
bracis-33640	262	2	.	.	PUNCT
bracis-33640	263	1	syst	syst	PROPN
bracis-33640	263	2	.	.	PUNCT
bracis-33640	264	1	8	8	NUM
bracis-33640	264	2	,	,	PUNCT
bracis-33640	264	3	819–843	819–843	NUM
bracis-33640	264	4	(	(	PUNCT
bracis-33640	264	5	2021	2021	NUM
bracis-33640	264	6	)	)	PUNCT
bracis-33640	264	7	.	.	PUNCT
bracis-33640	265	1	https://doi.org/10.1109/tcss.2021.3063660	https://doi.org/10.1109/tcss.2021.3063660	PROPN
bracis-33640	265	2	article	article	NOUN
bracis-33640	265	3	  	  	SPACE
bracis-33640	265	4	math	math	NOUN
bracis-33640	265	5	  	  	SPACE
bracis-33640	265	6	google	google	PROPN
bracis-33640	265	7	scholar	scholar	NOUN
bracis-33640	265	8	  	  	SPACE
bracis-33640	265	9	heiss	heiss	PROPN
bracis-33640	265	10	,	,	PUNCT
bracis-33640	265	11	r.	r.	PROPN
bracis-33640	265	12	,	,	PUNCT
bracis-33640	265	13	schmuck	schmuck	NOUN
bracis-33640	265	14	,	,	PUNCT
bracis-33640	265	15	d.	d.	PROPN
bracis-33640	265	16	,	,	PUNCT
bracis-33640	265	17	matthes	matthes	PROPN
bracis-33640	265	18	,	,	PUNCT
bracis-33640	265	19	j.	j.	PROPN
bracis-33640	265	20	:	:	PUNCT
bracis-33640	265	21	what	what	PRON
bracis-33640	265	22	drives	drive	VERB
bracis-33640	265	23	interaction	interaction	NOUN
bracis-33640	265	24	in	in	ADP
bracis-33640	265	25	political	political	ADJ
bracis-33640	265	26	actors	actor	NOUN
bracis-33640	265	27	’	'	PUNCT
bracis-33640	265	28	facebook	facebook	NOUN
bracis-33640	265	29	posts	post	NOUN
bracis-33640	265	30	?	?	PUNCT
bracis-33640	266	1	profile	profile	NOUN
bracis-33640	266	2	and	and	CCONJ
bracis-33640	266	3	content	content	ADJ
bracis-33640	266	4	predictors	predictor	NOUN
bracis-33640	266	5	of	of	ADP
bracis-33640	266	6	user	user	NOUN
bracis-33640	266	7	engagement	engagement	NOUN
bracis-33640	266	8	and	and	CCONJ
bracis-33640	266	9	political	political	ADJ
bracis-33640	266	10	actors	actor	NOUN
bracis-33640	266	11	’	’	PART
bracis-33640	266	12	reactions	reaction	NOUN
bracis-33640	266	13	.	.	PUNCT
bracis-33640	267	1	inf	inf	PROPN
bracis-33640	267	2	.	.	PUNCT
bracis-33640	268	1	commun	commun	PROPN
bracis-33640	268	2	.	.	PUNCT
bracis-33640	269	1	soc	soc	PROPN
bracis-33640	269	2	.	.	PUNCT
bracis-33640	270	1	22	22	NUM
bracis-33640	270	2	,	,	PUNCT
bracis-33640	270	3	1497–1513	1497–1513	NUM
bracis-33640	270	4	(	(	PUNCT
bracis-33640	270	5	2019	2019	NUM
bracis-33640	270	6	)	)	PUNCT
bracis-33640	270	7	.	.	PUNCT
bracis-33640	271	1	https://doi.org/10.1080/1369118x.2018.1445273	https://doi.org/10.1080/1369118x.2018.1445273	PROPN
bracis-33640	271	2	article	article	NOUN
bracis-33640	271	3	  	  	SPACE
bracis-33640	271	4	google	google	PROPN
bracis-33640	271	5	scholar	scholar	NOUN
bracis-33640	271	6	  	  	SPACE
bracis-33640	271	7	xu	xu	PROPN
bracis-33640	271	8	,	,	PUNCT
bracis-33640	271	9	l.	l.	PROPN
bracis-33640	271	10	,	,	PUNCT
bracis-33640	271	11	yan	yan	PROPN
bracis-33640	271	12	,	,	PUNCT
bracis-33640	271	13	x.	x.	PROPN
bracis-33640	271	14	,	,	PUNCT
bracis-33640	271	15	zhang	zhang	PROPN
bracis-33640	271	16	,	,	PUNCT
bracis-33640	271	17	z.	z.	PROPN
bracis-33640	271	18	:	:	PUNCT
bracis-33640	271	19	research	research	NOUN
bracis-33640	271	20	on	on	ADP
bracis-33640	271	21	the	the	DET
bracis-33640	271	22	causes	cause	NOUN
bracis-33640	271	23	of	of	ADP
bracis-33640	271	24	the	the	DET
bracis-33640	271	25	“	"	PUNCT
bracis-33640	271	26	tik	tik	PROPN
bracis-33640	271	27	tok	tok	NOUN
bracis-33640	271	28	”	"	PUNCT
bracis-33640	271	29	app	app	NOUN
bracis-33640	271	30	becoming	become	VERB
bracis-33640	271	31	popular	popular	ADJ
bracis-33640	271	32	and	and	CCONJ
bracis-33640	271	33	the	the	DET
bracis-33640	271	34	existing	exist	VERB
bracis-33640	271	35	problems	problem	NOUN
bracis-33640	271	36	.	.	PUNCT
bracis-33640	272	1	j.	j.	PROPN
bracis-33640	272	2	adv	adv	PROPN
bracis-33640	272	3	.	.	PROPN
bracis-33640	272	4	manag	manag	PROPN
bracis-33640	272	5	.	.	PUNCT
bracis-33640	273	1	sci	sci	PROPN
bracis-33640	273	2	.	.	PUNCT
bracis-33640	274	1	59–63	59–63	NUM
bracis-33640	274	2	(	(	PUNCT
bracis-33640	274	3	2019	2019	NUM
bracis-33640	274	4	)	)	PUNCT
bracis-33640	274	5	google	google	PROPN
bracis-33640	274	6	scholar	scholar	NOUN
bracis-33640	274	7	  	  	SPACE
bracis-33640	274	8	simon	simon	PROPN
bracis-33640	274	9	kemp	kemp	PROPN
bracis-33640	274	10	:	:	PUNCT
bracis-33640	274	11	digital	digital	PROPN
bracis-33640	274	12	2022	2022	NUM
bracis-33640	274	13	:	:	PUNCT
bracis-33640	274	14	brazil	brazil	PROPN
bracis-33640	274	15	.	.	PUNCT
bracis-33640	275	1	https://datareportal.com/reports/digital-2022-brazil	https://datareportal.com/reports/digital-2022-brazil	PROPN
bracis-33640	275	2	.	.	PUNCT
bracis-33640	276	1	accessed	access	VERB
bracis-33640	276	2	03	03	NUM
bracis-33640	276	3	june	june	PROPN
bracis-33640	276	4	2024	2024	NUM
bracis-33640	276	5	santana	santana	PROPN
bracis-33640	276	6	,	,	PUNCT
bracis-33640	276	7	m.	m.	NOUN
bracis-33640	276	8	,	,	PUNCT
bracis-33640	276	9	lima	lima	PROPN
bracis-33640	276	10	,	,	PUNCT
bracis-33640	276	11	j.	j.	PROPN
bracis-33640	276	12	,	,	PUNCT
bracis-33640	276	13	correa	correa	PROPN
bracis-33640	276	14	,	,	PUNCT
bracis-33640	276	15	a.	a.	PROPN
bracis-33640	276	16	,	,	PUNCT
bracis-33640	276	17	brito	brito	PROPN
bracis-33640	276	18	,	,	PUNCT
bracis-33640	276	19	k.	k.	PROPN
bracis-33640	276	20	:	:	PUNCT
bracis-33640	276	21	engajamento	engajamento	VERB
