id	sid	tid	token	lemma	pos
asir-13406	1	1	applied	apply	VERB
asir-13406	1	2	science	science	NOUN
asir-13406	1	3	and	and	CCONJ
asir-13406	1	4	innovative	innovative	ADJ
asir-13406	1	5	research	research	NOUN
asir-13406	1	6	issn	issn	VERB
asir-13406	1	7	2474	2474	NUM
asir-13406	1	8	-	-	SYM
asir-13406	1	9	4972	4972	NUM
asir-13406	1	10	(	(	PUNCT
asir-13406	1	11	print	print	NOUN
asir-13406	1	12	)	)	PUNCT
asir-13406	1	13	issn	issn	VERB
asir-13406	1	14	2474	2474	NUM
asir-13406	1	15	-	-	SYM
asir-13406	1	16	4980	4980	NUM
asir-13406	1	17	(	(	PUNCT
asir-13406	1	18	online	online	ADJ
asir-13406	1	19	)	)	PUNCT
asir-13406	1	20	vol	vol	NOUN
asir-13406	1	21	.	.	PROPN
asir-13406	2	1	7	7	NUM
asir-13406	2	2	,	,	PUNCT
asir-13406	2	3	no	no	INTJ
asir-13406	2	4	.	.	NOUN
asir-13406	2	5	1	1	NUM
asir-13406	2	6	,	,	PUNCT
asir-13406	2	7	2023	2023	NUM
asir-13406	2	8	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-13406	2	9	69	69	NUM
asir-13406	2	10	original	original	ADJ
asir-13406	2	11	paper	paper	NOUN
asir-13406	2	12	the	the	DET
asir-13406	2	13	influence	influence	NOUN
asir-13406	2	14	of	of	ADP
asir-13406	2	15	online	online	ADJ
asir-13406	2	16	learning	learn	VERB
asir-13406	2	17	behavior	behavior	NOUN
asir-13406	2	18	on	on	ADP
asir-13406	2	19	learning	learn	VERB
asir-13406	2	20	performance	performance	NOUN
asir-13406	2	21	huiming	huime	VERB
asir-13406	2	22	li1	li1	NOUN
asir-13406	2	23	1	1	NUM
asir-13406	2	24	university	university	NOUN
asir-13406	2	25	of	of	ADP
asir-13406	2	26	science	science	NOUN
asir-13406	2	27	and	and	CCONJ
asir-13406	2	28	technology	technology	NOUN
asir-13406	2	29	liaoning	liaoning	NOUN
asir-13406	2	30	,	,	PUNCT
asir-13406	2	31	anshan	anshan	PROPN
asir-13406	2	32	114051	114051	NUM
asir-13406	2	33	,	,	PUNCT
asir-13406	2	34	china	china	PROPN
asir-13406	2	35	received	receive	VERB
asir-13406	2	36	:	:	PUNCT
asir-13406	2	37	february	february	NOUN
asir-13406	2	38	10	10	NUM
asir-13406	2	39	,	,	PUNCT
asir-13406	2	40	2023	2023	NUM
asir-13406	2	41	accepted	accept	VERB
asir-13406	2	42	:	:	PUNCT
asir-13406	2	43	february	february	PROPN
asir-13406	2	44	21	21	NUM
asir-13406	2	45	,	,	PUNCT
asir-13406	2	46	2023	2023	NUM
asir-13406	2	47	online	online	ADV
asir-13406	2	48	published	publish	VERB
asir-13406	2	49	:	:	PUNCT
asir-13406	2	50	february	february	PROPN
asir-13406	2	51	24	24	NUM
asir-13406	2	52	,	,	PUNCT
asir-13406	2	53	2023	2023	NUM
asir-13406	2	54	doi:10.22158	doi:10.22158	NOUN
asir-13406	2	55	/	/	SYM
asir-13406	2	56	asir.v7n1p69	asir.v7n1p69	NOUN
asir-13406	2	57	url	url	X
asir-13406	2	58	:	:	PUNCT
asir-13406	2	59	http://doi.org/10.22158/asir.v7n1p69	http://doi.org/10.22158/asir.v7n1p69	NOUN
asir-13406	2	60	abstract	abstract	ADJ
asir-13406	2	61	online	online	ADJ
asir-13406	2	62	education	education	NOUN
asir-13406	2	63	is	be	AUX
asir-13406	2	64	a	a	DET
asir-13406	2	65	significant	significant	ADJ
asir-13406	2	66	part	part	NOUN
asir-13406	2	67	of	of	ADP
asir-13406	2	68	information	information	NOUN
asir-13406	2	69	education	education	NOUN
asir-13406	2	70	.	.	PUNCT
asir-13406	3	1	it	it	PRON
asir-13406	3	2	is	be	AUX
asir-13406	3	3	an	an	DET
asir-13406	3	4	effective	effective	ADJ
asir-13406	3	5	way	way	NOUN
asir-13406	3	6	to	to	PART
asir-13406	3	7	uncover	uncover	VERB
asir-13406	3	8	online	online	ADJ
asir-13406	3	9	learning	learn	VERB
asir-13406	3	10	mechanisms	mechanism	NOUN
asir-13406	3	11	and	and	CCONJ
asir-13406	3	12	improve	improve	VERB
asir-13406	3	13	the	the	DET
asir-13406	3	14	quality	quality	NOUN
asir-13406	3	15	of	of	ADP
asir-13406	3	16	online	online	ADJ
asir-13406	3	17	teaching	teaching	NOUN
asir-13406	3	18	by	by	ADP
asir-13406	3	19	exploiting	exploit	VERB
asir-13406	3	20	the	the	DET
asir-13406	3	21	behavioral	behavioral	ADJ
asir-13406	3	22	data	datum	NOUN
asir-13406	3	23	of	of	ADP
asir-13406	3	24	online	online	ADJ
asir-13406	3	25	learning	learning	NOUN
asir-13406	3	26	platforms	platform	NOUN
asir-13406	3	27	for	for	ADP
asir-13406	3	28	learning	learn	VERB
asir-13406	3	29	performance	performance	NOUN
asir-13406	3	30	prediction	prediction	NOUN
asir-13406	3	31	and	and	CCONJ
asir-13406	3	32	analysis	analysis	NOUN
asir-13406	3	33	.	.	PUNCT
asir-13406	4	1	in	in	ADP
asir-13406	4	2	this	this	DET
asir-13406	4	3	paper	paper	NOUN
asir-13406	4	4	,	,	PUNCT
asir-13406	4	5	we	we	PRON
asir-13406	4	6	focus	focus	VERB
asir-13406	4	7	on	on	ADP
asir-13406	4	8	the	the	DET
asir-13406	4	9	learner	learner	NOUN
asir-13406	4	10	’s	’s	PART
asir-13406	4	11	learning	learn	VERB
asir-13406	4	12	behavior	behavior	NOUN
asir-13406	4	13	in	in	ADP
asir-13406	4	14	an	an	DET
asir-13406	4	15	online	online	ADJ
asir-13406	4	16	teaching	teaching	NOUN
asir-13406	4	17	scenario	scenario	NOUN
asir-13406	4	18	and	and	CCONJ
asir-13406	4	19	explore	explore	VERB
asir-13406	4	20	the	the	DET
asir-13406	4	21	predictive	predictive	ADJ
asir-13406	4	22	effectiveness	effectiveness	NOUN
asir-13406	4	23	and	and	CCONJ
asir-13406	4	24	impact	impact	NOUN
asir-13406	4	25	mechanism	mechanism	NOUN
asir-13406	4	26	of	of	ADP
asir-13406	4	27	each	each	DET
asir-13406	4	28	behavioral	behavioral	ADJ
asir-13406	4	29	feature	feature	NOUN
asir-13406	4	30	by	by	ADP
asir-13406	4	31	building	build	VERB
asir-13406	4	32	a	a	DET
asir-13406	4	33	predictive	predictive	ADJ
asir-13406	4	34	model	model	NOUN
asir-13406	4	35	based	base	VERB
asir-13406	4	36	on	on	ADP
asir-13406	4	37	a	a	DET
asir-13406	4	38	machine	machine	NOUN
asir-13406	4	39	learning	learn	VERB
asir-13406	4	40	algorithm	algorithm	NOUN
asir-13406	4	41	.	.	PUNCT
asir-13406	5	1	experimental	experimental	ADJ
asir-13406	5	2	results	result	NOUN
asir-13406	5	3	show	show	VERB
asir-13406	5	4	that	that	SCONJ
asir-13406	5	5	three	three	NUM
asir-13406	5	6	behavioral	behavioral	ADJ
asir-13406	5	7	characteristics	characteristic	NOUN
asir-13406	5	8	,	,	PUNCT
asir-13406	5	9	namely	namely	ADV
asir-13406	5	10	the	the	DET
asir-13406	5	11	number	number	NOUN
asir-13406	5	12	of	of	ADP
asir-13406	5	13	visits	visit	NOUN
asir-13406	5	14	to	to	PART
asir-13406	5	15	course	course	VERB
asir-13406	5	16	materials	material	NOUN
asir-13406	5	17	,	,	PUNCT
asir-13406	5	18	lecture	lecture	NOUN
asir-13406	5	19	review	review	NOUN
asir-13406	5	20	time	time	NOUN
asir-13406	5	21	,	,	PUNCT
asir-13406	5	22	and	and	CCONJ
asir-13406	5	23	assignment	assignment	NOUN
asir-13406	5	24	,	,	PUNCT
asir-13406	5	25	intensively	intensively	ADV
asir-13406	5	26	influence	influence	NOUN
asir-13406	5	27	learning	learn	VERB
asir-13406	5	28	performance	performance	NOUN
asir-13406	5	29	.	.	PUNCT
asir-13406	6	1	by	by	ADP
asir-13406	6	2	comparing	compare	VERB
asir-13406	6	3	various	various	ADJ
asir-13406	6	4	machine	machine	NOUN
asir-13406	6	5	learning	learn	VERB
asir-13406	6	6	algorithms	algorithm	NOUN
asir-13406	6	7	,	,	PUNCT
asir-13406	6	8	it	it	PRON
asir-13406	6	9	is	be	AUX
asir-13406	6	10	found	find	VERB
asir-13406	6	11	that	that	SCONJ
asir-13406	6	12	the	the	DET
asir-13406	6	13	random	random	ADJ
asir-13406	6	14	forest	forest	NOUN
asir-13406	6	15	algorithm	algorithm	NOUN
asir-13406	6	16	has	have	VERB
asir-13406	6	17	better	well	ADJ
asir-13406	6	18	prediction	prediction	NOUN
asir-13406	6	19	results	result	NOUN
asir-13406	6	20	.	.	PUNCT
asir-13406	7	1	keywords	keyword	VERB
asir-13406	7	2	online	online	ADJ
asir-13406	7	3	teaching	teaching	NOUN
asir-13406	7	4	,	,	PUNCT
asir-13406	7	5	learning	learn	VERB
asir-13406	7	6	behavior	behavior	NOUN
asir-13406	7	7	,	,	PUNCT
asir-13406	7	8	learning	learn	VERB
asir-13406	7	9	performance	performance	NOUN
asir-13406	7	10	,	,	PUNCT
asir-13406	7	11	machine	machine	NOUN
asir-13406	7	12	learning	learn	VERB
asir-13406	7	13	1	1	NUM
asir-13406	7	14	.	.	PUNCT
asir-13406	8	1	introduction	introduction	NOUN
asir-13406	8	2	the	the	DET
asir-13406	8	3	development	development	NOUN
asir-13406	8	4	of	of	ADP
asir-13406	8	5	information	information	NOUN
asir-13406	8	6	technology	technology	NOUN
asir-13406	8	7	and	and	CCONJ
asir-13406	8	8	internet	internet	NOUN
asir-13406	8	9	technology	technology	NOUN
asir-13406	8	10	has	have	AUX
asir-13406	8	11	promoted	promote	VERB
asir-13406	8	12	the	the	DET
asir-13406	8	13	transformation	transformation	NOUN
asir-13406	8	14	of	of	ADP
asir-13406	8	15	traditional	traditional	ADJ
asir-13406	8	16	education	education	NOUN
asir-13406	8	17	to	to	ADP
asir-13406	8	18	information	information	NOUN
asir-13406	8	19	education	education	NOUN
asir-13406	8	20	.	.	PUNCT
asir-13406	9	1	online	online	ADJ
asir-13406	9	2	teaching	teaching	NOUN
asir-13406	9	3	methods	method	NOUN
asir-13406	9	4	such	such	ADJ
asir-13406	9	5	as	as	ADP
asir-13406	9	6	massive	massive	ADJ
asir-13406	9	7	open	open	ADJ
asir-13406	9	8	online	online	ADJ
asir-13406	9	9	courses	course	NOUN
asir-13406	9	10	(	(	PUNCT
asir-13406	9	11	mooc	mooc	NOUN
asir-13406	9	12	)	)	PUNCT
asir-13406	9	13	(	(	PUNCT
asir-13406	9	14	ahmad	ahmad	PROPN
asir-13406	9	15	et	et	PROPN
asir-13406	9	16	al	al	PROPN
asir-13406	9	17	.	.	PROPN
asir-13406	9	18	,	,	PUNCT
asir-13406	9	19	2022	2022	NUM
asir-13406	9	20	;	;	PUNCT
asir-13406	9	21	mei	mei	PROPN
asir-13406	9	22	et	et	PROPN
asir-13406	9	23	al	al	PROPN
asir-13406	9	24	.	.	PROPN
asir-13406	9	25	,	,	PUNCT
asir-13406	9	26	2019	2019	NUM
asir-13406	9	27	)	)	PUNCT
asir-13406	9	28	,	,	PUNCT
asir-13406	9	29	flipped	flip	VERB
asir-13406	9	30	classroom	classroom	NOUN
asir-13406	9	31	(	(	PUNCT
asir-13406	9	32	chen	chen	PROPN
asir-13406	9	33	et	et	PROPN
asir-13406	9	34	al	al	PROPN
asir-13406	9	35	.	.	PROPN
asir-13406	9	36	,	,	PUNCT
asir-13406	9	37	2022	2022	NUM
asir-13406	9	38	;	;	PUNCT
asir-13406	9	39	khandakar	khandakar	X
asir-13406	9	40	et	et	PROPN
asir-13406	9	41	al	al	PROPN
asir-13406	9	42	.	.	PROPN
asir-13406	9	43	,	,	PUNCT
asir-13406	9	44	2022	2022	NUM
asir-13406	9	45	)	)	PUNCT
asir-13406	9	46	,	,	PUNCT
asir-13406	9	47	personalized	personalize	VERB
asir-13406	9	48	learning	learning	NOUN
asir-13406	9	49	(	(	PUNCT
asir-13406	9	50	cevikbas	cevikbas	NOUN
asir-13406	9	51	,	,	PUNCT
asir-13406	9	52	2022	2022	NUM
asir-13406	9	53	)	)	PUNCT
asir-13406	9	54	,	,	PUNCT
asir-13406	9	55	and	and	CCONJ
asir-13406	9	56	blending	blend	VERB
asir-13406	9	57	learning	learning	NOUN
asir-13406	9	58	(	(	PUNCT
asir-13406	9	59	ashraf	ashraf	NOUN
asir-13406	9	60	,	,	PUNCT
asir-13406	9	61	2023	2023	NUM
asir-13406	9	62	)	)	PUNCT
asir-13406	9	63	have	have	AUX
asir-13406	9	64	received	receive	VERB
asir-13406	9	65	extensive	extensive	ADJ
asir-13406	9	66	attention	attention	NOUN
asir-13406	9	67	from	from	ADP
asir-13406	9	68	educators	educator	NOUN
asir-13406	9	69	,	,	PUNCT
asir-13406	9	70	and	and	CCONJ
asir-13406	9	71	have	have	AUX
asir-13406	9	72	appeared	appear	VERB
asir-13406	9	73	in	in	ADP
asir-13406	9	74	the	the	DET
asir-13406	9	75	classroom	classroom	NOUN
asir-13406	9	76	of	of	ADP
asir-13406	9	77	colleges	college	NOUN
asir-13406	9	78	and	and	CCONJ
asir-13406	9	79	universities	university	NOUN
asir-13406	9	80	as	as	ADP
asir-13406	9	81	an	an	DET
asir-13406	9	82	auxiliary	auxiliary	ADJ
asir-13406	9	83	method	method	NOUN
asir-13406	9	84	of	of	ADP
asir-13406	9	85	traditional	traditional	ADJ
asir-13406	9	86	face	face	NOUN
asir-13406	9	87	-	-	PUNCT
asir-13406	9	88	to	to	ADP
asir-13406	9	89	-	-	PUNCT
asir-13406	9	90	face	face	NOUN
asir-13406	9	91	teaching	teaching	NOUN
asir-13406	9	92	.	.	PUNCT
asir-13406	10	1	the	the	DET
asir-13406	10	2	outbreak	outbreak	NOUN
asir-13406	10	3	of	of	ADP
asir-13406	10	4	the	the	DET
asir-13406	10	5	covid-19	covid-19	PROPN
asir-13406	10	6	pandemic	pandemic	NOUN
asir-13406	10	7	in	in	ADP
asir-13406	10	8	2020	2020	NUM
asir-13406	10	9	forced	force	VERB
asir-13406	10	10	universities	university	NOUN
asir-13406	10	11	to	to	PART
asir-13406	10	12	adopt	adopt	VERB
asir-13406	10	13	online	online	ADJ
asir-13406	10	14	teaching	teaching	NOUN
asir-13406	10	15	on	on	ADP
asir-13406	10	16	a	a	DET
asir-13406	10	17	large	large	ADJ
asir-13406	10	18	scale	scale	NOUN
asir-13406	10	19	,	,	PUNCT
asir-13406	10	20	which	which	PRON
asir-13406	10	21	led	lead	VERB
asir-13406	10	22	to	to	ADP
asir-13406	10	23	the	the	DET
asir-13406	10	24	rapid	rapid	ADJ
asir-13406	10	25	expansion	expansion	NOUN
asir-13406	10	26	and	and	CCONJ
asir-13406	10	27	extension	extension	NOUN
asir-13406	10	28	of	of	ADP
asir-13406	10	29	online	online	ADJ
asir-13406	10	30	teaching	teaching	NOUN
asir-13406	10	31	.	.	PUNCT
asir-13406	11	1	unlike	unlike	ADP
asir-13406	11	2	traditional	traditional	ADJ
asir-13406	11	3	classroom	classroom	NOUN
asir-13406	11	4	teaching	teaching	NOUN
asir-13406	11	5	,	,	PUNCT
asir-13406	11	6	online	online	ADJ
asir-13406	11	7	teaching	teaching	NOUN
asir-13406	11	8	is	be	AUX
asir-13406	11	9	an	an	DET
