id	sid	tid	token	lemma	pos
news-000815	1	1	new	new	ADJ
news-000815	1	2	study	study	NOUN
news-000815	1	3	highlights	highlight	VERB
news-000815	1	4	the	the	DET
news-000815	1	5	benefits	benefit	NOUN
news-000815	1	6	of	of	ADP
news-000815	1	7	eportfolios	eportfolio	NOUN
news-000815	1	8	in	in	ADP
news-000815	1	9	engineering	engineering	NOUN
news-000815	1	10	education	education	NOUN
news-000815	1	11	|	|	NOUN
news-000815	1	12	news	news	NOUN
news-000815	1	13	|	|	PROPN
news-000815	1	14	notre	notre	PROPN
news-000815	1	15	dame	dame	PROPN
news-000815	1	16	news	news	PROPN
news-000815	1	17	|	|	PROPN
news-000815	1	18	university	university	PROPN
news-000815	1	19	of	of	ADP
news-000815	1	20	notre	notre	PROPN
news-000815	1	21	dame	dame	PROPN
news-000815	1	22	skip	skip	VERB
news-000815	1	23	to	to	ADP
news-000815	1	24	content	content	NOUN
news-000815	1	25	skip	skip	VERB
news-000815	1	26	to	to	ADP
news-000815	1	27	navigation	navigation	NOUN
news-000815	1	28	skip	skip	VERB
news-000815	1	29	to	to	PART
news-000815	1	30	search	search	VERB
news-000815	1	31	university	university	PROPN
news-000815	1	32	of	of	ADP
news-000815	1	33	notre	notre	PROPN
news-000815	1	34	dame	dame	PROPN
news-000815	1	35	notre	notre	PROPN
news-000815	1	36	dame	dame	PROPN
news-000815	1	37	news	news	PROPN
news-000815	1	38	experts	expert	NOUN
news-000815	1	39	nd	nd	PROPN
news-000815	1	40	in	in	ADP
news-000815	1	41	the	the	DET
news-000815	1	42	news	news	NOUN
news-000815	1	43	subscribe	subscribe	NOUN
news-000815	1	44	about	about	ADP
news-000815	1	45	us	us	PROPN
news-000815	1	46	home	home	NOUN
news-000815	1	47	contact	contact	NOUN
news-000815	1	48	search	search	NOUN
news-000815	1	49	menu	menu	NOUN
news-000815	1	50	home	home	ADV
news-000815	1	51	›	›	ADP
news-000815	1	52	news	news	NOUN
news-000815	1	53	›	›	ADP
news-000815	1	54	new	new	ADJ
news-000815	1	55	study	study	NOUN
news-000815	1	56	highlights	highlight	VERB
news-000815	1	57	the	the	DET
news-000815	1	58	benefits	benefit	NOUN
news-000815	1	59	of	of	ADP
news-000815	1	60	eportfolios	eportfolio	NOUN
news-000815	1	61	in	in	ADP
news-000815	1	62	engineering	engineering	NOUN
news-000815	1	63	education	education	NOUN
news-000815	1	64	new	new	ADJ
news-000815	1	65	study	study	NOUN
news-000815	1	66	highlights	highlight	VERB
news-000815	1	67	the	the	DET
news-000815	1	68	benefits	benefit	NOUN
news-000815	1	69	of	of	ADP
news-000815	1	70	eportfolios	eportfolio	NOUN
news-000815	1	71	in	in	ADP
news-000815	1	72	engineering	engineering	NOUN
news-000815	1	73	education	education	NOUN
news-000815	1	74	published	publish	VERB
news-000815	1	75	:	:	PUNCT
news-000815	1	76	may	may	AUX
news-000815	1	77	05	05	NUM
news-000815	1	78	,	,	PUNCT
news-000815	1	79	2014	2014	NUM
news-000815	1	80	author	author	NOUN
news-000815	1	81	:	:	PUNCT
news-000815	1	82	william	william	PROPN
news-000815	1	83	g.	g.	PROPN
news-000815	1	84	gilroy	gilroy	PROPN
news-000815	1	85	a	a	DET
news-000815	1	86	new	new	ADJ
news-000815	1	87	study	study	NOUN
news-000815	1	88	by	by	ADP
news-000815	1	89	a	a	DET
news-000815	1	90	team	team	NOUN
news-000815	1	91	of	of	ADP
news-000815	1	92	university	university	PROPN
news-000815	1	93	of	of	ADP
news-000815	1	94	notre	notre	PROPN
news-000815	1	95	dame	dame	NOUN
news-000815	1	96	researchers	researcher	NOUN
news-000815	1	97	reveals	reveal	VERB
news-000815	1	98	that	that	SCONJ
news-000815	1	99	electronic	electronic	ADJ
news-000815	1	100	portfolios	portfolio	NOUN
news-000815	1	101	can	can	AUX
news-000815	1	102	be	be	AUX
news-000815	1	103	quantitatively	quantitatively	ADV
news-000815	1	104	and	and	CCONJ
news-000815	1	105	qualitatively	qualitatively	ADV
news-000815	1	106	analyzed	analyze	VERB
news-000815	1	107	to	to	PART
news-000815	1	108	generate	generate	VERB
news-000815	1	109	learning	learning	NOUN
news-000815	1	110	engagement	engagement	NOUN
news-000815	1	111	analytics	analytic	NOUN
news-000815	1	112	that	that	PRON