bracis-33640	276	22	no	no	DET
bracis-33640	276	23	tiktok	tiktok	ADJ
bracis-33640	276	24	dos	do	NOUN
bracis-33640	276	25	candidatos	candidatos	NOUN
bracis-33640	276	26	às	às	PROPN
bracis-33640	276	27	eleições	eleições	ADJ
bracis-33640	276	28	brasileiras	brasileira	NOUN
bracis-33640	276	29	de	de	X
bracis-33640	276	30	2022	2022	NUM
bracis-33640	276	31	–	–	PUNCT
bracis-33640	276	32	resultados	resultado	VERB
bracis-33640	276	33	iniciais	iniciais	NOUN
bracis-33640	276	34	.	.	PUNCT
bracis-33640	277	1	in	in	ADP
bracis-33640	277	2	:	:	PUNCT
bracis-33640	277	3	anais	anais	PROPN
bracis-33640	277	4	do	do	VERB
bracis-33640	277	5	xii	xii	NOUN
bracis-33640	277	6	brazilian	brazilian	ADJ
bracis-33640	277	7	workshop	workshop	NOUN
bracis-33640	277	8	on	on	ADP
bracis-33640	277	9	social	social	ADJ
bracis-33640	277	10	network	network	NOUN
bracis-33640	277	11	analysis	analysis	NOUN
bracis-33640	277	12	and	and	CCONJ
bracis-33640	277	13	mining	mining	NOUN
bracis-33640	277	14	(	(	PUNCT
bracis-33640	277	15	brasnam	brasnam	PROPN
bracis-33640	277	16	2023	2023	NUM
bracis-33640	277	17	)	)	PUNCT
bracis-33640	277	18	,	,	PUNCT
bracis-33640	277	19	pp	pp	ADJ
bracis-33640	277	20	.	.	PUNCT
bracis-33640	278	1	151–162	151–162	NUM
bracis-33640	278	2	.	.	PUNCT
bracis-33640	279	1	sociedade	sociedade	PROPN
bracis-33640	279	2	brasileira	brasileira	PROPN
bracis-33640	279	3	de	de	PROPN
bracis-33640	279	4	computação	computação	PROPN
bracis-33640	279	5	sbc	sbc	PROPN
bracis-33640	279	6	(	(	PUNCT
bracis-33640	279	7	2023	2023	NUM
bracis-33640	279	8	)	)	PUNCT
bracis-33640	279	9	.	.	PUNCT
bracis-33640	280	1	https://doi.org/10.5753/brasnam.2023.230641	https://doi.org/10.5753/brasnam.2023.230641	PROPN
bracis-33640	280	2	bimber	bimber	PROPN
bracis-33640	280	3	,	,	PUNCT
bracis-33640	280	4	b.	b.	PROPN
bracis-33640	280	5	:	:	PUNCT
bracis-33640	280	6	digital	digital	ADJ
bracis-33640	280	7	media	medium	NOUN
bracis-33640	280	8	in	in	ADP
bracis-33640	280	9	the	the	DET
bracis-33640	280	10	obama	obama	NOUN
bracis-33640	280	11	campaigns	campaign	NOUN
bracis-33640	280	12	of	of	ADP
bracis-33640	280	13	2008	2008	NUM
bracis-33640	280	14	and	and	CCONJ
bracis-33640	280	15	2012	2012	NUM
bracis-33640	280	16	:	:	PUNCT
bracis-33640	280	17	adaptation	adaptation	NOUN
bracis-33640	280	18	to	to	ADP
bracis-33640	280	19	the	the	DET
bracis-33640	280	20	personalized	personalized	ADJ
bracis-33640	280	21	political	political	ADJ
bracis-33640	280	22	communication	communication	NOUN
bracis-33640	280	23	environment	environment	NOUN
bracis-33640	280	24	.	.	PUNCT
bracis-33640	281	1	j.	j.	PROPN
bracis-33640	281	2	inform	inform	PROPN
bracis-33640	281	3	.	.	PUNCT
bracis-33640	282	1	tech	tech	NOUN
bracis-33640	282	2	.	.	PUNCT
bracis-33640	283	1	polit	polit	PROPN
bracis-33640	283	2	.	.	PROPN
bracis-33640	284	1	11	11	NUM
bracis-33640	284	2	,	,	PUNCT
bracis-33640	284	3	130–150	130–150	NUM
bracis-33640	284	4	(	(	PUNCT
bracis-33640	284	5	2014	2014	NUM
bracis-33640	284	6	)	)	PUNCT
bracis-33640	284	7	.	.	PUNCT
bracis-33640	285	1	https://doi.org/10.1080/19331681.2014.895691	https://doi.org/10.1080/19331681.2014.895691	PROPN
bracis-33640	285	2	article	article	NOUN
bracis-33640	285	3	  	  	SPACE
bracis-33640	285	4	google	google	PROPN
bracis-33640	285	5	scholar	scholar	NOUN
bracis-33640	285	6	  	  	SPACE
bracis-33640	285	7	francia	francia	PROPN
bracis-33640	285	8	,	,	PUNCT
bracis-33640	285	9	p.l	p.l	PROPN
bracis-33640	285	10	.	.	PROPN
bracis-33640	285	11	:	:	PUNCT
bracis-33640	285	12	free	free	ADJ
bracis-33640	285	13	media	medium	NOUN
bracis-33640	285	14	and	and	CCONJ
bracis-33640	285	15	twitter	twitter	NOUN
bracis-33640	285	16	in	in	ADP
bracis-33640	285	17	the	the	DET
bracis-33640	285	18	2016	2016	NUM
bracis-33640	285	19	presidential	presidential	ADJ
bracis-33640	285	20	election	election	NOUN
bracis-33640	285	21	.	.	PUNCT
bracis-33640	286	1	soc	soc	PROPN
bracis-33640	286	2	.	.	PUNCT
bracis-33640	287	1	sci	sci	PROPN
bracis-33640	287	2	.	.	PUNCT
bracis-33640	287	3	comput	comput	PROPN
bracis-33640	287	4	.	.	PUNCT
bracis-33640	288	1	rev	rev	PROPN
bracis-33640	288	2	.	.	PROPN
bracis-33640	288	3	36	36	NUM
bracis-33640	288	4	,	,	PUNCT
bracis-33640	288	5	440–455	440–455	NUM
bracis-33640	288	6	(	(	PUNCT
bracis-33640	288	7	2018	2018	NUM
bracis-33640	288	8	)	)	PUNCT
bracis-33640	288	9	.	.	PUNCT
bracis-33640	289	1	https://doi.org/10.1177/0894439317730302	https://doi.org/10.1177/0894439317730302	PROPN
bracis-33640	289	2	article	article	NOUN
bracis-33640	289	3	  	  	SPACE
bracis-33640	289	4	math	math	NOUN
bracis-33640	289	5	  	  	SPACE
bracis-33640	289	6	google	google	PROPN
bracis-33640	289	7	scholar	scholar	NOUN
bracis-33640	289	8	  	  	SPACE
bracis-33640	289	9	tumasjan	tumasjan	NOUN
bracis-33640	289	10	,	,	PUNCT
bracis-33640	289	11	a.	a.	NOUN
bracis-33640	289	12	,	,	PUNCT
bracis-33640	289	13	sprenger	sprenger	NOUN
bracis-33640	289	14	,	,	PUNCT
bracis-33640	289	15	t.	t.	PROPN
bracis-33640	289	16	,	,	PUNCT
bracis-33640	289	17	sandner	sandner	NOUN
bracis-33640	289	18	,	,	PUNCT
bracis-33640	289	19	p.	p.	PROPN
bracis-33640	289	20	,	,	PUNCT
bracis-33640	289	21	welpe	welpe	PROPN
bracis-33640	289	22	,	,	PUNCT
bracis-33640	289	23	i.	i.	PROPN
bracis-33640	289	24	:	:	PUNCT
bracis-33640	289	25	predicting	predict	VERB