asir-13406	11	10	autonomous	autonomous	ADJ
asir-13406	11	11	learning	learning	NOUN
asir-13406	11	12	process	process	NOUN
asir-13406	11	13	with	with	ADP
asir-13406	11	14	the	the	DET
asir-13406	11	15	internet	internet	NOUN
asir-13406	11	16	and	and	CCONJ
asir-13406	11	17	information	information	NOUN
asir-13406	11	18	technology	technology	NOUN
asir-13406	11	19	as	as	ADP
asir-13406	11	20	the	the	DET
asir-13406	11	21	media	medium	NOUN
asir-13406	11	22	and	and	CCONJ
asir-13406	11	23	learners	learner	NOUN
asir-13406	11	24	as	as	ADP
asir-13406	11	25	the	the	DET
asir-13406	11	26	center	center	NOUN
asir-13406	11	27	.	.	PUNCT
asir-13406	12	1	in	in	ADP
asir-13406	12	2	the	the	DET
asir-13406	12	3	post	post	ADJ
asir-13406	12	4	-	-	ADJ
asir-13406	12	5	epidemic	epidemic	ADJ
asir-13406	12	6	era	era	NOUN
asir-13406	12	7	,	,	PUNCT
asir-13406	12	8	online	online	ADJ
asir-13406	12	9	teaching	teaching	NOUN
asir-13406	12	10	is	be	AUX
asir-13406	12	11	bound	bind	VERB
asir-13406	12	12	to	to	PART
asir-13406	12	13	become	become	VERB
asir-13406	12	14	the	the	DET
asir-13406	12	15	main	main	ADJ
asir-13406	12	16	direction	direction	NOUN
asir-13406	12	17	of	of	ADP
asir-13406	12	18	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-13406	12	19	applied	apply	VERB
asir-13406	12	20	science	science	NOUN
asir-13406	12	21	and	and	CCONJ
asir-13406	12	22	innovative	innovative	ADJ
asir-13406	12	23	research	research	NOUN
asir-13406	12	24	vol	vol	NOUN
asir-13406	12	25	.	.	PUNCT
asir-13406	13	1	7	7	NUM
asir-13406	13	2	,	,	PUNCT
asir-13406	13	3	no	no	INTJ
asir-13406	13	4	.	.	NOUN
asir-13406	13	5	1	1	NUM
asir-13406	13	6	,	,	PUNCT
asir-13406	13	7	2023	2023	NUM
asir-13406	13	8	70	70	NUM
asir-13406	13	9	published	publish	VERB
asir-13406	13	10	by	by	ADP
asir-13406	13	11	scholink	scholink	PROPN
asir-13406	13	12	inc	inc	PROPN
asir-13406	13	13	.	.	PROPN
asir-13406	13	14	teaching	teach	VERB
asir-13406	13	15	reform	reform	NOUN
asir-13406	13	16	in	in	ADP
asir-13406	13	17	colleges	college	NOUN
asir-13406	13	18	and	and	CCONJ
asir-13406	13	19	universities	university	NOUN
asir-13406	13	20	.	.	PUNCT
asir-13406	14	1	learning	learn	VERB
asir-13406	14	2	performance	performance	NOUN
asir-13406	14	3	is	be	AUX
asir-13406	14	4	an	an	DET
asir-13406	14	5	important	important	ADJ
asir-13406	14	6	indicator	indicator	NOUN
asir-13406	14	7	to	to	PART
asir-13406	14	8	measure	measure	VERB
asir-13406	14	9	the	the	DET
asir-13406	14	10	quality	quality	NOUN
asir-13406	14	11	of	of	ADP
asir-13406	14	12	online	online	ADJ
asir-13406	14	13	learning	learning	NOUN
asir-13406	14	14	,	,	PUNCT
asir-13406	14	15	so	so	SCONJ
asir-13406	14	16	it	it	PRON
asir-13406	14	17	is	be	AUX
asir-13406	14	18	of	of	ADP
asir-13406	14	19	impressive	impressive	ADJ
asir-13406	14	20	practical	practical	ADJ
asir-13406	14	21	significance	significance	NOUN
asir-13406	14	22	to	to	PART
asir-13406	14	23	carry	carry	VERB
asir-13406	14	24	out	out	ADP
asir-13406	14	25	learner	learner	NOUN
asir-13406	14	26	-	-	PUNCT
asir-13406	14	27	centered	center	VERB
asir-13406	14	28	behavior	behavior	NOUN
asir-13406	14	29	analysis	analysis	NOUN
asir-13406	14	30	and	and	CCONJ
asir-13406	14	31	effect	effect	NOUN
asir-13406	14	32	prediction	prediction	NOUN
asir-13406	14	33	for	for	ADP
asir-13406	14	34	building	build	VERB
asir-13406	14	35	high	high	ADJ
asir-13406	14	36	-	-	PUNCT
asir-13406	14	37	quality	quality	NOUN
asir-13406	14	38	offline	offline	ADJ
asir-13406	14	39	teaching	teaching	NOUN
asir-13406	14	40	.	.	PUNCT
asir-13406	15	1	several	several	ADJ
asir-13406	15	2	scholars	scholar	NOUN
asir-13406	15	3	have	have	AUX
asir-13406	15	4	used	use	VERB
asir-13406	15	5	questionnaires	questionnaire	NOUN
asir-13406	15	6	to	to	PART
asir-13406	15	7	explore	explore	VERB
asir-13406	15	8	the	the	DET
asir-13406	15	9	correlation	correlation	NOUN
asir-13406	15	10	between	between	ADP
asir-13406	15	11	online	online	ADJ
asir-13406	15	12	learning	learn	VERB
asir-13406	15	13	behavior	behavior	NOUN
asir-13406	15	14	and	and	CCONJ
asir-13406	15	15	learning	learn	VERB
asir-13406	15	16	performance	performance	NOUN
asir-13406	15	17	.	.	PUNCT
asir-13406	16	1	mei	mei	PROPN
asir-13406	16	2	et	et	PROPN
asir-13406	16	3	al	al	PROPN
asir-13406	16	4	.	.	PROPN
asir-13406	17	1	(	(	PUNCT
asir-13406	17	2	2019	2019	NUM
asir-13406	17	3	)	)	PUNCT
asir-13406	17	4	analyzed	analyze	VERB
asir-13406	17	5	464	464	NUM
asir-13406	17	6	valid	valid	ADJ
asir-13406	17	7	questionnaires	questionnaire	NOUN
asir-13406	17	8	to	to	PART
asir-13406	17	9	explore	explore	VERB
asir-13406	17	10	the	the	DET
asir-13406	17	11	relationship	relationship	NOUN
asir-13406	17	12	between	between	ADP
asir-13406	17	13	online	online	ADJ
asir-13406	17	14	learning	learn	VERB
asir-13406	17	15	perception	perception	NOUN
asir-13406	17	16	and	and	CCONJ
asir-13406	17	17	learning	learn	VERB
asir-13406	17	18	performance	performance	NOUN
asir-13406	17	19	,	,	PUNCT
asir-13406	17	20	and	and	CCONJ
asir-13406	17	21	found	find	VERB
asir-13406	17	22	that	that	SCONJ
asir-13406	17	23	learners	learner	NOUN
asir-13406	17	24	’	'	PUNCT
asir-13406	17	25	recognition	recognition	NOUN
asir-13406	17	26	of	of	ADP
asir-13406	17	27	the	the	DET
asir-13406	17	28	learning	learning	NOUN
asir-13406	17	29	platform	platform	NOUN
asir-13406	17	30	has	have	VERB
asir-13406	17	31	a	a	DET
asir-13406	17	32	significant	significant	ADJ
asir-13406	17	33	impact	impact	NOUN
asir-13406	17	34	on	on	ADP
asir-13406	17	35	learning	learn	VERB
asir-13406	17	36	performance	performance	NOUN
asir-13406	17	37	.	.	PUNCT
asir-13406	18	1	wut	wut	PROPN
asir-13406	18	2	et	et	PROPN
asir-13406	18	3	al	al	PROPN
asir-13406	18	4	.	.	PROPN
asir-13406	18	5	(	(	PUNCT
asir-13406	18	6	2022	2022	NUM
asir-13406	18	7	)	)	PUNCT
asir-13406	18	8	found	find	VERB
asir-13406	18	9	that	that	SCONJ
asir-13406	18	10	students	student	NOUN
asir-13406	18	11	’	'	PUNCT
asir-13406	18	12	willingness	willingness	NOUN
asir-13406	18	13	to	to	PART
asir-13406	18	14	participate	participate	VERB
asir-13406	18	15	in	in	ADP
asir-13406	18	16	online	online	ADJ
asir-13406	18	17	teaching	teaching	NOUN
asir-13406	18	18	is	be	AUX
asir-13406	18	19	conducive	conducive	ADJ
asir-13406	18	20	to	to	ADP
asir-13406	18	21	improving	improve	VERB
asir-13406	18	22	learning	learn	VERB
asir-13406	18	23	performance	performance	NOUN
asir-13406	18	24	through	through	ADP
asir-13406	18	25	questionnaire	questionnaire	NOUN
asir-13406	18	26	survey	survey	NOUN
asir-13406	18	27	.	.	PUNCT
asir-13406	19	1	the	the	DET
asir-13406	19	2	questionnaire	questionnaire	NOUN
asir-13406	19	3	analysis	analysis	NOUN
asir-13406	19	4	method	method	NOUN
asir-13406	19	5	has	have	VERB
asir-13406	19	6	some	some	DET
asir-13406	19	7	drawbacks	drawback	NOUN
asir-13406	19	8	,	,	PUNCT
asir-13406	19	9	such	such	ADJ
asir-13406	19	10	as	as	ADP
asir-13406	19	11	slow	slow	ADJ
asir-13406	19	12	data	data	NOUN
asir-13406	19	13	recovery	recovery	NOUN
asir-13406	19	14	,	,	PUNCT
asir-13406	19	15	and	and	CCONJ
asir-13406	19	16	the	the	DET
asir-13406	19	17	analysis	analysis	NOUN
asir-13406	19	18	results	result	NOUN
asir-13406	19	19	are	be	AUX
asir-13406	19	20	mostly	mostly	ADV
asir-13406	19	21	constrained	constrain	VERB
asir-13406	19	22	by	by	ADP
asir-13406	19	23	the	the	DET
asir-13406	19	24	subjective	subjective	ADJ
asir-13406	19	25	awareness	awareness	NOUN
asir-13406	19	26	of	of	ADP
asir-13406	19	27	the	the	DET
asir-13406	19	28	surveyors	surveyor	NOUN
asir-13406	19	29	.	.	PUNCT
asir-13406	20	1	with	with	ADP
asir-13406	20	2	advances	advance	NOUN
asir-13406	20	3	in	in	ADP
asir-13406	20	4	artificial	artificial	ADJ
asir-13406	20	5	intelligence	intelligence	NOUN
asir-13406	20	6	,	,	PUNCT
asir-13406	20	7	some	some	DET
asir-13406	20	8	scholars	scholar	NOUN
asir-13406	20	9	have	have	AUX
asir-13406	20	10	attempted	attempt	VERB
asir-13406	20	11	to	to	PART
asir-13406	20	12	mine	mine	VERB
asir-13406	20	13	online	online	ADJ
asir-13406	20	14	data	datum	NOUN
asir-13406	20	15	using	use	VERB
asir-13406	20	16	ai	ai	VERB
asir-13406	20	17	techniques	technique	NOUN
asir-13406	20	18	to	to	PART
asir-13406	20	19	discover	discover	VERB
asir-13406	20	20	online	online	ADJ
asir-13406	20	21	learning	learning	NOUN
asir-13406	20	22	behaviors	behavior	NOUN
asir-13406	20	23	that	that	PRON
asir-13406	20	24	affect	affect	VERB
asir-13406	20	25	learning	learn	VERB
asir-13406	20	26	outcomes	outcome	NOUN
asir-13406	20	27	and	and	CCONJ
asir-13406	20	28	the	the	DET
asir-13406	20	29	extent	extent	NOUN
asir-13406	20	30	to	to	PART
asir-13406	20	31	which	which	PRON
asir-13406	20	32	these	these	DET
asir-13406	20	33	behaviors	behavior	NOUN
asir-13406	20	34	affect	affect	VERB
asir-13406	20	35	learning	learn	VERB
asir-13406	20	36	outcomes	outcome	NOUN
asir-13406	20	37	.	.	PUNCT
asir-13406	21	1	ni	ni	PROPN
asir-13406	21	2	et	et	PROPN
asir-13406	21	3	al	al	PROPN
asir-13406	21	4	.	.	PROPN
asir-13406	22	1	(	(	PUNCT
asir-13406	22	2	2022	2022	NUM
asir-13406	22	3	)	)	PUNCT
asir-13406	22	4	used	use	VERB
asir-13406	22	5	online	online	ADJ
asir-13406	22	6	behavioral	behavioral	ADJ
asir-13406	22	7	data	datum	NOUN
asir-13406	22	8	to	to	PART
asir-13406	22	9	build	build	VERB
asir-13406	22	10	a	a	DET
asir-13406	22	11	learning	learning	NOUN
asir-13406	22	12	performance	performance	NOUN
asir-13406	22	13	prediction	prediction	NOUN
asir-13406	22	14	model	model	NOUN
asir-13406	22	15	by	by	ADP
asir-13406	22	16	machine	machine	NOUN
asir-13406	22	17	learning	learning	NOUN
asir-13406	22	18	algorithm	algorithm	NOUN
asir-13406	22	19	,	,	PUNCT
asir-13406	22	20	and	and	CCONJ
asir-13406	22	21	the	the	DET
asir-13406	22	22	results	result	NOUN
asir-13406	22	23	showed	show	VERB
asir-13406	22	24	that	that	SCONJ
asir-13406	22	25	document	document	NOUN
asir-13406	22	26	learning	learn	VERB
asir-13406	22	27	duration	duration	NOUN
asir-13406	22	28	was	be	AUX
asir-13406	22	29	deeply	deeply	ADV
asir-13406	22	30	correlated	correlate	VERB
asir-13406	22	31	with	with	ADP
asir-13406	22	32	learning	learn	VERB
asir-13406	22	33	performance	performance	NOUN
asir-13406	22	34	.	.	PUNCT
asir-13406	23	1	liu	liu	PROPN
asir-13406	23	2	et	et	PROPN
asir-13406	23	3	al	al	PROPN
asir-13406	23	4	.	.	PROPN
asir-13406	23	5	(	(	PUNCT
asir-13406	23	6	2022	2022	NUM
asir-13406	23	7	)	)	PUNCT
asir-13406	23	8	explored	explore	VERB
asir-13406	23	9	the	the	DET
asir-13406	23	10	correlation	correlation	NOUN
asir-13406	23	11	between	between	ADP
asir-13406	23	12	students	student	NOUN
asir-13406	23	13	’	'	PUNCT
asir-13406	23	14	clicking	click	VERB
asir-13406	23	15	behavior	behavior	NOUN
asir-13406	23	16	and	and	CCONJ
asir-13406	23	17	academic	academic	ADJ
asir-13406	23	18	achievement	achievement	NOUN
asir-13406	23	19	in	in	ADP
asir-13406	23	20	the	the	DET
asir-13406	23	21	online	online	ADJ
asir-13406	23	22	learning	learn	VERB
asir-13406	23	23	environment	environment	NOUN
asir-13406	23	24	,	,	PUNCT
asir-13406	23	25	and	and	CCONJ
asir-13406	23	26	found	find	VERB
asir-13406	23	27	that	that	SCONJ
asir-13406	23	28	taking	take	VERB
asir-13406	23	29	weekly	weekly	ADJ
asir-13406	23	30	clicks	click	NOUN
asir-13406	23	31	as	as	SCONJ
asir-13406	23	32	the	the	DET
asir-13406	23	33	prediction	prediction	NOUN
asir-13406	23	34	model	model	NOUN
asir-13406	23	35	parameter	parameter	NOUN
asir-13406	23	36	was	be	AUX
asir-13406	23	37	more	more	ADV
asir-13406	23	38	accurate	accurate	ADJ
asir-13406	23	39	than	than	ADP
asir-13406	23	40	monthly	monthly	ADJ
asir-13406	23	41	clicks	click	NOUN
asir-13406	23	42	.	.	PUNCT
asir-13406	24	1	moreover	moreover	ADV
asir-13406	24	2	,	,	PUNCT
asir-13406	24	3	clicks	click	VERB
asir-13406	24	4	on	on	ADP
asir-13406	24	5	the	the	DET
asir-13406	24	6	home	home	NOUN
asir-13406	24	7	page	page	NOUN
asir-13406	24	8	,	,	PUNCT
asir-13406	24	9	sub	sub	NOUN
asir-13406	24	10	-	-	NOUN
asir-13406	24	11	page	page	NOUN
asir-13406	24	12	,	,	PUNCT
asir-13406	24	13	content	content	NOUN
asir-13406	24	14	,	,	PUNCT
asir-13406	24	15	and	and	CCONJ
asir-13406	24	16	test	test	NOUN
asir-13406	24	17	have	have	VERB
asir-13406	24	18	a	a	DET
asir-13406	24	19	larger	large	ADJ
asir-13406	24	20	impact	impact	NOUN
asir-13406	24	21	on	on	ADP
asir-13406	24	22	the	the	DET
asir-13406	24	23	prediction	prediction	NOUN
asir-13406	24	24	results	result	NOUN
asir-13406	24	25	.	.	PUNCT
asir-13406	25	1	gaftandzhieva	gaftandzhieva	NOUN
asir-13406	25	2	et	et	PROPN
asir-13406	25	3	al	al	PROPN
asir-13406	25	4	.	.	PROPN
asir-13406	26	1	(	(	PUNCT
asir-13406	26	2	2022	2022	NUM
asir-13406	26	3	)	)	PUNCT
asir-13406	26	4	applied	apply	VERB
asir-13406	26	5	statistics	statistic	NOUN
asir-13406	26	6	and	and	CCONJ
