id	sid	tid	token	lemma	pos
bracis-28363	1	1	analyzing	analyze	VERB
bracis-28363	1	2	college	college	NOUN
bracis-28363	1	3	student	student	NOUN
bracis-28363	1	4	dropout	dropout	NOUN
bracis-28363	1	5	risk	risk	NOUN
bracis-28363	1	6	prediction	prediction	NOUN
bracis-28363	1	7	in	in	ADP
bracis-28363	1	8	 	 	SPACE
bracis-28363	1	9	real	real	ADJ
bracis-28363	1	10	data	datum	NOUN
bracis-28363	1	11	using	use	VERB
bracis-28363	1	12	walk	walk	NOUN
bracis-28363	1	13	-	-	PUNCT
bracis-28363	1	14	forward	forward	ADV
bracis-28363	1	15	validation	validation	NOUN
bracis-28363	1	16	|	|	NOUN
bracis-28363	1	17	springer	springer	NOUN
bracis-28363	1	18	nature	nature	PROPN
bracis-28363	1	19	link	link	PROPN
bracis-28363	1	20	(	(	PUNCT
bracis-28363	1	21	formerly	formerly	ADV
bracis-28363	1	22	springerlink	springerlink	NOUN
bracis-28363	1	23	)	)	PUNCT
bracis-28363	1	24	skip	skip	VERB
bracis-28363	1	25	to	to	ADP
bracis-28363	1	26	main	main	ADJ
bracis-28363	1	27	content	content	NOUN
bracis-28363	1	28	advertisement	advertisement	NOUN
bracis-28363	1	29	log	log	NOUN
bracis-28363	1	30	in	in	ADP
bracis-28363	1	31	menu	menu	NOUN
bracis-28363	1	32	find	find	VERB
bracis-28363	1	33	a	a	DET
bracis-28363	1	34	journal	journal	NOUN
bracis-28363	1	35	publish	publish	VERB
bracis-28363	1	36	with	with	ADP
bracis-28363	1	37	us	we	PRON
bracis-28363	1	38	track	track	VERB
bracis-28363	1	39	your	your	PRON
bracis-28363	1	40	research	research	NOUN
bracis-28363	1	41	search	search	NOUN
bracis-28363	1	42	cart	cart	NOUN
bracis-28363	1	43	home	home	NOUN
bracis-28363	1	44	intelligent	intelligent	ADJ
bracis-28363	1	45	systems	system	NOUN
bracis-28363	1	46	conference	conference	NOUN
bracis-28363	1	47	paper	paper	NOUN
bracis-28363	1	48	analyzing	analyze	VERB
bracis-28363	1	49	college	college	NOUN
bracis-28363	1	50	student	student	NOUN
bracis-28363	1	51	dropout	dropout	NOUN
bracis-28363	1	52	risk	risk	NOUN
bracis-28363	1	53	prediction	prediction	NOUN
bracis-28363	1	54	in	in	ADP
bracis-28363	1	55	 	 	SPACE
bracis-28363	1	56	real	real	ADJ
bracis-28363	1	57	data	datum	NOUN
bracis-28363	1	58	using	use	VERB
bracis-28363	1	59	walk	walk	NOUN
bracis-28363	1	60	-	-	PUNCT
bracis-28363	1	61	forward	forward	NOUN
bracis-28363	1	62	validation	validation	NOUN
bracis-28363	1	63	conference	conference	NOUN
bracis-28363	1	64	paper	paper	NOUN
bracis-28363	1	65	first	first	ADV
bracis-28363	1	66	online	online	ADV
bracis-28363	1	67	:	:	PUNCT
bracis-28363	1	68	12	12	NUM
bracis-28363	1	69	october	october	NOUN
bracis-28363	1	70	2023	2023	NUM
bracis-28363	1	71	pp	pp	PROPN
bracis-28363	1	72	291–305	291–305	NUM
bracis-28363	1	73	cite	cite	VERB
bracis-28363	1	74	this	this	DET
bracis-28363	1	75	conference	conference	NOUN
bracis-28363	1	76	paper	paper	NOUN
bracis-28363	1	77	access	access	NOUN
bracis-28363	1	78	provided	provide	VERB
bracis-28363	1	79	by	by	ADP
bracis-28363	1	80	university	university	PROPN
bracis-28363	1	81	of	of	ADP
bracis-28363	1	82	notre	notre	PROPN
bracis-28363	1	83	dame	dame	PROPN
bracis-28363	1	84	hesburgh	hesburgh	PROPN
bracis-28363	1	85	library	library	PROPN
bracis-28363	1	86	download	download	PROPN
bracis-28363	1	87	book	book	NOUN
bracis-28363	1	88	pdf	pdf	PROPN
bracis-28363	1	89	download	download	NOUN
bracis-28363	1	90	book	book	NOUN
bracis-28363	1	91	epub	epub	PROPN
bracis-28363	1	92	intelligent	intelligent	ADJ
bracis-28363	1	93	systems	system	NOUN
bracis-28363	1	94	(	(	PUNCT
bracis-28363	1	95	bracis	bracis	NOUN
bracis-28363	1	96	2023	2023	NUM
bracis-28363	1	97	)	)	PUNCT
bracis-28363	1	98	analyzing	analyze	VERB
bracis-28363	1	99	college	college	NOUN
bracis-28363	1	100	student	student	NOUN
bracis-28363	1	101	dropout	dropout	NOUN
bracis-28363	1	102	risk	risk	NOUN
bracis-28363	1	103	prediction	prediction	NOUN
bracis-28363	1	104	in	in	ADP
bracis-28363	1	105	 	 	SPACE
bracis-28363	1	106	real	real	ADJ
bracis-28363	1	107	data	datum	NOUN
bracis-28363	1	108	using	use	VERB
bracis-28363	1	109	walk	walk	NOUN
bracis-28363	1	110	-	-	PUNCT
bracis-28363	1	111	forward	forward	ADV
bracis-28363	1	112	validation	validation	NOUN
bracis-28363	1	113	download	download	NOUN
bracis-28363	1	114	book	book	NOUN
bracis-28363	1	115	pdf	pdf	PROPN
bracis-28363	1	116	download	download	NOUN
bracis-28363	1	117	book	book	PROPN
bracis-28363	1	118	epub	epub	PROPN
bracis-28363	1	119	rodolfo	rodolfo	PROPN
bracis-28363	1	120	sanches	sanches	PROPN
bracis-28363	1	121	santos9	santos9	PROPN
bracis-28363	1	122	,	,	PUNCT
bracis-28363	1	123	moacir	moacir	PROPN
bracis-28363	1	124	antonelli	antonelli	PROPN
bracis-28363	1	125	ponti9	ponti9	PROPN
bracis-28363	1	126	&	&	CCONJ
bracis-28363	1	127	kamila	kamila	PROPN
bracis-28363	1	128	rios	rios	PROPN
bracis-28363	1	129	rodrigues9	rodrigues9	PROPN
bracis-28363	1	130	  	  	SPACE
bracis-28363	1	131	part	part	NOUN
bracis-28363	1	132	of	of	ADP
bracis-28363	1	133	the	the	DET
bracis-28363	1	134	book	book	NOUN
bracis-28363	1	135	series	series	NOUN
bracis-28363	1	136	:	:	PUNCT
bracis-28363	1	137	lecture	lecture	NOUN
bracis-28363	1	138	notes	note	NOUN
bracis-28363	1	139	in	in	ADP
bracis-28363	1	140	computer	computer	NOUN
bracis-28363	1	141	science	science	NOUN
bracis-28363	1	142	(	(	PUNCT
bracis-28363	1	143	(	(	PUNCT
bracis-28363	1	144	lnai	lnai	ADJ
bracis-28363	1	145	,	,	PUNCT
bracis-28363	1	146	volume	volume	NOUN
bracis-28363	1	147	14195	14195	NUM
bracis-28363	1	148	)	)	PUNCT
bracis-28363	1	149	)	)	PUNCT
bracis-28363	1	150	included	include	VERB
bracis-28363	1	151	in	in	ADP
bracis-28363	1	152	the	the	DET
bracis-28363	1	153	following	follow	VERB
bracis-28363	1	154	conference	conference	NOUN
bracis-28363	1	155	series	series	NOUN
bracis-28363	1	156	:	:	PUNCT
bracis-28363	1	157	brazilian	brazilian	ADJ
bracis-28363	1	158	conference	conference	NOUN
bracis-28363	1	159	on	on	ADP
bracis-28363	1	160	intelligent	intelligent	ADJ
bracis-28363	1	161	systems	system	NOUN
bracis-28363	1	162	584	584	NUM
bracis-28363	1	163	accesses	access	VERB
bracis-28363	1	164	1	1	NUM
bracis-28363	1	165	citation	citation	NOUN
bracis-28363	1	166	abstract	abstract	ADJ
bracis-28363	1	167	college	college	NOUN
bracis-28363	1	168	dropout	dropout	NOUN
bracis-28363	1	169	is	be	AUX
bracis-28363	1	170	a	a	DET
bracis-28363	1	171	concern	concern	NOUN
bracis-28363	1	172	for	for	ADP
bracis-28363	1	173	educational	educational	ADJ
bracis-28363	1	174	institutions	institution	NOUN
bracis-28363	1	175	since	since	SCONJ
bracis-28363	1	176	it	it	PRON
bracis-28363	1	177	directly	directly	ADV
bracis-28363	1	178	impacts	impact	VERB
bracis-28363	1	179	educational	educational	ADJ
bracis-28363	1	180	management	management	NOUN
bracis-28363	1	181	and	and	CCONJ
bracis-28363	1	182	academic	academic	ADJ
bracis-28363	1	183	results	result	NOUN
bracis-28363	1	184	,	,	PUNCT
bracis-28363	1	185	as	as	ADV
bracis-28363	1	186	well	well	ADV
bracis-28363	1	187	as	as	ADP
bracis-28363	1	188	being	be	AUX
bracis-28363	1	189	directly	directly	ADV
bracis-28363	1	190	related	relate	VERB
bracis-28363	1	191	to	to	ADP
bracis-28363	1	192	social	social	ADJ
bracis-28363	1	193	problems	problem	NOUN
bracis-28363	1	194	.	.	PUNCT
bracis-28363	2	1	therefore	therefore	ADV
bracis-28363	2	2	,	,	PUNCT
bracis-28363	2	3	there	there	PRON
bracis-28363	2	4	is	be	VERB
bracis-28363	2	5	significant	significant	ADJ
bracis-28363	2	6	incentive	incentive	NOUN
bracis-28363	2	7	for	for	ADP
bracis-28363	2	8	studies	study	NOUN
bracis-28363	2	9	that	that	PRON
bracis-28363	2	10	use	use	VERB
bracis-28363	2	11	data	datum	NOUN
bracis-28363	2	12	to	to	PART
bracis-28363	2	13	support	support	VERB
bracis-28363	2	14	decisions	decision	NOUN
bracis-28363	2	15	by	by	ADP
bracis-28363	2	16	predicting	predict	VERB
bracis-28363	2	17	risk	risk	NOUN
bracis-28363	2	18	of	of	ADP
bracis-28363	2	19	dropout	dropout	NOUN
bracis-28363	2	20	so	so	SCONJ
bracis-28363	2	21	that	that	SCONJ
bracis-28363	2	22	institutions	institution	NOUN
bracis-28363	2	23	can	can	AUX
bracis-28363	2	24	attempt	attempt	VERB
bracis-28363	2	25	to	to	PART
bracis-28363	2	26	prevent	prevent	VERB
bracis-28363	2	27	such	such	ADJ
bracis-28363	2	28	cases	case	NOUN
bracis-28363	2	29	.	.	PUNCT
bracis-28363	3	1	although	although	SCONJ
bracis-28363	3	2	machine	machine	NOUN
bracis-28363	3	3	learning	learn	VERB
bracis-28363	3	4	techniques	technique	NOUN
bracis-28363	3	5	were	be	AUX
bracis-28363	3	6	shown	show	VERB
bracis-28363	3	7	to	to	PART
bracis-28363	3	8	have	have	VERB
bracis-28363	3	9	potential	potential	NOUN
bracis-28363	3	10	for	for	ADP
bracis-28363	3	11	this	this	DET
bracis-28363	3	12	task	task	NOUN
bracis-28363	3	13	,	,	PUNCT
bracis-28363	3	14	there	there	PRON
bracis-28363	3	15	are	be	VERB
bracis-28363	3	16	many	many	ADJ
bracis-28363	3	17	steps	step	NOUN
bracis-28363	3	18	involved	involve	VERB
bracis-28363	3	19	when	when	SCONJ
bracis-28363	3	20	it	it	PRON
bracis-28363	3	21	comes	come	VERB
bracis-28363	3	22	to	to	ADP
bracis-28363	3	23	the	the	DET
bracis-28363	3	24	use	use	NOUN
bracis-28363	3	25	of	of	ADP
bracis-28363	3	26	real	real	ADJ
bracis-28363	3	27	data	datum	NOUN
bracis-28363	3	28	,	,	PUNCT
bracis-28363	3	29	which	which	PRON
bracis-28363	3	30	comes	come	VERB
bracis-28363	3	31	from	from	ADP
bracis-28363	3	32	scattered	scatter	VERB
bracis-28363	3	33	systems	system	NOUN
bracis-28363	3	34	and	and	CCONJ
bracis-28363	3	35	present	present	ADJ
bracis-28363	3	36	issues	issue	NOUN
bracis-28363	3	37	such	such	ADJ
bracis-28363	3	38	as	as	ADP
bracis-28363	3	39	need	need	NOUN
bracis-28363	3	40	for	for	ADP
bracis-28363	3	41	data	datum	NOUN
bracis-28363	3	42	cleaning	cleaning	NOUN
bracis-28363	3	43	and	and	CCONJ
bracis-28363	3	44	preparation	preparation	NOUN
bracis-28363	3	45	,	,	PUNCT
bracis-28363	3	46	high	high	ADJ
bracis-28363	3	47	dimensionality	dimensionality	NOUN
bracis-28363	3	48	of	of	ADP
bracis-28363	3	49	the	the	DET
bracis-28363	3	50	data	datum	NOUN
bracis-28363	3	51	requiring	require	VERB
bracis-28363	3	52	adequate	adequate	ADJ
bracis-28363	3	53	feature	feature	NOUN
bracis-28363	3	54	selection	selection	NOUN
bracis-28363	3	55	,	,	PUNCT
bracis-28363	3	56	as	as	ADV
bracis-28363	3	57	well	well	ADV
bracis-28363	3	58	as	as	ADP
bracis-28363	3	59	class	class	NOUN
bracis-28363	3	60	imbalance	imbalance	NOUN
bracis-28363	3	61	.	.	PUNCT
bracis-28363	4	1	in	in	ADP
bracis-28363	4	2	this	this	DET
bracis-28363	4	3	paper	paper	NOUN
bracis-28363	4	4	,	,	PUNCT
bracis-28363	4	5	we	we	PRON
bracis-28363	4	6	used	use	VERB
bracis-28363	4	7	data	datum	NOUN
bracis-28363	4	8	from	from	ADP
bracis-28363	4	9	32.892	32.892	NUM
bracis-28363	4	10	students	student	NOUN
bracis-28363	4	11	enrolled	enrol	VERB
bracis-28363	4	12	between	between	ADP
bracis-28363	4	13	2008	2008	NUM
bracis-28363	4	14	and	and	CCONJ
bracis-28363	4	15	2020	2020	NUM
bracis-28363	4	16	from	from	ADP
bracis-28363	4	17	all	all	DET
bracis-28363	4	18	courses	course	NOUN
bracis-28363	4	19	offered	offer	VERB
bracis-28363	4	20	by	by	ADP
bracis-28363	4	21	a	a	DET
bracis-28363	4	22	public	public	ADJ
bracis-28363	4	23	high	high	ADJ
bracis-28363	4	24	-	-	PUNCT
bracis-28363	4	25	education	education	NOUN
bracis-28363	4	26	institution	institution	NOUN
bracis-28363	4	27	.	.	PUNCT
bracis-28363	5	1	a	a	DET
bracis-28363	5	2	protocol	protocol	NOUN
bracis-28363	5	3	for	for	ADP
bracis-28363	5	4	data	datum	NOUN
bracis-28363	5	5	preparation	preparation	NOUN
bracis-28363	5	6	is	be	AUX
bracis-28363	5	7	proposed	propose	VERB
bracis-28363	5	8	and	and	CCONJ
bracis-28363	5	9	found	find	VERB
bracis-28363	5	10	to	to	PART
bracis-28363	5	11	be	be	AUX
bracis-28363	5	12	more	more	ADV
bracis-28363	5	13	important	important	ADJ
bracis-28363	5	14	than	than	ADP
bracis-28363	5	15	designing	design	VERB
bracis-28363	5	16	complex	complex	ADJ
bracis-28363	5	17	classifiers	classifier	NOUN
bracis-28363	5	18	.	.	PUNCT
bracis-28363	6	1	we	we	PRON
bracis-28363	6	2	present	present	VERB
bracis-28363	6	3	guidelines	guideline	NOUN
bracis-28363	6	4	when	when	SCONJ
bracis-28363	6	5	modelling	model	VERB
bracis-28363	6	6	a	a	DET
bracis-28363	6	7	college	college	NOUN
bracis-28363	6	8	dropout	dropout	NOUN
bracis-28363	6	9	classification	classification	NOUN
bracis-28363	6	10	task	task	NOUN
bracis-28363	6	11	using	use	VERB
bracis-28363	6	12	a	a	DET
bracis-28363	6	13	public	public	ADJ
bracis-28363	6	14	university	university	NOUN
bracis-28363	6	15	data	datum	NOUN
bracis-28363	6	16	and	and	CCONJ
bracis-28363	6	17	experiments	experiment	NOUN
bracis-28363	6	18	using	use	VERB
bracis-28363	6	19	walk	walk	NOUN
bracis-28363	6	20	-	-	PUNCT
bracis-28363	6	21	forward	forward	ADV
bracis-28363	6	22	validation	validation	NOUN
bracis-28363	6	23	that	that	PRON
bracis-28363	6	24	showed	show	VERB
bracis-28363	6	25	the	the	DET
bracis-28363	6	26	predictive	predictive	ADJ
bracis-28363	6	27	capacity	capacity	NOUN
bracis-28363	6	28	for	for	ADP
bracis-28363	6	29	the	the	DET
bracis-28363	6	30	first	first	ADJ
bracis-28363	6	31	years	year	NOUN
bracis-28363	6	32	.	.	PUNCT
bracis-28363	7	1	access	access	NOUN
bracis-28363	7	2	provided	provide	VERB
bracis-28363	7	3	by	by	ADP
bracis-28363	7	4	university	university	PROPN
bracis-28363	7	5	of	of	ADP
bracis-28363	7	6	notre	notre	PROPN
bracis-28363	7	7	dame	dame	PROPN
bracis-28363	7	8	hesburgh	hesburgh	PROPN
bracis-28363	7	9	library	library	PROPN
bracis-28363	7	10	.	.	PUNCT
bracis-28363	8	1	download	download	PROPN
bracis-28363	8	2	conference	conference	NOUN
bracis-28363	8	3	paper	paper	NOUN
bracis-28363	8	4	pdf	pdf	NOUN
bracis-28363	8	5	similar	similar	ADJ
bracis-28363	8	6	content	content	NOUN
bracis-28363	8	7	being	be	AUX
bracis-28363	8	8	viewed	view	VERB
bracis-28363	8	9	by	by	ADP
bracis-28363	8	10	others	other	NOUN
bracis-28363	8	11	predicting	predict	VERB
bracis-28363	8	12	student	student	NOUN
bracis-28363	8	13	drop	drop	VERB
bracis-28363	8	14	-	-	PUNCT
bracis-28363	8	15	out	out	ADP
bracis-28363	8	16	rates	rate	NOUN
bracis-28363	8	17	using	use	VERB
bracis-28363	8	18	data	datum	NOUN
bracis-28363	8	19	mining	mining	NOUN
bracis-28363	8	20	techniques	technique	NOUN
bracis-28363	8	21	:	:	PUNCT
bracis-28363	8	22	a	a	DET
bracis-28363	8	23	case	case	NOUN
bracis-28363	8	24	study	study	NOUN
bracis-28363	8	25	chapter	chapter	NOUN
bracis-28363	8	26	©	©	PROPN
bracis-28363	8	27	2018	2018	NUM
bracis-28363	8	28	predicting	predict	VERB
bracis-28363	8	29	student	student	NOUN
bracis-28363	8	30	retention	retention	NOUN
bracis-28363	8	31	in	in	ADP
bracis-28363	8	32	higher	high	ADJ
bracis-28363	8	33	education	education	NOUN
bracis-28363	8	34	using	use	VERB
bracis-28363	8	35	machine	machine	NOUN
bracis-28363	8	36	learning	learn	VERB
bracis-28363	8	37	chapter	chapter	NOUN
bracis-28363	8	38	©	©	ADP
bracis-28363	8	39	2024	2024	NUM
bracis-28363	8	40	predicting	predict	VERB
bracis-28363	8	41	student	student	NOUN
bracis-28363	8	42	performance	performance	NOUN
bracis-28363	8	43	from	from	ADP
bracis-28363	8	44	online	online	ADJ
bracis-28363	8	45	engagement	engagement	NOUN
bracis-28363	8	46	activities	activity	NOUN
bracis-28363	8	47	using	use	VERB
bracis-28363	8	48	novel	novel	ADJ
bracis-28363	8	49	statistical	statistical	ADJ
bracis-28363	8	50	features	feature	NOUN
bracis-28363	8	51	article	article	NOUN
bracis-28363	8	52	17	17	NUM
bracis-28363	8	53	january	january	PROPN
bracis-28363	8	54	2022	2022	NUM
bracis-28363	8	55	explore	explore	VERB
bracis-28363	8	56	related	relate	VERB
bracis-28363	8	57	subjects	subject	NOUN
bracis-28363	8	58	discover	discover	VERB
bracis-28363	8	59	the	the	DET
bracis-28363	8	60	latest	late	ADJ
bracis-28363	8	61	articles	article	NOUN
bracis-28363	8	62	,	,	PUNCT
bracis-28363	8	63	books	book	NOUN
bracis-28363	8	64	and	and	CCONJ
bracis-28363	8	65	news	news	NOUN
bracis-28363	8	66	in	in	ADP
bracis-28363	8	67	related	related	ADJ
bracis-28363	8	68	subjects	subject	NOUN
bracis-28363	8	69	,	,	PUNCT
bracis-28363	8	70	suggested	suggest	VERB
bracis-28363	8	71	using	use	VERB
bracis-28363	8	72	machine	machine	NOUN
bracis-28363	8	73	learning	learning	NOUN
bracis-28363	8	74	.	.	PUNCT
bracis-28363	9	1	data	data	PROPN
bracis-28363	9	2	science	science	PROPN
bracis-28363	9	3	data	data	PROPN
bracis-28363	9	4	analytics	analytics	PROPN
bracis-28363	9	5	data	data	PROPN
bracis-28363	9	6	mining	mining	NOUN
bracis-28363	9	7	educational	educational	ADJ
bracis-28363	9	8	research	research	NOUN
bracis-28363	9	9	machine	machine	NOUN
bracis-28363	9	10	learning	learn	VERB
bracis-28363	9	11	statistical	statistical	ADJ
bracis-28363	9	12	learning	learn	VERB
bracis-28363	9	13	1	1	NUM
bracis-28363	9	14	introduction	introduction	NOUN
bracis-28363	9	15	students	student	NOUN
bracis-28363	9	16	of	of	ADP
bracis-28363	9	17	higher	high	ADJ
bracis-28363	9	18	education	education	NOUN
bracis-28363	9	19	are	be	AUX
bracis-28363	9	20	exposed	expose	VERB
bracis-28363	9	21	to	to	ADP
bracis-28363	9	22	several	several	ADJ
bracis-28363	9	23	positive	positive	ADJ
bracis-28363	9	24	and	and	CCONJ
bracis-28363	9	25	negative	negative	ADJ
bracis-28363	9	26	events	event	NOUN
bracis-28363	9	27	in	in	ADP
bracis-28363	9	28	college	college	NOUN
bracis-28363	9	29	.	.	PUNCT
bracis-28363	10	1	the	the	DET
bracis-28363	10	2	successes	success	NOUN
bracis-28363	10	3	often	often	ADV
bracis-28363	10	4	outweigh	outweigh	VERB
bracis-28363	10	5	the	the	DET
bracis-28363	10	6	efforts	effort	NOUN
bracis-28363	10	7	from	from	ADP
bracis-28363	10	8	the	the	DET
bracis-28363	10	9	enrolment	enrolment	NOUN
bracis-28363	10	10	until	until	SCONJ
bracis-28363	10	11	the	the	DET
bracis-28363	10	12	student	student	NOUN
bracis-28363	10	13	effectively	effectively	ADV
bracis-28363	10	14	earns	earn	VERB
bracis-28363	10	15	a	a	DET
bracis-28363	10	16	degree	degree	NOUN
bracis-28363	10	17	,	,	PUNCT
bracis-28363	10	18	however	however	SCONJ
bracis-28363	10	19	adversities	adversity	NOUN
bracis-28363	10	20	may	may	AUX
bracis-28363	10	21	lead	lead	VERB
bracis-28363	10	22	to	to	ADP
bracis-28363	10	23	dropout	dropout	NOUN
bracis-28363	10	24	[	[	X
bracis-28363	10	25	36	36	NUM
bracis-28363	10	26	,	,	PUNCT
bracis-28363	10	27	39	39	NUM
bracis-28363	10	28	]	]	PUNCT
bracis-28363	10	29	.	.	PUNCT
bracis-28363	11	1	this	this	DET
bracis-28363	11	2	phenomenon	phenomenon	NOUN
bracis-28363	11	3	also	also	ADV
bracis-28363	11	4	related	relate	VERB
bracis-28363	11	5	to	to	ADP
bracis-28363	11	6	college	college	NOUN
bracis-28363	11	7	attrition	attrition	NOUN
bracis-28363	11	8	,	,	PUNCT
bracis-28363	11	9	is	be	AUX
bracis-28363	11	10	common	common	ADJ
bracis-28363	11	11	to	to	ADP
bracis-28363	11	12	both	both	CCONJ
bracis-28363	11	13	public	public	ADJ
bracis-28363	11	14	and	and	CCONJ
bracis-28363	11	15	private	private	ADJ
bracis-28363	11	16	higher	high	ADJ
bracis-28363	11	17	education	education	NOUN
bracis-28363	11	18	,	,	PUNCT
bracis-28363	11	19	directly	directly	ADV
bracis-28363	11	20	interfering	interfere	VERB
bracis-28363	11	21	in	in	ADP
bracis-28363	11	22	their	their	PRON
bracis-28363	11	23	management	management	NOUN
bracis-28363	11	24	and	and	CCONJ
bracis-28363	11	25	in	in	ADP
bracis-28363	11	26	the	the	DET
bracis-28363	11	27	results	result	NOUN
bracis-28363	11	28	of	of	ADP
bracis-28363	11	29	education	education	NOUN
bracis-28363	11	30	quality	quality	NOUN
bracis-28363	11	31	[	[	X
bracis-28363	11	32	29	29	NUM
bracis-28363	11	33	,	,	PUNCT
bracis-28363	11	34	35	35	NUM
bracis-28363	11	35	]	]	PUNCT
bracis-28363	11	36	,	,	PUNCT
bracis-28363	11	37	which	which	PRON
bracis-28363	11	38	consequently	consequently	ADV
bracis-28363	11	39	generates	generate	VERB
bracis-28363	11	40	a	a	DET
bracis-28363	11	41	necessary	necessary	ADJ
bracis-28363	11	42	concern	concern	NOUN
bracis-28363	11	43	,	,	PUNCT
bracis-28363	11	44	as	as	SCONJ
bracis-28363	11	45	the	the	DET
bracis-28363	11	46	students	student	NOUN
bracis-28363	11	47	’	’	PART
bracis-28363	11	48	departure	departure	NOUN
bracis-28363	11	49	from	from	ADP
bracis-28363	11	50	the	the	DET
bracis-28363	11	51	study	study	NOUN
bracis-28363	11	52	cycle	cycle	NOUN
bracis-28363	11	53	induces	induce	VERB
bracis-28363	11	54	several	several	ADJ
bracis-28363	11	55	consequences	consequence	NOUN
bracis-28363	11	56	[	[	X
bracis-28363	11	57	18	18	NUM
bracis-28363	11	58	,	,	PUNCT
bracis-28363	11	59	31	31	NUM
bracis-28363	11	60	]	]	PUNCT
bracis-28363	11	61	.	.	PUNCT
bracis-28363	12	1	the	the	DET
bracis-28363	12	2	costs	cost	NOUN
bracis-28363	12	3	associated	associate	VERB
bracis-28363	12	4	with	with	ADP
bracis-28363	12	5	college	college	NOUN
bracis-28363	12	6	attrition	attrition	NOUN
bracis-28363	12	7	include	include	VERB
bracis-28363	12	8	hindering	hinder	VERB
bracis-28363	12	9	of	of	ADP
bracis-28363	12	10	future	future	ADJ
bracis-28363	12	11	job	job	NOUN
bracis-28363	12	12	prospects	prospect	NOUN
bracis-28363	12	13	with	with	ADP
bracis-28363	12	14	impacts	impact	NOUN
bracis-28363	12	15	in	in	ADP
bracis-28363	12	16	the	the	DET
bracis-28363	12	17	countries	country	NOUN
bracis-28363	12	18	’	'	PUNCT
bracis-28363	12	19	economy	economy	NOUN
bracis-28363	12	20	,	,	PUNCT
bracis-28363	12	21	the	the	DET
bracis-28363	12	22	personal	personal	ADJ
bracis-28363	12	23	and	and	CCONJ
bracis-28363	12	24	professional	professional	ADJ
bracis-28363	12	25	costs	cost	NOUN
bracis-28363	12	26	for	for	ADP
bracis-28363	12	27	the	the	DET
bracis-28363	12	28	former	former	ADJ
bracis-28363	12	29	student	student	NOUN
bracis-28363	12	30	,	,	PUNCT
bracis-28363	12	31	waste	waste	NOUN
bracis-28363	12	32	of	of	ADP
bracis-28363	12	33	institutional	institutional	ADJ
bracis-28363	12	34	and	and	CCONJ
bracis-28363	12	35	federal	federal	ADJ
bracis-28363	12	36	resources	resource	NOUN
bracis-28363	12	37	,	,	PUNCT
bracis-28363	12	38	potential	potential	ADJ
bracis-28363	12	39	damage	damage	NOUN
bracis-28363	12	40	to	to	ADP
bracis-28363	12	41	university	university	NOUN
bracis-28363	12	42	reputation	reputation	NOUN
bracis-28363	12	43	and	and	CCONJ
bracis-28363	12	44	demoralization	demoralization	NOUN
bracis-28363	12	45	of	of	ADP
bracis-28363	12	46	students	student	NOUN
bracis-28363	12	47	[	[	X
bracis-28363	12	48	5	5	NUM
bracis-28363	12	49	,	,	PUNCT
bracis-28363	12	50	13	13	NUM
bracis-28363	12	51	]	]	PUNCT
bracis-28363	12	52	.	.	PUNCT
bracis-28363	13	1	several	several	ADJ
bracis-28363	13	2	factors	factor	NOUN
bracis-28363	13	3	may	may	AUX
bracis-28363	13	4	influence	influence	VERB
bracis-28363	13	5	dropout	dropout	NOUN
bracis-28363	14	1	[	[	X
bracis-28363	14	2	3	3	NUM
bracis-28363	14	3	]	]	PUNCT
bracis-28363	14	4	,	,	PUNCT
bracis-28363	14	5	the	the	DET
bracis-28363	14	6	main	main	ADJ
bracis-28363	14	7	ones	one	NOUN
bracis-28363	14	8	reported	report	VERB
bracis-28363	14	9	in	in	ADP
bracis-28363	14	10	the	the	DET
bracis-28363	14	11	literature	literature	NOUN
bracis-28363	14	12	related	relate	VERB
bracis-28363	14	13	to	to	ADP
bracis-28363	14	14	financial	financial	ADJ
bracis-28363	14	15	and	and	CCONJ
bracis-28363	14	16	family	family	NOUN
bracis-28363	14	17	reasons	reason	NOUN
bracis-28363	14	18	,	,	PUNCT
bracis-28363	14	19	unfulfilled	unfulfilled	ADJ
bracis-28363	14	20	expectations	expectation	NOUN
bracis-28363	14	21	and	and	CCONJ
bracis-28363	14	22	lack	lack	NOUN
bracis-28363	14	23	of	of	ADP
bracis-28363	14	24	motivation	motivation	NOUN
bracis-28363	14	25	 	 	SPACE
bracis-28363	15	1	[	[	X
bracis-28363	15	2	5	5	NUM
bracis-28363	15	3	]	]	PUNCT
bracis-28363	15	4	.	.	PUNCT
bracis-28363	16	1	xenos	xeno	NOUN
bracis-28363	16	2	,	,	PUNCT
bracis-28363	16	3	pierrakeas	pierrakea	NOUN
bracis-28363	16	4	and	and	CCONJ
bracis-28363	16	5	pintelas	pintela	NOUN
bracis-28363	16	6	[	[	X
bracis-28363	16	7	40	40	NUM
bracis-28363	16	8	]	]	PUNCT
bracis-28363	16	9	stated	state	VERB
bracis-28363	16	10	that	that	SCONJ
bracis-28363	16	11	the	the	DET
bracis-28363	16	12	identification	identification	NOUN
bracis-28363	16	13	of	of	ADP
bracis-28363	16	14	such	such	ADJ
bracis-28363	16	15	specific	specific	ADJ
bracis-28363	16	16	factors	factor	NOUN
bracis-28363	16	17	is	be	AUX
bracis-28363	16	18	essential	essential	ADJ
bracis-28363	16	19	to	to	PART
bracis-28363	16	20	provide	provide	VERB
bracis-28363	16	21	special	special	ADJ
bracis-28363	16	22	assistance	assistance	NOUN
bracis-28363	16	23	to	to	ADP
bracis-28363	16	24	students	student	NOUN
bracis-28363	16	25	,	,	PUNCT
bracis-28363	16	26	and	and	CCONJ
bracis-28363	16	27	categorizes	categorize	VERB
bracis-28363	16	28	them	they	PRON
bracis-28363	16	29	as	as	ADV
bracis-28363	16	30	related	relate	VERB
bracis-28363	16	31	to	to	ADP
bracis-28363	16	32	:	:	PUNCT
bracis-28363	16	33	(	(	PUNCT
bracis-28363	16	34	i	i	NOUN
bracis-28363	16	35	)	)	PUNCT
bracis-28363	16	36	internal	internal	ADJ
bracis-28363	16	37	or	or	CCONJ
bracis-28363	16	38	students	student	NOUN
bracis-28363	16	39	’	'	PUNCT
bracis-28363	16	40	perception	perception	NOUN
bracis-28363	16	41	;	;	PUNCT
bracis-28363	16	42	(	(	PUNCT
bracis-28363	16	43	ii	ii	NOUN
bracis-28363	16	44	)	)	PUNCT
bracis-28363	16	45	course	course	NOUN
bracis-28363	16	46	and	and	CCONJ
bracis-28363	16	47	professors	professor	NOUN
bracis-28363	16	48	and	and	CCONJ
bracis-28363	16	49	;	;	PUNCT
bracis-28363	16	50	(	(	PUNCT
bracis-28363	16	51	iii	iii	X
bracis-28363	16	52	)	)	PUNCT
bracis-28363	16	53	student	student	NOUN
bracis-28363	16	54	demographic	demographic	ADJ
bracis-28363	16	55	characteristics	characteristic	NOUN
bracis-28363	16	56	.	.	PUNCT
bracis-28363	17	1	additionally	additionally	ADV
bracis-28363	17	2	,	,	PUNCT
bracis-28363	17	3	many	many	ADJ
bracis-28363	17	4	studies	study	NOUN
bracis-28363	17	5	point	point	VERB
bracis-28363	17	6	out	out	ADP
bracis-28363	17	7	a	a	DET
bracis-28363	17	8	high	high	ADJ
bracis-28363	17	9	prevalence	prevalence	NOUN
bracis-28363	17	10	of	of	ADP
bracis-28363	17	11	mental	mental	ADJ
bracis-28363	17	12	health	health	NOUN
bracis-28363	17	13	problems	problem	NOUN
bracis-28363	17	14	in	in	ADP
bracis-28363	17	15	college	college	NOUN
bracis-28363	17	16	students	student	NOUN
bracis-28363	17	17	,	,	PUNCT
bracis-28363	17	18	which	which	PRON
bracis-28363	17	19	are	be	AUX
bracis-28363	17	20	even	even	ADV
bracis-28363	17	21	most	most	ADV
bracis-28363	17	22	common	common	ADJ
bracis-28363	17	23	in	in	ADP
bracis-28363	17	24	those	those	PRON
bracis-28363	17	25	exposed	expose	VERB
bracis-28363	17	26	to	to	ADP
bracis-28363	17	27	relational	relational	ADJ
bracis-28363	17	28	stressors	stressor	NOUN
bracis-28363	17	29	and	and	CCONJ
bracis-28363	17	30	low	low	ADJ
bracis-28363	17	31	social	social	ADJ
bracis-28363	17	32	support	support	NOUN
bracis-28363	17	33	[	[	X
bracis-28363	17	34	9	9	NUM
bracis-28363	17	35	,	,	PUNCT
bracis-28363	17	36	22	22	NUM
bracis-28363	17	37	]	]	PUNCT
bracis-28363	17	38	.	.	PUNCT
bracis-28363	18	1	in	in	ADP
bracis-28363	18	2	a	a	DET
bracis-28363	18	3	survey	survey	NOUN
bracis-28363	18	4	conducted	conduct	VERB
bracis-28363	18	5	by	by	ADP
bracis-28363	18	6	eisenberg	eisenberg	PROPN
bracis-28363	18	7	et	et	PROPN
bracis-28363	18	8	al	al	PROPN
bracis-28363	18	9	.	.	PUNCT
bracis-28363	19	1	[	[	X
bracis-28363	19	2	9	9	NUM
bracis-28363	19	3	]	]	PUNCT
bracis-28363	19	4	in	in	ADP
bracis-28363	19	5	an	an	DET
bracis-28363	19	6	university	university	NOUN
bracis-28363	19	7	in	in	ADP
bracis-28363	19	8	the	the	DET
bracis-28363	19	9	us	us	PROPN
bracis-28363	19	10	,	,	PUNCT
bracis-28363	19	11	the	the	DET
bracis-28363	19	12	prevalence	prevalence	NOUN
bracis-28363	19	13	of	of	ADP
bracis-28363	19	14	depressive	depressive	ADJ
bracis-28363	19	15	or	or	CCONJ
bracis-28363	19	16	anxiety	anxiety	NOUN
bracis-28363	19	17	disorders	disorder	NOUN
bracis-28363	19	18	was	be	AUX
bracis-28363	19	19	15.6	15.6	NUM
bracis-28363	19	20	%	%	NOUN
bracis-28363	19	21	for	for	ADP
bracis-28363	19	22	undergraduate	undergraduate	ADJ
bracis-28363	19	23	students	student	NOUN
bracis-28363	19	24	and	and	CCONJ
bracis-28363	19	25	13.0	13.0	NUM
bracis-28363	19	26	%	%	NOUN
bracis-28363	19	27	for	for	ADP
bracis-28363	19	28	graduate	graduate	ADJ
bracis-28363	19	29	students	student	NOUN
bracis-28363	19	30	,	,	PUNCT
bracis-28363	19	31	as	as	ADV
bracis-28363	19	32	well	well	ADV
bracis-28363	19	33	as	as	ADP
bracis-28363	19	34	presence	presence	NOUN
bracis-28363	19	35	of	of	ADP
bracis-28363	19	36	suicidal	suicidal	ADJ
bracis-28363	19	37	ideation	ideation	NOUN
bracis-28363	19	38	reported	report	VERB
bracis-28363	19	39	by	by	ADP
bracis-28363	19	40	2	2	NUM
bracis-28363	19	41	%	%	NOUN
bracis-28363	19	42	of	of	ADP
bracis-28363	19	43	students	student	NOUN
bracis-28363	19	44	.	.	PUNCT
bracis-28363	20	1	according	accord	VERB
bracis-28363	20	2	to	to	ADP
bracis-28363	20	3	leonhardt	leonhardt	PROPN
bracis-28363	20	4	and	and	CCONJ
bracis-28363	20	5	sahil	sahil	PROPN
bracis-28363	20	6	[	[	X
bracis-28363	20	7	18	18	NUM
bracis-28363	20	8	]	]	X
bracis-28363	20	9	,	,	PUNCT
bracis-28363	20	10	in	in	ADP
bracis-28363	20	11	north	north	PROPN
bracis-28363	20	12	american	american	ADJ
bracis-28363	20	13	higher	high	ADJ
bracis-28363	20	14	education	education	NOUN
bracis-28363	20	15	,	,	PUNCT
bracis-28363	20	16	in	in	ADP
bracis-28363	20	17	2018	2018	NUM
bracis-28363	20	18	,	,	PUNCT
bracis-28363	20	19	about	about	ADV
bracis-28363	20	20	one	one	NUM
bracis-28363	20	21	in	in	ADP
bracis-28363	20	22	three	three	NUM
bracis-28363	20	23	students	student	NOUN
bracis-28363	20	24	who	who	PRON
bracis-28363	20	25	enrol	enrol	VERB
bracis-28363	20	26	in	in	ADP
bracis-28363	20	27	college	college	NOUN
bracis-28363	20	28	never	never	ADV
bracis-28363	20	29	earn	earn	VERB
bracis-28363	20	30	a	a	DET
bracis-28363	20	31	degree	degree	NOUN
bracis-28363	20	32	.	.	PUNCT
bracis-28363	21	1	they	they	PRON
bracis-28363	21	2	looked	look	VERB
bracis-28363	21	3	at	at	ADP
bracis-28363	21	4	data	datum	NOUN
bracis-28363	21	5	from	from	ADP
bracis-28363	21	6	368	368	NUM
bracis-28363	21	7	colleges	college	NOUN
bracis-28363	21	8	arranged	arrange	VERB
bracis-28363	21	9	by	by	ADP
bracis-28363	21	10	what	what	PRON
bracis-28363	21	11	they	they	PRON
bracis-28363	21	12	would	would	AUX
bracis-28363	21	13	expect	expect	VERB
bracis-28363	21	14	their	their	PRON
bracis-28363	21	15	graduation	graduation	NOUN
bracis-28363	21	16	rates	rate	NOUN
bracis-28363	21	17	to	to	PART
bracis-28363	21	18	be	be	AUX
bracis-28363	21	19	,	,	PUNCT
bracis-28363	21	20	based	base	VERB
bracis-28363	21	21	on	on	ADP
bracis-28363	21	22	the	the	DET
bracis-28363	21	23	average	average	NOUN
bracis-28363	21	24	for	for	ADP
bracis-28363	21	25	colleges	college	NOUN
bracis-28363	21	26	with	with	ADP
bracis-28363	21	27	similar	similar	ADJ
bracis-28363	21	28	student	student	NOUN
bracis-28363	21	29	bodies	body	NOUN
bracis-28363	21	30	.	.	PUNCT
bracis-28363	22	1	they	they	PRON
bracis-28363	22	2	found	find	VERB
bracis-28363	22	3	higher	high	ADJ
bracis-28363	22	4	success	success	NOUN
bracis-28363	22	5	rates	rate	NOUN
bracis-28363	22	6	in	in	ADP
bracis-28363	22	7	those	those	PRON
bracis-28363	22	8	that	that	PRON
bracis-28363	22	9	remove	remove	VERB
bracis-28363	22	10	hurdles	hurdle	NOUN
bracis-28363	22	11	for	for	ADP
bracis-28363	22	12	students	student	NOUN
bracis-28363	22	13	.	.	PUNCT
bracis-28363	23	1	also	also	ADV
bracis-28363	23	2	,	,	PUNCT
bracis-28363	23	3	such	such	ADJ
bracis-28363	23	4	success	success	NOUN
bracis-28363	23	5	was	be	AUX
bracis-28363	23	6	correlated	correlate	VERB
bracis-28363	23	7	with	with	ADP
bracis-28363	23	8	students	student	NOUN
bracis-28363	23	9	having	have	VERB
bracis-28363	23	10	better	well	ADJ
bracis-28363	23	11	connection	connection	NOUN
bracis-28363	23	12	to	to	ADP
bracis-28363	23	13	the	the	DET
bracis-28363	23	14	college	college	NOUN
bracis-28363	23	15	community	community	NOUN
bracis-28363	23	16	,	,	PUNCT
bracis-28363	23	17	having	have	VERB
bracis-28363	23	18	less	less	ADJ
bracis-28363	23	19	financial	financial	ADJ
bracis-28363	23	20	issues	issue	NOUN
bracis-28363	23	21	,	,	PUNCT
bracis-28363	23	22	and	and	CCONJ
bracis-28363	23	23	when	when	SCONJ
bracis-28363	23	24	the	the	DET
bracis-28363	23	25	university	university	NOUN
bracis-28363	23	26	offered	offer	VERB
bracis-28363	23	27	good	good	ADJ
bracis-28363	23	28	infrastructure	infrastructure	NOUN
bracis-28363	23	29	and	and	CCONJ
bracis-28363	23	30	support	support	NOUN
bracis-28363	23	31	.	.	PUNCT
bracis-28363	24	1	in	in	ADP
bracis-28363	24	2	brazil	brazil	PROPN
bracis-28363	24	3	,	,	PUNCT
bracis-28363	24	4	a	a	DET
bracis-28363	24	5	special	special	ADJ
bracis-28363	24	6	committee	committee	NOUN
bracis-28363	24	7	on	on	ADP
bracis-28363	24	8	dropout	dropout	NOUN
bracis-28363	24	9	studies	study	NOUN
bracis-28363	24	10	was	be	AUX
bracis-28363	24	11	established	establish	VERB
bracis-28363	24	12	in	in	ADP
bracis-28363	24	13	1995	1995	NUM
bracis-28363	24	14	,	,	PUNCT
bracis-28363	24	15	from	from	ADP
bracis-28363	24	16	ministry	ministry	PROPN
bracis-28363	24	17	of	of	ADP
bracis-28363	24	18	education	education	NOUN
bracis-28363	24	19	ordinance	ordinance	NOUN
bracis-28363	24	20	,	,	PUNCT
bracis-28363	24	21	with	with	ADP
bracis-28363	24	22	the	the	DET
bracis-28363	24	23	purpose	purpose	NOUN
bracis-28363	24	24	of	of	ADP
bracis-28363	24	25	evaluating	evaluate	VERB
bracis-28363	24	26	the	the	DET
bracis-28363	24	27	performance	performance	NOUN
bracis-28363	24	28	of	of	ADP
bracis-28363	24	29	federal	federal	ADJ
bracis-28363	24	30	higher	high	ADJ
bracis-28363	24	31	education	education	NOUN
bracis-28363	24	32	institutions	institution	NOUN
bracis-28363	24	33	(	(	PUNCT
bracis-28363	24	34	fhei	fhei	NOUN
bracis-28363	24	35	;	;	PUNCT
bracis-28363	24	36	ifes	ife	NOUN
bracis-28363	24	37	,	,	PUNCT
bracis-28363	24	38	in	in	ADP
bracis-28363	24	39	portuguese	portuguese	PROPN
bracis-28363	24	40	)	)	PUNCT
bracis-28363	24	41	.	.	PUNCT
bracis-28363	25	1	in	in	ADP
bracis-28363	25	2	2002	2002	NUM
bracis-28363	25	3	,	,	PUNCT
bracis-28363	25	4	this	this	PRON
bracis-28363	25	5	became	become	VERB
bracis-28363	25	6	a	a	DET
bracis-28363	25	7	major	major	ADJ
bracis-28363	25	8	concern	concern	NOUN
bracis-28363	25	9	with	with	ADP
bracis-28363	25	10	the	the	DET
bracis-28363	25	11	significant	significant	ADJ
bracis-28363	25	12	increase	increase	NOUN
bracis-28363	25	13	in	in	ADP
bracis-28363	25	14	the	the	DET
bracis-28363	25	15	number	number	NOUN
bracis-28363	25	16	of	of	ADP
bracis-28363	25	17	places	place	NOUN
bracis-28363	25	18	offered	offer	VERB
bracis-28363	25	19	by	by	ADP
bracis-28363	25	20	ifes	ife	NOUN
bracis-28363	25	21	in	in	ADP
bracis-28363	25	22	brazil	brazil	PROPN
bracis-28363	25	23	[	[	X
bracis-28363	25	24	39	39	NUM
bracis-28363	25	25	]	]	PUNCT
bracis-28363	25	26	.	.	PUNCT
bracis-28363	26	1	in	in	ADP
bracis-28363	26	2	this	this	DET
bracis-28363	26	3	context	context	NOUN
bracis-28363	26	4	,	,	PUNCT
bracis-28363	26	5	data	datum	NOUN
bracis-28363	26	6	mining	mining	NOUN
bracis-28363	26	7	and	and	CCONJ
bracis-28363	26	8	machine	machine	NOUN
bracis-28363	26	9	learning	learning	NOUN
bracis-28363	26	10	techniques	technique	NOUN
bracis-28363	26	11	have	have	AUX
bracis-28363	26	12	been	be	AUX
bracis-28363	26	13	explored	explore	VERB
bracis-28363	26	14	to	to	PART
bracis-28363	26	15	investigate	investigate	VERB
bracis-28363	26	16	this	this	DET
bracis-28363	26	17	problem	problem	NOUN
bracis-28363	26	18	.	.	PUNCT
bracis-28363	27	1	previous	previous	ADJ
bracis-28363	27	2	studies	study	NOUN
bracis-28363	27	3	often	often	ADV
bracis-28363	27	4	to	to	PART
bracis-28363	27	5	use	use	VERB
bracis-28363	27	6	data	datum	NOUN
bracis-28363	27	7	to	to	PART
bracis-28363	27	8	identify	identify	VERB
bracis-28363	27	9	student	student	NOUN
bracis-28363	27	10	’s	’s	PART
bracis-28363	27	11	risk	risk	NOUN
bracis-28363	27	12	of	of	ADP
bracis-28363	27	13	dropout	dropout	NOUN
bracis-28363	28	1	[	[	X
bracis-28363	28	2	1	1	NUM
bracis-28363	28	3	,	,	PUNCT
bracis-28363	28	4	7	7	NUM
bracis-28363	28	5	,	,	PUNCT
bracis-28363	28	6	15	15	NUM
bracis-28363	28	7	,	,	PUNCT
bracis-28363	28	8	16	16	NUM
bracis-28363	28	9	,	,	PUNCT
bracis-28363	28	10	21	21	NUM
bracis-28363	28	11	,	,	PUNCT
bracis-28363	28	12	25	25	NUM
bracis-28363	28	13	,	,	PUNCT
bracis-28363	28	14	32	32	NUM