news-000815	1	113	indicate	indicate	VERB
news-000815	1	114	the	the	DET
news-000815	1	115	level	level	NOUN
news-000815	1	116	to	to	PART
news-000815	1	117	which	which	PRON
news-000815	1	118	students	student	NOUN
news-000815	1	119	are	be	AUX
news-000815	1	120	surviving	survive	VERB
news-000815	1	121	or	or	CCONJ
news-000815	1	122	thriving	thrive	VERB
news-000815	1	123	during	during	ADP
news-000815	1	124	their	their	PRON
news-000815	1	125	first	first	ADJ
news-000815	1	126	-	-	PUNCT
news-000815	1	127	semester	semester	NOUN
news-000815	1	128	intro	intro	NOUN
news-000815	1	129	to	to	ADP
news-000815	1	130	engineering	engineering	NOUN
news-000815	1	131	course	course	NOUN
news-000815	1	132	.	.	PUNCT
news-000815	2	1	this	this	DET
news-000815	2	2	information	information	NOUN
news-000815	2	3	can	can	AUX
news-000815	2	4	provide	provide	VERB
news-000815	2	5	instructors	instructor	NOUN
news-000815	2	6	,	,	PUNCT
news-000815	2	7	teaching	teach	VERB
news-000815	2	8	assistants	assistant	NOUN
news-000815	2	9	and	and	CCONJ
news-000815	2	10	advisers	adviser	NOUN
news-000815	2	11	critical	critical	ADJ
news-000815	2	12	early	early	ADJ
news-000815	2	13	warning	warning	NOUN
news-000815	2	14	signs	sign	NOUN
news-000815	2	15	that	that	PRON
news-000815	2	16	can	can	AUX
news-000815	2	17	help	help	VERB
news-000815	2	18	with	with	ADP
news-000815	2	19	stem	stem	NOUN
news-000815	2	20	retention	retention	NOUN
news-000815	2	21	.	.	PUNCT
news-000815	3	1	electronic	electronic	ADJ
news-000815	3	2	portfolios	portfolio	NOUN
news-000815	3	3	,	,	PUNCT
news-000815	3	4	or	or	CCONJ
news-000815	3	5	eportfolios	eportfolio	NOUN
news-000815	3	6	,	,	PUNCT
news-000815	3	7	are	be	AUX
news-000815	3	8	digitized	digitize	VERB
news-000815	3	9	collections	collection	NOUN
news-000815	3	10	of	of	ADP
news-000815	3	11	material	material	NOUN
news-000815	3	12	including	include	VERB
news-000815	3	13	demonstrations	demonstration	NOUN
news-000815	3	14	,	,	PUNCT
news-000815	3	15	resources	resource	NOUN
news-000815	3	16	and	and	CCONJ
news-000815	3	17	accomplishments	accomplishment	NOUN
news-000815	3	18	that	that	PRON
news-000815	3	19	represent	represent	VERB
news-000815	3	20	an	an	DET
news-000815	3	21	individual	individual	ADJ
news-000815	3	22	,	,	PUNCT
news-000815	3	23	group	group	NOUN
news-000815	3	24	or	or	CCONJ
news-000815	3	25	institution	institution	NOUN
news-000815	3	26	.	.	PUNCT
news-000815	4	1	nitesh	nitesh	PROPN
news-000815	4	2	chawla	chawla	PROPN
news-000815	4	3	,	,	PUNCT
news-000815	4	4	frank	frank	PROPN
news-000815	4	5	freimann	freimann	PROPN
news-000815	4	6	collegiate	collegiate	PROPN
news-000815	4	7	associate	associate	PROPN
news-000815	4	8	professor	professor	NOUN
news-000815	4	9	of	of	ADP
news-000815	4	10	computer	computer	NOUN
news-000815	4	11	science	science	NOUN
news-000815	4	12	and	and	CCONJ
news-000815	4	13	engineering	engineering	NOUN
news-000815	4	14	and	and	CCONJ
news-000815	4	15	director	director	NOUN
news-000815	4	16	of	of	ADP
news-000815	4	17	the	the	DET
news-000815	4	18	interdisciplinary	interdisciplinary	ADJ
news-000815	4	19	center	center	NOUN
news-000815	4	20	for	for	ADP
news-000815	4	21	network	network	NOUN
news-000815	4	22	science	science	NOUN
news-000815	4	23	and	and	CCONJ
news-000815	4	24	applications	application	NOUN
news-000815	4	25	(	(	PUNCT
news-000815	4	26	icensa	icensa	PROPN
news-000815	4	27	)	)	PUNCT
news-000815	4	28	,	,	PUNCT
news-000815	4	29	pointed	point	VERB
news-000815	4	30	out	out	ADP
news-000815	4	31	that	that	SCONJ
news-000815	4	32	eportfolios	eportfolio	NOUN
news-000815	4	33	have	have	AUX
news-000815	4	34	been	be	AUX
news-000815	4	35	used	use	VERB
news-000815	4	36	in	in	ADP
news-000815	4	37	higher	high	ADJ
news-000815	4	38	education	education	NOUN
news-000815	4	39	for	for	ADP
news-000815	4	40	more	more	ADJ
news-000815	4	41	than	than	ADP
news-000815	4	42	a	a	PRON
news-000815	4	43	decade	decade	NOUN