bracis-33640	289	26	elections	election	NOUN
bracis-33640	289	27	with	with	ADP
bracis-33640	289	28	twitter	twitter	NOUN
bracis-33640	289	29	:	:	PUNCT
bracis-33640	289	30	what	what	PRON
bracis-33640	289	31	140	140	NUM
bracis-33640	289	32	characters	character	NOUN
bracis-33640	289	33	reveal	reveal	VERB
bracis-33640	289	34	about	about	ADP
bracis-33640	289	35	political	political	ADJ
bracis-33640	289	36	sentiment	sentiment	NOUN
bracis-33640	289	37	.	.	PUNCT
bracis-33640	290	1	in	in	ADP
bracis-33640	290	2	:	:	PUNCT
bracis-33640	290	3	proceedings	proceeding	NOUN
bracis-33640	290	4	of	of	ADP
bracis-33640	290	5	the	the	DET
bracis-33640	290	6	international	international	ADJ
bracis-33640	290	7	aaai	aaai	PROPN
bracis-33640	290	8	conference	conference	PROPN
bracis-33640	290	9	on	on	ADP
bracis-33640	290	10	web	web	NOUN
bracis-33640	290	11	and	and	CCONJ
bracis-33640	290	12	social	social	ADJ
bracis-33640	290	13	media	medium	NOUN
bracis-33640	290	14	,	,	PUNCT
bracis-33640	290	15	vol	vol	NOUN
bracis-33640	290	16	.	.	PROPN
bracis-33640	290	17	4	4	NUM
bracis-33640	290	18	,	,	PUNCT
bracis-33640	290	19	pp	pp	ADJ
bracis-33640	290	20	.	.	PUNCT
bracis-33640	291	1	178–185	178–185	NUM
bracis-33640	291	2	(	(	PUNCT
bracis-33640	291	3	2010	2010	NUM
bracis-33640	291	4	)	)	PUNCT
bracis-33640	291	5	.	.	PUNCT
bracis-33640	292	1	https://doi.org/10.1609/icwsm.v4i1.14009	https://doi.org/10.1609/icwsm.v4i1.14009	PROPN
bracis-33640	292	2	.	.	PROPN
bracis-33640	292	3	brito	brito	PROPN
bracis-33640	292	4	,	,	PUNCT
bracis-33640	292	5	k.	k.	PROPN
bracis-33640	292	6	,	,	PUNCT
bracis-33640	292	7	silva	silva	PROPN
bracis-33640	292	8	filho	filho	PROPN
bracis-33640	292	9	,	,	PUNCT
bracis-33640	292	10	r.l.c	r.l.c	NOUN
bracis-33640	292	11	.	.	PROPN
bracis-33640	292	12	,	,	PUNCT
bracis-33640	292	13	adeodato	adeodato	PROPN
bracis-33640	292	14	,	,	PUNCT
bracis-33640	292	15	p.j.l	p.j.l	PROPN
bracis-33640	292	16	.	.	PUNCT
bracis-33640	292	17	:	:	PUNCT
bracis-33640	293	1	stop	stop	VERB
bracis-33640	293	2	trying	try	VERB
bracis-33640	293	3	to	to	PART
bracis-33640	293	4	predict	predict	VERB
bracis-33640	293	5	elections	election	NOUN
bracis-33640	293	6	only	only	ADV
bracis-33640	293	7	with	with	ADP
bracis-33640	293	8	twitter	twitter	NOUN
bracis-33640	293	9	–	–	PUNCT
bracis-33640	293	10	there	there	PRON
bracis-33640	293	11	are	be	VERB
bracis-33640	293	12	other	other	ADJ
bracis-33640	293	13	data	datum	NOUN
bracis-33640	293	14	sources	source	NOUN
bracis-33640	293	15	and	and	CCONJ
bracis-33640	293	16	technical	technical	ADJ
bracis-33640	293	17	issues	issue	NOUN
bracis-33640	293	18	to	to	PART
bracis-33640	293	19	be	be	AUX
bracis-33640	293	20	improved	improve	VERB
bracis-33640	293	21	.	.	PUNCT
bracis-33640	294	1	gov	gov	PROPN
bracis-33640	294	2	.	.	PROPN
bracis-33640	294	3	inf	inf	PROPN
bracis-33640	294	4	.	.	PUNCT
bracis-33640	294	5	q.	q.	PROPN
bracis-33640	294	6	41	41	NUM
bracis-33640	294	7	,	,	PUNCT
bracis-33640	294	8	101899	101899	NUM
bracis-33640	294	9	(	(	PUNCT
bracis-33640	294	10	2024	2024	NUM
bracis-33640	294	11	)	)	PUNCT
bracis-33640	294	12	.	.	PUNCT
bracis-33640	295	1	https://doi.org/10.1016/j.giq.2023.101899	https://doi.org/10.1016/j.giq.2023.101899	PROPN
bracis-33640	295	2	oueslati	oueslati	PROPN
bracis-33640	295	3	,	,	PUNCT
bracis-33640	295	4	o.	o.	PROPN
bracis-33640	295	5	,	,	PUNCT
bracis-33640	295	6	hajhmida	hajhmida	PROPN
bracis-33640	295	7	,	,	PUNCT
bracis-33640	295	8	m.	m.	PROPN
bracis-33640	295	9	ben	ben	PROPN
bracis-33640	295	10	,	,	PUNCT
bracis-33640	295	11	ounelli	ounelli	PROPN
bracis-33640	295	12	,	,	PUNCT
bracis-33640	295	13	h.	h.	PROPN
bracis-33640	295	14	,	,	PUNCT
bracis-33640	295	15	cambria	cambria	PROPN
bracis-33640	295	16	,	,	PUNCT
bracis-33640	295	17	e.	e.	PROPN
bracis-33640	295	18	:	:	PUNCT
bracis-33640	295	19	sentiment	sentiment	NOUN
bracis-33640	295	20	analysis	analysis	NOUN
bracis-33640	295	21	of	of	ADP
bracis-33640	295	22	influential	influential	ADJ
bracis-33640	295	23	messages	message	NOUN
bracis-33640	295	24	for	for	ADP
bracis-33640	295	25	political	political	ADJ
bracis-33640	295	26	election	election	NOUN
bracis-33640	295	27	forecasting	forecasting	NOUN
bracis-33640	295	28	.	.	PUNCT
bracis-33640	296	1	presented	present	VERB
bracis-33640	296	2	at	at	ADP
bracis-33640	296	3	the	the	DET
bracis-33640	296	4	(	(	PUNCT
bracis-33640	296	5	2023	2023	NUM
bracis-33640	296	6	)	)	PUNCT
bracis-33640	296	7	google	google	NOUN
bracis-33640	296	8	scholar	scholar	NOUN
bracis-33640	296	9	  	  	SPACE
bracis-33640	296	10	vepsäläinen	vepsäläinen	NOUN
bracis-33640	296	11	,	,	PUNCT
bracis-33640	296	12	t.	t.	PROPN
bracis-33640	296	13	,	,	PUNCT
bracis-33640	296	14	li	li	PROPN
bracis-33640	296	15	,	,	PUNCT
bracis-33640	296	16	h.	h.	PROPN
bracis-33640	296	17	,	,	PUNCT
bracis-33640	296	18	suomi	suomi	PROPN
bracis-33640	296	19	,	,	PUNCT
bracis-33640	296	20	r.	r.	PROPN
bracis-33640	296	21	:	:	PUNCT
bracis-33640	296	22	the	the	DET
bracis-33640	296	23	role	role	NOUN
bracis-33640	296	24	of	of	ADP
bracis-33640	296	25	social	social	ADJ
bracis-33640	296	26	media	medium	NOUN
bracis-33640	296	27	platforms	platform	NOUN
bracis-33640	296	28	in	in	ADP
bracis-33640	296	29	forecasting	forecasting	NOUN
bracis-33640	296	30	elections	election	NOUN
bracis-33640	296	31	:	:	PUNCT
