id	sid	tid	token	lemma	pos
fcis-25098	1	1	frontiers	frontier	NOUN
fcis-25098	1	2	in	in	ADP
fcis-25098	1	3	computing	computing	NOUN
fcis-25098	1	4	and	and	CCONJ
fcis-25098	1	5	intelligent	intelligent	ADJ
fcis-25098	1	6	systems	system	NOUN
fcis-25098	1	7	issn	issn	VERB
fcis-25098	1	8	:	:	PUNCT
fcis-25098	1	9	2832	2832	NUM
fcis-25098	1	10	-	-	SYM
fcis-25098	1	11	6024	6024	NUM
fcis-25098	1	12	|	|	NOUN
fcis-25098	1	13	vol	vol	NOUN
fcis-25098	1	14	.	.	PROPN
fcis-25098	2	1	9	9	NUM
fcis-25098	2	2	,	,	PUNCT
fcis-25098	2	3	no	no	INTJ
fcis-25098	2	4	.	.	NOUN
fcis-25098	2	5	2	2	NUM
fcis-25098	2	6	,	,	PUNCT
fcis-25098	2	7	2024	2024	NUM
fcis-25098	2	8	18	18	NUM
fcis-25098	2	9	research	research	NOUN
fcis-25098	2	10	on	on	ADP
fcis-25098	2	11	the	the	DET
fcis-25098	2	12	association	association	NOUN
fcis-25098	2	13	analysis	analysis	NOUN
fcis-25098	2	14	of	of	ADP
fcis-25098	2	15	online	online	ADJ
fcis-25098	2	16	learning	learn	VERB
fcis-25098	2	17	behaviors	behavior	NOUN
fcis-25098	2	18	based	base	VERB
fcis-25098	2	19	on	on	ADP
fcis-25098	2	20	the	the	DET
fcis-25098	2	21	apriori	apriori	ADJ
fcis-25098	2	22	algorithm	algorithm	PROPN
fcis-25098	2	23	zheng	zheng	PROPN
fcis-25098	2	24	tang	tang	PROPN
fcis-25098	2	25	,	,	PUNCT
fcis-25098	2	26	zhengwei	zhengwei	PROPN
fcis-25098	2	27	jiang	jiang	PROPN
fcis-25098	2	28	,	,	PUNCT
fcis-25098	2	29	ying	ying	PROPN
fcis-25098	2	30	li	li	PROPN
fcis-25098	2	31	,	,	PUNCT
fcis-25098	2	32	haowei	haowei	PROPN
fcis-25098	2	33	yuan	yuan	PROPN
fcis-25098	2	34	,	,	PUNCT
fcis-25098	2	35	jiayu	jiayu	PROPN
fcis-25098	2	36	han	han	PROPN
fcis-25098	2	37	,	,	PUNCT
fcis-25098	2	38	chao	chao	PROPN
fcis-25098	2	39	chen	chen	PROPN
fcis-25098	3	1	*	*	PUNCT
fcis-25098	3	2	sichuan	sichuan	PROPN
fcis-25098	3	3	university	university	PROPN
fcis-25098	3	4	of	of	ADP
fcis-25098	3	5	science	science	PROPN
fcis-25098	3	6	&	&	CCONJ
fcis-25098	3	7	engineering	engineering	PROPN
fcis-25098	3	8	,	,	PUNCT
fcis-25098	3	9	yibin	yibin	PROPN
fcis-25098	3	10	,	,	PUNCT
fcis-25098	3	11	sichuan	sichuan	PROPN
fcis-25098	3	12	,	,	PUNCT
fcis-25098	3	13	china	china	PROPN
fcis-25098	3	14	*	*	PUNCT
fcis-25098	3	15	corresponding	correspond	VERB
fcis-25098	3	16	author	author	NOUN
fcis-25098	3	17	:	:	PUNCT
fcis-25098	3	18	chao	chao	PROPN
fcis-25098	3	19	chen	chen	PROPN
fcis-25098	3	20	(	(	PUNCT
fcis-25098	3	21	email	email	NOUN
fcis-25098	3	22	:	:	PUNCT
fcis-25098	3	23	81799516@qq.com	81799516@qq.com	NUM
fcis-25098	3	24	)	)	PUNCT
fcis-25098	3	25	abstract	abstract	NOUN
fcis-25098	3	26	:	:	PUNCT
fcis-25098	3	27	in	in	ADP
fcis-25098	3	28	the	the	DET
fcis-25098	3	29	context	context	NOUN
fcis-25098	3	30	of	of	ADP
fcis-25098	3	31	rapid	rapid	ADJ
fcis-25098	3	32	development	development	NOUN
fcis-25098	3	33	of	of	ADP
fcis-25098	3	34	information	information	NOUN
fcis-25098	3	35	technology	technology	NOUN
fcis-25098	3	36	,	,	PUNCT
fcis-25098	3	37	online	online	ADJ
fcis-25098	3	38	education	education	NOUN
fcis-25098	3	39	has	have	AUX
fcis-25098	3	40	become	become	VERB
fcis-25098	3	41	an	an	DET
fcis-25098	3	42	important	important	ADJ
fcis-25098	3	43	driving	driving	NOUN
fcis-25098	3	44	force	force	NOUN
fcis-25098	3	45	for	for	ADP
fcis-25098	3	46	innovation	innovation	NOUN
fcis-25098	3	47	in	in	ADP
fcis-25098	3	48	the	the	DET
fcis-25098	3	49	field	field	NOUN
fcis-25098	3	50	of	of	ADP
fcis-25098	3	51	education	education	NOUN
fcis-25098	3	52	.	.	PUNCT
fcis-25098	4	1	this	this	DET
fcis-25098	4	2	study	study	NOUN
fcis-25098	4	3	aims	aim	VERB
fcis-25098	4	4	to	to	PART
fcis-25098	4	5	deeply	deeply	ADV
fcis-25098	4	6	analyze	analyze	VERB
fcis-25098	4	7	the	the	DET
fcis-25098	4	8	intrinsic	intrinsic	ADJ
fcis-25098	4	9	connection	connection	NOUN
fcis-25098	4	10	between	between	ADP
fcis-25098	4	11	online	online	ADJ
fcis-25098	4	12	learning	learn	VERB
fcis-25098	4	13	behaviors	behavior	NOUN
fcis-25098	4	14	and	and	CCONJ
fcis-25098	4	15	students	student	NOUN
fcis-25098	4	16	’	'	PUNCT
fcis-25098	4	17	academic	academic	ADJ
fcis-25098	4	18	achievements	achievement	NOUN
fcis-25098	4	19	.	.	PUNCT
fcis-25098	5	1	by	by	ADP
fcis-25098	5	2	applying	apply	VERB
fcis-25098	5	3	the	the	DET
fcis-25098	5	4	apriori	apriori	ADJ
fcis-25098	5	5	algorithm	algorithm	NOUN
fcis-25098	5	6	to	to	ADP
fcis-25098	5	7	mine	mine	NOUN
fcis-25098	5	8	association	association	NOUN
fcis-25098	5	9	rules	rule	NOUN
fcis-25098	5	10	in	in	ADP
fcis-25098	5	11	learning	learn	VERB
fcis-25098	5	12	behavior	behavior	NOUN
fcis-25098	5	13	data	datum	NOUN
fcis-25098	5	14	,	,	PUNCT
fcis-25098	5	15	it	it	PRON
fcis-25098	5	16	reveals	reveal	VERB
fcis-25098	5	17	the	the	DET
fcis-25098	5	18	key	key	ADJ
fcis-25098	5	19	behavioral	behavioral	ADJ
fcis-25098	5	20	factors	factor	NOUN
fcis-25098	5	21	affecting	affect	VERB
fcis-25098	5	22	academic	academic	ADJ
fcis-25098	5	23	performance	performance	NOUN
fcis-25098	5	24	,	,	PUNCT
fcis-25098	5	25	providing	provide	VERB
fcis-25098	5	26	a	a	DET
fcis-25098	5	27	scientific	scientific	ADJ
fcis-25098	5	28	basis	basis	NOUN
fcis-25098	5	29	for	for	ADP
fcis-25098	5	30	optimizing	optimize	VERB
fcis-25098	5	31	online	online	ADJ
fcis-25098	5	32	teaching	teaching	NOUN
fcis-25098	5	33	strategies	strategy	NOUN
fcis-25098	5	34	and	and	CCONJ
fcis-25098	5	35	improving	improve	VERB
fcis-25098	5	36	learning	learn	VERB
fcis-25098	5	37	outcomes	outcome	NOUN
fcis-25098	5	38	.	.	PUNCT
fcis-25098	6	1	keywords	keyword	NOUN
fcis-25098	6	2	:	:	PUNCT
fcis-25098	6	3	online	online	ADJ
fcis-25098	6	4	learning	learn	VERB
fcis-25098	6	5	behaviors	behavior	NOUN
fcis-25098	6	6	;	;	PUNCT
fcis-25098	6	7	apriori	apriori	ADV
fcis-25098	6	8	algorithm	algorithm	NOUN
fcis-25098	6	9	;	;	PUNCT
fcis-25098	6	10	association	association	NOUN
fcis-25098	6	11	rule	rule	NOUN
fcis-25098	6	12	mining	mining	NOUN
fcis-25098	6	13	;	;	PUNCT
fcis-25098	6	14	teaching	teach	VERB
fcis-25098	6	15	optimization	optimization	NOUN
fcis-25098	6	16	.	.	PUNCT
fcis-25098	7	1	1	1	X
fcis-25098	7	2	.	.	X
fcis-25098	7	3	introduction	introduction	NOUN
fcis-25098	7	4	with	with	ADP
fcis-25098	7	5	the	the	DET
fcis-25098	7	6	continuous	continuous	ADJ
fcis-25098	7	7	evolution	evolution	NOUN
fcis-25098	7	8	and	and	CCONJ
fcis-25098	7	9	widespread	widespread	ADJ
fcis-25098	7	10	application	application	NOUN
fcis-25098	7	11	of	of	ADP
fcis-25098	7	12	information	information	NOUN
fcis-25098	7	13	technology	technology	NOUN
fcis-25098	7	14	,	,	PUNCT
fcis-25098	7	15	online	online	ADJ
fcis-25098	7	16	education	education	NOUN
fcis-25098	7	17	has	have	AUX
fcis-25098	7	18	emerged	emerge	VERB
fcis-25098	7	19	as	as	ADP
fcis-25098	7	20	a	a	DET
fcis-25098	7	21	prominent	prominent	ADJ
fcis-25098	7	22	topic	topic	NOUN
fcis-25098	7	23	,	,	PUNCT
fcis-25098	7	24	leading	lead	VERB
fcis-25098	7	25	the	the	DET
fcis-25098	7	26	trend	trend	NOUN
fcis-25098	7	27	of	of	ADP
fcis-25098	7	28	innovation	innovation	NOUN
fcis-25098	7	29	in	in	ADP
fcis-25098	7	30	the	the	DET
fcis-25098	7	31	field	field	NOUN
fcis-25098	7	32	of	of	ADP
fcis-25098	7	33	education	education	NOUN
fcis-25098	7	34	.	.	PUNCT
fcis-25098	8	1	online	online	ADJ
fcis-25098	8	2	education	education	NOUN
fcis-25098	8	3	,	,	PUNCT
fcis-25098	8	4	with	with	ADP
fcis-25098	8	5	its	its	PRON
fcis-25098	8	6	convenience	convenience	NOUN
fcis-25098	8	7	,	,	PUNCT
fcis-25098	8	8	has	have	AUX
fcis-25098	8	9	not	not	PART
fcis-25098	8	10	only	only	ADV
fcis-25098	8	11	greatly	greatly	ADV
fcis-25098	8	12	benefited	benefit	VERB
fcis-25098	8	13	students	student	NOUN
fcis-25098	8	14	but	but	CCONJ
fcis-25098	8	15	also	also	ADV
fcis-25098	8	16	led	lead	VERB
fcis-25098	8	17	to	to	ADP
fcis-25098	8	18	profound	profound	ADJ
fcis-25098	8	19	changes	change	NOUN
fcis-25098	8	20	in	in	ADP
fcis-25098	8	21	the	the	DET
fcis-25098	8	22	education	education	NOUN
fcis-25098	8	23	industry	industry	NOUN
fcis-25098	8	24	.	.	PUNCT
fcis-25098	9	1	in	in	ADP
fcis-25098	9	2	many	many	ADJ
fcis-25098	9	3	situations	situation	NOUN
fcis-25098	9	4	,	,	PUNCT
fcis-25098	9	5	due	due	ADP
fcis-25098	9	6	to	to	ADP
fcis-25098	9	7	various	various	ADJ
fcis-25098	9	8	constraints	constraint	NOUN
fcis-25098	9	9	,	,	PUNCT
fcis-25098	9	10	traditional	traditional	ADJ
fcis-25098	9	11	classroom	classroom	NOUN
fcis-25098	9	12	environments	environment	NOUN
fcis-25098	9	13	often	often	ADV
fcis-25098	9	14	fail	fail	VERB
fcis-25098	9	15	to	to	PART
fcis-25098	9	16	meet	meet	VERB
fcis-25098	9	17	students	student	NOUN
fcis-25098	9	18	’	'	PUNCT
fcis-25098	9	19	pursuit	pursuit	NOUN
fcis-25098	9	20	of	of	ADP
fcis-25098	9	21	efficient	efficient	ADJ
fcis-25098	9	22	learning	learning	NOUN
fcis-25098	9	23	.	.	PUNCT
fcis-25098	10	1	online	online	ADJ
fcis-25098	10	2	education	education	NOUN
fcis-25098	10	3	platforms	platform	NOUN
fcis-25098	10	4	,	,	PUNCT
fcis-25098	10	5	with	with	ADP
fcis-25098	10	6	their	their	PRON
fcis-25098	10	7	flexibility	flexibility	NOUN
fcis-25098	10	8	and	and	CCONJ
fcis-25098	10	9	personalized	personalized	ADJ
fcis-25098	10	10	teaching	teaching	NOUN
fcis-25098	10	11	models	model	NOUN
fcis-25098	10	12	,	,	PUNCT
fcis-25098	10	13	can	can	AUX
fcis-25098	10	14	fill	fill	VERB
fcis-25098	10	15	this	this	DET
fcis-25098	10	16	gap	gap	NOUN
fcis-25098	10	17	and	and	CCONJ
fcis-25098	10	18	precisely	precisely	ADV
fcis-25098	10	19	meet	meet	VERB
fcis-25098	10	20	the	the	DET
fcis-25098	10	21	diverse	diverse	ADJ
fcis-25098	10	22	learning	learning	NOUN
fcis-25098	10	23	needs	need	NOUN
fcis-25098	10	24	of	of	ADP
fcis-25098	10	25	students	student	NOUN
fcis-25098	10	26	.	.	PUNCT
fcis-25098	11	1	it	it	PRON
fcis-25098	11	2	is	be	AUX
fcis-25098	11	3	worth	worth	ADJ
fcis-25098	11	4	noting	note	VERB
fcis-25098	11	5	that	that	SCONJ
fcis-25098	11	6	although	although	SCONJ
fcis-25098	11	7	online	online	ADJ
fcis-25098	11	8	education	education	NOUN
fcis-25098	11	9	platforms	platform	NOUN
fcis-25098	11	10	have	have	AUX
fcis-25098	11	11	accumulated	accumulate	VERB
fcis-25098	11	12	massive	massive	ADJ
fcis-25098	11	13	amounts	amount	NOUN
fcis-25098	11	14	of	of	ADP
fcis-25098	11	15	data	datum	NOUN
fcis-25098	11	16	,	,	PUNCT
fcis-25098	11	17	covering	cover	VERB
fcis-25098	11	18	various	various	ADJ
fcis-25098	11	19	dimensions	dimension	NOUN
fcis-25098	11	20	such	such	ADJ
fcis-25098	11	21	as	as	ADP
fcis-25098	11	22	students	student	NOUN
fcis-25098	11	23	’	'	PUNCT
fcis-25098	11	24	learning	learn	VERB
fcis-25098	11	25	behaviors	behavior	NOUN
fcis-25098	11	26	,	,	PUNCT
fcis-25098	11	27	activity	activity	NOUN
fcis-25098	11	28	trajectories	trajectory	NOUN
fcis-25098	11	29	,	,	PUNCT
fcis-25098	11	30	and	and	CCONJ
fcis-25098	11	31	academic	academic	ADJ
fcis-25098	11	32	performance	performance	NOUN
fcis-25098	11	33	,	,	PUNCT
fcis-25098	11	34	the	the	DET
fcis-25098	11	35	potential	potential	ADJ
fcis-25098	11	36	value	value	NOUN
fcis-25098	11	37	of	of	ADP
fcis-25098	11	38	this	this	DET
fcis-25098	11	39	data	data	NOUN
fcis-25098	11	40	has	have	AUX
fcis-25098	11	41	not	not	PART
fcis-25098	11	42	yet	yet	ADV
fcis-25098	11	43	been	be	AUX
fcis-25098	11	44	fully	fully	ADV
fcis-25098	11	45	realized	realize	VERB
fcis-25098	11	46	.	.	PUNCT
fcis-25098	12	1	effective	effective	ADJ
fcis-25098	12	2	data	datum	NOUN
fcis-25098	12	3	mining	mining	NOUN
fcis-25098	12	4	and	and	CCONJ
fcis-25098	12	5	analysis	analysis	NOUN
fcis-25098	12	6	would	would	AUX
fcis-25098	12	7	undoubtedly	undoubtedly	ADV
fcis-25098	12	8	unlock	unlock	VERB
fcis-25098	12	9	much	much	ADJ
fcis-25098	12	10	meaningful	meaningful	ADJ
fcis-25098	12	11	information	information	NOUN
fcis-25098	12	12	,	,	PUNCT
fcis-25098	12	13	further	far	ADV
fcis-25098	12	14	promoting	promote	VERB
fcis-25098	12	15	the	the	DET
fcis-25098	12	16	improvement	improvement	NOUN
fcis-25098	12	17	of	of	ADP
fcis-25098	12	18	educational	educational	ADJ
fcis-25098	12	19	quality	quality	NOUN
fcis-25098	12	20	and	and	CCONJ
fcis-25098	12	21	learning	learn	VERB
fcis-25098	12	22	outcomes	outcome	NOUN
fcis-25098	12	23	.	.	PUNCT
fcis-25098	13	1	in	in	ADP
fcis-25098	13	2	the	the	DET
fcis-25098	13	3	field	field	NOUN
fcis-25098	13	4	of	of	ADP
fcis-25098	13	5	educational	educational	ADJ
fcis-25098	13	6	data	datum	NOUN
fcis-25098	13	7	mining	mining	NOUN
fcis-25098	13	8	and	and	CCONJ
fcis-25098	13	9	analysis	analysis	NOUN
fcis-25098	13	10	,	,	PUNCT
fcis-25098	13	11	scholars	scholar	NOUN
fcis-25098	13	12	have	have	AUX
fcis-25098	13	13	continuously	continuously	ADV
fcis-25098	13	14	explored	explore	VERB
fcis-25098	13	15	more	more	ADV
fcis-25098	13	16	efficient	efficient	ADJ
fcis-25098	13	17	methods	method	NOUN
fcis-25098	13	18	to	to	PART
fcis-25098	13	19	understand	understand	VERB
fcis-25098	13	20	students	student	NOUN
fcis-25098	13	21	’	'	PUNCT
fcis-25098	13	22	learning	learn	VERB
fcis-25098	13	23	behaviors	behavior	NOUN
fcis-25098	13	24	and	and	CCONJ
fcis-25098	13	25	their	their	PRON
fcis-25098	13	26	impact	impact	NOUN
fcis-25098	13	27	on	on	ADP
fcis-25098	13	28	academic	academic	ADJ
fcis-25098	13	29	performance	performance	NOUN
fcis-25098	13	30	.	.	PUNCT
fcis-25098	14	1	chen	chen	PROPN
fcis-25098	14	2	jinyin	jinyin	PROPN
fcis-25098	14	3	et	et	PROPN
fcis-25098	14	4	al.[1	al.[1	PROPN
fcis-25098	14	5	]	]	PUNCT
fcis-25098	14	6	predicted	predict	VERB
fcis-25098	14	7	the	the	DET
fcis-25098	14	8	academic	academic	ADJ
fcis-25098	14	9	performance	performance	NOUN
fcis-25098	14	10	of	of	ADP
fcis-25098	14	11	online	online	ADJ
fcis-25098	14	12	learners	learner	NOUN
fcis-25098	14	13	using	use	VERB
fcis-25098	14	14	a	a	DET
fcis-25098	14	15	bp	bp	PROPN
fcis-25098	14	16	neural	neural	ADJ
fcis-25098	14	17	network	network	NOUN
fcis-25098	14	18	,	,	PUNCT
fcis-25098	14	19	combined	combine	VERB
fcis-25098	14	20	with	with	ADP
fcis-25098	14	21	actual	actual	ADJ
fcis-25098	14	22	entropy	entropy	NOUN
fcis-25098	14	23	analysis	analysis	NOUN
fcis-25098	14	24	,	,	PUNCT
fcis-25098	14	25	revealing	reveal	VERB
fcis-25098	14	26	the	the	DET
fcis-25098	14	27	regularity	regularity	NOUN
fcis-25098	14	28	of	of	ADP
fcis-25098	14	29	online	online	ADJ
fcis-25098	14	30	learning	learn	VERB
fcis-25098	14	31	behaviors	behavior	NOUN
fcis-25098	14	32	and	and	CCONJ
fcis-25098	14	33	their	their	PRON
fcis-25098	14	34	positive	positive	ADJ
fcis-25098	14	35	correlation	correlation	NOUN
fcis-25098	14	36	with	with	ADP
fcis-25098	14	37	offline	offline	ADJ
fcis-25098	14	38	performance	performance	NOUN
fcis-25098	14	39	.	.	PUNCT
fcis-25098	15	1	lin	lin	PROPN
fcis-25098	15	2	pengfei	pengfei	PROPN
fcis-25098	15	3	et	et	PROPN
fcis-25098	15	4	al.[2	al.[2	PROPN
fcis-25098	15	5	]	]	PUNCT
fcis-25098	15	6	used	use	VERB
fcis-25098	15	7	a	a	DET
fcis-25098	15	8	deep	deep	ADJ
fcis-25098	15	9	neural	neural	ADJ
fcis-25098	15	10	network	network	NOUN
fcis-25098	15	11	(	(	PUNCT
fcis-25098	15	12	dnn	dnn	PROPN
fcis-25098	15	13	)	)	PUNCT
fcis-25098	15	14	to	to	PART
fcis-25098	15	15	predict	predict	VERB
fcis-25098	15	16	the	the	DET
fcis-25098	15	17	performance	performance	NOUN
fcis-25098	15	18	of	of	ADP
fcis-25098	15	19	mooc	mooc	NOUN
fcis-25098	15	20	learners	learner	NOUN
fcis-25098	15	21	more	more	ADV
fcis-25098	15	22	accurately	accurately	ADV
fcis-25098	15	23	than	than	ADP
fcis-25098	15	24	linear	linear	ADJ
fcis-25098	15	25	regression	regression	NOUN
fcis-25098	15	26	,	,	PUNCT
fcis-25098	15	27	identifying	identify	VERB
fcis-25098	15	28	potential	potential	ADJ
fcis-25098	15	29	dropout	dropout	NOUN
fcis-25098	15	30	risks	risk	NOUN
fcis-25098	15	31	and	and	CCONJ
fcis-25098	15	32	implementing	implement	VERB
fcis-25098	15	33	personalized	personalized	ADJ
fcis-25098	15	34	teaching	teaching	NOUN
fcis-25098	15	35	interventions	intervention	NOUN
fcis-25098	15	36	,	,	PUNCT
fcis-25098	15	37	significantly	significantly	ADV
fcis-25098	15	38	improving	improve	VERB
fcis-25098	15	39	course	course	NOUN
fcis-25098	15	40	completion	completion	NOUN
fcis-25098	15	41	rates	rate	NOUN
fcis-25098	15	42	.	.	PUNCT
fcis-25098	16	1	bai	bai	PROPN
fcis-25098	16	2	jieqiong	jieqiong	PROPN
fcis-25098	16	3	et	et	PROPN
fcis-25098	16	4	al.[3	al.[3	PROPN
fcis-25098	16	5	]	]	PUNCT
fcis-25098	16	6	explored	explore	VERB
fcis-25098	16	7	student	student	NOUN
fcis-25098	16	8	collaborative	collaborative	ADJ
fcis-25098	16	9	learning	learn	VERB
fcis-25098	16	10	behavior	behavior	NOUN
fcis-25098	16	11	patterns	pattern	NOUN
fcis-25098	16	12	using	use	VERB
fcis-25098	16	13	lag	lag	NOUN
fcis-25098	16	14	sequential	sequential	ADJ
fcis-25098	16	15	analysis	analysis	NOUN
fcis-25098	16	16	(	(	PUNCT
fcis-25098	16	17	lsa	lsa	NOUN
fcis-25098	16	18	)	)	PUNCT
fcis-25098	16	19	,	,	PUNCT
fcis-25098	16	20	finding	find	VERB
fcis-25098	16	21	that	that	SCONJ
fcis-25098	16	22	collaborative	collaborative	ADJ
fcis-25098	16	23	learning	learning	NOUN
fcis-25098	16	24	promotes	promote	VERB
fcis-25098	16	25	higher	high	ADJ
fcis-25098	16	26	-	-	PUNCT
fcis-25098	16	27	order	order	NOUN
fcis-25098	16	28	thinking	thinking	NOUN
fcis-25098	16	29	and	and	CCONJ
fcis-25098	16	30	knowledge	knowledge	NOUN
fcis-25098	16	31	construction	construction	NOUN
fcis-25098	16	32	,	,	PUNCT
fcis-25098	16	33	clarifying	clarify	VERB
fcis-25098	16	34	the	the	DET
fcis-25098	16	35	key	key	ADJ
fcis-25098	16	36	behavioral	behavioral	ADJ
fcis-25098	16	37	sequences	sequence	NOUN
fcis-25098	16	38	of	of	ADP
fcis-25098	16	39	effective	effective	ADJ
fcis-25098	16	40	collaborative	collaborative	ADJ
fcis-25098	16	41	learning	learning	NOUN
fcis-25098	16	42	and	and	CCONJ
fcis-25098	16	43	providing	provide	VERB
fcis-25098	16	44	specific	specific	ADJ
fcis-25098	16	45	guidance	guidance	NOUN
fcis-25098	16	46	for	for	ADP
fcis-25098	16	47	teachers	teacher	NOUN
fcis-25098	16	48	.	.	PUNCT
fcis-25098	17	1	pu	pu	PROPN
fcis-25098	17	2	yunwei	yunwei	PROPN
fcis-25098	17	3	et	et	PROPN
fcis-25098	17	4	al.[4	al.[4	PROPN
fcis-25098	17	5	]	]	PUNCT
fcis-25098	17	6	developed	develop	VERB
fcis-25098	17	7	an	an	DET
fcis-25098	17	8	integrated	integrate	VERB
fcis-25098	17	9	classification	classification	NOUN
fcis-25098	17	10	model	model	NOUN
fcis-25098	17	11	based	base	VERB
fcis-25098	17	12	on	on	ADP
fcis-25098	17	13	mlp	mlp	NOUN
fcis-25098	17	14	-	-	PUNCT
fcis-25098	17	15	bagging	bagging	NOUN
fcis-25098	17	16	,	,	PUNCT
fcis-25098	17	17	successfully	successfully	ADV
fcis-25098	17	18	classifying	classify	VERB
fcis-25098	17	19	the	the	DET
fcis-25098	17	20	behaviors	behavior	NOUN
fcis-25098	17	21	of	of	ADP
fcis-25098	17	22	online	online	ADJ
fcis-25098	17	23	learners	learner	NOUN
fcis-25098	17	24	,	,	PUNCT
fcis-25098	17	25	revealing	reveal	VERB
fcis-25098	17	26	the	the	DET
fcis-25098	17	27	characteristics	characteristic	NOUN
fcis-25098	17	28	of	of	ADP
fcis-25098	17	29	different	different	ADJ
fcis-25098	17	30	learner	learner	NOUN
fcis-25098	17	31	groups	group	NOUN
fcis-25098	17	32	,	,	PUNCT
fcis-25098	17	33	and	and	CCONJ
fcis-25098	17	34	improving	improve	VERB
fcis-25098	17	35	the	the	DET
fcis-25098	17	36	classification	classification	NOUN
fcis-25098	17	37	accuracy	accuracy	NOUN
fcis-25098	17	38	rate	rate	NOUN
fcis-25098	17	39	to	to	ADP
fcis-25098	17	40	98.72	98.72	NUM
fcis-25098	17	41	%	%	NOUN
fcis-25098	17	42	,	,	PUNCT
fcis-25098	17	43	demonstrating	demonstrate	VERB
fcis-25098	17	44	the	the	DET
fcis-25098	17	45	practical	practical	ADJ
fcis-25098	17	46	application	application	NOUN
fcis-25098	17	47	value	value	NOUN
fcis-25098	17	48	of	of	ADP
fcis-25098	17	49	the	the	DET
fcis-25098	17	50	model	model	NOUN
fcis-25098	17	51	in	in	ADP
fcis-25098	17	52	learning	learn	VERB
fcis-25098	17	53	behavior	behavior	NOUN
fcis-25098	17	54	analysis	analysis	NOUN
fcis-25098	17	55	.	.	PUNCT
fcis-25098	18	1	these	these	DET
fcis-25098	18	2	studies	study	NOUN
fcis-25098	18	3	not	not	PART
fcis-25098	18	4	only	only	ADV
fcis-25098	18	5	showcase	showcase	VERB
fcis-25098	18	6	the	the	DET
fcis-25098	18	7	powerful	powerful	ADJ
fcis-25098	18	8	potential	potential	NOUN
fcis-25098	18	9	of	of	ADP
fcis-25098	18	10	data	data	NOUN
fcis-25098	18	11	-	-	PUNCT
fcis-25098	18	12	driven	drive	VERB
fcis-25098	18	13	educational	educational	ADJ
fcis-25098	18	14	analysis	analysis	NOUN
fcis-25098	18	15	but	but	CCONJ
fcis-25098	18	16	also	also	ADV
fcis-25098	18	17	provide	provide	VERB
fcis-25098	18	18	educators	educator	NOUN
