id	sid	tid	token	lemma	pos
easat-7814	1	1	edelweiss	edelweiss	PROPN
easat-7814	1	2	applied	apply	VERB
easat-7814	1	3	science	science	NOUN
easat-7814	1	4	and	and	CCONJ
easat-7814	1	5	technology	technology	NOUN
easat-7814	1	6	issn	issn	PROPN
easat-7814	1	7	:	:	PUNCT
easat-7814	1	8	2576	2576	NUM
easat-7814	1	9	-	-	SYM
easat-7814	1	10	8484	8484	NUM
easat-7814	1	11	vol	vol	NOUN
easat-7814	1	12	.	.	PROPN
easat-7814	2	1	9	9	NUM
easat-7814	2	2	,	,	PUNCT
easat-7814	2	3	no	no	INTJ
easat-7814	2	4	.	.	NOUN
easat-7814	2	5	6	6	NUM
easat-7814	2	6	,	,	PUNCT
easat-7814	2	7	370	370	NUM
easat-7814	2	8	-	-	SYM
easat-7814	2	9	395	395	NUM
easat-7814	2	10	2025	2025	NUM
easat-7814	2	11	publisher	publisher	NOUN
easat-7814	2	12	:	:	PUNCT
easat-7814	2	13	learning	learn	VERB
easat-7814	2	14	gate	gate	NOUN
easat-7814	2	15	doi	doi	PROPN
easat-7814	2	16	:	:	PUNCT
easat-7814	2	17	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	2	18	©	©	PROPN
easat-7814	2	19	2025	2025	NUM
easat-7814	2	20	by	by	ADP
easat-7814	2	21	the	the	DET
easat-7814	2	22	authors	author	NOUN
easat-7814	2	23	;	;	PUNCT
easat-7814	2	24	licensee	licensee	PROPN
easat-7814	2	25	learning	learning	NOUN
easat-7814	2	26	gate	gate	NOUN
easat-7814	3	1	©	©	PROPN
easat-7814	3	2	2025	2025	NUM
easat-7814	3	3	by	by	ADP
easat-7814	3	4	the	the	DET
easat-7814	3	5	authors	author	NOUN
easat-7814	3	6	;	;	PUNCT
easat-7814	3	7	licensee	licensee	PROPN
easat-7814	3	8	learning	learning	NOUN
easat-7814	3	9	gate	gate	NOUN
easat-7814	3	10	history	history	NOUN
easat-7814	3	11	:	:	PUNCT
easat-7814	3	12	received	receive	VERB
easat-7814	3	13	:	:	PUNCT
easat-7814	3	14	11	11	NUM
easat-7814	3	15	march	march	NOUN
easat-7814	3	16	2025	2025	NUM
easat-7814	3	17	;	;	PUNCT
easat-7814	3	18	revised	revise	VERB
easat-7814	3	19	:	:	PUNCT
easat-7814	3	20	16	16	NUM
easat-7814	3	21	may	may	PROPN
easat-7814	3	22	2025	2025	NUM
easat-7814	3	23	;	;	PUNCT
easat-7814	3	24	accepted	accept	VERB
easat-7814	3	25	:	:	PUNCT
easat-7814	3	26	21	21	NUM
easat-7814	3	27	may	may	PROPN
easat-7814	3	28	2025	2025	NUM
easat-7814	3	29	;	;	PUNCT
easat-7814	3	30	published	publish	VERB
easat-7814	3	31	:	:	PUNCT
easat-7814	3	32	4	4	NUM
easat-7814	3	33	june	june	PROPN
easat-7814	3	34	2025	2025	NUM
easat-7814	3	35	*	*	PUNCT
easat-7814	3	36	correspondence	correspondence	NOUN
easat-7814	3	37	:	:	PUNCT
easat-7814	3	38	zlatan.moric@algebra.hr	zlatan.moric@algebra.hr	PROPN
easat-7814	3	39	enhancing	enhance	VERB
easat-7814	3	40	academic	academic	ADJ
easat-7814	3	41	performance	performance	NOUN
easat-7814	3	42	prediction	prediction	NOUN
easat-7814	3	43	through	through	ADP
easat-7814	3	44	machine	machine	NOUN
easat-7814	3	45	learning	learning	NOUN
easat-7814	3	46	in	in	ADP
easat-7814	3	47	cloud	cloud	ADJ
easat-7814	3	48	environments	environment	NOUN
easat-7814	3	49	mirko	mirko	PROPN
easat-7814	3	50	talajić1	talajić1	PROPN
easat-7814	3	51	,	,	PUNCT
easat-7814	3	52	robert	robert	PROPN
easat-7814	3	53	matijević1	matijević1	PROPN
easat-7814	3	54	,	,	PUNCT
easat-7814	3	55	zlatan	zlatan	PROPN
easat-7814	3	56	morić1	morić1	PROPN
easat-7814	3	57	*	*	SYM
easat-7814	3	58	1algebra	1algebra	PROPN
easat-7814	3	59	university	university	NOUN
easat-7814	3	60	,	,	PUNCT
easat-7814	3	61	10000	10000	NUM
easat-7814	3	62	zagreb	zagreb	PROPN
easat-7814	3	63	,	,	PUNCT
easat-7814	3	64	croatia	croatia	PROPN
easat-7814	3	65	;	;	PUNCT
easat-7814	4	1	mirko.talajic@algebra.hr	mirko.talajic@algebra.hr	PROPN
easat-7814	4	2	(	(	PUNCT
easat-7814	4	3	mt	mt	PROPN
easat-7814	4	4	)	)	PUNCT
easat-7814	4	5	robert.matijevic@algebra.hr	robert.matijevic@algebra.hr	PROPN
easat-7814	4	6	(	(	PUNCT
easat-7814	4	7	rm	rm	PROPN
easat-7814	4	8	)	)	PUNCT
easat-7814	4	9	zlatan.moric@algebra.hr	zlatan.moric@algebra.hr	PROPN
easat-7814	4	10	(	(	PUNCT
easat-7814	4	11	zm	zm	NOUN
easat-7814	4	12	)	)	PUNCT
easat-7814	4	13	abstract	abstract	NOUN
easat-7814	4	14	:	:	PUNCT
easat-7814	4	15	this	this	DET
easat-7814	4	16	study	study	NOUN
easat-7814	4	17	aims	aim	VERB
easat-7814	4	18	to	to	PART
easat-7814	4	19	enhance	enhance	VERB
easat-7814	4	20	the	the	DET
easat-7814	4	21	accuracy	accuracy	NOUN
easat-7814	4	22	and	and	CCONJ
easat-7814	4	23	applicability	applicability	NOUN
easat-7814	4	24	of	of	ADP
easat-7814	4	25	academic	academic	ADJ
easat-7814	4	26	performance	performance	NOUN
easat-7814	4	27	prediction	prediction	NOUN
easat-7814	4	28	by	by	ADP
easat-7814	4	29	integrating	integrate	VERB
easat-7814	4	30	machine	machine	NOUN
easat-7814	4	31	learning	learn	VERB
easat-7814	4	32	techniques	technique	NOUN
easat-7814	4	33	within	within	ADP
easat-7814	4	34	cloud	cloud	NOUN
easat-7814	4	35	-	-	PUNCT
easat-7814	4	36	based	base	VERB
easat-7814	4	37	environments	environment	NOUN
easat-7814	4	38	.	.	PUNCT
easat-7814	5	1	it	it	PRON
easat-7814	5	2	seeks	seek	VERB
easat-7814	5	3	to	to	PART
easat-7814	5	4	address	address	VERB
easat-7814	5	5	critical	critical	ADJ
easat-7814	5	6	gaps	gap	NOUN
easat-7814	5	7	in	in	ADP
easat-7814	5	8	leveraging	leverage	VERB
easat-7814	5	9	predictive	predictive	ADJ
easat-7814	5	10	analytics	analytic	NOUN
easat-7814	5	11	to	to	PART
easat-7814	5	12	support	support	VERB
easat-7814	5	13	at	at	ADP
easat-7814	5	14	-	-	PUNCT
easat-7814	5	15	risk	risk	NOUN
easat-7814	5	16	students	student	NOUN
easat-7814	5	17	and	and	CCONJ
easat-7814	5	18	optimize	optimize	VERB
easat-7814	5	19	educational	educational	ADJ
easat-7814	5	20	outcomes	outcome	NOUN
easat-7814	5	21	through	through	ADP
easat-7814	5	22	scalable	scalable	ADJ
easat-7814	5	23	solutions	solution	NOUN
easat-7814	5	24	.	.	PUNCT
easat-7814	6	1	the	the	DET
easat-7814	6	2	research	research	NOUN
easat-7814	6	3	utilizes	utilize	VERB
easat-7814	6	4	a	a	DET
easat-7814	6	5	dataset	dataset	NOUN
easat-7814	6	6	from	from	ADP
easat-7814	6	7	portuguese	portuguese	ADJ
easat-7814	6	8	secondary	secondary	ADJ
easat-7814	6	9	schools	school	NOUN
easat-7814	6	10	,	,	PUNCT
easat-7814	6	11	applying	apply	VERB
easat-7814	6	12	advanced	advanced	ADJ
easat-7814	6	13	machine	machine	NOUN
easat-7814	6	14	learning	learning	NOUN
easat-7814	6	15	models	model	NOUN
easat-7814	6	16	,	,	PUNCT
easat-7814	6	17	including	include	VERB
easat-7814	6	18	ensemble	ensemble	ADJ
easat-7814	6	19	techniques	technique	NOUN
easat-7814	6	20	and	and	CCONJ
easat-7814	6	21	cloud	cloud	NOUN
easat-7814	6	22	-	-	PUNCT
easat-7814	6	23	based	base	VERB
easat-7814	6	24	frameworks	framework	NOUN
easat-7814	6	25	such	such	ADJ
easat-7814	6	26	as	as	ADP
easat-7814	6	27	azure	azure	ADJ
easat-7814	6	28	machine	machine	NOUN
easat-7814	6	29	learning	learning	NOUN
easat-7814	6	30	.	.	PUNCT
easat-7814	7	1	exploratory	exploratory	ADJ
easat-7814	7	2	data	datum	NOUN
easat-7814	7	3	analysis	analysis	NOUN
easat-7814	7	4	,	,	PUNCT
easat-7814	7	5	preprocessing	preprocesse	VERB
easat-7814	7	6	techniques	technique	NOUN
easat-7814	7	7	like	like	ADP
easat-7814	7	8	smote	smote	VERB
easat-7814	7	9	for	for	ADP
easat-7814	7	10	class	class	NOUN
easat-7814	7	11	balancing	balancing	NOUN
easat-7814	7	12	,	,	PUNCT
easat-7814	7	13	and	and	CCONJ
easat-7814	7	14	automated	automate	VERB
easat-7814	7	15	machine	machine	NOUN
easat-7814	7	16	learning	learn	VERB
easat-7814	7	17	pipelines	pipeline	NOUN
easat-7814	7	18	are	be	AUX
easat-7814	7	19	employed	employ	VERB
easat-7814	7	20	to	to	PART
easat-7814	7	21	develop	develop	VERB
easat-7814	7	22	and	and	CCONJ
easat-7814	7	23	evaluate	evaluate	VERB
easat-7814	7	24	predictive	predictive	ADJ
easat-7814	7	25	models	model	NOUN
easat-7814	7	26	.	.	PUNCT
easat-7814	8	1	the	the	DET
easat-7814	8	2	voting	vote	VERB
easat-7814	8	3	ensemble	ensemble	ADJ
easat-7814	8	4	model	model	NOUN
easat-7814	8	5	emerged	emerge	VERB
easat-7814	8	6	as	as	ADP
easat-7814	8	7	the	the	DET
easat-7814	8	8	most	most	ADV
easat-7814	8	9	effective	effective	ADJ
easat-7814	8	10	,	,	PUNCT
easat-7814	8	11	achieving	achieve	VERB
easat-7814	8	12	an	an	DET
easat-7814	8	13	f1	f1	ADJ
easat-7814	8	14	score	score	NOUN
easat-7814	8	15	of	of	ADP
easat-7814	8	16	0.836	0.836	NUM
easat-7814	8	17	and	and	CCONJ
easat-7814	8	18	an	an	DET
easat-7814	8	19	auc	auc	NOUN
easat-7814	8	20	of	of	ADP
easat-7814	8	21	0.973	0.973	NUM
easat-7814	8	22	.	.	PUNCT
easat-7814	9	1	historical	historical	ADJ
easat-7814	9	2	academic	academic	ADJ
easat-7814	9	3	performance	performance	NOUN
easat-7814	9	4	,	,	PUNCT
easat-7814	9	5	attendance	attendance	NOUN
easat-7814	9	6	,	,	PUNCT
easat-7814	9	7	and	and	CCONJ
easat-7814	9	8	parental	parental	ADJ
easat-7814	9	9	education	education	NOUN
easat-7814	9	10	were	be	AUX
easat-7814	9	11	identified	identify	VERB
easat-7814	9	12	as	as	ADP
easat-7814	9	13	the	the	DET
easat-7814	9	14	most	most	ADV
easat-7814	9	15	influential	influential	ADJ
easat-7814	9	16	predictors	predictor	NOUN
easat-7814	9	17	of	of	ADP
easat-7814	9	18	student	student	NOUN
easat-7814	9	19	success	success	NOUN
easat-7814	9	20	.	.	PUNCT
easat-7814	10	1	the	the	DET
easat-7814	10	2	study	study	NOUN
easat-7814	10	3	emphasizes	emphasize	VERB
easat-7814	10	4	the	the	DET
easat-7814	10	5	potential	potential	NOUN
easat-7814	10	6	of	of	ADP
easat-7814	10	7	cloud	cloud	NOUN
easat-7814	10	8	-	-	PUNCT
easat-7814	10	9	integrated	integrate	VERB
easat-7814	10	10	machine	machine	NOUN
easat-7814	10	11	learning	learn	VERB
easat-7814	10	12	to	to	PART
easat-7814	10	13	deliver	deliver	VERB
easat-7814	10	14	scalable	scalable	ADJ
easat-7814	10	15	and	and	CCONJ
easat-7814	10	16	interpretable	interpretable	ADJ
easat-7814	10	17	predictive	predictive	ADJ
easat-7814	10	18	analytics	analytic	NOUN
easat-7814	10	19	,	,	PUNCT
easat-7814	10	20	enabling	enable	VERB
easat-7814	10	21	proactive	proactive	ADJ
easat-7814	10	22	interventions	intervention	NOUN
easat-7814	10	23	and	and	CCONJ
easat-7814	10	24	promoting	promote	VERB
easat-7814	10	25	equal	equal	ADJ
easat-7814	10	26	access	access	NOUN
easat-7814	10	27	to	to	ADP
easat-7814	10	28	educational	educational	ADJ
easat-7814	10	29	opportunities	opportunity	NOUN
easat-7814	10	30	.	.	PUNCT
easat-7814	11	1	this	this	DET
easat-7814	11	2	study	study	NOUN
easat-7814	11	3	contributes	contribute	VERB
easat-7814	11	4	to	to	ADP
easat-7814	11	5	the	the	DET
easat-7814	11	6	field	field	NOUN
easat-7814	11	7	by	by	ADP
easat-7814	11	8	integrating	integrate	VERB
easat-7814	11	9	automated	automate	VERB
easat-7814	11	10	machine	machine	NOUN
easat-7814	11	11	learning	learn	VERB
easat-7814	11	12	pipelines	pipeline	NOUN
easat-7814	11	13	with	with	ADP
easat-7814	11	14	cloud	cloud	NOUN
easat-7814	11	15	-	-	PUNCT
easat-7814	11	16	based	base	VERB
easat-7814	11	17	solutions	solution	NOUN
easat-7814	11	18	,	,	PUNCT
easat-7814	11	19	offering	offer	VERB
easat-7814	11	20	a	a	DET
easat-7814	11	21	replicable	replicable	ADJ
easat-7814	11	22	framework	framework	NOUN
easat-7814	11	23	for	for	ADP
easat-7814	11	24	educational	educational	ADJ
easat-7814	11	25	institutions	institution	NOUN
easat-7814	11	26	.	.	PUNCT
easat-7814	12	1	by	by	ADP
easat-7814	12	2	addressing	address	VERB
easat-7814	12	3	class	class	NOUN
easat-7814	12	4	imbalance	imbalance	NOUN
easat-7814	12	5	and	and	CCONJ
easat-7814	12	6	enhancing	enhance	VERB
easat-7814	12	7	model	model	NOUN
easat-7814	12	8	interpretability	interpretability	NOUN
easat-7814	12	9	through	through	ADP
easat-7814	12	10	feature	feature	NOUN
easat-7814	12	11	importance	importance	NOUN
easat-7814	12	12	analysis	analysis	NOUN
easat-7814	12	13	,	,	PUNCT
easat-7814	12	14	the	the	DET
easat-7814	12	15	research	research	NOUN
easat-7814	12	16	bridges	bridge	VERB
easat-7814	12	17	critical	critical	ADJ
easat-7814	12	18	gaps	gap	NOUN
easat-7814	12	19	in	in	ADP
easat-7814	12	20	the	the	DET
easat-7814	12	21	practical	practical	ADJ
easat-7814	12	22	deployment	deployment	NOUN
easat-7814	12	23	of	of	ADP
easat-7814	12	24	predictive	predictive	ADJ
easat-7814	12	25	analytics	analytic	NOUN
easat-7814	12	26	for	for	ADP
easat-7814	12	27	academic	academic	ADJ
easat-7814	12	28	performance	performance	NOUN
easat-7814	12	29	.	.	PUNCT
easat-7814	13	1	the	the	DET
easat-7814	13	2	findings	finding	NOUN
easat-7814	13	3	provide	provide	VERB
easat-7814	13	4	a	a	DET
easat-7814	13	5	foundation	foundation	NOUN
easat-7814	13	6	for	for	ADP
easat-7814	13	7	future	future	ADJ
easat-7814	13	8	advancements	advancement	NOUN
easat-7814	13	9	in	in	ADP
easat-7814	13	10	adaptive	adaptive	ADJ
easat-7814	13	11	,	,	PUNCT
easat-7814	13	12	data	data	NOUN
easat-7814	13	13	-	-	PUNCT
easat-7814	13	14	driven	drive	VERB
easat-7814	13	15	education	education	NOUN
easat-7814	13	16	systems	system	NOUN
easat-7814	13	17	.	.	PUNCT
easat-7814	14	1	keywords	keyword	NOUN
easat-7814	14	2	:	:	PUNCT
easat-7814	14	3	academic	academic	ADJ
easat-7814	14	4	performance	performance	NOUN
easat-7814	14	5	prediction	prediction	NOUN
easat-7814	14	6	,	,	PUNCT
easat-7814	14	7	class	class	NOUN
easat-7814	14	8	imbalance	imbalance	NOUN
easat-7814	14	9	handling	handling	NOUN
easat-7814	14	10	,	,	PUNCT
easat-7814	14	11	machine	machine	NOUN
easat-7814	14	12	learning	learning	NOUN
easat-7814	14	13	in	in	ADP
easat-7814	14	14	education	education	NOUN
easat-7814	14	15	,	,	PUNCT
easat-7814	14	16	smote	smote	ADJ
easat-7814	14	17	technique	technique	NOUN
easat-7814	14	18	.	.	PUNCT
easat-7814	15	1	voting	vote	VERB
easat-7814	15	2	ensemble	ensemble	ADJ
easat-7814	15	3	model	model	NOUN
easat-7814	15	4	.	.	PUNCT
easat-7814	16	1	1	1	X
easat-7814	16	2	.	.	X
easat-7814	16	3	introduction	introduction	NOUN
easat-7814	16	4	the	the	DET
easat-7814	16	5	rapid	rapid	ADJ
easat-7814	16	6	advancement	advancement	NOUN
easat-7814	16	7	of	of	ADP
easat-7814	16	8	technology	technology	NOUN
easat-7814	16	9	has	have	AUX
easat-7814	16	10	been	be	AUX
easat-7814	16	11	recognized	recognize	VERB
easat-7814	16	12	as	as	ADP
easat-7814	16	13	a	a	DET
easat-7814	16	14	catalyst	catalyst	NOUN
easat-7814	16	15	for	for	ADP
easat-7814	16	16	transformative	transformative	ADJ
easat-7814	16	17	opportunities	opportunity	NOUN
easat-7814	16	18	within	within	ADP
easat-7814	16	19	educational	educational	ADJ
easat-7814	16	20	institutions	institution	NOUN
easat-7814	16	21	,	,	PUNCT
easat-7814	16	22	allowing	allow	VERB
easat-7814	16	23	for	for	ADP
easat-7814	16	24	the	the	DET
easat-7814	16	25	enhancement	enhancement	NOUN
easat-7814	16	26	of	of	ADP
easat-7814	16	27	learning	learn	VERB
easat-7814	16	28	methodologies	methodology	NOUN
easat-7814	16	29	and	and	CCONJ
easat-7814	16	30	the	the	DET
easat-7814	16	31	provision	provision	NOUN
easat-7814	16	32	of	of	ADP
easat-7814	16	33	personalized	personalized	ADJ
easat-7814	16	34	educational	educational	ADJ
easat-7814	16	35	experiences	experience	NOUN
easat-7814	16	36	.	.	PUNCT
easat-7814	17	1	the	the	DET
easat-7814	17	2	prediction	prediction	NOUN
easat-7814	17	3	of	of	ADP
easat-7814	17	4	academic	academic	ADJ
easat-7814	17	5	performance	performance	NOUN
easat-7814	17	6	has	have	AUX
easat-7814	17	7	been	be	AUX
easat-7814	17	8	identified	identify	VERB
easat-7814	17	9	as	as	ADP
easat-7814	17	10	a	a	DET
easat-7814	17	11	critical	critical	ADJ
easat-7814	17	12	area	area	NOUN
easat-7814	17	13	among	among	ADP
easat-7814	17	14	these	these	DET
easat-7814	17	15	opportunities	opportunity	NOUN
easat-7814	17	16	,	,	PUNCT
easat-7814	17	17	allowing	allow	VERB
easat-7814	17	18	for	for	ADP
easat-7814	17	19	timely	timely	ADJ
easat-7814	17	20	interventions	intervention	NOUN
easat-7814	17	21	and	and	CCONJ
easat-7814	17	22	tailored	tailor	VERB
easat-7814	17	23	support	support	NOUN
easat-7814	17	24	for	for	ADP
easat-7814	17	25	students	student	NOUN
easat-7814	17	26	.	.	PUNCT
easat-7814	18	1	the	the	DET
easat-7814	18	2	challenges	challenge	NOUN
easat-7814	18	3	educators	educator	NOUN
easat-7814	18	4	face	face	VERB
easat-7814	18	5	in	in	ADP
easat-7814	18	6	identifying	identify	VERB
easat-7814	18	7	and	and	CCONJ
easat-7814	18	8	assisting	assist	VERB
easat-7814	18	9	at	at	ADP
easat-7814	18	10	-	-	PUNCT
easat-7814	18	11	risk	risk	NOUN
easat-7814	18	12	students	student	NOUN
easat-7814	18	13	are	be	AUX
easat-7814	18	14	addressed	address	VERB
easat-7814	18	15	by	by	ADP
easat-7814	18	16	this	this	DET
easat-7814	18	17	approach	approach	NOUN
easat-7814	18	18	,	,	PUNCT
easat-7814	18	19	thereby	thereby	ADV
easat-7814	18	20	promoting	promote	VERB
easat-7814	18	21	equitable	equitable	ADJ
easat-7814	18	22	access	access	NOUN
easat-7814	18	23	to	to	ADP
easat-7814	18	24	quality	quality	NOUN
easat-7814	18	25	education	education	NOUN
easat-7814	18	26	.	.	PUNCT
easat-7814	19	1	accurate	accurate	ADJ
easat-7814	19	2	predictions	prediction	NOUN
easat-7814	19	3	of	of	ADP
easat-7814	19	4	academic	academic	ADJ
easat-7814	19	5	success	success	NOUN
easat-7814	19	6	are	be	AUX
easat-7814	19	7	considered	consider	VERB
easat-7814	19	8	vital	vital	ADJ
easat-7814	19	9	for	for	ADP
easat-7814	19	10	fostering	foster	VERB
easat-7814	19	11	proactive	proactive	ADJ
easat-7814	19	12	interventions	intervention	NOUN
easat-7814	19	13	;	;	PUNCT
easat-7814	19	14	however	however	ADV
easat-7814	19	15	,	,	PUNCT
easat-7814	19	16	it	it	PRON
easat-7814	19	17	has	have	AUX
easat-7814	19	18	been	be	AUX
easat-7814	19	19	noted	note	VERB
easat-7814	19	20	that	that	SCONJ
easat-7814	19	21	traditional	traditional	ADJ
easat-7814	19	22	methods	method	NOUN
easat-7814	19	23	for	for	ADP
easat-7814	19	24	monitoring	monitor	VERB
easat-7814	19	25	performance	performance	NOUN
easat-7814	19	26	rely	rely	VERB
easat-7814	19	27	on	on	ADP
easat-7814	19	28	reactive	reactive	ADJ
easat-7814	19	29	measures	measure	NOUN
easat-7814	19	30	,	,	PUNCT
easat-7814	19	31	which	which	PRON
easat-7814	19	32	are	be	AUX
easat-7814	19	33	seen	see	VERB
easat-7814	19	34	to	to	PART
easat-7814	19	35	limit	limit	VERB
easat-7814	19	36	their	their	PRON
easat-7814	19	37	effectiveness	effectiveness	NOUN
easat-7814	19	38	.	.	PUNCT
easat-7814	20	1	in	in	ADP
easat-7814	20	2	recent	recent	ADJ
easat-7814	20	3	years	year	NOUN
easat-7814	20	4	,	,	PUNCT
easat-7814	20	5	the	the	DET
easat-7814	20	6	potential	potential	NOUN
easat-7814	20	7	of	of	ADP
easat-7814	20	8	machine	machine	NOUN
easat-7814	20	9	learning	learn	VERB
easat-7814	20	10	algorithms	algorithm	NOUN
easat-7814	20	11	to	to	PART
easat-7814	20	12	revolutionize	revolutionize	VERB
easat-7814	20	13	the	the	DET
easat-7814	20	14	analysis	analysis	NOUN
easat-7814	20	15	and	and	CCONJ
easat-7814	20	16	utilization	utilization	NOUN
easat-7814	20	17	of	of	ADP
easat-7814	20	18	student	student	NOUN
easat-7814	20	19	data	datum	NOUN
easat-7814	20	20	has	have	AUX
easat-7814	20	21	been	be	AUX
easat-7814	20	22	demonstrated	demonstrate	VERB
easat-7814	20	23	in	in	ADP
easat-7814	20	24	educational	educational	ADJ
easat-7814	20	25	data	datum	NOUN
easat-7814	20	26	mining	mining	NOUN
easat-7814	20	27	and	and	CCONJ
easat-7814	20	28	learning	learn	VERB
easat-7814	20	29	analytics	analytic	NOUN
easat-7814	20	30	.	.	PUNCT
easat-7814	21	1	historical	historical	ADJ
easat-7814	21	2	academic	academic	ADJ
easat-7814	21	3	performance	performance	NOUN
easat-7814	21	4	,	,	PUNCT
easat-7814	21	5	attendance	attendance	NOUN
easat-7814	21	6	,	,	PUNCT
easat-7814	21	7	and	and	CCONJ
easat-7814	21	8	socioeconomic	socioeconomic	ADJ
easat-7814	21	9	factors	factor	NOUN
easat-7814	21	10	have	have	AUX
easat-7814	21	11	been	be	AUX
easat-7814	21	12	highlighted	highlight	VERB
easat-7814	21	13	as	as	ADP
easat-7814	21	14	key	key	ADJ
easat-7814	21	15	predictors	predictor	NOUN
easat-7814	21	16	of	of	ADP
easat-7814	21	17	success	success	NOUN
easat-7814	21	18	,	,	PUNCT
easat-7814	21	19	with	with	ADP
easat-7814	21	20	the	the	DET
easat-7814	21	21	promise	promise	NOUN
easat-7814	21	22	of	of	ADP
easat-7814	21	23	data	data	NOUN
easat-7814	21	24	-	-	PUNCT
easat-7814	21	25	driven	drive	VERB
easat-7814	21	26	educational	educational	ADJ
easat-7814	21	27	strategies	strategy	NOUN
easat-7814	21	28	being	be	AUX
easat-7814	21	29	underscored	underscore	VERB
easat-7814	21	30	.	.	PUNCT
easat-7814	22	1	however	however	ADV
easat-7814	22	2	,	,	PUNCT
easat-7814	22	3	significant	significant	ADJ
easat-7814	22	4	gaps	gap	NOUN
easat-7814	22	5	are	be	AUX
easat-7814	22	6	noted	note	VERB
easat-7814	22	7	in	in	ADP
easat-7814	22	8	the	the	DET
easat-7814	22	9	practical	practical	ADJ
easat-7814	22	10	deployment	deployment	NOUN
easat-7814	22	11	of	of	ADP
easat-7814	22	12	these	these	DET
easat-7814	22	13	predictive	predictive	ADJ
easat-7814	22	14	models	model	NOUN
easat-7814	22	15	within	within	ADP
easat-7814	22	16	real	real	ADJ
easat-7814	22	17	-	-	PUNCT
easat-7814	22	18	world	world	NOUN
easat-7814	22	19	educational	educational	ADJ
easat-7814	22	20	environments	environment	NOUN
easat-7814	22	21	,	,	PUNCT
easat-7814	22	22	particularly	particularly	ADV
easat-7814	22	23	in	in	ADP
easat-7814	22	24	their	their	PRON
easat-7814	22	25	integration	integration	NOUN
easat-7814	22	26	into	into	ADP
easat-7814	22	27	existing	exist	VERB
easat-7814	22	28	systems	system	NOUN
easat-7814	22	29	for	for	ADP
easat-7814	22	30	scalable	scalable	ADJ
easat-7814	22	31	and	and	CCONJ
easat-7814	22	32	efficient	efficient	ADJ
easat-7814	22	33	use	use	NOUN
easat-7814	22	34	.	.	PUNCT
easat-7814	23	1	https://orcid.org/0000-0003-2780-6891	https://orcid.org/0000-0003-2780-6891	PROPN
easat-7814	23	2	371	371	NUM
easat-7814	23	3	edelweiss	edelweiss	PROPN
easat-7814	23	4	applied	apply	VERB
easat-7814	23	5	science	science	NOUN
easat-7814	23	6	and	and	CCONJ
easat-7814	23	7	technology	technology	NOUN
easat-7814	23	8	issn	issn	PROPN
easat-7814	23	9	:	:	PUNCT
easat-7814	23	10	2576	2576	NUM
easat-7814	23	11	-	-	SYM
easat-7814	23	12	8484	8484	NUM
easat-7814	23	13	vol	vol	NOUN
easat-7814	23	14	.	.	PROPN
easat-7814	24	1	9	9	NUM
easat-7814	24	2	,	,	PUNCT
easat-7814	24	3	no	no	INTJ
easat-7814	24	4	.	.	NOUN
easat-7814	25	1	6	6	NUM
easat-7814	25	2	:	:	SYM
easat-7814	25	3	370	370	NUM
easat-7814	25	4	-	-	SYM
easat-7814	25	5	395	395	NUM
easat-7814	25	6	,	,	PUNCT
easat-7814	25	7	2025	2025	NUM
easat-7814	25	8	doi	doi	NOUN
easat-7814	25	9	:	:	PUNCT
easat-7814	25	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	25	11	©	©	PROPN
easat-7814	25	12	2025	2025	NUM
easat-7814	25	13	by	by	ADP
easat-7814	25	14	the	the	DET
easat-7814	25	15	authors	author	NOUN
easat-7814	25	16	;	;	PUNCT
easat-7814	25	17	licensee	licensee	PROPN
easat-7814	25	18	learning	learning	NOUN
easat-7814	25	19	gate	gate	NOUN
easat-7814	25	20	this	this	DET
easat-7814	25	21	study	study	NOUN
easat-7814	25	22	aims	aim	VERB
easat-7814	25	23	to	to	PART
easat-7814	25	24	bridge	bridge	VERB
easat-7814	25	25	the	the	DET
easat-7814	25	26	gap	gap	NOUN
easat-7814	25	27	by	by	ADP
easat-7814	25	28	exploring	explore	VERB
easat-7814	25	29	the	the	DET
easat-7814	25	30	integration	integration	NOUN
easat-7814	25	31	of	of	ADP
easat-7814	25	32	cloud	cloud	PROPN
easat-7814	25	33	computing	computing	NOUN
easat-7814	25	34	,	,	PUNCT
easat-7814	25	35	data	datum	NOUN
easat-7814	25	36	analytics	analytic	NOUN
easat-7814	25	37	,	,	PUNCT
easat-7814	25	38	and	and	CCONJ
easat-7814	25	39	machine	machine	NOUN
easat-7814	25	40	learning	learn	VERB
easat-7814	25	41	to	to	PART
easat-7814	25	42	predict	predict	VERB
easat-7814	25	43	academic	academic	ADJ
easat-7814	25	44	performance	performance	NOUN
easat-7814	25	45	in	in	ADP
easat-7814	25	46	secondary	secondary	ADJ
easat-7814	25	47	education	education	NOUN
easat-7814	25	48	.	.	PUNCT
easat-7814	26	1	a	a	DET
easat-7814	26	2	cloud	cloud	NOUN
easat-7814	26	3	-	-	PUNCT
easat-7814	26	4	based	base	VERB
easat-7814	26	5	predictive	predictive	ADJ
easat-7814	26	6	model	model	NOUN
easat-7814	26	7	is	be	AUX
easat-7814	26	8	developed	develop	VERB
easat-7814	26	9	using	use	VERB
easat-7814	26	10	data	datum	NOUN
easat-7814	26	11	collected	collect	VERB
easat-7814	26	12	from	from	ADP
easat-7814	26	13	portuguese	portuguese	ADJ
easat-7814	26	14	secondary	secondary	ADJ
easat-7814	26	15	schools	school	NOUN
easat-7814	26	16	,	,	PUNCT
easat-7814	26	17	which	which	PRON
easat-7814	26	18	is	be	AUX
easat-7814	26	19	designed	design	VERB
easat-7814	26	20	to	to	PART
easat-7814	26	21	identify	identify	VERB
easat-7814	26	22	students	student	NOUN
easat-7814	26	23	at	at	ADP
easat-7814	26	24	risk	risk	NOUN
easat-7814	26	25	of	of	ADP
easat-7814	26	26	underperforming	underperform	VERB
easat-7814	26	27	and	and	CCONJ
easat-7814	26	28	provide	provide	VERB
easat-7814	26	29	actionable	actionable	ADJ
easat-7814	26	30	insights	insight	NOUN
easat-7814	26	31	for	for	ADP
easat-7814	26	32	educators	educator	NOUN
easat-7814	26	33	.	.	PUNCT
easat-7814	27	1	cloud	cloud	NOUN
easat-7814	27	2	computing	computing	NOUN
easat-7814	27	3	offers	offer	VERB
easat-7814	27	4	scaling	scaling	NOUN
easat-7814	27	5	,	,	PUNCT
easat-7814	27	6	real	real	ADJ
easat-7814	27	7	-	-	PUNCT
easat-7814	27	8	time	time	NOUN
easat-7814	27	9	data	datum	NOUN
easat-7814	27	10	processing	processing	NOUN
easat-7814	27	11	,	,	PUNCT
easat-7814	27	12	and	and	CCONJ
easat-7814	27	13	accessibility	accessibility	NOUN
easat-7814	27	14	,	,	PUNCT
easat-7814	27	15	making	make	VERB
easat-7814	27	16	it	it	PRON
easat-7814	27	17	a	a	DET
easat-7814	27	18	compelling	compelling	ADJ
easat-7814	27	19	choice	choice	NOUN
easat-7814	27	20	for	for	ADP
easat-7814	27	21	deploying	deploy	VERB
easat-7814	27	22	such	such	ADJ
easat-7814	27	23	predictive	predictive	ADJ
easat-7814	27	24	models	model	NOUN
easat-7814	27	25	.	.	PUNCT
easat-7814	28	1	two	two	NUM
easat-7814	28	2	critical	critical	ADJ
easat-7814	28	3	questions	question	NOUN
easat-7814	28	4	are	be	AUX
easat-7814	28	5	grounded	ground	VERB
easat-7814	28	6	in	in	ADP
easat-7814	28	7	the	the	DET
easat-7814	28	8	research	research	NOUN
easat-7814	28	9	.	.	PUNCT
easat-7814	29	1	the	the	DET
easat-7814	29	2	most	most	ADV
easat-7814	29	3	significant	significant	ADJ
easat-7814	29	4	predictors	predictor	NOUN
easat-7814	29	5	of	of	ADP
easat-7814	29	6	student	student	NOUN
easat-7814	29	7	academic	academic	ADJ
easat-7814	29	8	success	success	NOUN
easat-7814	29	9	are	be	AUX
easat-7814	29	10	being	be	AUX
easat-7814	29	11	sought	seek	VERB
easat-7814	29	12	after	after	ADP
easat-7814	29	13	.	.	PUNCT
easat-7814	30	1	in	in	ADP
easat-7814	30	2	what	what	DET
easat-7814	30	3	ways	way	NOUN
easat-7814	30	4	might	might	AUX
easat-7814	30	5	the	the	DET
easat-7814	30	6	implementation	implementation	NOUN
easat-7814	30	7	of	of	ADP
easat-7814	30	8	a	a	DET
easat-7814	30	9	cloud	cloud	NOUN
easat-7814	30	10	-	-	PUNCT
easat-7814	30	11	based	base	VERB
easat-7814	30	12	predictive	predictive	ADJ
easat-7814	30	13	model	model	NOUN
easat-7814	30	14	be	be	AUX
easat-7814	30	15	expected	expect	VERB
easat-7814	30	16	to	to	PART
easat-7814	30	17	enhance	enhance	VERB
easat-7814	30	18	student	student	NOUN
easat-7814	30	19	outcomes	outcome	NOUN
easat-7814	30	20	?	?	PUNCT
easat-7814	31	1	the	the	DET
easat-7814	31	2	growing	grow	VERB
easat-7814	31	3	body	body	NOUN
easat-7814	31	4	of	of	ADP
easat-7814	31	5	evidence	evidence	NOUN
easat-7814	31	6	is	be	AUX
easat-7814	31	7	contributed	contribute	VERB
easat-7814	31	8	to	to	ADP
easat-7814	31	9	by	by	ADP
easat-7814	31	10	the	the	DET
easat-7814	31	11	study	study	NOUN
easat-7814	31	12	by	by	ADP
easat-7814	31	13	addressing	address	VERB
easat-7814	31	14	these	these	DET
easat-7814	31	15	questions	question	NOUN
easat-7814	31	16	,	,	PUNCT
easat-7814	31	17	indicating	indicate	VERB
easat-7814	31	18	that	that	SCONJ
easat-7814	31	19	cloud	cloud	NOUN
easat-7814	31	20	-	-	PUNCT
easat-7814	31	21	integrated	integrate	VERB
easat-7814	31	22	machine	machine	NOUN
easat-7814	31	23	learning	learning	NOUN
easat-7814	31	24	models	model	NOUN
easat-7814	31	25	are	be	AUX
easat-7814	31	26	considered	consider	VERB
easat-7814	31	27	effective	effective	ADJ
easat-7814	31	28	and	and	CCONJ
easat-7814	31	29	practical	practical	ADJ
easat-7814	31	30	solutions	solution	NOUN
easat-7814	31	31	for	for	ADP
easat-7814	31	32	tackling	tackle	VERB
easat-7814	31	33	complex	complex	ADJ
easat-7814	31	34	educational	educational	ADJ
easat-7814	31	35	challenges	challenge	NOUN
easat-7814	31	36	.	.	PUNCT
easat-7814	32	1	the	the	DET
easat-7814	32	2	importance	importance	NOUN
easat-7814	32	3	of	of	ADP
easat-7814	32	4	leveraging	leverage	VERB
easat-7814	32	5	historical	historical	ADJ
easat-7814	32	6	performance	performance	NOUN
easat-7814	32	7	data	datum	NOUN
easat-7814	32	8	,	,	PUNCT
easat-7814	32	9	attendance	attendance	NOUN
easat-7814	32	10	records	record	NOUN
easat-7814	32	11	,	,	PUNCT
easat-7814	32	12	and	and	CCONJ
easat-7814	32	13	socioeconomic	socioeconomic	ADJ
easat-7814	32	14	indicators	indicator	NOUN
easat-7814	32	15	for	for	ADP
easat-7814	32	16	the	the	DET
easat-7814	32	17	accurate	accurate	ADJ
easat-7814	32	18	prediction	prediction	NOUN
easat-7814	32	19	of	of	ADP
easat-7814	32	20	academic	academic	ADJ
easat-7814	32	21	outcomes	outcome	NOUN
easat-7814	32	22	is	be	AUX
easat-7814	32	23	highlighted	highlight	VERB
easat-7814	32	24	by	by	ADP
easat-7814	32	25	the	the	DET
easat-7814	32	26	findings	finding	NOUN
easat-7814	32	27	of	of	ADP
easat-7814	32	28	this	this	DET
easat-7814	32	29	research	research	NOUN
easat-7814	32	30	.	.	PUNCT
easat-7814	33	1	moreover	moreover	ADV
easat-7814	33	2	,	,	PUNCT
easat-7814	33	3	the	the	DET
easat-7814	33	4	study	study	NOUN
easat-7814	33	5	underscores	underscore	VERB
easat-7814	33	6	the	the	DET
easat-7814	33	7	need	need	NOUN
easat-7814	33	8	for	for	ADP
easat-7814	33	9	scalable	scalable	ADJ
easat-7814	33	10	,	,	PUNCT
easat-7814	33	11	user	user	NOUN
easat-7814	33	12	-	-	PUNCT
easat-7814	33	13	friendly	friendly	ADJ
easat-7814	33	14	technological	technological	ADJ
easat-7814	33	15	tools	tool	NOUN
easat-7814	33	16	that	that	PRON
easat-7814	33	17	can	can	AUX
easat-7814	33	18	be	be	AUX
easat-7814	33	19	seamlessly	seamlessly	ADV
easat-7814	33	20	integrated	integrate	VERB
easat-7814	33	21	into	into	ADP
easat-7814	33	22	educators	educator	NOUN
easat-7814	33	23	'	'	PART
easat-7814	33	24	workflows	workflow	NOUN
easat-7814	33	25	.	.	PUNCT
easat-7814	34	1	both	both	PRON
easat-7814	34	2	theoretical	theoretical	ADJ
easat-7814	34	3	understanding	understanding	NOUN
easat-7814	34	4	and	and	CCONJ
easat-7814	34	5	practical	practical	ADJ
easat-7814	34	6	applications	application	NOUN
easat-7814	34	7	are	be	AUX
easat-7814	34	8	advanced	advanced	ADJ
easat-7814	34	9	to	to	PART
easat-7814	34	10	foster	foster	VERB
easat-7814	34	11	more	more	ADV
easat-7814	34	12	adaptive	adaptive	ADJ
easat-7814	34	13	and	and	CCONJ
easat-7814	34	14	inclusive	inclusive	ADJ
easat-7814	34	15	educational	educational	ADJ
easat-7814	34	16	environments	environment	NOUN
easat-7814	34	17	.	.	PUNCT
easat-7814	35	1	2	2	X
easat-7814	35	2	.	.	X
easat-7814	35	3	literature	literature	NOUN
easat-7814	35	4	review	review	VERB
easat-7814	35	5	traditional	traditional	ADJ
easat-7814	35	6	machine	machine	NOUN
easat-7814	35	7	-	-	PUNCT
easat-7814	35	8	learning	learn	VERB
easat-7814	35	9	approaches	approach	NOUN
easat-7814	35	10	have	have	AUX
easat-7814	35	11	been	be	AUX
easat-7814	35	12	foundational	foundational	ADJ
easat-7814	35	13	in	in	ADP
easat-7814	35	14	predicting	predict	VERB
easat-7814	35	15	academic	academic	ADJ
easat-7814	35	16	performance	performance	NOUN
easat-7814	35	17	.	.	PUNCT
easat-7814	36	1	decision	decision	NOUN
easat-7814	36	2	trees	tree	NOUN
easat-7814	36	3	,	,	PUNCT
easat-7814	36	4	k	k	NOUN
easat-7814	36	5	-	-	PUNCT
easat-7814	36	6	nearest	near	ADJ
easat-7814	36	7	neighbors	neighbor	NOUN
easat-7814	36	8	(	(	PUNCT
easat-7814	36	9	knn	knn	PROPN
easat-7814	36	10	)	)	PUNCT
easat-7814	36	11	,	,	PUNCT
easat-7814	36	12	and	and	CCONJ
easat-7814	36	13	support	support	VERB
easat-7814	36	14	vector	vector	NOUN
easat-7814	36	15	machines	machine	NOUN
easat-7814	36	16	(	(	PUNCT
easat-7814	36	17	svm	svm	PROPN
easat-7814	36	18	)	)	PUNCT
easat-7814	36	19	are	be	AUX
easat-7814	36	20	widely	widely	ADV
easat-7814	36	21	recognized	recognize	VERB
easat-7814	36	22	for	for	ADP
easat-7814	36	23	their	their	PRON
easat-7814	36	24	simplicity	simplicity	NOUN
easat-7814	36	25	and	and	CCONJ
easat-7814	36	26	effectiveness	effectiveness	NOUN
easat-7814	36	27	.	.	PUNCT
easat-7814	37	1	decision	decision	NOUN
easat-7814	37	2	trees	tree	NOUN
easat-7814	37	3	,	,	PUNCT
easat-7814	37	4	for	for	ADP
easat-7814	37	5	instance	instance	NOUN
easat-7814	37	6	,	,	PUNCT
easat-7814	37	7	excel	excel	VERB
easat-7814	37	8	in	in	ADP
easat-7814	37	9	handling	handle	VERB
easat-7814	37	10	categorical	categorical	ADJ
easat-7814	37	11	data	datum	NOUN
easat-7814	37	12	and	and	CCONJ
easat-7814	37	13	providing	provide	VERB
easat-7814	37	14	visual	visual	ADJ
easat-7814	37	15	interpretability	interpretability	NOUN
easat-7814	37	16	.	.	PUNCT
easat-7814	38	1	they	they	PRON
easat-7814	38	2	have	have	AUX
easat-7814	38	3	been	be	AUX
easat-7814	38	4	successfully	successfully	ADV
easat-7814	38	5	applied	apply	VERB
easat-7814	38	6	to	to	PART
easat-7814	38	7	classify	classify	VERB
easat-7814	38	8	and	and	CCONJ
easat-7814	38	9	predict	predict	VERB
easat-7814	38	10	student	student	NOUN
easat-7814	38	11	outcomes	outcome	NOUN
easat-7814	38	12	based	base	VERB
easat-7814	38	13	on	on	ADP
easat-7814	38	14	demographic	demographic	ADJ
easat-7814	38	15	,	,	PUNCT
easat-7814	38	16	academic	academic	ADJ
easat-7814	38	17	,	,	PUNCT
easat-7814	38	18	and	and	CCONJ
easat-7814	38	19	social	social	ADJ
easat-7814	38	20	data	datum	NOUN
easat-7814	38	21	,	,	PUNCT
easat-7814	38	22	revealing	reveal	VERB
easat-7814	38	23	important	important	ADJ
easat-7814	38	24	patterns	pattern	NOUN
easat-7814	38	25	in	in	ADP
easat-7814	38	26	educational	educational	ADJ
easat-7814	38	27	settings	setting	NOUN
easat-7814	38	28	[	[	X
easat-7814	38	29	1	1	NUM
easat-7814	38	30	]	]	PUNCT
easat-7814	38	31	.	.	PUNCT
easat-7814	39	1	random	random	ADJ
easat-7814	39	2	forests	forest	NOUN
easat-7814	39	3	,	,	PUNCT
easat-7814	39	4	an	an	DET
easat-7814	39	5	extension	extension	NOUN
easat-7814	39	6	of	of	ADP
easat-7814	39	7	decision	decision	NOUN
easat-7814	39	8	trees	tree	NOUN
easat-7814	39	9	,	,	PUNCT
easat-7814	39	10	improve	improve	VERB
easat-7814	39	11	prediction	prediction	NOUN
easat-7814	39	12	accuracy	accuracy	NOUN
easat-7814	39	13	by	by	ADP
easat-7814	39	14	combining	combine	VERB
easat-7814	39	15	multiple	multiple	ADJ
easat-7814	39	16	trees	tree	NOUN
easat-7814	39	17	into	into	ADP
easat-7814	39	18	an	an	DET
easat-7814	39	19	ensemble	ensemble	ADJ
easat-7814	39	20	model	model	NOUN
easat-7814	39	21	.	.	PUNCT
easat-7814	40	1	this	this	DET
easat-7814	40	2	method	method	NOUN
easat-7814	40	3	has	have	AUX
easat-7814	40	4	shown	show	VERB
easat-7814	40	5	robust	robust	ADJ
easat-7814	40	6	performance	performance	NOUN
easat-7814	40	7	in	in	ADP
easat-7814	40	8	identifying	identify	VERB
easat-7814	40	9	the	the	DET
easat-7814	40	10	key	key	ADJ
easat-7814	40	11	predictors	predictor	NOUN
easat-7814	40	12	of	of	ADP
easat-7814	40	13	academic	academic	ADJ
easat-7814	40	14	success	success	NOUN
easat-7814	40	15	,	,	PUNCT
easat-7814	40	16	such	such	ADJ
easat-7814	40	17	as	as	ADP
easat-7814	40	18	prior	prior	ADJ
easat-7814	40	19	grades	grade	NOUN
easat-7814	40	20	and	and	CCONJ
easat-7814	40	21	attendance	attendance	NOUN
easat-7814	40	22	,	,	PUNCT
easat-7814	40	23	while	while	SCONJ
easat-7814	40	24	reducing	reduce	VERB
easat-7814	40	25	overfitting	overfitte	VERB
easat-7814	40	26	tendencies	tendency	NOUN
easat-7814	40	27	[	[	X
easat-7814	40	28	2	2	NUM
easat-7814	40	29	]	]	PUNCT
easat-7814	40	30	.	.	PUNCT
easat-7814	41	1	knn	knn	PROPN
easat-7814	41	2	,	,	PUNCT
easat-7814	41	3	a	a	DET
easat-7814	41	4	non	non	ADJ
easat-7814	41	5	-	-	ADJ
easat-7814	41	6	parametric	parametric	ADJ
easat-7814	41	7	algorithm	algorithm	NOUN
easat-7814	41	8	,	,	PUNCT
easat-7814	41	9	has	have	AUX
easat-7814	41	10	also	also	ADV
easat-7814	41	11	been	be	AUX
easat-7814	41	12	extensively	extensively	ADV
easat-7814	41	13	utilized	utilize	VERB
easat-7814	41	14	due	due	ADP
easat-7814	41	15	to	to	ADP
easat-7814	41	16	its	its	PRON
easat-7814	41	17	ability	ability	NOUN
easat-7814	41	18	to	to	PART
easat-7814	41	19	capture	capture	VERB
easat-7814	41	20	similarity	similarity	NOUN
easat-7814	41	21	among	among	ADP
easat-7814	41	22	data	datum	NOUN
easat-7814	41	23	points	point	NOUN
easat-7814	41	24	.	.	PUNCT
easat-7814	42	1	by	by	ADP
easat-7814	42	2	analyzing	analyze	VERB
easat-7814	42	3	the	the	DET
easat-7814	42	4	closest	close	ADJ
easat-7814	42	5	neighbors	neighbor	NOUN
easat-7814	42	6	,	,	PUNCT
easat-7814	42	7	knn	knn	PROPN
easat-7814	42	8	predicts	predict	VERB
easat-7814	42	9	academic	academic	ADJ
easat-7814	42	10	outcomes	outcome	NOUN
easat-7814	42	11	effectively	effectively	ADV
easat-7814	42	12	in	in	ADP
easat-7814	42	13	cases	case	NOUN
easat-7814	42	14	where	where	SCONJ
easat-7814	42	15	data	datum	NOUN
easat-7814	42	16	distribution	distribution	NOUN
easat-7814	42	17	does	do	AUX
easat-7814	42	18	not	not	PART
easat-7814	42	19	follow	follow	VERB
easat-7814	42	20	a	a	DET
easat-7814	42	21	clear	clear	ADJ
easat-7814	42	22	pattern	pattern	NOUN
easat-7814	42	23	[	[	X
easat-7814	42	24	3	3	NUM
easat-7814	42	25	]	]	PUNCT
easat-7814	42	26	.	.	PUNCT
easat-7814	43	1	similarly	similarly	ADV
easat-7814	43	2	,	,	PUNCT
easat-7814	43	3	svm	svm	PROPN
easat-7814	43	4	has	have	AUX
easat-7814	43	5	demonstrated	demonstrate	VERB
easat-7814	43	6	its	its	PRON
easat-7814	43	7	strength	strength	NOUN
easat-7814	43	8	in	in	ADP
easat-7814	43	9	dealing	deal	VERB
easat-7814	43	10	with	with	ADP
easat-7814	43	11	high	high	ADJ
easat-7814	43	12	-	-	PUNCT
easat-7814	43	13	dimensional	dimensional	ADJ
easat-7814	43	14	data	datum	NOUN
easat-7814	43	15	by	by	ADP
easat-7814	43	16	constructing	construct	VERB
easat-7814	43	17	hyperplanes	hyperplane	NOUN
easat-7814	43	18	that	that	SCONJ
easat-7814	43	19	separate	separate	ADJ
easat-7814	43	20	academic	academic	ADJ
easat-7814	43	21	success	success	NOUN
easat-7814	43	22	categories	category	NOUN
easat-7814	43	23	with	with	ADP
easat-7814	43	24	maximal	maximal	ADJ
easat-7814	43	25	margins	margin	NOUN
easat-7814	43	26	.	.	PUNCT
easat-7814	44	1	this	this	DET
easat-7814	44	2	approach	approach	NOUN
easat-7814	44	3	efficiently	efficiently	ADV
easat-7814	44	4	involves	involve	VERB
easat-7814	44	5	complex	complex	ADJ
easat-7814	44	6	interrelationships	interrelationship	NOUN
easat-7814	44	7	among	among	ADP
easat-7814	44	8	input	input	NOUN
easat-7814	44	9	features	feature	NOUN
easat-7814	44	10	,	,	PUNCT
easat-7814	44	11	such	such	ADJ
easat-7814	44	12	as	as	ADP
easat-7814	44	13	socioeconomic	socioeconomic	ADJ
easat-7814	44	14	factors	factor	NOUN
easat-7814	44	15	and	and	CCONJ
easat-7814	44	16	parental	parental	ADJ
easat-7814	44	17	education	education	NOUN
easat-7814	44	18	levels	level	NOUN
easat-7814	44	19	[	[	X
easat-7814	44	20	4	4	NUM
easat-7814	44	21	]	]	PUNCT
easat-7814	44	22	.	.	PUNCT
easat-7814	45	1	naïve	naïve	ADJ
easat-7814	45	2	bayes	baye	NOUN
easat-7814	45	3	and	and	CCONJ
easat-7814	45	4	logistic	logistic	ADJ
easat-7814	45	5	regression	regression	NOUN
easat-7814	45	6	are	be	AUX
easat-7814	45	7	also	also	ADV
easat-7814	45	8	prominent	prominent	ADJ
easat-7814	45	9	methods	method	NOUN
easat-7814	45	10	in	in	ADP
easat-7814	45	11	this	this	DET
easat-7814	45	12	domain	domain	NOUN
easat-7814	45	13	.	.	PUNCT
easat-7814	46	1	naïve	naïve	ADJ
easat-7814	46	2	bayes	bayes	PROPN
easat-7814	46	3	,	,	PUNCT
easat-7814	46	4	relying	rely	VERB
easat-7814	46	5	on	on	ADP
easat-7814	46	6	probabilistic	probabilistic	ADJ
easat-7814	46	7	models	model	NOUN
easat-7814	46	8	,	,	PUNCT
easat-7814	46	9	performs	perform	VERB
easat-7814	46	10	well	well	ADV
easat-7814	46	11	in	in	ADP
easat-7814	46	12	scenarios	scenario	NOUN
easat-7814	46	13	with	with	ADP
easat-7814	46	14	independent	independent	ADJ
easat-7814	46	15	feature	feature	NOUN
easat-7814	46	16	assumptions	assumption	NOUN
easat-7814	46	17	,	,	PUNCT
easat-7814	46	18	while	while	SCONJ
easat-7814	46	19	logistic	logistic	ADJ
easat-7814	46	20	regression	regression	NOUN
easat-7814	46	21	provides	provide	VERB
easat-7814	46	22	insights	insight	NOUN
easat-7814	46	23	into	into	ADP
easat-7814	46	24	the	the	DET
easat-7814	46	25	likelihood	likelihood	NOUN
easat-7814	46	26	of	of	ADP
easat-7814	46	27	academic	academic	ADJ
easat-7814	46	28	outcomes	outcome	NOUN
easat-7814	46	29	based	base	VERB
easat-7814	46	30	on	on	ADP
easat-7814	46	31	input	input	NOUN
easat-7814	46	32	features	feature	NOUN
easat-7814	46	33	like	like	ADP
easat-7814	46	34	study	study	NOUN
easat-7814	46	35	habits	habit	NOUN
easat-7814	46	36	and	and	CCONJ
easat-7814	46	37	classroom	classroom	NOUN
easat-7814	46	38	engagement	engagement	NOUN
easat-7814	47	1	[	[	X
easat-7814	47	2	5	5	NUM
easat-7814	47	3	]	]	PUNCT
easat-7814	47	4	.	.	PUNCT
easat-7814	48	1	however	however	ADV
easat-7814	48	2	,	,	PUNCT
easat-7814	48	3	these	these	DET
easat-7814	48	4	traditional	traditional	ADJ
easat-7814	48	5	algorithms	algorithm	NOUN
easat-7814	48	6	often	often	ADV
easat-7814	48	7	require	require	VERB
easat-7814	48	8	careful	careful	ADJ
easat-7814	48	9	preprocessing	preprocessing	NOUN
easat-7814	48	10	and	and	CCONJ
easat-7814	48	11	feature	feature	NOUN
easat-7814	48	12	engineering	engineering	NOUN
easat-7814	48	13	,	,	PUNCT
easat-7814	48	14	which	which	PRON
easat-7814	48	15	can	can	AUX
easat-7814	48	16	be	be	AUX
easat-7814	48	17	time	time	NOUN
easat-7814	48	18	-	-	PUNCT
easat-7814	48	19	intensive	intensive	ADJ
easat-7814	48	20	but	but	CCONJ
easat-7814	48	21	essential	essential	ADJ
easat-7814	48	22	for	for	ADP
easat-7814	48	23	achieving	achieve	VERB
easat-7814	48	24	optimal	optimal	ADJ
easat-7814	48	25	performance	performance	NOUN
easat-7814	48	26	[	[	X
easat-7814	48	27	6	6	NUM
easat-7814	48	28	]	]	PUNCT
easat-7814	48	29	.	.	PUNCT
easat-7814	49	1	ensemble	ensemble	ADJ
easat-7814	49	2	methods	method	NOUN
easat-7814	49	3	like	like	ADP
easat-7814	49	4	boosting	boost	VERB
easat-7814	49	5	,	,	PUNCT
easat-7814	49	6	bagging	bagging	NOUN
easat-7814	49	7	,	,	PUNCT
easat-7814	49	8	and	and	CCONJ
easat-7814	49	9	random	random	ADJ
easat-7814	49	10	subspace	subspace	NOUN
easat-7814	49	11	classifiers	classifier	NOUN
easat-7814	49	12	have	have	AUX
easat-7814	49	13	been	be	AUX
easat-7814	49	14	extensively	extensively	ADV
easat-7814	49	15	explored	explore	VERB
easat-7814	49	16	to	to	PART
easat-7814	49	17	improve	improve	VERB
easat-7814	49	18	predictive	predictive	ADJ
easat-7814	49	19	accuracy	accuracy	NOUN
easat-7814	49	20	and	and	CCONJ
easat-7814	49	21	robustness	robustness	NOUN
easat-7814	49	22	.	.	PUNCT
easat-7814	50	1	boosting	boost	VERB
easat-7814	50	2	combines	combine	VERB