news-000815	4	44	for	for	ADP
news-000815	4	45	classroom	classroom	NOUN
news-000815	4	46	and	and	CCONJ
news-000815	4	47	program	program	NOUN
news-000815	4	48	assessments	assessment	NOUN
news-000815	4	49	and	and	CCONJ
news-000815	4	50	to	to	PART
news-000815	4	51	support	support	VERB
news-000815	4	52	the	the	DET
news-000815	4	53	accreditation	accreditation	NOUN
news-000815	4	54	and	and	CCONJ
news-000815	4	55	professional	professional	ADJ
news-000815	4	56	licensing	licensing	NOUN
news-000815	4	57	of	of	ADP
news-000815	4	58	degrees	degree	NOUN
news-000815	4	59	in	in	ADP
news-000815	4	60	fields	field	NOUN
news-000815	4	61	such	such	ADJ
news-000815	4	62	as	as	ADP
news-000815	4	63	education	education	NOUN
news-000815	4	64	and	and	CCONJ
news-000815	4	65	nursing	nursing	NOUN
news-000815	4	66	.	.	PUNCT
news-000815	5	1	more	more	ADV
news-000815	5	2	recently	recently	ADV
news-000815	5	3	,	,	PUNCT
news-000815	5	4	higher	high	ADJ
news-000815	5	5	education	education	NOUN
news-000815	5	6	institutions	institution	NOUN
news-000815	5	7	have	have	AUX
news-000815	5	8	been	be	AUX
news-000815	5	9	using	use	VERB
news-000815	5	10	eportfolios	eportfolio	NOUN
news-000815	5	11	with	with	ADP
news-000815	5	12	career	career	NOUN
news-000815	5	13	services	service	NOUN
news-000815	5	14	to	to	PART
news-000815	5	15	prepare	prepare	VERB
news-000815	5	16	students	student	NOUN
news-000815	5	17	for	for	ADP
news-000815	5	18	professional	professional	ADJ
news-000815	5	19	transitions	transition	NOUN
news-000815	5	20	.	.	PUNCT
news-000815	6	1	“	"	PUNCT
news-000815	6	2	notre	notre	NOUN
news-000815	6	3	dame	dame	NOUN
news-000815	6	4	has	have	AUX
news-000815	6	5	become	become	VERB
news-000815	6	6	a	a	DET
news-000815	6	7	leader	leader	NOUN
news-000815	6	8	in	in	ADP
news-000815	6	9	the	the	DET
news-000815	6	10	last	last	ADJ
news-000815	6	11	three	three	NUM
news-000815	6	12	years	year	NOUN
news-000815	6	13	in	in	ADP
news-000815	6	14	integrating	integrate	VERB
news-000815	6	15	eportfolios	eportfolio	NOUN
news-000815	6	16	into	into	ADP
news-000815	6	17	the	the	DET
news-000815	6	18	advising	advise	VERB
news-000815	6	19	process	process	NOUN
news-000815	6	20	to	to	PART
news-000815	6	21	improve	improve	VERB
news-000815	6	22	the	the	DET
news-000815	6	23	mentoring	mentor	VERB
news-000815	6	24	process	process	NOUN
news-000815	6	25	and	and	CCONJ
news-000815	6	26	relationship	relationship	NOUN
news-000815	6	27	and	and	CCONJ
news-000815	6	28	help	help	VERB
news-000815	6	29	students	student	NOUN
news-000815	6	30	integrate	integrate	VERB
news-000815	6	31	all	all	DET
news-000815	6	32	their	their	PRON
news-000815	6	33	educational	educational	ADJ
news-000815	6	34	experiences	experience	NOUN
news-000815	6	35	in	in	ADV
news-000815	6	36	,	,	PUNCT
news-000815	6	37	across	across	ADP
news-000815	6	38	and	and	CCONJ
news-000815	6	39	outside	outside	ADV
news-000815	6	40	of	of	ADP
news-000815	6	41	classes	class	NOUN
news-000815	6	42	throughout	throughout	ADP
news-000815	6	43	multiple	multiple	ADJ
news-000815	6	44	years	year	NOUN
news-000815	6	45	,	,	PUNCT
news-000815	6	46	”	"	PUNCT
news-000815	6	47	g.	g.	PROPN
news-000815	6	48	alex	alex	PROPN
news-000815	6	49	ambrose	ambrose	PROPN
news-000815	6	50	,	,	PUNCT
news-000815	6	51	coordinator	coordinator	NOUN
news-000815	6	52	of	of	ADP
news-000815	6	53	the	the	DET
news-000815	6	54	university	university	NOUN
news-000815	6	55	eportfolio	eportfolio	PROPN
news-000815	6	56	initiative	initiative	NOUN
news-000815	6	57	and	and	CCONJ
news-000815	6	58	assistant	assistant	ADJ
news-000815	6	59	professional	professional	ADJ
news-000815	6	60	specialist	specialist	NOUN
news-000815	6	61	in	in	ADP
news-000815	6	62	the	the	DET
news-000815	6	63	education	education	NOUN
news-000815	6	64	,	,	PUNCT
news-000815	6	65	schooling	schooling	NOUN
news-000815	6	66	and	and	CCONJ
news-000815	6	67	society	society	NOUN