asir-13406	26	7	machine	machine	NOUN
asir-13406	26	8	learning	learn	VERB
asir-13406	26	9	technology	technology	NOUN
asir-13406	26	10	to	to	PART
asir-13406	26	11	predict	predict	VERB
asir-13406	26	12	students	student	NOUN
asir-13406	26	13	’	'	PUNCT
asir-13406	26	14	final	final	ADJ
asir-13406	26	15	grades	grade	NOUN
asir-13406	26	16	according	accord	VERB
asir-13406	26	17	to	to	ADP
asir-13406	26	18	their	their	PRON
asir-13406	26	19	online	online	ADJ
asir-13406	26	20	learning	learning	NOUN
asir-13406	26	21	behaviors	behavior	NOUN
asir-13406	26	22	,	,	PUNCT
asir-13406	26	23	and	and	CCONJ
asir-13406	26	24	pointed	point	VERB
asir-13406	26	25	out	out	ADP
asir-13406	26	26	that	that	SCONJ
asir-13406	26	27	learning	learn	VERB
asir-13406	26	28	resources	resource	NOUN
asir-13406	26	29	(	(	PUNCT
asir-13406	26	30	lectures	lecture	NOUN
asir-13406	26	31	,	,	PUNCT
asir-13406	26	32	exercises	exercise	NOUN
asir-13406	26	33	and	and	CCONJ
asir-13406	26	34	source	source	NOUN
asir-13406	26	35	code	code	PROPN
asir-13406	26	36	)	)	PUNCT
asir-13406	26	37	,	,	PUNCT
asir-13406	26	38	activities	activity	NOUN
asir-13406	26	39	(	(	PUNCT
asir-13406	26	40	homework	homework	NOUN
asir-13406	26	41	and	and	CCONJ
asir-13406	26	42	lectures	lecture	NOUN
asir-13406	26	43	)	)	PUNCT
asir-13406	26	44	and	and	CCONJ
asir-13406	26	45	attendance	attendance	NOUN
asir-13406	26	46	played	play	VERB
asir-13406	26	47	a	a	DET
asir-13406	26	48	decisive	decisive	ADJ
asir-13406	26	49	role	role	NOUN
asir-13406	26	50	in	in	ADP
asir-13406	26	51	the	the	DET
asir-13406	26	52	final	final	ADJ
asir-13406	26	53	grades	grade	NOUN
asir-13406	26	54	.	.	PUNCT
asir-13406	27	1	dooley	dooley	PROPN
asir-13406	27	2	et	et	PROPN
asir-13406	27	3	al	al	PROPN
asir-13406	27	4	.	.	PROPN
asir-13406	27	5	(	(	PUNCT
asir-13406	27	6	2020	2020	NUM
asir-13406	27	7	)	)	PUNCT
asir-13406	27	8	used	use	VERB
asir-13406	27	9	the	the	DET
asir-13406	27	10	data	datum	NOUN
asir-13406	27	11	of	of	ADP
asir-13406	27	12	the	the	DET
asir-13406	27	13	learning	learn	VERB
asir-13406	27	14	management	management	NOUN
asir-13406	27	15	system	system	NOUN
asir-13406	27	16	to	to	PART
asir-13406	27	17	explore	explore	VERB
asir-13406	27	18	students	student	NOUN
asir-13406	27	19	’	'	PUNCT
asir-13406	27	20	learning	learn	VERB
asir-13406	27	21	behaviors	behavior	NOUN
asir-13406	27	22	in	in	ADP
asir-13406	27	23	flipped	flip	VERB
asir-13406	27	24	classroom	classroom	NOUN
asir-13406	27	25	,	,	PUNCT
asir-13406	27	26	including	include	VERB
asir-13406	27	27	learning	learn	VERB
asir-13406	27	28	frequency	frequency	NOUN
asir-13406	27	29	,	,	PUNCT
asir-13406	27	30	learning	learn	VERB
asir-13406	27	31	scope	scope	NOUN
asir-13406	27	32	and	and	CCONJ
asir-13406	27	33	learning	learning	NOUN
asir-13406	27	34	time	time	NOUN
asir-13406	27	35	,	,	PUNCT
asir-13406	27	36	analyzed	analyze	VERB
asir-13406	27	37	the	the	DET
asir-13406	27	38	relationship	relationship	NOUN
asir-13406	27	39	between	between	ADP
asir-13406	27	40	these	these	DET
asir-13406	27	41	behaviors	behavior	NOUN
asir-13406	27	42	and	and	CCONJ
asir-13406	27	43	academic	academic	ADJ
asir-13406	27	44	performance	performance	NOUN
asir-13406	27	45	,	,	PUNCT
asir-13406	27	46	and	and	CCONJ
asir-13406	27	47	found	find	VERB
asir-13406	27	48	that	that	DET
asir-13406	27	49	preview	preview	NOUN
asir-13406	27	50	of	of	ADP
asir-13406	27	51	learning	learn	VERB
asir-13406	27	52	materials	material	NOUN
asir-13406	27	53	in	in	ADP
asir-13406	27	54	advance	advance	NOUN
asir-13406	27	55	is	be	AUX
asir-13406	27	56	conducive	conducive	ADJ
asir-13406	27	57	to	to	ADP
asir-13406	27	58	improving	improve	VERB
asir-13406	27	59	academic	academic	ADJ
asir-13406	27	60	performance	performance	NOUN
asir-13406	27	61	.	.	PUNCT
asir-13406	28	1	this	this	DET
asir-13406	28	2	study	study	NOUN
asir-13406	28	3	takes	take	VERB
asir-13406	28	4	the	the	DET
asir-13406	28	5	java	java	NOUN
asir-13406	28	6	framework	framework	NOUN
asir-13406	28	7	technology	technology	NOUN
asir-13406	28	8	course	course	NOUN
asir-13406	28	9	as	as	ADP
asir-13406	28	10	an	an	DET
asir-13406	28	11	example	example	NOUN
asir-13406	28	12	to	to	PART
asir-13406	28	13	study	study	VERB
asir-13406	28	14	the	the	DET
asir-13406	28	15	learning	learn	VERB
asir-13406	28	16	behavior	behavior	NOUN
asir-13406	28	17	of	of	ADP
asir-13406	28	18	students	student	NOUN
asir-13406	28	19	in	in	ADP
asir-13406	28	20	online	online	ADJ
asir-13406	28	21	teaching	teaching	NOUN
asir-13406	28	22	,	,	PUNCT
asir-13406	28	23	and	and	CCONJ
asir-13406	28	24	explores	explore	VERB
asir-13406	28	25	the	the	DET
asir-13406	28	26	correlation	correlation	NOUN
asir-13406	28	27	between	between	ADP
asir-13406	28	28	learning	learn	VERB
asir-13406	28	29	behavior	behavior	NOUN
asir-13406	28	30	and	and	CCONJ
asir-13406	28	31	final	final	ADJ
asir-13406	28	32	performance	performance	NOUN
asir-13406	28	33	through	through	ADP
asir-13406	28	34	machine	machine	NOUN
asir-13406	28	35	learning	learning	NOUN
asir-13406	28	36	algorithms	algorithm	NOUN
asir-13406	28	37	,	,	PUNCT
asir-13406	28	38	providing	provide	VERB
asir-13406	28	39	reference	reference	NOUN
asir-13406	28	40	suggestions	suggestion	NOUN
asir-13406	28	41	for	for	ADP
asir-13406	28	42	improving	improve	VERB
asir-13406	28	43	learning	learn	VERB
asir-13406	28	44	performance	performance	NOUN
asir-13406	28	45	in	in	ADP
asir-13406	28	46	the	the	DET
asir-13406	28	47	online	online	ADJ
asir-13406	28	48	education	education	NOUN
asir-13406	28	49	environments	environment	NOUN
asir-13406	28	50	.	.	PUNCT
asir-13406	29	1	2	2	X
asir-13406	29	2	.	.	X
asir-13406	29	3	materials	material	NOUN
asir-13406	29	4	and	and	CCONJ
asir-13406	29	5	methods	method	NOUN
asir-13406	29	6	2.1	2.1	NUM
asir-13406	29	7	data	datum	NOUN
asir-13406	29	8	source	source	NOUN
asir-13406	29	9	the	the	DET
asir-13406	29	10	research	research	NOUN
asir-13406	29	11	data	datum	NOUN
asir-13406	29	12	were	be	AUX
asir-13406	29	13	derived	derive	VERB
asir-13406	29	14	from	from	ADP
asir-13406	29	15	a	a	DET
asir-13406	29	16	“	"	PUNCT
asir-13406	29	17	java	java	NOUN
asir-13406	29	18	framework	framework	NOUN
asir-13406	29	19	technology	technology	NOUN
asir-13406	29	20	”	"	PUNCT
asir-13406	29	21	course	course	NOUN
asir-13406	29	22	offered	offer	VERB
asir-13406	29	23	on	on	ADP
asir-13406	29	24	the	the	DET
asir-13406	29	25	online	online	ADJ
asir-13406	29	26	teaching	teaching	NOUN
asir-13406	29	27	platform	platform	NOUN
asir-13406	29	28	in	in	ADP
asir-13406	29	29	the	the	DET
asir-13406	29	30	fall	fall	NOUN
asir-13406	29	31	of	of	ADP
asir-13406	29	32	the	the	DET
asir-13406	29	33	2022	2022	NUM
asir-13406	29	34	academic	academic	ADJ
asir-13406	29	35	year	year	NOUN
asir-13406	29	36	,	,	PUNCT
asir-13406	29	37	which	which	PRON
asir-13406	29	38	was	be	AUX
asir-13406	29	39	mainly	mainly	ADV
asir-13406	29	40	aimed	aim	VERB
asir-13406	29	41	at	at	ADP
asir-13406	29	42	third	third	ADJ
asir-13406	29	43	-	-	PUNCT
asir-13406	29	44	year	year	NOUN
asir-13406	29	45	students	student	NOUN
asir-13406	29	46	of	of	ADP
asir-13406	29	47	computer	computer	NOUN
asir-13406	29	48	major	major	NOUN
asir-13406	29	49	,	,	PUNCT
asir-13406	29	50	with	with	ADP
asir-13406	29	51	76	76	NUM
asir-13406	29	52	students	student	NOUN
asir-13406	29	53	.	.	PUNCT
asir-13406	30	1	the	the	DET
asir-13406	30	2	duration	duration	NOUN
asir-13406	30	3	of	of	ADP
asir-13406	30	4	the	the	DET
asir-13406	30	5	course	course	NOUN
asir-13406	30	6	is	be	AUX
asir-13406	30	7	15	15	NUM
asir-13406	30	8	weeks	week	NOUN
asir-13406	30	9	,	,	PUNCT
asir-13406	30	10	with	with	ADP
asir-13406	30	11	one	one	NUM
asir-13406	30	12	online	online	ADJ
asir-13406	30	13	lecture	lecture	NOUN
asir-13406	30	14	and	and	CCONJ
asir-13406	30	15	one	one	NUM
asir-13406	30	16	programming	programming	NOUN
asir-13406	30	17	exercise	exercise	NOUN
asir-13406	30	18	per	per	ADP
asir-13406	30	19	week	week	NOUN
asir-13406	30	20	.	.	PUNCT
asir-13406	31	1	students	student	NOUN
asir-13406	31	2	upload	upload	VERB
asir-13406	31	3	the	the	DET
asir-13406	31	4	source	source	NOUN
asir-13406	31	5	code	code	NOUN
asir-13406	31	6	and	and	CCONJ
asir-13406	31	7	design	design	NOUN
asir-13406	31	8	report	report	NOUN
asir-13406	31	9	in	in	ADP
asir-13406	31	10	the	the	DET
asir-13406	31	11	form	form	NOUN
asir-13406	31	12	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-13406	31	13	applied	apply	VERB
asir-13406	31	14	science	science	NOUN
asir-13406	31	15	and	and	CCONJ
asir-13406	31	16	innovative	innovative	ADJ
asir-13406	31	17	research	research	NOUN
asir-13406	31	18	vol	vol	NOUN
asir-13406	31	19	.	.	PUNCT
asir-13406	32	1	7	7	NUM
asir-13406	32	2	,	,	PUNCT
asir-13406	32	3	no	no	INTJ
asir-13406	32	4	.	.	NOUN
asir-13406	32	5	1	1	NUM
asir-13406	32	6	,	,	PUNCT
asir-13406	32	7	2023	2023	NUM
asir-13406	32	8	71	71	NUM
asir-13406	32	9	published	publish	VERB
asir-13406	32	10	by	by	ADP
asir-13406	32	11	scholink	scholink	PROPN
asir-13406	32	12	inc	inc	PROPN
asir-13406	32	13	.	.	PROPN
asir-13406	32	14	of	of	ADP
asir-13406	32	15	homework	homework	NOUN
asir-13406	32	16	after	after	ADP
asir-13406	32	17	completing	complete	VERB
asir-13406	32	18	the	the	DET
asir-13406	32	19	exercise	exercise	NOUN
asir-13406	32	20	,	,	PUNCT
asir-13406	32	21	and	and	CCONJ
asir-13406	32	22	the	the	DET
asir-13406	32	23	score	score	NOUN
asir-13406	32	24	is	be	AUX
asir-13406	32	25	determined	determine	VERB
asir-13406	32	26	by	by	ADP
asir-13406	32	27	the	the	DET
asir-13406	32	28	completion	completion	NOUN
asir-13406	32	29	quality	quality	NOUN
asir-13406	32	30	and	and	CCONJ
asir-13406	32	31	submission	submission	NOUN
asir-13406	32	32	time	time	NOUN
asir-13406	32	33	.	.	PUNCT
asir-13406	33	1	7	7	NUM
asir-13406	33	2	online	online	ADJ
asir-13406	33	3	behavior	behavior	NOUN
asir-13406	33	4	features	feature	NOUN
asir-13406	33	5	are	be	AUX
asir-13406	33	6	selected	select	VERB
asir-13406	33	7	for	for	ADP
asir-13406	33	8	preliminary	preliminary	ADJ
asir-13406	33	9	analysis	analysis	NOUN
asir-13406	33	10	,	,	PUNCT
asir-13406	33	11	the	the	DET
asir-13406	33	12	definition	definition	NOUN
asir-13406	33	13	,	,	PUNCT
asir-13406	33	14	description	description	NOUN
asir-13406	33	15	and	and	CCONJ
asir-13406	33	16	range	range	NOUN
asir-13406	33	17	of	of	ADP
asir-13406	33	18	variables	variable	NOUN
asir-13406	33	19	are	be	AUX
asir-13406	33	20	shown	show	VERB
asir-13406	33	21	in	in	ADP
asir-13406	33	22	table	table	NOUN
asir-13406	33	23	1	1	NUM
asir-13406	33	24	.	.	PUNCT
asir-13406	34	1	the	the	DET
asir-13406	34	2	final	final	ADJ
asir-13406	34	3	test	test	NOUN
asir-13406	34	4	scores	score	NOUN
asir-13406	34	5	of	of	ADP
asir-13406	34	6	students	student	NOUN
asir-13406	34	7	were	be	AUX
asir-13406	34	8	used	use	VERB
asir-13406	34	9	as	as	ADP
asir-13406	34	10	the	the	DET
asir-13406	34	11	learning	learning	NOUN
asir-13406	34	12	performance	performance	NOUN
asir-13406	34	13	,	,	PUNCT
asir-13406	34	14	and	and	CCONJ
asir-13406	34	15	were	be	AUX
asir-13406	34	16	divided	divide	VERB
asir-13406	34	17	into	into	ADP
asir-13406	34	18	three	three	NUM
asir-13406	34	19	categories	category	NOUN
asir-13406	34	20	for	for	ADP
asir-13406	34	21	classification	classification	NOUN
asir-13406	34	22	prediction	prediction	NOUN
asir-13406	34	23	according	accord	VERB
asir-13406	34	24	to	to	ADP
asir-13406	34	25	the	the	DET
asir-13406	34	26	scores	score	NOUN
asir-13406	34	27	.	.	PUNCT
asir-13406	35	1	the	the	DET
asir-13406	35	2	score	score	NOUN
asir-13406	35	3	below	below	ADP
asir-13406	35	4	70	70	NUM
asir-13406	35	5	was	be	AUX
asir-13406	35	6	considered	consider	VERB
asir-13406	35	7	as	as	ADP
asir-13406	35	8	the	the	DET
asir-13406	35	9	low	low	ADJ
asir-13406	35	10	level	level	NOUN
asir-13406	35	11	and	and	CCONJ
asir-13406	35	12	marked	mark	VERB
asir-13406	35	13	as	as	ADP
asir-13406	35	14	1	1	NUM
asir-13406	35	15	;	;	PUNCT
asir-13406	35	16	70	70	NUM
asir-13406	35	17	to	to	PART
asir-13406	35	18	84	84	NUM
asir-13406	35	19	were	be	AUX
asir-13406	35	20	classified	classify	VERB
asir-13406	35	21	as	as	ADP
asir-13406	35	22	medium	medium	ADJ
asir-13406	35	23	level	level	NOUN
asir-13406	35	24	,	,	PUNCT
asir-13406	35	25	labeled	label	VERB
asir-13406	35	26	as	as	ADP
asir-13406	35	27	2	2	NUM
asir-13406	35	28	;	;	PUNCT
asir-13406	35	29	a	a	DET
asir-13406	35	30	score	score	NOUN
asir-13406	35	31	above	above	ADP
asir-13406	35	32	85	85	NUM
asir-13406	35	33	is	be	AUX
asir-13406	35	34	considered	consider	VERB
asir-13406	35	35	high	high	ADJ
asir-13406	35	36	and	and	CCONJ
asir-13406	35	37	is	be	AUX
asir-13406	35	38	marked	mark	VERB
asir-13406	35	39	3	3	NUM
asir-13406	35	40	.	.	PUNCT
asir-13406	35	41	table	table	NOUN