bracis-28363	28	15	,	,	PUNCT
bracis-28363	28	16	34	34	NUM
bracis-28363	28	17	]	]	PUNCT
bracis-28363	28	18	.	.	PUNCT
bracis-28363	29	1	some	some	PRON
bracis-28363	29	2	of	of	ADP
bracis-28363	29	3	those	those	DET
bracis-28363	29	4	focus	focus	NOUN
bracis-28363	29	5	on	on	ADP
bracis-28363	29	6	specific	specific	ADJ
bracis-28363	29	7	patterns	pattern	NOUN
bracis-28363	29	8	such	such	ADJ
bracis-28363	29	9	as	as	ADP
bracis-28363	29	10	student	student	NOUN
bracis-28363	29	11	’s	’s	PART
bracis-28363	29	12	personal	personal	ADJ
bracis-28363	29	13	profile	profile	NOUN
bracis-28363	29	14	[	[	X
bracis-28363	29	15	8	8	NUM
bracis-28363	29	16	,	,	PUNCT
bracis-28363	29	17	23	23	NUM
bracis-28363	29	18	]	]	PUNCT
bracis-28363	29	19	,	,	PUNCT
bracis-28363	29	20	others	other	NOUN
bracis-28363	29	21	on	on	ADP
bracis-28363	29	22	behavior	behavior	NOUN
bracis-28363	29	23	,	,	PUNCT
bracis-28363	29	24	e.g.	e.g.	ADV
bracis-28363	29	25	procrastination	procrastination	NOUN
bracis-28363	29	26	[	[	X
bracis-28363	29	27	11	11	NUM
bracis-28363	29	28	]	]	PUNCT
bracis-28363	29	29	and	and	CCONJ
bracis-28363	29	30	others	other	NOUN
bracis-28363	29	31	in	in	ADP
bracis-28363	29	32	social	social	ADJ
bracis-28363	29	33	issues	issue	NOUN
bracis-28363	29	34	[	[	X
bracis-28363	29	35	6	6	NUM
bracis-28363	29	36	]	]	PUNCT
bracis-28363	29	37	.	.	PUNCT
bracis-28363	30	1	in	in	ADP
bracis-28363	30	2	this	this	DET
bracis-28363	30	3	paper	paper	NOUN
bracis-28363	30	4	,	,	PUNCT
bracis-28363	30	5	we	we	PRON
bracis-28363	30	6	use	use	VERB
bracis-28363	30	7	data	datum	NOUN
bracis-28363	30	8	gathered	gather	VERB
bracis-28363	30	9	from	from	ADP
bracis-28363	30	10	different	different	ADJ
bracis-28363	30	11	information	information	NOUN
bracis-28363	30	12	systems	system	NOUN
bracis-28363	30	13	at	at	ADP
bracis-28363	30	14	the	the	DET
bracis-28363	30	15	federal	federal	ADJ
bracis-28363	30	16	university	university	PROPN
bracis-28363	30	17	of	of	ADP
bracis-28363	30	18	são	são	PROPN
bracis-28363	30	19	carlos	carlos	PROPN
bracis-28363	30	20	(	(	PUNCT
bracis-28363	30	21	ufscar	ufscar	PROPN
bracis-28363	30	22	)	)	PUNCT
bracis-28363	30	23	,	,	PUNCT
bracis-28363	30	24	in	in	ADP
bracis-28363	30	25	the	the	DET
bracis-28363	30	26	interior	interior	NOUN
bracis-28363	30	27	of	of	ADP
bracis-28363	30	28	the	the	DET
bracis-28363	30	29	state	state	NOUN
bracis-28363	30	30	of	of	ADP
bracis-28363	30	31	são	são	PROPN
bracis-28363	30	32	paulo	paulo	PROPN
bracis-28363	30	33	brazil	brazil	PROPN
bracis-28363	30	34	,	,	PUNCT
bracis-28363	30	35	to	to	PART
bracis-28363	30	36	predict	predict	VERB
bracis-28363	30	37	the	the	DET
bracis-28363	30	38	risk	risk	NOUN
bracis-28363	30	39	of	of	ADP
bracis-28363	30	40	dropout	dropout	NOUN
bracis-28363	30	41	in	in	ADP
bracis-28363	30	42	groups	group	NOUN
bracis-28363	30	43	of	of	ADP
bracis-28363	30	44	students	student	NOUN
bracis-28363	30	45	.	.	PUNCT
bracis-28363	31	1	the	the	DET
bracis-28363	31	2	objective	objective	NOUN
bracis-28363	31	3	is	be	AUX
bracis-28363	31	4	to	to	PART
bracis-28363	31	5	integrate	integrate	VERB
bracis-28363	31	6	it	it	PRON
bracis-28363	31	7	to	to	ADP
bracis-28363	31	8	the	the	DET
bracis-28363	31	9	university	university	NOUN
bracis-28363	31	10	solutions	solution	NOUN
bracis-28363	31	11	for	for	ADP
bracis-28363	31	12	decision	decision	NOUN
bracis-28363	31	13	support	support	NOUN
bracis-28363	31	14	.	.	PUNCT
bracis-28363	32	1	when	when	SCONJ
bracis-28363	32	2	using	use	VERB
bracis-28363	32	3	real	real	ADJ
bracis-28363	32	4	world	world	NOUN
bracis-28363	32	5	data	datum	NOUN
bracis-28363	32	6	is	be	AUX
bracis-28363	32	7	not	not	PART
bracis-28363	32	8	trivial	trivial	ADJ
bracis-28363	32	9	.	.	PUNCT
bracis-28363	33	1	thus	thus	ADV
bracis-28363	33	2	,	,	PUNCT
bracis-28363	33	3	we	we	PRON
bracis-28363	33	4	present	present	VERB
bracis-28363	33	5	guidelines	guideline	NOUN
bracis-28363	33	6	to	to	PART
bracis-28363	33	7	evaluate	evaluate	VERB
bracis-28363	33	8	and	and	CCONJ
bracis-28363	33	9	deploy	deploy	VERB
bracis-28363	33	10	predictive	predictive	ADJ
bracis-28363	33	11	models	model	NOUN
bracis-28363	33	12	and	and	CCONJ
bracis-28363	33	13	the	the	DET
bracis-28363	33	14	necessary	necessary	ADJ
bracis-28363	33	15	preparation	preparation	NOUN
bracis-28363	33	16	steps	step	NOUN
bracis-28363	33	17	,	,	PUNCT
bracis-28363	33	18	including	include	VERB
bracis-28363	33	19	data	datum	NOUN
bracis-28363	33	20	cleaning	cleaning	NOUN
bracis-28363	33	21	.	.	PUNCT
bracis-28363	34	1	in	in	ADP
bracis-28363	34	2	addition	addition	NOUN
bracis-28363	34	3	to	to	PART
bracis-28363	34	4	evaluate	evaluate	VERB
bracis-28363	34	5	the	the	DET
bracis-28363	34	6	model	model	NOUN
bracis-28363	34	7	using	use	VERB
bracis-28363	34	8	walk	walk	NOUN
bracis-28363	34	9	-	-	PUNCT
bracis-28363	34	10	forward	forward	ADV
bracis-28363	34	11	validation	validation	NOUN
bracis-28363	34	12	evaluation	evaluation	NOUN
bracis-28363	34	13	,	,	PUNCT
bracis-28363	34	14	we	we	PRON
bracis-28363	34	15	propose	propose	VERB
bracis-28363	34	16	four	four	NUM
bracis-28363	34	17	experiments	experiment	NOUN
bracis-28363	34	18	using	use	VERB
bracis-28363	34	19	different	different	ADJ
bracis-28363	34	20	subset	subset	NOUN
bracis-28363	34	21	of	of	ADP
bracis-28363	34	22	data	datum	NOUN
bracis-28363	34	23	and	and	CCONJ
bracis-28363	34	24	tests	test	NOUN
bracis-28363	34	25	on	on	ADP
bracis-28363	34	26	data	datum	NOUN
bracis-28363	34	27	not	not	PART
bracis-28363	34	28	seen	see	VERB
bracis-28363	34	29	during	during	ADP
bracis-28363	34	30	the	the	DET
bracis-28363	34	31	training	training	NOUN
bracis-28363	34	32	of	of	ADP
bracis-28363	34	33	the	the	DET
bracis-28363	34	34	learning	learning	NOUN
bracis-28363	34	35	model	model	NOUN
bracis-28363	34	36	.	.	PUNCT
bracis-28363	35	1	our	our	PRON
bracis-28363	35	2	results	result	NOUN
bracis-28363	35	3	represent	represent	VERB
bracis-28363	35	4	a	a	DET
bracis-28363	35	5	milestone	milestone	NOUN
bracis-28363	35	6	in	in	ADP
bracis-28363	35	7	terms	term	NOUN
bracis-28363	35	8	of	of	ADP
bracis-28363	35	9	making	make	VERB
bracis-28363	35	10	it	it	PRON
bracis-28363	35	11	possible	possible	ADJ
bracis-28363	35	12	,	,	PUNCT
bracis-28363	35	13	in	in	ADP
bracis-28363	35	14	practice	practice	NOUN
bracis-28363	35	15	,	,	PUNCT
bracis-28363	35	16	to	to	PART
bracis-28363	35	17	identify	identify	VERB
bracis-28363	35	18	students	student	NOUN
bracis-28363	35	19	in	in	ADP
bracis-28363	35	20	higher	high	ADJ
bracis-28363	35	21	risk	risk	NOUN
bracis-28363	35	22	and	and	CCONJ
bracis-28363	35	23	direct	direct	VERB
bracis-28363	35	24	them	they	PRON
bracis-28363	35	25	to	to	ADP
bracis-28363	35	26	services	service	NOUN
bracis-28363	35	27	that	that	DET
bracis-28363	35	28	address	address	NOUN
bracis-28363	35	29	issues	issue	NOUN
bracis-28363	35	30	related	relate	VERB
bracis-28363	35	31	to	to	ADP
bracis-28363	35	32	emotional	emotional	ADJ
bracis-28363	35	33	distress	distress	NOUN
bracis-28363	35	34	,	,	PUNCT
bracis-28363	35	35	financial	financial	ADJ
bracis-28363	35	36	problems	problem	NOUN
bracis-28363	35	37	,	,	PUNCT
bracis-28363	35	38	among	among	ADP
bracis-28363	35	39	others	other	NOUN
bracis-28363	35	40	.	.	PUNCT
bracis-28363	36	1	the	the	DET
bracis-28363	36	2	paper	paper	NOUN
bracis-28363	36	3	is	be	AUX
bracis-28363	36	4	structured	structure	VERB
bracis-28363	36	5	as	as	SCONJ
bracis-28363	36	6	follows	follow	VERB
bracis-28363	36	7	:	:	PUNCT
bracis-28363	36	8	sect	sect	NOUN
bracis-28363	36	9	.	.	PUNCT
bracis-28363	36	10	 	 	SPACE
bracis-28363	37	1	2	2	NUM
bracis-28363	37	2	describes	describe	VERB
bracis-28363	37	3	related	related	ADJ
bracis-28363	37	4	works	work	NOUN
bracis-28363	37	5	;	;	PUNCT
bracis-28363	37	6	sect	sect	NOUN
bracis-28363	37	7	.	.	PUNCT
bracis-28363	37	8	 	 	SPACE
bracis-28363	38	1	3	3	NUM
bracis-28363	38	2	describes	describe	VERB
bracis-28363	38	3	the	the	DET
bracis-28363	38	4	main	main	ADJ
bracis-28363	38	5	steps	step	NOUN
bracis-28363	38	6	of	of	ADP
bracis-28363	38	7	data	datum	NOUN
bracis-28363	38	8	exploration	exploration	NOUN
bracis-28363	38	9	,	,	PUNCT
bracis-28363	38	10	as	as	ADV
bracis-28363	38	11	well	well	ADV
bracis-28363	38	12	as	as	ADP
bracis-28363	38	13	what	what	PRON
bracis-28363	38	14	information	information	NOUN
bracis-28363	38	15	was	be	AUX
bracis-28363	38	16	collected	collect	VERB
bracis-28363	38	17	and	and	CCONJ
bracis-28363	38	18	processed	process	VERB
bracis-28363	38	19	,	,	PUNCT
bracis-28363	38	20	the	the	DET
bracis-28363	38	21	data	data	NOUN
bracis-28363	38	22	preparation	preparation	NOUN
bracis-28363	38	23	and	and	CCONJ
bracis-28363	38	24	cleaning	cleaning	NOUN
bracis-28363	38	25	,	,	PUNCT
bracis-28363	38	26	experiments	experiment	NOUN
bracis-28363	38	27	applied	apply	VERB
bracis-28363	38	28	,	,	PUNCT
bracis-28363	38	29	and	and	CCONJ
bracis-28363	38	30	the	the	DET
bracis-28363	38	31	results	result	NOUN
bracis-28363	38	32	obtained	obtain	VERB
bracis-28363	38	33	and	and	CCONJ
bracis-28363	38	34	,	,	PUNCT
bracis-28363	38	35	finally	finally	ADV
bracis-28363	38	36	,	,	PUNCT
bracis-28363	38	37	sect	sect	NOUN
bracis-28363	38	38	.	.	PUNCT
bracis-28363	38	39	 	 	SPACE
bracis-28363	39	1	4	4	NUM
bracis-28363	39	2	points	point	VERB
bracis-28363	39	3	out	out	ADP
bracis-28363	39	4	the	the	DET
bracis-28363	39	5	final	final	ADJ
bracis-28363	39	6	remarks	remark	NOUN
bracis-28363	39	7	.	.	PUNCT
bracis-28363	40	1	2	2	NUM
bracis-28363	40	2	related	relate	VERB
bracis-28363	40	3	work	work	NOUN
bracis-28363	40	4	previous	previous	ADJ
bracis-28363	40	5	studies	study	NOUN
bracis-28363	40	6	found	find	VERB
bracis-28363	40	7	that	that	SCONJ
bracis-28363	40	8	college	college	NOUN
bracis-28363	40	9	attrition	attrition	NOUN
bracis-28363	40	10	depend	depend	VERB
bracis-28363	40	11	on	on	ADP
bracis-28363	40	12	the	the	DET
bracis-28363	40	13	type	type	NOUN
bracis-28363	40	14	of	of	ADP
bracis-28363	40	15	course	course	NOUN
bracis-28363	40	16	[	[	X
bracis-28363	40	17	8	8	NUM
bracis-28363	40	18	,	,	PUNCT
bracis-28363	40	19	40	40	NUM
bracis-28363	40	20	]	]	PUNCT
bracis-28363	40	21	,	,	PUNCT
bracis-28363	40	22	student	student	NOUN
bracis-28363	40	23	’s	’s	PART
bracis-28363	40	24	year	year	NOUN
bracis-28363	40	25	at	at	ADP
bracis-28363	40	26	college	college	NOUN
bracis-28363	40	27	[	[	X
bracis-28363	40	28	8	8	NUM
bracis-28363	40	29	,	,	PUNCT
bracis-28363	40	30	18	18	NUM
bracis-28363	40	31	,	,	PUNCT
bracis-28363	40	32	19	19	NUM
bracis-28363	40	33	,	,	PUNCT
bracis-28363	40	34	36	36	NUM
bracis-28363	40	35	]	]	PUNCT
bracis-28363	40	36	,	,	PUNCT
bracis-28363	40	37	social	social	ADJ
bracis-28363	40	38	issues	issue	NOUN
bracis-28363	40	39	such	such	ADJ
bracis-28363	40	40	as	as	ADP
bracis-28363	40	41	parental	parental	ADJ
bracis-28363	40	42	background	background	NOUN
bracis-28363	40	43	[	[	X
bracis-28363	40	44	2	2	NUM
bracis-28363	40	45	,	,	PUNCT
bracis-28363	40	46	8	8	NUM
bracis-28363	40	47	]	]	PUNCT
bracis-28363	40	48	,	,	PUNCT
bracis-28363	40	49	class	class	NOUN
bracis-28363	40	50	-	-	PUNCT
bracis-28363	40	51	cultural	cultural	ADJ
bracis-28363	40	52	discontinuities	discontinuity	NOUN
bracis-28363	40	53	 	 	SPACE
bracis-28363	40	54	[	[	X
bracis-28363	40	55	17	17	NUM
bracis-28363	40	56	]	]	PUNCT
bracis-28363	40	57	and	and	CCONJ
bracis-28363	40	58	economic	economic	ADJ
bracis-28363	40	59	profile	profile	NOUN
bracis-28363	40	60	[	[	X
bracis-28363	40	61	28	28	NUM
bracis-28363	40	62	]	]	X
bracis-28363	40	63	;	;	PUNCT
bracis-28363	40	64	as	as	ADV
bracis-28363	40	65	well	well	ADV
bracis-28363	40	66	as	as	ADP
bracis-28363	40	67	quantitative	quantitative	ADJ
bracis-28363	40	68	academic	academic	ADJ
bracis-28363	40	69	data	datum	NOUN
bracis-28363	40	70	[	[	X
bracis-28363	40	71	25	25	NUM
bracis-28363	40	72	]	]	PUNCT
bracis-28363	40	73	.	.	PUNCT
bracis-28363	41	1	in	in	ADP
bracis-28363	41	2	particular	particular	ADJ
bracis-28363	41	3	,	,	PUNCT
bracis-28363	41	4	lozano	lozano	PROPN
bracis-28363	41	5	et	et	PROPN
bracis-28363	41	6	al	al	PROPN
bracis-28363	41	7	.	.	PUNCT
bracis-28363	42	1	[	[	X
bracis-28363	42	2	19	19	NUM
bracis-28363	42	3	]	]	PUNCT
bracis-28363	42	4	found	find	VERB
bracis-28363	42	5	the	the	DET
bracis-28363	42	6	first	first	ADJ
bracis-28363	42	7	and	and	CCONJ
bracis-28363	42	8	second	second	ADJ
bracis-28363	42	9	years	year	NOUN
bracis-28363	42	10	to	to	PART
bracis-28363	42	11	be	be	AUX
bracis-28363	42	12	crucial	crucial	ADJ
bracis-28363	42	13	when	when	SCONJ
bracis-28363	42	14	it	it	PRON
bracis-28363	42	15	comes	come	VERB
bracis-28363	42	16	to	to	ADP
bracis-28363	42	17	retention	retention	NOUN
bracis-28363	42	18	,	,	PUNCT
bracis-28363	42	19	as	as	SCONJ
bracis-28363	42	20	it	it	PRON
bracis-28363	42	21	allows	allow	VERB
bracis-28363	42	22	for	for	ADP
bracis-28363	42	23	more	more	ADV
bracis-28363	42	24	numerous	numerous	ADJ
bracis-28363	42	25	and	and	CCONJ
bracis-28363	42	26	more	more	ADV
bracis-28363	42	27	intensive	intensive	ADJ
bracis-28363	42	28	interventions	intervention	NOUN
bracis-28363	42	29	.	.	PUNCT
bracis-28363	43	1	according	accord	VERB
bracis-28363	43	2	to	to	ADP
bracis-28363	43	3	casanova	casanova	PROPN
bracis-28363	43	4	et	et	PROPN
bracis-28363	43	5	al	al	PROPN
bracis-28363	43	6	.	.	PUNCT
bracis-28363	44	1	[	[	X
bracis-28363	44	2	8	8	NUM
bracis-28363	44	3	]	]	PUNCT
bracis-28363	44	4	,	,	PUNCT
bracis-28363	44	5	the	the	DET
bracis-28363	44	6	first	first	ADJ
bracis-28363	44	7	years	year	NOUN
bracis-28363	44	8	are	be	AUX
bracis-28363	44	9	particularly	particularly	ADV
bracis-28363	44	10	difficult	difficult	ADJ
bracis-28363	44	11	for	for	ADP
bracis-28363	44	12	students	student	NOUN
bracis-28363	44	13	who	who	PRON
bracis-28363	44	14	enrolled	enrol	VERB
bracis-28363	44	15	in	in	ADP
bracis-28363	44	16	the	the	DET
bracis-28363	44	17	course	course	NOUN
bracis-28363	44	18	as	as	ADP
bracis-28363	44	19	a	a	DET
bracis-28363	44	20	second	second	ADJ
bracis-28363	44	21	option	option	NOUN
bracis-28363	44	22	.	.	PUNCT
bracis-28363	45	1	the	the	DET
bracis-28363	45	2	authors	author	NOUN
bracis-28363	45	3	suggest	suggest	VERB
bracis-28363	45	4	improving	improve	VERB
bracis-28363	45	5	motivation	motivation	NOUN
bracis-28363	45	6	in	in	ADP
bracis-28363	45	7	students	student	NOUN
bracis-28363	45	8	who	who	PRON
bracis-28363	45	9	have	have	VERB
bracis-28363	45	10	to	to	PART
bracis-28363	45	11	adapt	adapt	VERB
bracis-28363	45	12	to	to	ADP
bracis-28363	45	13	this	this	DET
bracis-28363	45	14	situation	situation	NOUN
bracis-28363	45	15	.	.	PUNCT
bracis-28363	46	1	a	a	DET
bracis-28363	46	2	study	study	NOUN
bracis-28363	46	3	carried	carry	VERB
bracis-28363	46	4	out	out	ADP
bracis-28363	46	5	in	in	ADP
bracis-28363	46	6	catalan	catalan	NOUN
bracis-28363	46	7	universities	university	NOUN
bracis-28363	46	8	used	use	VERB
bracis-28363	46	9	academic	academic	ADJ
bracis-28363	46	10	data	datum	NOUN
bracis-28363	46	11	,	,	PUNCT
bracis-28363	46	12	face	face	NOUN
bracis-28363	46	13	-	-	PUNCT
bracis-28363	46	14	to	to	ADP
bracis-28363	46	15	-	-	PUNCT
bracis-28363	46	16	face	face	NOUN
bracis-28363	46	17	interviews	interview	NOUN
bracis-28363	46	18	and	and	CCONJ
bracis-28363	46	19	telephone	telephone	NOUN
bracis-28363	46	20	interviews	interview	NOUN
bracis-28363	46	21	,	,	PUNCT
bracis-28363	46	22	concluding	conclude	VERB
bracis-28363	46	23	that	that	PRON
bracis-28363	46	24	main	main	ADJ
bracis-28363	46	25	factors	factor	NOUN
bracis-28363	46	26	for	for	ADP
bracis-28363	46	27	dropout	dropout	NOUN
bracis-28363	46	28	risk	risk	NOUN
bracis-28363	46	29	were	be	AUX
bracis-28363	46	30	:	:	PUNCT
bracis-28363	46	31	lack	lack	NOUN
bracis-28363	46	32	of	of	ADP
bracis-28363	46	33	motivation	motivation	NOUN
bracis-28363	46	34	;	;	PUNCT
bracis-28363	46	35	work	work	NOUN
bracis-28363	46	36	-	-	PUNCT
bracis-28363	46	37	related	relate	VERB
bracis-28363	46	38	reasons	reason	NOUN
bracis-28363	46	39	;	;	PUNCT
bracis-28363	46	40	unfulfilled	unfulfilled	ADJ
bracis-28363	46	41	expectations	expectation	NOUN
bracis-28363	46	42	;	;	PUNCT
bracis-28363	46	43	time	time	NOUN
bracis-28363	46	44	-	-	PUNCT
bracis-28363	46	45	table	table	NOUN
bracis-28363	46	46	mismatch	mismatch	NOUN
bracis-28363	46	47	;	;	PUNCT
bracis-28363	46	48	family	family	NOUN
bracis-28363	46	49	reasons	reason	NOUN
bracis-28363	46	50	;	;	PUNCT
bracis-28363	46	51	financial	financial	ADJ
bracis-28363	46	52	reasons	reason	NOUN
bracis-28363	46	53	and	and	CCONJ
bracis-28363	46	54	other	other	ADJ
bracis-28363	46	55	opportunities	opportunity	NOUN
bracis-28363	46	56	[	[	X
bracis-28363	46	57	38	38	NUM
bracis-28363	46	58	]	]	PUNCT
bracis-28363	46	59	.	.	PUNCT
bracis-28363	47	1	however	however	ADV
bracis-28363	47	2	,	,	PUNCT
bracis-28363	47	3	the	the	DET
bracis-28363	47	4	need	need	NOUN
bracis-28363	47	5	for	for	ADP
bracis-28363	47	6	individual	individual	ADJ
bracis-28363	47	7	interviews	interview	NOUN
bracis-28363	47	8	at	at	ADP
bracis-28363	47	9	the	the	DET
bracis-28363	47	10	dropout	dropout	NOUN
bracis-28363	47	11	risk	risk	NOUN
bracis-28363	47	12	assessment	assessment	NOUN
bracis-28363	47	13	stage	stage	NOUN
bracis-28363	47	14	can	can	AUX
bracis-28363	47	15	hamper	hamper	VERB
bracis-28363	47	16	scalability	scalability	NOUN
bracis-28363	47	17	.	.	PUNCT
bracis-28363	48	1	interventions	intervention	NOUN
bracis-28363	48	2	may	may	AUX
bracis-28363	48	3	represent	represent	VERB
bracis-28363	48	4	a	a	DET
bracis-28363	48	5	positive	positive	ADJ
bracis-28363	48	6	approach	approach	NOUN
bracis-28363	48	7	to	to	PART
bracis-28363	48	8	improve	improve	VERB
bracis-28363	48	9	retention	retention	NOUN
bracis-28363	48	10	[	[	X
bracis-28363	48	11	30	30	NUM
bracis-28363	48	12	]	]	PUNCT
bracis-28363	48	13	.	.	PUNCT
bracis-28363	49	1	this	this	PRON
bracis-28363	49	2	was	be	AUX
bracis-28363	49	3	shown	show	VERB
bracis-28363	49	4	at	at	ADP
bracis-28363	49	5	a	a	DET
bracis-28363	49	6	brazilian	brazilian	ADJ
bracis-28363	49	7	public	public	ADJ
bracis-28363	49	8	university	university	NOUN
bracis-28363	49	9	,	,	PUNCT
bracis-28363	49	10	in	in	ADP
bracis-28363	49	11	which	which	PRON
bracis-28363	49	12	dropout	dropout	NOUN
bracis-28363	49	13	decreased	decrease	VERB
bracis-28363	49	14	12.3	12.3	NUM
bracis-28363	49	15	%	%	NOUN
bracis-28363	49	16	in	in	ADP
bracis-28363	49	17	2018	2018	NUM
bracis-28363	49	18	when	when	SCONJ
bracis-28363	49	19	compared	compare	VERB
bracis-28363	49	20	to	to	ADP
bracis-28363	49	21	2017	2017	NUM
bracis-28363	49	22	[	[	SYM
bracis-28363	49	23	4	4	NUM
bracis-28363	49	24	]	]	PUNCT
bracis-28363	49	25	.	.	PUNCT
bracis-28363	50	1	this	this	PRON
bracis-28363	50	2	was	be	AUX
bracis-28363	50	3	due	due	ADJ
bracis-28363	50	4	to	to	ADP
bracis-28363	50	5	institutional	institutional	ADJ
bracis-28363	50	6	interventions	intervention	NOUN
bracis-28363	50	7	that	that	PRON
bracis-28363	50	8	increased	increase	VERB
bracis-28363	50	9	the	the	DET
bracis-28363	50	10	number	number	NOUN
bracis-28363	50	11	of	of	ADP
bracis-28363	50	12	registered	registered	ADJ
bracis-28363	50	13	students	student	NOUN
bracis-28363	50	14	,	,	PUNCT
bracis-28363	50	15	accounting	account	VERB
bracis-28363	50	16	for	for	ADP
bracis-28363	50	17	new	new	ADJ
bracis-28363	50	18	admissions	admission	NOUN
bracis-28363	50	19	and	and	CCONJ
bracis-28363	50	20	the	the	DET
bracis-28363	50	21	re	re	NOUN
bracis-28363	50	22	-	-	NOUN
bracis-28363	50	23	inclusion	inclusion	NOUN
bracis-28363	50	24	of	of	ADP
bracis-28363	50	25	students	student	NOUN
bracis-28363	50	26	who	who	PRON
bracis-28363	50	27	had	have	AUX
bracis-28363	50	28	taken	take	VERB
bracis-28363	50	29	a	a	DET
bracis-28363	50	30	time	time	NOUN
bracis-28363	50	31	off	off	ADP
bracis-28363	50	32	from	from	ADP
bracis-28363	50	33	college	college	NOUN
bracis-28363	50	34	.	.	PUNCT
bracis-28363	51	1	data	data	PROPN
bracis-28363	51	2	mining	mining	NOUN
bracis-28363	51	3	and	and	CCONJ
bracis-28363	51	4	data	datum	NOUN
bracis-28363	51	5	science	science	NOUN
bracis-28363	51	6	techniques	technique	NOUN
bracis-28363	51	7	are	be	AUX
bracis-28363	51	8	also	also	ADV
bracis-28363	51	9	relevant	relevant	ADJ
bracis-28363	51	10	in	in	ADP
bracis-28363	51	11	the	the	DET
bracis-28363	51	12	educational	educational	ADJ
bracis-28363	51	13	context	context	NOUN
bracis-28363	52	1	[	[	X
bracis-28363	52	2	12	12	NUM
bracis-28363	52	3	]	]	PUNCT
bracis-28363	52	4	.	.	PUNCT
bracis-28363	53	1	in	in	ADP
bracis-28363	53	2	da	da	PROPN
bracis-28363	53	3	silva	silva	PROPN
bracis-28363	53	4	et	et	PROPN
bracis-28363	53	5	al	al	PROPN
bracis-28363	53	6	.	.	PUNCT
bracis-28363	54	1	[	[	X
bracis-28363	54	2	33	33	NUM
bracis-28363	54	3	]	]	PUNCT
bracis-28363	54	4	,	,	PUNCT
bracis-28363	54	5	the	the	DET
bracis-28363	54	6	authors	author	NOUN
bracis-28363	54	7	used	use	VERB
bracis-28363	54	8	an	an	DET
bracis-28363	54	9	ensemble	ensemble	NOUN
bracis-28363	54	10	of	of	ADP
bracis-28363	54	11	regressors	regressor	NOUN
bracis-28363	54	12	to	to	PART
bracis-28363	54	13	predict	predict	VERB
bracis-28363	54	14	dropout	dropout	NOUN
bracis-28363	54	15	rate	rate	NOUN
bracis-28363	54	16	percentage	percentage	NOUN
bracis-28363	54	17	of	of	ADP
bracis-28363	54	18	higher	high	ADJ
bracis-28363	54	19	-	-	PUNCT
bracis-28363	54	20	education	education	NOUN
bracis-28363	54	21	institutions	institution	NOUN
bracis-28363	54	22	.	.	PUNCT
bracis-28363	55	1	pal	pal	ADJ
bracis-28363	56	1	[	[	X
bracis-28363	56	2	26	26	NUM
bracis-28363	56	3	]	]	PUNCT
bracis-28363	56	4	,	,	PUNCT
bracis-28363	56	5	in	in	ADP
bracis-28363	56	6	turn	turn	NOUN
bracis-28363	56	7	,	,	PUNCT
bracis-28363	56	8	used	use	VERB
bracis-28363	56	9	a	a	DET
bracis-28363	56	10	bayesian	bayesian	NOUN
bracis-28363	56	11	machine	machine	NOUN
bracis-28363	56	12	learning	learning	NOUN
bracis-28363	56	13	(	(	PUNCT
bracis-28363	56	14	bml	bml	NOUN
bracis-28363	56	15	)	)	PUNCT
bracis-28363	56	16	classification	classification	NOUN
bracis-28363	56	17	method	method	NOUN
bracis-28363	56	18	with	with	ADP
bracis-28363	56	19	high	high	ADJ
bracis-28363	56	20	school	school	NOUN
bracis-28363	56	21	data	datum	NOUN
bracis-28363	56	22	,	,	PUNCT
bracis-28363	56	23	income	income	NOUN
bracis-28363	56	24	,	,	PUNCT
bracis-28363	56	25	family	family	NOUN
bracis-28363	56	26	position	position	NOUN
bracis-28363	56	27	,	,	PUNCT
bracis-28363	56	28	type	type	NOUN
bracis-28363	56	29	of	of	ADP
bracis-28363	56	30	admission	admission	NOUN
bracis-28363	56	31	,	,	PUNCT
bracis-28363	56	32	gender	gender	NOUN
bracis-28363	56	33	,	,	PUNCT
bracis-28363	56	34	and	and	CCONJ
bracis-28363	56	35	other	other	ADJ
bracis-28363	56	36	school	school	NOUN
bracis-28363	56	37	data	datum	NOUN
bracis-28363	56	38	.	.	PUNCT
bracis-28363	57	1	their	their	PRON
bracis-28363	57	2	strategy	strategy	NOUN
bracis-28363	57	3	was	be	AUX
bracis-28363	57	4	to	to	PART
bracis-28363	57	5	compare	compare	VERB
bracis-28363	57	6	the	the	DET
bracis-28363	57	7	student	student	NOUN
bracis-28363	57	8	profile	profile	NOUN
bracis-28363	57	9	with	with	ADP
bracis-28363	57	10	the	the	DET
bracis-28363	57	11	classification	classification	NOUN
bracis-28363	57	12	provided	provide	VERB
bracis-28363	57	13	by	by	ADP
bracis-28363	57	14	the	the	DET
bracis-28363	57	15	model	model	NOUN
bracis-28363	57	16	[	[	X
bracis-28363	57	17	26	26	NUM
bracis-28363	57	18	]	]	PUNCT
bracis-28363	57	19	.	.	PUNCT
bracis-28363	58	1	manhaes	manhaes	PROPN
bracis-28363	58	2	et	et	PROPN
bracis-28363	58	3	al	al	PROPN
bracis-28363	58	4	.	.	PUNCT
bracis-28363	59	1	[	[	X
bracis-28363	59	2	20	20	NUM
bracis-28363	59	3	]	]	PUNCT
bracis-28363	59	4	studied	study	VERB
bracis-28363	59	5	academic	academic	ADJ
bracis-28363	59	6	data	datum	NOUN
bracis-28363	59	7	of	of	ADP
bracis-28363	59	8	a	a	DET
bracis-28363	59	9	brazilian	brazilian	ADJ
bracis-28363	59	10	university	university	NOUN
bracis-28363	59	11	and	and	CCONJ
bracis-28363	59	12	found	find	VERB
bracis-28363	59	13	dropout	dropout	NOUN
bracis-28363	59	14	patterns	pattern	NOUN
bracis-28363	59	15	related	relate	VERB
bracis-28363	59	16	to	to	ADP
bracis-28363	59	17	the	the	DET
bracis-28363	59	18	first	first	ADJ
bracis-28363	59	19	year	year	NOUN
bracis-28363	59	20	,	,	PUNCT
bracis-28363	59	21	indicating	indicate	VERB
bracis-28363	59	22	failure	failure	NOUN
bracis-28363	59	23	in	in	ADP
bracis-28363	59	24	early	early	ADJ
bracis-28363	59	25	courses	course	NOUN
bracis-28363	59	26	are	be	AUX
bracis-28363	59	27	present	present	ADJ
bracis-28363	59	28	in	in	ADP
bracis-28363	59	29	all	all	DET
bracis-28363	59	30	dropouts	dropout	NOUN
bracis-28363	59	31	.	.	PUNCT
bracis-28363	60	1	a	a	DET
bracis-28363	60	2	study	study	NOUN
bracis-28363	60	3	carried	carry	VERB
bracis-28363	60	4	out	out	ADP
bracis-28363	60	5	by	by	ADP
bracis-28363	60	6	tontini	tontini	NOUN
bracis-28363	60	7	and	and	CCONJ
bracis-28363	60	8	walter	walter	NOUN
bracis-28363	60	9	[	[	X
bracis-28363	60	10	37	37	NUM
bracis-28363	60	11	]	]	PUNCT
bracis-28363	60	12	analyzed	analyze	VERB
bracis-28363	60	13	the	the	DET
bracis-28363	60	14	effectiveness	effectiveness	NOUN
bracis-28363	60	15	of	of	ADP
bracis-28363	60	16	an	an	DET
bracis-28363	60	17	institutional	institutional	ADJ
bracis-28363	60	18	intervention	intervention	NOUN
bracis-28363	60	19	,	,	PUNCT
bracis-28363	60	20	which	which	PRON
bracis-28363	60	21	consisted	consist	VERB
bracis-28363	60	22	of	of	ADP
bracis-28363	60	23	the	the	DET
bracis-28363	60	24	institution	institution	NOUN
bracis-28363	60	25	’s	’s	PART
bracis-28363	60	26	contact	contact	NOUN
bracis-28363	60	27	with	with	ADP
bracis-28363	60	28	the	the	DET
bracis-28363	60	29	student	student	NOUN
bracis-28363	60	30	in	in	ADP
bracis-28363	60	31	order	order	NOUN
bracis-28363	60	32	to	to	PART
bracis-28363	60	33	influence	influence	VERB
bracis-28363	60	34	the	the	DET
bracis-28363	60	35	student	student	NOUN
bracis-28363	60	36	to	to	PART
bracis-28363	60	37	give	give	VERB
bracis-28363	60	38	up	up	ADP
bracis-28363	60	39	dropping	drop	VERB
bracis-28363	60	40	out	out	ADP
bracis-28363	60	41	.	.	PUNCT
bracis-28363	61	1	they	they	PRON
bracis-28363	61	2	observed	observe	VERB
bracis-28363	61	3	a	a	DET
bracis-28363	61	4	decrease	decrease	NOUN
bracis-28363	61	5	of	of	ADP
bracis-28363	61	6	18	18	NUM
bracis-28363	61	7	%	%	NOUN
bracis-28363	61	8	in	in	ADP
bracis-28363	61	9	the	the	DET
bracis-28363	61	10	semester	semester	NOUN
bracis-28363	61	11	following	follow	VERB
bracis-28363	61	12	the	the	DET
bracis-28363	61	13	interventions	intervention	NOUN
bracis-28363	61	14	.	.	PUNCT
bracis-28363	62	1	they	they	PRON
bracis-28363	62	2	also	also	ADV
bracis-28363	62	3	employed	employ	VERB
bracis-28363	62	4	descriptive	descriptive	ADJ
bracis-28363	62	5	quantitative	quantitative	ADJ
bracis-28363	62	6	research	research	NOUN
bracis-28363	62	7	with	with	ADP
bracis-28363	62	8	an	an	DET
bracis-28363	62	9	online	online	ADJ
bracis-28363	62	10	questionnaire	questionnaire	NOUN
bracis-28363	62	11	with	with	ADP
bracis-28363	62	12	the	the	DET
bracis-28363	62	13	aim	aim	NOUN
bracis-28363	62	14	of	of	ADP
bracis-28363	62	15	exploring	explore	VERB
bracis-28363	62	16	the	the	DET
bracis-28363	62	17	perception	perception	NOUN
bracis-28363	62	18	regarding	regard	VERB
bracis-28363	62	19	the	the	DET
bracis-28363	62	20	retention	retention	NOUN
bracis-28363	62	21	attributes	attribute	VERB
bracis-28363	62	22	.	.	PUNCT
bracis-28363	63	1	to	to	PART
bracis-28363	63	2	predict	predict	VERB
bracis-28363	63	3	dropouts	dropout	NOUN
bracis-28363	63	4	using	use	VERB
bracis-28363	63	5	the	the	DET
bracis-28363	63	6	gathered	gather	VERB
bracis-28363	63	7	data	datum	NOUN
bracis-28363	63	8	,	,	PUNCT
bracis-28363	63	9	the	the	DET
bracis-28363	63	10	authors	author	NOUN
bracis-28363	63	11	used	use	VERB
bracis-28363	63	12	radial	radial	ADJ
bracis-28363	63	13	basis	basis	NOUN
bracis-28363	63	14	function	function	NOUN
bracis-28363	63	15	(	(	PUNCT
bracis-28363	63	16	rbf	rbf	PROPN
bracis-28363	63	17	)	)	PUNCT
bracis-28363	63	18	neural	neural	ADJ
bracis-28363	63	19	networks	network	NOUN
bracis-28363	63	20	and	and	CCONJ
bracis-28363	63	21	cluster	cluster	NOUN
bracis-28363	63	22	analysis	analysis	NOUN
bracis-28363	63	23	to	to	ADP
bracis-28363	63	24	group	group	NOUN
bracis-28363	63	25	new	new	ADJ
bracis-28363	63	26	students	student	NOUN
bracis-28363	63	27	by	by	ADP
bracis-28363	63	28	similarity	similarity	NOUN
bracis-28363	63	29	.	.	PUNCT
bracis-28363	64	1	although	although	SCONJ
bracis-28363	64	2	the	the	DET
bracis-28363	64	3	author	author	NOUN
bracis-28363	64	4	had	have	VERB
bracis-28363	64	5	positive	positive	ADJ
bracis-28363	64	6	results	result	NOUN
bracis-28363	64	7	,	,	PUNCT
bracis-28363	64	8	the	the	DET
bracis-28363	64	9	techniques	technique	NOUN
bracis-28363	64	10	and	and	CCONJ
bracis-28363	64	11	steps	step	NOUN
bracis-28363	64	12	for	for	ADP
bracis-28363	64	13	replicating	replicate	VERB
bracis-28363	64	14	the	the	DET
bracis-28363	64	15	study	study	NOUN
bracis-28363	64	16	were	be	AUX
bracis-28363	64	17	not	not	PART
bracis-28363	64	18	detailed	detail	VERB
bracis-28363	64	19	.	.	PUNCT
bracis-28363	65	1	hippel	hippel	NOUN
bracis-28363	65	2	and	and	CCONJ
bracis-28363	65	3	hofflinger	hofflinger	NOUN
bracis-28363	66	1	[	[	X
bracis-28363	66	2	10	10	NUM
bracis-28363	66	3	]	]	PUNCT
bracis-28363	66	4	conducted	conduct	VERB
bracis-28363	66	5	a	a	DET
bracis-28363	66	6	study	study	NOUN
bracis-28363	66	7	to	to	PART
bracis-28363	66	8	identify	identify	VERB
bracis-28363	66	9	students	student	NOUN
bracis-28363	66	10	at	at	ADP
bracis-28363	66	11	risk	risk	NOUN
bracis-28363	66	12	of	of	ADP
bracis-28363	66	13	dropping	drop	VERB
bracis-28363	66	14	out	out	ADP
bracis-28363	66	15	at	at	ADP
bracis-28363	66	16	8	8	NUM
bracis-28363	66	17	chilean	chilean	ADJ
bracis-28363	66	18	public	public	ADJ
bracis-28363	66	19	universities	university	NOUN
bracis-28363	66	20	using	use	VERB
bracis-28363	66	21	logistic	logistic	ADJ
bracis-28363	66	22	regression	regression	NOUN
bracis-28363	66	23	(	(	PUNCT
bracis-28363	66	24	lr	lr	NOUN
bracis-28363	66	25	)	)	PUNCT
bracis-28363	66	26	.	.	PUNCT
bracis-28363	67	1	the	the	DET
bracis-28363	67	2	authors	author	NOUN
bracis-28363	67	3	used	use	VERB
bracis-28363	67	4	both	both	CCONJ
bracis-28363	67	5	personal	personal	ADJ
bracis-28363	67	6	/	/	SYM
bracis-28363	67	7	family	family	NOUN
bracis-28363	67	8	data	datum	NOUN
bracis-28363	67	9	,	,	PUNCT
bracis-28363	67	10	e.g.	e.g.	ADV
bracis-28363	67	11	parents	parent	NOUN
bracis-28363	67	12	’	'	PUNCT
bracis-28363	67	13	education	education	NOUN
bracis-28363	67	14	,	,	PUNCT
bracis-28363	67	15	high	high	ADJ
bracis-28363	67	16	school	school	NOUN
bracis-28363	67	17	grades	grade	NOUN
bracis-28363	67	18	,	,	PUNCT
bracis-28363	67	19	and	and	CCONJ
bracis-28363	67	20	entrance	entrance	NOUN
bracis-28363	67	21	exam	exam	NOUN
bracis-28363	67	22	scores	score	NOUN
bracis-28363	67	23	,	,	PUNCT
bracis-28363	67	24	as	as	ADV
bracis-28363	67	25	well	well	ADV
bracis-28363	67	26	as	as	ADP
bracis-28363	67	27	academic	academic	ADJ
bracis-28363	67	28	data	datum	NOUN
bracis-28363	67	29	collected	collect	VERB
bracis-28363	67	30	during	during	ADP
bracis-28363	67	31	college	college	NOUN
bracis-28363	67	32	.	.	PUNCT
bracis-28363	68	1	they	they	PRON
bracis-28363	68	2	studied	study	VERB
bracis-28363	68	3	the	the	DET
bracis-28363	68	4	effect	effect	NOUN
bracis-28363	68	5	of	of	ADP
bracis-28363	68	6	programs	program	NOUN
bracis-28363	68	7	focused	focus	VERB
bracis-28363	68	8	on	on	ADP
bracis-28363	68	9	helping	help	VERB
bracis-28363	68	10	students	student	NOUN
bracis-28363	68	11	adapt	adapt	VERB
bracis-28363	68	12	to	to	ADP
bracis-28363	68	13	university	university	NOUN
bracis-28363	68	14	life	life	NOUN
bracis-28363	68	15	,	,	PUNCT
bracis-28363	68	16	develop	develop	VERB
bracis-28363	68	17	study	study	NOUN
bracis-28363	68	18	skills	skill	NOUN
bracis-28363	68	19	and	and	CCONJ
bracis-28363	68	20	manage	manage	VERB
bracis-28363	68	21	anxiety	anxiety	NOUN
bracis-28363	68	22	.	.	PUNCT
bracis-28363	69	1	the	the	DET
bracis-28363	69	2	assisting	assisting	NOUN
bracis-28363	69	3	programs	program	NOUN
bracis-28363	69	4	dictated	dictate	VERB
bracis-28363	69	5	a	a	DET
bracis-28363	69	6	reduction	reduction	NOUN
bracis-28363	69	7	of	of	ADP
bracis-28363	69	8	30–40	30–40	NUM
bracis-28363	69	9	%	%	NOUN
bracis-28363	69	10	in	in	ADP
bracis-28363	69	11	the	the	DET
bracis-28363	69	12	chances	chance	NOUN
bracis-28363	69	13	of	of	ADP
bracis-28363	69	14	dropping	drop	VERB
bracis-28363	69	15	out	out	ADP
bracis-28363	69	16	in	in	ADP
bracis-28363	69	17	2	2	NUM
bracis-28363	69	18	of	of	ADP
bracis-28363	69	19	4	4	NUM
bracis-28363	69	20	universities	university	NOUN
bracis-28363	69	21	where	where	SCONJ
bracis-28363	69	22	such	such	ADJ
bracis-28363	69	23	programs	program	NOUN
bracis-28363	69	24	existed	exist	VERB
bracis-28363	69	25	.	.	PUNCT
bracis-28363	70	1	they	they	PRON
bracis-28363	70	2	also	also	ADV
bracis-28363	70	3	found	find	VERB
bracis-28363	70	4	the	the	DET
bracis-28363	70	5	dropout	dropout	NOUN
bracis-28363	70	6	risk	risk	NOUN
bracis-28363	70	7	to	to	PART
bracis-28363	70	8	be	be	AUX
bracis-28363	70	9	inferior	inferior	ADJ
bracis-28363	70	10	for	for	ADP
bracis-28363	70	11	older	old	ADJ
bracis-28363	70	12	students	student	NOUN
bracis-28363	70	13	,	,	PUNCT
bracis-28363	70	14	and	and	CCONJ
bracis-28363	70	15	for	for	ADP
bracis-28363	70	16	those	those	PRON
bracis-28363	70	17	receiving	receive	VERB
bracis-28363	70	18	scholarships	scholarship	NOUN
bracis-28363	70	19	.	.	PUNCT
bracis-28363	71	1	this	this	PRON
bracis-28363	71	2	makes	make	VERB
bracis-28363	71	3	it	it	PRON
bracis-28363	71	4	evident	evident	ADJ
bracis-28363	71	5	there	there	PRON
bracis-28363	71	6	is	be	VERB
bracis-28363	71	7	no	no	DET
bracis-28363	71	8	clear	clear	ADJ
bracis-28363	71	9	consensus	consensus	NOUN
bracis-28363	71	10	on	on	ADP
bracis-28363	71	11	the	the	DET
bracis-28363	71	12	causes	cause	NOUN
bracis-28363	71	13	of	of	ADP
bracis-28363	71	14	dropout	dropout	NOUN
bracis-28363	71	15	,	,	PUNCT
bracis-28363	71	16	and	and	CCONJ
bracis-28363	71	17	also	also	ADV
bracis-28363	71	18	the	the	DET
bracis-28363	71	19	variety	variety	NOUN
bracis-28363	71	20	of	of	ADP
bracis-28363	71	21	factors	factor	NOUN
bracis-28363	71	22	protecting	protect	VERB
bracis-28363	71	23	against	against	ADP
bracis-28363	71	24	it	it	PRON
bracis-28363	71	25	.	.	PUNCT
bracis-28363	72	1	in	in	ADP
bracis-28363	72	2	this	this	DET
bracis-28363	72	3	paper	paper	NOUN
bracis-28363	72	4	,	,	PUNCT
bracis-28363	72	5	we	we	PRON
bracis-28363	72	6	use	use	VERB
bracis-28363	72	7	data	datum	NOUN
bracis-28363	72	8	as	as	ADV
bracis-28363	72	9	available	available	ADJ
bracis-28363	72	10	at	at	ADP
bracis-28363	72	11	most	most	ADJ
bracis-28363	72	12	brazilian	brazilian	ADJ
bracis-28363	72	13	higher	high	ADJ
bracis-28363	72	14	education	education	NOUN
bracis-28363	72	15	institutions	institution	NOUN
bracis-28363	72	16	,	,	PUNCT
bracis-28363	72	17	including	include	VERB
bracis-28363	72	18	personal	personal	ADJ
bracis-28363	72	19	and	and	CCONJ
bracis-28363	72	20	academic	academic	ADJ
bracis-28363	72	21	data	datum	NOUN
bracis-28363	72	22	.	.	PUNCT
bracis-28363	73	1	we	we	PRON
bracis-28363	73	2	show	show	VERB
bracis-28363	73	3	the	the	DET
bracis-28363	73	4	main	main	ADJ
bracis-28363	73	5	steps	step	NOUN
bracis-28363	73	6	to	to	PART
bracis-28363	73	7	be	be	AUX
bracis-28363	73	8	considered	consider	VERB
bracis-28363	73	9	when	when	SCONJ
bracis-28363	73	10	designing	design	VERB
bracis-28363	73	11	predictive	predictive	ADJ
bracis-28363	73	12	models	model	NOUN
bracis-28363	73	13	to	to	PART
bracis-28363	73	14	provide	provide	VERB
bracis-28363	73	15	educational	educational	ADJ
bracis-28363	73	16	managers	manager	NOUN
bracis-28363	73	17	a	a	DET
bracis-28363	73	18	decision	decision	NOUN
bracis-28363	73	19	-	-	PUNCT
bracis-28363	73	20	making	make	VERB
bracis-28363	73	21	support	support	NOUN
bracis-28363	73	22	,	,	PUNCT
bracis-28363	73	23	as	as	ADV
bracis-28363	73	24	well	well	ADV
bracis-28363	73	25	as	as	ADP
bracis-28363	73	26	important	important	ADJ
bracis-28363	73	27	insight	insight	NOUN