news-000815	6	68	department	department	PROPN
news-000815	6	69	,	,	PUNCT
news-000815	6	70	said	say	VERB
news-000815	6	71	.	.	PUNCT
news-000815	7	1	in	in	ADP
news-000815	7	2	a	a	DET
news-000815	7	3	best	good	ADJ
news-000815	7	4	paper	paper	NOUN
news-000815	7	5	runner	runner	NOUN
news-000815	7	6	-	-	PUNCT
news-000815	7	7	up	up	NOUN
news-000815	7	8	presented	present	VERB
news-000815	7	9	at	at	ADP
news-000815	7	10	the	the	DET
news-000815	7	11	recent	recent	ADJ
news-000815	7	12	conference	conference	NOUN
news-000815	7	13	on	on	ADP
news-000815	7	14	learning	learn	VERB
news-000815	7	15	analytics	analytic	NOUN
news-000815	7	16	and	and	CCONJ
news-000815	7	17	knowledge	knowledge	NOUN
news-000815	7	18	,	,	PUNCT
news-000815	7	19	chawla	chawla	NOUN
news-000815	7	20	and	and	CCONJ
news-000815	7	21	his	his	PRON
news-000815	7	22	fellow	fellow	ADJ
news-000815	7	23	researchers	researcher	NOUN
news-000815	7	24	showed	show	VERB
news-000815	7	25	that	that	SCONJ
news-000815	7	26	,	,	PUNCT
news-000815	7	27	given	give	VERB
news-000815	7	28	the	the	DET
news-000815	7	29	very	very	ADJ
news-000815	7	30	nature	nature	NOUN
news-000815	7	31	of	of	ADP
news-000815	7	32	how	how	SCONJ
news-000815	7	33	eportfolios	eportfolio	NOUN
news-000815	7	34	are	be	AUX
news-000815	7	35	used	use	VERB
news-000815	7	36	at	at	ADP
news-000815	7	37	notre	notre	PROPN
news-000815	7	38	dame	dame	NOUN
news-000815	7	39	,	,	PUNCT
news-000815	7	40	they	they	PRON
news-000815	7	41	can	can	AUX
news-000815	7	42	be	be	AUX
news-000815	7	43	analyzed	analyze	VERB
news-000815	7	44	to	to	PART
news-000815	7	45	measure	measure	VERB
news-000815	7	46	student	student	NOUN
news-000815	7	47	engagement	engagement	NOUN
news-000815	7	48	levels	level	NOUN
news-000815	7	49	providing	provide	VERB
news-000815	7	50	a	a	DET
news-000815	7	51	new	new	ADJ
news-000815	7	52	digital	digital	ADJ
news-000815	7	53	learning	learning	NOUN
news-000815	7	54	environment	environment	NOUN
news-000815	7	55	opposed	oppose	VERB
news-000815	7	56	to	to	ADP
news-000815	7	57	traditional	traditional	ADJ
news-000815	7	58	learning	learning	NOUN
news-000815	7	59	management	management	NOUN
news-000815	7	60	systems	system	NOUN
news-000815	7	61	.	.	PUNCT
news-000815	8	1	“	"	PUNCT
news-000815	8	2	given	give	VERB
news-000815	8	3	a	a	DET
news-000815	8	4	series	series	NOUN
news-000815	8	5	of	of	ADP
news-000815	8	6	quantitative	quantitative	ADJ
news-000815	8	7	features	feature	NOUN
news-000815	8	8	extracted	extract	VERB
news-000815	8	9	from	from	ADP
news-000815	8	10	each	each	DET
news-000815	8	11	students	student	NOUN
news-000815	8	12	’	'	PUNCT
news-000815	8	13	eportfolio	eportfolio	VERB
news-000815	8	14	describing	describe	VERB
news-000815	8	15	their	their	PRON
news-000815	8	16	interactions	interaction	NOUN
news-000815	8	17	with	with	ADP
news-000815	8	18	that	that	DET
news-000815	8	19	tool	tool	NOUN
news-000815	8	20	,	,	PUNCT
news-000815	8	21	we	we	PRON
news-000815	8	22	are	be	AUX
news-000815	8	23	able	able	ADJ
news-000815	8	24	to	to	PART
news-000815	8	25	provide	provide	VERB
news-000815	8	26	an	an	DET
news-000815	8	27	estimate	estimate	NOUN
news-000815	8	28	of	of	ADP
news-000815	8	29	how	how	SCONJ
news-000815	8	30	engaged	engage	VERB
news-000815	8	31	each	each	DET
news-000815	8	32	student	student	NOUN
news-000815	8	33	is	be	AUX
news-000815	8	34	to	to	ADP
news-000815	8	35	their	their	PRON
news-000815	8	36	academic	academic	ADJ
news-000815	8	37	program	program	NOUN
news-000815	8	38	and	and	CCONJ
news-000815	8	39	with	with	ADP
news-000815	8	40	respect	respect	NOUN
news-000815	8	41	to	to	ADP
news-000815	8	42	his	his	PRON
news-000815	8	43	or	or	CCONJ
news-000815	8	44	her	her	PRON
news-000815	8	45	peers	peer	NOUN
news-000815	8	46	,	,	PUNCT
news-000815	8	47	”	"	PUNCT
news-000815	8	48	everaldo	everaldo	ADJ
news-000815	8	49	aguiar	aguiar	NOUN
news-000815	8	50	,	,	PUNCT
news-000815	8	51	a	a	DET