fcis-25098	18	19	with	with	ADP
fcis-25098	18	20	strategic	strategic	ADJ
fcis-25098	18	21	bases	basis	NOUN
fcis-25098	18	22	to	to	PART
fcis-25098	18	23	optimize	optimize	VERB
fcis-25098	18	24	the	the	DET
fcis-25098	18	25	online	online	ADJ
fcis-25098	18	26	teaching	teaching	NOUN
fcis-25098	18	27	environment	environment	NOUN
fcis-25098	18	28	and	and	CCONJ
fcis-25098	18	29	promote	promote	VERB
fcis-25098	18	30	the	the	DET
fcis-25098	18	31	improvement	improvement	NOUN
fcis-25098	18	32	of	of	ADP
fcis-25098	18	33	student	student	NOUN
fcis-25098	18	34	learning	learn	VERB
fcis-25098	18	35	outcomes	outcome	NOUN
fcis-25098	18	36	.	.	PUNCT
fcis-25098	19	1	2	2	X
fcis-25098	19	2	.	.	X
fcis-25098	19	3	apriori	apriori	PROPN
fcis-25098	19	4	association	association	NOUN
fcis-25098	19	5	analysis	analysis	NOUN
fcis-25098	19	6	algorithm	algorithm	NOUN
fcis-25098	19	7	2.1	2.1	NUM
fcis-25098	19	8	.	.	PUNCT
fcis-25098	20	1	algorithm	algorithm	NOUN
fcis-25098	20	2	principles	principle	VERB
fcis-25098	20	3	the	the	DET
fcis-25098	20	4	apriori	apriori	ADJ
fcis-25098	20	5	algorithm	algorithm	NOUN
fcis-25098	20	6	is	be	AUX
fcis-25098	20	7	a	a	DET
fcis-25098	20	8	classic	classic	ADJ
fcis-25098	20	9	algorithm	algorithm	NOUN
fcis-25098	20	10	used	use	VERB
fcis-25098	20	11	for	for	ADP
fcis-25098	20	12	frequent	frequent	ADJ
fcis-25098	20	13	itemset	itemset	NOUN
fcis-25098	20	14	mining	mining	NOUN
fcis-25098	20	15	and	and	CCONJ
fcis-25098	20	16	association	association	NOUN
fcis-25098	20	17	rule	rule	NOUN
fcis-25098	20	18	learning	learning	NOUN
fcis-25098	20	19	.	.	PUNCT
fcis-25098	21	1	it	it	PRON
fcis-25098	21	2	is	be	AUX
fcis-25098	21	3	primarily	primarily	ADV
fcis-25098	21	4	used	use	VERB
fcis-25098	21	5	to	to	PART
fcis-25098	21	6	find	find	VERB
fcis-25098	21	7	frequent	frequent	ADJ
fcis-25098	21	8	itemsets	itemset	NOUN
fcis-25098	21	9	in	in	ADP
fcis-25098	21	10	a	a	DET
fcis-25098	21	11	dataset	dataset	NOUN
fcis-25098	21	12	,	,	PUNCT
fcis-25098	21	13	which	which	PRON
fcis-25098	21	14	are	be	AUX
fcis-25098	21	15	combinations	combination	NOUN
fcis-25098	21	16	of	of	ADP
fcis-25098	21	17	items	item	NOUN
fcis-25098	21	18	that	that	PRON
fcis-25098	21	19	often	often	ADV
fcis-25098	21	20	appear	appear	VERB
fcis-25098	21	21	together	together	ADV
fcis-25098	21	22	,	,	PUNCT
fcis-25098	21	23	and	and	CCONJ
fcis-25098	21	24	to	to	PART
fcis-25098	21	25	further	far	ADV
fcis-25098	21	26	generate	generate	VERB
fcis-25098	21	27	association	association	NOUN
fcis-25098	21	28	rules	rule	NOUN
fcis-25098	21	29	,	,	PUNCT
fcis-25098	21	30	which	which	PRON
fcis-25098	21	31	are	be	AUX
fcis-25098	21	32	rules	rule	NOUN
fcis-25098	21	33	indicating	indicate	VERB
fcis-25098	21	34	that	that	SCONJ
fcis-25098	21	35	one	one	NUM
fcis-25098	21	36	event	event	NOUN
fcis-25098	21	37	often	often	ADV
fcis-25098	21	38	occurs	occur	VERB
fcis-25098	21	39	when	when	SCONJ
fcis-25098	21	40	another	another	DET
fcis-25098	21	41	event	event	NOUN
fcis-25098	21	42	happens	happen	VERB
fcis-25098	21	43	[	[	X
fcis-25098	21	44	5	5	NUM
fcis-25098	21	45	]	]	PUNCT
fcis-25098	21	46	.	.	PUNCT
fcis-25098	22	1	the	the	DET
fcis-25098	22	2	core	core	NOUN
fcis-25098	22	3	of	of	ADP
fcis-25098	22	4	the	the	DET
fcis-25098	22	5	apriori	apriori	ADJ
fcis-25098	22	6	algorithm	algorithm	NOUN
fcis-25098	22	7	is	be	AUX
fcis-25098	22	8	based	base	VERB
fcis-25098	22	9	on	on	ADP
fcis-25098	22	10	a	a	DET
fcis-25098	22	11	fundamental	fundamental	ADJ
fcis-25098	22	12	principle	principle	NOUN
fcis-25098	22	13	:	:	PUNCT
fcis-25098	22	14	if	if	SCONJ
fcis-25098	22	15	a	a	DET
fcis-25098	22	16	set	set	NOUN
fcis-25098	22	17	of	of	ADP
fcis-25098	22	18	items	item	NOUN
fcis-25098	22	19	is	be	AUX
fcis-25098	22	20	frequent	frequent	ADJ
fcis-25098	22	21	,	,	PUNCT
fcis-25098	22	22	then	then	ADV
fcis-25098	22	23	all	all	PRON
fcis-25098	22	24	of	of	ADP
fcis-25098	22	25	its	its	PRON
fcis-25098	22	26	subsets	subset	NOUN
fcis-25098	22	27	must	must	AUX
fcis-25098	22	28	also	also	ADV
fcis-25098	22	29	be	be	AUX
fcis-25098	22	30	frequent	frequent	ADJ
fcis-25098	22	31	.	.	PUNCT
fcis-25098	23	1	support	support	NOUN
fcis-25098	23	2	calculation	calculation	NOUN
fcis-25098	23	3	:	:	PUNCT
fcis-25098	23	4	support	support	NOUN
fcis-25098	23	5	refers	refer	VERB
fcis-25098	23	6	to	to	ADP
fcis-25098	23	7	the	the	DET
fcis-25098	23	8	frequency	frequency	NOUN
fcis-25098	23	9	at	at	ADP
fcis-25098	23	10	which	which	PRON
fcis-25098	23	11	an	an	DET
fcis-25098	23	12	itemset	itemset	NOUN
fcis-25098	23	13	appears	appear	VERB
fcis-25098	23	14	in	in	ADP
fcis-25098	23	15	all	all	DET
fcis-25098	23	16	transactions	transaction	NOUN
fcis-25098	23	17	.	.	PUNCT
fcis-25098	24	1	the	the	DET
fcis-25098	24	2	apriori	apriori	ADJ
fcis-25098	24	3	algorithm	algorithm	NOUN
fcis-25098	24	4	first	first	ADV
fcis-25098	24	5	calculates	calculate	VERB
fcis-25098	24	6	the	the	DET
fcis-25098	24	7	support	support	NOUN
fcis-25098	24	8	for	for	ADP
fcis-25098	24	9	all	all	DET
fcis-25098	24	10	individual	individual	ADJ
fcis-25098	24	11	items	item	NOUN
fcis-25098	24	12	in	in	ADP
fcis-25098	24	13	the	the	DET
fcis-25098	24	14	dataset	dataset	NOUN
fcis-25098	24	15	and	and	CCONJ
fcis-25098	24	16	then	then	ADV
fcis-25098	24	17	filters	filter	VERB
fcis-25098	24	18	out	out	ADP
fcis-25098	24	19	the	the	DET
fcis-25098	24	20	frequent	frequent	ADJ
fcis-25098	24	21	single	single	ADJ
fcis-25098	24	22	items	item	NOUN
fcis-25098	24	23	based	base	VERB
fcis-25098	24	24	on	on	ADP
fcis-25098	24	25	the	the	DET
fcis-25098	24	26	user	user	NOUN
fcis-25098	24	27	-	-	PUNCT
fcis-25098	24	28	defined	define	VERB
fcis-25098	24	29	minimum	minimum	NOUN
fcis-25098	24	30	support	support	NOUN
fcis-25098	24	31	threshold	threshold	NOUN
fcis-25098	24	32	.	.	PUNCT
fcis-25098	25	1	the	the	DET
fcis-25098	25	2	formula	formula	NOUN
fcis-25098	25	3	for	for	ADP
fcis-25098	25	4	calculating	calculate	VERB
fcis-25098	25	5	support	support	NOUN
fcis-25098	25	6	is	be	AUX
fcis-25098	25	7	:	:	PUNCT
fcis-25098	25	8	support	support	NOUN
fcis-25098	25	9	x	x	SYM
fcis-25098	25	10	count	count	VERB
fcis-25098	25	11	x	x	SYM
fcis-25098	25	12	total	total	ADJ
fcis-25098	25	13	transactions	transaction	NOUN
fcis-25098	25	14	1	1	NUM
fcis-25098	25	15	frequent	frequent	ADJ
fcis-25098	25	16	itemset	itemset	NOUN
fcis-25098	25	17	generation	generation	NOUN
fcis-25098	25	18	:	:	PUNCT
fcis-25098	25	19	once	once	SCONJ
fcis-25098	25	20	frequent	frequent	ADJ
fcis-25098	25	21	single	single	ADJ
fcis-25098	25	22	items	item	NOUN
fcis-25098	25	23	are	be	AUX
fcis-25098	25	24	found	find	VERB
fcis-25098	25	25	,	,	PUNCT
fcis-25098	25	26	the	the	DET
fcis-25098	25	27	algorithm	algorithm	NOUN
fcis-25098	25	28	combines	combine	VERB
fcis-25098	25	29	these	these	DET
fcis-25098	25	30	items	item	NOUN
fcis-25098	25	31	to	to	PART
fcis-25098	25	32	form	form	VERB
fcis-25098	25	33	pairs	pair	NOUN
fcis-25098	25	34	and	and	CCONJ
fcis-25098	25	35	calculates	calculate	VERB
fcis-25098	25	36	the	the	DET
fcis-25098	25	37	support	support	NOUN
fcis-25098	25	38	for	for	ADP
fcis-25098	25	39	these	these	DET
fcis-25098	25	40	pairs	pair	NOUN
fcis-25098	25	41	.	.	PUNCT
fcis-25098	26	1	then	then	ADV
fcis-25098	26	2	,	,	PUNCT
fcis-25098	26	3	based	base	VERB
fcis-25098	26	4	on	on	ADP
fcis-25098	26	5	the	the	DET
fcis-25098	26	6	minimum	minimum	ADJ
fcis-25098	26	7	support	support	NOUN
fcis-25098	26	8	threshold	threshold	NOUN
fcis-25098	26	9	,	,	PUNCT
fcis-25098	26	10	it	it	PRON
fcis-25098	26	11	filters	filter	VERB
fcis-25098	26	12	out	out	ADP
fcis-25098	26	13	the	the	DET
fcis-25098	26	14	frequent	frequent	ADJ
fcis-25098	26	15	itemsets	itemset	NOUN
fcis-25098	26	16	of	of	ADP
fcis-25098	26	17	two	two	NUM
fcis-25098	26	18	items	item	NOUN
fcis-25098	26	19	.	.	PUNCT
fcis-25098	27	1	this	this	DET
fcis-25098	27	2	process	process	NOUN
fcis-25098	27	3	is	be	AUX
fcis-25098	27	4	repeated	repeat	VERB
fcis-25098	27	5	iteratively	iteratively	ADV
fcis-25098	27	6	,	,	PUNCT
fcis-25098	27	7	forming	form	VERB
fcis-25098	27	8	combinations	combination	NOUN
fcis-25098	27	9	of	of	ADP
fcis-25098	27	10	more	more	ADJ
fcis-25098	27	11	items	item	NOUN
fcis-25098	27	12	,	,	PUNCT
fcis-25098	27	13	until	until	SCONJ
fcis-25098	27	14	no	no	DET
fcis-25098	27	15	new	new	ADJ
fcis-25098	27	16	frequent	frequent	ADJ
fcis-25098	27	17	itemsets	itemset	NOUN
fcis-25098	27	18	can	can	AUX
fcis-25098	27	19	be	be	AUX
fcis-25098	27	20	generated	generate	VERB
fcis-25098	27	21	.	.	PUNCT
fcis-25098	28	1	association	association	NOUN
fcis-25098	28	2	rule	rule	NOUN
fcis-25098	28	3	generation	generation	NOUN
fcis-25098	28	4	:	:	PUNCT
fcis-25098	28	5	after	after	ADP
fcis-25098	28	6	finding	find	VERB
fcis-25098	28	7	the	the	DET
fcis-25098	28	8	frequent	frequent	ADJ
fcis-25098	28	9	itemsets	itemset	NOUN
fcis-25098	28	10	,	,	PUNCT
fcis-25098	28	11	the	the	DET
fcis-25098	28	12	algorithm	algorithm	NOUN
fcis-25098	28	13	generates	generate	VERB
fcis-25098	28	14	association	association	NOUN
fcis-25098	28	15	rules	rule	NOUN
fcis-25098	28	16	.	.	PUNCT
fcis-25098	29	1	each	each	DET
fcis-25098	29	2	association	association	NOUN
fcis-25098	29	3	rule	rule	NOUN
fcis-25098	29	4	consists	consist	VERB
fcis-25098	29	5	of	of	ADP
fcis-25098	29	6	an	an	DET
fcis-25098	29	7	antecedent	antecedent	NOUN
fcis-25098	29	8	(	(	PUNCT
fcis-25098	29	9	if	if	SCONJ
fcis-25098	29	10	part	part	NOUN
fcis-25098	29	11	)	)	PUNCT
fcis-25098	29	12	and	and	CCONJ
fcis-25098	29	13	a	a	DET
fcis-25098	29	14	consequent	consequent	NOUN
fcis-25098	29	15	(	(	PUNCT
fcis-25098	29	16	then	then	ADV
fcis-25098	29	17	part	part	NOUN
fcis-25098	29	18	)	)	PUNCT
fcis-25098	29	19	.	.	PUNCT
fcis-25098	30	1	to	to	PART
fcis-25098	30	2	evaluate	evaluate	VERB
fcis-25098	30	3	the	the	DET
fcis-25098	30	4	effectiveness	effectiveness	NOUN
fcis-25098	30	5	of	of	ADP
fcis-25098	30	6	these	these	DET
fcis-25098	30	7	rules	rule	NOUN
fcis-25098	30	8	,	,	PUNCT
fcis-25098	30	9	confidence	confidence	NOUN
fcis-25098	30	10	is	be	AUX
fcis-25098	30	11	typically	typically	ADV
fcis-25098	30	12	used	use	VERB
fcis-25098	30	13	.	.	PUNCT
fcis-25098	31	1	confidence	confidence	NOUN
fcis-25098	31	2	is	be	AUX
fcis-25098	31	3	the	the	DET
fcis-25098	31	4	probability	probability	NOUN
fcis-25098	31	5	that	that	SCONJ
fcis-25098	31	6	the	the	DET
fcis-25098	31	7	consequent	consequent	NOUN
fcis-25098	31	8	will	will	AUX
fcis-25098	31	9	occur	occur	VERB
fcis-25098	31	10	given	give	VERB
fcis-25098	31	11	that	that	SCONJ
fcis-25098	31	12	the	the	DET
fcis-25098	31	13	antecedent	antecedent	NOUN
fcis-25098	31	14	has	have	AUX
fcis-25098	31	15	occurred	occur	VERB
fcis-25098	31	16	,	,	PUNCT
fcis-25098	31	17	and	and	CCONJ
fcis-25098	31	18	the	the	DET
fcis-25098	31	19	formula	formula	NOUN
fcis-25098	31	20	for	for	ADP
fcis-25098	31	21	calculating	calculate	VERB
fcis-25098	31	22	19	19	NUM
fcis-25098	31	23	confidence	confidence	NOUN
fcis-25098	31	24	is	be	AUX
fcis-25098	31	25	:	:	PUNCT
fcis-25098	31	26	confidence	confidence	NOUN
fcis-25098	31	27	x	x	X
fcis-25098	31	28	→	→	SYM
fcis-25098	31	29	y	y	NUM
fcis-25098	31	30	support	support	NOUN
fcis-25098	31	31	x	x	SYM
fcis-25098	31	32	∪	∪	ADP
fcis-25098	31	33	y	y	PROPN
fcis-25098	31	34	support	support	NOUN
fcis-25098	31	35	x	x	SYM
fcis-25098	31	36	2	2	NUM
fcis-25098	31	37	2.2	2.2	NUM
fcis-25098	31	38	.	.	PUNCT
fcis-25098	32	1	algorithm	algorithm	NOUN
fcis-25098	32	2	process	process	NOUN
fcis-25098	32	3	the	the	DET
fcis-25098	32	4	apriori	apriori	ADJ
fcis-25098	32	5	algorithm	algorithm	NOUN
fcis-25098	32	6	aims	aim	VERB
fcis-25098	32	7	to	to	PART
fcis-25098	32	8	mine	mine	VERB
fcis-25098	32	9	frequent	frequent	ADJ
fcis-25098	32	10	co	co	ADJ
fcis-25098	32	11	-	-	ADJ
fcis-25098	32	12	occurring	occurring	ADJ
fcis-25098	32	13	item	item	NOUN
fcis-25098	32	14	combinations	combination	NOUN
fcis-25098	32	15	,	,	PUNCT
fcis-25098	32	16	or	or	CCONJ
fcis-25098	32	17	frequent	frequent	ADJ
fcis-25098	32	18	itemsets	itemset	NOUN
fcis-25098	32	19	,	,	PUNCT
fcis-25098	32	20	from	from	ADP
fcis-25098	32	21	massive	massive	ADJ
fcis-25098	32	22	data	datum	NOUN
fcis-25098	32	23	and	and	CCONJ
fcis-25098	32	24	further	far	ADV
fcis-25098	32	25	refine	refine	VERB
fcis-25098	32	26	strong	strong	ADJ
fcis-25098	32	27	association	association	NOUN
fcis-25098	32	28	rules	rule	NOUN
fcis-25098	32	29	to	to	PART
fcis-25098	32	30	provide	provide	VERB
fcis-25098	32	31	a	a	DET
fcis-25098	32	32	basis	basis	NOUN
fcis-25098	32	33	for	for	ADP
fcis-25098	32	34	understanding	understand	VERB
fcis-25098	32	35	implicit	implicit	ADJ
fcis-25098	32	36	relationships	relationship	NOUN
fcis-25098	32	37	in	in	ADP
fcis-25098	32	38	the	the	DET
fcis-25098	32	39	data	datum	NOUN
fcis-25098	32	40	and	and	CCONJ
fcis-25098	32	41	driving	drive	VERB
fcis-25098	32	42	decision	decision	NOUN
fcis-25098	32	43	-	-	PUNCT
fcis-25098	32	44	making	making	NOUN
fcis-25098	32	45	.	.	PUNCT
fcis-25098	33	1	this	this	DET
fcis-25098	33	2	process	process	NOUN
fcis-25098	33	3	is	be	AUX
fcis-25098	33	4	carried	carry	VERB
fcis-25098	33	5	out	out	ADP
fcis-25098	33	6	in	in	ADP
fcis-25098	33	7	stages	stage	NOUN
fcis-25098	33	8	:	:	PUNCT
fcis-25098	33	9	firstly	firstly	ADV
fcis-25098	33	10	,	,	PUNCT
fcis-25098	33	11	the	the	DET
fcis-25098	33	12	algorithm	algorithm	NOUN
fcis-25098	33	13	calculates	calculate	VERB
fcis-25098	33	14	the	the	DET
fcis-25098	33	15	support	support	NOUN
fcis-25098	33	16	for	for	ADP
fcis-25098	33	17	each	each	DET
fcis-25098	33	18	individual	individual	ADJ
fcis-25098	33	19	item	item	NOUN
fcis-25098	33	20	in	in	ADP
fcis-25098	33	21	the	the	DET
fcis-25098	33	22	database	database	NOUN
fcis-25098	33	23	,	,	PUNCT
fcis-25098	33	24	which	which	PRON
fcis-25098	33	25	is	be	AUX
fcis-25098	33	26	the	the	DET
fcis-25098	33	27	proportion	proportion	NOUN
fcis-25098	33	28	of	of	ADP
fcis-25098	33	29	the	the	DET
fcis-25098	33	30	item	item	NOUN
fcis-25098	33	31	’s	’s	PART
fcis-25098	33	32	occurrence	occurrence	NOUN
fcis-25098	33	33	across	across	ADP
fcis-25098	33	34	all	all	DET
fcis-25098	33	35	transactions	transaction	NOUN
fcis-25098	33	36	.	.	PUNCT
fcis-25098	34	1	only	only	ADV
fcis-25098	34	2	items	item	NOUN
fcis-25098	34	3	with	with	ADP
fcis-25098	34	4	support	support	NOUN
fcis-25098	34	5	exceeding	exceed	VERB
fcis-25098	34	6	a	a	DET
fcis-25098	34	7	predefined	predefine	VERB
fcis-25098	34	8	threshold	threshold	NOUN
fcis-25098	34	9	are	be	AUX
fcis-25098	34	10	retained	retain	VERB
fcis-25098	34	11	as	as	ADP
fcis-25098	34	12	frequent	frequent	ADJ
fcis-25098	34	13	items	item	NOUN
fcis-25098	34	14	.	.	PUNCT
fcis-25098	35	1	this	this	PRON
fcis-25098	35	2	is	be	AUX
fcis-25098	35	3	achieved	achieve	VERB
fcis-25098	35	4	by	by	ADP
fcis-25098	35	5	traversing	traverse	VERB
fcis-25098	35	6	the	the	DET
fcis-25098	35	7	database	database	NOUN
fcis-25098	35	8	and	and	CCONJ
fcis-25098	35	9	counting	count	VERB
fcis-25098	35	10	the	the	DET
fcis-25098	35	11	occurrences	occurrence	NOUN
fcis-25098	35	12	of	of	ADP
fcis-25098	35	13	each	each	DET
fcis-25098	35	14	item	item	NOUN
fcis-25098	35	15	.	.	PUNCT
fcis-25098	36	1	next	next	ADV
fcis-25098	36	2	,	,	PUNCT
fcis-25098	36	3	apriori	apriori	ADV
fcis-25098	36	4	uses	use	VERB
fcis-25098	36	5	the	the	DET
fcis-25098	36	6	frequent	frequent	ADJ
fcis-25098	36	7	single	single	ADJ
fcis-25098	36	8	itemsets	itemset	NOUN
fcis-25098	36	9	identified	identify	VERB
fcis-25098	36	10	in	in	ADP
fcis-25098	36	11	the	the	DET
fcis-25098	36	12	previous	previous	ADJ
fcis-25098	36	13	step	step	NOUN
fcis-25098	36	14	to	to	PART
fcis-25098	36	15	build	build	VERB
fcis-25098	36	16	larger	large	ADJ
fcis-25098	36	17	candidate	candidate	NOUN
fcis-25098	36	18	frequent	frequent	ADJ
fcis-25098	36	19	itemsets	itemset	NOUN
fcis-25098	36	20	by	by	ADP
fcis-25098	36	21	combining	combine	VERB
fcis-25098	36	22	these	these	DET
fcis-25098	36	23	singles	single	NOUN
fcis-25098	36	24	.	.	PUNCT
fcis-25098	37	1	for	for	ADP
fcis-25098	37	2	example	example	NOUN
fcis-25098	37	3	,	,	PUNCT
fcis-25098	37	4	if	if	SCONJ
fcis-25098	37	5	both	both	PRON
fcis-25098	37	6	{	{	PUNCT
fcis-25098	37	7	a	a	NOUN
fcis-25098	37	8	}	}	PUNCT
fcis-25098	37	9	and	and	CCONJ
fcis-25098	37	10	{	{	PUNCT
fcis-25098	37	11	b	b	NOUN
fcis-25098	37	12	}	}	PUNCT
fcis-25098	37	13	appear	appear	VERB
fcis-25098	37	14	frequently	frequently	ADV
fcis-25098	37	15	,	,	PUNCT
fcis-25098	37	16	then	then	ADV
fcis-25098	37	17	{	{	PUNCT
fcis-25098	37	18	a	a	DET
fcis-25098	37	19	,	,	PUNCT
fcis-25098	37	20	b	b	NOUN
fcis-25098	37	21	}	}	PUNCT
fcis-25098	37	22	becomes	become	VERB
fcis-25098	37	23	a	a	DET
fcis-25098	37	24	candidate	candidate	NOUN
fcis-25098	37	25	.	.	PUNCT
fcis-25098	38	1	all	all	DET
fcis-25098	38	2	candidate	candidate	NOUN
fcis-25098	38	3	sets	set	NOUN
fcis-25098	38	4	must	must	AUX
fcis-25098	38	5	be	be	AUX
fcis-25098	38	6	validated	validate	VERB
fcis-25098	38	7	against	against	ADP
fcis-25098	38	8	actual	actual	ADJ
fcis-25098	38	9	support	support	NOUN
fcis-25098	38	10	,	,	PUNCT
fcis-25098	38	11	and	and	CCONJ
fcis-25098	38	12	only	only	ADV
fcis-25098	38	13	those	those	PRON
fcis-25098	38	14	meeting	meet	VERB
fcis-25098	38	15	the	the	DET
fcis-25098	38	16	minimum	minimum	ADJ
fcis-25098	38	17	support	support	NOUN
fcis-25098	38	18	criterion	criterion	NOUN
fcis-25098	38	19	are	be	AUX
fcis-25098	38	20	confirmed	confirm	VERB
fcis-25098	38	21	as	as	ADP
fcis-25098	38	22	truly	truly	ADV
fcis-25098	38	23	frequent	frequent	ADJ
fcis-25098	38	24	itemsets	itemset	NOUN
fcis-25098	38	25	.	.	PUNCT
fcis-25098	39	1	this	this	DET
fcis-25098	39	2	process	process	NOUN
fcis-25098	39	3	of	of	ADP
fcis-25098	39	4	merging	merging	NOUN
fcis-25098	39	5	and	and	CCONJ
fcis-25098	39	6	validation	validation	NOUN
fcis-25098	39	7	iterates	iterate	NOUN
fcis-25098	39	8	,	,	PUNCT
fcis-25098	39	9	gradually	gradually	ADV
fcis-25098	39	10	expanding	expand	VERB
fcis-25098	39	11	the	the	DET
fcis-25098	39	12	size	size	NOUN
fcis-25098	39	13	of	of	ADP
fcis-25098	39	14	the	the	DET
fcis-25098	39	15	itemsets	itemset	NOUN
fcis-25098	39	16	,	,	PUNCT
fcis-25098	39	17	until	until	SCONJ
fcis-25098	39	18	no	no	DET
fcis-25098	39	19	new	new	ADJ
fcis-25098	39	20	frequent	frequent	ADJ
fcis-25098	39	21	itemsets	itemset	NOUN
fcis-25098	39	22	can	can	AUX
fcis-25098	39	23	be	be	AUX
fcis-25098	39	24	found	find	VERB
fcis-25098	39	25	.	.	PUNCT
fcis-25098	40	1	the	the	DET
fcis-25098	40	2	final	final	ADJ
fcis-25098	40	3	stage	stage	NOUN
fcis-25098	40	4	focuses	focus	VERB
fcis-25098	40	5	on	on	ADP
fcis-25098	40	6	the	the	DET
fcis-25098	40	7	generation	generation	NOUN
fcis-25098	40	8	and	and	CCONJ
fcis-25098	40	9	evaluation	evaluation	NOUN
fcis-25098	40	10	of	of	ADP
fcis-25098	40	11	association	association	NOUN
fcis-25098	40	12	rules	rule	NOUN
fcis-25098	40	13	.	.	PUNCT
fcis-25098	41	1	for	for	ADP
fcis-25098	41	2	each	each	DET
fcis-25098	41	3	frequent	frequent	ADJ
fcis-25098	41	4	itemset	itemset	NOUN
fcis-25098	41	5	,	,	PUNCT
fcis-25098	41	6	the	the	DET
fcis-25098	41	7	algorithm	algorithm	NOUN
fcis-25098	41	8	explores	explore	VERB
fcis-25098	41	9	all	all	DET
fcis-25098	41	10	possible	possible	ADJ
fcis-25098	41	11	subset	subset	NOUN
fcis-25098	41	12	combinations	combination	NOUN
fcis-25098	41	13	to	to	PART
fcis-25098	41	14	define	define	VERB
fcis-25098	41	15	the	the	DET
fcis-25098	41	16	“	"	PUNCT
fcis-25098	41	17	antecedent	antecedent	NOUN
fcis-25098	41	18	”	"	PUNCT
fcis-25098	41	19	and	and	CCONJ
fcis-25098	41	20	“	"	PUNCT
fcis-25098	41	21	consequent	consequent	NOUN
fcis-25098	41	22	”	"	PUNCT
fcis-25098	41	23	of	of	ADP
fcis-25098	41	24	the	the	DET
fcis-25098	41	25	rules	rule	NOUN
fcis-25098	41	26	and	and	CCONJ
fcis-25098	41	27	calculates	calculate	VERB
fcis-25098	41	28	the	the	DET
fcis-25098	41	29	confidence	confidence	NOUN
fcis-25098	41	30	for	for	ADP
fcis-25098	41	31	each	each	DET
fcis-25098	41	32	rule	rule	NOUN
fcis-25098	41	33	,	,	PUNCT
fcis-25098	41	34	which	which	PRON
fcis-25098	41	35	is	be	AUX
fcis-25098	41	36	the	the	DET
fcis-25098	41	37	probability	probability	NOUN
fcis-25098	41	38	of	of	ADP
fcis-25098	41	39	the	the	DET
fcis-25098	41	40	consequent	consequent	ADJ
fcis-25098	41	41	occurring	occurring	NOUN
fcis-25098	41	42	given	give	VERB
fcis-25098	41	43	the	the	DET
fcis-25098	41	44	antecedent	antecedent	NOUN