bracis-33640	296	32	a	a	DET
bracis-33640	296	33	comparison	comparison	NOUN
bracis-33640	296	34	of	of	ADP
bracis-33640	296	35	twitter	twitter	NOUN
bracis-33640	296	36	and	and	CCONJ
bracis-33640	296	37	facebook	facebook	PROPN
bracis-33640	296	38	.	.	PUNCT
bracis-33640	297	1	digit	digit	PROPN
bracis-33640	297	2	.	.	PUNCT
bracis-33640	298	1	gov	gov	PROPN
bracis-33640	298	2	.	.	PROPN
bracis-33640	298	3	res	res	PROPN
bracis-33640	298	4	.	.	PROPN
bracis-33640	298	5	pract	pract	PROPN
bracis-33640	298	6	.	.	PUNCT
bracis-33640	299	1	(	(	PUNCT
bracis-33640	299	2	2024	2024	NUM
bracis-33640	299	3	)	)	PUNCT
bracis-33640	299	4	.	.	PUNCT
bracis-33640	300	1	https://doi.org/10.1145/3651227	https://doi.org/10.1145/3651227	PRON
bracis-33640	300	2	article	article	NOUN
bracis-33640	300	3	  	  	SPACE
bracis-33640	300	4	math	math	NOUN
bracis-33640	300	5	  	  	SPACE
bracis-33640	300	6	google	google	PROPN
bracis-33640	300	7	scholar	scholar	NOUN
bracis-33640	300	8	  	  	SPACE
bracis-33640	300	9	brito	brito	PROPN
bracis-33640	300	10	,	,	PUNCT
bracis-33640	300	11	k.	k.	PROPN
bracis-33640	300	12	,	,	PUNCT
bracis-33640	300	13	silva	silva	PROPN
bracis-33640	300	14	filho	filho	PROPN
bracis-33640	300	15	,	,	PUNCT
bracis-33640	300	16	r.l.c	r.l.c	NOUN
bracis-33640	300	17	.	.	PROPN
bracis-33640	300	18	,	,	PUNCT
bracis-33640	300	19	adeodato	adeodato	PROPN
bracis-33640	300	20	,	,	PUNCT
bracis-33640	300	21	p.	p.	NOUN
bracis-33640	300	22	:	:	PUNCT
bracis-33640	300	23	please	please	INTJ
bracis-33640	300	24	stop	stop	VERB
bracis-33640	300	25	trying	try	VERB
bracis-33640	300	26	to	to	PART
bracis-33640	300	27	predict	predict	VERB
bracis-33640	300	28	elections	election	NOUN
bracis-33640	300	29	only	only	ADV
bracis-33640	300	30	with	with	ADP
bracis-33640	300	31	twitter	twitter	NOUN
bracis-33640	300	32	.	.	PUNCT
bracis-33640	301	1	in	in	ADP
bracis-33640	301	2	:	:	PUNCT
bracis-33640	301	3	dg.o	dg.o	NOUN
bracis-33640	301	4	2022	2022	NUM
bracis-33640	301	5	:	:	PUNCT
bracis-33640	301	6	the	the	DET
bracis-33640	301	7	23rd	23rd	ADJ
bracis-33640	301	8	annual	annual	ADJ
bracis-33640	301	9	international	international	ADJ
bracis-33640	301	10	conference	conference	NOUN
bracis-33640	301	11	on	on	ADP
bracis-33640	301	12	digital	digital	ADJ
bracis-33640	301	13	government	government	NOUN
bracis-33640	301	14	research	research	NOUN
bracis-33640	301	15	,	,	PUNCT
bracis-33640	301	16	pp	pp	ADJ
bracis-33640	301	17	.	.	PUNCT
bracis-33640	302	1	88–95	88–95	NUM
bracis-33640	302	2	.	.	PUNCT
bracis-33640	303	1	acm	acm	PROPN
bracis-33640	303	2	,	,	PUNCT
bracis-33640	303	3	new	new	PROPN
bracis-33640	303	4	york	york	PROPN
bracis-33640	303	5	(	(	PUNCT
bracis-33640	303	6	2022	2022	NUM
bracis-33640	303	7	)	)	PUNCT
bracis-33640	303	8	.	.	PUNCT
bracis-33640	304	1	https://doi.org/10.1145/3543434.3543648	https://doi.org/10.1145/3543434.3543648	PROPN
bracis-33640	304	2	simon	simon	PROPN
bracis-33640	304	3	kemp	kemp	PROPN
bracis-33640	304	4	:	:	PUNCT
bracis-33640	304	5	digital	digital	PROPN
bracis-33640	304	6	2022	2022	NUM
bracis-33640	304	7	:	:	PUNCT
bracis-33640	304	8	global	global	ADJ
bracis-33640	304	9	overview	overview	NOUN
bracis-33640	304	10	report	report	NOUN
bracis-33640	304	11	.	.	PUNCT
bracis-33640	305	1	https://datareportal.com/reports/digital-2022-global-overview-report	https://datareportal.com/reports/digital-2022-global-overview-report	NUM
bracis-33640	305	2	.	.	PUNCT
bracis-33640	305	3	accessed	access	VERB
bracis-33640	305	4	03	03	NUM
bracis-33640	305	5	june	june	PROPN
bracis-33640	305	6	2024	2024	NUM
bracis-33640	305	7	lima	lima	PROPN
bracis-33640	305	8	,	,	PUNCT
bracis-33640	305	9	j.	j.	PROPN
bracis-33640	305	10	,	,	PUNCT
bracis-33640	305	11	santana	santana	PROPN
bracis-33640	305	12	,	,	PUNCT
bracis-33640	305	13	m.	m.	NOUN
bracis-33640	305	14	,	,	PUNCT
bracis-33640	305	15	correa	correa	PROPN
bracis-33640	305	16	,	,	PUNCT
bracis-33640	305	17	a.	a.	PROPN
bracis-33640	305	18	,	,	PUNCT
bracis-33640	305	19	brito	brito	PROPN
bracis-33640	305	20	,	,	PUNCT
bracis-33640	305	21	k.	k.	PROPN
bracis-33640	305	22	:	:	PUNCT
bracis-33640	305	23	dataset	dataset	VERB
bracis-33640	305	24	for	for	ADP
bracis-33640	305	25	the	the	DET
bracis-33640	305	26	use	use	NOUN
bracis-33640	305	27	and	and	CCONJ
bracis-33640	305	28	impact	impact	NOUN
bracis-33640	305	29	of	of	ADP
bracis-33640	305	30	tiktok	tiktok	NOUN
bracis-33640	305	31	in	in	ADP
bracis-33640	305	32	the	the	DET
bracis-33640	305	33	2022	2022	NUM
bracis-33640	305	34	brazilian	brazilian	ADJ
bracis-33640	305	35	presidential	presidential	ADJ
bracis-33640	305	36	election	election	NOUN
bracis-33640	305	37	(	(	PUNCT
bracis-33640	305	38	2023	2023	NUM
bracis-33640	305	39	)	)	PUNCT
bracis-33640	305	40	.	.	PUNCT
bracis-33640	306	1	https://doi.org/10.7910/dvn/9l7lei	https://doi.org/10.7910/dvn/9l7lei	PROPN
bracis-33640	306	2	lima	lima	PROPN
bracis-33640	306	3	,	,	PUNCT
bracis-33640	306	4	j.	j.	PROPN
bracis-33640	306	5	,	,	PUNCT
bracis-33640	306	6	santana	santana	PROPN
bracis-33640	306	7	,	,	PUNCT
bracis-33640	306	8	m.	m.	NOUN
bracis-33640	306	9	,	,	PUNCT
bracis-33640	306	10	correa	correa	PROPN
bracis-33640	306	11	,	,	PUNCT
bracis-33640	306	12	a.	a.	PROPN
bracis-33640	306	13	,	,	PUNCT
bracis-33640	306	14	brito	brito	PROPN
bracis-33640	306	15	,	,	PUNCT
bracis-33640	306	16	k.	k.	PROPN