easat-7814	50	3	weak	weak	ADJ
easat-7814	50	4	learners	learner	NOUN
easat-7814	50	5	iteratively	iteratively	ADV
easat-7814	50	6	to	to	PART
easat-7814	50	7	build	build	VERB
easat-7814	50	8	a	a	DET
easat-7814	50	9	strong	strong	ADJ
easat-7814	50	10	classifier	classifier	NOUN
easat-7814	50	11	,	,	PUNCT
easat-7814	50	12	enhancing	enhance	VERB
easat-7814	50	13	its	its	PRON
easat-7814	50	14	accuracy	accuracy	NOUN
easat-7814	50	15	with	with	ADP
easat-7814	50	16	each	each	DET
easat-7814	50	17	iteration	iteration	NOUN
easat-7814	50	18	.	.	PUNCT
easat-7814	51	1	for	for	ADP
easat-7814	51	2	instance	instance	NOUN
easat-7814	51	3	,	,	PUNCT
easat-7814	51	4	adaboost	adaboost	ADV
easat-7814	51	5	has	have	AUX
easat-7814	51	6	been	be	AUX
easat-7814	51	7	applied	apply	VERB
easat-7814	51	8	in	in	ADP
easat-7814	51	9	academic	academic	ADJ
easat-7814	51	10	prediction	prediction	NOUN
easat-7814	51	11	contexts	contexts	NOUN
easat-7814	51	12	,	,	PUNCT
easat-7814	51	13	achieving	achieve	VERB
easat-7814	51	14	superior	superior	ADJ
easat-7814	51	15	accuracy	accuracy	NOUN
easat-7814	51	16	by	by	ADP
easat-7814	51	17	focusing	focus	VERB
easat-7814	51	18	on	on	ADP
easat-7814	51	19	misclassified	misclassified	ADJ
easat-7814	51	20	samples	sample	NOUN
easat-7814	51	21	during	during	ADP
easat-7814	51	22	training	training	NOUN
easat-7814	51	23	[	[	X
easat-7814	51	24	7	7	NUM
easat-7814	51	25	]	]	PUNCT
easat-7814	51	26	.	.	PUNCT
easat-7814	52	1	bagging	bag	VERB
easat-7814	52	2	methods	method	NOUN
easat-7814	52	3	,	,	PUNCT
easat-7814	52	4	including	include	VERB
easat-7814	52	5	random	random	ADJ
easat-7814	52	6	forests	forest	NOUN
easat-7814	52	7	,	,	PUNCT
easat-7814	52	8	build	build	VERB
easat-7814	52	9	multiple	multiple	ADJ
easat-7814	52	10	independent	independent	ADJ
easat-7814	52	11	models	model	NOUN
easat-7814	52	12	and	and	CCONJ
easat-7814	52	13	aggregate	aggregate	VERB
easat-7814	52	14	their	their	PRON
easat-7814	52	15	predictions	prediction	NOUN
easat-7814	52	16	to	to	PART
easat-7814	52	17	reduce	reduce	VERB
easat-7814	52	18	variance	variance	NOUN
easat-7814	52	19	and	and	CCONJ
easat-7814	52	20	improve	improve	VERB
easat-7814	52	21	stability	stability	NOUN
easat-7814	52	22	.	.	PUNCT
easat-7814	53	1	this	this	DET
easat-7814	53	2	approach	approach	NOUN
easat-7814	53	3	is	be	AUX
easat-7814	53	4	practical	practical	ADJ
easat-7814	53	5	for	for	ADP
easat-7814	53	6	datasets	dataset	NOUN
easat-7814	53	7	with	with	ADP
easat-7814	53	8	noisy	noisy	ADJ
easat-7814	53	9	data	datum	NOUN
easat-7814	53	10	or	or	CCONJ
easat-7814	53	11	complex	complex	ADJ
easat-7814	53	12	feature	feature	NOUN
easat-7814	53	13	interdependencies	interdependency	NOUN
easat-7814	53	14	,	,	PUNCT
easat-7814	53	15	as	as	SCONJ
easat-7814	53	16	demonstrated	demonstrate	VERB
easat-7814	53	17	in	in	ADP
easat-7814	53	18	various	various	ADJ
easat-7814	53	19	academic	academic	ADJ
easat-7814	53	20	performance	performance	NOUN
easat-7814	53	21	prediction	prediction	NOUN
easat-7814	53	22	tasks	task	NOUN
easat-7814	53	23	[	[	X
easat-7814	53	24	8	8	NUM
easat-7814	53	25	]	]	PUNCT
easat-7814	53	26	.	.	PUNCT
easat-7814	54	1	random	random	ADJ
easat-7814	54	2	subspace	subspace	NOUN
easat-7814	54	3	classifiers	classifier	NOUN
easat-7814	54	4	explore	explore	VERB
easat-7814	54	5	diverse	diverse	ADJ
easat-7814	54	6	feature	feature	NOUN
easat-7814	54	7	subsets	subset	NOUN
easat-7814	54	8	,	,	PUNCT
easat-7814	54	9	improving	improve	VERB
easat-7814	54	10	generalization	generalization	NOUN
easat-7814	54	11	by	by	ADP
easat-7814	54	12	reducing	reduce	VERB
easat-7814	54	13	overfitting	overfitting	NOUN
easat-7814	54	14	.	.	PUNCT
easat-7814	55	1	this	this	DET
easat-7814	55	2	method	method	NOUN
easat-7814	55	3	is	be	AUX
easat-7814	55	4	advantageous	advantageous	ADJ
easat-7814	55	5	when	when	SCONJ
easat-7814	55	6	dealing	deal	VERB
easat-7814	55	7	with	with	ADP
easat-7814	55	8	high	high	ADJ
easat-7814	55	9	-	-	PUNCT
easat-7814	55	10	dimensional	dimensional	ADJ
easat-7814	55	11	data	datum	NOUN
easat-7814	55	12	,	,	PUNCT
easat-7814	55	13	as	as	SCONJ
easat-7814	55	14	it	it	PRON
easat-7814	55	15	prevents	prevent	VERB
easat-7814	55	16	the	the	DET
easat-7814	55	17	model	model	NOUN
easat-7814	55	18	from	from	ADP
easat-7814	55	19	overly	overly	ADV
easat-7814	55	20	focusing	focus	VERB
easat-7814	55	21	on	on	ADP
easat-7814	55	22	dominant	dominant	ADJ
easat-7814	55	23	features	feature	NOUN
easat-7814	55	24	[	[	X
easat-7814	55	25	9	9	NUM
easat-7814	55	26	]	]	PUNCT
easat-7814	55	27	.	.	PUNCT
easat-7814	56	1	optimization	optimization	NOUN
easat-7814	56	2	techniques	technique	NOUN
easat-7814	56	3	play	play	VERB
easat-7814	56	4	a	a	DET
easat-7814	56	5	crucial	crucial	ADJ
easat-7814	56	6	role	role	NOUN
easat-7814	56	7	in	in	ADP
easat-7814	56	8	improving	improve	VERB
easat-7814	56	9	ensemble	ensemble	ADJ
easat-7814	56	10	model	model	NOUN
easat-7814	56	11	performance	performance	NOUN
easat-7814	56	12	.	.	PUNCT
easat-7814	57	1	inspired	inspire	VERB
easat-7814	57	2	by	by	ADP
easat-7814	57	3	372	372	NUM
easat-7814	57	4	edelweiss	edelweiss	PROPN
easat-7814	57	5	applied	apply	VERB
easat-7814	57	6	science	science	NOUN
easat-7814	57	7	and	and	CCONJ
easat-7814	57	8	technology	technology	NOUN
easat-7814	57	9	issn	issn	PROPN
easat-7814	57	10	:	:	PUNCT
easat-7814	57	11	2576	2576	NUM
easat-7814	57	12	-	-	SYM
easat-7814	57	13	8484	8484	NUM
easat-7814	57	14	vol	vol	NOUN
easat-7814	57	15	.	.	PROPN
easat-7814	58	1	9	9	NUM
easat-7814	58	2	,	,	PUNCT
easat-7814	58	3	no	no	INTJ
easat-7814	58	4	.	.	NOUN
easat-7814	59	1	6	6	NUM
easat-7814	59	2	:	:	SYM
easat-7814	59	3	370	370	NUM
easat-7814	59	4	-	-	SYM
easat-7814	59	5	395	395	NUM
easat-7814	59	6	,	,	PUNCT
easat-7814	59	7	2025	2025	NUM
easat-7814	59	8	doi	doi	NOUN
easat-7814	59	9	:	:	PUNCT
easat-7814	59	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	59	11	©	©	PROPN
easat-7814	59	12	2025	2025	NUM
easat-7814	59	13	by	by	ADP
easat-7814	59	14	the	the	DET
easat-7814	59	15	authors	author	NOUN
easat-7814	59	16	;	;	PUNCT
easat-7814	59	17	licensee	licensee	PROPN
easat-7814	59	18	learning	learn	VERB
easat-7814	59	19	gate	gate	PROPN
easat-7814	59	20	natural	natural	ADJ
easat-7814	59	21	selection	selection	NOUN
easat-7814	59	22	,	,	PUNCT
easat-7814	59	23	genetic	genetic	ADJ
easat-7814	59	24	algorithms	algorithm	NOUN
easat-7814	59	25	have	have	AUX
easat-7814	59	26	optimized	optimize	VERB
easat-7814	59	27	feature	feature	NOUN
easat-7814	59	28	selection	selection	NOUN
easat-7814	59	29	,	,	PUNCT
easat-7814	59	30	ensuring	ensure	VERB
easat-7814	59	31	that	that	SCONJ
easat-7814	59	32	only	only	ADV
easat-7814	59	33	the	the	DET
easat-7814	59	34	most	most	ADV
easat-7814	59	35	relevant	relevant	ADJ
easat-7814	59	36	features	feature	NOUN
easat-7814	59	37	contribute	contribute	VERB
easat-7814	59	38	to	to	ADP
easat-7814	59	39	the	the	DET
easat-7814	59	40	prediction	prediction	NOUN
easat-7814	59	41	model	model	NOUN
easat-7814	59	42	.	.	PUNCT
easat-7814	60	1	this	this	DET
easat-7814	60	2	approach	approach	NOUN
easat-7814	60	3	enhances	enhance	VERB
easat-7814	60	4	accuracy	accuracy	NOUN
easat-7814	60	5	and	and	CCONJ
easat-7814	60	6	reduces	reduce	VERB
easat-7814	60	7	computational	computational	ADJ
easat-7814	60	8	complexity	complexity	NOUN
easat-7814	60	9	[	[	X
easat-7814	60	10	10	10	NUM
easat-7814	60	11	]	]	PUNCT
easat-7814	60	12	.	.	PUNCT
easat-7814	61	1	the	the	DET
easat-7814	61	2	double	double	ADJ
easat-7814	61	3	particle	particle	NOUN
easat-7814	61	4	swarm	swarm	NOUN
easat-7814	61	5	optimization	optimization	NOUN
easat-7814	61	6	-	-	PUNCT
easat-7814	61	7	based	base	VERB
easat-7814	61	8	categorical	categorical	ADJ
easat-7814	61	9	boosting	boost	VERB
easat-7814	61	10	model	model	NOUN
easat-7814	61	11	further	far	ADV
easat-7814	61	12	exemplifies	exemplify	VERB
easat-7814	61	13	how	how	SCONJ
easat-7814	61	14	optimization	optimization	NOUN
easat-7814	61	15	techniques	technique	NOUN
easat-7814	61	16	can	can	AUX
easat-7814	61	17	fine	fine	ADJ
easat-7814	61	18	-	-	PUNCT
easat-7814	61	19	tune	tune	NOUN
easat-7814	61	20	ensemble	ensemble	ADJ
easat-7814	61	21	models	model	NOUN
easat-7814	61	22	.	.	PUNCT
easat-7814	62	1	this	this	DET
easat-7814	62	2	approach	approach	NOUN
easat-7814	62	3	uses	use	VERB
easat-7814	62	4	particle	particle	NOUN
easat-7814	62	5	swarm	swarm	NOUN
easat-7814	62	6	optimization	optimization	NOUN
easat-7814	62	7	to	to	PART
easat-7814	62	8	adjust	adjust	VERB
easat-7814	62	9	hyperparameters	hyperparameter	NOUN
easat-7814	62	10	,	,	PUNCT
easat-7814	62	11	achieving	achieve	VERB
easat-7814	62	12	a	a	DET
easat-7814	62	13	remarkable	remarkable	ADJ
easat-7814	62	14	accuracy	accuracy	NOUN
easat-7814	62	15	of	of	ADP
easat-7814	62	16	96.62	96.62	NUM
easat-7814	62	17	%	%	NOUN
easat-7814	62	18	in	in	ADP
easat-7814	62	19	predicting	predict	VERB
easat-7814	62	20	student	student	NOUN
easat-7814	62	21	grades	grade	NOUN
easat-7814	62	22	[	[	X
easat-7814	62	23	11	11	NUM
easat-7814	62	24	]	]	PUNCT
easat-7814	62	25	.	.	PUNCT
easat-7814	63	1	fine	fine	ADJ
easat-7814	63	2	-	-	PUNCT
easat-7814	63	3	tuning	tune	VERB
easat-7814	63	4	svm	svm	ADJ
easat-7814	63	5	parameters	parameter	NOUN
easat-7814	63	6	has	have	AUX
easat-7814	63	7	also	also	ADV
easat-7814	63	8	proven	prove	VERB
easat-7814	63	9	effective	effective	ADJ
easat-7814	63	10	,	,	PUNCT
easat-7814	63	11	showcasing	showcase	VERB
easat-7814	63	12	how	how	SCONJ
easat-7814	63	13	careful	careful	ADJ
easat-7814	63	14	calibration	calibration	NOUN
easat-7814	63	15	can	can	AUX
easat-7814	63	16	significantly	significantly	ADV
easat-7814	63	17	improve	improve	VERB
easat-7814	63	18	model	model	NOUN
easat-7814	63	19	precision	precision	NOUN
easat-7814	63	20	and	and	CCONJ
easat-7814	63	21	reliability	reliability	NOUN
easat-7814	63	22	[	[	X
easat-7814	63	23	12	12	NUM
easat-7814	63	24	]	]	PUNCT
easat-7814	63	25	.	.	PUNCT
easat-7814	64	1	deep	deep	ADJ
easat-7814	64	2	learning	learning	NOUN
easat-7814	64	3	approaches	approach	NOUN
easat-7814	64	4	have	have	AUX
easat-7814	64	5	transformed	transform	VERB
easat-7814	64	6	the	the	DET
easat-7814	64	7	landscape	landscape	NOUN
easat-7814	64	8	of	of	ADP
easat-7814	64	9	academic	academic	ADJ
easat-7814	64	10	performance	performance	NOUN
easat-7814	64	11	prediction	prediction	NOUN
easat-7814	64	12	,	,	PUNCT
easat-7814	64	13	leveraging	leverage	VERB
easat-7814	64	14	their	their	PRON
easat-7814	64	15	ability	ability	NOUN
easat-7814	64	16	to	to	PART
easat-7814	64	17	model	model	VERB
easat-7814	64	18	complex	complex	ADJ
easat-7814	64	19	relationships	relationship	NOUN
easat-7814	64	20	and	and	CCONJ
easat-7814	64	21	high	high	ADJ
easat-7814	64	22	-	-	PUNCT
easat-7814	64	23	dimensional	dimensional	ADJ
easat-7814	64	24	data	datum	NOUN
easat-7814	64	25	.	.	PUNCT
easat-7814	65	1	convolutional	convolutional	ADJ
easat-7814	65	2	neural	neural	ADJ
easat-7814	65	3	networks	network	NOUN
easat-7814	65	4	(	(	PUNCT
easat-7814	65	5	cnns	cnns	PROPN
easat-7814	65	6	)	)	PUNCT
easat-7814	65	7	have	have	AUX
easat-7814	65	8	effectively	effectively	ADV
easat-7814	65	9	captured	capture	VERB
easat-7814	65	10	spatial	spatial	ADJ
easat-7814	65	11	hierarchies	hierarchy	NOUN
easat-7814	65	12	within	within	ADP
easat-7814	65	13	input	input	NOUN
easat-7814	65	14	data	datum	NOUN
easat-7814	65	15	.	.	PUNCT
easat-7814	66	1	for	for	ADP
easat-7814	66	2	instance	instance	NOUN
easat-7814	66	3	,	,	PUNCT
easat-7814	66	4	cnns	cnn	NOUN
easat-7814	66	5	have	have	AUX
easat-7814	66	6	been	be	AUX
easat-7814	66	7	employed	employ	VERB
easat-7814	66	8	to	to	PART
easat-7814	66	9	analyze	analyze	VERB
easat-7814	66	10	patterns	pattern	NOUN
easat-7814	66	11	in	in	ADP
easat-7814	66	12	student	student	NOUN
easat-7814	66	13	engagement	engagement	NOUN
easat-7814	66	14	metrics	metric	NOUN
easat-7814	66	15	,	,	PUNCT
easat-7814	66	16	achieving	achieve	VERB
easat-7814	66	17	high	high	ADJ
easat-7814	66	18	levels	level	NOUN
easat-7814	66	19	of	of	ADP
easat-7814	66	20	prediction	prediction	NOUN
easat-7814	66	21	accuracy	accuracy	NOUN
easat-7814	66	22	for	for	ADP
easat-7814	66	23	academic	academic	ADJ
easat-7814	66	24	outcomes	outcome	NOUN
easat-7814	66	25	[	[	X
easat-7814	66	26	13	13	NUM
easat-7814	66	27	]	]	PUNCT
easat-7814	66	28	.	.	PUNCT
easat-7814	67	1	recurrent	recurrent	ADJ
easat-7814	67	2	neural	neural	ADJ
easat-7814	67	3	networks	network	NOUN
easat-7814	67	4	(	(	PUNCT
easat-7814	67	5	rnns	rnns	PROPN
easat-7814	67	6	)	)	PUNCT
easat-7814	67	7	,	,	PUNCT
easat-7814	67	8	designed	design	VERB
easat-7814	67	9	to	to	PART
easat-7814	67	10	handle	handle	VERB
easat-7814	67	11	sequential	sequential	ADJ
easat-7814	67	12	data	datum	NOUN
easat-7814	67	13	,	,	PUNCT
easat-7814	67	14	have	have	AUX
easat-7814	67	15	been	be	AUX
easat-7814	67	16	applied	apply	VERB
easat-7814	67	17	to	to	PART
easat-7814	67	18	capture	capture	VERB
easat-7814	67	19	temporal	temporal	ADJ
easat-7814	67	20	dependencies	dependency	NOUN
easat-7814	67	21	in	in	ADP
easat-7814	67	22	student	student	NOUN
easat-7814	67	23	learning	learning	NOUN
easat-7814	67	24	behaviors	behavior	NOUN
easat-7814	67	25	.	.	PUNCT
easat-7814	68	1	these	these	DET
easat-7814	68	2	models	model	NOUN
easat-7814	68	3	help	help	VERB
easat-7814	68	4	predict	predict	VERB
easat-7814	68	5	long	long	ADJ
easat-7814	68	6	-	-	PUNCT
easat-7814	68	7	term	term	NOUN
easat-7814	68	8	academic	academic	ADJ
easat-7814	68	9	performance	performance	NOUN
easat-7814	68	10	by	by	ADP
easat-7814	68	11	analyzing	analyze	VERB
easat-7814	68	12	time	time	NOUN
easat-7814	68	13	-	-	PUNCT
easat-7814	68	14	series	series	NOUN
easat-7814	68	15	data	datum	NOUN
easat-7814	68	16	,	,	PUNCT
easat-7814	68	17	such	such	ADJ
easat-7814	68	18	as	as	ADP
easat-7814	68	19	attendance	attendance	NOUN
easat-7814	68	20	records	record	NOUN
easat-7814	68	21	and	and	CCONJ
easat-7814	68	22	progressive	progressive	ADJ
easat-7814	68	23	assessment	assessment	NOUN
easat-7814	68	24	scores	score	NOUN
easat-7814	68	25	[	[	X
easat-7814	68	26	14	14	NUM
easat-7814	68	27	]	]	PUNCT
easat-7814	68	28	.	.	PUNCT
easat-7814	69	1	deep	deep	ADJ
easat-7814	69	2	neural	neural	ADJ
easat-7814	69	3	networks	network	NOUN
easat-7814	69	4	(	(	PUNCT
easat-7814	69	5	dnns	dnn	NOUN
easat-7814	69	6	)	)	PUNCT
easat-7814	69	7	that	that	PRON
easat-7814	69	8	incorporate	incorporate	VERB
easat-7814	69	9	advanced	advanced	ADJ
easat-7814	69	10	techniques	technique	NOUN
easat-7814	69	11	,	,	PUNCT
easat-7814	69	12	such	such	ADJ
easat-7814	69	13	as	as	ADP
easat-7814	69	14	dropout	dropout	NOUN
easat-7814	69	15	regularization	regularization	NOUN
easat-7814	69	16	,	,	PUNCT
easat-7814	69	17	have	have	AUX
easat-7814	69	18	been	be	AUX
easat-7814	69	19	shown	show	VERB
easat-7814	69	20	to	to	PART
easat-7814	69	21	reduce	reduce	VERB
easat-7814	69	22	overfitting	overfitting	NOUN
easat-7814	69	23	in	in	ADP
easat-7814	69	24	academic	academic	ADJ
easat-7814	69	25	datasets	dataset	NOUN
easat-7814	69	26	.	.	PUNCT
easat-7814	70	1	by	by	ADP
easat-7814	70	2	leveraging	leverage	VERB
easat-7814	70	3	dropout	dropout	NOUN
easat-7814	70	4	,	,	PUNCT
easat-7814	70	5	dnn	dnn	PROPN
easat-7814	70	6	models	model	NOUN
easat-7814	70	7	have	have	AUX
easat-7814	70	8	achieved	achieve	VERB
easat-7814	70	9	up	up	ADP
easat-7814	70	10	to	to	ADP
easat-7814	70	11	89.36	89.36	NUM
easat-7814	70	12	%	%	NOUN
easat-7814	70	13	accuracy	accuracy	NOUN
easat-7814	70	14	in	in	ADP
easat-7814	70	15	predicting	predict	VERB
easat-7814	70	16	student	student	NOUN
easat-7814	70	17	success	success	NOUN
easat-7814	70	18	in	in	ADP
easat-7814	70	19	mathematics	mathematic	NOUN
easat-7814	70	20	,	,	PUNCT
easat-7814	70	21	emphasizing	emphasize	VERB
easat-7814	70	22	the	the	DET
easat-7814	70	23	effectiveness	effectiveness	NOUN
easat-7814	70	24	of	of	ADP
easat-7814	70	25	advanced	advanced	ADJ
easat-7814	70	26	deep	deep	ADJ
easat-7814	70	27	learning	learning	NOUN
easat-7814	70	28	techniques	technique	NOUN
easat-7814	70	29	in	in	ADP
easat-7814	70	30	handling	handle	VERB
easat-7814	70	31	structured	structure	VERB
easat-7814	70	32	educational	educational	ADJ
easat-7814	70	33	data	datum	NOUN
easat-7814	70	34	[	[	X
easat-7814	70	35	15	15	NUM
easat-7814	70	36	]	]	PUNCT
easat-7814	70	37	.	.	PUNCT
easat-7814	71	1	hybrid	hybrid	NOUN
easat-7814	71	2	models	model	NOUN
easat-7814	71	3	combining	combine	VERB
easat-7814	71	4	cnns	cnn	NOUN
easat-7814	71	5	and	and	CCONJ
easat-7814	71	6	rnns	rnn	NOUN
easat-7814	71	7	have	have	AUX
easat-7814	71	8	further	far	ADV
easat-7814	71	9	improved	improve	VERB
easat-7814	71	10	predictive	predictive	ADJ
easat-7814	71	11	capabilities	capability	NOUN
easat-7814	71	12	by	by	ADP
easat-7814	71	13	integrating	integrate	VERB
easat-7814	71	14	spatial	spatial	ADJ
easat-7814	71	15	and	and	CCONJ
easat-7814	71	16	temporal	temporal	ADJ
easat-7814	71	17	patterns	pattern	NOUN
easat-7814	71	18	.	.	PUNCT
easat-7814	72	1	such	such	ADJ
easat-7814	72	2	models	model	NOUN
easat-7814	72	3	have	have	AUX
easat-7814	72	4	been	be	AUX
easat-7814	72	5	deployed	deploy	VERB
easat-7814	72	6	to	to	PART
easat-7814	72	7	analyze	analyze	VERB
easat-7814	72	8	complex	complex	ADJ
easat-7814	72	9	educational	educational	ADJ
easat-7814	72	10	datasets	dataset	NOUN
easat-7814	72	11	,	,	PUNCT
easat-7814	72	12	demonstrating	demonstrate	VERB
easat-7814	72	13	their	their	PRON
easat-7814	72	14	robustness	robustness	NOUN
easat-7814	72	15	and	and	CCONJ
easat-7814	72	16	scalability	scalability	NOUN
easat-7814	72	17	in	in	ADP
easat-7814	72	18	predicting	predict	VERB
easat-7814	72	19	student	student	NOUN
easat-7814	72	20	performance	performance	NOUN
easat-7814	72	21	[	[	X
easat-7814	72	22	16	16	NUM
easat-7814	72	23	]	]	PUNCT
easat-7814	72	24	.	.	PUNCT
easat-7814	73	1	despite	despite	SCONJ
easat-7814	73	2	these	these	DET
easat-7814	73	3	advancements	advancement	NOUN
easat-7814	73	4	,	,	PUNCT
easat-7814	73	5	deep	deep	ADJ
easat-7814	73	6	learning	learning	NOUN
easat-7814	73	7	methods	method	NOUN
easat-7814	73	8	face	face	VERB
easat-7814	73	9	challenges	challenge	NOUN
easat-7814	73	10	,	,	PUNCT
easat-7814	73	11	including	include	VERB
easat-7814	73	12	the	the	DET
easat-7814	73	13	need	need	NOUN
easat-7814	73	14	for	for	ADP
easat-7814	73	15	large	large	ADJ
easat-7814	73	16	datasets	dataset	NOUN
easat-7814	73	17	and	and	CCONJ
easat-7814	73	18	extensive	extensive	ADJ
easat-7814	73	19	computational	computational	ADJ
easat-7814	73	20	resources	resource	NOUN
easat-7814	73	21	.	.	PUNCT
easat-7814	74	1	overfitting	overfitte	VERB
easat-7814	74	2	remains	remain	VERB
easat-7814	74	3	a	a	DET
easat-7814	74	4	concern	concern	NOUN
easat-7814	74	5	,	,	PUNCT
easat-7814	74	6	mainly	mainly	ADV
easat-7814	74	7	when	when	SCONJ
easat-7814	74	8	dataset	dataset	ADJ
easat-7814	74	9	size	size	NOUN
easat-7814	74	10	is	be	AUX
easat-7814	74	11	limited	limited	ADJ
easat-7814	74	12	.	.	PUNCT
easat-7814	75	1	recent	recent	ADJ
easat-7814	75	2	efforts	effort	NOUN
easat-7814	75	3	have	have	AUX
easat-7814	75	4	focused	focus	VERB
easat-7814	75	5	on	on	ADP
easat-7814	75	6	augmenting	augment	VERB
easat-7814	75	7	data	datum	NOUN
easat-7814	75	8	through	through	ADP
easat-7814	75	9	synthetic	synthetic	ADJ
easat-7814	75	10	generation	generation	NOUN
easat-7814	75	11	and	and	CCONJ
easat-7814	75	12	transfer	transfer	NOUN
easat-7814	75	13	learning	learning	NOUN
easat-7814	75	14	,	,	PUNCT
easat-7814	75	15	addressing	address	VERB
easat-7814	75	16	these	these	DET
easat-7814	75	17	limitations	limitation	NOUN
easat-7814	75	18	effectively	effectively	ADV
easat-7814	75	19	[	[	X
easat-7814	75	20	17	17	NUM
easat-7814	75	21	]	]	PUNCT
easat-7814	75	22	.	.	PUNCT
easat-7814	76	1	studies	study	NOUN
easat-7814	76	2	have	have	AUX
easat-7814	76	3	also	also	ADV
easat-7814	76	4	highlighted	highlight	VERB
easat-7814	76	5	the	the	DET
easat-7814	76	6	adaptability	adaptability	NOUN
easat-7814	76	7	of	of	ADP
easat-7814	76	8	linear	linear	ADJ
easat-7814	76	9	regression	regression	NOUN
easat-7814	76	10	combined	combine	VERB
easat-7814	76	11	with	with	ADP
easat-7814	76	12	feature	feature	NOUN
easat-7814	76	13	optimization	optimization	NOUN
easat-7814	76	14	techniques	technique	NOUN
easat-7814	76	15	,	,	PUNCT
easat-7814	76	16	showing	show	VERB
easat-7814	76	17	its	its	PRON
easat-7814	76	18	relevance	relevance	NOUN
easat-7814	76	19	as	as	ADP
easat-7814	76	20	a	a	DET
easat-7814	76	21	complement	complement	NOUN
easat-7814	76	22	to	to	ADP
easat-7814	76	23	deep	deep	ADJ
easat-7814	76	24	learning	learning	NOUN
easat-7814	76	25	in	in	ADP
easat-7814	76	26	less	less	ADJ
easat-7814	76	27	complex	complex	ADJ
easat-7814	76	28	datasets	dataset	NOUN
easat-7814	76	29	[	[	X
easat-7814	76	30	18	18	NUM
easat-7814	76	31	]	]	PUNCT
easat-7814	76	32	.	.	PUNCT
easat-7814	77	1	cloud	cloud	PROPN
easat-7814	77	2	computing	computing	NOUN
easat-7814	77	3	has	have	AUX
easat-7814	77	4	revolutionized	revolutionize	VERB
easat-7814	77	5	educational	educational	ADJ
easat-7814	77	6	data	datum	NOUN
easat-7814	77	7	analysis	analysis	NOUN
easat-7814	77	8	,	,	PUNCT
easat-7814	77	9	providing	provide	VERB
easat-7814	77	10	scalable	scalable	ADJ
easat-7814	77	11	and	and	CCONJ
easat-7814	77	12	efficient	efficient	ADJ
easat-7814	77	13	solutions	solution	NOUN
easat-7814	77	14	for	for	ADP
easat-7814	77	15	processing	process	VERB
easat-7814	77	16	large	large	ADJ
easat-7814	77	17	datasets	dataset	NOUN
easat-7814	77	18	.	.	PUNCT
easat-7814	78	1	streamlit	streamlit	NOUN
easat-7814	78	2	applications	application	NOUN
easat-7814	78	3	have	have	AUX
easat-7814	78	4	been	be	AUX
easat-7814	78	5	employed	employ	VERB
easat-7814	78	6	to	to	PART
easat-7814	78	7	deploy	deploy	VERB
easat-7814	78	8	machine	machine	NOUN
easat-7814	78	9	learning	learning	NOUN
easat-7814	78	10	models	model	NOUN
easat-7814	78	11	for	for	ADP
easat-7814	78	12	real	real	ADJ
easat-7814	78	13	-	-	PUNCT
easat-7814	78	14	time	time	NOUN
easat-7814	78	15	academic	academic	ADJ
easat-7814	78	16	performance	performance	NOUN
easat-7814	78	17	prediction	prediction	NOUN
easat-7814	78	18	,	,	PUNCT
easat-7814	78	19	achieving	achieve	VERB
easat-7814	78	20	notable	notable	ADJ
easat-7814	78	21	improvements	improvement	NOUN
easat-7814	78	22	such	such	ADJ
easat-7814	78	23	as	as	ADP
easat-7814	78	24	73.20	73.20	NUM
easat-7814	78	25	%	%	NOUN
easat-7814	78	26	test	test	NOUN
easat-7814	78	27	accuracy	accuracy	NOUN
easat-7814	78	28	using	use	VERB
easat-7814	78	29	random	random	ADJ
easat-7814	78	30	forest	forest	NOUN
easat-7814	78	31	models	model	NOUN
easat-7814	78	32	[	[	X
easat-7814	78	33	17	17	NUM
easat-7814	78	34	]	]	SYM
easat-7814	78	35	.	.	PUNCT
easat-7814	79	1	hadoop	hadoop	NOUN
easat-7814	79	2	distributed	distribute	VERB
easat-7814	79	3	file	file	NOUN
easat-7814	79	4	systems	system	NOUN
easat-7814	79	5	(	(	PUNCT
easat-7814	79	6	hdfs	hdfs	PROPN
easat-7814	79	7	)	)	PUNCT
easat-7814	79	8	and	and	CCONJ
easat-7814	79	9	mapreduce	mapreduce	NOUN
easat-7814	79	10	frameworks	framework	NOUN
easat-7814	79	11	have	have	AUX
easat-7814	79	12	demonstrated	demonstrate	VERB
easat-7814	79	13	significant	significant	ADJ
easat-7814	79	14	advantages	advantage	NOUN
easat-7814	79	15	in	in	ADP
easat-7814	79	16	handling	handle	VERB
easat-7814	79	17	distributed	distribute	VERB
easat-7814	79	18	educational	educational	ADJ
easat-7814	79	19	datasets	dataset	NOUN
easat-7814	79	20	.	.	PUNCT
easat-7814	80	1	these	these	DET
easat-7814	80	2	technologies	technology	NOUN
easat-7814	80	3	enhance	enhance	VERB
easat-7814	80	4	computational	computational	ADJ
easat-7814	80	5	efficiency	efficiency	NOUN
easat-7814	80	6	and	and	CCONJ
easat-7814	80	7	have	have	AUX
easat-7814	80	8	improved	improve	VERB
easat-7814	80	9	recognition	recognition	NOUN
easat-7814	80	10	rates	rate	NOUN
easat-7814	80	11	,	,	PUNCT
easat-7814	80	12	such	such	ADJ
easat-7814	80	13	as	as	ADP
easat-7814	80	14	87.32	87.32	NUM
easat-7814	80	15	%	%	NOUN
easat-7814	80	16	using	use	VERB
easat-7814	80	17	support	support	NOUN
easat-7814	80	18	vector	vector	NOUN
easat-7814	80	19	machines	machine	NOUN
easat-7814	80	20	for	for	ADP
easat-7814	80	21	academic	academic	ADJ
easat-7814	80	22	prediction	prediction	NOUN
easat-7814	80	23	tasks	task	NOUN
easat-7814	80	24	[	[	X
easat-7814	80	25	19	19	NUM
easat-7814	80	26	]	]	PUNCT
easat-7814	80	27	.	.	PUNCT
easat-7814	81	1	virtual	virtual	ADJ
easat-7814	81	2	learning	learning	NOUN
easat-7814	81	3	environments	environment	NOUN
easat-7814	81	4	benefit	benefit	VERB
easat-7814	81	5	significantly	significantly	ADV
easat-7814	81	6	from	from	ADP
easat-7814	81	7	cloud	cloud	NOUN
easat-7814	81	8	-	-	PUNCT
easat-7814	81	9	integrated	integrate	VERB
easat-7814	81	10	solutions	solution	NOUN
easat-7814	81	11	.	.	PUNCT
easat-7814	82	1	for	for	ADP
easat-7814	82	2	instance	instance	NOUN
easat-7814	82	3	,	,	PUNCT
easat-7814	82	4	deploying	deploy	VERB
easat-7814	82	5	gradient	gradient	NOUN
easat-7814	82	6	boosting	boost	VERB
easat-7814	82	7	algorithms	algorithm	NOUN
easat-7814	82	8	in	in	ADP
easat-7814	82	9	these	these	DET
easat-7814	82	10	settings	setting	NOUN
easat-7814	82	11	has	have	AUX
easat-7814	82	12	resulted	result	VERB
easat-7814	82	13	in	in	ADP
easat-7814	82	14	remarkable	remarkable	ADJ
easat-7814	82	15	performance	performance	NOUN
easat-7814	82	16	,	,	PUNCT
easat-7814	82	17	with	with	ADP
easat-7814	82	18	a	a	DET
easat-7814	82	19	maximum	maximum	ADJ
easat-7814	82	20	accuracy	accuracy	NOUN
easat-7814	82	21	of	of	ADP
easat-7814	82	22	97.5	97.5	NUM
easat-7814	82	23	%	%	NOUN
easat-7814	82	24	for	for	ADP
easat-7814	82	25	predicting	predict	VERB
easat-7814	82	26	student	student	NOUN
easat-7814	82	27	success	success	NOUN
easat-7814	82	28	[	[	X
easat-7814	82	29	20	20	NUM
easat-7814	82	30	]	]	PUNCT
easat-7814	82	31	.	.	PUNCT
easat-7814	83	1	emerging	emerge	VERB
easat-7814	83	2	trends	trend	NOUN
easat-7814	83	3	in	in	ADP
easat-7814	83	4	cloud	cloud	NOUN
easat-7814	83	5	-	-	PUNCT
easat-7814	83	6	integrated	integrate	VERB
easat-7814	83	7	machine	machine	NOUN
easat-7814	83	8	learning	learning	NOUN
easat-7814	83	9	include	include	VERB
easat-7814	83	10	serverless	serverless	NOUN
easat-7814	83	11	architectures	architecture	NOUN
easat-7814	83	12	and	and	CCONJ
easat-7814	83	13	cloud	cloud	ADJ
easat-7814	83	14	-	-	PUNCT
easat-7814	83	15	native	native	ADJ
easat-7814	83	16	frameworks	framework	NOUN
easat-7814	83	17	.	.	PUNCT
easat-7814	84	1	these	these	DET
easat-7814	84	2	technologies	technology	NOUN
easat-7814	84	3	allow	allow	VERB
easat-7814	84	4	educators	educator	NOUN
easat-7814	84	5	to	to	PART
easat-7814	84	6	leverage	leverage	VERB
easat-7814	84	7	computational	computational	ADJ
easat-7814	84	8	resources	resource	NOUN
easat-7814	84	9	dynamically	dynamically	ADV
easat-7814	84	10	,	,	PUNCT
easat-7814	84	11	eliminating	eliminate	VERB
easat-7814	84	12	the	the	DET
easat-7814	84	13	need	need	NOUN
easat-7814	84	14	for	for	ADP
easat-7814	84	15	dedicated	dedicated	ADJ
easat-7814	84	16	infrastructure	infrastructure	NOUN
easat-7814	84	17	.	.	PUNCT
easat-7814	85	1	by	by	ADP
easat-7814	85	2	automating	automate	VERB
easat-7814	85	3	resource	resource	NOUN
easat-7814	85	4	management	management	NOUN
easat-7814	85	5	,	,	PUNCT
easat-7814	85	6	they	they	PRON
easat-7814	85	7	reduce	reduce	VERB
easat-7814	85	8	costs	cost	NOUN
easat-7814	85	9	while	while	SCONJ
easat-7814	85	10	maintaining	maintain	VERB
easat-7814	85	11	high	high	ADJ
easat-7814	85	12	processing	processing	NOUN
easat-7814	85	13	capabilities	capability	NOUN
easat-7814	85	14	[	[	X
easat-7814	85	15	21	21	NUM
easat-7814	85	16	]	]	PUNCT
easat-7814	85	17	.	.	PUNCT
easat-7814	86	1	platforms	platform	NOUN
easat-7814	86	2	like	like	ADP
easat-7814	86	3	microsoft	microsoft	PROPN
easat-7814	86	4	azure	azure	PROPN
easat-7814	86	5	and	and	CCONJ
easat-7814	86	6	google	google	PROPN
easat-7814	86	7	cloud	cloud	PROPN
easat-7814	86	8	provide	provide	VERB
easat-7814	86	9	pre	pre	ADJ
easat-7814	86	10	-	-	ADJ
easat-7814	86	11	built	build	VERB
easat-7814	86	12	tools	tool	NOUN
easat-7814	86	13	to	to	PART
easat-7814	86	14	develop	develop	VERB
easat-7814	86	15	and	and	CCONJ
easat-7814	86	16	deploy	deploy	VERB
easat-7814	86	17	machine	machine	NOUN
easat-7814	86	18	learning	learning	NOUN
easat-7814	86	19	models	model	NOUN
easat-7814	86	20	in	in	ADP
easat-7814	86	21	educational	educational	ADJ
easat-7814	86	22	settings	setting	NOUN
easat-7814	86	23	.	.	PUNCT
easat-7814	87	1	these	these	DET
easat-7814	87	2	platforms	platform	NOUN
easat-7814	87	3	enhance	enhance	VERB
easat-7814	87	4	scalability	scalability	NOUN
easat-7814	87	5	and	and	CCONJ
easat-7814	87	6	accessibility	accessibility	NOUN
easat-7814	87	7	,	,	PUNCT
easat-7814	87	8	enabling	enable	VERB
easat-7814	87	9	institutions	institution	NOUN
easat-7814	87	10	to	to	PART
easat-7814	87	11	perform	perform	VERB
easat-7814	87	12	real	real	ADJ
easat-7814	87	13	-	-	PUNCT
easat-7814	87	14	time	time	NOUN
easat-7814	87	15	predictive	predictive	ADJ
easat-7814	87	16	analytics	analytic	NOUN
easat-7814	87	17	supporting	support	VERB
easat-7814	87	18	data	data	NOUN
easat-7814	87	19	-	-	PUNCT
easat-7814	87	20	driven	drive	VERB
easat-7814	87	21	decision	decision	NOUN
easat-7814	87	22	-	-	PUNCT
easat-7814	87	23	making	making	NOUN
easat-7814	87	24	[	[	X
easat-7814	87	25	22	22	NUM
easat-7814	87	26	]	]	PUNCT
easat-7814	87	27	.	.	PUNCT
easat-7814	88	1	data	datum	NOUN
easat-7814	88	2	security	security	NOUN
easat-7814	88	3	and	and	CCONJ
easat-7814	88	4	privacy	privacy	NOUN
easat-7814	88	5	remain	remain	VERB
easat-7814	88	6	critical	critical	ADJ
easat-7814	88	7	concerns	concern	NOUN
easat-7814	88	8	in	in	ADP
easat-7814	88	9	cloud	cloud	NOUN
easat-7814	88	10	-	-	PUNCT
easat-7814	88	11	based	base	VERB
easat-7814	88	12	educational	educational	ADJ
easat-7814	88	13	systems	system	NOUN
easat-7814	88	14	.	.	PUNCT
easat-7814	89	1	research	research	NOUN
easat-7814	89	2	emphasizes	emphasize	VERB
easat-7814	89	3	the	the	DET
easat-7814	89	4	need	need	NOUN
easat-7814	89	5	for	for	ADP
easat-7814	89	6	robust	robust	ADJ
easat-7814	89	7	encryption	encryption	NOUN
easat-7814	89	8	and	and	CCONJ
easat-7814	89	9	access	access	NOUN
easat-7814	89	10	control	control	NOUN
easat-7814	89	11	mechanisms	mechanism	NOUN
easat-7814	89	12	to	to	PART
easat-7814	89	13	protect	protect	VERB
easat-7814	89	14	sensitive	sensitive	ADJ
easat-7814	89	15	student	student	NOUN
easat-7814	89	16	data	datum	NOUN
easat-7814	89	17	while	while	SCONJ
easat-7814	89	18	ensuring	ensure	VERB
easat-7814	89	19	compliance	compliance	NOUN
easat-7814	89	20	with	with	ADP
easat-7814	89	21	regulatory	regulatory	ADJ
easat-7814	89	22	standards	standard	NOUN
easat-7814	89	23	such	such	ADJ
easat-7814	89	24	as	as	ADP
easat-7814	89	25	gdpr	gdpr	NOUN
easat-7814	89	26	[	[	X
easat-7814	89	27	23	23	NUM
easat-7814	89	28	]	]	PUNCT
easat-7814	89	29	.	.	PUNCT
easat-7814	90	1	hybrid	hybrid	ADJ
easat-7814	90	2	cloud	cloud	NOUN
easat-7814	90	3	systems	system	NOUN
easat-7814	90	4	offer	offer	VERB
easat-7814	90	5	a	a	DET
easat-7814	90	6	promising	promising	ADJ
easat-7814	90	7	solution	solution	NOUN
easat-7814	90	8	for	for	ADP
easat-7814	90	9	balancing	balance	VERB
easat-7814	90	10	data	datum	NOUN
easat-7814	90	11	accessibility	accessibility	NOUN
easat-7814	90	12	with	with	ADP
easat-7814	90	13	security	security	NOUN
easat-7814	90	14	.	.	PUNCT
easat-7814	91	1	these	these	DET
easat-7814	91	2	systems	system	NOUN
easat-7814	91	3	allow	allow	VERB
easat-7814	91	4	institutions	institution	NOUN
easat-7814	91	5	to	to	PART
easat-7814	91	6	store	store	VERB
easat-7814	91	7	sensitive	sensitive	ADJ
easat-7814	91	8	data	datum	NOUN
easat-7814	91	9	in	in	ADP
easat-7814	91	10	private	private	ADJ
easat-7814	91	11	clouds	cloud	NOUN
easat-7814	91	12	while	while	SCONJ
easat-7814	91	13	using	use	VERB
easat-7814	91	14	public	public	ADJ
easat-7814	91	15	clouds	cloud	NOUN
easat-7814	91	16	for	for	ADP
easat-7814	91	17	computational	computational	ADJ
easat-7814	91	18	tasks	task	NOUN
easat-7814	91	19	,	,	PUNCT
easat-7814	91	20	optimizing	optimize	VERB
easat-7814	91	21	performance	performance	NOUN
easat-7814	91	22	and	and	CCONJ
easat-7814	91	23	privacy	privacy	NOUN
easat-7814	91	24	[	[	X
easat-7814	91	25	24	24	NUM
easat-7814	91	26	]	]	PUNCT
easat-7814	91	27	.	.	PUNCT
easat-7814	92	1	373	373	NUM
easat-7814	92	2	edelweiss	edelweiss	PROPN
easat-7814	92	3	applied	apply	VERB
easat-7814	92	4	science	science	NOUN
easat-7814	92	5	and	and	CCONJ
easat-7814	92	6	technology	technology	NOUN
easat-7814	92	7	issn	issn	PROPN
easat-7814	92	8	:	:	PUNCT
easat-7814	92	9	2576	2576	NUM
easat-7814	92	10	-	-	SYM
easat-7814	92	11	8484	8484	NUM
easat-7814	92	12	vol	vol	NOUN
easat-7814	92	13	.	.	PROPN
easat-7814	93	1	9	9	NUM
easat-7814	93	2	,	,	PUNCT
easat-7814	93	3	no	no	INTJ
easat-7814	93	4	.	.	NOUN
easat-7814	94	1	6	6	NUM
easat-7814	94	2	:	:	SYM
easat-7814	94	3	370	370	NUM
easat-7814	94	4	-	-	SYM
easat-7814	94	5	395	395	NUM
easat-7814	94	6	,	,	PUNCT
easat-7814	94	7	2025	2025	NUM
easat-7814	94	8	doi	doi	NOUN
easat-7814	94	9	:	:	PUNCT
easat-7814	94	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	94	11	©	©	PROPN
easat-7814	94	12	2025	2025	NUM
easat-7814	94	13	by	by	ADP
easat-7814	94	14	the	the	DET
easat-7814	94	15	authors	author	NOUN
easat-7814	94	16	;	;	PUNCT
easat-7814	94	17	licensee	licensee	PROPN
easat-7814	94	18	learning	learning	NOUN
easat-7814	94	19	gate	gate	NOUN
easat-7814	94	20	additionally	additionally	ADV
easat-7814	94	21	,	,	PUNCT
easat-7814	94	22	integrating	integrate	VERB
easat-7814	94	23	cloud	cloud	NOUN
easat-7814	94	24	computing	computing	NOUN
easat-7814	94	25	with	with	ADP
easat-7814	94	26	automated	automate	VERB
easat-7814	94	27	machine	machine	NOUN
easat-7814	94	28	learning	learning	NOUN
easat-7814	94	29	(	(	PUNCT
easat-7814	94	30	automl	automl	NOUN
easat-7814	94	31	)	)	PUNCT
easat-7814	94	32	enhances	enhance	VERB
easat-7814	94	33	the	the	DET
easat-7814	94	34	efficiency	efficiency	NOUN
easat-7814	94	35	of	of	ADP
easat-7814	94	36	predictive	predictive	ADJ
easat-7814	94	37	modeling	modeling	NOUN
easat-7814	94	38	.	.	PUNCT
easat-7814	95	1	automl	automl	NOUN
easat-7814	95	2	frameworks	framework	NOUN
easat-7814	95	3	deployed	deploy	VERB
easat-7814	95	4	on	on	ADP
easat-7814	95	5	cloud	cloud	NOUN
easat-7814	95	6	platforms	platform	NOUN
easat-7814	95	7	automate	automate	ADJ
easat-7814	95	8	complex	complex	ADJ
easat-7814	95	9	tasks	task	NOUN
easat-7814	95	10	like	like	ADP
easat-7814	95	11	hyperparameter	hyperparameter	NOUN
easat-7814	95	12	tuning	tuning	NOUN
easat-7814	95	13	and	and	CCONJ
easat-7814	95	14	feature	feature	NOUN
easat-7814	95	15	selection	selection	NOUN
easat-7814	95	16	,	,	PUNCT
easat-7814	95	17	achieving	achieve	VERB
easat-7814	95	18	higher	high	ADJ
easat-7814	95	19	accuracy	accuracy	NOUN
easat-7814	95	20	with	with	ADP
easat-7814	95	21	reduced	reduced	ADJ
easat-7814	95	22	manual	manual	ADJ
easat-7814	95	23	intervention	intervention	NOUN
easat-7814	95	24	[	[	X
easat-7814	95	25	25	25	NUM
easat-7814	95	26	]	]	PUNCT
easat-7814	95	27	.	.	PUNCT
easat-7814	96	1	edge	edge	NOUN
easat-7814	96	2	computing	computing	NOUN
easat-7814	96	3	complements	complement	NOUN
easat-7814	96	4	cloud	cloud	NOUN
easat-7814	96	5	-	-	PUNCT
easat-7814	96	6	based	base	VERB
easat-7814	96	7	systems	system	NOUN
easat-7814	96	8	by	by	ADP
easat-7814	96	9	processing	process	VERB
easat-7814	96	10	data	datum	NOUN
easat-7814	96	11	locally	locally	ADV
easat-7814	96	12	on	on	ADP
easat-7814	96	13	edge	edge	NOUN
easat-7814	96	14	devices	device	NOUN
easat-7814	96	15	.	.	PUNCT
easat-7814	97	1	this	this	DET
easat-7814	97	2	approach	approach	NOUN
easat-7814	97	3	reduces	reduce	VERB
easat-7814	97	4	latency	latency	NOUN
easat-7814	97	5	,	,	PUNCT
easat-7814	97	6	enabling	enable	VERB
easat-7814	97	7	real	real	ADJ
easat-7814	97	8	-	-	PUNCT
easat-7814	97	9	time	time	NOUN
easat-7814	97	10	decision	decision	NOUN
easat-7814	97	11	-	-	PUNCT
easat-7814	97	12	making	making	NOUN
easat-7814	97	13	in	in	ADP
easat-7814	97	14	classroom	classroom	NOUN
easat-7814	97	15	environments	environment	NOUN
easat-7814	97	16	.	.	PUNCT
easat-7814	98	1	the	the	DET
easat-7814	98	2	synergy	synergy	NOUN
easat-7814	98	3	between	between	ADP
easat-7814	98	4	edge	edge	NOUN
easat-7814	98	5	computing	computing	NOUN
easat-7814	98	6	and	and	CCONJ
easat-7814	98	7	cloud	cloud	NOUN
easat-7814	98	8	technologies	technology	NOUN
easat-7814	98	9	further	far	ADV
easat-7814	98	10	optimizes	optimize	VERB
easat-7814	98	11	resource	resource	NOUN
easat-7814	98	12	utilization	utilization	NOUN
easat-7814	98	13	and	and	CCONJ
easat-7814	98	14	enhances	enhance	VERB
easat-7814	98	15	the	the	DET
easat-7814	98	16	responsiveness	responsiveness	NOUN
easat-7814	98	17	of	of	ADP
easat-7814	98	18	educational	educational	ADJ
easat-7814	98	19	systems	system	NOUN
easat-7814	98	20	[	[	X
easat-7814	98	21	26	26	NUM
easat-7814	98	22	]	]	PUNCT
easat-7814	98	23	.	.	PUNCT
easat-7814	99	1	as	as	SCONJ
easat-7814	99	2	the	the	DET
easat-7814	99	3	adoption	adoption	NOUN
easat-7814	99	4	of	of	ADP
easat-7814	99	5	cloud	cloud	NOUN
easat-7814	99	6	technologies	technology	NOUN
easat-7814	99	7	in	in	ADP
easat-7814	99	8	education	education	NOUN
easat-7814	99	9	expands	expand	VERB
easat-7814	99	10	,	,	PUNCT
easat-7814	99	11	their	their	PRON
easat-7814	99	12	potential	potential	NOUN
easat-7814	99	13	to	to	PART
easat-7814	99	14	transform	transform	VERB
easat-7814	99	15	academic	academic	ADJ
easat-7814	99	16	performance	performance	NOUN
easat-7814	99	17	prediction	prediction	NOUN
easat-7814	99	18	grows	grow	VERB
easat-7814	99	19	.	.	PUNCT
easat-7814	100	1	by	by	ADP
easat-7814	100	2	combining	combine	VERB
easat-7814	100	3	cloud	cloud	NOUN
easat-7814	100	4	-	-	PUNCT
easat-7814	100	5	based	base	VERB
easat-7814	100	6	solutions	solution	NOUN
easat-7814	100	7	with	with	ADP
easat-7814	100	8	advanced	advanced	ADJ
easat-7814	100	9	machine	machine	NOUN
easat-7814	100	10	learning	learning	NOUN
easat-7814	100	11	models	model	NOUN
easat-7814	100	12	,	,	PUNCT
easat-7814	100	13	educational	educational	ADJ
easat-7814	100	14	institutions	institution	NOUN
easat-7814	100	15	can	can	AUX
easat-7814	100	16	deliver	deliver	VERB
easat-7814	100	17	personalized	personalized	ADJ
easat-7814	100	18	and	and	CCONJ
easat-7814	100	19	compelling	compelling	ADJ
easat-7814	100	20	learning	learning	NOUN
easat-7814	100	21	experiences	experience	NOUN
easat-7814	100	22	.	.	PUNCT
easat-7814	101	1	one	one	NUM
easat-7814	101	2	study	study	NOUN
easat-7814	101	3	demonstrated	demonstrate	VERB
easat-7814	101	4	the	the	DET
easat-7814	101	5	power	power	NOUN
easat-7814	101	6	of	of	ADP
easat-7814	101	7	automl	automl	NOUN
easat-7814	101	8	by	by	ADP
easat-7814	101	9	achieving	achieve	VERB
easat-7814	101	10	over	over	ADP
easat-7814	101	11	90	90	NUM
easat-7814	101	12	%	%	NOUN
easat-7814	101	13	accuracy	accuracy	NOUN
easat-7814	101	14	in	in	ADP
easat-7814	101	15	predicting	predict	VERB
easat-7814	101	16	student	student	NOUN
easat-7814	101	17	academic	academic	ADJ
easat-7814	101	18	success	success	NOUN
easat-7814	101	19	.	.	PUNCT
easat-7814	102	1	the	the	DET
easat-7814	102	2	approach	approach	NOUN
easat-7814	102	3	involved	involve	VERB
easat-7814	102	4	ensemble	ensemble	ADJ
easat-7814	102	5	models	model	NOUN
easat-7814	102	6	that	that	PRON
easat-7814	102	7	combined	combine	VERB
easat-7814	102	8	multiple	multiple	ADJ
easat-7814	102	9	machine	machine	NOUN
easat-7814	102	10	learning	learn	VERB
easat-7814	102	11	algorithms	algorithm	NOUN
easat-7814	102	12	to	to	PART
easat-7814	102	13	provide	provide	VERB
easat-7814	102	14	robust	robust	ADJ
easat-7814	102	15	and	and	CCONJ
easat-7814	102	16	reliable	reliable	ADJ
easat-7814	102	17	predictions	prediction	NOUN
easat-7814	102	18	.	.	PUNCT
easat-7814	103	1	automl	automl	NOUN
easat-7814	103	2	frameworks	framework	NOUN
easat-7814	103	3	,	,	PUNCT
easat-7814	103	4	such	such	ADJ
easat-7814	103	5	as	as	ADP
easat-7814	103	6	google	google	PROPN
easat-7814	103	7	automl	automl	NOUN
easat-7814	103	8	and	and	CCONJ
easat-7814	103	9	h2o.ai	h2o.ai	NOUN
easat-7814	103	10	,	,	PUNCT
easat-7814	103	11	enable	enable	VERB
easat-7814	103	12	users	user	NOUN
easat-7814	103	13	to	to	PART
easat-7814	103	14	focus	focus	VERB
easat-7814	103	15	on	on	ADP
easat-7814	103	16	problem	problem	NOUN
easat-7814	103	17	-	-	PUNCT
easat-7814	103	18	solving	solve	VERB
easat-7814	103	19	rather	rather	ADV
easat-7814	103	20	than	than	ADP
easat-7814	103	21	the	the	DET
easat-7814	103	22	intricate	intricate	ADJ
easat-7814	103	23	technicalities	technicality	NOUN
easat-7814	103	24	of	of	ADP
easat-7814	103	25	machine	machine	NOUN
easat-7814	103	26	learning	learn	VERB
easat-7814	103	27	pipelines	pipeline	NOUN
easat-7814	104	1	[	[	X
easat-7814	104	2	20	20	NUM
easat-7814	104	3	]	]	PUNCT
easat-7814	104	4	.	.	PUNCT
easat-7814	105	1	moreover	moreover	ADV
easat-7814	105	2	,	,	PUNCT
easat-7814	105	3	automl	automl	PROPN
easat-7814	105	4	has	have	AUX
easat-7814	105	5	been	be	AUX
easat-7814	105	6	shown	show	VERB
easat-7814	105	7	to	to	PART
easat-7814	105	8	outperform	outperform	VERB
easat-7814	105	9	traditional	traditional	ADJ
easat-7814	105	10	approaches	approach	NOUN
easat-7814	105	11	in	in	ADP
easat-7814	105	12	virtual	virtual	ADJ
easat-7814	105	13	learning	learning	NOUN
easat-7814	105	14	settings	setting	NOUN
easat-7814	105	15	.	.	PUNCT
easat-7814	106	1	by	by	ADP
easat-7814	106	2	leveraging	leverage	VERB
easat-7814	106	3	large	large	ADJ
easat-7814	106	4	-	-	PUNCT
easat-7814	106	5	scale	scale	NOUN
easat-7814	106	6	data	datum	NOUN
easat-7814	106	7	,	,	PUNCT
easat-7814	106	8	these	these	DET
easat-7814	106	9	frameworks	framework	NOUN
easat-7814	106	10	can	can	AUX
easat-7814	106	11	optimize	optimize	VERB
easat-7814	106	12	model	model	NOUN
easat-7814	106	13	configurations	configuration	NOUN
easat-7814	106	14	dynamically	dynamically	ADV
easat-7814	106	15	,	,	PUNCT
easat-7814	106	16	ensuring	ensure	VERB
easat-7814	106	17	that	that	SCONJ
easat-7814	106	18	the	the	DET
easat-7814	106	19	best	well	ADV
easat-7814	106	20	-	-	PUNCT
easat-7814	106	21	performing	perform	VERB
easat-7814	106	22	model	model	NOUN
easat-7814	106	23	is	be	AUX
easat-7814	106	24	selected	select	VERB
easat-7814	106	25	for	for	ADP
easat-7814	106	26	specific	specific	ADJ
easat-7814	106	27	educational	educational	ADJ
easat-7814	106	28	datasets	dataset	NOUN
easat-7814	106	29	.	.	PUNCT
easat-7814	107	1	for	for	ADP
easat-7814	107	2	example	example	NOUN
easat-7814	107	3	,	,	PUNCT
easat-7814	107	4	experiments	experiment	NOUN