bracis-28363	73	28	for	for	ADP
bracis-28363	73	29	similar	similar	ADJ
bracis-28363	73	30	initiatives	initiative	NOUN
bracis-28363	73	31	in	in	ADP
bracis-28363	73	32	other	other	ADJ
bracis-28363	73	33	institutions	institution	NOUN
bracis-28363	73	34	.	.	PUNCT
bracis-28363	74	1	in	in	ADP
bracis-28363	74	2	particular	particular	ADJ
bracis-28363	74	3	,	,	PUNCT
bracis-28363	74	4	we	we	PRON
bracis-28363	74	5	show	show	VERB
bracis-28363	74	6	there	there	PRON
bracis-28363	74	7	is	be	VERB
bracis-28363	74	8	a	a	DET
bracis-28363	74	9	significant	significant	ADJ
bracis-28363	74	10	gap	gap	NOUN
bracis-28363	74	11	between	between	ADP
bracis-28363	74	12	analyzing	analyze	VERB
bracis-28363	74	13	historical	historical	ADJ
bracis-28363	74	14	data	datum	NOUN
bracis-28363	74	15	and	and	CCONJ
bracis-28363	74	16	future	future	ADJ
bracis-28363	74	17	data	datum	NOUN
bracis-28363	74	18	,	,	PUNCT
bracis-28363	74	19	and	and	CCONJ
bracis-28363	74	20	specific	specific	ADJ
bracis-28363	74	21	features	feature	NOUN
bracis-28363	74	22	play	play	VERB
bracis-28363	74	23	a	a	DET
bracis-28363	74	24	major	major	ADJ
bracis-28363	74	25	role	role	NOUN
bracis-28363	74	26	in	in	ADP
bracis-28363	74	27	this	this	DET
bracis-28363	74	28	type	type	NOUN
bracis-28363	74	29	of	of	ADP
bracis-28363	74	30	problem	problem	NOUN
bracis-28363	74	31	.	.	PUNCT
bracis-28363	75	1	as	as	ADV
bracis-28363	75	2	far	far	ADV
bracis-28363	75	3	as	as	SCONJ
bracis-28363	75	4	we	we	PRON
bracis-28363	75	5	know	know	VERB
bracis-28363	75	6	,	,	PUNCT
bracis-28363	75	7	this	this	PRON
bracis-28363	75	8	is	be	AUX
bracis-28363	75	9	the	the	DET
bracis-28363	75	10	first	first	ADJ
bracis-28363	75	11	paper	paper	NOUN
bracis-28363	75	12	to	to	PART
bracis-28363	75	13	address	address	VERB
bracis-28363	75	14	a	a	DET
bracis-28363	75	15	complete	complete	ADJ
bracis-28363	75	16	pipeline	pipeline	NOUN
bracis-28363	75	17	for	for	ADP
bracis-28363	75	18	a	a	DET
bracis-28363	75	19	data	data	NOUN
bracis-28363	75	20	-	-	PUNCT
bracis-28363	75	21	driven	drive	VERB
bracis-28363	75	22	dropout	dropout	NOUN
bracis-28363	75	23	risk	risk	NOUN
bracis-28363	75	24	assessment	assessment	NOUN
bracis-28363	75	25	tool	tool	NOUN
bracis-28363	75	26	,	,	PUNCT
bracis-28363	75	27	including	include	VERB
bracis-28363	75	28	data	data	NOUN
bracis-28363	75	29	preparation	preparation	NOUN
bracis-28363	75	30	,	,	PUNCT
bracis-28363	75	31	feature	feature	NOUN
bracis-28363	75	32	selection	selection	NOUN
bracis-28363	75	33	and	and	CCONJ
bracis-28363	75	34	proper	proper	ADJ
bracis-28363	75	35	evaluation	evaluation	NOUN
bracis-28363	75	36	protocol	protocol	NOUN
bracis-28363	75	37	,	,	PUNCT
bracis-28363	75	38	as	as	ADV
bracis-28363	75	39	well	well	ADV
bracis-28363	75	40	as	as	ADP
bracis-28363	75	41	feature	feature	NOUN
bracis-28363	75	42	importance	importance	NOUN
bracis-28363	75	43	analysis	analysis	NOUN
bracis-28363	75	44	.	.	PUNCT
bracis-28363	76	1	therefore	therefore	ADV
bracis-28363	76	2	,	,	PUNCT
bracis-28363	76	3	we	we	PRON
bracis-28363	76	4	intend	intend	VERB
bracis-28363	76	5	this	this	DET
bracis-28363	76	6	paper	paper	NOUN
bracis-28363	76	7	to	to	PART
bracis-28363	76	8	shed	shed	VERB
bracis-28363	76	9	light	light	NOUN
bracis-28363	76	10	on	on	ADP
bracis-28363	76	11	the	the	DET
bracis-28363	76	12	application	application	NOUN
bracis-28363	76	13	,	,	PUNCT
bracis-28363	76	14	and	and	CCONJ
bracis-28363	76	15	serve	serve	VERB
bracis-28363	76	16	as	as	ADP
bracis-28363	76	17	guideline	guideline	NOUN
bracis-28363	76	18	for	for	ADP
bracis-28363	76	19	other	other	ADJ
bracis-28363	76	20	higher	high	ADJ
bracis-28363	76	21	-	-	PUNCT
bracis-28363	76	22	education	education	NOUN
bracis-28363	76	23	institutions	institution	NOUN
bracis-28363	76	24	.	.	PUNCT
bracis-28363	77	1	3	3	NUM
bracis-28363	77	2	data	data	NOUN
bracis-28363	77	3	-	-	PUNCT
bracis-28363	77	4	driven	drive	VERB
bracis-28363	77	5	dropout	dropout	NOUN
bracis-28363	77	6	risk	risk	NOUN
bracis-28363	77	7	predictive	predictive	ADJ
bracis-28363	77	8	model	model	NOUN
bracis-28363	77	9	this	this	DET
bracis-28363	77	10	section	section	NOUN
bracis-28363	77	11	describes	describe	VERB
bracis-28363	77	12	the	the	DET
bracis-28363	77	13	exploration	exploration	NOUN
bracis-28363	77	14	of	of	ADP
bracis-28363	77	15	data	datum	NOUN
bracis-28363	77	16	and	and	CCONJ
bracis-28363	77	17	the	the	DET
bracis-28363	77	18	assessment	assessment	NOUN
bracis-28363	77	19	of	of	ADP
bracis-28363	77	20	a	a	DET
bracis-28363	77	21	predictive	predictive	ADJ
bracis-28363	77	22	model	model	NOUN
bracis-28363	77	23	which	which	PRON
bracis-28363	77	24	includes	include	VERB
bracis-28363	77	25	data	datum	NOUN
bracis-28363	77	26	collection	collection	NOUN
bracis-28363	77	27	from	from	ADP
bracis-28363	77	28	information	information	NOUN
bracis-28363	77	29	systems	system	NOUN
bracis-28363	77	30	,	,	PUNCT
bracis-28363	77	31	pre	pre	ADJ
bracis-28363	77	32	-	-	ADJ
bracis-28363	77	33	processing	processing	ADJ
bracis-28363	77	34	,	,	PUNCT
bracis-28363	77	35	experiments	experiment	NOUN
bracis-28363	77	36	using	use	VERB
bracis-28363	77	37	different	different	ADJ
bracis-28363	77	38	subsets	subset	NOUN
bracis-28363	77	39	of	of	ADP
bracis-28363	77	40	the	the	DET
bracis-28363	77	41	data	datum	NOUN
bracis-28363	77	42	for	for	ADP
bracis-28363	77	43	training	training	NOUN
bracis-28363	77	44	and	and	CCONJ
bracis-28363	77	45	testing	testing	NOUN
bracis-28363	77	46	models	model	NOUN
bracis-28363	77	47	using	use	VERB
bracis-28363	77	48	walk	walk	NOUN
bracis-28363	77	49	-	-	PUNCT
bracis-28363	77	50	forward	forward	NOUN
bracis-28363	77	51	validation	validation	NOUN
bracis-28363	77	52	,	,	PUNCT
bracis-28363	77	53	as	as	SCONJ
bracis-28363	77	54	summarized	summarize	VERB
bracis-28363	77	55	in	in	ADP
bracis-28363	77	56	fig	fig	NOUN
bracis-28363	77	57	.	.	PUNCT
bracis-28363	77	58	 	 	SPACE
bracis-28363	78	1	1	1	NUM
bracis-28363	78	2	.	.	PUNCT
bracis-28363	78	3	fig	fig	NOUN
bracis-28363	78	4	.	.	PUNCT
bracis-28363	79	1	1	1	X
bracis-28363	79	2	.	.	X
bracis-28363	79	3	overall	overall	ADJ
bracis-28363	79	4	flow	flow	NOUN
bracis-28363	79	5	for	for	ADP
bracis-28363	79	6	the	the	DET
bracis-28363	79	7	design	design	NOUN
bracis-28363	79	8	of	of	ADP
bracis-28363	79	9	our	our	PRON
bracis-28363	79	10	dropout	dropout	NOUN
bracis-28363	79	11	prediction	prediction	NOUN
bracis-28363	79	12	model	model	NOUN
bracis-28363	79	13	.	.	PUNCT
bracis-28363	80	1	first	first	ADV
bracis-28363	80	2	,	,	PUNCT
bracis-28363	80	3	the	the	DET
bracis-28363	80	4	maximum	maximum	ADJ
bracis-28363	80	5	values	value	NOUN
bracis-28363	80	6	of	of	ADP
bracis-28363	80	7	training	training	NOUN
bracis-28363	80	8	data	datum	NOUN
bracis-28363	80	9	variables	variable	NOUN
bracis-28363	80	10	are	be	AUX
bracis-28363	80	11	computed	compute	VERB
bracis-28363	80	12	for	for	ADP
bracis-28363	80	13	scaling	scale	VERB
bracis-28363	80	14	testing	testing	NOUN
bracis-28363	80	15	data	datum	NOUN
bracis-28363	80	16	.	.	PUNCT
bracis-28363	81	1	then	then	ADV
bracis-28363	81	2	the	the	DET
bracis-28363	81	3	data	data	NOUN
bracis-28363	81	4	undergoes	undergoe	NOUN
bracis-28363	81	5	preprocessing	preprocessing	NOUN
bracis-28363	81	6	,	,	PUNCT
bracis-28363	81	7	always	always	ADV
bracis-28363	81	8	fitting	fit	VERB
bracis-28363	81	9	on	on	ADP
bracis-28363	81	10	training	training	NOUN
bracis-28363	81	11	and	and	CCONJ
bracis-28363	81	12	applying	apply	VERB
bracis-28363	81	13	on	on	ADP
bracis-28363	81	14	testing	testing	NOUN
bracis-28363	81	15	.	.	PUNCT
bracis-28363	82	1	finally	finally	ADV
bracis-28363	82	2	,	,	PUNCT
bracis-28363	82	3	the	the	DET
bracis-28363	82	4	training	training	NOUN
bracis-28363	82	5	data	datum	NOUN
bracis-28363	82	6	is	be	AUX
bracis-28363	82	7	used	use	VERB
bracis-28363	82	8	for	for	ADP
bracis-28363	82	9	training	train	VERB
bracis-28363	82	10	the	the	DET
bracis-28363	82	11	model	model	NOUN
bracis-28363	82	12	,	,	PUNCT
bracis-28363	82	13	while	while	SCONJ
bracis-28363	82	14	the	the	DET
bracis-28363	82	15	preprocessed	preprocesse	VERB
bracis-28363	82	16	testing	testing	NOUN
bracis-28363	82	17	data	datum	NOUN
bracis-28363	82	18	is	be	AUX
bracis-28363	82	19	used	use	VERB
bracis-28363	82	20	for	for	ADP
bracis-28363	82	21	evaluation	evaluation	NOUN
bracis-28363	82	22	.	.	PUNCT
bracis-28363	83	1	full	full	ADJ
bracis-28363	83	2	size	size	NOUN
bracis-28363	83	3	image	image	NOUN
bracis-28363	83	4	formally	formally	ADV
bracis-28363	83	5	,	,	PUNCT
bracis-28363	83	6	let	let	VERB
bracis-28363	83	7	s	s	PRON
bracis-28363	83	8	be	be	AUX
bracis-28363	83	9	a	a	DET
bracis-28363	83	10	dataset	dataset	NOUN
bracis-28363	83	11	where	where	SCONJ
bracis-28363	83	12	an	an	DET
bracis-28363	83	13	instance	instance	NOUN
bracis-28363	83	14	\(\textbf{s	\(\textbf{s	PROPN
bracis-28363	83	15	}	}	PUNCT
bracis-28363	83	16	\in	\in	PROPN
bracis-28363	83	17	s	s	PART
bracis-28363	83	18	\	\	NOUN
bracis-28363	83	19	)	)	PUNCT
bracis-28363	83	20	represents	represent	VERB
bracis-28363	83	21	a	a	DET
bracis-28363	83	22	student	student	NOUN
bracis-28363	83	23	enrolled	enrol	VERB
bracis-28363	83	24	in	in	ADP
bracis-28363	83	25	a	a	DET
bracis-28363	83	26	course	course	NOUN
bracis-28363	83	27	,	,	PUNCT
bracis-28363	83	28	in	in	ADP
bracis-28363	83	29	a	a	DET
bracis-28363	83	30	given	give	VERB
bracis-28363	83	31	semester	semester	NOUN
bracis-28363	83	32	,	,	PUNCT
bracis-28363	83	33	by	by	ADP
bracis-28363	83	34	attributes	attribute	NOUN
bracis-28363	83	35	or	or	CCONJ
bracis-28363	83	36	variables	variable	NOUN
bracis-28363	83	37	with	with	ADP
bracis-28363	83	38	\	\	PROPN
bracis-28363	83	39	(	(	PUNCT
bracis-28363	83	40	\gamma	\gamma	PROPN
bracis-28363	83	41	\	\	NOUN
bracis-28363	83	42	)	)	PUNCT
bracis-28363	83	43	dimensions	dimension	NOUN
bracis-28363	83	44	,	,	PUNCT
bracis-28363	83	45	and	and	CCONJ
bracis-28363	83	46	\	\	PROPN
bracis-28363	83	47	(	(	PUNCT
bracis-28363	83	48	y	y	NOUN
bracis-28363	83	49	=	=	SYM
bracis-28363	83	50	\left\	\left\	PROPN
bracis-28363	83	51	{	{	PUNCT
bracis-28363	83	52	0	0	NUM
bracis-28363	83	53	,	,	PUNCT
bracis-28363	83	54	1	1	NUM
bracis-28363	83	55	\right\	\right\	ADJ
bracis-28363	83	56	}	}	PUNCT
bracis-28363	83	57	\	\	NOUN
bracis-28363	83	58	)	)	PUNCT
bracis-28363	83	59	represents	represent	VERB
bracis-28363	83	60	the	the	DET
bracis-28363	83	61	label	label	NOUN
bracis-28363	83	62	describing	describe	VERB
bracis-28363	83	63	the	the	DET
bracis-28363	83	64	student	student	NOUN
bracis-28363	83	65	’s	’s	PART
bracis-28363	83	66	s	s	PART
bracis-28363	83	67	situation	situation	NOUN
bracis-28363	83	68	:	:	PUNCT
bracis-28363	83	69	studying	study	VERB
bracis-28363	83	70	/	/	SYM
bracis-28363	83	71	regular	regular	ADJ
bracis-28363	83	72	(	(	PUNCT
bracis-28363	83	73	0	0	NUM
bracis-28363	83	74	or	or	CCONJ
bracis-28363	83	75	negative	negative	ADJ
bracis-28363	83	76	)	)	PUNCT
bracis-28363	83	77	or	or	CCONJ
bracis-28363	83	78	avoidant	avoidant	ADJ
bracis-28363	83	79	(	(	PUNCT
bracis-28363	83	80	1	1	NUM
bracis-28363	83	81	or	or	CCONJ
bracis-28363	83	82	positive	positive	ADJ
bracis-28363	83	83	)	)	PUNCT
bracis-28363	83	84	.	.	PUNCT
bracis-28363	84	1	first	first	ADV
bracis-28363	84	2	,	,	PUNCT
bracis-28363	84	3	we	we	PRON
bracis-28363	84	4	sought	seek	VERB
bracis-28363	84	5	to	to	PART
bracis-28363	84	6	obtain	obtain	VERB
bracis-28363	84	7	a	a	DET
bracis-28363	84	8	subset	subset	NOUN
bracis-28363	84	9	of	of	ADP
bracis-28363	84	10	the	the	DET
bracis-28363	84	11	original	original	ADJ
bracis-28363	84	12	data	datum	NOUN
bracis-28363	84	13	to	to	ADP
bracis-28363	84	14	pre	pre	NOUN
bracis-28363	84	15	-	-	NOUN
bracis-28363	84	16	process	process	NOUN
bracis-28363	84	17	,	,	PUNCT
bracis-28363	84	18	transform	transform	VERB
bracis-28363	84	19	and	and	CCONJ
bracis-28363	84	20	obtain	obtain	VERB
bracis-28363	84	21	x	x	SYM
bracis-28363	84	22	that	that	PRON
bracis-28363	84	23	has	have	AUX
bracis-28363	84	24	\(\gamma	\(\gamma	VERB
bracis-28363	84	25	\	\	ADJ
bracis-28363	84	26	)	)	PUNCT
bracis-28363	84	27	original	original	ADJ
bracis-28363	84	28	characteristics	characteristic	NOUN
bracis-28363	84	29	,	,	PUNCT
bracis-28363	84	30	and	and	CCONJ
bracis-28363	84	31	\(x	\(x	NOUN
bracis-28363	84	32	'	'	PUNCT
bracis-28363	84	33	\in	\in	PROPN
bracis-28363	84	34	r^{m}\	r^{m}\	PROPN
bracis-28363	84	35	)	)	PUNCT
bracis-28363	84	36	with	with	ADP
bracis-28363	84	37	attributes	attribute	NOUN
bracis-28363	84	38	such	such	ADJ
bracis-28363	84	39	that	that	DET
bracis-28363	84	40	\(m	\(m	PROPN
bracis-28363	84	41	\le	\le	PROPN
bracis-28363	84	42	\gamma	\gamma	PROPN
bracis-28363	84	43	\	\	PROPN
bracis-28363	84	44	)	)	PUNCT
bracis-28363	84	45	.	.	PUNCT
bracis-28363	85	1	from	from	ADP
bracis-28363	85	2	the	the	DET
bracis-28363	85	3	preprocessed	preprocesse	VERB
bracis-28363	85	4	dataset	dataset	NOUN
bracis-28363	85	5	,	,	PUNCT
bracis-28363	85	6	\(x'\	\(x'\	PROPN
bracis-28363	85	7	)	)	PUNCT
bracis-28363	85	8	supervised	supervised	ADJ
bracis-28363	85	9	learning	learning	NOUN
bracis-28363	85	10	methods	method	NOUN
bracis-28363	85	11	are	be	AUX
bracis-28363	85	12	used	use	VERB
bracis-28363	85	13	to	to	PART
bracis-28363	85	14	infer	infer	VERB
bracis-28363	85	15	\(f	\(f	NOUN
bracis-28363	85	16	:	:	PUNCT
bracis-28363	85	17	x	x	X
bracis-28363	85	18	'	'	PUNCT
bracis-28363	85	19	\rightarrow	\rightarrow	PROPN
bracis-28363	85	20	y\	y\	NOUN
bracis-28363	85	21	)	)	PUNCT
bracis-28363	85	22	.	.	PUNCT
bracis-28363	86	1	then	then	ADV
bracis-28363	86	2	,	,	PUNCT
bracis-28363	86	3	s	s	VERB
bracis-28363	86	4	was	be	AUX
bracis-28363	86	5	evaluated	evaluate	VERB
bracis-28363	86	6	in	in	ADP
bracis-28363	86	7	different	different	ADJ
bracis-28363	86	8	subsets	subset	NOUN
bracis-28363	86	9	grouped	group	VERB
bracis-28363	86	10	by	by	ADP
bracis-28363	86	11	the	the	DET
bracis-28363	86	12	current	current	ADJ
bracis-28363	86	13	semester	semester	NOUN
bracis-28363	86	14	of	of	ADP
bracis-28363	86	15	the	the	DET
bracis-28363	86	16	student	student	NOUN
bracis-28363	86	17	,	,	PUNCT
bracis-28363	86	18	with	with	ADP
bracis-28363	86	19	the	the	DET
bracis-28363	86	20	test	test	NOUN
bracis-28363	86	21	data	datum	NOUN
bracis-28363	86	22	being	be	AUX
bracis-28363	86	23	used	use	VERB
bracis-28363	86	24	only	only	ADV
bracis-28363	86	25	to	to	PART
bracis-28363	86	26	test	test	VERB
bracis-28363	86	27	the	the	DET
bracis-28363	86	28	generalization	generalization	NOUN
bracis-28363	86	29	of	of	ADP
bracis-28363	86	30	the	the	DET
bracis-28363	86	31	models	model	NOUN
bracis-28363	86	32	for	for	ADP
bracis-28363	86	33	a	a	DET
bracis-28363	86	34	group	group	NOUN
bracis-28363	86	35	of	of	ADP
bracis-28363	86	36	students	student	NOUN
bracis-28363	86	37	of	of	ADP
bracis-28363	86	38	a	a	DET
bracis-28363	86	39	certain	certain	ADJ
bracis-28363	86	40	semester	semester	NOUN
bracis-28363	86	41	not	not	PART
bracis-28363	86	42	seen	see	VERB
bracis-28363	86	43	during	during	ADP
bracis-28363	86	44	the	the	DET
bracis-28363	86	45	training	training	NOUN
bracis-28363	86	46	.	.	PUNCT
bracis-28363	87	1	3.1	3.1	NUM
bracis-28363	87	2	university	university	NOUN
bracis-28363	87	3	data	datum	NOUN
bracis-28363	87	4	exploration	exploration	NOUN
bracis-28363	87	5	data	datum	NOUN
bracis-28363	87	6	description	description	NOUN
bracis-28363	87	7	.	.	PUNCT
bracis-28363	88	1	the	the	DET
bracis-28363	88	2	ufscar	ufscar	NOUN
bracis-28363	88	3	has	have	VERB
bracis-28363	88	4	several	several	ADJ
bracis-28363	88	5	computational	computational	ADJ
bracis-28363	88	6	information	information	NOUN
bracis-28363	88	7	systems	system	NOUN
bracis-28363	88	8	for	for	ADP
bracis-28363	88	9	managing	manage	VERB
bracis-28363	88	10	institutional	institutional	ADJ
bracis-28363	88	11	processes	process	NOUN
bracis-28363	88	12	.	.	PUNCT
bracis-28363	89	1	those	those	PRON
bracis-28363	89	2	are	be	AUX
bracis-28363	89	3	separated	separate	VERB
bracis-28363	89	4	by	by	ADP
bracis-28363	89	5	purpose	purpose	NOUN
bracis-28363	89	6	such	such	ADJ
bracis-28363	89	7	as	as	ADP
bracis-28363	89	8	:	:	PUNCT
bracis-28363	89	9	undergraduate	undergraduate	NOUN
bracis-28363	89	10	studies	study	NOUN
bracis-28363	89	11	;	;	PUNCT
bracis-28363	89	12	postgraduate	postgraduate	NOUN
bracis-28363	89	13	studies	study	NOUN
bracis-28363	89	14	;	;	PUNCT
bracis-28363	89	15	university	university	NOUN
bracis-28363	89	16	restaurant	restaurant	NOUN
bracis-28363	89	17	;	;	PUNCT
bracis-28363	89	18	library	library	NOUN
bracis-28363	89	19	,	,	PUNCT
bracis-28363	89	20	among	among	ADP
bracis-28363	89	21	others	other	NOUN
bracis-28363	89	22	.	.	PUNCT
bracis-28363	90	1	the	the	DET
bracis-28363	90	2	main	main	ADJ
bracis-28363	90	3	systems	system	NOUN
bracis-28363	90	4	used	use	VERB
bracis-28363	90	5	to	to	PART
bracis-28363	90	6	manage	manage	VERB
bracis-28363	90	7	academic	academic	ADJ
bracis-28363	90	8	and	and	CCONJ
bracis-28363	90	9	student	student	NOUN
bracis-28363	90	10	data	datum	NOUN
bracis-28363	90	11	from	from	ADP
bracis-28363	90	12	which	which	PRON
bracis-28363	90	13	we	we	PRON
bracis-28363	90	14	gathered	gather	VERB
bracis-28363	90	15	data	datum	NOUN
bracis-28363	90	16	were	be	AUX
bracis-28363	90	17	:	:	PUNCT
bracis-28363	90	18	integrated	integrated	ADJ
bracis-28363	90	19	academic	academic	ADJ
bracis-28363	90	20	management	management	NOUN
bracis-28363	90	21	system	system	NOUN
bracis-28363	90	22	:	:	PUNCT
bracis-28363	90	23	responsible	responsible	ADJ
bracis-28363	90	24	for	for	ADP
bracis-28363	90	25	the	the	DET
bracis-28363	90	26	academic	academic	ADJ
bracis-28363	90	27	processes	process	NOUN
bracis-28363	90	28	related	relate	VERB
bracis-28363	90	29	to	to	ADP
bracis-28363	90	30	the	the	DET
bracis-28363	90	31	student	student	NOUN
bracis-28363	90	32	,	,	PUNCT
bracis-28363	90	33	lecturers	lecturer	NOUN
bracis-28363	90	34	and	and	CCONJ
bracis-28363	90	35	the	the	DET
bracis-28363	90	36	main	main	ADJ
bracis-28363	90	37	activities	activity	NOUN
bracis-28363	90	38	,	,	PUNCT
bracis-28363	90	39	such	such	ADJ
bracis-28363	90	40	as	as	ADP
bracis-28363	90	41	course	course	NOUN
bracis-28363	90	42	enrolments	enrolment	NOUN
bracis-28363	90	43	,	,	PUNCT
bracis-28363	90	44	registration	registration	NOUN
bracis-28363	90	45	of	of	ADP
bracis-28363	90	46	grades	grade	NOUN
bracis-28363	90	47	and	and	CCONJ
bracis-28363	90	48	frequencies	frequency	NOUN
bracis-28363	90	49	,	,	PUNCT
bracis-28363	90	50	teaching	teach	VERB
bracis-28363	90	51	plans	plan	NOUN
bracis-28363	90	52	,	,	PUNCT
bracis-28363	90	53	subjects	subject	NOUN
bracis-28363	90	54	,	,	PUNCT
bracis-28363	90	55	courses	course	NOUN
bracis-28363	90	56	,	,	PUNCT
bracis-28363	90	57	among	among	ADP
bracis-28363	90	58	other	other	ADJ
bracis-28363	90	59	activities	activity	NOUN
bracis-28363	90	60	;	;	PUNCT
bracis-28363	90	61	integrated	integrated	ADJ
bracis-28363	90	62	university	university	NOUN
bracis-28363	90	63	management	management	NOUN
bracis-28363	90	64	support	support	NOUN
bracis-28363	90	65	system	system	NOUN
bracis-28363	90	66	:	:	PUNCT
bracis-28363	90	67	general	general	ADJ
bracis-28363	90	68	management	management	NOUN
bracis-28363	90	69	of	of	ADP
bracis-28363	90	70	the	the	DET
bracis-28363	90	71	university	university	NOUN
bracis-28363	90	72	including	include	VERB
bracis-28363	90	73	registration	registration	NOUN
bracis-28363	90	74	of	of	ADP
bracis-28363	90	75	people	people	NOUN
bracis-28363	90	76	,	,	PUNCT
bracis-28363	90	77	permissions	permission	NOUN
bracis-28363	90	78	,	,	PUNCT
bracis-28363	90	79	and	and	CCONJ
bracis-28363	90	80	applications	application	NOUN
bracis-28363	90	81	student	student	NOUN
bracis-28363	90	82	cards	card	NOUN
bracis-28363	90	83	;	;	PUNCT
bracis-28363	90	84	dean	dean	NOUN
bracis-28363	90	85	of	of	ADP
bracis-28363	90	86	extension	extension	NOUN
bracis-28363	90	87	:	:	PUNCT
bracis-28363	90	88	management	management	NOUN
bracis-28363	90	89	of	of	ADP
bracis-28363	90	90	outreach	outreach	NOUN
bracis-28363	90	91	and	and	CCONJ
bracis-28363	90	92	extension	extension	NOUN
bracis-28363	90	93	courses	course	NOUN
bracis-28363	90	94	,	,	PUNCT
bracis-28363	90	95	as	as	ADV
bracis-28363	90	96	well	well	ADV
bracis-28363	90	97	as	as	ADP
bracis-28363	90	98	postgraduate	postgraduate	NOUN
bracis-28363	90	99	courses	course	NOUN
bracis-28363	90	100	lato	lato	VERB
bracis-28363	90	101	sensu	sensu	NOUN
bracis-28363	90	102	e	e	X
bracis-28363	90	103	stricto	stricto	X
bracis-28363	90	104	sensu	sensu	NOUN
bracis-28363	90	105	.	.	PUNCT
bracis-28363	91	1	in	in	ADP
bracis-28363	91	2	order	order	NOUN
bracis-28363	91	3	to	to	PART
bracis-28363	91	4	collect	collect	VERB
bracis-28363	91	5	and	and	CCONJ
bracis-28363	91	6	analyze	analyze	VERB
bracis-28363	91	7	the	the	DET
bracis-28363	91	8	students	student	NOUN
bracis-28363	91	9	’	'	PUNCT
bracis-28363	91	10	academic	academic	ADJ
bracis-28363	91	11	,	,	PUNCT
bracis-28363	91	12	economic	economic	ADJ
bracis-28363	91	13	and	and	CCONJ
bracis-28363	91	14	personal	personal	ADJ
bracis-28363	91	15	data	datum	NOUN
bracis-28363	91	16	,	,	PUNCT
bracis-28363	91	17	in	in	ADP
bracis-28363	91	18	addition	addition	NOUN
bracis-28363	91	19	to	to	ADP
bracis-28363	91	20	the	the	DET
bracis-28363	91	21	approval	approval	NOUN
bracis-28363	91	22	of	of	ADP
bracis-28363	91	23	the	the	DET
bracis-28363	91	24	ufscar	ufscar	ADJ
bracis-28363	91	25	ethics	ethic	NOUN
bracis-28363	91	26	committee	committee	PROPN
bracis-28363	91	27	(	(	PUNCT
bracis-28363	91	28	caae	caae	PROPN
bracis-28363	91	29	number	number	NOUN
bracis-28363	91	30	:	:	PUNCT
bracis-28363	91	31	34343920.5.0000.5504	34343920.5.0000.5504	NUM
bracis-28363	91	32	)	)	PUNCT
bracis-28363	91	33	,	,	PUNCT
bracis-28363	91	34	a	a	DET
bracis-28363	91	35	formal	formal	ADJ
bracis-28363	91	36	request	request	NOUN
bracis-28363	91	37	was	be	AUX
bracis-28363	91	38	made	make	VERB
bracis-28363	91	39	to	to	ADP
bracis-28363	91	40	the	the	DET
bracis-28363	91	41	department	department	NOUN
bracis-28363	91	42	responsible	responsible	ADJ
bracis-28363	91	43	for	for	ADP
bracis-28363	91	44	the	the	DET
bracis-28363	91	45	database	database	NOUN
bracis-28363	91	46	,	,	PUNCT
bracis-28363	91	47	which	which	PRON
bracis-28363	91	48	was	be	AUX
bracis-28363	91	49	stored	store	VERB
bracis-28363	91	50	in	in	ADP
bracis-28363	91	51	a	a	DET
bracis-28363	91	52	single	single	ADJ
bracis-28363	91	53	database	database	NOUN
bracis-28363	91	54	management	management	NOUN
bracis-28363	91	55	system	system	NOUN
bracis-28363	91	56	.	.	PUNCT
bracis-28363	92	1	to	to	PART
bracis-28363	92	2	maintain	maintain	VERB
bracis-28363	92	3	data	datum	NOUN
bracis-28363	92	4	secure	secure	ADJ
bracis-28363	92	5	,	,	PUNCT
bracis-28363	92	6	the	the	DET
bracis-28363	92	7	stored	store	VERB
bracis-28363	92	8	files	file	NOUN
bracis-28363	92	9	were	be	AUX
bracis-28363	92	10	encrypted	encrypt	VERB
bracis-28363	92	11	and	and	CCONJ
bracis-28363	92	12	the	the	DET
bracis-28363	92	13	access	access	NOUN
bracis-28363	92	14	to	to	ADP
bracis-28363	92	15	the	the	DET
bracis-28363	92	16	computer	computer	NOUN
bracis-28363	92	17	and	and	CCONJ
bracis-28363	92	18	the	the	DET
bracis-28363	92	19	database	database	NOUN
bracis-28363	92	20	was	be	AUX
bracis-28363	92	21	granted	grant	VERB
bracis-28363	92	22	only	only	ADV
bracis-28363	92	23	for	for	ADP
bracis-28363	92	24	authorized	authorized	ADJ
bracis-28363	92	25	users	user	NOUN
bracis-28363	92	26	.	.	PUNCT
bracis-28363	93	1	data	datum	NOUN
bracis-28363	93	2	gathering	gathering	NOUN
bracis-28363	93	3	.	.	PUNCT
bracis-28363	94	1	the	the	DET
bracis-28363	94	2	ufscar	ufscar	ADJ
bracis-28363	94	3	information	information	NOUN
bracis-28363	94	4	technology	technology	NOUN
bracis-28363	94	5	team	team	NOUN
bracis-28363	94	6	defined	define	VERB
bracis-28363	94	7	business	business	NOUN
bracis-28363	94	8	rules	rule	NOUN
bracis-28363	94	9	related	relate	VERB
bracis-28363	94	10	to	to	PART
bracis-28363	94	11	undergraduate	undergraduate	VERB
bracis-28363	94	12	students	student	NOUN
bracis-28363	94	13	in	in	ADP
bracis-28363	94	14	order	order	NOUN
bracis-28363	94	15	to	to	PART
bracis-28363	94	16	define	define	VERB
bracis-28363	94	17	the	the	DET
bracis-28363	94	18	data	datum	NOUN
bracis-28363	94	19	to	to	PART
bracis-28363	94	20	be	be	AUX
bracis-28363	94	21	gathered	gather	VERB
bracis-28363	94	22	and	and	CCONJ
bracis-28363	94	23	integrated	integrate	VERB
bracis-28363	94	24	into	into	ADP
bracis-28363	94	25	a	a	DET
bracis-28363	94	26	single	single	ADJ
bracis-28363	94	27	dataset	dataset	NOUN
bracis-28363	94	28	s.	s.	PROPN
bracis-28363	94	29	in	in	ADP
bracis-28363	94	30	this	this	DET
bracis-28363	94	31	way	way	NOUN
bracis-28363	94	32	,	,	PUNCT
bracis-28363	94	33	the	the	DET
bracis-28363	94	34	source	source	NOUN
bracis-28363	94	35	database	database	NOUN
bracis-28363	94	36	schema	schema	NOUN
bracis-28363	94	37	was	be	AUX
bracis-28363	94	38	simplified	simplify	VERB
bracis-28363	94	39	by	by	ADP
bracis-28363	94	40	querying	query	VERB
bracis-28363	94	41	the	the	DET
bracis-28363	94	42	target	target	NOUN
bracis-28363	94	43	data	datum	NOUN
bracis-28363	94	44	into	into	ADP
bracis-28363	94	45	just	just	ADV
bracis-28363	94	46	two	two	NUM
bracis-28363	94	47	schemas	schema	NOUN
bracis-28363	94	48	,	,	PUNCT
bracis-28363	94	49	both	both	PRON
bracis-28363	94	50	of	of	ADP
bracis-28363	94	51	them	they	PRON
bracis-28363	94	52	totalling	total	VERB
bracis-28363	94	53	222	222	NUM
bracis-28363	94	54	tables	table	NOUN
bracis-28363	94	55	and	and	CCONJ
bracis-28363	94	56	15	15	NUM
bracis-28363	94	57	views	view	NOUN
bracis-28363	94	58	.	.	PUNCT
bracis-28363	95	1	we	we	PRON
bracis-28363	95	2	follow	follow	VERB
bracis-28363	95	3	the	the	DET
bracis-28363	95	4	empirical	empirical	ADJ
bracis-28363	95	5	evidence	evidence	NOUN
bracis-28363	95	6	found	find	VERB
bracis-28363	95	7	by	by	ADP
bracis-28363	95	8	pal	pal	NOUN
bracis-28363	95	9	 	 	SPACE
bracis-28363	96	1	[	[	X
bracis-28363	96	2	26	26	NUM
bracis-28363	96	3	]	]	PUNCT
bracis-28363	96	4	,	,	PUNCT
bracis-28363	96	5	hippel	hippel	NOUN
bracis-28363	96	6	and	and	CCONJ
bracis-28363	96	7	hofflinger	hofflinger	NOUN
bracis-28363	96	8	 	 	SPACE
bracis-28363	97	1	[	[	X
bracis-28363	97	2	10	10	NUM
bracis-28363	97	3	]	]	PUNCT
bracis-28363	97	4	;	;	PUNCT
bracis-28363	97	5	and	and	CCONJ
bracis-28363	97	6	de	de	ADP
bracis-28363	97	7	souza	souza	PROPN
bracis-28363	97	8	 	 	SPACE
bracis-28363	98	1	[	[	X
bracis-28363	98	2	35	35	NUM
bracis-28363	98	3	]	]	PUNCT
bracis-28363	98	4	for	for	ADP
bracis-28363	98	5	filtering	filter	VERB
bracis-28363	98	6	relevant	relevant	ADJ
bracis-28363	98	7	data	datum	NOUN
bracis-28363	98	8	to	to	PART
bracis-28363	98	9	be	be	AUX
bracis-28363	98	10	used	use	VERB
bracis-28363	98	11	.	.	PUNCT
bracis-28363	99	1	those	those	DET
bracis-28363	99	2	authors	author	NOUN
bracis-28363	99	3	indicate	indicate	VERB
bracis-28363	99	4	that	that	SCONJ
bracis-28363	99	5	personal	personal	ADJ
bracis-28363	99	6	data	datum	NOUN
bracis-28363	99	7	,	,	PUNCT
bracis-28363	99	8	academic	academic	ADJ
bracis-28363	99	9	information	information	NOUN
bracis-28363	99	10	prior	prior	ADV
bracis-28363	99	11	to	to	ADP
bracis-28363	99	12	college	college	NOUN
bracis-28363	99	13	enrolment	enrolment	NOUN
bracis-28363	99	14	,	,	PUNCT
bracis-28363	99	15	academic	academic	ADJ
bracis-28363	99	16	information	information	NOUN
bracis-28363	99	17	collected	collect	VERB
bracis-28363	99	18	during	during	ADP
bracis-28363	99	19	college	college	NOUN
bracis-28363	99	20	,	,	PUNCT
bracis-28363	99	21	as	as	ADV
bracis-28363	99	22	well	well	ADV
bracis-28363	99	23	as	as	ADP
bracis-28363	99	24	economic	economic	ADJ
bracis-28363	99	25	information	information	NOUN
bracis-28363	99	26	,	,	PUNCT
bracis-28363	99	27	are	be	AUX
bracis-28363	99	28	sufficient	sufficient	ADJ
bracis-28363	99	29	to	to	PART
bracis-28363	99	30	investigate	investigate	VERB
bracis-28363	99	31	college	college	NOUN
bracis-28363	99	32	attrition	attrition	NOUN
bracis-28363	99	33	and	and	CCONJ
bracis-28363	99	34	student	student	NOUN
bracis-28363	99	35	dropout	dropout	NOUN
bracis-28363	99	36	.	.	PUNCT
bracis-28363	100	1	in	in	ADP
bracis-28363	100	2	this	this	DET
bracis-28363	100	3	paper	paper	NOUN
bracis-28363	100	4	we	we	PRON
bracis-28363	100	5	included	include	VERB
bracis-28363	100	6	:	:	PUNCT
bracis-28363	100	7	personal	personal	ADJ
bracis-28363	100	8	information	information	NOUN
bracis-28363	100	9	:	:	PUNCT
bracis-28363	100	10	city	city	NOUN
bracis-28363	100	11	,	,	PUNCT
bracis-28363	100	12	genre	genre	NOUN
bracis-28363	100	13	,	,	PUNCT
bracis-28363	100	14	age	age	NOUN
bracis-28363	100	15	,	,	PUNCT
bracis-28363	100	16	color	color	NOUN
bracis-28363	100	17	/	/	SYM
bracis-28363	100	18	race	race	NOUN
bracis-28363	100	19	declared	declare	VERB
bracis-28363	100	20	and	and	CCONJ
bracis-28363	100	21	marital	marital	ADJ
bracis-28363	100	22	status	status	NOUN
bracis-28363	100	23	;	;	PUNCT
bracis-28363	100	24	academic	academic	ADJ
bracis-28363	100	25	information	information	NOUN
bracis-28363	100	26	:	:	PUNCT
bracis-28363	100	27	undergraduation	undergraduation	NOUN
bracis-28363	100	28	course	course	NOUN
bracis-28363	100	29	,	,	PUNCT
bracis-28363	100	30	grades	grade	NOUN
bracis-28363	100	31	and	and	CCONJ
bracis-28363	100	32	frequency	frequency	NOUN
bracis-28363	100	33	for	for	ADP
bracis-28363	100	34	each	each	DET
bracis-28363	100	35	course	course	NOUN
bracis-28363	100	36	taken	take	VERB
bracis-28363	100	37	,	,	PUNCT
bracis-28363	100	38	current	current	ADJ
bracis-28363	100	39	semester	semester	NOUN
bracis-28363	100	40	,	,	PUNCT
bracis-28363	100	41	grade	grade	NOUN
bracis-28363	100	42	obtained	obtain	VERB
bracis-28363	100	43	in	in	ADP
bracis-28363	100	44	the	the	DET
bracis-28363	100	45	national	national	PROPN
bracis-28363	100	46	college	college	PROPN
bracis-28363	100	47	admission	admission	NOUN
bracis-28363	100	48	test	test	NOUN
bracis-28363	100	49	(	(	PUNCT
bracis-28363	100	50	acronym	acronym	NOUN
bracis-28363	100	51	:	:	PUNCT
bracis-28363	100	52	enem	enem	PROPN
bracis-28363	100	53	,	,	PUNCT
bracis-28363	100	54	in	in	ADP
bracis-28363	100	55	portuguese	portuguese	PROPN
bracis-28363	100	56	)	)	PUNCT
bracis-28363	100	57	.	.	PUNCT
bracis-28363	101	1	economic	economic	ADJ
bracis-28363	101	2	and	and	CCONJ
bracis-28363	101	3	social	social	ADJ
bracis-28363	101	4	information	information	NOUN
bracis-28363	101	5	:	:	PUNCT
bracis-28363	101	6	category	category	NOUN
bracis-28363	101	7	of	of	ADP
bracis-28363	101	8	admission	admission	NOUN
bracis-28363	101	9	(	(	PUNCT
bracis-28363	101	10	which	which	PRON
bracis-28363	101	11	is	be	AUX
bracis-28363	101	12	defined	define	VERB
bracis-28363	101	13	by	by	ADP
bracis-28363	101	14	lower	low	ADJ
bracis-28363	101	15	income	income	NOUN
bracis-28363	101	16	levels	level	NOUN
bracis-28363	101	17	,	,	PUNCT
bracis-28363	101	18	if	if	SCONJ
bracis-28363	101	19	previous	previous	ADJ
bracis-28363	101	20	education	education	NOUN
bracis-28363	101	21	was	be	AUX
bracis-28363	101	22	on	on	ADP
bracis-28363	101	23	public	public	ADJ
bracis-28363	101	24	schools	school	NOUN
bracis-28363	101	25	,	,	PUNCT
bracis-28363	101	26	ethnic	ethnic	ADJ
bracis-28363	101	27	/	/	SYM
bracis-28363	101	28	racial	racial	ADJ
bracis-28363	101	29	information	information	NOUN
bracis-28363	101	30	,	,	PUNCT
bracis-28363	101	31	special	special	ADJ
bracis-28363	101	32	needs	need	NOUN
bracis-28363	101	33	)	)	PUNCT
bracis-28363	101	34	;	;	PUNCT
bracis-28363	101	35	and	and	CCONJ
bracis-28363	101	36	also	also	ADV
bracis-28363	101	37	whether	whether	SCONJ
bracis-28363	101	38	self	self	NOUN
bracis-28363	101	39	-	-	PUNCT
bracis-28363	101	40	claimed	claim	VERB
bracis-28363	101	41	to	to	ADP
bracis-28363	101	42	below	below	ADP
bracis-28363	101	43	income	income	NOUN
bracis-28363	101	44	during	during	ADP
bracis-28363	101	45	registration	registration	NOUN
bracis-28363	101	46	at	at	ADP
bracis-28363	101	47	the	the	DET
bracis-28363	101	48	college	college	NOUN
bracis-28363	101	49	admission	admission	NOUN
bracis-28363	101	50	test	test	NOUN
bracis-28363	101	51	.	.	PUNCT
bracis-28363	102	1	note	note	VERB
bracis-28363	102	2	that	that	SCONJ
bracis-28363	102	3	,	,	PUNCT
bracis-28363	102	4	brazilian	brazilian	ADJ
bracis-28363	102	5	federal	federal	ADJ
bracis-28363	102	6	universities	university	NOUN
bracis-28363	102	7	have	have	VERB
bracis-28363	102	8	affirmative	affirmative	ADJ
bracis-28363	102	9	actions	action	NOUN
bracis-28363	102	10	,	,	PUNCT
bracis-28363	102	11	so	so	SCONJ
bracis-28363	102	12	that	that	SCONJ
bracis-28363	102	13	the	the	DET
bracis-28363	102	14	category	category	NOUN
bracis-28363	102	15	of	of	ADP
bracis-28363	102	16	admission	admission	NOUN
bracis-28363	102	17	define	define	VERB
bracis-28363	102	18	quotas	quota	NOUN
bracis-28363	102	19	of	of	ADP
bracis-28363	102	20	student	student	NOUN
bracis-28363	102	21	places	place	NOUN
bracis-28363	102	22	related	relate	VERB
bracis-28363	102	23	to	to	ADP
bracis-28363	102	24	social	social	ADJ
bracis-28363	102	25	/	/	SYM
bracis-28363	102	26	economic	economic	ADJ
bracis-28363	102	27	status	status	NOUN
bracis-28363	102	28	of	of	ADP
bracis-28363	102	29	the	the	DET
bracis-28363	102	30	student	student	NOUN
bracis-28363	102	31	as	as	ADV
bracis-28363	102	32	well	well	ADV
bracis-28363	102	33	as	as	ADP
bracis-28363	102	34	race	race	NOUN
bracis-28363	102	35	.	.	PUNCT
bracis-28363	103	1	our	our	PRON
bracis-28363	103	2	analysis	analysis	NOUN
bracis-28363	103	3	obtained	obtain	VERB
bracis-28363	103	4	data	datum	NOUN
bracis-28363	103	5	from	from	ADP
bracis-28363	103	6	students	student	NOUN
bracis-28363	103	7	who	who	PRON
bracis-28363	103	8	entered	enter	VERB
bracis-28363	103	9	the	the	DET
bracis-28363	103	10	ufscar	ufscar	NOUN
bracis-28363	103	11	between	between	ADP
bracis-28363	103	12	2008	2008	NUM
bracis-28363	103	13	and	and	CCONJ
bracis-28363	103	14	2020	2020	NUM
bracis-28363	103	15	,	,	PUNCT
bracis-28363	103	16	from	from	ADP
bracis-28363	103	17	all	all	DET
bracis-28363	103	18	undergraduate	undergraduate	NOUN
bracis-28363	103	19	courses	course	NOUN
bracis-28363	103	20	offered	offer	VERB
bracis-28363	103	21	by	by	ADP
bracis-28363	103	22	the	the	DET
bracis-28363	103	23	institution	institution	NOUN
bracis-28363	103	24	during	during	ADP
bracis-28363	103	25	this	this	DET
bracis-28363	103	26	period	period	NOUN
bracis-28363	103	27	.	.	PUNCT
bracis-28363	104	1	in	in	ADP
bracis-28363	104	2	each	each	DET
bracis-28363	104	3	year	year	NOUN
bracis-28363	104	4	,	,	PUNCT
bracis-28363	104	5	between	between	ADP
bracis-28363	104	6	2000	2000	NUM
bracis-28363	104	7	and	and	CCONJ
bracis-28363	104	8	3000	3000	NUM
bracis-28363	104	9	students	student	NOUN
bracis-28363	104	10	are	be	AUX
bracis-28363	104	11	admitted	admit	VERB
bracis-28363	104	12	.	.	PUNCT
bracis-28363	105	1	in	in	ADP
bracis-28363	105	2	total	total	ADJ
bracis-28363	105	3	,	,	PUNCT
bracis-28363	105	4	information	information	NOUN
bracis-28363	105	5	was	be	AUX
bracis-28363	105	6	collected	collect	VERB
bracis-28363	105	7	from	from	ADP
bracis-28363	105	8	32.892	32.892	NUM
bracis-28363	105	9	students	student	NOUN
bracis-28363	105	10	,	,	PUNCT
bracis-28363	105	11	separated	separate	VERB
bracis-28363	105	12	by	by	ADP
bracis-28363	105	13	course	course	NOUN
bracis-28363	105	14	,	,	PUNCT
bracis-28363	105	15	year	year	NOUN
bracis-28363	105	16	and	and	CCONJ
bracis-28363	105	17	period	period	NOUN
bracis-28363	105	18	/	/	SYM
bracis-28363	105	19	semester	semester	NOUN
bracis-28363	105	20	.	.	PUNCT
bracis-28363	106	1	guidelines	guideline	NOUN
bracis-28363	106	2	:	:	PUNCT
bracis-28363	106	3	include	include	VERB
bracis-28363	106	4	personal	personal	ADJ
bracis-28363	106	5	,	,	PUNCT
bracis-28363	106	6	academic	academic	ADJ
bracis-28363	106	7	and	and	CCONJ
bracis-28363	106	8	economic	economic	ADJ
bracis-28363	106	9	/	/	SYM
bracis-28363	106	10	social	social	ADJ
bracis-28363	106	11	data	datum	NOUN
bracis-28363	106	12	available	available	ADJ
bracis-28363	106	13	in	in	ADP
bracis-28363	106	14	the	the	DET
bracis-28363	106	15	information	information	NOUN
bracis-28363	106	16	systems	system	NOUN