bracis-33640	306	17	:	:	PUNCT
bracis-33640	306	18	the	the	DET
bracis-33640	306	19	use	use	NOUN
bracis-33640	306	20	and	and	CCONJ
bracis-33640	306	21	impact	impact	NOUN
bracis-33640	306	22	of	of	ADP
bracis-33640	306	23	tiktok	tiktok	NOUN
bracis-33640	306	24	in	in	ADP
bracis-33640	306	25	the	the	DET
bracis-33640	306	26	2022	2022	NUM
bracis-33640	306	27	brazilian	brazilian	ADJ
bracis-33640	306	28	presidential	presidential	ADJ
bracis-33640	306	29	election	election	NOUN
bracis-33640	306	30	.	.	PUNCT
bracis-33640	307	1	in	in	ADP
bracis-33640	307	2	:	:	PUNCT
bracis-33640	307	3	proceedings	proceeding	NOUN
bracis-33640	307	4	of	of	ADP
bracis-33640	307	5	the	the	DET
bracis-33640	307	6	24th	24th	ADJ
bracis-33640	307	7	annual	annual	ADJ
bracis-33640	307	8	international	international	ADJ
bracis-33640	307	9	conference	conference	NOUN
bracis-33640	307	10	on	on	ADP
bracis-33640	307	11	digital	digital	ADJ
bracis-33640	307	12	government	government	NOUN
bracis-33640	307	13	research	research	NOUN
bracis-33640	307	14	,	,	PUNCT
bracis-33640	307	15	pp	pp	ADP
bracis-33640	307	16	.	.	PUNCT
bracis-33640	308	1	144–152	144–152	NUM
bracis-33640	308	2	.	.	PUNCT
bracis-33640	308	3	acm	acm	PROPN
bracis-33640	308	4	,	,	PUNCT
bracis-33640	308	5	new	new	PROPN
bracis-33640	308	6	york	york	PROPN
bracis-33640	308	7	(	(	PUNCT
bracis-33640	308	8	2023	2023	NUM
bracis-33640	308	9	)	)	PUNCT
bracis-33640	308	10	.	.	PUNCT
bracis-33640	309	1	https://doi.org/10.1145/3598469.3598485	https://doi.org/10.1145/3598469.3598485	PROPN
bracis-33640	309	2	pargent	pargent	PROPN
bracis-33640	309	3	,	,	PUNCT
bracis-33640	309	4	f.	f.	PROPN
bracis-33640	309	5	,	,	PUNCT
bracis-33640	309	6	pfisterer	pfisterer	PROPN
bracis-33640	309	7	,	,	PUNCT
bracis-33640	309	8	f.	f.	PROPN
bracis-33640	309	9	,	,	PUNCT
bracis-33640	309	10	thomas	thomas	PROPN
bracis-33640	309	11	,	,	PUNCT
bracis-33640	309	12	j.	j.	PROPN
bracis-33640	309	13	,	,	PUNCT
bracis-33640	309	14	bischl	bischl	PROPN
bracis-33640	309	15	,	,	PUNCT
bracis-33640	309	16	b.	b.	PROPN
bracis-33640	309	17	:	:	PUNCT
bracis-33640	309	18	regularized	regularize	VERB
bracis-33640	309	19	target	target	NOUN
bracis-33640	309	20	encoding	encoding	NOUN
bracis-33640	309	21	outperforms	outperform	NOUN
bracis-33640	309	22	traditional	traditional	ADJ
bracis-33640	309	23	methods	method	NOUN
bracis-33640	309	24	in	in	ADP
bracis-33640	309	25	supervised	supervised	ADJ
bracis-33640	309	26	machine	machine	NOUN
bracis-33640	309	27	learning	learning	NOUN
bracis-33640	309	28	with	with	ADP
bracis-33640	309	29	high	high	ADJ
bracis-33640	309	30	cardinality	cardinality	NOUN
bracis-33640	309	31	features	feature	NOUN
bracis-33640	309	32	.	.	PUNCT
bracis-33640	310	1	comput	comput	NOUN
bracis-33640	310	2	.	.	PUNCT
bracis-33640	311	1	stat	stat	PROPN
bracis-33640	311	2	.	.	PUNCT
bracis-33640	312	1	37	37	NUM
bracis-33640	312	2	,	,	PUNCT
bracis-33640	312	3	2671–2692	2671–2692	NUM
bracis-33640	312	4	(	(	PUNCT
bracis-33640	312	5	2022	2022	NUM
bracis-33640	312	6	)	)	PUNCT
bracis-33640	312	7	.	.	PUNCT
bracis-33640	313	1	https://doi.org/10.1007/s00180-022-01207-6	https://doi.org/10.1007/s00180-022-01207-6	NUM
bracis-33640	313	2	article	article	NOUN
bracis-33640	313	3	  	  	SPACE
bracis-33640	313	4	mathscinet	mathscinet	NOUN
bracis-33640	313	5	  	  	SPACE
bracis-33640	313	6	math	math	NOUN
bracis-33640	313	7	  	  	SPACE
bracis-33640	313	8	google	google	PROPN
bracis-33640	313	9	scholar	scholar	NOUN
bracis-33640	313	10	  	  	SPACE
bracis-33640	313	11	download	download	NOUN
bracis-33640	313	12	references	reference	NOUN
bracis-33640	313	13	author	author	NOUN
bracis-33640	313	14	information	information	NOUN
bracis-33640	313	15	authors	author	NOUN
bracis-33640	313	16	and	and	CCONJ
bracis-33640	313	17	affiliations	affiliation	NOUN
bracis-33640	313	18	departamento	departamento	PROPN
bracis-33640	313	19	de	de	PROPN
bracis-33640	313	20	computação	computação	PROPN
bracis-33640	313	21	,	,	PUNCT
bracis-33640	313	22	universidade	universidade	ADJ
bracis-33640	313	23	federal	federal	ADJ
bracis-33640	313	24	rural	rural	PROPN
bracis-33640	313	25	de	de	X
bracis-33640	313	26	pernambuco	pernambuco	PROPN
bracis-33640	313	27	,	,	PUNCT
bracis-33640	313	28	recife	recife	PROPN
bracis-33640	313	29	,	,	PUNCT
bracis-33640	313	30	brazil	brazil	PROPN
bracis-33640	313	31	maria	maria	PROPN
bracis-33640	313	32	santana	santana	PROPN
bracis-33640	313	33	,	,	PUNCT
bracis-33640	313	34	 	 	SPACE
bracis-33640	313	35	pablo	pablo	PROPN
bracis-33640	313	36	sampaio	sampaio	PROPN
bracis-33640	313	37	 	 	SPACE
bracis-33640	313	38	&	&	CCONJ
bracis-33640	313	39	 	 	SPACE
bracis-33640	313	40	kellyton	kellyton	PROPN
bracis-33640	313	41	brito	brito	PROPN
bracis-33640	313	42	deinfo	deinfo	PROPN
bracis-33640	313	43	,	,	PUNCT
bracis-33640	313	44	universidade	universidade	PROPN
bracis-33640	313	45	federal	federal	PROPN
bracis-33640	313	46	rural	rural	PROPN
bracis-33640	313	47	de	de	X
bracis-33640	313	48	pernambuco	pernambuco	PROPN
bracis-33640	313	49	,	,	PUNCT
bracis-33640	313	50	recife	recife	PROPN
bracis-33640	313	51	,	,	PUNCT
bracis-33640	313	52	brazil	brazil	PROPN
bracis-33640	313	53	josé	josé	PROPN
bracis-33640	313	54	santana	santana	PROPN
bracis-33640	313	55	authors	authors	PROPN
bracis-33640	313	56	maria	maria	PROPN