easat-7814	107	5	using	use	VERB
easat-7814	107	6	automl	automl	NOUN
easat-7814	107	7	in	in	ADP
easat-7814	107	8	real	real	ADJ
easat-7814	107	9	-	-	PUNCT
easat-7814	107	10	time	time	NOUN
easat-7814	107	11	feedback	feedback	NOUN
easat-7814	107	12	systems	system	NOUN
easat-7814	107	13	for	for	ADP
easat-7814	107	14	virtual	virtual	ADJ
easat-7814	107	15	classrooms	classroom	NOUN
easat-7814	107	16	revealed	reveal	VERB
easat-7814	107	17	improved	improve	VERB
easat-7814	107	18	predictive	predictive	ADJ
easat-7814	107	19	capabilities	capability	NOUN
easat-7814	107	20	compared	compare	VERB
easat-7814	107	21	to	to	ADP
easat-7814	107	22	manually	manually	ADV
easat-7814	107	23	tuned	tune	VERB
easat-7814	107	24	models	model	NOUN
easat-7814	107	25	[	[	X
easat-7814	107	26	21	21	NUM
easat-7814	107	27	]	]	PUNCT
easat-7814	107	28	.	.	PUNCT
easat-7814	108	1	in	in	ADP
easat-7814	108	2	addition	addition	NOUN
easat-7814	108	3	to	to	ADP
easat-7814	108	4	improving	improve	VERB
easat-7814	108	5	accuracy	accuracy	NOUN
easat-7814	108	6	,	,	PUNCT
easat-7814	108	7	automl	automl	NOUN
easat-7814	108	8	enhances	enhance	VERB
easat-7814	108	9	scalability	scalability	NOUN
easat-7814	108	10	.	.	PUNCT
easat-7814	109	1	cloud	cloud	NOUN
easat-7814	109	2	-	-	PUNCT
easat-7814	109	3	based	base	VERB
easat-7814	109	4	implementations	implementation	NOUN
easat-7814	109	5	of	of	ADP
easat-7814	109	6	automl	automl	NOUN
easat-7814	109	7	allow	allow	VERB
easat-7814	109	8	educational	educational	ADJ
easat-7814	109	9	institutions	institution	NOUN
easat-7814	109	10	to	to	PART
easat-7814	109	11	process	process	VERB
easat-7814	109	12	vast	vast	ADJ
easat-7814	109	13	datasets	dataset	NOUN
easat-7814	109	14	with	with	ADP
easat-7814	109	15	minimal	minimal	ADJ
easat-7814	109	16	computational	computational	ADJ
easat-7814	109	17	overhead	overhead	NOUN
easat-7814	109	18	.	.	PUNCT
easat-7814	110	1	these	these	DET
easat-7814	110	2	systems	system	NOUN
easat-7814	110	3	can	can	AUX
easat-7814	110	4	dynamically	dynamically	ADV
easat-7814	110	5	allocate	allocate	VERB
easat-7814	110	6	resources	resource	NOUN
easat-7814	110	7	based	base	VERB
easat-7814	110	8	on	on	ADP
easat-7814	110	9	the	the	DET
easat-7814	110	10	complexity	complexity	NOUN
easat-7814	110	11	of	of	ADP
easat-7814	110	12	the	the	DET
easat-7814	110	13	task	task	NOUN
easat-7814	110	14	,	,	PUNCT
easat-7814	110	15	ensuring	ensure	VERB
easat-7814	110	16	cost	cost	NOUN
easat-7814	110	17	-	-	PUNCT
easat-7814	110	18	effective	effective	ADJ
easat-7814	110	19	operations	operation	NOUN
easat-7814	110	20	without	without	ADP
easat-7814	110	21	sacrificing	sacrifice	VERB
easat-7814	110	22	performance	performance	NOUN
easat-7814	110	23	[	[	X
easat-7814	110	24	22	22	NUM
easat-7814	110	25	]	]	PUNCT
easat-7814	110	26	.	.	PUNCT
easat-7814	111	1	despite	despite	SCONJ
easat-7814	111	2	its	its	PRON
easat-7814	111	3	advantages	advantage	NOUN
easat-7814	111	4	,	,	PUNCT
easat-7814	111	5	automl	automl	NOUN
easat-7814	111	6	also	also	ADV
easat-7814	111	7	faces	face	VERB
easat-7814	111	8	challenges	challenge	NOUN
easat-7814	111	9	.	.	PUNCT
easat-7814	112	1	the	the	DET
easat-7814	112	2	reliance	reliance	NOUN
easat-7814	112	3	on	on	ADP
easat-7814	112	4	large	large	ADJ
easat-7814	112	5	datasets	dataset	NOUN
easat-7814	112	6	can	can	AUX
easat-7814	112	7	lead	lead	VERB
easat-7814	112	8	to	to	ADP
easat-7814	112	9	biases	bias	NOUN
easat-7814	112	10	if	if	SCONJ
easat-7814	112	11	the	the	DET
easat-7814	112	12	input	input	NOUN
easat-7814	112	13	data	datum	NOUN
easat-7814	112	14	lacks	lack	VERB
easat-7814	112	15	diversity	diversity	NOUN
easat-7814	112	16	.	.	PUNCT
easat-7814	113	1	furthermore	furthermore	ADV
easat-7814	113	2	,	,	PUNCT
easat-7814	113	3	the	the	DET
easat-7814	113	4	"	"	PUNCT
easat-7814	113	5	blackbox	blackbox	X
easat-7814	113	6	"	"	PUNCT
easat-7814	113	7	nature	nature	NOUN
easat-7814	113	8	of	of	ADP
easat-7814	113	9	automl	automl	NOUN
easat-7814	113	10	-	-	PUNCT
easat-7814	113	11	generated	generate	VERB
easat-7814	113	12	models	model	NOUN
easat-7814	113	13	often	often	ADV
easat-7814	113	14	makes	make	VERB
easat-7814	113	15	it	it	PRON
easat-7814	113	16	difficult	difficult	ADJ
easat-7814	113	17	for	for	SCONJ
easat-7814	113	18	educators	educator	NOUN
easat-7814	113	19	to	to	PART
easat-7814	113	20	interpret	interpret	VERB
easat-7814	113	21	the	the	DET
easat-7814	113	22	results	result	NOUN
easat-7814	113	23	,	,	PUNCT
easat-7814	113	24	hindering	hinder	VERB
easat-7814	113	25	trust	trust	NOUN
easat-7814	113	26	and	and	CCONJ
easat-7814	113	27	adoption	adoption	NOUN
easat-7814	113	28	.	.	PUNCT
easat-7814	114	1	addressing	address	VERB
easat-7814	114	2	these	these	DET
easat-7814	114	3	limitations	limitation	NOUN
easat-7814	114	4	through	through	ADP
easat-7814	114	5	explainable	explainable	ADJ
easat-7814	114	6	ai	ai	NOUN
easat-7814	114	7	techniques	technique	NOUN
easat-7814	114	8	and	and	CCONJ
easat-7814	114	9	ensuring	ensure	VERB
easat-7814	114	10	data	datum	NOUN
easat-7814	114	11	diversity	diversity	NOUN
easat-7814	114	12	are	be	AUX
easat-7814	114	13	key	key	ADJ
easat-7814	114	14	steps	step	NOUN
easat-7814	114	15	toward	toward	ADP
easat-7814	114	16	maximizing	maximize	VERB
easat-7814	114	17	the	the	DET
easat-7814	114	18	potential	potential	NOUN
easat-7814	114	19	of	of	ADP
easat-7814	114	20	automl	automl	NOUN
easat-7814	114	21	in	in	ADP
easat-7814	114	22	education	education	NOUN
easat-7814	114	23	[	[	X
easat-7814	114	24	23	23	NUM
easat-7814	114	25	]	]	PUNCT
easat-7814	114	26	.	.	PUNCT
easat-7814	115	1	numerous	numerous	ADJ
easat-7814	115	2	variables	variable	NOUN
easat-7814	115	3	significantly	significantly	ADV
easat-7814	115	4	influence	influence	VERB
easat-7814	115	5	academic	academic	ADJ
easat-7814	115	6	performance	performance	NOUN
easat-7814	115	7	,	,	PUNCT
easat-7814	115	8	with	with	ADP
easat-7814	115	9	diverse	diverse	ADJ
easat-7814	115	10	studies	study	NOUN
easat-7814	115	11	highlighting	highlight	VERB
easat-7814	115	12	intrinsic	intrinsic	ADJ
easat-7814	115	13	and	and	CCONJ
easat-7814	115	14	extrinsic	extrinsic	ADJ
easat-7814	115	15	factors	factor	NOUN
easat-7814	115	16	.	.	PUNCT
easat-7814	116	1	academic	academic	ADJ
easat-7814	116	2	achievement	achievement	NOUN
easat-7814	116	3	is	be	AUX
easat-7814	116	4	often	often	ADV
easat-7814	116	5	shaped	shape	VERB
easat-7814	116	6	by	by	ADP
easat-7814	116	7	socioeconomic	socioeconomic	ADJ
easat-7814	116	8	,	,	PUNCT
easat-7814	116	9	psychological	psychological	ADJ
easat-7814	116	10	,	,	PUNCT
easat-7814	116	11	and	and	CCONJ
easat-7814	116	12	institutional	institutional	ADJ
easat-7814	116	13	elements	element	NOUN
easat-7814	116	14	that	that	PRON
easat-7814	116	15	interact	interact	VERB
easat-7814	116	16	in	in	ADP
easat-7814	116	17	complex	complex	ADJ
easat-7814	116	18	ways	way	NOUN
easat-7814	116	19	to	to	PART
easat-7814	116	20	impact	impact	VERB
easat-7814	116	21	student	student	NOUN
easat-7814	116	22	outcomes	outcome	NOUN
easat-7814	116	23	.	.	PUNCT
easat-7814	117	1	institutional	institutional	ADJ
easat-7814	117	2	factors	factor	NOUN
easat-7814	117	3	,	,	PUNCT
easat-7814	117	4	including	include	VERB
easat-7814	117	5	the	the	DET
easat-7814	117	6	quality	quality	NOUN
easat-7814	117	7	of	of	ADP
easat-7814	117	8	teaching	teaching	NOUN
easat-7814	117	9	and	and	CCONJ
easat-7814	117	10	access	access	NOUN
easat-7814	117	11	to	to	ADP
easat-7814	117	12	educational	educational	ADJ
easat-7814	117	13	resources	resource	NOUN
easat-7814	117	14	,	,	PUNCT
easat-7814	117	15	are	be	AUX
easat-7814	117	16	equally	equally	ADV
easat-7814	117	17	influential	influential	ADJ
easat-7814	117	18	.	.	PUNCT
easat-7814	118	1	studies	study	NOUN
easat-7814	118	2	have	have	AUX
easat-7814	118	3	found	find	VERB
easat-7814	118	4	that	that	SCONJ
easat-7814	118	5	effective	effective	ADJ
easat-7814	118	6	teaching	teaching	NOUN
easat-7814	118	7	methodologies	methodology	NOUN
easat-7814	118	8	and	and	CCONJ
easat-7814	118	9	supportive	supportive	ADJ
easat-7814	118	10	teacher	teacher	NOUN
easat-7814	118	11	-	-	PUNCT
easat-7814	118	12	student	student	NOUN
easat-7814	118	13	relationships	relationship	NOUN
easat-7814	118	14	enhance	enhance	VERB
easat-7814	118	15	learning	learn	VERB
easat-7814	118	16	experiences	experience	NOUN
easat-7814	118	17	and	and	CCONJ
easat-7814	118	18	academic	academic	ADJ
easat-7814	118	19	success	success	NOUN
easat-7814	118	20	.	.	PUNCT
easat-7814	119	1	additionally	additionally	ADV
easat-7814	119	2	,	,	PUNCT
easat-7814	119	3	access	access	NOUN
easat-7814	119	4	to	to	ADP
easat-7814	119	5	modern	modern	ADJ
easat-7814	119	6	learning	learning	NOUN
easat-7814	119	7	tools	tool	NOUN
easat-7814	119	8	,	,	PUNCT
easat-7814	119	9	such	such	ADJ
easat-7814	119	10	as	as	ADP
easat-7814	119	11	digital	digital	ADJ
easat-7814	119	12	resources	resource	NOUN
easat-7814	119	13	and	and	CCONJ
easat-7814	119	14	technology	technology	NOUN
easat-7814	119	15	-	-	PUNCT
easat-7814	119	16	enhanced	enhance	VERB
easat-7814	119	17	learning	learning	NOUN
easat-7814	119	18	environments	environment	NOUN
easat-7814	119	19	,	,	PUNCT
easat-7814	119	20	can	can	AUX
easat-7814	119	21	significantly	significantly	ADV
easat-7814	119	22	improve	improve	VERB
easat-7814	119	23	outcomes	outcome	NOUN
easat-7814	119	24	[	[	X
easat-7814	119	25	24	24	NUM
easat-7814	119	26	]	]	PUNCT
easat-7814	119	27	.	.	PUNCT
easat-7814	120	1	peer	peer	NOUN
easat-7814	120	2	influences	influence	NOUN
easat-7814	120	3	and	and	CCONJ
easat-7814	120	4	social	social	ADJ
easat-7814	120	5	networks	network	NOUN
easat-7814	120	6	are	be	AUX
easat-7814	120	7	increasingly	increasingly	ADV
easat-7814	120	8	recognized	recognize	VERB
easat-7814	120	9	as	as	ADP
easat-7814	120	10	important	important	ADJ
easat-7814	120	11	determinants	determinant	NOUN
easat-7814	120	12	of	of	ADP
easat-7814	120	13	academic	academic	ADJ
easat-7814	120	14	performance	performance	NOUN
easat-7814	120	15	.	.	PUNCT
easat-7814	121	1	collaborative	collaborative	ADJ
easat-7814	121	2	learning	learn	VERB
easat-7814	121	3	environments	environment	NOUN
easat-7814	121	4	and	and	CCONJ
easat-7814	121	5	supportive	supportive	ADJ
easat-7814	121	6	peer	peer	NOUN
easat-7814	121	7	groups	group	NOUN
easat-7814	121	8	encourage	encourage	VERB
easat-7814	121	9	knowledge	knowledge	NOUN
easat-7814	121	10	sharing	sharing	NOUN
easat-7814	121	11	and	and	CCONJ
easat-7814	121	12	provide	provide	VERB
easat-7814	121	13	emotional	emotional	ADJ
easat-7814	121	14	support	support	NOUN
easat-7814	121	15	,	,	PUNCT
easat-7814	121	16	fostering	foster	VERB
easat-7814	121	17	an	an	DET
easat-7814	121	18	environment	environment	NOUN
easat-7814	121	19	conducive	conducive	ADJ
easat-7814	121	20	to	to	ADP
easat-7814	121	21	academic	academic	ADJ
easat-7814	121	22	excellence	excellence	NOUN
easat-7814	121	23	[	[	X
easat-7814	121	24	25	25	NUM
easat-7814	121	25	]	]	PUNCT
easat-7814	121	26	.	.	PUNCT
easat-7814	122	1	recent	recent	ADJ
easat-7814	122	2	research	research	NOUN
easat-7814	122	3	has	have	AUX
easat-7814	122	4	expanded	expand	VERB
easat-7814	122	5	on	on	ADP
easat-7814	122	6	these	these	DET
easat-7814	122	7	findings	finding	NOUN
easat-7814	122	8	,	,	PUNCT
easat-7814	122	9	highlighting	highlight	VERB
easat-7814	122	10	multidimensional	multidimensional	ADJ
easat-7814	122	11	determinants	determinant	NOUN
easat-7814	122	12	of	of	ADP
easat-7814	122	13	academic	academic	ADJ
easat-7814	122	14	performance	performance	NOUN
easat-7814	122	15	.	.	PUNCT
easat-7814	123	1	a	a	DET
easat-7814	123	2	study	study	NOUN
easat-7814	123	3	analyzing	analyze	VERB
easat-7814	123	4	data	datum	NOUN
easat-7814	123	5	from	from	ADP
easat-7814	123	6	over	over	ADP
easat-7814	123	7	5,000	5,000	NUM
easat-7814	123	8	undergraduate	undergraduate	ADJ
easat-7814	123	9	students	student	NOUN
easat-7814	123	10	in	in	ADP
easat-7814	123	11	morocco	morocco	PROPN
easat-7814	123	12	emphasized	emphasize	VERB
easat-7814	123	13	the	the	DET
easat-7814	123	14	role	role	NOUN
easat-7814	123	15	of	of	ADP
easat-7814	123	16	psychological	psychological	ADJ
easat-7814	123	17	support	support	NOUN
easat-7814	123	18	,	,	PUNCT
easat-7814	123	19	balanced	balanced	ADJ
easat-7814	123	20	lifestyle	lifestyle	NOUN
easat-7814	123	21	practices	practice	NOUN
easat-7814	123	22	,	,	PUNCT
easat-7814	123	23	and	and	CCONJ
easat-7814	123	24	societal	societal	ADJ
easat-7814	123	25	engagement	engagement	NOUN
easat-7814	123	26	in	in	ADP
easat-7814	123	27	shaping	shape	VERB
easat-7814	123	28	academic	academic	ADJ
easat-7814	123	29	success	success	NOUN
easat-7814	123	30	[	[	X
easat-7814	123	31	27	27	NUM
easat-7814	123	32	]	]	PUNCT
easat-7814	123	33	.	.	PUNCT
easat-7814	124	1	similarly	similarly	ADV
easat-7814	124	2	,	,	PUNCT
easat-7814	124	3	research	research	NOUN
easat-7814	124	4	focusing	focus	VERB
easat-7814	124	5	on	on	ADP
easat-7814	124	6	student	student	NOUN
easat-7814	124	7	engagement	engagement	NOUN
easat-7814	124	8	identified	identify	VERB
easat-7814	124	9	strong	strong	ADJ
easat-7814	124	10	correlations	correlation	NOUN
easat-7814	124	11	between	between	ADP
easat-7814	124	12	academic	academic	ADJ
easat-7814	124	13	performance	performance	NOUN
easat-7814	124	14	and	and	CCONJ
easat-7814	124	15	behavioral	behavioral	ADJ
easat-7814	124	16	engagement	engagement	NOUN
easat-7814	124	17	,	,	PUNCT
easat-7814	124	18	demonstrating	demonstrate	VERB
easat-7814	124	19	the	the	DET
easat-7814	124	20	value	value	NOUN
easat-7814	124	21	of	of	ADP
easat-7814	124	22	fostering	foster	VERB
easat-7814	124	23	active	active	ADJ
easat-7814	124	24	participation	participation	NOUN
easat-7814	124	25	in	in	ADP
easat-7814	124	26	learning	learn	VERB
easat-7814	124	27	[	[	X
easat-7814	124	28	28	28	NUM
easat-7814	124	29	]	]	PUNCT
easat-7814	124	30	.	.	PUNCT
easat-7814	125	1	cultural	cultural	ADJ
easat-7814	125	2	and	and	CCONJ
easat-7814	125	3	community	community	NOUN
easat-7814	125	4	factors	factor	NOUN
easat-7814	125	5	also	also	ADV
easat-7814	125	6	play	play	VERB
easat-7814	125	7	a	a	DET
easat-7814	125	8	significant	significant	ADJ
easat-7814	125	9	role	role	NOUN
easat-7814	125	10	in	in	ADP
easat-7814	125	11	academic	academic	ADJ
easat-7814	125	12	performance	performance	NOUN
easat-7814	125	13	.	.	PUNCT
easat-7814	126	1	for	for	ADP
easat-7814	126	2	instance	instance	NOUN
easat-7814	126	3	,	,	PUNCT
easat-7814	126	4	cultural	cultural	ADJ
easat-7814	126	5	attitudes	attitude	NOUN
easat-7814	126	6	toward	toward	ADP
easat-7814	126	7	education	education	NOUN
easat-7814	126	8	,	,	PUNCT
easat-7814	126	9	community	community	NOUN
easat-7814	126	10	engagement	engagement	NOUN
easat-7814	126	11	,	,	PUNCT
easat-7814	126	12	and	and	CCONJ
easat-7814	126	13	extracurricular	extracurricular	ADJ
easat-7814	126	14	participation	participation	NOUN
easat-7814	126	15	have	have	AUX
easat-7814	126	16	been	be	AUX
easat-7814	126	17	linked	link	VERB
easat-7814	126	18	to	to	ADP
easat-7814	126	19	improved	improved	ADJ
easat-7814	126	20	student	student	NOUN
easat-7814	126	21	outcomes	outcome	NOUN
easat-7814	126	22	.	.	PUNCT
easat-7814	127	1	promoting	promote	VERB
easat-7814	127	2	inclusive	inclusive	ADJ
easat-7814	127	3	educational	educational	ADJ
easat-7814	127	4	practices	practice	NOUN
easat-7814	127	5	that	that	PRON
easat-7814	127	6	respect	respect	VERB
easat-7814	127	7	cultural	cultural	ADJ
easat-7814	127	8	diversity	diversity	NOUN
easat-7814	127	9	is	be	AUX
easat-7814	127	10	critical	critical	ADJ
easat-7814	127	11	for	for	ADP
easat-7814	127	12	creating	create	VERB
easat-7814	127	13	equitable	equitable	ADJ
easat-7814	127	14	learning	learn	VERB
easat-7814	127	15	environments	environment	NOUN
easat-7814	127	16	[	[	X
easat-7814	127	17	29	29	NUM
easat-7814	127	18	]	]	PUNCT
easat-7814	127	19	.	.	PUNCT
easat-7814	128	1	moreover	moreover	ADV
easat-7814	128	2	,	,	PUNCT
easat-7814	128	3	studies	study	NOUN
easat-7814	128	4	exploring	explore	VERB
easat-7814	128	5	environmental	environmental	ADJ
easat-7814	128	6	and	and	CCONJ
easat-7814	128	7	lifestyle	lifestyle	NOUN
easat-7814	128	8	factors	factor	NOUN
easat-7814	128	9	such	such	ADJ
easat-7814	128	10	as	as	ADP
easat-7814	128	11	sleep	sleep	NOUN
easat-7814	128	12	quality	quality	NOUN
easat-7814	128	13	,	,	PUNCT
easat-7814	128	14	physical	physical	ADJ
easat-7814	128	15	activity	activity	NOUN
easat-7814	128	16	,	,	PUNCT
easat-7814	128	17	and	and	CCONJ
easat-7814	128	18	internet	internet	NOUN
easat-7814	128	19	use	use	NOUN
easat-7814	128	20	have	have	AUX
easat-7814	128	21	revealed	reveal	VERB
easat-7814	128	22	their	their	PRON
easat-7814	128	23	impact	impact	NOUN
easat-7814	128	24	on	on	ADP
easat-7814	128	25	academic	academic	ADJ
easat-7814	128	26	outcomes	outcome	NOUN
easat-7814	128	27	,	,	PUNCT
easat-7814	128	28	underscoring	underscore	VERB
easat-7814	128	29	the	the	DET
easat-7814	128	30	need	need	NOUN
easat-7814	128	31	for	for	ADP
easat-7814	128	32	holistic	holistic	ADJ
easat-7814	128	33	approaches	approach	NOUN
easat-7814	128	34	to	to	PART
easat-7814	128	35	student	student	VERB
easat-7814	128	36	well	well	ADV
easat-7814	128	37	-	-	PUNCT
easat-7814	128	38	being	being	NOUN
easat-7814	128	39	and	and	CCONJ
easat-7814	128	40	success	success	NOUN
easat-7814	128	41	[	[	X
easat-7814	128	42	30	30	NUM
easat-7814	128	43	]	]	PUNCT
easat-7814	128	44	.	.	PUNCT
easat-7814	129	1	374	374	NUM
easat-7814	129	2	edelweiss	edelweiss	PROPN
easat-7814	129	3	applied	apply	VERB
easat-7814	129	4	science	science	NOUN
easat-7814	129	5	and	and	CCONJ
easat-7814	129	6	technology	technology	NOUN
easat-7814	129	7	issn	issn	PROPN
easat-7814	129	8	:	:	PUNCT
easat-7814	129	9	2576	2576	NUM
easat-7814	129	10	-	-	SYM
easat-7814	129	11	8484	8484	NUM
easat-7814	129	12	vol	vol	NOUN
easat-7814	129	13	.	.	PROPN
easat-7814	130	1	9	9	NUM
easat-7814	130	2	,	,	PUNCT
easat-7814	130	3	no	no	INTJ
easat-7814	130	4	.	.	NOUN
easat-7814	131	1	6	6	NUM
easat-7814	131	2	:	:	SYM
easat-7814	131	3	370	370	NUM
easat-7814	131	4	-	-	SYM
easat-7814	131	5	395	395	NUM
easat-7814	131	6	,	,	PUNCT
easat-7814	131	7	2025	2025	NUM
easat-7814	131	8	doi	doi	NOUN
easat-7814	131	9	:	:	PUNCT
easat-7814	131	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	131	11	©	©	PROPN
easat-7814	131	12	2025	2025	NUM
easat-7814	131	13	by	by	ADP
easat-7814	131	14	the	the	DET
easat-7814	131	15	authors	author	NOUN
easat-7814	131	16	;	;	PUNCT
easat-7814	131	17	licensee	licensee	PROPN
easat-7814	131	18	learning	learning	NOUN
easat-7814	131	19	gate	gate	VERB
easat-7814	131	20	the	the	DET
easat-7814	131	21	existing	exist	VERB
easat-7814	131	22	literature	literature	NOUN
easat-7814	131	23	reveals	reveal	VERB
easat-7814	131	24	significant	significant	ADJ
easat-7814	131	25	gaps	gap	NOUN
easat-7814	131	26	in	in	ADP
easat-7814	131	27	the	the	DET
easat-7814	131	28	comprehensive	comprehensive	ADJ
easat-7814	131	29	understanding	understanding	NOUN
easat-7814	131	30	of	of	ADP
easat-7814	131	31	factors	factor	NOUN
easat-7814	131	32	influencing	influence	VERB
easat-7814	131	33	academic	academic	ADJ
easat-7814	131	34	performance	performance	NOUN
easat-7814	131	35	and	and	CCONJ
easat-7814	131	36	the	the	DET
easat-7814	131	37	methodologies	methodology	NOUN
easat-7814	131	38	employed	employ	VERB
easat-7814	131	39	for	for	ADP
easat-7814	131	40	predictive	predictive	ADJ
easat-7814	131	41	analytics	analytic	NOUN
easat-7814	131	42	.	.	PUNCT
easat-7814	132	1	while	while	SCONJ
easat-7814	132	2	prior	prior	ADJ
easat-7814	132	3	studies	study	NOUN
easat-7814	132	4	often	often	ADV
easat-7814	132	5	discuss	discuss	VERB
easat-7814	132	6	demographic	demographic	ADJ
easat-7814	132	7	,	,	PUNCT
easat-7814	132	8	socioeconomic	socioeconomic	ADJ
easat-7814	132	9	,	,	PUNCT
easat-7814	132	10	and	and	CCONJ
easat-7814	132	11	institutional	institutional	ADJ
easat-7814	132	12	factors	factor	NOUN
easat-7814	132	13	,	,	PUNCT
easat-7814	132	14	they	they	PRON
easat-7814	132	15	examine	examine	VERB
easat-7814	132	16	these	these	DET
easat-7814	132	17	elements	element	NOUN
easat-7814	132	18	in	in	ADP
easat-7814	132	19	isolation	isolation	NOUN
easat-7814	132	20	rather	rather	ADV
easat-7814	132	21	than	than	ADP
easat-7814	132	22	exploring	explore	VERB
easat-7814	132	23	their	their	PRON
easat-7814	132	24	complex	complex	ADJ
easat-7814	132	25	interplay	interplay	NOUN
easat-7814	132	26	.	.	PUNCT
easat-7814	133	1	this	this	DET
easat-7814	133	2	fragmented	fragmented	ADJ
easat-7814	133	3	approach	approach	NOUN
easat-7814	133	4	limits	limit	VERB
easat-7814	133	5	the	the	DET
easat-7814	133	6	ability	ability	NOUN
easat-7814	133	7	to	to	PART
easat-7814	133	8	capture	capture	VERB
easat-7814	133	9	the	the	DET
easat-7814	133	10	nuanced	nuanced	ADJ
easat-7814	133	11	relationships	relationship	NOUN
easat-7814	133	12	between	between	ADP
easat-7814	133	13	diverse	diverse	ADJ
easat-7814	133	14	factors	factor	NOUN
easat-7814	133	15	that	that	PRON
easat-7814	133	16	shape	shape	VERB
easat-7814	133	17	student	student	NOUN
easat-7814	133	18	outcomes	outcome	NOUN
easat-7814	133	19	.	.	PUNCT
easat-7814	134	1	furthermore	furthermore	ADV
easat-7814	134	2	,	,	PUNCT
easat-7814	134	3	although	although	SCONJ
easat-7814	134	4	machine	machine	NOUN
easat-7814	134	5	learning	learning	NOUN
easat-7814	134	6	techniques	technique	NOUN
easat-7814	134	7	are	be	AUX
easat-7814	134	8	frequently	frequently	ADV
easat-7814	134	9	applied	apply	VERB
easat-7814	134	10	,	,	PUNCT
easat-7814	134	11	the	the	DET
easat-7814	134	12	focus	focus	NOUN
easat-7814	134	13	remains	remain	VERB
easat-7814	134	14	predominantly	predominantly	ADV
easat-7814	134	15	on	on	ADP
easat-7814	134	16	traditional	traditional	ADJ
easat-7814	134	17	methods	method	NOUN
easat-7814	134	18	,	,	PUNCT
easat-7814	134	19	with	with	ADP
easat-7814	134	20	limited	limited	ADJ
easat-7814	134	21	integration	integration	NOUN
easat-7814	134	22	of	of	ADP
easat-7814	134	23	advanced	advanced	ADJ
easat-7814	134	24	technologies	technology	NOUN
easat-7814	134	25	such	such	ADJ
easat-7814	134	26	as	as	ADP
easat-7814	134	27	automated	automate	VERB
easat-7814	134	28	machine	machine	NOUN
easat-7814	134	29	learning	learning	NOUN
easat-7814	134	30	(	(	PUNCT
easat-7814	134	31	automl	automl	PROPN
easat-7814	134	32	)	)	PUNCT
easat-7814	134	33	,	,	PUNCT
easat-7814	134	34	ensemble	ensemble	ADJ
easat-7814	134	35	methods	method	NOUN
easat-7814	134	36	,	,	PUNCT
easat-7814	134	37	and	and	CCONJ
easat-7814	134	38	cloud	cloud	NOUN
easat-7814	134	39	computing	computing	NOUN
easat-7814	134	40	.	.	PUNCT
easat-7814	135	1	this	this	DET
easat-7814	135	2	lack	lack	NOUN
easat-7814	135	3	of	of	ADP
easat-7814	135	4	technological	technological	ADJ
easat-7814	135	5	advancement	advancement	NOUN
easat-7814	135	6	constrains	constrain	VERB
easat-7814	135	7	the	the	DET
easat-7814	135	8	scalability	scalability	NOUN
easat-7814	135	9	and	and	CCONJ
easat-7814	135	10	robustness	robustness	NOUN
easat-7814	135	11	of	of	ADP
easat-7814	135	12	predictive	predictive	ADJ
easat-7814	135	13	models	model	NOUN
easat-7814	135	14	,	,	PUNCT
easat-7814	135	15	leaving	leave	VERB
easat-7814	135	16	untapped	untapped	ADJ
easat-7814	135	17	potential	potential	NOUN
easat-7814	135	18	for	for	ADP
easat-7814	135	19	addressing	address	VERB
easat-7814	135	20	real	real	ADJ
easat-7814	135	21	-	-	PUNCT
easat-7814	135	22	world	world	NOUN
easat-7814	135	23	educational	educational	ADJ
easat-7814	135	24	challenges	challenge	NOUN
easat-7814	135	25	.	.	PUNCT
easat-7814	136	1	a	a	DET
easat-7814	136	2	critical	critical	ADJ
easat-7814	136	3	shortcoming	shortcoming	NOUN
easat-7814	136	4	is	be	AUX
easat-7814	136	5	the	the	DET
easat-7814	136	6	insufficient	insufficient	ADJ
easat-7814	136	7	emphasis	emphasis	NOUN
easat-7814	136	8	on	on	ADP
easat-7814	136	9	the	the	DET
easat-7814	136	10	interpretability	interpretability	NOUN
easat-7814	136	11	of	of	ADP
easat-7814	136	12	machine	machine	NOUN
easat-7814	136	13	learning	learning	NOUN
easat-7814	136	14	models	model	NOUN
easat-7814	136	15	and	and	CCONJ
easat-7814	136	16	their	their	PRON
easat-7814	136	17	practical	practical	ADJ
easat-7814	136	18	applicability	applicability	NOUN
easat-7814	136	19	.	.	PUNCT
easat-7814	137	1	existing	exist	VERB
easat-7814	137	2	studies	study	NOUN
easat-7814	137	3	prioritize	prioritize	VERB
easat-7814	137	4	predictive	predictive	ADJ
easat-7814	137	5	accuracy	accuracy	NOUN
easat-7814	137	6	without	without	ADP
easat-7814	137	7	adequately	adequately	ADV
easat-7814	137	8	addressing	address	VERB
easat-7814	137	9	how	how	SCONJ
easat-7814	137	10	these	these	DET
easat-7814	137	11	models	model	NOUN
easat-7814	137	12	can	can	AUX
easat-7814	137	13	inform	inform	VERB
easat-7814	137	14	actionable	actionable	ADJ
easat-7814	137	15	strategies	strategy	NOUN
easat-7814	137	16	for	for	ADP
easat-7814	137	17	educators	educator	NOUN
easat-7814	137	18	or	or	CCONJ
easat-7814	137	19	policymakers	policymaker	NOUN
easat-7814	137	20	.	.	PUNCT
easat-7814	138	1	moreover	moreover	ADV
easat-7814	138	2	,	,	PUNCT
easat-7814	138	3	the	the	DET
easat-7814	138	4	datasets	dataset	NOUN
easat-7814	138	5	used	use	VERB
easat-7814	138	6	are	be	AUX
easat-7814	138	7	often	often	ADV
easat-7814	138	8	small	small	ADJ
easat-7814	138	9	,	,	PUNCT
easat-7814	138	10	localized	localized	ADJ
easat-7814	138	11	,	,	PUNCT
easat-7814	138	12	and	and	CCONJ
easat-7814	138	13	contextspecific	contextspecific	ADJ
easat-7814	138	14	,	,	PUNCT
easat-7814	138	15	hindering	hinder	VERB
easat-7814	138	16	findings	finding	NOUN
easat-7814	138	17	'	'	PART
easat-7814	138	18	generalizability	generalizability	NOUN
easat-7814	138	19	across	across	ADP
easat-7814	138	20	diverse	diverse	ADJ
easat-7814	138	21	educational	educational	ADJ
easat-7814	138	22	environments	environment	NOUN
easat-7814	138	23	.	.	PUNCT
easat-7814	139	1	ethical	ethical	ADJ
easat-7814	139	2	considerations	consideration	NOUN
easat-7814	139	3	,	,	PUNCT
easat-7814	139	4	particularly	particularly	ADV
easat-7814	139	5	concerning	concern	VERB
easat-7814	139	6	the	the	DET
easat-7814	139	7	privacy	privacy	NOUN
easat-7814	139	8	and	and	CCONJ
easat-7814	139	9	security	security	NOUN
easat-7814	139	10	of	of	ADP
easat-7814	139	11	sensitive	sensitive	ADJ
easat-7814	139	12	student	student	NOUN
easat-7814	139	13	data	datum	NOUN
easat-7814	139	14	,	,	PUNCT
easat-7814	139	15	are	be	AUX
easat-7814	139	16	also	also	ADV
easat-7814	139	17	underrepresented	underrepresente	VERB
easat-7814	139	18	,	,	PUNCT
easat-7814	139	19	leaving	leave	VERB
easat-7814	139	20	significant	significant	ADJ
easat-7814	139	21	gaps	gap	NOUN
easat-7814	139	22	in	in	ADP
easat-7814	139	23	ensuring	ensure	VERB
easat-7814	139	24	the	the	DET
easat-7814	139	25	responsible	responsible	ADJ
easat-7814	139	26	use	use	NOUN
easat-7814	139	27	of	of	ADP
easat-7814	139	28	predictive	predictive	ADJ
easat-7814	139	29	analytics	analytic	NOUN
easat-7814	139	30	in	in	ADP
easat-7814	139	31	education	education	NOUN
easat-7814	139	32	.	.	PUNCT
easat-7814	140	1	in	in	ADP
easat-7814	140	2	response	response	NOUN
easat-7814	140	3	to	to	ADP
easat-7814	140	4	these	these	DET
easat-7814	140	5	limitations	limitation	NOUN
easat-7814	140	6	,	,	PUNCT
easat-7814	140	7	our	our	PRON
easat-7814	140	8	approach	approach	NOUN
easat-7814	140	9	seeks	seek	VERB
easat-7814	140	10	to	to	PART
easat-7814	140	11	bridge	bridge	VERB
easat-7814	140	12	these	these	DET
easat-7814	140	13	gaps	gap	NOUN
easat-7814	140	14	by	by	ADP
easat-7814	140	15	adopting	adopt	VERB
easat-7814	140	16	a	a	DET
easat-7814	140	17	multidimensional	multidimensional	ADJ
easat-7814	140	18	analytical	analytical	ADJ
easat-7814	140	19	framework	framework	NOUN
easat-7814	140	20	that	that	PRON
easat-7814	140	21	integrates	integrate	VERB
easat-7814	140	22	demographic	demographic	ADJ
easat-7814	140	23	,	,	PUNCT
easat-7814	140	24	behavioral	behavioral	ADJ
easat-7814	140	25	,	,	PUNCT
easat-7814	140	26	and	and	CCONJ
easat-7814	140	27	institutional	institutional	ADJ
easat-7814	140	28	factors	factor	NOUN
easat-7814	140	29	.	.	PUNCT
easat-7814	141	1	by	by	ADP
easat-7814	141	2	leveraging	leverage	VERB
easat-7814	141	3	automl	automl	ADJ
easat-7814	141	4	frameworks	framework	NOUN
easat-7814	141	5	and	and	CCONJ
easat-7814	141	6	ensemble	ensemble	ADJ
easat-7814	141	7	techniques	technique	NOUN
easat-7814	141	8	within	within	ADP
easat-7814	141	9	a	a	DET
easat-7814	141	10	cloud	cloud	ADJ
easat-7814	141	11	computing	computing	NOUN
easat-7814	141	12	infrastructure	infrastructure	NOUN
easat-7814	141	13	,	,	PUNCT
easat-7814	141	14	our	our	PRON
easat-7814	141	15	methodology	methodology	NOUN
easat-7814	141	16	enhances	enhance	VERB
easat-7814	141	17	the	the	DET
easat-7814	141	18	scalability	scalability	NOUN
easat-7814	141	19	and	and	CCONJ
easat-7814	141	20	robustness	robustness	NOUN
easat-7814	141	21	of	of	ADP
easat-7814	141	22	predictive	predictive	ADJ
easat-7814	141	23	models	model	NOUN
easat-7814	141	24	.	.	PUNCT
easat-7814	142	1	this	this	DET
easat-7814	142	2	integration	integration	NOUN
easat-7814	142	3	improves	improve	VERB
easat-7814	142	4	accuracy	accuracy	NOUN
easat-7814	142	5	and	and	CCONJ
easat-7814	142	6	facilitates	facilitate	VERB
easat-7814	142	7	the	the	DET
easat-7814	142	8	dynamic	dynamic	ADJ
easat-7814	142	9	allocation	allocation	NOUN
easat-7814	142	10	of	of	ADP
easat-7814	142	11	computational	computational	ADJ
easat-7814	142	12	resources	resource	NOUN
easat-7814	142	13	,	,	PUNCT
easat-7814	142	14	making	make	VERB
easat-7814	142	15	real	real	ADJ
easat-7814	142	16	-	-	PUNCT
easat-7814	142	17	time	time	NOUN
easat-7814	142	18	interventions	intervention	NOUN
easat-7814	142	19	feasible	feasible	ADJ
easat-7814	142	20	.	.	PUNCT
easat-7814	143	1	additionally	additionally	ADV
easat-7814	143	2	,	,	PUNCT
easat-7814	143	3	our	our	PRON
easat-7814	143	4	study	study	NOUN
easat-7814	143	5	prioritizes	prioritize	VERB
easat-7814	143	6	the	the	DET
easat-7814	143	7	interpretability	interpretability	NOUN
easat-7814	143	8	of	of	ADP
easat-7814	143	9	models	model	NOUN
easat-7814	143	10	through	through	ADP
easat-7814	143	11	explainable	explainable	ADJ
easat-7814	143	12	ai	ai	NOUN
easat-7814	143	13	techniques	technique	NOUN
easat-7814	143	14	,	,	PUNCT
easat-7814	143	15	ensuring	ensure	VERB
easat-7814	143	16	that	that	SCONJ
easat-7814	143	17	predictions	prediction	NOUN
easat-7814	143	18	are	be	AUX
easat-7814	143	19	actionable	actionable	ADJ
easat-7814	143	20	and	and	CCONJ
easat-7814	143	21	transparent	transparent	ADJ
easat-7814	143	22	for	for	ADP
easat-7814	143	23	educational	educational	ADJ
easat-7814	143	24	stakeholders	stakeholder	NOUN
easat-7814	143	25	.	.	PUNCT
easat-7814	144	1	the	the	DET
easat-7814	144	2	utilization	utilization	NOUN
easat-7814	144	3	of	of	ADP
easat-7814	144	4	large	large	ADJ
easat-7814	144	5	and	and	CCONJ
easat-7814	144	6	diverse	diverse	ADJ
easat-7814	144	7	datasets	dataset	NOUN
easat-7814	144	8	,	,	PUNCT
easat-7814	144	9	enabled	enable	VERB
easat-7814	144	10	by	by	ADP
easat-7814	144	11	multi	multi	ADJ
easat-7814	144	12	-	-	ADJ
easat-7814	144	13	cloud	cloud	ADJ
easat-7814	144	14	platforms	platform	NOUN
easat-7814	144	15	,	,	PUNCT
easat-7814	144	16	further	far	ADV
easat-7814	144	17	enhances	enhance	VERB
easat-7814	144	18	the	the	DET
easat-7814	144	19	generalizability	generalizability	NOUN
easat-7814	144	20	of	of	ADP
easat-7814	144	21	our	our	PRON
easat-7814	144	22	findings	finding	NOUN
easat-7814	144	23	.	.	PUNCT
easat-7814	145	1	by	by	ADP
easat-7814	145	2	embedding	embed	VERB
easat-7814	145	3	rigorous	rigorous	ADJ
easat-7814	145	4	data	datum	NOUN
easat-7814	145	5	security	security	NOUN
easat-7814	145	6	protocols	protocol	NOUN
easat-7814	145	7	and	and	CCONJ
easat-7814	145	8	aligning	align	VERB
easat-7814	145	9	with	with	ADP
easat-7814	145	10	regulatory	regulatory	ADJ
easat-7814	145	11	standards	standard	NOUN
easat-7814	145	12	such	such	ADJ
easat-7814	145	13	as	as	ADP
easat-7814	145	14	gdpr	gdpr	NOUN
easat-7814	145	15	,	,	PUNCT
easat-7814	145	16	we	we	PRON
easat-7814	145	17	address	address	VERB
easat-7814	145	18	ethical	ethical	ADJ
easat-7814	145	19	concerns	concern	NOUN
easat-7814	145	20	and	and	CCONJ
easat-7814	145	21	reinforce	reinforce	VERB
easat-7814	145	22	the	the	DET
easat-7814	145	23	trustworthiness	trustworthiness	NOUN
easat-7814	145	24	of	of	ADP
easat-7814	145	25	our	our	PRON
easat-7814	145	26	approach	approach	NOUN
easat-7814	145	27	.	.	PUNCT
easat-7814	146	1	this	this	DET
easat-7814	146	2	comprehensive	comprehensive	ADJ
easat-7814	146	3	and	and	CCONJ
easat-7814	146	4	technologically	technologically	ADV
easat-7814	146	5	advanced	advanced	ADJ
easat-7814	146	6	methodology	methodology	NOUN
easat-7814	146	7	represents	represent	VERB
easat-7814	146	8	a	a	DET
easat-7814	146	9	significant	significant	ADJ
easat-7814	146	10	step	step	NOUN
easat-7814	146	11	toward	toward	ADP
easat-7814	146	12	addressing	address	VERB
easat-7814	146	13	the	the	DET
easat-7814	146	14	limitations	limitation	NOUN
easat-7814	146	15	identified	identify	VERB
easat-7814	146	16	in	in	ADP
easat-7814	146	17	existing	exist	VERB
easat-7814	146	18	research	research	NOUN
easat-7814	146	19	,	,	PUNCT
easat-7814	146	20	offering	offer	VERB
easat-7814	146	21	a	a	DET
easat-7814	146	22	more	more	ADV
easat-7814	146	23	inclusive	inclusive	ADJ
easat-7814	146	24	and	and	CCONJ
easat-7814	146	25	practical	practical	ADJ
easat-7814	146	26	framework	framework	NOUN
easat-7814	146	27	for	for	ADP
easat-7814	146	28	academic	academic	ADJ
easat-7814	146	29	performance	performance	NOUN
easat-7814	146	30	prediction	prediction	NOUN
easat-7814	146	31	.	.	PUNCT
easat-7814	147	1	3	3	X
easat-7814	147	2	.	.	X
easat-7814	147	3	methodological	methodological	ADJ
easat-7814	147	4	framework	framework	NOUN
easat-7814	147	5	for	for	ADP
easat-7814	147	6	academic	academic	ADJ
easat-7814	147	7	performance	performance	NOUN
easat-7814	147	8	prediction	prediction	NOUN
easat-7814	147	9	a	a	DET
easat-7814	147	10	comprehensive	comprehensive	ADJ
easat-7814	147	11	methodological	methodological	ADJ
easat-7814	147	12	framework	framework	NOUN
easat-7814	147	13	has	have	AUX
easat-7814	147	14	been	be	AUX
easat-7814	147	15	used	use	VERB
easat-7814	147	16	in	in	ADP
easat-7814	147	17	this	this	DET
easat-7814	147	18	study	study	NOUN
easat-7814	147	19	to	to	PART
easat-7814	147	20	analyze	analyze	VERB
easat-7814	147	21	and	and	CCONJ
easat-7814	147	22	predict	predict	VERB
easat-7814	147	23	student	student	NOUN
easat-7814	147	24	academic	academic	ADJ
easat-7814	147	25	performance	performance	NOUN
easat-7814	147	26	.	.	PUNCT
easat-7814	148	1	the	the	DET
easat-7814	148	2	framework	framework	NOUN
easat-7814	148	3	integrates	integrate	VERB
easat-7814	148	4	exploratory	exploratory	ADJ
easat-7814	148	5	data	datum	NOUN
easat-7814	148	6	analysis	analysis	NOUN
easat-7814	148	7	,	,	PUNCT
easat-7814	148	8	advanced	advanced	ADJ
easat-7814	148	9	preprocessing	preprocessing	NOUN
easat-7814	148	10	techniques	technique	NOUN
easat-7814	148	11	,	,	PUNCT
easat-7814	148	12	machine	machine	NOUN
easat-7814	148	13	learning	learning	NOUN
easat-7814	148	14	algorithms	algorithm	NOUN
easat-7814	148	15	,	,	PUNCT
easat-7814	148	16	and	and	CCONJ
easat-7814	148	17	cloud	cloud	NOUN
easat-7814	148	18	-	-	PUNCT
easat-7814	148	19	based	base	VERB
easat-7814	148	20	computational	computational	ADJ
easat-7814	148	21	resources	resource	NOUN
easat-7814	148	22	to	to	PART
easat-7814	148	23	address	address	VERB
easat-7814	148	24	the	the	DET
easat-7814	148	25	challenges	challenge	NOUN
easat-7814	148	26	associated	associate	VERB
easat-7814	148	27	with	with	ADP
easat-7814	148	28	complex	complex	ADJ
easat-7814	148	29	educational	educational	ADJ
easat-7814	148	30	datasets	dataset	NOUN
easat-7814	148	31	,	,	PUNCT
easat-7814	148	32	ensuring	ensure	VERB
easat-7814	148	33	scalability	scalability	NOUN
easat-7814	148	34	,	,	PUNCT
easat-7814	148	35	efficiency	efficiency	NOUN
easat-7814	148	36	,	,	PUNCT
easat-7814	148	37	and	and	CCONJ
easat-7814	148	38	accuracy	accuracy	NOUN
easat-7814	148	39	.	.	PUNCT
easat-7814	149	1	an	an	DET
easat-7814	149	2	exploratory	exploratory	ADJ
easat-7814	149	3	data	data	NOUN
easat-7814	149	4	analysis	analysis	NOUN
easat-7814	149	5	(	(	PUNCT
easat-7814	149	6	eda	eda	ADJ
easat-7814	149	7	)	)	PUNCT
easat-7814	149	8	phase	phase	NOUN
easat-7814	149	9	is	be	AUX
easat-7814	149	10	initiated	initiate	VERB
easat-7814	149	11	,	,	PUNCT
easat-7814	149	12	during	during	ADP
easat-7814	149	13	which	which	PRON
easat-7814	149	14	a	a	DET
easat-7814	149	15	detailed	detailed	ADJ
easat-7814	149	16	examination	examination	NOUN
easat-7814	149	17	of	of	ADP
easat-7814	149	18	the	the	DET
easat-7814	149	19	dataset	dataset	NOUN
easat-7814	149	20	is	be	AUX
easat-7814	149	21	conducted	conduct	VERB
easat-7814	149	22	to	to	PART
easat-7814	149	23	uncover	uncover	VERB
easat-7814	149	24	patterns	pattern	NOUN
easat-7814	149	25	,	,	PUNCT
easat-7814	149	26	relationships	relationship	NOUN
easat-7814	149	27	,	,	PUNCT
easat-7814	149	28	and	and	CCONJ
easat-7814	149	29	trends	trend	NOUN
easat-7814	149	30	.	.	PUNCT
easat-7814	150	1	visualization	visualization	NOUN
easat-7814	150	2	tools	tool	NOUN
easat-7814	150	3	such	such	ADJ
easat-7814	150	4	as	as	ADP
easat-7814	150	5	histograms	histogram	NOUN
easat-7814	150	6	,	,	PUNCT
easat-7814	150	7	scatter	scatter	NOUN
easat-7814	150	8	plots	plot	NOUN
easat-7814	150	9	,	,	PUNCT
easat-7814	150	10	and	and	CCONJ
easat-7814	150	11	box	box	NOUN
easat-7814	150	12	plots	plot	NOUN
easat-7814	150	13	are	be	AUX
easat-7814	150	14	employed	employ	VERB
easat-7814	150	15	in	in	ADP
easat-7814	150	16	eda	eda	PROPN
easat-7814	150	17	to	to	PART
easat-7814	150	18	provide	provide	VERB
easat-7814	150	19	a	a	DET
easat-7814	150	20	clear	clear	ADJ
easat-7814	150	21	picture	picture	NOUN
easat-7814	150	22	of	of	ADP
easat-7814	150	23	the	the	DET
easat-7814	150	24	data	data	NOUN
easat-7814	150	25	distributions	distribution	NOUN
easat-7814	150	26	,	,	PUNCT
easat-7814	150	27	detect	detect	VERB
easat-7814	150	28	outliers	outlier	NOUN
easat-7814	150	29	,	,	PUNCT
easat-7814	150	30	and	and	CCONJ
easat-7814	150	31	assess	assess	VERB
easat-7814	150	32	relationships	relationship	NOUN
easat-7814	150	33	between	between	ADP
easat-7814	150	34	academic	academic	ADJ
easat-7814	150	35	performance	performance	NOUN
easat-7814	150	36	and	and	CCONJ
easat-7814	150	37	other	other	ADJ
easat-7814	150	38	features	feature	NOUN
easat-7814	150	39	.	.	PUNCT
easat-7814	151	1	the	the	DET
easat-7814	151	2	integral	integral	ADJ
easat-7814	151	3	part	part	NOUN
easat-7814	151	4	of	of	ADP
easat-7814	151	5	this	this	DET
easat-7814	151	6	phase	phase	NOUN
easat-7814	151	7	is	be	AUX
easat-7814	151	8	correlation	correlation	NOUN
easat-7814	151	9	analysis	analysis	NOUN
easat-7814	151	10	,	,	PUNCT
easat-7814	151	11	in	in	ADP
easat-7814	151	12	which	which	PRON
easat-7814	151	13	pearson	pearson	PROPN
easat-7814	151	14	's	's	PART
easat-7814	151	15	correlation	correlation	NOUN
easat-7814	151	16	coefficient	coefficient	NOUN
easat-7814	151	17	measures	measure	VERB
easat-7814	151	18	linear	linear	ADJ
easat-7814	151	19	relationships	relationship	NOUN
easat-7814	151	20	among	among	ADP
easat-7814	151	21	continuous	continuous	ADJ
easat-7814	151	22	variables	variable	NOUN
easat-7814	151	23	,	,	PUNCT
easat-7814	151	24	and	and	CCONJ
easat-7814	151	25	nonlinear	nonlinear	ADJ
easat-7814	151	26	or	or	CCONJ
easat-7814	151	27	monotonic	monotonic	ADJ
easat-7814	151	28	relationships	relationship	NOUN
easat-7814	151	29	are	be	AUX
easat-7814	151	30	employed	employ	VERB
easat-7814	151	31	using	use	VERB
easat-7814	151	32	spearman	spearman	NOUN
easat-7814	151	33	's	's	PART
easat-7814	151	34	rank	rank	NOUN
easat-7814	151	35	correlation	correlation	NOUN
easat-7814	151	36	.	.	PUNCT
easat-7814	152	1	additionally	additionally	ADV
easat-7814	152	2	,	,	PUNCT
easat-7814	152	3	demographic	demographic	ADJ
easat-7814	152	4	and	and	CCONJ
easat-7814	152	5	school	school	NOUN
easat-7814	152	6	-	-	PUNCT
easat-7814	152	7	related	relate	VERB
easat-7814	152	8	factors	factor	NOUN
easat-7814	152	9	are	be	AUX
easat-7814	152	10	examined	examine	VERB
easat-7814	152	11	to	to	PART
easat-7814	152	12	identify	identify	VERB
easat-7814	152	13	potential	potential	ADJ
easat-7814	152	14	disparities	disparity	NOUN
easat-7814	152	15	,	,	PUNCT
easat-7814	152	16	with	with	SCONJ
easat-7814	152	17	insights	insight	NOUN
easat-7814	152	18	into	into	ADP
easat-7814	152	19	which	which	PRON
easat-7814	152	20	attributes	attribute	NOUN
easat-7814	152	21	might	might	AUX
easat-7814	152	22	be	be	AUX
easat-7814	152	23	considered	consider	VERB
easat-7814	152	24	strong	strong	ADJ
easat-7814	152	25	predictors	predictor	NOUN
easat-7814	152	26	of	of	ADP
easat-7814	152	27	academic	academic	ADJ
easat-7814	152	28	success	success	NOUN
easat-7814	152	29	.	.	PUNCT
easat-7814	153	1	extensive	extensive	ADJ
easat-7814	153	2	data	datum	NOUN
easat-7814	153	3	preprocessing	preprocessing	NOUN
easat-7814	153	4	is	be	AUX
easat-7814	153	5	conducted	conduct	VERB
easat-7814	153	6	to	to	PART
easat-7814	153	7	ensure	ensure	VERB
easat-7814	153	8	the	the	DET
easat-7814	153	9	dataset	dataset	NOUN
easat-7814	153	10	is	be	AUX
easat-7814	153	11	suitable	suitable	ADJ
easat-7814	153	12	for	for	ADP
easat-7814	153	13	machine	machine	NOUN
easat-7814	153	14	learning	learning	NOUN
easat-7814	153	15	.	.	PUNCT
easat-7814	154	1	missing	miss	VERB
easat-7814	154	2	values	value	NOUN
easat-7814	154	3	are	be	AUX
easat-7814	154	4	addressed	address	VERB
easat-7814	154	5	by	by	ADP
easat-7814	154	6	applying	apply	VERB
easat-7814	154	7	imputation	imputation	NOUN
easat-7814	154	8	techniques	technique	NOUN
easat-7814	154	9	or	or	CCONJ
easat-7814	154	10	removal	removal	NOUN
easat-7814	154	11	,	,	PUNCT
easat-7814	154	12	determined	determine	VERB
easat-7814	154	13	by	by	ADP
easat-7814	154	14	their	their	PRON
easat-7814	154	15	relevance	relevance	NOUN
easat-7814	154	16	and	and	CCONJ
easat-7814	154	17	distribution	distribution	NOUN
easat-7814	154	18	within	within	ADP
easat-7814	154	19	the	the	DET
easat-7814	154	20	dataset	dataset	NOUN
easat-7814	154	21	.	.	PUNCT
easat-7814	155	1	numerical	numerical	ADJ
easat-7814	155	2	representations	representation	NOUN
easat-7814	155	3	are	be	AUX
easat-7814	155	4	obtained	obtain	VERB
easat-7814	155	5	from	from	ADP
easat-7814	155	6	categorical	categorical	ADJ
easat-7814	155	7	variables	variable	NOUN
easat-7814	155	8	by	by	ADP
easat-7814	155	9	applying	apply	VERB
easat-7814	155	10	dummy	dummy	ADJ