news-000815	8	52	doctoral	doctoral	ADJ
news-000815	8	53	student	student	NOUN
news-000815	8	54	of	of	ADP
news-000815	8	55	chawla	chawla	PROPN
news-000815	8	56	and	and	CCONJ
news-000815	8	57	jay	jay	PROPN
news-000815	8	58	brockman	brockman	PROPN
news-000815	8	59	,	,	PUNCT
news-000815	8	60	associate	associate	ADJ
news-000815	8	61	professor	professor	NOUN
news-000815	8	62	of	of	ADP
news-000815	8	63	computer	computer	NOUN
news-000815	8	64	science	science	NOUN
news-000815	8	65	and	and	CCONJ
news-000815	8	66	engineering	engineering	NOUN
news-000815	8	67	and	and	CCONJ
news-000815	8	68	associate	associate	ADJ
news-000815	8	69	dean	dean	NOUN
news-000815	8	70	of	of	ADP
news-000815	8	71	engineering	engineering	NOUN
news-000815	8	72	,	,	PUNCT
news-000815	8	73	said	say	VERB
news-000815	8	74	.	.	PUNCT
news-000815	9	1	“	"	PUNCT
news-000815	9	2	furthermore	furthermore	ADV
news-000815	9	3	,	,	PUNCT
news-000815	9	4	we	we	PRON
news-000815	9	5	also	also	ADV
news-000815	9	6	showed	show	VERB
news-000815	9	7	that	that	SCONJ
news-000815	9	8	there	there	PRON
news-000815	9	9	is	be	VERB
news-000815	9	10	a	a	DET
news-000815	9	11	significant	significant	ADJ
news-000815	9	12	correlation	correlation	NOUN
news-000815	9	13	between	between	ADP
news-000815	9	14	these	these	DET
news-000815	9	15	metrics	metric	NOUN
news-000815	9	16	and	and	CCONJ
news-000815	9	17	retention	retention	NOUN
news-000815	9	18	outcomes	outcome	NOUN
news-000815	9	19	.	.	PUNCT
news-000815	10	1	that	that	ADV
news-000815	10	2	is	is	ADV
news-000815	10	3	,	,	PUNCT
news-000815	10	4	students	student	NOUN
news-000815	10	5	who	who	PRON
news-000815	10	6	are	be	AUX
news-000815	10	7	described	describe	VERB
news-000815	10	8	as	as	ADP
news-000815	10	9	being	be	AUX
news-000815	10	10	highly	highly	ADV
news-000815	10	11	engaged	engaged	ADJ
news-000815	10	12	,	,	PUNCT
news-000815	10	13	based	base	VERB
news-000815	10	14	on	on	ADP
news-000815	10	15	these	these	DET
news-000815	10	16	eportfolio	eportfolio	NOUN
news-000815	10	17	-	-	PUNCT
news-000815	10	18	based	base	VERB
news-000815	10	19	features	feature	NOUN
news-000815	10	20	,	,	PUNCT
news-000815	10	21	are	be	AUX
news-000815	10	22	more	more	ADV
news-000815	10	23	likely	likely	ADJ
news-000815	10	24	to	to	PART
news-000815	10	25	be	be	AUX
news-000815	10	26	retained	retain	VERB
news-000815	10	27	in	in	ADP
news-000815	10	28	the	the	DET
news-000815	10	29	engineering	engineering	NOUN
news-000815	10	30	program	program	NOUN
news-000815	10	31	than	than	ADP
news-000815	10	32	those	those	PRON
news-000815	10	33	who	who	PRON
news-000815	10	34	display	display	VERB
news-000815	10	35	lower	low	ADJ
news-000815	10	36	levels	level	NOUN
news-000815	10	37	of	of	ADP
news-000815	10	38	engagement	engagement	NOUN
news-000815	10	39	.	.	PUNCT
news-000815	10	40	”	"	PUNCT
news-000815	11	1	the	the	DET
news-000815	11	2	information	information	NOUN
news-000815	11	3	is	be	AUX
news-000815	11	4	especially	especially	ADV
news-000815	11	5	helpful	helpful	ADJ
news-000815	11	6	when	when	SCONJ
news-000815	11	7	incorporated	incorporate	VERB
news-000815	11	8	into	into	ADP
news-000815	11	9	the	the	DET
news-000815	11	10	design	design	NOUN
news-000815	11	11	of	of	ADP
news-000815	11	12	early	early	ADV
news-000815	11	13	-	-	PUNCT
news-000815	11	14	warning	warning	NOUN
news-000815	11	15	systems	system	NOUN
news-000815	11	16	.	.	PUNCT
news-000815	12	1	“	"	PUNCT
news-000815	12	2	we	we	PRON
news-000815	12	3	showed	show	VERB
news-000815	12	4	that	that	SCONJ
news-000815	12	5	the	the	DET
news-000815	12	6	predictions	prediction	NOUN
news-000815	12	7	made	make	VERB
news-000815	12	8	by	by	ADP
news-000815	12	9	models	model	NOUN
news-000815	12	10	that	that	PRON
news-000815	12	11	had	have	AUX
news-000815	12	12	been	be	AUX
news-000815	12	13	augmented	augment	VERB
news-000815	12	14	with	with	ADP
news-000815	12	15	eportfolio	eportfolio	NOUN
news-000815	12	16	-	-	PUNCT