bracis-33640	313	57	santanaview	santanaview	PROPN
bracis-33640	313	58	author	author	NOUN
bracis-33640	313	59	publications	publication	NOUN
bracis-33640	313	60	search	search	NOUN
bracis-33640	313	61	author	author	NOUN
bracis-33640	313	62	on	on	ADP
bracis-33640	313	63	:	:	PUNCT
bracis-33640	313	64	pubmed	pubmed	PROPN
bracis-33640	313	65	 	 	SPACE
bracis-33640	313	66	google	google	PROPN
bracis-33640	313	67	scholar	scholar	PROPN
bracis-33640	313	68	josé	josé	PROPN
bracis-33640	313	69	santanaview	santanaview	PROPN
bracis-33640	313	70	author	author	NOUN
bracis-33640	313	71	publications	publication	NOUN
bracis-33640	313	72	search	search	NOUN
bracis-33640	313	73	author	author	NOUN
bracis-33640	313	74	on	on	ADP
bracis-33640	313	75	:	:	PUNCT
bracis-33640	313	76	pubmed	pubmed	PROPN
bracis-33640	313	77	 	 	SPACE
bracis-33640	313	78	google	google	PROPN
bracis-33640	313	79	scholar	scholar	NOUN
bracis-33640	313	80	pablo	pablo	PROPN
bracis-33640	313	81	sampaioview	sampaioview	PROPN
bracis-33640	313	82	author	author	NOUN
bracis-33640	313	83	publications	publication	NOUN
bracis-33640	313	84	search	search	NOUN
bracis-33640	313	85	author	author	NOUN
bracis-33640	313	86	on	on	ADP
bracis-33640	313	87	:	:	PUNCT
bracis-33640	313	88	pubmed	pubmed	PROPN
bracis-33640	313	89	 	 	SPACE
bracis-33640	313	90	google	google	PROPN
bracis-33640	313	91	scholar	scholar	NOUN
bracis-33640	313	92	kellyton	kellyton	NOUN
bracis-33640	313	93	britoview	britoview	VERB
bracis-33640	313	94	author	author	NOUN
bracis-33640	313	95	publications	publication	NOUN
bracis-33640	313	96	search	search	NOUN
bracis-33640	313	97	author	author	NOUN
bracis-33640	313	98	on	on	ADP
bracis-33640	313	99	:	:	PUNCT
bracis-33640	313	100	pubmed	pubmed	PROPN
bracis-33640	313	101	 	 	SPACE
bracis-33640	313	102	google	google	PROPN
bracis-33640	313	103	scholar	scholar	NOUN
bracis-33640	313	104	corresponding	correspond	VERB
bracis-33640	313	105	author	author	NOUN
bracis-33640	313	106	correspondence	correspondence	NOUN
bracis-33640	313	107	to	to	ADP
bracis-33640	313	108	pablo	pablo	PROPN
bracis-33640	313	109	sampaio	sampaio	PROPN
bracis-33640	313	110	.	.	PUNCT
bracis-33640	314	1	editor	editor	NOUN
bracis-33640	314	2	information	information	NOUN
bracis-33640	314	3	editors	editor	NOUN
bracis-33640	314	4	and	and	CCONJ
bracis-33640	314	5	affiliations	affiliation	NOUN
bracis-33640	314	6	universidade	universidade	VERB
bracis-33640	314	7	federal	federal	PROPN
bracis-33640	314	8	fluminense	fluminense	PROPN
bracis-33640	314	9	,	,	PUNCT
bracis-33640	314	10	niterói	niterói	PROPN
bracis-33640	314	11	,	,	PUNCT
bracis-33640	314	12	brazil	brazil	PROPN
bracis-33640	314	13	aline	aline	PROPN
bracis-33640	314	14	paes	paes	PROPN
bracis-33640	314	15	instituto	instituto	PROPN
bracis-33640	314	16	tecnológico	tecnológico	PROPN
bracis-33640	314	17	de	de	PROPN
bracis-33640	314	18	aeronáutica	aeronáutica	PROPN
bracis-33640	314	19	,	,	PUNCT
bracis-33640	314	20	são	são	PROPN
bracis-33640	314	21	josé	josé	PROPN
bracis-33640	314	22	dos	dos	PROPN
bracis-33640	314	23	campos	campos	PROPN
bracis-33640	314	24	,	,	PUNCT
bracis-33640	314	25	brazil	brazil	PROPN
bracis-33640	314	26	filipe	filipe	PROPN
bracis-33640	314	27	a.	a.	PROPN
bracis-33640	314	28	n.	n.	PROPN
bracis-33640	314	29	verri	verri	PROPN
bracis-33640	314	30	rights	right	NOUN
bracis-33640	314	31	and	and	CCONJ
bracis-33640	314	32	permissions	permission	NOUN
bracis-33640	314	33	reprints	reprint	NOUN
bracis-33640	314	34	and	and	CCONJ
bracis-33640	314	35	permissions	permission	VERB
bracis-33640	314	36	copyright	copyright	NOUN
bracis-33640	314	37	information	information	NOUN
bracis-33640	314	38	©	©	ADP
bracis-33640	314	39	2025	2025	NUM
bracis-33640	314	40	the	the	DET
bracis-33640	314	41	author(s	author(s	NOUN
bracis-33640	314	42	)	)	PUNCT
bracis-33640	314	43	,	,	PUNCT
bracis-33640	314	44	under	under	ADP
bracis-33640	314	45	exclusive	exclusive	ADJ
bracis-33640	314	46	license	license	NOUN
bracis-33640	314	47	to	to	ADP
bracis-33640	314	48	springer	springer	NOUN
bracis-33640	314	49	nature	nature	PROPN
bracis-33640	314	50	switzerland	switzerland	PROPN
bracis-33640	314	51	ag	ag	PROPN
bracis-33640	314	52	about	about	ADP
bracis-33640	314	53	this	this	DET
bracis-33640	314	54	paper	paper	NOUN
bracis-33640	314	55	cite	cite	VERB
bracis-33640	314	56	this	this	DET
bracis-33640	314	57	paper	paper	NOUN
bracis-33640	314	58	santana	santana	PROPN
bracis-33640	314	59	,	,	PUNCT
bracis-33640	314	60	m.	m.	NOUN
bracis-33640	314	61	,	,	PUNCT
bracis-33640	314	62	santana	santana	PROPN
bracis-33640	314	63	,	,	PUNCT
bracis-33640	314	64	j.	j.	PROPN
bracis-33640	314	65	,	,	PUNCT
bracis-33640	314	66	sampaio	sampaio	PROPN
bracis-33640	314	67	,	,	PUNCT
bracis-33640	314	68	p.	p.	PROPN
bracis-33640	314	69	,	,	PUNCT
bracis-33640	314	70	brito	brito	PROPN
bracis-33640	314	71	,	,	PUNCT
bracis-33640	314	72	k.	k.	PROPN
bracis-33640	314	73	(	(	PUNCT
bracis-33640	314	74	2025	2025	NUM
bracis-33640	314	75	)	)	PUNCT
bracis-33640	314	76	.	.	PUNCT
bracis-33640	315	1	predicting	predict	VERB
bracis-33640	315	2	engagement	engagement	NOUN
bracis-33640	315	3	of	of	ADP
bracis-33640	315	4	brazilian	brazilian	ADJ
bracis-33640	315	5	politicians	politician	NOUN
bracis-33640	315	6	on	on	ADP
bracis-33640	315	7	tiktok	tiktok	NOUN