easat-7814	155	11	encoding	encoding	NOUN
easat-7814	155	12	,	,	PUNCT
easat-7814	155	13	allowing	allow	VERB
easat-7814	155	14	for	for	ADP
easat-7814	155	15	compatibility	compatibility	NOUN
easat-7814	155	16	with	with	ADP
easat-7814	155	17	machine	machine	NOUN
easat-7814	155	18	learning	learn	VERB
easat-7814	155	19	algorithms	algorithm	NOUN
easat-7814	155	20	.	.	PUNCT
easat-7814	156	1	375	375	NUM
easat-7814	156	2	edelweiss	edelweiss	PROPN
easat-7814	156	3	applied	apply	VERB
easat-7814	156	4	science	science	NOUN
easat-7814	156	5	and	and	CCONJ
easat-7814	156	6	technology	technology	NOUN
easat-7814	156	7	issn	issn	PROPN
easat-7814	156	8	:	:	PUNCT
easat-7814	156	9	2576	2576	NUM
easat-7814	156	10	-	-	SYM
easat-7814	156	11	8484	8484	NUM
easat-7814	156	12	vol	vol	NOUN
easat-7814	156	13	.	.	PROPN
easat-7814	157	1	9	9	NUM
easat-7814	157	2	,	,	PUNCT
easat-7814	157	3	no	no	INTJ
easat-7814	157	4	.	.	NOUN
easat-7814	158	1	6	6	NUM
easat-7814	158	2	:	:	SYM
easat-7814	158	3	370	370	NUM
easat-7814	158	4	-	-	SYM
easat-7814	158	5	395	395	NUM
easat-7814	158	6	,	,	PUNCT
easat-7814	158	7	2025	2025	NUM
easat-7814	158	8	doi	doi	NOUN
easat-7814	158	9	:	:	PUNCT
easat-7814	158	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	158	11	©	©	PROPN
easat-7814	158	12	2025	2025	NUM
easat-7814	158	13	by	by	ADP
easat-7814	158	14	the	the	DET
easat-7814	158	15	authors	author	NOUN
easat-7814	158	16	;	;	PUNCT
easat-7814	158	17	licensee	licensee	PROPN
easat-7814	158	18	learning	learning	NOUN
easat-7814	158	19	gate	gate	VERB
easat-7814	158	20	the	the	DET
easat-7814	158	21	issue	issue	NOUN
easat-7814	158	22	of	of	ADP
easat-7814	158	23	class	class	NOUN
easat-7814	158	24	imbalance	imbalance	NOUN
easat-7814	158	25	,	,	PUNCT
easat-7814	158	26	commonly	commonly	ADV
easat-7814	158	27	encountered	encounter	VERB
easat-7814	158	28	in	in	ADP
easat-7814	158	29	educational	educational	ADJ
easat-7814	158	30	datasets	dataset	NOUN
easat-7814	158	31	,	,	PUNCT
easat-7814	158	32	is	be	AUX
easat-7814	158	33	mitigated	mitigate	VERB
easat-7814	158	34	by	by	ADP
easat-7814	158	35	applying	apply	VERB
easat-7814	158	36	the	the	DET
easat-7814	158	37	synthetic	synthetic	ADJ
easat-7814	158	38	minority	minority	NOUN
easat-7814	158	39	over	over	ADP
easat-7814	158	40	-	-	PUNCT
easat-7814	158	41	sampling	sample	VERB
easat-7814	158	42	technique	technique	NOUN
easat-7814	158	43	(	(	PUNCT
easat-7814	158	44	smote	smote	NOUN
easat-7814	158	45	)	)	PUNCT
easat-7814	158	46	,	,	PUNCT
easat-7814	158	47	whereby	whereby	SCONJ
easat-7814	158	48	synthetic	synthetic	ADJ
easat-7814	158	49	samples	sample	NOUN
easat-7814	158	50	are	be	AUX
easat-7814	158	51	generated	generate	VERB
easat-7814	158	52	for	for	ADP
easat-7814	158	53	underrepresented	underrepresented	ADJ
easat-7814	158	54	classes	class	NOUN
easat-7814	158	55	.	.	PUNCT
easat-7814	159	1	the	the	DET
easat-7814	159	2	model	model	NOUN
easat-7814	159	3	training	training	NOUN
easat-7814	159	4	process	process	NOUN
easat-7814	159	5	is	be	AUX
easat-7814	159	6	ensured	ensure	VERB
easat-7814	159	7	to	to	PART
easat-7814	159	8	fairly	fairly	ADV
easat-7814	159	9	represent	represent	VERB
easat-7814	159	10	all	all	DET
easat-7814	159	11	categories	category	NOUN
easat-7814	159	12	,	,	PUNCT
easat-7814	159	13	thereby	thereby	ADV
easat-7814	159	14	improving	improve	VERB
easat-7814	159	15	the	the	DET
easat-7814	159	16	robustness	robustness	NOUN
easat-7814	159	17	of	of	ADP
easat-7814	159	18	predictions	prediction	NOUN
easat-7814	159	19	.	.	PUNCT
easat-7814	160	1	the	the	DET
easat-7814	160	2	critical	critical	ADJ
easat-7814	160	3	step	step	NOUN
easat-7814	160	4	of	of	ADP
easat-7814	160	5	feature	feature	NOUN
easat-7814	160	6	engineering	engineering	NOUN
easat-7814	160	7	is	be	AUX
easat-7814	160	8	recognized	recognize	VERB
easat-7814	160	9	within	within	ADP
easat-7814	160	10	this	this	DET
easat-7814	160	11	framework	framework	NOUN
easat-7814	160	12	.	.	PUNCT
easat-7814	161	1	redundant	redundant	ADJ
easat-7814	161	2	or	or	CCONJ
easat-7814	161	3	irrelevant	irrelevant	ADJ
easat-7814	161	4	features	feature	NOUN
easat-7814	161	5	are	be	AUX
easat-7814	161	6	eliminated	eliminate	VERB
easat-7814	161	7	to	to	PART
easat-7814	161	8	minimize	minimize	VERB
easat-7814	161	9	noise	noise	NOUN
easat-7814	161	10	and	and	CCONJ
easat-7814	161	11	enhance	enhance	VERB
easat-7814	161	12	the	the	DET
easat-7814	161	13	efficiency	efficiency	NOUN
easat-7814	161	14	of	of	ADP
easat-7814	161	15	the	the	DET
easat-7814	161	16	predictive	predictive	ADJ
easat-7814	161	17	models	model	NOUN
easat-7814	161	18	.	.	PUNCT
easat-7814	162	1	the	the	DET
easat-7814	162	2	relative	relative	ADJ
easat-7814	162	3	contribution	contribution	NOUN
easat-7814	162	4	of	of	ADP
easat-7814	162	5	each	each	DET
easat-7814	162	6	variable	variable	NOUN
easat-7814	162	7	to	to	ADP
easat-7814	162	8	the	the	DET
easat-7814	162	9	model	model	NOUN
easat-7814	162	10	's	's	PART
easat-7814	162	11	predictions	prediction	NOUN
easat-7814	162	12	is	be	AUX
easat-7814	162	13	determined	determine	VERB
easat-7814	162	14	through	through	ADP
easat-7814	162	15	feature	feature	NOUN
easat-7814	162	16	importance	importance	NOUN
easat-7814	162	17	analysis	analysis	NOUN
easat-7814	162	18	,	,	PUNCT
easat-7814	162	19	which	which	PRON
easat-7814	162	20	provides	provide	VERB
easat-7814	162	21	interpretable	interpretable	ADJ
easat-7814	162	22	insights	insight	NOUN
easat-7814	162	23	into	into	ADP
easat-7814	162	24	the	the	DET
easat-7814	162	25	key	key	ADJ
easat-7814	162	26	factors	factor	NOUN
easat-7814	162	27	influencing	influence	VERB
easat-7814	162	28	academic	academic	ADJ
easat-7814	162	29	performance	performance	NOUN
easat-7814	162	30	.	.	PUNCT
easat-7814	163	1	the	the	DET
easat-7814	163	2	transparency	transparency	NOUN
easat-7814	163	3	of	of	ADP
easat-7814	163	4	the	the	DET
easat-7814	163	5	model	model	NOUN
easat-7814	163	6	is	be	AUX
easat-7814	163	7	enhanced	enhance	VERB
easat-7814	163	8	,	,	PUNCT
easat-7814	163	9	and	and	CCONJ
easat-7814	163	10	the	the	DET
easat-7814	163	11	understanding	understanding	NOUN
easat-7814	163	12	of	of	ADP
easat-7814	163	13	the	the	DET
easat-7814	163	14	underlying	underlie	VERB
easat-7814	163	15	relationships	relationship	NOUN
easat-7814	163	16	between	between	ADP
easat-7814	163	17	input	input	NOUN
easat-7814	163	18	features	feature	NOUN
easat-7814	163	19	and	and	CCONJ
easat-7814	163	20	the	the	DET
easat-7814	163	21	target	target	NOUN
easat-7814	163	22	variable	variable	NOUN
easat-7814	163	23	is	be	AUX
easat-7814	163	24	aided	aid	VERB
easat-7814	163	25	.	.	PUNCT
easat-7814	164	1	cloud	cloud	NOUN
easat-7814	164	2	computing	computing	NOUN
easat-7814	164	3	platforms	platform	NOUN
easat-7814	164	4	are	be	AUX
easat-7814	164	5	leveraged	leverage	VERB
easat-7814	164	6	in	in	ADP
easat-7814	164	7	the	the	DET
easat-7814	164	8	study	study	NOUN
easat-7814	164	9	to	to	PART
easat-7814	164	10	address	address	VERB
easat-7814	164	11	the	the	DET
easat-7814	164	12	computational	computational	ADJ
easat-7814	164	13	demands	demand	NOUN
easat-7814	164	14	of	of	ADP
easat-7814	164	15	data	datum	NOUN
easat-7814	164	16	preprocessing	preprocessing	NOUN
easat-7814	164	17	,	,	PUNCT
easat-7814	164	18	analysis	analysis	NOUN
easat-7814	164	19	,	,	PUNCT
easat-7814	164	20	and	and	CCONJ
easat-7814	164	21	model	model	NOUN
easat-7814	164	22	development	development	NOUN
easat-7814	164	23	.	.	PUNCT
easat-7814	165	1	the	the	DET
easat-7814	165	2	google	google	PROPN
easat-7814	165	3	cloud	cloud	NOUN
easat-7814	165	4	platform	platform	NOUN
easat-7814	165	5	is	be	AUX
easat-7814	165	6	utilized	utilize	VERB
easat-7814	165	7	extensively	extensively	ADV
easat-7814	165	8	for	for	ADP
easat-7814	165	9	data	datum	NOUN
easat-7814	165	10	cleaning	cleaning	NOUN
easat-7814	165	11	and	and	CCONJ
easat-7814	165	12	transformation	transformation	NOUN
easat-7814	165	13	,	,	PUNCT
easat-7814	165	14	with	with	ADP
easat-7814	165	15	the	the	DET
easat-7814	165	16	automation	automation	NOUN
easat-7814	165	17	of	of	ADP
easat-7814	165	18	inconsistency	inconsistency	NOUN
easat-7814	165	19	detection	detection	NOUN
easat-7814	165	20	and	and	CCONJ
easat-7814	165	21	suggestion	suggestion	NOUN
easat-7814	165	22	of	of	ADP
easat-7814	165	23	appropriate	appropriate	ADJ
easat-7814	165	24	transformations	transformation	NOUN
easat-7814	165	25	performed	perform	VERB
easat-7814	165	26	by	by	ADP
easat-7814	165	27	dataprep	dataprep	PROPN
easat-7814	165	28	by	by	ADP
easat-7814	165	29	trifacta	trifacta	PROPN
easat-7814	165	30	.	.	PUNCT
easat-7814	166	1	this	this	DET
easat-7814	166	2	visual	visual	ADJ
easat-7814	166	3	interface	interface	NOUN
easat-7814	166	4	facilitates	facilitate	VERB
easat-7814	166	5	data	datum	NOUN
easat-7814	166	6	preparation	preparation	NOUN
easat-7814	166	7	in	in	ADP
easat-7814	166	8	a	a	DET
easat-7814	166	9	format	format	NOUN
easat-7814	166	10	optimized	optimize	VERB
easat-7814	166	11	for	for	ADP
easat-7814	166	12	analysis	analysis	NOUN
easat-7814	166	13	.	.	PUNCT
easat-7814	167	1	sophisticated	sophisticated	ADJ
easat-7814	167	2	visualization	visualization	NOUN
easat-7814	167	3	tools	tool	NOUN
easat-7814	167	4	,	,	PUNCT
easat-7814	167	5	including	include	VERB
easat-7814	167	6	dynamic	dynamic	ADJ
easat-7814	167	7	charts	chart	NOUN
easat-7814	167	8	and	and	CCONJ
easat-7814	167	9	graphs	graph	NOUN
easat-7814	167	10	,	,	PUNCT
easat-7814	167	11	are	be	AUX
easat-7814	167	12	provided	provide	VERB
easat-7814	167	13	by	by	ADP
easat-7814	167	14	oracle	oracle	PROPN
easat-7814	167	15	cloud	cloud	PROPN
easat-7814	167	16	analytics	analytic	NOUN
easat-7814	167	17	,	,	PUNCT
easat-7814	167	18	enhancing	enhance	VERB
easat-7814	167	19	the	the	DET
easat-7814	167	20	interpretability	interpretability	NOUN
easat-7814	167	21	of	of	ADP
easat-7814	167	22	the	the	DET
easat-7814	167	23	data	datum	NOUN
easat-7814	167	24	and	and	CCONJ
easat-7814	167	25	supporting	support	VERB
easat-7814	167	26	meaningful	meaningful	ADJ
easat-7814	167	27	insights	insight	NOUN
easat-7814	167	28	into	into	ADP
easat-7814	167	29	feature	feature	NOUN
easat-7814	167	30	distributions	distribution	NOUN
easat-7814	167	31	and	and	CCONJ
easat-7814	167	32	relationships	relationship	NOUN
easat-7814	167	33	.	.	PUNCT
easat-7814	168	1	the	the	DET
easat-7814	168	2	pivotal	pivotal	ADJ
easat-7814	168	3	role	role	NOUN
easat-7814	168	4	of	of	ADP
easat-7814	168	5	microsoft	microsoft	PROPN
easat-7814	168	6	azure	azure	PROPN
easat-7814	168	7	machine	machine	NOUN
easat-7814	168	8	learning	learning	NOUN
easat-7814	168	9	in	in	ADP
easat-7814	168	10	this	this	DET
easat-7814	168	11	framework	framework	NOUN
easat-7814	168	12	is	be	AUX
easat-7814	168	13	highlighted	highlight	VERB
easat-7814	168	14	,	,	PUNCT
easat-7814	168	15	mainly	mainly	ADV
easat-7814	168	16	through	through	ADP
easat-7814	168	17	the	the	DET
easat-7814	168	18	automated	automate	VERB
easat-7814	168	19	machine	machine	NOUN
easat-7814	168	20	learning	learning	NOUN
easat-7814	168	21	(	(	PUNCT
easat-7814	168	22	automl	automl	NOUN
easat-7814	168	23	)	)	PUNCT
easat-7814	168	24	capabilities	capability	NOUN
easat-7814	168	25	,	,	PUNCT
easat-7814	168	26	which	which	PRON
easat-7814	168	27	are	be	AUX
easat-7814	168	28	utilized	utilize	VERB
easat-7814	168	29	to	to	PART
easat-7814	168	30	streamline	streamline	VERB
easat-7814	168	31	the	the	DET
easat-7814	168	32	model	model	NOUN
easat-7814	168	33	-	-	PUNCT
easat-7814	168	34	building	building	NOUN
easat-7814	168	35	process	process	NOUN
easat-7814	168	36	by	by	ADP
easat-7814	168	37	automatically	automatically	ADV
easat-7814	168	38	selecting	select	VERB
easat-7814	168	39	the	the	DET
easat-7814	168	40	best	well	ADV
easat-7814	168	41	-	-	PUNCT
easat-7814	168	42	performing	perform	VERB
easat-7814	168	43	algorithm	algorithm	NOUN
easat-7814	168	44	and	and	CCONJ
easat-7814	168	45	optimizing	optimize	VERB
easat-7814	168	46	its	its	PRON
easat-7814	168	47	parameters	parameter	NOUN
easat-7814	168	48	.	.	PUNCT
easat-7814	169	1	seamless	seamless	ADJ
easat-7814	169	2	code	code	NOUN
easat-7814	169	3	execution	execution	NOUN
easat-7814	169	4	and	and	CCONJ
easat-7814	169	5	analysis	analysis	NOUN
easat-7814	169	6	are	be	AUX
easat-7814	169	7	enabled	enable	VERB
easat-7814	169	8	by	by	ADP
easat-7814	169	9	the	the	DET
easat-7814	169	10	integration	integration	NOUN
easat-7814	169	11	of	of	ADP
easat-7814	169	12	jupyter	jupyter	ADJ
easat-7814	169	13	notebooks	notebook	NOUN
easat-7814	169	14	within	within	ADP
easat-7814	169	15	azure	azure	NOUN
easat-7814	169	16	.	.	PUNCT
easat-7814	170	1	various	various	ADJ
easat-7814	170	2	machine	machine	NOUN
easat-7814	170	3	learning	learn	VERB
easat-7814	170	4	algorithms	algorithm	NOUN
easat-7814	170	5	are	be	AUX
easat-7814	170	6	employed	employ	VERB
easat-7814	170	7	in	in	ADP
easat-7814	170	8	the	the	DET
easat-7814	170	9	predictive	predictive	ADJ
easat-7814	170	10	modeling	modeling	NOUN
easat-7814	170	11	phase	phase	NOUN
easat-7814	170	12	,	,	PUNCT
easat-7814	170	13	tailored	tailor	VERB
easat-7814	170	14	to	to	ADP
easat-7814	170	15	multiclass	multiclass	ADJ
easat-7814	170	16	classification	classification	NOUN
easat-7814	170	17	tasks	task	NOUN
easat-7814	170	18	,	,	PUNCT
easat-7814	170	19	where	where	SCONJ
easat-7814	170	20	multiple	multiple	ADJ
easat-7814	170	21	categories	category	NOUN
easat-7814	170	22	comprise	comprise	VERB
easat-7814	170	23	the	the	DET
easat-7814	170	24	target	target	NOUN
easat-7814	170	25	variable	variable	NOUN
easat-7814	170	26	.	.	PUNCT
easat-7814	171	1	the	the	DET
easat-7814	171	2	algorithms	algorithm	NOUN
easat-7814	171	3	tested	test	VERB
easat-7814	171	4	include	include	VERB
easat-7814	171	5	logistic	logistic	ADJ
easat-7814	171	6	regression	regression	NOUN
easat-7814	171	7	,	,	PUNCT
easat-7814	171	8	decision	decision	NOUN
easat-7814	171	9	trees	tree	NOUN
easat-7814	171	10	,	,	PUNCT
easat-7814	171	11	random	random	ADJ
easat-7814	171	12	forests	forest	NOUN
easat-7814	171	13	,	,	PUNCT
easat-7814	171	14	and	and	CCONJ
easat-7814	171	15	neural	neural	ADJ
easat-7814	171	16	networks	network	NOUN
easat-7814	171	17	.	.	PUNCT
easat-7814	172	1	training	training	NOUN
easat-7814	172	2	and	and	CCONJ
easat-7814	172	3	validation	validation	NOUN
easat-7814	172	4	of	of	ADP
easat-7814	172	5	these	these	DET
easat-7814	172	6	models	model	NOUN
easat-7814	172	7	are	be	AUX
easat-7814	172	8	conducted	conduct	VERB
easat-7814	172	9	using	use	VERB
easat-7814	172	10	cross	cross	ADJ
easat-7814	172	11	-	-	ADJ
easat-7814	172	12	validation	validation	ADJ
easat-7814	172	13	techniques	technique	NOUN
easat-7814	172	14	to	to	PART
easat-7814	172	15	ensure	ensure	VERB
easat-7814	172	16	generalizability	generalizability	NOUN
easat-7814	172	17	to	to	ADP
easat-7814	172	18	unseen	unseen	ADJ
easat-7814	172	19	data	datum	NOUN
easat-7814	172	20	.	.	PUNCT
easat-7814	173	1	evaluation	evaluation	NOUN
easat-7814	173	2	metrics	metric	NOUN
easat-7814	173	3	,	,	PUNCT
easat-7814	173	4	including	include	VERB
easat-7814	173	5	accuracy	accuracy	NOUN
easat-7814	173	6	,	,	PUNCT
easat-7814	173	7	precision	precision	NOUN
easat-7814	173	8	,	,	PUNCT
easat-7814	173	9	recall	recall	NOUN
easat-7814	173	10	,	,	PUNCT
easat-7814	173	11	f1	f1	NOUN
easat-7814	173	12	score	score	NOUN
easat-7814	173	13	,	,	PUNCT
easat-7814	173	14	and	and	CCONJ
easat-7814	173	15	the	the	DET
easat-7814	173	16	area	area	NOUN
easat-7814	173	17	under	under	ADP
easat-7814	173	18	the	the	DET
easat-7814	173	19	curve	curve	NOUN
easat-7814	173	20	(	(	PUNCT
easat-7814	173	21	auc	auc	NOUN
easat-7814	173	22	)	)	PUNCT
easat-7814	173	23	,	,	PUNCT
easat-7814	173	24	are	be	AUX
easat-7814	173	25	utilized	utilize	VERB
easat-7814	173	26	to	to	PART
easat-7814	173	27	assess	assess	VERB
easat-7814	173	28	model	model	NOUN
easat-7814	173	29	performance	performance	NOUN
easat-7814	173	30	comprehensively	comprehensively	ADV
easat-7814	173	31	.	.	PUNCT
easat-7814	174	1	it	it	PRON
easat-7814	174	2	is	be	AUX
easat-7814	174	3	ensured	ensure	VERB
easat-7814	174	4	that	that	SCONJ
easat-7814	174	5	balanced	balanced	ADJ
easat-7814	174	6	learning	learning	NOUN
easat-7814	174	7	across	across	ADP
easat-7814	174	8	all	all	DET
easat-7814	174	9	classes	class	NOUN
easat-7814	174	10	is	be	AUX
easat-7814	174	11	achieved	achieve	VERB
easat-7814	174	12	using	use	VERB
easat-7814	174	13	smote	smote	NOUN
easat-7814	174	14	during	during	ADP
easat-7814	174	15	model	model	NOUN
easat-7814	174	16	training	training	NOUN
easat-7814	174	17	,	,	PUNCT
easat-7814	174	18	which	which	PRON
easat-7814	174	19	is	be	AUX
easat-7814	174	20	critical	critical	ADJ
easat-7814	174	21	for	for	ADP
easat-7814	174	22	reducing	reduce	VERB
easat-7814	174	23	prediction	prediction	NOUN
easat-7814	174	24	bias	bias	NOUN
easat-7814	174	25	.	.	PUNCT
easat-7814	175	1	statistical	statistical	ADJ
easat-7814	175	2	methods	method	NOUN
easat-7814	175	3	are	be	AUX
easat-7814	175	4	also	also	ADV
easat-7814	175	5	included	include	VERB
easat-7814	175	6	in	in	ADP
easat-7814	175	7	the	the	DET
easat-7814	175	8	analysis	analysis	NOUN
easat-7814	175	9	to	to	PART
easat-7814	175	10	deepen	deepen	VERB
easat-7814	175	11	the	the	DET
easat-7814	175	12	understanding	understanding	NOUN
easat-7814	175	13	of	of	ADP
easat-7814	175	14	relationships	relationship	NOUN
easat-7814	175	15	within	within	ADP
easat-7814	175	16	the	the	DET
easat-7814	175	17	data	datum	NOUN
easat-7814	175	18	.	.	PUNCT
easat-7814	176	1	the	the	DET
easat-7814	176	2	mann	mann	PROPN
easat-7814	176	3	-	-	PUNCT
easat-7814	176	4	whitney	whitney	PROPN
easat-7814	176	5	u	u	PROPN
easat-7814	176	6	test	test	NOUN
easat-7814	176	7	is	be	AUX
easat-7814	176	8	employed	employ	VERB
easat-7814	176	9	to	to	PART
easat-7814	176	10	identify	identify	VERB
easat-7814	176	11	statistically	statistically	ADV
easat-7814	176	12	significant	significant	ADJ
easat-7814	176	13	differences	difference	NOUN
easat-7814	176	14	between	between	ADP
easat-7814	176	15	two	two	NUM
easat-7814	176	16	independent	independent	ADJ
easat-7814	176	17	groups	group	NOUN
easat-7814	176	18	,	,	PUNCT
easat-7814	176	19	particularly	particularly	ADV
easat-7814	176	20	when	when	SCONJ
easat-7814	176	21	the	the	DET
easat-7814	176	22	data	datum	NOUN
easat-7814	176	23	do	do	AUX
easat-7814	176	24	not	not	PART
easat-7814	176	25	meet	meet	VERB
easat-7814	176	26	the	the	DET
easat-7814	176	27	assumptions	assumption	NOUN
easat-7814	176	28	of	of	ADP
easat-7814	176	29	normality	normality	NOUN
easat-7814	176	30	required	require	VERB
easat-7814	176	31	by	by	ADP
easat-7814	176	32	parametric	parametric	ADJ
easat-7814	176	33	tests	test	NOUN
easat-7814	176	34	.	.	PUNCT
easat-7814	177	1	this	this	DET
easat-7814	177	2	non	non	ADJ
easat-7814	177	3	-	-	ADJ
easat-7814	177	4	parametric	parametric	ADJ
easat-7814	177	5	test	test	NOUN
easat-7814	177	6	provides	provide	VERB
easat-7814	177	7	insights	insight	NOUN
easat-7814	177	8	into	into	ADP
easat-7814	177	9	group	group	NOUN
easat-7814	177	10	-	-	PUNCT
easat-7814	177	11	level	level	NOUN
easat-7814	177	12	differences	difference	NOUN
easat-7814	177	13	based	base	VERB
easat-7814	177	14	on	on	ADP
easat-7814	177	15	ordinal	ordinal	ADJ
easat-7814	177	16	or	or	CCONJ
easat-7814	177	17	continuous	continuous	ADJ
easat-7814	177	18	data	datum	NOUN
easat-7814	177	19	.	.	PUNCT
easat-7814	178	1	the	the	DET
easat-7814	178	2	phi	phi	NOUN
easat-7814	178	3	coefficient	coefficient	NOUN
easat-7814	178	4	is	be	AUX
easat-7814	178	5	utilized	utilize	VERB
easat-7814	178	6	to	to	PART
easat-7814	178	7	analyze	analyze	VERB
easat-7814	178	8	binary	binary	ADJ
easat-7814	178	9	variables	variable	NOUN
easat-7814	178	10	,	,	PUNCT
easat-7814	178	11	with	with	ADP
easat-7814	178	12	the	the	DET
easat-7814	178	13	strength	strength	NOUN
easat-7814	178	14	of	of	ADP
easat-7814	178	15	associations	association	NOUN
easat-7814	178	16	being	be	AUX
easat-7814	178	17	quantified	quantify	VERB
easat-7814	178	18	in	in	ADP
easat-7814	178	19	a	a	DET
easat-7814	178	20	manner	manner	NOUN
easat-7814	178	21	analogous	analogous	ADJ
easat-7814	178	22	to	to	ADP
easat-7814	178	23	pearson	pearson	PROPN
easat-7814	178	24	's	's	PART
easat-7814	178	25	correlation	correlation	NOUN
easat-7814	178	26	yet	yet	ADV
easat-7814	178	27	specific	specific	ADJ
easat-7814	178	28	to	to	ADP
easat-7814	178	29	binary	binary	PROPN
easat-7814	178	30	data	datum	NOUN
easat-7814	178	31	.	.	PUNCT
easat-7814	179	1	the	the	DET
easat-7814	179	2	integration	integration	NOUN
easat-7814	179	3	of	of	ADP
easat-7814	179	4	ensemble	ensemble	ADJ
easat-7814	179	5	learning	learning	NOUN
easat-7814	179	6	techniques	technique	NOUN
easat-7814	179	7	,	,	PUNCT
easat-7814	179	8	such	such	ADJ
easat-7814	179	9	as	as	ADP
easat-7814	179	10	voting	voting	NOUN
easat-7814	179	11	ensembles	ensemble	NOUN
easat-7814	179	12	,	,	PUNCT
easat-7814	179	13	is	be	AUX
easat-7814	179	14	a	a	DET
easat-7814	179	15	key	key	ADJ
easat-7814	179	16	feature	feature	NOUN
easat-7814	179	17	of	of	ADP
easat-7814	179	18	this	this	DET
easat-7814	179	19	methodological	methodological	ADJ
easat-7814	179	20	framework	framework	NOUN
easat-7814	179	21	,	,	PUNCT
easat-7814	179	22	whereby	whereby	SCONJ
easat-7814	179	23	the	the	DET
easat-7814	179	24	predictions	prediction	NOUN
easat-7814	179	25	of	of	ADP
easat-7814	179	26	multiple	multiple	ADJ
easat-7814	179	27	algorithms	algorithm	NOUN
easat-7814	179	28	are	be	AUX
easat-7814	179	29	combined	combine	VERB
easat-7814	179	30	to	to	PART
easat-7814	179	31	enhance	enhance	VERB
easat-7814	179	32	overall	overall	ADJ
easat-7814	179	33	performance	performance	NOUN
easat-7814	179	34	.	.	PUNCT
easat-7814	180	1	these	these	DET
easat-7814	180	2	ensemble	ensemble	ADJ
easat-7814	180	3	methods	method	NOUN
easat-7814	180	4	capitalize	capitalize	VERB
easat-7814	180	5	on	on	ADP
easat-7814	180	6	the	the	DET
easat-7814	180	7	diverse	diverse	ADJ
easat-7814	180	8	strengths	strength	NOUN
easat-7814	180	9	of	of	ADP
easat-7814	180	10	individual	individual	ADJ
easat-7814	180	11	models	model	NOUN
easat-7814	180	12	,	,	PUNCT
easat-7814	180	13	resulting	result	VERB
easat-7814	180	14	in	in	ADP
easat-7814	180	15	improved	improved	ADJ
easat-7814	180	16	prediction	prediction	NOUN
easat-7814	180	17	stability	stability	NOUN
easat-7814	180	18	and	and	CCONJ
easat-7814	180	19	accuracy	accuracy	NOUN
easat-7814	180	20	.	.	PUNCT
easat-7814	181	1	the	the	DET
easat-7814	181	2	framework	framework	NOUN
easat-7814	181	3	addresses	address	NOUN
easat-7814	181	4	challenges	challenge	VERB
easat-7814	181	5	in	in	ADP
easat-7814	181	6	imbalanced	imbalanced	ADJ
easat-7814	181	7	datasets	dataset	NOUN
easat-7814	181	8	,	,	PUNCT
easat-7814	181	9	which	which	PRON
easat-7814	181	10	also	also	ADV
easat-7814	181	11	evaluates	evaluate	VERB
easat-7814	181	12	multiclass	multiclass	ADJ
easat-7814	181	13	classification	classification	NOUN
easat-7814	181	14	models	model	NOUN
easat-7814	181	15	using	use	VERB
easat-7814	181	16	weighted	weighted	ADJ
easat-7814	181	17	metrics	metric	NOUN
easat-7814	181	18	,	,	PUNCT
easat-7814	181	19	ensuring	ensure	VERB
easat-7814	181	20	that	that	SCONJ
easat-7814	181	21	performance	performance	NOUN
easat-7814	181	22	assessments	assessment	NOUN
easat-7814	181	23	account	account	VERB
easat-7814	181	24	for	for	ADP
easat-7814	181	25	class	class	NOUN
easat-7814	181	26	proportions	proportion	NOUN
easat-7814	181	27	.	.	PUNCT
easat-7814	182	1	the	the	DET
easat-7814	182	2	primary	primary	ADJ
easat-7814	182	3	programming	programming	NOUN
easat-7814	182	4	language	language	NOUN
easat-7814	182	5	for	for	ADP
easat-7814	182	6	data	data	NOUN
easat-7814	182	7	manipulation	manipulation	NOUN
easat-7814	182	8	,	,	PUNCT
easat-7814	182	9	analysis	analysis	NOUN
easat-7814	182	10	,	,	PUNCT
easat-7814	182	11	and	and	CCONJ
easat-7814	182	12	machine	machine	NOUN
easat-7814	182	13	learning	learn	VERB
easat-7814	182	14	implementation	implementation	NOUN
easat-7814	182	15	is	be	AUX
easat-7814	182	16	served	serve	VERB
easat-7814	182	17	by	by	ADP
easat-7814	182	18	python	python	PROPN
easat-7814	182	19	.	.	PUNCT
easat-7814	183	1	efficient	efficient	ADJ
easat-7814	183	2	data	datum	NOUN
easat-7814	183	3	handling	handling	NOUN
easat-7814	183	4	is	be	AUX
easat-7814	183	5	supported	support	VERB
easat-7814	183	6	by	by	ADP
easat-7814	183	7	libraries	library	NOUN
easat-7814	183	8	such	such	ADJ
easat-7814	183	9	as	as	ADP
easat-7814	183	10	pandas	panda	NOUN
easat-7814	183	11	and	and	CCONJ
easat-7814	183	12	numpy	numpy	NOUN
easat-7814	183	13	,	,	PUNCT
easat-7814	183	14	while	while	SCONJ
easat-7814	183	15	scikit	scikit	NOUN
easat-7814	183	16	-	-	PUNCT
easat-7814	183	17	learn	learn	NOUN
easat-7814	183	18	provides	provide	VERB
easat-7814	183	19	a	a	DET
easat-7814	183	20	robust	robust	ADJ
easat-7814	183	21	suite	suite	NOUN
easat-7814	183	22	of	of	ADP
easat-7814	183	23	machine	machine	NOUN
easat-7814	183	24	learning	learn	VERB
easat-7814	183	25	algorithms	algorithm	NOUN
easat-7814	183	26	and	and	CCONJ
easat-7814	183	27	evaluation	evaluation	NOUN
easat-7814	183	28	tools	tool	NOUN
easat-7814	183	29	.	.	PUNCT
easat-7814	184	1	visualization	visualization	NOUN
easat-7814	184	2	libraries	library	NOUN
easat-7814	184	3	such	such	ADJ
easat-7814	184	4	as	as	ADP
easat-7814	184	5	matplotlib	matplotlib	PROPN
easat-7814	184	6	and	and	CCONJ
easat-7814	184	7	seaborn	seaborn	PROPN
easat-7814	184	8	are	be	AUX
easat-7814	184	9	utilized	utilize	VERB
easat-7814	184	10	to	to	PART
easat-7814	184	11	produce	produce	VERB
easat-7814	184	12	insightful	insightful	ADJ
easat-7814	184	13	graphs	graph	NOUN
easat-7814	184	14	and	and	CCONJ
easat-7814	184	15	charts	chart	NOUN
easat-7814	184	16	that	that	PRON
easat-7814	184	17	aid	aid	NOUN
easat-7814	184	18	in	in	ADP
easat-7814	184	19	interpreting	interpret	VERB
easat-7814	184	20	findings	finding	NOUN
easat-7814	184	21	.	.	PUNCT
easat-7814	185	1	this	this	DET
easat-7814	185	2	methodological	methodological	ADJ
easat-7814	185	3	framework	framework	NOUN
easat-7814	185	4	presents	present	VERB
easat-7814	185	5	a	a	DET
easat-7814	185	6	holistic	holistic	ADJ
easat-7814	185	7	approach	approach	NOUN
easat-7814	185	8	to	to	ADP
easat-7814	185	9	academic	academic	ADJ
easat-7814	185	10	performance	performance	NOUN
easat-7814	185	11	prediction	prediction	NOUN
easat-7814	185	12	.	.	PUNCT
easat-7814	186	1	the	the	DET
easat-7814	186	2	limitations	limitation	NOUN
easat-7814	186	3	of	of	ADP
easat-7814	186	4	traditional	traditional	ADJ
easat-7814	186	5	educational	educational	ADJ
easat-7814	186	6	data	datum	NOUN
easat-7814	186	7	mining	mining	NOUN
easat-7814	186	8	practices	practice	NOUN
easat-7814	186	9	are	be	AUX
easat-7814	186	10	addressed	address	VERB
easat-7814	186	11	by	by	ADP
easat-7814	186	12	integrating	integrate	VERB
easat-7814	186	13	exploratory	exploratory	ADJ
easat-7814	186	14	analysis	analysis	NOUN
easat-7814	186	15	,	,	PUNCT
easat-7814	186	16	rigorous	rigorous	ADJ
easat-7814	186	17	preprocessing	preprocessing	NOUN
easat-7814	186	18	,	,	PUNCT
easat-7814	186	19	advanced	advanced	ADJ
easat-7814	186	20	machine	machine	NOUN
easat-7814	186	21	learning	learn	VERB
easat-7814	186	22	techniques	technique	NOUN
easat-7814	186	23	,	,	PUNCT
easat-7814	186	24	and	and	CCONJ
easat-7814	186	25	scalable	scalable	ADJ
easat-7814	186	26	cloudbased	cloudbase	VERB
easat-7814	186	27	tools	tool	NOUN
easat-7814	186	28	.	.	PUNCT
easat-7814	187	1	the	the	DET
easat-7814	187	2	framework	framework	NOUN
easat-7814	187	3	ensures	ensure	VERB
easat-7814	187	4	accurate	accurate	ADJ
easat-7814	187	5	and	and	CCONJ
easat-7814	187	6	interpretable	interpretable	ADJ
easat-7814	187	7	predictions	prediction	NOUN
easat-7814	187	8	,	,	PUNCT
easat-7814	187	9	while	while	SCONJ
easat-7814	187	10	a	a	DET
easat-7814	187	11	replicable	replicable	NOUN
easat-7814	187	12	and	and	CCONJ
easat-7814	187	13	376	376	NUM
easat-7814	187	14	edelweiss	edelweiss	PROPN
easat-7814	187	15	applied	apply	VERB
easat-7814	187	16	science	science	NOUN
easat-7814	187	17	and	and	CCONJ
easat-7814	187	18	technology	technology	NOUN
easat-7814	187	19	issn	issn	PROPN
easat-7814	187	20	:	:	PUNCT
easat-7814	187	21	2576	2576	NUM
easat-7814	187	22	-	-	SYM
easat-7814	187	23	8484	8484	NUM
easat-7814	187	24	vol	vol	NOUN
easat-7814	187	25	.	.	PROPN
easat-7814	188	1	9	9	NUM
easat-7814	188	2	,	,	PUNCT
easat-7814	188	3	no	no	INTJ
easat-7814	188	4	.	.	NOUN
easat-7814	189	1	6	6	NUM
easat-7814	189	2	:	:	SYM
easat-7814	189	3	370	370	NUM
easat-7814	189	4	-	-	SYM
easat-7814	189	5	395	395	NUM
easat-7814	189	6	,	,	PUNCT
easat-7814	189	7	2025	2025	NUM
easat-7814	189	8	doi	doi	NOUN
easat-7814	189	9	:	:	PUNCT
easat-7814	189	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	189	11	©	©	PROPN
easat-7814	189	12	2025	2025	NUM
easat-7814	189	13	by	by	ADP
easat-7814	189	14	the	the	DET
easat-7814	189	15	authors	author	NOUN
easat-7814	189	16	;	;	PUNCT
easat-7814	189	17	licensee	licensee	PROPN
easat-7814	189	18	learning	learning	NOUN
easat-7814	189	19	gate	gate	NOUN
easat-7814	189	20	adaptable	adaptable	ADJ
easat-7814	189	21	model	model	NOUN
easat-7814	189	22	is	be	AUX
easat-7814	189	23	established	establish	VERB
easat-7814	189	24	to	to	PART
easat-7814	189	25	enhance	enhance	VERB
easat-7814	189	26	decision	decision	NOUN
easat-7814	189	27	-	-	PUNCT
easat-7814	189	28	making	make	VERB
easat-7814	189	29	and	and	CCONJ
easat-7814	189	30	support	support	NOUN
easat-7814	189	31	student	student	NOUN
easat-7814	189	32	success	success	NOUN
easat-7814	189	33	in	in	ADP
easat-7814	189	34	diverse	diverse	ADJ
easat-7814	189	35	educational	educational	ADJ
easat-7814	189	36	contexts	contexts	NOUN
easat-7814	189	37	.	.	PUNCT
easat-7814	190	1	4	4	X
easat-7814	190	2	.	.	X
easat-7814	190	3	exploratory	exploratory	ADJ
easat-7814	190	4	insights	insight	NOUN
easat-7814	190	5	the	the	DET
easat-7814	190	6	dataset	dataset	NOUN
easat-7814	190	7	utilized	utilize	VERB
easat-7814	190	8	in	in	ADP
easat-7814	190	9	this	this	DET
easat-7814	190	10	research	research	NOUN
easat-7814	190	11	is	be	AUX
easat-7814	190	12	regarded	regard	VERB
easat-7814	190	13	as	as	ADP
easat-7814	190	14	a	a	DET
easat-7814	190	15	critical	critical	ADJ
easat-7814	190	16	foundation	foundation	NOUN
easat-7814	190	17	for	for	ADP
easat-7814	190	18	understanding	understanding	NOUN
easat-7814	190	19	and	and	CCONJ
easat-7814	190	20	predicting	predict	VERB
easat-7814	190	21	academic	academic	ADJ
easat-7814	190	22	performance	performance	NOUN
easat-7814	190	23	in	in	ADP
easat-7814	190	24	secondary	secondary	ADJ
easat-7814	190	25	education	education	NOUN
easat-7814	190	26	,	,	PUNCT
easat-7814	190	27	specifically	specifically	ADV
easat-7814	190	28	in	in	ADP
easat-7814	190	29	mathematics	mathematic	NOUN
easat-7814	190	30	.	.	PUNCT
easat-7814	191	1	in	in	ADP
easat-7814	191	2	2008	2008	NUM
easat-7814	191	3	,	,	PUNCT
easat-7814	191	4	a	a	DET
easat-7814	191	5	unique	unique	ADJ
easat-7814	191	6	blend	blend	NOUN
easat-7814	191	7	of	of	ADP
easat-7814	191	8	real	real	ADJ
easat-7814	191	9	-	-	PUNCT
easat-7814	191	10	world	world	NOUN
easat-7814	191	11	academic	academic	ADJ
easat-7814	191	12	,	,	PUNCT
easat-7814	191	13	behavioral	behavioral	ADJ
easat-7814	191	14	,	,	PUNCT
easat-7814	191	15	and	and	CCONJ
easat-7814	191	16	socio	socio	NOUN
easat-7814	191	17	-	-	ADJ
easat-7814	191	18	demographic	demographic	ADJ
easat-7814	191	19	information	information	NOUN
easat-7814	191	20	was	be	AUX
easat-7814	191	21	provided	provide	VERB
easat-7814	191	22	by	by	ADP
easat-7814	191	23	this	this	DET
easat-7814	191	24	dataset	dataset	NOUN
easat-7814	191	25	,	,	PUNCT
easat-7814	191	26	which	which	PRON
easat-7814	191	27	was	be	AUX
easat-7814	191	28	collected	collect	VERB
easat-7814	191	29	from	from	ADP
easat-7814	191	30	395	395	NUM
easat-7814	191	31	students	student	NOUN
easat-7814	191	32	enrolled	enrol	VERB
easat-7814	191	33	in	in	ADP
easat-7814	191	34	two	two	NUM
easat-7814	191	35	portuguese	portuguese	ADJ
easat-7814	191	36	secondary	secondary	ADJ
easat-7814	191	37	schools	school	NOUN
easat-7814	191	38	,	,	PUNCT
easat-7814	191	39	gabriel	gabriel	PROPN
easat-7814	191	40	pereira	pereira	PROPN
easat-7814	191	41	and	and	CCONJ
easat-7814	191	42	mouzinho	mouzinho	PROPN
easat-7814	191	43	da	da	PROPN
easat-7814	191	44	silveira	silveira	PROPN
easat-7814	191	45	,	,	PUNCT
easat-7814	191	46	located	locate	VERB
easat-7814	191	47	in	in	ADP
easat-7814	191	48	porto	porto	PROPN
easat-7814	191	49	.	.	PUNCT
easat-7814	192	1	students	student	NOUN
easat-7814	192	2	aged	age	VERB
easat-7814	192	3	15	15	NUM
easat-7814	192	4	to	to	PART
easat-7814	192	5	18	18	NUM
easat-7814	192	6	are	be	AUX
easat-7814	192	7	catered	cater	VERB
easat-7814	192	8	to	to	ADP
easat-7814	192	9	by	by	ADP
easat-7814	192	10	these	these	DET
easat-7814	192	11	schools	school	NOUN
easat-7814	192	12	,	,	PUNCT
easat-7814	192	13	which	which	PRON
easat-7814	192	14	are	be	AUX
easat-7814	192	15	aligned	align	VERB
easat-7814	192	16	with	with	ADP
easat-7814	192	17	the	the	DET
easat-7814	192	18	high	high	ADJ
easat-7814	192	19	school	school	NOUN
easat-7814	192	20	level	level	NOUN
easat-7814	192	21	in	in	ADP
easat-7814	192	22	portugal	portugal	PROPN
easat-7814	192	23	.	.	PUNCT
easat-7814	193	1	the	the	DET
easat-7814	193	2	dataset	dataset	NOUN
easat-7814	193	3	was	be	AUX
easat-7814	193	4	initially	initially	ADV
easat-7814	193	5	introduced	introduce	VERB
easat-7814	193	6	in	in	ADP
easat-7814	193	7	the	the	DET
easat-7814	193	8	seminal	seminal	ADJ
easat-7814	193	9	research	research	NOUN
easat-7814	193	10	titled	title	VERB
easat-7814	193	11	using	use	VERB
easat-7814	193	12	data	datum	NOUN
easat-7814	193	13	mining	mining	NOUN
easat-7814	193	14	to	to	PART
easat-7814	193	15	predict	predict	VERB
easat-7814	193	16	secondary	secondary	ADJ
easat-7814	193	17	school	school	NOUN
easat-7814	193	18	student	student	NOUN
easat-7814	193	19	performance	performance	NOUN
easat-7814	193	20	[	[	X
easat-7814	193	21	1	1	NUM
easat-7814	193	22	]	]	PUNCT
easat-7814	193	23	and	and	CCONJ
easat-7814	193	24	has	have	AUX
easat-7814	193	25	since	since	ADV
easat-7814	193	26	been	be	AUX
easat-7814	193	27	established	establish	VERB
easat-7814	193	28	as	as	ADP
easat-7814	193	29	a	a	DET
easat-7814	193	30	benchmark	benchmark	NOUN
easat-7814	193	31	resource	resource	NOUN
easat-7814	193	32	for	for	ADP
easat-7814	193	33	educational	educational	ADJ
easat-7814	193	34	data	datum	NOUN
easat-7814	193	35	research	research	NOUN
easat-7814	193	36	.	.	PUNCT
easat-7814	194	1	the	the	DET
easat-7814	194	2	significance	significance	NOUN
easat-7814	194	3	of	of	ADP
easat-7814	194	4	this	this	DET
easat-7814	194	5	dataset	dataset	NOUN
easat-7814	194	6	is	be	AUX
easat-7814	194	7	found	find	VERB
easat-7814	194	8	in	in	ADP
easat-7814	194	9	its	its	PRON
easat-7814	194	10	comprehensiveness	comprehensiveness	NOUN
easat-7814	194	11	,	,	PUNCT
easat-7814	194	12	with	with	ADP
easat-7814	194	13	a	a	DET
easat-7814	194	14	broad	broad	ADJ
easat-7814	194	15	spectrum	spectrum	NOUN
easat-7814	194	16	of	of	ADP
easat-7814	194	17	factors	factor	NOUN
easat-7814	194	18	that	that	PRON
easat-7814	194	19	influence	influence	NOUN
easat-7814	194	20	student	student	NOUN
easat-7814	194	21	performance	performance	NOUN
easat-7814	194	22	being	be	AUX
easat-7814	194	23	captured	capture	VERB
easat-7814	194	24	.	.	PUNCT
easat-7814	195	1	the	the	DET
easat-7814	195	2	factors	factor	NOUN
easat-7814	195	3	include	include	VERB
easat-7814	195	4	demographic	demographic	ADJ
easat-7814	195	5	details	detail	NOUN
easat-7814	195	6	,	,	PUNCT
easat-7814	195	7	socioeconomic	socioeconomic	ADJ
easat-7814	195	8	conditions	condition	NOUN
easat-7814	195	9	,	,	PUNCT
easat-7814	195	10	personal	personal	ADJ
easat-7814	195	11	habits	habit	NOUN
easat-7814	195	12	,	,	PUNCT
easat-7814	195	13	and	and	CCONJ
easat-7814	195	14	academic	academic	ADJ
easat-7814	195	15	records	record	NOUN
easat-7814	195	16	.	.	PUNCT
easat-7814	196	1	the	the	DET
easat-7814	196	2	exploration	exploration	NOUN
easat-7814	196	3	of	of	ADP
easat-7814	196	4	variables	variable	NOUN
easat-7814	196	5	that	that	PRON
easat-7814	196	6	affect	affect	VERB
easat-7814	196	7	student	student	NOUN
easat-7814	196	8	achievement	achievement	NOUN
easat-7814	196	9	is	be	AUX
easat-7814	196	10	facilitated	facilitate	VERB
easat-7814	196	11	by	by	ADP
easat-7814	196	12	such	such	ADJ
easat-7814	196	13	diversity	diversity	NOUN
easat-7814	196	14	,	,	PUNCT
easat-7814	196	15	which	which	PRON
easat-7814	196	16	is	be	AUX
easat-7814	196	17	considered	consider	VERB
easat-7814	196	18	an	an	DET
easat-7814	196	19	ideal	ideal	ADJ
easat-7814	196	20	basis	basis	NOUN
easat-7814	196	21	for	for	ADP
easat-7814	196	22	constructing	construct	VERB
easat-7814	196	23	predictive	predictive	ADJ
easat-7814	196	24	models	model	NOUN
easat-7814	196	25	.	.	PUNCT
easat-7814	197	1	a	a	DET
easat-7814	197	2	detailed	detailed	ADJ
easat-7814	197	3	examination	examination	NOUN
easat-7814	197	4	of	of	ADP
easat-7814	197	5	the	the	DET
easat-7814	197	6	dataset	dataset	NOUN
easat-7814	197	7	's	's	PART
easat-7814	197	8	structure	structure	NOUN
easat-7814	197	9	,	,	PUNCT
easat-7814	197	10	variable	variable	ADJ
easat-7814	197	11	categories	category	NOUN
easat-7814	197	12	,	,	PUNCT
easat-7814	197	13	and	and	CCONJ
easat-7814	197	14	their	their	PRON
easat-7814	197	15	relevance	relevance	NOUN
easat-7814	197	16	to	to	ADP
easat-7814	197	17	the	the	DET
easat-7814	197	18	study	study	NOUN
easat-7814	197	19	objectives	objective	NOUN
easat-7814	197	20	is	be	AUX
easat-7814	197	21	provided	provide	VERB
easat-7814	197	22	in	in	ADP
easat-7814	197	23	this	this	DET
easat-7814	197	24	section	section	NOUN
easat-7814	197	25	.	.	PUNCT
easat-7814	198	1	a	a	DET
easat-7814	198	2	total	total	NOUN
easat-7814	198	3	of	of	ADP
easat-7814	198	4	33	33	NUM
easat-7814	198	5	features	feature	NOUN
easat-7814	198	6	are	be	AUX
easat-7814	198	7	comprised	comprise	VERB
easat-7814	198	8	in	in	ADP
easat-7814	198	9	the	the	DET
easat-7814	198	10	dataset	dataset	NOUN
easat-7814	198	11	,	,	PUNCT
easat-7814	198	12	which	which	PRON
easat-7814	198	13	are	be	AUX
easat-7814	198	14	categorized	categorize	VERB
easat-7814	198	15	into	into	ADP
easat-7814	198	16	demographic	demographic	ADJ
easat-7814	198	17	,	,	PUNCT
easat-7814	198	18	socioeconomic	socioeconomic	ADJ
easat-7814	198	19	,	,	PUNCT
easat-7814	198	20	school	school	NOUN
easat-7814	198	21	-	-	PUNCT
easat-7814	198	22	related	relate	VERB
easat-7814	198	23	,	,	PUNCT
easat-7814	198	24	personal	personal	ADJ
easat-7814	198	25	,	,	PUNCT
easat-7814	198	26	and	and	CCONJ
easat-7814	198	27	academic	academic	ADJ
easat-7814	198	28	performance	performance	NOUN
easat-7814	198	29	variables	variable	NOUN
easat-7814	198	30	.	.	PUNCT
easat-7814	199	1	these	these	DET
easat-7814	199	2	variables	variable	NOUN
easat-7814	199	3	capture	capture	VERB
easat-7814	199	4	objective	objective	ADJ
easat-7814	199	5	and	and	CCONJ
easat-7814	199	6	subjective	subjective	ADJ
easat-7814	199	7	aspects	aspect	NOUN
easat-7814	199	8	of	of	ADP
easat-7814	199	9	a	a	DET
easat-7814	199	10	student	student	NOUN
easat-7814	199	11	's	's	PART
easat-7814	199	12	educational	educational	ADJ
easat-7814	199	13	experience	experience	NOUN
easat-7814	199	14	.	.	PUNCT
easat-7814	200	1	table	table	NOUN
easat-7814	200	2	1	1	NUM
easat-7814	200	3	is	be	AUX
easat-7814	200	4	presented	present	VERB
easat-7814	200	5	below	below	ADV
easat-7814	200	6	,	,	PUNCT
easat-7814	200	7	containing	contain	VERB
easat-7814	200	8	all	all	DET
easat-7814	200	9	variables	variable	NOUN
easat-7814	200	10	along	along	ADP
easat-7814	200	11	with	with	ADP
easat-7814	200	12	their	their	PRON
easat-7814	200	13	descriptions	description	NOUN
easat-7814	200	14	,	,	PUNCT
easat-7814	200	15	types	type	NOUN
easat-7814	200	16	,	,	PUNCT
easat-7814	200	17	and	and	CCONJ
easat-7814	200	18	values	value	NOUN
easat-7814	200	19	.	.	PUNCT
easat-7814	201	1	377	377	NUM
easat-7814	201	2	edelweiss	edelweiss	PROPN
easat-7814	201	3	applied	apply	VERB
easat-7814	201	4	science	science	NOUN
easat-7814	201	5	and	and	CCONJ
easat-7814	201	6	technology	technology	NOUN
easat-7814	201	7	issn	issn	PROPN
easat-7814	201	8	:	:	PUNCT
easat-7814	201	9	2576	2576	NUM
easat-7814	201	10	-	-	SYM
easat-7814	201	11	8484	8484	NUM
easat-7814	201	12	vol	vol	NOUN
easat-7814	201	13	.	.	PROPN
easat-7814	202	1	9	9	NUM
easat-7814	202	2	,	,	PUNCT
easat-7814	202	3	no	no	INTJ
easat-7814	202	4	.	.	NOUN
easat-7814	203	1	6	6	NUM
easat-7814	203	2	:	:	SYM
easat-7814	203	3	370	370	NUM
easat-7814	203	4	-	-	SYM
easat-7814	203	5	395	395	NUM
easat-7814	203	6	,	,	PUNCT
easat-7814	203	7	2025	2025	NUM
easat-7814	203	8	doi	doi	NOUN
easat-7814	203	9	:	:	PUNCT
easat-7814	203	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	203	11	©	©	PROPN
easat-7814	203	12	2025	2025	NUM
easat-7814	203	13	by	by	ADP
easat-7814	203	14	the	the	DET
easat-7814	203	15	authors	author	NOUN
easat-7814	203	16	;	;	PUNCT
easat-7814	203	17	licensee	licensee	PROPN
easat-7814	203	18	learning	learn	VERB
easat-7814	203	19	gate	gate	NOUN
easat-7814	203	20	table	table	NOUN
easat-7814	203	21	1	1	NUM
easat-7814	203	22	.	.	PUNCT
easat-7814	204	1	variables	variable	NOUN
easat-7814	204	2	in	in	ADP
easat-7814	204	3	the	the	DET
easat-7814	204	4	dataset	dataset	NOUN
easat-7814	204	5	.	.	PUNCT
easat-7814	205	1	variable	variable	ADJ
easat-7814	205	2	description	description	NOUN
easat-7814	205	3	type	type	NOUN
easat-7814	205	4	and	and	CCONJ
easat-7814	205	5	values	value	VERB
easat-7814	205	6	school	school	NOUN
easat-7814	205	7	student	student	NOUN
easat-7814	205	8	's	's	PART
easat-7814	205	9	school	school	NOUN
easat-7814	205	10	binary	binary	NOUN
easat-7814	205	11	:	:	PUNCT
easat-7814	205	12	'	'	PUNCT
easat-7814	205	13	gp	gp	NOUN
easat-7814	205	14	'	'	PUNCT
easat-7814	205	15	or	or	CCONJ
easat-7814	205	16	'	'	PUNCT
easat-7814	205	17	ms	ms	NOUN
easat-7814	205	18	'	'	PUNCT
easat-7814	205	19	sex	sex	NOUN
easat-7814	205	20	student	student	NOUN
easat-7814	205	21	's	's	PART
easat-7814	205	22	gender	gender	NOUN
easat-7814	205	23	binary	binary	NOUN
easat-7814	205	24	:	:	PUNCT
easat-7814	205	25	'	'	PUNCT
easat-7814	205	26	f	f	X
easat-7814	205	27	'	'	PUNCT
easat-7814	205	28	(	(	PUNCT
easat-7814	205	29	female	female	NOUN
easat-7814	205	30	)	)	PUNCT
easat-7814	205	31	or	or	CCONJ
easat-7814	205	32	'	'	PUNCT
easat-7814	205	33	m	m	VERB
easat-7814	205	34	'	'	PUNCT
easat-7814	205	35	(	(	PUNCT
easat-7814	205	36	male	male	NOUN
easat-7814	205	37	)	)	PUNCT
easat-7814	205	38	age	age	NOUN
easat-7814	205	39	student	student	NOUN