news-000815	12	17	based	base	VERB
news-000815	12	18	engagement	engagement	NOUN
news-000815	12	19	features	feature	NOUN
news-000815	12	20	were	be	AUX
news-000815	12	21	significantly	significantly	ADV
news-000815	12	22	more	more	ADV
news-000815	12	23	accurate	accurate	ADJ
news-000815	12	24	than	than	ADP
news-000815	12	25	those	those	PRON
news-000815	12	26	made	make	VERB
news-000815	12	27	by	by	ADP
news-000815	12	28	models	model	NOUN
news-000815	12	29	that	that	PRON
news-000815	12	30	did	do	AUX
news-000815	12	31	not	not	PART
news-000815	12	32	consider	consider	VERB
news-000815	12	33	that	that	DET
news-000815	12	34	information	information	NOUN
news-000815	12	35	,	,	PUNCT
news-000815	12	36	”	"	PUNCT
news-000815	12	37	chawla	chawla	PROPN
news-000815	12	38	said	say	VERB
news-000815	12	39	.	.	PUNCT
news-000815	13	1	although	although	SCONJ
news-000815	13	2	their	their	PRON
news-000815	13	3	paper	paper	NOUN
news-000815	13	4	focused	focus	VERB
news-000815	13	5	on	on	ADP
news-000815	13	6	engineering	engineering	NOUN
news-000815	13	7	education	education	NOUN
news-000815	13	8	,	,	PUNCT
news-000815	13	9	the	the	DET
news-000815	13	10	researchers	researcher	NOUN
news-000815	13	11	believe	believe	VERB
news-000815	13	12	there	there	PRON
news-000815	13	13	are	be	VERB
news-000815	13	14	many	many	ADJ
news-000815	13	15	areas	area	NOUN
news-000815	13	16	where	where	SCONJ
news-000815	13	17	the	the	DET
news-000815	13	18	use	use	NOUN
news-000815	13	19	of	of	ADP
news-000815	13	20	eportfolios	eportfolio	NOUN
news-000815	13	21	would	would	AUX
news-000815	13	22	prove	prove	VERB
news-000815	13	23	beneficial	beneficial	ADJ
news-000815	13	24	.	.	PUNCT
news-000815	14	1	“	"	PUNCT
news-000815	14	2	our	our	PRON
news-000815	14	3	work	work	NOUN
news-000815	14	4	is	be	AUX
news-000815	14	5	ground	ground	NOUN
news-000815	14	6	-	-	PUNCT
news-000815	14	7	breaking	breaking	NOUN
news-000815	14	8	in	in	ADP
news-000815	14	9	this	this	DET
news-000815	14	10	topic	topic	NOUN
news-000815	14	11	from	from	ADP
news-000815	14	12	the	the	DET
news-000815	14	13	integration	integration	NOUN
news-000815	14	14	of	of	ADP
news-000815	14	15	various	various	ADJ
news-000815	14	16	types	type	NOUN
news-000815	14	17	of	of	ADP
news-000815	14	18	data	datum	NOUN
news-000815	14	19	,	,	PUNCT
news-000815	14	20	”	"	PUNCT
news-000815	14	21	chawla	chawla	PROPN
news-000815	14	22	said	say	VERB
news-000815	14	23	.	.	PUNCT
news-000815	15	1	“	"	PUNCT
news-000815	15	2	we	we	PRON
news-000815	15	3	think	think	VERB
news-000815	15	4	there	there	PRON
news-000815	15	5	are	be	VERB
news-000815	15	6	several	several	ADJ
news-000815	15	7	areas	area	NOUN
news-000815	15	8	that	that	PRON
news-000815	15	9	can	can	AUX
news-000815	15	10	be	be	AUX
news-000815	15	11	explored	explore	VERB
news-000815	15	12	and	and	CCONJ
news-000815	15	13	potentially	potentially	ADV
news-000815	15	14	useful	useful	ADJ
news-000815	15	15	for	for	ADP
news-000815	15	16	the	the	DET
news-000815	15	17	next	next	ADJ
news-000815	15	18	generation	generation	NOUN
news-000815	15	19	of	of	ADP
news-000815	15	20	learning	learn	VERB
news-000815	15	21	analytics	analytic	NOUN
news-000815	15	22	by	by	ADP
news-000815	15	23	both	both	PRON
news-000815	15	24	qualitative	qualitative	ADJ
news-000815	15	25	and	and	CCONJ
news-000815	15	26	quantitative	quantitative	ADJ
news-000815	15	27	analysis	analysis	NOUN
news-000815	15	28	of	of	ADP
news-000815	15	29	data	datum	NOUN
news-000815	15	30	.	.	PUNCT
news-000815	16	1	we	we	PRON
news-000815	16	2	can	can	AUX
news-000815	16	3	then	then	ADV
news-000815	16	4	begin	begin	VERB
news-000815	16	5	to	to	PART
news-000815	16	6	answer	answer	VERB
news-000815	16	7	questions	question	NOUN
news-000815	16	8	about	about	ADP
news-000815	16	9	retention	retention	NOUN
news-000815	16	10	,	,	PUNCT
news-000815	16	11	engagement	engagement	NOUN
news-000815	16	12	and	and	CCONJ
news-000815	16	13	even	even	ADV