bracis-33640	315	8	:	:	PUNCT
bracis-33640	315	9	a	a	DET
bracis-33640	315	10	machine	machine	NOUN
bracis-33640	315	11	learning	learn	VERB
bracis-33640	315	12	approach	approach	NOUN
bracis-33640	315	13	.	.	PUNCT
bracis-33640	316	1	in	in	ADP
bracis-33640	316	2	:	:	PUNCT
bracis-33640	316	3	paes	paes	PROPN
bracis-33640	316	4	,	,	PUNCT
bracis-33640	316	5	a.	a.	PROPN
bracis-33640	316	6	,	,	PUNCT
bracis-33640	316	7	verri	verri	NOUN
bracis-33640	316	8	,	,	PUNCT
bracis-33640	316	9	f.a.n	f.a.n	ADJ
bracis-33640	316	10	.	.	PUNCT
bracis-33640	316	11	(	(	PUNCT
bracis-33640	316	12	eds	ed	NOUN
bracis-33640	316	13	)	)	PUNCT
bracis-33640	316	14	intelligent	intelligent	ADJ
bracis-33640	316	15	systems	system	NOUN
bracis-33640	316	16	.	.	PUNCT
bracis-33640	316	17	bracis	bracis	PROPN
bracis-33640	316	18	2024	2024	NUM
bracis-33640	316	19	.	.	PUNCT
bracis-33640	317	1	lecture	lecture	NOUN
bracis-33640	317	2	notes	note	NOUN
bracis-33640	317	3	in	in	ADP
bracis-33640	317	4	computer	computer	NOUN
bracis-33640	317	5	science	science	NOUN
bracis-33640	317	6	(	(	PUNCT
bracis-33640	317	7	)	)	PUNCT
bracis-33640	317	8	,	,	PUNCT
bracis-33640	317	9	vol	vol	NOUN
bracis-33640	317	10	15414	15414	NUM
bracis-33640	317	11	.	.	PUNCT
bracis-33640	318	1	springer	springer	NOUN
bracis-33640	318	2	,	,	PUNCT
bracis-33640	318	3	cham	cham	PROPN
bracis-33640	318	4	.	.	PUNCT
bracis-33640	319	1	https://doi.org/10.1007/978-3-031-79035-5_27	https://doi.org/10.1007/978-3-031-79035-5_27	PROPN
bracis-33640	319	2	download	download	NOUN
bracis-33640	319	3	citation	citation	NOUN
bracis-33640	319	4	.ris	.ris	PUNCT
bracis-33640	320	1	.enw	.enw	PROPN
bracis-33640	320	2	.bib	.bib	PUNCT
bracis-33640	321	1	doi	doi	PROPN
bracis-33640	321	2	:	:	PUNCT
bracis-33640	321	3	https://doi.org/10.1007/978-3-031-79035-5_27	https://doi.org/10.1007/978-3-031-79035-5_27	PROPN
bracis-33640	321	4	published	publish	VERB
bracis-33640	321	5	:	:	PUNCT
bracis-33640	321	6	30	30	NUM
bracis-33640	321	7	january	january	PROPN
bracis-33640	321	8	2025	2025	NUM
bracis-33640	321	9	publisher	publisher	NOUN
bracis-33640	321	10	name	name	NOUN
bracis-33640	321	11	:	:	PUNCT
bracis-33640	321	12	springer	springer	NOUN
bracis-33640	321	13	,	,	PUNCT
bracis-33640	321	14	cham	cham	PROPN
bracis-33640	321	15	print	print	PROPN
bracis-33640	321	16	isbn	isbn	PROPN
bracis-33640	321	17	:	:	PUNCT
bracis-33640	321	18	978	978	NUM
bracis-33640	321	19	-	-	SYM
bracis-33640	321	20	3	3	NUM
bracis-33640	321	21	-	-	PUNCT
bracis-33640	321	22	031	031	NUM
bracis-33640	321	23	-	-	PUNCT
bracis-33640	321	24	79034	79034	NUM
bracis-33640	321	25	-	-	SYM
bracis-33640	321	26	8	8	NUM
bracis-33640	321	27	online	online	ADJ
bracis-33640	321	28	isbn	isbn	NOUN
bracis-33640	321	29	:	:	PUNCT
bracis-33640	321	30	978	978	NUM
bracis-33640	321	31	-	-	SYM
bracis-33640	321	32	3	3	NUM
bracis-33640	321	33	-	-	PUNCT
bracis-33640	321	34	031	031	NUM
bracis-33640	321	35	-	-	PUNCT
bracis-33640	321	36	79035	79035	NUM
bracis-33640	321	37	-	-	PUNCT
bracis-33640	321	38	5	5	NUM
bracis-33640	321	39	ebook	ebook	NOUN
bracis-33640	321	40	packages	package	NOUN
bracis-33640	321	41	:	:	PUNCT
bracis-33640	321	42	computer	computer	NOUN
bracis-33640	321	43	sciencecomputer	sciencecomputer	NOUN
bracis-33640	321	44	science	science	NOUN
bracis-33640	321	45	(	(	PUNCT
bracis-33640	321	46	r0	r0	NOUN
bracis-33640	321	47	)	)	PUNCT
bracis-33640	321	48	share	share	VERB
bracis-33640	321	49	this	this	DET
bracis-33640	321	50	paper	paper	NOUN
bracis-33640	321	51	anyone	anyone	PRON
bracis-33640	321	52	you	you	PRON
bracis-33640	321	53	share	share	VERB
bracis-33640	321	54	the	the	DET
bracis-33640	321	55	following	follow	VERB
bracis-33640	321	56	link	link	NOUN
bracis-33640	321	57	with	with	ADP
bracis-33640	321	58	will	will	AUX
bracis-33640	321	59	be	be	AUX
bracis-33640	321	60	able	able	ADJ
bracis-33640	321	61	to	to	PART
bracis-33640	321	62	read	read	VERB
bracis-33640	321	63	this	this	DET
bracis-33640	321	64	content	content	NOUN
bracis-33640	321	65	:	:	PUNCT
bracis-33640	321	66	get	get	VERB
bracis-33640	321	67	shareable	shareable	ADJ
bracis-33640	321	68	linksorry	linksorry	NOUN
bracis-33640	321	69	,	,	PUNCT
bracis-33640	321	70	a	a	DET
bracis-33640	321	71	shareable	shareable	ADJ
bracis-33640	321	72	link	link	NOUN
bracis-33640	321	73	is	be	AUX
bracis-33640	321	74	not	not	PART
bracis-33640	321	75	currently	currently	ADV
bracis-33640	321	76	available	available	ADJ
bracis-33640	321	77	for	for	ADP
bracis-33640	321	78	this	this	DET
bracis-33640	321	79	article	article	NOUN
bracis-33640	321	80	.	.	PUNCT
bracis-33640	322	1	copy	copy	VERB
bracis-33640	322	2	shareable	shareable	ADJ
bracis-33640	322	3	link	link	NOUN
bracis-33640	322	4	to	to	PART
bracis-33640	322	5	clipboard	clipboard	NOUN
bracis-33640	322	6	provided	provide	VERB
bracis-33640	322	7	by	by	ADP
bracis-33640	322	8	the	the	DET
bracis-33640	322	9	springer	springer	NOUN
bracis-33640	322	10	nature	nature	PROPN
bracis-33640	322	11	sharedit	sharedit	PROPN
bracis-33640	322	12	content	content	NOUN
bracis-33640	322	13	-	-	PUNCT
bracis-33640	322	14	sharing	share	VERB
bracis-33640	322	15	initiative	initiative	NOUN
bracis-33640	322	16	keywords	keyword	NOUN
bracis-33640	322	17	tiktok	tiktok	ADJ
bracis-33640	322	18	political	political	ADJ