asir-13406	35	42	1	1	NUM
asir-13406	35	43	.	.	PUNCT
asir-13406	36	1	behavioral	behavioral	ADJ
asir-13406	36	2	variables	variable	NOUN
asir-13406	36	3	of	of	ADP
asir-13406	36	4	online	online	ADJ
asir-13406	36	5	learning	learn	VERB
asir-13406	36	6	variable	variable	ADJ
asir-13406	36	7	description	description	NOUN
asir-13406	36	8	range	range	PROPN
asir-13406	36	9	task	task	PROPN
asir-13406	36	10	task	task	PROPN
asir-13406	36	11	point	point	NOUN
asir-13406	36	12	completion	completion	NOUN
asir-13406	36	13	percentage	percentage	NOUN
asir-13406	36	14	,	,	PUNCT
asir-13406	36	15	watch	watch	VERB
asir-13406	36	16	live	live	ADJ
asir-13406	36	17	lectures	lecture	NOUN
asir-13406	36	18	and	and	CCONJ
asir-13406	36	19	reach	reach	VERB
asir-13406	36	20	the	the	DET
asir-13406	36	21	required	require	VERB
asir-13406	36	22	length	length	NOUN
asir-13406	36	23	of	of	ADP
asir-13406	36	24	time	time	NOUN
asir-13406	36	25	,	,	PUNCT
asir-13406	36	26	marked	mark	VERB
asir-13406	36	27	as	as	ADP
asir-13406	36	28	1	1	NUM
asir-13406	36	29	otherwise	otherwise	ADV
asir-13406	36	30	marked	mark	VERB
asir-13406	36	31	as	as	ADP
asir-13406	36	32	0	0	NUM
asir-13406	36	33	,	,	PUNCT
asir-13406	36	34	submitted	submit	VERB
asir-13406	36	35	on	on	ADP
asir-13406	36	36	time	time	NOUN
asir-13406	36	37	assignment	assignment	NOUN
asir-13406	36	38	marked	mark	VERB
asir-13406	36	39	as	as	ADP
asir-13406	36	40	1	1	NUM
asir-13406	36	41	otherwise	otherwise	ADV
asir-13406	36	42	marked	mark	VERB
asir-13406	36	43	as	as	ADP
asir-13406	36	44	0	0	NUM
asir-13406	36	45	[	[	X
asir-13406	36	46	0,1	0,1	NUM
asir-13406	36	47	]	]	PUNCT
asir-13406	36	48	count	count	NOUN
asir-13406	36	49	number	number	NOUN
asir-13406	36	50	of	of	ADP
asir-13406	36	51	visits	visit	NOUN
asir-13406	36	52	to	to	PART
asir-13406	36	53	course	course	VERB
asir-13406	36	54	materials	material	NOUN
asir-13406	36	55	[	[	X
asir-13406	36	56	0	0	NUM
asir-13406	36	57	-	-	SYM
asir-13406	36	58	500	500	NUM
asir-13406	36	59	]	]	PUNCT
asir-13406	36	60	avg_view	avg_view	NOUN
asir-13406	36	61	the	the	DET
asir-13406	36	62	average	average	ADJ
asir-13406	36	63	duration	duration	NOUN
asir-13406	36	64	of	of	ADP
asir-13406	36	65	watching	watch	VERB
asir-13406	36	66	live	live	ADJ
asir-13406	36	67	lectures	lecture	NOUN
asir-13406	36	68	[	[	X
asir-13406	36	69	0	0	NUM
asir-13406	36	70	-	-	SYM
asir-13406	36	71	90	90	NUM
asir-13406	36	72	]	]	PUNCT
asir-13406	36	73	avg_review	avg_review	ADP
asir-13406	36	74	the	the	DET
asir-13406	36	75	average	average	ADJ
asir-13406	36	76	duration	duration	NOUN
asir-13406	36	77	of	of	ADP
asir-13406	36	78	reviewing	review	VERB
asir-13406	36	79	lectures	lecture	NOUN
asir-13406	36	80	[	[	X
asir-13406	36	81	0	0	NUM
asir-13406	36	82	-	-	SYM
asir-13406	36	83	90	90	NUM
asir-13406	36	84	]	]	PUNCT
asir-13406	36	85	total_view	total_view	NOUN
asir-13406	36	86	sum	sum	NOUN
asir-13406	36	87	of	of	ADP
asir-13406	36	88	avg_view	avg_view	NOUN
asir-13406	36	89	and	and	CCONJ
asir-13406	36	90	avg_review	avg_review	ADP
asir-13406	36	91	[	[	X
asir-13406	36	92	0	0	NUM
asir-13406	36	93	-	-	SYM
asir-13406	36	94	500	500	NUM
asir-13406	36	95	]	]	PUNCT
asir-13406	36	96	assignment	assignment	NOUN
asir-13406	36	97	the	the	DET
asir-13406	36	98	score	score	NOUN
asir-13406	36	99	of	of	ADP
asir-13406	36	100	the	the	DET
asir-13406	36	101	assignment	assignment	NOUN
asir-13406	36	102	[	[	X
asir-13406	36	103	0	0	NUM
asir-13406	36	104	-	-	SYM
asir-13406	36	105	100	100	NUM
asir-13406	36	106	]	]	PUNCT
asir-13406	36	107	attendance	attendance	NOUN
asir-13406	36	108	the	the	DET
asir-13406	36	109	score	score	NOUN
asir-13406	36	110	of	of	ADP
asir-13406	36	111	the	the	DET
asir-13406	36	112	attendance	attendance	NOUN
asir-13406	37	1	[	[	X
asir-13406	37	2	0	0	NUM
asir-13406	37	3	-	-	SYM
asir-13406	37	4	100	100	NUM
asir-13406	37	5	]	]	PUNCT
asir-13406	37	6	2.2	2.2	NUM
asir-13406	37	7	data	datum	NOUN
asir-13406	37	8	analysis	analysis	NOUN
asir-13406	37	9	and	and	CCONJ
asir-13406	37	10	preprocessing	preprocesse	VERB
asir-13406	37	11	spearman	spearman	NOUN
asir-13406	37	12	’s	’s	PART
asir-13406	37	13	rank	rank	NOUN
asir-13406	37	14	correlation	correlation	NOUN
asir-13406	37	15	coefficient	coefficient	NOUN
asir-13406	37	16	is	be	AUX
asir-13406	37	17	an	an	DET
asir-13406	37	18	important	important	ADJ
asir-13406	37	19	indicator	indicator	NOUN
asir-13406	37	20	to	to	PART
asir-13406	37	21	measure	measure	VERB
asir-13406	37	22	the	the	DET
asir-13406	37	23	statistical	statistical	ADJ
asir-13406	37	24	dependence	dependence	NOUN
asir-13406	37	25	of	of	ADP
asir-13406	37	26	data	datum	NOUN
asir-13406	37	27	.	.	PUNCT
asir-13406	38	1	with	with	ADP
asir-13406	38	2	statistical	statistical	ADJ
asir-13406	38	3	data	datum	NOUN
asir-13406	38	4	x	x	PUNCT
asir-13406	38	5	and	and	CCONJ
asir-13406	38	6	y	y	PROPN
asir-13406	38	7	,	,	PUNCT
asir-13406	38	8	spearman	spearman	NOUN
asir-13406	38	9	’s	’s	PART
asir-13406	38	10	rank	rank	NOUN
asir-13406	38	11	correlation	correlation	NOUN
asir-13406	38	12	coefficient	coefficient	NOUN
asir-13406	38	13	can	can	AUX
asir-13406	38	14	be	be	AUX
asir-13406	38	15	calculated	calculate	VERB
asir-13406	38	16	by	by	ADP
asir-13406	38	17	the	the	DET
asir-13406	38	18	following	follow	VERB
asir-13406	38	19	formula	formula	NOUN
asir-13406	38	20	:	:	PUNCT
asir-13406	38	21	rs	rs	NOUN
asir-13406	38	22	=	=	SYM
asir-13406	39	1	1	1	NUM
asir-13406	39	2	−	−	NUM
asir-13406	39	3	6∑	6∑	NUM
asir-13406	39	4	di	di	X
asir-13406	39	5	2n	2n	NUM
asir-13406	39	6	i=1	i=1	PROPN
asir-13406	39	7	n(n2−1	n(n2−1	PROPN
asir-13406	39	8	)	)	PUNCT
asir-13406	39	9	(	(	PUNCT
asir-13406	39	10	1	1	X
asir-13406	39	11	)	)	PUNCT
asir-13406	39	12	where	where	SCONJ
asir-13406	39	13	,	,	PUNCT
asir-13406	39	14	rs	rs	NOUN
asir-13406	39	15	is	be	AUX
asir-13406	39	16	spearman	spearman	NOUN
asir-13406	39	17	’s	’s	PART
asir-13406	39	18	rank	rank	NOUN
asir-13406	39	19	correlation	correlation	NOUN
asir-13406	39	20	coefficient	coefficient	NOUN
asir-13406	39	21	,	,	PUNCT
asir-13406	39	22	with	with	ADP
asir-13406	39	23	a	a	DET
asir-13406	39	24	value	value	NOUN
asir-13406	39	25	range	range	NOUN
asir-13406	39	26	of	of	ADP
asir-13406	39	27	[	[	X
asir-13406	39	28	-1,1	-1,1	NOUN
asir-13406	39	29	]	]	X
asir-13406	39	30	;	;	PUNCT
asir-13406	39	31	di	di	X
asir-13406	39	32	=	=	PROPN
asir-13406	39	33	xi	xi	PROPN
asir-13406	39	34	yi	yi	PROPN
asir-13406	39	35	,	,	PUNCT
asir-13406	39	36	and	and	CCONJ
asir-13406	39	37	n	n	PRON
asir-13406	39	38	is	be	AUX
asir-13406	39	39	the	the	DET
asir-13406	39	40	number	number	NOUN
asir-13406	39	41	of	of	ADP
asir-13406	39	42	samples	sample	NOUN
asir-13406	39	43	.	.	PUNCT
asir-13406	40	1	in	in	ADP
asir-13406	40	2	order	order	NOUN
asir-13406	40	3	to	to	PART
asir-13406	40	4	explore	explore	VERB
asir-13406	40	5	the	the	DET
asir-13406	40	6	relationship	relationship	NOUN
asir-13406	40	7	between	between	ADP
asir-13406	40	8	behavior	behavior	NOUN
asir-13406	40	9	variables	variable	NOUN
asir-13406	40	10	and	and	CCONJ
asir-13406	40	11	learning	learn	VERB
asir-13406	40	12	performance	performance	NOUN
asir-13406	40	13	,	,	PUNCT
asir-13406	40	14	we	we	PRON
asir-13406	40	15	calculate	calculate	VERB
asir-13406	40	16	the	the	DET
asir-13406	40	17	spearman	spearman	NOUN
asir-13406	40	18	’s	’s	PART
asir-13406	40	19	rank	rank	NOUN
asir-13406	40	20	correlation	correlation	NOUN
asir-13406	40	21	coefficient	coefficient	NOUN
asir-13406	40	22	between	between	ADP
asir-13406	40	23	behavior	behavior	NOUN
asir-13406	40	24	variables	variable	NOUN
asir-13406	40	25	and	and	CCONJ
asir-13406	40	26	learning	learn	VERB
asir-13406	40	27	performance	performance	NOUN
asir-13406	40	28	,	,	PUNCT
asir-13406	40	29	and	and	CCONJ
asir-13406	40	30	use	use	VERB
asir-13406	40	31	the	the	DET
asir-13406	40	32	heat	heat	NOUN
asir-13406	40	33	map	map	NOUN
asir-13406	40	34	to	to	PART
asir-13406	40	35	visualize	visualize	VERB
asir-13406	40	36	the	the	DET
asir-13406	40	37	calculation	calculation	NOUN
asir-13406	40	38	results	result	NOUN
asir-13406	40	39	.	.	PUNCT
asir-13406	41	1	the	the	DET
asir-13406	41	2	visualization	visualization	NOUN
asir-13406	41	3	results	result	NOUN
asir-13406	41	4	are	be	AUX
asir-13406	41	5	shown	show	VERB
asir-13406	41	6	in	in	ADP
asir-13406	41	7	figure	figure	NOUN
asir-13406	41	8	1	1	NUM
asir-13406	41	9	.	.	PUNCT
asir-13406	42	1	it	it	PRON
asir-13406	42	2	can	can	AUX
asir-13406	42	3	be	be	AUX
asir-13406	42	4	seen	see	VERB
asir-13406	42	5	that	that	SCONJ
asir-13406	42	6	in	in	ADP
asir-13406	42	7	addition	addition	NOUN
asir-13406	42	8	to	to	ADP
asir-13406	42	9	the	the	DET
asir-13406	42	10	negative	negative	ADJ
asir-13406	42	11	correlation	correlation	NOUN
asir-13406	42	12	between	between	ADP
asir-13406	42	13	attendance	attendance	NOUN
asir-13406	42	14	and	and	CCONJ
asir-13406	42	15	score	score	NOUN
asir-13406	42	16	,	,	PUNCT
asir-13406	42	17	the	the	DET
asir-13406	42	18	rest	rest	NOUN
asir-13406	42	19	are	be	AUX
asir-13406	42	20	positively	positively	ADV
asir-13406	42	21	correlated	correlate	VERB
asir-13406	42	22	with	with	ADP
asir-13406	42	23	academic	academic	ADJ
asir-13406	42	24	performance	performance	NOUN
asir-13406	42	25	,	,	PUNCT
asir-13406	42	26	among	among	ADP
asir-13406	42	27	which	which	PRON
asir-13406	42	28	count	count	NOUN
asir-13406	42	29	,	,	PUNCT
asir-13406	42	30	avg_review	avg_review	ADP
asir-13406	42	31	,	,	PUNCT
asir-13406	42	32	total_view	total_view	NOUN
asir-13406	42	33	,	,	PUNCT
asir-13406	42	34	and	and	CCONJ
asir-13406	42	35	assignment	assignment	NOUN
asir-13406	42	36	are	be	AUX
asir-13406	42	37	weakly	weakly	ADV
asir-13406	42	38	correlated	correlate	VERB
asir-13406	42	39	with	with	ADP
asir-13406	42	40	assessment	assessment	NOUN
asir-13406	42	41	results	result	NOUN
asir-13406	42	42	,	,	PUNCT
asir-13406	42	43	while	while	SCONJ
asir-13406	42	44	task	task	NOUN
asir-13406	42	45	and	and	CCONJ
asir-13406	42	46	avg_view	avg_view	NOUN
asir-13406	42	47	are	be	AUX
asir-13406	42	48	very	very	ADV
asir-13406	42	49	weakly	weakly	ADV
asir-13406	42	50	correlated	correlate	VERB
asir-13406	42	51	.	.	PUNCT
asir-13406	43	1	in	in	ADP
asir-13406	43	2	the	the	DET
asir-13406	43	3	online	online	ADJ
asir-13406	43	4	learning	learn	VERB
asir-13406	43	5	environment	environment	NOUN
asir-13406	43	6	,	,	PUNCT
asir-13406	43	7	students	student	NOUN
asir-13406	43	8	’	'	PUNCT
asir-13406	43	9	active	active	ADJ
asir-13406	43	10	participation	participation	NOUN
asir-13406	43	11	has	have	VERB
asir-13406	43	12	a	a	DET
asir-13406	43	13	greater	great	ADJ
asir-13406	43	14	relationship	relationship	NOUN
asir-13406	43	15	with	with	ADP
asir-13406	43	16	academic	academic	ADJ
asir-13406	43	17	performance	performance	NOUN
asir-13406	43	18	,	,	PUNCT
asir-13406	43	19	and	and	CCONJ
asir-13406	43	20	students	student	NOUN
asir-13406	43	21	may	may	AUX
asir-13406	43	22	passively	passively	ADV
asir-13406	43	23	ensure	ensure	VERB
asir-13406	43	24	attendance	attendance	NOUN
asir-13406	43	25	based	base	VERB
asir-13406	43	26	on	on	ADP
asir-13406	43	27	class	class	NOUN
asir-13406	43	28	roll	roll	NOUN
asir-13406	43	29	call	call	NOUN
asir-13406	43	30	,	,	PUNCT
asir-13406	43	31	higher	high	ADJ
asir-13406	43	32	normal	normal	ADJ
asir-13406	43	33	performance	performance	NOUN
asir-13406	43	34	,	,	PUNCT
asir-13406	43	35	etc	etc	X
asir-13406	43	36	.	.	X
asir-13406	43	37	,	,	PUNCT
asir-13406	43	38	but	but	CCONJ
asir-13406	43	39	has	have	VERB
asir-13406	43	40	a	a	DET
asir-13406	43	41	lower	low	ADJ
asir-13406	43	42	learning	learning	NOUN
asir-13406	43	43	efficiency	efficiency	NOUN
asir-13406	43	44	,	,	PUNCT
asir-13406	43	45	resulting	result	VERB
asir-13406	43	46	in	in	ADP
asir-13406	43	47	inconsistency	inconsistency	NOUN
asir-13406	43	48	between	between	ADP
asir-13406	43	49	attendance	attendance	NOUN
asir-13406	43	50	and	and	CCONJ
asir-13406	43	51	test	test	NOUN
asir-13406	43	52	results	result	NOUN
asir-13406	43	53	.	.	PUNCT
asir-13406	44	1	through	through	ADP
asir-13406	44	2	correlation	correlation	NOUN
asir-13406	44	3	analysis	analysis	NOUN
asir-13406	44	4	,	,	PUNCT
asir-13406	44	5	we	we	PRON
asir-13406	44	6	remove	remove	VERB
asir-13406	44	7	attendance	attendance	NOUN
asir-13406	44	8	and	and	CCONJ
asir-13406	44	9	use	use	VERB
asir-13406	44	10	the	the	DET
asir-13406	44	11	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-13406	44	12	applied	apply	VERB
asir-13406	44	13	science	science	NOUN
asir-13406	44	14	and	and	CCONJ
asir-13406	44	15	innovative	innovative	ADJ
asir-13406	44	16	research	research	NOUN
asir-13406	44	17	vol	vol	NOUN
asir-13406	44	18	.	.	PUNCT
asir-13406	45	1	7	7	NUM
asir-13406	45	2	,	,	PUNCT
asir-13406	45	3	no	no	INTJ