bracis-28363	106	17	,	,	PUNCT
bracis-28363	106	18	taking	take	VERB
bracis-28363	106	19	into	into	ADP
bracis-28363	106	20	account	account	NOUN
bracis-28363	106	21	opinions	opinion	NOUN
bracis-28363	106	22	from	from	ADP
bracis-28363	106	23	the	the	DET
bracis-28363	106	24	information	information	NOUN
bracis-28363	106	25	technology	technology	NOUN
bracis-28363	106	26	team	team	NOUN
bracis-28363	106	27	,	,	PUNCT
bracis-28363	106	28	as	as	ADV
bracis-28363	106	29	well	well	ADV
bracis-28363	106	30	as	as	ADP
bracis-28363	106	31	the	the	DET
bracis-28363	106	32	team	team	NOUN
bracis-28363	106	33	of	of	ADP
bracis-28363	106	34	the	the	DET
bracis-28363	106	35	dean	dean	NOUN
bracis-28363	106	36	of	of	ADP
bracis-28363	106	37	undergraduate	undergraduate	ADJ
bracis-28363	106	38	students	student	NOUN
bracis-28363	106	39	.	.	PUNCT
bracis-28363	107	1	in	in	ADP
bracis-28363	107	2	principle	principle	ADJ
bracis-28363	107	3	,	,	PUNCT
bracis-28363	107	4	sensible	sensible	ADJ
bracis-28363	107	5	personal	personal	ADJ
bracis-28363	107	6	data	datum	NOUN
bracis-28363	107	7	should	should	AUX
bracis-28363	107	8	not	not	PART
bracis-28363	107	9	be	be	AUX
bracis-28363	107	10	included	include	VERB
bracis-28363	107	11	,	,	PUNCT
bracis-28363	107	12	and	and	CCONJ
bracis-28363	107	13	be	be	AUX
bracis-28363	107	14	encoded	encode	VERB
bracis-28363	107	15	if	if	SCONJ
bracis-28363	107	16	needed	need	VERB
bracis-28363	107	17	.	.	PUNCT
bracis-28363	108	1	also	also	ADV
bracis-28363	108	2	,	,	PUNCT
bracis-28363	108	3	the	the	DET
bracis-28363	108	4	resulting	result	VERB
bracis-28363	108	5	data	datum	NOUN
bracis-28363	108	6	should	should	AUX
bracis-28363	108	7	be	be	AUX
bracis-28363	108	8	encrypted	encrypt	VERB
bracis-28363	108	9	and	and	CCONJ
bracis-28363	108	10	not	not	PART
bracis-28363	108	11	given	give	VERB
bracis-28363	108	12	broad	broad	ADJ
bracis-28363	108	13	access	access	NOUN
bracis-28363	108	14	.	.	PUNCT
bracis-28363	109	1	3.2	3.2	NUM
bracis-28363	109	2	data	datum	NOUN
bracis-28363	109	3	preparation	preparation	NOUN
bracis-28363	109	4	as	as	SCONJ
bracis-28363	109	5	we	we	PRON
bracis-28363	109	6	show	show	VERB
bracis-28363	109	7	later	later	ADV
bracis-28363	109	8	in	in	ADP
bracis-28363	109	9	results	result	NOUN
bracis-28363	109	10	,	,	PUNCT
bracis-28363	109	11	such	such	ADJ
bracis-28363	109	12	step	step	NOUN
bracis-28363	109	13	significantly	significantly	ADV
bracis-28363	109	14	improves	improve	VERB
bracis-28363	109	15	the	the	DET
bracis-28363	109	16	quality	quality	NOUN
bracis-28363	109	17	of	of	ADP
bracis-28363	109	18	dropout	dropout	NOUN
bracis-28363	109	19	prediction	prediction	NOUN
bracis-28363	109	20	.	.	PUNCT
bracis-28363	110	1	below	below	ADV
bracis-28363	110	2	,	,	PUNCT
bracis-28363	110	3	we	we	PRON
bracis-28363	110	4	describe	describe	VERB
bracis-28363	110	5	the	the	DET
bracis-28363	110	6	data	datum	NOUN
bracis-28363	110	7	preparation	preparation	NOUN
bracis-28363	110	8	/	/	SYM
bracis-28363	110	9	cleaning	cleaning	NOUN
bracis-28363	110	10	and	and	CCONJ
bracis-28363	110	11	standardization	standardization	NOUN
bracis-28363	110	12	in	in	ADP
bracis-28363	110	13	detail	detail	NOUN
bracis-28363	110	14	.	.	PUNCT
bracis-28363	111	1	some	some	DET
bracis-28363	111	2	important	important	ADJ
bracis-28363	111	3	characteristics	characteristic	NOUN
bracis-28363	111	4	of	of	ADP
bracis-28363	111	5	the	the	DET
bracis-28363	111	6	source	source	NOUN
bracis-28363	111	7	data	datum	NOUN
bracis-28363	111	8	to	to	PART
bracis-28363	111	9	be	be	AUX
bracis-28363	111	10	observed	observe	VERB
bracis-28363	111	11	when	when	SCONJ
bracis-28363	111	12	designing	design	VERB
bracis-28363	111	13	a	a	DET
bracis-28363	111	14	machine	machine	NOUN
bracis-28363	111	15	learning	learning	NOUN
bracis-28363	111	16	model	model	NOUN
bracis-28363	111	17	are	be	AUX
bracis-28363	111	18	:	:	PUNCT
bracis-28363	111	19	1	1	X
bracis-28363	111	20	.	.	PUNCT
bracis-28363	112	1	students	student	NOUN
bracis-28363	112	2	in	in	ADP
bracis-28363	112	3	the	the	DET
bracis-28363	112	4	first	first	ADJ
bracis-28363	112	5	period	period	NOUN
bracis-28363	112	6	still	still	ADV
bracis-28363	112	7	have	have	VERB
bracis-28363	112	8	no	no	DET
bracis-28363	112	9	grades	grade	NOUN
bracis-28363	112	10	and	and	CCONJ
bracis-28363	112	11	attendance	attendance	NOUN
bracis-28363	112	12	therefore	therefore	ADV
bracis-28363	112	13	can	can	AUX
bracis-28363	112	14	not	not	PART
bracis-28363	112	15	be	be	AUX
bracis-28363	112	16	used	use	VERB
bracis-28363	112	17	to	to	PART
bracis-28363	112	18	train	train	VERB
bracis-28363	112	19	the	the	DET
bracis-28363	112	20	model	model	NOUN
bracis-28363	112	21	;	;	PUNCT
bracis-28363	112	22	2	2	X
bracis-28363	112	23	.	.	X
bracis-28363	112	24	there	there	PRON
bracis-28363	112	25	are	be	VERB
bracis-28363	112	26	missing	miss	VERB
bracis-28363	112	27	values	value	NOUN
bracis-28363	112	28	in	in	ADP
bracis-28363	112	29	particular	particular	ADJ
bracis-28363	112	30	for	for	ADP
bracis-28363	112	31	personal	personal	ADJ
bracis-28363	112	32	data	datum	NOUN
bracis-28363	112	33	,	,	PUNCT
bracis-28363	112	34	in	in	ADP
bracis-28363	112	35	our	our	PRON
bracis-28363	112	36	case	case	NOUN
bracis-28363	112	37	for	for	ADP
bracis-28363	112	38	the	the	DET
bracis-28363	112	39	attributes	attribute	NOUN
bracis-28363	112	40	:	:	PUNCT
bracis-28363	112	41	marital	marital	ADJ
bracis-28363	112	42	status	status	NOUN
bracis-28363	112	43	,	,	PUNCT
bracis-28363	112	44	lower	low	ADJ
bracis-28363	112	45	income	income	NOUN
bracis-28363	112	46	and	and	CCONJ
bracis-28363	112	47	declared	declare	VERB
bracis-28363	112	48	color	color	NOUN
bracis-28363	112	49	/	/	SYM
bracis-28363	112	50	race	race	NOUN
bracis-28363	112	51	;	;	PUNCT
bracis-28363	112	52	3	3	X
bracis-28363	112	53	.	.	X
bracis-28363	112	54	data	datum	NOUN
bracis-28363	112	55	for	for	ADP
bracis-28363	112	56	active	active	ADJ
bracis-28363	112	57	students	student	NOUN
bracis-28363	112	58	includes	include	VERB
bracis-28363	112	59	status	status	NOUN
bracis-28363	112	60	from	from	ADP
bracis-28363	112	61	different	different	ADJ
bracis-28363	112	62	academic	academic	ADJ
bracis-28363	112	63	periods	period	NOUN
bracis-28363	112	64	(	(	PUNCT
bracis-28363	112	65	semester	semester	NOUN
bracis-28363	112	66	)	)	PUNCT
bracis-28363	112	67	of	of	ADP
bracis-28363	112	68	all	all	DET
bracis-28363	112	69	courses	course	NOUN
bracis-28363	112	70	,	,	PUNCT
bracis-28363	112	71	while	while	SCONJ
bracis-28363	112	72	data	datum	NOUN
bracis-28363	112	73	for	for	ADP
bracis-28363	112	74	those	those	PRON
bracis-28363	112	75	that	that	PRON
bracis-28363	112	76	concluded	conclude	VERB
bracis-28363	112	77	the	the	DET
bracis-28363	112	78	degrees	degree	NOUN
bracis-28363	112	79	are	be	AUX
bracis-28363	112	80	complete	complete	ADJ
bracis-28363	112	81	,	,	PUNCT
bracis-28363	112	82	and	and	CCONJ
bracis-28363	112	83	those	those	PRON
bracis-28363	112	84	that	that	PRON
bracis-28363	112	85	abandoned	abandon	VERB
bracis-28363	112	86	are	be	AUX
bracis-28363	112	87	partial	partial	ADJ
bracis-28363	112	88	;	;	PUNCT
bracis-28363	112	89	4	4	X
bracis-28363	112	90	.	.	X
bracis-28363	112	91	class	class	NOUN
bracis-28363	112	92	imbalance	imbalance	NOUN
bracis-28363	112	93	:	:	PUNCT
bracis-28363	112	94	around	around	ADP
bracis-28363	112	95	70	70	NUM
bracis-28363	112	96	%	%	NOUN
bracis-28363	112	97	of	of	ADP
bracis-28363	112	98	students	student	NOUN
bracis-28363	112	99	are	be	AUX
bracis-28363	112	100	regularly	regularly	ADV
bracis-28363	112	101	enrolled	enrol	VERB
bracis-28363	112	102	or	or	CCONJ
bracis-28363	112	103	earned	earn	VERB
bracis-28363	112	104	a	a	DET
bracis-28363	112	105	degree	degree	NOUN
bracis-28363	112	106	,	,	PUNCT
bracis-28363	112	107	and	and	CCONJ
bracis-28363	112	108	around	around	ADV
bracis-28363	112	109	30	30	NUM
bracis-28363	112	110	%	%	NOUN
bracis-28363	112	111	are	be	AUX
bracis-28363	112	112	considered	consider	VERB
bracis-28363	112	113	dropouts	dropout	NOUN
bracis-28363	112	114	–	–	PUNCT
bracis-28363	112	115	value	value	NOUN
bracis-28363	112	116	referring	refer	VERB
bracis-28363	112	117	to	to	ADP
bracis-28363	112	118	all	all	DET
bracis-28363	112	119	data	datum	NOUN
bracis-28363	112	120	collected	collect	VERB
bracis-28363	112	121	(	(	PUNCT
bracis-28363	112	122	all	all	DET
bracis-28363	112	123	years	year	NOUN
bracis-28363	112	124	and	and	CCONJ
bracis-28363	112	125	all	all	DET
bracis-28363	112	126	academic	academic	ADJ
bracis-28363	112	127	periods	period	NOUN
bracis-28363	112	128	,	,	PUNCT
bracis-28363	112	129	including	include	VERB
bracis-28363	112	130	students	student	NOUN
bracis-28363	112	131	who	who	PRON
bracis-28363	112	132	are	be	AUX
bracis-28363	112	133	out	out	ADP
bracis-28363	112	134	of	of	ADP
bracis-28363	112	135	regular	regular	ADJ
bracis-28363	112	136	period	period	NOUN
bracis-28363	112	137	)	)	PUNCT
bracis-28363	112	138	;	;	PUNCT
bracis-28363	112	139	5	5	X
bracis-28363	112	140	.	.	X
bracis-28363	112	141	academic	academic	ADJ
bracis-28363	112	142	periods	period	NOUN
bracis-28363	112	143	:	:	PUNCT
bracis-28363	112	144	most	most	ADJ
bracis-28363	112	145	courses	course	NOUN
bracis-28363	112	146	have	have	VERB
bracis-28363	112	147	a	a	DET
bracis-28363	112	148	regular	regular	ADJ
bracis-28363	112	149	curriculum	curriculum	NOUN
bracis-28363	112	150	of	of	ADP
bracis-28363	112	151	4	4	NUM
bracis-28363	112	152	years	year	NOUN
bracis-28363	112	153	and	and	CCONJ
bracis-28363	112	154	8	8	NUM
bracis-28363	112	155	academic	academic	ADJ
bracis-28363	112	156	periods	period	NOUN
bracis-28363	112	157	,	,	PUNCT
bracis-28363	112	158	except	except	SCONJ
bracis-28363	112	159	for	for	ADP
bracis-28363	112	160	a	a	DET
bracis-28363	112	161	few	few	ADJ
bracis-28363	112	162	courses	course	NOUN
bracis-28363	112	163	that	that	PRON
bracis-28363	112	164	have	have	VERB
bracis-28363	112	165	a	a	DET
bracis-28363	112	166	curriculum	curriculum	NOUN
bracis-28363	112	167	of	of	ADP
bracis-28363	112	168	5	5	NUM
bracis-28363	112	169	years	year	NOUN
bracis-28363	112	170	.	.	PUNCT
bracis-28363	113	1	data	datum	NOUN
bracis-28363	113	2	preparation	preparation	NOUN
bracis-28363	113	3	and	and	CCONJ
bracis-28363	113	4	cleaning	cleaning	NOUN
bracis-28363	113	5	.	.	PUNCT
bracis-28363	114	1	below	below	ADP
bracis-28363	114	2	we	we	PRON
bracis-28363	114	3	list	list	VERB
bracis-28363	114	4	the	the	DET
bracis-28363	114	5	cleaning	cleaning	NOUN
bracis-28363	114	6	procedures	procedure	NOUN
bracis-28363	114	7	carried	carry	VERB
bracis-28363	114	8	out	out	ADP
bracis-28363	114	9	only	only	ADV
bracis-28363	114	10	when	when	SCONJ
bracis-28363	114	11	those	those	PRON
bracis-28363	114	12	showed	show	VERB
bracis-28363	114	13	to	to	PART
bracis-28363	114	14	improve	improve	VERB
bracis-28363	114	15	results	result	NOUN
bracis-28363	114	16	in	in	ADP
bracis-28363	114	17	validation	validation	NOUN
bracis-28363	114	18	sets	set	NOUN
bracis-28363	114	19	within	within	ADP
bracis-28363	114	20	a	a	DET
bracis-28363	114	21	10	10	NUM
bracis-28363	114	22	-	-	ADJ
bracis-28363	114	23	fold	fold	ADJ
bracis-28363	114	24	cross	cross	ADJ
bracis-28363	114	25	-	-	ADJ
bracis-28363	114	26	validation	validation	ADJ
bracis-28363	114	27	experiment	experiment	NOUN
bracis-28363	114	28	using	use	VERB
bracis-28363	114	29	the	the	DET
bracis-28363	114	30	training	training	NOUN
bracis-28363	114	31	data	datum	NOUN
bracis-28363	114	32	only	only	ADV
bracis-28363	114	33	:	:	PUNCT
bracis-28363	114	34	instances	instance	NOUN
bracis-28363	114	35	removed	remove	VERB
bracis-28363	114	36	:	:	PUNCT
bracis-28363	114	37	students	student	NOUN
bracis-28363	114	38	without	without	ADP
bracis-28363	114	39	grade	grade	NOUN
bracis-28363	114	40	or	or	CCONJ
bracis-28363	114	41	attendance	attendance	NOUN
bracis-28363	114	42	information	information	NOUN
bracis-28363	114	43	recorded	record	VERB
bracis-28363	114	44	;	;	PUNCT
bracis-28363	114	45	attributes	attribute	NOUN
bracis-28363	114	46	removed	remove	VERB
bracis-28363	114	47	:	:	PUNCT
bracis-28363	114	48	start	start	VERB
bracis-28363	114	49	year	year	NOUN
bracis-28363	114	50	,	,	PUNCT
bracis-28363	114	51	registration	registration	NOUN
bracis-28363	114	52	number	number	NOUN
bracis-28363	114	53	;	;	PUNCT
bracis-28363	114	54	city	city	NOUN
bracis-28363	114	55	of	of	ADP
bracis-28363	114	56	birth	birth	NOUN
bracis-28363	114	57	of	of	ADP
bracis-28363	114	58	the	the	DET
bracis-28363	114	59	student	student	NOUN
bracis-28363	114	60	;	;	PUNCT
bracis-28363	114	61	name	name	NOUN
bracis-28363	114	62	of	of	ADP
bracis-28363	114	63	the	the	DET
bracis-28363	114	64	country	country	NOUN
bracis-28363	114	65	;	;	PUNCT
bracis-28363	114	66	start	start	VERB
bracis-28363	114	67	period	period	NOUN
bracis-28363	114	68	;	;	PUNCT
bracis-28363	114	69	has	have	AUX
bracis-28363	114	70	lower	low	ADJ
bracis-28363	114	71	income	income	NOUN
bracis-28363	114	72	were	be	AUX
bracis-28363	114	73	removed	remove	VERB
bracis-28363	114	74	because	because	SCONJ
bracis-28363	114	75	they	they	PRON
bracis-28363	114	76	are	be	AUX
bracis-28363	114	77	not	not	PART
bracis-28363	114	78	related	relate	VERB
bracis-28363	114	79	to	to	ADP
bracis-28363	114	80	the	the	DET
bracis-28363	114	81	classification	classification	NOUN
bracis-28363	114	82	task	task	NOUN
bracis-28363	114	83	,	,	PUNCT
bracis-28363	114	84	possible	possible	ADJ
bracis-28363	114	85	insertion	insertion	NOUN
bracis-28363	114	86	of	of	ADP
bracis-28363	114	87	bias	bias	NOUN
bracis-28363	114	88	,	,	PUNCT
bracis-28363	114	89	because	because	SCONJ
bracis-28363	114	90	they	they	PRON
bracis-28363	114	91	have	have	VERB
bracis-28363	114	92	missing	miss	VERB
bracis-28363	114	93	values	value	NOUN
bracis-28363	114	94	and/or	and/or	CCONJ
bracis-28363	114	95	have	have	VERB
bracis-28363	114	96	only	only	ADV
bracis-28363	114	97	one	one	NUM
bracis-28363	114	98	value	value	NOUN
bracis-28363	114	99	for	for	ADP
bracis-28363	114	100	all	all	DET
bracis-28363	114	101	students	student	NOUN
bracis-28363	114	102	;	;	PUNCT
bracis-28363	114	103	obtaining	obtain	VERB
bracis-28363	114	104	the	the	DET
bracis-28363	114	105	binary	binary	ADJ
bracis-28363	114	106	label	label	NOUN
bracis-28363	114	107	:	:	PUNCT
bracis-28363	114	108	the	the	DET
bracis-28363	114	109	original	original	ADJ
bracis-28363	114	110	database	database	NOUN
bracis-28363	114	111	contains	contain	VERB
bracis-28363	114	112	different	different	ADJ
bracis-28363	114	113	status	status	NOUN
bracis-28363	114	114	for	for	ADP
bracis-28363	114	115	the	the	DET
bracis-28363	114	116	student	student	NOUN
bracis-28363	114	117	which	which	PRON
bracis-28363	114	118	will	will	AUX
bracis-28363	114	119	represent	represent	VERB
bracis-28363	114	120	the	the	DET
bracis-28363	114	121	positive	positive	ADJ
bracis-28363	114	122	label	label	NOUN
bracis-28363	114	123	.	.	PUNCT
bracis-28363	115	1	following	follow	VERB
bracis-28363	115	2	the	the	DET
bracis-28363	115	3	university	university	NOUN
bracis-28363	115	4	’s	’s	PART
bracis-28363	115	5	guidelines	guideline	NOUN
bracis-28363	115	6	,	,	PUNCT
bracis-28363	115	7	all	all	DET
bracis-28363	115	8	status	status	NOUN
bracis-28363	115	9	indicating	indicate	VERB
bracis-28363	115	10	the	the	DET
bracis-28363	115	11	student	student	NOUN
bracis-28363	115	12	left	leave	VERB
bracis-28363	115	13	college	college	NOUN
bracis-28363	115	14	were	be	AUX
bracis-28363	115	15	defined	define	VERB
bracis-28363	115	16	as	as	ADP
bracis-28363	115	17	evader	evader	NOUN
bracis-28363	115	18	(	(	PUNCT
bracis-28363	115	19	positive	positive	ADJ
bracis-28363	115	20	)	)	PUNCT
bracis-28363	115	21	,	,	PUNCT
bracis-28363	115	22	i.e.	i.e.	X
bracis-28363	115	23	:	:	PUNCT
bracis-28363	115	24	change	change	NOUN
bracis-28363	115	25	of	of	ADP
bracis-28363	115	26	area	area	NOUN
bracis-28363	115	27	,	,	PUNCT
bracis-28363	115	28	cancelled	cancel	VERB
bracis-28363	115	29	,	,	PUNCT
bracis-28363	115	30	loss	loss	NOUN
bracis-28363	115	31	of	of	ADP
bracis-28363	115	32	vacancy	vacancy	NOUN
bracis-28363	115	33	,	,	PUNCT
bracis-28363	115	34	retired	retired	ADJ
bracis-28363	115	35	and	and	CCONJ
bracis-28363	115	36	external	external	ADJ
bracis-28363	115	37	transfer	transfer	NOUN
bracis-28363	115	38	.	.	PUNCT
bracis-28363	116	1	on	on	ADP
bracis-28363	116	2	the	the	DET
bracis-28363	116	3	other	other	ADJ
bracis-28363	116	4	hand	hand	NOUN
bracis-28363	116	5	:	:	PUNCT
bracis-28363	116	6	studying	study	VERB
bracis-28363	116	7	,	,	PUNCT
bracis-28363	116	8	undergraduate	undergraduate	ADJ
bracis-28363	116	9	candidate	candidate	NOUN
bracis-28363	116	10	,	,	PUNCT
bracis-28363	116	11	internal	internal	ADJ
bracis-28363	116	12	transfer	transfer	NOUN
bracis-28363	116	13	,	,	PUNCT
bracis-28363	116	14	in	in	ADP
bracis-28363	116	15	appeal	appeal	NOUN
bracis-28363	116	16	,	,	PUNCT
bracis-28363	116	17	graduated	graduate	VERB
bracis-28363	116	18	and	and	CCONJ
bracis-28363	116	19	graduating	graduating	NOUN
bracis-28363	116	20	were	be	AUX
bracis-28363	116	21	considered	consider	VERB
bracis-28363	116	22	studying	study	VERB
bracis-28363	116	23	(	(	PUNCT
bracis-28363	116	24	negative	negative	ADJ
bracis-28363	116	25	)	)	PUNCT
bracis-28363	116	26	,	,	PUNCT
bracis-28363	116	27	in	in	ADP
bracis-28363	116	28	which	which	PRON
bracis-28363	116	29	the	the	DET
bracis-28363	116	30	student	student	NOUN
bracis-28363	116	31	still	still	ADV
bracis-28363	116	32	maintains	maintain	VERB
bracis-28363	116	33	a	a	DET
bracis-28363	116	34	relationship	relationship	NOUN
bracis-28363	116	35	with	with	ADP
bracis-28363	116	36	the	the	DET
bracis-28363	116	37	university	university	NOUN
bracis-28363	116	38	.	.	PUNCT
bracis-28363	117	1	in	in	ADP
bracis-28363	117	2	addition	addition	NOUN
bracis-28363	117	3	to	to	ADP
bracis-28363	117	4	cleaning	clean	VERB
bracis-28363	117	5	,	,	PUNCT
bracis-28363	117	6	we	we	PRON
bracis-28363	117	7	filled	fill	VERB
bracis-28363	117	8	the	the	DET
bracis-28363	117	9	null	null	ADJ
bracis-28363	117	10	values	value	NOUN
bracis-28363	117	11	for	for	ADP
bracis-28363	117	12	the	the	DET
bracis-28363	117	13	features	feature	NOUN
bracis-28363	117	14	:	:	PUNCT
bracis-28363	117	15	civil	civil	ADJ
bracis-28363	117	16	status	status	NOUN
bracis-28363	117	17	,	,	PUNCT
bracis-28363	117	18	declared	declare	VERB
bracis-28363	117	19	color	color	NOUN
bracis-28363	117	20	/	/	SYM
bracis-28363	117	21	race	race	NOUN
bracis-28363	117	22	,	,	PUNCT
bracis-28363	117	23	type	type	NOUN
bracis-28363	117	24	of	of	ADP
bracis-28363	117	25	school	school	NOUN
bracis-28363	117	26	in	in	ADP
bracis-28363	117	27	high	high	ADJ
bracis-28363	117	28	school	school	NOUN
bracis-28363	117	29	,	,	PUNCT
bracis-28363	117	30	gender	gender	NOUN
bracis-28363	117	31	,	,	PUNCT
bracis-28363	117	32	type	type	NOUN
bracis-28363	117	33	of	of	ADP
bracis-28363	117	34	admission	admission	NOUN
bracis-28363	117	35	were	be	AUX
bracis-28363	117	36	filled	fill	VERB
bracis-28363	117	37	using	use	VERB
bracis-28363	117	38	the	the	DET
bracis-28363	117	39	value	value	NOUN
bracis-28363	117	40	not	not	PART
bracis-28363	117	41	informed	inform	VERB
bracis-28363	117	42	,	,	PUNCT
bracis-28363	117	43	while	while	SCONJ
bracis-28363	117	44	the	the	DET
bracis-28363	117	45	features	feature	NOUN
bracis-28363	117	46	course	course	NOUN
bracis-28363	117	47	,	,	PUNCT
bracis-28363	117	48	course	course	NOUN
bracis-28363	117	49	regime	regime	NOUN
bracis-28363	117	50	,	,	PUNCT
bracis-28363	117	51	course	course	NOUN
bracis-28363	117	52	city	city	NOUN
bracis-28363	117	53	,	,	PUNCT
bracis-28363	117	54	marital	marital	ADJ
bracis-28363	117	55	status	status	NOUN
bracis-28363	117	56	,	,	PUNCT
bracis-28363	117	57	declared	declare	VERB
bracis-28363	117	58	color	color	NOUN
bracis-28363	117	59	/	/	SYM
bracis-28363	117	60	race	race	NOUN
bracis-28363	117	61	,	,	PUNCT
bracis-28363	117	62	type	type	NOUN
bracis-28363	117	63	of	of	ADP
bracis-28363	117	64	high	high	ADJ
bracis-28363	117	65	school	school	NOUN
bracis-28363	117	66	,	,	PUNCT
bracis-28363	117	67	nationality	nationality	NOUN
bracis-28363	117	68	type	type	NOUN
bracis-28363	117	69	,	,	PUNCT
bracis-28363	117	70	course	course	NOUN
bracis-28363	117	71	shift	shift	NOUN
bracis-28363	117	72	,	,	PUNCT
bracis-28363	117	73	degree	degree	NOUN
bracis-28363	117	74	,	,	PUNCT
bracis-28363	117	75	admission	admission	NOUN
bracis-28363	117	76	type	type	NOUN
bracis-28363	117	77	,	,	PUNCT
bracis-28363	117	78	admission	admission	NOUN
bracis-28363	117	79	form	form	NOUN
bracis-28363	117	80	and	and	CCONJ
bracis-28363	117	81	sexuality	sexuality	NOUN
bracis-28363	117	82	attributes	attribute	NOUN
bracis-28363	117	83	were	be	AUX
bracis-28363	117	84	one	one	NUM
bracis-28363	117	85	-	-	PUNCT
bracis-28363	117	86	hot	hot	ADV
bracis-28363	117	87	-	-	PUNCT
bracis-28363	117	88	encoded	encode	VERB
bracis-28363	117	89	.	.	PUNCT
bracis-28363	118	1	the	the	DET
bracis-28363	118	2	decision	decision	NOUN
bracis-28363	118	3	for	for	ADP
bracis-28363	118	4	one	one	NUM
bracis-28363	118	5	-	-	PUNCT
bracis-28363	118	6	hot	hot	ADV
bracis-28363	118	7	-	-	PUNCT
bracis-28363	118	8	encoding	encoding	NOUN
bracis-28363	118	9	transforming	transforming	NOUN
bracis-28363	118	10	was	be	AUX
bracis-28363	118	11	also	also	ADV
bracis-28363	118	12	made	make	VERB
bracis-28363	118	13	based	base	VERB
bracis-28363	118	14	on	on	ADP
bracis-28363	118	15	cross	cross	ADJ
bracis-28363	118	16	-	-	ADJ
bracis-28363	118	17	validation	validation	ADJ
bracis-28363	118	18	results	result	NOUN
bracis-28363	118	19	.	.	PUNCT
bracis-28363	119	1	the	the	DET
bracis-28363	119	2	min	min	PROPN
bracis-28363	119	3	-	-	ADJ
bracis-28363	119	4	max	max	PROPN
bracis-28363	119	5	normalization	normalization	NOUN
bracis-28363	119	6	of	of	ADP
bracis-28363	119	7	the	the	DET
bracis-28363	119	8	numerical	numerical	ADJ
bracis-28363	119	9	data	data	PROPN
bracis-28363	119	10	was	be	AUX
bracis-28363	119	11	applied	apply	VERB
bracis-28363	119	12	in	in	ADP
bracis-28363	119	13	order	order	NOUN
bracis-28363	119	14	to	to	PART
bracis-28363	119	15	maintain	maintain	VERB
bracis-28363	119	16	the	the	DET
bracis-28363	119	17	range	range	NOUN
bracis-28363	119	18	from	from	ADP
bracis-28363	119	19	0	0	NUM
bracis-28363	119	20	to	to	ADP
bracis-28363	119	21	1	1	NUM
bracis-28363	119	22	of	of	ADP
bracis-28363	119	23	all	all	DET
bracis-28363	119	24	values	value	NOUN
bracis-28363	119	25	and	and	CCONJ
bracis-28363	119	26	,	,	PUNCT
bracis-28363	119	27	consequently	consequently	ADV
bracis-28363	119	28	,	,	PUNCT
bracis-28363	119	29	to	to	PART
bracis-28363	119	30	avoid	avoid	VERB
bracis-28363	119	31	that	that	SCONJ
bracis-28363	119	32	larger	large	ADJ
bracis-28363	119	33	scale	scale	NOUN
bracis-28363	119	34	variables	variable	NOUN
bracis-28363	119	35	were	be	AUX
bracis-28363	119	36	considered	consider	VERB
bracis-28363	119	37	of	of	ADP
bracis-28363	119	38	greater	great	ADJ
bracis-28363	119	39	importance	importance	NOUN
bracis-28363	119	40	during	during	ADP
bracis-28363	119	41	the	the	DET
bracis-28363	119	42	training	training	NOUN
bracis-28363	119	43	of	of	ADP
bracis-28363	119	44	the	the	DET
bracis-28363	119	45	algorithms	algorithm	NOUN
bracis-28363	119	46	.	.	PUNCT
bracis-28363	120	1	the	the	DET
bracis-28363	120	2	following	follow	VERB
bracis-28363	120	3	transformations	transformation	NOUN
bracis-28363	120	4	were	be	AUX
bracis-28363	120	5	performed	perform	VERB
bracis-28363	120	6	:	:	PUNCT
bracis-28363	120	7	a	a	X
bracis-28363	120	8	)	)	PUNCT
bracis-28363	120	9	expected	expect	VERB
bracis-28363	120	10	values	value	NOUN
bracis-28363	120	11	between	between	ADP
bracis-28363	120	12	0	0	NUM
bracis-28363	120	13	and	and	CCONJ
bracis-28363	120	14	10	10	NUM
bracis-28363	120	15	were	be	AUX
bracis-28363	120	16	divided	divide	VERB
bracis-28363	120	17	by	by	ADP
bracis-28363	120	18	10	10	NUM
bracis-28363	120	19	;	;	PUNCT
bracis-28363	121	1	b	b	X
bracis-28363	121	2	)	)	PUNCT
bracis-28363	121	3	expected	expect	VERB
bracis-28363	121	4	values	value	NOUN
bracis-28363	121	5	between	between	ADP
bracis-28363	121	6	0	0	NUM
bracis-28363	121	7	and	and	CCONJ
bracis-28363	121	8	100	100	NUM
bracis-28363	121	9	were	be	AUX
bracis-28363	121	10	divided	divide	VERB
bracis-28363	121	11	by	by	ADP
bracis-28363	121	12	100	100	NUM
bracis-28363	121	13	;	;	PUNCT
bracis-28363	121	14	c	c	X
bracis-28363	121	15	)	)	PUNCT
bracis-28363	121	16	values	value	NOUN
bracis-28363	121	17	of	of	ADP
bracis-28363	121	18	profile	profile	NOUN
bracis-28363	121	19	;	;	PUNCT
bracis-28363	121	20	total	total	ADJ
bracis-28363	121	21	number	number	NOUN
bracis-28363	121	22	of	of	ADP
bracis-28363	121	23	courses	course	NOUN
bracis-28363	121	24	enrolled	enrol	VERB
bracis-28363	121	25	,	,	PUNCT
bracis-28363	121	26	cancelled	cancel	VERB
bracis-28363	121	27	,	,	PUNCT
bracis-28363	121	28	approved	approve	VERB
bracis-28363	121	29	and	and	CCONJ
bracis-28363	121	30	disapproved	disapprove	VERB
bracis-28363	121	31	;	;	PUNCT
bracis-28363	121	32	income	income	NOUN
bracis-28363	121	33	coefficient	coefficient	NOUN
bracis-28363	121	34	;	;	PUNCT
bracis-28363	121	35	workload	workload	NOUN
bracis-28363	121	36	completed	complete	VERB
bracis-28363	121	37	and	and	CCONJ
bracis-28363	121	38	classification	classification	NOUN
bracis-28363	121	39	obtained	obtain	VERB
bracis-28363	121	40	in	in	ADP
bracis-28363	121	41	enem	enem	PROPN
bracis-28363	121	42	were	be	AUX
bracis-28363	121	43	divided	divide	VERB
bracis-28363	121	44	by	by	ADP
bracis-28363	121	45	the	the	DET
bracis-28363	121	46	maximum	maximum	ADJ
bracis-28363	121	47	value	value	NOUN
bracis-28363	121	48	found	find	VERB
bracis-28363	121	49	in	in	ADP
bracis-28363	121	50	the	the	DET
bracis-28363	121	51	database	database	NOUN
bracis-28363	121	52	.	.	PUNCT
bracis-28363	122	1	in	in	ADP
bracis-28363	122	2	this	this	DET
bracis-28363	122	3	case	case	NOUN
bracis-28363	122	4	,	,	PUNCT
bracis-28363	122	5	the	the	DET
bracis-28363	122	6	maximum	maximum	ADJ
bracis-28363	122	7	values	value	NOUN
bracis-28363	122	8	obtained	obtain	VERB
bracis-28363	122	9	in	in	ADP
bracis-28363	122	10	the	the	DET
bracis-28363	122	11	training	training	NOUN
bracis-28363	122	12	of	of	ADP
bracis-28363	122	13	the	the	DET
bracis-28363	122	14	classifiers	classifier	NOUN
bracis-28363	122	15	were	be	AUX
bracis-28363	122	16	stored	store	VERB
bracis-28363	122	17	in	in	ADP
bracis-28363	122	18	memory	memory	NOUN
bracis-28363	122	19	and	and	CCONJ
bracis-28363	122	20	used	use	VERB
bracis-28363	122	21	for	for	ADP
bracis-28363	122	22	data	datum	NOUN
bracis-28363	122	23	normalization	normalization	NOUN
bracis-28363	122	24	in	in	ADP
bracis-28363	122	25	the	the	DET
bracis-28363	122	26	inference	inference	NOUN
bracis-28363	122	27	(	(	PUNCT
bracis-28363	122	28	test	test	NOUN
bracis-28363	122	29	)	)	PUNCT
bracis-28363	122	30	step	step	NOUN
bracis-28363	122	31	.	.	PUNCT
bracis-28363	123	1	the	the	DET
bracis-28363	123	2	target	target	NOUN
bracis-28363	123	3	variable	variable	ADJ
bracis-28363	123	4	status	status	NOUN
bracis-28363	123	5	was	be	AUX
bracis-28363	123	6	designed	design	VERB
bracis-28363	123	7	as	as	ADP
bracis-28363	123	8	binary	binary	NOUN
bracis-28363	123	9	.	.	PUNCT
bracis-28363	124	1	however	however	ADV
bracis-28363	124	2	,	,	PUNCT
bracis-28363	124	3	the	the	DET
bracis-28363	124	4	original	original	ADJ
bracis-28363	124	5	dataset	dataset	NOUN
bracis-28363	124	6	has	have	VERB
bracis-28363	124	7	17	17	NUM
bracis-28363	124	8	distinct	distinct	ADJ
bracis-28363	124	9	status	status	NOUN
bracis-28363	124	10	,	,	PUNCT
bracis-28363	124	11	so	so	ADV
bracis-28363	124	12	we	we	PRON
bracis-28363	124	13	grouped	group	VERB
bracis-28363	124	14	those	those	PRON
bracis-28363	124	15	into	into	ADP
bracis-28363	124	16	class	class	NOUN
bracis-28363	124	17	“	"	PUNCT
bracis-28363	124	18	dropout	dropout	NOUN
bracis-28363	124	19	”	"	PUNCT
bracis-28363	124	20	(	(	PUNCT
bracis-28363	124	21	positive	positive	ADJ
bracis-28363	124	22	)	)	PUNCT
bracis-28363	124	23	for	for	ADP
bracis-28363	124	24	the	the	DET
bracis-28363	124	25	statuses	status	NOUN
bracis-28363	124	26	area	area	NOUN
bracis-28363	124	27	change	change	NOUN
bracis-28363	124	28	,	,	PUNCT
bracis-28363	124	29	canceled	cancel	VERB
bracis-28363	124	30	,	,	PUNCT
bracis-28363	124	31	loss	loss	NOUN
bracis-28363	124	32	of	of	ADP
bracis-28363	124	33	vacancy	vacancy	NOUN
bracis-28363	124	34	,	,	PUNCT
bracis-28363	124	35	temporary	temporary	ADJ
bracis-28363	124	36	academic	academic	ADJ
bracis-28363	124	37	leave	leave	NOUN
bracis-28363	124	38	and	and	CCONJ
bracis-28363	124	39	external	external	ADJ
bracis-28363	124	40	transfer	transfer	NOUN
bracis-28363	124	41	)	)	PUNCT
bracis-28363	124	42	.	.	PUNCT
bracis-28363	125	1	the	the	DET
bracis-28363	125	2	class	class	NOUN
bracis-28363	125	3	“	"	PUNCT
bracis-28363	125	4	studying	study	VERB
bracis-28363	125	5	”	"	PUNCT
bracis-28363	125	6	(	(	PUNCT
bracis-28363	125	7	negative	negative	ADJ
bracis-28363	125	8	)	)	PUNCT
bracis-28363	125	9	included	include	VERB
bracis-28363	125	10	studying	study	VERB
bracis-28363	125	11	,	,	PUNCT
bracis-28363	125	12	under	under	ADP
bracis-28363	125	13	graduation	graduation	NOUN
bracis-28363	125	14	candidate	candidate	NOUN
bracis-28363	125	15	,	,	PUNCT
bracis-28363	125	16	internal	internal	ADJ
bracis-28363	125	17	transfer	transfer	NOUN
bracis-28363	125	18	,	,	PUNCT
bracis-28363	125	19	in	in	ADP
bracis-28363	125	20	appeal	appeal	NOUN
bracis-28363	125	21	and	and	CCONJ
bracis-28363	125	22	forming	form	VERB
bracis-28363	125	23	.	.	PUNCT
bracis-28363	126	1	guidelines	guideline	NOUN
bracis-28363	126	2	:	:	PUNCT
bracis-28363	126	3	remove	remove	VERB
bracis-28363	126	4	instances	instance	NOUN
bracis-28363	126	5	that	that	PRON
bracis-28363	126	6	do	do	AUX
bracis-28363	126	7	not	not	PART
bracis-28363	126	8	provide	provide	VERB
bracis-28363	126	9	representative	representative	ADJ
bracis-28363	126	10	information	information	NOUN
bracis-28363	126	11	,	,	PUNCT
bracis-28363	126	12	and	and	CCONJ
bracis-28363	126	13	study	study	NOUN
bracis-28363	126	14	cases	case	NOUN
bracis-28363	126	15	of	of	ADP
bracis-28363	126	16	missing	miss	VERB
bracis-28363	126	17	values	value	NOUN
bracis-28363	126	18	,	,	PUNCT
bracis-28363	126	19	filling	fill	VERB
bracis-28363	126	20	those	those	PRON
bracis-28363	126	21	if	if	SCONJ
bracis-28363	126	22	those	those	PRON
bracis-28363	126	23	account	account	VERB
bracis-28363	126	24	for	for	ADP
bracis-28363	126	25	a	a	DET
bracis-28363	126	26	significant	significant	ADJ
bracis-28363	126	27	number	number	NOUN
bracis-28363	126	28	of	of	ADP
bracis-28363	126	29	instances	instance	NOUN
bracis-28363	126	30	.	.	PUNCT
bracis-28363	127	1	convert	convert	VERB
bracis-28363	127	2	attributes	attribute	NOUN
bracis-28363	127	3	using	use	VERB
bracis-28363	127	4	one	one	NUM
bracis-28363	127	5	-	-	PUNCT
bracis-28363	127	6	hot	hot	ADV
bracis-28363	127	7	-	-	PUNCT
bracis-28363	127	8	encoding	encoding	NOUN
bracis-28363	127	9	approaches	approach	NOUN
bracis-28363	127	10	depending	depend	VERB
bracis-28363	127	11	on	on	ADP
bracis-28363	127	12	their	their	PRON
bracis-28363	127	13	nature	nature	NOUN
bracis-28363	127	14	(	(	PUNCT
bracis-28363	127	15	categorical	categorical	ADJ
bracis-28363	127	16	)	)	PUNCT
bracis-28363	127	17	.	.	PUNCT
bracis-28363	128	1	normalize	normalize	VERB
bracis-28363	128	2	the	the	DET
bracis-28363	128	3	numeric	numeric	ADJ
bracis-28363	128	4	data	datum	NOUN
bracis-28363	128	5	to	to	PART
bracis-28363	128	6	eliminate	eliminate	VERB
bracis-28363	128	7	larger	large	ADJ
bracis-28363	128	8	scales	scale	NOUN
bracis-28363	128	9	from	from	ADP
bracis-28363	128	10	the	the	DET
bracis-28363	128	11	values	value	NOUN
bracis-28363	128	12	.	.	PUNCT
bracis-28363	129	1	4	4	NUM
bracis-28363	129	2	experiments	experiment	NOUN
bracis-28363	129	3	and	and	CCONJ
bracis-28363	129	4	 	 	SPACE
bracis-28363	129	5	results	result	VERB
bracis-28363	129	6	three	three	NUM
bracis-28363	129	7	classification	classification	NOUN
bracis-28363	129	8	algorithms	algorithm	NOUN
bracis-28363	129	9	were	be	AUX
bracis-28363	129	10	used	use	VERB
bracis-28363	129	11	in	in	ADP
bracis-28363	129	12	the	the	DET
bracis-28363	129	13	experiments	experiment	NOUN
bracis-28363	129	14	:	:	PUNCT
bracis-28363	129	15	support	support	VERB
bracis-28363	129	16	vector	vector	NOUN
bracis-28363	129	17	classification	classification	NOUN
bracis-28363	129	18	,	,	PUNCT
bracis-28363	129	19	decision	decision	NOUN
bracis-28363	129	20	tree	tree	NOUN
bracis-28363	129	21	(	(	PUNCT
bracis-28363	129	22	cart	cart	NOUN
bracis-28363	129	23	)	)	PUNCT
bracis-28363	129	24	and	and	CCONJ
bracis-28363	129	25	lightgbm	lightgbm	ADJ
bracis-28363	129	26	.	.	PUNCT
bracis-28363	130	1	we	we	PRON
bracis-28363	130	2	do	do	AUX
bracis-28363	130	3	not	not	PART
bracis-28363	130	4	aim	aim	VERB
bracis-28363	130	5	at	at	ADP
bracis-28363	130	6	comparing	compare	VERB
bracis-28363	130	7	which	which	PRON
bracis-28363	130	8	is	be	AUX
bracis-28363	130	9	the	the	DET
bracis-28363	130	10	best	good	ADJ
bracis-28363	130	11	classifier	classifier	NOUN
bracis-28363	130	12	,	,	PUNCT
bracis-28363	130	13	but	but	CCONJ
bracis-28363	130	14	instead	instead	ADV
bracis-28363	130	15	use	use	VERB
bracis-28363	130	16	their	their	PRON
bracis-28363	130	17	results	result	NOUN
bracis-28363	130	18	to	to	PART
bracis-28363	130	19	understand	understand	VERB
bracis-28363	130	20	the	the	DET
bracis-28363	130	21	problem	problem	NOUN
bracis-28363	130	22	in	in	ADP
bracis-28363	130	23	terms	term	NOUN
bracis-28363	130	24	of	of	ADP
bracis-28363	130	25	the	the	DET
bracis-28363	130	26	available	available	ADJ
bracis-28363	130	27	data	datum	NOUN
bracis-28363	130	28	and	and	CCONJ
bracis-28363	130	29	the	the	DET
bracis-28363	130	30	features	feature	NOUN
bracis-28363	130	31	.	.	PUNCT
bracis-28363	131	1	the	the	DET
bracis-28363	131	2	svm	svm	PROPN
bracis-28363	131	3	offers	offer	VERB
bracis-28363	131	4	a	a	DET
bracis-28363	131	5	proxy	proxy	ADJ
bracis-28363	131	6	measure	measure	NOUN
bracis-28363	131	7	for	for	ADP
bracis-28363	131	8	the	the	DET
bracis-28363	131	9	linear	linear	ADJ
bracis-28363	131	10	separability	separability	NOUN
bracis-28363	131	11	of	of	ADP
bracis-28363	131	12	the	the	DET
bracis-28363	131	13	classes	class	NOUN
bracis-28363	131	14	,	,	PUNCT
bracis-28363	131	15	therefore	therefore	ADV
bracis-28363	131	16	its	its	PRON
bracis-28363	131	17	performance	performance	NOUN
bracis-28363	131	18	allows	allow	VERB
bracis-28363	131	19	us	we	PRON
bracis-28363	131	20	to	to	PART
bracis-28363	131	21	draw	draw	VERB
bracis-28363	131	22	conclusions	conclusion	NOUN
bracis-28363	131	23	about	about	ADP
bracis-28363	131	24	the	the	DET
bracis-28363	131	25	difficulty	difficulty	NOUN
bracis-28363	131	26	of	of	ADP
bracis-28363	131	27	the	the	DET
bracis-28363	131	28	problem	problem	NOUN
bracis-28363	131	29	in	in	ADP
bracis-28363	131	30	terms	term	NOUN
bracis-28363	131	31	of	of	ADP
bracis-28363	131	32	the	the	DET
bracis-28363	131	33	given	give	VERB
bracis-28363	131	34	variables	variable	NOUN
bracis-28363	131	35	 	 	SPACE
bracis-28363	132	1	[	[	X
bracis-28363	132	2	24	24	NUM
bracis-28363	132	3	]	]	PUNCT
bracis-28363	132	4	.	.	PUNCT
bracis-28363	133	1	on	on	ADP
bracis-28363	133	2	the	the	DET
bracis-28363	133	3	other	other	ADJ
bracis-28363	133	4	hand	hand	NOUN
bracis-28363	133	5	,	,	PUNCT
bracis-28363	133	6	the	the	DET
bracis-28363	133	7	decision	decision	NOUN
bracis-28363	133	8	tree	tree	NOUN
bracis-28363	133	9	allows	allow	VERB
bracis-28363	133	10	understanding	understanding	NOUN
bracis-28363	133	11	if	if	SCONJ
bracis-28363	133	12	it	it	PRON
bracis-28363	133	13	is	be	AUX
bracis-28363	133	14	possible	possible	ADJ
bracis-28363	133	15	to	to	PART
bracis-28363	133	16	infer	infer	VERB
bracis-28363	133	17	a	a	DET
bracis-28363	133	18	single	single	ADJ
bracis-28363	133	19	set	set	NOUN
bracis-28363	133	20	of	of	ADP
bracis-28363	133	21	rules	rule	NOUN
bracis-28363	133	22	based	base	VERB
bracis-28363	133	23	on	on	ADP
bracis-28363	133	24	the	the	DET
bracis-28363	133	25	features	feature	NOUN
bracis-28363	133	26	that	that	PRON
bracis-28363	133	27	allow	allow	VERB