easat-7814	205	40	's	's	PART
easat-7814	205	41	age	age	NOUN
easat-7814	205	42	numeric	numeric	NOUN
easat-7814	205	43	:	:	PUNCT
easat-7814	205	44	15	15	NUM
easat-7814	205	45	to	to	PART
easat-7814	205	46	22	22	NUM
easat-7814	205	47	address	address	NOUN
easat-7814	205	48	home	home	NOUN
easat-7814	205	49	address	address	NOUN
easat-7814	205	50	type	type	NOUN
easat-7814	205	51	binary	binary	NOUN
easat-7814	205	52	:	:	PUNCT
easat-7814	205	53	'	'	PUNCT
easat-7814	205	54	u	u	NOUN
easat-7814	205	55	'	'	PUNCT
easat-7814	205	56	(	(	PUNCT
easat-7814	205	57	urban	urban	ADJ
easat-7814	205	58	)	)	PUNCT
easat-7814	205	59	or	or	CCONJ
easat-7814	205	60	'	'	PUNCT
easat-7814	205	61	r	r	NOUN
easat-7814	205	62	'	'	PUNCT
easat-7814	205	63	(	(	PUNCT
easat-7814	205	64	rural	rural	ADJ
easat-7814	205	65	)	)	PUNCT
easat-7814	205	66	famsize	famsize	VERB
easat-7814	205	67	family	family	NOUN
easat-7814	205	68	size	size	NOUN
easat-7814	205	69	binary	binary	NOUN
easat-7814	205	70	:	:	PUNCT
easat-7814	205	71	'	'	PUNCT
easat-7814	205	72	le3	le3	X
easat-7814	205	73	'	'	PUNCT
easat-7814	205	74	(	(	PUNCT
easat-7814	205	75	≤3	≤3	PROPN
easat-7814	205	76	)	)	PUNCT
easat-7814	205	77	or	or	CCONJ
easat-7814	205	78	'	'	PUNCT
easat-7814	205	79	gt3	gt3	NOUN
easat-7814	205	80	'	'	PUNCT
easat-7814	205	81	(	(	PUNCT
easat-7814	205	82	>	>	NOUN
easat-7814	205	83	3	3	NUM
easat-7814	205	84	)	)	PUNCT
easat-7814	205	85	pstatus	pstatus	NOUN
easat-7814	205	86	parent	parent	NOUN
easat-7814	205	87	's	's	PART
easat-7814	205	88	cohabitation	cohabitation	NOUN
easat-7814	205	89	status	status	NOUN
easat-7814	205	90	binary	binary	NOUN
easat-7814	205	91	:	:	PUNCT
easat-7814	205	92	'	'	PUNCT
easat-7814	205	93	t	t	X
easat-7814	205	94	'	'	PUNCT
easat-7814	205	95	(	(	PUNCT
easat-7814	205	96	together	together	ADV
easat-7814	205	97	)	)	PUNCT
easat-7814	205	98	or	or	CCONJ
easat-7814	205	99	'	'	PUNCT
easat-7814	205	100	a	a	DET
easat-7814	205	101	'	'	PUNCT
easat-7814	205	102	(	(	PUNCT
easat-7814	205	103	apart	apart	ADJ
easat-7814	205	104	)	)	PUNCT
easat-7814	205	105	medu	medu	PROPN
easat-7814	205	106	mother	mother	NOUN
easat-7814	205	107	's	's	PART
easat-7814	205	108	education	education	NOUN
easat-7814	205	109	numeric	numeric	NOUN
easat-7814	205	110	:	:	PUNCT
easat-7814	205	111	0	0	NUM
easat-7814	205	112	to	to	ADP
easat-7814	205	113	4	4	NUM
easat-7814	205	114	(	(	PUNCT
easat-7814	205	115	higher	high	ADJ
easat-7814	205	116	education	education	NOUN
easat-7814	205	117	)	)	PUNCT
easat-7814	205	118	fedu	fedu	PROPN
easat-7814	205	119	father	father	NOUN
easat-7814	205	120	's	's	PART
easat-7814	205	121	education	education	NOUN
easat-7814	205	122	numeric	numeric	NOUN
easat-7814	205	123	:	:	PUNCT
easat-7814	205	124	0	0	NUM
easat-7814	205	125	to	to	ADP
easat-7814	205	126	4	4	NUM
easat-7814	205	127	(	(	PUNCT
easat-7814	205	128	higher	high	ADJ
easat-7814	205	129	education	education	NOUN
easat-7814	205	130	)	)	PUNCT
easat-7814	205	131	mjob	mjob	NOUN
easat-7814	205	132	mother	mother	NOUN
easat-7814	205	133	's	's	PART
easat-7814	205	134	occupation	occupation	NOUN
easat-7814	205	135	nominal	nominal	NOUN
easat-7814	205	136	:	:	PUNCT
easat-7814	205	137	'	'	PUNCT
easat-7814	205	138	teacher	teacher	NOUN
easat-7814	205	139	'	'	PUNCT
easat-7814	205	140	,	,	PUNCT
easat-7814	205	141	'	'	PUNCT
easat-7814	205	142	health	health	NOUN
easat-7814	205	143	'	'	NOUN
easat-7814	205	144	,	,	PUNCT
easat-7814	205	145	'	'	PUNCT
easat-7814	205	146	services	service	NOUN
easat-7814	205	147	'	'	PUNCT
easat-7814	205	148	,	,	PUNCT
easat-7814	205	149	'	'	PUNCT
easat-7814	205	150	at_home	at_home	NOUN
easat-7814	205	151	'	'	PUNCT
easat-7814	205	152	,	,	PUNCT
easat-7814	205	153	or	or	CCONJ
easat-7814	205	154	'	'	PUNCT
easat-7814	205	155	other	other	ADJ
easat-7814	205	156	'	'	PUNCT
easat-7814	205	157	fjob	fjob	NOUN
easat-7814	205	158	father	father	NOUN
easat-7814	205	159	's	's	PART
easat-7814	205	160	occupation	occupation	NOUN
easat-7814	205	161	nominal	nominal	NOUN
easat-7814	205	162	:	:	PUNCT
easat-7814	205	163	'	'	PUNCT
easat-7814	205	164	teacher	teacher	NOUN
easat-7814	205	165	'	'	PUNCT
easat-7814	205	166	,	,	PUNCT
easat-7814	205	167	'	'	PUNCT
easat-7814	205	168	health	health	NOUN
easat-7814	205	169	'	'	NOUN
easat-7814	205	170	,	,	PUNCT
easat-7814	205	171	'	'	PUNCT
easat-7814	205	172	services	service	NOUN
easat-7814	205	173	'	'	PUNCT
easat-7814	205	174	,	,	PUNCT
easat-7814	205	175	'	'	PUNCT
easat-7814	205	176	at_home	at_home	NOUN
easat-7814	205	177	'	'	PUNCT
easat-7814	205	178	,	,	PUNCT
easat-7814	205	179	or	or	CCONJ
easat-7814	205	180	'	'	PUNCT
easat-7814	205	181	other	other	ADJ
easat-7814	205	182	'	'	PUNCT
easat-7814	205	183	reason	reason	NOUN
easat-7814	205	184	reason	reason	NOUN
easat-7814	205	185	for	for	ADP
easat-7814	205	186	choosing	choose	VERB
easat-7814	205	187	school	school	NOUN
easat-7814	205	188	nominal	nominal	NOUN
easat-7814	205	189	:	:	PUNCT
easat-7814	205	190	'	'	PUNCT
easat-7814	205	191	home	home	NOUN
easat-7814	205	192	'	'	PUNCT
easat-7814	205	193	,	,	PUNCT
easat-7814	205	194	'	'	PUNCT
easat-7814	205	195	reputation	reputation	NOUN
easat-7814	205	196	'	'	PUNCT
easat-7814	205	197	,	,	PUNCT
easat-7814	205	198	'	'	PUNCT
easat-7814	205	199	course	course	NOUN
easat-7814	205	200	'	'	PUNCT
easat-7814	205	201	,	,	PUNCT
easat-7814	205	202	or	or	CCONJ
easat-7814	205	203	'	'	PUNCT
easat-7814	205	204	other	other	ADJ
easat-7814	205	205	'	'	PUNCT
easat-7814	205	206	guardian	guardian	ADJ
easat-7814	205	207	student	student	NOUN
easat-7814	205	208	's	's	PART
easat-7814	205	209	guardian	guardian	ADJ
easat-7814	205	210	nominal	nominal	NOUN
easat-7814	205	211	:	:	PUNCT
easat-7814	205	212	'	'	PUNCT
easat-7814	205	213	mother	mother	NOUN
easat-7814	205	214	'	'	PUNCT
easat-7814	205	215	,	,	PUNCT
easat-7814	205	216	'	'	PUNCT
easat-7814	205	217	father	father	NOUN
easat-7814	205	218	'	'	PUNCT
easat-7814	205	219	,	,	PUNCT
easat-7814	205	220	'	'	PUNCT
easat-7814	205	221	other	other	ADJ
easat-7814	205	222	'	'	PART
easat-7814	205	223	traveltime	traveltime	NOUN
easat-7814	205	224	travel	travel	NOUN
easat-7814	205	225	time	time	NOUN
easat-7814	205	226	from	from	ADP
easat-7814	205	227	home	home	NOUN
easat-7814	205	228	to	to	ADP
easat-7814	205	229	school	school	NOUN
easat-7814	205	230	numeric	numeric	NOUN
easat-7814	205	231	:	:	PUNCT
easat-7814	205	232	1	1	NUM
easat-7814	205	233	(	(	PUNCT
easat-7814	205	234	<	<	X
easat-7814	205	235	15	15	NUM
easat-7814	205	236	m	m	NOUN
easat-7814	205	237	)	)	PUNCT
easat-7814	205	238	to	to	ADP
easat-7814	205	239	4	4	NUM
easat-7814	205	240	(	(	PUNCT
easat-7814	205	241	>	>	SYM
easat-7814	205	242	1	1	NUM
easat-7814	205	243	h	h	NOUN
easat-7814	205	244	)	)	PUNCT
easat-7814	205	245	studytime	studytime	ADJ
easat-7814	205	246	weekly	weekly	ADJ
easat-7814	205	247	study	study	NOUN
easat-7814	205	248	time	time	NOUN
easat-7814	205	249	numeric	numeric	ADV
easat-7814	205	250	:	:	PUNCT
easat-7814	205	251	1	1	NUM
easat-7814	205	252	(	(	PUNCT
easat-7814	205	253	<	<	X
easat-7814	205	254	2	2	NUM
easat-7814	205	255	h	h	NOUN
easat-7814	205	256	)	)	PUNCT
easat-7814	205	257	to	to	ADP
easat-7814	205	258	4	4	NUM
easat-7814	205	259	(	(	PUNCT
easat-7814	205	260	>	>	SYM
easat-7814	205	261	10	10	NUM
easat-7814	205	262	h	h	NOUN
easat-7814	205	263	)	)	PUNCT
easat-7814	205	264	failures	failure	NOUN
easat-7814	205	265	number	number	NOUN
easat-7814	205	266	of	of	ADP
easat-7814	205	267	past	past	ADJ
easat-7814	205	268	class	class	NOUN
easat-7814	205	269	failures	failure	NOUN
easat-7814	205	270	numeric	numeric	ADJ
easat-7814	205	271	:	:	PUNCT
easat-7814	205	272	0	0	NUM
easat-7814	205	273	to	to	ADP
easat-7814	205	274	4	4	NUM
easat-7814	205	275	(	(	PUNCT
easat-7814	205	276	≥4	≥4	PROPN
easat-7814	205	277	failures	failure	NOUN
easat-7814	205	278	)	)	PUNCT
easat-7814	206	1	schoolsup	schoolsup	PROPN
easat-7814	206	2	extra	extra	ADJ
easat-7814	206	3	educational	educational	ADJ
easat-7814	206	4	support	support	NOUN
easat-7814	206	5	binary	binary	NOUN
easat-7814	206	6	:	:	PUNCT
easat-7814	207	1	yes	yes	INTJ
easat-7814	207	2	or	or	CCONJ
easat-7814	207	3	no	no	DET
easat-7814	207	4	famsup	famsup	ADJ
easat-7814	207	5	family	family	NOUN
easat-7814	207	6	educational	educational	ADJ
easat-7814	207	7	support	support	NOUN
easat-7814	207	8	binary	binary	NOUN
easat-7814	207	9	:	:	PUNCT
easat-7814	208	1	yes	yes	INTJ
easat-7814	208	2	or	or	CCONJ
easat-7814	208	3	no	no	DET
easat-7814	208	4	paid	pay	VERB
easat-7814	208	5	extra	extra	ADJ
easat-7814	208	6	paid	pay	VERB
easat-7814	208	7	classes	class	NOUN
easat-7814	208	8	binary	binary	ADJ
easat-7814	208	9	:	:	PUNCT
easat-7814	209	1	yes	yes	INTJ
easat-7814	209	2	or	or	CCONJ
easat-7814	209	3	no	no	DET
easat-7814	209	4	activities	activity	NOUN
easat-7814	209	5	particip	particip	NOUN
easat-7814	209	6	.	.	PUNCT
easat-7814	210	1	in	in	ADP
easat-7814	210	2	extracurricular	extracurricular	ADJ
easat-7814	210	3	activities	activity	NOUN
easat-7814	210	4	binary	binary	ADJ
easat-7814	210	5	:	:	PUNCT
easat-7814	210	6	yes	yes	INTJ
easat-7814	210	7	or	or	CCONJ
easat-7814	210	8	no	no	DET
easat-7814	210	9	nursery	nursery	NOUN
easat-7814	210	10	attended	attend	VERB
easat-7814	210	11	nursery	nursery	NOUN
easat-7814	210	12	school	school	NOUN
easat-7814	210	13	binary	binary	NOUN
easat-7814	210	14	:	:	PUNCT
easat-7814	211	1	yes	yes	INTJ
easat-7814	211	2	or	or	CCONJ
easat-7814	211	3	no	no	PRON
easat-7814	211	4	higher	high	ADJ
easat-7814	211	5	plans	plan	NOUN
easat-7814	211	6	for	for	ADP
easat-7814	211	7	higher	high	ADJ
easat-7814	211	8	education	education	NOUN
easat-7814	211	9	binary	binary	NOUN
easat-7814	211	10	:	:	PUNCT
easat-7814	212	1	yes	yes	INTJ
easat-7814	212	2	or	or	CCONJ
easat-7814	212	3	no	no	DET
easat-7814	212	4	internet	internet	NOUN
easat-7814	212	5	internet	internet	NOUN
easat-7814	212	6	access	access	NOUN
easat-7814	212	7	at	at	ADP
easat-7814	212	8	home	home	NOUN
easat-7814	212	9	binary	binary	NOUN
easat-7814	212	10	:	:	PUNCT
easat-7814	213	1	yes	yes	INTJ
easat-7814	213	2	or	or	CCONJ
easat-7814	213	3	no	no	DET
easat-7814	213	4	romantic	romantic	ADJ
easat-7814	213	5	romantic	romantic	ADJ
easat-7814	213	6	relationship	relationship	NOUN
easat-7814	213	7	status	status	NOUN
easat-7814	213	8	binary	binary	NOUN
easat-7814	213	9	:	:	PUNCT
easat-7814	214	1	yes	yes	INTJ
easat-7814	214	2	or	or	CCONJ
easat-7814	214	3	no	no	PRON
easat-7814	214	4	famrel	famrel	NOUN
easat-7814	214	5	quality	quality	NOUN
easat-7814	214	6	of	of	ADP
easat-7814	214	7	family	family	NOUN
easat-7814	214	8	relationships	relationship	NOUN
easat-7814	214	9	numeric	numeric	ADP
easat-7814	214	10	:	:	PUNCT
easat-7814	214	11	1	1	NUM
easat-7814	214	12	(	(	PUNCT
easat-7814	214	13	v.	v.	ADV
easat-7814	214	14	bad	bad	ADJ
easat-7814	214	15	)	)	PUNCT
easat-7814	214	16	to	to	ADP
easat-7814	214	17	5	5	NUM
easat-7814	214	18	(	(	PUNCT
easat-7814	214	19	excellent	excellent	ADJ
easat-7814	214	20	)	)	PUNCT
easat-7814	214	21	freetime	freetime	NOUN
easat-7814	214	22	free	free	ADJ
easat-7814	214	23	time	time	NOUN
easat-7814	214	24	after	after	ADP
easat-7814	214	25	school	school	NOUN
easat-7814	214	26	numeric	numeric	ADV
easat-7814	214	27	:	:	PUNCT
easat-7814	214	28	1	1	NUM
easat-7814	214	29	(	(	PUNCT
easat-7814	214	30	v.	v.	ADP
easat-7814	214	31	low	low	ADJ
easat-7814	214	32	)	)	PUNCT
easat-7814	214	33	to	to	ADP
easat-7814	214	34	5	5	NUM
easat-7814	214	35	(	(	PUNCT
easat-7814	214	36	v.	v.	ADP
easat-7814	214	37	high	high	ADJ
easat-7814	214	38	)	)	PUNCT
easat-7814	214	39	goout	goout	NOUN
easat-7814	214	40	frequency	frequency	NOUN
easat-7814	214	41	of	of	ADP
easat-7814	214	42	going	go	VERB
easat-7814	214	43	out	out	ADP
easat-7814	214	44	with	with	ADP
easat-7814	214	45	friends	friend	NOUN
easat-7814	214	46	numeric	numeric	ADV
easat-7814	214	47	:	:	PUNCT
easat-7814	214	48	1	1	NUM
easat-7814	214	49	(	(	PUNCT
easat-7814	214	50	v.	v.	ADP
easat-7814	214	51	low	low	ADJ
easat-7814	214	52	)	)	PUNCT
easat-7814	214	53	to	to	ADP
easat-7814	214	54	5	5	NUM
easat-7814	214	55	(	(	PUNCT
easat-7814	214	56	v.	v.	ADP
easat-7814	214	57	high	high	ADJ
easat-7814	214	58	)	)	PUNCT
easat-7814	214	59	dalc	dalc	PROPN
easat-7814	214	60	workday	workday	PROPN
easat-7814	214	61	alcohol	alcohol	NOUN
easat-7814	214	62	consumption	consumption	NOUN
easat-7814	214	63	numeric	numeric	ADP
easat-7814	214	64	:	:	PUNCT
easat-7814	214	65	1	1	NUM
easat-7814	214	66	(	(	PUNCT
easat-7814	214	67	v.	v.	ADP
easat-7814	214	68	low	low	ADJ
easat-7814	214	69	)	)	PUNCT
easat-7814	214	70	to	to	ADP
easat-7814	214	71	5	5	NUM
easat-7814	214	72	(	(	PUNCT
easat-7814	214	73	v.	v.	ADP
easat-7814	214	74	high	high	ADJ
easat-7814	214	75	)	)	PUNCT
easat-7814	214	76	walc	walc	NOUN
easat-7814	214	77	weekend	weekend	PROPN
easat-7814	214	78	alcohol	alcohol	NOUN
easat-7814	214	79	consumption	consumption	NOUN
easat-7814	214	80	numeric	numeric	ADP
easat-7814	214	81	:	:	PUNCT
easat-7814	214	82	1	1	NUM
easat-7814	214	83	(	(	PUNCT
easat-7814	214	84	v.	v.	ADP
easat-7814	214	85	low	low	ADJ
easat-7814	214	86	)	)	PUNCT
easat-7814	214	87	to	to	ADP
easat-7814	214	88	5	5	NUM
easat-7814	214	89	(	(	PUNCT
easat-7814	214	90	v.	v.	ADP
easat-7814	214	91	high	high	ADJ
easat-7814	214	92	)	)	PUNCT
easat-7814	214	93	health	health	NOUN
easat-7814	214	94	current	current	ADJ
easat-7814	214	95	health	health	NOUN
easat-7814	214	96	status	status	NOUN
easat-7814	214	97	numeric	numeric	ADP
easat-7814	214	98	:	:	PUNCT
easat-7814	214	99	1	1	NUM
easat-7814	214	100	(	(	PUNCT
easat-7814	214	101	v.	v.	ADV
easat-7814	214	102	bad	bad	ADJ
easat-7814	214	103	)	)	PUNCT
easat-7814	214	104	to	to	ADP
easat-7814	214	105	5	5	NUM
easat-7814	214	106	(	(	PUNCT
easat-7814	214	107	v.	v.	ADP
easat-7814	214	108	good	good	ADJ
easat-7814	214	109	)	)	PUNCT
easat-7814	214	110	absences	absence	NOUN
easat-7814	214	111	number	number	NOUN
easat-7814	214	112	of	of	ADP
easat-7814	214	113	school	school	NOUN
easat-7814	214	114	absences	absence	NOUN
easat-7814	214	115	numeric	numeric	ADV
easat-7814	214	116	:	:	PUNCT
easat-7814	214	117	0	0	NUM
easat-7814	214	118	to	to	ADP
easat-7814	214	119	93	93	NUM
easat-7814	214	120	g1	g1	NOUN
easat-7814	214	121	first	first	ADJ
easat-7814	214	122	-	-	PUNCT
easat-7814	214	123	period	period	NOUN
easat-7814	214	124	grade	grade	NOUN
easat-7814	214	125	numeric	numeric	ADV
easat-7814	214	126	:	:	PUNCT
easat-7814	214	127	0	0	NUM
easat-7814	214	128	to	to	PART
easat-7814	214	129	20	20	NUM
easat-7814	214	130	g2	g2	PROPN
easat-7814	214	131	second	second	ADJ
easat-7814	214	132	-	-	PUNCT
easat-7814	214	133	period	period	NOUN
easat-7814	214	134	grade	grade	NOUN
easat-7814	214	135	numeric	numeric	ADV
easat-7814	214	136	:	:	PUNCT
easat-7814	214	137	0	0	NUM
easat-7814	214	138	to	to	PART
easat-7814	214	139	20	20	NUM
easat-7814	214	140	g3	g3	NOUN
easat-7814	214	141	final	final	ADJ
easat-7814	214	142	grade	grade	NOUN
easat-7814	214	143	numeric	numeric	NOUN
easat-7814	214	144	:	:	PUNCT
easat-7814	214	145	0	0	NUM
easat-7814	214	146	to	to	PART
easat-7814	214	147	20	20	NUM
easat-7814	214	148	(	(	PUNCT
easat-7814	214	149	output	output	NOUN
easat-7814	214	150	target	target	NOUN
easat-7814	214	151	)	)	PUNCT
easat-7814	214	152	the	the	DET
easat-7814	214	153	relationships	relationship	NOUN
easat-7814	214	154	between	between	ADP
easat-7814	214	155	academic	academic	ADJ
easat-7814	214	156	performance	performance	NOUN
easat-7814	214	157	indicators	indicator	NOUN
easat-7814	214	158	—	—	PUNCT
easat-7814	214	159	such	such	ADJ
easat-7814	214	160	as	as	ADP
easat-7814	214	161	the	the	DET
easat-7814	214	162	first	first	ADJ
easat-7814	214	163	-	-	PUNCT
easat-7814	214	164	period	period	NOUN
easat-7814	214	165	grade	grade	NOUN
easat-7814	214	166	(	(	PUNCT
easat-7814	214	167	g1	g1	PROPN
easat-7814	214	168	)	)	PUNCT
easat-7814	214	169	,	,	PUNCT
easat-7814	214	170	second	second	ADJ
easat-7814	214	171	-	-	PUNCT
easat-7814	214	172	period	period	NOUN
easat-7814	214	173	grade	grade	NOUN
easat-7814	214	174	(	(	PUNCT
easat-7814	214	175	g2	g2	PROPN
easat-7814	214	176	)	)	PUNCT
easat-7814	214	177	,	,	PUNCT
easat-7814	214	178	and	and	CCONJ
easat-7814	214	179	final	final	ADJ
easat-7814	214	180	grade	grade	NOUN
easat-7814	214	181	(	(	PUNCT
easat-7814	214	182	g3)—and	g3)—and	ADP
easat-7814	215	1	other	other	ADJ
easat-7814	215	2	features	feature	NOUN
easat-7814	215	3	are	be	AUX
easat-7814	215	4	understood	understand	VERB
easat-7814	215	5	through	through	ADP
easat-7814	215	6	correlation	correlation	NOUN
easat-7814	215	7	analysis	analysis	NOUN
easat-7814	215	8	,	,	PUNCT
easat-7814	215	9	which	which	PRON
easat-7814	215	10	is	be	AUX
easat-7814	215	11	regarded	regard	VERB
easat-7814	215	12	as	as	ADP
easat-7814	215	13	a	a	DET
easat-7814	215	14	foundational	foundational	ADJ
easat-7814	215	15	step	step	NOUN
easat-7814	215	16	.	.	PUNCT
easat-7814	216	1	statistical	statistical	ADJ
easat-7814	216	2	measures	measure	NOUN
easat-7814	216	3	,	,	PUNCT
easat-7814	216	4	including	include	VERB
easat-7814	216	5	pearson	pearson	NOUN
easat-7814	216	6	and	and	CCONJ
easat-7814	216	7	spearman	spearman	NOUN
easat-7814	216	8	correlation	correlation	NOUN
easat-7814	216	9	coefficients	coefficient	NOUN
easat-7814	216	10	,	,	PUNCT
easat-7814	216	11	quantify	quantify	VERB
easat-7814	216	12	these	these	DET
easat-7814	216	13	relationships	relationship	NOUN
easat-7814	216	14	'	'	PART
easat-7814	216	15	strength	strength	NOUN
easat-7814	216	16	and	and	CCONJ
easat-7814	216	17	direction	direction	NOUN
easat-7814	216	18	.	.	PUNCT
easat-7814	217	1	it	it	PRON
easat-7814	217	2	has	have	AUX
easat-7814	217	3	been	be	AUX
easat-7814	217	4	revealed	reveal	VERB
easat-7814	217	5	that	that	SCONJ
easat-7814	217	6	a	a	DET
easat-7814	217	7	high	high	ADJ
easat-7814	217	8	correlation	correlation	NOUN
easat-7814	217	9	exists	exist	VERB
easat-7814	217	10	between	between	ADP
easat-7814	217	11	g1	g1	PROPN
easat-7814	217	12	and	and	CCONJ
easat-7814	217	13	g2	g2	PROPN
easat-7814	217	14	grades	grade	NOUN
easat-7814	217	15	with	with	ADP
easat-7814	217	16	g3	g3	PROPN
easat-7814	217	17	,	,	PUNCT
easat-7814	217	18	indicating	indicate	VERB
easat-7814	217	19	a	a	DET
easat-7814	217	20	strong	strong	ADJ
easat-7814	217	21	predictive	predictive	ADJ
easat-7814	217	22	value	value	NOUN
easat-7814	217	23	for	for	ADP
easat-7814	217	24	prior	prior	ADJ
easat-7814	217	25	performance	performance	NOUN
easat-7814	217	26	.	.	PUNCT
easat-7814	218	1	it	it	PRON
easat-7814	218	2	has	have	AUX
easat-7814	218	3	been	be	AUX
easat-7814	218	4	observed	observe	VERB
easat-7814	218	5	that	that	SCONJ
easat-7814	218	6	students	student	NOUN
easat-7814	218	7	excelling	excel	VERB
easat-7814	218	8	in	in	ADP
easat-7814	218	9	the	the	DET
easat-7814	218	10	first	first	ADJ
easat-7814	218	11	two	two	NUM
easat-7814	218	12	periods	period	NOUN
easat-7814	218	13	are	be	AUX
easat-7814	218	14	more	more	ADV
easat-7814	218	15	likely	likely	ADJ
easat-7814	218	16	to	to	PART
easat-7814	218	17	achieve	achieve	VERB
easat-7814	218	18	higher	high	ADJ
easat-7814	218	19	final	final	ADJ
easat-7814	218	20	grades	grade	NOUN
easat-7814	218	21	,	,	PUNCT
easat-7814	218	22	indicating	indicate	VERB
easat-7814	218	23	that	that	SCONJ
easat-7814	218	24	academic	academic	ADJ
easat-7814	218	25	consistency	consistency	NOUN
easat-7814	218	26	plays	play	VERB
easat-7814	218	27	a	a	DET
easat-7814	218	28	critical	critical	ADJ
easat-7814	218	29	role	role	NOUN
easat-7814	218	30	in	in	ADP
easat-7814	218	31	outcomes	outcome	NOUN
easat-7814	218	32	.	.	PUNCT
easat-7814	219	1	socioeconomic	socioeconomic	ADJ
easat-7814	219	2	factors	factor	NOUN
easat-7814	219	3	,	,	PUNCT
easat-7814	219	4	including	include	VERB
easat-7814	219	5	parental	parental	ADJ
easat-7814	219	6	education	education	NOUN
easat-7814	219	7	and	and	CCONJ
easat-7814	219	8	employment	employment	NOUN
easat-7814	219	9	,	,	PUNCT
easat-7814	219	10	exhibit	exhibit	VERB
easat-7814	219	11	moderate	moderate	ADJ
easat-7814	219	12	to	to	ADP
easat-7814	219	13	strong	strong	ADJ
easat-7814	219	14	correlations	correlation	NOUN
easat-7814	219	15	with	with	ADP
easat-7814	219	16	performance	performance	NOUN
easat-7814	219	17	.	.	PUNCT
easat-7814	220	1	it	it	PRON
easat-7814	220	2	has	have	AUX
easat-7814	220	3	been	be	AUX
easat-7814	220	4	observed	observe	VERB
easat-7814	220	5	that	that	SCONJ
easat-7814	220	6	better	well	ADJ
easat-7814	220	7	academic	academic	ADJ
easat-7814	220	8	achievements	achievement	NOUN
easat-7814	220	9	are	be	AUX
easat-7814	220	10	associated	associate	VERB
easat-7814	220	11	with	with	ADP
easat-7814	220	12	higher	high	ADJ
easat-7814	220	13	parental	parental	ADJ
easat-7814	220	14	education	education	NOUN
easat-7814	220	15	levels	level	NOUN
easat-7814	220	16	,	,	PUNCT
easat-7814	220	17	likely	likely	ADV
easat-7814	220	18	reflected	reflect	VERB
easat-7814	220	19	in	in	ADP
easat-7814	220	20	greater	great	ADJ
easat-7814	220	21	access	access	NOUN
easat-7814	220	22	to	to	ADP
easat-7814	220	23	resources	resource	NOUN
easat-7814	220	24	,	,	PUNCT
easat-7814	220	25	support	support	NOUN
easat-7814	220	26	,	,	PUNCT
easat-7814	220	27	and	and	CCONJ
easat-7814	220	28	an	an	DET
easat-7814	220	29	emphasis	emphasis	NOUN
easat-7814	220	30	on	on	ADP
easat-7814	220	31	the	the	DET
easat-7814	220	32	value	value	NOUN
easat-7814	220	33	of	of	ADP
easat-7814	220	34	education	education	NOUN
easat-7814	220	35	within	within	ADP
easat-7814	220	36	these	these	DET
easat-7814	220	37	families	family	NOUN
easat-7814	220	38	.	.	PUNCT
easat-7814	221	1	it	it	PRON
easat-7814	221	2	has	have	AUX
easat-7814	221	3	been	be	AUX
easat-7814	221	4	observed	observe	VERB
easat-7814	221	5	that	that	SCONJ
easat-7814	221	6	a	a	DET
easat-7814	221	7	positive	positive	ADJ
easat-7814	221	8	correlation	correlation	NOUN
easat-7814	221	9	exists	exist	VERB
easat-7814	221	10	between	between	ADP
easat-7814	221	11	weekly	weekly	ADJ
easat-7814	221	12	study	study	NOUN
easat-7814	221	13	time	time	NOUN
easat-7814	221	14	and	and	CCONJ
easat-7814	221	15	grades	grade	NOUN
easat-7814	221	16	,	,	PUNCT
easat-7814	221	17	highlighting	highlight	VERB
easat-7814	221	18	the	the	DET
easat-7814	221	19	significance	significance	NOUN
easat-7814	221	20	of	of	ADP
easat-7814	221	21	dedicated	dedicated	ADJ
easat-7814	221	22	effort	effort	NOUN
easat-7814	221	23	outside	outside	ADP
easat-7814	221	24	the	the	DET
easat-7814	221	25	classroom	classroom	NOUN
easat-7814	221	26	.	.	PUNCT
easat-7814	222	1	conversely	conversely	ADV
easat-7814	222	2	,	,	PUNCT
easat-7814	222	3	it	it	PRON
easat-7814	222	4	has	have	AUX
easat-7814	222	5	been	be	AUX
easat-7814	222	6	shown	show	VERB
easat-7814	222	7	that	that	SCONJ
easat-7814	222	8	variables	variable	NOUN
easat-7814	222	9	such	such	ADJ
easat-7814	222	10	as	as	ADP
easat-7814	222	11	frequent	frequent	ADJ
easat-7814	222	12	alcohol	alcohol	NOUN
easat-7814	222	13	consumption	consumption	NOUN
easat-7814	222	14	and	and	CCONJ
easat-7814	222	15	excessive	excessive	ADJ
easat-7814	222	16	social	social	ADJ
easat-7814	222	17	outings	outing	NOUN
easat-7814	222	18	are	be	AUX
easat-7814	222	19	negatively	negatively	ADV
easat-7814	222	20	correlated	correlate	VERB
easat-7814	222	21	,	,	PUNCT
easat-7814	222	22	indicating	indicate	VERB
easat-7814	222	23	the	the	DET
easat-7814	222	24	adverse	adverse	ADJ
easat-7814	222	25	effects	effect	NOUN
easat-7814	222	26	of	of	ADP
easat-7814	222	27	lifestyle	lifestyle	NOUN
easat-7814	222	28	choices	choice	NOUN
easat-7814	222	29	on	on	ADP
easat-7814	222	30	academic	academic	ADJ
easat-7814	222	31	success	success	NOUN
easat-7814	222	32	.	.	PUNCT
easat-7814	223	1	the	the	DET
easat-7814	223	2	performance	performance	NOUN
easat-7814	223	3	of	of	ADP
easat-7814	223	4	various	various	ADJ
easat-7814	223	5	student	student	NOUN
easat-7814	223	6	subgroups	subgroup	NOUN
easat-7814	223	7	is	be	AUX
easat-7814	223	8	compared	compare	VERB
easat-7814	223	9	to	to	PART
easat-7814	223	10	uncover	uncover	VERB
easat-7814	223	11	disparities	disparity	NOUN
easat-7814	223	12	that	that	PRON
easat-7814	223	13	might	might	AUX
easat-7814	223	14	require	require	VERB
easat-7814	223	15	targeted	targeted	ADJ
easat-7814	223	16	interventions	intervention	NOUN
easat-7814	223	17	.	.	PUNCT
easat-7814	224	1	gender	gender	NOUN
easat-7814	224	2	-	-	PUNCT
easat-7814	224	3	based	base	VERB
easat-7814	224	4	comparisons	comparison	NOUN
easat-7814	224	5	display	display	VERB
easat-7814	224	6	nuanced	nuanced	ADJ
easat-7814	224	7	patterns	pattern	NOUN
easat-7814	224	8	,	,	PUNCT
easat-7814	224	9	with	with	ADP
easat-7814	224	10	female	female	ADJ
easat-7814	224	11	students	student	NOUN
easat-7814	224	12	being	be	AUX
easat-7814	224	13	found	find	VERB
easat-7814	224	14	to	to	PART
easat-7814	224	15	outperform	outperform	VERB
easat-7814	224	16	males	male	NOUN
easat-7814	224	17	in	in	ADP
easat-7814	224	18	specific	specific	ADJ
easat-7814	224	19	contexts	contexts	NOUN
easat-7814	224	20	,	,	PUNCT
easat-7814	224	21	while	while	SCONJ
easat-7814	224	22	male	male	ADJ
easat-7814	224	23	students	student	NOUN
easat-7814	224	24	are	be	AUX
easat-7814	224	25	observed	observe	VERB
easat-7814	224	26	to	to	PART
easat-7814	224	27	excel	excel	VERB
easat-7814	224	28	378	378	NUM
easat-7814	224	29	edelweiss	edelweiss	PROPN
easat-7814	224	30	applied	apply	VERB
easat-7814	224	31	science	science	NOUN
easat-7814	224	32	and	and	CCONJ
easat-7814	224	33	technology	technology	NOUN
easat-7814	224	34	issn	issn	PROPN
easat-7814	224	35	:	:	PUNCT
easat-7814	224	36	2576	2576	NUM
easat-7814	224	37	-	-	SYM
easat-7814	224	38	8484	8484	NUM
easat-7814	224	39	vol	vol	NOUN
easat-7814	224	40	.	.	PROPN
easat-7814	225	1	9	9	NUM
easat-7814	225	2	,	,	PUNCT
easat-7814	225	3	no	no	INTJ
easat-7814	225	4	.	.	NOUN
easat-7814	226	1	6	6	NUM
easat-7814	226	2	:	:	SYM
easat-7814	226	3	370	370	NUM
easat-7814	226	4	-	-	SYM
easat-7814	226	5	395	395	NUM
easat-7814	226	6	,	,	PUNCT
easat-7814	226	7	2025	2025	NUM
easat-7814	226	8	doi	doi	NOUN
easat-7814	226	9	:	:	PUNCT
easat-7814	226	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	226	11	©	©	PROPN
easat-7814	226	12	2025	2025	NUM
easat-7814	226	13	by	by	ADP
easat-7814	226	14	the	the	DET
easat-7814	226	15	authors	author	NOUN
easat-7814	226	16	;	;	PUNCT
easat-7814	226	17	licensee	licensee	PROPN
easat-7814	226	18	learning	learn	VERB
easat-7814	226	19	gate	gate	NOUN
easat-7814	226	20	in	in	ADP
easat-7814	226	21	others	other	NOUN
easat-7814	226	22	,	,	PUNCT
easat-7814	226	23	reflecting	reflect	VERB
easat-7814	226	24	subject	subject	ADJ
easat-7814	226	25	-	-	PUNCT
easat-7814	226	26	specific	specific	ADJ
easat-7814	226	27	trends	trend	NOUN
easat-7814	226	28	and	and	CCONJ
easat-7814	226	29	behavioral	behavioral	ADJ
easat-7814	226	30	differences	difference	NOUN
easat-7814	226	31	.	.	PUNCT
easat-7814	227	1	it	it	PRON
easat-7814	227	2	has	have	AUX
easat-7814	227	3	been	be	AUX
easat-7814	227	4	observed	observe	VERB
easat-7814	227	5	that	that	SCONJ
easat-7814	227	6	students	student	NOUN
easat-7814	227	7	from	from	ADP
easat-7814	227	8	urban	urban	ADJ
easat-7814	227	9	areas	area	NOUN
easat-7814	227	10	are	be	AUX
easat-7814	227	11	often	often	ADV
easat-7814	227	12	found	find	VERB
easat-7814	227	13	to	to	PART
easat-7814	227	14	perform	perform	VERB
easat-7814	227	15	better	well	ADV
easat-7814	227	16	than	than	ADP
easat-7814	227	17	those	those	PRON
easat-7814	227	18	from	from	ADP
easat-7814	227	19	rural	rural	ADJ
easat-7814	227	20	areas	area	NOUN
easat-7814	227	21	,	,	PUNCT
easat-7814	227	22	which	which	PRON
easat-7814	227	23	may	may	AUX
easat-7814	227	24	be	be	AUX
easat-7814	227	25	attributed	attribute	VERB
easat-7814	227	26	to	to	ADP
easat-7814	227	27	variations	variation	NOUN
easat-7814	227	28	in	in	ADP
easat-7814	227	29	access	access	NOUN
easat-7814	227	30	to	to	ADP
easat-7814	227	31	educational	educational	ADJ
easat-7814	227	32	resources	resource	NOUN
easat-7814	227	33	and	and	CCONJ
easat-7814	227	34	support	support	NOUN
easat-7814	227	35	systems	system	NOUN
easat-7814	227	36	.	.	PUNCT
easat-7814	228	1	school	school	NOUN
easat-7814	228	2	-	-	PUNCT
easat-7814	228	3	related	relate	VERB
easat-7814	228	4	factors	factor	NOUN
easat-7814	228	5	also	also	ADV
easat-7814	228	6	influence	influence	VERB
easat-7814	228	7	outcomes	outcome	NOUN
easat-7814	228	8	,	,	PUNCT
easat-7814	228	9	such	such	ADJ
easat-7814	228	10	as	as	ADP
easat-7814	228	11	the	the	DET
easat-7814	228	12	availability	availability	NOUN
easat-7814	228	13	of	of	ADP
easat-7814	228	14	extra	extra	ADJ
easat-7814	228	15	educational	educational	ADJ
easat-7814	228	16	support	support	NOUN
easat-7814	228	17	and	and	CCONJ
easat-7814	228	18	the	the	DET
easat-7814	228	19	reasons	reason	NOUN
easat-7814	228	20	for	for	ADP
easat-7814	228	21	choosing	choose	VERB
easat-7814	228	22	a	a	DET
easat-7814	228	23	particular	particular	ADJ
easat-7814	228	24	school	school	NOUN
easat-7814	228	25	.	.	PUNCT
easat-7814	229	1	for	for	ADP
easat-7814	229	2	instance	instance	NOUN
easat-7814	229	3	,	,	PUNCT
easat-7814	229	4	it	it	PRON
easat-7814	229	5	has	have	AUX
easat-7814	229	6	been	be	AUX
easat-7814	229	7	observed	observe	VERB
easat-7814	229	8	that	that	SCONJ
easat-7814	229	9	additional	additional	ADJ
easat-7814	229	10	educational	educational	ADJ
easat-7814	229	11	support	support	NOUN
easat-7814	229	12	is	be	AUX
easat-7814	229	13	received	receive	VERB
easat-7814	229	14	by	by	ADP
easat-7814	229	15	students	student	NOUN
easat-7814	229	16	who	who	PRON
easat-7814	229	17	generally	generally	ADV
easat-7814	229	18	perform	perform	VERB
easat-7814	229	19	better	well	ADV
easat-7814	229	20	,	,	PUNCT
easat-7814	229	21	thereby	thereby	ADV
easat-7814	229	22	emphasizing	emphasize	VERB
easat-7814	229	23	the	the	DET
easat-7814	229	24	importance	importance	NOUN
easat-7814	229	25	of	of	ADP
easat-7814	229	26	tailored	tailor	VERB
easat-7814	229	27	assistance	assistance	NOUN
easat-7814	229	28	.	.	PUNCT
easat-7814	230	1	on	on	ADP
easat-7814	230	2	the	the	DET
easat-7814	230	3	other	other	ADJ
easat-7814	230	4	hand	hand	NOUN
easat-7814	230	5	,	,	PUNCT
easat-7814	230	6	it	it	PRON
easat-7814	230	7	has	have	AUX
easat-7814	230	8	been	be	AUX
easat-7814	230	9	observed	observe	VERB
easat-7814	230	10	that	that	SCONJ
easat-7814	230	11	higher	high	ADJ
easat-7814	230	12	engagement	engagement	NOUN
easat-7814	230	13	and	and	CCONJ
easat-7814	230	14	motivation	motivation	NOUN
easat-7814	230	15	are	be	AUX
easat-7814	230	16	often	often	ADV
easat-7814	230	17	exhibited	exhibit	VERB
easat-7814	230	18	by	by	ADP
easat-7814	230	19	students	student	NOUN
easat-7814	230	20	who	who	PRON
easat-7814	230	21	choose	choose	VERB
easat-7814	230	22	a	a	DET
easat-7814	230	23	school	school	NOUN
easat-7814	230	24	based	base	VERB
easat-7814	230	25	on	on	ADP
easat-7814	230	26	reputation	reputation	NOUN
easat-7814	230	27	,	,	PUNCT
easat-7814	230	28	resulting	result	VERB
easat-7814	230	29	in	in	ADP
easat-7814	230	30	superior	superior	ADJ
easat-7814	230	31	academic	academic	ADJ
easat-7814	230	32	performance	performance	NOUN
easat-7814	230	33	.	.	PUNCT
easat-7814	231	1	the	the	DET
easat-7814	231	2	distribution	distribution	NOUN
easat-7814	231	3	of	of	ADP
easat-7814	231	4	final	final	ADJ
easat-7814	231	5	grades	grade	NOUN
easat-7814	231	6	across	across	ADP
easat-7814	231	7	the	the	DET
easat-7814	231	8	two	two	NUM
easat-7814	231	9	schools	school	NOUN
easat-7814	231	10	is	be	AUX
easat-7814	231	11	analyzed	analyze	VERB
easat-7814	231	12	,	,	PUNCT
easat-7814	231	13	and	and	CCONJ
easat-7814	231	14	percentages	percentage	NOUN
easat-7814	231	15	of	of	ADP
easat-7814	231	16	grades	grade	NOUN
easat-7814	231	17	are	be	AUX
easat-7814	231	18	presented	present	VERB
easat-7814	231	19	in	in	ADP
easat-7814	231	20	table	table	NOUN
easat-7814	231	21	2	2	NUM
easat-7814	231	22	for	for	ADP
easat-7814	231	23	better	well	ADJ
easat-7814	231	24	understanding	understanding	NOUN
easat-7814	231	25	.	.	PUNCT
easat-7814	232	1	this	this	DET
easat-7814	232	2	table	table	NOUN
easat-7814	232	3	provides	provide	VERB
easat-7814	232	4	detailed	detailed	ADJ
easat-7814	232	5	insights	insight	NOUN
easat-7814	232	6	into	into	ADP
easat-7814	232	7	the	the	DET
easat-7814	232	8	grade	grade	NOUN
easat-7814	232	9	distribution	distribution	NOUN
easat-7814	232	10	for	for	ADP
easat-7814	232	11	gabriel	gabriel	PROPN
easat-7814	232	12	pereira	pereira	PROPN
easat-7814	232	13	(	(	PUNCT
easat-7814	232	14	gp	gp	NOUN
easat-7814	232	15	)	)	PUNCT
easat-7814	232	16	and	and	CCONJ
easat-7814	232	17	mouzinho	mouzinho	PROPN
easat-7814	232	18	da	da	PROPN
easat-7814	232	19	silveira	silveira	PROPN
easat-7814	232	20	(	(	PUNCT
easat-7814	232	21	ms	ms	PROPN
easat-7814	232	22	)	)	PUNCT
easat-7814	232	23	,	,	PUNCT
easat-7814	232	24	along	along	ADP
easat-7814	232	25	with	with	ADP
easat-7814	232	26	the	the	DET
easat-7814	232	27	overall	overall	ADJ
easat-7814	232	28	dataset	dataset	NOUN
easat-7814	232	29	.	.	PUNCT
easat-7814	233	1	the	the	DET
easat-7814	233	2	results	result	NOUN
easat-7814	233	3	reveal	reveal	VERB
easat-7814	233	4	notable	notable	ADJ
easat-7814	233	5	differences	difference	NOUN
easat-7814	233	6	in	in	ADP
easat-7814	233	7	performance	performance	NOUN
easat-7814	233	8	between	between	ADP
easat-7814	233	9	the	the	DET
easat-7814	233	10	two	two	NUM
easat-7814	233	11	schools	school	NOUN
easat-7814	233	12	.	.	PUNCT
easat-7814	234	1	table	table	NOUN
easat-7814	234	2	2	2	NUM
easat-7814	234	3	.	.	PUNCT
easat-7814	235	1	percentages	percentage	NOUN
easat-7814	235	2	of	of	ADP
easat-7814	235	3	grades	grade	NOUN
easat-7814	235	4	received	receive	VERB
easat-7814	235	5	across	across	ADP
easat-7814	235	6	the	the	DET
easat-7814	235	7	two	two	NUM
easat-7814	235	8	schools	school	NOUN
easat-7814	235	9	.	.	PUNCT
easat-7814	236	1	school	school	NOUN
easat-7814	236	2	excellent	excellent	ADJ
easat-7814	236	3	(	(	PUNCT
easat-7814	236	4	%	%	INTJ
easat-7814	236	5	)	)	PUNCT
easat-7814	236	6	very	very	ADV
easat-7814	236	7	good	good	ADJ
easat-7814	236	8	(	(	PUNCT
easat-7814	236	9	%	%	NOUN
easat-7814	236	10	)	)	PUNCT
easat-7814	236	11	good	good	ADJ
easat-7814	236	12	(	(	PUNCT
easat-7814	236	13	%	%	INTJ
easat-7814	236	14	)	)	PUNCT
easat-7814	236	15	sufficient	sufficient	ADJ
easat-7814	236	16	(	(	PUNCT
easat-7814	236	17	%	%	INTJ
easat-7814	236	18	)	)	PUNCT
easat-7814	236	19	fail	fail	ADJ
easat-7814	236	20	(	(	PUNCT
easat-7814	236	21	%	%	INTJ
easat-7814	236	22	)	)	PUNCT
easat-7814	236	23	total	total	NOUN
easat-7814	236	24	(	(	PUNCT
easat-7814	236	25	%	%	INTJ
easat-7814	236	26	)	)	PUNCT
easat-7814	236	27	gp	gp	NOUN
easat-7814	236	28	4.3	4.3	NUM
easat-7814	236	29	12.66	12.66	NUM
easat-7814	236	30	20.25	20.25	NUM
easat-7814	236	31	22.53	22.53	NUM
easat-7814	236	32	28.61	28.61	NUM
easat-7814	236	33	88.35	88.35	NUM
easat-7814	236	34	ms	ms	NOUN
easat-7814	236	35	0.25	0.25	NUM
easat-7814	236	36	1.27	1.27	NUM
easat-7814	236	37	2.28	2.28	NUM
easat-7814	236	38	3.54	3.54	NUM
easat-7814	236	39	4.3	4.3	NUM
easat-7814	236	40	11.65	11.65	NUM
easat-7814	236	41	overall	overall	ADJ
easat-7814	236	42	4.56	4.56	NUM
easat-7814	236	43	13.92	13.92	NUM
easat-7814	236	44	22.53	22.53	NUM
easat-7814	236	45	26.08	26.08	NUM
easat-7814	236	46	32.91	32.91	NUM
easat-7814	236	47	100.0	100.0	NUM
easat-7814	237	1	the	the	DET
easat-7814	237	2	data	datum	NOUN
easat-7814	237	3	indicate	indicate	VERB
easat-7814	237	4	that	that	SCONJ
easat-7814	237	5	an	an	DET
easat-7814	237	6	"	"	PUNCT
easat-7814	237	7	excellent	excellent	ADJ
easat-7814	237	8	"	"	PUNCT
easat-7814	237	9	grade	grade	NOUN
easat-7814	237	10	was	be	AUX
easat-7814	237	11	achieved	achieve	VERB
easat-7814	237	12	by	by	ADP
easat-7814	237	13	4.30	4.30	NUM
easat-7814	237	14	%	%	NOUN
easat-7814	237	15	of	of	ADP
easat-7814	237	16	students	student	NOUN
easat-7814	237	17	from	from	ADP
easat-7814	237	18	gp	gp	NOUN
easat-7814	237	19	,	,	PUNCT
easat-7814	237	20	in	in	ADP
easat-7814	237	21	comparison	comparison	NOUN
easat-7814	237	22	to	to	ADP
easat-7814	237	23	only	only	ADV
easat-7814	237	24	0.25	0.25	NUM
easat-7814	237	25	%	%	NOUN
easat-7814	237	26	from	from	ADP
easat-7814	237	27	ms	ms	PROPN
easat-7814	237	28	.	.	PROPN
easat-7814	238	1	it	it	PRON
easat-7814	238	2	was	be	AUX
easat-7814	238	3	found	find	VERB
easat-7814	238	4	that	that	SCONJ
easat-7814	238	5	"	"	PUNCT
easat-7814	238	6	very	very	ADV
easat-7814	238	7	good	good	ADJ
easat-7814	238	8	"	"	PUNCT
easat-7814	238	9	grades	grade	NOUN
easat-7814	238	10	were	be	AUX
easat-7814	238	11	earned	earn	VERB
easat-7814	238	12	by	by	ADP
easat-7814	238	13	12.66	12.66	NUM
easat-7814	238	14	%	%	NOUN
easat-7814	238	15	of	of	ADP
easat-7814	238	16	gp	gp	NOUN
easat-7814	238	17	students	student	NOUN
easat-7814	238	18	,	,	PUNCT
easat-7814	238	19	whereas	whereas	SCONJ
easat-7814	238	20	only	only	ADV
easat-7814	238	21	1.27	1.27	NUM
easat-7814	238	22	%	%	NOUN
easat-7814	238	23	of	of	ADP
easat-7814	238	24	ms	ms	NOUN
easat-7814	238	25	students	student	NOUN
easat-7814	238	26	achieved	achieve	VERB
easat-7814	238	27	the	the	DET
easat-7814	238	28	same	same	ADJ
easat-7814	238	29	level	level	NOUN
easat-7814	238	30	.	.	PUNCT
easat-7814	239	1	higher	high	ADJ
easat-7814	239	2	percentages	percentage	NOUN
easat-7814	239	3	of	of	ADP
easat-7814	239	4	students	student	NOUN
easat-7814	239	5	classified	classify	VERB
easat-7814	239	6	as	as	ADP
easat-7814	239	7	"	"	PUNCT
easat-7814	239	8	good	good	ADJ
easat-7814	239	9	"	"	PUNCT
easat-7814	239	10	(	(	PUNCT
easat-7814	239	11	20.25	20.25	NUM
easat-7814	239	12	%	%	NOUN
easat-7814	239	13	)	)	PUNCT
easat-7814	239	14	and	and	CCONJ
easat-7814	239	15	"	"	PUNCT
easat-7814	239	16	sufficient	sufficient	ADJ
easat-7814	239	17	"	"	PUNCT
easat-7814	239	18	(	(	PUNCT
easat-7814	239	19	22.53	22.53	NUM
easat-7814	239	20	%	%	NOUN
easat-7814	239	21	)	)	PUNCT
easat-7814	239	22	were	be	AUX
easat-7814	239	23	observed	observe	VERB
easat-7814	239	24	in	in	ADP
easat-7814	239	25	gp	gp	NOUN
easat-7814	239	26	compared	compare	VERB
easat-7814	239	27	to	to	ADP
easat-7814	239	28	ms	ms	PROPN
easat-7814	239	29	,	,	PUNCT
easat-7814	239	30	where	where	SCONJ
easat-7814	239	31	the	the	DET
easat-7814	239	32	corresponding	corresponding	ADJ
easat-7814	239	33	values	value	NOUN
easat-7814	239	34	were	be	AUX
easat-7814	239	35	2.28	2.28	NUM
easat-7814	239	36	%	%	NOUN
easat-7814	239	37	and	and	CCONJ
easat-7814	239	38	3.54	3.54	NUM
easat-7814	239	39	%	%	NOUN
easat-7814	239	40	,	,	PUNCT
easat-7814	239	41	respectively	respectively	ADV
easat-7814	239	42	.	.	PUNCT
easat-7814	240	1	however	however	ADV
easat-7814	240	2	,	,	PUNCT
easat-7814	240	3	significant	significant	ADJ
easat-7814	240	4	failure	failure	NOUN
easat-7814	240	5	rates	rate	NOUN
easat-7814	240	6	were	be	AUX
easat-7814	240	7	observed	observe	VERB
easat-7814	240	8	at	at	ADP
easat-7814	240	9	both	both	DET
easat-7814	240	10	schools	school	NOUN
easat-7814	240	11	,	,	PUNCT
easat-7814	240	12	with	with	ADP
easat-7814	240	13	28.61	28.61	NUM
easat-7814	240	14	%	%	NOUN
easat-7814	240	15	of	of	ADP
easat-7814	240	16	gp	gp	NOUN
easat-7814	240	17	students	student	NOUN
easat-7814	240	18	and	and	CCONJ
easat-7814	240	19	4.30	4.30	NUM
easat-7814	240	20	%	%	NOUN
easat-7814	240	21	of	of	ADP
easat-7814	240	22	ms	ms	NOUN
easat-7814	240	23	students	student	NOUN
easat-7814	240	24	receiving	receive	VERB
easat-7814	240	25	failing	fail	VERB
easat-7814	240	26	grades	grade	NOUN
easat-7814	240	27	.	.	PUNCT
easat-7814	241	1	it	it	PRON
easat-7814	241	2	has	have	AUX
easat-7814	241	3	been	be	AUX
easat-7814	241	4	revealed	reveal	VERB
easat-7814	241	5	by	by	ADP
easat-7814	241	6	the	the	DET
easat-7814	241	7	overall	overall	ADJ
easat-7814	241	8	dataset	dataset	NOUN
easat-7814	241	9	that	that	SCONJ
easat-7814	241	10	"	"	PUNCT
easat-7814	241	11	excellent	excellent	ADJ
easat-7814	241	12	"	"	PUNCT
easat-7814	241	13	grades	grade	NOUN
easat-7814	241	14	were	be	AUX
easat-7814	241	15	achieved	achieve	VERB
easat-7814	241	16	by	by	ADP
easat-7814	241	17	4.56	4.56	NUM
easat-7814	241	18	%	%	NOUN
easat-7814	241	19	of	of	ADP
easat-7814	241	20	students	student	NOUN
easat-7814	241	21	,	,	PUNCT
easat-7814	241	22	while	while	SCONJ
easat-7814	241	23	"	"	PUNCT
easat-7814	241	24	very	very	ADV
easat-7814	241	25	good	good	ADJ
easat-7814	241	26	"	"	PUNCT
easat-7814	241	27	was	be	AUX
easat-7814	241	28	earned	earn	VERB
easat-7814	241	29	by	by	ADP
easat-7814	241	30	13.92	13.92	NUM
easat-7814	241	31	%	%	NOUN
easat-7814	241	32	,	,	PUNCT
easat-7814	241	33	"	"	PUNCT
easat-7814	241	34	good	good	ADJ
easat-7814	241	35	"	"	PUNCT
easat-7814	241	36	was	be	AUX
easat-7814	241	37	scored	score	VERB
easat-7814	241	38	by	by	ADP
easat-7814	241	39	22.53	22.53	NUM
easat-7814	241	40	%	%	NOUN
easat-7814	241	41	,	,	PUNCT
easat-7814	241	42	"	"	PUNCT
easat-7814	241	43	sufficient	sufficient	ADJ
easat-7814	241	44	"	"	PUNCT
easat-7814	241	45	classification	classification	NOUN
easat-7814	241	46	was	be	AUX
easat-7814	241	47	given	give	VERB
easat-7814	241	48	to	to	ADP
easat-7814	241	49	26.08	26.08	NUM
easat-7814	241	50	%	%	NOUN
easat-7814	241	51	,	,	PUNCT
easat-7814	241	52	and	and	CCONJ
easat-7814	241	53	failure	failure	NOUN
easat-7814	241	54	was	be	AUX
easat-7814	241	55	recorded	record	VERB
easat-7814	241	56	for	for	ADP
easat-7814	241	57	32.91	32.91	NUM
easat-7814	241	58	%	%	NOUN
easat-7814	241	59	.	.	PUNCT
easat-7814	242	1	the	the	DET
easat-7814	242	2	imbalanced	imbalanced	ADJ
easat-7814	242	3	nature	nature	NOUN
easat-7814	242	4	of	of	ADP
easat-7814	242	5	academic	academic	ADJ
easat-7814	242	6	outcomes	outcome	NOUN
easat-7814	242	7	is	be	AUX
easat-7814	242	8	underscored	underscore	VERB
easat-7814	242	9	by	by	ADP
easat-7814	242	10	these	these	DET
easat-7814	242	11	percentages	percentage	NOUN
easat-7814	242	12	,	,	PUNCT
easat-7814	242	13	with	with	ADP
easat-7814	242	14	challenges	challenge	NOUN
easat-7814	242	15	in	in	ADP
easat-7814	242	16	achieving	achieve	VERB
easat-7814	242	17	passing	pass	VERB
easat-7814	242	18	grades	grade	NOUN
easat-7814	242	19	faced	face	VERB
easat-7814	242	20	by	by	ADP
easat-7814	242	21	a	a	DET
easat-7814	242	22	substantial	substantial	ADJ
easat-7814	242	23	proportion	proportion	NOUN
easat-7814	242	24	of	of	ADP
easat-7814	242	25	students	student	NOUN
easat-7814	242	26	.	.	PUNCT
easat-7814	243	1	the	the	DET
easat-7814	243	2	relative	relative	ADJ
easat-7814	243	3	contribution	contribution	NOUN
easat-7814	243	4	of	of	ADP
easat-7814	243	5	each	each	DET
easat-7814	243	6	grade	grade	NOUN
easat-7814	243	7	category	category	NOUN
easat-7814	243	8	to	to	ADP
easat-7814	243	9	the	the	DET
easat-7814	243	10	overall	overall	ADJ
easat-7814	243	11	grade	grade	NOUN