bracis-33640	322	19	campaigns	campaign	NOUN
bracis-33640	322	20	social	social	ADJ
bracis-33640	322	21	media	medium	NOUN
bracis-33640	322	22	engagement	engagement	NOUN
bracis-33640	322	23	prediction	prediction	NOUN
bracis-33640	322	24	machine	machine	NOUN
bracis-33640	322	25	learning	learn	VERB
bracis-33640	322	26	brazilian	brazilian	ADJ
bracis-33640	322	27	election	election	NOUN
bracis-33640	322	28	publish	publish	NOUN
bracis-33640	322	29	with	with	ADP
bracis-33640	322	30	us	us	PROPN
bracis-33640	322	31	policies	policy	NOUN
bracis-33640	322	32	and	and	CCONJ
bracis-33640	322	33	ethics	ethic	NOUN
bracis-33640	322	34	search	search	NOUN
bracis-33640	322	35	search	search	NOUN
bracis-33640	322	36	by	by	ADP
bracis-33640	322	37	keyword	keyword	NOUN
bracis-33640	322	38	or	or	CCONJ
bracis-33640	322	39	author	author	NOUN
bracis-33640	322	40	search	search	NOUN
bracis-33640	322	41	navigation	navigation	NOUN
bracis-33640	322	42	find	find	VERB
bracis-33640	322	43	a	a	DET
bracis-33640	322	44	journal	journal	NOUN
bracis-33640	322	45	publish	publish	VERB
bracis-33640	322	46	with	with	ADP
bracis-33640	322	47	us	we	PRON
bracis-33640	322	48	track	track	VERB
bracis-33640	322	49	your	your	PRON
bracis-33640	322	50	research	research	NOUN
bracis-33640	322	51	discover	discover	VERB
bracis-33640	322	52	content	content	NOUN
bracis-33640	322	53	journals	journal	NOUN
bracis-33640	322	54	a	a	DET
bracis-33640	322	55	-	-	PUNCT
bracis-33640	322	56	z	z	NOUN
bracis-33640	322	57	books	book	NOUN
bracis-33640	322	58	a	a	DET
bracis-33640	322	59	-	-	PUNCT
bracis-33640	322	60	z	z	NOUN
bracis-33640	322	61	publish	publish	NOUN
bracis-33640	322	62	with	with	ADP
bracis-33640	322	63	us	us	PROPN
bracis-33640	322	64	journal	journal	PROPN
bracis-33640	322	65	finder	finder	PROPN
bracis-33640	322	66	publish	publish	VERB
bracis-33640	322	67	your	your	PRON
bracis-33640	322	68	research	research	NOUN
bracis-33640	322	69	language	language	NOUN
bracis-33640	322	70	editing	edit	VERB
bracis-33640	322	71	open	open	ADJ
bracis-33640	322	72	access	access	NOUN
bracis-33640	322	73	publishing	publishing	NOUN
bracis-33640	322	74	products	product	NOUN
bracis-33640	322	75	and	and	CCONJ
bracis-33640	322	76	services	service	NOUN
bracis-33640	322	77	our	our	PRON
bracis-33640	322	78	products	product	NOUN
bracis-33640	322	79	librarians	librarian	VERB
bracis-33640	322	80	societies	society	NOUN
bracis-33640	322	81	partners	partner	NOUN
bracis-33640	322	82	and	and	CCONJ
bracis-33640	322	83	advertisers	advertiser	NOUN
bracis-33640	322	84	our	our	PRON
bracis-33640	322	85	brands	brand	NOUN
bracis-33640	322	86	springer	springer	NOUN
bracis-33640	322	87	nature	nature	PROPN
bracis-33640	322	88	portfolio	portfolio	PROPN
bracis-33640	322	89	bmc	bmc	PROPN
bracis-33640	322	90	palgrave	palgrave	PROPN
bracis-33640	322	91	macmillan	macmillan	PROPN
bracis-33640	322	92	apress	apress	PROPN
bracis-33640	322	93	discover	discover	VERB
bracis-33640	322	94	your	your	PRON
bracis-33640	322	95	privacy	privacy	NOUN
bracis-33640	322	96	choices	choice	NOUN
bracis-33640	322	97	/	/	SYM
bracis-33640	322	98	manage	manage	NOUN
bracis-33640	322	99	cookies	cookie	NOUN
bracis-33640	322	100	your	your	PRON
bracis-33640	322	101	us	us	PROPN
bracis-33640	323	1	state	state	NOUN
bracis-33640	323	2	privacy	privacy	NOUN
bracis-33640	323	3	rights	right	NOUN
bracis-33640	323	4	accessibility	accessibility	NOUN
bracis-33640	323	5	statement	statement	NOUN
bracis-33640	323	6	terms	term	NOUN
bracis-33640	323	7	and	and	CCONJ
bracis-33640	323	8	conditions	condition	NOUN
bracis-33640	323	9	privacy	privacy	NOUN
bracis-33640	323	10	policy	policy	NOUN
bracis-33640	323	11	help	help	NOUN
bracis-33640	323	12	and	and	CCONJ
bracis-33640	323	13	support	support	VERB
bracis-33640	323	14	legal	legal	ADJ
bracis-33640	323	15	notice	notice	NOUN
bracis-33640	323	16	cancel	cancel	VERB
bracis-33640	323	17	contracts	contract	NOUN
bracis-33640	323	18	here	here	ADV
bracis-33640	323	19	129.74.145.123	129.74.145.123	NUM
bracis-33640	323	20	hesburgh	hesburgh	PROPN
bracis-33640	323	21	library	library	PROPN
bracis-33640	323	22	er	er	INTJ
bracis-33640	323	23	unit	unit	NOUN
bracis-33640	323	24	(	(	PUNCT
bracis-33640	323	25	3005732405	3005732405	NUM
bracis-33640	323	26	)	)	PUNCT
bracis-33640	323	27	northeast	northeast	ADJ
bracis-33640	323	28	research	research	NOUN
bracis-33640	323	29	libraries	library	NOUN
bracis-33640	323	30	(	(	PUNCT
bracis-33640	323	31	nerl	nerl	PROPN
bracis-33640	323	32	)	)	PUNCT
bracis-33640	323	33	(	(	PUNCT
bracis-33640	323	34	8200828607	8200828607	NUM
bracis-33640	323	35	)	)	PUNCT
bracis-33640	323	36	nerl	nerl	VERB
bracis-33640	323	37	ta	ta	X
bracis-33640	323	38	account	account	NOUN
bracis-33640	323	39	(	(	PUNCT
bracis-33640	323	40	3006206169	3006206169	NUM
bracis-33640	323	41	)	)	PUNCT
bracis-33640	323	42	university	university	NOUN
bracis-33640	323	43	of	of	ADP
bracis-33640	323	44	notre	notre	PROPN
bracis-33640	323	45	dame	dame	PROPN
bracis-33640	323	46	hesburgh	hesburgh	PROPN
bracis-33640	323	47	library	library	NOUN
bracis-33640	323	48	(	(	PUNCT
bracis-33640	323	49	3000184373	3000184373	NUM
bracis-33640	323	50	)	)	PUNCT
bracis-33640	324	1	©	©	ADP
bracis-33640	324	2	2025	2025	NUM
bracis-33640	324	3	springer	springer	NOUN
bracis-33640	324	4	nature	nature	NOUN