asir-13406	45	4	.	.	NOUN
asir-13406	45	5	1	1	NUM
asir-13406	45	6	,	,	PUNCT
asir-13406	45	7	2023	2023	NUM
asir-13406	45	8	72	72	NUM
asir-13406	45	9	published	publish	VERB
asir-13406	45	10	by	by	ADP
asir-13406	45	11	scholink	scholink	PROPN
asir-13406	45	12	inc	inc	PROPN
asir-13406	45	13	.	.	PROPN
asir-13406	45	14	remaining	remain	VERB
asir-13406	45	15	variables	variable	NOUN
asir-13406	45	16	as	as	ADP
asir-13406	45	17	parameters	parameter	NOUN
asir-13406	45	18	of	of	ADP
asir-13406	45	19	the	the	DET
asir-13406	45	20	predictive	predictive	ADJ
asir-13406	45	21	model	model	NOUN
asir-13406	45	22	.	.	PUNCT
asir-13406	46	1	boxplots	boxplot	NOUN
asir-13406	46	2	are	be	AUX
asir-13406	46	3	used	use	VERB
asir-13406	46	4	to	to	PART
asir-13406	46	5	visualize	visualize	VERB
asir-13406	46	6	the	the	DET
asir-13406	46	7	distribution	distribution	NOUN
asir-13406	46	8	of	of	ADP
asir-13406	46	9	behavioral	behavioral	ADJ
asir-13406	46	10	variables	variable	NOUN
asir-13406	46	11	and	and	CCONJ
asir-13406	46	12	outliers	outlier	NOUN
asir-13406	46	13	for	for	ADP
asir-13406	46	14	different	different	ADJ
asir-13406	46	15	scores	score	NOUN
asir-13406	46	16	,	,	PUNCT
asir-13406	46	17	and	and	CCONJ
asir-13406	46	18	the	the	DET
asir-13406	46	19	visualization	visualization	NOUN
asir-13406	46	20	results	result	NOUN
asir-13406	46	21	are	be	AUX
asir-13406	46	22	shown	show	VERB
asir-13406	46	23	in	in	ADP
asir-13406	46	24	figure	figure	NOUN
asir-13406	46	25	2	2	NUM
asir-13406	46	26	.	.	PUNCT
asir-13406	47	1	it	it	PRON
asir-13406	47	2	can	can	AUX
asir-13406	47	3	be	be	AUX
asir-13406	47	4	seen	see	VERB
asir-13406	47	5	that	that	SCONJ
asir-13406	47	6	the	the	DET
asir-13406	47	7	four	four	NUM
asir-13406	47	8	behavioral	behavioral	ADJ
asir-13406	47	9	data	datum	NOUN
asir-13406	47	10	of	of	ADP
asir-13406	47	11	avg_view	avg_view	NOUN
asir-13406	47	12	,	,	PUNCT
asir-13406	47	13	avg_review	avg_review	ADP
asir-13406	47	14	,	,	PUNCT
asir-13406	47	15	total_view	total_view	NOUN
asir-13406	47	16	,	,	PUNCT
asir-13406	47	17	and	and	CCONJ
asir-13406	47	18	assignment	assignment	NOUN
asir-13406	47	19	have	have	VERB
asir-13406	47	20	outliers	outlier	NOUN
asir-13406	47	21	and	and	CCONJ
asir-13406	47	22	need	need	VERB
asir-13406	47	23	to	to	PART
asir-13406	47	24	be	be	AUX
asir-13406	47	25	processed	process	VERB
asir-13406	47	26	,	,	PUNCT
asir-13406	47	27	we	we	PRON
asir-13406	47	28	used	use	VERB
asir-13406	47	29	the	the	DET
asir-13406	47	30	sample	sample	NOUN
asir-13406	47	31	mean	mean	VERB
asir-13406	47	32	to	to	PART
asir-13406	47	33	replace	replace	VERB
asir-13406	47	34	these	these	DET
asir-13406	47	35	outliers	outlier	NOUN
asir-13406	47	36	.	.	PUNCT
asir-13406	48	1	in	in	ADP
asir-13406	48	2	addition	addition	NOUN
asir-13406	48	3	,	,	PUNCT
asir-13406	48	4	we	we	PRON
asir-13406	48	5	also	also	ADV
asir-13406	48	6	observe	observe	VERB
asir-13406	48	7	that	that	SCONJ
asir-13406	48	8	the	the	DET
asir-13406	48	9	mean	mean	NOUN
asir-13406	48	10	of	of	ADP
asir-13406	48	11	count	count	NOUN
asir-13406	48	12	,	,	PUNCT
asir-13406	48	13	avg_review	avg_review	ADP
asir-13406	48	14	,	,	PUNCT
asir-13406	48	15	total_view	total_view	NOUN
asir-13406	48	16	,	,	PUNCT
asir-13406	48	17	and	and	CCONJ
asir-13406	48	18	assignment	assignment	NOUN
asir-13406	48	19	increases	increase	NOUN
asir-13406	48	20	linearly	linearly	ADV
asir-13406	48	21	with	with	ADP
asir-13406	48	22	the	the	DET
asir-13406	48	23	increase	increase	NOUN
asir-13406	48	24	of	of	ADP
asir-13406	48	25	score	score	NOUN
asir-13406	48	26	,	,	PUNCT
asir-13406	48	27	which	which	PRON
asir-13406	48	28	is	be	AUX
asir-13406	48	29	consistent	consistent	ADJ
asir-13406	48	30	with	with	ADP
asir-13406	48	31	the	the	DET
asir-13406	48	32	results	result	NOUN
asir-13406	48	33	of	of	ADP
asir-13406	48	34	correlation	correlation	NOUN
asir-13406	48	35	analysis	analysis	NOUN
asir-13406	48	36	.	.	PUNCT
asir-13406	49	1	finally	finally	ADV
asir-13406	49	2	,	,	PUNCT
asir-13406	49	3	in	in	ADP
asir-13406	49	4	order	order	NOUN
asir-13406	49	5	to	to	PART
asir-13406	49	6	eliminate	eliminate	VERB
asir-13406	49	7	the	the	DET
asir-13406	49	8	influence	influence	NOUN
asir-13406	49	9	caused	cause	VERB
asir-13406	49	10	by	by	ADP
asir-13406	49	11	the	the	DET
asir-13406	49	12	difference	difference	NOUN
asir-13406	49	13	in	in	ADP
asir-13406	49	14	magnitude	magnitude	NOUN
asir-13406	49	15	between	between	ADP
asir-13406	49	16	behavioral	behavioral	ADJ
asir-13406	49	17	features	feature	NOUN
asir-13406	49	18	,	,	PUNCT
asir-13406	49	19	we	we	PRON
asir-13406	49	20	use	use	VERB
asir-13406	49	21	the	the	DET
asir-13406	49	22	z	z	NOUN
asir-13406	49	23	-	-	PUNCT
asir-13406	49	24	score	score	NOUN
asir-13406	49	25	method	method	NOUN
asir-13406	49	26	to	to	PART
asir-13406	49	27	normalize	normalize	VERB
asir-13406	49	28	the	the	DET
asir-13406	49	29	datasets	dataset	NOUN
asir-13406	49	30	.	.	PUNCT
asir-13406	50	1	the	the	DET
asir-13406	50	2	normalization	normalization	NOUN
asir-13406	50	3	method	method	NOUN
asir-13406	50	4	is	be	AUX
asir-13406	50	5	shown	show	VERB
asir-13406	50	6	in	in	ADP
asir-13406	50	7	equation	equation	NOUN
asir-13406	50	8	(	(	PUNCT
asir-13406	50	9	2	2	NUM
asir-13406	50	10	)	)	PUNCT
asir-13406	50	11	,	,	PUNCT
asir-13406	50	12	where	where	SCONJ
asir-13406	50	13	xj	xj	PROPN
asir-13406	50	14	is	be	AUX
asir-13406	50	15	the	the	DET
asir-13406	50	16	input	input	NOUN
asir-13406	50	17	value	value	NOUN
asir-13406	50	18	of	of	ADP
asir-13406	50	19	sample	sample	PROPN
asir-13406	50	20	j	j	PROPN
asir-13406	50	21	,	,	PUNCT
asir-13406	50	22	μ	μ	PROPN
asir-13406	50	23	is	be	AUX
asir-13406	50	24	the	the	DET
asir-13406	50	25	sample	sample	NOUN
asir-13406	50	26	mean	mean	VERB
asir-13406	50	27	,	,	PUNCT
asir-13406	50	28	and	and	CCONJ
asir-13406	50	29	σ	σ	PROPN
asir-13406	50	30	is	be	AUX
asir-13406	50	31	the	the	DET
asir-13406	50	32	standard	standard	ADJ
asir-13406	50	33	deviation	deviation	NOUN
asir-13406	50	34	of	of	ADP
asir-13406	50	35	the	the	DET
asir-13406	50	36	sample	sample	NOUN
asir-13406	50	37	data	datum	NOUN
asir-13406	50	38	.	.	PUNCT
asir-13406	51	1	𝑧𝑗	𝑧𝑗	NOUN
asir-13406	51	2	=	=	PUNCT
asir-13406	51	3	𝑥𝑗−𝜇	𝑥𝑗−𝜇	PROPN
asir-13406	51	4	𝜎	𝜎	X
asir-13406	51	5	(	(	PUNCT
asir-13406	51	6	2	2	NUM
asir-13406	51	7	)	)	PUNCT
asir-13406	51	8	figure	figure	NOUN
asir-13406	51	9	1	1	NUM
asir-13406	51	10	.	.	PUNCT
asir-13406	51	11	correlation	correlation	NOUN
asir-13406	51	12	between	between	ADP
asir-13406	51	13	behavioral	behavioral	ADJ
asir-13406	51	14	features	feature	NOUN
asir-13406	51	15	and	and	CCONJ
asir-13406	51	16	learning	learn	VERB
asir-13406	51	17	performance	performance	NOUN
asir-13406	51	18	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-13406	51	19	applied	apply	VERB
asir-13406	51	20	science	science	NOUN
asir-13406	51	21	and	and	CCONJ
asir-13406	51	22	innovative	innovative	ADJ
asir-13406	51	23	research	research	NOUN
asir-13406	51	24	vol	vol	NOUN
asir-13406	51	25	.	.	PUNCT
asir-13406	52	1	7	7	NUM
asir-13406	52	2	,	,	PUNCT
asir-13406	52	3	no	no	INTJ
asir-13406	52	4	.	.	NOUN
asir-13406	52	5	1	1	NUM
asir-13406	52	6	,	,	PUNCT
asir-13406	52	7	2023	2023	NUM
asir-13406	52	8	73	73	NUM
asir-13406	52	9	published	publish	VERB
asir-13406	52	10	by	by	ADP
asir-13406	52	11	scholink	scholink	PROPN
asir-13406	52	12	inc	inc	PROPN
asir-13406	52	13	.	.	PROPN
asir-13406	52	14	figure	figure	NOUN
asir-13406	52	15	2	2	NUM
asir-13406	52	16	.	.	PUNCT
asir-13406	53	1	distribution	distribution	NOUN
asir-13406	53	2	of	of	ADP
asir-13406	53	3	behavioral	behavioral	ADJ
asir-13406	53	4	features	feature	NOUN
asir-13406	53	5	of	of	ADP
asir-13406	53	6	different	different	ADJ
asir-13406	53	7	scores	score	NOUN
asir-13406	53	8	2.3	2.3	NUM
asir-13406	53	9	model	model	NOUN
asir-13406	53	10	constructing	construct	VERB
asir-13406	53	11	six	six	NUM
asir-13406	53	12	machine	machine	NOUN
asir-13406	53	13	learning	learn	VERB
asir-13406	53	14	algorithms	algorithm	NOUN
asir-13406	53	15	,	,	PUNCT
asir-13406	53	16	including	include	VERB
asir-13406	53	17	linear	linear	PROPN
asir-13406	53	18	regression	regression	NOUN
asir-13406	53	19	(	(	PUNCT
asir-13406	53	20	lr	lr	NOUN
asir-13406	53	21	)	)	PUNCT
asir-13406	53	22	,	,	PUNCT
asir-13406	53	23	bayesian	bayesian	NOUN
asir-13406	53	24	ridge	ridge	PROPN
asir-13406	53	25	(	(	PUNCT
asir-13406	53	26	br	br	PROPN
asir-13406	53	27	)	)	PUNCT
asir-13406	53	28	,	,	PUNCT
asir-13406	53	29	linear	linear	PROPN
asir-13406	53	30	svr	svr	PROPN
asir-13406	53	31	(	(	PUNCT
asir-13406	53	32	lsvr	lsvr	PROPN
asir-13406	53	33	)	)	PUNCT
asir-13406	53	34	,	,	PUNCT
asir-13406	53	35	polynomial	polynomial	ADJ
asir-13406	53	36	svr	svr	PROPN
asir-13406	53	37	(	(	PUNCT
asir-13406	53	38	psvr	psvr	PROPN
asir-13406	53	39	)	)	PUNCT
asir-13406	53	40	,	,	PUNCT
asir-13406	53	41	decision	decision	NOUN
asir-13406	53	42	tree	tree	NOUN
asir-13406	53	43	(	(	PUNCT
asir-13406	53	44	dt	dt	NOUN
asir-13406	53	45	)	)	PUNCT
asir-13406	53	46	,	,	PUNCT
asir-13406	53	47	and	and	CCONJ
asir-13406	53	48	random	random	ADJ
asir-13406	53	49	forest	forest	NOUN
asir-13406	53	50	(	(	PUNCT
asir-13406	53	51	rf	rf	NOUN
asir-13406	53	52	)	)	PUNCT
asir-13406	53	53	,	,	PUNCT
asir-13406	53	54	were	be	AUX
asir-13406	53	55	used	use	VERB
asir-13406	53	56	to	to	PART
asir-13406	53	57	construct	construct	VERB
asir-13406	53	58	learning	learn	VERB
asir-13406	53	59	performance	performance	NOUN
asir-13406	53	60	prediction	prediction	NOUN
asir-13406	53	61	models	model	NOUN
asir-13406	53	62	based	base	VERB
asir-13406	53	63	on	on	ADP
asir-13406	53	64	online	online	ADJ
asir-13406	53	65	learning	learn	VERB
asir-13406	53	66	behavior	behavior	NOUN
asir-13406	53	67	.	.	PUNCT
asir-13406	54	1	the	the	DET
asir-13406	54	2	performance	performance	NOUN
asir-13406	54	3	of	of	ADP
asir-13406	54	4	the	the	DET
asir-13406	54	5	model	model	NOUN
asir-13406	54	6	is	be	AUX
asir-13406	54	7	evaluated	evaluate	VERB
asir-13406	54	8	using	use	VERB
asir-13406	54	9	the	the	DET
asir-13406	54	10	metrics	metric	NOUN
asir-13406	54	11	accuracy	accuracy	NOUN
asir-13406	54	12	a	a	PRON
asir-13406	54	13	,	,	PUNCT
asir-13406	54	14	precision	precision	NOUN
asir-13406	54	15	p	p	X
asir-13406	54	16	,	,	PUNCT
asir-13406	54	17	recall	recall	NOUN
asir-13406	54	18	r	r	NOUN
asir-13406	54	19	,	,	PUNCT
asir-13406	54	20	and	and	CCONJ
asir-13406	54	21	f1	f1	PROPN
asir-13406	54	22	score	score	NOUN
asir-13406	54	23	,	,	PUNCT
asir-13406	54	24	which	which	PRON
asir-13406	54	25	are	be	AUX
asir-13406	54	26	calculated	calculate	VERB
asir-13406	54	27	as	as	SCONJ
asir-13406	54	28	follows	follow	VERB
asir-13406	54	29	:	:	PUNCT
asir-13406	54	30	a	a	DET
asir-13406	54	31	=	=	PUNCT
asir-13406	54	32	tp+tn	tp+tn	PRON
asir-13406	54	33	tp+tn+fp+fn	tp+tn+fp+fn	PROPN
asir-13406	54	34	(	(	PUNCT
asir-13406	54	35	3	3	NUM
asir-13406	54	36	)	)	PUNCT
asir-13406	54	37	p	p	NOUN
asir-13406	54	38	=	=	PUNCT
asir-13406	54	39	tp	tp	X
asir-13406	54	40	tp+fp	tp+fp	NUM
asir-13406	54	41	(	(	PUNCT
asir-13406	54	42	4	4	NUM
asir-13406	54	43	)	)	PUNCT
asir-13406	54	44	r	r	NOUN
asir-13406	54	45	=	=	NOUN
asir-13406	54	46	tp	tp	X
asir-13406	54	47	tp+fn	tp+fn	X
asir-13406	54	48	(	(	PUNCT
asir-13406	54	49	5	5	NUM
asir-13406	54	50	)	)	PUNCT
asir-13406	54	51	f1	f1	NOUN
asir-13406	54	52	=	=	SYM
asir-13406	54	53	2×p×r	2×p×r	PROPN
asir-13406	54	54	p+r	p+r	NUM
asir-13406	54	55	(	(	PUNCT
asir-13406	54	56	6	6	NUM
asir-13406	54	57	)	)	PUNCT
asir-13406	54	58	where	where	SCONJ
asir-13406	54	59	,	,	PUNCT
asir-13406	54	60	tp	tp	PRON
asir-13406	54	61	indicates	indicate	VERB
asir-13406	54	62	that	that	SCONJ
asir-13406	54	63	the	the	DET
asir-13406	54	64	instance	instance	NOUN
asir-13406	54	65	is	be	AUX
asir-13406	54	66	positive	positive	ADJ
asir-13406	54	67	and	and	CCONJ
asir-13406	54	68	the	the	DET
asir-13406	54	69	actual	actual	ADJ
asir-13406	54	70	prediction	prediction	NOUN
asir-13406	54	71	is	be	AUX
asir-13406	54	72	positive	positive	ADJ
asir-13406	54	73	;	;	PUNCT
asir-13406	54	74	tn	tn	NOUN
asir-13406	54	75	indicates	indicate	VERB
asir-13406	54	76	that	that	SCONJ
asir-13406	54	77	the	the	DET
asir-13406	54	78	instance	instance	NOUN
asir-13406	54	79	is	be	AUX
asir-13406	54	80	negative	negative	ADJ
asir-13406	54	81	and	and	CCONJ
asir-13406	54	82	the	the	DET
asir-13406	54	83	actual	actual	ADJ
asir-13406	54	84	prediction	prediction	NOUN
asir-13406	54	85	is	be	AUX
asir-13406	54	86	negative	negative	ADJ
asir-13406	54	87	;	;	PUNCT
asir-13406	54	88	fp	fp	X
asir-13406	54	89	indicates	indicate	VERB
asir-13406	54	90	that	that	SCONJ
asir-13406	54	91	the	the	DET
asir-13406	54	92	instance	instance	NOUN
asir-13406	54	93	is	be	AUX