easat-7814	243	12	distribution	distribution	NOUN
easat-7814	243	13	for	for	ADP
easat-7814	243	14	each	each	DET
easat-7814	243	15	school	school	NOUN
easat-7814	243	16	is	be	AUX
easat-7814	243	17	focused	focus	VERB
easat-7814	243	18	on	on	ADP
easat-7814	243	19	in	in	ADP
easat-7814	243	20	a	a	DET
easat-7814	243	21	second	second	ADJ
easat-7814	243	22	analysis	analysis	NOUN
easat-7814	243	23	.	.	PUNCT
easat-7814	244	1	table	table	NOUN
easat-7814	244	2	3	3	NUM
easat-7814	244	3	provides	provide	VERB
easat-7814	244	4	a	a	DET
easat-7814	244	5	summary	summary	NOUN
easat-7814	244	6	that	that	PRON
easat-7814	244	7	compares	compare	VERB
easat-7814	244	8	grade	grade	NOUN
easat-7814	244	9	distributions	distribution	NOUN
easat-7814	244	10	within	within	ADP
easat-7814	244	11	the	the	DET
easat-7814	244	12	schools	school	NOUN
easat-7814	244	13	with	with	ADP
easat-7814	244	14	insights	insight	NOUN
easat-7814	244	15	into	into	ADP
easat-7814	244	16	their	their	PRON
easat-7814	244	17	respective	respective	ADJ
easat-7814	244	18	performance	performance	NOUN
easat-7814	244	19	trends	trend	NOUN
easat-7814	244	20	.	.	PUNCT
easat-7814	245	1	table	table	NOUN
easat-7814	245	2	3	3	NUM
easat-7814	245	3	.	.	PUNCT
easat-7814	246	1	percentage	percentage	NOUN
easat-7814	246	2	of	of	ADP
easat-7814	246	3	total	total	ADJ
easat-7814	246	4	grades	grade	NOUN
easat-7814	246	5	across	across	ADP
easat-7814	246	6	the	the	DET
easat-7814	246	7	two	two	NUM
easat-7814	246	8	schools	school	NOUN
easat-7814	246	9	.	.	PUNCT
easat-7814	247	1	school	school	NOUN
easat-7814	247	2	excellent	excellent	ADJ
easat-7814	247	3	(	(	PUNCT
easat-7814	247	4	%	%	INTJ
easat-7814	247	5	)	)	PUNCT
easat-7814	247	6	fail	fail	ADJ
easat-7814	247	7	(	(	PUNCT
easat-7814	247	8	%	%	INTJ
easat-7814	247	9	)	)	PUNCT
easat-7814	248	1	good	good	ADJ
easat-7814	248	2	(	(	PUNCT
easat-7814	248	3	%	%	INTJ
easat-7814	248	4	)	)	PUNCT
easat-7814	248	5	sufficient	sufficient	ADJ
easat-7814	248	6	(	(	PUNCT
easat-7814	248	7	%	%	INTJ
easat-7814	248	8	)	)	PUNCT
easat-7814	248	9	very	very	ADV
easat-7814	248	10	good	good	ADJ
easat-7814	248	11	(	(	PUNCT
easat-7814	248	12	%	%	INTJ
easat-7814	248	13	)	)	PUNCT
easat-7814	248	14	grand	grand	ADJ
easat-7814	248	15	total	total	NOUN
easat-7814	248	16	(	(	PUNCT
easat-7814	248	17	%	%	INTJ
easat-7814	248	18	)	)	PUNCT
easat-7814	248	19	gp	gp	NOUN
easat-7814	248	20	4.87	4.87	NUM
easat-7814	248	21	32.38	32.38	NUM
easat-7814	248	22	22.92	22.92	NUM
easat-7814	248	23	25.5	25.5	NUM
easat-7814	248	24	14.33	14.33	NUM
easat-7814	248	25	100.0	100.0	NUM
easat-7814	248	26	ms	ms	NOUN
easat-7814	248	27	2.17	2.17	NUM
easat-7814	248	28	36.96	36.96	NUM
easat-7814	248	29	19.57	19.57	NUM
easat-7814	248	30	30.43	30.43	NUM
easat-7814	248	31	10.87	10.87	NUM
easat-7814	248	32	100.0	100.0	NUM
easat-7814	248	33	it	it	PRON
easat-7814	248	34	has	have	AUX
easat-7814	248	35	been	be	AUX
easat-7814	248	36	highlighted	highlight	VERB
easat-7814	248	37	that	that	SCONJ
easat-7814	248	38	a	a	DET
easat-7814	248	39	stronger	strong	ADJ
easat-7814	248	40	performance	performance	NOUN
easat-7814	248	41	profile	profile	NOUN
easat-7814	248	42	is	be	AUX
easat-7814	248	43	exhibited	exhibit	VERB
easat-7814	248	44	by	by	ADP
easat-7814	248	45	gp	gp	NOUN
easat-7814	248	46	students	student	NOUN
easat-7814	248	47	across	across	ADP
easat-7814	248	48	all	all	DET
easat-7814	248	49	categories	category	NOUN
easat-7814	248	50	,	,	PUNCT
easat-7814	248	51	with	with	ADP
easat-7814	248	52	a	a	DET
easat-7814	248	53	total	total	NOUN
easat-7814	248	54	of	of	ADP
easat-7814	248	55	88.35	88.35	NUM
easat-7814	248	56	%	%	NOUN
easat-7814	248	57	of	of	ADP
easat-7814	248	58	the	the	DET
easat-7814	248	59	dataset	dataset	NOUN
easat-7814	248	60	being	be	AUX
easat-7814	248	61	attributed	attribute	VERB
easat-7814	248	62	to	to	ADP
easat-7814	248	63	gp	gp	NOUN
easat-7814	248	64	.	.	PUNCT
easat-7814	249	1	in	in	ADP
easat-7814	249	2	comparison	comparison	NOUN
easat-7814	249	3	,	,	PUNCT
easat-7814	249	4	only	only	ADV
easat-7814	249	5	11.65	11.65	NUM
easat-7814	249	6	%	%	NOUN
easat-7814	249	7	is	be	AUX
easat-7814	249	8	attributed	attribute	VERB
easat-7814	249	9	to	to	ADP
easat-7814	249	10	ms	ms	PROPN
easat-7814	249	11	.	.	PROPN
easat-7814	249	12	while	while	SCONJ
easat-7814	249	13	gp	gp	NOUN
easat-7814	249	14	students	student	NOUN
easat-7814	249	15	dominate	dominate	VERB
easat-7814	249	16	higher	high	ADJ
easat-7814	249	17	grade	grade	NOUN
easat-7814	249	18	categories	category	NOUN
easat-7814	249	19	,	,	PUNCT
easat-7814	249	20	ms	ms	PROPN
easat-7814	249	21	students	student	NOUN
easat-7814	249	22	exhibit	exhibit	VERB
easat-7814	249	23	lower	low	ADJ
easat-7814	249	24	performance	performance	NOUN
easat-7814	249	25	across	across	ADP
easat-7814	249	26	the	the	DET
easat-7814	249	27	board	board	NOUN
easat-7814	249	28	.	.	PUNCT
easat-7814	250	1	for	for	ADP
easat-7814	250	2	example	example	NOUN
easat-7814	250	3	,	,	PUNCT
easat-7814	250	4	a	a	DET
easat-7814	250	5	significantly	significantly	ADV
easat-7814	250	6	higher	high	ADJ
easat-7814	250	7	proportion	proportion	NOUN
easat-7814	250	8	of	of	ADP
easat-7814	250	9	students	student	NOUN
easat-7814	250	10	earning	earn	VERB
easat-7814	250	11	"	"	PUNCT
easat-7814	250	12	good	good	ADJ
easat-7814	250	13	"	"	PUNCT
easat-7814	250	14	(	(	PUNCT
easat-7814	250	15	22.92	22.92	NUM
easat-7814	250	16	%	%	NOUN
easat-7814	250	17	)	)	PUNCT
easat-7814	250	18	and	and	CCONJ
easat-7814	250	19	"	"	PUNCT
easat-7814	250	20	very	very	ADV
easat-7814	250	21	good	good	ADJ
easat-7814	250	22	"	"	PUNCT
easat-7814	250	23	(	(	PUNCT
easat-7814	250	24	14.33	14.33	NUM
easat-7814	250	25	%	%	NOUN
easat-7814	250	26	)	)	PUNCT
easat-7814	250	27	grades	grade	NOUN
easat-7814	250	28	are	be	AUX
easat-7814	250	29	observed	observe	VERB
easat-7814	250	30	in	in	ADP
easat-7814	250	31	gp	gp	NOUN
easat-7814	250	32	compared	compare	VERB
easat-7814	250	33	to	to	ADP
easat-7814	250	34	ms	ms	PROPN
easat-7814	250	35	,	,	PUNCT
easat-7814	250	36	where	where	SCONJ
easat-7814	250	37	the	the	DET
easat-7814	250	38	corresponding	corresponding	ADJ
easat-7814	250	39	percentages	percentage	NOUN
easat-7814	250	40	are	be	AUX
easat-7814	250	41	19.57	19.57	NUM
easat-7814	250	42	%	%	NOUN
easat-7814	250	43	and	and	CCONJ
easat-7814	250	44	10.87	10.87	NUM
easat-7814	250	45	%	%	NOUN
easat-7814	250	46	,	,	PUNCT
easat-7814	250	47	respectively	respectively	ADV
easat-7814	250	48	.	.	PUNCT
easat-7814	251	1	additionally	additionally	ADV
easat-7814	251	2	,	,	PUNCT
easat-7814	251	3	it	it	PRON
easat-7814	251	4	has	have	AUX
easat-7814	251	5	been	be	AUX
easat-7814	251	6	observed	observe	VERB
easat-7814	251	7	that	that	SCONJ
easat-7814	251	8	gp	gp	NOUN
easat-7814	251	9	students	student	NOUN
easat-7814	251	10	achieve	achieve	VERB
easat-7814	251	11	a	a	DET
easat-7814	251	12	higher	high	ADJ
easat-7814	251	13	percentage	percentage	NOUN
easat-7814	251	14	of	of	ADP
easat-7814	251	15	"	"	PUNCT
easat-7814	251	16	excellent	excellent	ADJ
easat-7814	251	17	"	"	PUNCT
easat-7814	251	18	grades	grade	NOUN
easat-7814	251	19	(	(	PUNCT
easat-7814	251	20	4.87	4.87	NUM
easat-7814	251	21	%	%	NOUN
easat-7814	251	22	)	)	PUNCT
easat-7814	251	23	,	,	PUNCT
easat-7814	251	24	while	while	SCONJ
easat-7814	251	25	a	a	DET
easat-7814	251	26	higher	high	ADJ
easat-7814	251	27	proportion	proportion	NOUN
easat-7814	251	28	of	of	ADP
easat-7814	251	29	students	student	NOUN
easat-7814	251	30	receiving	receive	VERB
easat-7814	251	31	"	"	PUNCT
easat-7814	251	32	fail	fail	ADJ
easat-7814	251	33	"	"	PUNCT
easat-7814	251	34	grades	grade	NOUN
easat-7814	251	35	,	,	PUNCT
easat-7814	251	36	at	at	ADP
easat-7814	251	37	36.96	36.96	NUM
easat-7814	251	38	%	%	NOUN
easat-7814	251	39	,	,	PUNCT
easat-7814	251	40	is	be	AUX
easat-7814	251	41	noted	note	VERB
easat-7814	251	42	in	in	ADP
easat-7814	251	43	ms	ms	PROPN
easat-7814	251	44	,	,	PUNCT
easat-7814	251	45	compared	compare	VERB
easat-7814	251	46	to	to	ADP
easat-7814	251	47	32.38	32.38	NUM
easat-7814	251	48	%	%	NOUN
easat-7814	251	49	in	in	ADP
easat-7814	251	50	gp	gp	NOUN
easat-7814	251	51	.	.	PUNCT
easat-7814	252	1	379	379	NUM
easat-7814	252	2	edelweiss	edelweiss	PROPN
easat-7814	252	3	applied	apply	VERB
easat-7814	252	4	science	science	NOUN
easat-7814	252	5	and	and	CCONJ
easat-7814	252	6	technology	technology	NOUN
easat-7814	252	7	issn	issn	PROPN
easat-7814	252	8	:	:	PUNCT
easat-7814	252	9	2576	2576	NUM
easat-7814	252	10	-	-	SYM
easat-7814	252	11	8484	8484	NUM
easat-7814	252	12	vol	vol	NOUN
easat-7814	252	13	.	.	PROPN
easat-7814	253	1	9	9	NUM
easat-7814	253	2	,	,	PUNCT
easat-7814	253	3	no	no	INTJ
easat-7814	253	4	.	.	NOUN
easat-7814	254	1	6	6	NUM
easat-7814	254	2	:	:	SYM
easat-7814	254	3	370	370	NUM
easat-7814	254	4	-	-	SYM
easat-7814	254	5	395	395	NUM
easat-7814	254	6	,	,	PUNCT
easat-7814	254	7	2025	2025	NUM
easat-7814	254	8	doi	doi	NOUN
easat-7814	254	9	:	:	PUNCT
easat-7814	254	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	254	11	©	©	PROPN
easat-7814	254	12	2025	2025	NUM
easat-7814	254	13	by	by	ADP
easat-7814	254	14	the	the	DET
easat-7814	254	15	authors	author	NOUN
easat-7814	254	16	;	;	PUNCT
easat-7814	254	17	licensee	licensee	PROPN
easat-7814	254	18	learning	learning	NOUN
easat-7814	254	19	gate	gate	VERB
easat-7814	254	20	the	the	DET
easat-7814	254	21	presence	presence	NOUN
easat-7814	254	22	of	of	ADP
easat-7814	254	23	a	a	DET
easat-7814	254	24	significant	significant	ADJ
easat-7814	254	25	difference	difference	NOUN
easat-7814	254	26	in	in	ADP
easat-7814	254	27	performance	performance	NOUN
easat-7814	254	28	between	between	ADP
easat-7814	254	29	the	the	DET
easat-7814	254	30	two	two	NUM
easat-7814	254	31	groups	group	NOUN
easat-7814	254	32	of	of	ADP
easat-7814	254	33	students	student	NOUN
easat-7814	254	34	(	(	PUNCT
easat-7814	254	35	gabriel	gabriel	PROPN
easat-7814	254	36	pereira	pereira	PROPN
easat-7814	254	37	and	and	CCONJ
easat-7814	254	38	mouzinho	mouzinho	PROPN
easat-7814	254	39	da	da	PROPN
easat-7814	254	40	silveira	silveira	PROPN
easat-7814	254	41	schools	schools	PROPN
easat-7814	254	42	)	)	PUNCT
easat-7814	254	43	is	be	AUX
easat-7814	254	44	evaluated	evaluate	VERB
easat-7814	254	45	through	through	ADP
easat-7814	254	46	the	the	DET
easat-7814	254	47	conduct	conduct	NOUN
easat-7814	254	48	of	of	ADP
easat-7814	254	49	statistical	statistical	ADJ
easat-7814	254	50	analysis	analysis	NOUN
easat-7814	254	51	using	use	VERB
easat-7814	254	52	the	the	DET
easat-7814	254	53	mann	mann	PROPN
easat-7814	254	54	-	-	PUNCT
easat-7814	254	55	whitney	whitney	PROPN
easat-7814	254	56	u	u	PROPN
easat-7814	254	57	test	test	NOUN
easat-7814	254	58	,	,	PUNCT
easat-7814	254	59	also	also	ADV
easat-7814	254	60	referred	refer	VERB
easat-7814	254	61	to	to	ADP
easat-7814	254	62	as	as	ADP
easat-7814	254	63	the	the	DET
easat-7814	254	64	wilcoxon	wilcoxon	ADJ
easat-7814	254	65	rank	rank	NOUN
easat-7814	254	66	-	-	PUNCT
easat-7814	254	67	sum	sum	NOUN
easat-7814	254	68	test	test	NOUN
easat-7814	254	69	.	.	PUNCT
easat-7814	255	1	the	the	DET
easat-7814	255	2	appropriateness	appropriateness	NOUN
easat-7814	255	3	of	of	ADP
easat-7814	255	4	this	this	DET
easat-7814	255	5	non	non	ADJ
easat-7814	255	6	-	-	ADJ
easat-7814	255	7	parametric	parametric	ADJ
easat-7814	255	8	test	test	NOUN
easat-7814	255	9	for	for	ADP
easat-7814	255	10	comparing	compare	VERB
easat-7814	255	11	two	two	NUM
easat-7814	255	12	independent	independent	ADJ
easat-7814	255	13	groups	group	NOUN
easat-7814	255	14	is	be	AUX
easat-7814	255	15	established	establish	VERB
easat-7814	255	16	when	when	SCONJ
easat-7814	255	17	the	the	DET
easat-7814	255	18	assumption	assumption	NOUN
easat-7814	255	19	of	of	ADP
easat-7814	255	20	normality	normality	NOUN
easat-7814	255	21	is	be	AUX
easat-7814	255	22	not	not	PART
easat-7814	255	23	met	meet	VERB
easat-7814	255	24	.	.	PUNCT
easat-7814	256	1	the	the	DET
easat-7814	256	2	test	test	NOUN
easat-7814	256	3	statistic	statistic	NOUN
easat-7814	256	4	,	,	PUNCT
easat-7814	256	5	referred	refer	VERB
easat-7814	256	6	to	to	ADP
easat-7814	256	7	as	as	ADP
easat-7814	256	8	u	u	PROPN
easat-7814	256	9	,	,	PUNCT
easat-7814	256	10	is	be	AUX
easat-7814	256	11	calculated	calculate	VERB
easat-7814	256	12	by	by	ADP
easat-7814	256	13	comparing	compare	VERB
easat-7814	256	14	the	the	DET
easat-7814	256	15	ranks	rank	NOUN
easat-7814	256	16	of	of	ADP
easat-7814	256	17	observations	observation	NOUN
easat-7814	256	18	in	in	ADP
easat-7814	256	19	both	both	DET
easat-7814	256	20	groups	group	NOUN
easat-7814	256	21	.	.	PUNCT
easat-7814	257	1	the	the	DET
easat-7814	257	2	smaller	small	ADJ
easat-7814	257	3	value	value	NOUN
easat-7814	257	4	between	between	ADP
easat-7814	257	5	u1	u1	NOUN
easat-7814	257	6	and	and	CCONJ
easat-7814	257	7	u2	u2	NOUN
easat-7814	257	8	is	be	AUX
easat-7814	257	9	utilized	utilize	VERB
easat-7814	257	10	as	as	ADP
easat-7814	257	11	the	the	DET
easat-7814	257	12	test	test	NOUN
easat-7814	257	13	statistic	statistic	NOUN
easat-7814	257	14	.	.	PUNCT
easat-7814	258	1	the	the	DET
easat-7814	258	2	p	p	NOUN
easat-7814	258	3	-	-	PUNCT
easat-7814	258	4	value	value	NOUN
easat-7814	258	5	is	be	AUX
easat-7814	258	6	derived	derive	VERB
easat-7814	258	7	from	from	ADP
easat-7814	258	8	the	the	DET
easat-7814	258	9	u	u	NOUN
easat-7814	258	10	-	-	NOUN
easat-7814	258	11	statistic	statistic	ADJ
easat-7814	258	12	,	,	PUNCT
easat-7814	258	13	with	with	ADP
easat-7814	258	14	the	the	DET
easat-7814	258	15	probability	probability	NOUN
easat-7814	258	16	of	of	ADP
easat-7814	258	17	observing	observe	VERB
easat-7814	258	18	the	the	DET
easat-7814	258	19	given	give	VERB
easat-7814	258	20	test	test	NOUN
easat-7814	258	21	statistic	statistic	NOUN
easat-7814	258	22	(	(	PUNCT
easat-7814	258	23	or	or	CCONJ
easat-7814	258	24	one	one	NUM
easat-7814	258	25	more	more	ADV
easat-7814	258	26	extreme	extreme	ADJ
easat-7814	258	27	)	)	PUNCT
easat-7814	258	28	under	under	ADP
easat-7814	258	29	the	the	DET
easat-7814	258	30	null	null	ADJ
easat-7814	258	31	hypothesis	hypothesis	NOUN
easat-7814	258	32	being	be	AUX
easat-7814	258	33	provided	provide	VERB
easat-7814	258	34	.	.	PUNCT
easat-7814	259	1	the	the	DET
easat-7814	259	2	hypotheses	hypothesis	NOUN
easat-7814	259	3	for	for	ADP
easat-7814	259	4	the	the	DET
easat-7814	259	5	mann	mann	PROPN
easat-7814	259	6	-	-	PUNCT
easat-7814	259	7	whitney	whitney	PROPN
easat-7814	259	8	u	u	PROPN
easat-7814	259	9	test	test	NOUN
easat-7814	259	10	are	be	AUX
easat-7814	259	11	established	establish	VERB
easat-7814	259	12	as	as	SCONJ
easat-7814	259	13	follows	follow	VERB
easat-7814	259	14	:	:	PUNCT
easat-7814	259	15	•	•	ADP
easat-7814	259	16	the	the	DET
easat-7814	259	17	null	null	ADJ
easat-7814	259	18	hypothesis	hypothesis	NOUN
easat-7814	259	19	(	(	PUNCT
easat-7814	259	20	h0	h0	NOUN
easat-7814	259	21	)	)	PUNCT
easat-7814	259	22	states	state	VERB
easat-7814	259	23	that	that	SCONJ
easat-7814	259	24	no	no	DET
easat-7814	259	25	difference	difference	NOUN
easat-7814	259	26	is	be	AUX
easat-7814	259	27	present	present	ADJ
easat-7814	259	28	between	between	ADP
easat-7814	259	29	the	the	DET
easat-7814	259	30	distributions	distribution	NOUN
easat-7814	259	31	of	of	ADP
easat-7814	259	32	the	the	DET
easat-7814	259	33	two	two	NUM
easat-7814	259	34	groups	group	NOUN
easat-7814	259	35	.	.	PUNCT
easat-7814	260	1	the	the	DET
easat-7814	260	2	probability	probability	NOUN
easat-7814	260	3	of	of	ADP
easat-7814	260	4	an	an	DET
easat-7814	260	5	observation	observation	NOUN
easat-7814	260	6	from	from	ADP
easat-7814	260	7	one	one	NUM
easat-7814	260	8	group	group	NOUN
easat-7814	260	9	being	be	AUX
easat-7814	260	10	less	less	ADJ
easat-7814	260	11	than	than	ADP
easat-7814	260	12	or	or	CCONJ
easat-7814	260	13	equal	equal	ADJ
easat-7814	260	14	to	to	ADP
easat-7814	260	15	an	an	DET
easat-7814	260	16	observation	observation	NOUN
easat-7814	260	17	from	from	ADP
easat-7814	260	18	the	the	DET
easat-7814	260	19	other	other	ADJ
easat-7814	260	20	group	group	NOUN
easat-7814	260	21	is	be	AUX
easat-7814	260	22	considered	consider	VERB
easat-7814	260	23	the	the	DET
easat-7814	260	24	same	same	ADJ
easat-7814	260	25	as	as	ADP
easat-7814	260	26	the	the	DET
easat-7814	260	27	probability	probability	NOUN
easat-7814	260	28	of	of	ADP
easat-7814	260	29	it	it	PRON
easat-7814	260	30	being	be	AUX
easat-7814	260	31	greater	great	ADJ
easat-7814	260	32	.	.	PUNCT
easat-7814	261	1	p(x	p(x	VERB
easat-7814	261	2	<	<	NOUN
easat-7814	261	3	y	y	NOUN
easat-7814	261	4	)	)	PUNCT
easat-7814	261	5	is	be	AUX
easat-7814	261	6	equal	equal	ADJ
easat-7814	261	7	to	to	PART
easat-7814	261	8	p(x	p(x	VERB
easat-7814	261	9	>	>	PROPN
easat-7814	261	10	y	y	PROPN
easat-7814	261	11	)	)	PUNCT
easat-7814	261	12	.	.	PUNCT
easat-7814	262	1	•	•	NUM
easat-7814	262	2	the	the	DET
easat-7814	262	3	alternative	alternative	ADJ
easat-7814	262	4	hypothesis	hypothesis	NOUN
easat-7814	262	5	(	(	PUNCT
easat-7814	262	6	h1	h1	PROPN
easat-7814	262	7	)	)	PUNCT
easat-7814	262	8	is	be	AUX
easat-7814	262	9	stated	state	VERB
easat-7814	262	10	as	as	ADP
easat-7814	262	11	a	a	DET
easat-7814	262	12	difference	difference	NOUN
easat-7814	262	13	being	be	AUX
easat-7814	262	14	present	present	ADJ
easat-7814	262	15	between	between	ADP
easat-7814	262	16	the	the	DET
easat-7814	262	17	distributions	distribution	NOUN
easat-7814	262	18	of	of	ADP
easat-7814	262	19	the	the	DET
easat-7814	262	20	two	two	NUM
easat-7814	262	21	groups	group	NOUN
easat-7814	262	22	.	.	PUNCT
easat-7814	263	1	the	the	DET
easat-7814	263	2	probability	probability	NOUN
easat-7814	263	3	of	of	ADP
easat-7814	263	4	an	an	DET
easat-7814	263	5	observation	observation	NOUN
easat-7814	263	6	from	from	ADP
easat-7814	263	7	one	one	NUM
easat-7814	263	8	group	group	NOUN
easat-7814	263	9	being	be	AUX
easat-7814	263	10	less	less	ADJ
easat-7814	263	11	than	than	ADP
easat-7814	263	12	or	or	CCONJ
easat-7814	263	13	equal	equal	ADJ
easat-7814	263	14	to	to	ADP
easat-7814	263	15	an	an	DET
easat-7814	263	16	observation	observation	NOUN
easat-7814	263	17	from	from	ADP
easat-7814	263	18	the	the	DET
easat-7814	263	19	other	other	ADJ
easat-7814	263	20	group	group	NOUN
easat-7814	263	21	is	be	AUX
easat-7814	263	22	differentiated	differentiate	VERB
easat-7814	263	23	from	from	ADP
easat-7814	263	24	the	the	DET
easat-7814	263	25	probability	probability	NOUN
easat-7814	263	26	of	of	ADP
easat-7814	263	27	it	it	PRON
easat-7814	263	28	being	be	AUX
easat-7814	263	29	greater	great	ADJ
easat-7814	263	30	.	.	PUNCT
easat-7814	264	1	p(x	p(x	VERB
easat-7814	264	2	<	<	NOUN
easat-7814	264	3	y	y	NOUN
easat-7814	264	4	)	)	PUNCT
easat-7814	264	5	is	be	AUX
easat-7814	264	6	not	not	PART
easat-7814	264	7	equal	equal	ADJ
easat-7814	264	8	to	to	ADP
easat-7814	264	9	p(x	p(x	VERB
easat-7814	264	10	>	>	PROPN
easat-7814	264	11	y	y	PROPN
easat-7814	264	12	)	)	PUNCT
easat-7814	264	13	.	.	PUNCT
easat-7814	265	1	the	the	DET
easat-7814	265	2	results	result	NOUN
easat-7814	265	3	of	of	ADP
easat-7814	265	4	the	the	DET
easat-7814	265	5	mann	mann	PROPN
easat-7814	265	6	-	-	PUNCT
easat-7814	265	7	whitney	whitney	PROPN
easat-7814	265	8	u	u	PROPN
easat-7814	265	9	test	test	NOUN
easat-7814	265	10	were	be	AUX
easat-7814	265	11	obtained	obtain	VERB
easat-7814	265	12	.	.	PUNCT
easat-7814	266	1	the	the	DET
easat-7814	266	2	test	test	NOUN
easat-7814	266	3	yielded	yield	VERB
easat-7814	266	4	a	a	DET
easat-7814	266	5	u	u	NOUN
easat-7814	266	6	-	-	NOUN
easat-7814	266	7	statistic	statistic	NOUN
easat-7814	266	8	of	of	ADP
easat-7814	266	9	8835.0	8835.0	NUM
easat-7814	266	10	and	and	CCONJ
easat-7814	266	11	a	a	DET
easat-7814	266	12	p	p	NOUN
easat-7814	266	13	-	-	PUNCT
easat-7814	266	14	value	value	NOUN
easat-7814	266	15	of	of	ADP
easat-7814	266	16	0.25	0.25	NUM
easat-7814	266	17	.	.	PUNCT
easat-7814	267	1	the	the	DET
easat-7814	267	2	null	null	ADJ
easat-7814	267	3	hypothesis	hypothesis	NOUN
easat-7814	267	4	is	be	AUX
easat-7814	267	5	not	not	PART
easat-7814	267	6	rejected	reject	VERB
easat-7814	267	7	since	since	SCONJ
easat-7814	267	8	the	the	DET
easat-7814	267	9	p	p	NOUN
easat-7814	267	10	-	-	PUNCT
easat-7814	267	11	value	value	NOUN
easat-7814	267	12	exceeds	exceed	VERB
easat-7814	267	13	the	the	DET
easat-7814	267	14	significance	significance	NOUN
easat-7814	267	15	threshold	threshold	NOUN
easat-7814	267	16	of	of	ADP
easat-7814	267	17	0.05	0.05	NUM
easat-7814	267	18	.	.	PUNCT
easat-7814	268	1	it	it	PRON
easat-7814	268	2	is	be	AUX
easat-7814	268	3	implied	imply	VERB
easat-7814	268	4	that	that	SCONJ
easat-7814	268	5	insufficient	insufficient	ADJ
easat-7814	268	6	evidence	evidence	NOUN
easat-7814	268	7	exists	exist	VERB
easat-7814	268	8	to	to	PART
easat-7814	268	9	conclude	conclude	VERB
easat-7814	268	10	that	that	SCONJ
easat-7814	268	11	a	a	DET
easat-7814	268	12	statistically	statistically	ADV
easat-7814	268	13	significant	significant	ADJ
easat-7814	268	14	difference	difference	NOUN
easat-7814	268	15	exists	exist	VERB
easat-7814	268	16	between	between	ADP
easat-7814	268	17	the	the	DET
easat-7814	268	18	two	two	NUM
easat-7814	268	19	schools	school	NOUN
easat-7814	268	20	'	'	PART
easat-7814	268	21	performance	performance	NOUN
easat-7814	268	22	distributions	distribution	NOUN
easat-7814	268	23	at	at	ADP
easat-7814	268	24	the	the	DET
easat-7814	268	25	0.05	0.05	NUM
easat-7814	268	26	significance	significance	NOUN
easat-7814	268	27	level	level	NOUN
easat-7814	268	28	.	.	PUNCT
easat-7814	269	1	it	it	PRON
easat-7814	269	2	is	be	AUX
easat-7814	269	3	suggested	suggest	VERB
easat-7814	269	4	that	that	SCONJ
easat-7814	269	5	the	the	DET
easat-7814	269	6	"	"	PUNCT
easat-7814	269	7	school	school	NOUN
easat-7814	269	8	"	"	PUNCT
easat-7814	269	9	variable	variable	NOUN
easat-7814	269	10	does	do	AUX
easat-7814	269	11	not	not	PART
easat-7814	269	12	contribute	contribute	VERB
easat-7814	269	13	meaningful	meaningful	ADJ
easat-7814	269	14	differentiation	differentiation	NOUN
easat-7814	269	15	between	between	ADP
easat-7814	269	16	student	student	NOUN
easat-7814	269	17	performance	performance	NOUN
easat-7814	269	18	outcomes	outcome	NOUN
easat-7814	269	19	.	.	PUNCT
easat-7814	270	1	therefore	therefore	ADV
easat-7814	270	2	,	,	PUNCT
easat-7814	270	3	its	its	PRON
easat-7814	270	4	relevance	relevance	NOUN
easat-7814	270	5	as	as	ADP
easat-7814	270	6	a	a	DET
easat-7814	270	7	predictive	predictive	ADJ
easat-7814	270	8	feature	feature	NOUN
easat-7814	270	9	is	be	AUX
easat-7814	270	10	considered	consider	VERB
easat-7814	270	11	limited	limited	ADJ
easat-7814	270	12	and	and	CCONJ
easat-7814	270	13	excluded	exclude	VERB
easat-7814	270	14	from	from	ADP
easat-7814	270	15	the	the	DET
easat-7814	270	16	set	set	NOUN
easat-7814	270	17	of	of	ADP
easat-7814	270	18	predictors	predictor	NOUN
easat-7814	270	19	in	in	ADP
easat-7814	270	20	subsequent	subsequent	ADJ
easat-7814	270	21	modeling	modeling	NOUN
easat-7814	270	22	efforts	effort	NOUN
easat-7814	270	23	.	.	PUNCT
easat-7814	271	1	the	the	DET
easat-7814	271	2	relationship	relationship	NOUN
easat-7814	271	3	between	between	ADP
easat-7814	271	4	study	study	NOUN
easat-7814	271	5	time	time	NOUN
easat-7814	271	6	and	and	CCONJ
easat-7814	271	7	academic	academic	ADJ
easat-7814	271	8	performance	performance	NOUN
easat-7814	271	9	is	be	AUX
easat-7814	271	10	explored	explore	VERB
easat-7814	271	11	in	in	ADP
easat-7814	271	12	a	a	DET
easat-7814	271	13	second	second	ADJ
easat-7814	271	14	analysis	analysis	NOUN
easat-7814	271	15	and	and	CCONJ
easat-7814	271	16	is	be	AUX
easat-7814	271	17	presented	present	VERB
easat-7814	271	18	in	in	ADP
easat-7814	271	19	table	table	NOUN
easat-7814	271	20	4	4	NUM
easat-7814	271	21	.	.	PUNCT
easat-7814	272	1	overall	overall	ADJ
easat-7814	272	2	percentages	percentage	NOUN
easat-7814	272	3	across	across	ADP
easat-7814	272	4	all	all	DET
easat-7814	272	5	study	study	NOUN
easat-7814	272	6	time	time	NOUN
easat-7814	272	7	groups	group	NOUN
easat-7814	272	8	are	be	AUX
easat-7814	272	9	examined	examine	VERB
easat-7814	272	10	in	in	ADP
easat-7814	272	11	this	this	DET
easat-7814	272	12	analysis	analysis	NOUN
easat-7814	272	13	rather	rather	ADV
easat-7814	272	14	than	than	ADP
easat-7814	272	15	focusing	focus	VERB
easat-7814	272	16	on	on	ADP
easat-7814	272	17	school	school	NOUN
easat-7814	272	18	-	-	PUNCT
easat-7814	272	19	based	base	VERB
easat-7814	272	20	groupings	grouping	NOUN
easat-7814	272	21	.	.	PUNCT
easat-7814	273	1	table	table	NOUN
easat-7814	273	2	4	4	NUM
easat-7814	273	3	.	.	PUNCT
easat-7814	274	1	the	the	DET
easat-7814	274	2	overall	overall	ADJ
easat-7814	274	3	percentage	percentage	NOUN
easat-7814	274	4	of	of	ADP
easat-7814	274	5	the	the	DET
easat-7814	274	6	final	final	ADJ
easat-7814	274	7	grade	grade	NOUN
easat-7814	274	8	received	receive	VERB
easat-7814	274	9	by	by	ADP
easat-7814	274	10	study	study	NOUN
easat-7814	274	11	time	time	NOUN
easat-7814	274	12	.	.	PUNCT
easat-7814	275	1	study	study	NOUN
easat-7814	275	2	time	time	PROPN
easat-7814	275	3	group	group	PROPN
easat-7814	275	4	excellent	excellent	ADJ
easat-7814	275	5	(	(	PUNCT
easat-7814	275	6	%	%	NOUN
easat-7814	275	7	)	)	PUNCT
easat-7814	275	8	very	very	ADV
easat-7814	275	9	good	good	ADJ
easat-7814	275	10	(	(	PUNCT
easat-7814	275	11	%	%	NOUN
easat-7814	275	12	)	)	PUNCT
easat-7814	275	13	good	good	ADJ
easat-7814	275	14	(	(	PUNCT
easat-7814	275	15	%	%	INTJ
easat-7814	275	16	)	)	PUNCT
easat-7814	275	17	sufficient	sufficient	ADJ
easat-7814	275	18	(	(	PUNCT
easat-7814	275	19	%	%	INTJ
easat-7814	275	20	)	)	PUNCT
easat-7814	275	21	fail	fail	ADJ
easat-7814	275	22	(	(	PUNCT
easat-7814	275	23	%	%	INTJ
easat-7814	275	24	)	)	PUNCT
easat-7814	275	25	total	total	NOUN
easat-7814	275	26	(	(	PUNCT
easat-7814	275	27	%	%	NOUN
easat-7814	275	28	)	)	PUNCT
easat-7814	275	29	1	1	NUM
easat-7814	275	30	(	(	PUNCT
easat-7814	275	31	<	<	X
easat-7814	275	32	2	2	NUM
easat-7814	275	33	h	h	NOUN
easat-7814	275	34	)	)	PUNCT
easat-7814	275	35	1.77	1.77	NUM
easat-7814	275	36	2.78	2.78	NUM
easat-7814	275	37	6.58	6.58	NUM
easat-7814	275	38	6.08	6.08	NUM
easat-7814	275	39	9.37	9.37	NUM
easat-7814	275	40	26.58	26.58	NUM
easat-7814	275	41	2	2	NUM
easat-7814	275	42	(	(	PUNCT
easat-7814	275	43	2	2	NUM
easat-7814	275	44	-	-	SYM
easat-7814	275	45	5	5	NUM
easat-7814	275	46	h	h	NOUN
easat-7814	275	47	)	)	PUNCT
easat-7814	275	48	1.01	1.01	NUM
easat-7814	275	49	6.84	6.84	NUM
easat-7814	275	50	10.13	10.13	NUM
easat-7814	275	51	14.43	14.43	NUM
easat-7814	275	52	17.72	17.72	NUM
easat-7814	275	53	50.13	50.13	NUM
easat-7814	275	54	3	3	NUM
easat-7814	275	55	(	(	PUNCT
easat-7814	275	56	5	5	NUM
easat-7814	275	57	-	-	SYM
easat-7814	275	58	10	10	NUM
easat-7814	275	59	h	h	NOUN
easat-7814	275	60	)	)	PUNCT
easat-7814	275	61	1.01	1.01	NUM
easat-7814	275	62	3.29	3.29	NUM
easat-7814	275	63	4.05	4.05	NUM
easat-7814	275	64	4.05	4.05	NUM
easat-7814	275	65	4.05	4.05	NUM
easat-7814	275	66	16.46	16.46	NUM
easat-7814	275	67	4	4	NUM
easat-7814	275	68	(	(	PUNCT
easat-7814	275	69	>	>	SYM
easat-7814	275	70	10	10	NUM
easat-7814	275	71	h	h	NOUN
easat-7814	275	72	)	)	PUNCT
easat-7814	275	73	0.76	0.76	NUM
easat-7814	275	74	1.01	1.01	NUM
easat-7814	275	75	1.77	1.77	NUM
easat-7814	275	76	1.52	1.52	NUM
easat-7814	275	77	1.77	1.77	NUM
easat-7814	275	78	6.84	6.84	NUM
easat-7814	275	79	total	total	NOUN
easat-7814	275	80	4.56	4.56	NUM
easat-7814	275	81	13.92	13.92	NUM
easat-7814	275	82	22.53	22.53	NUM
easat-7814	275	83	26.08	26.08	NUM
easat-7814	275	84	32.91	32.91	NUM
easat-7814	275	85	100.0	100.0	NUM
easat-7814	275	86	it	it	PRON
easat-7814	275	87	is	be	AUX
easat-7814	275	88	observed	observe	VERB
easat-7814	275	89	that	that	SCONJ
easat-7814	275	90	the	the	DET
easat-7814	275	91	majority	majority	NOUN
easat-7814	275	92	of	of	ADP
easat-7814	275	93	students	student	NOUN
easat-7814	275	94	in	in	ADP
easat-7814	275	95	the	the	DET
easat-7814	275	96	dataset	dataset	NOUN
easat-7814	275	97	are	be	AUX
easat-7814	275	98	categorized	categorize	VERB
easat-7814	275	99	into	into	ADP
easat-7814	275	100	study	study	NOUN
easat-7814	275	101	group	group	NOUN
easat-7814	275	102	2	2	NUM
easat-7814	275	103	,	,	PUNCT
easat-7814	275	104	which	which	PRON
easat-7814	275	105	is	be	AUX
easat-7814	275	106	defined	define	VERB
easat-7814	275	107	as	as	ADP
easat-7814	275	108	studying	study	VERB
easat-7814	275	109	2	2	NUM
easat-7814	275	110	-	-	SYM
easat-7814	275	111	5	5	NUM
easat-7814	275	112	hours	hour	NOUN
easat-7814	275	113	per	per	ADP
easat-7814	275	114	week	week	NOUN
easat-7814	275	115	,	,	PUNCT
easat-7814	275	116	accounting	account	VERB
easat-7814	275	117	for	for	ADP
easat-7814	275	118	50.13	50.13	NUM
easat-7814	275	119	%	%	NOUN
easat-7814	275	120	of	of	ADP
easat-7814	275	121	the	the	DET
easat-7814	275	122	dataset	dataset	NOUN
easat-7814	275	123	.	.	PUNCT
easat-7814	276	1	notably	notably	ADV
easat-7814	276	2	,	,	PUNCT
easat-7814	276	3	17.72	17.72	NUM
easat-7814	276	4	%	%	NOUN
easat-7814	276	5	of	of	ADP
easat-7814	276	6	students	student	NOUN
easat-7814	276	7	in	in	ADP
easat-7814	276	8	this	this	DET
easat-7814	276	9	group	group	NOUN
easat-7814	276	10	fail	fail	VERB
easat-7814	276	11	in	in	ADP
easat-7814	276	12	math	math	NOUN
easat-7814	276	13	,	,	PUNCT
easat-7814	276	14	highlighting	highlight	VERB
easat-7814	276	15	the	the	DET
easat-7814	276	16	challenges	challenge	NOUN
easat-7814	276	17	faced	face	VERB
easat-7814	276	18	even	even	ADV
easat-7814	276	19	among	among	ADP
easat-7814	276	20	moderately	moderately	ADV
easat-7814	276	21	studious	studious	ADJ
easat-7814	276	22	individuals	individual	NOUN
easat-7814	276	23	.	.	PUNCT
easat-7814	277	1	a	a	DET
easat-7814	277	2	high	high	ADJ
easat-7814	277	3	failure	failure	NOUN
easat-7814	277	4	rate	rate	NOUN
easat-7814	277	5	of	of	ADP
easat-7814	277	6	9.37	9.37	NUM
easat-7814	277	7	%	%	NOUN
easat-7814	277	8	is	be	AUX
easat-7814	277	9	exhibited	exhibit	VERB
easat-7814	277	10	by	by	ADP
easat-7814	277	11	group	group	NOUN
easat-7814	277	12	1	1	NUM
easat-7814	277	13	,	,	PUNCT
easat-7814	277	14	characterized	characterize	VERB
easat-7814	277	15	by	by	ADP
easat-7814	277	16	studying	study	VERB
easat-7814	277	17	less	less	ADJ
easat-7814	277	18	than	than	ADP
easat-7814	277	19	2	2	NUM
easat-7814	277	20	hours	hour	NOUN
easat-7814	277	21	per	per	ADP
easat-7814	277	22	week	week	NOUN
easat-7814	277	23	,	,	PUNCT
easat-7814	277	24	despite	despite	SCONJ
easat-7814	277	25	this	this	DET
easat-7814	277	26	group	group	NOUN
easat-7814	277	27	accounting	account	VERB
easat-7814	277	28	for	for	ADP
easat-7814	277	29	only	only	ADV
easat-7814	277	30	26.58	26.58	NUM
easat-7814	277	31	%	%	NOUN
easat-7814	277	32	of	of	ADP
easat-7814	277	33	the	the	DET
easat-7814	277	34	dataset	dataset	NOUN
easat-7814	277	35	.	.	PUNCT
easat-7814	278	1	in	in	ADP
easat-7814	278	2	terms	term	NOUN
easat-7814	278	3	of	of	ADP
easat-7814	278	4	academic	academic	ADJ
easat-7814	278	5	excellence	excellence	NOUN
easat-7814	278	6	,	,	PUNCT
easat-7814	278	7	it	it	PRON
easat-7814	278	8	is	be	AUX
easat-7814	278	9	noted	note	VERB
easat-7814	278	10	that	that	SCONJ
easat-7814	278	11	only	only	ADV
easat-7814	278	12	0.74	0.74	NUM
easat-7814	278	13	%	%	NOUN
easat-7814	278	14	of	of	ADP
easat-7814	278	15	students	student	NOUN
easat-7814	278	16	in	in	ADP
easat-7814	278	17	the	the	DET
easat-7814	278	18	entire	entire	ADJ
easat-7814	278	19	dataset	dataset	NOUN
easat-7814	278	20	are	be	AUX
easat-7814	278	21	found	find	VERB
easat-7814	278	22	to	to	PART
easat-7814	278	23	achieve	achieve	VERB
easat-7814	278	24	an	an	DET
easat-7814	278	25	"	"	PUNCT
easat-7814	278	26	excellent	excellent	ADJ
easat-7814	278	27	"	"	PUNCT
easat-7814	278	28	grade	grade	NOUN
easat-7814	278	29	within	within	ADP
easat-7814	278	30	study	study	NOUN
easat-7814	278	31	group	group	NOUN
easat-7814	278	32	4	4	NUM
easat-7814	278	33	,	,	PUNCT
easat-7814	278	34	which	which	PRON
easat-7814	278	35	is	be	AUX
easat-7814	278	36	comprised	comprise	VERB
easat-7814	278	37	of	of	ADP
easat-7814	278	38	students	student	NOUN
easat-7814	278	39	studying	study	VERB
easat-7814	278	40	more	more	ADJ
easat-7814	278	41	than	than	ADP
easat-7814	278	42	10	10	NUM
easat-7814	278	43	hours	hour	NOUN
easat-7814	278	44	per	per	ADP
easat-7814	278	45	week	week	NOUN
easat-7814	278	46	.	.	PUNCT
easat-7814	279	1	the	the	DET
easat-7814	279	2	relatively	relatively	ADV
easat-7814	279	3	small	small	ADJ
easat-7814	279	4	proportion	proportion	NOUN
easat-7814	279	5	of	of	ADP
easat-7814	279	6	high	high	ADV
easat-7814	279	7	-	-	PUNCT
easat-7814	279	8	performing	perform	VERB
easat-7814	279	9	students	student	NOUN
easat-7814	279	10	across	across	ADP
easat-7814	279	11	all	all	DET
easat-7814	279	12	study	study	NOUN
easat-7814	279	13	time	time	NOUN
easat-7814	279	14	groups	group	NOUN
easat-7814	279	15	is	be	AUX
easat-7814	279	16	underscored	underscore	VERB
easat-7814	279	17	.	.	PUNCT
easat-7814	280	1	it	it	PRON
easat-7814	280	2	is	be	AUX
easat-7814	280	3	revealed	reveal	VERB
easat-7814	280	4	by	by	ADP
easat-7814	280	5	the	the	DET
easat-7814	280	6	overall	overall	ADJ
easat-7814	280	7	dataset	dataset	NOUN
easat-7814	280	8	that	that	SCONJ
easat-7814	280	9	most	most	ADJ
easat-7814	280	10	students	student	NOUN
easat-7814	280	11	fail	fail	VERB
easat-7814	280	12	in	in	ADP
easat-7814	280	13	math	math	NOUN
easat-7814	280	14	(	(	PUNCT
easat-7814	280	15	32.91	32.91	NUM
easat-7814	280	16	%	%	NOUN
easat-7814	280	17	)	)	PUNCT
easat-7814	280	18	,	,	PUNCT
easat-7814	280	19	while	while	SCONJ
easat-7814	280	20	"	"	PUNCT
easat-7814	280	21	excellent	excellent	ADJ
easat-7814	280	22	"	"	PUNCT
easat-7814	280	23	grades	grade	NOUN
easat-7814	280	24	are	be	AUX
easat-7814	280	25	achieved	achieve	VERB
easat-7814	280	26	by	by	ADP
easat-7814	280	27	only	only	ADV
easat-7814	280	28	4.56	4.56	NUM
easat-7814	280	29	%	%	NOUN
easat-7814	280	30	,	,	PUNCT
easat-7814	280	31	further	far	ADV
easat-7814	280	32	emphasizing	emphasize	VERB
easat-7814	280	33	the	the	DET
easat-7814	280	34	imbalanced	imbalanced	ADJ
easat-7814	280	35	distribution	distribution	NOUN
easat-7814	280	36	of	of	ADP
easat-7814	280	37	performance	performance	NOUN
easat-7814	280	38	outcomes	outcome	NOUN
easat-7814	280	39	.	.	PUNCT
easat-7814	281	1	380	380	NUM
easat-7814	281	2	edelweiss	edelweiss	PROPN
easat-7814	281	3	applied	apply	VERB
easat-7814	281	4	science	science	NOUN
easat-7814	281	5	and	and	CCONJ
easat-7814	281	6	technology	technology	NOUN
easat-7814	281	7	issn	issn	PROPN
easat-7814	281	8	:	:	PUNCT
easat-7814	281	9	2576	2576	NUM
easat-7814	281	10	-	-	SYM
easat-7814	281	11	8484	8484	NUM
easat-7814	281	12	vol	vol	NOUN
easat-7814	281	13	.	.	PROPN
easat-7814	282	1	9	9	NUM
easat-7814	282	2	,	,	PUNCT
easat-7814	282	3	no	no	INTJ
easat-7814	282	4	.	.	NOUN
easat-7814	283	1	6	6	NUM
easat-7814	283	2	:	:	SYM
easat-7814	283	3	370	370	NUM
easat-7814	283	4	-	-	SYM
easat-7814	283	5	395	395	NUM
easat-7814	283	6	,	,	PUNCT
easat-7814	283	7	2025	2025	NUM
easat-7814	283	8	doi	doi	NOUN
easat-7814	283	9	:	:	PUNCT
easat-7814	283	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	283	11	©	©	PROPN
easat-7814	283	12	2025	2025	NUM
easat-7814	283	13	by	by	ADP
easat-7814	283	14	the	the	DET
easat-7814	283	15	authors	author	NOUN
easat-7814	283	16	;	;	PUNCT
easat-7814	283	17	licensee	licensee	PROPN
easat-7814	283	18	learning	learning	NOUN
easat-7814	283	19	gate	gate	VERB
easat-7814	283	20	an	an	DET
easat-7814	283	21	analysis	analysis	NOUN
easat-7814	283	22	of	of	ADP
easat-7814	283	23	study	study	NOUN
easat-7814	283	24	time	time	NOUN
easat-7814	283	25	and	and	CCONJ
easat-7814	283	26	academic	academic	ADJ
easat-7814	283	27	performance	performance	NOUN
easat-7814	283	28	focused	focus	VERB
easat-7814	283	29	on	on	ADP
easat-7814	283	30	the	the	DET
easat-7814	283	31	average	average	ADJ
easat-7814	283	32	grades	grade	NOUN
easat-7814	283	33	received	receive	VERB
easat-7814	283	34	on	on	ADP
easat-7814	283	35	the	the	DET
easat-7814	283	36	first	first	ADJ
easat-7814	283	37	and	and	CCONJ
easat-7814	283	38	second	second	ADJ
easat-7814	283	39	math	math	NOUN
easat-7814	283	40	tests	test	NOUN
easat-7814	283	41	(	(	PUNCT
easat-7814	283	42	g1	g1	PROPN
easat-7814	283	43	and	and	CCONJ
easat-7814	283	44	g2	g2	PROPN
easat-7814	283	45	)	)	PUNCT
easat-7814	283	46	.	.	PUNCT
easat-7814	284	1	the	the	DET
easat-7814	284	2	spread	spread	NOUN
easat-7814	284	3	of	of	ADP
easat-7814	284	4	g1	g1	PROPN
easat-7814	284	5	grades	grade	NOUN
easat-7814	284	6	across	across	ADP
easat-7814	284	7	different	different	ADJ
easat-7814	284	8	study	study	NOUN
easat-7814	284	9	time	time	NOUN
easat-7814	284	10	groups	group	NOUN
easat-7814	284	11	is	be	AUX
easat-7814	284	12	illustrated	illustrate	VERB
easat-7814	284	13	by	by	ADP
easat-7814	284	14	a	a	DET
easat-7814	284	15	box	box	NOUN
easat-7814	284	16	-	-	PUNCT
easat-7814	284	17	plot	plot	NOUN
easat-7814	284	18	visualization	visualization	NOUN
easat-7814	284	19	(	(	PUNCT
easat-7814	284	20	figure	figure	NOUN
easat-7814	284	21	1	1	NUM
easat-7814	284	22	)	)	PUNCT
easat-7814	284	23	.	.	PUNCT
easat-7814	285	1	this	this	DET
easat-7814	285	2	visualization	visualization	NOUN
easat-7814	285	3	highlights	highlight	VERB
easat-7814	285	4	the	the	DET
easat-7814	285	5	variability	variability	NOUN
easat-7814	285	6	in	in	ADP
easat-7814	285	7	performance	performance	NOUN
easat-7814	285	8	within	within	ADP
easat-7814	285	9	each	each	DET
easat-7814	285	10	study	study	NOUN
easat-7814	285	11	group	group	NOUN
easat-7814	285	12	,	,	PUNCT
easat-7814	285	13	and	and	CCONJ
easat-7814	285	14	insights	insight	NOUN
easat-7814	285	15	into	into	ADP
easat-7814	285	16	the	the	DET
easat-7814	285	17	correlation	correlation	NOUN
easat-7814	285	18	between	between	ADP
easat-7814	285	19	consistent	consistent	ADJ
easat-7814	285	20	study	study	NOUN
easat-7814	285	21	habits	habit	NOUN
easat-7814	285	22	and	and	CCONJ
easat-7814	285	23	academic	academic	ADJ
easat-7814	285	24	outcomes	outcome	NOUN
easat-7814	285	25	are	be	AUX
easat-7814	285	26	provided	provide	VERB
easat-7814	285	27	.	.	PUNCT
easat-7814	286	1	a	a	DET
easat-7814	286	2	narrower	narrow	ADJ
easat-7814	286	3	spread	spread	NOUN
easat-7814	286	4	of	of	ADP
easat-7814	286	5	grades	grade	NOUN
easat-7814	286	6	tended	tend	VERB
easat-7814	286	7	to	to	PART
easat-7814	286	8	be	be	AUX
easat-7814	286	9	observed	observe	VERB
easat-7814	286	10	among	among	ADP
easat-7814	286	11	students	student	NOUN
easat-7814	286	12	in	in	ADP
easat-7814	286	13	study	study	NOUN
easat-7814	286	14	group	group	NOUN
easat-7814	286	15	4	4	NUM
easat-7814	286	16	(	(	PUNCT
easat-7814	286	17	studying	study	VERB
easat-7814	286	18	more	more	ADJ
easat-7814	286	19	than	than	ADP
easat-7814	286	20	10	10	NUM
easat-7814	286	21	hours	hour	NOUN
easat-7814	286	22	per	per	ADP
easat-7814	286	23	week	week	NOUN
easat-7814	286	24	)	)	PUNCT
easat-7814	286	25	,	,	PUNCT
easat-7814	286	26	indicating	indicate	VERB
easat-7814	286	27	greater	great	ADJ
easat-7814	286	28	consistency	consistency	NOUN
easat-7814	286	29	and	and	CCONJ
easat-7814	286	30	potentially	potentially	ADV
easat-7814	286	31	better	well	ADJ
easat-7814	286	32	preparation	preparation	NOUN
easat-7814	286	33	.	.	PUNCT
easat-7814	287	1	however	however	ADV
easat-7814	287	2	,	,	PUNCT
easat-7814	287	3	it	it	PRON
easat-7814	287	4	has	have	AUX
easat-7814	287	5	been	be	AUX
easat-7814	287	6	determined	determine	VERB
easat-7814	287	7	that	that	SCONJ
easat-7814	287	8	their	their	PRON
easat-7814	287	9	median	median	ADJ
easat-7814	287	10	grades	grade	NOUN
easat-7814	287	11	are	be	AUX
easat-7814	287	12	not	not	PART
easat-7814	287	13	significantly	significantly	ADV
easat-7814	287	14	higher	high	ADJ
easat-7814	287	15	than	than	ADP
easat-7814	287	16	those	those	PRON
easat-7814	287	17	of	of	ADP
easat-7814	287	18	students	student	NOUN
easat-7814	287	19	in	in	ADP
easat-7814	287	20	study	study	NOUN
easat-7814	287	21	group	group	NOUN
easat-7814	287	22	2	2	NUM
easat-7814	287	23	(	(	PUNCT
easat-7814	287	24	studying	study	VERB
easat-7814	287	25	2	2	NUM
easat-7814	287	26	-	-	SYM
easat-7814	287	27	5	5	NUM
easat-7814	287	28	hours	hour	NOUN
easat-7814	287	29	per	per	ADP
easat-7814	287	30	week	week	NOUN
easat-7814	287	31	)	)	PUNCT
easat-7814	287	32	.	.	PUNCT
easat-7814	288	1	it	it	PRON
easat-7814	288	2	is	be	AUX
easat-7814	288	3	suggested	suggest	VERB
easat-7814	288	4	that	that	SCONJ
easat-7814	288	5	while	while	SCONJ
easat-7814	288	6	stability	stability	NOUN
easat-7814	288	7	is	be	AUX
easat-7814	288	8	contributed	contribute	VERB
easat-7814	288	9	to	to	ADP
easat-7814	288	10	by	by	ADP
easat-7814	288	11	increased	increase	VERB
easat-7814	288	12	study	study	NOUN
easat-7814	288	13	time	time	NOUN
easat-7814	288	14	,	,	PUNCT
easat-7814	288	15	a	a	DET
easat-7814	288	16	significant	significant	ADJ
easat-7814	288	17	grade	grade	NOUN
easat-7814	288	18	improvement	improvement	NOUN
easat-7814	288	19	is	be	AUX
easat-7814	288	20	not	not	PART
easat-7814	288	21	necessarily	necessarily	ADV
easat-7814	288	22	led	lead	VERB
easat-7814	288	23	beyond	beyond	ADP
easat-7814	288	24	a	a	DET
easat-7814	288	25	certain	certain	ADJ
easat-7814	288	26	threshold	threshold	NOUN
easat-7814	288	27	.	.	PUNCT
easat-7814	289	1	conversely	conversely	ADV
easat-7814	289	2	,	,	PUNCT
easat-7814	289	3	a	a	DET
easat-7814	289	4	wider	wide	ADJ
easat-7814	289	5	spread	spread	NOUN
easat-7814	289	6	of	of	ADP
easat-7814	289	7	grades	grade	NOUN
easat-7814	289	8	is	be	AUX
easat-7814	289	9	exhibited	exhibit	VERB
easat-7814	289	10	by	by	ADP
easat-7814	289	11	students	student	NOUN
easat-7814	289	12	in	in	ADP
easat-7814	289	13	study	study	NOUN
easat-7814	289	14	group	group	NOUN
easat-7814	289	15	1	1	NUM
easat-7814	289	16	(	(	PUNCT
easat-7814	289	17	studying	study	VERB
easat-7814	289	18	less	less	ADJ
easat-7814	289	19	than	than	ADP
easat-7814	289	20	2	2	NUM
easat-7814	289	21	hours	hour	NOUN
easat-7814	289	22	per	per	ADP
easat-7814	289	23	week	week	NOUN
easat-7814	289	24	)	)	PUNCT
easat-7814	289	25	,	,	PUNCT
easat-7814	289	26	reflecting	reflect	VERB
easat-7814	289	27	more	more	ADJ
easat-7814	289	28	variability	variability	NOUN
easat-7814	289	29	and	and	CCONJ
easat-7814	289	30	a	a	DET
easat-7814	289	31	higher	high	ADJ
easat-7814	289	32	likelihood	likelihood	NOUN
easat-7814	289	33	of	of	ADP
easat-7814	289	34	lower	low	ADJ
easat-7814	289	35	performance	performance	NOUN
easat-7814	289	36	.	.	PUNCT
easat-7814	290	1	figure	figure	NOUN
easat-7814	290	2	1	1	NUM
easat-7814	290	3	.	.	PUNCT
easat-7814	290	4	box	box	NOUN
easat-7814	290	5	-	-	PUNCT
easat-7814	290	6	plots	plot	NOUN
easat-7814	290	7	of	of	ADP
easat-7814	290	8	the	the	DET