bracis-28363	133	28	to	to	PART
bracis-28363	133	29	estimate	estimate	VERB
bracis-28363	133	30	dropout	dropout	NOUN
bracis-28363	133	31	for	for	ADP
bracis-28363	133	32	all	all	DET
bracis-28363	133	33	students	student	NOUN
bracis-28363	133	34	.	.	PUNCT
bracis-28363	134	1	finally	finally	ADV
bracis-28363	134	2	,	,	PUNCT
bracis-28363	134	3	lightgbm	lightgbm	VERB
bracis-28363	134	4	 	 	SPACE
bracis-28363	134	5	[	[	X
bracis-28363	134	6	14	14	NUM
bracis-28363	134	7	]	]	PUNCT
bracis-28363	134	8	would	would	AUX
bracis-28363	134	9	be	be	AUX
bracis-28363	134	10	the	the	DET
bracis-28363	134	11	attempt	attempt	NOUN
bracis-28363	134	12	to	to	PART
bracis-28363	134	13	combine	combine	VERB
bracis-28363	134	14	several	several	ADJ
bracis-28363	134	15	decision	decision	NOUN
bracis-28363	134	16	trees	tree	NOUN
bracis-28363	134	17	and	and	CCONJ
bracis-28363	134	18	,	,	PUNCT
bracis-28363	134	19	the	the	PRON
bracis-28363	134	20	more	more	ADV
bracis-28363	134	21	its	its	PRON
bracis-28363	134	22	results	result	NOUN
bracis-28363	134	23	surpass	surpass	VERB
bracis-28363	134	24	the	the	DET
bracis-28363	134	25	other	other	ADJ
bracis-28363	134	26	methods	method	NOUN
bracis-28363	134	27	,	,	PUNCT
bracis-28363	134	28	it	it	PRON
bracis-28363	134	29	means	mean	VERB
bracis-28363	134	30	different	different	ADJ
bracis-28363	134	31	students	student	NOUN
bracis-28363	134	32	require	require	VERB
bracis-28363	134	33	different	different	ADJ
bracis-28363	134	34	decision	decision	NOUN
bracis-28363	134	35	trees	tree	NOUN
bracis-28363	134	36	,	,	PUNCT
bracis-28363	134	37	needing	need	VERB
bracis-28363	134	38	different	different	ADJ
bracis-28363	134	39	ways	way	NOUN
bracis-28363	134	40	of	of	ADP
bracis-28363	134	41	shattering	shatter	VERB
bracis-28363	134	42	the	the	DET
bracis-28363	134	43	feature	feature	NOUN
bracis-28363	134	44	space	space	NOUN
bracis-28363	134	45	 	 	SPACE
bracis-28363	135	1	[	[	X
bracis-28363	135	2	27	27	NUM
bracis-28363	135	3	]	]	PUNCT
bracis-28363	135	4	.	.	PUNCT
bracis-28363	136	1	the	the	DET
bracis-28363	136	2	following	follow	VERB
bracis-28363	136	3	hyperparameters	hyperparameter	NOUN
bracis-28363	136	4	were	be	AUX
bracis-28363	136	5	used	use	VERB
bracis-28363	136	6	:	:	PUNCT
bracis-28363	136	7	support	support	VERB
bracis-28363	136	8	vector	vector	NOUN
bracis-28363	136	9	classification	classification	NOUN
bracis-28363	136	10	:	:	PUNCT
bracis-28363	136	11	linear	linear	ADJ
bracis-28363	136	12	kernel	kernel	NOUN
bracis-28363	136	13	,	,	PUNCT
bracis-28363	136	14	cost	cost	VERB
bracis-28363	136	15	1	1	NUM
bracis-28363	136	16	and	and	CCONJ
bracis-28363	136	17	maximum	maximum	NOUN
bracis-28363	136	18	of	of	ADP
bracis-28363	136	19	100	100	NUM
bracis-28363	136	20	iterations	iteration	NOUN
bracis-28363	136	21	;	;	PUNCT
bracis-28363	136	22	decision	decision	NOUN
bracis-28363	136	23	tree	tree	NOUN
bracis-28363	136	24	:	:	PUNCT
bracis-28363	136	25	gini	gini	NOUN
bracis-28363	136	26	criterion	criterion	NOUN
bracis-28363	136	27	,	,	PUNCT
bracis-28363	136	28	best	good	ADJ
bracis-28363	136	29	divisor	divisor	NOUN
bracis-28363	136	30	and	and	CCONJ
bracis-28363	136	31	2	2	NUM
bracis-28363	136	32	minimum	minimum	NOUN
bracis-28363	136	33	samples	sample	NOUN
bracis-28363	136	34	to	to	PART
bracis-28363	136	35	split	split	VERB
bracis-28363	136	36	;	;	PUNCT
bracis-28363	136	37	lightgbm	lightgbm	ADJ
bracis-28363	136	38	:	:	PUNCT
bracis-28363	136	39	binary	binary	ADJ
bracis-28363	136	40	target	target	NOUN
bracis-28363	136	41	and	and	CCONJ
bracis-28363	136	42	100	100	NUM
bracis-28363	136	43	iterations	iteration	NOUN
bracis-28363	136	44	.	.	PUNCT
bracis-28363	137	1	the	the	DET
bracis-28363	137	2	experiments	experiment	NOUN
bracis-28363	137	3	consisted	consist	VERB
bracis-28363	137	4	of	of	ADP
bracis-28363	137	5	training	train	VERB
bracis-28363	137	6	the	the	DET
bracis-28363	137	7	models	model	NOUN
bracis-28363	137	8	and	and	CCONJ
bracis-28363	137	9	applying	apply	VERB
bracis-28363	137	10	the	the	DET
bracis-28363	137	11	tests	test	NOUN
bracis-28363	137	12	using	use	VERB
bracis-28363	137	13	the	the	DET
bracis-28363	137	14	techniques	technique	NOUN
bracis-28363	137	15	of	of	ADP
bracis-28363	137	16	wfv	wfv	PROPN
bracis-28363	137	17	(	(	PUNCT
bracis-28363	137	18	walk	walk	VERB
bracis-28363	137	19	-	-	PUNCT
bracis-28363	137	20	forward	forward	NOUN
bracis-28363	137	21	validation	validation	NOUN
bracis-28363	137	22	)	)	PUNCT
bracis-28363	137	23	,	,	PUNCT
bracis-28363	137	24	in	in	ADP
bracis-28363	137	25	which	which	PRON
bracis-28363	137	26	the	the	DET
bracis-28363	137	27	methodology	methodology	NOUN
bracis-28363	137	28	is	be	AUX
bracis-28363	137	29	applied	apply	VERB
bracis-28363	137	30	to	to	ADP
bracis-28363	137	31	data	datum	NOUN
bracis-28363	137	32	that	that	PRON
bracis-28363	137	33	have	have	VERB
bracis-28363	137	34	time	time	NOUN
bracis-28363	137	35	intervals	interval	NOUN
bracis-28363	137	36	with	with	ADP
bracis-28363	137	37	the	the	DET
bracis-28363	137	38	possibility	possibility	NOUN
bracis-28363	137	39	of	of	ADP
bracis-28363	137	40	making	make	VERB
bracis-28363	137	41	good	good	ADJ
bracis-28363	137	42	forecasts	forecast	NOUN
bracis-28363	137	43	in	in	ADP
bracis-28363	137	44	each	each	DET
bracis-28363	137	45	period	period	NOUN
bracis-28363	137	46	.	.	PUNCT
bracis-28363	138	1	we	we	PRON
bracis-28363	138	2	sought	seek	VERB
bracis-28363	138	3	to	to	PART
bracis-28363	138	4	use	use	VERB
bracis-28363	138	5	this	this	DET
bracis-28363	138	6	methodology	methodology	NOUN
bracis-28363	138	7	to	to	PART
bracis-28363	138	8	simulate	simulate	VERB
bracis-28363	138	9	the	the	DET
bracis-28363	138	10	real	real	ADJ
bracis-28363	138	11	scenario	scenario	NOUN
bracis-28363	138	12	of	of	ADP
bracis-28363	138	13	application	application	NOUN
bracis-28363	138	14	of	of	ADP
bracis-28363	138	15	an	an	DET
bracis-28363	138	16	am	am	NOUN
bracis-28363	138	17	algorithm	algorithm	NOUN
bracis-28363	138	18	at	at	ADP
bracis-28363	138	19	the	the	DET
bracis-28363	138	20	university	university	NOUN
bracis-28363	138	21	,	,	PUNCT
bracis-28363	138	22	in	in	ADP
bracis-28363	138	23	which	which	PRON
bracis-28363	138	24	it	it	PRON
bracis-28363	138	25	will	will	AUX
bracis-28363	138	26	learn	learn	VERB
bracis-28363	138	27	temporally	temporally	ADV
bracis-28363	138	28	according	accord	VERB
bracis-28363	138	29	to	to	ADP
bracis-28363	138	30	the	the	DET
bracis-28363	138	31	years	year	NOUN
bracis-28363	138	32	and	and	CCONJ
bracis-28363	138	33	also	also	ADV
bracis-28363	138	34	,	,	PUNCT
bracis-28363	138	35	validate	validate	VERB
bracis-28363	138	36	the	the	DET
bracis-28363	138	37	behavior	behavior	NOUN
bracis-28363	138	38	of	of	ADP
bracis-28363	138	39	the	the	DET
bracis-28363	138	40	algorithms	algorithm	NOUN
bracis-28363	138	41	with	with	ADP
bracis-28363	138	42	the	the	DET
bracis-28363	138	43	training	training	NOUN
bracis-28363	138	44	of	of	ADP
bracis-28363	138	45	different	different	ADJ
bracis-28363	138	46	time	time	NOUN
bracis-28363	138	47	windows	window	NOUN
bracis-28363	138	48	.	.	PUNCT
bracis-28363	139	1	table	table	NOUN
bracis-28363	139	2	 	 	SPACE
bracis-28363	139	3	1	1	NUM
bracis-28363	139	4	shows	show	VERB
bracis-28363	139	5	the	the	DET
bracis-28363	139	6	number	number	NOUN
bracis-28363	139	7	of	of	ADP
bracis-28363	139	8	instances	instance	NOUN
bracis-28363	139	9	per	per	ADP
bracis-28363	139	10	year	year	NOUN
bracis-28363	139	11	and	and	CCONJ
bracis-28363	139	12	class	class	NOUN
bracis-28363	139	13	(	(	PUNCT
bracis-28363	139	14	1st	1st	ADJ
bracis-28363	139	15	to	to	ADP
bracis-28363	139	16	5th	5th	ADJ
bracis-28363	139	17	year	year	NOUN
bracis-28363	139	18	)	)	PUNCT
bracis-28363	139	19	of	of	ADP
bracis-28363	139	20	the	the	DET
bracis-28363	139	21	dataset	dataset	NOUN
bracis-28363	139	22	used	use	VERB
bracis-28363	139	23	in	in	ADP
bracis-28363	139	24	the	the	DET
bracis-28363	139	25	experiments	experiment	NOUN
bracis-28363	139	26	,	,	PUNCT
bracis-28363	139	27	and	and	CCONJ
bracis-28363	139	28	fig	fig	NOUN
bracis-28363	139	29	.	.	PUNCT
bracis-28363	139	30	 	 	SPACE
bracis-28363	140	1	2	2	NUM
bracis-28363	140	2	illustrates	illustrate	VERB
bracis-28363	140	3	all	all	DET
bracis-28363	140	4	the	the	DET
bracis-28363	140	5	experiments	experiment	NOUN
bracis-28363	140	6	performed	perform	VERB
bracis-28363	140	7	.	.	PUNCT
bracis-28363	141	1	table	table	NOUN
bracis-28363	141	2	1	1	NUM
bracis-28363	141	3	.	.	X
bracis-28363	141	4	number	number	NOUN
bracis-28363	141	5	of	of	ADP
bracis-28363	141	6	instances	instance	NOUN
bracis-28363	141	7	per	per	ADP
bracis-28363	141	8	year	year	NOUN
bracis-28363	141	9	and	and	CCONJ
bracis-28363	141	10	class	class	NOUN
bracis-28363	141	11	–	–	PUNCT
bracis-28363	141	12	positive	positive	ADJ
bracis-28363	141	13	(	(	PUNCT
bracis-28363	141	14	evading	evading	NOUN
bracis-28363	141	15	)	)	PUNCT
bracis-28363	141	16	and	and	CCONJ
bracis-28363	141	17	negative	negative	ADJ
bracis-28363	141	18	(	(	PUNCT
bracis-28363	141	19	studying).full	studying).full	ADJ
bracis-28363	141	20	size	size	NOUN
bracis-28363	141	21	table	table	NOUN
bracis-28363	141	22	fig	fig	NOUN
bracis-28363	141	23	.	.	PUNCT
bracis-28363	142	1	2	2	X
bracis-28363	142	2	.	.	X
bracis-28363	142	3	experiments	experiment	NOUN
bracis-28363	142	4	carried	carry	VERB
bracis-28363	142	5	out	out	ADP
bracis-28363	142	6	using	use	VERB
bracis-28363	142	7	the	the	DET
bracis-28363	142	8	wfv	wfv	PROPN
bracis-28363	142	9	methodology	methodology	NOUN
bracis-28363	142	10	.	.	PUNCT
bracis-28363	143	1	full	full	ADJ
bracis-28363	143	2	size	size	NOUN
bracis-28363	143	3	image	image	NOUN
bracis-28363	143	4	the	the	DET
bracis-28363	143	5	first	first	ADJ
bracis-28363	143	6	experiment	experiment	NOUN
bracis-28363	143	7	aimed	aim	VERB
bracis-28363	143	8	to	to	PART
bracis-28363	143	9	evaluate	evaluate	VERB
bracis-28363	143	10	whether	whether	SCONJ
bracis-28363	143	11	the	the	DET
bracis-28363	143	12	use	use	NOUN
bracis-28363	143	13	of	of	ADP
bracis-28363	143	14	data	datum	NOUN
bracis-28363	143	15	from	from	ADP
bracis-28363	143	16	students	student	NOUN
bracis-28363	143	17	from	from	ADP
bracis-28363	143	18	all	all	DET
bracis-28363	143	19	previous	previous	ADJ
bracis-28363	143	20	years	year	NOUN
bracis-28363	143	21	allows	allow	VERB
bracis-28363	143	22	for	for	ADP
bracis-28363	143	23	the	the	DET
bracis-28363	143	24	prediction	prediction	NOUN
bracis-28363	143	25	of	of	ADP
bracis-28363	143	26	dropout	dropout	NOUN
bracis-28363	143	27	,	,	PUNCT
bracis-28363	143	28	simulating	simulate	VERB
bracis-28363	143	29	learning	learn	VERB
bracis-28363	143	30	from	from	ADP
bracis-28363	143	31	year	year	NOUN
bracis-28363	143	32	to	to	ADP
bracis-28363	143	33	year	year	NOUN
bracis-28363	143	34	successively	successively	ADV
bracis-28363	143	35	according	accord	VERB
bracis-28363	143	36	to	to	ADP
bracis-28363	143	37	the	the	DET
bracis-28363	143	38	results	result	NOUN
bracis-28363	143	39	in	in	ADP
bracis-28363	143	40	table	table	NOUN
bracis-28363	143	41	2	2	NUM
bracis-28363	143	42	.	.	PUNCT
bracis-28363	144	1	the	the	DET
bracis-28363	144	2	second	second	ADJ
bracis-28363	144	3	experiment	experiment	NOUN
bracis-28363	144	4	verified	verify	VERB
bracis-28363	144	5	whether	whether	SCONJ
bracis-28363	144	6	the	the	DET
bracis-28363	144	7	use	use	NOUN
bracis-28363	144	8	of	of	ADP
bracis-28363	144	9	data	datum	NOUN
bracis-28363	144	10	from	from	ADP
bracis-28363	144	11	students	student	NOUN
bracis-28363	144	12	from	from	ADP
bracis-28363	144	13	the	the	DET
bracis-28363	144	14	immediately	immediately	ADV
bracis-28363	144	15	previous	previous	ADJ
bracis-28363	144	16	year	year	NOUN
bracis-28363	144	17	is	be	AUX
bracis-28363	144	18	sufficient	sufficient	ADJ
bracis-28363	144	19	to	to	PART
bracis-28363	144	20	classify	classify	VERB
bracis-28363	144	21	those	those	PRON
bracis-28363	144	22	from	from	ADP
bracis-28363	144	23	the	the	DET
bracis-28363	144	24	current	current	ADJ
bracis-28363	144	25	year	year	NOUN
bracis-28363	144	26	,	,	PUNCT
bracis-28363	144	27	without	without	ADP
bracis-28363	144	28	the	the	DET
bracis-28363	144	29	accumulation	accumulation	NOUN
bracis-28363	144	30	of	of	ADP
bracis-28363	144	31	all	all	DET
bracis-28363	144	32	previous	previous	ADJ
bracis-28363	144	33	years	year	NOUN
bracis-28363	144	34	,	,	PUNCT
bracis-28363	144	35	with	with	ADP
bracis-28363	144	36	results	result	NOUN
bracis-28363	144	37	in	in	ADP
bracis-28363	144	38	table	table	NOUN
bracis-28363	144	39	3	3	NUM
bracis-28363	144	40	.	.	PUNCT
bracis-28363	145	1	the	the	DET
bracis-28363	145	2	third	third	ADJ
bracis-28363	145	3	experiment	experiment	NOUN
bracis-28363	145	4	followed	follow	VERB
bracis-28363	145	5	the	the	DET
bracis-28363	145	6	methodology	methodology	NOUN
bracis-28363	145	7	of	of	ADP
bracis-28363	145	8	the	the	DET
bracis-28363	145	9	second	second	ADJ
bracis-28363	145	10	experiment	experiment	NOUN
bracis-28363	145	11	,	,	PUNCT
bracis-28363	145	12	but	but	CCONJ
bracis-28363	145	13	with	with	ADP
bracis-28363	145	14	the	the	DET
bracis-28363	145	15	use	use	NOUN
bracis-28363	145	16	of	of	ADP
bracis-28363	145	17	instances	instance	NOUN
bracis-28363	145	18	with	with	ADP
bracis-28363	145	19	up	up	ADP
bracis-28363	145	20	to	to	PART
bracis-28363	145	21	2	2	NUM
bracis-28363	145	22	years	year	NOUN
bracis-28363	145	23	prior	prior	ADV
bracis-28363	145	24	to	to	ADP
bracis-28363	145	25	the	the	DET
bracis-28363	145	26	test	test	NOUN
bracis-28363	145	27	,	,	PUNCT
bracis-28363	145	28	as	as	SCONJ
bracis-28363	145	29	shown	show	VERB
bracis-28363	145	30	in	in	ADP
bracis-28363	145	31	table	table	NOUN
bracis-28363	145	32	3	3	NUM
bracis-28363	145	33	.	.	PUNCT
bracis-28363	146	1	finally	finally	ADV
bracis-28363	146	2	,	,	PUNCT
bracis-28363	146	3	we	we	PRON
bracis-28363	146	4	sought	seek	VERB
bracis-28363	146	5	to	to	PART
bracis-28363	146	6	assess	assess	VERB
bracis-28363	146	7	whether	whether	SCONJ
bracis-28363	146	8	the	the	DET
bracis-28363	146	9	first	first	ADJ
bracis-28363	146	10	years	year	NOUN
bracis-28363	146	11	would	would	AUX
bracis-28363	146	12	provide	provide	VERB
bracis-28363	146	13	enough	enough	ADJ
bracis-28363	146	14	signal	signal	NOUN
bracis-28363	146	15	to	to	PART
bracis-28363	146	16	allow	allow	VERB
bracis-28363	146	17	predicting	predict	VERB
bracis-28363	146	18	dropout	dropout	NOUN
bracis-28363	146	19	in	in	ADP
bracis-28363	146	20	instances	instance	NOUN
bracis-28363	146	21	beyond	beyond	ADP
bracis-28363	146	22	the	the	DET
bracis-28363	146	23	2nd	2nd	ADJ
bracis-28363	146	24	and	and	CCONJ
bracis-28363	146	25	3rd	3rd	ADJ
bracis-28363	146	26	year	year	NOUN
bracis-28363	146	27	,	,	PUNCT
bracis-28363	146	28	see	see	VERB
bracis-28363	146	29	table	table	NOUN
bracis-28363	146	30	 	 	SPACE
bracis-28363	146	31	5	5	NUM
bracis-28363	146	32	(	(	PUNCT
bracis-28363	146	33	table	table	NOUN
bracis-28363	146	34	4	4	NUM
bracis-28363	146	35	)	)	PUNCT
bracis-28363	146	36	.	.	PUNCT
bracis-28363	147	1	table	table	NOUN
bracis-28363	148	1	2	2	NUM
bracis-28363	148	2	.	.	PUNCT
bracis-28363	148	3	classification	classification	NOUN
bracis-28363	148	4	metrics	metric	NOUN
bracis-28363	148	5	results	result	NOUN
bracis-28363	148	6	from	from	ADP
bracis-28363	148	7	experiment	experiment	NOUN
bracis-28363	148	8	1	1	NUM
bracis-28363	148	9	,	,	PUNCT
bracis-28363	148	10	training	training	NOUN
bracis-28363	148	11	with	with	ADP
bracis-28363	148	12	all	all	DET
bracis-28363	148	13	pre	pre	ADJ
bracis-28363	148	14	-	-	ADJ
bracis-28363	148	15	test	test	ADJ
bracis-28363	148	16	years	year	NOUN
bracis-28363	148	17	in	in	ADP
bracis-28363	148	18	wfv	wfv	NOUN
bracis-28363	148	19	for	for	ADP
bracis-28363	148	20	all	all	DET
bracis-28363	148	21	test	test	NOUN
bracis-28363	148	22	sets	set	NOUN
bracis-28363	148	23	(	(	PUNCT
bracis-28363	148	24	sn	sn	NOUN
bracis-28363	148	25	)	)	PUNCT
bracis-28363	148	26	and	and	CCONJ
bracis-28363	148	27	classifiers	classifier	NOUN
bracis-28363	148	28	(	(	PUNCT
bracis-28363	148	29	cl).full	cl).full	NOUN
bracis-28363	148	30	size	size	NOUN
bracis-28363	148	31	table	table	NOUN
bracis-28363	148	32	table	table	NOUN
bracis-28363	148	33	3	3	NUM
bracis-28363	148	34	.	.	PUNCT
bracis-28363	148	35	classification	classification	NOUN
bracis-28363	148	36	metrics	metric	NOUN
bracis-28363	148	37	results	result	VERB
bracis-28363	148	38	from	from	ADP
bracis-28363	148	39	experiment	experiment	NOUN
bracis-28363	148	40	2	2	NUM
bracis-28363	148	41	,	,	PUNCT
bracis-28363	148	42	training	training	NOUN
bracis-28363	148	43	with	with	ADP
bracis-28363	148	44	the	the	DET
bracis-28363	148	45	year	year	NOUN
bracis-28363	148	46	immediately	immediately	ADV
bracis-28363	148	47	preceding	precede	VERB
bracis-28363	148	48	the	the	DET
bracis-28363	148	49	test	test	NOUN
bracis-28363	148	50	in	in	ADP
bracis-28363	148	51	wfv	wfv	NOUN
bracis-28363	148	52	for	for	ADP
bracis-28363	148	53	all	all	DET
bracis-28363	148	54	test	test	NOUN
bracis-28363	148	55	sets	set	NOUN
bracis-28363	148	56	(	(	PUNCT
bracis-28363	148	57	sn	sn	NOUN
bracis-28363	148	58	)	)	PUNCT
bracis-28363	148	59	and	and	CCONJ
bracis-28363	148	60	classifiers	classifier	NOUN
bracis-28363	148	61	(	(	PUNCT
bracis-28363	148	62	cl).full	cl).full	NOUN
bracis-28363	148	63	size	size	NOUN
bracis-28363	148	64	table	table	NOUN
bracis-28363	148	65	table	table	NOUN
bracis-28363	148	66	4	4	NUM
bracis-28363	148	67	.	.	PUNCT
bracis-28363	148	68	classification	classification	NOUN
bracis-28363	148	69	metrics	metric	NOUN
bracis-28363	148	70	results	result	NOUN
bracis-28363	148	71	from	from	ADP
bracis-28363	148	72	experiment	experiment	NOUN
bracis-28363	148	73	3	3	NUM
bracis-28363	148	74	,	,	PUNCT
bracis-28363	148	75	training	training	NOUN
bracis-28363	148	76	with	with	ADP
bracis-28363	148	77	(	(	PUNCT
bracis-28363	148	78	up	up	ADP
bracis-28363	148	79	to	to	PART
bracis-28363	148	80	)	)	PUNCT
bracis-28363	148	81	two	two	NUM
bracis-28363	148	82	years	year	NOUN
bracis-28363	148	83	immediately	immediately	ADV
bracis-28363	148	84	prior	prior	ADV
bracis-28363	148	85	to	to	ADP
bracis-28363	148	86	testing	testing	NOUN
bracis-28363	148	87	in	in	ADP
bracis-28363	148	88	wfv	wfv	NOUN
bracis-28363	148	89	for	for	ADP
bracis-28363	148	90	all	all	DET
bracis-28363	148	91	test	test	NOUN
bracis-28363	148	92	sets	set	NOUN
bracis-28363	148	93	(	(	PUNCT
bracis-28363	148	94	sn	sn	NOUN
bracis-28363	148	95	)	)	PUNCT
bracis-28363	148	96	and	and	CCONJ
bracis-28363	148	97	classifiers	classifier	NOUN
bracis-28363	148	98	(	(	PUNCT
bracis-28363	148	99	cl).full	cl).full	NOUN
bracis-28363	148	100	size	size	NOUN
bracis-28363	148	101	table	table	NOUN
bracis-28363	148	102	table	table	NOUN
bracis-28363	148	103	5	5	NUM
bracis-28363	148	104	.	.	PUNCT
bracis-28363	148	105	classification	classification	NOUN
bracis-28363	148	106	metrics	metric	NOUN
bracis-28363	148	107	results	result	VERB
bracis-28363	148	108	from	from	ADP
bracis-28363	148	109	experiment	experiment	NOUN
bracis-28363	148	110	4	4	NUM
bracis-28363	148	111	,	,	PUNCT
bracis-28363	148	112	training	training	NOUN
bracis-28363	148	113	with	with	ADP
bracis-28363	148	114	data	datum	NOUN
bracis-28363	148	115	from	from	ADP
bracis-28363	148	116	years	year	NOUN
bracis-28363	148	117	1	1	NUM
bracis-28363	148	118	,	,	PUNCT
bracis-28363	148	119	2	2	NUM
bracis-28363	148	120	,	,	PUNCT
bracis-28363	148	121	1	1	NUM
bracis-28363	148	122	+	+	SYM
bracis-28363	148	123	2	2	NUM
bracis-28363	148	124	for	for	ADP
bracis-28363	148	125	test	test	NOUN
bracis-28363	148	126	sets	set	NOUN
bracis-28363	148	127	(	(	PUNCT
bracis-28363	148	128	sn	sn	NOUN
bracis-28363	148	129	)	)	PUNCT
bracis-28363	148	130	4	4	NUM
bracis-28363	148	131	and	and	CCONJ
bracis-28363	148	132	5	5	NUM
bracis-28363	148	133	,	,	PUNCT
bracis-28363	148	134	and	and	CCONJ
bracis-28363	148	135	all	all	DET
bracis-28363	148	136	classifiers	classifier	NOUN
bracis-28363	148	137	(	(	PUNCT
bracis-28363	148	138	cl).full	cl).full	NOUN
bracis-28363	148	139	size	size	NOUN
bracis-28363	148	140	table	table	NOUN
bracis-28363	148	141	because	because	SCONJ
bracis-28363	148	142	the	the	DET
bracis-28363	148	143	second	second	ADJ
bracis-28363	148	144	test	test	NOUN
bracis-28363	148	145	of	of	ADP
bracis-28363	148	146	the	the	DET
bracis-28363	148	147	first	first	ADJ
bracis-28363	148	148	experiment	experiment	NOUN
bracis-28363	148	149	had	have	VERB
bracis-28363	148	150	the	the	DET
bracis-28363	148	151	best	good	ADJ
bracis-28363	148	152	result	result	NOUN
bracis-28363	148	153	in	in	ADP
bracis-28363	148	154	general	general	ADJ
bracis-28363	148	155	,	,	PUNCT
bracis-28363	148	156	a	a	DET
bracis-28363	148	157	list	list	NOUN
bracis-28363	148	158	of	of	ADP
bracis-28363	148	159	the	the	DET
bracis-28363	148	160	most	most	ADV
bracis-28363	148	161	relevant	relevant	ADJ
bracis-28363	148	162	features	feature	NOUN
bracis-28363	148	163	was	be	AUX
bracis-28363	148	164	obtained	obtain	VERB
bracis-28363	148	165	according	accord	VERB
bracis-28363	148	166	to	to	ADP
bracis-28363	148	167	the	the	DET
bracis-28363	148	168	lightgbm	lightgbm	ADJ
bracis-28363	148	169	classifier	classifier	NOUN
bracis-28363	148	170	.	.	PUNCT
bracis-28363	149	1	thus	thus	ADV
bracis-28363	149	2	,	,	PUNCT
bracis-28363	149	3	it	it	PRON
bracis-28363	149	4	was	be	AUX
bracis-28363	149	5	possible	possible	ADJ
bracis-28363	149	6	to	to	PART
bracis-28363	149	7	observe	observe	VERB
bracis-28363	149	8	that	that	SCONJ
bracis-28363	149	9	the	the	DET
bracis-28363	149	10	relevant	relevant	ADJ
bracis-28363	149	11	features	feature	NOUN
bracis-28363	149	12	are	be	AUX
bracis-28363	149	13	,	,	PUNCT
bracis-28363	149	14	for	for	ADP
bracis-28363	149	15	the	the	DET
bracis-28363	149	16	most	most	ADJ
bracis-28363	149	17	part	part	NOUN
bracis-28363	149	18	,	,	PUNCT
bracis-28363	149	19	academic	academic	ADJ
bracis-28363	149	20	data	datum	NOUN
bracis-28363	149	21	and	and	CCONJ
bracis-28363	149	22	have	have	VERB
bracis-28363	149	23	a	a	DET
bracis-28363	149	24	direct	direct	ADJ
bracis-28363	149	25	relationship	relationship	NOUN
bracis-28363	149	26	with	with	ADP
bracis-28363	149	27	the	the	DET
bracis-28363	149	28	student	student	NOUN
bracis-28363	149	29	’s	’s	PART
bracis-28363	149	30	performance	performance	NOUN
bracis-28363	149	31	in	in	ADP
bracis-28363	149	32	the	the	DET
bracis-28363	149	33	subjects	subject	NOUN
bracis-28363	149	34	and	and	CCONJ
bracis-28363	149	35	in	in	ADP
bracis-28363	149	36	the	the	DET
bracis-28363	149	37	course	course	NOUN
bracis-28363	149	38	.	.	PUNCT
bracis-28363	150	1	table	table	NOUN
bracis-28363	150	2	 	 	SPACE
bracis-28363	150	3	6	6	NUM
bracis-28363	150	4	displays	display	VERB
bracis-28363	150	5	the	the	DET
bracis-28363	150	6	10	10	NUM
bracis-28363	150	7	features	feature	NOUN
bracis-28363	150	8	.	.	PUNCT
bracis-28363	151	1	table	table	NOUN
bracis-28363	151	2	6	6	NUM
bracis-28363	151	3	.	.	NOUN
bracis-28363	151	4	10	10	NUM
bracis-28363	151	5	most	most	ADV
bracis-28363	151	6	relevant	relevant	ADJ
bracis-28363	151	7	features	feature	NOUN
bracis-28363	151	8	,	,	PUNCT
bracis-28363	151	9	in	in	ADP
bracis-28363	151	10	order	order	NOUN
bracis-28363	151	11	from	from	ADP
bracis-28363	151	12	most	most	ADJ
bracis-28363	151	13	to	to	ADP
bracis-28363	151	14	least	least	ADJ
bracis-28363	151	15	important	important	ADJ
bracis-28363	151	16	,	,	PUNCT
bracis-28363	151	17	according	accord	VERB
bracis-28363	151	18	to	to	ADP
bracis-28363	151	19	the	the	DET
bracis-28363	151	20	lightgbm	lightgbm	ADJ
bracis-28363	151	21	classifier	classifier	NOUN
bracis-28363	151	22	modelled	model	VERB
bracis-28363	151	23	during	during	ADP
bracis-28363	151	24	s2	s2	NOUN
bracis-28363	151	25	of	of	ADP
bracis-28363	151	26	experiment	experiment	NOUN
bracis-28363	151	27	1	1	NUM
bracis-28363	151	28	.	.	PUNCT
bracis-28363	152	1	we	we	PRON
bracis-28363	152	2	show	show	VERB
bracis-28363	152	3	the	the	DET
bracis-28363	152	4	absolute	absolute	ADJ
bracis-28363	152	5	number	number	NOUN
bracis-28363	152	6	of	of	ADP
bracis-28363	152	7	times	time	NOUN
bracis-28363	152	8	the	the	DET
bracis-28363	152	9	feature	feature	NOUN
bracis-28363	152	10	was	be	AUX
bracis-28363	152	11	used	use	VERB
bracis-28363	152	12	by	by	ADP
bracis-28363	152	13	the	the	DET
bracis-28363	152	14	model	model	NOUN
bracis-28363	152	15	in	in	ADP
bracis-28363	152	16	training	training	NOUN
bracis-28363	152	17	,	,	PUNCT
bracis-28363	152	18	its	its	PRON
bracis-28363	152	19	relative	relative	ADJ
bracis-28363	152	20	percentage	percentage	NOUN
bracis-28363	152	21	against	against	ADP
bracis-28363	152	22	all	all	DET
bracis-28363	152	23	features	feature	NOUN
bracis-28363	152	24	and	and	CCONJ
bracis-28363	152	25	the	the	DET
bracis-28363	152	26	cumulative	cumulative	ADJ
bracis-28363	152	27	percentage.full	percentage.full	NOUN
bracis-28363	152	28	size	size	NOUN
bracis-28363	152	29	table	table	NOUN
bracis-28363	152	30	4.1	4.1	NUM
bracis-28363	152	31	discussion	discussion	NOUN
bracis-28363	152	32	data	datum	NOUN
bracis-28363	152	33	engineering	engineering	NOUN
bracis-28363	152	34	and	and	CCONJ
bracis-28363	152	35	processing	processing	NOUN
bracis-28363	152	36	:	:	PUNCT
bracis-28363	152	37	as	as	ADP
bracis-28363	152	38	in	in	ADP
bracis-28363	152	39	every	every	DET
bracis-28363	152	40	real	real	ADJ
bracis-28363	152	41	-	-	PUNCT
bracis-28363	152	42	world	world	NOUN
bracis-28363	152	43	problem	problem	NOUN
bracis-28363	152	44	,	,	PUNCT
bracis-28363	152	45	and	and	CCONJ
bracis-28363	152	46	unlike	unlike	ADP
bracis-28363	152	47	databases	database	NOUN
bracis-28363	152	48	benchmark	benchmark	NOUN
bracis-28363	152	49	prepared	prepare	VERB
bracis-28363	152	50	and	and	CCONJ
bracis-28363	152	51	cleaned	clean	VERB
bracis-28363	152	52	,	,	PUNCT
bracis-28363	152	53	knowledge	knowledge	NOUN
bracis-28363	152	54	of	of	ADP
bracis-28363	152	55	the	the	DET
bracis-28363	152	56	data	datum	NOUN
bracis-28363	152	57	available	available	ADJ
bracis-28363	152	58	in	in	ADP
bracis-28363	152	59	the	the	DET
bracis-28363	152	60	databases	database	NOUN
bracis-28363	152	61	is	be	AUX
bracis-28363	152	62	necessary	necessary	ADJ
bracis-28363	152	63	to	to	PART
bracis-28363	152	64	extract	extract	VERB
bracis-28363	152	65	and	and	CCONJ
bracis-28363	152	66	prepare	prepare	VERB
bracis-28363	152	67	them	they	PRON
bracis-28363	152	68	.	.	PUNCT
bracis-28363	153	1	the	the	DET
bracis-28363	153	2	variables	variable	NOUN
bracis-28363	153	3	have	have	VERB
bracis-28363	153	4	different	different	ADJ
bracis-28363	153	5	ranges	range	NOUN
bracis-28363	153	6	,	,	PUNCT
bracis-28363	153	7	many	many	ADJ
bracis-28363	153	8	are	be	AUX
bracis-28363	153	9	categorical	categorical	ADJ
bracis-28363	153	10	,	,	PUNCT
bracis-28363	153	11	data	datum	NOUN
bracis-28363	153	12	have	have	AUX
bracis-28363	153	13	missing	miss	VERB
bracis-28363	153	14	or	or	CCONJ
bracis-28363	153	15	inconsistencies	inconsistency	NOUN
bracis-28363	153	16	values	value	NOUN
bracis-28363	153	17	,	,	PUNCT
bracis-28363	153	18	and	and	CCONJ
bracis-28363	153	19	is	be	AUX
bracis-28363	153	20	unbalanced	unbalanced	ADJ
bracis-28363	153	21	.	.	PUNCT
bracis-28363	154	1	thus	thus	ADV
bracis-28363	154	2	,	,	PUNCT
bracis-28363	154	3	it	it	PRON
bracis-28363	154	4	is	be	AUX
bracis-28363	154	5	necessary	necessary	ADJ
bracis-28363	154	6	to	to	PART
bracis-28363	154	7	make	make	VERB
bracis-28363	154	8	decisions	decision	NOUN
bracis-28363	154	9	to	to	PART
bracis-28363	154	10	treat	treat	VERB
bracis-28363	154	11	the	the	DET
bracis-28363	154	12	data	datum	NOUN
bracis-28363	154	13	in	in	ADP
bracis-28363	154	14	order	order	NOUN
bracis-28363	154	15	to	to	PART
bracis-28363	154	16	allow	allow	VERB
bracis-28363	154	17	the	the	DET
bracis-28363	154	18	subsequent	subsequent	ADJ
bracis-28363	154	19	modeling	modeling	NOUN
bracis-28363	154	20	;	;	PUNCT
bracis-28363	154	21	training	training	NOUN
bracis-28363	154	22	regime	regime	NOUN
bracis-28363	154	23	:	:	PUNCT
bracis-28363	154	24	if	if	SCONJ
bracis-28363	154	25	it	it	PRON
bracis-28363	154	26	is	be	AUX
bracis-28363	154	27	necessary	necessary	ADJ
bracis-28363	154	28	to	to	PART
bracis-28363	154	29	obtain	obtain	VERB
bracis-28363	154	30	a	a	DET
bracis-28363	154	31	model	model	NOUN
bracis-28363	154	32	capable	capable	ADJ
bracis-28363	154	33	of	of	ADP
bracis-28363	154	34	predicting	predict	VERB
bracis-28363	154	35	whether	whether	SCONJ
bracis-28363	154	36	a	a	DET
bracis-28363	154	37	student	student	NOUN
bracis-28363	154	38	is	be	AUX
bracis-28363	154	39	a	a	DET
bracis-28363	154	40	potential	potential	ADJ
bracis-28363	154	41	dropout	dropout	NOUN
bracis-28363	154	42	,	,	PUNCT
bracis-28363	154	43	the	the	DET
bracis-28363	154	44	training	training	NOUN
bracis-28363	154	45	regime	regime	NOUN
bracis-28363	154	46	must	must	AUX
bracis-28363	154	47	consider	consider	VERB
bracis-28363	154	48	the	the	DET
bracis-28363	154	49	temporal	temporal	ADJ
bracis-28363	154	50	aspect	aspect	NOUN
bracis-28363	154	51	,	,	PUNCT
bracis-28363	154	52	always	always	ADV
bracis-28363	154	53	using	use	VERB
bracis-28363	154	54	past	past	ADJ
bracis-28363	154	55	data	datum	NOUN
bracis-28363	154	56	to	to	PART
bracis-28363	154	57	predict	predict	VERB
bracis-28363	154	58	a	a	DET
bracis-28363	154	59	current	current	ADJ
bracis-28363	154	60	instance	instance	NOUN
bracis-28363	154	61	.	.	PUNCT
bracis-28363	155	1	experiments	experiment	NOUN
bracis-28363	155	2	show	show	VERB
bracis-28363	155	3	that	that	SCONJ
bracis-28363	155	4	accumulating	accumulate	VERB
bracis-28363	155	5	all	all	DET
bracis-28363	155	6	past	past	ADJ
bracis-28363	155	7	history	history	NOUN
bracis-28363	155	8	is	be	AUX
bracis-28363	155	9	beneficial	beneficial	ADJ
bracis-28363	155	10	for	for	ADP
bracis-28363	155	11	up	up	ADP
bracis-28363	155	12	to	to	ADP
bracis-28363	155	13	the	the	DET
bracis-28363	155	14	third	third	ADJ
bracis-28363	155	15	year	year	NOUN
bracis-28363	155	16	,	,	PUNCT
bracis-28363	155	17	but	but	CCONJ
bracis-28363	155	18	for	for	ADP
bracis-28363	155	19	the	the	DET
bracis-28363	155	20	fourth	fourth	ADJ
bracis-28363	155	21	year	year	NOUN
bracis-28363	155	22	,	,	PUNCT
bracis-28363	155	23	using	use	VERB
bracis-28363	155	24	only	only	ADV
bracis-28363	155	25	the	the	DET
bracis-28363	155	26	previous	previous	ADJ
bracis-28363	155	27	year	year	NOUN
bracis-28363	155	28	is	be	AUX
bracis-28363	155	29	better	well	ADJ
bracis-28363	155	30	;	;	PUNCT
bracis-28363	155	31	predictive	predictive	ADJ
bracis-28363	155	32	ability	ability	NOUN
bracis-28363	155	33	:	:	PUNCT
bracis-28363	155	34	the	the	DET
bracis-28363	155	35	predictive	predictive	ADJ
bracis-28363	155	36	ability	ability	NOUN
bracis-28363	155	37	is	be	AUX
bracis-28363	155	38	higher	high	ADJ
bracis-28363	155	39	for	for	ADP
bracis-28363	155	40	students	student	NOUN
bracis-28363	155	41	in	in	ADP
bracis-28363	155	42	the	the	DET
bracis-28363	155	43	first	first	ADJ
bracis-28363	155	44	and	and	CCONJ
bracis-28363	155	45	second	second	ADJ
bracis-28363	155	46	years	year	NOUN
bracis-28363	155	47	.	.	PUNCT
bracis-28363	156	1	from	from	ADP
bracis-28363	156	2	the	the	DET
bracis-28363	156	3	third	third	ADJ
bracis-28363	156	4	stage	stage	NOUN
bracis-28363	156	5	,	,	PUNCT
bracis-28363	156	6	the	the	DET
bracis-28363	156	7	capacity	capacity	NOUN
bracis-28363	156	8	is	be	AUX
bracis-28363	156	9	degraded	degrade	VERB
bracis-28363	156	10	,	,	PUNCT
bracis-28363	156	11	making	make	VERB
bracis-28363	156	12	it	it	PRON
bracis-28363	156	13	more	more	ADV
bracis-28363	156	14	difficult	difficult	ADJ
bracis-28363	156	15	to	to	PART
bracis-28363	156	16	differentiate	differentiate	VERB
bracis-28363	156	17	evaders	evader	NOUN
bracis-28363	156	18	from	from	ADP
bracis-28363	156	19	non	non	ADJ
bracis-28363	156	20	-	-	NOUN
bracis-28363	156	21	evaders	evader	NOUN
bracis-28363	156	22	.	.	PUNCT
bracis-28363	157	1	for	for	ADP
bracis-28363	157	2	the	the	DET
bracis-28363	157	3	best	good	ADJ
bracis-28363	157	4	f1	f1	ADJ
bracis-28363	157	5	-	-	PUNCT
bracis-28363	157	6	score	score	NOUN
bracis-28363	157	7	result	result	NOUN
bracis-28363	157	8	in	in	ADP
bracis-28363	157	9	the	the	DET
bracis-28363	157	10	third	third	ADJ
bracis-28363	157	11	and	and	CCONJ
bracis-28363	157	12	fourth	fourth	ADJ
bracis-28363	157	13	years	year	NOUN
bracis-28363	157	14	,	,	PUNCT
bracis-28363	157	15	a	a	DET
bracis-28363	157	16	lower	low	ADJ
bracis-28363	157	17	recall	recall	NOUN
bracis-28363	157	18	than	than	ADP
bracis-28363	157	19	precision	precision	NOUN
bracis-28363	157	20	was	be	AUX
bracis-28363	157	21	observed	observe	VERB
bracis-28363	157	22	,	,	PUNCT
bracis-28363	157	23	indicating	indicate	VERB
bracis-28363	157	24	a	a	DET
bracis-28363	157	25	greater	great	ADJ
bracis-28363	157	26	presence	presence	NOUN
bracis-28363	157	27	of	of	ADP
bracis-28363	157	28	false	false	ADJ
bracis-28363	157	29	negatives	negative	NOUN
bracis-28363	157	30	.	.	PUNCT
bracis-28363	158	1	thus	thus	ADV
bracis-28363	158	2	,	,	PUNCT
bracis-28363	158	3	a	a	DET
bracis-28363	158	4	specific	specific	ADJ
bracis-28363	158	5	study	study	NOUN
bracis-28363	158	6	may	may	AUX
bracis-28363	158	7	be	be	AUX
bracis-28363	158	8	necessary	necessary	ADJ
bracis-28363	158	9	to	to	PART
bracis-28363	158	10	define	define	VERB
bracis-28363	158	11	the	the	DET
bracis-28363	158	12	training	training	NOUN
bracis-28363	158	13	set	set	NOUN
bracis-28363	158	14	for	for	ADP
bracis-28363	158	15	each	each	DET
bracis-28363	158	16	year	year	NOUN
bracis-28363	158	17	;	;	PUNCT
bracis-28363	158	18	classification	classification	NOUN
bracis-28363	158	19	method	method	NOUN
bracis-28363	158	20	:	:	PUNCT
bracis-28363	158	21	the	the	DET
bracis-28363	158	22	decision	decision	NOUN
bracis-28363	158	23	tree	tree	NOUN
bracis-28363	158	24	ensemble	ensemble	ADJ
bracis-28363	158	25	lightgbm	lightgbm	NOUN
bracis-28363	158	26	showed	show	VERB
bracis-28363	158	27	the	the	DET
bracis-28363	158	28	best	good	ADJ
bracis-28363	158	29	results	result	NOUN
bracis-28363	158	30	.	.	PUNCT
bracis-28363	159	1	the	the	DET
bracis-28363	159	2	results	result	NOUN
bracis-28363	159	3	with	with	ADP
bracis-28363	159	4	svc	svc	PROPN
bracis-28363	159	5	indicate	indicate	VERB
bracis-28363	159	6	the	the	DET
bracis-28363	159	7	difficulty	difficulty	NOUN
bracis-28363	159	8	of	of	ADP
bracis-28363	159	9	finding	find	VERB
bracis-28363	159	10	a	a	DET
bracis-28363	159	11	linear	linear	ADJ
bracis-28363	159	12	separation	separation	NOUN
bracis-28363	159	13	with	with	ADP
bracis-28363	159	14	the	the	DET
bracis-28363	159	15	available	available	ADJ
bracis-28363	159	16	features	feature	NOUN
bracis-28363	159	17	,	,	PUNCT
bracis-28363	159	18	in	in	ADP
bracis-28363	159	19	particular	particular	ADJ
bracis-28363	159	20	for	for	ADP
bracis-28363	159	21	the	the	DET
bracis-28363	159	22	third	third	ADJ
bracis-28363	159	23	and	and	CCONJ
bracis-28363	159	24	fourth	fourth	ADJ
bracis-28363	159	25	years	year	NOUN
bracis-28363	159	26	,	,	PUNCT
bracis-28363	159	27	confirming	confirm	VERB
bracis-28363	159	28	the	the	DET
bracis-28363	159	29	conclusions	conclusion	NOUN
bracis-28363	159	30	about	about	ADP
bracis-28363	159	31	the	the	DET
bracis-28363	159	32	predictive	predictive	ADJ
bracis-28363	159	33	capacity	capacity	NOUN
bracis-28363	159	34	.	.	PUNCT
bracis-28363	160	1	a	a	DET
bracis-28363	160	2	single	single	ADJ
bracis-28363	160	3	decision	decision	NOUN
bracis-28363	160	4	tree	tree	NOUN
bracis-28363	160	5	is	be	AUX
bracis-28363	160	6	also	also	ADV
bracis-28363	160	7	insufficient	insufficient	ADJ
bracis-28363	160	8	to	to	PART
bracis-28363	160	9	solve	solve	VERB
bracis-28363	160	10	the	the	DET
bracis-28363	160	11	problem	problem	NOUN
bracis-28363	160	12	,	,	PUNCT
bracis-28363	160	13	so	so	SCONJ
bracis-28363	160	14	that	that	SCONJ
bracis-28363	160	15	there	there	PRON
bracis-28363	160	16	is	be	VERB
bracis-28363	160	17	no	no	DET
bracis-28363	160	18	single	single	ADJ
bracis-28363	160	19	set	set	NOUN
bracis-28363	160	20	of	of	ADP
bracis-28363	160	21	rules	rule	NOUN
bracis-28363	160	22	that	that	PRON
bracis-28363	160	23	is	be	AUX
bracis-28363	160	24	suitable	suitable	ADJ
bracis-28363	160	25	for	for	ADP