fcis-25098	41	45	,	,	PUNCT
fcis-25098	41	46	calculated	calculate	VERB
fcis-25098	41	47	as	as	ADP
fcis-25098	41	48	the	the	DET
fcis-25098	41	49	support	support	NOUN
fcis-25098	41	50	for	for	ADP
fcis-25098	41	51	the	the	DET
fcis-25098	41	52	rule	rule	NOUN
fcis-25098	41	53	{	{	PUNCT
fcis-25098	41	54	x	x	NOUN
fcis-25098	41	55	,	,	PUNCT
fcis-25098	41	56	y	y	NOUN
fcis-25098	41	57	}	}	PUNCT
fcis-25098	41	58	divided	divide	VERB
fcis-25098	41	59	by	by	ADP
fcis-25098	41	60	the	the	DET
fcis-25098	41	61	support	support	NOUN
fcis-25098	41	62	for	for	ADP
fcis-25098	41	63	{	{	PUNCT
fcis-25098	41	64	x	x	NOUN
fcis-25098	41	65	}	}	PUNCT
fcis-25098	41	66	.	.	PUNCT
fcis-25098	42	1	to	to	PART
fcis-25098	42	2	ensure	ensure	VERB
fcis-25098	42	3	the	the	DET
fcis-25098	42	4	practical	practical	ADJ
fcis-25098	42	5	value	value	NOUN
fcis-25098	42	6	of	of	ADP
fcis-25098	42	7	the	the	DET
fcis-25098	42	8	rules	rule	NOUN
fcis-25098	42	9	,	,	PUNCT
fcis-25098	42	10	a	a	DET
fcis-25098	42	11	minimum	minimum	ADJ
fcis-25098	42	12	confidence	confidence	NOUN
fcis-25098	42	13	threshold	threshold	NOUN
fcis-25098	42	14	is	be	AUX
fcis-25098	42	15	set	set	VERB
fcis-25098	42	16	,	,	PUNCT
fcis-25098	42	17	and	and	CCONJ
fcis-25098	42	18	only	only	ADV
fcis-25098	42	19	rules	rule	NOUN
fcis-25098	42	20	that	that	PRON
fcis-25098	42	21	meet	meet	VERB
fcis-25098	42	22	this	this	DET
fcis-25098	42	23	threshold	threshold	NOUN
fcis-25098	42	24	and	and	CCONJ
fcis-25098	42	25	the	the	DET
fcis-25098	42	26	minimum	minimum	ADJ
fcis-25098	42	27	support	support	NOUN
fcis-25098	42	28	are	be	AUX
fcis-25098	42	29	adopted	adopt	VERB
fcis-25098	42	30	.	.	PUNCT
fcis-25098	43	1	3	3	X
fcis-25098	43	2	.	.	X
fcis-25098	43	3	application	application	NOUN
fcis-25098	43	4	of	of	ADP
fcis-25098	43	5	the	the	DET
fcis-25098	43	6	apriori	apriori	ADJ
fcis-25098	43	7	algorithm	algorithm	NOUN
fcis-25098	43	8	in	in	ADP
fcis-25098	43	9	teaching	teach	VERB
fcis-25098	43	10	optimization	optimization	NOUN
fcis-25098	43	11	3.1	3.1	NUM
fcis-25098	43	12	.	.	PUNCT
fcis-25098	44	1	current	current	ADJ
fcis-25098	44	2	issues	issue	NOUN
fcis-25098	44	3	and	and	CCONJ
fcis-25098	44	4	solutions	solution	NOUN
fcis-25098	44	5	in	in	ADP
fcis-25098	44	6	the	the	DET
fcis-25098	44	7	online	online	ADJ
fcis-25098	44	8	teaching	teaching	NOUN
fcis-25098	44	9	environment	environment	NOUN
fcis-25098	44	10	of	of	ADP
fcis-25098	44	11	higher	high	ADJ
fcis-25098	44	12	education	education	NOUN
fcis-25098	44	13	,	,	PUNCT
fcis-25098	44	14	especially	especially	ADV
fcis-25098	44	15	for	for	ADP
fcis-25098	44	16	technology	technology	NOUN
fcis-25098	44	17	-	-	PUNCT
fcis-25098	44	18	oriented	orient	VERB
fcis-25098	44	19	courses	course	NOUN
fcis-25098	44	20	like	like	ADP
fcis-25098	44	21	“	"	PUNCT
fcis-25098	44	22	database	database	NOUN
fcis-25098	44	23	principles	principle	NOUN
fcis-25098	44	24	b	b	NOUN
fcis-25098	44	25	,	,	PUNCT
fcis-25098	44	26	”	"	PUNCT
fcis-25098	44	27	quantifying	quantify	VERB
fcis-25098	44	28	and	and	CCONJ
fcis-25098	44	29	optimizing	optimize	VERB
fcis-25098	44	30	student	student	NOUN
fcis-25098	44	31	learning	learn	VERB
fcis-25098	44	32	outcomes	outcome	NOUN
fcis-25098	44	33	and	and	CCONJ
fcis-25098	44	34	engagement	engagement	NOUN
fcis-25098	44	35	pose	pose	NOUN
fcis-25098	44	36	core	core	NOUN
fcis-25098	44	37	challenges	challenge	NOUN
fcis-25098	44	38	.	.	PUNCT
fcis-25098	45	1	these	these	DET
fcis-25098	45	2	challenges	challenge	NOUN
fcis-25098	45	3	are	be	AUX
fcis-25098	45	4	mainly	mainly	ADV
fcis-25098	45	5	reflected	reflect	VERB
fcis-25098	45	6	in	in	ADP
fcis-25098	45	7	the	the	DET
fcis-25098	45	8	following	follow	VERB
fcis-25098	45	9	aspects	aspect	NOUN
fcis-25098	45	10	:	:	PUNCT
fcis-25098	45	11	firstly	firstly	ADV
fcis-25098	45	12	,	,	PUNCT
fcis-25098	45	13	the	the	DET
fcis-25098	45	14	correlation	correlation	NOUN
fcis-25098	45	15	between	between	ADP
fcis-25098	45	16	learning	learn	VERB
fcis-25098	45	17	behaviors	behavior	NOUN
fcis-25098	45	18	and	and	CCONJ
fcis-25098	45	19	academic	academic	ADJ
fcis-25098	45	20	performance	performance	NOUN
fcis-25098	45	21	is	be	AUX
fcis-25098	45	22	ambiguous	ambiguous	ADJ
fcis-25098	45	23	.	.	PUNCT
fcis-25098	46	1	while	while	SCONJ
fcis-25098	46	2	it	it	PRON
fcis-25098	46	3	is	be	AUX
fcis-25098	46	4	intuitively	intuitively	ADV
fcis-25098	46	5	believed	believe	VERB
fcis-25098	46	6	that	that	SCONJ
fcis-25098	46	7	active	active	ADJ
fcis-25098	46	8	participation	participation	NOUN
fcis-25098	46	9	in	in	ADP
fcis-25098	46	10	various	various	ADJ
fcis-25098	46	11	online	online	ADJ
fcis-25098	46	12	learning	learn	VERB
fcis-25098	46	13	activities	activity	NOUN
fcis-25098	46	14	(	(	PUNCT
fcis-25098	46	15	such	such	ADJ
fcis-25098	46	16	as	as	ADP
fcis-25098	46	17	attendance	attendance	NOUN
fcis-25098	46	18	checks	check	NOUN
fcis-25098	46	19	,	,	PUNCT
fcis-25098	46	20	completion	completion	NOUN
fcis-25098	46	21	of	of	ADP
fcis-25098	46	22	task	task	NOUN
fcis-25098	46	23	points	point	NOUN
fcis-25098	46	24	,	,	PUNCT
fcis-25098	46	25	submission	submission	NOUN
fcis-25098	46	26	of	of	ADP
fcis-25098	46	27	assignments	assignment	NOUN
fcis-25098	46	28	,	,	PUNCT
fcis-25098	46	29	etc	etc	X
fcis-25098	46	30	.	.	X
fcis-25098	46	31	)	)	PUNCT
fcis-25098	46	32	helps	help	VERB
fcis-25098	46	33	improve	improve	VERB
fcis-25098	46	34	grades	grade	NOUN
fcis-25098	46	35	,	,	PUNCT
fcis-25098	46	36	without	without	ADP
fcis-25098	46	37	systematic	systematic	ADJ
fcis-25098	46	38	analysis	analysis	NOUN
fcis-25098	46	39	,	,	PUNCT
fcis-25098	46	40	the	the	DET
fcis-25098	46	41	strength	strength	NOUN
fcis-25098	46	42	and	and	CCONJ
fcis-25098	46	43	specific	specific	ADJ
fcis-25098	46	44	impact	impact	NOUN
fcis-25098	46	45	of	of	ADP
fcis-25098	46	46	this	this	DET
fcis-25098	46	47	correlation	correlation	NOUN
fcis-25098	46	48	are	be	AUX
fcis-25098	46	49	not	not	PART
fcis-25098	46	50	clear	clear	ADJ
fcis-25098	46	51	[	[	X
fcis-25098	46	52	6	6	NUM
fcis-25098	46	53	]	]	PUNCT
fcis-25098	46	54	.	.	PUNCT
fcis-25098	47	1	students	student	NOUN
fcis-25098	47	2	might	might	AUX
fcis-25098	47	3	invest	invest	VERB
fcis-25098	47	4	a	a	DET
fcis-25098	47	5	lot	lot	NOUN
fcis-25098	47	6	of	of	ADP
fcis-25098	47	7	time	time	NOUN
fcis-25098	47	8	in	in	ADP
fcis-25098	47	9	certain	certain	ADJ
fcis-25098	47	10	activities	activity	NOUN
fcis-25098	47	11	with	with	ADP
fcis-25098	47	12	limited	limited	ADJ
fcis-25098	47	13	impact	impact	NOUN
fcis-25098	47	14	on	on	ADP
fcis-25098	47	15	their	their	PRON
fcis-25098	47	16	grades	grade	NOUN
fcis-25098	47	17	,	,	PUNCT
fcis-25098	47	18	while	while	SCONJ
fcis-25098	47	19	other	other	ADJ
fcis-25098	47	20	activities	activity	NOUN
fcis-25098	47	21	might	might	AUX
fcis-25098	47	22	have	have	VERB
fcis-25098	47	23	a	a	DET
fcis-25098	47	24	more	more	ADV
fcis-25098	47	25	significant	significant	ADJ
fcis-25098	47	26	effect	effect	NOUN
fcis-25098	47	27	.	.	PUNCT
fcis-25098	48	1	secondly	secondly	ADV
fcis-25098	48	2	,	,	PUNCT
fcis-25098	48	3	there	there	PRON
fcis-25098	48	4	is	be	VERB
fcis-25098	48	5	underutilization	underutilization	NOUN
fcis-25098	48	6	of	of	ADP
fcis-25098	48	7	data	datum	NOUN
fcis-25098	48	8	mining	mining	NOUN
fcis-25098	48	9	.	.	PUNCT
fcis-25098	49	1	online	online	PROPN
fcis-25098	49	2	learning	learn	VERB
fcis-25098	49	3	platforms	platform	NOUN
fcis-25098	49	4	like	like	ADP
fcis-25098	49	5	chaoxing	chaoxe	VERB
fcis-25098	49	6	xuetong	xuetong	PROPN
fcis-25098	49	7	can	can	AUX
fcis-25098	49	8	collect	collect	VERB
fcis-25098	49	9	a	a	DET
fcis-25098	49	10	large	large	ADJ
fcis-25098	49	11	amount	amount	NOUN
fcis-25098	49	12	of	of	ADP
fcis-25098	49	13	student	student	NOUN
fcis-25098	49	14	learning	learn	VERB
fcis-25098	49	15	behavior	behavior	NOUN
fcis-25098	49	16	data	datum	NOUN
fcis-25098	49	17	,	,	PUNCT
fcis-25098	49	18	including	include	VERB
fcis-25098	49	19	but	but	CCONJ
fcis-25098	49	20	not	not	PART
fcis-25098	49	21	limited	limit	VERB
fcis-25098	49	22	to	to	ADP
fcis-25098	49	23	attendance	attendance	NOUN
fcis-25098	49	24	checks	check	NOUN
fcis-25098	49	25	,	,	PUNCT
fcis-25098	49	26	chapter	chapter	NOUN
fcis-25098	49	27	visits	visit	NOUN
fcis-25098	49	28	,	,	PUNCT
fcis-25098	49	29	assignment	assignment	NOUN
fcis-25098	49	30	submissions	submission	NOUN
fcis-25098	49	31	,	,	PUNCT
fcis-25098	49	32	etc.[7	etc.[7	PROPN
fcis-25098	49	33	]	]	PUNCT
fcis-25098	49	34	.	.	PUNCT
fcis-25098	50	1	however	however	ADV
fcis-25098	50	2	,	,	PUNCT
fcis-25098	50	3	the	the	DET
fcis-25098	50	4	potential	potential	ADJ
fcis-25098	50	5	value	value	NOUN
fcis-25098	50	6	of	of	ADP
fcis-25098	50	7	this	this	DET
fcis-25098	50	8	data	data	NOUN
fcis-25098	50	9	has	have	AUX
fcis-25098	50	10	not	not	PART
fcis-25098	50	11	been	be	AUX
fcis-25098	50	12	fully	fully	ADV
fcis-25098	50	13	utilized	utilize	VERB
fcis-25098	50	14	,	,	PUNCT
fcis-25098	50	15	requiring	require	VERB
fcis-25098	50	16	effective	effective	ADJ
fcis-25098	50	17	data	datum	NOUN
fcis-25098	50	18	analysis	analysis	NOUN
fcis-25098	50	19	methods	method	NOUN
fcis-25098	50	20	to	to	PART
fcis-25098	50	21	reveal	reveal	VERB
fcis-25098	50	22	the	the	DET
fcis-25098	50	23	patterns	pattern	NOUN
fcis-25098	50	24	and	and	CCONJ
fcis-25098	50	25	trends	trend	NOUN
fcis-25098	50	26	hidden	hide	VERB
fcis-25098	50	27	behind	behind	ADP
fcis-25098	50	28	the	the	DET
fcis-25098	50	29	data	datum	NOUN
fcis-25098	50	30	.	.	PUNCT
fcis-25098	51	1	thirdly	thirdly	ADV
fcis-25098	51	2	,	,	PUNCT
fcis-25098	51	3	there	there	PRON
fcis-25098	51	4	is	be	VERB
fcis-25098	51	5	a	a	DET
fcis-25098	51	6	lack	lack	NOUN
fcis-25098	51	7	of	of	ADP
fcis-25098	51	8	personalized	personalized	ADJ
fcis-25098	51	9	learning	learning	NOUN
fcis-25098	51	10	paths	path	NOUN
fcis-25098	51	11	.	.	PUNCT
fcis-25098	52	1	each	each	DET
fcis-25098	52	2	student	student	NOUN
fcis-25098	52	3	has	have	VERB
fcis-25098	52	4	different	different	ADJ
fcis-25098	52	5	learning	learning	NOUN
fcis-25098	52	6	habits	habit	NOUN
fcis-25098	52	7	and	and	CCONJ
fcis-25098	52	8	abilities	ability	NOUN
fcis-25098	52	9	,	,	PUNCT
fcis-25098	52	10	necessitating	necessitate	VERB
fcis-25098	52	11	the	the	DET
fcis-25098	52	12	customization	customization	NOUN
fcis-25098	52	13	of	of	ADP
fcis-25098	52	14	personalized	personalized	ADJ
fcis-25098	52	15	learning	learn	VERB
fcis-25098	52	16	paths	path	NOUN
fcis-25098	52	17	based	base	VERB
fcis-25098	52	18	on	on	ADP
fcis-25098	52	19	individual	individual	ADJ
fcis-25098	52	20	learning	learning	NOUN
fcis-25098	52	21	behaviors	behavior	NOUN
fcis-25098	52	22	and	and	CCONJ
fcis-25098	52	23	preferences	preference	NOUN
fcis-25098	52	24	to	to	PART
fcis-25098	52	25	improve	improve	VERB
fcis-25098	52	26	learning	learn	VERB
fcis-25098	52	27	efficiency	efficiency	NOUN
fcis-25098	52	28	and	and	CCONJ
fcis-25098	52	29	outcomes	outcome	NOUN
fcis-25098	52	30	.	.	PUNCT
fcis-25098	53	1	in	in	ADP
fcis-25098	53	2	this	this	DET
fcis-25098	53	3	study	study	NOUN
fcis-25098	53	4	,	,	PUNCT
fcis-25098	53	5	we	we	PRON
fcis-25098	53	6	consider	consider	VERB
fcis-25098	53	7	combining	combine	VERB
fcis-25098	53	8	the	the	DET
fcis-25098	53	9	analysis	analysis	NOUN
fcis-25098	53	10	of	of	ADP
fcis-25098	53	11	students	student	NOUN
fcis-25098	53	12	’	'	PUNCT
fcis-25098	53	13	comprehensive	comprehensive	ADJ
fcis-25098	53	14	scores	score	NOUN
fcis-25098	53	15	with	with	ADP
fcis-25098	53	16	other	other	ADJ
fcis-25098	53	17	dimensions	dimension	NOUN
fcis-25098	53	18	of	of	ADP
fcis-25098	53	19	behavior	behavior	NOUN
fcis-25098	53	20	data	datum	NOUN
fcis-25098	53	21	in	in	ADP
fcis-25098	53	22	online	online	ADJ
fcis-25098	53	23	learning	learning	NOUN
fcis-25098	53	24	,	,	PUNCT
fcis-25098	53	25	using	use	VERB
fcis-25098	53	26	the	the	DET
fcis-25098	53	27	apriori	apriori	ADJ
fcis-25098	53	28	algorithm	algorithm	NOUN
fcis-25098	53	29	to	to	ADP
fcis-25098	53	30	mine	mine	PRON
fcis-25098	53	31	the	the	DET
fcis-25098	53	32	association	association	NOUN
fcis-25098	53	33	rules	rule	NOUN
fcis-25098	53	34	.	.	PUNCT
fcis-25098	54	1	the	the	DET
fcis-25098	54	2	other	other	ADJ
fcis-25098	54	3	learning	learning	NOUN
fcis-25098	54	4	behaviors	behavior	NOUN
fcis-25098	54	5	considered	consider	VERB
fcis-25098	54	6	include	include	VERB
fcis-25098	54	7	the	the	DET
fcis-25098	54	8	following	follow	VERB
fcis-25098	54	9	seven	seven	NUM
fcis-25098	54	10	dimensions	dimension	NOUN
fcis-25098	54	11	of	of	ADP
fcis-25098	54	12	information	information	NOUN
fcis-25098	54	13	:	:	PUNCT
fcis-25098	54	14	attendance	attendance	NOUN
fcis-25098	54	15	checks	check	NOUN
fcis-25098	54	16	,	,	PUNCT
fcis-25098	54	17	chapter	chapter	NOUN
fcis-25098	54	18	visits	visit	NOUN
fcis-25098	54	19	,	,	PUNCT
fcis-25098	54	20	completion	completion	NOUN
fcis-25098	54	21	of	of	ADP
fcis-25098	54	22	task	task	NOUN
fcis-25098	54	23	points	point	NOUN
fcis-25098	54	24	,	,	PUNCT
fcis-25098	54	25	submission	submission	NOUN
fcis-25098	54	26	of	of	ADP
fcis-25098	54	27	assignments	assignment	NOUN
fcis-25098	54	28	,	,	PUNCT
fcis-25098	54	29	submission	submission	NOUN
fcis-25098	54	30	of	of	ADP
fcis-25098	54	31	exams	exam	NOUN
fcis-25098	54	32	,	,	PUNCT
fcis-25098	54	33	peer	peer	NOUN
fcis-25098	54	34	review	review	NOUN
fcis-25098	54	35	of	of	ADP
fcis-25098	54	36	assignments	assignment	NOUN
fcis-25098	54	37	,	,	PUNCT
fcis-25098	54	38	and	and	CCONJ
fcis-25098	54	39	online	online	ADJ
fcis-25098	54	40	duration	duration	NOUN
fcis-25098	54	41	.	.	PUNCT
fcis-25098	55	1	3.2	3.2	NUM
fcis-25098	55	2	.	.	PUNCT
fcis-25098	56	1	data	datum	NOUN
fcis-25098	56	2	source	source	VERB
fcis-25098	56	3	the	the	DET
fcis-25098	56	4	research	research	NOUN
fcis-25098	56	5	data	datum	NOUN
fcis-25098	56	6	for	for	ADP
fcis-25098	56	7	this	this	DET
fcis-25098	56	8	paper	paper	NOUN
fcis-25098	56	9	comes	come	VERB
fcis-25098	56	10	from	from	ADP
fcis-25098	56	11	the	the	DET
fcis-25098	56	12	student	student	NOUN
fcis-25098	56	13	learning	learn	VERB
fcis-25098	56	14	data	datum	NOUN
fcis-25098	56	15	recorded	record	VERB
fcis-25098	56	16	by	by	ADP
fcis-25098	56	17	the	the	DET
fcis-25098	56	18	chaoxing	chaoxe	VERB
fcis-25098	56	19	xuetong	xuetong	ADJ
fcis-25098	56	20	platform	platform	NOUN
fcis-25098	56	21	,	,	PUNCT
fcis-25098	56	22	which	which	PRON
fcis-25098	56	23	gathers	gather	VERB
fcis-25098	56	24	high	high	ADJ
fcis-25098	56	25	-	-	PUNCT
fcis-25098	56	26	quality	quality	NOUN
fcis-25098	56	27	course	course	NOUN
fcis-25098	56	28	resources	resource	NOUN
fcis-25098	56	29	from	from	ADP
fcis-25098	56	30	many	many	ADJ
fcis-25098	56	31	wellknown	wellknown	ADJ
fcis-25098	56	32	universities	university	NOUN
fcis-25098	56	33	and	and	CCONJ
fcis-25098	56	34	has	have	VERB
fcis-25098	56	35	a	a	DET
fcis-25098	56	36	vast	vast	ADJ
fcis-25098	56	37	learning	learning	NOUN
fcis-25098	56	38	database	database	NOUN
fcis-25098	56	39	,	,	PUNCT
fcis-25098	56	40	providing	provide	VERB
fcis-25098	56	41	rich	rich	ADJ
fcis-25098	56	42	research	research	NOUN
fcis-25098	56	43	material	material	NOUN
fcis-25098	56	44	for	for	ADP
fcis-25098	56	45	this	this	DET
fcis-25098	56	46	study	study	NOUN
fcis-25098	56	47	.	.	PUNCT
fcis-25098	57	1	the	the	DET
fcis-25098	57	2	“	"	PUNCT
fcis-25098	57	3	database	database	NOUN
fcis-25098	57	4	principles	principle	NOUN
fcis-25098	57	5	b	b	NOUN
fcis-25098	57	6	”	"	PUNCT
fcis-25098	57	7	course	course	NOUN
fcis-25098	57	8	,	,	PUNCT
fcis-25098	57	9	as	as	ADP
fcis-25098	57	10	a	a	DET
fcis-25098	57	11	compulsory	compulsory	ADJ
fcis-25098	57	12	basic	basic	ADJ
fcis-25098	57	13	course	course	NOUN
fcis-25098	57	14	for	for	ADP
fcis-25098	57	15	students	student	NOUN
fcis-25098	57	16	majoring	major	VERB
fcis-25098	57	17	in	in	ADP
fcis-25098	57	18	computer	computer	NOUN
fcis-25098	57	19	science	science	NOUN
fcis-25098	57	20	,	,	PUNCT
fcis-25098	57	21	software	software	NOUN
fcis-25098	57	22	engineering	engineering	NOUN
fcis-25098	57	23	,	,	PUNCT
fcis-25098	57	24	etc	etc	X
fcis-25098	57	25	.	.	X
fcis-25098	57	26	,	,	PUNCT
fcis-25098	57	27	aims	aim	VERB
fcis-25098	57	28	to	to	PART
fcis-25098	57	29	help	help	VERB
fcis-25098	57	30	students	student	NOUN
fcis-25098	57	31	deeply	deeply	ADV
fcis-25098	57	32	understand	understand	VERB
fcis-25098	57	33	the	the	DET
fcis-25098	57	34	basic	basic	ADJ
fcis-25098	57	35	principles	principle	NOUN
fcis-25098	57	36	of	of	ADP
fcis-25098	57	37	database	database	NOUN
fcis-25098	57	38	systems	system	NOUN
fcis-25098	57	39	,	,	PUNCT
fcis-25098	57	40	master	master	VERB
fcis-25098	57	41	the	the	DET
fcis-25098	57	42	basic	basic	ADJ
fcis-25098	57	43	skills	skill	NOUN
fcis-25098	57	44	of	of	ADP
fcis-25098	57	45	database	database	NOUN
fcis-25098	57	46	design	design	NOUN
fcis-25098	57	47	,	,	PUNCT
fcis-25098	57	48	management	management	NOUN
fcis-25098	57	49	,	,	PUNCT
fcis-25098	57	50	and	and	CCONJ
fcis-25098	57	51	application	application	NOUN
fcis-25098	57	52	,	,	PUNCT
fcis-25098	57	53	and	and	CCONJ
fcis-25098	57	54	lay	lie	VERB
fcis-25098	57	55	a	a	DET
fcis-25098	57	56	solid	solid	ADJ
fcis-25098	57	57	foundation	foundation	NOUN
fcis-25098	57	58	for	for	ADP
fcis-25098	57	59	their	their	PRON
fcis-25098	57	60	future	future	ADJ
fcis-25098	57	61	academic	academic	ADJ
fcis-25098	57	62	research	research	NOUN
fcis-25098	57	63	and	and	CCONJ
fcis-25098	57	64	career	career	NOUN
fcis-25098	57	65	development	development	NOUN
fcis-25098	57	66	.	.	PUNCT
fcis-25098	58	1	this	this	DET
fcis-25098	58	2	study	study	NOUN
fcis-25098	58	3	takes	take	VERB
fcis-25098	58	4	the	the	DET
fcis-25098	58	5	online	online	ADJ
fcis-25098	58	6	behavior	behavior	NOUN
fcis-25098	58	7	data	datum	NOUN
fcis-25098	58	8	of	of	ADP
fcis-25098	58	9	the	the	DET
fcis-25098	58	10	“	"	PUNCT
fcis-25098	58	11	database	database	NOUN
fcis-25098	58	12	principles	principle	NOUN
fcis-25098	58	13	b	b	NOUN
fcis-25098	58	14	”	"	PUNCT
fcis-25098	58	15	course	course	NOUN
fcis-25098	58	16	in	in	ADP
fcis-25098	58	17	the	the	DET
fcis-25098	58	18	first	first	ADJ
fcis-25098	58	19	semester	semester	NOUN
fcis-25098	58	20	of	of	ADP
fcis-25098	58	21	the	the	DET
fcis-25098	58	22	2022	2022	NUM
fcis-25098	58	23	-	-	SYM
fcis-25098	58	24	2023	2023	NUM
fcis-25098	58	25	academic	academic	ADJ
fcis-25098	58	26	year	year	NOUN
fcis-25098	58	27	as	as	ADP
fcis-25098	58	28	the	the	DET
fcis-25098	58	29	research	research	NOUN
fcis-25098	58	30	object	object	NOUN
fcis-25098	58	31	.	.	PUNCT
fcis-25098	59	1	the	the	DET
fcis-25098	59	2	course	course	NOUN
fcis-25098	59	3	adopts	adopt	VERB
fcis-25098	59	4	an	an	DET
fcis-25098	59	5	online	online	ADJ
fcis-25098	59	6	teaching	teaching	NOUN
fcis-25098	59	7	model	model	NOUN
fcis-25098	59	8	and	and	CCONJ
fcis-25098	59	9	has	have	VERB
fcis-25098	59	10	a	a	DET
fcis-25098	59	11	total	total	NOUN
fcis-25098	59	12	of	of	ADP
fcis-25098	59	13	94	94	NUM
fcis-25098	59	14	students	student	NOUN
fcis-25098	59	15	participating	participate	VERB
fcis-25098	59	16	.	.	PUNCT
fcis-25098	60	1	throughout	throughout	ADP
fcis-25098	60	2	the	the	DET
fcis-25098	60	3	course	course	NOUN
fcis-25098	60	4	learning	learning	NOUN
fcis-25098	60	5	process	process	NOUN
fcis-25098	60	6	,	,	PUNCT
fcis-25098	60	7	students	student	NOUN
fcis-25098	60	8	log	log	VERB
fcis-25098	60	9	into	into	ADP
fcis-25098	60	10	the	the	DET
fcis-25098	60	11	chaoxing	chaoxe	VERB
fcis-25098	60	12	xuetong	xuetong	ADJ
fcis-25098	60	13	platform	platform	NOUN
fcis-25098	60	14	for	for	ADP
fcis-25098	60	15	learning	learning	NOUN
fcis-25098	60	16	,	,	PUNCT
fcis-25098	60	17	and	and	CCONJ
fcis-25098	60	18	their	their	PRON
fcis-25098	60	19	online	online	ADJ
fcis-25098	60	20	learning	learn	VERB
fcis-25098	60	21	behavior	behavior	NOUN
fcis-25098	60	22	data	datum	NOUN
fcis-25098	60	23	is	be	AUX
fcis-25098	60	24	continuously	continuously	ADV
fcis-25098	60	25	generated	generate	VERB
fcis-25098	60	26	and	and	CCONJ
fcis-25098	60	27	collected	collect	VERB
fcis-25098	60	28	,	,	PUNCT
fcis-25098	60	29	becoming	become	VERB
fcis-25098	60	30	an	an	DET
fcis-25098	60	31	important	important	ADJ
fcis-25098	60	32	resource	resource	NOUN
fcis-25098	60	33	for	for	ADP
fcis-25098	60	34	this	this	DET
fcis-25098	60	35	study	study	NOUN
fcis-25098	60	36	.	.	PUNCT
fcis-25098	61	1	through	through	ADP
fcis-25098	61	2	in	in	ADP
fcis-25098	61	3	-	-	PUNCT