easat-7814	290	9	spread	spread	NOUN
easat-7814	290	10	of	of	ADP
easat-7814	290	11	g1	g1	NOUN
easat-7814	290	12	by	by	ADP
easat-7814	290	13	study	study	NOUN
easat-7814	290	14	time	time	NOUN
easat-7814	290	15	.	.	PUNCT
easat-7814	291	1	additional	additional	ADJ
easat-7814	291	2	analysis	analysis	NOUN
easat-7814	291	3	is	be	AUX
easat-7814	291	4	conducted	conduct	VERB
easat-7814	291	5	to	to	PART
easat-7814	291	6	examine	examine	VERB
easat-7814	291	7	the	the	DET
easat-7814	291	8	"	"	PUNCT
easat-7814	291	9	romantic	romantic	ADJ
easat-7814	291	10	"	"	PUNCT
easat-7814	291	11	variable	variable	NOUN
easat-7814	291	12	,	,	PUNCT
easat-7814	291	13	which	which	PRON
easat-7814	291	14	is	be	AUX
easat-7814	291	15	indicated	indicate	VERB
easat-7814	291	16	by	by	ADP
easat-7814	291	17	whether	whether	SCONJ
easat-7814	291	18	a	a	DET
easat-7814	291	19	student	student	NOUN
easat-7814	291	20	is	be	AUX
easat-7814	291	21	in	in	ADP
easat-7814	291	22	a	a	DET
easat-7814	291	23	relationship	relationship	NOUN
easat-7814	291	24	(	(	PUNCT
easat-7814	291	25	encoded	encode	VERB
easat-7814	291	26	as	as	ADP
easat-7814	291	27	1	1	NUM
easat-7814	291	28	)	)	PUNCT
easat-7814	291	29	or	or	CCONJ
easat-7814	291	30	not	not	PART
easat-7814	291	31	(	(	PUNCT
easat-7814	291	32	encoded	encode	VERB
easat-7814	291	33	as	as	ADP
easat-7814	291	34	0	0	NUM
easat-7814	291	35	)	)	PUNCT
easat-7814	291	36	,	,	PUNCT
easat-7814	291	37	and	and	CCONJ
easat-7814	291	38	its	its	PRON
easat-7814	291	39	relationship	relationship	NOUN
easat-7814	291	40	to	to	ADP
easat-7814	291	41	final	final	ADJ
easat-7814	291	42	grades	grade	NOUN
easat-7814	291	43	is	be	AUX
easat-7814	291	44	assessed	assess	VERB
easat-7814	291	45	.	.	PUNCT
easat-7814	292	1	it	it	PRON
easat-7814	292	2	has	have	AUX
easat-7814	292	3	been	be	AUX
easat-7814	292	4	revealed	reveal	VERB
easat-7814	292	5	that	that	SCONJ
easat-7814	292	6	students	student	NOUN
easat-7814	292	7	not	not	PART
easat-7814	292	8	in	in	ADP
easat-7814	292	9	a	a	DET
easat-7814	292	10	romantic	romantic	ADJ
easat-7814	292	11	relationship	relationship	NOUN
easat-7814	292	12	are	be	AUX
easat-7814	292	13	significantly	significantly	ADV
easat-7814	292	14	outnumbered	outnumber	VERB
easat-7814	292	15	by	by	ADP
easat-7814	292	16	those	those	PRON
easat-7814	292	17	with	with	ADP
easat-7814	292	18	higher	high	ADJ
easat-7814	292	19	academic	academic	ADJ
easat-7814	292	20	performance	performance	NOUN
easat-7814	292	21	,	,	PUNCT
easat-7814	292	22	demonstrated	demonstrate	VERB
easat-7814	292	23	by	by	ADP
easat-7814	292	24	the	the	DET
easat-7814	292	25	former	former	ADJ
easat-7814	292	26	group	group	NOUN
easat-7814	292	27	across	across	ADP
easat-7814	292	28	all	all	DET
easat-7814	292	29	grade	grade	NOUN
easat-7814	292	30	categories	category	NOUN
easat-7814	292	31	.	.	PUNCT
easat-7814	293	1	among	among	ADP
easat-7814	293	2	students	student	NOUN
easat-7814	293	3	not	not	PART
easat-7814	293	4	in	in	ADP
easat-7814	293	5	a	a	DET
easat-7814	293	6	romantic	romantic	ADJ
easat-7814	293	7	relationship	relationship	NOUN
easat-7814	293	8	,	,	PUNCT
easat-7814	293	9	"	"	PUNCT
easat-7814	293	10	excellent	excellent	ADJ
easat-7814	293	11	"	"	PUNCT
easat-7814	293	12	grades	grade	NOUN
easat-7814	293	13	were	be	AUX
easat-7814	293	14	achieved	achieve	VERB
easat-7814	293	15	by	by	ADP
easat-7814	293	16	17	17	NUM
easat-7814	293	17	,	,	PUNCT
easat-7814	293	18	"	"	PUNCT
easat-7814	293	19	very	very	ADV
easat-7814	293	20	good	good	ADJ
easat-7814	293	21	"	"	PUNCT
easat-7814	293	22	was	be	AUX
easat-7814	293	23	earned	earn	VERB
easat-7814	293	24	by	by	ADP
easat-7814	293	25	38	38	NUM
easat-7814	293	26	,	,	PUNCT
easat-7814	293	27	"	"	PUNCT
easat-7814	293	28	good	good	ADJ
easat-7814	293	29	"	"	PUNCT
easat-7814	293	30	was	be	AUX
easat-7814	293	31	scored	score	VERB
easat-7814	293	32	by	by	ADP
easat-7814	293	33	55	55	NUM
easat-7814	293	34	,	,	PUNCT
easat-7814	293	35	"	"	PUNCT
easat-7814	293	36	sufficient	sufficient	ADJ
easat-7814	293	37	"	"	PUNCT
easat-7814	293	38	was	be	AUX
easat-7814	293	39	classified	classify	VERB
easat-7814	293	40	for	for	ADP
easat-7814	293	41	75	75	NUM
easat-7814	293	42	,	,	PUNCT
easat-7814	293	43	and	and	CCONJ
easat-7814	293	44	math	math	NOUN
easat-7814	293	45	was	be	AUX
easat-7814	293	46	failed	fail	VERB
easat-7814	293	47	by	by	ADP
easat-7814	293	48	78	78	NUM
easat-7814	293	49	.	.	PUNCT
easat-7814	294	1	in	in	ADP
easat-7814	294	2	contrast	contrast	NOUN
easat-7814	294	3	,	,	PUNCT
easat-7814	294	4	it	it	PRON
easat-7814	294	5	was	be	AUX
easat-7814	294	6	found	find	VERB
easat-7814	294	7	that	that	SCONJ
easat-7814	294	8	among	among	ADP
easat-7814	294	9	students	student	NOUN
easat-7814	294	10	in	in	ADP
easat-7814	294	11	a	a	DET
easat-7814	294	12	relationship	relationship	NOUN
easat-7814	294	13	,	,	PUNCT
easat-7814	294	14	only	only	ADV
easat-7814	294	15	one	one	NUM
easat-7814	294	16	student	student	NOUN
easat-7814	294	17	was	be	AUX
easat-7814	294	18	awarded	award	VERB
easat-7814	294	19	an	an	DET
easat-7814	294	20	"	"	PUNCT
easat-7814	294	21	excellent	excellent	ADJ
easat-7814	294	22	"	"	PUNCT
easat-7814	294	23	grade	grade	NOUN
easat-7814	294	24	,	,	PUNCT
easat-7814	294	25	17	17	NUM
easat-7814	294	26	students	student	NOUN
easat-7814	294	27	were	be	AUX
easat-7814	294	28	given	give	VERB
easat-7814	294	29	"	"	PUNCT
easat-7814	294	30	very	very	ADV
easat-7814	294	31	good	good	ADJ
easat-7814	294	32	,	,	PUNCT
easat-7814	294	33	"	"	PUNCT
easat-7814	294	34	34	34	NUM
easat-7814	294	35	students	student	NOUN
easat-7814	294	36	scored	score	VERB
easat-7814	294	37	"	"	PUNCT
easat-7814	294	38	good	good	ADJ
easat-7814	294	39	,	,	PUNCT
easat-7814	294	40	"	"	PUNCT
easat-7814	294	41	28	28	NUM
easat-7814	294	42	381	381	NUM
easat-7814	294	43	edelweiss	edelweiss	PROPN
easat-7814	294	44	applied	apply	VERB
easat-7814	294	45	science	science	NOUN
easat-7814	294	46	and	and	CCONJ
easat-7814	294	47	technology	technology	NOUN
easat-7814	294	48	issn	issn	PROPN
easat-7814	294	49	:	:	PUNCT
easat-7814	294	50	2576	2576	NUM
easat-7814	294	51	-	-	SYM
easat-7814	294	52	8484	8484	NUM
easat-7814	294	53	vol	vol	NOUN
easat-7814	294	54	.	.	PROPN
easat-7814	295	1	9	9	NUM
easat-7814	295	2	,	,	PUNCT
easat-7814	295	3	no	no	INTJ
easat-7814	295	4	.	.	NOUN
easat-7814	296	1	6	6	NUM
easat-7814	296	2	:	:	SYM
easat-7814	296	3	370	370	NUM
easat-7814	296	4	-	-	SYM
easat-7814	296	5	395	395	NUM
easat-7814	296	6	,	,	PUNCT
easat-7814	296	7	2025	2025	NUM
easat-7814	296	8	doi	doi	NOUN
easat-7814	296	9	:	:	PUNCT
easat-7814	296	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	296	11	©	©	PROPN
easat-7814	296	12	2025	2025	NUM
easat-7814	296	13	by	by	ADP
easat-7814	296	14	the	the	DET
easat-7814	296	15	authors	author	NOUN
easat-7814	296	16	;	;	PUNCT
easat-7814	296	17	licensee	licensee	PROPN
easat-7814	296	18	learning	learn	VERB
easat-7814	296	19	gate	gate	NOUN
easat-7814	296	20	students	student	NOUN
easat-7814	296	21	were	be	AUX
easat-7814	296	22	classified	classify	VERB
easat-7814	296	23	as	as	ADP
easat-7814	296	24	"	"	PUNCT
easat-7814	296	25	sufficient	sufficient	ADJ
easat-7814	296	26	,	,	PUNCT
easat-7814	296	27	"	"	PUNCT
easat-7814	296	28	and	and	CCONJ
easat-7814	296	29	52	52	NUM
easat-7814	296	30	students	student	NOUN
easat-7814	296	31	failed	fail	VERB
easat-7814	296	32	math	math	NOUN
easat-7814	296	33	.	.	PUNCT
easat-7814	297	1	these	these	DET
easat-7814	297	2	results	result	NOUN
easat-7814	297	3	suggest	suggest	VERB
easat-7814	297	4	a	a	DET
easat-7814	297	5	correlation	correlation	NOUN
easat-7814	297	6	between	between	ADP
easat-7814	297	7	relationship	relationship	NOUN
easat-7814	297	8	status	status	NOUN
easat-7814	297	9	and	and	CCONJ
easat-7814	297	10	academic	academic	ADJ
easat-7814	297	11	performance	performance	NOUN
easat-7814	297	12	,	,	PUNCT
easat-7814	297	13	with	with	ADP
easat-7814	297	14	a	a	DET
easat-7814	297	15	higher	high	ADJ
easat-7814	297	16	likelihood	likelihood	NOUN
easat-7814	297	17	of	of	ADP
easat-7814	297	18	excelling	excel	VERB
easat-7814	297	19	observed	observe	VERB
easat-7814	297	20	among	among	ADP
easat-7814	297	21	students	student	NOUN
easat-7814	297	22	not	not	PART
easat-7814	297	23	in	in	ADP
easat-7814	297	24	a	a	DET
easat-7814	297	25	relationship	relationship	NOUN
easat-7814	297	26	.	.	PUNCT
easat-7814	298	1	the	the	DET
easat-7814	298	2	distribution	distribution	NOUN
easat-7814	298	3	of	of	ADP
easat-7814	298	4	final	final	ADJ
easat-7814	298	5	grades	grade	NOUN
easat-7814	298	6	for	for	ADP
easat-7814	298	7	both	both	DET
easat-7814	298	8	groups	group	NOUN
easat-7814	298	9	is	be	AUX
easat-7814	298	10	visualized	visualize	VERB
easat-7814	298	11	in	in	ADP
easat-7814	298	12	figure	figure	NOUN
easat-7814	298	13	2	2	NUM
easat-7814	298	14	,	,	PUNCT
easat-7814	298	15	where	where	SCONJ
easat-7814	298	16	bar	bar	NOUN
easat-7814	298	17	plots	plot	NOUN
easat-7814	298	18	illustrate	illustrate	VERB
easat-7814	298	19	the	the	DET
easat-7814	298	20	grade	grade	NOUN
easat-7814	298	21	categories	category	NOUN
easat-7814	298	22	for	for	ADP
easat-7814	298	23	students	student	NOUN
easat-7814	298	24	in	in	ADP
easat-7814	298	25	a	a	DET
easat-7814	298	26	relationship	relationship	NOUN
easat-7814	298	27	(	(	PUNCT
easat-7814	298	28	left	left	ADJ
easat-7814	298	29	)	)	PUNCT
easat-7814	298	30	and	and	CCONJ
easat-7814	298	31	those	those	PRON
easat-7814	298	32	not	not	PART
easat-7814	298	33	in	in	ADP
easat-7814	298	34	a	a	DET
easat-7814	298	35	relationship	relationship	NOUN
easat-7814	298	36	(	(	PUNCT
easat-7814	298	37	right	right	NOUN
easat-7814	298	38	)	)	PUNCT
easat-7814	298	39	.	.	PUNCT
easat-7814	299	1	the	the	DET
easat-7814	299	2	plots	plot	NOUN
easat-7814	299	3	emphasize	emphasize	VERB
easat-7814	299	4	the	the	DET
easat-7814	299	5	disparity	disparity	NOUN
easat-7814	299	6	in	in	ADP
easat-7814	299	7	performance	performance	NOUN
easat-7814	299	8	,	,	PUNCT
easat-7814	299	9	particularly	particularly	ADV
easat-7814	299	10	in	in	ADP
easat-7814	299	11	the	the	DET
easat-7814	299	12	higher	high	ADJ
easat-7814	299	13	-	-	PUNCT
easat-7814	299	14	grade	grade	NOUN
easat-7814	299	15	categories	category	NOUN
easat-7814	299	16	.	.	PUNCT
easat-7814	300	1	figure	figure	NOUN
easat-7814	300	2	2	2	NUM
easat-7814	300	3	.	.	PUNCT
easat-7814	300	4	bar	bar	NOUN
easat-7814	300	5	plots	plot	NOUN
easat-7814	300	6	of	of	ADP
easat-7814	300	7	students	student	NOUN
easat-7814	300	8	in	in	ADP
easat-7814	300	9	a	a	DET
easat-7814	300	10	relationship	relationship	NOUN
easat-7814	300	11	and	and	CCONJ
easat-7814	300	12	their	their	PRON
easat-7814	300	13	final	final	ADJ
easat-7814	300	14	grade	grade	NOUN
easat-7814	300	15	(	(	PUNCT
easat-7814	300	16	left	left	ADJ
easat-7814	300	17	)	)	PUNCT
easat-7814	300	18	against	against	ADP
easat-7814	300	19	students	student	NOUN
easat-7814	300	20	who	who	PRON
easat-7814	300	21	are	be	AUX
easat-7814	300	22	not	not	PART
easat-7814	300	23	in	in	ADP
easat-7814	300	24	a	a	DET
easat-7814	300	25	relationship	relationship	NOUN
easat-7814	300	26	and	and	CCONJ
easat-7814	300	27	their	their	PRON
easat-7814	300	28	final	final	ADJ
easat-7814	300	29	grade	grade	NOUN
easat-7814	300	30	(	(	PUNCT
easat-7814	300	31	right	right	NOUN
easat-7814	300	32	)	)	PUNCT
easat-7814	300	33	.	.	PUNCT
easat-7814	301	1	the	the	DET
easat-7814	301	2	strength	strength	NOUN
easat-7814	301	3	and	and	CCONJ
easat-7814	301	4	direction	direction	NOUN
easat-7814	301	5	of	of	ADP
easat-7814	301	6	linear	linear	ADJ
easat-7814	301	7	relationships	relationship	NOUN
easat-7814	301	8	between	between	ADP
easat-7814	301	9	continuous	continuous	ADJ
easat-7814	301	10	variables	variable	NOUN
easat-7814	301	11	were	be	AUX
easat-7814	301	12	first	first	ADV
easat-7814	301	13	measured	measure	VERB
easat-7814	301	14	using	use	VERB
easat-7814	301	15	the	the	DET
easat-7814	301	16	pearson	pearson	NOUN
easat-7814	301	17	correlation	correlation	NOUN
easat-7814	301	18	coefficient	coefficient	NOUN
easat-7814	301	19	.	.	PUNCT
easat-7814	302	1	a	a	DET
easat-7814	302	2	visual	visual	ADJ
easat-7814	302	3	representation	representation	NOUN
easat-7814	302	4	of	of	ADP
easat-7814	302	5	the	the	DET
easat-7814	302	6	correlations	correlation	NOUN
easat-7814	302	7	is	be	AUX
easat-7814	302	8	provided	provide	VERB
easat-7814	302	9	by	by	ADP
easat-7814	302	10	a	a	DET
easat-7814	302	11	heatmap	heatmap	NOUN
easat-7814	302	12	(	(	PUNCT
easat-7814	302	13	figure	figure	NOUN
easat-7814	302	14	3	3	NUM
easat-7814	302	15	)	)	PUNCT
easat-7814	302	16	,	,	PUNCT
easat-7814	302	17	which	which	PRON
easat-7814	302	18	facilitates	facilitate	VERB
easat-7814	302	19	the	the	DET
easat-7814	302	20	identification	identification	NOUN
easat-7814	302	21	of	of	ADP
easat-7814	302	22	key	key	ADJ
easat-7814	302	23	relationships	relationship	NOUN
easat-7814	302	24	.	.	PUNCT
easat-7814	303	1	382	382	NUM
easat-7814	303	2	edelweiss	edelweiss	PROPN
easat-7814	303	3	applied	apply	VERB
easat-7814	303	4	science	science	NOUN
easat-7814	303	5	and	and	CCONJ
easat-7814	303	6	technology	technology	NOUN
easat-7814	303	7	issn	issn	PROPN
easat-7814	303	8	:	:	PUNCT
easat-7814	303	9	2576	2576	NUM
easat-7814	303	10	-	-	SYM
easat-7814	303	11	8484	8484	NUM
easat-7814	303	12	vol	vol	NOUN
easat-7814	303	13	.	.	PROPN
easat-7814	304	1	9	9	NUM
easat-7814	304	2	,	,	PUNCT
easat-7814	304	3	no	no	INTJ
easat-7814	304	4	.	.	NOUN
easat-7814	305	1	6	6	NUM
easat-7814	305	2	:	:	SYM
easat-7814	305	3	370	370	NUM
easat-7814	305	4	-	-	SYM
easat-7814	305	5	395	395	NUM
easat-7814	305	6	,	,	PUNCT
easat-7814	305	7	2025	2025	NUM
easat-7814	305	8	doi	doi	NOUN
easat-7814	305	9	:	:	PUNCT
easat-7814	305	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	305	11	©	©	PROPN
easat-7814	305	12	2025	2025	NUM
easat-7814	305	13	by	by	ADP
easat-7814	305	14	the	the	DET
easat-7814	305	15	authors	author	NOUN
easat-7814	305	16	;	;	PUNCT
easat-7814	305	17	licensee	licensee	PROPN
easat-7814	305	18	learning	learn	VERB
easat-7814	305	19	gate	gate	PROPN
easat-7814	305	20	figure	figure	NOUN
easat-7814	305	21	3	3	NUM
easat-7814	305	22	.	.	PUNCT
easat-7814	305	23	correlation	correlation	NOUN
easat-7814	305	24	heatmap	heatmap	NOUN
easat-7814	305	25	of	of	ADP
easat-7814	305	26	continuous	continuous	ADJ
easat-7814	305	27	variables	variable	NOUN
easat-7814	305	28	.	.	PUNCT
easat-7814	306	1	the	the	DET
easat-7814	306	2	heatmap	heatmap	NOUN
easat-7814	306	3	indicates	indicate	VERB
easat-7814	306	4	a	a	DET
easat-7814	306	5	strong	strong	ADJ
easat-7814	306	6	positive	positive	ADJ
easat-7814	306	7	correlation	correlation	NOUN
easat-7814	306	8	of	of	ADP
easat-7814	306	9	0.85	0.85	NUM
easat-7814	306	10	between	between	ADP
easat-7814	306	11	the	the	DET
easat-7814	306	12	variables	variable	NOUN
easat-7814	306	13	g1	g1	PROPN
easat-7814	306	14	(	(	PUNCT
easat-7814	306	15	first	first	ADJ
easat-7814	306	16	math	math	NOUN
easat-7814	306	17	grade	grade	NOUN
easat-7814	306	18	)	)	PUNCT
easat-7814	306	19	and	and	CCONJ
easat-7814	306	20	g2	g2	PROPN
easat-7814	306	21	(	(	PUNCT
easat-7814	306	22	second	second	ADJ
easat-7814	306	23	math	math	NOUN
easat-7814	306	24	grade	grade	NOUN
easat-7814	306	25	)	)	PUNCT
easat-7814	306	26	.	.	PUNCT
easat-7814	307	1	this	this	DET
easat-7814	307	2	finding	finding	NOUN
easat-7814	307	3	has	have	AUX
easat-7814	307	4	been	be	AUX
easat-7814	307	5	observed	observe	VERB
easat-7814	307	6	to	to	PART
easat-7814	307	7	align	align	VERB
easat-7814	307	8	with	with	ADP
easat-7814	307	9	prior	prior	ADJ
easat-7814	307	10	observations	observation	NOUN
easat-7814	307	11	,	,	PUNCT
easat-7814	307	12	indicating	indicate	VERB
easat-7814	307	13	that	that	SCONJ
easat-7814	307	14	strong	strong	ADJ
easat-7814	307	15	performance	performance	NOUN
easat-7814	307	16	in	in	ADP
easat-7814	307	17	the	the	DET
easat-7814	307	18	first	first	ADJ
easat-7814	307	19	math	math	NOUN
easat-7814	307	20	test	test	NOUN
easat-7814	307	21	is	be	AUX
easat-7814	307	22	predicted	predict	VERB
easat-7814	307	23	to	to	PART
easat-7814	307	24	influence	influence	VERB
easat-7814	307	25	subsequent	subsequent	ADJ
easat-7814	307	26	performance	performance	NOUN
easat-7814	307	27	strongly	strongly	ADV
easat-7814	307	28	in	in	ADP
easat-7814	307	29	the	the	DET
easat-7814	307	30	second	second	ADJ
easat-7814	307	31	test	test	NOUN
easat-7814	307	32	.	.	PUNCT
easat-7814	308	1	the	the	DET
easat-7814	308	2	lowest	low	ADJ
easat-7814	308	3	correlation	correlation	NOUN
easat-7814	308	4	was	be	AUX
easat-7814	308	5	observed	observe	VERB
easat-7814	308	6	between	between	ADP
easat-7814	308	7	the	the	DET
easat-7814	308	8	variables	variable	NOUN
easat-7814	308	9	"	"	PUNCT
easat-7814	308	10	absences	absence	NOUN
easat-7814	308	11	"	"	PUNCT
easat-7814	308	12	and	and	CCONJ
easat-7814	308	13	g1	g1	PROPN
easat-7814	308	14	/	/	SYM
easat-7814	308	15	g2	g2	PROPN
easat-7814	308	16	(	(	PUNCT
easat-7814	308	17	-0.03	-0.03	NOUN
easat-7814	308	18	)	)	PUNCT
easat-7814	308	19	,	,	PUNCT
easat-7814	308	20	indicating	indicate	VERB
easat-7814	308	21	that	that	SCONJ
easat-7814	308	22	almost	almost	ADV
easat-7814	308	23	no	no	DET
easat-7814	308	24	relationship	relationship	NOUN
easat-7814	308	25	exists	exist	VERB
easat-7814	308	26	between	between	ADP
easat-7814	308	27	the	the	DET
easat-7814	308	28	number	number	NOUN
easat-7814	308	29	of	of	ADP
easat-7814	308	30	absences	absence	NOUN
easat-7814	308	31	and	and	CCONJ
easat-7814	308	32	performance	performance	NOUN
easat-7814	308	33	on	on	ADP
easat-7814	308	34	math	math	NOUN
easat-7814	308	35	tests	test	NOUN
easat-7814	308	36	.	.	PUNCT
easat-7814	309	1	these	these	DET
easat-7814	309	2	results	result	NOUN
easat-7814	309	3	underscore	underscore	VERB
easat-7814	309	4	the	the	DET
easat-7814	309	5	importance	importance	NOUN
easat-7814	309	6	of	of	ADP
easat-7814	309	7	prior	prior	ADJ
easat-7814	309	8	performance	performance	NOUN
easat-7814	309	9	as	as	ADP
easat-7814	309	10	a	a	DET
easat-7814	309	11	predictor	predictor	NOUN
easat-7814	309	12	,	,	PUNCT
easat-7814	309	13	while	while	SCONJ
easat-7814	309	14	it	it	PRON
easat-7814	309	15	is	be	AUX
easat-7814	309	16	suggested	suggest	VERB
easat-7814	309	17	that	that	SCONJ
easat-7814	309	18	absences	absence	NOUN
easat-7814	309	19	have	have	VERB
easat-7814	309	20	a	a	DET
easat-7814	309	21	negligible	negligible	ADJ
easat-7814	309	22	direct	direct	ADJ
easat-7814	309	23	impact	impact	NOUN
easat-7814	309	24	on	on	ADP
easat-7814	309	25	grades	grade	NOUN
easat-7814	309	26	in	in	ADP
easat-7814	309	27	this	this	DET
easat-7814	309	28	dataset	dataset	NOUN
easat-7814	309	29	.	.	PUNCT
easat-7814	310	1	given	give	VERB
easat-7814	310	2	that	that	SCONJ
easat-7814	310	3	the	the	DET
easat-7814	310	4	pearson	pearson	PROPN
easat-7814	310	5	correlation	correlation	NOUN
easat-7814	310	6	coefficient	coefficient	NOUN
easat-7814	310	7	is	be	AUX
easat-7814	310	8	deemed	deem	VERB
easat-7814	310	9	unsuitable	unsuitable	ADJ
easat-7814	310	10	for	for	ADP
easat-7814	310	11	ordinal	ordinal	ADJ
easat-7814	310	12	variables	variable	NOUN
easat-7814	310	13	,	,	PUNCT
easat-7814	310	14	the	the	DET
easat-7814	310	15	spearman	spearman	NOUN
easat-7814	310	16	correlation	correlation	NOUN
easat-7814	310	17	coefficient	coefficient	NOUN
easat-7814	310	18	was	be	AUX
easat-7814	310	19	utilized	utilize	VERB
easat-7814	310	20	to	to	PART
easat-7814	310	21	analyze	analyze	VERB
easat-7814	310	22	the	the	DET
easat-7814	310	23	monotonic	monotonic	ADJ
easat-7814	310	24	relationships	relationship	NOUN
easat-7814	310	25	between	between	ADP
easat-7814	310	26	these	these	DET
easat-7814	310	27	variables	variable	NOUN
easat-7814	310	28	.	.	PUNCT
easat-7814	311	1	the	the	DET
easat-7814	311	2	non	non	ADJ
easat-7814	311	3	-	-	ADJ
easat-7814	311	4	parametric	parametric	ADJ
easat-7814	311	5	measure	measure	NOUN
easat-7814	311	6	,	,	PUNCT
easat-7814	311	7	spearman	spearman	NOUN
easat-7814	311	8	's	's	PART
easat-7814	311	9	rank	rank	NOUN
easat-7814	311	10	correlation	correlation	NOUN
easat-7814	311	11	,	,	PUNCT
easat-7814	311	12	captures	capture	VERB
easat-7814	311	13	linear	linear	ADJ
easat-7814	311	14	and	and	CCONJ
easat-7814	311	15	nonlinear	nonlinear	ADJ
easat-7814	311	16	relationships	relationship	NOUN
easat-7814	311	17	.	.	PUNCT
easat-7814	312	1	383	383	NUM
easat-7814	312	2	edelweiss	edelweiss	PROPN
easat-7814	312	3	applied	apply	VERB
easat-7814	312	4	science	science	NOUN
easat-7814	312	5	and	and	CCONJ
easat-7814	312	6	technology	technology	NOUN
easat-7814	312	7	issn	issn	PROPN
easat-7814	312	8	:	:	PUNCT
easat-7814	312	9	2576	2576	NUM
easat-7814	312	10	-	-	SYM
easat-7814	312	11	8484	8484	NUM
easat-7814	312	12	vol	vol	NOUN
easat-7814	312	13	.	.	PROPN
easat-7814	313	1	9	9	NUM
easat-7814	313	2	,	,	PUNCT
easat-7814	313	3	no	no	INTJ
easat-7814	313	4	.	.	NOUN
easat-7814	314	1	6	6	NUM
easat-7814	314	2	:	:	SYM
easat-7814	314	3	370	370	NUM
easat-7814	314	4	-	-	SYM
easat-7814	314	5	395	395	NUM
easat-7814	314	6	,	,	PUNCT
easat-7814	314	7	2025	2025	NUM
easat-7814	314	8	doi	doi	NOUN
easat-7814	314	9	:	:	PUNCT
easat-7814	314	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	314	11	©	©	PROPN
easat-7814	314	12	2025	2025	NUM
easat-7814	314	13	by	by	ADP
easat-7814	314	14	the	the	DET
easat-7814	314	15	authors	author	NOUN
easat-7814	314	16	;	;	PUNCT
easat-7814	314	17	licensee	licensee	PROPN
easat-7814	314	18	learning	learn	VERB
easat-7814	314	19	gate	gate	NOUN
easat-7814	314	20	figure	figure	NOUN
easat-7814	314	21	4	4	NUM
easat-7814	314	22	.	.	PUNCT
easat-7814	314	23	correlation	correlation	NOUN
easat-7814	314	24	heatmap	heatmap	NOUN
easat-7814	314	25	of	of	ADP
easat-7814	314	26	ordinal	ordinal	ADJ
easat-7814	314	27	variables	variable	NOUN
easat-7814	314	28	.	.	PUNCT
easat-7814	315	1	a	a	DET
easat-7814	315	2	heatmap	heatmap	NOUN
easat-7814	315	3	(	(	PUNCT
easat-7814	315	4	figure	figure	NOUN
easat-7814	315	5	4	4	NUM
easat-7814	315	6	)	)	PUNCT
easat-7814	315	7	visualizes	visualize	VERB
easat-7814	315	8	the	the	DET
easat-7814	315	9	results	result	NOUN
easat-7814	315	10	,	,	PUNCT
easat-7814	315	11	highlighting	highlight	VERB
easat-7814	315	12	significant	significant	ADJ
easat-7814	315	13	relationships	relationship	NOUN
easat-7814	315	14	among	among	ADP
easat-7814	315	15	ordinal	ordinal	ADJ
easat-7814	315	16	variables	variable	NOUN
easat-7814	315	17	.	.	PUNCT
easat-7814	316	1	a	a	DET
easat-7814	316	2	strong	strong	ADJ
easat-7814	316	3	positive	positive	ADJ
easat-7814	316	4	correlation	correlation	NOUN
easat-7814	316	5	of	of	ADP
easat-7814	316	6	0.64	0.64	NUM
easat-7814	316	7	was	be	AUX
easat-7814	316	8	identified	identify	VERB
easat-7814	316	9	between	between	ADP
easat-7814	316	10	"	"	PUNCT
easat-7814	316	11	daily	daily	ADJ
easat-7814	316	12	alcohol	alcohol	NOUN
easat-7814	316	13	consumption	consumption	NOUN
easat-7814	316	14	"	"	PUNCT
easat-7814	316	15	(	(	PUNCT
easat-7814	316	16	dalc	dalc	PROPN
easat-7814	316	17	)	)	PUNCT
easat-7814	316	18	and	and	CCONJ
easat-7814	316	19	"	"	PUNCT
easat-7814	316	20	weekly	weekly	ADJ
easat-7814	316	21	alcohol	alcohol	NOUN
easat-7814	316	22	consumption	consumption	NOUN
easat-7814	316	23	"	"	PUNCT
easat-7814	316	24	(	(	PUNCT
easat-7814	316	25	walc	walc	NOUN
easat-7814	316	26	)	)	PUNCT
easat-7814	316	27	,	,	PUNCT
easat-7814	316	28	indicating	indicate	VERB
easat-7814	316	29	that	that	SCONJ
easat-7814	316	30	students	student	NOUN
easat-7814	316	31	with	with	ADP
easat-7814	316	32	higher	high	ADJ
easat-7814	316	33	daily	daily	ADJ
easat-7814	316	34	alcohol	alcohol	NOUN
easat-7814	316	35	intake	intake	NOUN
easat-7814	316	36	are	be	AUX
easat-7814	316	37	also	also	ADV
easat-7814	316	38	likely	likely	ADJ
easat-7814	316	39	to	to	PART
easat-7814	316	40	consume	consume	VERB
easat-7814	316	41	more	more	ADJ
easat-7814	316	42	alcohol	alcohol	NOUN
easat-7814	316	43	weekly	weekly	NOUN
easat-7814	316	44	.	.	PUNCT
easat-7814	317	1	a	a	DET
easat-7814	317	2	moderate	moderate	ADJ
easat-7814	317	3	positive	positive	ADJ
easat-7814	317	4	correlation	correlation	NOUN
easat-7814	317	5	(	(	PUNCT
easat-7814	317	6	0.39	0.39	NUM
easat-7814	317	7	)	)	PUNCT
easat-7814	317	8	was	be	AUX
easat-7814	317	9	observed	observe	VERB
easat-7814	317	10	between	between	ADP
easat-7814	317	11	"	"	PUNCT
easat-7814	317	12	weekly	weekly	ADJ
easat-7814	317	13	alcohol	alcohol	NOUN
easat-7814	317	14	consumption	consumption	NOUN
easat-7814	317	15	"	"	PUNCT
easat-7814	317	16	(	(	PUNCT
easat-7814	317	17	walc	walc	NOUN
easat-7814	317	18	)	)	PUNCT
easat-7814	317	19	and	and	CCONJ
easat-7814	317	20	"	"	PUNCT
easat-7814	317	21	going	go	VERB
easat-7814	317	22	out	out	ADP
easat-7814	317	23	"	"	PUNCT
easat-7814	317	24	(	(	PUNCT
easat-7814	317	25	goout	goout	NOUN
easat-7814	317	26	)	)	PUNCT
easat-7814	317	27	,	,	PUNCT
easat-7814	317	28	indicating	indicate	VERB
easat-7814	317	29	that	that	SCONJ
easat-7814	317	30	it	it	PRON
easat-7814	317	31	is	be	AUX
easat-7814	317	32	suggested	suggest	VERB
easat-7814	317	33	that	that	SCONJ
easat-7814	317	34	students	student	NOUN
easat-7814	317	35	who	who	PRON
easat-7814	317	36	go	go	VERB
easat-7814	317	37	out	out	ADP
easat-7814	317	38	frequently	frequently	ADV
easat-7814	317	39	tend	tend	VERB
easat-7814	317	40	to	to	PART
easat-7814	317	41	drink	drink	VERB
easat-7814	317	42	more	more	ADJ
easat-7814	317	43	alcohol	alcohol	NOUN
easat-7814	317	44	weekly	weekly	NOUN
easat-7814	317	45	.	.	PUNCT
easat-7814	318	1	the	the	DET
easat-7814	318	2	lowest	low	ADJ
easat-7814	318	3	correlation	correlation	NOUN
easat-7814	318	4	was	be	AUX
easat-7814	318	5	identified	identify	VERB
easat-7814	318	6	between	between	ADP
easat-7814	318	7	"	"	PUNCT
easat-7814	318	8	travel	travel	NOUN
easat-7814	318	9	time	time	NOUN
easat-7814	318	10	"	"	PUNCT
easat-7814	318	11	and	and	CCONJ
easat-7814	318	12	"	"	PUNCT
easat-7814	318	13	going	go	VERB
easat-7814	318	14	out	out	ADP
easat-7814	318	15	"	"	PUNCT
easat-7814	318	16	(	(	PUNCT
easat-7814	318	17	0.00	0.00	NUM
easat-7814	318	18	)	)	PUNCT
easat-7814	318	19	,	,	PUNCT
easat-7814	318	20	indicating	indicate	VERB
easat-7814	318	21	that	that	SCONJ
easat-7814	318	22	no	no	DET
easat-7814	318	23	relationship	relationship	NOUN
easat-7814	318	24	exists	exist	VERB
easat-7814	318	25	between	between	ADP
easat-7814	318	26	the	the	DET
easat-7814	318	27	time	time	NOUN
easat-7814	318	28	taken	take	VERB
easat-7814	318	29	by	by	ADP
easat-7814	318	30	students	student	NOUN
easat-7814	318	31	to	to	PART
easat-7814	318	32	travel	travel	VERB
easat-7814	318	33	to	to	ADP
easat-7814	318	34	school	school	NOUN
easat-7814	318	35	and	and	CCONJ
easat-7814	318	36	their	their	PRON
easat-7814	318	37	social	social	ADJ
easat-7814	318	38	activities	activity	NOUN
easat-7814	318	39	.	.	PUNCT
easat-7814	319	1	additionally	additionally	ADV
easat-7814	319	2	,	,	PUNCT
easat-7814	319	3	it	it	PRON
easat-7814	319	4	has	have	AUX
easat-7814	319	5	been	be	AUX
easat-7814	319	6	determined	determine	VERB
easat-7814	319	7	that	that	SCONJ
easat-7814	319	8	"	"	PUNCT
easat-7814	319	9	free	free	ADJ
easat-7814	319	10	time	time	NOUN
easat-7814	319	11	"	"	PUNCT
easat-7814	319	12	is	be	AUX
easat-7814	319	13	uncorrelated	uncorrelate	VERB
easat-7814	319	14	with	with	ADP
easat-7814	319	15	the	the	DET
easat-7814	319	16	"	"	PUNCT
easat-7814	319	17	final	final	ADJ
easat-7814	319	18	grade	grade	NOUN
easat-7814	319	19	"	"	PUNCT
easat-7814	319	20	(	(	PUNCT
easat-7814	319	21	0.00	0.00	NUM
easat-7814	319	22	)	)	PUNCT
easat-7814	319	23	,	,	PUNCT
easat-7814	319	24	indicating	indicate	VERB
easat-7814	319	25	that	that	SCONJ
easat-7814	319	26	leisure	leisure	NOUN
easat-7814	319	27	time	time	NOUN
easat-7814	319	28	does	do	AUX
easat-7814	319	29	not	not	PART
easat-7814	319	30	exert	exert	VERB
easat-7814	319	31	a	a	DET
easat-7814	319	32	direct	direct	ADJ
easat-7814	319	33	impact	impact	NOUN
easat-7814	319	34	on	on	ADP
easat-7814	319	35	academic	academic	ADJ
easat-7814	319	36	performance	performance	NOUN
easat-7814	319	37	in	in	ADP
easat-7814	319	38	this	this	DET
easat-7814	319	39	dataset	dataset	NOUN
easat-7814	319	40	.	.	PUNCT
easat-7814	320	1	the	the	DET
easat-7814	320	2	highest	high	ADJ
easat-7814	320	3	correlation	correlation	NOUN
easat-7814	320	4	with	with	ADP
easat-7814	320	5	the	the	DET
easat-7814	320	6	target	target	NOUN
easat-7814	320	7	variable	variable	ADJ
easat-7814	320	8	"	"	PUNCT
easat-7814	320	9	final	final	ADJ
easat-7814	320	10	grade	grade	NOUN
easat-7814	320	11	"	"	PUNCT
easat-7814	320	12	is	be	AUX
easat-7814	320	13	indicated	indicate	VERB
easat-7814	320	14	to	to	PART
easat-7814	320	15	be	be	AUX
easat-7814	320	16	with	with	ADP
easat-7814	320	17	"	"	PUNCT
easat-7814	320	18	failures	failure	NOUN
easat-7814	320	19	"	"	PUNCT
easat-7814	320	20	(	(	PUNCT
easat-7814	320	21	0.34	0.34	NUM
easat-7814	320	22	)	)	PUNCT
easat-7814	320	23	,	,	PUNCT
easat-7814	320	24	which	which	PRON
easat-7814	320	25	is	be	AUX
easat-7814	320	26	interpreted	interpret	VERB
easat-7814	320	27	as	as	ADP
easat-7814	320	28	a	a	DET
easat-7814	320	29	weak	weak	ADJ
easat-7814	320	30	negative	negative	ADJ
easat-7814	320	31	correlation	correlation	NOUN
easat-7814	320	32	.	.	PUNCT
easat-7814	321	1	it	it	PRON
easat-7814	321	2	is	be	AUX
easat-7814	321	3	suggested	suggest	VERB
easat-7814	321	4	that	that	SCONJ
easat-7814	321	5	a	a	DET
easat-7814	321	6	higher	high	ADJ
easat-7814	321	7	number	number	NOUN
easat-7814	321	8	of	of	ADP
easat-7814	321	9	past	past	ADJ
easat-7814	321	10	class	class	NOUN
easat-7814	321	11	failures	failure	NOUN
easat-7814	321	12	is	be	AUX
easat-7814	321	13	associated	associate	VERB
easat-7814	321	14	with	with	ADP
easat-7814	321	15	lower	low	ADJ
easat-7814	321	16	final	final	ADJ
easat-7814	321	17	grades	grade	NOUN
easat-7814	321	18	among	among	ADP
easat-7814	321	19	students	student	NOUN
easat-7814	321	20	.	.	PUNCT
easat-7814	322	1	other	other	ADJ
easat-7814	322	2	weak	weak	ADJ
easat-7814	322	3	negative	negative	ADJ
easat-7814	322	4	correlations	correlation	NOUN
easat-7814	322	5	with	with	ADP
easat-7814	322	6	the	the	DET
easat-7814	322	7	final	final	ADJ
easat-7814	322	8	grade	grade	NOUN
easat-7814	322	9	were	be	AUX
easat-7814	322	10	identified	identify	VERB
easat-7814	322	11	,	,	PUNCT
easat-7814	322	12	including	include	VERB
easat-7814	322	13	"	"	PUNCT
easat-7814	322	14	going	go	VERB
easat-7814	322	15	out	out	ADP
easat-7814	322	16	"	"	PUNCT
easat-7814	322	17	(	(	PUNCT
easat-7814	322	18	-0.18	-0.18	NOUN
easat-7814	322	19	)	)	PUNCT
easat-7814	322	20	and	and	CCONJ
easat-7814	322	21	"	"	PUNCT
easat-7814	322	22	daily	daily	ADJ
easat-7814	322	23	alcohol	alcohol	NOUN
easat-7814	322	24	consumption	consumption	NOUN
easat-7814	322	25	"	"	PUNCT
easat-7814	322	26	(	(	PUNCT
easat-7814	322	27	384	384	NUM
easat-7814	322	28	edelweiss	edelweiss	PROPN
easat-7814	322	29	applied	apply	VERB
easat-7814	322	30	science	science	NOUN
easat-7814	322	31	and	and	CCONJ
easat-7814	322	32	technology	technology	NOUN
easat-7814	322	33	issn	issn	PROPN
easat-7814	322	34	:	:	PUNCT
easat-7814	322	35	2576	2576	NUM
easat-7814	322	36	-	-	SYM
easat-7814	322	37	8484	8484	NUM
easat-7814	322	38	vol	vol	NOUN
easat-7814	322	39	.	.	PROPN
easat-7814	323	1	9	9	NUM
easat-7814	323	2	,	,	PUNCT
easat-7814	323	3	no	no	INTJ
easat-7814	323	4	.	.	NOUN
easat-7814	324	1	6	6	NUM
easat-7814	324	2	:	:	SYM
easat-7814	324	3	370	370	NUM
easat-7814	324	4	-	-	SYM
easat-7814	324	5	395	395	NUM
easat-7814	324	6	,	,	PUNCT
easat-7814	324	7	2025	2025	NUM
easat-7814	324	8	doi	doi	NOUN
easat-7814	324	9	:	:	PUNCT
easat-7814	324	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	324	11	©	©	PROPN
easat-7814	324	12	2025	2025	NUM
easat-7814	324	13	by	by	ADP
easat-7814	324	14	the	the	DET
easat-7814	324	15	authors	author	NOUN
easat-7814	324	16	;	;	PUNCT
easat-7814	324	17	licensee	licensee	PROPN
easat-7814	324	18	learning	learning	NOUN
easat-7814	324	19	gate	gate	NOUN
easat-7814	324	20	0.13	0.13	NUM
easat-7814	324	21	)	)	PUNCT
easat-7814	324	22	,	,	PUNCT
easat-7814	324	23	indicating	indicate	VERB
easat-7814	324	24	the	the	DET
easat-7814	324	25	detrimental	detrimental	ADJ
easat-7814	324	26	impact	impact	NOUN
easat-7814	324	27	of	of	ADP
easat-7814	324	28	excessive	excessive	ADJ
easat-7814	324	29	social	social	ADJ
easat-7814	324	30	activities	activity	NOUN
easat-7814	324	31	and	and	CCONJ
easat-7814	324	32	alcohol	alcohol	NOUN
easat-7814	324	33	consumption	consumption	NOUN
easat-7814	324	34	on	on	ADP
easat-7814	324	35	academic	academic	ADJ
easat-7814	324	36	outcomes	outcome	NOUN
easat-7814	324	37	.	.	PUNCT
easat-7814	325	1	a	a	DET
easat-7814	325	2	correlation	correlation	NOUN
easat-7814	325	3	analysis	analysis	NOUN
easat-7814	325	4	is	be	AUX
easat-7814	325	5	conducted	conduct	VERB
easat-7814	325	6	on	on	ADP
easat-7814	325	7	binary	binary	ADJ
easat-7814	325	8	variables	variable	NOUN
easat-7814	325	9	using	use	VERB
easat-7814	325	10	the	the	DET
easat-7814	325	11	phi	phi	NOUN
easat-7814	325	12	coefficient	coefficient	NOUN
easat-7814	325	13	to	to	PART
easat-7814	325	14	analyze	analyze	VERB
easat-7814	325	15	the	the	DET
easat-7814	325	16	dataset	dataset	NOUN
easat-7814	325	17	further	far	ADV
easat-7814	325	18	.	.	PUNCT
easat-7814	326	1	the	the	DET
easat-7814	326	2	phi	phi	NOUN
easat-7814	326	3	coefficient	coefficient	NOUN
easat-7814	326	4	is	be	AUX
easat-7814	326	5	specifically	specifically	ADV
easat-7814	326	6	designed	design	VERB
easat-7814	326	7	to	to	PART
easat-7814	326	8	measure	measure	VERB
easat-7814	326	9	the	the	DET
easat-7814	326	10	strength	strength	NOUN
easat-7814	326	11	and	and	CCONJ
easat-7814	326	12	direction	direction	NOUN
easat-7814	326	13	of	of	ADP
easat-7814	326	14	association	association	NOUN
easat-7814	326	15	between	between	ADP
easat-7814	326	16	two	two	NUM
easat-7814	326	17	binary	binary	ADJ
easat-7814	326	18	variables	variable	NOUN
easat-7814	326	19	,	,	PUNCT
easat-7814	326	20	in	in	ADP
easat-7814	326	21	contrast	contrast	NOUN
easat-7814	326	22	to	to	ADP
easat-7814	326	23	pearson	pearson	PROPN
easat-7814	326	24	and	and	CCONJ
easat-7814	326	25	spearman	spearman	NOUN
easat-7814	326	26	correlations	correlation	NOUN
easat-7814	326	27	,	,	PUNCT
easat-7814	326	28	which	which	PRON
easat-7814	326	29	are	be	AUX
easat-7814	326	30	utilized	utilize	VERB
easat-7814	326	31	for	for	ADP
easat-7814	326	32	continuous	continuous	ADJ
easat-7814	326	33	and	and	CCONJ
easat-7814	326	34	ordinal	ordinal	ADJ
easat-7814	326	35	variables	variable	NOUN
easat-7814	326	36	.	.	PUNCT
easat-7814	327	1	the	the	DET
easat-7814	327	2	closeness	closeness	NOUN
easat-7814	327	3	of	of	ADP
easat-7814	327	4	the	the	DET
easat-7814	327	5	relationship	relationship	NOUN
easat-7814	327	6	between	between	ADP
easat-7814	327	7	two	two	NUM
easat-7814	327	8	binary	binary	ADJ
easat-7814	327	9	variables	variable	NOUN
easat-7814	327	10	,	,	PUNCT
easat-7814	327	11	such	such	ADJ
easat-7814	327	12	as	as	ADP
easat-7814	327	13	"	"	PUNCT
easat-7814	327	14	yes	yes	INTJ
easat-7814	327	15	/	/	SYM
easat-7814	327	16	no	no	NOUN
easat-7814	327	17	"	"	PUNCT
easat-7814	327	18	(	(	PUNCT
easat-7814	327	19	0/1	0/1	NUM
easat-7814	327	20	)	)	PUNCT
easat-7814	327	21	responses	response	NOUN
easat-7814	327	22	,	,	PUNCT
easat-7814	327	23	is	be	AUX
easat-7814	327	24	quantified	quantify	VERB
easat-7814	327	25	.	.	PUNCT
easat-7814	328	1	a	a	DET
easat-7814	328	2	heatmap	heatmap	NOUN
easat-7814	328	3	(	(	PUNCT
easat-7814	328	4	figure	figure	NOUN
easat-7814	328	5	5	5	NUM
easat-7814	328	6	)	)	PUNCT
easat-7814	328	7	is	be	AUX
easat-7814	328	8	utilized	utilize	VERB
easat-7814	328	9	to	to	PART
easat-7814	328	10	visualize	visualize	VERB
easat-7814	328	11	the	the	DET
easat-7814	328	12	results	result	NOUN
easat-7814	328	13	of	of	ADP
easat-7814	328	14	the	the	DET
easat-7814	328	15	phi	phi	NOUN
easat-7814	328	16	coefficient	coefficient	NOUN
easat-7814	328	17	analysis	analysis	NOUN
easat-7814	328	18	,	,	PUNCT
easat-7814	328	19	with	with	ADP
easat-7814	328	20	the	the	DET
easat-7814	328	21	relationships	relationship	NOUN
easat-7814	328	22	between	between	ADP
easat-7814	328	23	binary	binary	ADJ
easat-7814	328	24	variables	variable	NOUN
easat-7814	328	25	being	be	AUX
easat-7814	328	26	highlighted	highlight	VERB
easat-7814	328	27	.	.	PUNCT
easat-7814	329	1	figure	figure	NOUN
easat-7814	329	2	5	5	NUM
easat-7814	329	3	.	.	PUNCT
easat-7814	329	4	correlation	correlation	NOUN
easat-7814	329	5	heatmap	heatmap	NOUN
easat-7814	329	6	of	of	ADP
easat-7814	329	7	binary	binary	ADJ
easat-7814	329	8	variables	variable	NOUN
easat-7814	329	9	.	.	PUNCT
easat-7814	330	1	noteworthy	noteworthy	ADJ
easat-7814	330	2	patterns	pattern	NOUN
easat-7814	330	3	are	be	AUX
easat-7814	330	4	revealed	reveal	VERB
easat-7814	330	5	by	by	ADP
easat-7814	330	6	analyzing	analyze	VERB
easat-7814	330	7	binary	binary	ADJ
easat-7814	330	8	variables	variable	NOUN
easat-7814	330	9	using	use	VERB
easat-7814	330	10	the	the	DET
easat-7814	330	11	phi	phi	NOUN
easat-7814	330	12	coefficient	coefficient	NOUN
easat-7814	330	13	.	.	PUNCT
easat-7814	331	1	a	a	DET
easat-7814	331	2	strong	strong	ADJ
easat-7814	331	3	correlation	correlation	NOUN
easat-7814	331	4	is	be	AUX
easat-7814	331	5	observed	observe	VERB
easat-7814	331	6	between	between	ADP
easat-7814	331	7	the	the	DET
easat-7814	331	8	variables	variable	NOUN
easat-7814	331	9	"	"	PUNCT
easat-7814	331	10	extra	extra	ADJ
easat-7814	331	11	paid	pay	VERB
easat-7814	331	12	classes	class	NOUN
easat-7814	331	13	"	"	PUNCT
easat-7814	331	14	(	(	PUNCT
easat-7814	331	15	paid	pay	VERB
easat-7814	331	16	)	)	PUNCT
easat-7814	331	17	and	and	CCONJ
easat-7814	331	18	"	"	PUNCT
easat-7814	331	19	family	family	NOUN
easat-7814	331	20	support	support	NOUN
easat-7814	331	21	"	"	PUNCT
easat-7814	331	22	(	(	PUNCT
easat-7814	331	23	famsup	famsup	NOUN
easat-7814	331	24	)	)	PUNCT
easat-7814	331	25	,	,	PUNCT
easat-7814	331	26	characterized	characterize	VERB
easat-7814	331	27	by	by	ADP
easat-7814	331	28	a	a	DET
easat-7814	331	29	weak	weak	ADJ
easat-7814	331	30	positive	positive	ADJ
easat-7814	331	31	correlation	correlation	NOUN
easat-7814	331	32	of	of	ADP
easat-7814	331	33	0.29	0.29	NUM
easat-7814	331	34	.	.	PUNCT
easat-7814	332	1	it	it	PRON
easat-7814	332	2	is	be	AUX
easat-7814	332	3	suggested	suggest	VERB
easat-7814	332	4	that	that	SCONJ
easat-7814	332	5	students	student	NOUN
easat-7814	332	6	provided	provide	VERB
easat-7814	332	7	with	with	ADP
easat-7814	332	8	family	family	NOUN
easat-7814	332	9	support	support	NOUN
easat-7814	332	10	are	be	AUX
easat-7814	332	11	slightly	slightly	ADV
easat-7814	332	12	more	more	ADV
easat-7814	332	13	likely	likely	ADJ
easat-7814	332	14	to	to	PART
easat-7814	332	15	attend	attend	VERB
easat-7814	332	16	extra	extra	ADJ
easat-7814	332	17	-	-	ADJ
easat-7814	332	18	paid	pay	VERB
easat-7814	332	19	classes	class	NOUN
easat-7814	332	20	.	.	PUNCT
easat-7814	333	1	a	a	DET
easat-7814	333	2	weak	weak	ADJ
easat-7814	333	3	positive	positive	ADJ
easat-7814	333	4	correlation	correlation	NOUN
easat-7814	333	5	(	(	PUNCT
easat-7814	333	6	0.19	0.19	NUM
easat-7814	333	7	)	)	PUNCT
easat-7814	333	8	is	be	AUX
easat-7814	333	9	observed	observe	VERB
easat-7814	333	10	between	between	ADP
easat-7814	333	11	students	student	NOUN
easat-7814	333	12	aspiring	aspire	VERB
easat-7814	333	13	to	to	PART
easat-7814	333	14	pursue	pursue	VERB
easat-7814	333	15	higher	high	ADJ
easat-7814	333	16	education	education	NOUN
easat-7814	333	17	and	and	CCONJ
easat-7814	333	18	those	those	PRON
easat-7814	333	19	attending	attend	VERB
easat-7814	333	20	extra	extra	ADJ
easat-7814	333	21	-	-	ADJ
easat-7814	333	22	paid	pay	VERB
easat-7814	333	23	classes	class	NOUN
easat-7814	333	24	,	,	PUNCT
easat-7814	333	25	indicating	indicate	VERB
easat-7814	333	26	a	a	DET
easat-7814	333	27	modest	modest	ADJ
easat-7814	333	28	association	association	NOUN
easat-7814	333	29	between	between	ADP
easat-7814	333	30	academic	academic	ADJ
easat-7814	333	31	ambitions	ambition	NOUN
easat-7814	333	32	and	and	CCONJ
easat-7814	333	33	seeking	seek	VERB
easat-7814	333	34	additional	additional	ADJ
easat-7814	333	35	educational	educational	ADJ
easat-7814	333	36	support	support	NOUN
easat-7814	333	37	.	.	PUNCT
easat-7814	334	1	it	it	PRON
easat-7814	334	2	is	be	AUX
easat-7814	334	3	noted	note	VERB
easat-7814	334	4	that	that	SCONJ
easat-7814	334	5	specific	specific	ADJ
easat-7814	334	6	pairs	pair	NOUN
easat-7814	334	7	of	of	ADP
easat-7814	334	8	variables	variable	NOUN
easat-7814	334	9	exhibit	exhibit	VERB
easat-7814	334	10	no	no	DET
easat-7814	334	11	correlation	correlation	NOUN
easat-7814	334	12	.	.	PUNCT
easat-7814	335	1	for	for	ADP
easat-7814	335	2	instance	instance	NOUN
easat-7814	335	3	,	,	PUNCT
easat-7814	335	4	no	no	DET
easat-7814	335	5	relationship	relationship	NOUN
easat-7814	335	6	(	(	PUNCT
easat-7814	335	7	0.00	0.00	NUM
easat-7814	335	8	)	)	PUNCT
easat-7814	335	9	was	be	AUX
easat-7814	335	10	observed	observe	VERB
easat-7814	335	11	between	between	ADP
easat-7814	335	12	participation	participation	NOUN
easat-7814	335	13	in	in	ADP
easat-7814	335	14	"	"	PUNCT
easat-7814	335	15	extracurricular	extracurricular	ADJ
easat-7814	335	16	activities	activity	NOUN
easat-7814	335	17	"	"	PUNCT
easat-7814	335	18	(	(	PUNCT
easat-7814	335	19	activities	activity	NOUN
easat-7814	335	20	)	)	PUNCT
easat-7814	335	21	and	and	CCONJ
easat-7814	335	22	having	having	AUX
easat-7814	335	23	attended	attend	VERB
easat-7814	335	24	"	"	PUNCT
easat-7814	335	25	nursery	nursery	NOUN
easat-7814	335	26	school	school	NOUN
easat-7814	335	27	"	"	PUNCT
easat-7814	335	28	(	(	PUNCT
easat-7814	335	29	nursery	nursery	NOUN
easat-7814	335	30	)	)	PUNCT
easat-7814	335	31	,	,	PUNCT
easat-7814	335	32	implying	imply	VERB
easat-7814	335	33	that	that	SCONJ
easat-7814	335	34	these	these	DET
easat-7814	335	35	aspects	aspect	NOUN
easat-7814	335	36	of	of	ADP
easat-7814	335	37	a	a	DET
easat-7814	335	38	student	student	NOUN
easat-7814	335	39	's	's	PART
easat-7814	335	40	experience	experience	NOUN
easat-7814	335	41	are	be	AUX
easat-7814	335	42	unrelated	unrelated	ADJ
easat-7814	335	43	.	.	PUNCT
easat-7814	336	1	furthermore	furthermore	ADV
easat-7814	336	2	,	,	PUNCT
easat-7814	336	3	the	the	DET
easat-7814	336	4	heatmap	heatmap	NOUN
easat-7814	336	5	revealed	reveal	VERB
easat-7814	336	6	an	an	DET
easat-7814	336	7	absence	absence	NOUN
easat-7814	336	8	of	of	ADP
easat-7814	336	9	negative	negative	ADJ
easat-7814	336	10	correlations	correlation	NOUN
easat-7814	336	11	among	among	ADP
easat-7814	336	12	the	the	DET
easat-7814	336	13	binary	binary	ADJ
easat-7814	336	14	variables	variable	NOUN
easat-7814	336	15	.	.	PUNCT
easat-7814	337	1	it	it	PRON
easat-7814	337	2	385	385	NUM