asir-13406	54	94	negative	negative	ADJ
asir-13406	54	95	and	and	CCONJ
asir-13406	54	96	the	the	DET
asir-13406	54	97	actual	actual	ADJ
asir-13406	54	98	prediction	prediction	NOUN
asir-13406	54	99	is	be	AUX
asir-13406	54	100	positive	positive	ADJ
asir-13406	54	101	;	;	PUNCT
asir-13406	54	102	fn	fn	NOUN
asir-13406	54	103	indicates	indicate	VERB
asir-13406	54	104	that	that	SCONJ
asir-13406	54	105	the	the	DET
asir-13406	54	106	instance	instance	NOUN
asir-13406	54	107	is	be	AUX
asir-13406	54	108	positive	positive	ADJ
asir-13406	54	109	and	and	CCONJ
asir-13406	54	110	the	the	DET
asir-13406	54	111	actual	actual	ADJ
asir-13406	54	112	prediction	prediction	NOUN
asir-13406	54	113	is	be	AUX
asir-13406	54	114	negative	negative	ADJ
asir-13406	54	115	.	.	PUNCT
asir-13406	55	1	formula	formula	NOUN
asir-13406	55	2	(	(	PUNCT
asir-13406	55	3	2	2	NUM
asir-13406	55	4	-	-	SYM
asir-13406	55	5	4	4	NUM
asir-13406	55	6	)	)	PUNCT
asir-13406	55	7	is	be	AUX
asir-13406	55	8	for	for	ADP
asir-13406	55	9	the	the	DET
asir-13406	55	10	binary	binary	ADJ
asir-13406	55	11	classification	classification	NOUN
asir-13406	55	12	problem	problem	NOUN
asir-13406	55	13	.	.	PUNCT
asir-13406	56	1	in	in	ADP
asir-13406	56	2	the	the	DET
asir-13406	56	3	multi	multi	ADJ
asir-13406	56	4	-	-	ADJ
asir-13406	56	5	classification	classification	ADJ
asir-13406	56	6	scenario	scenario	NOUN
asir-13406	56	7	,	,	PUNCT
asir-13406	56	8	when	when	SCONJ
asir-13406	56	9	considering	consider	VERB
asir-13406	56	10	a	a	DET
asir-13406	56	11	category	category	NOUN
asir-13406	56	12	,	,	PUNCT
asir-13406	56	13	the	the	DET
asir-13406	56	14	remaining	remain	VERB
asir-13406	56	15	are	be	AUX
asir-13406	56	16	considered	consider	VERB
asir-13406	56	17	as	as	ADP
asir-13406	56	18	negative	negative	ADJ
asir-13406	56	19	categories	category	NOUN
asir-13406	56	20	.	.	PUNCT
asir-13406	57	1	therefore	therefore	ADV
asir-13406	57	2	,	,	PUNCT
asir-13406	57	3	the	the	DET
asir-13406	57	4	accuracy	accuracy	NOUN
asir-13406	57	5	rate	rate	NOUN
asir-13406	57	6	and	and	CCONJ
asir-13406	57	7	recall	recall	NOUN
asir-13406	57	8	rate	rate	NOUN
asir-13406	57	9	of	of	ADP
asir-13406	57	10	each	each	DET
asir-13406	57	11	category	category	NOUN
asir-13406	57	12	can	can	AUX
asir-13406	57	13	be	be	AUX
asir-13406	57	14	obtained	obtain	VERB
asir-13406	57	15	,	,	PUNCT
asir-13406	57	16	and	and	CCONJ
asir-13406	57	17	then	then	ADV
asir-13406	57	18	the	the	DET
asir-13406	57	19	average	average	ADJ
asir-13406	57	20	value	value	NOUN
asir-13406	57	21	of	of	ADP
asir-13406	57	22	the	the	DET
asir-13406	57	23	indicator	indicator	NOUN
asir-13406	57	24	values	value	NOUN
asir-13406	57	25	of	of	ADP
asir-13406	57	26	multiple	multiple	ADJ
asir-13406	57	27	categories	category	NOUN
asir-13406	57	28	can	can	AUX
asir-13406	57	29	be	be	AUX
asir-13406	57	30	taken	take	VERB
asir-13406	57	31	.	.	PUNCT
asir-13406	58	1	3	3	X
asir-13406	58	2	.	.	X
asir-13406	58	3	result	result	NOUN
asir-13406	58	4	based	base	VERB
asir-13406	58	5	on	on	ADP
asir-13406	58	6	the	the	DET
asir-13406	58	7	correlation	correlation	NOUN
asir-13406	58	8	analysis	analysis	NOUN
asir-13406	58	9	results	result	NOUN
asir-13406	58	10	combined	combine	VERB
asir-13406	58	11	with	with	ADP
asir-13406	58	12	the	the	DET
asir-13406	58	13	feature	feature	NOUN
asir-13406	58	14	distribution	distribution	NOUN
asir-13406	58	15	of	of	ADP
asir-13406	58	16	behavioral	behavioral	ADJ
asir-13406	58	17	variables	variable	NOUN
asir-13406	58	18	,	,	PUNCT
asir-13406	58	19	two	two	NUM
asir-13406	58	20	sets	set	NOUN
asir-13406	58	21	of	of	ADP
asir-13406	58	22	feature	feature	NOUN
asir-13406	58	23	sets	set	NOUN
asir-13406	58	24	,	,	PUNCT
asir-13406	58	25	feature	feature	NOUN
asir-13406	58	26	set	set	VERB
asir-13406	58	27	a	a	DET
asir-13406	58	28	(	(	PUNCT
asir-13406	58	29	task	task	NOUN
asir-13406	58	30	,	,	PUNCT
asir-13406	58	31	count	count	NOUN
asir-13406	58	32	,	,	PUNCT
asir-13406	58	33	avg_view	avg_view	NOUN
asir-13406	58	34	,	,	PUNCT
asir-13406	58	35	avg_review	avg_review	ADP
asir-13406	58	36	,	,	PUNCT
asir-13406	58	37	total_view	total_view	NOUN
asir-13406	58	38	and	and	CCONJ
asir-13406	58	39	assignment	assignment	NOUN
asir-13406	58	40	)	)	PUNCT
asir-13406	58	41	and	and	CCONJ
asir-13406	58	42	feature	feature	NOUN
asir-13406	58	43	set	set	VERB
asir-13406	58	44	b	b	PROPN
asir-13406	58	45	(	(	PUNCT
asir-13406	58	46	count	count	ADJ
asir-13406	58	47	,	,	PUNCT
asir-13406	58	48	avg_review	avg_review	ADP
asir-13406	58	49	,	,	PUNCT
asir-13406	58	50	total_view	total_view	NOUN
asir-13406	58	51	and	and	CCONJ
asir-13406	58	52	assignment	assignment	NOUN
asir-13406	58	53	)	)	PUNCT
asir-13406	58	54	,	,	PUNCT
asir-13406	58	55	are	be	AUX
asir-13406	58	56	used	use	VERB
asir-13406	58	57	to	to	PART
asir-13406	58	58	predict	predict	VERB
asir-13406	58	59	learning	learn	VERB
asir-13406	58	60	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-13406	58	61	applied	apply	VERB
asir-13406	58	62	science	science	NOUN
asir-13406	58	63	and	and	CCONJ
asir-13406	58	64	innovative	innovative	ADJ
asir-13406	58	65	research	research	NOUN
asir-13406	58	66	vol	vol	NOUN
asir-13406	58	67	.	.	PUNCT
asir-13406	59	1	7	7	NUM
asir-13406	59	2	,	,	PUNCT
asir-13406	59	3	no	no	INTJ
asir-13406	59	4	.	.	NOUN
asir-13406	59	5	1	1	NUM
asir-13406	59	6	,	,	PUNCT
asir-13406	59	7	2023	2023	NUM
asir-13406	59	8	74	74	NUM
asir-13406	59	9	published	publish	VERB
asir-13406	59	10	by	by	ADP
asir-13406	59	11	scholink	scholink	PROPN
asir-13406	59	12	inc	inc	PROPN
asir-13406	59	13	.	.	PROPN
asir-13406	59	14	performance	performance	NOUN
asir-13406	59	15	,	,	PUNCT
asir-13406	59	16	and	and	CCONJ
asir-13406	59	17	finally	finally	ADV
asir-13406	59	18	the	the	DET
asir-13406	59	19	appropriate	appropriate	ADJ
asir-13406	59	20	set	set	NOUN
asir-13406	59	21	of	of	ADP
asir-13406	59	22	behavioral	behavioral	ADJ
asir-13406	59	23	variables	variable	NOUN
asir-13406	59	24	is	be	AUX
asir-13406	59	25	determined	determine	VERB
asir-13406	59	26	according	accord	VERB
asir-13406	59	27	to	to	ADP
asir-13406	59	28	the	the	DET
asir-13406	59	29	prediction	prediction	NOUN
asir-13406	59	30	results	result	NOUN
asir-13406	59	31	.	.	PUNCT
asir-13406	60	1	the	the	DET
asir-13406	60	2	prediction	prediction	NOUN
asir-13406	60	3	results	result	NOUN
asir-13406	60	4	are	be	AUX
asir-13406	60	5	shown	show	VERB
asir-13406	60	6	in	in	ADP
asir-13406	60	7	table	table	NOUN
asir-13406	60	8	2	2	NUM
asir-13406	60	9	.	.	PUNCT
asir-13406	60	10	table	table	NOUN
asir-13406	60	11	2	2	NUM
asir-13406	60	12	.	.	PUNCT
asir-13406	60	13	prediction	prediction	NOUN
asir-13406	60	14	results	result	NOUN
asir-13406	60	15	of	of	ADP
asir-13406	60	16	different	different	ADJ
asir-13406	60	17	algorithms	algorithm	NOUN
asir-13406	60	18	on	on	ADP
asir-13406	60	19	feature	feature	NOUN
asir-13406	60	20	set	set	VERB
asir-13406	60	21	a	a	DET
asir-13406	60	22	and	and	CCONJ
asir-13406	60	23	feature	feature	NOUN
asir-13406	60	24	set	set	VERB
asir-13406	60	25	b	b	NOUN
asir-13406	60	26	algorithm	algorithm	NOUN
asir-13406	60	27	feature	feature	NOUN
asir-13406	60	28	set	set	VERB
asir-13406	60	29	a	a	DET
asir-13406	60	30	feature	feature	NOUN
asir-13406	60	31	set	set	VERB
asir-13406	60	32	b	b	NOUN
asir-13406	60	33	a	a	DET
asir-13406	60	34	p	p	NOUN
asir-13406	60	35	r	r	NOUN
asir-13406	60	36	f1	f1	NOUN
asir-13406	60	37	a	a	DET
asir-13406	60	38	p	p	NOUN
asir-13406	60	39	r	r	NOUN
asir-13406	60	40	f1	f1	NOUN
asir-13406	60	41	linear	linear	ADJ
asir-13406	60	42	regression	regression	NOUN
asir-13406	60	43	0.67	0.67	NUM
asir-13406	60	44	0.71	0.71	NUM
asir-13406	60	45	0.76	0.76	NUM
asir-13406	60	46	0.73	0.73	NUM
asir-13406	60	47	0.68	0.68	NUM
asir-13406	60	48	0.70	0.70	NUM
asir-13406	60	49	0.75	0.75	NUM
asir-13406	60	50	0.72	0.72	NUM
asir-13406	60	51	bayesian	bayesian	NOUN
asir-13406	60	52	ridge	ridge	NOUN
asir-13406	60	53	0.66	0.66	NUM
asir-13406	60	54	0.68	0.68	NUM
asir-13406	60	55	0.91	0.91	NUM
asir-13406	60	56	0.78	0.78	NUM
asir-13406	60	57	0.65	0.65	NUM
asir-13406	60	58	0.66	0.66	NUM
asir-13406	60	59	0.92	0.92	NUM
asir-13406	60	60	0.77	0.77	NUM
asir-13406	60	61	linear	linear	NOUN
asir-13406	60	62	svr	svr	PROPN
asir-13406	60	63	0.68	0.68	NUM
asir-13406	60	64	0.70	0.70	NUM
asir-13406	60	65	0.84	0.84	NUM
asir-13406	60	66	0.77	0.77	NUM
asir-13406	60	67	0.66	0.66	NUM
asir-13406	60	68	0.67	0.67	NUM
asir-13406	60	69	0.88	0.88	NUM
asir-13406	60	70	0.76	0.76	NUM
asir-13406	60	71	poly	poly	ADJ
asir-13406	60	72	svr	svr	NOUN
asir-13406	60	73	0.62	0.62	NUM
asir-13406	60	74	0.67	0.67	NUM
asir-13406	60	75	0.81	0.81	NUM
asir-13406	60	76	0.74	0.74	NUM
asir-13406	60	77	0.66	0.66	NUM
asir-13406	60	78	0.69	0.69	NUM
asir-13406	60	79	0.87	0.87	NUM
asir-13406	60	80	0.76	0.76	NUM
asir-13406	60	81	decision	decision	NOUN
asir-13406	60	82	tree	tree	NOUN
asir-13406	60	83	0.61	0.61	NUM
asir-13406	60	84	0.65	0.65	NUM
asir-13406	60	85	0.56	0.56	NUM
asir-13406	60	86	0.60	0.60	NUM
asir-13406	60	87	0.64	0.64	NUM
asir-13406	60	88	0.77	0.77	NUM
asir-13406	60	89	0.64	0.64	NUM
asir-13406	60	90	0.70	0.70	NUM
asir-13406	60	91	random	random	ADJ
asir-13406	60	92	forest	forest	NOUN
asir-13406	60	93	0.67	0.67	NUM
asir-13406	60	94	0.68	0.68	NUM
asir-13406	60	95	0.62	0.62	NUM
asir-13406	60	96	0.65	0.65	NUM
asir-13406	60	97	0.74	0.74	NUM
asir-13406	60	98	0.78	0.78	NUM
asir-13406	60	99	0.74	0.74	NUM
asir-13406	60	100	0.76	0.76	NUM
asir-13406	60	101	it	it	PRON
asir-13406	60	102	can	can	AUX
asir-13406	60	103	be	be	AUX
asir-13406	60	104	seen	see	VERB
asir-13406	60	105	from	from	ADP
asir-13406	60	106	table	table	NOUN
asir-13406	60	107	2	2	NUM
asir-13406	60	108	that	that	SCONJ
asir-13406	60	109	the	the	DET
asir-13406	60	110	prediction	prediction	NOUN
asir-13406	60	111	effect	effect	NOUN
asir-13406	60	112	of	of	ADP
asir-13406	60	113	feature	feature	NOUN
asir-13406	60	114	set	set	VERB
asir-13406	60	115	b	b	NOUN
asir-13406	60	116	is	be	AUX
asir-13406	60	117	generally	generally	ADV
asir-13406	60	118	better	well	ADJ
asir-13406	60	119	than	than	SCONJ
asir-13406	60	120	feature	feature	NOUN
asir-13406	60	121	set	set	VERB
asir-13406	60	122	a	a	PRON
asir-13406	60	123	,	,	PUNCT
asir-13406	60	124	that	that	ADV
asir-13406	60	125	is	is	ADV
asir-13406	60	126	,	,	PUNCT
asir-13406	60	127	the	the	DET
asir-13406	60	128	prediction	prediction	NOUN
asir-13406	60	129	effect	effect	NOUN
asir-13406	60	130	is	be	AUX
asir-13406	60	131	better	well	ADJ
asir-13406	60	132	with	with	ADP
asir-13406	60	133	fewer	few	ADJ
asir-13406	60	134	features	feature	NOUN
asir-13406	60	135	,	,	PUNCT
asir-13406	60	136	indicating	indicate	VERB
asir-13406	60	137	the	the	DET
asir-13406	60	138	effectiveness	effectiveness	NOUN
asir-13406	60	139	of	of	ADP
asir-13406	60	140	feature	feature	NOUN
asir-13406	60	141	selection	selection	NOUN
asir-13406	60	142	.	.	PUNCT
asir-13406	61	1	compared	compare	VERB
asir-13406	61	2	with	with	ADP
asir-13406	61	3	feature	feature	NOUN
asir-13406	61	4	set	set	VERB
asir-13406	61	5	a	a	PRON
asir-13406	61	6	,	,	PUNCT
asir-13406	61	7	the	the	DET
asir-13406	61	8	two	two	NUM
asir-13406	61	9	learning	learn	VERB
asir-13406	61	10	behaviors	behavior	NOUN
asir-13406	61	11	of	of	ADP
asir-13406	61	12	task	task	NOUN
asir-13406	61	13	completion	completion	NOUN
asir-13406	61	14	and	and	CCONJ
asir-13406	61	15	duration	duration	NOUN
asir-13406	61	16	of	of	ADP
asir-13406	61	17	participation	participation	NOUN
asir-13406	61	18	in	in	ADP
asir-13406	61	19	real	real	ADJ
asir-13406	61	20	-	-	PUNCT
asir-13406	61	21	time	time	NOUN
asir-13406	61	22	lecture	lecture	NOUN
asir-13406	61	23	in	in	ADP
asir-13406	61	24	feature	feature	NOUN
asir-13406	61	25	set	set	VERB
asir-13406	61	26	b	b	NOUN
asir-13406	61	27	are	be	AUX
asir-13406	61	28	excluded	exclude	VERB
asir-13406	61	29	.	.	PUNCT
asir-13406	62	1	in	in	ADP
asir-13406	62	2	the	the	DET
asir-13406	62	3	case	case	NOUN
asir-13406	62	4	of	of	ADP
asir-13406	62	5	online	online	ADJ
asir-13406	62	6	teaching	teaching	NOUN
asir-13406	62	7	,	,	PUNCT
asir-13406	62	8	because	because	SCONJ
asir-13406	62	9	it	it	PRON
asir-13406	62	10	is	be	AUX
asir-13406	62	11	impossible	impossible	ADJ
asir-13406	62	12	to	to	PART
asir-13406	62	13	effectively	effectively	ADV
asir-13406	62	14	supervise	supervise	VERB
asir-13406	62	15	students	student	NOUN
asir-13406	62	16	’	'	PUNCT
asir-13406	62	17	learning	learn	VERB
asir-13406	62	18	attitudes	attitude	NOUN
asir-13406	62	19	,	,	PUNCT
asir-13406	62	20	although	although	SCONJ
asir-13406	62	21	students	student	NOUN
asir-13406	62	22	participate	participate	VERB
asir-13406	62	23	in	in	ADP
asir-13406	62	24	course	course	NOUN
asir-13406	62	25	lectures	lecture	NOUN
asir-13406	62	26	and	and	CCONJ