fcis-25098	61	4	depth	depth	NOUN
fcis-25098	61	5	analysis	analysis	NOUN
fcis-25098	61	6	of	of	ADP
fcis-25098	61	7	this	this	DET
fcis-25098	61	8	data	datum	NOUN
fcis-25098	61	9	,	,	PUNCT
fcis-25098	61	10	we	we	PRON
fcis-25098	61	11	can	can	AUX
fcis-25098	61	12	understand	understand	VERB
fcis-25098	61	13	the	the	DET
fcis-25098	61	14	learning	learn	VERB
fcis-25098	61	15	situation	situation	NOUN
fcis-25098	61	16	of	of	ADP
fcis-25098	61	17	students	student	NOUN
fcis-25098	61	18	and	and	CCONJ
fcis-25098	61	19	provide	provide	VERB
fcis-25098	61	20	a	a	DET
fcis-25098	61	21	scientific	scientific	ADJ
fcis-25098	61	22	basis	basis	NOUN
fcis-25098	61	23	for	for	ADP
fcis-25098	61	24	teaching	teach	VERB
fcis-25098	61	25	improvement	improvement	NOUN
fcis-25098	61	26	and	and	CCONJ
fcis-25098	61	27	course	course	NOUN
fcis-25098	61	28	design[8	design[8	NOUN
fcis-25098	61	29	]	]	PUNCT
fcis-25098	61	30	.	.	PUNCT
fcis-25098	62	1	at	at	ADP
fcis-25098	62	2	the	the	DET
fcis-25098	62	3	same	same	ADJ
fcis-25098	62	4	time	time	NOUN
fcis-25098	62	5	,	,	PUNCT
fcis-25098	62	6	this	this	DET
fcis-25098	62	7	data	datum	NOUN
fcis-25098	62	8	also	also	ADV
fcis-25098	62	9	helps	help	VERB
fcis-25098	62	10	teachers	teacher	NOUN
fcis-25098	62	11	better	well	ADV
fcis-25098	62	12	understand	understand	VERB
fcis-25098	62	13	the	the	DET
fcis-25098	62	14	characteristics	characteristic	NOUN
fcis-25098	62	15	and	and	CCONJ
fcis-25098	62	16	rules	rule	NOUN
fcis-25098	62	17	of	of	ADP
fcis-25098	62	18	online	online	ADJ
fcis-25098	62	19	learning	learning	NOUN
fcis-25098	62	20	,	,	PUNCT
fcis-25098	62	21	promoting	promote	VERB
fcis-25098	62	22	the	the	DET
fcis-25098	62	23	continuous	continuous	ADJ
fcis-25098	62	24	development	development	NOUN
fcis-25098	62	25	and	and	CCONJ
fcis-25098	62	26	innovation	innovation	NOUN
fcis-25098	62	27	of	of	ADP
fcis-25098	62	28	online	online	ADJ
fcis-25098	62	29	education	education	NOUN
fcis-25098	62	30	.	.	PUNCT
fcis-25098	63	1	3.3	3.3	NUM
fcis-25098	63	2	.	.	PUNCT
fcis-25098	64	1	data	datum	NOUN
fcis-25098	64	2	preprocessing	preprocesse	VERB
fcis-25098	64	3	data	datum	NOUN
fcis-25098	64	4	preprocessing	preprocessing	NOUN
fcis-25098	64	5	is	be	AUX
fcis-25098	64	6	a	a	DET
fcis-25098	64	7	key	key	ADJ
fcis-25098	64	8	step	step	NOUN
fcis-25098	64	9	in	in	ADP
fcis-25098	64	10	data	datum	NOUN
fcis-25098	64	11	analysis	analysis	NOUN
fcis-25098	64	12	projects	project	NOUN
fcis-25098	64	13	to	to	PART
fcis-25098	64	14	ensure	ensure	VERB
fcis-25098	64	15	data	datum	NOUN
fcis-25098	64	16	quality	quality	NOUN
fcis-25098	64	17	,	,	PUNCT
fcis-25098	64	18	eliminate	eliminate	VERB
fcis-25098	64	19	noise	noise	NOUN
fcis-25098	64	20	,	,	PUNCT
fcis-25098	64	21	handle	handle	VERB
fcis-25098	64	22	missing	miss	VERB
fcis-25098	64	23	values	value	NOUN
fcis-25098	64	24	and	and	CCONJ
fcis-25098	64	25	outliers	outlier	NOUN
fcis-25098	64	26	,	,	PUNCT
fcis-25098	64	27	and	and	CCONJ
fcis-25098	64	28	transform	transform	VERB
fcis-25098	64	29	raw	raw	ADJ
fcis-25098	64	30	data	datum	NOUN
fcis-25098	64	31	into	into	ADP
fcis-25098	64	32	a	a	DET
fcis-25098	64	33	form	form	NOUN
fcis-25098	64	34	suitable	suitable	ADJ
fcis-25098	64	35	for	for	ADP
fcis-25098	64	36	analysis	analysis	NOUN
fcis-25098	64	37	[	[	X
fcis-25098	64	38	9	9	NUM
fcis-25098	64	39	]	]	PUNCT
fcis-25098	64	40	.	.	PUNCT
fcis-25098	65	1	in	in	ADP
fcis-25098	65	2	this	this	DET
fcis-25098	65	3	paper	paper	NOUN
fcis-25098	65	4	,	,	PUNCT
fcis-25098	65	5	data	datum	NOUN
fcis-25098	65	6	preprocessing	preprocessing	NOUN
fcis-25098	65	7	mainly	mainly	ADV
fcis-25098	65	8	includes	include	VERB
fcis-25098	65	9	the	the	DET
fcis-25098	65	10	following	follow	VERB
fcis-25098	65	11	aspects	aspect	NOUN
fcis-25098	65	12	:	:	PUNCT
fcis-25098	65	13	error	error	NOUN
fcis-25098	65	14	value	value	NOUN
fcis-25098	65	15	handling	handling	NOUN
fcis-25098	65	16	:	:	PUNCT
fcis-25098	65	17	the	the	DET
fcis-25098	65	18	data	datum	NOUN
fcis-25098	65	19	set	set	VERB
fcis-25098	65	20	contains	contain	VERB
fcis-25098	65	21	error	error	NOUN
fcis-25098	65	22	values	value	NOUN
fcis-25098	65	23	named	name	VERB
fcis-25098	65	24	“	"	PUNCT
fcis-25098	65	25	#	#	SYM
fcis-25098	65	26	n	n	CCONJ
fcis-25098	65	27	/	/	SYM
fcis-25098	65	28	a	a	PRON
fcis-25098	65	29	”	"	PUNCT
fcis-25098	65	30	,	,	PUNCT
fcis-25098	65	31	and	and	CCONJ
fcis-25098	65	32	the	the	DET
fcis-25098	65	33	team	team	NOUN
fcis-25098	65	34	identified	identify	VERB
fcis-25098	65	35	and	and	CCONJ
fcis-25098	65	36	cleared	clear	VERB
fcis-25098	65	37	these	these	DET
fcis-25098	65	38	56	56	NUM
fcis-25098	65	39	erroneous	erroneous	ADJ
fcis-25098	65	40	records	record	NOUN
fcis-25098	65	41	to	to	PART
fcis-25098	65	42	ensure	ensure	VERB
fcis-25098	65	43	data	datum	NOUN
fcis-25098	65	44	purity	purity	NOUN
fcis-25098	65	45	and	and	CCONJ
fcis-25098	65	46	avoid	avoid	VERB
fcis-25098	65	47	the	the	DET
fcis-25098	65	48	impact	impact	NOUN
fcis-25098	65	49	of	of	ADP
fcis-25098	65	50	error	error	NOUN
fcis-25098	65	51	values	value	NOUN
fcis-25098	65	52	on	on	ADP
fcis-25098	65	53	the	the	DET
fcis-25098	65	54	analysis	analysis	NOUN
fcis-25098	65	55	results	result	NOUN
fcis-25098	65	56	.	.	PUNCT
fcis-25098	66	1	outlier	outlier	NOUN
fcis-25098	66	2	handling	handling	NOUN
fcis-25098	66	3	:	:	PUNCT
fcis-25098	66	4	within	within	ADP
fcis-25098	66	5	the	the	DET
fcis-25098	66	6	group	group	NOUN
fcis-25098	66	7	identified	identify	VERB
fcis-25098	66	8	as	as	ADP
fcis-25098	66	9	students	student	NOUN
fcis-25098	66	10	(	(	PUNCT
fcis-25098	66	11	with	with	ADP
fcis-25098	66	12	a	a	DET
fcis-25098	66	13	role	role	NOUN
fcis-25098	66	14	value	value	NOUN
fcis-25098	66	15	of	of	ADP
fcis-25098	66	16	3	3	NUM
fcis-25098	66	17	)	)	PUNCT
fcis-25098	66	18	,	,	PUNCT
fcis-25098	66	19	the	the	DET
fcis-25098	66	20	team	team	NOUN
fcis-25098	66	21	identified	identify	VERB
fcis-25098	66	22	records	record	NOUN
fcis-25098	66	23	with	with	ADP
fcis-25098	66	24	teacher	teacher	NOUN
fcis-25098	66	25	behaviors	behavior	NOUN
fcis-25098	66	26	(	(	PUNCT
fcis-25098	66	27	such	such	ADJ
fcis-25098	66	28	as	as	ADP
fcis-25098	66	29	grading	grade	VERB
fcis-25098	66	30	assignments	assignment	NOUN
fcis-25098	66	31	,	,	PUNCT
fcis-25098	66	32	setting	set	VERB
fcis-25098	66	33	homework	homework	NOUN
fcis-25098	66	34	,	,	PUNCT
fcis-25098	66	35	etc	etc	X
fcis-25098	66	36	.	.	X
fcis-25098	66	37	)	)	PUNCT
fcis-25098	66	38	,	,	PUNCT
fcis-25098	66	39	and	and	CCONJ
fcis-25098	66	40	judged	judge	VERB
fcis-25098	66	41	that	that	SCONJ
fcis-25098	66	42	these	these	DET
fcis-25098	66	43	students	student	NOUN
fcis-25098	66	44	might	might	AUX
fcis-25098	66	45	be	be	AUX
fcis-25098	66	46	graduate	graduate	ADJ
fcis-25098	66	47	teaching	teaching	NOUN
fcis-25098	66	48	assistants	assistant	NOUN
fcis-25098	66	49	.	.	PUNCT
fcis-25098	67	1	considering	consider	VERB
fcis-25098	67	2	that	that	SCONJ
fcis-25098	67	3	these	these	DET
fcis-25098	67	4	records	record	NOUN
fcis-25098	67	5	do	do	AUX
fcis-25098	67	6	not	not	PART
fcis-25098	67	7	reflect	reflect	VERB
fcis-25098	67	8	typical	typical	ADJ
fcis-25098	67	9	student	student	NOUN
fcis-25098	67	10	behavior	behavior	NOUN
fcis-25098	67	11	,	,	PUNCT
fcis-25098	67	12	the	the	DET
fcis-25098	67	13	team	team	NOUN
fcis-25098	67	14	removed	remove	VERB
fcis-25098	67	15	such	such	ADJ
fcis-25098	67	16	outliers	outlier	NOUN
fcis-25098	67	17	from	from	ADP
fcis-25098	67	18	the	the	DET
fcis-25098	67	19	data	datum	NOUN
fcis-25098	67	20	set	set	VERB
fcis-25098	67	21	to	to	PART
fcis-25098	67	22	focus	focus	VERB
fcis-25098	67	23	on	on	ADP
fcis-25098	67	24	the	the	DET
fcis-25098	67	25	analysis	analysis	NOUN
fcis-25098	67	26	of	of	ADP
fcis-25098	67	27	true	true	ADJ
fcis-25098	67	28	student	student	NOUN
fcis-25098	67	29	learning	learning	NOUN
fcis-25098	67	30	behaviors	behavior	NOUN
fcis-25098	67	31	.	.	PUNCT
fcis-25098	68	1	through	through	ADP
fcis-25098	68	2	the	the	DET
fcis-25098	68	3	above	above	ADJ
fcis-25098	68	4	steps	step	NOUN
fcis-25098	68	5	,	,	PUNCT
fcis-25098	68	6	the	the	DET
fcis-25098	68	7	team	team	NOUN
fcis-25098	68	8	completed	complete	VERB
fcis-25098	68	9	the	the	DET
fcis-25098	68	10	cleaning	cleaning	NOUN
fcis-25098	68	11	and	and	CCONJ
fcis-25098	68	12	organization	organization	NOUN
fcis-25098	68	13	of	of	ADP
fcis-25098	68	14	the	the	DET
fcis-25098	68	15	raw	raw	ADJ
fcis-25098	68	16	data	datum	NOUN
fcis-25098	68	17	,	,	PUNCT
fcis-25098	68	18	ensuring	ensure	VERB
fcis-25098	68	19	the	the	DET
fcis-25098	68	20	accuracy	accuracy	NOUN
fcis-25098	68	21	and	and	CCONJ
fcis-25098	68	22	effectiveness	effectiveness	NOUN
fcis-25098	68	23	of	of	ADP
fcis-25098	68	24	subsequent	subsequent	ADJ
fcis-25098	68	25	statistical	statistical	ADJ
fcis-25098	68	26	analysis	analysis	NOUN
fcis-25098	68	27	and	and	CCONJ
fcis-25098	68	28	data	datum	NOUN
fcis-25098	68	29	mining	mining	NOUN
fcis-25098	68	30	.	.	PUNCT
fcis-25098	69	1	20	20	NUM
fcis-25098	69	2	3.4	3.4	NUM
fcis-25098	69	3	.	.	PUNCT
fcis-25098	70	1	designation	designation	NOUN
fcis-25098	70	2	of	of	ADP
fcis-25098	70	3	discrete	discrete	ADJ
fcis-25098	70	4	nodes	node	NOUN
fcis-25098	70	5	before	before	ADP
fcis-25098	70	6	analyzing	analyze	VERB
fcis-25098	70	7	the	the	DET
fcis-25098	70	8	data	datum	NOUN
fcis-25098	70	9	using	use	VERB
fcis-25098	70	10	the	the	DET
fcis-25098	70	11	apriori	apriori	ADJ
fcis-25098	70	12	algorithm	algorithm	NOUN
fcis-25098	70	13	,	,	PUNCT
fcis-25098	70	14	it	it	PRON
fcis-25098	70	15	is	be	AUX
fcis-25098	70	16	necessary	necessary	ADJ
fcis-25098	70	17	to	to	PART
fcis-25098	70	18	discretize	discretize	VERB
fcis-25098	70	19	the	the	DET
fcis-25098	70	20	data	datum	NOUN
fcis-25098	70	21	.	.	PUNCT
fcis-25098	71	1	the	the	DET
fcis-25098	71	2	following	follow	VERB
fcis-25098	71	3	specifies	specify	VERB
fcis-25098	71	4	the	the	DET
fcis-25098	71	5	discrete	discrete	ADJ
fcis-25098	71	6	interval	interval	NOUN
fcis-25098	71	7	nodes	node	NOUN
fcis-25098	71	8	for	for	ADP
fcis-25098	71	9	discretization	discretization	NOUN
fcis-25098	71	10	.	.	PUNCT
fcis-25098	72	1	due	due	ADP
fcis-25098	72	2	to	to	ADP
fcis-25098	72	3	the	the	DET
fcis-25098	72	4	different	different	ADJ
fcis-25098	72	5	nature	nature	NOUN
fcis-25098	72	6	of	of	ADP
fcis-25098	72	7	the	the	DET
fcis-25098	72	8	data	datum	NOUN
fcis-25098	72	9	,	,	PUNCT
fcis-25098	72	10	it	it	PRON
fcis-25098	72	11	is	be	AUX
fcis-25098	72	12	divided	divide	VERB
fcis-25098	72	13	into	into	ADP
fcis-25098	72	14	two	two	NUM
fcis-25098	72	15	categories	category	NOUN
fcis-25098	72	16	:	:	PUNCT
fcis-25098	72	17	category	category	NOUN
fcis-25098	72	18	1	1	NUM
fcis-25098	72	19	:	:	PUNCT
fcis-25098	72	20	includes	include	VERB
fcis-25098	72	21	attendance	attendance	NOUN
fcis-25098	72	22	checks	check	NOUN
fcis-25098	72	23	,	,	PUNCT
fcis-25098	72	24	completion	completion	NOUN
fcis-25098	72	25	of	of	ADP
fcis-25098	72	26	task	task	NOUN
fcis-25098	72	27	points	point	NOUN
fcis-25098	72	28	,	,	PUNCT
fcis-25098	72	29	submission	submission	NOUN
fcis-25098	72	30	of	of	ADP
fcis-25098	72	31	assignments	assignment	NOUN
fcis-25098	72	32	,	,	PUNCT
fcis-25098	72	33	comprehensive	comprehensive	ADJ
fcis-25098	72	34	scores	score	NOUN
fcis-25098	72	35	,	,	PUNCT
fcis-25098	72	36	submission	submission	NOUN
fcis-25098	72	37	of	of	ADP
fcis-25098	72	38	exams	exam	NOUN
fcis-25098	72	39	,	,	PUNCT
fcis-25098	72	40	and	and	CCONJ
fcis-25098	72	41	peer	peer	NOUN
fcis-25098	72	42	review	review	NOUN
fcis-25098	72	43	of	of	ADP
fcis-25098	72	44	assignments	assignment	NOUN
fcis-25098	72	45	.	.	PUNCT
fcis-25098	73	1	data	datum	NOUN
fcis-25098	73	2	in	in	ADP
fcis-25098	73	3	the	the	DET
fcis-25098	73	4	first	first	ADJ
fcis-25098	73	5	category	category	NOUN
fcis-25098	73	6	have	have	VERB
fcis-25098	73	7	a	a	DET
fcis-25098	73	8	maximum	maximum	ADJ
fcis-25098	73	9	value	value	NOUN
fcis-25098	73	10	,	,	PUNCT
fcis-25098	73	11	belonging	belong	VERB
fcis-25098	73	12	to	to	ADP
fcis-25098	73	13	finite	finite	VERB
fcis-25098	73	14	data	datum	NOUN
fcis-25098	73	15	.	.	PUNCT
fcis-25098	74	1	for	for	ADP
fcis-25098	74	2	example	example	NOUN
fcis-25098	74	3	,	,	PUNCT
fcis-25098	74	4	in	in	ADP
fcis-25098	74	5	the	the	DET
fcis-25098	74	6	completion	completion	NOUN
fcis-25098	74	7	of	of	ADP
fcis-25098	74	8	task	task	NOUN
fcis-25098	74	9	points	point	NOUN
fcis-25098	74	10	,	,	PUNCT
fcis-25098	74	11	there	there	PRON
fcis-25098	74	12	are	be	VERB
fcis-25098	74	13	a	a	DET
fcis-25098	74	14	total	total	NOUN
fcis-25098	74	15	of	of	ADP
fcis-25098	74	16	44	44	NUM
fcis-25098	74	17	task	task	NOUN
fcis-25098	74	18	points	point	NOUN
fcis-25098	74	19	in	in	ADP
fcis-25098	74	20	the	the	DET
fcis-25098	74	21	class	class	NOUN
fcis-25098	74	22	,	,	PUNCT
fcis-25098	74	23	so	so	SCONJ
fcis-25098	74	24	the	the	DET
fcis-25098	74	25	data	datum	NOUN
fcis-25098	74	26	for	for	ADP
fcis-25098	74	27	all	all	DET
fcis-25098	74	28	students	student	NOUN
fcis-25098	74	29	completing	complete	VERB
fcis-25098	74	30	task	task	NOUN
fcis-25098	74	31	points	point	NOUN
fcis-25098	74	32	will	will	AUX
fcis-25098	74	33	not	not	PART
fcis-25098	74	34	exceed	exceed	VERB
fcis-25098	74	35	44	44	NUM
fcis-25098	74	36	.	.	PUNCT
fcis-25098	75	1	the	the	DET
fcis-25098	75	2	meaning	meaning	NOUN
fcis-25098	75	3	of	of	ADP
fcis-25098	75	4	max	max	PROPN
fcis-25098	75	5	is	be	AUX
fcis-25098	75	6	the	the	DET
fcis-25098	75	7	total	total	ADJ
fcis-25098	75	8	data	datum	NOUN
fcis-25098	75	9	,	,	PUNCT
fcis-25098	75	10	such	such	ADJ
fcis-25098	75	11	as	as	ADP
fcis-25098	75	12	the	the	DET
fcis-25098	75	13	max	max	PROPN
fcis-25098	75	14	value	value	NOUN
fcis-25098	75	15	for	for	ADP
fcis-25098	75	16	completing	complete	VERB
fcis-25098	75	17	task	task	NOUN
fcis-25098	75	18	points	point	NOUN
fcis-25098	75	19	in	in	ADP
fcis-25098	75	20	this	this	DET
fcis-25098	75	21	class	class	NOUN
fcis-25098	75	22	is	be	AUX
fcis-25098	75	23	44	44	NUM
fcis-25098	75	24	,	,	PUNCT
fcis-25098	75	25	and	and	CCONJ
fcis-25098	75	26	the	the	DET
fcis-25098	75	27	rest	rest	NOUN
fcis-25098	75	28	are	be	AUX
fcis-25098	75	29	similar	similar	ADJ
fcis-25098	75	30	.	.	PUNCT
fcis-25098	76	1	to	to	PART
fcis-25098	76	2	facilitate	facilitate	VERB
fcis-25098	76	3	subsequent	subsequent	ADJ
fcis-25098	76	4	discretization	discretization	NOUN
fcis-25098	76	5	,	,	PUNCT
fcis-25098	76	6	calculate	calculate	VERB
fcis-25098	76	7	the	the	DET
fcis-25098	76	8	data	data	NOUN
fcis-25098	76	9	nodes	node	NOUN
fcis-25098	76	10	at	at	ADP
fcis-25098	76	11	max0.6	max0.6	PROPN
fcis-25098	76	12	,	,	PUNCT
fcis-25098	76	13	max0.75	max0.75	PROPN
fcis-25098	76	14	,	,	PUNCT
fcis-25098	76	15	and	and	CCONJ
fcis-25098	76	16	max*0.9	max*0.9	NOUN
fcis-25098	76	17	,	,	PUNCT
fcis-25098	76	18	as	as	SCONJ
fcis-25098	76	19	shown	show	VERB
fcis-25098	76	20	in	in	ADP
fcis-25098	76	21	figure	figure	NOUN
fcis-25098	76	22	1	1	NUM
fcis-25098	76	23	:	:	PUNCT
fcis-25098	76	24	figure	figure	NOUN
fcis-25098	76	25	1	1	NUM
fcis-25098	76	26	.	.	PUNCT
fcis-25098	77	1	first	first	ADJ
fcis-25098	77	2	category	category	NOUN
fcis-25098	77	3	data	datum	NOUN
fcis-25098	77	4	points	point	VERB
fcis-25098	77	5	the	the	DET
fcis-25098	77	6	second	second	ADJ
fcis-25098	77	7	category	category	NOUN
fcis-25098	77	8	:	:	PUNCT
fcis-25098	77	9	student	student	NOUN
fcis-25098	77	10	chapter	chapter	NOUN
fcis-25098	77	11	visits	visit	NOUN
fcis-25098	77	12	and	and	CCONJ
fcis-25098	77	13	online	online	ADJ
fcis-25098	77	14	duration	duration	NOUN
fcis-25098	77	15	.	.	PUNCT
fcis-25098	78	1	the	the	DET
fcis-25098	78	2	second	second	ADJ
fcis-25098	78	3	category	category	NOUN
fcis-25098	78	4	of	of	ADP
fcis-25098	78	5	data	datum	NOUN
fcis-25098	78	6	does	do	AUX
fcis-25098	78	7	not	not	PART
fcis-25098	78	8	have	have	VERB
fcis-25098	78	9	a	a	DET
fcis-25098	78	10	maximum	maximum	ADJ
fcis-25098	78	11	value	value	NOUN
fcis-25098	78	12	and	and	CCONJ
fcis-25098	78	13	is	be	AUX
fcis-25098	78	14	considered	consider	VERB
fcis-25098	78	15	unrestricted	unrestricted	ADJ
fcis-25098	78	16	data	datum	NOUN
fcis-25098	78	17	.	.	PUNCT
fcis-25098	79	1	students	student	NOUN
fcis-25098	79	2	can	can	AUX
fcis-25098	79	3	visit	visit	VERB
fcis-25098	79	4	chapters	chapter	NOUN
fcis-25098	79	5	without	without	ADP
fcis-25098	79	6	limit	limit	NOUN
fcis-25098	79	7	and	and	CCONJ
fcis-25098	79	8	stay	stay	VERB
fcis-25098	79	9	online	online	ADV
fcis-25098	79	10	indefinitely	indefinitely	ADV
fcis-25098	79	11	,	,	PUNCT
fcis-25098	79	12	so	so	CCONJ
fcis-25098	79	13	it	it	PRON
fcis-25098	79	14	is	be	AUX
fcis-25098	79	15	impossible	impossible	ADJ
fcis-25098	79	16	to	to	PART
fcis-25098	79	17	know	know	VERB
fcis-25098	79	18	the	the	DET
fcis-25098	79	19	total	total	ADJ
fcis-25098	79	20	value	value	NOUN
fcis-25098	79	21	of	of	ADP
fcis-25098	79	22	the	the	DET
fcis-25098	79	23	data	datum	NOUN
fcis-25098	79	24	.	.	PUNCT
fcis-25098	80	1	our	our	PRON
fcis-25098	80	2	team	team	NOUN
fcis-25098	80	3	calculated	calculate	VERB
fcis-25098	80	4	the	the	DET
fcis-25098	80	5	confidence	confidence	NOUN
fcis-25098	80	6	interval	interval	NOUN
fcis-25098	80	7	for	for	ADP
fcis-25098	80	8	the	the	DET
fcis-25098	80	9	online	online	ADJ
fcis-25098	80	10	duration	duration	NOUN
fcis-25098	80	11	of	of	ADP
fcis-25098	80	12	everyone	everyone	PRON
fcis-25098	80	13	in	in	ADP
fcis-25098	80	14	the	the	DET
fcis-25098	80	15	class	class	NOUN
fcis-25098	80	16	and	and	CCONJ
fcis-25098	80	17	took	take	VERB
fcis-25098	80	18	the	the	DET
fcis-25098	80	19	average	average	NOUN
fcis-25098	80	20	of	of	ADP
fcis-25098	80	21	the	the	DET
fcis-25098	80	22	confidence	confidence	NOUN
fcis-25098	80	23	interval	interval	NOUN
fcis-25098	80	24	as	as	ADP
fcis-25098	80	25	the	the	DET
fcis-25098	80	26	criterion	criterion	NOUN
fcis-25098	80	27	.	.	PUNCT
fcis-25098	81	1	the	the	DET
fcis-25098	81	2	average	average	ADJ
fcis-25098	81	3	online	online	ADJ
fcis-25098	81	4	duration	duration	NOUN
fcis-25098	81	5	(	(	PUNCT
fcis-25098	81	6	ave	ave	PROPN
fcis-25098	81	7	)	)	PUNCT
fcis-25098	81	8	for	for	ADP
fcis-25098	81	9	students	student	NOUN
fcis-25098	81	10	is	be	AUX
fcis-25098	81	11	estimated	estimate	VERB
fcis-25098	81	12	as	as	ADP
fcis-25098	81	13	the	the	DET
fcis-25098	81	14	average	average	ADJ
fcis-25098	81	15	online	online	ADJ
fcis-25098	81	16	duration	duration	NOUN
fcis-25098	81	17	,	,	PUNCT
fcis-25098	81	18	and	and	CCONJ
fcis-25098	81	19	the	the	DET
fcis-25098	81	20	ave	ave	NOUN
fcis-25098	81	21	for	for	ADP
fcis-25098	81	22	student	student	NOUN
fcis-25098	81	23	chapter	chapter	NOUN
fcis-25098	81	24	visits	visit	NOUN
fcis-25098	81	25	is	be	AUX
fcis-25098	81	26	the	the	DET
fcis-25098	81	27	total	total	ADJ
fcis-25098	81	28	number	number	NOUN
fcis-25098	81	29	of	of	ADP
fcis-25098	81	30	chapters	chapter	NOUN
fcis-25098	81	31	.	.	PUNCT
fcis-25098	82	1	the	the	DET
fcis-25098	82	2	data	data	NOUN
fcis-25098	82	3	points	point	VERB
fcis-25098	82	4	at	at	ADP
fcis-25098	82	5	ave1	ave1	PROPN
fcis-25098	82	6	,	,	PUNCT
fcis-25098	82	7	ave1.5	ave1.5	PROPN
fcis-25098	82	8	,	,	PUNCT
fcis-25098	82	9	and	and	CCONJ
fcis-25098	82	10	ave*2	ave*2	PROPN
fcis-25098	82	11	are	be	AUX
fcis-25098	82	12	calculated	calculate	VERB
fcis-25098	82	13	,	,	PUNCT
fcis-25098	82	14	as	as	SCONJ
fcis-25098	82	15	shown	show	VERB
fcis-25098	82	16	in	in	ADP
fcis-25098	82	17	figure	figure	NOUN
fcis-25098	82	18	2	2	NUM
fcis-25098	82	19	:	:	PUNCT
fcis-25098	82	20	figure	figure	NOUN
fcis-25098	82	21	2	2	NUM
fcis-25098	82	22	.	.	NOUN
fcis-25098	82	23	second	second	ADJ
fcis-25098	82	24	category	category	NOUN
fcis-25098	82	25	data	datum	NOUN
fcis-25098	82	26	points	point	VERB
fcis-25098	82	27	3.5	3.5	NUM
fcis-25098	82	28	.	.	PUNCT
fcis-25098	83	1	data	datum	NOUN
fcis-25098	83	2	discretization	discretization	VERB
fcis-25098	83	3	the	the	DET
fcis-25098	83	4	first	first	ADJ
fcis-25098	83	5	category	category	NOUN
fcis-25098	83	6	of	of	ADP
fcis-25098	83	7	data	datum	NOUN
fcis-25098	83	8	is	be	AUX
fcis-25098	83	9	divided	divide	VERB
fcis-25098	83	10	into	into	ADP
fcis-25098	83	11	discrete	discrete	ADJ
fcis-25098	83	12	intervals	interval	NOUN
fcis-25098	83	13	according	accord	VERB
fcis-25098	83	14	to	to	ADP
fcis-25098	83	15	max*0.9	max*0.9	PROPN
fcis-25098	83	16	,	,	PUNCT
fcis-25098	83	17	0.75	0.75	NUM