bracis-28363	160	26	all	all	DET
bracis-28363	160	27	students	student	NOUN
bracis-28363	160	28	,	,	PUNCT
bracis-28363	160	29	needing	need	VERB
bracis-28363	160	30	ensembles	ensemble	NOUN
bracis-28363	160	31	as	as	ADP
bracis-28363	160	32	to	to	PART
bracis-28363	160	33	better	well	ADV
bracis-28363	160	34	tackle	tackle	VERB
bracis-28363	160	35	the	the	DET
bracis-28363	160	36	problem	problem	NOUN
bracis-28363	160	37	;	;	PUNCT
bracis-28363	160	38	features	feature	VERB
bracis-28363	160	39	:	:	PUNCT
bracis-28363	160	40	in	in	ADP
bracis-28363	160	41	terms	term	NOUN
bracis-28363	160	42	of	of	ADP
bracis-28363	160	43	importance	importance	NOUN
bracis-28363	160	44	of	of	ADP
bracis-28363	160	45	features	feature	NOUN
bracis-28363	160	46	,	,	PUNCT
bracis-28363	160	47	considering	consider	VERB
bracis-28363	160	48	the	the	DET
bracis-28363	160	49	result	result	NOUN
bracis-28363	160	50	for	for	ADP
bracis-28363	160	51	s2	s2	PROPN
bracis-28363	160	52	,	,	PUNCT
bracis-28363	160	53	the	the	DET
bracis-28363	160	54	enem	enem	PROPN
bracis-28363	160	55	grade	grade	NOUN
bracis-28363	160	56	and	and	CCONJ
bracis-28363	160	57	classification	classification	NOUN
bracis-28363	160	58	is	be	AUX
bracis-28363	160	59	one	one	NUM
bracis-28363	160	60	of	of	ADP
bracis-28363	160	61	the	the	DET
bracis-28363	160	62	most	most	ADV
bracis-28363	160	63	important	important	ADJ
bracis-28363	160	64	,	,	PUNCT
bracis-28363	160	65	indicating	indicate	VERB
bracis-28363	160	66	the	the	DET
bracis-28363	160	67	need	need	NOUN
bracis-28363	160	68	for	for	SCONJ
bracis-28363	160	69	the	the	DET
bracis-28363	160	70	university	university	NOUN
bracis-28363	160	71	to	to	PART
bracis-28363	160	72	have	have	VERB
bracis-28363	160	73	specific	specific	ADJ
bracis-28363	160	74	programs	program	NOUN
bracis-28363	160	75	for	for	ADP
bracis-28363	160	76	students	student	NOUN
bracis-28363	160	77	with	with	ADP
bracis-28363	160	78	grades	grade	NOUN
bracis-28363	160	79	lower	lower	ADV
bracis-28363	160	80	and	and	CCONJ
bracis-28363	160	81	,	,	PUNCT
bracis-28363	160	82	possibly	possibly	ADV
bracis-28363	160	83	,	,	PUNCT
bracis-28363	160	84	have	have	AUX
bracis-28363	160	85	entered	enter	VERB
bracis-28363	160	86	advanced	advanced	ADJ
bracis-28363	160	87	calls	call	NOUN
bracis-28363	160	88	and	and	CCONJ
bracis-28363	160	89	with	with	SCONJ
bracis-28363	160	90	the	the	DET
bracis-28363	160	91	initial	initial	ADJ
bracis-28363	160	92	semester	semester	NOUN
bracis-28363	160	93	already	already	ADV
bracis-28363	160	94	started	start	VERB
bracis-28363	160	95	.	.	PUNCT
bracis-28363	161	1	the	the	DET
bracis-28363	161	2	importance	importance	NOUN
bracis-28363	161	3	of	of	ADP
bracis-28363	161	4	the	the	DET
bracis-28363	161	5	dispersion	dispersion	NOUN
bracis-28363	161	6	of	of	ADP
bracis-28363	161	7	grades	grade	NOUN
bracis-28363	161	8	and	and	CCONJ
bracis-28363	161	9	attendance	attendance	NOUN
bracis-28363	161	10	(	(	PUNCT
bracis-28363	161	11	measured	measure	VERB
bracis-28363	161	12	by	by	ADP
bracis-28363	161	13	the	the	DET
bracis-28363	161	14	standard	standard	ADJ
bracis-28363	161	15	deviation	deviation	NOUN
bracis-28363	161	16	)	)	PUNCT
bracis-28363	161	17	and	and	CCONJ
bracis-28363	161	18	the	the	DET
bracis-28363	161	19	mean	mean	NOUN
bracis-28363	161	20	of	of	ADP
bracis-28363	161	21	attendance	attendance	NOUN
bracis-28363	161	22	,	,	PUNCT
bracis-28363	161	23	indicates	indicate	VERB
bracis-28363	161	24	that	that	SCONJ
bracis-28363	161	25	the	the	DET
bracis-28363	161	26	student	student	NOUN
bracis-28363	161	27	with	with	ADP
bracis-28363	161	28	very	very	ADV
bracis-28363	161	29	different	different	ADJ
bracis-28363	161	30	results	result	NOUN
bracis-28363	161	31	for	for	ADP
bracis-28363	161	32	some	some	DET
bracis-28363	161	33	subjects	subject	NOUN
bracis-28363	161	34	may	may	AUX
bracis-28363	161	35	be	be	AUX
bracis-28363	161	36	less	less	ADV
bracis-28363	161	37	motivated	motivated	ADJ
bracis-28363	161	38	to	to	PART
bracis-28363	161	39	continue	continue	VERB
bracis-28363	161	40	.	.	PUNCT
bracis-28363	162	1	next	next	ADV
bracis-28363	162	2	,	,	PUNCT
bracis-28363	162	3	it	it	PRON
bracis-28363	162	4	was	be	AUX
bracis-28363	162	5	observed	observe	VERB
bracis-28363	162	6	the	the	DET
bracis-28363	162	7	coefficient	coefficient	NOUN
bracis-28363	162	8	of	of	ADP
bracis-28363	162	9	performance	performance	NOUN
bracis-28363	162	10	,	,	PUNCT
bracis-28363	162	11	higher	high	ADJ
bracis-28363	162	12	grade	grade	NOUN
bracis-28363	162	13	and	and	CCONJ
bracis-28363	162	14	the	the	DET
bracis-28363	162	15	features	feature	NOUN
bracis-28363	162	16	that	that	PRON
bracis-28363	162	17	relate	relate	VERB
bracis-28363	162	18	to	to	ADP
bracis-28363	162	19	how	how	SCONJ
bracis-28363	162	20	much	much	ADJ
bracis-28363	162	21	of	of	ADP
bracis-28363	162	22	the	the	DET
bracis-28363	162	23	course	course	NOUN
bracis-28363	162	24	is	be	AUX
bracis-28363	162	25	already	already	ADV
bracis-28363	162	26	completed	complete	VERB
bracis-28363	162	27	(	(	PUNCT
bracis-28363	162	28	subjects	subject	NOUN
bracis-28363	162	29	,	,	PUNCT
bracis-28363	162	30	workload	workload	NOUN
bracis-28363	162	31	and	and	CCONJ
bracis-28363	162	32	percentage	percentage	NOUN
bracis-28363	162	33	)	)	PUNCT
bracis-28363	162	34	,	,	PUNCT
bracis-28363	162	35	which	which	PRON
bracis-28363	162	36	may	may	AUX
bracis-28363	162	37	indicate	indicate	VERB
bracis-28363	162	38	that	that	SCONJ
bracis-28363	162	39	the	the	PRON
bracis-28363	162	40	greater	great	ADJ
bracis-28363	162	41	the	the	DET
bracis-28363	162	42	student	student	NOUN
bracis-28363	162	43	’s	’s	PART
bracis-28363	162	44	success	success	NOUN
bracis-28363	162	45	and	and	CCONJ
bracis-28363	162	46	the	the	DET
bracis-28363	162	47	shorter	short	ADJ
bracis-28363	162	48	the	the	DET
bracis-28363	162	49	time	time	NOUN
bracis-28363	162	50	to	to	PART
bracis-28363	162	51	complete	complete	VERB
bracis-28363	162	52	,	,	PUNCT
bracis-28363	162	53	the	the	PRON
bracis-28363	162	54	less	less	ADV
bracis-28363	162	55	likely	likely	ADJ
bracis-28363	162	56	you	you	PRON
bracis-28363	162	57	are	be	AUX
bracis-28363	162	58	to	to	PART
bracis-28363	162	59	drop	drop	VERB
bracis-28363	162	60	out	out	ADP
bracis-28363	162	61	.	.	PUNCT
bracis-28363	163	1	age	age	NOUN
bracis-28363	163	2	in	in	ADP
bracis-28363	163	3	years	year	NOUN
bracis-28363	163	4	also	also	ADV
bracis-28363	163	5	appears	appear	VERB
bracis-28363	163	6	to	to	PART
bracis-28363	163	7	be	be	AUX
bracis-28363	163	8	important	important	ADJ
bracis-28363	163	9	,	,	PUNCT
bracis-28363	163	10	showing	show	VERB
bracis-28363	163	11	that	that	SCONJ
bracis-28363	163	12	younger	young	ADJ
bracis-28363	163	13	people	people	NOUN
bracis-28363	163	14	are	be	AUX
bracis-28363	163	15	less	less	ADV
bracis-28363	163	16	likely	likely	ADJ
bracis-28363	163	17	to	to	PART
bracis-28363	163	18	drop	drop	VERB
bracis-28363	163	19	out	out	ADP
bracis-28363	163	20	.	.	PUNCT
bracis-28363	164	1	finally	finally	ADV
bracis-28363	164	2	,	,	PUNCT
bracis-28363	164	3	it	it	PRON
bracis-28363	164	4	is	be	AUX
bracis-28363	164	5	worth	worth	ADJ
bracis-28363	164	6	noting	note	VERB
bracis-28363	164	7	that	that	SCONJ
bracis-28363	164	8	the	the	DET
bracis-28363	164	9	difficulty	difficulty	NOUN
bracis-28363	164	10	in	in	ADP
bracis-28363	164	11	a	a	DET
bracis-28363	164	12	single	single	ADJ
bracis-28363	164	13	(	(	PUNCT
bracis-28363	164	14	or	or	CCONJ
bracis-28363	164	15	a	a	DET
bracis-28363	164	16	few	few	ADJ
bracis-28363	164	17	)	)	PUNCT
bracis-28363	164	18	subjects	subject	NOUN
bracis-28363	164	19	can	can	AUX
bracis-28363	164	20	induce	induce	VERB
bracis-28363	164	21	dropout	dropout	NOUN
bracis-28363	164	22	as	as	SCONJ
bracis-28363	164	23	indicated	indicate	VERB
bracis-28363	164	24	by	by	ADP
bracis-28363	164	25	the	the	DET
bracis-28363	164	26	lower	low	ADJ
bracis-28363	164	27	grade	grade	NOUN
bracis-28363	164	28	,	,	PUNCT
bracis-28363	164	29	lower	low	ADJ
bracis-28363	164	30	frequency	frequency	NOUN
bracis-28363	164	31	and	and	CCONJ
bracis-28363	164	32	the	the	DET
bracis-28363	164	33	features	feature	NOUN
bracis-28363	164	34	related	relate	VERB
bracis-28363	164	35	to	to	ADP
bracis-28363	164	36	the	the	DET
bracis-28363	164	37	cancellation	cancellation	NOUN
bracis-28363	164	38	of	of	ADP
bracis-28363	164	39	subjects	subject	NOUN
bracis-28363	164	40	.	.	PUNCT
bracis-28363	165	1	about	about	ADP
bracis-28363	165	2	the	the	DET
bracis-28363	165	3	importance	importance	NOUN
bracis-28363	165	4	of	of	ADP
bracis-28363	165	5	the	the	DET
bracis-28363	165	6	variables	variable	NOUN
bracis-28363	165	7	and	and	CCONJ
bracis-28363	165	8	factors	factor	NOUN
bracis-28363	165	9	for	for	ADP
bracis-28363	165	10	dropout	dropout	NOUN
bracis-28363	165	11	,	,	PUNCT
bracis-28363	165	12	hippel	hippel	NOUN
bracis-28363	165	13	and	and	CCONJ
bracis-28363	165	14	hofflinger	hofflinger	NOUN
bracis-28363	165	15	 	 	SPACE
bracis-28363	166	1	[	[	X
bracis-28363	166	2	10	10	NUM
bracis-28363	166	3	]	]	PUNCT
bracis-28363	166	4	mentioned	mention	VERB
bracis-28363	166	5	that	that	SCONJ
bracis-28363	166	6	enrolment	enrolment	NOUN
bracis-28363	166	7	variables	variable	NOUN
bracis-28363	166	8	(	(	PUNCT
bracis-28363	166	9	high	high	ADJ
bracis-28363	166	10	school	school	NOUN
bracis-28363	166	11	grades	grade	NOUN
bracis-28363	166	12	,	,	PUNCT
bracis-28363	166	13	entrance	entrance	NOUN
bracis-28363	166	14	exam	exam	NOUN
bracis-28363	166	15	grades	grade	NOUN
bracis-28363	166	16	)	)	PUNCT
bracis-28363	166	17	are	be	AUX
bracis-28363	166	18	not	not	PART
bracis-28363	166	19	sufficient	sufficient	ADJ
bracis-28363	166	20	for	for	ADP
bracis-28363	166	21	the	the	DET
bracis-28363	166	22	prediction	prediction	NOUN
bracis-28363	166	23	.	.	PUNCT
bracis-28363	167	1	they	they	PRON
bracis-28363	167	2	also	also	ADV
bracis-28363	167	3	suggested	suggest	VERB
bracis-28363	167	4	the	the	DET
bracis-28363	167	5	use	use	NOUN
bracis-28363	167	6	of	of	ADP
bracis-28363	167	7	variables	variable	NOUN
bracis-28363	167	8	like	like	ADP
bracis-28363	167	9	family	family	NOUN
bracis-28363	167	10	income	income	NOUN
bracis-28363	167	11	,	,	PUNCT
bracis-28363	167	12	high	high	ADJ
bracis-28363	167	13	school	school	NOUN
bracis-28363	167	14	,	,	PUNCT
bracis-28363	167	15	first	first	ADV
bracis-28363	167	16	,	,	PUNCT
bracis-28363	167	17	second	second	ADJ
bracis-28363	167	18	or	or	CCONJ
bracis-28363	167	19	third	third	ADJ
bracis-28363	167	20	option	option	NOUN
bracis-28363	167	21	course	course	NOUN
bracis-28363	167	22	and	and	CCONJ
bracis-28363	167	23	financial	financial	ADJ
bracis-28363	167	24	assistance	assistance	NOUN
bracis-28363	167	25	to	to	PART
bracis-28363	167	26	influence	influence	VERB
bracis-28363	167	27	the	the	DET
bracis-28363	167	28	prediction	prediction	NOUN
bracis-28363	167	29	.	.	PUNCT
bracis-28363	168	1	in	in	ADP
bracis-28363	168	2	this	this	DET
bracis-28363	168	3	study	study	NOUN
bracis-28363	168	4	,	,	PUNCT
bracis-28363	168	5	we	we	PRON
bracis-28363	168	6	confirm	confirm	VERB
bracis-28363	168	7	that	that	DET
bracis-28363	168	8	actual	actual	ADJ
bracis-28363	168	9	academic	academic	ADJ
bracis-28363	168	10	data	datum	NOUN
bracis-28363	168	11	,	,	PUNCT
bracis-28363	168	12	directly	directly	ADV
bracis-28363	168	13	related	relate	VERB
bracis-28363	168	14	to	to	ADP
bracis-28363	168	15	the	the	DET
bracis-28363	168	16	student	student	NOUN
bracis-28363	168	17	experience	experience	NOUN
bracis-28363	168	18	during	during	ADP
bracis-28363	168	19	undergraduation	undergraduation	NOUN
bracis-28363	168	20	is	be	AUX
bracis-28363	168	21	needed	need	VERB
bracis-28363	168	22	,	,	PUNCT
bracis-28363	168	23	including	include	VERB
bracis-28363	168	24	grades	grade	NOUN
bracis-28363	168	25	,	,	PUNCT
bracis-28363	168	26	attendance	attendance	NOUN
bracis-28363	168	27	,	,	PUNCT
bracis-28363	168	28	admission	admission	NOUN
bracis-28363	168	29	modality	modality	NOUN
bracis-28363	168	30	and	and	CCONJ
bracis-28363	168	31	workload	workload	NOUN
bracis-28363	168	32	.	.	PUNCT
bracis-28363	169	1	although	although	SCONJ
bracis-28363	169	2	we	we	PRON
bracis-28363	169	3	did	do	AUX
bracis-28363	169	4	not	not	PART
bracis-28363	169	5	obtain	obtain	VERB
bracis-28363	169	6	some	some	PRON
bracis-28363	169	7	of	of	ADP
bracis-28363	169	8	the	the	DET
bracis-28363	169	9	attributes	attribute	NOUN
bracis-28363	169	10	related	relate	VERB
bracis-28363	169	11	to	to	ADP
bracis-28363	169	12	financial	financial	ADJ
bracis-28363	169	13	aid	aid	NOUN
bracis-28363	169	14	and	and	CCONJ
bracis-28363	169	15	course	course	NOUN
bracis-28363	169	16	option	option	NOUN
bracis-28363	169	17	(	(	PUNCT
bracis-28363	169	18	as	as	ADP
bracis-28363	169	19	in	in	ADP
bracis-28363	169	20	 	 	SPACE
bracis-28363	169	21	[	[	X
bracis-28363	169	22	10	10	NUM
bracis-28363	169	23	]	]	NUM
bracis-28363	169	24	)	)	PUNCT
bracis-28363	169	25	,	,	PUNCT
bracis-28363	169	26	as	as	SCONJ
bracis-28363	169	27	these	these	DET
bracis-28363	169	28	data	datum	NOUN
bracis-28363	169	29	do	do	AUX
bracis-28363	169	30	not	not	PART
bracis-28363	169	31	exist	exist	VERB
bracis-28363	169	32	in	in	ADP
bracis-28363	169	33	the	the	DET
bracis-28363	169	34	ufscar	ufscar	ADJ
bracis-28363	169	35	systems	system	NOUN
bracis-28363	169	36	.	.	PUNCT
bracis-28363	170	1	5	5	NUM
bracis-28363	170	2	conclusions	conclusion	NOUN
bracis-28363	170	3	this	this	DET
bracis-28363	170	4	paper	paper	NOUN
bracis-28363	170	5	offered	offer	VERB
bracis-28363	170	6	guidelines	guideline	NOUN
bracis-28363	170	7	for	for	ADP
bracis-28363	170	8	the	the	DET
bracis-28363	170	9	design	design	NOUN
bracis-28363	170	10	of	of	ADP
bracis-28363	170	11	a	a	DET
bracis-28363	170	12	college	college	NOUN
bracis-28363	170	13	dropout	dropout	NOUN
bracis-28363	170	14	risk	risk	NOUN
bracis-28363	170	15	prediction	prediction	NOUN
bracis-28363	170	16	model	model	NOUN
bracis-28363	170	17	.	.	PUNCT
bracis-28363	171	1	we	we	PRON
bracis-28363	171	2	used	use	VERB
bracis-28363	171	3	real	real	ADJ
bracis-28363	171	4	data	datum	NOUN
bracis-28363	171	5	and	and	CCONJ
bracis-28363	171	6	proposed	propose	VERB
bracis-28363	171	7	a	a	DET
bracis-28363	171	8	protocol	protocol	NOUN
bracis-28363	171	9	for	for	ADP
bracis-28363	171	10	data	data	NOUN
bracis-28363	171	11	preparation	preparation	NOUN
bracis-28363	171	12	and	and	CCONJ
bracis-28363	171	13	a	a	DET
bracis-28363	171	14	study	study	NOUN
bracis-28363	171	15	of	of	ADP
bracis-28363	171	16	classification	classification	NOUN
bracis-28363	171	17	models	model	NOUN
bracis-28363	171	18	by	by	ADP
bracis-28363	171	19	modelling	model	VERB
bracis-28363	171	20	the	the	DET
bracis-28363	171	21	task	task	NOUN
bracis-28363	171	22	as	as	ADP
bracis-28363	171	23	a	a	DET
bracis-28363	171	24	binary	binary	ADJ
bracis-28363	171	25	classification	classification	NOUN
bracis-28363	171	26	problem	problem	NOUN
bracis-28363	171	27	.	.	PUNCT
bracis-28363	172	1	it	it	PRON
bracis-28363	172	2	was	be	AUX
bracis-28363	172	3	possible	possible	ADJ
bracis-28363	172	4	to	to	PART
bracis-28363	172	5	show	show	VERB
bracis-28363	172	6	the	the	DET
bracis-28363	172	7	difficulties	difficulty	NOUN
bracis-28363	172	8	of	of	ADP
bracis-28363	172	9	processing	process	VERB
bracis-28363	172	10	the	the	DET
bracis-28363	172	11	data	datum	NOUN
bracis-28363	172	12	and	and	CCONJ
bracis-28363	172	13	its	its	PRON
bracis-28363	172	14	challenges	challenge	NOUN
bracis-28363	172	15	.	.	PUNCT
bracis-28363	173	1	by	by	ADP
bracis-28363	173	2	using	use	VERB
bracis-28363	173	3	the	the	DET
bracis-28363	173	4	real	real	ADJ
bracis-28363	173	5	data	datum	NOUN
bracis-28363	173	6	available	available	ADJ
bracis-28363	173	7	at	at	ADP
bracis-28363	173	8	the	the	DET
bracis-28363	173	9	college	college	NOUN
bracis-28363	173	10	database	database	NOUN
bracis-28363	173	11	,	,	PUNCT
bracis-28363	173	12	the	the	DET
bracis-28363	173	13	best	good	ADJ
bracis-28363	173	14	results	result	NOUN
bracis-28363	173	15	for	for	ADP
bracis-28363	173	16	second	second	ADJ
bracis-28363	173	17	and	and	CCONJ
bracis-28363	173	18	third	third	ADJ
bracis-28363	173	19	year	year	NOUN
bracis-28363	173	20	students	student	NOUN
bracis-28363	173	21	(	(	PUNCT
bracis-28363	173	22	which	which	PRON
bracis-28363	173	23	is	be	AUX
bracis-28363	173	24	still	still	ADV
bracis-28363	173	25	early	early	ADV
bracis-28363	173	26	allowing	allow	VERB
bracis-28363	173	27	for	for	ADP
bracis-28363	173	28	interventions	intervention	NOUN
bracis-28363	173	29	)	)	PUNCT
bracis-28363	173	30	,	,	PUNCT
bracis-28363	173	31	had	have	VERB
bracis-28363	173	32	an	an	DET
bracis-28363	173	33	accuracy	accuracy	NOUN
bracis-28363	173	34	of	of	ADP
bracis-28363	173	35	0.83	0.83	NUM
bracis-28363	173	36	and	and	CCONJ
bracis-28363	173	37	f1	f1	NOUN
bracis-28363	173	38	-	-	PUNCT
bracis-28363	173	39	score	score	NOUN
bracis-28363	173	40	of	of	ADP
bracis-28363	173	41	0.80	0.80	NUM
bracis-28363	173	42	(	(	PUNCT
bracis-28363	173	43	s2	s2	PROPN
bracis-28363	173	44	)	)	PUNCT
bracis-28363	173	45	and	and	CCONJ
bracis-28363	173	46	0.83	0.83	NUM
bracis-28363	173	47	(	(	PUNCT
bracis-28363	173	48	s3	s3	PROPN
bracis-28363	173	49	)	)	PUNCT
bracis-28363	173	50	in	in	ADP
bracis-28363	173	51	a	a	DET
bracis-28363	173	52	realistic	realistic	ADJ
bracis-28363	173	53	scenario	scenario	NOUN
bracis-28363	173	54	.	.	PUNCT
bracis-28363	174	1	this	this	PRON
bracis-28363	174	2	represents	represent	VERB
bracis-28363	174	3	a	a	DET
bracis-28363	174	4	milestone	milestone	NOUN
bracis-28363	174	5	in	in	ADP
bracis-28363	174	6	terms	term	NOUN
bracis-28363	174	7	of	of	ADP
bracis-28363	174	8	making	make	VERB
bracis-28363	174	9	it	it	PRON
bracis-28363	174	10	viable	viable	ADJ
bracis-28363	174	11	to	to	PART
bracis-28363	174	12	use	use	VERB
bracis-28363	174	13	as	as	ADP
bracis-28363	174	14	a	a	DET
bracis-28363	174	15	tool	tool	NOUN
bracis-28363	174	16	in	in	ADP
bracis-28363	174	17	practice	practice	NOUN
bracis-28363	174	18	.	.	PUNCT
bracis-28363	175	1	we	we	PRON
bracis-28363	175	2	can	can	AUX
bracis-28363	175	3	also	also	ADV
bracis-28363	175	4	interpret	interpret	VERB
bracis-28363	175	5	the	the	DET
bracis-28363	175	6	results	result	NOUN
bracis-28363	175	7	of	of	ADP
bracis-28363	175	8	classifiers	classifier	NOUN
bracis-28363	175	9	in	in	ADP
bracis-28363	175	10	such	such	ADJ
bracis-28363	175	11	context	context	NOUN
bracis-28363	175	12	:	:	PUNCT
bracis-28363	175	13	the	the	DET
bracis-28363	175	14	svc	svc	PROPN
bracis-28363	175	15	method	method	NOUN
bracis-28363	175	16	is	be	AUX
bracis-28363	175	17	comparable	comparable	ADJ
bracis-28363	175	18	to	to	ADP
bracis-28363	175	19	the	the	DET
bracis-28363	175	20	decision	decision	NOUN
bracis-28363	175	21	tree	tree	NOUN
bracis-28363	175	22	in	in	ADP
bracis-28363	175	23	particular	particular	ADJ
bracis-28363	175	24	for	for	ADP
bracis-28363	175	25	early	early	ADJ
bracis-28363	175	26	years	year	NOUN
bracis-28363	175	27	,	,	PUNCT
bracis-28363	175	28	which	which	PRON
bracis-28363	175	29	indicates	indicate	VERB
bracis-28363	175	30	there	there	PRON
bracis-28363	175	31	is	be	VERB
bracis-28363	175	32	some	some	DET
bracis-28363	175	33	degree	degree	NOUN
bracis-28363	175	34	of	of	ADP
bracis-28363	175	35	linear	linear	ADJ
bracis-28363	175	36	separability	separability	NOUN
bracis-28363	175	37	but	but	CCONJ
bracis-28363	175	38	not	not	PART
bracis-28363	175	39	sufficient	sufficient	ADJ
bracis-28363	175	40	to	to	PART
bracis-28363	175	41	solve	solve	VERB
bracis-28363	175	42	the	the	DET
bracis-28363	175	43	problem	problem	NOUN
bracis-28363	175	44	.	.	PUNCT
bracis-28363	176	1	the	the	DET
bracis-28363	176	2	lightgbm	lightgbm	NOUN
bracis-28363	176	3	was	be	AUX
bracis-28363	176	4	in	in	ADP
bracis-28363	176	5	general	general	ADJ
bracis-28363	176	6	better	well	ADV
bracis-28363	176	7	than	than	ADP
bracis-28363	176	8	using	use	VERB
bracis-28363	176	9	a	a	DET
bracis-28363	176	10	single	single	ADJ
bracis-28363	176	11	decision	decision	NOUN
bracis-28363	176	12	tree	tree	NOUN
bracis-28363	176	13	,	,	PUNCT
bracis-28363	176	14	showing	show	VERB
bracis-28363	176	15	that	that	SCONJ
bracis-28363	176	16	some	some	DET
bracis-28363	176	17	instances	instance	NOUN
bracis-28363	176	18	might	might	AUX
bracis-28363	176	19	have	have	VERB
bracis-28363	176	20	conflicting	conflict	VERB
bracis-28363	176	21	patterns	pattern	NOUN
bracis-28363	176	22	and	and	CCONJ
bracis-28363	176	23	that	that	SCONJ
bracis-28363	176	24	a	a	DET
bracis-28363	176	25	single	single	ADJ
bracis-28363	176	26	set	set	NOUN
bracis-28363	176	27	of	of	ADP
bracis-28363	176	28	rules	rule	NOUN
bracis-28363	176	29	based	base	VERB
bracis-28363	176	30	on	on	ADP
bracis-28363	176	31	the	the	DET
bracis-28363	176	32	available	available	ADJ
bracis-28363	176	33	features	feature	NOUN
bracis-28363	176	34	is	be	AUX
bracis-28363	176	35	not	not	PART
bracis-28363	176	36	sufficient	sufficient	ADJ
bracis-28363	176	37	to	to	PART
bracis-28363	176	38	classify	classify	VERB
bracis-28363	176	39	the	the	DET
bracis-28363	176	40	students	student	NOUN
bracis-28363	176	41	according	accord	VERB
bracis-28363	176	42	to	to	ADP
bracis-28363	176	43	their	their	PRON
bracis-28363	176	44	risk	risk	NOUN
bracis-28363	176	45	of	of	ADP
bracis-28363	176	46	dropout	dropout	NOUN
bracis-28363	176	47	.	.	PUNCT
bracis-28363	177	1	because	because	SCONJ
bracis-28363	177	2	the	the	DET
bracis-28363	177	3	systems	system	NOUN
bracis-28363	177	4	and	and	CCONJ
bracis-28363	177	5	databases	database	NOUN
bracis-28363	177	6	studied	study	VERB
bracis-28363	177	7	in	in	ADP
bracis-28363	177	8	this	this	DET
bracis-28363	177	9	paper	paper	NOUN
bracis-28363	177	10	are	be	AUX
bracis-28363	177	11	often	often	ADV
bracis-28363	177	12	available	available	ADJ
bracis-28363	177	13	in	in	ADP
bracis-28363	177	14	institutions	institution	NOUN
bracis-28363	177	15	,	,	PUNCT
bracis-28363	177	16	our	our	PRON
bracis-28363	177	17	proposal	proposal	NOUN
bracis-28363	177	18	is	be	AUX
bracis-28363	177	19	scalable	scalable	ADJ
bracis-28363	177	20	for	for	ADP
bracis-28363	177	21	other	other	ADJ
bracis-28363	177	22	educational	educational	ADJ
bracis-28363	177	23	institution	institution	NOUN
bracis-28363	177	24	that	that	PRON
bracis-28363	177	25	wishes	wish	VERB
bracis-28363	177	26	to	to	PART
bracis-28363	177	27	improve	improve	VERB
bracis-28363	177	28	its	its	PRON
bracis-28363	177	29	college	college	NOUN
bracis-28363	177	30	attrition	attrition	NOUN
bracis-28363	177	31	management	management	NOUN
bracis-28363	177	32	.	.	PUNCT
bracis-28363	178	1	it	it	PRON
bracis-28363	178	2	allows	allow	VERB
bracis-28363	178	3	providing	provide	VERB
bracis-28363	178	4	statistical	statistical	ADJ
bracis-28363	178	5	reports	report	NOUN
bracis-28363	178	6	for	for	ADP
bracis-28363	178	7	university	university	NOUN
bracis-28363	178	8	management	management	NOUN
bracis-28363	178	9	,	,	PUNCT
bracis-28363	178	10	as	as	ADV
bracis-28363	178	11	well	well	ADV
bracis-28363	178	12	as	as	ADP
bracis-28363	178	13	defining	define	VERB
bracis-28363	178	14	dropout	dropout	NOUN
bracis-28363	178	15	risk	risk	NOUN
bracis-28363	178	16	thresholds	threshold	NOUN
bracis-28363	178	17	so	so	SCONJ
bracis-28363	178	18	that	that	PRON
bracis-28363	178	19	to	to	PART
bracis-28363	178	20	apply	apply	VERB
bracis-28363	178	21	interventions	intervention	NOUN
bracis-28363	178	22	,	,	PUNCT
bracis-28363	178	23	anticipating	anticipate	VERB
bracis-28363	178	24	and	and	CCONJ
bracis-28363	178	25	avoiding	avoid	VERB
bracis-28363	178	26	dropouts	dropout	NOUN
bracis-28363	178	27	.	.	PUNCT
bracis-28363	179	1	future	future	ADJ
bracis-28363	179	2	work	work	NOUN
bracis-28363	179	3	may	may	AUX
bracis-28363	179	4	investigate	investigate	VERB
bracis-28363	179	5	the	the	DET
bracis-28363	179	6	role	role	NOUN
bracis-28363	179	7	of	of	ADP
bracis-28363	179	8	fees	fee	NOUN
bracis-28363	179	9	from	from	ADP
bracis-28363	179	10	academic	academic	ADJ
bracis-28363	179	11	centers	center	NOUN
bracis-28363	179	12	and	and	CCONJ
bracis-28363	179	13	evasion	evasion	NOUN
bracis-28363	179	14	by	by	ADP
bracis-28363	179	15	type	type	NOUN
bracis-28363	179	16	of	of	ADP
bracis-28363	179	17	admission	admission	NOUN
bracis-28363	179	18	.	.	PUNCT
bracis-28363	180	1	also	also	ADV
bracis-28363	180	2	,	,	PUNCT
bracis-28363	180	3	we	we	PRON
bracis-28363	180	4	believe	believe	VERB
bracis-28363	180	5	there	there	PRON
bracis-28363	180	6	is	be	VERB
bracis-28363	180	7	space	space	NOUN
bracis-28363	180	8	for	for	ADP
bracis-28363	180	9	improvement	improvement	NOUN
bracis-28363	180	10	by	by	ADP
bracis-28363	180	11	segmenting	segment	VERB
bracis-28363	180	12	the	the	DET
bracis-28363	180	13	data	datum	NOUN
bracis-28363	180	14	to	to	PART
bracis-28363	180	15	study	study	VERB
bracis-28363	180	16	it	it	PRON
bracis-28363	180	17	in	in	ADP
bracis-28363	180	18	a	a	DET
bracis-28363	180	19	more	more	ADV
bracis-28363	180	20	fine	fine	ADV
bracis-28363	180	21	-	-	PUNCT
bracis-28363	180	22	grained	grain	VERB
bracis-28363	180	23	level	level	NOUN
bracis-28363	180	24	,	,	PUNCT
bracis-28363	180	25	such	such	ADJ
bracis-28363	180	26	as	as	ADP
bracis-28363	180	27	into	into	ADP
bracis-28363	180	28	different	different	ADJ
bracis-28363	180	29	course	course	NOUN
bracis-28363	180	30	areas	area	NOUN
bracis-28363	180	31	and	and	CCONJ
bracis-28363	180	32	specific	specific	ADJ
bracis-28363	180	33	degrees	degree	NOUN
bracis-28363	180	34	.	.	PUNCT
bracis-28363	181	1	references	reference	NOUN
bracis-28363	181	2	abu	abu	PROPN
bracis-28363	181	3	-	-	PUNCT
bracis-28363	181	4	oda	oda	PROPN
bracis-28363	181	5	,	,	PUNCT
bracis-28363	181	6	g.s	g.s	PROPN
bracis-28363	181	7	.	.	PROPN
bracis-28363	181	8	,	,	PUNCT
bracis-28363	181	9	el	el	PROPN
bracis-28363	181	10	-	-	PUNCT
bracis-28363	181	11	halees	halee	NOUN
bracis-28363	181	12	,	,	PUNCT
bracis-28363	181	13	a.m.	a.m.	ADV
bracis-28363	181	14	:	:	PUNCT
bracis-28363	181	15	data	datum	NOUN
bracis-28363	181	16	mining	mining	NOUN
bracis-28363	181	17	in	in	ADP
bracis-28363	181	18	higher	high	ADJ
bracis-28363	181	19	education	education	NOUN
bracis-28363	181	20	:	:	PUNCT
bracis-28363	181	21	university	university	NOUN
bracis-28363	181	22	student	student	NOUN
bracis-28363	181	23	dropout	dropout	NOUN
bracis-28363	181	24	case	case	NOUN
bracis-28363	181	25	study	study	NOUN
bracis-28363	181	26	.	.	PUNCT
bracis-28363	182	1	int	int	NOUN
bracis-28363	182	2	.	.	PUNCT
bracis-28363	183	1	j.	j.	PROPN
bracis-28363	183	2	data	data	PROPN
bracis-28363	183	3	min	min	PROPN
bracis-28363	183	4	.	.	PROPN
bracis-28363	183	5	knowl	knowl	PROPN
bracis-28363	183	6	.	.	PUNCT
bracis-28363	184	1	manage	manage	VERB
bracis-28363	184	2	.	.	PUNCT
bracis-28363	184	3	process	process	NOUN
bracis-28363	184	4	5(1	5(1	NUM
bracis-28363	184	5	)	)	PUNCT
bracis-28363	184	6	,	,	PUNCT
bracis-28363	184	7	15	15	NUM
bracis-28363	184	8	(	(	PUNCT
bracis-28363	184	9	2015	2015	NUM
bracis-28363	184	10	)	)	PUNCT
bracis-28363	184	11	article	article	NOUN
bracis-28363	184	12	  	  	SPACE
bracis-28363	184	13	google	google	PROPN
bracis-28363	184	14	scholar	scholar	NOUN
bracis-28363	184	15	  	  	SPACE
bracis-28363	184	16	aina	aina	PROPN
bracis-28363	184	17	,	,	PUNCT
bracis-28363	184	18	c.	c.	PROPN
bracis-28363	184	19	:	:	PUNCT
bracis-28363	184	20	parental	parental	ADJ
bracis-28363	184	21	background	background	NOUN
bracis-28363	184	22	and	and	CCONJ
bracis-28363	184	23	university	university	NOUN
bracis-28363	184	24	dropout	dropout	NOUN
bracis-28363	184	25	in	in	ADP
bracis-28363	184	26	italy	italy	PROPN
bracis-28363	184	27	.	.	PUNCT
bracis-28363	185	1	high	high	ADJ
bracis-28363	185	2	.	.	PUNCT
bracis-28363	186	1	educ	educ	PROPN
bracis-28363	186	2	.	.	PUNCT
bracis-28363	187	1	65(4	65(4	NOUN
bracis-28363	187	2	)	)	PUNCT
bracis-28363	187	3	,	,	PUNCT
bracis-28363	187	4	437–456	437–456	PROPN
bracis-28363	187	5	(	(	PUNCT
bracis-28363	187	6	2013	2013	NUM
bracis-28363	187	7	)	)	PUNCT
bracis-28363	187	8	article	article	NOUN
bracis-28363	187	9	  	  	SPACE
bracis-28363	187	10	google	google	PROPN
bracis-28363	187	11	scholar	scholar	NOUN
bracis-28363	187	12	  	  	SPACE
bracis-28363	187	13	aina	aina	PROPN
bracis-28363	187	14	,	,	PUNCT
bracis-28363	187	15	c.	c.	PROPN
bracis-28363	187	16	,	,	PUNCT
bracis-28363	187	17	baici	baici	PROPN
bracis-28363	187	18	,	,	PUNCT
bracis-28363	187	19	e.	e.	PROPN
bracis-28363	187	20	,	,	PUNCT
bracis-28363	187	21	casalone	casalone	PROPN
bracis-28363	187	22	,	,	PUNCT
bracis-28363	187	23	g.	g.	PROPN
bracis-28363	187	24	,	,	PUNCT
bracis-28363	187	25	pastore	pastore	PROPN
bracis-28363	187	26	,	,	PUNCT
bracis-28363	187	27	f.	f.	PROPN
bracis-28363	187	28	:	:	PUNCT
bracis-28363	187	29	the	the	DET
bracis-28363	187	30	determinants	determinant	NOUN
bracis-28363	187	31	of	of	ADP
bracis-28363	187	32	university	university	NOUN
bracis-28363	187	33	dropout	dropout	NOUN
bracis-28363	187	34	:	:	PUNCT
bracis-28363	187	35	a	a	DET
bracis-28363	187	36	review	review	NOUN
bracis-28363	187	37	of	of	ADP
bracis-28363	187	38	the	the	DET
bracis-28363	187	39	socio	socio	NOUN
bracis-28363	187	40	-	-	PUNCT
bracis-28363	187	41	economic	economic	ADJ
bracis-28363	187	42	literature	literature	NOUN
bracis-28363	187	43	.	.	PUNCT
bracis-28363	188	1	socioecon	socioecon	PROPN
bracis-28363	188	2	.	.	PUNCT
bracis-28363	189	1	plann	plann	PROPN
bracis-28363	189	2	.	.	PUNCT
bracis-28363	190	1	sci	sci	PROPN
bracis-28363	190	2	.	.	PROPN
bracis-28363	190	3	79	79	NUM
bracis-28363	190	4	,	,	PUNCT
bracis-28363	190	5	101102	101102	NUM
bracis-28363	190	6	(	(	PUNCT
bracis-28363	190	7	2022	2022	NUM
bracis-28363	190	8	)	)	PUNCT
bracis-28363	190	9	article	article	NOUN
bracis-28363	190	10	  	  	SPACE
bracis-28363	190	11	google	google	PROPN
bracis-28363	190	12	scholar	scholar	NOUN
bracis-28363	190	13	  	  	SPACE
bracis-28363	190	14	advisory	advisory	NOUN
bracis-28363	190	15	at	at	ADP
bracis-28363	190	16	the	the	DET
bracis-28363	190	17	federal	federal	ADJ
bracis-28363	190	18	university	university	PROPN
bracis-28363	190	19	of	of	ADP
bracis-28363	190	20	alagoas	alagoas	PROPN
bracis-28363	190	21	,	,	PUNCT
bracis-28363	190	22	c.	c.	NOUN
bracis-28363	190	23	:	:	PUNCT
bracis-28363	190	24	ufal	ufal	PROPN
bracis-28363	190	25	comemora	comemora	VERB
bracis-28363	190	26	a	a	DET
bracis-28363	190	27	redução	redução	NOUN
bracis-28363	190	28	do	do	VERB
bracis-28363	190	29	índice	índice	PROPN
bracis-28363	190	30	de	de	X
bracis-28363	190	31	evasão	evasão	PROPN
bracis-28363	190	32	de	de	PROPN
bracis-28363	190	33	estudantes	estudantes	X
bracis-28363	190	34	de	de	X
bracis-28363	190	35	graduação	graduação	PROPN
bracis-28363	190	36	.	.	PUNCT
bracis-28363	191	1	technical	technical	ADJ
bracis-28363	191	2	report	report	PROPN
bracis-28363	191	3	(	(	PUNCT
bracis-28363	191	4	2019	2019	NUM
bracis-28363	191	5	)	)	PUNCT
bracis-28363	191	6	.	.	PUNCT
bracis-28363	192	1	https://ufal.br/ufal/noticias/2019/10/ufal-comemora-a-reducao-do-indice-de-evasao-de-estudantes-de-graduacao	https://ufal.br/ufal/noticias/2019/10/ufal-comemora-a-reducao-do-indice-de-evasao-de-estudantes-de-graduacao	NOUN
bracis-28363	192	2	ataíde	ataíde	PROPN
bracis-28363	192	3	,	,	PUNCT
bracis-28363	192	4	j.	j.	PROPN
bracis-28363	192	5	,	,	PUNCT
bracis-28363	192	6	lima	lima	PROPN
bracis-28363	192	7	,	,	PUNCT
bracis-28363	192	8	l.	l.	PROPN
bracis-28363	192	9	,	,	PUNCT
bracis-28363	192	10	de	de	PROPN
bracis-28363	192	11	oliveira	oliveira	PROPN
bracis-28363	192	12	alves	alves	PROPN
bracis-28363	192	13	,	,	PUNCT
bracis-28363	192	14	e.	e.	PROPN
bracis-28363	192	15	:	:	PUNCT
bracis-28363	192	16	a	a	DET
bracis-28363	192	17	repetência	repetência	NOUN
bracis-28363	192	18	e	e	X
bracis-28363	192	19	o	o	X
bracis-28363	192	20	abandono	abandono	PROPN
bracis-28363	192	21	escolar	escolar	PROPN
bracis-28363	192	22	no	no	DET
bracis-28363	192	23	curso	curso	PROPN
bracis-28363	192	24	de	de	PROPN
bracis-28363	192	25	licenciatura	licenciatura	PROPN
bracis-28363	192	26	em	em	PROPN
bracis-28363	192	27	física	física	PROPN
bracis-28363	192	28	:	:	PUNCT
bracis-28363	192	29	um	um	INTJ
bracis-28363	192	30	estudo	estudo	PROPN
bracis-28363	192	31	de	de	X
bracis-28363	192	32	caso	caso	PROPN
bracis-28363	192	33	.	.	PUNCT
bracis-28363	193	1	physicae	physicae	PROPN
bracis-28363	193	2	6	6	NUM
bracis-28363	193	3	,	,	PUNCT
bracis-28363	193	4	21–32	21–32	NUM
bracis-28363	193	5	(	(	PUNCT
bracis-28363	193	6	2006	2006	NUM
bracis-28363	193	7	)	)	PUNCT
bracis-28363	193	8	google	google	PROPN
bracis-28363	193	9	scholar	scholar	NOUN
bracis-28363	193	10	  	  	SPACE
bracis-28363	193	11	bayer	bayer	NOUN
bracis-28363	193	12	,	,	PUNCT
bracis-28363	193	13	j.	j.	PROPN
bracis-28363	193	14	,	,	PUNCT
bracis-28363	193	15	bydzovská	bydzovská	PROPN
bracis-28363	193	16	,	,	PUNCT
bracis-28363	193	17	h.	h.	PROPN
bracis-28363	193	18	,	,	PUNCT
bracis-28363	193	19	géryk	géryk	PROPN
bracis-28363	193	20	,	,	PUNCT
bracis-28363	193	21	j.	j.	PROPN
bracis-28363	193	22	,	,	PUNCT
bracis-28363	193	23	obsivac	obsivac	NOUN
bracis-28363	193	24	,	,	PUNCT
bracis-28363	193	25	t.	t.	NOUN
bracis-28363	193	26	,	,	PUNCT
bracis-28363	193	27	popelinsky	popelinsky	NOUN
bracis-28363	193	28	,	,	PUNCT
bracis-28363	193	29	l.	l.	PROPN
bracis-28363	193	30	:	:	PUNCT
bracis-28363	193	31	predicting	predict	VERB
bracis-28363	193	32	drop	drop	NOUN
bracis-28363	193	33	-	-	PUNCT
bracis-28363	193	34	out	out	NOUN
bracis-28363	193	35	from	from	ADP
bracis-28363	193	36	social	social	ADJ
bracis-28363	193	37	behaviour	behaviour	NOUN
bracis-28363	193	38	of	of	ADP
bracis-28363	193	39	students	student	NOUN
bracis-28363	193	40	.	.	PUNCT
bracis-28363	194	1	int	int	NOUN
bracis-28363	194	2	.	.	PUNCT
bracis-28363	195	1	educ	educ	PROPN
bracis-28363	195	2	.	.	PUNCT
bracis-28363	196	1	data	data	PROPN
bracis-28363	196	2	min	min	PROPN
bracis-28363	196	3	.	.	PROPN
bracis-28363	196	4	soc	soc	PROPN
bracis-28363	196	5	.	.	PUNCT
bracis-28363	197	1	(	(	PUNCT
bracis-28363	197	2	2012	2012	NUM
bracis-28363	197	3	)	)	PUNCT
bracis-28363	197	4	google	google	PROPN
bracis-28363	197	5	scholar	scholar	NOUN
bracis-28363	197	6	  	  	SPACE
bracis-28363	197	7	burgos	burgos	PROPN
bracis-28363	197	8	,	,	PUNCT
bracis-28363	197	9	c.	c.	PROPN
bracis-28363	197	10	,	,	PUNCT
bracis-28363	197	11	campanario	campanario	PROPN
bracis-28363	197	12	,	,	PUNCT
bracis-28363	197	13	m.l	m.l	PROPN
bracis-28363	197	14	.	.	PROPN
bracis-28363	197	15	,	,	PUNCT
bracis-28363	197	16	de	de	X
bracis-28363	197	17	la	la	X
bracis-28363	197	18	peña	peña	PROPN
bracis-28363	197	19	,	,	PUNCT
bracis-28363	197	20	d.	d.	PROPN
bracis-28363	197	21	,	,	PUNCT
bracis-28363	197	22	lara	lara	PROPN
bracis-28363	197	23	,	,	PUNCT
bracis-28363	197	24	j.a	j.a	PROPN
bracis-28363	197	25	.	.	PROPN
bracis-28363	197	26	,	,	PUNCT
bracis-28363	197	27	lizcano	lizcano	PROPN
bracis-28363	197	28	,	,	PUNCT
bracis-28363	197	29	d.	d.	PROPN
bracis-28363	197	30	,	,	PUNCT
bracis-28363	197	31	martínez	martínez	PROPN
bracis-28363	197	32	,	,	PUNCT
bracis-28363	197	33	m.a	m.a	PROPN
bracis-28363	197	34	.	.	PROPN
bracis-28363	197	35	:	:	PUNCT
bracis-28363	198	1	data	datum	NOUN
bracis-28363	198	2	mining	mining	NOUN
bracis-28363	198	3	for	for	ADP
bracis-28363	198	4	modeling	model	VERB
bracis-28363	198	5	students	student	NOUN
bracis-28363	198	6	’	'	PUNCT
bracis-28363	198	7	performance	performance	NOUN
bracis-28363	198	8	:	:	PUNCT
bracis-28363	198	9	a	a	DET
bracis-28363	198	10	tutoring	tutor	VERB
bracis-28363	198	11	action	action	NOUN
bracis-28363	198	12	plan	plan	NOUN
bracis-28363	198	13	to	to	PART
bracis-28363	198	14	prevent	prevent	VERB
bracis-28363	198	15	academic	academic	ADJ
bracis-28363	198	16	dropout	dropout	NOUN
bracis-28363	198	17	.	.	PUNCT
bracis-28363	199	1	comput	comput	NOUN
bracis-28363	199	2	.	.	PUNCT
bracis-28363	200	1	electr	electr	PROPN
bracis-28363	200	2	.	.	PUNCT
bracis-28363	201	1	eng	eng	PROPN
bracis-28363	201	2	.	.	PROPN
bracis-28363	201	3	66	66	NUM
bracis-28363	201	4	,	,	PUNCT
bracis-28363	201	5	541–556	541–556	NUM
bracis-28363	201	6	(	(	PUNCT
bracis-28363	201	7	2018	2018	NUM
bracis-28363	201	8	)	)	PUNCT
bracis-28363	201	9	article	article	NOUN
bracis-28363	201	10	  	  	SPACE