asir-13406	62	27	complete	complete	VERB
asir-13406	62	28	the	the	DET
asir-13406	62	29	prescribed	prescribed	ADJ
asir-13406	62	30	tasks	task	NOUN
asir-13406	62	31	,	,	PUNCT
asir-13406	62	32	the	the	DET
asir-13406	62	33	effectiveness	effectiveness	NOUN
asir-13406	62	34	of	of	ADP
asir-13406	62	35	learning	learning	NOUN
asir-13406	62	36	is	be	AUX
asir-13406	62	37	low	low	ADJ
asir-13406	62	38	,	,	PUNCT
asir-13406	62	39	resulting	result	VERB
asir-13406	62	40	in	in	ADP
asir-13406	62	41	inconsistent	inconsistent	ADJ
asir-13406	62	42	behavior	behavior	NOUN
asir-13406	62	43	and	and	CCONJ
asir-13406	62	44	result	result	VERB
asir-13406	62	45	performance	performance	NOUN
asir-13406	62	46	.	.	PUNCT
asir-13406	63	1	the	the	DET
asir-13406	63	2	accuracy	accuracy	NOUN
asir-13406	63	3	and	and	CCONJ
asir-13406	63	4	f1	f1	ADJ
asir-13406	63	5	score	score	NOUN
asir-13406	63	6	of	of	ADP
asir-13406	63	7	different	different	ADJ
asir-13406	63	8	algorithms	algorithm	NOUN
asir-13406	63	9	on	on	ADP
asir-13406	63	10	feature	feature	NOUN
asir-13406	63	11	set	set	VERB
asir-13406	63	12	b	b	NOUN
asir-13406	63	13	are	be	AUX
asir-13406	63	14	shown	show	VERB
asir-13406	63	15	in	in	ADP
asir-13406	63	16	figure	figure	NOUN
asir-13406	63	17	3	3	NUM
asir-13406	63	18	,	,	PUNCT
asir-13406	63	19	and	and	CCONJ
asir-13406	63	20	it	it	PRON
asir-13406	63	21	can	can	AUX
asir-13406	63	22	be	be	AUX
asir-13406	63	23	seen	see	VERB
asir-13406	63	24	that	that	SCONJ
asir-13406	63	25	the	the	DET
asir-13406	63	26	random	random	ADJ
asir-13406	63	27	forest	forest	NOUN
asir-13406	63	28	algorithm	algorithm	NOUN
asir-13406	63	29	outperforms	outperform	VERB
asir-13406	63	30	the	the	DET
asir-13406	63	31	other	other	ADJ
asir-13406	63	32	algorithms	algorithm	NOUN
asir-13406	63	33	in	in	ADP
asir-13406	63	34	both	both	DET
asir-13406	63	35	metrics	metric	NOUN
asir-13406	63	36	.	.	PUNCT
asir-13406	64	1	figure	figure	VERB
asir-13406	64	2	3	3	NUM
asir-13406	64	3	.	.	PUNCT
asir-13406	65	1	the	the	DET
asir-13406	65	2	accuracy	accuracy	NOUN
asir-13406	65	3	and	and	CCONJ
asir-13406	65	4	f1scores	f1score	NOUN
asir-13406	65	5	of	of	ADP
asir-13406	65	6	different	different	ADJ
asir-13406	65	7	algorithms	algorithm	NOUN
asir-13406	65	8	on	on	ADP
asir-13406	65	9	feature	feature	NOUN
asir-13406	65	10	set	set	VERB
asir-13406	65	11	b	b	NUM
asir-13406	65	12	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-13406	65	13	applied	apply	VERB
asir-13406	65	14	science	science	NOUN
asir-13406	65	15	and	and	CCONJ
asir-13406	65	16	innovative	innovative	ADJ
asir-13406	65	17	research	research	NOUN
asir-13406	65	18	vol	vol	NOUN
asir-13406	65	19	.	.	PUNCT
asir-13406	66	1	7	7	NUM
asir-13406	66	2	,	,	PUNCT
asir-13406	66	3	no	no	INTJ
asir-13406	66	4	.	.	NOUN
asir-13406	66	5	1	1	NUM
asir-13406	66	6	,	,	PUNCT
asir-13406	66	7	2023	2023	NUM
asir-13406	66	8	75	75	NUM
asir-13406	66	9	published	publish	VERB
asir-13406	66	10	by	by	ADP
asir-13406	66	11	scholink	scholink	PROPN
asir-13406	66	12	inc	inc	PROPN
asir-13406	66	13	.	.	PROPN
asir-13406	67	1	4	4	X
asir-13406	67	2	.	.	X
asir-13406	67	3	conclusion	conclusion	NOUN
asir-13406	67	4	this	this	DET
asir-13406	67	5	paper	paper	NOUN
asir-13406	67	6	focuses	focus	VERB
asir-13406	67	7	on	on	ADP
asir-13406	67	8	the	the	DET
asir-13406	67	9	problem	problem	NOUN
asir-13406	67	10	of	of	ADP
asir-13406	67	11	learning	learn	VERB
asir-13406	67	12	performance	performance	NOUN
asir-13406	67	13	prediction	prediction	NOUN
asir-13406	67	14	based	base	VERB
asir-13406	67	15	on	on	ADP
asir-13406	67	16	learning	learn	VERB
asir-13406	67	17	behavior	behavior	NOUN
asir-13406	67	18	characteristics	characteristic	NOUN
asir-13406	67	19	in	in	ADP
asir-13406	67	20	online	online	ADJ
asir-13406	67	21	teaching	teaching	NOUN
asir-13406	67	22	scenarios	scenario	NOUN
asir-13406	67	23	.	.	PUNCT
asir-13406	68	1	its	its	PRON
asir-13406	68	2	core	core	NOUN
asir-13406	68	3	is	be	AUX
asir-13406	68	4	how	how	SCONJ
asir-13406	68	5	to	to	PART
asir-13406	68	6	mine	mine	VERB
asir-13406	68	7	the	the	DET
asir-13406	68	8	feature	feature	NOUN
asir-13406	68	9	set	set	VERB
asir-13406	68	10	with	with	ADP
asir-13406	68	11	instructional	instructional	ADJ
asir-13406	68	12	significance	significance	NOUN
asir-13406	68	13	and	and	CCONJ
asir-13406	68	14	high	high	ADJ
asir-13406	68	15	predictive	predictive	ADJ
asir-13406	68	16	power	power	NOUN
asir-13406	68	17	from	from	ADP
asir-13406	68	18	online	online	ADJ
asir-13406	68	19	data	datum	NOUN
asir-13406	68	20	.	.	PUNCT
asir-13406	69	1	the	the	DET
asir-13406	69	2	effective	effective	ADJ
asir-13406	69	3	learning	learn	VERB
asir-13406	69	4	behavior	behavior	NOUN
asir-13406	69	5	data	datum	NOUN
asir-13406	69	6	is	be	AUX
asir-13406	69	7	extracted	extract	VERB
asir-13406	69	8	based	base	VERB
asir-13406	69	9	on	on	ADP
asir-13406	69	10	the	the	DET
asir-13406	69	11	basic	basic	ADJ
asir-13406	69	12	characteristic	characteristic	ADJ
asir-13406	69	13	information	information	NOUN
asir-13406	69	14	such	such	ADJ
asir-13406	69	15	as	as	ADP
asir-13406	69	16	learning	learning	NOUN
asir-13406	69	17	times	time	NOUN
asir-13406	69	18	,	,	PUNCT
asir-13406	69	19	lecture	lecture	VERB
asir-13406	69	20	participation	participation	NOUN
asir-13406	69	21	and	and	CCONJ
asir-13406	69	22	review	review	VERB
asir-13406	69	23	duration	duration	NOUN
asir-13406	69	24	,	,	PUNCT
asir-13406	69	25	and	and	CCONJ
asir-13406	69	26	homework	homework	NOUN
asir-13406	69	27	completion	completion	NOUN
asir-13406	69	28	.	.	PUNCT
asir-13406	70	1	after	after	SCONJ
asir-13406	70	2	data	data	NOUN
asir-13406	70	3	correlation	correlation	NOUN
asir-13406	70	4	analysis	analysis	NOUN
asir-13406	70	5	,	,	PUNCT
asir-13406	70	6	outlier	outlier	NOUN
asir-13406	70	7	processing	processing	NOUN
asir-13406	70	8	,	,	PUNCT
asir-13406	70	9	data	datum	NOUN
asir-13406	70	10	normalization	normalization	NOUN
asir-13406	70	11	,	,	PUNCT
asir-13406	70	12	model	model	NOUN
asir-13406	70	13	building	building	NOUN
asir-13406	70	14	,	,	PUNCT
asir-13406	70	15	model	model	NOUN
asir-13406	70	16	training	training	NOUN
asir-13406	70	17	,	,	PUNCT
asir-13406	70	18	and	and	CCONJ
asir-13406	70	19	other	other	ADJ
asir-13406	70	20	processes	process	NOUN
asir-13406	70	21	,	,	PUNCT
asir-13406	70	22	the	the	DET
asir-13406	70	23	behavior	behavior	NOUN
asir-13406	70	24	characteristics	characteristic	NOUN
asir-13406	70	25	and	and	CCONJ
asir-13406	70	26	algorithms	algorithm	NOUN
asir-13406	70	27	that	that	PRON
asir-13406	70	28	can	can	AUX
asir-13406	70	29	effectively	effectively	ADV
asir-13406	70	30	evaluate	evaluate	VERB
asir-13406	70	31	online	online	ADJ
asir-13406	70	32	learning	learning	NOUN
asir-13406	70	33	are	be	AUX
asir-13406	70	34	finally	finally	ADV
asir-13406	70	35	determined	determine	VERB
asir-13406	70	36	.	.	PUNCT
asir-13406	71	1	although	although	SCONJ
asir-13406	71	2	this	this	DET
asir-13406	71	3	study	study	NOUN
asir-13406	71	4	has	have	AUX
asir-13406	71	5	achieved	achieve	VERB
asir-13406	71	6	good	good	ADJ
asir-13406	71	7	experimental	experimental	ADJ
asir-13406	71	8	results	result	NOUN
asir-13406	71	9	,	,	PUNCT
asir-13406	71	10	the	the	DET
asir-13406	71	11	data	datum	NOUN
asir-13406	71	12	used	use	VERB
asir-13406	71	13	for	for	ADP
asir-13406	71	14	evaluation	evaluation	NOUN
asir-13406	71	15	has	have	VERB
asir-13406	71	16	problems	problem	NOUN
asir-13406	71	17	such	such	ADJ
asir-13406	71	18	as	as	ADP
asir-13406	71	19	small	small	ADJ
asir-13406	71	20	data	datum	NOUN
asir-13406	71	21	volume	volume	NOUN
asir-13406	71	22	and	and	CCONJ
asir-13406	71	23	few	few	ADJ
asir-13406	71	24	effective	effective	ADJ
asir-13406	71	25	features	feature	NOUN
asir-13406	71	26	.	.	PUNCT
asir-13406	72	1	in	in	ADP
asir-13406	72	2	the	the	DET
asir-13406	72	3	future	future	NOUN
asir-13406	72	4	,	,	PUNCT
asir-13406	72	5	we	we	PRON
asir-13406	72	6	will	will	AUX
asir-13406	72	7	further	far	ADV
asir-13406	72	8	explore	explore	VERB
asir-13406	72	9	the	the	DET
asir-13406	72	10	generation	generation	NOUN
asir-13406	72	11	of	of	ADP
asir-13406	72	12	learning	learn	VERB
asir-13406	72	13	behavior	behavior	NOUN
asir-13406	72	14	metrics	metric	NOUN
asir-13406	72	15	in	in	ADP
asir-13406	72	16	order	order	NOUN
asir-13406	72	17	to	to	PART
asir-13406	72	18	provide	provide	VERB
asir-13406	72	19	better	well	ADJ
asir-13406	72	20	and	and	CCONJ
asir-13406	72	21	more	more	ADV
asir-13406	72	22	complete	complete	ADJ
asir-13406	72	23	suggestions	suggestion	NOUN
asir-13406	72	24	for	for	ADP
asir-13406	72	25	the	the	DET
asir-13406	72	26	construction	construction	NOUN
asir-13406	72	27	of	of	ADP
asir-13406	72	28	the	the	DET
asir-13406	72	29	platform	platform	NOUN
asir-13406	72	30	and	and	CCONJ
asir-13406	72	31	the	the	DET
asir-13406	72	32	improvement	improvement	NOUN
asir-13406	72	33	of	of	ADP
asir-13406	72	34	the	the	DET
asir-13406	72	35	quality	quality	NOUN
asir-13406	72	36	of	of	ADP
asir-13406	72	37	online	online	ADJ
asir-13406	72	38	learning	learning	NOUN
asir-13406	72	39	.	.	PUNCT
asir-13406	73	1	references	reference	NOUN
asir-13406	73	2	ahmad	ahmad	PROPN
asir-13406	73	3	,	,	PUNCT
asir-13406	73	4	i.	i.	PROPN
asir-13406	73	5	,	,	PUNCT
asir-13406	73	6	sharma	sharma	PROPN
asir-13406	73	7	,	,	PUNCT
asir-13406	73	8	s.	s.	PROPN
asir-13406	73	9	,	,	PUNCT
asir-13406	73	10	singh	singh	PROPN
asir-13406	73	11	,	,	PUNCT
asir-13406	73	12	r.	r.	PROPN
asir-13406	73	13	,	,	PUNCT
asir-13406	73	14	gehlot	gehlot	NOUN
asir-13406	73	15	,	,	PUNCT
asir-13406	73	16	a.	a.	NOUN
asir-13406	73	17	,	,	PUNCT
asir-13406	73	18	priyadarshi	priyadarshi	PROPN
asir-13406	73	19	,	,	PUNCT
asir-13406	73	20	n.	n.	NOUN
asir-13406	73	21	,	,	PUNCT
asir-13406	73	22	&	&	CCONJ
asir-13406	73	23	twala	twala	PROPN
asir-13406	73	24	,	,	PUNCT
asir-13406	73	25	b.	b.	PROPN
asir-13406	73	26	(	(	PUNCT
asir-13406	73	27	2022	2022	NUM
asir-13406	73	28	)	)	PUNCT
asir-13406	73	29	.	.	PUNCT
asir-13406	74	1	mooc	mooc	NOUN
asir-13406	74	2	5.0	5.0	NUM
asir-13406	74	3	:	:	PUNCT
asir-13406	74	4	a	a	DET
asir-13406	74	5	roadmap	roadmap	NOUN
asir-13406	74	6	to	to	ADP
asir-13406	74	7	the	the	DET
asir-13406	74	8	future	future	NOUN
asir-13406	74	9	of	of	ADP
asir-13406	74	10	learning	learn	VERB
asir-13406	74	11	.	.	PUNCT
asir-13406	75	1	sustainability	sustainability	NOUN
asir-13406	75	2	,	,	PUNCT
asir-13406	75	3	14(18	14(18	NOUN
asir-13406	75	4	)	)	PUNCT
asir-13406	75	5	,	,	PUNCT
asir-13406	75	6	11199	11199	NUM
asir-13406	75	7	.	.	PUNCT
asir-13406	76	1	mei	mei	PROPN
asir-13406	76	2	,	,	PUNCT
asir-13406	76	3	h.	h.	PROPN
asir-13406	76	4	,	,	PUNCT
asir-13406	76	5	wang	wang	PROPN
asir-13406	76	6	,	,	PUNCT
asir-13406	76	7	j.	j.	PROPN
asir-13406	76	8	,	,	PUNCT
asir-13406	76	9	zhang	zhang	PROPN
asir-13406	76	10	,	,	PUNCT
asir-13406	76	11	j.	j.	PROPN
asir-13406	76	12	,	,	PUNCT
asir-13406	76	13	&	&	CCONJ
asir-13406	76	14	zhongfeng	zhongfeng	PROPN
asir-13406	76	15	,	,	PUNCT
asir-13406	76	16	x.	x.	NOUN
asir-13406	76	17	u.	u.	PROPN
asir-13406	76	18	(	(	PUNCT
asir-13406	76	19	2019	2019	NUM
asir-13406	76	20	)	)	PUNCT
asir-13406	76	21	.	.	PUNCT
asir-13406	77	1	the	the	DET
asir-13406	77	2	influence	influence	NOUN
asir-13406	77	3	of	of	ADP
asir-13406	77	4	mooc	mooc	NOUN
asir-13406	77	5	learing	leare	VERB
asir-13406	77	6	percepation	percepation	NOUN
asir-13406	77	7	on	on	ADP
asir-13406	77	8	learning	learn	VERB
asir-13406	77	9	performance	performance	NOUN
asir-13406	77	10	.	.	PUNCT
asir-13406	78	1	journal	journal	PROPN
asir-13406	78	2	of	of	ADP
asir-13406	78	3	beijing	beijing	PROPN
asir-13406	78	4	university	university	PROPN
asir-13406	78	5	of	of	ADP
asir-13406	78	6	technology	technology	NOUN
asir-13406	78	7	(	(	PUNCT
asir-13406	78	8	social	social	ADJ
asir-13406	78	9	sciences	science	NOUN
asir-13406	78	10	edition	edition	NOUN
asir-13406	78	11	)	)	PUNCT
asir-13406	78	12	,	,	PUNCT
asir-13406	78	13	5	5	NUM
asir-13406	78	14	,	,	PUNCT
asir-13406	78	15	12	12	NUM
asir-13406	78	16	.	.	PUNCT
asir-13406	79	1	chen	chen	PROPN
asir-13406	79	2	,	,	PUNCT
asir-13406	79	3	j.	j.	PROPN
asir-13406	79	4	,	,	PUNCT
asir-13406	79	5	li	li	PROPN
asir-13406	79	6	,	,	PUNCT
asir-13406	79	7	f.	f.	PROPN
asir-13406	79	8	,	,	PUNCT
asir-13406	79	9	zhang	zhang	PROPN
asir-13406	79	10	,	,	PUNCT
asir-13406	79	11	x.	x.	PROPN
asir-13406	79	12	,	,	PUNCT
asir-13406	79	13	&	&	CCONJ
asir-13406	79	14	li	li	PROPN
asir-13406	79	15	,	,	PUNCT
asir-13406	79	16	b.	b.	PROPN
asir-13406	79	17	(	(	PUNCT
asir-13406	79	18	2022	2022	NUM
asir-13406	79	19	)	)	PUNCT
asir-13406	79	20	.	.	PUNCT
asir-13406	80	1	an	an	DET
asir-13406	80	2	assistant	assistant	ADJ
asir-13406	80	3	system	system	NOUN
asir-13406	80	4	for	for	ADP