fcis-25098	83	18	,	,	PUNCT
fcis-25098	83	19	and	and	CCONJ
fcis-25098	83	20	0.6	0.6	NUM
fcis-25098	83	21	.	.	PUNCT
fcis-25098	84	1	x	x	PUNCT
fcis-25098	84	2	represents	represent	VERB
fcis-25098	84	3	the	the	DET
fcis-25098	84	4	current	current	ADJ
fcis-25098	84	5	student	student	NOUN
fcis-25098	84	6	behavior	behavior	NOUN
fcis-25098	84	7	data	datum	NOUN
fcis-25098	84	8	,	,	PUNCT
fcis-25098	84	9	as	as	SCONJ
fcis-25098	84	10	shown	show	VERB
fcis-25098	84	11	in	in	ADP
fcis-25098	84	12	table	table	NOUN
fcis-25098	84	13	1	1	NUM
fcis-25098	84	14	.	.	PUNCT
fcis-25098	84	15	table	table	NOUN
fcis-25098	84	16	1	1	NUM
fcis-25098	84	17	.	.	PUNCT
fcis-25098	85	1	discretization	discretization	NOUN
fcis-25098	85	2	rules	rule	NOUN
fcis-25098	85	3	for	for	ADP
fcis-25098	85	4	the	the	DET
fcis-25098	85	5	first	first	ADJ
fcis-25098	85	6	category	category	NOUN
fcis-25098	85	7	of	of	ADP
fcis-25098	85	8	data	datum	NOUN
fcis-25098	85	9	code	code	NOUN
fcis-25098	85	10	name	name	NOUN
fcis-25098	85	11	(	(	PUNCT
fcis-25098	85	12	first	first	ADJ
fcis-25098	85	13	category	category	NOUN
fcis-25098	85	14	)	)	PUNCT
fcis-25098	85	15	discrete	discrete	ADJ
fcis-25098	85	16	interval	interval	NOUN
fcis-25098	85	17	code	code	NOUN
fcis-25098	85	18	1	1	NUM
fcis-25098	85	19	x>=max*0.9	x>=max*0.9	NOUN
fcis-25098	85	20	code	code	NOUN
fcis-25098	85	21	2	2	NUM
fcis-25098	85	22	max*0.75<=x	max*0.75<=x	NOUN
fcis-25098	85	23	<	<	X
fcis-25098	85	24	max*0.9	max*0.9	NOUN
fcis-25098	85	25	code	code	NOUN
fcis-25098	86	1	3	3	NUM
fcis-25098	86	2	max*0.6<=x	max*0.6<=x	NOUN
fcis-25098	86	3	<	<	X
fcis-25098	86	4	max*0.75	max*0.75	PROPN
fcis-25098	86	5	code	code	PROPN
fcis-25098	86	6	4	4	NUM
fcis-25098	86	7	x	x	NOUN
fcis-25098	86	8	<	<	X
fcis-25098	86	9	max*0.6	max*0.6	PROPN
fcis-25098	86	10	the	the	DET
fcis-25098	86	11	second	second	ADJ
fcis-25098	86	12	category	category	NOUN
fcis-25098	86	13	of	of	ADP
fcis-25098	86	14	data	datum	NOUN
fcis-25098	86	15	is	be	AUX
fcis-25098	86	16	divided	divide	VERB
fcis-25098	86	17	into	into	ADP
fcis-25098	86	18	discrete	discrete	ADJ
fcis-25098	86	19	intervals	interval	NOUN
fcis-25098	86	20	according	accord	VERB
fcis-25098	86	21	to	to	ADP
fcis-25098	86	22	ave1	ave1	PROPN
fcis-25098	86	23	,	,	PUNCT
fcis-25098	86	24	1.5	1.5	NUM
fcis-25098	86	25	,	,	PUNCT
fcis-25098	86	26	and	and	CCONJ
fcis-25098	86	27	2	2	X
fcis-25098	86	28	.	.	X
fcis-25098	87	1	the	the	DET
fcis-25098	87	2	meaning	meaning	NOUN
fcis-25098	87	3	is	be	AUX
fcis-25098	87	4	as	as	SCONJ
fcis-25098	87	5	follows	follow	VERB
fcis-25098	87	6	:	:	PUNCT
fcis-25098	87	7	if	if	SCONJ
fcis-25098	87	8	a	a	DET
fcis-25098	87	9	student	student	NOUN
fcis-25098	87	10	’s	’s	PART
fcis-25098	87	11	chapter	chapter	NOUN
fcis-25098	87	12	visits	visit	NOUN
fcis-25098	87	13	equal	equal	ADJ
fcis-25098	87	14	the	the	DET
fcis-25098	87	15	average	average	ADJ
fcis-25098	87	16	value	value	NOUN
fcis-25098	87	17	of	of	ADP
fcis-25098	87	18	the	the	DET
fcis-25098	87	19	confidence	confidence	NOUN
fcis-25098	87	20	interval	interval	NOUN
fcis-25098	87	21	(	(	PUNCT
fcis-25098	87	22	total	total	ADJ
fcis-25098	87	23	number	number	NOUN
fcis-25098	87	24	of	of	ADP
fcis-25098	87	25	chapters	chapter	NOUN
fcis-25098	87	26	)	)	PUNCT
fcis-25098	87	27	,	,	PUNCT
fcis-25098	87	28	it	it	PRON
fcis-25098	87	29	represents	represent	VERB
fcis-25098	87	30	that	that	SCONJ
fcis-25098	87	31	the	the	DET
fcis-25098	87	32	student	student	NOUN
fcis-25098	87	33	has	have	AUX
fcis-25098	87	34	visited	visit	VERB
fcis-25098	87	35	all	all	DET
fcis-25098	87	36	the	the	DET
fcis-25098	87	37	chapters	chapter	NOUN
fcis-25098	87	38	;	;	PUNCT
fcis-25098	87	39	ave1.5	ave1.5	PROPN
fcis-25098	87	40	indicates	indicate	VERB
fcis-25098	87	41	that	that	SCONJ
fcis-25098	87	42	after	after	ADP
fcis-25098	87	43	visiting	visit	VERB
fcis-25098	87	44	all	all	DET
fcis-25098	87	45	the	the	DET
fcis-25098	87	46	chapters	chapter	NOUN
fcis-25098	87	47	,	,	PUNCT
fcis-25098	87	48	the	the	DET
fcis-25098	87	49	student	student	NOUN
fcis-25098	87	50	revisited	revisit	VERB
fcis-25098	87	51	some	some	DET
fcis-25098	87	52	challenging	challenging	ADJ
fcis-25098	87	53	sections	section	NOUN
fcis-25098	87	54	;	;	PUNCT
fcis-25098	87	55	ave*2	ave*2	PROPN
fcis-25098	87	56	represents	represent	VERB
fcis-25098	87	57	that	that	SCONJ
fcis-25098	87	58	after	after	ADP
fcis-25098	87	59	visiting	visit	VERB
fcis-25098	87	60	all	all	DET
fcis-25098	87	61	the	the	DET
fcis-25098	87	62	chapters	chapter	NOUN
fcis-25098	87	63	,	,	PUNCT
fcis-25098	87	64	the	the	DET
fcis-25098	87	65	student	student	NOUN
fcis-25098	87	66	revisited	revisit	VERB
fcis-25098	87	67	all	all	DET
fcis-25098	87	68	the	the	DET
fcis-25098	87	69	chapters	chapter	NOUN
fcis-25098	87	70	again	again	ADV
fcis-25098	87	71	before	before	ADP
fcis-25098	87	72	the	the	DET
fcis-25098	87	73	exam	exam	NOUN
fcis-25098	87	74	to	to	PART
fcis-25098	87	75	consolidate	consolidate	VERB
fcis-25098	87	76	knowledge	knowledge	NOUN
fcis-25098	87	77	,	,	PUNCT
fcis-25098	87	78	and	and	CCONJ
fcis-25098	87	79	the	the	DET
fcis-25098	87	80	online	online	ADJ
fcis-25098	87	81	duration	duration	NOUN
fcis-25098	87	82	is	be	AUX
fcis-25098	87	83	analogous	analogous	ADJ
fcis-25098	87	84	.	.	PUNCT
fcis-25098	88	1	the	the	DET
fcis-25098	88	2	discretization	discretization	NOUN
fcis-25098	88	3	intervals	interval	NOUN
fcis-25098	88	4	for	for	ADP
fcis-25098	88	5	the	the	DET
fcis-25098	88	6	second	second	ADJ
fcis-25098	88	7	category	category	NOUN
fcis-25098	88	8	of	of	ADP
fcis-25098	88	9	data	datum	NOUN
fcis-25098	88	10	are	be	AUX
fcis-25098	88	11	shown	show	VERB
fcis-25098	88	12	in	in	ADP
fcis-25098	88	13	table	table	NOUN
fcis-25098	88	14	2	2	NUM
fcis-25098	88	15	.	.	PUNCT
fcis-25098	88	16	table	table	NOUN
fcis-25098	88	17	2	2	NUM
fcis-25098	88	18	.	.	X
fcis-25098	88	19	discretization	discretization	NOUN
fcis-25098	88	20	rules	rule	NOUN
fcis-25098	88	21	for	for	ADP
fcis-25098	88	22	the	the	DET
fcis-25098	88	23	second	second	ADJ
fcis-25098	88	24	category	category	NOUN
fcis-25098	88	25	of	of	ADP
fcis-25098	88	26	data	datum	NOUN
fcis-25098	88	27	code	code	NOUN
fcis-25098	88	28	name	name	NOUN
fcis-25098	88	29	(	(	PUNCT
fcis-25098	88	30	second	second	ADJ
fcis-25098	88	31	category	category	NOUN
fcis-25098	88	32	)	)	PUNCT
fcis-25098	88	33	discrete	discrete	ADJ
fcis-25098	88	34	interval	interval	NOUN
fcis-25098	88	35	code	code	NOUN
fcis-25098	88	36	1	1	NUM
fcis-25098	88	37	x>=ave*2	x>=ave*2	PROPN
fcis-25098	88	38	code	code	PROPN
fcis-25098	88	39	2	2	NUM
fcis-25098	88	40	ave*1.5<=x	ave*1.5<=x	NOUN
fcis-25098	88	41	<	<	X
fcis-25098	88	42	ave*2	ave*2	PROPN
fcis-25098	88	43	code	code	NOUN
fcis-25098	88	44	3	3	NUM
fcis-25098	88	45	ave*1<=x	ave*1<=x	NOUN
fcis-25098	88	46	<	<	X
fcis-25098	88	47	ave*1.5	ave*1.5	X
fcis-25098	88	48	code	code	VERB
fcis-25098	88	49	4	4	NUM
fcis-25098	88	50	x	x	NOUN
fcis-25098	88	51	<	<	NOUN
fcis-25098	88	52	ave*1	ave*1	PROPN
fcis-25098	88	53	3.6	3.6	NUM
fcis-25098	88	54	.	.	PUNCT
fcis-25098	88	55	encoding	encode	VERB
fcis-25098	88	56	table	table	NOUN
fcis-25098	88	57	3	3	NUM
fcis-25098	88	58	.	.	PUNCT
fcis-25098	89	1	behavior	behavior	NOUN
fcis-25098	89	2	encoding	encode	VERB
fcis-25098	89	3	table	table	NOUN
fcis-25098	89	4	behavior	behavior	NOUN
fcis-25098	89	5	dimension	dimension	NOUN
fcis-25098	89	6	encoding	encode	VERB
fcis-25098	89	7	1	1	NUM
fcis-25098	89	8	encoding	encode	VERB
fcis-25098	89	9	2	2	NUM
fcis-25098	89	10	encoding	encode	VERB
fcis-25098	89	11	3	3	NUM
fcis-25098	89	12	encoding	encode	VERB
fcis-25098	89	13	4	4	NUM
fcis-25098	89	14	attendance	attendance	NOUN
fcis-25098	89	15	checks	check	NOUN
fcis-25098	89	16	t1	t1	NOUN
fcis-25098	89	17	-	-	PUNCT
fcis-25098	89	18	high	high	ADJ
fcis-25098	89	19	attendance	attendance	NOUN
fcis-25098	89	20	check	check	NOUN
fcis-25098	89	21	-	-	PUNCT
fcis-25098	89	22	ins	in	NOUN
fcis-25098	89	23	t2	t2	NOUN
fcis-25098	89	24	-	-	PUNCT
fcis-25098	89	25	more	more	ADJ
fcis-25098	89	26	attendance	attendance	NOUN
fcis-25098	89	27	check	check	NOUN
fcis-25098	89	28	-	-	PUNCT
fcis-25098	89	29	ins	in	NOUN
fcis-25098	89	30	t3average	t3average	NOUN
fcis-25098	89	31	attendance	attendance	NOUN
fcis-25098	89	32	check	check	NOUN
fcis-25098	89	33	-	-	PUNCT
fcis-25098	89	34	ins	in	NOUN
fcis-25098	89	35	t4	t4	PROPN
fcis-25098	89	36	-	-	PUNCT
fcis-25098	89	37	few	few	ADJ
fcis-25098	89	38	attendance	attendance	NOUN
fcis-25098	89	39	check	check	NOUN
fcis-25098	89	40	-	-	PUNCT
fcis-25098	89	41	ins	in	NOUN
fcis-25098	89	42	exam	exam	NOUN
fcis-25098	89	43	submission	submission	NOUN
fcis-25098	89	44	e1	e1	NOUN
fcis-25098	89	45	-	-	PUNCT
fcis-25098	89	46	high	high	ADJ
fcis-25098	89	47	exam	exam	NOUN
fcis-25098	89	48	submission	submission	NOUN
fcis-25098	89	49	rate	rate	NOUN
fcis-25098	89	50	e2	e2	PROPN
fcis-25098	89	51	-	-	PUNCT
fcis-25098	89	52	more	more	ADJ
fcis-25098	89	53	exam	exam	NOUN
fcis-25098	89	54	submission	submission	NOUN
fcis-25098	89	55	rate	rate	NOUN
fcis-25098	89	56	e3average	e3average	NOUN
fcis-25098	89	57	exam	exam	NOUN
fcis-25098	89	58	submission	submission	NOUN
fcis-25098	89	59	rate	rate	NOUN
fcis-25098	89	60	e4	e4	PROPN
fcis-25098	89	61	-	-	PUNCT
fcis-25098	89	62	low	low	ADJ
fcis-25098	89	63	exam	exam	NOUN
fcis-25098	89	64	submission	submission	NOUN
fcis-25098	89	65	rate	rate	NOUN
fcis-25098	89	66	visit	visit	NOUN
fcis-25098	89	67	chapter	chapter	NOUN
fcis-25098	89	68	c1	c1	NOUN
fcis-25098	89	69	-	-	PUNCT
fcis-25098	89	70	high	high	ADJ
fcis-25098	89	71	visit	visit	NOUN
fcis-25098	89	72	frequency	frequency	NOUN
fcis-25098	89	73	c2	c2	PROPN
fcis-25098	89	74	-	-	PUNCT
fcis-25098	89	75	more	more	ADJ
fcis-25098	89	76	visit	visit	NOUN
fcis-25098	89	77	frequency	frequency	NOUN
fcis-25098	89	78	c3average	c3average	NOUN
fcis-25098	89	79	visit	visit	NOUN
fcis-25098	89	80	frequency	frequency	NOUN
fcis-25098	89	81	c4	c4	NOUN
fcis-25098	89	82	-	-	PUNCT
fcis-25098	89	83	few	few	ADJ
fcis-25098	89	84	visit	visit	NOUN
fcis-25098	89	85	frequency	frequency	NOUN
fcis-25098	89	86	peer	peer	NOUN
fcis-25098	89	87	review	review	NOUN
fcis-25098	89	88	assignments	assignment	NOUN
fcis-25098	89	89	p1	p1	NOUN
fcis-25098	89	90	-	-	PUNCT
fcis-25098	89	91	high	high	ADJ
fcis-25098	89	92	number	number	NOUN
fcis-25098	89	93	of	of	ADP
fcis-25098	89	94	peer	peer	NOUN
fcis-25098	89	95	reviews	review	NOUN
fcis-25098	89	96	p2	p2	NOUN
fcis-25098	89	97	-	-	PUNCT
fcis-25098	89	98	more	more	ADJ
fcis-25098	89	99	peer	peer	NOUN
fcis-25098	89	100	reviews	review	NOUN
fcis-25098	89	101	p3average	p3average	NOUN
fcis-25098	89	102	number	number	NOUN
fcis-25098	89	103	of	of	ADP
fcis-25098	89	104	peer	peer	NOUN
fcis-25098	89	105	reviews	review	NOUN
fcis-25098	89	106	p4	p4	ADJ
fcis-25098	89	107	-	-	PUNCT
fcis-25098	89	108	few	few	ADJ
fcis-25098	89	109	peer	peer	NOUN
fcis-25098	89	110	reviews	review	NOUN
fcis-25098	89	111	task	task	NOUN
fcis-25098	89	112	completion	completion	NOUN
fcis-25098	89	113	j1	j1	PROPN
fcis-25098	89	114	-	-	PUNCT
fcis-25098	89	115	high	high	ADJ
fcis-25098	89	116	completion	completion	NOUN
fcis-25098	89	117	rate	rate	NOUN
fcis-25098	89	118	j2	j2	NOUN
fcis-25098	89	119	-	-	PUNCT
fcis-25098	89	120	more	more	ADJ
fcis-25098	89	121	completion	completion	NOUN
fcis-25098	89	122	rate	rate	NOUN
fcis-25098	89	123	j3average	j3average	NOUN
fcis-25098	89	124	completion	completion	NOUN
fcis-25098	89	125	rate	rate	NOUN
fcis-25098	89	126	j4	j4	PROPN
fcis-25098	89	127	-	-	PUNCT
fcis-25098	89	128	low	low	ADJ
fcis-25098	89	129	completion	completion	NOUN
fcis-25098	89	130	rate	rate	NOUN
fcis-25098	89	131	online	online	NOUN
fcis-25098	89	132	duration	duration	NOUN
fcis-25098	89	133	o1	o1	NOUN
fcis-25098	89	134	-	-	PUNCT
fcis-25098	89	135	long	long	ADV
fcis-25098	89	136	online	online	ADJ
fcis-25098	89	137	duration	duration	NOUN
fcis-25098	89	138	o2	o2	ADJ
fcis-25098	89	139	-	-	PUNCT
fcis-25098	89	140	more	more	ADJ
fcis-25098	89	141	online	online	ADJ
fcis-25098	89	142	duration	duration	NOUN
fcis-25098	89	143	o3average	o3average	NOUN
fcis-25098	89	144	online	online	ADJ
fcis-25098	89	145	duration	duration	NOUN
fcis-25098	89	146	o4	o4	VERB
fcis-25098	89	147	-	-	PUNCT
fcis-25098	89	148	short	short	ADJ
fcis-25098	89	149	online	online	ADJ
fcis-25098	89	150	duration	duration	NOUN
fcis-25098	89	151	assignment	assignment	NOUN
fcis-25098	89	152	submission	submission	NOUN
fcis-25098	89	153	w1	w1	NOUN
fcis-25098	89	154	-	-	PUNCT
fcis-25098	89	155	high	high	ADJ
fcis-25098	89	156	submission	submission	NOUN
fcis-25098	89	157	rate	rate	NOUN
fcis-25098	89	158	w2	w2	NOUN
fcis-25098	89	159	-	-	PUNCT
fcis-25098	89	160	more	more	ADJ
fcis-25098	89	161	submission	submission	NOUN
fcis-25098	89	162	rate	rate	NOUN
fcis-25098	89	163	w3average	w3average	NOUN
fcis-25098	89	164	submission	submission	NOUN
fcis-25098	89	165	rate	rate	NOUN
fcis-25098	89	166	w4	w4	NOUN
fcis-25098	89	167	-	-	PUNCT
fcis-25098	89	168	low	low	ADJ
fcis-25098	89	169	submission	submission	NOUN
fcis-25098	89	170	rate	rate	NOUN
fcis-25098	89	171	overall	overall	ADJ
fcis-25098	89	172	score	score	NOUN
fcis-25098	89	173	s1excellent	s1excellent	PROPN
fcis-25098	89	174	s2	s2	VERB
fcis-25098	89	175	-	-	PUNCT
fcis-25098	89	176	good	good	ADJ
fcis-25098	89	177	s3medium	s3medium	NOUN
fcis-25098	89	178	s4	s4	NOUN
fcis-25098	89	179	-	-	PUNCT
fcis-25098	89	180	poor	poor	NOUN
fcis-25098	89	181	based	base	VERB
fcis-25098	89	182	on	on	ADP
fcis-25098	89	183	the	the	DET
fcis-25098	89	184	aforementioned	aforementioned	ADJ
fcis-25098	89	185	encoding	encoding	NOUN
fcis-25098	89	186	rules	rule	NOUN
fcis-25098	89	187	,	,	PUNCT
fcis-25098	89	188	the	the	DET
fcis-25098	89	189	encoding	encoding	NOUN
fcis-25098	89	190	process	process	NOUN
fcis-25098	89	191	is	be	AUX
fcis-25098	89	192	conducted	conduct	VERB
fcis-25098	89	193	.	.	PUNCT
fcis-25098	90	1	taking	take	VERB
fcis-25098	90	2	participation	participation	NOUN
fcis-25098	90	3	in	in	ADP
fcis-25098	90	4	attendance	attendance	NOUN
fcis-25098	90	5	21	21	NUM
fcis-25098	90	6	checks	check	NOUN
fcis-25098	90	7	as	as	ADP
fcis-25098	90	8	an	an	DET
fcis-25098	90	9	example	example	NOUN
fcis-25098	90	10	,	,	PUNCT
fcis-25098	90	11	the	the	DET
fcis-25098	90	12	encodings	encoding	NOUN
fcis-25098	90	13	1	1	NUM
fcis-25098	90	14	,	,	PUNCT
fcis-25098	90	15	2	2	NUM
fcis-25098	90	16	,	,	PUNCT
fcis-25098	90	17	3	3	NUM
fcis-25098	90	18	,	,	PUNCT
fcis-25098	90	19	and	and	CCONJ
fcis-25098	90	20	4	4	NUM
fcis-25098	90	21	are	be	AUX
fcis-25098	90	22	t1	t1	NOUN
fcis-25098	90	23	,	,	PUNCT
fcis-25098	90	24	t2	t2	NOUN
fcis-25098	90	25	,	,	PUNCT
fcis-25098	90	26	t3	t3	PROPN
fcis-25098	90	27	,	,	PUNCT
fcis-25098	90	28	and	and	CCONJ
fcis-25098	90	29	t4	t4	PROPN
fcis-25098	90	30	,	,	PUNCT
fcis-25098	90	31	respectively	respectively	ADV
fcis-25098	90	32	,	,	PUNCT
fcis-25098	90	33	with	with	ADP
fcis-25098	90	34	a	a	DET
fcis-25098	90	35	descending	descend	VERB
fcis-25098	90	36	trend	trend	NOUN
fcis-25098	90	37	in	in	ADP
fcis-25098	90	38	the	the	DET
fcis-25098	90	39	level	level	NOUN
fcis-25098	90	40	of	of	ADP
fcis-25098	90	41	participation	participation	NOUN
fcis-25098	90	42	[	[	X
fcis-25098	90	43	10	10	NUM
fcis-25098	90	44	]	]	PUNCT
fcis-25098	90	45	.	.	PUNCT
fcis-25098	91	1	as	as	SCONJ
fcis-25098	91	2	shown	show	VERB
fcis-25098	91	3	in	in	ADP
fcis-25098	91	4	table	table	NOUN
fcis-25098	91	5	3	3	NUM
fcis-25098	91	6	.	.	PUNCT
fcis-25098	91	7	table	table	NOUN
fcis-25098	91	8	3	3	NUM
fcis-25098	91	9	is	be	AUX
fcis-25098	91	10	an	an	DET
fcis-25098	91	11	encoding	encoding	NOUN
fcis-25098	91	12	table	table	NOUN
fcis-25098	91	13	based	base	VERB
fcis-25098	91	14	on	on	ADP
fcis-25098	91	15	the	the	DET
fcis-25098	91	16	rules	rule	NOUN
fcis-25098	91	17	defined	define	VERB
fcis-25098	91	18	in	in	ADP
fcis-25098	91	19	tables	table	NOUN
fcis-25098	91	20	1	1	NUM
fcis-25098	91	21	and	and	CCONJ
fcis-25098	91	22	2	2	NUM
fcis-25098	91	23	.	.	X
fcis-25098	92	1	each	each	DET
fcis-25098	92	2	code	code	NOUN
fcis-25098	92	3	has	have	VERB
fcis-25098	92	4	a	a	DET
fcis-25098	92	5	specific	specific	ADJ
fcis-25098	92	6	meaning	meaning	NOUN
fcis-25098	92	7	associated	associate	VERB
fcis-25098	92	8	with	with	ADP
fcis-25098	92	9	it	it	PRON
fcis-25098	92	10	.	.	PUNCT
fcis-25098	93	1	for	for	ADP
fcis-25098	93	2	example	example	NOUN
fcis-25098	93	3	,	,	PUNCT
fcis-25098	93	4	t1	t1	PROPN
fcis-25098	93	5	corresponds	correspond	VERB
fcis-25098	93	6	to	to	PART
fcis-25098	93	7	code	code	VERB
fcis-25098	93	8	1	1	NUM
fcis-25098	93	9	in	in	ADP
fcis-25098	93	10	table	table	NOUN
fcis-25098	93	11	1	1	NUM
fcis-25098	93	12	(	(	PUNCT
fcis-25098	93	13	x	x	X
fcis-25098	93	14	>	>	X
fcis-25098	93	15	=	=	SYM
fcis-25098	93	16	max*0.9	max*0.9	PROPN
fcis-25098	93	17	)	)	PUNCT
fcis-25098	93	18	,	,	PUNCT
fcis-25098	93	19	representing	represent	VERB
fcis-25098	93	20	a	a	DET
fcis-25098	93	21	high	high	ADJ
fcis-25098	93	22	number	number	NOUN
fcis-25098	93	23	of	of	ADP
fcis-25098	93	24	attendance	attendance	NOUN
fcis-25098	93	25	checks	check	NOUN
fcis-25098	93	26	.	.	PUNCT
fcis-25098	94	1	c1	c1	PROPN
fcis-25098	94	2	corresponds	correspond	VERB
fcis-25098	94	3	to	to	PART
fcis-25098	94	4	code	code	VERB
fcis-25098	94	5	1	1	NUM
fcis-25098	94	6	in	in	ADP
fcis-25098	94	7	table	table	NOUN
fcis-25098	94	8	2	2	NUM
fcis-25098	94	9	(	(	PUNCT
fcis-25098	94	10	x	x	X
fcis-25098	94	11	>	>	PUNCT
fcis-25098	94	12	=	=	SYM
fcis-25098	94	13	ave*2	ave*2	PROPN
fcis-25098	94	14	)	)	PUNCT
fcis-25098	94	15	,	,	PUNCT
fcis-25098	94	16	indicating	indicate	VERB
fcis-25098	94	17	a	a	DET
fcis-25098	94	18	high	high	ADJ
fcis-25098	94	19	frequency	frequency	NOUN
fcis-25098	94	20	of	of	ADP
fcis-25098	94	21	chapter	chapter	NOUN
fcis-25098	94	22	visits	visit	NOUN
fcis-25098	94	23	,	,	PUNCT
fcis-25098	94	24	and	and	CCONJ
fcis-25098	94	25	so	so	ADV
fcis-25098	94	26	on	on	ADV
fcis-25098	94	27	.	.	PUNCT
fcis-25098	95	1	through	through	ADP
fcis-25098	95	2	this	this	DET
fcis-25098	95	3	encoding	encoding	NOUN
fcis-25098	95	4	process	process	NOUN
fcis-25098	95	5	,	,	PUNCT
fcis-25098	95	6	the	the	DET
fcis-25098	95	7	above	above	ADV
fcis-25098	95	8	-	-	PUNCT
fcis-25098	95	9	mentioned	mention	VERB
fcis-25098	95	10	behavioral	behavioral	ADJ
fcis-25098	95	11	data	datum	NOUN
fcis-25098	95	12	have	have	AUX
fcis-25098	95	13	been	be	AUX
fcis-25098	95	14	successfully	successfully	ADV
fcis-25098	95	15	discretized	discretize	VERB
fcis-25098	95	16	.	.	PUNCT
fcis-25098	96	1	after	after	ADP
fcis-25098	96	2	discretization	discretization	NOUN
fcis-25098	96	3	,	,	PUNCT
fcis-25098	96	4	the	the	DET
fcis-25098	96	5	apriori	apriori	ADJ
fcis-25098	96	6	algorithm	algorithm	NOUN
fcis-25098	96	7	can	can	AUX
fcis-25098	96	8	be	be	AUX
fcis-25098	96	9	used	use	VERB
fcis-25098	96	10	for	for	ADP
fcis-25098	96	11	analysis	analysis	NOUN
fcis-25098	96	12	.	.	PUNCT
fcis-25098	97	1	setting	set	VERB
fcis-25098	97	2	the	the	DET
fcis-25098	97	3	support	support	NOUN
fcis-25098	97	4	threshold	threshold	NOUN
fcis-25098	97	5	to	to	ADP
fcis-25098	97	6	0.4	0.4	NUM
fcis-25098	97	7	and	and	CCONJ
fcis-25098	97	8	the	the	DET
fcis-25098	97	9	confidence	confidence	NOUN
fcis-25098	97	10	threshold	threshold	NOUN
fcis-25098	97	11	to	to	ADP
fcis-25098	97	12	0.8	0.8	NUM
fcis-25098	97	13	,	,	PUNCT
fcis-25098	97	14	six	six	NUM
fcis-25098	97	15	association	association	NOUN
fcis-25098	97	16	rules	rule	NOUN
fcis-25098	97	17	are	be	AUX
fcis-25098	97	18	derived	derive	VERB
fcis-25098	97	19	,	,	PUNCT
fcis-25098	97	20	as	as	SCONJ
fcis-25098	97	21	shown	show	VERB
fcis-25098	97	22	in	in	ADP
fcis-25098	97	23	table	table	NOUN
fcis-25098	97	24	4	4	NUM
fcis-25098	97	25	.	.	PUNCT
fcis-25098	97	26	table	table	NOUN
fcis-25098	97	27	4	4	NUM
fcis-25098	97	28	.	.	PUNCT
fcis-25098	97	29	apriori	apriori	PROPN
fcis-25098	97	30	algorithm	algorithm	NOUN
fcis-25098	97	31	analysis	analysis	NOUN
fcis-25098	97	32	results	result	VERB
fcis-25098	97	33	serial	serial	ADJ
fcis-25098	97	34	number	number	NOUN
fcis-25098	97	35	association	association	NOUN
fcis-25098	97	36	rule	rule	NOUN
fcis-25098	97	37	support	support	NOUN
fcis-25098	97	38	percentage	percentage	NOUN
fcis-25098	97	39	confidence	confidence	NOUN
fcis-25098	97	40	percentage	percentage	NOUN
fcis-25098	97	41	1	1	NUM
fcis-25098	97	42	t1→s1	t1→s1	NUM