bracis-28363	201	11	google	google	PROPN
bracis-28363	201	12	scholar	scholar	NOUN
bracis-28363	201	13	  	  	SPACE
bracis-28363	201	14	casanova	casanova	PROPN
bracis-28363	201	15	,	,	PUNCT
bracis-28363	201	16	j.r	j.r	PROPN
bracis-28363	201	17	.	.	PROPN
bracis-28363	201	18	,	,	PUNCT
bracis-28363	201	19	cervero	cervero	PROPN
bracis-28363	201	20	fernández	fernández	PROPN
bracis-28363	201	21	-	-	PUNCT
bracis-28363	201	22	castañón	castañón	NOUN
bracis-28363	201	23	,	,	PUNCT
bracis-28363	201	24	a.	a.	PROPN
bracis-28363	201	25	,	,	PUNCT
bracis-28363	201	26	núñez	núñez	PROPN
bracis-28363	201	27	pérez	pérez	NOUN
bracis-28363	201	28	,	,	PUNCT
bracis-28363	201	29	j.c	j.c	PROPN
bracis-28363	201	30	.	.	PROPN
bracis-28363	201	31	,	,	PUNCT
bracis-28363	201	32	almeida	almeida	PROPN
bracis-28363	201	33	,	,	PUNCT
bracis-28363	201	34	l.s	l.s	PROPN
bracis-28363	201	35	.	.	PROPN
bracis-28363	201	36	,	,	PUNCT
bracis-28363	201	37	bernardo	bernardo	NOUN
bracis-28363	201	38	gutiérrez	gutiérrez	NOUN
bracis-28363	201	39	,	,	PUNCT
bracis-28363	201	40	a.b	a.b	PROPN
bracis-28363	201	41	.	.	PROPN
bracis-28363	201	42	,	,	PUNCT
bracis-28363	201	43	et	et	PROPN
bracis-28363	201	44	al	al	PROPN
bracis-28363	201	45	.	.	PUNCT
bracis-28363	201	46	:	:	PUNCT
bracis-28363	202	1	factors	factor	NOUN
bracis-28363	202	2	that	that	PRON
bracis-28363	202	3	determine	determine	VERB
bracis-28363	202	4	the	the	DET
bracis-28363	202	5	persistence	persistence	NOUN
bracis-28363	202	6	and	and	CCONJ
bracis-28363	202	7	dropout	dropout	NOUN
bracis-28363	202	8	of	of	ADP
bracis-28363	202	9	university	university	NOUN
bracis-28363	202	10	students	student	NOUN
bracis-28363	202	11	.	.	PUNCT
bracis-28363	203	1	psicothema	psicothema	VERB
bracis-28363	203	2	30	30	NUM
bracis-28363	203	3	(	(	PUNCT
bracis-28363	203	4	2018	2018	NUM
bracis-28363	203	5	)	)	PUNCT
bracis-28363	203	6	google	google	PROPN
bracis-28363	203	7	scholar	scholar	NOUN
bracis-28363	203	8	  	  	SPACE
bracis-28363	203	9	eisenberg	eisenberg	PROPN
bracis-28363	203	10	,	,	PUNCT
bracis-28363	203	11	d.	d.	PROPN
bracis-28363	203	12	,	,	PUNCT
bracis-28363	203	13	gollust	gollust	PROPN
bracis-28363	203	14	,	,	PUNCT
bracis-28363	203	15	s.	s.	PROPN
bracis-28363	203	16	,	,	PUNCT
bracis-28363	203	17	golberstein	golberstein	PROPN
bracis-28363	203	18	,	,	PUNCT
bracis-28363	203	19	e.	e.	PROPN
bracis-28363	203	20	,	,	PUNCT
bracis-28363	203	21	hefner	hefner	PROPN
bracis-28363	203	22	,	,	PUNCT
bracis-28363	203	23	j.	j.	PROPN
bracis-28363	203	24	:	:	PUNCT
bracis-28363	203	25	prevalence	prevalence	NOUN
bracis-28363	203	26	and	and	CCONJ
bracis-28363	203	27	correlates	correlate	VERB
bracis-28363	203	28	of	of	ADP
bracis-28363	203	29	depression	depression	NOUN
bracis-28363	203	30	,	,	PUNCT
bracis-28363	203	31	anxiety	anxiety	NOUN
bracis-28363	203	32	,	,	PUNCT
bracis-28363	203	33	and	and	CCONJ
bracis-28363	203	34	suicidality	suicidality	NOUN
bracis-28363	203	35	among	among	ADP
bracis-28363	203	36	university	university	NOUN
bracis-28363	203	37	students	student	NOUN
bracis-28363	203	38	.	.	PUNCT
bracis-28363	204	1	am	be	AUX
bracis-28363	204	2	.	.	PUNCT
bracis-28363	205	1	j.	j.	PROPN
bracis-28363	205	2	orthopsychiatry	orthopsychiatry	PROPN
bracis-28363	205	3	77	77	NUM
bracis-28363	205	4	,	,	PUNCT
bracis-28363	205	5	534–542	534–542	NUM
bracis-28363	205	6	(	(	PUNCT
bracis-28363	205	7	2007	2007	NUM
bracis-28363	205	8	)	)	PUNCT
bracis-28363	205	9	article	article	NOUN
bracis-28363	205	10	  	  	SPACE
bracis-28363	205	11	google	google	PROPN
bracis-28363	205	12	scholar	scholar	NOUN
bracis-28363	205	13	  	  	SPACE
bracis-28363	205	14	hippel	hippel	NOUN
bracis-28363	205	15	,	,	PUNCT
bracis-28363	205	16	p.t.v	p.t.v	NOUN
bracis-28363	205	17	.	.	PROPN
bracis-28363	205	18	,	,	PUNCT
bracis-28363	205	19	hofflinger	hofflinger	NOUN
bracis-28363	205	20	,	,	PUNCT
bracis-28363	205	21	a.	a.	NOUN
bracis-28363	205	22	:	:	PUNCT
bracis-28363	205	23	the	the	DET
bracis-28363	205	24	data	data	PROPN
bracis-28363	205	25	revolution	revolution	NOUN
bracis-28363	205	26	comes	come	VERB
bracis-28363	205	27	to	to	ADP
bracis-28363	205	28	higher	high	ADJ
bracis-28363	205	29	education	education	NOUN
bracis-28363	205	30	:	:	PUNCT
bracis-28363	205	31	identifying	identify	VERB
bracis-28363	205	32	students	student	NOUN
bracis-28363	205	33	at	at	ADP
bracis-28363	205	34	risk	risk	NOUN
bracis-28363	205	35	of	of	ADP
bracis-28363	205	36	dropout	dropout	NOUN
bracis-28363	205	37	in	in	ADP
bracis-28363	205	38	chile	chile	PROPN
bracis-28363	205	39	.	.	PUNCT
bracis-28363	206	1	j.	j.	PROPN
bracis-28363	206	2	high	high	PROPN
bracis-28363	206	3	.	.	PUNCT
bracis-28363	207	1	educ	educ	PROPN
bracis-28363	207	2	.	.	PUNCT
bracis-28363	208	1	policy	policy	NOUN
bracis-28363	208	2	manage	manage	NOUN
bracis-28363	208	3	.	.	PUNCT
bracis-28363	209	1	1–22	1–22	PROPN
bracis-28363	209	2	(	(	PUNCT
bracis-28363	209	3	2020	2020	NUM
bracis-28363	209	4	)	)	PUNCT
bracis-28363	209	5	google	google	PROPN
bracis-28363	209	6	scholar	scholar	NOUN
bracis-28363	209	7	  	  	SPACE
bracis-28363	209	8	hooshyar	hooshyar	PROPN
bracis-28363	209	9	,	,	PUNCT
bracis-28363	209	10	d.	d.	PROPN
bracis-28363	209	11	,	,	PUNCT
bracis-28363	209	12	pedaste	pedaste	NOUN
bracis-28363	209	13	,	,	PUNCT
bracis-28363	209	14	m.	m.	NOUN
bracis-28363	209	15	,	,	PUNCT
bracis-28363	209	16	yang	yang	PROPN
bracis-28363	209	17	,	,	PUNCT
bracis-28363	209	18	y.	y.	NOUN
bracis-28363	209	19	:	:	PUNCT
bracis-28363	209	20	mining	mine	VERB
bracis-28363	209	21	educational	educational	ADJ
bracis-28363	209	22	data	datum	NOUN
bracis-28363	209	23	to	to	PART
bracis-28363	209	24	predict	predict	VERB
bracis-28363	209	25	students	student	NOUN
bracis-28363	209	26	’	’	PART
bracis-28363	209	27	performance	performance	NOUN
bracis-28363	209	28	through	through	ADP
bracis-28363	209	29	procrastination	procrastination	NOUN
bracis-28363	209	30	behavior	behavior	NOUN
bracis-28363	209	31	.	.	PUNCT
bracis-28363	210	1	entropy	entropy	PROPN
bracis-28363	210	2	22(1	22(1	NUM
bracis-28363	210	3	)	)	PUNCT
bracis-28363	210	4	,	,	PUNCT
bracis-28363	210	5	12	12	NUM
bracis-28363	210	6	(	(	PUNCT
bracis-28363	210	7	2020	2020	NUM
bracis-28363	210	8	)	)	PUNCT
bracis-28363	210	9	article	article	NOUN
bracis-28363	210	10	  	  	SPACE
bracis-28363	210	11	google	google	PROPN
bracis-28363	210	12	scholar	scholar	NOUN
bracis-28363	210	13	  	  	SPACE
bracis-28363	210	14	huo	huo	PROPN
bracis-28363	210	15	,	,	PUNCT
bracis-28363	210	16	h.	h.	PROPN
bracis-28363	210	17	,	,	PUNCT
bracis-28363	210	18	et	et	PROPN
bracis-28363	210	19	al	al	PROPN
bracis-28363	210	20	.	.	PROPN
bracis-28363	210	21	:	:	PUNCT
bracis-28363	211	1	predicting	predict	VERB
bracis-28363	211	2	dropout	dropout	NOUN
bracis-28363	211	3	for	for	ADP
bracis-28363	211	4	nontraditional	nontraditional	ADJ
bracis-28363	211	5	undergraduate	undergraduate	ADJ
bracis-28363	211	6	students	student	NOUN
bracis-28363	211	7	:	:	PUNCT
bracis-28363	211	8	a	a	DET
bracis-28363	211	9	machine	machine	NOUN
bracis-28363	211	10	learning	learn	VERB
bracis-28363	211	11	approach	approach	NOUN
bracis-28363	211	12	.	.	PUNCT
bracis-28363	212	1	j.	j.	PROPN
bracis-28363	212	2	coll	coll	PROPN
bracis-28363	212	3	.	.	PUNCT
bracis-28363	212	4	student	student	NOUN
bracis-28363	212	5	retent	retent	NOUN
bracis-28363	212	6	.	.	PUNCT
bracis-28363	212	7	:	:	PUNCT
bracis-28363	213	1	res	re	NOUN
bracis-28363	213	2	.	.	PROPN
bracis-28363	213	3	theory	theory	NOUN
bracis-28363	213	4	pract	pract	NOUN
bracis-28363	213	5	.	.	PUNCT
bracis-28363	214	1	24(4	24(4	NOUN
bracis-28363	214	2	)	)	PUNCT
bracis-28363	214	3	,	,	PUNCT
bracis-28363	214	4	1054–1077	1054–1077	NUM
bracis-28363	214	5	(	(	PUNCT
bracis-28363	214	6	2023	2023	NUM
bracis-28363	214	7	)	)	PUNCT
bracis-28363	214	8	article	article	NOUN
bracis-28363	214	9	  	  	SPACE
bracis-28363	214	10	google	google	PROPN
bracis-28363	214	11	scholar	scholar	NOUN
bracis-28363	214	12	  	  	SPACE
bracis-28363	214	13	ivankova	ivankova	PROPN
bracis-28363	214	14	,	,	PUNCT
bracis-28363	214	15	n.v	n.v	PROPN
bracis-28363	214	16	.	.	PROPN
bracis-28363	214	17	,	,	PUNCT
bracis-28363	214	18	stick	stick	PROPN
bracis-28363	214	19	,	,	PUNCT
bracis-28363	214	20	s.l	s.l	PROPN
bracis-28363	214	21	.	.	PROPN
bracis-28363	214	22	:	:	PUNCT
bracis-28363	214	23	students	student	NOUN
bracis-28363	214	24	’	'	PUNCT
bracis-28363	214	25	persistence	persistence	NOUN
bracis-28363	214	26	in	in	ADP
bracis-28363	214	27	a	a	DET
bracis-28363	214	28	distributed	distribute	VERB
bracis-28363	214	29	doctoral	doctoral	ADJ
bracis-28363	214	30	program	program	NOUN
bracis-28363	214	31	in	in	ADP
bracis-28363	214	32	educational	educational	ADJ
bracis-28363	214	33	leadership	leadership	NOUN
bracis-28363	214	34	in	in	ADP
bracis-28363	214	35	higher	high	ADJ
bracis-28363	214	36	education	education	NOUN
bracis-28363	214	37	:	:	PUNCT
bracis-28363	214	38	a	a	DET
bracis-28363	214	39	mixed	mixed	ADJ
bracis-28363	214	40	methods	method	NOUN
bracis-28363	214	41	study	study	NOUN
bracis-28363	214	42	.	.	PUNCT
bracis-28363	215	1	res	re	NOUN
bracis-28363	215	2	.	.	PROPN
bracis-28363	216	1	high	high	PROPN
bracis-28363	216	2	.	.	PUNCT
bracis-28363	217	1	educ	educ	PROPN
bracis-28363	217	2	.	.	PUNCT
bracis-28363	218	1	48(1	48(1	NOUN
bracis-28363	218	2	)	)	PUNCT
bracis-28363	218	3	,	,	PUNCT
bracis-28363	218	4	93–135	93–135	PROPN
bracis-28363	218	5	(	(	PUNCT
bracis-28363	218	6	2007	2007	NUM
bracis-28363	218	7	)	)	PUNCT
bracis-28363	218	8	article	article	NOUN
bracis-28363	218	9	  	  	SPACE
bracis-28363	218	10	google	google	PROPN
bracis-28363	218	11	scholar	scholar	NOUN
bracis-28363	218	12	  	  	SPACE
bracis-28363	218	13	ke	ke	PROPN
bracis-28363	218	14	,	,	PUNCT
bracis-28363	218	15	g.	g.	PROPN
bracis-28363	218	16	,	,	PUNCT
bracis-28363	218	17	et	et	PROPN
bracis-28363	218	18	al	al	PROPN
bracis-28363	218	19	.	.	PROPN
bracis-28363	218	20	:	:	PUNCT
bracis-28363	218	21	lightgbm	lightgbm	VERB
bracis-28363	218	22	:	:	PUNCT
bracis-28363	218	23	a	a	DET
bracis-28363	218	24	highly	highly	ADV
bracis-28363	218	25	efficient	efficient	ADJ
bracis-28363	218	26	gradient	gradient	NOUN
bracis-28363	218	27	boosting	boost	VERB
bracis-28363	218	28	decision	decision	NOUN
bracis-28363	218	29	tree	tree	NOUN
bracis-28363	218	30	.	.	PUNCT
bracis-28363	219	1	adv	adv	PROPN
bracis-28363	219	2	.	.	PUNCT
bracis-28363	219	3	neural	neural	PROPN
bracis-28363	219	4	inf	inf	PROPN
bracis-28363	219	5	.	.	PUNCT
bracis-28363	219	6	process	process	NOUN
bracis-28363	219	7	.	.	PUNCT
bracis-28363	220	1	syst	syst	PROPN
bracis-28363	220	2	.	.	PUNCT
bracis-28363	221	1	30	30	NUM
bracis-28363	221	2	(	(	PUNCT
bracis-28363	221	3	2017	2017	NUM
bracis-28363	221	4	)	)	PUNCT
bracis-28363	221	5	google	google	PROPN
bracis-28363	221	6	scholar	scholar	NOUN
bracis-28363	221	7	  	  	SPACE
bracis-28363	221	8	kelly	kelly	PROPN
bracis-28363	221	9	,	,	PUNCT
bracis-28363	221	10	j.d.o	j.d.o	PROPN
bracis-28363	221	11	.	.	PROPN
bracis-28363	221	12	,	,	PUNCT
bracis-28363	221	13	menezes	menezes	PROPN
bracis-28363	221	14	,	,	PUNCT
bracis-28363	221	15	a.g	a.g	PROPN
bracis-28363	221	16	.	.	PROPN
bracis-28363	221	17	,	,	PUNCT
bracis-28363	221	18	de	de	X
bracis-28363	221	19	carvalho	carvalho	PROPN
bracis-28363	221	20	,	,	PUNCT
bracis-28363	221	21	a.b	a.b	PROPN
bracis-28363	221	22	.	.	PROPN
bracis-28363	221	23	,	,	PUNCT
bracis-28363	221	24	montesco	montesco	PROPN
bracis-28363	221	25	,	,	PUNCT
bracis-28363	221	26	c.a	c.a	PROPN
bracis-28363	221	27	.	.	PROPN
bracis-28363	221	28	:	:	PUNCT
bracis-28363	221	29	supervised	supervise	VERB
bracis-28363	221	30	learning	learning	NOUN
bracis-28363	221	31	in	in	ADP
bracis-28363	221	32	the	the	DET
bracis-28363	221	33	context	context	NOUN
bracis-28363	221	34	of	of	ADP
bracis-28363	221	35	educational	educational	ADJ
bracis-28363	221	36	data	datum	NOUN
bracis-28363	221	37	mining	mining	NOUN
bracis-28363	221	38	to	to	PART
bracis-28363	221	39	avoid	avoid	VERB
bracis-28363	221	40	university	university	NOUN
bracis-28363	221	41	students	student	NOUN
bracis-28363	221	42	dropout	dropout	VERB
bracis-28363	221	43	.	.	PUNCT
bracis-28363	222	1	in	in	ADP
bracis-28363	222	2	:	:	PUNCT
bracis-28363	222	3	2019	2019	NUM
bracis-28363	222	4	ieee	ieee	NOUN
bracis-28363	222	5	19th	19th	ADJ
bracis-28363	222	6	international	international	ADJ
bracis-28363	222	7	conference	conference	NOUN
bracis-28363	222	8	on	on	ADP
bracis-28363	222	9	advanced	advanced	ADJ
bracis-28363	222	10	learning	learning	NOUN
bracis-28363	222	11	technologies	technology	NOUN
bracis-28363	222	12	(	(	PUNCT
bracis-28363	222	13	icalt	icalt	NOUN
bracis-28363	222	14	)	)	PUNCT
bracis-28363	222	15	,	,	PUNCT
bracis-28363	222	16	vol	vol	NOUN
bracis-28363	222	17	.	.	PUNCT
bracis-28363	222	18	2161	2161	NUM
bracis-28363	222	19	,	,	PUNCT
bracis-28363	222	20	pp	pp	ADV
bracis-28363	222	21	.	.	PUNCT
bracis-28363	223	1	207–208	207–208	NUM
bracis-28363	223	2	.	.	PUNCT
bracis-28363	223	3	ieee	ieee	NOUN
bracis-28363	223	4	(	(	PUNCT
bracis-28363	223	5	2019	2019	NUM
bracis-28363	223	6	)	)	PUNCT
bracis-28363	223	7	google	google	PROPN
bracis-28363	223	8	scholar	scholar	NOUN
bracis-28363	223	9	  	  	SPACE
bracis-28363	223	10	kotsiantis	kotsiantis	PROPN
bracis-28363	223	11	,	,	PUNCT
bracis-28363	223	12	s.	s.	PROPN
bracis-28363	223	13	:	:	PUNCT
bracis-28363	223	14	educational	educational	ADJ
bracis-28363	223	15	data	datum	NOUN
bracis-28363	223	16	mining	mining	NOUN
bracis-28363	223	17	:	:	PUNCT
bracis-28363	223	18	a	a	DET
bracis-28363	223	19	case	case	NOUN
bracis-28363	223	20	study	study	NOUN
bracis-28363	223	21	for	for	ADP
bracis-28363	223	22	predicting	predict	VERB
bracis-28363	223	23	dropout	dropout	NOUN
bracis-28363	223	24	-	-	PUNCT
bracis-28363	223	25	prone	prone	ADJ
bracis-28363	223	26	students	student	NOUN
bracis-28363	223	27	.	.	PUNCT
bracis-28363	224	1	int	int	NOUN
bracis-28363	224	2	.	.	PUNCT
bracis-28363	225	1	j.	j.	PROPN
bracis-28363	225	2	knowl	knowl	PROPN
bracis-28363	225	3	.	.	PUNCT
bracis-28363	226	1	eng	eng	PROPN
bracis-28363	226	2	.	.	PROPN
bracis-28363	226	3	soft	soft	ADJ
bracis-28363	226	4	data	datum	NOUN
bracis-28363	226	5	paradigms	paradigm	VERB
bracis-28363	226	6	1(2	1(2	NUM
bracis-28363	226	7	)	)	PUNCT
bracis-28363	226	8	,	,	PUNCT
bracis-28363	226	9	101–111	101–111	NUM
bracis-28363	226	10	(	(	PUNCT
bracis-28363	226	11	2009	2009	NUM
bracis-28363	226	12	)	)	PUNCT
bracis-28363	226	13	article	article	NOUN
bracis-28363	226	14	  	  	SPACE
bracis-28363	226	15	google	google	PROPN
bracis-28363	226	16	scholar	scholar	NOUN
bracis-28363	226	17	  	  	SPACE
bracis-28363	226	18	lehmann	lehmann	PROPN
bracis-28363	226	19	,	,	PUNCT
bracis-28363	226	20	w.	w.	PROPN
bracis-28363	226	21	:	:	PUNCT
bracis-28363	226	22	“	"	PUNCT
bracis-28363	226	23	i	i	PRON
bracis-28363	226	24	just	just	ADV
bracis-28363	226	25	did	do	AUX
bracis-28363	226	26	n’t	not	PART
bracis-28363	226	27	feel	feel	VERB
bracis-28363	226	28	like	like	SCONJ
bracis-28363	226	29	i	i	PRON
bracis-28363	226	30	fit	fit	VERB
bracis-28363	226	31	in	in	ADP
bracis-28363	226	32	”	"	PUNCT
bracis-28363	226	33	:	:	PUNCT
bracis-28363	226	34	the	the	DET
bracis-28363	226	35	role	role	NOUN
bracis-28363	226	36	of	of	ADP
bracis-28363	226	37	habitus	habitus	NOUN
bracis-28363	226	38	in	in	ADP
bracis-28363	226	39	university	university	NOUN
bracis-28363	226	40	dropout	dropout	NOUN
bracis-28363	226	41	decisions	decision	NOUN
bracis-28363	226	42	.	.	PUNCT
bracis-28363	227	1	can	can	AUX
bracis-28363	227	2	.	.	PUNCT
bracis-28363	228	1	j.	j.	PROPN
bracis-28363	228	2	high	high	PROPN
bracis-28363	228	3	.	.	PUNCT
bracis-28363	229	1	educ	educ	PROPN
bracis-28363	229	2	.	.	PUNCT
bracis-28363	230	1	37(2	37(2	PRON
bracis-28363	230	2	)	)	PUNCT
bracis-28363	230	3	(	(	PUNCT
bracis-28363	230	4	2007	2007	NUM
bracis-28363	230	5	)	)	PUNCT
bracis-28363	230	6	google	google	PROPN
bracis-28363	230	7	scholar	scholar	NOUN
bracis-28363	230	8	  	  	SPACE
bracis-28363	230	9	leonhardt	leonhardt	PROPN
bracis-28363	230	10	,	,	PUNCT
bracis-28363	230	11	d.	d.	PROPN
bracis-28363	230	12	,	,	PUNCT
bracis-28363	230	13	chinoy	chinoy	PROPN
bracis-28363	230	14	,	,	PUNCT
bracis-28363	230	15	s.	s.	PROPN
bracis-28363	230	16	:	:	PUNCT
bracis-28363	230	17	the	the	DET
bracis-28363	230	18	college	college	NOUN
bracis-28363	230	19	dropout	dropout	NOUN
bracis-28363	230	20	crisis	crisis	NOUN
bracis-28363	230	21	.	.	PUNCT
bracis-28363	231	1	the	the	DET
bracis-28363	231	2	new	new	PROPN
bracis-28363	231	3	york	york	PROPN
bracis-28363	231	4	times	times	PROPN
bracis-28363	231	5	(	(	PUNCT
bracis-28363	231	6	2019	2019	NUM
bracis-28363	231	7	)	)	PUNCT
bracis-28363	231	8	.	.	PUNCT
bracis-28363	232	1	https://www.nytimes.com/interactive/2019/05/23/opinion/sunday/college-graduation-rates-ranking.html	https://www.nytimes.com/interactive/2019/05/23/opinion/sunday/college-graduation-rates-ranking.html	NOUN
bracis-28363	233	1	lozano	lozano	PROPN
bracis-28363	233	2	,	,	PUNCT
bracis-28363	233	3	j.m	j.m	PROPN
bracis-28363	233	4	.	.	PROPN
bracis-28363	233	5	,	,	PUNCT
bracis-28363	233	6	rua	rua	PROPN
bracis-28363	233	7	vieites	vieites	PROPN
bracis-28363	233	8	,	,	PUNCT
bracis-28363	233	9	a.	a.	PROPN
bracis-28363	233	10	,	,	PUNCT
bracis-28363	233	11	bilbao	bilbao	PROPN
bracis-28363	233	12	-	-	PUNCT
bracis-28363	233	13	calabuig	calabuig	ADJ
bracis-28363	233	14	,	,	PUNCT
bracis-28363	233	15	p.	p.	NOUN
bracis-28363	233	16	,	,	PUNCT
bracis-28363	233	17	casadesús	casadesús	NOUN
bracis-28363	233	18	-	-	PUNCT
bracis-28363	233	19	fa	fa	NOUN
bracis-28363	233	20	,	,	PUNCT
bracis-28363	233	21	m.	m.	NOUN
bracis-28363	233	22	:	:	PUNCT
bracis-28363	233	23	university	university	NOUN
bracis-28363	233	24	student	student	NOUN
bracis-28363	233	25	retention	retention	NOUN
bracis-28363	233	26	:	:	PUNCT
bracis-28363	233	27	best	good	ADJ
bracis-28363	233	28	time	time	NOUN
bracis-28363	233	29	and	and	CCONJ
bracis-28363	233	30	data	datum	NOUN
bracis-28363	233	31	to	to	PART
bracis-28363	233	32	identify	identify	VERB
bracis-28363	233	33	undergraduate	undergraduate	ADJ
bracis-28363	233	34	students	student	NOUN
bracis-28363	233	35	at	at	ADP
bracis-28363	233	36	risk	risk	NOUN
bracis-28363	233	37	of	of	ADP
bracis-28363	233	38	dropout	dropout	NOUN
bracis-28363	233	39	.	.	PUNCT
bracis-28363	234	1	innov	innov	PROPN
bracis-28363	234	2	.	.	PUNCT
bracis-28363	235	1	educ	educ	PROPN
bracis-28363	235	2	.	.	PUNCT
bracis-28363	236	1	teach	teach	VERB
bracis-28363	236	2	.	.	PUNCT
bracis-28363	237	1	int	int	NOUN
bracis-28363	237	2	.	.	PUNCT
bracis-28363	238	1	57	57	NUM
bracis-28363	238	2	,	,	PUNCT
bracis-28363	238	3	1–12	1–12	PROPN
bracis-28363	238	4	(	(	PUNCT
bracis-28363	238	5	2018	2018	NUM
bracis-28363	238	6	)	)	PUNCT
bracis-28363	238	7	article	article	NOUN
bracis-28363	238	8	  	  	SPACE
bracis-28363	238	9	google	google	PROPN
bracis-28363	238	10	scholar	scholar	NOUN
bracis-28363	238	11	  	  	SPACE
bracis-28363	238	12	manhaes	manhae	NOUN
bracis-28363	238	13	,	,	PUNCT
bracis-28363	238	14	l.	l.	PROPN
bracis-28363	238	15	,	,	PUNCT
bracis-28363	238	16	manhães	manhães	NOUN
bracis-28363	238	17	,	,	PUNCT
bracis-28363	238	18	b.	b.	PROPN
bracis-28363	238	19	,	,	PUNCT
bracis-28363	238	20	cruz	cruz	PROPN
bracis-28363	238	21	,	,	PUNCT
bracis-28363	238	22	s.	s.	PROPN
bracis-28363	238	23	,	,	PUNCT
bracis-28363	238	24	costa	costa	PROPN
bracis-28363	238	25	,	,	PUNCT
bracis-28363	238	26	m.	m.	NOUN
bracis-28363	238	27	,	,	PUNCT
bracis-28363	238	28	zavaleta	zavaleta	PROPN
bracis-28363	238	29	,	,	PUNCT
bracis-28363	238	30	j.	j.	PROPN
bracis-28363	238	31	,	,	PUNCT
bracis-28363	238	32	silva	silva	PROPN
bracis-28363	238	33	,	,	PUNCT
bracis-28363	238	34	g.	g.	PROPN
bracis-28363	238	35	:	:	PUNCT
bracis-28363	239	1	identificação	identificação	ADJ
bracis-28363	239	2	dos	dos	PROPN
bracis-28363	239	3	fatores	fatore	NOUN
bracis-28363	239	4	que	que	PROPN
bracis-28363	239	5	influenciam	influenciam	PROPN
bracis-28363	239	6	a	a	DET
bracis-28363	239	7	evasão	evasão	NOUN
bracis-28363	239	8	em	em	PRON
bracis-28363	239	9	cursos	cursos	PROPN
bracis-28363	239	10	de	de	X
bracis-28363	239	11	graduação	graduação	PROPN
bracis-28363	239	12	através	através	PROPN
bracis-28363	239	13	de	de	X
bracis-28363	239	14	sistemas	sistemas	PROPN
bracis-28363	239	15	baseados	baseado	VERB
bracis-28363	239	16	em	em	PRON
bracis-28363	239	17	mineração	mineração	PROPN
bracis-28363	239	18	de	de	X
bracis-28363	239	19	dados	dado	NOUN
bracis-28363	239	20	:	:	PUNCT
bracis-28363	239	21	uma	uma	PROPN
bracis-28363	239	22	abordagem	abordagem	PROPN
bracis-28363	239	23	quantitativa	quantitativa	PROPN
bracis-28363	239	24	.	.	PUNCT
bracis-28363	240	1	in	in	ADP
bracis-28363	240	2	:	:	PUNCT
bracis-28363	240	3	viii	viii	NOUN
bracis-28363	240	4	simpósio	simpósio	NOUN
bracis-28363	240	5	brasileiro	brasileiro	PROPN
bracis-28363	240	6	de	de	X
bracis-28363	240	7	sistemas	sistemas	PROPN
bracis-28363	240	8	de	de	X
bracis-28363	240	9	informação	informação	PROPN
bracis-28363	240	10	(	(	PUNCT
bracis-28363	240	11	2012	2012	NUM
bracis-28363	240	12	)	)	PUNCT
bracis-28363	240	13	google	google	PROPN
bracis-28363	240	14	scholar	scholar	NOUN
bracis-28363	240	15	  	  	SPACE
bracis-28363	240	16	martins	martin	NOUN
bracis-28363	240	17	,	,	PUNCT
bracis-28363	240	18	l.c.b	l.c.b	NOUN
bracis-28363	240	19	.	.	PUNCT
bracis-28363	240	20	,	,	PUNCT
bracis-28363	240	21	carvalho	carvalho	PROPN
bracis-28363	240	22	,	,	PUNCT
bracis-28363	240	23	r.n	r.n	PROPN
bracis-28363	240	24	.	.	PROPN
bracis-28363	240	25	,	,	PUNCT
bracis-28363	240	26	carvalho	carvalho	PROPN
bracis-28363	240	27	,	,	PUNCT
bracis-28363	240	28	r.s	r.s	PROPN
bracis-28363	240	29	.	.	PROPN
bracis-28363	240	30	,	,	PUNCT
bracis-28363	240	31	victorino	victorino	PROPN
bracis-28363	240	32	,	,	PUNCT
bracis-28363	240	33	m.c	m.c	PROPN
bracis-28363	240	34	.	.	PROPN
bracis-28363	240	35	,	,	PUNCT
bracis-28363	240	36	holanda	holanda	PROPN
bracis-28363	240	37	,	,	PUNCT
bracis-28363	240	38	m.	m.	NOUN
bracis-28363	240	39	:	:	PUNCT
bracis-28363	240	40	early	early	ADJ
bracis-28363	240	41	prediction	prediction	NOUN
bracis-28363	240	42	of	of	ADP
bracis-28363	240	43	college	college	NOUN
bracis-28363	240	44	attrition	attrition	NOUN
bracis-28363	240	45	using	use	VERB
bracis-28363	240	46	data	datum	NOUN
bracis-28363	240	47	mining	mining	NOUN
bracis-28363	240	48	.	.	PUNCT
bracis-28363	241	1	in	in	ADP
bracis-28363	241	2	:	:	PUNCT
bracis-28363	241	3	2017	2017	NUM
bracis-28363	241	4	16th	16th	ADJ
bracis-28363	241	5	ieee	ieee	NOUN
bracis-28363	241	6	international	international	ADJ
bracis-28363	241	7	conference	conference	NOUN
bracis-28363	241	8	on	on	ADP
bracis-28363	241	9	machine	machine	NOUN
bracis-28363	241	10	learning	learning	NOUN
bracis-28363	241	11	and	and	CCONJ
bracis-28363	241	12	applications	application	NOUN
bracis-28363	241	13	(	(	PUNCT
bracis-28363	241	14	icmla	icmla	NOUN
bracis-28363	241	15	)	)	PUNCT
bracis-28363	241	16	,	,	PUNCT
bracis-28363	241	17	pp	pp	PROPN
bracis-28363	241	18	.	.	PUNCT
bracis-28363	241	19	1075–1078	1075–1078	NUM
bracis-28363	241	20	.	.	PUNCT
bracis-28363	242	1	ieee	ieee	NOUN
bracis-28363	242	2	(	(	PUNCT
bracis-28363	242	3	2017	2017	NUM
bracis-28363	242	4	)	)	PUNCT
bracis-28363	242	5	google	google	NOUN
bracis-28363	242	6	scholar	scholar	NOUN
bracis-28363	242	7	  	  	SPACE
bracis-28363	242	8	da	da	PROPN
bracis-28363	242	9	matta	matta	PROPN
bracis-28363	242	10	,	,	PUNCT
bracis-28363	242	11	k.w	k.w	PROPN
bracis-28363	242	12	.	.	PROPN
bracis-28363	242	13	:	:	PUNCT
bracis-28363	242	14	evasão	evasão	PROPN
bracis-28363	242	15	universitária	universitária	PROPN
bracis-28363	242	16	estudantil	estudantil	PROPN
bracis-28363	242	17	:	:	PUNCT
bracis-28363	242	18	precursores	precursore	NOUN
bracis-28363	242	19	psicológicos	psicológico	NOUN
bracis-28363	242	20	do	do	AUX
bracis-28363	242	21	trancamento	trancamento	ADP
bracis-28363	242	22	de	de	X
bracis-28363	242	23	matrícula	matrícula	PROPN
bracis-28363	242	24	por	por	PROPN
bracis-28363	242	25	motivo	motivo	PROPN
bracis-28363	242	26	de	de	PROPN
bracis-28363	242	27	saúde	saúde	PROPN
bracis-28363	242	28	mental	mental	NOUN
bracis-28363	242	29	.	.	PUNCT
bracis-28363	243	1	master	master	PROPN
bracis-28363	243	2	’s	’s	PART
bracis-28363	243	3	thesis	thesis	NOUN
bracis-28363	243	4	,	,	PUNCT
bracis-28363	243	5	universidade	universidade	PROPN
bracis-28363	243	6	de	de	PROPN
bracis-28363	243	7	brasília	brasília	PROPN
bracis-28363	243	8	(	(	PUNCT
bracis-28363	243	9	2011	2011	NUM
bracis-28363	243	10	)	)	PUNCT
bracis-28363	243	11	google	google	PROPN
bracis-28363	243	12	scholar	scholar	NOUN
bracis-28363	243	13	  	  	SPACE
bracis-28363	243	14	meedech	meedech	ADJ
bracis-28363	243	15	,	,	PUNCT
bracis-28363	243	16	p.	p.	NOUN
bracis-28363	243	17	,	,	PUNCT
bracis-28363	243	18	iam	iam	PROPN
bracis-28363	243	19	-	-	PUNCT
bracis-28363	243	20	on	on	ADP
bracis-28363	243	21	,	,	PUNCT
bracis-28363	243	22	n.	n.	PROPN
bracis-28363	243	23	,	,	PUNCT
bracis-28363	243	24	boongoen	boongoen	PROPN
bracis-28363	243	25	,	,	PUNCT
bracis-28363	243	26	t.	t.	PROPN
bracis-28363	243	27	:	:	PUNCT
bracis-28363	243	28	prediction	prediction	NOUN
bracis-28363	243	29	of	of	ADP
bracis-28363	243	30	student	student	NOUN
bracis-28363	243	31	dropout	dropout	NOUN
bracis-28363	243	32	using	use	VERB
bracis-28363	243	33	personal	personal	ADJ
bracis-28363	243	34	profile	profile	NOUN
bracis-28363	243	35	and	and	CCONJ
bracis-28363	243	36	data	data	NOUN
bracis-28363	243	37	mining	mining	NOUN
bracis-28363	243	38	approach	approach	NOUN
bracis-28363	243	39	.	.	PUNCT
bracis-28363	244	1	in	in	ADP
bracis-28363	244	2	:	:	PUNCT
bracis-28363	244	3	lavangnananda	lavangnananda	PROPN
bracis-28363	244	4	,	,	PUNCT
bracis-28363	244	5	k.	k.	PROPN
bracis-28363	244	6	,	,	PUNCT
bracis-28363	244	7	phon	phon	NOUN
bracis-28363	244	8	-	-	PUNCT
bracis-28363	244	9	amnuaisuk	amnuaisuk	NOUN
bracis-28363	244	10	,	,	PUNCT
bracis-28363	244	11	s.	s.	PROPN
bracis-28363	244	12	,	,	PUNCT
bracis-28363	244	13	engchuan	engchuan	PROPN
bracis-28363	244	14	,	,	PUNCT
bracis-28363	244	15	w.	w.	PROPN
bracis-28363	244	16	,	,	PUNCT
bracis-28363	244	17	chan	chan	PROPN
bracis-28363	244	18	,	,	PUNCT
bracis-28363	244	19	j.	j.	PROPN
bracis-28363	244	20	(	(	PUNCT
bracis-28363	244	21	eds	eds	PROPN
bracis-28363	244	22	.	.	PUNCT
bracis-28363	244	23	)	)	PUNCT
bracis-28363	244	24	intelligent	intelligent	ADJ
bracis-28363	244	25	and	and	CCONJ
bracis-28363	244	26	evolutionary	evolutionary	ADJ
bracis-28363	244	27	systems	system	NOUN
bracis-28363	244	28	.	.	PUNCT
bracis-28363	245	1	proceedings	proceeding	NOUN
bracis-28363	245	2	in	in	ADP
bracis-28363	245	3	adaptation	adaptation	NOUN
bracis-28363	245	4	,	,	PUNCT
bracis-28363	245	5	learning	learning	NOUN
bracis-28363	245	6	and	and	CCONJ
bracis-28363	245	7	optimization	optimization	NOUN
bracis-28363	245	8	,	,	PUNCT
bracis-28363	245	9	vol	vol	NOUN
bracis-28363	245	10	.	.	PROPN
bracis-28363	245	11	5	5	NUM
bracis-28363	245	12	,	,	PUNCT
bracis-28363	245	13	pp	pp	ADJ
bracis-28363	245	14	.	.	PUNCT
bracis-28363	246	1	143–155	143–155	NUM
bracis-28363	246	2	.	.	PUNCT
bracis-28363	246	3	springer	springer	NOUN
bracis-28363	246	4	,	,	PUNCT
bracis-28363	246	5	cham	cham	PROPN
bracis-28363	246	6	(	(	PUNCT
bracis-28363	246	7	2016	2016	NUM
bracis-28363	246	8	)	)	PUNCT
bracis-28363	246	9	.	.	PUNCT
bracis-28363	247	1	https://doi.org/10.1007/978-3-319-27000-5_12	https://doi.org/10.1007/978-3-319-27000-5_12	PROPN
bracis-28363	247	2	chapter	chapter	NOUN
bracis-28363	247	3	  	  	SPACE
bracis-28363	247	4	google	google	PROPN
bracis-28363	247	5	scholar	scholar	NOUN
bracis-28363	247	6	  	  	SPACE
bracis-28363	247	7	mello	mello	PROPN
bracis-28363	247	8	,	,	PUNCT
bracis-28363	247	9	r.f	r.f	PROPN
bracis-28363	247	10	.	.	PROPN
bracis-28363	247	11	,	,	PUNCT
bracis-28363	247	12	ponti	ponti	PROPN
bracis-28363	247	13	,	,	PUNCT
bracis-28363	247	14	m.a	m.a	PROPN
bracis-28363	247	15	.	.	PROPN
bracis-28363	247	16	:	:	PUNCT
bracis-28363	248	1	machine	machine	NOUN
bracis-28363	248	2	learning	learning	NOUN
bracis-28363	248	3	:	:	PUNCT
bracis-28363	248	4	a	a	DET
bracis-28363	248	5	practical	practical	ADJ
bracis-28363	248	6	approach	approach	NOUN
bracis-28363	248	7	on	on	ADP
bracis-28363	248	8	the	the	DET
bracis-28363	248	9	statistical	statistical	ADJ
bracis-28363	248	10	learning	learning	NOUN
bracis-28363	248	11	theory	theory	NOUN
bracis-28363	248	12	.	.	PUNCT
bracis-28363	249	1	springer	springer	NOUN
bracis-28363	249	2	,	,	PUNCT
bracis-28363	249	3	heidelberg	heidelberg	PROPN
bracis-28363	249	4	(	(	PUNCT
bracis-28363	249	5	2018	2018	NUM
bracis-28363	249	6	)	)	PUNCT
bracis-28363	249	7	.	.	PUNCT
bracis-28363	250	1	https://doi.org/10.1007/978-3-319-94989-5	https://doi.org/10.1007/978-3-319-94989-5	PROPN
bracis-28363	250	2	book	book	NOUN
bracis-28363	250	3	  	  	SPACE
bracis-28363	250	4	math	math	NOUN
bracis-28363	250	5	  	  	SPACE
bracis-28363	250	6	google	google	PROPN
bracis-28363	250	7	scholar	scholar	NOUN
bracis-28363	250	8	  	  	SPACE
bracis-28363	250	9	nistor	nistor	NOUN
bracis-28363	250	10	,	,	PUNCT
bracis-28363	250	11	n.	n.	PROPN
bracis-28363	250	12	,	,	PUNCT
bracis-28363	250	13	neubauer	neubauer	PROPN
bracis-28363	250	14	,	,	PUNCT
bracis-28363	250	15	k.	k.	PROPN
bracis-28363	250	16	:	:	PUNCT
bracis-28363	250	17	from	from	ADP
bracis-28363	250	18	participation	participation	NOUN
bracis-28363	250	19	to	to	ADP
bracis-28363	250	20	dropout	dropout	NOUN
bracis-28363	250	21	:	:	PUNCT
bracis-28363	250	22	quantitative	quantitative	ADJ
bracis-28363	250	23	participation	participation	NOUN
bracis-28363	250	24	patterns	pattern	NOUN
bracis-28363	250	25	in	in	ADP
bracis-28363	250	26	online	online	ADJ
bracis-28363	250	27	university	university	NOUN
bracis-28363	250	28	courses	course	NOUN
bracis-28363	250	29	.	.	PUNCT
bracis-28363	251	1	comput	comput	NOUN
bracis-28363	251	2	.	.	PUNCT
bracis-28363	252	1	educ	educ	PROPN
bracis-28363	252	2	.	.	PUNCT
bracis-28363	253	1	55(2	55(2	NUM
bracis-28363	253	2	)	)	PUNCT
bracis-28363	253	3	,	,	PUNCT
bracis-28363	253	4	663–672	663–672	NUM
bracis-28363	253	5	(	(	PUNCT
bracis-28363	253	6	2010	2010	NUM
bracis-28363	253	7	)	)	PUNCT
bracis-28363	253	8	article	article	NOUN
bracis-28363	253	9	  	  	SPACE
bracis-28363	253	10	google	google	PROPN
bracis-28363	253	11	scholar	scholar	NOUN
bracis-28363	253	12	  	  	SPACE
bracis-28363	253	13	pal	pal	NOUN
bracis-28363	253	14	,	,	PUNCT
bracis-28363	253	15	s.	s.	PROPN
bracis-28363	253	16	:	:	PUNCT
bracis-28363	253	17	mining	mine	VERB
bracis-28363	253	18	educational	educational	ADJ
bracis-28363	253	19	data	datum	NOUN
bracis-28363	253	20	using	use	VERB
bracis-28363	253	21	classification	classification	NOUN
bracis-28363	253	22	to	to	PART
bracis-28363	253	23	decrease	decrease	VERB
bracis-28363	253	24	dropout	dropout	NOUN
bracis-28363	253	25	rate	rate	NOUN
bracis-28363	253	26	of	of	ADP
bracis-28363	253	27	students	student	NOUN
bracis-28363	253	28	.	.	PUNCT
bracis-28363	254	1	int	int	NOUN
bracis-28363	254	2	.	.	PUNCT
bracis-28363	255	1	j.	j.	PROPN
bracis-28363	255	2	multidisc	multidisc	PROPN
bracis-28363	255	3	.	.	PUNCT
bracis-28363	256	1	sci	sci	PROPN
bracis-28363	256	2	.	.	PUNCT
bracis-28363	257	1	eng	eng	PROPN
bracis-28363	257	2	.	.	PROPN
bracis-28363	258	1	3	3	NUM
bracis-28363	258	2	,	,	PUNCT
bracis-28363	258	3	35–39	35–39	NUM
bracis-28363	258	4	(	(	PUNCT
bracis-28363	258	5	2012	2012	NUM
bracis-28363	258	6	)	)	PUNCT
bracis-28363	258	7	google	google	PROPN
bracis-28363	258	8	scholar	scholar	NOUN
bracis-28363	258	9	  	  	SPACE
bracis-28363	258	10	ponti	ponti	PROPN
bracis-28363	258	11	,	,	PUNCT
bracis-28363	258	12	m.	m.	NOUN
bracis-28363	258	13	:	:	PUNCT
bracis-28363	258	14	combining	combine	VERB
bracis-28363	258	15	classifiers	classifier	NOUN
bracis-28363	258	16	:	:	PUNCT
bracis-28363	258	17	from	from	ADP
bracis-28363	258	18	the	the	DET
bracis-28363	258	19	creation	creation	NOUN
bracis-28363	258	20	of	of	ADP
bracis-28363	258	21	ensembles	ensemble	NOUN
bracis-28363	258	22	to	to	ADP
bracis-28363	258	23	the	the	DET
bracis-28363	258	24	decision	decision	NOUN
bracis-28363	258	25	fusion	fusion	NOUN
bracis-28363	258	26	.	.	PUNCT
bracis-28363	259	1	in	in	ADP
bracis-28363	259	2	:	:	PUNCT
bracis-28363	259	3	2011	2011	NUM
bracis-28363	259	4	24th	24th	ADJ
bracis-28363	259	5	sibgrapi	sibgrapi	ADJ
bracis-28363	259	6	conference	conference	NOUN
bracis-28363	259	7	on	on	ADP
bracis-28363	259	8	graphics	graphic	NOUN
bracis-28363	259	9	,	,	PUNCT
bracis-28363	259	10	patterns	pattern	NOUN
bracis-28363	259	11	,	,	PUNCT
bracis-28363	259	12	and	and	CCONJ
bracis-28363	259	13	images	image	VERB
bracis-28363	259	14	tutorials	tutorial	NOUN
bracis-28363	259	15	,	,	PUNCT
bracis-28363	259	16	pp	pp	PROPN
bracis-28363	259	17	.	.	PUNCT
bracis-28363	259	18	1–10	1–10	NOUN
bracis-28363	259	19	.	.	PUNCT
bracis-28363	260	1	ieee	ieee	PROPN
bracis-28363	260	2	(	(	PUNCT
bracis-28363	260	3	2011	2011	NUM
bracis-28363	260	4	)	)	PUNCT
bracis-28363	260	5	google	google	NOUN
bracis-28363	260	6	scholar	scholar	NOUN
bracis-28363	260	7	  	  	SPACE
bracis-28363	260	8	powdthavee	powdthavee	NOUN
bracis-28363	260	9	,	,	PUNCT
bracis-28363	260	10	n.	n.	NOUN
bracis-28363	260	11	,	,	PUNCT
bracis-28363	260	12	vignoles	vignole	NOUN
bracis-28363	260	13	,	,	PUNCT
bracis-28363	260	14	a.	a.	NOUN
bracis-28363	260	15	:	:	PUNCT
bracis-28363	260	16	the	the	DET
bracis-28363	260	17	socio	socio	NOUN
bracis-28363	260	18	-	-	PUNCT
bracis-28363	260	19	economic	economic	ADJ
bracis-28363	260	20	gap	gap	NOUN
bracis-28363	260	21	in	in	ADP
bracis-28363	260	22	university	university	NOUN
bracis-28363	260	23	dropout	dropout	NOUN
bracis-28363	260	24	.	.	PUNCT
bracis-28363	261	1	be	be	AUX
bracis-28363	261	2	j.	j.	PROPN
bracis-28363	261	3	econ	econ	PROPN
bracis-28363	261	4	.	.	PUNCT
bracis-28363	262	1	anal	anal	PROPN
bracis-28363	262	2	.	.	PUNCT
bracis-28363	263	1	policy	policy	NOUN
bracis-28363	263	2	9(1	9(1	NUM
bracis-28363	263	3	)	)	PUNCT
bracis-28363	263	4	(	(	PUNCT
bracis-28363	263	5	2009	2009	NUM
bracis-28363	263	6	)	)	PUNCT
bracis-28363	263	7	google	google	PROPN
bracis-28363	263	8	scholar	scholar	NOUN
bracis-28363	263	9	  	  	SPACE
bracis-28363	263	10	ribeiro	ribeiro	PROPN
bracis-28363	263	11	,	,	PUNCT
bracis-28363	263	12	m.	m.	NOUN
bracis-28363	263	13	:	:	PUNCT
bracis-28363	263	14	o	o	PROPN
bracis-28363	263	15	projeto	projeto	PROPN
bracis-28363	263	16	profissional	profissional	PROPN
bracis-28363	263	17	familiar	familiar	ADJ
bracis-28363	263	18	como	como	PROPN
bracis-28363	263	19	determinante	determinante	PROPN
bracis-28363	263	20	da	da	PROPN
bracis-28363	263	21	evasão	evasão	PROPN
bracis-28363	263	22	universitária	universitária	PROPN
bracis-28363	263	23	:	:	PUNCT
bracis-28363	263	24	um	um	INTJ
bracis-28363	263	25	estudo	estudo	PROPN
bracis-28363	263	26	preliminar	preliminar	PROPN
bracis-28363	263	27	.	.	PUNCT
bracis-28363	264	1	rev	rev	PROPN
bracis-28363	264	2	.	.	PROPN
bracis-28363	264	3	brasileira	brasileira	PROPN
bracis-28363	264	4	orientacao	orientacao	PROPN
bracis-28363	264	5	prof	prof	PROPN
bracis-28363	264	6	.	.	PROPN
bracis-28363	265	1	6	6	NUM
bracis-28363	265	2	,	,	PUNCT
bracis-28363	265	3	55–70	55–70	NUM
bracis-28363	265	4	(	(	PUNCT
bracis-28363	265	5	2005	2005	NUM
bracis-28363	265	6	)	)	PUNCT
bracis-28363	265	7	google	google	PROPN
bracis-28363	265	8	scholar	scholar	NOUN
bracis-28363	265	9	  	  	SPACE
bracis-28363	265	10	santos	santo	NOUN
bracis-28363	265	11	,	,	PUNCT
bracis-28363	265	12	r.s	r.s	PROPN
bracis-28363	265	13	.	.	PROPN
bracis-28363	265	14	,	,	PUNCT
bracis-28363	265	15	ponti	ponti	PROPN
bracis-28363	265	16	,	,	PUNCT
bracis-28363	265	17	m.a	m.a	PROPN
bracis-28363	265	18	.	.	PROPN
bracis-28363	265	19	,	,	PUNCT
bracis-28363	265	20	rodrigues	rodrigues	PROPN
bracis-28363	265	21	,	,	PUNCT
bracis-28363	265	22	k.r.h	k.r.h	PROPN
bracis-28363	265	23	.	.	PUNCT
bracis-28363	265	24	:	:	PUNCT
bracis-28363	266	1	evasão	evasão	PROPN
bracis-28363	266	2	universitária	universitária	PROPN
bracis-28363	266	3	e	e	PROPN