asir-13406	80	5	translation	translation	NOUN
asir-13406	80	6	flipped	flip	VERB
asir-13406	80	7	classroom	classroom	NOUN
asir-13406	80	8	.	.	PUNCT
asir-13406	81	1	applied	apply	VERB
asir-13406	81	2	sciences	science	NOUN
asir-13406	81	3	,	,	PUNCT
asir-13406	81	4	13(1	13(1	NUM
asir-13406	81	5	)	)	PUNCT
asir-13406	81	6	,	,	PUNCT
asir-13406	81	7	327	327	NUM
asir-13406	81	8	.	.	PUNCT
asir-13406	82	1	khandakar	khandakar	PROPN
asir-13406	82	2	,	,	PUNCT
asir-13406	82	3	a.	a.	NOUN
asir-13406	82	4	,	,	PUNCT
asir-13406	82	5	chowdhury	chowdhury	PROPN
asir-13406	82	6	,	,	PUNCT
asir-13406	82	7	m.	m.	PROPN
asir-13406	82	8	e.	e.	PROPN
asir-13406	82	9	,	,	PUNCT
asir-13406	82	10	khalid	khalid	PROPN
asir-13406	82	11	,	,	PUNCT
asir-13406	82	12	m.	m.	PROPN
asir-13406	82	13	s.	s.	PROPN
asir-13406	82	14	,	,	PUNCT
asir-13406	82	15	&	&	CCONJ
asir-13406	82	16	zorba	zorba	PROPN
asir-13406	82	17	,	,	PUNCT
asir-13406	82	18	n.	n.	PROPN
asir-13406	82	19	(	(	PUNCT
asir-13406	82	20	2022	2022	NUM
asir-13406	82	21	)	)	PUNCT
asir-13406	82	22	.	.	PUNCT
asir-13406	83	1	case	case	NOUN
asir-13406	83	2	study	study	NOUN
asir-13406	83	3	of	of	ADP
asir-13406	83	4	multi	multi	ADJ
asir-13406	83	5	-	-	ADJ
asir-13406	83	6	course	course	ADJ
asir-13406	83	7	project	project	NOUN
asir-13406	83	8	-	-	PUNCT
asir-13406	83	9	based	base	VERB
asir-13406	83	10	learning	learning	NOUN
asir-13406	83	11	and	and	CCONJ
asir-13406	83	12	online	online	ADJ
asir-13406	83	13	assessment	assessment	NOUN
asir-13406	83	14	in	in	ADP
asir-13406	83	15	electrical	electrical	ADJ
asir-13406	83	16	engineering	engineering	NOUN
asir-13406	83	17	courses	course	NOUN
asir-13406	83	18	during	during	ADP
asir-13406	83	19	covid-19	covid-19	PROPN
asir-13406	83	20	pandemic	pandemic	ADJ
asir-13406	83	21	.	.	PUNCT
asir-13406	84	1	sustainability	sustainability	NOUN
asir-13406	84	2	,	,	PUNCT
asir-13406	84	3	14(9	14(9	NUM
asir-13406	84	4	)	)	PUNCT
asir-13406	84	5	,	,	PUNCT
asir-13406	84	6	5056	5056	NUM
asir-13406	84	7	.	.	PUNCT
asir-13406	85	1	cevikbas	cevikbas	NOUN
asir-13406	85	2	,	,	PUNCT
asir-13406	85	3	m.	m.	NOUN
asir-13406	85	4	,	,	PUNCT
asir-13406	85	5	&	&	CCONJ
asir-13406	85	6	kaiser	kaiser	PROPN
asir-13406	85	7	,	,	PUNCT
asir-13406	85	8	g.	g.	PROPN
asir-13406	85	9	(	(	PUNCT
asir-13406	85	10	2022	2022	NUM
asir-13406	85	11	)	)	PUNCT
asir-13406	85	12	.	.	PUNCT
asir-13406	86	1	promoting	promote	VERB
asir-13406	86	2	personalized	personalized	ADJ
asir-13406	86	3	learning	learning	NOUN
asir-13406	86	4	in	in	ADP
asir-13406	86	5	flipped	flip	VERB
asir-13406	86	6	classrooms	classroom	NOUN
asir-13406	86	7	:	:	PUNCT
asir-13406	86	8	a	a	DET
asir-13406	86	9	systematic	systematic	ADJ
asir-13406	86	10	review	review	NOUN
asir-13406	86	11	study	study	NOUN
asir-13406	86	12	.	.	PUNCT
asir-13406	87	1	sustainability	sustainability	NOUN
asir-13406	87	2	,	,	PUNCT
asir-13406	87	3	14(18	14(18	NOUN
asir-13406	87	4	)	)	PUNCT
asir-13406	87	5	,	,	PUNCT
asir-13406	87	6	11393	11393	NUM
asir-13406	87	7	.	.	PUNCT
asir-13406	88	1	ashraf	ashraf	PROPN
asir-13406	88	2	,	,	PUNCT
asir-13406	88	3	m.	m.	NOUN
asir-13406	88	4	a.	a.	PROPN
asir-13406	88	5	,	,	PUNCT
asir-13406	88	6	shabnam	shabnam	PROPN
asir-13406	88	7	,	,	PUNCT
asir-13406	88	8	n.	n.	NOUN
asir-13406	88	9	,	,	PUNCT
asir-13406	88	10	tsegay	tsegay	PROPN
asir-13406	88	11	,	,	PUNCT
asir-13406	88	12	s.	s.	PROPN
asir-13406	88	13	m.	m.	PROPN
asir-13406	88	14	,	,	PUNCT
asir-13406	88	15	&	&	CCONJ
asir-13406	88	16	huang	huang	PROPN
asir-13406	88	17	,	,	PUNCT
asir-13406	88	18	g.	g.	PROPN
asir-13406	88	19	(	(	PUNCT
asir-13406	88	20	2023	2023	NUM
asir-13406	88	21	)	)	PUNCT
asir-13406	88	22	.	.	PUNCT
asir-13406	89	1	acceptance	acceptance	NOUN
asir-13406	89	2	of	of	ADP
asir-13406	89	3	smart	smart	ADJ
asir-13406	89	4	technologies	technology	NOUN
asir-13406	89	5	in	in	ADP
asir-13406	89	6	blended	blended	ADJ
asir-13406	89	7	learning	learning	NOUN
asir-13406	89	8	:	:	PUNCT
asir-13406	89	9	perspectives	perspective	NOUN
asir-13406	89	10	of	of	ADP
asir-13406	89	11	chinese	chinese	ADJ
asir-13406	89	12	medical	medical	ADJ
asir-13406	89	13	students	student	NOUN
asir-13406	89	14	.	.	PUNCT
asir-13406	90	1	international	international	ADJ
asir-13406	90	2	journal	journal	PROPN
asir-13406	90	3	of	of	ADP
asir-13406	90	4	environmental	environmental	ADJ
asir-13406	90	5	research	research	NOUN
asir-13406	90	6	and	and	CCONJ
asir-13406	90	7	public	public	ADJ
asir-13406	90	8	health	health	NOUN
asir-13406	90	9	,	,	PUNCT
asir-13406	90	10	20(3	20(3	NOUN
asir-13406	90	11	)	)	PUNCT
asir-13406	90	12	,	,	PUNCT
asir-13406	90	13	2756	2756	NUM
asir-13406	90	14	.	.	PUNCT
asir-13406	91	1	wut	wut	PROPN
asir-13406	91	2	,	,	PUNCT
asir-13406	91	3	t.	t.	NOUN
asir-13406	91	4	m.	m.	NOUN
asir-13406	91	5	,	,	PUNCT
asir-13406	91	6	xu	xu	PROPN
asir-13406	91	7	,	,	PUNCT
asir-13406	91	8	j.	j.	PROPN
asir-13406	91	9	,	,	PUNCT
asir-13406	91	10	lee	lee	PROPN
asir-13406	91	11	,	,	PUNCT
asir-13406	91	12	s.	s.	PROPN
asir-13406	91	13	w.	w.	PROPN
asir-13406	91	14	,	,	PUNCT
asir-13406	91	15	&	&	CCONJ
asir-13406	91	16	lee	lee	PROPN
asir-13406	91	17	,	,	PUNCT
asir-13406	91	18	d.	d.	PROPN
asir-13406	91	19	(	(	PUNCT
asir-13406	91	20	2022	2022	NUM
asir-13406	91	21	)	)	PUNCT
asir-13406	91	22	.	.	PUNCT
asir-13406	92	1	university	university	NOUN
asir-13406	92	2	student	student	NOUN
asir-13406	92	3	readiness	readiness	NOUN
asir-13406	92	4	and	and	CCONJ
asir-13406	92	5	its	its	PRON
asir-13406	92	6	effect	effect	NOUN
asir-13406	92	7	on	on	ADP
asir-13406	92	8	intention	intention	NOUN
asir-13406	92	9	to	to	PART
asir-13406	92	10	participate	participate	VERB
asir-13406	92	11	in	in	ADP
asir-13406	92	12	the	the	DET
asir-13406	92	13	flipped	flip	VERB
asir-13406	92	14	classroom	classroom	NOUN
asir-13406	92	15	setting	setting	NOUN
asir-13406	92	16	of	of	ADP
asir-13406	92	17	hybrid	hybrid	ADJ
asir-13406	92	18	learning	learning	NOUN
asir-13406	92	19	.	.	PUNCT
asir-13406	93	1	education	education	NOUN
asir-13406	93	2	sciences	sciences	PROPN
asir-13406	93	3	,	,	PUNCT
asir-13406	93	4	12(7	12(7	NUM
asir-13406	93	5	)	)	PUNCT
asir-13406	93	6	,	,	PUNCT
asir-13406	93	7	442	442	NUM
asir-13406	93	8	.	.	PUNCT
asir-13406	94	1	ni	ni	PROPN
asir-13406	94	2	q	q	PROPN
asir-13406	94	3	,	,	PUNCT
asir-13406	94	4	xu	xu	PROPN
asir-13406	94	5	y.	y.	PROPN
asir-13406	94	6	,	,	PUNCT
asir-13406	94	7	wei	wei	PROPN
asir-13406	94	8	t.	t.	PROPN
asir-13406	94	9	,	,	PUNCT
asir-13406	94	10	&	&	CCONJ
asir-13406	94	11	gao	gao	PROPN
asir-13406	94	12	r.	r.	PROPN
asir-13406	94	13	(	(	PUNCT
asir-13406	94	14	2022).influence	2022).influence	NUM
asir-13406	94	15	factor	factor	NOUN
asir-13406	94	16	analysis	analysis	NOUN
asir-13406	94	17	and	and	CCONJ
asir-13406	94	18	learning	learn	VERB
asir-13406	94	19	effect	effect	NOUN
asir-13406	94	20	model	model	NOUN
asir-13406	94	21	based	base	VERB
asir-13406	94	22	on	on	ADP
asir-13406	94	23	online	online	ADJ
asir-13406	94	24	learning	learn	VERB
asir-13406	94	25	behavior	behavior	NOUN
asir-13406	94	26	data	datum	NOUN
asir-13406	94	27	.	.	PUNCT
asir-13406	95	1	journal	journal	PROPN
asir-13406	95	2	of	of	ADP
asir-13406	95	3	shanghai	shanghai	PROPN
asir-13406	95	4	normal	normal	PROPN
asir-13406	95	5	university	university	PROPN
asir-13406	95	6	(	(	PUNCT
asir-13406	95	7	natural	natural	ADJ
asir-13406	95	8	sciences	science	NOUN
asir-13406	95	9	)	)	PUNCT
asir-13406	95	10	,	,	PUNCT
asir-13406	95	11	(	(	PUNCT
asir-13406	95	12	002	002	NUM
asir-13406	95	13	)	)	PUNCT
asir-13406	95	14	,	,	PUNCT
asir-13406	95	15	051	051	NUM
asir-13406	95	16	.	.	PUNCT
asir-13406	96	1	liu	liu	PROPN
asir-13406	96	2	,	,	PUNCT
asir-13406	96	3	y.	y.	PROPN
asir-13406	96	4	,	,	PUNCT
asir-13406	96	5	fan	fan	PROPN
asir-13406	96	6	,	,	PUNCT
asir-13406	96	7	s.	s.	PROPN
asir-13406	96	8	,	,	PUNCT
asir-13406	96	9	xu	xu	PROPN
asir-13406	96	10	,	,	PUNCT
asir-13406	96	11	s.	s.	PROPN
asir-13406	96	12	,	,	PUNCT
asir-13406	96	13	sajjanhar	sajjanhar	PROPN
asir-13406	96	14	,	,	PUNCT
asir-13406	96	15	a.	a.	NOUN
asir-13406	96	16	,	,	PUNCT
asir-13406	96	17	yeom	yeom	PROPN
asir-13406	96	18	,	,	PUNCT
asir-13406	96	19	s.	s.	PROPN
asir-13406	96	20	,	,	PUNCT
asir-13406	96	21	&	&	CCONJ
asir-13406	96	22	wei	wei	PROPN
asir-13406	96	23	,	,	PUNCT
asir-13406	96	24	y.	y.	PROPN
asir-13406	96	25	(	(	PUNCT
asir-13406	96	26	2022	2022	NUM
asir-13406	96	27	)	)	PUNCT
asir-13406	96	28	.	.	PUNCT
asir-13406	97	1	predicting	predict	VERB
asir-13406	97	2	student	student	NOUN
asir-13406	97	3	performance	performance	NOUN
asir-13406	97	4	using	use	VERB
asir-13406	97	5	clickstream	clickstream	NOUN
asir-13406	97	6	data	datum	NOUN
asir-13406	97	7	and	and	CCONJ
asir-13406	97	8	machine	machine	NOUN
asir-13406	97	9	learning	learning	NOUN
asir-13406	97	10	.	.	PUNCT
asir-13406	98	1	education	education	NOUN
asir-13406	98	2	sciences	sciences	PROPN
asir-13406	98	3	,	,	PUNCT
asir-13406	98	4	13(1	13(1	NUM
asir-13406	98	5	)	)	PUNCT
asir-13406	98	6	,	,	PUNCT
asir-13406	98	7	17	17	NUM
asir-13406	98	8	.	.	X
asir-13406	99	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-13406	99	2	applied	apply	VERB
asir-13406	99	3	science	science	NOUN
asir-13406	99	4	and	and	CCONJ
asir-13406	99	5	innovative	innovative	ADJ
asir-13406	99	6	research	research	NOUN
asir-13406	99	7	vol	vol	NOUN
asir-13406	99	8	.	.	PUNCT
asir-13406	100	1	7	7	NUM
asir-13406	100	2	,	,	PUNCT
asir-13406	100	3	no	no	INTJ
asir-13406	100	4	.	.	NOUN
asir-13406	100	5	1	1	NUM
asir-13406	100	6	,	,	PUNCT
asir-13406	100	7	2023	2023	NUM
asir-13406	100	8	76	76	NUM
asir-13406	100	9	published	publish	VERB
asir-13406	100	10	by	by	ADP
asir-13406	100	11	scholink	scholink	PROPN
asir-13406	100	12	inc	inc	PROPN
asir-13406	100	13	.	.	PROPN
asir-13406	100	14	gaftandzhieva	gaftandzhieva	PROPN
asir-13406	100	15	,	,	PUNCT
asir-13406	100	16	s.	s.	PROPN
asir-13406	100	17	,	,	PUNCT
asir-13406	100	18	talukder	talukder	NOUN
asir-13406	100	19	,	,	PUNCT
asir-13406	100	20	a.	a.	NOUN
asir-13406	100	21	,	,	PUNCT
asir-13406	100	22	gohain	gohain	NOUN
asir-13406	100	23	,	,	PUNCT
asir-13406	100	24	n.	n.	PROPN
asir-13406	100	25	,	,	PUNCT
asir-13406	100	26	hussain	hussain	PROPN
asir-13406	100	27	,	,	PUNCT
asir-13406	100	28	s.	s.	PROPN
asir-13406	100	29	,	,	PUNCT
asir-13406	100	30	theodorou	theodorou	NOUN
asir-13406	100	31	,	,	PUNCT
asir-13406	100	32	p.	p.	NOUN
asir-13406	100	33	,	,	PUNCT
asir-13406	100	34	salal	salal	NOUN
asir-13406	100	35	,	,	PUNCT
asir-13406	100	36	y.	y.	PROPN
asir-13406	100	37	k.	k.	PROPN
asir-13406	100	38	,	,	PUNCT
asir-13406	100	39	&	&	CCONJ
asir-13406	100	40	doneva	doneva	PROPN
asir-13406	100	41	,	,	PUNCT
asir-13406	100	42	r.	r.	PROPN
asir-13406	100	43	(	(	PUNCT
asir-13406	100	44	2022	2022	NUM
asir-13406	100	45	)	)	PUNCT
asir-13406	100	46	.	.	PUNCT
asir-13406	101	1	exploring	explore	VERB
asir-13406	101	2	online	online	ADJ
asir-13406	101	3	activities	activity	NOUN
asir-13406	101	4	to	to	PART
asir-13406	101	5	predict	predict	VERB
asir-13406	101	6	the	the	DET
asir-13406	101	7	final	final	ADJ
asir-13406	101	8	grade	grade	NOUN
asir-13406	101	9	of	of	ADP
asir-13406	101	10	student	student	NOUN
asir-13406	101	11	.	.	PUNCT
asir-13406	102	1	mathematics	mathematic	NOUN
asir-13406	102	2	,	,	PUNCT
asir-13406	102	3	10(20	10(20	NUM
asir-13406	102	4	)	)	PUNCT
asir-13406	102	5	,	,	PUNCT
asir-13406	102	6	3758	3758	NUM
asir-13406	102	7	.	.	PUNCT
asir-13406	103	1	dooley	dooley	PROPN
asir-13406	103	2	,	,	PUNCT
asir-13406	103	3	l.	l.	PROPN
asir-13406	103	4	,	,	PUNCT
asir-13406	103	5	&	&	CCONJ
asir-13406	103	6	makasis	makasis	PROPN
asir-13406	103	7	,	,	PUNCT
asir-13406	103	8	n.	n.	PROPN
asir-13406	103	9	(	(	PUNCT
asir-13406	103	10	2020	2020	NUM
asir-13406	103	11	)	)	PUNCT
asir-13406	103	12	.	.	PUNCT
asir-13406	104	1	understanding	understand	VERB
asir-13406	104	2	student	student	NOUN
asir-13406	104	3	behavior	behavior	NOUN
asir-13406	104	4	in	in	ADP
asir-13406	104	5	a	a	DET
asir-13406	104	6	flipped	flip	VERB
asir-13406	104	7	classroom	classroom	NOUN
asir-13406	104	8	:	:	PUNCT
asir-13406	104	9	interpreting	interpret	VERB
asir-13406	104	10	learning	learn	VERB
asir-13406	104	11	analytics	analytic	NOUN
asir-13406	104	12	data	datum	NOUN
asir-13406	104	13	in	in	ADP
asir-13406	104	14	the	the	DET
asir-13406	104	15	veterinary	veterinary	ADJ
asir-13406	104	16	pre	pre	ADJ
asir-13406	104	17	-	-	ADJ
asir-13406	104	18	clinical	clinical	ADJ
asir-13406	104	19	sciences	science	NOUN
asir-13406	104	20	.	.	PUNCT
asir-13406	105	1	education	education	NOUN
asir-13406	105	2	sciences	science	NOUN
asir-13406	105	3	,	,	PUNCT
asir-13406	105	4	10(10	10(10	NUM
asir-13406	105	5	)	)	PUNCT
asir-13406	105	6	,	,	PUNCT
asir-13406	105	7	260	260	NUM
asir-13406	105	8	.	.	PUNCT