fcis-25098	97	43	58.33	58.33	NUM
fcis-25098	97	44	%	%	NOUN
fcis-25098	97	45	100.00	100.00	NUM
fcis-25098	97	46	%	%	NOUN
fcis-25098	97	47	2	2	NUM
fcis-25098	97	48	p1	p1	NOUN
fcis-25098	97	49	,	,	PUNCT
fcis-25098	97	50	e1	e1	NOUN
fcis-25098	97	51	,	,	PUNCT
fcis-25098	97	52	t1→s1	t1→s1	NUM
fcis-25098	97	53	42.71	42.71	NUM
fcis-25098	97	54	%	%	NOUN
fcis-25098	97	55	98.23	98.23	NUM
fcis-25098	97	56	%	%	NOUN
fcis-25098	97	57	3	3	NUM
fcis-25098	97	58	p2,e1→t1	p2,e1→t1	PROPN
fcis-25098	97	59	56.25	56.25	NUM
fcis-25098	97	60	%	%	NOUN
fcis-25098	97	61	96.30	96.30	NUM
fcis-25098	97	62	%	%	NOUN
fcis-25098	97	63	4	4	NUM
fcis-25098	97	64	w3→e1	w3→e1	NOUN
fcis-25098	97	65	47.92	47.92	NUM
fcis-25098	97	66	%	%	NOUN
fcis-25098	97	67	95.65	95.65	NUM
fcis-25098	97	68	%	%	NOUN
fcis-25098	97	69	5	5	NUM
fcis-25098	97	70	p2→t1	p2→t1	ADJ
fcis-25098	97	71	57.29	57.29	NUM
fcis-25098	97	72	%	%	NOUN
fcis-25098	97	73	94.55	94.55	NUM
fcis-25098	97	74	%	%	NOUN
fcis-25098	97	75	6	6	NUM
fcis-25098	97	76	c4→j4	c4→j4	ADJ
fcis-25098	97	77	48.96	48.96	NUM
fcis-25098	97	78	%	%	NOUN
fcis-25098	97	79	93.62	93.62	NUM
fcis-25098	97	80	%	%	NOUN
fcis-25098	97	81	association	association	NOUN
fcis-25098	97	82	rule	rule	NOUN
fcis-25098	97	83	1	1	NUM
fcis-25098	97	84	(	(	PUNCT
fcis-25098	97	85	t1→s1	t1→s1	NUM
fcis-25098	97	86	)	)	PUNCT
fcis-25098	97	87	states	state	VERB
fcis-25098	97	88	that	that	SCONJ
fcis-25098	97	89	students	student	NOUN
fcis-25098	97	90	who	who	PRON
fcis-25098	97	91	regularly	regularly	ADV
fcis-25098	97	92	attend	attend	VERB
fcis-25098	97	93	attendance	attendance	NOUN
fcis-25098	97	94	(	(	PUNCT
fcis-25098	97	95	t1	t1	NOUN
fcis-25098	97	96	)	)	PUNCT
fcis-25098	97	97	are	be	AUX
fcis-25098	97	98	likely	likely	ADJ
fcis-25098	97	99	to	to	PART
fcis-25098	97	100	receive	receive	VERB
fcis-25098	97	101	an	an	DET
fcis-25098	97	102	excellent	excellent	ADJ
fcis-25098	97	103	overall	overall	ADJ
fcis-25098	97	104	score	score	NOUN
fcis-25098	97	105	(	(	PUNCT
fcis-25098	97	106	s1	s1	NOUN
fcis-25098	97	107	)	)	PUNCT
fcis-25098	97	108	.	.	PUNCT
fcis-25098	98	1	with	with	ADP
fcis-25098	98	2	58.33	58.33	NUM
fcis-25098	98	3	%	%	NOUN
fcis-25098	98	4	support	support	NOUN
fcis-25098	98	5	and	and	CCONJ
fcis-25098	98	6	100	100	NUM
fcis-25098	98	7	%	%	NOUN
fcis-25098	98	8	confidence	confidence	NOUN
fcis-25098	98	9	,	,	PUNCT
fcis-25098	98	10	this	this	DET
fcis-25098	98	11	rule	rule	NOUN
fcis-25098	98	12	shows	show	VERB
fcis-25098	98	13	a	a	DET
fcis-25098	98	14	strong	strong	ADJ
fcis-25098	98	15	positive	positive	ADJ
fcis-25098	98	16	correlation	correlation	NOUN
fcis-25098	98	17	between	between	ADP
fcis-25098	98	18	attendance	attendance	NOUN
fcis-25098	98	19	and	and	CCONJ
fcis-25098	98	20	academic	academic	ADJ
fcis-25098	98	21	performance	performance	NOUN
fcis-25098	98	22	,	,	PUNCT
fcis-25098	98	23	meaning	mean	VERB
fcis-25098	98	24	that	that	SCONJ
fcis-25098	98	25	regular	regular	ADJ
fcis-25098	98	26	attendance	attendance	NOUN
fcis-25098	98	27	is	be	AUX
fcis-25098	98	28	a	a	DET
fcis-25098	98	29	key	key	ADJ
fcis-25098	98	30	factor	factor	NOUN
fcis-25098	98	31	in	in	ADP
fcis-25098	98	32	achieving	achieve	VERB
fcis-25098	98	33	excellent	excellent	ADJ
fcis-25098	98	34	academic	academic	ADJ
fcis-25098	98	35	performance	performance	NOUN
fcis-25098	98	36	.	.	PUNCT
fcis-25098	99	1	association	association	NOUN
fcis-25098	99	2	rule	rule	NOUN
fcis-25098	99	3	2	2	NUM
fcis-25098	99	4	(	(	PUNCT
fcis-25098	99	5	p1	p1	NOUN
fcis-25098	99	6	,	,	PUNCT
fcis-25098	99	7	e1	e1	NOUN
fcis-25098	99	8	,	,	PUNCT
fcis-25098	99	9	t1→s1	t1→s1	NUM
fcis-25098	99	10	):	):	PUNCT
fcis-25098	99	11	when	when	SCONJ
fcis-25098	99	12	students	student	NOUN
fcis-25098	99	13	extensively	extensively	ADV
fcis-25098	99	14	review	review	VERB
fcis-25098	99	15	peer	peer	NOUN
fcis-25098	99	16	-	-	PUNCT
fcis-25098	99	17	assessed	assess	VERB
fcis-25098	99	18	assignments	assignment	NOUN
fcis-25098	99	19	(	(	PUNCT
fcis-25098	99	20	p1	p1	PROPN
fcis-25098	99	21	)	)	PUNCT
fcis-25098	99	22	,	,	PUNCT
fcis-25098	99	23	have	have	VERB
fcis-25098	99	24	a	a	DET
fcis-25098	99	25	high	high	ADJ
fcis-25098	99	26	exam	exam	NOUN
fcis-25098	99	27	submission	submission	NOUN
fcis-25098	99	28	rate	rate	NOUN
fcis-25098	99	29	(	(	PUNCT
fcis-25098	99	30	e1	e1	NOUN
fcis-25098	99	31	)	)	PUNCT
fcis-25098	99	32	,	,	PUNCT
fcis-25098	99	33	and	and	CCONJ
fcis-25098	99	34	frequently	frequently	ADV
fcis-25098	99	35	participate	participate	VERB
fcis-25098	99	36	in	in	ADP
fcis-25098	99	37	attendance	attendance	NOUN
fcis-25098	99	38	checks	check	NOUN
fcis-25098	99	39	(	(	PUNCT
fcis-25098	99	40	t1	t1	NOUN
fcis-25098	99	41	)	)	PUNCT
fcis-25098	99	42	,	,	PUNCT
fcis-25098	99	43	they	they	PRON
fcis-25098	99	44	have	have	VERB
fcis-25098	99	45	a	a	DET
fcis-25098	99	46	higher	high	ADJ
fcis-25098	99	47	probability	probability	NOUN
fcis-25098	99	48	of	of	ADP
fcis-25098	99	49	achieving	achieve	VERB
fcis-25098	99	50	an	an	DET
fcis-25098	99	51	excellent	excellent	ADJ
fcis-25098	99	52	overall	overall	ADJ
fcis-25098	99	53	score	score	NOUN
fcis-25098	99	54	(	(	PUNCT
fcis-25098	99	55	s1).the	s1).the	DET
fcis-25098	99	56	support	support	NOUN
fcis-25098	99	57	of	of	ADP
fcis-25098	99	58	42.71	42.71	NUM
fcis-25098	99	59	%	%	NOUN
fcis-25098	99	60	and	and	CCONJ
fcis-25098	99	61	confidence	confidence	NOUN
fcis-25098	99	62	of	of	ADP
fcis-25098	99	63	98.23	98.23	NUM
fcis-25098	99	64	%	%	NOUN
fcis-25098	99	65	suggest	suggest	VERB
fcis-25098	99	66	that	that	SCONJ
fcis-25098	99	67	this	this	DET
fcis-25098	99	68	combination	combination	NOUN
fcis-25098	99	69	of	of	ADP
fcis-25098	99	70	behaviors	behavior	NOUN
fcis-25098	99	71	is	be	AUX
fcis-25098	99	72	a	a	DET
fcis-25098	99	73	strong	strong	ADJ
fcis-25098	99	74	predictor	predictor	NOUN
fcis-25098	99	75	of	of	ADP
fcis-25098	99	76	outstanding	outstanding	ADJ
fcis-25098	99	77	academic	academic	ADJ
fcis-25098	99	78	performance	performance	NOUN
fcis-25098	99	79	.	.	PUNCT
fcis-25098	100	1	association	association	NOUN
fcis-25098	100	2	rule	rule	VERB
fcis-25098	100	3	3	3	NUM
fcis-25098	100	4	(	(	PUNCT
fcis-25098	100	5	p2	p2	NOUN
fcis-25098	100	6	,	,	PUNCT
fcis-25098	100	7	e1→t1	e1→t1	PROPN
fcis-25098	100	8	):	):	PUNCT
fcis-25098	100	9	even	even	ADV
fcis-25098	100	10	if	if	SCONJ
fcis-25098	100	11	students	student	NOUN
fcis-25098	100	12	only	only	ADV
fcis-25098	100	13	moderately	moderately	ADV
fcis-25098	100	14	review	review	VERB
fcis-25098	100	15	peer	peer	NOUN
fcis-25098	100	16	-	-	PUNCT
fcis-25098	100	17	assessed	assess	VERB
fcis-25098	100	18	assignments	assignment	NOUN
fcis-25098	100	19	(	(	PUNCT
fcis-25098	100	20	p2),but	p2),but	NOUN
fcis-25098	100	21	have	have	VERB
fcis-25098	100	22	a	a	DET
fcis-25098	100	23	high	high	ADJ
fcis-25098	100	24	exam	exam	NOUN
fcis-25098	100	25	submission	submission	NOUN
fcis-25098	100	26	rate	rate	NOUN
fcis-25098	100	27	(	(	PUNCT
fcis-25098	100	28	e1	e1	PROPN
fcis-25098	100	29	)	)	PUNCT
fcis-25098	100	30	,	,	PUNCT
fcis-25098	100	31	they	they	PRON
fcis-25098	100	32	still	still	ADV
fcis-25098	100	33	have	have	VERB
fcis-25098	100	34	a	a	DET
fcis-25098	100	35	high	high	ADJ
fcis-25098	100	36	probability	probability	NOUN
fcis-25098	100	37	of	of	ADP
fcis-25098	100	38	frequently	frequently	ADV
fcis-25098	100	39	participating	participate	VERB
fcis-25098	100	40	in	in	ADP
fcis-25098	100	41	attendance	attendance	NOUN
fcis-25098	100	42	checks	check	NOUN
fcis-25098	100	43	(	(	PUNCT
fcis-25098	100	44	t1	t1	NOUN
fcis-25098	100	45	)	)	PUNCT
fcis-25098	100	46	.	.	PUNCT
fcis-25098	101	1	with	with	ADP
fcis-25098	101	2	a	a	DET
fcis-25098	101	3	support	support	NOUN
fcis-25098	101	4	of	of	ADP
fcis-25098	101	5	56.25	56.25	NUM
fcis-25098	101	6	%	%	NOUN
fcis-25098	101	7	and	and	CCONJ
fcis-25098	101	8	a	a	DET
fcis-25098	101	9	confidence	confidence	NOUN
fcis-25098	101	10	of	of	ADP
fcis-25098	101	11	96.30	96.30	NUM
fcis-25098	101	12	%	%	NOUN
fcis-25098	101	13	,	,	PUNCT
fcis-25098	101	14	it	it	PRON
fcis-25098	101	15	indicates	indicate	VERB
fcis-25098	101	16	that	that	SCONJ
fcis-25098	101	17	students	student	NOUN
fcis-25098	101	18	may	may	AUX
fcis-25098	101	19	actively	actively	ADV
fcis-25098	101	20	engage	engage	VERB
fcis-25098	101	21	in	in	ADP
fcis-25098	101	22	class	class	NOUN
fcis-25098	101	23	even	even	ADV
fcis-25098	101	24	if	if	SCONJ
fcis-25098	101	25	they	they	PRON
fcis-25098	101	26	do	do	AUX
fcis-25098	101	27	not	not	PART
fcis-25098	101	28	review	review	VERB
fcis-25098	101	29	the	the	DET
fcis-25098	101	30	most	most	ADJ
fcis-25098	101	31	assignments	assignment	NOUN
fcis-25098	101	32	.	.	PUNCT
fcis-25098	102	1	association	association	NOUN
fcis-25098	102	2	rule	rule	VERB
fcis-25098	102	3	4	4	NUM
fcis-25098	102	4	(	(	PUNCT
fcis-25098	102	5	w3→e1	w3→e1	NOUN
fcis-25098	102	6	):	):	PUNCT
fcis-25098	102	7	students	student	NOUN
fcis-25098	102	8	with	with	ADP
fcis-25098	102	9	an	an	DET
fcis-25098	102	10	average	average	ADJ
fcis-25098	102	11	homework	homework	NOUN
fcis-25098	102	12	submission	submission	NOUN
fcis-25098	102	13	rate	rate	NOUN
fcis-25098	102	14	(	(	PUNCT
fcis-25098	102	15	w3	w3	PROPN
fcis-25098	102	16	)	)	PUNCT
fcis-25098	102	17	have	have	VERB
fcis-25098	102	18	a	a	DET
fcis-25098	102	19	higher	high	ADJ
fcis-25098	102	20	probability	probability	NOUN
fcis-25098	102	21	of	of	ADP
fcis-25098	102	22	having	have	VERB
fcis-25098	102	23	a	a	DET
fcis-25098	102	24	high	high	ADJ
fcis-25098	102	25	exam	exam	NOUN
fcis-25098	102	26	submission	submission	NOUN
fcis-25098	102	27	rate	rate	NOUN
fcis-25098	102	28	(	(	PUNCT
fcis-25098	102	29	e1	e1	PROPN
fcis-25098	102	30	)	)	PUNCT
fcis-25098	102	31	.	.	PUNCT
fcis-25098	103	1	the	the	DET
fcis-25098	103	2	support	support	NOUN
fcis-25098	103	3	of	of	ADP
fcis-25098	103	4	47.92	47.92	NUM
fcis-25098	103	5	%	%	NOUN
fcis-25098	103	6	and	and	CCONJ
fcis-25098	103	7	confidence	confidence	NOUN
fcis-25098	103	8	of	of	ADP
fcis-25098	103	9	95.65	95.65	NUM
fcis-25098	103	10	%	%	NOUN
fcis-25098	103	11	suggest	suggest	VERB
fcis-25098	103	12	that	that	SCONJ
fcis-25098	103	13	students	student	NOUN
fcis-25098	103	14	may	may	AUX
fcis-25098	103	15	perform	perform	VERB
fcis-25098	103	16	well	well	ADV
fcis-25098	103	17	in	in	ADP
fcis-25098	103	18	exams	exam	NOUN
fcis-25098	103	19	even	even	ADV
fcis-25098	103	20	with	with	ADP
fcis-25098	103	21	a	a	DET
fcis-25098	103	22	regular	regular	ADJ
fcis-25098	103	23	homework	homework	NOUN
fcis-25098	103	24	submission	submission	NOUN
fcis-25098	103	25	rate	rate	NOUN
fcis-25098	103	26	.	.	PUNCT
fcis-25098	104	1	association	association	NOUN
fcis-25098	104	2	rule	rule	VERB
fcis-25098	104	3	5	5	NUM
fcis-25098	104	4	(	(	PUNCT
fcis-25098	104	5	p2→t1	p2→t1	NUM
fcis-25098	104	6	):	):	PUNCT
fcis-25098	104	7	even	even	ADV
fcis-25098	104	8	if	if	SCONJ
fcis-25098	104	9	students	student	NOUN
fcis-25098	104	10	only	only	ADV
fcis-25098	104	11	moderately	moderately	ADV
fcis-25098	104	12	review	review	VERB
fcis-25098	104	13	peer	peer	NOUN
fcis-25098	104	14	-	-	PUNCT
fcis-25098	104	15	assessed	assess	VERB
fcis-25098	104	16	assignments	assignment	NOUN
fcis-25098	104	17	(	(	PUNCT
fcis-25098	104	18	p2	p2	PROPN
fcis-25098	104	19	)	)	PUNCT
fcis-25098	104	20	,	,	PUNCT
fcis-25098	104	21	they	they	PRON
fcis-25098	104	22	still	still	ADV
fcis-25098	104	23	have	have	VERB
fcis-25098	104	24	a	a	DET
fcis-25098	104	25	high	high	ADJ
fcis-25098	104	26	probability	probability	NOUN
fcis-25098	104	27	of	of	ADP
fcis-25098	104	28	frequently	frequently	ADV
fcis-25098	104	29	participating	participate	VERB
fcis-25098	104	30	in	in	ADP
fcis-25098	104	31	attendance	attendance	NOUN
fcis-25098	104	32	checks	check	NOUN
fcis-25098	104	33	(	(	PUNCT
fcis-25098	104	34	t1	t1	NOUN
fcis-25098	104	35	)	)	PUNCT
fcis-25098	104	36	.	.	PUNCT
fcis-25098	105	1	with	with	ADP
fcis-25098	105	2	a	a	DET
fcis-25098	105	3	support	support	NOUN
fcis-25098	105	4	of	of	ADP
fcis-25098	105	5	57.29	57.29	NUM
fcis-25098	105	6	%	%	NOUN
fcis-25098	105	7	and	and	CCONJ
fcis-25098	105	8	a	a	DET
fcis-25098	105	9	confidence	confidence	NOUN
fcis-25098	105	10	of	of	ADP
fcis-25098	105	11	94.55	94.55	NUM
fcis-25098	105	12	%	%	NOUN
fcis-25098	105	13	,	,	PUNCT
fcis-25098	105	14	it	it	PRON
fcis-25098	105	15	indicates	indicate	VERB
fcis-25098	105	16	that	that	SCONJ
fcis-25098	105	17	students	student	NOUN
fcis-25098	105	18	may	may	AUX
fcis-25098	105	19	actively	actively	ADV
fcis-25098	105	20	engage	engage	VERB
fcis-25098	105	21	in	in	ADP
fcis-25098	105	22	class	class	NOUN
fcis-25098	105	23	despite	despite	SCONJ
fcis-25098	105	24	not	not	PART
fcis-25098	105	25	reviewing	review	VERB
fcis-25098	105	26	the	the	DET
fcis-25098	105	27	most	most	ADJ
fcis-25098	105	28	assignments	assignment	NOUN
fcis-25098	105	29	.	.	PUNCT
fcis-25098	106	1	association	association	NOUN
fcis-25098	106	2	rule	rule	VERB
fcis-25098	106	3	6	6	NUM
fcis-25098	106	4	(	(	PUNCT
fcis-25098	106	5	c4→j4	c4→j4	NUM
fcis-25098	106	6	):	):	PUNCT
fcis-25098	106	7	students	student	NOUN
fcis-25098	106	8	who	who	PRON
fcis-25098	106	9	infrequently	infrequently	ADV
fcis-25098	106	10	visit	visit	VERB
fcis-25098	106	11	chapters	chapter	NOUN
fcis-25098	106	12	(	(	PUNCT
fcis-25098	106	13	c4	c4	NOUN
fcis-25098	106	14	)	)	PUNCT
fcis-25098	106	15	are	be	AUX
fcis-25098	106	16	more	more	ADV
fcis-25098	106	17	likely	likely	ADJ
fcis-25098	106	18	to	to	PART
fcis-25098	106	19	have	have	VERB
fcis-25098	106	20	a	a	DET
fcis-25098	106	21	low	low	ADJ
fcis-25098	106	22	completion	completion	NOUN
fcis-25098	106	23	rate	rate	NOUN
fcis-25098	106	24	for	for	ADP
fcis-25098	106	25	task	task	NOUN
fcis-25098	106	26	points	point	NOUN
fcis-25098	106	27	(	(	PUNCT
fcis-25098	106	28	j4	j4	PROPN
fcis-25098	106	29	)	)	PUNCT
fcis-25098	106	30	.	.	PUNCT
fcis-25098	107	1	the	the	DET
fcis-25098	107	2	support	support	NOUN
fcis-25098	107	3	of	of	ADP
fcis-25098	107	4	48.96	48.96	NUM
fcis-25098	107	5	%	%	NOUN
fcis-25098	107	6	and	and	CCONJ
fcis-25098	107	7	confidence	confidence	NOUN
fcis-25098	107	8	of	of	ADP
fcis-25098	107	9	93.62	93.62	NUM
fcis-25098	107	10	%	%	NOUN
fcis-25098	107	11	suggest	suggest	VERB
fcis-25098	107	12	that	that	SCONJ
fcis-25098	107	13	students	student	NOUN
fcis-25098	107	14	who	who	PRON
fcis-25098	107	15	do	do	VERB
fcis-25098	107	16	not	not	PART
fcis-25098	107	17	regularly	regularly	ADV
fcis-25098	107	18	access	access	NOUN
fcis-25098	107	19	course	course	NOUN
fcis-25098	107	20	materials	material	NOUN
fcis-25098	107	21	may	may	AUX
fcis-25098	107	22	also	also	ADV
fcis-25098	107	23	struggle	struggle	VERB
fcis-25098	107	24	with	with	ADP
fcis-25098	107	25	completing	complete	VERB
fcis-25098	107	26	course	course	NOUN
fcis-25098	107	27	tasks	task	NOUN
fcis-25098	107	28	.	.	PUNCT
fcis-25098	108	1	4	4	X
fcis-25098	108	2	.	.	X
fcis-25098	108	3	conclusion	conclusion	NOUN
fcis-25098	108	4	and	and	CCONJ
fcis-25098	108	5	recommendations	recommendation	NOUN
fcis-25098	108	6	based	base	VERB
fcis-25098	108	7	on	on	ADP
fcis-25098	108	8	the	the	DET
fcis-25098	108	9	association	association	NOUN
fcis-25098	108	10	rules	rule	NOUN
fcis-25098	108	11	derived	derive	VERB
fcis-25098	108	12	from	from	ADP
fcis-25098	108	13	the	the	DET
fcis-25098	108	14	algorithmic	algorithmic	ADJ
fcis-25098	108	15	analysis	analysis	NOUN
fcis-25098	108	16	,	,	PUNCT
fcis-25098	108	17	it	it	PRON
fcis-25098	108	18	is	be	AUX
fcis-25098	108	19	evident	evident	ADJ
fcis-25098	108	20	that	that	SCONJ
fcis-25098	108	21	there	there	PRON
fcis-25098	108	22	is	be	VERB
fcis-25098	108	23	a	a	DET
fcis-25098	108	24	significant	significant	ADJ
fcis-25098	108	25	positive	positive	ADJ
fcis-25098	108	26	correlation	correlation	NOUN
fcis-25098	108	27	between	between	ADP
fcis-25098	108	28	high	high	ADJ
fcis-25098	108	29	classroom	classroom	NOUN
fcis-25098	108	30	engagement	engagement	NOUN
fcis-25098	108	31	,	,	PUNCT
fcis-25098	108	32	positive	positive	ADJ
fcis-25098	108	33	examination	examination	NOUN
fcis-25098	108	34	attitudes	attitude	NOUN
fcis-25098	108	35	(	(	PUNCT
fcis-25098	108	36	such	such	ADJ
fcis-25098	108	37	as	as	ADP
fcis-25098	108	38	high	high	ADJ
fcis-25098	108	39	exam	exam	NOUN
fcis-25098	108	40	submission	submission	NOUN
fcis-25098	108	41	rates	rate	NOUN
fcis-25098	108	42	)	)	PUNCT
fcis-25098	108	43	,	,	PUNCT
fcis-25098	108	44	and	and	CCONJ
fcis-25098	108	45	academic	academic	ADJ
fcis-25098	108	46	performance	performance	NOUN
fcis-25098	108	47	.	.	PUNCT
fcis-25098	109	1	this	this	DET
fcis-25098	109	2	correlation	correlation	NOUN
fcis-25098	109	3	is	be	AUX
fcis-25098	109	4	observed	observe	VERB
fcis-25098	109	5	not	not	PART
fcis-25098	109	6	only	only	ADV
fcis-25098	109	7	in	in	ADP
fcis-25098	109	8	the	the	DET
fcis-25098	109	9	influence	influence	NOUN
fcis-25098	109	10	of	of	ADP
fcis-25098	109	11	individual	individual	ADJ
fcis-25098	109	12	factors	factor	NOUN
fcis-25098	109	13	but	but	CCONJ
fcis-25098	109	14	is	be	AUX
fcis-25098	109	15	even	even	ADV
fcis-25098	109	16	more	more	ADV
fcis-25098	109	17	pronounced	pronounce	VERB
fcis-25098	109	18	when	when	SCONJ
fcis-25098	109	19	multiple	multiple	ADJ
fcis-25098	109	20	factors	factor	NOUN
fcis-25098	109	21	are	be	AUX
fcis-25098	109	22	considered	consider	VERB
fcis-25098	109	23	together	together	ADV
fcis-25098	109	24	.	.	PUNCT
fcis-25098	110	1	furthermore	furthermore	ADV
fcis-25098	110	2	,	,	PUNCT
fcis-25098	110	3	it	it	PRON
fcis-25098	110	4	can	can	AUX
fcis-25098	110	5	be	be	AUX
fcis-25098	110	6	noted	note	VERB
fcis-25098	110	7	that	that	SCONJ
fcis-25098	110	8	there	there	PRON
fcis-25098	110	9	is	be	VERB
fcis-25098	110	10	a	a	DET
fcis-25098	110	11	close	close	ADJ
fcis-25098	110	12	relationship	relationship	NOUN
fcis-25098	110	13	between	between	ADP
fcis-25098	110	14	the	the	DET
fcis-25098	110	15	number	number	NOUN
fcis-25098	110	16	of	of	ADP
fcis-25098	110	17	peer	peer	NOUN
fcis-25098	110	18	-	-	PUNCT
fcis-25098	110	19	reviewed	review	VERB
fcis-25098	110	20	assignments	assignment	NOUN
fcis-25098	110	21	and	and	CCONJ
fcis-25098	110	22	the	the	DET
fcis-25098	110	23	frequency	frequency	NOUN
fcis-25098	110	24	of	of	ADP
fcis-25098	110	25	classroom	classroom	NOUN
fcis-25098	110	26	attendance	attendance	NOUN
fcis-25098	110	27	.	.	PUNCT
fcis-25098	111	1	even	even	ADV
fcis-25098	111	2	a	a	DET
fcis-25098	111	3	moderate	moderate	ADJ
fcis-25098	111	4	level	level	NOUN
fcis-25098	111	5	of	of	ADP
fcis-25098	111	6	peer	peer	NOUN
fcis-25098	111	7	review	review	NOUN
fcis-25098	111	8	activity	activity	NOUN
fcis-25098	111	9	can	can	AUX
fcis-25098	111	10	significantly	significantly	ADV
fcis-25098	111	11	increase	increase	VERB
fcis-25098	111	12	the	the	DET
fcis-25098	111	13	enthusiasm	enthusiasm	NOUN
fcis-25098	111	14	for	for	ADP
fcis-25098	111	15	classroom	classroom	NOUN
fcis-25098	111	16	participation	participation	NOUN
fcis-25098	111	17	,	,	PUNCT
fcis-25098	111	18	suggesting	suggest	VERB
fcis-25098	111	19	the	the	DET
fcis-25098	111	20	important	important	ADJ
fcis-25098	111	21	role	role	NOUN
fcis-25098	111	22	of	of	ADP
fcis-25098	111	23	interactive	interactive	ADJ
fcis-25098	111	24	learning	learning	NOUN
fcis-25098	111	25	in	in	ADP
fcis-25098	111	26	promoting	promote	VERB
fcis-25098	111	27	student	student	NOUN
fcis-25098	111	28	engagement	engagement	NOUN
fcis-25098	111	29	.	.	PUNCT
fcis-25098	112	1	however	however	ADV
fcis-25098	112	2	,	,	PUNCT
fcis-25098	112	3	this	this	DET
fcis-25098	112	4	paper	paper	NOUN
fcis-25098	112	5	also	also	ADV
fcis-25098	112	6	identifies	identify	VERB
fcis-25098	112	7	potential	potential	ADJ
fcis-25098	112	8	shortcomings	shortcoming	NOUN
fcis-25098	112	9	,	,	PUNCT
fcis-25098	112	10	such	such	ADJ
fcis-25098	112	11	as	as	ADP
fcis-25098	112	12	the	the	DET
fcis-25098	112	13	low	low	ADJ
fcis-25098	112	14	frequency	frequency	NOUN
fcis-25098	112	15	of	of	ADP
fcis-25098	112	16	chapter	chapter	NOUN
fcis-25098	112	17	visits	visit	NOUN
fcis-25098	112	18	being	be	AUX
fcis-25098	112	19	associated	associate	VERB
fcis-25098	112	20	with	with	ADP
fcis-25098	112	21	a	a	DET
fcis-25098	112	22	similarly	similarly	ADV
fcis-25098	112	23	low	low	ADJ
fcis-25098	112	24	completion	completion	NOUN
fcis-25098	112	25	rate	rate	NOUN
fcis-25098	112	26	of	of	ADP
fcis-25098	112	27	task	task	NOUN
fcis-25098	112	28	points	point	NOUN