news-000815	16	14	success	success	NOUN
news-000815	16	15	.	.	PUNCT
news-000815	16	16	”	"	PUNCT
news-000815	17	1	the	the	DET
news-000815	17	2	paper	paper	NOUN
news-000815	17	3	was	be	AUX
news-000815	17	4	prepared	prepare	VERB
news-000815	17	5	in	in	ADP
news-000815	17	6	collaboration	collaboration	NOUN
news-000815	17	7	with	with	ADP
news-000815	17	8	notre	notre	PROPN
news-000815	17	9	dame	dame	NOUN
news-000815	17	10	’s	’s	PART
news-000815	17	11	first	first	ADJ
news-000815	17	12	year	year	NOUN
news-000815	17	13	of	of	ADP
news-000815	17	14	studies	study	NOUN
news-000815	17	15	program	program	NOUN
news-000815	17	16	.	.	PUNCT
news-000815	18	1	the	the	DET
news-000815	18	2	authors	author	NOUN
news-000815	18	3	include	include	VERB
news-000815	18	4	aguiar	aguiar	NOUN
news-000815	18	5	,	,	PUNCT
news-000815	18	6	chawla	chawla	PROPN
news-000815	18	7	,	,	PUNCT
news-000815	18	8	ambrose	ambrose	PROPN
news-000815	18	9	,	,	PUNCT
news-000815	18	10	brockman	brockman	PROPN
news-000815	18	11	and	and	CCONJ
news-000815	18	12	victoria	victoria	PROPN
news-000815	18	13	goodrich	goodrich	PROPN
news-000815	18	14	,	,	PUNCT
news-000815	18	15	an	an	DET
news-000815	18	16	assistant	assistant	ADJ
news-000815	18	17	professional	professional	ADJ
news-000815	18	18	specialist	specialist	NOUN
news-000815	18	19	in	in	ADP
news-000815	18	20	the	the	DET
news-000815	18	21	college	college	NOUN
news-000815	18	22	of	of	ADP
news-000815	18	23	engineering	engineering	NOUN
news-000815	18	24	.	.	PUNCT
news-000815	19	1	the	the	DET
news-000815	19	2	research	research	NOUN
news-000815	19	3	was	be	AUX
news-000815	19	4	supported	support	VERB
news-000815	19	5	in	in	ADP
news-000815	19	6	part	part	NOUN
news-000815	19	7	by	by	ADP
news-000815	19	8	the	the	DET
news-000815	19	9	nsf	nsf	NOUN
news-000815	19	10	stem	stem	NOUN
news-000815	19	11	enhancement	enhancement	NOUN
news-000815	19	12	program	program	NOUN
news-000815	19	13	(	(	PUNCT
news-000815	19	14	step	step	NOUN
news-000815	19	15	)	)	PUNCT
news-000815	19	16	grant	grant	NOUN
news-000815	19	17	,	,	PUNCT
news-000815	19	18	titled	title	VERB
news-000815	19	19	“	"	PUNCT
news-000815	19	20	finding	find	VERB
news-000815	19	21	your	your	PRON
news-000815	19	22	vocation	vocation	NOUN
news-000815	19	23	in	in	ADP
news-000815	19	24	stem	stem	NOUN
news-000815	19	25	.	.	PUNCT
news-000815	19	26	”	"	PUNCT
news-000815	20	1	contact	contact	NOUN
news-000815	20	2	:	:	PUNCT
news-000815	20	3	nitesh	nitesh	PROPN
news-000815	20	4	chawla	chawla	PROPN
news-000815	20	5	,	,	PUNCT
news-000815	20	6	574	574	NUM
news-000815	20	7	-	-	PUNCT
news-000815	20	8	631	631	NUM
news-000815	20	9	-	-	PUNCT
news-000815	20	10	8716	8716	NUM
news-000815	20	11	,	,	PUNCT
news-000815	20	12	nchawla@nd.edu	nchawla@nd.edu	PROPN
news-000815	20	13	posted	post	VERB
news-000815	20	14	in	in	ADP
news-000815	20	15	:	:	PUNCT
news-000815	20	16	research	research	NOUN
news-000815	20	17	home	home	NOUN
news-000815	20	18	experts	expert	NOUN
news-000815	20	19	nd	nd	PROPN
news-000815	20	20	in	in	ADP
news-000815	20	21	the	the	DET
news-000815	20	22	news	news	NOUN
news-000815	20	23	subscribe	subscribe	NOUN
news-000815	20	24	about	about	ADP
news-000815	20	25	us	we	PRON
news-000815	20	26	related	related	ADJ
news-000815	20	27	october	october	PROPN
news-000815	20	28	05	05	NUM
news-000815	20	29	,	,	PUNCT
news-000815	20	30	2022	2022	NUM
news-000815	20	31	astrophysicists	astrophysicist	NOUN
news-000815	20	32	find	find	VERB
news-000815	20	33	evidence	evidence	NOUN
news-000815	20	34	for	for	ADP
news-000815	20	35	the	the	DET
news-000815	20	36	presence	presence	NOUN
news-000815	20	37	of	of	ADP
news-000815	20	38	the	the	DET
news-000815	20	39	first	first	ADJ
news-000815	20	40	stars	star	NOUN
news-000815	20	41	october	october	PROPN
news-000815	20	42	04	04	NUM
news-000815	20	43	,	,	PUNCT
news-000815	20	44	2022	2022	NUM
news-000815	20	45	nih	nih	PROPN
news-000815	20	46	awards	awards	PROPN