bracis-28363	266	4	estratégias	estratégias	PROPN
bracis-28363	266	5	para	para	PROPN
bracis-28363	266	6	retenção	retenção	PROPN
bracis-28363	266	7	de	de	X
bracis-28363	266	8	alunos	alunos	X
bracis-28363	266	9	com	com	NOUN
bracis-28363	266	10	base	base	NOUN
bracis-28363	266	11	em	em	PRON
bracis-28363	266	12	intervenções	intervenções	NOUN
bracis-28363	266	13	remotas	remota	NOUN
bracis-28363	266	14	.	.	PUNCT
bracis-28363	267	1	in	in	ADP
bracis-28363	267	2	:	:	PUNCT
bracis-28363	267	3	anais	anais	PROPN
bracis-28363	267	4	estendidos	estendido	NOUN
bracis-28363	267	5	do	do	AUX
bracis-28363	267	6	simpósio	simpósio	VERB
bracis-28363	267	7	brasileiro	brasileiro	PROPN
bracis-28363	267	8	de	de	PROPN
bracis-28363	267	9	fatores	fatores	PROPN
bracis-28363	267	10	humanos	humanos	PROPN
bracis-28363	267	11	em	em	PRON
bracis-28363	267	12	sistemas	sistemas	PROPN
bracis-28363	268	1	computacionais	computacionais	PROPN
bracis-28363	268	2	(	(	PUNCT
bracis-28363	268	3	ihc	ihc	PROPN
bracis-28363	268	4	)	)	PUNCT
bracis-28363	268	5	(	(	PUNCT
bracis-28363	268	6	2022	2022	NUM
bracis-28363	268	7	)	)	PUNCT
bracis-28363	268	8	google	google	NOUN
bracis-28363	268	9	scholar	scholar	NOUN
bracis-28363	268	10	  	  	SPACE
bracis-28363	268	11	dos	dos	PROPN
bracis-28363	268	12	santos	santos	PROPN
bracis-28363	268	13	baggi	baggi	PROPN
bracis-28363	268	14	,	,	PUNCT
bracis-28363	268	15	c.a	c.a	PROPN
bracis-28363	268	16	.	.	PROPN
bracis-28363	268	17	,	,	PUNCT
bracis-28363	268	18	lopes	lopes	PROPN
bracis-28363	268	19	,	,	PUNCT
bracis-28363	268	20	d.a	d.a	PROPN
bracis-28363	268	21	.	.	PROPN
bracis-28363	268	22	:	:	PUNCT
bracis-28363	268	23	evasão	evasão	PROPN
bracis-28363	268	24	e	e	PROPN
bracis-28363	268	25	avaliação	avaliação	PROPN
bracis-28363	268	26	institucional	institucional	PROPN
bracis-28363	268	27	no	no	DET
bracis-28363	268	28	ensino	ensino	PROPN
bracis-28363	268	29	superior	superior	ADJ
bracis-28363	268	30	:	:	PUNCT
bracis-28363	268	31	uma	uma	PROPN
bracis-28363	268	32	discussão	discussão	PROPN
bracis-28363	268	33	bibliográfica	bibliográfica	PROPN
bracis-28363	268	34	.	.	PUNCT
bracis-28363	269	1	avaliação	avaliação	PROPN
bracis-28363	269	2	:	:	PUNCT
bracis-28363	269	3	rev	rev	PROPN
bracis-28363	269	4	.	.	PROPN
bracis-28363	269	5	avaliação	avaliação	PROPN
bracis-28363	269	6	educação	educação	PROPN
bracis-28363	269	7	superior	superior	PROPN
bracis-28363	269	8	(	(	PUNCT
bracis-28363	269	9	campinas	campinas	PROPN
bracis-28363	269	10	)	)	PUNCT
bracis-28363	269	11	16	16	NUM
bracis-28363	269	12	,	,	PUNCT
bracis-28363	269	13	355–374	355–374	NUM
bracis-28363	269	14	(	(	PUNCT
bracis-28363	269	15	2011	2011	NUM
bracis-28363	269	16	)	)	PUNCT
bracis-28363	269	17	google	google	PROPN
bracis-28363	269	18	scholar	scholar	NOUN
bracis-28363	269	19	  	  	SPACE
bracis-28363	269	20	sarra	sarra	PROPN
bracis-28363	269	21	,	,	PUNCT
bracis-28363	269	22	a.	a.	NOUN
bracis-28363	269	23	,	,	PUNCT
bracis-28363	269	24	fontanella	fontanella	PROPN
bracis-28363	269	25	,	,	PUNCT
bracis-28363	269	26	l.	l.	PROPN
bracis-28363	269	27	,	,	PUNCT
bracis-28363	269	28	di	di	PROPN
bracis-28363	269	29	zio	zio	PROPN
bracis-28363	269	30	,	,	PUNCT
bracis-28363	269	31	s.	s.	PROPN
bracis-28363	269	32	:	:	PUNCT
bracis-28363	269	33	identifying	identify	VERB
bracis-28363	269	34	students	student	NOUN
bracis-28363	269	35	at	at	ADP
bracis-28363	269	36	risk	risk	NOUN
bracis-28363	269	37	of	of	ADP
bracis-28363	269	38	academic	academic	ADJ
bracis-28363	269	39	failure	failure	NOUN
bracis-28363	269	40	within	within	ADP
bracis-28363	269	41	the	the	DET
bracis-28363	269	42	educational	educational	ADJ
bracis-28363	269	43	data	datum	NOUN
bracis-28363	269	44	mining	mining	NOUN
bracis-28363	269	45	framework	framework	NOUN
bracis-28363	269	46	.	.	PUNCT
bracis-28363	270	1	soc	soc	NOUN
bracis-28363	270	2	.	.	PUNCT
bracis-28363	271	1	indic	indic	PROPN
bracis-28363	271	2	.	.	PUNCT
bracis-28363	272	1	res	re	NOUN
bracis-28363	272	2	.	.	PUNCT
bracis-28363	273	1	146(1	146(1	NUM
bracis-28363	273	2	)	)	PUNCT
bracis-28363	273	3	,	,	PUNCT
bracis-28363	273	4	41–60	41–60	NUM
bracis-28363	273	5	(	(	PUNCT
bracis-28363	273	6	2019	2019	NUM
bracis-28363	273	7	)	)	PUNCT
bracis-28363	273	8	article	article	NOUN
bracis-28363	273	9	  	  	SPACE
bracis-28363	273	10	google	google	PROPN
bracis-28363	273	11	scholar	scholar	NOUN
bracis-28363	273	12	  	  	SPACE
bracis-28363	273	13	da	da	PROPN
bracis-28363	273	14	silva	silva	PROPN
bracis-28363	273	15	,	,	PUNCT
bracis-28363	273	16	p.m.	p.m.	NOUN
bracis-28363	273	17	,	,	PUNCT
bracis-28363	273	18	lima	lima	PROPN
bracis-28363	273	19	,	,	PUNCT
bracis-28363	273	20	m.n	m.n	PROPN
bracis-28363	273	21	.	.	PROPN
bracis-28363	273	22	,	,	PUNCT
bracis-28363	273	23	soares	soares	PROPN
bracis-28363	273	24	,	,	PUNCT
bracis-28363	273	25	w.l	w.l	PROPN
bracis-28363	273	26	.	.	PROPN
bracis-28363	273	27	,	,	PUNCT
bracis-28363	273	28	silva	silva	PROPN
bracis-28363	273	29	,	,	PUNCT
bracis-28363	273	30	i.r	i.r	PROPN
bracis-28363	273	31	.	.	PROPN
bracis-28363	273	32	,	,	PUNCT
bracis-28363	273	33	roberta	roberta	PROPN
bracis-28363	273	34	,	,	PUNCT
bracis-28363	273	35	a.d.a	a.d.a	PROPN
bracis-28363	273	36	.	.	PUNCT
bracis-28363	273	37	,	,	PUNCT
bracis-28363	273	38	de	de	PROPN
bracis-28363	273	39	souza	souza	PROPN
bracis-28363	273	40	,	,	PUNCT
bracis-28363	273	41	f.f	f.f	PROPN
bracis-28363	273	42	.	.	PROPN
bracis-28363	273	43	:	:	PUNCT
bracis-28363	274	1	ensemble	ensemble	ADJ
bracis-28363	274	2	regression	regression	NOUN
bracis-28363	274	3	models	model	NOUN
bracis-28363	274	4	applied	apply	VERB
bracis-28363	274	5	to	to	ADP
bracis-28363	274	6	dropout	dropout	NOUN
bracis-28363	274	7	in	in	ADP
bracis-28363	274	8	higher	high	ADJ
bracis-28363	274	9	education	education	NOUN
bracis-28363	274	10	.	.	PUNCT
bracis-28363	275	1	in	in	ADP
bracis-28363	275	2	:	:	PUNCT
bracis-28363	275	3	2019	2019	NUM
bracis-28363	275	4	8th	8th	ADJ
bracis-28363	275	5	brazilian	brazilian	ADJ
bracis-28363	275	6	conference	conference	NOUN
bracis-28363	275	7	on	on	ADP
bracis-28363	275	8	intelligent	intelligent	ADJ
bracis-28363	275	9	systems	system	NOUN
bracis-28363	275	10	(	(	PUNCT
bracis-28363	275	11	bracis	bracis	NOUN
bracis-28363	275	12	)	)	PUNCT
bracis-28363	275	13	,	,	PUNCT
bracis-28363	275	14	pp	pp	ADJ
bracis-28363	275	15	.	.	PUNCT
bracis-28363	276	1	120–125	120–125	NUM
bracis-28363	276	2	.	.	PUNCT
bracis-28363	277	1	ieee	ieee	NOUN
bracis-28363	277	2	(	(	PUNCT
bracis-28363	277	3	2019	2019	NUM
bracis-28363	277	4	)	)	PUNCT
bracis-28363	277	5	google	google	NOUN
bracis-28363	277	6	scholar	scholar	NOUN
bracis-28363	277	7	  	  	SPACE
bracis-28363	277	8	solís	solís	NOUN
bracis-28363	277	9	,	,	PUNCT
bracis-28363	277	10	m.	m.	NOUN
bracis-28363	277	11	,	,	PUNCT
bracis-28363	277	12	moreira	moreira	PROPN
bracis-28363	277	13	,	,	PUNCT
bracis-28363	277	14	t.	t.	PROPN
bracis-28363	277	15	,	,	PUNCT
bracis-28363	277	16	gonzalez	gonzalez	PROPN
bracis-28363	277	17	,	,	PUNCT
bracis-28363	277	18	r.	r.	PROPN
bracis-28363	277	19	,	,	PUNCT
bracis-28363	277	20	fernandez	fernandez	PROPN
bracis-28363	277	21	,	,	PUNCT
bracis-28363	277	22	t.	t.	PROPN
bracis-28363	277	23	,	,	PUNCT
bracis-28363	277	24	hernandez	hernandez	PROPN
bracis-28363	277	25	,	,	PUNCT
bracis-28363	277	26	m.	m.	NOUN
bracis-28363	277	27	:	:	PUNCT
bracis-28363	277	28	perspectives	perspective	NOUN
bracis-28363	277	29	to	to	PART
bracis-28363	277	30	predict	predict	VERB
bracis-28363	277	31	dropout	dropout	NOUN
bracis-28363	277	32	in	in	ADP
bracis-28363	277	33	university	university	NOUN
bracis-28363	277	34	students	student	NOUN
bracis-28363	277	35	with	with	ADP
bracis-28363	277	36	machine	machine	NOUN
bracis-28363	277	37	learning	learning	NOUN
bracis-28363	277	38	.	.	PUNCT
bracis-28363	278	1	in	in	ADP
bracis-28363	278	2	:	:	PUNCT
bracis-28363	278	3	2018	2018	NUM
bracis-28363	278	4	ieee	ieee	NOUN
bracis-28363	278	5	international	international	ADJ
bracis-28363	278	6	work	work	NOUN
bracis-28363	278	7	conference	conference	NOUN
bracis-28363	278	8	on	on	ADP
bracis-28363	278	9	bioinspired	bioinspire	VERB
bracis-28363	278	10	intelligence	intelligence	NOUN
bracis-28363	278	11	(	(	PUNCT
bracis-28363	278	12	iwobi	iwobi	PROPN
bracis-28363	278	13	)	)	PUNCT
bracis-28363	278	14	,	,	PUNCT
bracis-28363	278	15	pp	pp	ADJ
bracis-28363	278	16	.	.	PUNCT
bracis-28363	279	1	1–6	1–6	X
bracis-28363	279	2	.	.	X
bracis-28363	280	1	ieee	ieee	NOUN
bracis-28363	280	2	(	(	PUNCT
bracis-28363	280	3	2018	2018	NUM
bracis-28363	280	4	)	)	PUNCT
bracis-28363	280	5	google	google	PROPN
bracis-28363	280	6	scholar	scholar	NOUN
bracis-28363	280	7	  	  	SPACE
bracis-28363	280	8	de	de	X
bracis-28363	280	9	souza	souza	PROPN
bracis-28363	280	10	,	,	PUNCT
bracis-28363	280	11	a.m.	a.m.	ADV
bracis-28363	280	12	:	:	PUNCT
bracis-28363	280	13	machine	machine	NOUN
bracis-28363	280	14	learning	learn	VERB
bracis-28363	280	15	e	e	PROPN
bracis-28363	280	16	a	a	DET
bracis-28363	280	17	evasão	evasão	NOUN
bracis-28363	280	18	escolar	escolar	NOUN
bracis-28363	280	19	:	:	PUNCT
bracis-28363	280	20	análise	análise	PROPN
bracis-28363	280	21	preditiva	preditiva	PROPN
bracis-28363	280	22	no	no	DET
bracis-28363	280	23	suporte	suporte	PROPN
bracis-28363	280	24	à	à	PROPN
bracis-28363	280	25	tomada	tomada	PROPN
bracis-28363	280	26	de	de	PROPN
bracis-28363	280	27	decisão	decisão	PROPN
bracis-28363	280	28	.	.	PUNCT
bracis-28363	281	1	master	master	PROPN
bracis-28363	281	2	’s	’s	PART
bracis-28363	281	3	thesis	thesis	NOUN
bracis-28363	281	4	,	,	PUNCT
bracis-28363	281	5	faculdade	faculdade	PROPN
bracis-28363	281	6	de	de	PROPN
bracis-28363	281	7	ciências	ciências	PROPN
bracis-28363	281	8	empresariais	empresariais	PROPN
bracis-28363	281	9	(	(	PUNCT
bracis-28363	281	10	2020	2020	NUM
bracis-28363	281	11	)	)	PUNCT
bracis-28363	281	12	.	.	PUNCT
bracis-28363	282	1	https://repositorio.fumec.br/xmlui/handle/123456789/420	https://repositorio.fumec.br/xmlui/handle/123456789/420	PROPN
bracis-28363	282	2	stein	stein	PROPN
bracis-28363	282	3	,	,	PUNCT
bracis-28363	282	4	c.	c.	PROPN
bracis-28363	282	5	:	:	PUNCT
bracis-28363	282	6	the	the	DET
bracis-28363	282	7	push	push	NOUN
bracis-28363	282	8	for	for	ADP
bracis-28363	282	9	higher	high	ADJ
bracis-28363	282	10	education	education	NOUN
bracis-28363	282	11	:	:	PUNCT
bracis-28363	282	12	college	college	NOUN
bracis-28363	282	13	attrition	attrition	NOUN
bracis-28363	282	14	rates	rate	NOUN
bracis-28363	282	15	.	.	PUNCT
bracis-28363	283	1	pa	pa	PROPN
bracis-28363	283	2	times	times	PROPN
bracis-28363	283	3	org	org	NOUN
bracis-28363	283	4	(	(	PUNCT
bracis-28363	283	5	2018	2018	NUM
bracis-28363	283	6	)	)	PUNCT
bracis-28363	283	7	.	.	PUNCT
bracis-28363	284	1	https://patimes.org/the-push-for-higher-education-college-attrition-rates/	https://patimes.org/the-push-for-higher-education-college-attrition-rates/	PROPN
bracis-28363	284	2	tontini	tontini	PROPN
bracis-28363	284	3	,	,	PUNCT
bracis-28363	284	4	g.	g.	PROPN
bracis-28363	284	5	,	,	PUNCT
bracis-28363	284	6	walter	walter	PROPN
bracis-28363	284	7	,	,	PUNCT
bracis-28363	284	8	s.	s.	PROPN
bracis-28363	284	9	:	:	PUNCT
bracis-28363	284	10	pode	pode	PROPN
bracis-28363	284	11	-	-	PUNCT
bracis-28363	284	12	se	se	PROPN
bracis-28363	284	13	identificar	identificar	PROPN
bracis-28363	284	14	a	a	DET
bracis-28363	284	15	propensão	propensão	ADJ
bracis-28363	284	16	e	e	NOUN
bracis-28363	284	17	reduzir	reduzir	NOUN
bracis-28363	284	18	a	a	DET
bracis-28363	284	19	evasão	evasão	NOUN
bracis-28363	284	20	de	de	X
bracis-28363	284	21	alunos	alunos	X
bracis-28363	284	22	?	?	PUNCT
bracis-28363	285	1	ações	ações	NOUN
bracis-28363	285	2	estratégicas	estratégicas	NOUN
bracis-28363	285	3	e	e	PROPN
bracis-28363	285	4	resultados	resultado	VERB
bracis-28363	285	5	táticos	táticos	PROPN
bracis-28363	285	6	para	para	PROPN
bracis-28363	285	7	instituições	instituições	PROPN
bracis-28363	285	8	de	de	PROPN
bracis-28363	285	9	ensino	ensino	PROPN
bracis-28363	285	10	superior	superior	PROPN
bracis-28363	285	11	.	.	PUNCT
bracis-28363	286	1	avaliação	avaliação	PROPN
bracis-28363	286	2	rev	rev	PROPN
bracis-28363	286	3	.	.	PROPN
bracis-28363	286	4	avaliação	avaliação	PROPN
bracis-28363	286	5	educação	educação	PROPN
bracis-28363	286	6	superior	superior	PROPN
bracis-28363	286	7	(	(	PUNCT
bracis-28363	286	8	campinas	campinas	PROPN
bracis-28363	286	9	)	)	PUNCT
bracis-28363	286	10	19	19	NUM
bracis-28363	286	11	,	,	PUNCT
bracis-28363	286	12	89–110	89–110	PROPN
bracis-28363	286	13	(	(	PUNCT
bracis-28363	286	14	2014	2014	NUM
bracis-28363	286	15	)	)	PUNCT
bracis-28363	286	16	google	google	NOUN
bracis-28363	286	17	scholar	scholar	NOUN
bracis-28363	286	18	  	  	SPACE
bracis-28363	286	19	triado	triado	NOUN
bracis-28363	286	20	,	,	PUNCT
bracis-28363	286	21	x.	x.	NOUN
bracis-28363	286	22	,	,	PUNCT
bracis-28363	286	23	sallán	sallán	NOUN
bracis-28363	286	24	,	,	PUNCT
bracis-28363	286	25	j.	j.	PROPN
bracis-28363	286	26	,	,	PUNCT
bracis-28363	286	27	feixas	feixas	PROPN
bracis-28363	286	28	,	,	PUNCT
bracis-28363	286	29	m.	m.	NOUN
bracis-28363	286	30	,	,	PUNCT
bracis-28363	286	31	figuera	figuera	NOUN
bracis-28363	286	32	,	,	PUNCT
bracis-28363	286	33	p.	p.	NOUN
bracis-28363	286	34	,	,	PUNCT
bracis-28363	286	35	chueca	chueca	NOUN
bracis-28363	286	36	,	,	PUNCT
bracis-28363	286	37	p.	p.	PROPN
bracis-28363	286	38	,	,	PUNCT
bracis-28363	286	39	fonseca	fonseca	PROPN
bracis-28363	286	40	,	,	PUNCT
bracis-28363	286	41	m.	m.	NOUN
bracis-28363	286	42	:	:	PUNCT
bracis-28363	286	43	student	student	NOUN
bracis-28363	286	44	dropout	dropout	NOUN
bracis-28363	286	45	rates	rate	NOUN
bracis-28363	286	46	in	in	ADP
bracis-28363	286	47	catalan	catalan	NOUN
bracis-28363	286	48	universities	university	NOUN
bracis-28363	286	49	:	:	PUNCT
bracis-28363	286	50	profile	profile	NOUN
bracis-28363	286	51	and	and	CCONJ
bracis-28363	286	52	motives	motive	NOUN
bracis-28363	286	53	for	for	ADP
bracis-28363	286	54	disengagement	disengagement	NOUN
bracis-28363	286	55	.	.	PUNCT
bracis-28363	287	1	qual	qual	ADJ
bracis-28363	287	2	.	.	PROPN
bracis-28363	287	3	high	high	PROPN
bracis-28363	287	4	.	.	PUNCT
bracis-28363	288	1	educ	educ	PROPN
bracis-28363	288	2	.	.	PUNCT
bracis-28363	289	1	20	20	NUM
bracis-28363	289	2	,	,	PUNCT
bracis-28363	289	3	165–182	165–182	NUM
bracis-28363	289	4	(	(	PUNCT
bracis-28363	289	5	2014	2014	NUM
bracis-28363	289	6	)	)	PUNCT
bracis-28363	289	7	article	article	NOUN
bracis-28363	289	8	  	  	SPACE
bracis-28363	289	9	google	google	PROPN
bracis-28363	289	10	scholar	scholar	NOUN
bracis-28363	289	11	  	  	SPACE
bracis-28363	289	12	veloso	veloso	NOUN
bracis-28363	289	13	,	,	PUNCT
bracis-28363	289	14	t.c.m.a	t.c.m.a	PROPN
bracis-28363	289	15	.	.	PROPN
bracis-28363	289	16	,	,	PUNCT
bracis-28363	289	17	de	de	PROPN
bracis-28363	289	18	almeida	almeida	PROPN
bracis-28363	289	19	,	,	PUNCT
bracis-28363	289	20	e.p	e.p	PROPN
bracis-28363	289	21	.	.	PROPN
bracis-28363	289	22	:	:	PUNCT
bracis-28363	289	23	evasão	evasão	PROPN
bracis-28363	289	24	nos	nos	PROPN
bracis-28363	289	25	cursos	cursos	X
bracis-28363	289	26	de	de	X
bracis-28363	289	27	graduação	graduação	PROPN
bracis-28363	289	28	da	da	PROPN
bracis-28363	289	29	universidade	universidade	PROPN
bracis-28363	289	30	federal	federal	PROPN
bracis-28363	289	31	de	de	PROPN
bracis-28363	289	32	mato	mato	PROPN
bracis-28363	289	33	grosso	grosso	PROPN
bracis-28363	289	34	,	,	PUNCT
bracis-28363	289	35	campus	campus	NOUN
bracis-28363	289	36	universitário	universitário	X
bracis-28363	289	37	de	de	PROPN
bracis-28363	289	38	cuiabá	cuiabá	PROPN
bracis-28363	289	39	um	um	INTJ
bracis-28363	289	40	processo	processo	X
bracis-28363	289	41	de	de	X
bracis-28363	289	42	exclusão	exclusão	NOUN
bracis-28363	289	43	.	.	PUNCT
bracis-28363	290	1	série	série	NOUN
bracis-28363	290	2	-	-	PUNCT
bracis-28363	290	3	estudos	estudo	NOUN
bracis-28363	290	4	perioódico	perioódico	NOUN
bracis-28363	290	5	mestrado	mestrado	VERB
bracis-28363	290	6	educação	educação	PROPN
bracis-28363	290	7	ucdb	ucdb	PROPN
bracis-28363	290	8	(	(	PUNCT
bracis-28363	290	9	13	13	NUM
bracis-28363	290	10	)	)	PUNCT
bracis-28363	290	11	,	,	PUNCT
bracis-28363	290	12	133–148	133–148	NUM
bracis-28363	290	13	(	(	PUNCT
bracis-28363	290	14	2002	2002	NUM
bracis-28363	290	15	)	)	PUNCT
bracis-28363	290	16	google	google	PROPN
bracis-28363	290	17	scholar	scholar	NOUN
bracis-28363	290	18	  	  	SPACE
bracis-28363	290	19	xenos	xeno	NOUN
bracis-28363	290	20	,	,	PUNCT
bracis-28363	290	21	m.	m.	NOUN
bracis-28363	290	22	,	,	PUNCT
bracis-28363	290	23	pierrakeas	pierrakea	NOUN
bracis-28363	290	24	,	,	PUNCT
bracis-28363	290	25	c.	c.	PROPN
bracis-28363	290	26	,	,	PUNCT
bracis-28363	290	27	pintelas	pintela	NOUN
bracis-28363	290	28	,	,	PUNCT
bracis-28363	290	29	p.	p.	NOUN
bracis-28363	290	30	:	:	PUNCT
bracis-28363	290	31	a	a	DET
bracis-28363	290	32	survey	survey	NOUN
bracis-28363	290	33	on	on	ADP
bracis-28363	290	34	student	student	NOUN
bracis-28363	290	35	dropout	dropout	NOUN
bracis-28363	290	36	rates	rate	NOUN
bracis-28363	290	37	and	and	CCONJ
bracis-28363	290	38	dropout	dropout	NOUN
bracis-28363	290	39	causes	cause	NOUN
bracis-28363	290	40	concerning	concern	VERB
bracis-28363	290	41	the	the	DET
bracis-28363	290	42	students	student	NOUN
bracis-28363	290	43	in	in	ADP
bracis-28363	290	44	the	the	DET
bracis-28363	290	45	course	course	NOUN
bracis-28363	290	46	of	of	ADP
bracis-28363	290	47	informatics	informatic	NOUN
bracis-28363	290	48	of	of	ADP
bracis-28363	290	49	the	the	DET
bracis-28363	290	50	hellenic	hellenic	PROPN
bracis-28363	290	51	open	open	PROPN
bracis-28363	290	52	university	university	PROPN
bracis-28363	290	53	.	.	PUNCT
bracis-28363	291	1	comput	comput	NOUN
bracis-28363	291	2	.	.	PUNCT
bracis-28363	292	1	educ	educ	PROPN
bracis-28363	292	2	.	.	PUNCT
bracis-28363	293	1	39(4	39(4	NUM
bracis-28363	293	2	)	)	PUNCT
bracis-28363	293	3	,	,	PUNCT
bracis-28363	293	4	361–377	361–377	NUM
bracis-28363	293	5	(	(	PUNCT
bracis-28363	293	6	2002	2002	NUM
bracis-28363	293	7	)	)	PUNCT
bracis-28363	293	8	article	article	NOUN
bracis-28363	293	9	  	  	SPACE
bracis-28363	293	10	google	google	PROPN
bracis-28363	293	11	scholar	scholar	NOUN
bracis-28363	293	12	  	  	SPACE
bracis-28363	293	13	download	download	NOUN
bracis-28363	293	14	references	reference	NOUN
bracis-28363	293	15	author	author	NOUN
bracis-28363	293	16	information	information	NOUN
bracis-28363	293	17	authors	author	NOUN
bracis-28363	293	18	and	and	CCONJ
bracis-28363	293	19	affiliations	affiliation	NOUN
bracis-28363	293	20	instituto	instituto	PROPN
bracis-28363	293	21	de	de	PROPN
bracis-28363	293	22	ciências	ciências	PROPN
bracis-28363	293	23	matemáticas	matemáticas	NOUN
bracis-28363	293	24	e	e	X
bracis-28363	293	25	de	de	X
bracis-28363	293	26	computação	computação	PROPN
bracis-28363	293	27	,	,	PUNCT
bracis-28363	293	28	universidade	universidade	PROPN
bracis-28363	293	29	de	de	PROPN
bracis-28363	293	30	são	são	PROPN
bracis-28363	293	31	paulo	paulo	PROPN
bracis-28363	293	32	,	,	PUNCT
bracis-28363	293	33	av	av	PROPN
bracis-28363	293	34	.	.	PROPN
bracis-28363	293	35	trabalhador	trabalhador	PROPN
bracis-28363	293	36	são	são	PROPN
bracis-28363	293	37	carlense	carlense	PROPN
bracis-28363	293	38	,	,	PUNCT
bracis-28363	293	39	400	400	NUM
bracis-28363	293	40	,	,	PUNCT
bracis-28363	293	41	são	são	PROPN
bracis-28363	293	42	carlos	carlos	PROPN
bracis-28363	293	43	,	,	PUNCT
bracis-28363	293	44	sp	sp	PROPN
bracis-28363	293	45	,	,	PUNCT
bracis-28363	293	46	brazil	brazil	PROPN
bracis-28363	293	47	rodolfo	rodolfo	PROPN
bracis-28363	293	48	sanches	sanches	PROPN
bracis-28363	293	49	santos	santos	PROPN
bracis-28363	293	50	,	,	PUNCT
bracis-28363	293	51	 	 	SPACE
bracis-28363	293	52	moacir	moacir	PROPN
bracis-28363	293	53	antonelli	antonelli	PROPN
bracis-28363	293	54	ponti	ponti	PROPN
bracis-28363	293	55	 	 	SPACE
bracis-28363	293	56	&	&	CCONJ
bracis-28363	293	57	 	 	SPACE
bracis-28363	293	58	kamila	kamila	PROPN
bracis-28363	294	1	rios	rios	PROPN
bracis-28363	294	2	rodrigues	rodrigues	PROPN
bracis-28363	294	3	authors	author	NOUN
bracis-28363	294	4	rodolfo	rodolfo	PROPN
bracis-28363	294	5	sanches	sanches	PROPN
bracis-28363	294	6	santosview	santosview	PROPN
bracis-28363	294	7	author	author	NOUN
bracis-28363	294	8	publications	publication	NOUN
bracis-28363	294	9	search	search	NOUN
bracis-28363	294	10	author	author	NOUN
bracis-28363	294	11	on	on	ADP
bracis-28363	294	12	:	:	PUNCT
bracis-28363	294	13	pubmed	pubmed	PROPN
bracis-28363	294	14	 	 	SPACE
bracis-28363	294	15	google	google	PROPN
bracis-28363	294	16	scholar	scholar	NOUN
bracis-28363	294	17	moacir	moacir	PROPN
bracis-28363	294	18	antonelli	antonelli	PROPN
bracis-28363	294	19	pontiview	pontiview	PROPN
bracis-28363	294	20	author	author	NOUN
bracis-28363	294	21	publications	publication	NOUN
bracis-28363	294	22	search	search	NOUN
bracis-28363	294	23	author	author	NOUN
bracis-28363	294	24	on	on	ADP
bracis-28363	294	25	:	:	PUNCT
bracis-28363	294	26	pubmed	pubmed	PROPN
bracis-28363	294	27	 	 	SPACE
bracis-28363	294	28	google	google	PROPN
bracis-28363	294	29	scholar	scholar	PROPN
bracis-28363	294	30	kamila	kamila	PROPN
bracis-28363	294	31	rios	rios	PROPN
bracis-28363	294	32	rodriguesview	rodriguesview	PROPN
bracis-28363	294	33	author	author	NOUN
bracis-28363	294	34	publications	publication	NOUN
bracis-28363	294	35	search	search	NOUN
bracis-28363	294	36	author	author	NOUN
bracis-28363	294	37	on	on	ADP
bracis-28363	294	38	:	:	PUNCT
bracis-28363	294	39	pubmed	pubmed	PROPN
bracis-28363	294	40	 	 	SPACE
bracis-28363	294	41	google	google	PROPN
bracis-28363	294	42	scholar	scholar	NOUN
bracis-28363	294	43	corresponding	correspond	VERB
bracis-28363	294	44	author	author	NOUN
bracis-28363	294	45	correspondence	correspondence	NOUN
bracis-28363	294	46	to	to	ADP
bracis-28363	294	47	kamila	kamila	PROPN
bracis-28363	294	48	rios	rios	PROPN
bracis-28363	294	49	rodrigues	rodrigues	PROPN
bracis-28363	294	50	.	.	PUNCT
bracis-28363	295	1	editor	editor	NOUN
bracis-28363	295	2	information	information	NOUN
bracis-28363	295	3	editors	editor	NOUN
bracis-28363	295	4	and	and	CCONJ
bracis-28363	295	5	affiliations	affiliation	NOUN
bracis-28363	295	6	federal	federal	PROPN
bracis-28363	295	7	university	university	PROPN
bracis-28363	295	8	of	of	ADP
bracis-28363	295	9	são	são	PROPN
bracis-28363	295	10	carlos	carlos	PROPN
bracis-28363	295	11	,	,	PUNCT
bracis-28363	295	12	são	são	PROPN
bracis-28363	295	13	carlos	carlos	PROPN
bracis-28363	295	14	,	,	PUNCT
bracis-28363	295	15	brazil	brazil	PROPN
bracis-28363	295	16	murilo	murilo	PROPN
bracis-28363	295	17	c.	c.	PROPN
bracis-28363	295	18	naldi	naldi	PROPN
bracis-28363	295	19	centro	centro	PROPN
bracis-28363	295	20	universitario	universitario	PROPN
bracis-28363	295	21	da	da	PROPN
bracis-28363	295	22	fei	fei	PROPN
bracis-28363	295	23	,	,	PUNCT
bracis-28363	295	24	são	são	PROPN
bracis-28363	295	25	bernardo	bernardo	PROPN
bracis-28363	295	26	do	do	AUX
bracis-28363	295	27	campo	campo	PROPN
bracis-28363	295	28	,	,	PUNCT
bracis-28363	295	29	brazil	brazil	PROPN
bracis-28363	295	30	reinaldo	reinaldo	PROPN
bracis-28363	295	31	a.	a.	PROPN
bracis-28363	295	32	c.	c.	PROPN
bracis-28363	295	33	bianchi	bianchi	PROPN
bracis-28363	295	34	rights	right	NOUN
bracis-28363	295	35	and	and	CCONJ
bracis-28363	295	36	permissions	permission	NOUN
bracis-28363	295	37	reprints	reprint	NOUN
bracis-28363	295	38	and	and	CCONJ
bracis-28363	295	39	permissions	permission	VERB
bracis-28363	295	40	copyright	copyright	NOUN
bracis-28363	295	41	information	information	NOUN
bracis-28363	295	42	©	©	ADP
bracis-28363	295	43	2023	2023	NUM
bracis-28363	295	44	the	the	DET
bracis-28363	295	45	author(s	author(s	NOUN
bracis-28363	295	46	)	)	PUNCT
bracis-28363	295	47	,	,	PUNCT
bracis-28363	295	48	under	under	ADP
bracis-28363	295	49	exclusive	exclusive	ADJ
bracis-28363	295	50	license	license	NOUN
bracis-28363	295	51	to	to	ADP
bracis-28363	295	52	springer	springer	NOUN
bracis-28363	295	53	nature	nature	PROPN
bracis-28363	295	54	switzerland	switzerland	PROPN
bracis-28363	295	55	ag	ag	PROPN
bracis-28363	295	56	about	about	ADP
bracis-28363	295	57	this	this	DET
bracis-28363	295	58	paper	paper	NOUN
bracis-28363	295	59	cite	cite	VERB
bracis-28363	295	60	this	this	DET
bracis-28363	295	61	paper	paper	NOUN
bracis-28363	295	62	santos	santos	PROPN
bracis-28363	295	63	,	,	PUNCT
bracis-28363	295	64	r.s	r.s	PROPN
bracis-28363	295	65	.	.	PROPN
bracis-28363	295	66	,	,	PUNCT
bracis-28363	295	67	ponti	ponti	PROPN
bracis-28363	295	68	,	,	PUNCT
bracis-28363	295	69	m.a	m.a	PROPN
bracis-28363	295	70	.	.	PROPN
bracis-28363	295	71	,	,	PUNCT
bracis-28363	295	72	rodrigues	rodrigues	PROPN
bracis-28363	295	73	,	,	PUNCT
bracis-28363	295	74	k.r	k.r	PROPN
bracis-28363	295	75	.	.	PROPN
bracis-28363	295	76	(	(	PUNCT
bracis-28363	295	77	2023	2023	NUM
bracis-28363	295	78	)	)	PUNCT
bracis-28363	295	79	.	.	PUNCT
bracis-28363	296	1	analyzing	analyze	VERB
bracis-28363	296	2	college	college	NOUN
bracis-28363	296	3	student	student	NOUN
bracis-28363	296	4	dropout	dropout	NOUN
bracis-28363	296	5	risk	risk	NOUN
bracis-28363	296	6	prediction	prediction	NOUN
bracis-28363	296	7	in	in	ADP
bracis-28363	296	8	 	 	SPACE
bracis-28363	296	9	real	real	ADJ
bracis-28363	296	10	data	datum	NOUN
bracis-28363	296	11	using	use	VERB
bracis-28363	296	12	walk	walk	NOUN
bracis-28363	296	13	-	-	PUNCT
bracis-28363	296	14	forward	forward	NOUN
bracis-28363	296	15	validation	validation	NOUN
bracis-28363	296	16	.	.	PUNCT
bracis-28363	297	1	in	in	ADP
bracis-28363	297	2	:	:	PUNCT
bracis-28363	297	3	naldi	naldi	PROPN
bracis-28363	297	4	,	,	PUNCT
bracis-28363	297	5	m.c	m.c	PROPN
bracis-28363	297	6	.	.	PROPN
bracis-28363	297	7	,	,	PUNCT
bracis-28363	297	8	bianchi	bianchi	PROPN
bracis-28363	297	9	,	,	PUNCT
bracis-28363	297	10	r.a.c	r.a.c	ADP
bracis-28363	297	11	.	.	PUNCT
bracis-28363	297	12	(	(	PUNCT
bracis-28363	297	13	eds	ed	NOUN
bracis-28363	297	14	)	)	PUNCT
bracis-28363	297	15	intelligent	intelligent	ADJ
bracis-28363	297	16	systems	system	NOUN
bracis-28363	297	17	.	.	PUNCT
bracis-28363	298	1	bracis	bracis	PROPN
bracis-28363	298	2	2023	2023	NUM
bracis-28363	298	3	.	.	PUNCT
bracis-28363	299	1	lecture	lecture	NOUN
bracis-28363	299	2	notes	note	NOUN
bracis-28363	299	3	in	in	ADP
bracis-28363	299	4	computer	computer	NOUN
bracis-28363	299	5	science	science	NOUN
bracis-28363	299	6	(	(	PUNCT
bracis-28363	299	7	)	)	PUNCT
bracis-28363	299	8	,	,	PUNCT
bracis-28363	299	9	vol	vol	NOUN
bracis-28363	299	10	14195	14195	NUM
bracis-28363	299	11	.	.	PUNCT
bracis-28363	300	1	springer	springer	NOUN
bracis-28363	300	2	,	,	PUNCT
bracis-28363	300	3	cham	cham	PROPN
bracis-28363	300	4	.	.	PUNCT
bracis-28363	301	1	https://doi.org/10.1007/978-3-031-45368-7_19	https://doi.org/10.1007/978-3-031-45368-7_19	PROPN
bracis-28363	301	2	download	download	VERB
bracis-28363	301	3	citation	citation	NOUN
bracis-28363	301	4	.ris	.ris	PUNCT
bracis-28363	302	1	.enw	.enw	PROPN
bracis-28363	302	2	.bib	.bib	PUNCT
bracis-28363	303	1	doi	doi	PROPN
bracis-28363	303	2	:	:	PUNCT
bracis-28363	303	3	https://doi.org/10.1007/978-3-031-45368-7_19	https://doi.org/10.1007/978-3-031-45368-7_19	PROPN
bracis-28363	303	4	published	publish	VERB
bracis-28363	303	5	:	:	PUNCT
bracis-28363	303	6	12	12	NUM
bracis-28363	303	7	october	october	PROPN
bracis-28363	303	8	2023	2023	NUM
bracis-28363	303	9	publisher	publisher	NOUN
bracis-28363	303	10	name	name	NOUN
bracis-28363	303	11	:	:	PUNCT
bracis-28363	303	12	springer	springer	NOUN
bracis-28363	303	13	,	,	PUNCT
bracis-28363	303	14	cham	cham	PROPN
bracis-28363	303	15	print	print	PROPN
bracis-28363	303	16	isbn	isbn	PROPN
bracis-28363	303	17	:	:	PUNCT
bracis-28363	303	18	978	978	NUM
bracis-28363	303	19	-	-	SYM
bracis-28363	303	20	3	3	NUM
bracis-28363	303	21	-	-	PUNCT
bracis-28363	303	22	031	031	NUM
bracis-28363	303	23	-	-	PUNCT
bracis-28363	303	24	45367	45367	NUM
bracis-28363	303	25	-	-	PUNCT
bracis-28363	303	26	0	0	NUM
bracis-28363	303	27	online	online	ADJ
bracis-28363	303	28	isbn	isbn	NOUN
bracis-28363	303	29	:	:	PUNCT
bracis-28363	303	30	978	978	NUM
bracis-28363	303	31	-	-	SYM
bracis-28363	303	32	3	3	NUM
bracis-28363	303	33	-	-	PUNCT
bracis-28363	303	34	031	031	NUM
bracis-28363	303	35	-	-	PUNCT
bracis-28363	303	36	45368	45368	NUM
bracis-28363	303	37	-	-	PUNCT
bracis-28363	303	38	7	7	NUM
bracis-28363	303	39	ebook	ebook	NOUN
bracis-28363	303	40	packages	package	NOUN
bracis-28363	303	41	:	:	PUNCT
bracis-28363	303	42	computer	computer	NOUN
bracis-28363	303	43	sciencecomputer	sciencecomputer	NOUN
bracis-28363	303	44	science	science	NOUN
bracis-28363	303	45	(	(	PUNCT
bracis-28363	303	46	r0	r0	NOUN
bracis-28363	303	47	)	)	PUNCT
bracis-28363	303	48	share	share	VERB
bracis-28363	303	49	this	this	DET
bracis-28363	303	50	paper	paper	NOUN
bracis-28363	303	51	anyone	anyone	PRON
bracis-28363	303	52	you	you	PRON
bracis-28363	303	53	share	share	VERB
bracis-28363	303	54	the	the	DET
bracis-28363	303	55	following	follow	VERB
bracis-28363	303	56	link	link	NOUN
bracis-28363	303	57	with	with	ADP
bracis-28363	303	58	will	will	AUX
bracis-28363	303	59	be	be	AUX
bracis-28363	303	60	able	able	ADJ
bracis-28363	303	61	to	to	PART
bracis-28363	303	62	read	read	VERB
bracis-28363	303	63	this	this	DET
bracis-28363	303	64	content	content	NOUN
bracis-28363	303	65	:	:	PUNCT
bracis-28363	303	66	get	get	VERB
bracis-28363	303	67	shareable	shareable	ADJ
bracis-28363	303	68	linksorry	linksorry	NOUN
bracis-28363	303	69	,	,	PUNCT
bracis-28363	303	70	a	a	DET
bracis-28363	303	71	shareable	shareable	ADJ
bracis-28363	303	72	link	link	NOUN
bracis-28363	303	73	is	be	AUX
bracis-28363	303	74	not	not	PART
bracis-28363	303	75	currently	currently	ADV
bracis-28363	303	76	available	available	ADJ
bracis-28363	303	77	for	for	ADP
bracis-28363	303	78	this	this	DET
bracis-28363	303	79	article	article	NOUN
bracis-28363	303	80	.	.	PUNCT
bracis-28363	304	1	copy	copy	VERB
bracis-28363	304	2	shareable	shareable	ADJ
bracis-28363	304	3	link	link	NOUN
bracis-28363	304	4	to	to	PART
bracis-28363	304	5	clipboard	clipboard	NOUN
bracis-28363	304	6	provided	provide	VERB
bracis-28363	304	7	by	by	ADP
bracis-28363	304	8	the	the	DET
bracis-28363	304	9	springer	springer	NOUN
bracis-28363	304	10	nature	nature	PROPN
bracis-28363	304	11	sharedit	sharedit	PROPN
bracis-28363	304	12	content	content	NOUN
bracis-28363	304	13	-	-	PUNCT
bracis-28363	304	14	sharing	share	VERB
bracis-28363	304	15	initiative	initiative	NOUN
bracis-28363	304	16	keywords	keyword	NOUN
bracis-28363	304	17	higher	high	ADJ
bracis-28363	304	18	education	education	NOUN
bracis-28363	304	19	college	college	NOUN
bracis-28363	304	20	dropout	dropout	NOUN
bracis-28363	304	21	machine	machine	NOUN
bracis-28363	304	22	learning	learning	NOUN
bracis-28363	304	23	publish	publish	VERB
bracis-28363	304	24	with	with	ADP
bracis-28363	304	25	us	us	PROPN
bracis-28363	304	26	policies	policy	NOUN
bracis-28363	304	27	and	and	CCONJ
bracis-28363	304	28	ethics	ethic	NOUN
bracis-28363	304	29	profiles	profile	NOUN
bracis-28363	304	30	kamila	kamila	PROPN
bracis-28363	304	31	rios	rios	PROPN
bracis-28363	304	32	rodrigues	rodrigues	PROPN
bracis-28363	304	33	view	view	PROPN
bracis-28363	304	34	author	author	NOUN
bracis-28363	304	35	profile	profile	NOUN
bracis-28363	304	36	search	search	NOUN
bracis-28363	304	37	search	search	NOUN
bracis-28363	304	38	by	by	ADP
bracis-28363	304	39	keyword	keyword	NOUN
bracis-28363	304	40	or	or	CCONJ
bracis-28363	304	41	author	author	NOUN
bracis-28363	304	42	search	search	NOUN
bracis-28363	304	43	navigation	navigation	NOUN
bracis-28363	304	44	find	find	VERB
bracis-28363	304	45	a	a	DET
bracis-28363	304	46	journal	journal	NOUN
bracis-28363	304	47	publish	publish	VERB
bracis-28363	304	48	with	with	ADP
bracis-28363	304	49	us	we	PRON
bracis-28363	304	50	track	track	VERB
bracis-28363	304	51	your	your	PRON
bracis-28363	304	52	research	research	NOUN
bracis-28363	304	53	discover	discover	VERB
bracis-28363	304	54	content	content	NOUN
bracis-28363	304	55	journals	journal	NOUN
bracis-28363	304	56	a	a	DET
bracis-28363	304	57	-	-	PUNCT
bracis-28363	304	58	z	z	NOUN
bracis-28363	304	59	books	book	NOUN
bracis-28363	304	60	a	a	DET
bracis-28363	304	61	-	-	PUNCT
bracis-28363	304	62	z	z	NOUN
bracis-28363	304	63	publish	publish	NOUN
bracis-28363	304	64	with	with	ADP
bracis-28363	304	65	us	us	PROPN
bracis-28363	304	66	journal	journal	PROPN
bracis-28363	304	67	finder	finder	PROPN
bracis-28363	304	68	publish	publish	VERB
bracis-28363	304	69	your	your	PRON
bracis-28363	304	70	research	research	NOUN
bracis-28363	304	71	language	language	NOUN
bracis-28363	304	72	editing	edit	VERB
bracis-28363	304	73	open	open	ADJ
bracis-28363	304	74	access	access	NOUN
bracis-28363	304	75	publishing	publishing	NOUN
bracis-28363	304	76	products	product	NOUN
bracis-28363	304	77	and	and	CCONJ
bracis-28363	304	78	services	service	NOUN
bracis-28363	304	79	our	our	PRON
bracis-28363	304	80	products	product	NOUN
bracis-28363	304	81	librarians	librarian	VERB
bracis-28363	304	82	societies	society	NOUN
bracis-28363	304	83	partners	partner	NOUN
bracis-28363	304	84	and	and	CCONJ
bracis-28363	304	85	advertisers	advertiser	NOUN
bracis-28363	304	86	our	our	PRON
bracis-28363	304	87	brands	brand	NOUN
bracis-28363	304	88	springer	springer	NOUN
bracis-28363	304	89	nature	nature	PROPN
bracis-28363	304	90	portfolio	portfolio	PROPN
bracis-28363	304	91	bmc	bmc	PROPN
bracis-28363	304	92	palgrave	palgrave	PROPN
bracis-28363	304	93	macmillan	macmillan	PROPN
bracis-28363	304	94	apress	apress	PROPN
bracis-28363	304	95	discover	discover	VERB
bracis-28363	304	96	your	your	PRON
bracis-28363	304	97	privacy	privacy	NOUN
bracis-28363	304	98	choices	choice	NOUN
bracis-28363	304	99	/	/	SYM
bracis-28363	304	100	manage	manage	NOUN
bracis-28363	304	101	cookies	cookie	NOUN
bracis-28363	304	102	your	your	PRON
bracis-28363	304	103	us	us	PROPN
bracis-28363	305	1	state	state	NOUN
bracis-28363	305	2	privacy	privacy	NOUN
bracis-28363	305	3	rights	right	NOUN
bracis-28363	305	4	accessibility	accessibility	NOUN
bracis-28363	305	5	statement	statement	NOUN
bracis-28363	305	6	terms	term	NOUN
bracis-28363	305	7	and	and	CCONJ
bracis-28363	305	8	conditions	condition	NOUN
bracis-28363	305	9	privacy	privacy	NOUN
bracis-28363	305	10	policy	policy	NOUN
bracis-28363	305	11	help	help	NOUN
bracis-28363	305	12	and	and	CCONJ
bracis-28363	305	13	support	support	VERB
bracis-28363	305	14	legal	legal	ADJ
bracis-28363	305	15	notice	notice	NOUN
bracis-28363	305	16	cancel	cancel	VERB
bracis-28363	305	17	contracts	contract	NOUN
bracis-28363	305	18	here	here	ADV
bracis-28363	305	19	129.74.145.123	129.74.145.123	NUM
bracis-28363	305	20	hesburgh	hesburgh	PROPN
bracis-28363	305	21	library	library	PROPN
bracis-28363	305	22	er	er	INTJ
bracis-28363	305	23	unit	unit	NOUN
bracis-28363	305	24	(	(	PUNCT
bracis-28363	305	25	3005732405	3005732405	NUM
bracis-28363	305	26	)	)	PUNCT
bracis-28363	305	27	northeast	northeast	ADJ
bracis-28363	305	28	research	research	NOUN
bracis-28363	305	29	libraries	library	NOUN
bracis-28363	305	30	(	(	PUNCT
bracis-28363	305	31	nerl	nerl	PROPN
bracis-28363	305	32	)	)	PUNCT
bracis-28363	305	33	(	(	PUNCT
bracis-28363	305	34	8200828607	8200828607	NUM
bracis-28363	305	35	)	)	PUNCT
bracis-28363	305	36	nerl	nerl	VERB
bracis-28363	305	37	ta	ta	X
bracis-28363	305	38	account	account	NOUN
bracis-28363	305	39	(	(	PUNCT
bracis-28363	305	40	3006206169	3006206169	NUM
bracis-28363	305	41	)	)	PUNCT
bracis-28363	305	42	university	university	NOUN
bracis-28363	305	43	of	of	ADP
bracis-28363	305	44	notre	notre	PROPN
bracis-28363	305	45	dame	dame	PROPN
bracis-28363	305	46	hesburgh	hesburgh	PROPN
bracis-28363	305	47	library	library	NOUN
bracis-28363	305	48	(	(	PUNCT
bracis-28363	305	49	3000184373	3000184373	NUM
bracis-28363	305	50	)	)	PUNCT
bracis-28363	306	1	©	©	ADP
bracis-28363	306	2	2025	2025	NUM
bracis-28363	306	3	springer	springer	NOUN
bracis-28363	306	4	nature	nature	NOUN