fcis-25098	112	29	.	.	PUNCT
fcis-25098	113	1	this	this	PRON
fcis-25098	113	2	may	may	AUX
fcis-25098	113	3	reveal	reveal	VERB
fcis-25098	113	4	issues	issue	NOUN
fcis-25098	113	5	in	in	ADP
fcis-25098	113	6	students	student	NOUN
fcis-25098	113	7	’	'	PUNCT
fcis-25098	113	8	self	self	NOUN
fcis-25098	113	9	-	-	PUNCT
fcis-25098	113	10	directed	direct	VERB
fcis-25098	113	11	learning	learning	NOUN
fcis-25098	113	12	processes	process	NOUN
fcis-25098	113	13	or	or	CCONJ
fcis-25098	113	14	indicate	indicate	VERB
fcis-25098	113	15	that	that	DET
fcis-25098	113	16	insufficient	insufficient	ADJ
fcis-25098	113	17	exposure	exposure	NOUN
fcis-25098	113	18	to	to	PART
fcis-25098	113	19	course	course	NOUN
fcis-25098	113	20	materials	material	NOUN
fcis-25098	113	21	leads	lead	VERB
fcis-25098	113	22	to	to	ADP
fcis-25098	113	23	a	a	DET
fcis-25098	113	24	decline	decline	NOUN
fcis-25098	113	25	in	in	ADP
fcis-25098	113	26	learning	learn	VERB
fcis-25098	113	27	outcomes[11	outcomes[11	NUM
fcis-25098	113	28	]	]	PUNCT
fcis-25098	113	29	.	.	PUNCT
fcis-25098	114	1	based	base	VERB
fcis-25098	114	2	on	on	ADP
fcis-25098	114	3	the	the	DET
fcis-25098	114	4	above	above	ADJ
fcis-25098	114	5	conclusions	conclusion	NOUN
fcis-25098	114	6	,	,	PUNCT
fcis-25098	114	7	the	the	DET
fcis-25098	114	8	following	follow	VERB
fcis-25098	114	9	recommendations	recommendation	NOUN
fcis-25098	114	10	can	can	AUX
fcis-25098	114	11	be	be	AUX
fcis-25098	114	12	made	make	VERB
fcis-25098	114	13	:	:	PUNCT
fcis-25098	114	14	4.1	4.1	NUM
fcis-25098	114	15	.	.	PUNCT
fcis-25098	114	16	strengthening	strengthen	VERB
fcis-25098	114	17	supervision	supervision	NOUN
fcis-25098	114	18	of	of	ADP
fcis-25098	114	19	attendance	attendance	NOUN
fcis-25098	114	20	and	and	CCONJ
fcis-25098	114	21	examinations	examination	NOUN
fcis-25098	114	22	teachers	teacher	NOUN
fcis-25098	114	23	should	should	AUX
fcis-25098	114	24	adopt	adopt	VERB
fcis-25098	114	25	various	various	ADJ
fcis-25098	114	26	measures	measure	NOUN
fcis-25098	114	27	to	to	PART
fcis-25098	114	28	encourage	encourage	VERB
fcis-25098	114	29	students	student	NOUN
fcis-25098	114	30	to	to	PART
fcis-25098	114	31	actively	actively	ADV
fcis-25098	114	32	participate	participate	VERB
fcis-25098	114	33	in	in	ADP
fcis-25098	114	34	attendance	attendance	NOUN
fcis-25098	114	35	checks	check	NOUN
fcis-25098	114	36	and	and	CCONJ
fcis-25098	114	37	examinations	examination	NOUN
fcis-25098	114	38	.	.	PUNCT
fcis-25098	115	1	for	for	ADP
fcis-25098	115	2	students	student	NOUN
fcis-25098	115	3	who	who	PRON
fcis-25098	115	4	are	be	AUX
fcis-25098	115	5	not	not	PART
fcis-25098	115	6	actively	actively	ADV
fcis-25098	115	7	participating	participate	VERB
fcis-25098	115	8	in	in	ADP
fcis-25098	115	9	attendance	attendance	NOUN
fcis-25098	115	10	,	,	PUNCT
fcis-25098	115	11	appropriate	appropriate	ADJ
fcis-25098	115	12	reminders	reminder	NOUN
fcis-25098	115	13	or	or	CCONJ
fcis-25098	115	14	guidance	guidance	NOUN
fcis-25098	115	15	can	can	AUX
fcis-25098	115	16	be	be	AUX
fcis-25098	115	17	provided	provide	VERB
fcis-25098	115	18	[	[	X
fcis-25098	115	19	12	12	NUM
fcis-25098	115	20	]	]	PUNCT
fcis-25098	115	21	.	.	PUNCT
fcis-25098	116	1	teachers	teacher	NOUN
fcis-25098	116	2	can	can	AUX
fcis-25098	116	3	regularly	regularly	ADV
fcis-25098	116	4	check	check	VERB
fcis-25098	116	5	and	and	CCONJ
fcis-25098	116	6	provide	provide	VERB
fcis-25098	116	7	feedback	feedback	NOUN
fcis-25098	116	8	on	on	ADP
fcis-25098	116	9	students	student	NOUN
fcis-25098	116	10	’	’	PART
fcis-25098	116	11	attendance	attendance	NOUN
fcis-25098	116	12	and	and	CCONJ
fcis-25098	116	13	exam	exam	NOUN
fcis-25098	116	14	submissions	submission	NOUN
fcis-25098	116	15	to	to	PART
fcis-25098	116	16	timely	timely	ADV
fcis-25098	116	17	understand	understand	VERB
fcis-25098	116	18	their	their	PRON
fcis-25098	116	19	learning	learn	VERB
fcis-25098	116	20	status	status	NOUN
fcis-25098	116	21	and	and	CCONJ
fcis-25098	116	22	offer	offer	VERB
fcis-25098	116	23	necessary	necessary	ADJ
fcis-25098	116	24	help	help	NOUN
fcis-25098	116	25	and	and	CCONJ
fcis-25098	116	26	support	support	NOUN
fcis-25098	116	27	.	.	PUNCT
fcis-25098	117	1	4.2	4.2	NUM
fcis-25098	117	2	.	.	PUNCT
fcis-25098	118	1	encouraging	encourage	VERB
fcis-25098	118	2	peer	peer	NOUN
fcis-25098	118	3	review	review	NOUN
fcis-25098	118	4	of	of	ADP
fcis-25098	118	5	assignments	assignment	NOUN
fcis-25098	118	6	peer	peer	NOUN
fcis-25098	118	7	review	review	NOUN
fcis-25098	118	8	of	of	ADP
fcis-25098	118	9	assignments	assignment	NOUN
fcis-25098	118	10	is	be	AUX
fcis-25098	118	11	an	an	DET
fcis-25098	118	12	effective	effective	ADJ
fcis-25098	118	13	learning	learning	NOUN
fcis-25098	118	14	method	method	NOUN
fcis-25098	118	15	that	that	PRON
fcis-25098	118	16	can	can	AUX
fcis-25098	118	17	enhance	enhance	VERB
fcis-25098	118	18	student	student	NOUN
fcis-25098	118	19	engagement	engagement	NOUN
fcis-25098	118	20	.	.	PUNCT
fcis-25098	119	1	teachers	teacher	NOUN
fcis-25098	119	2	should	should	AUX
fcis-25098	119	3	encourage	encourage	VERB
fcis-25098	119	4	students	student	NOUN
fcis-25098	119	5	to	to	PART
fcis-25098	119	6	review	review	VERB
fcis-25098	119	7	and	and	CCONJ
fcis-25098	119	8	evaluate	evaluate	VERB
fcis-25098	119	9	each	each	DET
fcis-25098	119	10	other	other	ADJ
fcis-25098	119	11	’s	’s	PART
fcis-25098	119	12	assignments	assignment	NOUN
fcis-25098	119	13	after	after	ADP
fcis-25098	119	14	submission	submission	NOUN
fcis-25098	119	15	.	.	PUNCT
fcis-25098	120	1	to	to	PART
fcis-25098	120	2	ensure	ensure	VERB
fcis-25098	120	3	the	the	DET
fcis-25098	120	4	quality	quality	NOUN
fcis-25098	120	5	of	of	ADP
fcis-25098	120	6	reviews	review	NOUN
fcis-25098	120	7	,	,	PUNCT
fcis-25098	120	8	teachers	teacher	NOUN
fcis-25098	120	9	can	can	AUX
fcis-25098	120	10	provide	provide	VERB
fcis-25098	120	11	standards	standard	NOUN
fcis-25098	120	12	and	and	CCONJ
fcis-25098	120	13	guidelines	guideline	NOUN
fcis-25098	120	14	for	for	ADP
fcis-25098	120	15	peer	peer	NOUN
fcis-25098	120	16	review	review	NOUN
fcis-25098	120	17	and	and	CCONJ
fcis-25098	120	18	review	review	VERB
fcis-25098	120	19	the	the	DET
fcis-25098	120	20	students	student	NOUN
fcis-25098	120	21	’	'	PUNCT
fcis-25098	120	22	review	review	NOUN
fcis-25098	120	23	results	result	NOUN
fcis-25098	120	24	for	for	ADP
fcis-25098	120	25	audit	audit	NOUN
fcis-25098	120	26	and	and	CCONJ
fcis-25098	120	27	feedback	feedback	NOUN
fcis-25098	120	28	.	.	PUNCT
fcis-25098	121	1	additionally	additionally	ADV
fcis-25098	121	2	,	,	PUNCT
fcis-25098	121	3	teachers	teacher	NOUN
fcis-25098	121	4	can	can	AUX
fcis-25098	121	5	establish	establish	VERB
fcis-25098	121	6	a	a	DET
fcis-25098	121	7	reward	reward	NOUN
fcis-25098	121	8	mechanism	mechanism	NOUN
fcis-25098	121	9	for	for	ADP
fcis-25098	121	10	peer	peer	NOUN
fcis-25098	121	11	review	review	NOUN
fcis-25098	121	12	,	,	PUNCT
fcis-25098	121	13	such	such	ADJ
fcis-25098	121	14	as	as	ADP
fcis-25098	121	15	extra	extra	ADJ
fcis-25098	121	16	points	point	NOUN
fcis-25098	121	17	or	or	CCONJ
fcis-25098	121	18	rewards	reward	NOUN
fcis-25098	121	19	for	for	ADP
fcis-25098	121	20	students	student	NOUN
fcis-25098	121	21	who	who	PRON
fcis-25098	121	22	review	review	VERB
fcis-25098	121	23	carefully	carefully	ADV
fcis-25098	121	24	and	and	CCONJ
fcis-25098	121	25	evaluate	evaluate	VERB
fcis-25098	121	26	accurately	accurately	ADV
fcis-25098	121	27	.	.	PUNCT
fcis-25098	122	1	this	this	DET
fcis-25098	122	2	way	way	NOUN
fcis-25098	122	3	,	,	PUNCT
fcis-25098	122	4	students	student	NOUN
fcis-25098	122	5	can	can	AUX
fcis-25098	122	6	not	not	PART
fcis-25098	122	7	only	only	ADV
fcis-25098	122	8	learn	learn	VERB
fcis-25098	122	9	different	different	ADJ
fcis-25098	122	10	problemsolving	problemsolving	NOUN
fcis-25098	122	11	approaches	approach	NOUN
fcis-25098	122	12	from	from	ADP
fcis-25098	122	13	their	their	PRON
fcis-25098	122	14	peers	peer	NOUN
fcis-25098	122	15	’	’	PART
fcis-25098	122	16	work	work	NOUN
fcis-25098	122	17	but	but	CCONJ
fcis-25098	122	18	also	also	ADV
fcis-25098	122	19	improve	improve	VERB
fcis-25098	122	20	their	their	PRON
fcis-25098	122	21	logical	logical	ADJ
fcis-25098	122	22	thinking	thinking	NOUN
fcis-25098	122	23	and	and	CCONJ
fcis-25098	122	24	objective	objective	ADJ
fcis-25098	122	25	analytical	analytical	ADJ
fcis-25098	122	26	abilities	ability	NOUN
fcis-25098	122	27	.	.	PUNCT
fcis-25098	123	1	4.3	4.3	NUM
fcis-25098	123	2	.	.	X
fcis-25098	123	3	optimizing	optimize	VERB
fcis-25098	123	4	course	course	NOUN
fcis-25098	123	5	content	content	NOUN
fcis-25098	123	6	and	and	CCONJ
fcis-25098	123	7	access	access	NOUN
fcis-25098	123	8	methods	method	NOUN
fcis-25098	123	9	teachers	teacher	NOUN
fcis-25098	123	10	should	should	AUX
fcis-25098	123	11	pay	pay	VERB
fcis-25098	123	12	attention	attention	NOUN
fcis-25098	123	13	to	to	ADP
fcis-25098	123	14	students	student	NOUN
fcis-25098	123	15	who	who	PRON
fcis-25098	123	16	visit	visit	VERB
fcis-25098	123	17	chapters	chapter	NOUN
fcis-25098	123	18	less	less	ADV
fcis-25098	123	19	frequently	frequently	ADV
fcis-25098	123	20	and	and	CCONJ
fcis-25098	123	21	take	take	VERB
fcis-25098	123	22	appropriate	appropriate	ADJ
fcis-25098	123	23	measures	measure	NOUN
fcis-25098	123	24	to	to	PART
fcis-25098	123	25	improve	improve	VERB
fcis-25098	123	26	their	their	PRON
fcis-25098	123	27	engagement	engagement	NOUN
fcis-25098	123	28	and	and	CCONJ
fcis-25098	123	29	learning	learn	VERB
fcis-25098	123	30	outcomes	outcome	NOUN
fcis-25098	123	31	.	.	PUNCT
fcis-25098	124	1	teachers	teacher	NOUN
fcis-25098	124	2	can	can	AUX
fcis-25098	124	3	adjust	adjust	VERB
fcis-25098	124	4	the	the	DET
fcis-25098	124	5	teaching	teaching	NOUN
fcis-25098	124	6	content	content	NOUN
fcis-25098	124	7	to	to	PART
fcis-25098	124	8	be	be	AUX
fcis-25098	124	9	more	more	ADV
fcis-25098	124	10	aligned	aligned	ADJ
fcis-25098	124	11	with	with	ADP
fcis-25098	124	12	students	student	NOUN
fcis-25098	124	13	’	’	PART
fcis-25098	124	14	interests	interest	NOUN
fcis-25098	124	15	and	and	CCONJ
fcis-25098	124	16	needs	need	VERB
fcis-25098	124	17	[	[	X
fcis-25098	124	18	13	13	NUM
fcis-25098	124	19	]	]	PUNCT
fcis-25098	124	20	.	.	PUNCT
fcis-25098	125	1	for	for	ADP
fcis-25098	125	2	example	example	NOUN
fcis-25098	125	3	,	,	PUNCT
fcis-25098	125	4	incorporating	incorporate	VERB
fcis-25098	125	5	more	more	ADJ
fcis-25098	125	6	case	case	NOUN
fcis-25098	125	7	studies	study	NOUN
fcis-25098	125	8	,	,	PUNCT
fcis-25098	125	9	real	real	ADJ
fcis-25098	125	10	-	-	PUNCT
fcis-25098	125	11	world	world	NOUN
fcis-25098	125	12	application	application	NOUN
fcis-25098	125	13	scenarios	scenario	NOUN
fcis-25098	125	14	,	,	PUNCT
fcis-25098	125	15	and	and	CCONJ
fcis-25098	125	16	interactive	interactive	ADJ
fcis-25098	125	17	learning	learning	NOUN
fcis-25098	125	18	materials	material	NOUN
fcis-25098	125	19	can	can	AUX
fcis-25098	125	20	increase	increase	VERB
fcis-25098	125	21	student	student	NOUN
fcis-25098	125	22	interest	interest	NOUN
fcis-25098	125	23	and	and	CCONJ
fcis-25098	125	24	22	22	NUM
fcis-25098	125	25	engagement	engagement	NOUN
fcis-25098	125	26	.	.	PUNCT
fcis-25098	126	1	moreover	moreover	ADV
fcis-25098	126	2	,	,	PUNCT
fcis-25098	126	3	teachers	teacher	NOUN
fcis-25098	126	4	can	can	AUX
fcis-25098	126	5	optimize	optimize	VERB
fcis-25098	126	6	the	the	DET
fcis-25098	126	7	way	way	NOUN
fcis-25098	126	8	courses	course	NOUN
fcis-25098	126	9	are	be	AUX
fcis-25098	126	10	accessed	access	VERB
fcis-25098	126	11	by	by	ADP
fcis-25098	126	12	providing	provide	VERB
fcis-25098	126	13	online	online	ADJ
fcis-25098	126	14	discussion	discussion	NOUN
fcis-25098	126	15	forums	forum	NOUN
fcis-25098	126	16	,	,	PUNCT
fcis-25098	126	17	study	study	NOUN
fcis-25098	126	18	groups	group	NOUN
fcis-25098	126	19	,	,	PUNCT
fcis-25098	126	20	etc	etc	X
fcis-25098	126	21	.	.	X
fcis-25098	126	22	,	,	PUNCT
fcis-25098	126	23	to	to	PART
fcis-25098	126	24	facilitate	facilitate	VERB
fcis-25098	126	25	easier	easy	ADJ
fcis-25098	126	26	access	access	NOUN
fcis-25098	126	27	and	and	CCONJ
fcis-25098	126	28	participation	participation	NOUN
fcis-25098	126	29	in	in	ADP
fcis-25098	126	30	the	the	DET
fcis-25098	126	31	learning	learning	NOUN
fcis-25098	126	32	of	of	ADP
fcis-25098	126	33	course	course	NOUN
fcis-25098	126	34	content	content	NOUN
fcis-25098	126	35	.	.	PUNCT
fcis-25098	127	1	4.4	4.4	NUM
fcis-25098	127	2	.	.	PUNCT
fcis-25098	128	1	designing	design	VERB
fcis-25098	128	2	personalized	personalized	ADJ
fcis-25098	128	3	learning	learn	VERB
fcis-25098	128	4	paths	path	NOUN
fcis-25098	128	5	based	base	VERB
fcis-25098	128	6	on	on	ADP
fcis-25098	128	7	students	student	NOUN
fcis-25098	128	8	’	'	PUNCT
fcis-25098	128	9	learning	learn	VERB
fcis-25098	128	10	behavior	behavior	NOUN
fcis-25098	128	11	data	datum	NOUN
fcis-25098	128	12	,	,	PUNCT
fcis-25098	128	13	developers	developer	NOUN
fcis-25098	128	14	of	of	ADP
fcis-25098	128	15	learning	learn	VERB
fcis-25098	128	16	platforms	platform	NOUN
fcis-25098	128	17	can	can	AUX
fcis-25098	128	18	design	design	VERB
fcis-25098	128	19	personalized	personalized	ADJ
fcis-25098	128	20	learning	learn	VERB
fcis-25098	128	21	paths	path	NOUN
fcis-25098	128	22	to	to	PART
fcis-25098	128	23	help	help	VERB
fcis-25098	128	24	students	student	NOUN
fcis-25098	128	25	of	of	ADP
fcis-25098	128	26	different	different	ADJ
fcis-25098	128	27	levels	level	NOUN
fcis-25098	128	28	learn	learn	VERB
fcis-25098	128	29	more	more	ADV
fcis-25098	128	30	effectively	effectively	ADV
fcis-25098	128	31	[	[	X
fcis-25098	128	32	14	14	NUM
fcis-25098	128	33	]	]	PUNCT
fcis-25098	128	34	.	.	PUNCT
fcis-25098	129	1	analyzing	analyze	VERB
fcis-25098	129	2	students	student	NOUN
fcis-25098	129	3	’	'	PUNCT
fcis-25098	129	4	learning	learn	VERB
fcis-25098	129	5	preferences	preference	NOUN
fcis-25098	129	6	and	and	CCONJ
fcis-25098	129	7	strengths	strength	NOUN
fcis-25098	129	8	can	can	AUX
fcis-25098	129	9	lead	lead	VERB
fcis-25098	129	10	to	to	ADP
fcis-25098	129	11	the	the	DET
fcis-25098	129	12	recommendation	recommendation	NOUN
fcis-25098	129	13	of	of	ADP
fcis-25098	129	14	suitable	suitable	ADJ
fcis-25098	129	15	learning	learn	VERB
fcis-25098	129	16	resources	resource	NOUN
fcis-25098	129	17	and	and	CCONJ
fcis-25098	129	18	paths	path	NOUN
fcis-25098	129	19	.	.	PUNCT
fcis-25098	130	1	for	for	ADP
fcis-25098	130	2	instance	instance	NOUN
fcis-25098	130	3	,	,	PUNCT
fcis-25098	130	4	for	for	ADP
fcis-25098	130	5	students	student	NOUN
fcis-25098	130	6	who	who	PRON
fcis-25098	130	7	are	be	AUX
fcis-25098	130	8	not	not	PART
fcis-25098	130	9	proficient	proficient	ADJ
fcis-25098	130	10	in	in	ADP
fcis-25098	130	11	a	a	DET
fcis-25098	130	12	particular	particular	ADJ
fcis-25098	130	13	knowledge	knowledge	NOUN
fcis-25098	130	14	area	area	NOUN
fcis-25098	130	15	,	,	PUNCT
fcis-25098	130	16	the	the	DET
fcis-25098	130	17	learning	learning	NOUN
fcis-25098	130	18	platform	platform	NOUN
fcis-25098	130	19	can	can	AUX
fcis-25098	130	20	recommend	recommend	VERB
fcis-25098	130	21	related	related	ADJ
fcis-25098	130	22	learning	learning	NOUN
fcis-25098	130	23	videos	video	NOUN
fcis-25098	130	24	,	,	PUNCT
fcis-25098	130	25	practice	practice	NOUN
fcis-25098	130	26	questions	question	NOUN
fcis-25098	130	27	,	,	PUNCT
fcis-25098	130	28	and	and	CCONJ
fcis-25098	130	29	explanatory	explanatory	ADJ
fcis-25098	130	30	articles	article	NOUN
fcis-25098	130	31	to	to	PART
fcis-25098	130	32	help	help	VERB
fcis-25098	130	33	them	they	PRON
fcis-25098	130	34	consolidate	consolidate	VERB
fcis-25098	130	35	and	and	CCONJ
fcis-25098	130	36	improve	improve	VERB
fcis-25098	130	37	.	.	PUNCT
fcis-25098	131	1	the	the	DET
fcis-25098	131	2	learning	learning	NOUN
fcis-25098	131	3	platform	platform	NOUN
fcis-25098	131	4	can	can	AUX
fcis-25098	131	5	also	also	ADV
fcis-25098	131	6	dynamically	dynamically	ADV
fcis-25098	131	7	adjust	adjust	VERB
fcis-25098	131	8	learning	learn	VERB
fcis-25098	131	9	paths	path	NOUN
fcis-25098	131	10	based	base	VERB
fcis-25098	131	11	on	on	ADP
fcis-25098	131	12	students	student	NOUN
fcis-25098	131	13	’	'	PUNCT
fcis-25098	131	14	learning	learn	VERB
fcis-25098	131	15	progress	progress	NOUN
fcis-25098	131	16	and	and	CCONJ
fcis-25098	131	17	performance	performance	NOUN
fcis-25098	131	18	,	,	PUNCT
fcis-25098	131	19	ensuring	ensure	VERB
fcis-25098	131	20	that	that	SCONJ
fcis-25098	131	21	students	student	NOUN
fcis-25098	131	22	can	can	AUX
fcis-25098	131	23	learn	learn	VERB
fcis-25098	131	24	at	at	ADP
fcis-25098	131	25	their	their	PRON
fcis-25098	131	26	own	own	ADJ
fcis-25098	131	27	pace	pace	NOUN
fcis-25098	131	28	.	.	PUNCT
fcis-25098	132	1	4.5	4.5	NUM
fcis-25098	132	2	.	.	PUNCT
fcis-25098	133	1	continuous	continuous	ADJ
fcis-25098	133	2	data	datum	NOUN
fcis-25098	133	3	monitoring	monitoring	NOUN
fcis-25098	133	4	and	and	CCONJ
fcis-25098	133	5	analysis	analysis	NOUN
fcis-25098	133	6	teachers	teacher	NOUN
fcis-25098	133	7	and	and	CCONJ
fcis-25098	133	8	learning	learn	VERB
fcis-25098	133	9	platforms	platform	NOUN
fcis-25098	133	10	should	should	AUX
fcis-25098	133	11	continuously	continuously	ADV
fcis-25098	133	12	monitor	monitor	VERB
fcis-25098	133	13	students	student	NOUN
fcis-25098	133	14	’	'	PUNCT
fcis-25098	133	15	learning	learn	VERB
fcis-25098	133	16	behavior	behavior	NOUN
fcis-25098	133	17	data	datum	NOUN
fcis-25098	133	18	to	to	PART
fcis-25098	133	19	promptly	promptly	ADV
fcis-25098	133	20	identify	identify	VERB
fcis-25098	133	21	issues	issue	NOUN
fcis-25098	133	22	and	and	CCONJ
fcis-25098	133	23	adjust	adjust	VERB
fcis-25098	133	24	teaching	teaching	NOUN
fcis-25098	133	25	methods	method	NOUN
fcis-25098	133	26	[	[	X
fcis-25098	133	27	15	15	NUM
fcis-25098	133	28	]	]	PUNCT
fcis-25098	133	29	.	.	PUNCT
fcis-25098	134	1	teachers	teacher	NOUN
fcis-25098	134	2	can	can	AUX
fcis-25098	134	3	regularly	regularly	ADV
fcis-25098	134	4	review	review	VERB
fcis-25098	134	5	students	student	NOUN
fcis-25098	134	6	’	'	PUNCT
fcis-25098	134	7	learning	learn	VERB
fcis-25098	134	8	behavior	behavior	NOUN
fcis-25098	134	9	data	datum	NOUN
fcis-25098	134	10	to	to	PART
fcis-25098	134	11	understand	understand	VERB
fcis-25098	134	12	their	their	PRON
fcis-25098	134	13	learning	learning	NOUN
fcis-25098	134	14	situations	situation	NOUN
fcis-25098	134	15	and	and	CCONJ
fcis-25098	134	16	progress	progress	NOUN
fcis-25098	134	17	,	,	PUNCT
fcis-25098	134	18	and	and	CCONJ
fcis-25098	134	19	quickly	quickly	ADV
fcis-25098	134	20	identify	identify	VERB
fcis-25098	134	21	problems	problem	NOUN
fcis-25098	134	22	and	and	CCONJ
fcis-25098	134	23	difficulties	difficulty	NOUN
fcis-25098	134	24	in	in	ADP
fcis-25098	134	25	learning	learn	VERB
fcis-25098	134	26	.	.	PUNCT
fcis-25098	135	1	learning	learn	VERB
fcis-25098	135	2	platforms	platform	NOUN
fcis-25098	135	3	can	can	AUX
fcis-25098	135	4	analyze	analyze	VERB
fcis-25098	135	5	students	student	NOUN
fcis-25098	135	6	’	'	PUNCT
fcis-25098	135	7	learning	learn	VERB
fcis-25098	135	8	needs	need	NOUN
fcis-25098	135	9	and	and	CCONJ
fcis-25098	135	10	preferences	preference	NOUN
fcis-25098	135	11	based	base	VERB
fcis-25098	135	12	on	on	ADP
fcis-25098	135	13	learning	learn	VERB
fcis-25098	135	14	behavior	behavior	NOUN
fcis-25098	135	15	data	datum	NOUN
fcis-25098	135	16	,	,	PUNCT
fcis-25098	135	17	continuously	continuously	ADV
fcis-25098	135	18	optimizing	optimize	VERB
fcis-25098	135	19	and	and	CCONJ
fcis-25098	135	20	improving	improve	VERB
fcis-25098	135	21	the	the	DET
fcis-25098	135	22	functions	function	NOUN
fcis-25098	135	23	and	and	CCONJ
fcis-25098	135	24	services	service	NOUN
fcis-25098	135	25	of	of	ADP
fcis-25098	135	26	the	the	DET
fcis-25098	135	27	learning	learning	NOUN
fcis-25098	135	28	platform	platform	NOUN
fcis-25098	135	29	.	.	PUNCT
fcis-25098	136	1	acknowledgments	acknowledgment	NOUN
fcis-25098	136	2	this	this	DET
fcis-25098	136	3	paper	paper	NOUN
fcis-25098	136	4	was	be	AUX
fcis-25098	136	5	funded	fund	VERB
fcis-25098	136	6	by	by	ADP
fcis-25098	136	7	the	the	DET
fcis-25098	136	8	china	china	PROPN
fcis-25098	136	9	university	university	PROPN
fcis-25098	136	10	student	student	NOUN
fcis-25098	136	11	innovation	innovation	NOUN
fcis-25098	136	12	and	and	CCONJ
fcis-25098	136	13	entrepreneurship	entrepreneurship	NOUN