news-000815	20	47	$	$	SYM
news-000815	20	48	4	4	NUM
news-000815	20	49	million	million	NUM
news-000815	20	50	grant	grant	NOUN
news-000815	20	51	to	to	ADP
news-000815	20	52	psychologists	psychologist	NOUN
news-000815	20	53	researching	research	VERB
news-000815	20	54	suicide	suicide	NOUN
news-000815	20	55	prevention	prevention	NOUN
news-000815	20	56	september	september	PROPN
news-000815	20	57	29	29	NUM
news-000815	20	58	,	,	PUNCT
news-000815	20	59	2022	2022	NUM
news-000815	20	60	notre	notre	PROPN
news-000815	20	61	dame	dame	NOUN
news-000815	20	62	,	,	PUNCT
news-000815	20	63	ukrainian	ukrainian	PROPN
news-000815	20	64	catholic	catholic	PROPN
news-000815	20	65	university	university	PROPN
news-000815	20	66	launch	launch	VERB
news-000815	20	67	three	three	NUM
news-000815	20	68	new	new	ADJ
news-000815	20	69	research	research	NOUN
news-000815	20	70	grants	grant	NOUN
news-000815	20	71	september	september	PROPN
news-000815	20	72	27	27	NUM
news-000815	20	73	,	,	PUNCT
news-000815	20	74	2022	2022	NUM
news-000815	20	75	notre	notre	PROPN
news-000815	20	76	dame	dame	NOUN
news-000815	20	77	,	,	PUNCT
news-000815	20	78	trinity	trinity	PROPN
news-000815	20	79	college	college	PROPN
news-000815	20	80	dublin	dublin	PROPN
news-000815	20	81	engineers	engineer	NOUN
news-000815	20	82	join	join	VERB
news-000815	20	83	to	to	PART
news-000815	20	84	advance	advance	VERB
news-000815	20	85	novel	novel	NOUN
news-000815	20	86	treatment	treatment	NOUN
news-000815	20	87	for	for	ADP
news-000815	20	88	cystic	cystic	ADJ
news-000815	20	89	fibrosis	fibrosis	NOUN
news-000815	20	90	september	september	PROPN
news-000815	20	91	22	22	NUM
news-000815	20	92	,	,	PUNCT
news-000815	20	93	2022	2022	NUM
news-000815	20	94	climate	climate	NOUN
news-000815	20	95	-	-	PUNCT
news-000815	20	96	prepared	prepare	VERB
news-000815	20	97	countries	country	NOUN
news-000815	20	98	are	be	AUX
news-000815	20	99	losing	lose	VERB
news-000815	20	100	ground	ground	NOUN
news-000815	20	101	,	,	PUNCT
news-000815	20	102	latest	late	ADJ
news-000815	20	103	nd	nd	PROPN
news-000815	20	104	-	-	PUNCT
news-000815	20	105	gain	gain	NOUN
news-000815	20	106	index	index	NOUN
news-000815	20	107	shows	show	NOUN
news-000815	20	108	for	for	ADP
news-000815	20	109	the	the	DET
news-000815	20	110	media	medium	NOUN
news-000815	20	111	contact	contact	NOUN
news-000815	20	112	office	office	NOUN
news-000815	20	113	of	of	ADP
news-000815	20	114	public	public	ADJ
news-000815	20	115	affairs	affair	NOUN
news-000815	20	116	and	and	CCONJ
news-000815	20	117	communications	communication	NOUN
news-000815	20	118	notre	notre	PROPN
news-000815	20	119	dame	dame	PROPN
news-000815	20	120	news	news	NOUN
news-000815	20	121	500	500	NUM
news-000815	20	122	grace	grace	NOUN
news-000815	20	123	hall	hall	PROPN
news-000815	20	124	notre	notre	PROPN
news-000815	20	125	dame	dame	NOUN
news-000815	20	126	,	,	PUNCT
news-000815	20	127	in	in	ADP
news-000815	20	128	46556	46556	NUM
news-000815	20	129	usa	usa	PROPN
news-000815	20	130	facebook	facebook	PROPN
news-000815	20	131	twitter	twitter	PROPN
news-000815	20	132	instagram	instagram	PROPN
news-000815	20	133	youtube	youtube	PROPN
news-000815	20	134	pinterest	pinterest	PROPN
news-000815	20	135	©	©	NUM
news-000815	20	136	2022	2022	NUM
news-000815	20	137	university	university	PROPN
news-000815	20	138	of	of	ADP
news-000815	20	139	notre	notre	PROPN
news-000815	20	140	dame	dame	PROPN
news-000815	20	141	search	search	NOUN
news-000815	20	142	mobile	mobile	ADJ
news-000815	20	143	app	app	NOUN
news-000815	20	144	news	news	NOUN
news-000815	20	145	events	event	NOUN
news-000815	20	146	visit	visit	VERB
news-000815	20	147	accessibility	accessibility	NOUN
news-000815	20	148	facebook	facebook	PROPN
news-000815	20	149	twitter	twitter	PROPN
news-000815	20	150	instagram	instagram	PROPN
news-000815	20	151	youtube	youtube	PROPN
news-000815	20	152	linkedin	linkedin	VERB