fcis-25098	136	14	training	training	NOUN
fcis-25098	136	15	program	program	NOUN
fcis-25098	136	16	,	,	PUNCT
fcis-25098	136	17	project	project	NOUN
fcis-25098	136	18	number	number	NOUN
fcis-25098	136	19	:	:	PUNCT
fcis-25098	136	20	s202310622062	s202310622062	NOUN
fcis-25098	136	21	;	;	PUNCT
fcis-25098	136	22	and	and	CCONJ
fcis-25098	136	23	it	it	PRON
fcis-25098	136	24	funded	fund	VERB
fcis-25098	136	25	by	by	ADP
fcis-25098	136	26	the	the	DET
fcis-25098	136	27	teaching	teaching	NOUN
fcis-25098	136	28	reform	reform	NOUN
fcis-25098	136	29	research	research	NOUN
fcis-25098	136	30	project	project	NOUN
fcis-25098	136	31	of	of	ADP
fcis-25098	136	32	sichuan	sichuan	PROPN
fcis-25098	136	33	university	university	PROPN
fcis-25098	136	34	of	of	ADP
fcis-25098	136	35	science	science	PROPN
fcis-25098	136	36	&	&	CCONJ
fcis-25098	136	37	engineering	engineering	NOUN
fcis-25098	136	38	“	"	PUNCT
fcis-25098	136	39	exploration	exploration	NOUN
fcis-25098	136	40	and	and	CCONJ
fcis-25098	136	41	practice	practice	NOUN
fcis-25098	136	42	of	of	ADP
fcis-25098	136	43	top	top	ADJ
fcis-25098	136	44	-	-	PUNCT
fcis-25098	136	45	notch	notch	NOUN
fcis-25098	136	46	talent	talent	NOUN
fcis-25098	136	47	training	training	NOUN
fcis-25098	136	48	model	model	NOUN
fcis-25098	136	49	integrating	integrate	VERB
fcis-25098	136	50	discipline	discipline	NOUN
fcis-25098	136	51	competition	competition	NOUN
fcis-25098	136	52	and	and	CCONJ
fcis-25098	136	53	academic	academic	ADJ
fcis-25098	136	54	training	training	NOUN
fcis-25098	136	55	”	"	PUNCT
fcis-25098	136	56	,	,	PUNCT
fcis-25098	136	57	project	project	NOUN
fcis-25098	136	58	number	number	NOUN
fcis-25098	136	59	:	:	PUNCT
fcis-25098	136	60	jg-24024	jg-24024	NOUN
fcis-25098	136	61	.	.	PUNCT
fcis-25098	137	1	references	reference	NOUN
fcis-25098	137	2	[	[	X
fcis-25098	137	3	1	1	NUM
fcis-25098	137	4	]	]	X
fcis-25098	137	5	chen	chen	PROPN
fcis-25098	137	6	jinyin	jinyin	PROPN
fcis-25098	137	7	,	,	PUNCT
fcis-25098	137	8	fang	fang	PROPN
fcis-25098	137	9	hang	hang	PROPN
fcis-25098	137	10	,	,	PUNCT
fcis-25098	137	11	lin	lin	PROPN
fcis-25098	137	12	xiang	xiang	PROPN
fcis-25098	137	13	,	,	PUNCT
fcis-25098	137	14	et	et	PROPN
fcis-25098	137	15	al	al	PROPN
fcis-25098	137	16	.	.	PUNCT
fcis-25098	138	1	“	"	PUNCT
fcis-25098	138	2	personalized	personalized	ADJ
fcis-25098	138	3	learning	learn	VERB
fcis-25098	138	4	recommendations	recommendation	NOUN
fcis-25098	138	5	based	base	VERB
fcis-25098	138	6	on	on	ADP
fcis-25098	138	7	online	online	ADJ
fcis-25098	138	8	learning	learn	VERB
fcis-25098	138	9	behavior	behavior	NOUN
fcis-25098	138	10	analysis	analysis	NOUN
fcis-25098	138	11	”	"	PUNCT
fcis-25098	139	1	[	[	X
fcis-25098	139	2	j	j	X
fcis-25098	139	3	]	]	X
fcis-25098	139	4	.	.	PUNCT
fcis-25098	140	1	computer	computer	NOUN
fcis-25098	140	2	science	science	NOUN
fcis-25098	140	3	,	,	PUNCT
fcis-25098	140	4	2018	2018	NUM
fcis-25098	140	5	,	,	PUNCT
fcis-25098	140	6	45(s2	45(s2	NUM
fcis-25098	140	7	):	):	PUNCT
fcis-25098	140	8	422426	422426	NUM
fcis-25098	140	9	+	+	SYM
fcis-25098	140	10	452	452	NUM
fcis-25098	140	11	.	.	PUNCT
fcis-25098	141	1	[	[	X
fcis-25098	141	2	2	2	NUM
fcis-25098	141	3	]	]	X
fcis-25098	141	4	lin	lin	PROPN
fcis-25098	141	5	pengfei	pengfei	PROPN
fcis-25098	141	6	,	,	PUNCT
fcis-25098	141	7	he	he	PRON
fcis-25098	141	8	xiuqing	xiuqe	VERB
fcis-25098	141	9	,	,	PUNCT
fcis-25098	141	10	chen	chen	PROPN
fcis-25098	141	11	tiantian	tiantian	PROPN
fcis-25098	141	12	,	,	PUNCT
fcis-25098	141	13	et	et	PROPN
fcis-25098	141	14	al	al	PROPN
fcis-25098	141	15	.	.	PUNCT
fcis-25098	142	1	“	"	PUNCT
fcis-25098	142	2	prediction	prediction	NOUN
fcis-25098	142	3	and	and	CCONJ
fcis-25098	142	4	intervention	intervention	NOUN
fcis-25098	142	5	of	of	ADP
fcis-25098	142	6	mooc	mooc	PROPN
fcis-25098	142	7	learner	learner	PROPN
fcis-25098	142	8	dropout	dropout	NOUN
fcis-25098	142	9	under	under	ADP
fcis-25098	142	10	the	the	DET
fcis-25098	142	11	perspective	perspective	NOUN
fcis-25098	142	12	of	of	ADP
fcis-25098	142	13	deep	deep	ADJ
fcis-25098	142	14	learning	learning	NOUN
fcis-25098	142	15	”	"	PUNCT
fcis-25098	142	16	j	j	PROPN
fcis-25098	142	17	]	]	PUNCT
fcis-25098	142	18	.	.	PUNCT
fcis-25098	143	1	computer	computer	NOUN
fcis-25098	143	2	engineering	engineering	NOUN
fcis-25098	143	3	and	and	CCONJ
fcis-25098	143	4	applications	application	NOUN
fcis-25098	143	5	,	,	PUNCT
fcis-25098	143	6	2019	2019	NUM
fcis-25098	143	7	,	,	PUNCT
fcis-25098	143	8	55(22	55(22	NUM
fcis-25098	143	9	):	):	PUNCT
fcis-25098	143	10	258	258	NUM
fcis-25098	143	11	-	-	SYM
fcis-25098	143	12	264	264	NUM
fcis-25098	143	13	.	.	PUNCT
fcis-25098	144	1	[	[	X
fcis-25098	144	2	3	3	X
fcis-25098	144	3	]	]	X
fcis-25098	144	4	bai	bai	PROPN
fcis-25098	144	5	jieqiong	jieqiong	PROPN
fcis-25098	144	6	,	,	PUNCT
fcis-25098	144	7	zhou	zhou	PROPN
fcis-25098	144	8	jing	jing	PROPN
fcis-25098	144	9	.	.	PUNCT
fcis-25098	145	1	“	"	PUNCT
fcis-25098	145	2	research	research	NOUN
fcis-25098	145	3	on	on	ADP
fcis-25098	145	4	student	student	NOUN
fcis-25098	145	5	cooperative	cooperative	ADJ
fcis-25098	145	6	learning	learning	NOUN
fcis-25098	145	7	behavior	behavior	NOUN
fcis-25098	145	8	patterns	pattern	NOUN
fcis-25098	145	9	based	base	VERB
fcis-25098	145	10	on	on	ADP
fcis-25098	145	11	lag	lag	NOUN
fcis-25098	145	12	sequential	sequential	ADJ
fcis-25098	145	13	analysis	analysis	NOUN
fcis-25098	145	14	”	"	PUNCT
fcis-25098	146	1	[	[	X
fcis-25098	146	2	j	j	X
fcis-25098	146	3	]	]	X
fcis-25098	146	4	.	.	PUNCT
fcis-25098	147	1	educational	educational	ADJ
fcis-25098	147	2	theory	theory	NOUN
fcis-25098	147	3	and	and	CCONJ
fcis-25098	147	4	practice	practice	NOUN
fcis-25098	147	5	,	,	PUNCT
fcis-25098	147	6	2024	2024	NUM
fcis-25098	147	7	,	,	PUNCT
fcis-25098	147	8	44(10	44(10	NUM
fcis-25098	147	9	):	):	PUNCT
fcis-25098	147	10	52	52	NUM
fcis-25098	147	11	-	-	SYM
fcis-25098	147	12	58	58	NUM
fcis-25098	147	13	.	.	PUNCT
fcis-25098	148	1	[	[	X
fcis-25098	148	2	4	4	NUM
fcis-25098	148	3	]	]	X
fcis-25098	148	4	pu	pu	PROPN
fcis-25098	148	5	yunwei	yunwei	PROPN
fcis-25098	148	6	,	,	PUNCT
fcis-25098	148	7	jiang	jiang	PROPN
fcis-25098	148	8	ying	ying	PROPN
fcis-25098	148	9	,	,	PUNCT
fcis-25098	148	10	tian	tian	ADJ
fcis-25098	148	11	chunjin	chunjin	NOUN
fcis-25098	148	12	,	,	PUNCT
fcis-25098	148	13	et	et	PROPN
fcis-25098	148	14	al	al	PROPN
fcis-25098	148	15	.	.	PUNCT
fcis-25098	149	1	online	online	PROPN
fcis-25098	149	2	learning	learn	VERB
fcis-25098	149	3	behavior	behavior	NOUN
fcis-25098	149	4	analysis	analysis	NOUN
fcis-25098	149	5	based	base	VERB
fcis-25098	149	6	on	on	ADP
fcis-25098	149	7	mlp	mlp	NOUN
fcis-25098	149	8	-	-	PUNCT
fcis-25098	149	9	bagging	bag	VERB
fcis-25098	149	10	ensemble	ensemble	ADJ
fcis-25098	149	11	classification	classification	NOUN
fcis-25098	149	12	model	model	NOUN
fcis-25098	150	1	[	[	X
fcis-25098	150	2	j	j	X
fcis-25098	150	3	/	/	SYM
fcis-25098	150	4	ol	ol	PROPN
fcis-25098	150	5	]	]	PUNCT
fcis-25098	150	6	.	.	PUNCT
fcis-25098	151	1	journal	journal	PROPN
fcis-25098	151	2	of	of	ADP
fcis-25098	151	3	yunnan	yunnan	PROPN
fcis-25098	151	4	university	university	PROPN
fcis-25098	151	5	(	(	PUNCT
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fcis-25098	151	7	science	science	NOUN
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fcis-25098	151	9	)	)	PUNCT
fcis-25098	151	10	,	,	PUNCT
fcis-25098	151	11	1	1	NUM
fcis-25098	151	12	-	-	SYM
fcis-25098	151	13	10	10	NUM
fcis-25098	152	1	[	[	X
fcis-25098	152	2	2024	2024	NUM
fcis-25098	152	3	-	-	SYM
fcis-25098	152	4	07	07	NUM
fcis-25098	152	5	-	-	SYM
fcis-25098	152	6	30	30	NUM
fcis-25098	152	7	]	]	PUNCT
fcis-25098	152	8	.	.	PUNCT
fcis-25098	153	1	http	http	PROPN
fcis-25098	153	2	:	:	PUNCT
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fcis-25098	153	4	/http://	/http://	PROPN
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fcis-25098	153	6	.	.	PUNCT
fcis-25098	154	1	[	[	X
fcis-25098	154	2	5	5	NUM
fcis-25098	154	3	]	]	X
fcis-25098	154	4	yan	yan	PROPN
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fcis-25098	154	7	zhang	zhang	PROPN
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fcis-25098	154	9	,	,	PUNCT
fcis-25098	154	10	lin	lin	PROPN
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fcis-25098	154	13	et	et	PROPN
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fcis-25098	154	15	.	.	PUNCT
fcis-25098	155	1	“	"	PUNCT
fcis-25098	155	2	student	student	NOUN
fcis-25098	155	3	course	course	NOUN
fcis-25098	155	4	performance	performance	NOUN
fcis-25098	155	5	correlation	correlation	NOUN
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fcis-25098	155	7	based	base	VERB
fcis-25098	155	8	on	on	ADP
fcis-25098	155	9	the	the	DET
fcis-25098	155	10	apriori	apriori	ADJ
fcis-25098	155	11	algorithm	algorithm	NOUN
fcis-25098	155	12	”	"	PUNCT
fcis-25098	156	1	[	[	X
fcis-25098	156	2	j	j	X
fcis-25098	156	3	]	]	X
fcis-25098	156	4	.	.	PUNCT
fcis-25098	157	1	computer	computer	NOUN
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fcis-25098	157	4	skills	skill	NOUN
fcis-25098	157	5	,	,	PUNCT
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fcis-25098	157	7	,	,	PUNCT
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fcis-25098	157	11	13	13	NUM
fcis-25098	157	12	-	-	SYM
fcis-25098	157	13	15	15	NUM
fcis-25098	157	14	.	.	PUNCT
fcis-25098	158	1	[	[	X
fcis-25098	158	2	6	6	NUM
fcis-25098	158	3	]	]	X
fcis-25098	158	4	niu	niu	PROPN
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fcis-25098	158	6	,	,	PUNCT
fcis-25098	158	7	zhao	zhao	PROPN
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fcis-25098	158	9	.	.	PUNCT
fcis-25098	159	1	“	"	PUNCT
fcis-25098	159	2	analysis	analysis	NOUN
fcis-25098	159	3	of	of	ADP
fcis-25098	159	4	college	college	NOUN
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fcis-25098	159	6	’	'	PUNCT
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fcis-25098	159	8	learning	learn	VERB
fcis-25098	159	9	behavior	behavior	NOUN
fcis-25098	159	10	characteristics	characteristic	NOUN
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fcis-25098	159	12	multisource	multisource	ADJ
fcis-25098	159	13	data	datum	NOUN
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fcis-25098	160	1	[	[	X
fcis-25098	160	2	j	j	X
fcis-25098	160	3	]	]	X
fcis-25098	160	4	.	.	PUNCT
fcis-25098	161	1	science	science	NOUN
fcis-25098	161	2	and	and	CCONJ
fcis-25098	161	3	technology	technology	NOUN
fcis-25098	161	4	information	information	NOUN
fcis-25098	161	5	,	,	PUNCT
fcis-25098	161	6	2023	2023	NUM
fcis-25098	161	7	,	,	PUNCT
fcis-25098	161	8	21(13	21(13	NUM
fcis-25098	161	9	):	):	PUNCT
fcis-25098	161	10	169	169	NUM
fcis-25098	161	11	-	-	SYM
fcis-25098	161	12	173	173	NUM
fcis-25098	161	13	.	.	PUNCT
fcis-25098	162	1	[	[	X
fcis-25098	162	2	7	7	X
fcis-25098	162	3	]	]	X
fcis-25098	162	4	lu	lu	PROPN
fcis-25098	162	5	linyuan	linyuan	PROPN
fcis-25098	162	6	,	,	PUNCT
fcis-25098	162	7	liu	liu	PROPN
fcis-25098	162	8	ganhong	ganhong	PROPN
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fcis-25098	162	10	wang	wang	PROPN
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fcis-25098	162	12	.	.	PUNCT
fcis-25098	163	1	“	"	PUNCT
fcis-25098	163	2	optimization	optimization	NOUN
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fcis-25098	163	4	online	online	ADJ
fcis-25098	163	5	teaching	teaching	NOUN
fcis-25098	163	6	design	design	NOUN
fcis-25098	163	7	based	base	VERB
fcis-25098	163	8	on	on	ADP
fcis-25098	163	9	online	online	ADJ
fcis-25098	163	10	learning	learn	VERB
fcis-25098	163	11	behavior	behavior	NOUN
fcis-25098	163	12	analysis	analysis	NOUN
fcis-25098	163	13	”	"	PUNCT
fcis-25098	164	1	[	[	X
fcis-25098	164	2	j	j	X
fcis-25098	164	3	]	]	X
fcis-25098	164	4	.	.	PUNCT
fcis-25098	165	1	modern	modern	ADJ
fcis-25098	165	2	information	information	NOUN
fcis-25098	165	3	technology	technology	NOUN
fcis-25098	165	4	,	,	PUNCT
fcis-25098	165	5	2024	2024	NUM
fcis-25098	165	6	,	,	PUNCT
fcis-25098	165	7	8(06	8(06	NUM
fcis-25098	165	8	):	):	PUNCT
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fcis-25098	165	10	-	-	SYM
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fcis-25098	165	12	.	.	PUNCT
fcis-25098	166	1	[	[	X
fcis-25098	166	2	8	8	NUM
fcis-25098	166	3	]	]	X
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fcis-25098	166	5	jing	jing	PROPN
fcis-25098	166	6	,	,	PUNCT
fcis-25098	166	7	luo	luo	PROPN
fcis-25098	166	8	xin	xin	PROPN
fcis-25098	166	9	,	,	PUNCT
fcis-25098	166	10	zhang	zhang	PROPN
fcis-25098	166	11	wanxin	wanxin	PROPN
fcis-25098	166	12	,	,	PUNCT
fcis-25098	166	13	et	et	PROPN
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fcis-25098	166	15	.	.	PUNCT
fcis-25098	167	1	“	"	PUNCT
fcis-25098	167	2	research	research	NOUN
fcis-25098	167	3	on	on	ADP
fcis-25098	167	4	learning	learn	VERB
fcis-25098	167	5	behavior	behavior	NOUN
fcis-25098	167	6	analysis	analysis	NOUN
fcis-25098	167	7	based	base	VERB
fcis-25098	167	8	on	on	ADP
fcis-25098	167	9	learning	learn	VERB
fcis-25098	167	10	tong	tong	PROPN
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fcis-25098	167	12	”	"	PUNCT
fcis-25098	168	1	[	[	X
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fcis-25098	168	3	]	]	X
fcis-25098	168	4	.	.	PUNCT
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fcis-25098	169	2	and	and	CCONJ
fcis-25098	169	3	computer	computer	NOUN
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fcis-25098	169	6	edition	edition	NOUN
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fcis-25098	169	8	,	,	PUNCT
fcis-25098	169	9	2024	2024	NUM
fcis-25098	169	10	,	,	PUNCT
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fcis-25098	169	12	):	):	PUNCT
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fcis-25098	169	14	-	-	SYM
fcis-25098	169	15	247	247	NUM
fcis-25098	169	16	.	.	PUNCT
fcis-25098	170	1	[	[	X
fcis-25098	170	2	9	9	NUM
fcis-25098	170	3	]	]	X
fcis-25098	170	4	lu	lu	PROPN
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fcis-25098	170	6	.	.	PUNCT
fcis-25098	171	1	“	"	PUNCT
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fcis-25098	171	5	behavior	behavior	PROPN
fcis-25098	171	6	association	association	PROPN
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fcis-25098	171	9	model	model	NOUN
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fcis-25098	172	1	[	[	X
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fcis-25098	172	7	2024	2024	NUM
fcis-25098	172	8	,	,	PUNCT
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fcis-25098	172	10	):	):	PUNCT
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fcis-25098	172	12	-	-	SYM
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fcis-25098	172	14	.	.	PUNCT
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fcis-25098	173	3	]	]	X
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fcis-25098	173	9	,	,	PUNCT
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fcis-25098	173	13	et	et	PROPN
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fcis-25098	175	1	[	[	X
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fcis-25098	175	4	.	.	PUNCT
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fcis-25098	176	9	(	(	PUNCT
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fcis-25098	176	18	):	):	PUNCT
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fcis-25098	176	20	-	-	SYM
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fcis-25098	176	22	.	.	PUNCT
fcis-25098	177	1	[	[	X
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fcis-25098	177	3	]	]	X
fcis-25098	177	4	suo	suo	PROPN
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fcis-25098	178	1	“	"	PUNCT
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fcis-25098	179	1	[	[	X
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fcis-25098	180	13	-	-	SYM
fcis-25098	180	14	46	46	NUM
fcis-25098	180	15	.	.	PUNCT
fcis-25098	181	1	[	[	X
fcis-25098	181	2	12	12	NUM
fcis-25098	181	3	]	]	X
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fcis-25098	182	1	“	"	PUNCT
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fcis-25098	182	11	learning	learn	VERB
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fcis-25098	182	13	”	"	PUNCT
fcis-25098	183	1	[	[	X
fcis-25098	183	2	d	d	X
fcis-25098	183	3	]	]	X
fcis-25098	183	4	.	.	PUNCT
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fcis-25098	184	5	and	and	CCONJ
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fcis-25098	184	7	,	,	PUNCT
fcis-25098	184	8	2023	2023	NUM
fcis-25098	184	9	.	.	PUNCT
fcis-25098	185	1	[	[	X
fcis-25098	185	2	13	13	NUM
fcis-25098	185	3	]	]	X
fcis-25098	185	4	liu	liu	PROPN
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fcis-25098	186	1	“	"	PUNCT
fcis-25098	186	2	construction	construction	NOUN
fcis-25098	186	3	of	of	ADP
fcis-25098	186	4	learners	learner	NOUN
fcis-25098	186	5	’	'	PUNCT
fcis-25098	186	6	online	online	ADV
fcis-25098	186	7	learning	learning	NOUN
fcis-25098	186	8	ability	ability	NOUN
fcis-25098	186	9	model	model	NOUN
fcis-25098	186	10	:	:	PUNCT
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fcis-25098	186	13	study	study	NOUN
fcis-25098	186	14	”	"	PUNCT
fcis-25098	187	1	[	[	X
fcis-25098	187	2	j	j	X
fcis-25098	187	3	]	]	X
fcis-25098	187	4	.	.	PUNCT
fcis-25098	188	1	chinese	chinese	ADJ
fcis-25098	188	2	adult	adult	PROPN
fcis-25098	188	3	education	education	NOUN
fcis-25098	188	4	,	,	PUNCT
fcis-25098	188	5	2023	2023	NUM
fcis-25098	188	6	,	,	PUNCT
fcis-25098	188	7	(	(	PUNCT
fcis-25098	188	8	16	16	NUM
fcis-25098	188	9	):	):	PUNCT
fcis-25098	188	10	3	3	NUM
fcis-25098	188	11	-	-	SYM
fcis-25098	188	12	9	9	NUM
fcis-25098	188	13	.	.	PUNCT
fcis-25098	189	1	[	[	X
fcis-25098	189	2	14	14	NUM
fcis-25098	189	3	]	]	X
fcis-25098	189	4	zhang	zhang	PROPN
fcis-25098	189	5	shulian	shulian	PROPN
fcis-25098	189	6	,	,	PUNCT
fcis-25098	189	7	qiao	qiao	PROPN
fcis-25098	189	8	haiying	haiying	NOUN
fcis-25098	189	9	,	,	PUNCT
fcis-25098	189	10	tang	tang	X
fcis-25098	189	11	hamely	hamely	ADV
fcis-25098	189	12	.	.	PUNCT
fcis-25098	190	1	“	"	PUNCT
fcis-25098	190	2	online	online	ADJ
fcis-25098	190	3	learning	learn	VERB
fcis-25098	190	4	behavior	behavior	NOUN
fcis-25098	190	5	and	and	CCONJ
fcis-25098	190	6	its	its	PRON
fcis-25098	190	7	influencing	influence	VERB
fcis-25098	190	8	factors	factor	NOUN
fcis-25098	190	9	based	base	VERB
fcis-25098	190	10	on	on	ADP
fcis-25098	190	11	mpoc	mpoc	NOUN
fcis-25098	190	12	”	"	PUNCT
fcis-25098	191	1	[	[	X
fcis-25098	191	2	j	j	X
fcis-25098	191	3	]	]	X
fcis-25098	191	4	.	.	PUNCT
fcis-25098	192	1	journal	journal	PROPN
fcis-25098	192	2	of	of	ADP
fcis-25098	192	3	hebei	hebei	PROPN
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fcis-25098	192	5	university	university	NOUN
fcis-25098	192	6	(	(	PUNCT
fcis-25098	192	7	education	education	PROPN
fcis-25098	192	8	science	science	NOUN
fcis-25098	192	9	edition	edition	PROPN
fcis-25098	192	10	)	)	PUNCT
fcis-25098	192	11	,	,	PUNCT
fcis-25098	192	12	2022	2022	NUM
fcis-25098	192	13	,	,	PUNCT
fcis-25098	192	14	24(06	24(06	NUM
fcis-25098	192	15	):	):	PUNCT
fcis-25098	192	16	121	121	NUM
fcis-25098	192	17	-	-	SYM
fcis-25098	192	18	127	127	NUM
fcis-25098	192	19	.	.	PUNCT
fcis-25098	193	1	[	[	X
fcis-25098	193	2	15	15	NUM
fcis-25098	193	3	]	]	X
fcis-25098	193	4	du	du	X
fcis-25098	193	5	xingli	xingli	NOUN
fcis-25098	193	6	.	.	PUNCT
fcis-25098	194	1	“	"	PUNCT
fcis-25098	194	2	student	student	NOUN
fcis-25098	194	3	behavior	behavior	NOUN
fcis-25098	194	4	feature	feature	VERB
fcis-25098	194	5	analysis	analysis	NOUN
fcis-25098	194	6	and	and	CCONJ
fcis-25098	194	7	application	application	NOUN
fcis-25098	194	8	research	research	NOUN
fcis-25098	194	9	based	base	VERB
fcis-25098	194	10	on	on	ADP
fcis-25098	194	11	data	data	NOUN
fcis-25098	194	12	mining	mining	NOUN
fcis-25098	194	13	”	"	PUNCT
fcis-25098	195	1	[	[	X
fcis-25098	195	2	d	d	X
fcis-25098	195	3	]	]	X
fcis-25098	195	4	.	.	PUNCT
fcis-25098	196	1	southwest	southwest	PROPN
fcis-25098	196	2	university	university	PROPN
fcis-25098	196	3	of	of	ADP
fcis-25098	196	4	science	science	NOUN
fcis-25098	196	5	and	and	CCONJ
fcis-25098	196	6	technology	technology	NOUN
fcis-25098	196	7	,	,	PUNCT
fcis-25098	196	8	2023	2023	NUM
fcis-25098	196	9	.	.	PUNCT