easat-7814	337	3	edelweiss	edelweiss	PROPN
easat-7814	337	4	applied	apply	VERB
easat-7814	337	5	science	science	NOUN
easat-7814	337	6	and	and	CCONJ
easat-7814	337	7	technology	technology	NOUN
easat-7814	337	8	issn	issn	PROPN
easat-7814	337	9	:	:	PUNCT
easat-7814	337	10	2576	2576	NUM
easat-7814	337	11	-	-	SYM
easat-7814	337	12	8484	8484	NUM
easat-7814	337	13	vol	vol	NOUN
easat-7814	337	14	.	.	PROPN
easat-7814	338	1	9	9	NUM
easat-7814	338	2	,	,	PUNCT
easat-7814	338	3	no	no	INTJ
easat-7814	338	4	.	.	NOUN
easat-7814	339	1	6	6	NUM
easat-7814	339	2	:	:	SYM
easat-7814	339	3	370	370	NUM
easat-7814	339	4	-	-	SYM
easat-7814	339	5	395	395	NUM
easat-7814	339	6	,	,	PUNCT
easat-7814	339	7	2025	2025	NUM
easat-7814	339	8	doi	doi	NOUN
easat-7814	339	9	:	:	PUNCT
easat-7814	339	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	339	11	©	©	PROPN
easat-7814	339	12	2025	2025	NUM
easat-7814	339	13	by	by	ADP
easat-7814	339	14	the	the	DET
easat-7814	339	15	authors	author	NOUN
easat-7814	339	16	;	;	PUNCT
easat-7814	339	17	licensee	licensee	PROPN
easat-7814	339	18	learning	learning	NOUN
easat-7814	339	19	gate	gate	NOUN
easat-7814	339	20	has	have	AUX
easat-7814	339	21	been	be	AUX
easat-7814	339	22	observed	observe	VERB
easat-7814	339	23	that	that	SCONJ
easat-7814	339	24	all	all	DET
easat-7814	339	25	relationships	relationship	NOUN
easat-7814	339	26	are	be	AUX
easat-7814	339	27	either	either	CCONJ
easat-7814	339	28	weakly	weakly	ADV
easat-7814	339	29	positive	positive	ADJ
easat-7814	339	30	or	or	CCONJ
easat-7814	339	31	non	non	ADJ
easat-7814	339	32	-	-	ADJ
easat-7814	339	33	existent	existent	ADJ
easat-7814	339	34	,	,	PUNCT
easat-7814	339	35	indicating	indicate	VERB
easat-7814	339	36	that	that	SCONJ
easat-7814	339	37	no	no	DET
easat-7814	339	38	inverse	inverse	NOUN
easat-7814	339	39	relationships	relationship	NOUN
easat-7814	339	40	exist	exist	VERB
easat-7814	339	41	among	among	ADP
easat-7814	339	42	the	the	DET
easat-7814	339	43	binary	binary	ADJ
easat-7814	339	44	variables	variable	NOUN
easat-7814	339	45	in	in	ADP
easat-7814	339	46	this	this	DET
easat-7814	339	47	dataset	dataset	NOUN
easat-7814	339	48	.	.	PUNCT
easat-7814	340	1	to	to	PART
easat-7814	340	2	ensure	ensure	VERB
easat-7814	340	3	that	that	SCONJ
easat-7814	340	4	more	more	ADV
easat-7814	340	5	reliable	reliable	ADJ
easat-7814	340	6	and	and	CCONJ
easat-7814	340	7	accurate	accurate	ADJ
easat-7814	340	8	research	research	NOUN
easat-7814	340	9	results	result	NOUN
easat-7814	340	10	are	be	AUX
easat-7814	340	11	obtained	obtain	VERB
easat-7814	340	12	,	,	PUNCT
easat-7814	340	13	it	it	PRON
easat-7814	340	14	is	be	AUX
easat-7814	340	15	essential	essential	ADJ
easat-7814	340	16	that	that	SCONJ
easat-7814	340	17	the	the	DET
easat-7814	340	18	class	class	NOUN
easat-7814	340	19	imbalance	imbalance	NOUN
easat-7814	340	20	in	in	ADP
easat-7814	340	21	the	the	DET
easat-7814	340	22	target	target	NOUN
easat-7814	340	23	variable	variable	ADJ
easat-7814	340	24	"	"	PUNCT
easat-7814	340	25	final	final	ADJ
easat-7814	340	26	grade	grade	NOUN
easat-7814	340	27	"	"	PUNCT
easat-7814	340	28	is	be	AUX
easat-7814	340	29	addressed	address	VERB
easat-7814	340	30	.	.	PUNCT
easat-7814	341	1	class	class	NOUN
easat-7814	341	2	imbalance	imbalance	NOUN
easat-7814	341	3	is	be	AUX
easat-7814	341	4	characterized	characterize	VERB
easat-7814	341	5	by	by	ADP
easat-7814	341	6	the	the	DET
easat-7814	341	7	underrepresentation	underrepresentation	NOUN
easat-7814	341	8	of	of	ADP
easat-7814	341	9	certain	certain	ADJ
easat-7814	341	10	categories	category	NOUN
easat-7814	341	11	of	of	ADP
easat-7814	341	12	the	the	DET
easat-7814	341	13	target	target	NOUN
easat-7814	341	14	variable	variable	NOUN
easat-7814	341	15	,	,	PUNCT
easat-7814	341	16	particularly	particularly	ADV
easat-7814	341	17	minority	minority	NOUN
easat-7814	341	18	classes	class	NOUN
easat-7814	341	19	,	,	PUNCT
easat-7814	341	20	compared	compare	VERB
easat-7814	341	21	to	to	ADP
easat-7814	341	22	others	other	NOUN
easat-7814	341	23	.	.	PUNCT
easat-7814	342	1	it	it	PRON
easat-7814	342	2	has	have	AUX
easat-7814	342	3	been	be	AUX
easat-7814	342	4	observed	observe	VERB
easat-7814	342	5	that	that	SCONJ
easat-7814	342	6	biased	biased	ADJ
easat-7814	342	7	machine	machine	NOUN
easat-7814	342	8	-	-	PUNCT
easat-7814	342	9	learning	learn	VERB
easat-7814	342	10	models	model	NOUN
easat-7814	342	11	can	can	AUX
easat-7814	342	12	be	be	AUX
easat-7814	342	13	produced	produce	VERB
easat-7814	342	14	due	due	ADP
easat-7814	342	15	to	to	ADP
easat-7814	342	16	this	this	DET
easat-7814	342	17	imbalance	imbalance	NOUN
easat-7814	342	18	,	,	PUNCT
easat-7814	342	19	leading	lead	VERB
easat-7814	342	20	to	to	ADP
easat-7814	342	21	difficulties	difficulty	NOUN
easat-7814	342	22	in	in	ADP
easat-7814	342	23	accurately	accurately	ADV
easat-7814	342	24	predicting	predict	VERB
easat-7814	342	25	minority	minority	NOUN
easat-7814	342	26	classes	class	NOUN
easat-7814	342	27	.	.	PUNCT
easat-7814	343	1	the	the	DET
easat-7814	343	2	synthetic	synthetic	ADJ
easat-7814	343	3	minority	minority	NOUN
easat-7814	343	4	over	over	ADP
easat-7814	343	5	-	-	PUNCT
easat-7814	343	6	sampling	sample	VERB
easat-7814	343	7	technique	technique	NOUN
easat-7814	343	8	(	(	PUNCT
easat-7814	343	9	smote	smote	NOUN
easat-7814	343	10	)	)	PUNCT
easat-7814	343	11	handles	handle	VERB
easat-7814	343	12	this	this	DET
easat-7814	343	13	challenge	challenge	NOUN
easat-7814	343	14	.	.	PUNCT
easat-7814	344	1	the	the	DET
easat-7814	344	2	class	class	NOUN
easat-7814	344	3	distribution	distribution	NOUN
easat-7814	344	4	is	be	AUX
easat-7814	344	5	balanced	balance	VERB
easat-7814	344	6	by	by	ADP
easat-7814	344	7	this	this	DET
easat-7814	344	8	widely	widely	ADV
easat-7814	344	9	used	use	VERB
easat-7814	344	10	technique	technique	NOUN
easat-7814	344	11	,	,	PUNCT
easat-7814	344	12	leading	lead	VERB
easat-7814	344	13	to	to	ADP
easat-7814	344	14	improvements	improvement	NOUN
easat-7814	344	15	in	in	ADP
easat-7814	344	16	the	the	DET
easat-7814	344	17	fairness	fairness	NOUN
easat-7814	344	18	and	and	CCONJ
easat-7814	344	19	effectiveness	effectiveness	NOUN
easat-7814	344	20	of	of	ADP
easat-7814	344	21	machine	machine	NOUN
easat-7814	344	22	learning	learning	NOUN
easat-7814	344	23	models	model	NOUN
easat-7814	344	24	.	.	PUNCT
easat-7814	345	1	smote	smote	VERB
easat-7814	345	2	generates	generate	VERB
easat-7814	345	3	synthetic	synthetic	ADJ
easat-7814	345	4	samples	sample	NOUN
easat-7814	345	5	for	for	ADP
easat-7814	345	6	the	the	DET
easat-7814	345	7	minority	minority	NOUN
easat-7814	345	8	class	class	NOUN
easat-7814	345	9	.	.	PUNCT
easat-7814	346	1	the	the	DET
easat-7814	346	2	algorithm	algorithm	NOUN
easat-7814	346	3	first	first	ADV
easat-7814	346	4	identified	identify	VERB
easat-7814	346	5	instances	instance	NOUN
easat-7814	346	6	of	of	ADP
easat-7814	346	7	the	the	DET
easat-7814	346	8	minority	minority	NOUN
easat-7814	346	9	class	class	NOUN
easat-7814	346	10	in	in	ADP
easat-7814	346	11	the	the	DET
easat-7814	346	12	dataset	dataset	NOUN
easat-7814	346	13	.	.	PUNCT
easat-7814	347	1	for	for	SCONJ
easat-7814	347	2	each	each	PRON
easat-7814	347	3	of	of	ADP
easat-7814	347	4	these	these	DET
easat-7814	347	5	instances	instance	NOUN
easat-7814	347	6	,	,	PUNCT
easat-7814	347	7	one	one	NUM
easat-7814	347	8	or	or	CCONJ
easat-7814	347	9	more	more	ADJ
easat-7814	347	10	of	of	ADP
easat-7814	347	11	their	their	PRON
easat-7814	347	12	nearest	near	ADJ
easat-7814	347	13	neighbors	neighbor	NOUN
easat-7814	347	14	in	in	ADP
easat-7814	347	15	the	the	DET
easat-7814	347	16	feature	feature	NOUN
easat-7814	347	17	space	space	NOUN
easat-7814	347	18	is	be	AUX
easat-7814	347	19	selected	select	VERB
easat-7814	347	20	.	.	PUNCT
easat-7814	348	1	new	new	ADJ
easat-7814	348	2	synthetic	synthetic	ADJ
easat-7814	348	3	samples	sample	NOUN
easat-7814	348	4	are	be	AUX
easat-7814	348	5	generated	generate	VERB
easat-7814	348	6	along	along	ADP
easat-7814	348	7	the	the	DET
easat-7814	348	8	line	line	NOUN
easat-7814	348	9	segments	segment	NOUN
easat-7814	348	10	joined	join	VERB
easat-7814	348	11	by	by	ADP
easat-7814	348	12	the	the	DET
easat-7814	348	13	original	original	ADJ
easat-7814	348	14	instance	instance	NOUN
easat-7814	348	15	and	and	CCONJ
easat-7814	348	16	its	its	PRON
easat-7814	348	17	neighbors	neighbor	NOUN
easat-7814	348	18	.	.	PUNCT
easat-7814	349	1	additional	additional	ADJ
easat-7814	349	2	instances	instance	NOUN
easat-7814	349	3	of	of	ADP
easat-7814	349	4	the	the	DET
easat-7814	349	5	minority	minority	NOUN
easat-7814	349	6	class	class	NOUN
easat-7814	349	7	are	be	AUX
easat-7814	349	8	generated	generate	VERB
easat-7814	349	9	by	by	ADP
easat-7814	349	10	this	this	DET
easat-7814	349	11	process	process	NOUN
easat-7814	349	12	without	without	ADP
easat-7814	349	13	data	data	NOUN
easat-7814	349	14	duplication	duplication	NOUN
easat-7814	349	15	,	,	PUNCT
easat-7814	349	16	resulting	result	VERB
easat-7814	349	17	in	in	ADP
easat-7814	349	18	an	an	DET
easat-7814	349	19	effective	effective	ADJ
easat-7814	349	20	balance	balance	NOUN
easat-7814	349	21	of	of	ADP
easat-7814	349	22	the	the	DET
easat-7814	349	23	dataset	dataset	NOUN
easat-7814	349	24	.	.	PUNCT
easat-7814	350	1	the	the	DET
easat-7814	350	2	"	"	PUNCT
easat-7814	350	3	final	final	ADJ
easat-7814	350	4	grade	grade	NOUN
easat-7814	350	5	"	"	PUNCT
easat-7814	350	6	variable	variable	NOUN
easat-7814	350	7	was	be	AUX
easat-7814	350	8	addressed	address	VERB
easat-7814	350	9	for	for	ADP
easat-7814	350	10	the	the	DET
easat-7814	350	11	observed	observe	VERB
easat-7814	350	12	class	class	NOUN
easat-7814	350	13	imbalance	imbalance	NOUN
easat-7814	350	14	by	by	ADP
easat-7814	350	15	applying	apply	VERB
easat-7814	350	16	smote	smote	NOUN
easat-7814	350	17	in	in	ADP
easat-7814	350	18	this	this	DET
easat-7814	350	19	research	research	NOUN
easat-7814	350	20	.	.	PUNCT
easat-7814	351	1	the	the	DET
easat-7814	351	2	distribution	distribution	NOUN
easat-7814	351	3	of	of	ADP
easat-7814	351	4	the	the	DET
easat-7814	351	5	target	target	NOUN
easat-7814	351	6	variable	variable	NOUN
easat-7814	351	7	is	be	AUX
easat-7814	351	8	visualized	visualize	VERB
easat-7814	351	9	in	in	ADP
easat-7814	351	10	figure	figure	NOUN
easat-7814	351	11	6	6	NUM
easat-7814	351	12	before	before	ADP
easat-7814	351	13	and	and	CCONJ
easat-7814	351	14	after	after	ADP
easat-7814	351	15	the	the	DET
easat-7814	351	16	application	application	NOUN
easat-7814	351	17	of	of	ADP
easat-7814	351	18	smote	smote	NOUN
easat-7814	351	19	.	.	PUNCT
easat-7814	352	1	the	the	DET
easat-7814	352	2	original	original	ADJ
easat-7814	352	3	frequency	frequency	NOUN
easat-7814	352	4	of	of	ADP
easat-7814	352	5	each	each	DET
easat-7814	352	6	class	class	NOUN
easat-7814	352	7	is	be	AUX
easat-7814	352	8	shown	show	VERB
easat-7814	352	9	in	in	ADP
easat-7814	352	10	the	the	DET
easat-7814	352	11	left	left	ADJ
easat-7814	352	12	graph	graph	NOUN
easat-7814	352	13	,	,	PUNCT
easat-7814	352	14	with	with	ADP
easat-7814	352	15	significant	significant	ADJ
easat-7814	352	16	underrepresentation	underrepresentation	NOUN
easat-7814	352	17	observed	observe	VERB
easat-7814	352	18	in	in	ADP
easat-7814	352	19	the	the	DET
easat-7814	352	20	minority	minority	NOUN
easat-7814	352	21	classes	class	NOUN
easat-7814	352	22	.	.	PUNCT
easat-7814	353	1	the	the	DET
easat-7814	353	2	right	right	ADJ
easat-7814	353	3	graph	graph	NOUN
easat-7814	353	4	illustrates	illustrate	VERB
easat-7814	353	5	the	the	DET
easat-7814	353	6	balanced	balanced	ADJ
easat-7814	353	7	class	class	NOUN
easat-7814	353	8	distribution	distribution	NOUN
easat-7814	353	9	achieved	achieve	VERB
easat-7814	353	10	through	through	ADP
easat-7814	353	11	smote	smote	NOUN
easat-7814	353	12	.	.	PUNCT
easat-7814	354	1	it	it	PRON
easat-7814	354	2	is	be	AUX
easat-7814	354	3	ensured	ensure	VERB
easat-7814	354	4	that	that	SCONJ
easat-7814	354	5	machine	machine	NOUN
easat-7814	354	6	learning	learning	NOUN
easat-7814	354	7	models	model	NOUN
easat-7814	354	8	are	be	AUX
easat-7814	354	9	trained	train	VERB
easat-7814	354	10	on	on	ADP
easat-7814	354	11	a	a	DET
easat-7814	354	12	more	more	ADV
easat-7814	354	13	equitable	equitable	ADJ
easat-7814	354	14	dataset	dataset	NOUN
easat-7814	354	15	,	,	PUNCT
easat-7814	354	16	which	which	PRON
easat-7814	354	17	enables	enable	VERB
easat-7814	354	18	better	well	ADJ
easat-7814	354	19	performance	performance	NOUN
easat-7814	354	20	across	across	ADP
easat-7814	354	21	all	all	DET
easat-7814	354	22	classes	class	NOUN
easat-7814	354	23	.	.	PUNCT
easat-7814	355	1	figure	figure	VERB
easat-7814	355	2	6	6	NUM
easat-7814	355	3	.	.	PUNCT
easat-7814	356	1	distribution	distribution	NOUN
easat-7814	356	2	of	of	ADP
easat-7814	356	3	values	value	NOUN
easat-7814	356	4	in	in	ADP
easat-7814	356	5	the	the	DET
easat-7814	356	6	final	final	ADJ
easat-7814	356	7	grade	grade	NOUN
easat-7814	356	8	before	before	ADV
easat-7814	356	9	(	(	PUNCT
easat-7814	356	10	left	left	ADJ
easat-7814	356	11	)	)	PUNCT
easat-7814	356	12	and	and	CCONJ
easat-7814	356	13	after	after	ADP
easat-7814	356	14	(	(	PUNCT
easat-7814	356	15	right	right	INTJ
easat-7814	356	16	)	)	PUNCT
easat-7814	356	17	the	the	DET
easat-7814	356	18	smote	smote	ADJ
easat-7814	356	19	technique	technique	NOUN
easat-7814	356	20	.	.	PUNCT
easat-7814	357	1	following	follow	VERB
easat-7814	357	2	addressing	address	VERB
easat-7814	357	3	the	the	DET
easat-7814	357	4	class	class	NOUN
easat-7814	357	5	imbalance	imbalance	NOUN
easat-7814	357	6	,	,	PUNCT
easat-7814	357	7	the	the	DET
easat-7814	357	8	dataset	dataset	NOUN
easat-7814	357	9	is	be	AUX
easat-7814	357	10	transformed	transform	VERB
easat-7814	357	11	into	into	ADP
easat-7814	357	12	an	an	DET
easat-7814	357	13	appropriate	appropriate	ADJ
easat-7814	357	14	format	format	NOUN
easat-7814	357	15	for	for	ADP
easat-7814	357	16	machine	machine	NOUN
easat-7814	357	17	learning	learning	NOUN
easat-7814	357	18	.	.	PUNCT
easat-7814	358	1	the	the	DET
easat-7814	358	2	purpose	purpose	NOUN
easat-7814	358	3	is	be	AUX
easat-7814	358	4	served	serve	VERB
easat-7814	358	5	by	by	ADP
easat-7814	358	6	microsoft	microsoft	PROPN
easat-7814	358	7	azure	azure	PROPN
easat-7814	358	8	machine	machine	NOUN
easat-7814	358	9	learning	learning	PROPN
easat-7814	358	10	studio	studio	NOUN
easat-7814	358	11	,	,	PUNCT
easat-7814	358	12	which	which	PRON
easat-7814	358	13	is	be	AUX
easat-7814	358	14	an	an	DET
easat-7814	358	15	integrated	integrate	VERB
easat-7814	358	16	development	development	NOUN
easat-7814	358	17	environment	environment	NOUN
easat-7814	358	18	(	(	PUNCT
easat-7814	358	19	ide	ide	NOUN
easat-7814	358	20	)	)	PUNCT
easat-7814	358	21	based	base	VERB
easat-7814	358	22	in	in	ADP
easat-7814	358	23	the	the	DET
easat-7814	358	24	cloud	cloud	NOUN
easat-7814	358	25	.	.	PUNCT
easat-7814	359	1	azure	azure	ADJ
easat-7814	359	2	machine	machine	NOUN
easat-7814	359	3	learning	learn	VERB
easat-7814	359	4	studio	studio	NOUN
easat-7814	359	5	offers	offer	VERB
easat-7814	359	6	a	a	DET
easat-7814	359	7	user	user	NOUN
easat-7814	359	8	-	-	PUNCT
easat-7814	359	9	friendly	friendly	ADJ
easat-7814	359	10	interface	interface	NOUN
easat-7814	359	11	with	with	ADP
easat-7814	359	12	drag	drag	VERB
easat-7814	359	13	-	-	PUNCT
easat-7814	359	14	and	and	CCONJ
easat-7814	359	15	-	-	PUNCT
easat-7814	359	16	drop	drop	NOUN
easat-7814	359	17	capabilities	capability	NOUN
easat-7814	359	18	,	,	PUNCT
easat-7814	359	19	enabling	enable	VERB
easat-7814	359	20	data	datum	NOUN
easat-7814	359	21	preprocessing	preprocessing	NOUN
easat-7814	359	22	,	,	PUNCT
easat-7814	359	23	model	model	NOUN
easat-7814	359	24	building	building	NOUN
easat-7814	359	25	,	,	PUNCT
easat-7814	359	26	training	training	NOUN
easat-7814	359	27	,	,	PUNCT
easat-7814	359	28	and	and	CCONJ
easat-7814	359	29	deployment	deployment	NOUN
easat-7814	359	30	to	to	PART
easat-7814	359	31	be	be	AUX
easat-7814	359	32	conducted	conduct	VERB
easat-7814	359	33	without	without	ADP
easat-7814	359	34	the	the	DET
easat-7814	359	35	necessity	necessity	NOUN
easat-7814	359	36	of	of	ADP
easat-7814	359	37	extensive	extensive	ADJ
easat-7814	359	38	coding	code	VERB
easat-7814	359	39	knowledge	knowledge	NOUN
easat-7814	359	40	.	.	PUNCT
easat-7814	360	1	the	the	DET
easat-7814	360	2	platform	platform	NOUN
easat-7814	360	3	automates	automate	VERB
easat-7814	360	4	many	many	ADJ
easat-7814	360	5	aspects	aspect	NOUN
easat-7814	360	6	of	of	ADP
easat-7814	360	7	data	datum	NOUN
easat-7814	360	8	preprocessing	preprocessing	NOUN
easat-7814	360	9	,	,	PUNCT
easat-7814	360	10	including	include	VERB
easat-7814	360	11	feature	feature	NOUN
easat-7814	360	12	engineering	engineering	NOUN
easat-7814	360	13	,	,	PUNCT
easat-7814	360	14	imputation	imputation	NOUN
easat-7814	360	15	of	of	ADP
easat-7814	360	16	missing	miss	VERB
easat-7814	360	17	values	value	NOUN
easat-7814	360	18	,	,	PUNCT
easat-7814	360	19	scaling	scaling	NOUN
easat-7814	360	20	,	,	PUNCT
easat-7814	360	21	and	and	CCONJ
easat-7814	360	22	encoding	encoding	NOUN
easat-7814	360	23	of	of	ADP
easat-7814	360	24	categorical	categorical	ADJ
easat-7814	360	25	variables	variable	NOUN
easat-7814	360	26	.	.	PUNCT
easat-7814	361	1	additionally	additionally	ADV
easat-7814	361	2	,	,	PUNCT
easat-7814	361	3	automated	automate	VERB
easat-7814	361	4	386	386	NUM
easat-7814	361	5	edelweiss	edelweiss	PROPN
easat-7814	361	6	applied	apply	VERB
easat-7814	361	7	science	science	NOUN
easat-7814	361	8	and	and	CCONJ
easat-7814	361	9	technology	technology	NOUN
easat-7814	361	10	issn	issn	PROPN
easat-7814	361	11	:	:	PUNCT
easat-7814	361	12	2576	2576	NUM
easat-7814	361	13	-	-	SYM
easat-7814	361	14	8484	8484	NUM
easat-7814	361	15	vol	vol	NOUN
easat-7814	361	16	.	.	PROPN
easat-7814	362	1	9	9	NUM
easat-7814	362	2	,	,	PUNCT
easat-7814	362	3	no	no	INTJ
easat-7814	362	4	.	.	NOUN
easat-7814	363	1	6	6	NUM
easat-7814	363	2	:	:	SYM
easat-7814	363	3	370	370	NUM
easat-7814	363	4	-	-	SYM
easat-7814	363	5	395	395	NUM
easat-7814	363	6	,	,	PUNCT
easat-7814	363	7	2025	2025	NUM
easat-7814	363	8	doi	doi	NOUN
easat-7814	363	9	:	:	PUNCT
easat-7814	363	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	363	11	©	©	PROPN
easat-7814	363	12	2025	2025	NUM
easat-7814	363	13	by	by	ADP
easat-7814	363	14	the	the	DET
easat-7814	363	15	authors	author	NOUN
easat-7814	363	16	;	;	PUNCT
easat-7814	363	17	licensee	licensee	PROPN
easat-7814	363	18	learning	learning	PROPN
easat-7814	363	19	gate	gate	NOUN
easat-7814	363	20	machine	machine	NOUN
easat-7814	363	21	learning	learning	NOUN
easat-7814	363	22	(	(	PUNCT
easat-7814	363	23	automl	automl	NOUN
easat-7814	363	24	)	)	PUNCT
easat-7814	363	25	is	be	AUX
easat-7814	363	26	employed	employ	VERB
easat-7814	363	27	by	by	ADP
easat-7814	363	28	azure	azure	NOUN
easat-7814	363	29	ml	ml	NOUN
easat-7814	363	30	studio	studio	NOUN
easat-7814	363	31	to	to	PART
easat-7814	363	32	streamline	streamline	VERB
easat-7814	363	33	the	the	DET
easat-7814	363	34	model	model	NOUN
easat-7814	363	35	development	development	NOUN
easat-7814	363	36	process	process	NOUN
easat-7814	363	37	.	.	PUNCT
easat-7814	364	1	automl	automl	NOUN
easat-7814	364	2	performs	perform	VERB
easat-7814	364	3	an	an	DET
easat-7814	364	4	extensive	extensive	ADJ
easat-7814	364	5	and	and	CCONJ
easat-7814	364	6	iterative	iterative	NOUN
easat-7814	364	7	exploration	exploration	NOUN
easat-7814	364	8	of	of	ADP
easat-7814	364	9	machine	machine	NOUN
easat-7814	364	10	learning	learning	NOUN
easat-7814	364	11	algorithms	algorithm	NOUN
easat-7814	364	12	,	,	PUNCT
easat-7814	364	13	with	with	ADP
easat-7814	364	14	training	training	NOUN
easat-7814	364	15	and	and	CCONJ
easat-7814	364	16	optimization	optimization	NOUN
easat-7814	364	17	conducted	conduct	VERB
easat-7814	364	18	to	to	PART
easat-7814	364	19	produce	produce	VERB
easat-7814	364	20	high	high	ADJ
easat-7814	364	21	-	-	PUNCT
easat-7814	364	22	quality	quality	NOUN
easat-7814	364	23	models	model	NOUN
easat-7814	364	24	tailored	tailor	VERB
easat-7814	364	25	to	to	ADP
easat-7814	364	26	the	the	DET
easat-7814	364	27	dataset	dataset	NOUN
easat-7814	364	28	and	and	CCONJ
easat-7814	364	29	research	research	NOUN
easat-7814	364	30	objectives	objective	NOUN
easat-7814	364	31	.	.	PUNCT
easat-7814	365	1	during	during	ADP
easat-7814	365	2	the	the	DET
easat-7814	365	3	model	model	NOUN
easat-7814	365	4	development	development	NOUN
easat-7814	365	5	phase	phase	NOUN
easat-7814	365	6	,	,	PUNCT
easat-7814	365	7	various	various	ADJ
easat-7814	365	8	machine	machine	NOUN
easat-7814	365	9	learning	learn	VERB
easat-7814	365	10	algorithms	algorithm	NOUN
easat-7814	365	11	suitable	suitable	ADJ
easat-7814	365	12	for	for	ADP
easat-7814	365	13	classification	classification	NOUN
easat-7814	365	14	tasks	task	NOUN
easat-7814	365	15	are	be	AUX
easat-7814	365	16	evaluated	evaluate	VERB
easat-7814	365	17	by	by	ADP
easat-7814	365	18	azure	azure	ADJ
easat-7814	365	19	ml	ml	NOUN
easat-7814	365	20	studio	studio	NOUN
easat-7814	365	21	.	.	PUNCT
easat-7814	366	1	the	the	DET
easat-7814	366	2	best	well	ADV
easat-7814	366	3	-	-	PUNCT
easat-7814	366	4	performing	perform	VERB
easat-7814	366	5	models	model	NOUN
easat-7814	366	6	are	be	AUX
easat-7814	366	7	identified	identify	VERB
easat-7814	366	8	through	through	ADP
easat-7814	366	9	iterative	iterative	NOUN
easat-7814	366	10	hyperparameter	hyperparameter	NOUN
easat-7814	366	11	tuning	tuning	NOUN
easat-7814	366	12	,	,	PUNCT
easat-7814	366	13	which	which	PRON
easat-7814	366	14	is	be	AUX
easat-7814	366	15	employed	employ	VERB
easat-7814	366	16	to	to	PART
easat-7814	366	17	search	search	VERB
easat-7814	366	18	for	for	ADP
easat-7814	366	19	optimal	optimal	ADJ
easat-7814	366	20	combinations	combination	NOUN
easat-7814	366	21	to	to	PART
easat-7814	366	22	maximize	maximize	VERB
easat-7814	366	23	model	model	NOUN
easat-7814	366	24	performance	performance	NOUN
easat-7814	366	25	based	base	VERB
easat-7814	366	26	on	on	ADP
easat-7814	366	27	predefined	predefine	VERB
easat-7814	366	28	evaluation	evaluation	NOUN
easat-7814	366	29	metrics	metric	NOUN
easat-7814	366	30	.	.	PUNCT
easat-7814	367	1	approximately	approximately	ADV
easat-7814	367	2	45	45	NUM
easat-7814	367	3	minutes	minute	NOUN
easat-7814	367	4	were	be	AUX
easat-7814	367	5	taken	take	VERB
easat-7814	367	6	for	for	ADP
easat-7814	367	7	this	this	DET
easat-7814	367	8	process	process	NOUN
easat-7814	367	9	,	,	PUNCT
easat-7814	367	10	specific	specific	ADJ
easat-7814	367	11	to	to	ADP
easat-7814	367	12	this	this	DET
easat-7814	367	13	task	task	NOUN
easat-7814	367	14	,	,	PUNCT
easat-7814	367	15	due	due	ADP
easat-7814	367	16	to	to	ADP
easat-7814	367	17	the	the	DET
easat-7814	367	18	extensive	extensive	ADJ
easat-7814	367	19	search	search	NOUN
easat-7814	367	20	space	space	NOUN
easat-7814	367	21	explored	explore	VERB
easat-7814	367	22	during	during	ADP
easat-7814	367	23	hyperparameter	hyperparameter	NOUN
easat-7814	367	24	optimization	optimization	NOUN
easat-7814	367	25	.	.	PUNCT
easat-7814	368	1	ensemble	ensemble	ADJ
easat-7814	368	2	learning	learning	NOUN
easat-7814	368	3	techniques	technique	NOUN
easat-7814	368	4	,	,	PUNCT
easat-7814	368	5	such	such	ADJ
easat-7814	368	6	as	as	ADP
easat-7814	368	7	bagging	bagging	NOUN
easat-7814	368	8	,	,	PUNCT
easat-7814	368	9	boosting	boost	VERB
easat-7814	368	10	,	,	PUNCT
easat-7814	368	11	and	and	CCONJ
easat-7814	368	12	stacking	stacking	NOUN
easat-7814	368	13	,	,	PUNCT
easat-7814	368	14	are	be	AUX
easat-7814	368	15	also	also	ADV
easat-7814	368	16	leveraged	leverage	VERB
easat-7814	368	17	by	by	ADP
easat-7814	368	18	azure	azure	NOUN
easat-7814	368	19	ml	ml	NOUN
easat-7814	368	20	studio	studio	NOUN
easat-7814	368	21	to	to	PART
easat-7814	368	22	improve	improve	VERB
easat-7814	368	23	model	model	NOUN
easat-7814	368	24	performance	performance	NOUN
easat-7814	368	25	.	.	PUNCT
easat-7814	369	1	predictions	prediction	NOUN
easat-7814	369	2	from	from	ADP
easat-7814	369	3	multiple	multiple	ADJ
easat-7814	369	4	models	model	NOUN
easat-7814	369	5	are	be	AUX
easat-7814	369	6	combined	combine	VERB
easat-7814	369	7	by	by	ADP
easat-7814	369	8	ensemble	ensemble	ADJ
easat-7814	369	9	methods	method	NOUN
easat-7814	369	10	,	,	PUNCT
easat-7814	369	11	with	with	ADP
easat-7814	369	12	the	the	DET
easat-7814	369	13	diversity	diversity	NOUN
easat-7814	369	14	of	of	ADP
easat-7814	369	15	these	these	DET
easat-7814	369	16	models	model	NOUN
easat-7814	369	17	being	be	AUX
easat-7814	369	18	utilized	utilize	VERB
easat-7814	369	19	to	to	PART
easat-7814	369	20	achieve	achieve	VERB
easat-7814	369	21	improved	improved	ADJ
easat-7814	369	22	accuracy	accuracy	NOUN
easat-7814	369	23	and	and	CCONJ
easat-7814	369	24	generalizability	generalizability	NOUN
easat-7814	369	25	.	.	PUNCT
easat-7814	370	1	after	after	ADP
easat-7814	370	2	training	train	VERB
easat-7814	370	3	a	a	DET
easat-7814	370	4	set	set	NOUN
easat-7814	370	5	of	of	ADP
easat-7814	370	6	models	model	NOUN
easat-7814	370	7	,	,	PUNCT
easat-7814	370	8	evaluations	evaluation	NOUN
easat-7814	370	9	are	be	AUX
easat-7814	370	10	conducted	conduct	VERB
easat-7814	370	11	using	use	VERB
easat-7814	370	12	the	the	DET
easat-7814	370	13	test	test	NOUN
easat-7814	370	14	set	set	NOUN
easat-7814	370	15	,	,	PUNCT
easat-7814	370	16	and	and	CCONJ
easat-7814	370	17	rankings	ranking	NOUN
easat-7814	370	18	are	be	AUX
easat-7814	370	19	assigned	assign	VERB
easat-7814	370	20	based	base	VERB
easat-7814	370	21	on	on	ADP
easat-7814	370	22	performance	performance	NOUN
easat-7814	370	23	metrics	metric	NOUN
easat-7814	370	24	,	,	PUNCT
easat-7814	370	25	including	include	VERB
easat-7814	370	26	accuracy	accuracy	NOUN
easat-7814	370	27	,	,	PUNCT
easat-7814	370	28	precision	precision	NOUN
easat-7814	370	29	,	,	PUNCT
easat-7814	370	30	recall	recall	NOUN
easat-7814	370	31	,	,	PUNCT
easat-7814	370	32	and	and	CCONJ
easat-7814	370	33	f1	f1	NOUN
easat-7814	370	34	-	-	PUNCT
easat-7814	370	35	score	score	NOUN
easat-7814	370	36	.	.	PUNCT
easat-7814	371	1	5	5	X
easat-7814	371	2	.	.	X
easat-7814	371	3	modeling	model	VERB
easat-7814	371	4	outcomes	outcome	NOUN
easat-7814	371	5	,	,	PUNCT
easat-7814	371	6	feature	feature	NOUN
easat-7814	371	7	insights	insight	NOUN
easat-7814	371	8	,	,	PUNCT
easat-7814	371	9	and	and	CCONJ
easat-7814	371	10	evaluation	evaluation	NOUN
easat-7814	371	11	in	in	ADP
easat-7814	371	12	this	this	DET
easat-7814	371	13	section	section	NOUN
easat-7814	371	14	,	,	PUNCT
easat-7814	371	15	the	the	DET
easat-7814	371	16	results	result	NOUN
easat-7814	371	17	obtained	obtain	VERB
easat-7814	371	18	will	will	AUX
easat-7814	371	19	be	be	AUX
easat-7814	371	20	analyzed	analyze	VERB
easat-7814	371	21	,	,	PUNCT
easat-7814	371	22	and	and	CCONJ
easat-7814	371	23	potential	potential	ADJ
easat-7814	371	24	improvements	improvement	NOUN
easat-7814	371	25	for	for	ADP
easat-7814	371	26	future	future	ADJ
easat-7814	371	27	research	research	NOUN
easat-7814	371	28	will	will	AUX
easat-7814	371	29	be	be	AUX
easat-7814	371	30	suggested	suggest	VERB
easat-7814	371	31	.	.	PUNCT
easat-7814	372	1	5.1	5.1	NUM
easat-7814	372	2	.	.	PUNCT
easat-7814	372	3	model	model	NOUN
easat-7814	372	4	performance	performance	NOUN
easat-7814	372	5	and	and	CCONJ
easat-7814	372	6	evaluation	evaluation	NOUN
easat-7814	372	7	metrics	metric	NOUN
easat-7814	372	8	the	the	DET
easat-7814	372	9	importance	importance	NOUN
easat-7814	372	10	of	of	ADP
easat-7814	372	11	robust	robust	ADJ
easat-7814	372	12	performance	performance	NOUN
easat-7814	372	13	metrics	metric	NOUN
easat-7814	372	14	in	in	ADP
easat-7814	372	15	assessing	assess	VERB
easat-7814	372	16	the	the	DET
easat-7814	372	17	efficacy	efficacy	NOUN
easat-7814	372	18	of	of	ADP
easat-7814	372	19	machine	machine	NOUN
easat-7814	372	20	learning	learn	VERB
easat-7814	372	21	algorithms	algorithm	NOUN
easat-7814	372	22	is	be	AUX
easat-7814	372	23	highlighted	highlight	VERB
easat-7814	372	24	by	by	ADP
easat-7814	372	25	the	the	DET
easat-7814	372	26	results	result	NOUN
easat-7814	372	27	obtained	obtain	VERB
easat-7814	372	28	from	from	ADP
easat-7814	372	29	the	the	DET
easat-7814	372	30	modeling	modeling	NOUN
easat-7814	372	31	process	process	NOUN
easat-7814	372	32	.	.	PUNCT
easat-7814	373	1	the	the	DET
easat-7814	373	2	effectiveness	effectiveness	NOUN
easat-7814	373	3	of	of	ADP
easat-7814	373	4	various	various	ADJ
easat-7814	373	5	classification	classification	NOUN
easat-7814	373	6	models	model	NOUN
easat-7814	373	7	was	be	AUX
easat-7814	373	8	determined	determine	VERB
easat-7814	373	9	by	by	ADP
easat-7814	373	10	comprehensively	comprehensively	ADV
easat-7814	373	11	examining	examine	VERB
easat-7814	373	12	metrics	metric	NOUN
easat-7814	373	13	such	such	ADJ
easat-7814	373	14	as	as	ADP
easat-7814	373	15	accuracy	accuracy	NOUN
easat-7814	373	16	,	,	PUNCT
easat-7814	373	17	precision	precision	NOUN
easat-7814	373	18	,	,	PUNCT
easat-7814	373	19	recall	recall	NOUN
easat-7814	373	20	,	,	PUNCT
easat-7814	373	21	and	and	CCONJ
easat-7814	373	22	f1	f1	PROPN
easat-7814	373	23	score	score	NOUN
easat-7814	373	24	.	.	PUNCT
easat-7814	374	1	the	the	DET
easat-7814	374	2	most	most	ADV
easat-7814	374	3	effective	effective	ADJ
easat-7814	374	4	algorithms	algorithm	NOUN
easat-7814	374	5	for	for	ADP
easat-7814	374	6	predicting	predict	VERB
easat-7814	374	7	the	the	DET
easat-7814	374	8	"	"	PUNCT
easat-7814	374	9	final	final	ADJ
easat-7814	374	10	grade	grade	NOUN
easat-7814	374	11	"	"	PUNCT
easat-7814	374	12	target	target	NOUN
easat-7814	374	13	variable	variable	NOUN
easat-7814	374	14	were	be	AUX
easat-7814	374	15	identified	identify	VERB
easat-7814	374	16	by	by	ADP
easat-7814	374	17	comparing	compare	VERB
easat-7814	374	18	these	these	DET
easat-7814	374	19	metrics	metric	NOUN
easat-7814	374	20	.	.	PUNCT
easat-7814	375	1	the	the	DET
easat-7814	375	2	voting	vote	VERB
easat-7814	375	3	ensemble	ensemble	NOUN
easat-7814	375	4	's	's	PART
easat-7814	375	5	best	well	ADV
easat-7814	375	6	-	-	PUNCT
easat-7814	375	7	performing	perform	VERB
easat-7814	375	8	model	model	NOUN
easat-7814	375	9	achieved	achieve	VERB
easat-7814	375	10	an	an	DET
easat-7814	375	11	f1	f1	ADJ
easat-7814	375	12	score	score	NOUN
easat-7814	375	13	of	of	ADP
easat-7814	375	14	0.836	0.836	NUM
easat-7814	375	15	and	and	CCONJ
easat-7814	375	16	an	an	DET
easat-7814	375	17	auc	auc	NOUN
easat-7814	375	18	(	(	PUNCT
easat-7814	375	19	area	area	NOUN
easat-7814	375	20	under	under	ADP
easat-7814	375	21	the	the	DET
easat-7814	375	22	curve	curve	NOUN
easat-7814	375	23	)	)	PUNCT
easat-7814	375	24	of	of	ADP
easat-7814	375	25	0.973	0.973	NUM
easat-7814	375	26	,	,	PUNCT
easat-7814	375	27	indicative	indicative	ADJ
easat-7814	375	28	of	of	ADP
easat-7814	375	29	excellent	excellent	ADJ
easat-7814	375	30	model	model	NOUN
easat-7814	375	31	performance	performance	NOUN
easat-7814	375	32	in	in	ADP
easat-7814	375	33	distinguishing	distinguish	VERB
easat-7814	375	34	between	between	ADP
easat-7814	375	35	positive	positive	ADJ
easat-7814	375	36	and	and	CCONJ
easat-7814	375	37	negative	negative	ADJ
easat-7814	375	38	classes	class	NOUN
easat-7814	375	39	.	.	PUNCT
easat-7814	376	1	the	the	DET
easat-7814	376	2	precision	precision	NOUN
easat-7814	376	3	-	-	PUNCT
easat-7814	376	4	recall	recall	NOUN
easat-7814	376	5	curve	curve	NOUN
easat-7814	376	6	balances	balance	NOUN
easat-7814	376	7	precision	precision	NOUN
easat-7814	376	8	(	(	PUNCT
easat-7814	376	9	the	the	DET
easat-7814	376	10	accuracy	accuracy	NOUN
easat-7814	376	11	of	of	ADP
easat-7814	376	12	optimistic	optimistic	ADJ
easat-7814	376	13	predictions	prediction	NOUN
easat-7814	376	14	)	)	PUNCT
easat-7814	376	15	and	and	CCONJ
easat-7814	376	16	recall	recall	NOUN
easat-7814	376	17	(	(	PUNCT
easat-7814	376	18	the	the	DET
easat-7814	376	19	proportion	proportion	NOUN
easat-7814	376	20	of	of	ADP
easat-7814	376	21	true	true	ADJ
easat-7814	376	22	positive	positive	ADJ
easat-7814	376	23	cases	case	NOUN
easat-7814	376	24	identified	identify	VERB
easat-7814	376	25	)	)	PUNCT
easat-7814	376	26	.	.	PUNCT
easat-7814	377	1	the	the	DET
easat-7814	377	2	confusion	confusion	NOUN
easat-7814	377	3	matrix	matrix	NOUN
easat-7814	377	4	further	far	ADV
easat-7814	377	5	confirms	confirm	VERB
easat-7814	377	6	the	the	DET
easat-7814	377	7	model	model	NOUN
easat-7814	377	8	's	's	PART
easat-7814	377	9	reliability	reliability	NOUN
easat-7814	377	10	,	,	PUNCT
easat-7814	377	11	with	with	ADP
easat-7814	377	12	109	109	NUM
easat-7814	377	13	out	out	ADP
easat-7814	377	14	of	of	ADP
easat-7814	377	15	130	130	NUM
easat-7814	377	16	test	test	NOUN
easat-7814	377	17	instances	instance	NOUN
easat-7814	377	18	being	be	AUX
easat-7814	377	19	correctly	correctly	ADV
easat-7814	377	20	classified	classify	VERB
easat-7814	377	21	,	,	PUNCT
easat-7814	377	22	resulting	result	VERB
easat-7814	377	23	in	in	ADP
easat-7814	377	24	an	an	DET
easat-7814	377	25	accuracy	accuracy	NOUN
easat-7814	377	26	of	of	ADP
easat-7814	377	27	83.85	83.85	NUM
easat-7814	377	28	%	%	NOUN
easat-7814	377	29	.	.	PUNCT
easat-7814	378	1	5.2	5.2	NUM
easat-7814	378	2	.	.	PUNCT
easat-7814	379	1	feature	feature	NOUN
easat-7814	379	2	importance	importance	NOUN
easat-7814	379	3	and	and	CCONJ
easat-7814	379	4	interpretation	interpretation	VERB
easat-7814	379	5	the	the	DET
easat-7814	379	6	importance	importance	NOUN
easat-7814	379	7	of	of	ADP
easat-7814	379	8	features	feature	NOUN
easat-7814	379	9	is	be	AUX
easat-7814	379	10	understood	understand	VERB
easat-7814	379	11	to	to	PART
easat-7814	379	12	be	be	AUX
easat-7814	379	13	critical	critical	ADJ
easat-7814	379	14	for	for	ADP
easat-7814	379	15	interpreting	interpret	VERB
easat-7814	379	16	the	the	DET
easat-7814	379	17	model	model	NOUN
easat-7814	379	18	's	's	PART
easat-7814	379	19	predictions	prediction	NOUN
easat-7814	379	20	and	and	CCONJ
easat-7814	379	21	refining	refine	VERB
easat-7814	379	22	future	future	NOUN
easat-7814	379	23	modeling	modeling	NOUN
easat-7814	379	24	approaches	approach	NOUN
easat-7814	379	25	.	.	PUNCT
easat-7814	380	1	the	the	DET
easat-7814	380	2	multiclass	multiclass	ADJ
easat-7814	380	3	classification	classification	NOUN
easat-7814	380	4	models	model	NOUN
easat-7814	380	5	were	be	AUX
easat-7814	380	6	utilized	utilize	VERB
easat-7814	380	7	to	to	PART
easat-7814	380	8	address	address	VERB
easat-7814	380	9	the	the	DET
easat-7814	380	10	multi	multi	ADJ
easat-7814	380	11	-	-	ADJ
easat-7814	380	12	category	category	ADJ
easat-7814	380	13	nature	nature	NOUN
easat-7814	380	14	of	of	ADP
easat-7814	380	15	the	the	DET
easat-7814	380	16	"	"	PUNCT
easat-7814	380	17	final	final	ADJ
easat-7814	380	18	grade	grade	NOUN
easat-7814	380	19	"	"	PUNCT
easat-7814	380	20	target	target	NOUN
easat-7814	380	21	variable	variable	NOUN
easat-7814	380	22	.	.	PUNCT
easat-7814	381	1	an	an	DET
easat-7814	381	2	independent	independent	ADJ
easat-7814	381	3	feature	feature	NOUN
easat-7814	381	4	importance	importance	NOUN
easat-7814	381	5	vector	vector	NOUN
easat-7814	381	6	was	be	AUX
easat-7814	381	7	generated	generate	VERB
easat-7814	381	8	by	by	ADP
easat-7814	381	9	each	each	DET
easat-7814	381	10	class	class	NOUN
easat-7814	381	11	,	,	PUNCT
easat-7814	381	12	allowing	allow	VERB
easat-7814	381	13	for	for	ADP
easat-7814	381	14	a	a	DET
easat-7814	381	15	detailed	detailed	ADJ
easat-7814	381	16	understanding	understanding	NOUN
easat-7814	381	17	of	of	ADP
easat-7814	381	18	which	which	PRON
easat-7814	381	19	features	feature	NOUN
easat-7814	381	20	were	be	AUX
easat-7814	381	21	most	most	ADV
easat-7814	381	22	significantly	significantly	ADV
easat-7814	381	23	influenced	influence	VERB
easat-7814	381	24	by	by	ADP
easat-7814	381	25	each	each	DET
easat-7814	381	26	grade	grade	NOUN
easat-7814	381	27	category	category	NOUN
easat-7814	381	28	.	.	PUNCT
easat-7814	382	1	the	the	DET
easat-7814	382	2	aggregate	aggregate	ADJ
easat-7814	382	3	importance	importance	NOUN
easat-7814	382	4	of	of	ADP
easat-7814	382	5	features	feature	NOUN
easat-7814	382	6	was	be	AUX
easat-7814	382	7	determined	determine	VERB
easat-7814	382	8	by	by	ADP
easat-7814	382	9	averaging	average	VERB
easat-7814	382	10	the	the	DET
easat-7814	382	11	absolute	absolute	ADJ
easat-7814	382	12	values	value	NOUN
easat-7814	382	13	of	of	ADP
easat-7814	382	14	their	their	PRON
easat-7814	382	15	importance	importance	NOUN
easat-7814	382	16	across	across	ADP
easat-7814	382	17	all	all	DET
easat-7814	382	18	classes	class	NOUN
easat-7814	382	19	,	,	PUNCT
easat-7814	382	20	as	as	SCONJ
easat-7814	382	21	illustrated	illustrate	VERB
easat-7814	382	22	in	in	ADP
easat-7814	382	23	figure	figure	NOUN
easat-7814	382	24	7	7	NUM
easat-7814	382	25	.	.	PUNCT
easat-7814	383	1	the	the	DET
easat-7814	383	2	grade	grade	NOUN
easat-7814	383	3	achieved	achieve	VERB
easat-7814	383	4	in	in	ADP
easat-7814	383	5	the	the	DET
easat-7814	383	6	second	second	ADJ
easat-7814	383	7	math	math	NOUN
easat-7814	383	8	test	test	NOUN
easat-7814	383	9	(	(	PUNCT
easat-7814	383	10	g2	g2	PROPN
easat-7814	383	11	)	)	PUNCT
easat-7814	383	12	was	be	AUX
easat-7814	383	13	identified	identify	VERB
easat-7814	383	14	as	as	ADP
easat-7814	383	15	the	the	DET
easat-7814	383	16	most	most	ADV
easat-7814	383	17	influential	influential	ADJ
easat-7814	383	18	feature	feature	NOUN
easat-7814	383	19	,	,	PUNCT
easat-7814	383	20	with	with	ADP
easat-7814	383	21	an	an	DET
easat-7814	383	22	importance	importance	NOUN
easat-7814	383	23	value	value	NOUN
easat-7814	383	24	of	of	ADP
easat-7814	383	25	2.15445	2.15445	NUM
easat-7814	383	26	.	.	PUNCT
easat-7814	384	1	the	the	DET
easat-7814	384	2	grade	grade	NOUN
easat-7814	384	3	from	from	ADP
easat-7814	384	4	the	the	DET
easat-7814	384	5	first	first	ADJ
easat-7814	384	6	math	math	NOUN
easat-7814	384	7	test	test	NOUN
easat-7814	384	8	(	(	PUNCT
easat-7814	384	9	g1	g1	PROPN
easat-7814	384	10	)	)	PUNCT
easat-7814	384	11	was	be	AUX
easat-7814	384	12	followed	follow	VERB
easat-7814	384	13	by	by	ADP
easat-7814	384	14	an	an	DET
easat-7814	384	15	importance	importance	NOUN
easat-7814	384	16	value	value	NOUN
easat-7814	384	17	of	of	ADP
easat-7814	384	18	0.73537	0.73537	NUM
easat-7814	384	19	,	,	PUNCT
easat-7814	384	20	and	and	CCONJ
easat-7814	384	21	the	the	DET
easat-7814	384	22	number	number	NOUN
easat-7814	384	23	of	of	ADP
easat-7814	384	24	school	school	NOUN
easat-7814	384	25	absences	absence	NOUN
easat-7814	384	26	was	be	AUX
easat-7814	384	27	noted	note	VERB
easat-7814	384	28	as	as	ADP
easat-7814	384	29	0.35636	0.35636	NUM
easat-7814	384	30	.	.	PUNCT
easat-7814	385	1	other	other	ADJ
easat-7814	385	2	significant	significant	ADJ
easat-7814	385	3	features	feature	NOUN
easat-7814	385	4	were	be	AUX
easat-7814	385	5	identified	identify	VERB
easat-7814	385	6	,	,	PUNCT
easat-7814	385	7	including	include	VERB
easat-7814	385	8	family	family	NOUN
easat-7814	385	9	size	size	NOUN
easat-7814	385	10	(	(	PUNCT
easat-7814	385	11	famsize_gt3	famsize_gt3	ADV
easat-7814	385	12	:	:	PUNCT
easat-7814	385	13	0.18699	0.18699	NUM
easat-7814	385	14	)	)	PUNCT
easat-7814	385	15	,	,	PUNCT
easat-7814	385	16	student	student	NOUN
easat-7814	385	17	age	age	NOUN
easat-7814	385	18	(	(	PUNCT
easat-7814	385	19	age	age	NOUN
easat-7814	385	20	:	:	PUNCT
easat-7814	385	21	0.1852	0.1852	NUM
easat-7814	385	22	)	)	PUNCT
easat-7814	385	23	,	,	PUNCT
easat-7814	385	24	and	and	CCONJ
easat-7814	385	25	health	health	NOUN
easat-7814	385	26	status	status	NOUN
easat-7814	385	27	(	(	PUNCT
easat-7814	385	28	health	health	NOUN
easat-7814	385	29	:	:	PUNCT
easat-7814	385	30	0.16891	0.16891	NUM
easat-7814	385	31	)	)	PUNCT
easat-7814	385	32	.	.	PUNCT
easat-7814	386	1	behavioral	behavioral	ADJ
easat-7814	386	2	and	and	CCONJ
easat-7814	386	3	environmental	environmental	ADJ
easat-7814	386	4	factors	factor	NOUN
easat-7814	386	5	were	be	AUX
easat-7814	386	6	identified	identify	VERB
easat-7814	386	7	as	as	ADP
easat-7814	386	8	influencing	influence	VERB
easat-7814	386	9	elements	element	NOUN
easat-7814	386	10	,	,	PUNCT
easat-7814	386	11	including	include	VERB
easat-7814	386	12	weekend	weekend	NOUN
easat-7814	386	13	alcohol	alcohol	NOUN
easat-7814	386	14	consumption	consumption	NOUN
easat-7814	386	15	(	(	PUNCT
easat-7814	386	16	walc	walc	NOUN
easat-7814	386	17	:	:	PUNCT
easat-7814	386	18	0.16239	0.16239	NUM
easat-7814	386	19	)	)	PUNCT
easat-7814	386	20	,	,	PUNCT
easat-7814	386	21	mother	mother	NOUN
easat-7814	386	22	's	's	PART
easat-7814	386	23	education	education	NOUN
easat-7814	386	24	(	(	PUNCT
easat-7814	386	25	medu	medu	PROPN
easat-7814	386	26	:	:	PUNCT
easat-7814	386	27	0.16233	0.16233	NUM
easat-7814	386	28	)	)	PUNCT
easat-7814	386	29	,	,	PUNCT
easat-7814	386	30	frequency	frequency	NOUN
easat-7814	386	31	of	of	ADP
easat-7814	386	32	going	go	VERB
easat-7814	386	33	out	out	ADP
easat-7814	386	34	with	with	ADP
easat-7814	386	35	friends	friend	NOUN
easat-7814	386	36	(	(	PUNCT
easat-7814	386	37	goout	goout	NOUN
easat-7814	386	38	:	:	PUNCT
easat-7814	386	39	0.15822	0.15822	NUM
easat-7814	386	40	)	)	PUNCT
easat-7814	386	41	,	,	PUNCT
easat-7814	386	42	and	and	CCONJ
easat-7814	386	43	father	father	NOUN
easat-7814	386	44	's	's	PART
easat-7814	386	45	job	job	NOUN
easat-7814	386	46	category	category	NOUN
easat-7814	386	47	(	(	PUNCT
easat-7814	386	48	fjob_other	fjob_other	ADV
easat-7814	386	49	:	:	PUNCT
easat-7814	386	50	0.14869	0.14869	NUM
easat-7814	386	51	)	)	PUNCT
easat-7814	386	52	.	.	PUNCT
easat-7814	387	1	387	387	NUM
easat-7814	387	2	edelweiss	edelweiss	PROPN
easat-7814	387	3	applied	apply	VERB
easat-7814	387	4	science	science	NOUN
easat-7814	387	5	and	and	CCONJ
easat-7814	387	6	technology	technology	NOUN
easat-7814	387	7	issn	issn	PROPN
easat-7814	387	8	:	:	PUNCT
easat-7814	387	9	2576	2576	NUM
easat-7814	387	10	-	-	SYM
easat-7814	387	11	8484	8484	NUM
easat-7814	387	12	vol	vol	NOUN
easat-7814	387	13	.	.	PROPN
easat-7814	388	1	9	9	NUM
easat-7814	388	2	,	,	PUNCT
easat-7814	388	3	no	no	INTJ
easat-7814	388	4	.	.	NOUN
easat-7814	389	1	6	6	NUM
easat-7814	389	2	:	:	SYM
easat-7814	389	3	370	370	NUM
easat-7814	389	4	-	-	SYM
easat-7814	389	5	395	395	NUM
easat-7814	389	6	,	,	PUNCT
easat-7814	389	7	2025	2025	NUM
easat-7814	389	8	doi	doi	NOUN
easat-7814	389	9	:	:	PUNCT
easat-7814	389	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	389	11	©	©	PROPN
easat-7814	389	12	2025	2025	NUM
easat-7814	389	13	by	by	ADP
easat-7814	389	14	the	the	DET
easat-7814	389	15	authors	author	NOUN
easat-7814	389	16	;	;	PUNCT
easat-7814	389	17	licensee	licensee	PROPN
easat-7814	389	18	learning	learn	VERB
easat-7814	389	19	gate	gate	NOUN
easat-7814	389	20	figure	figure	NOUN
easat-7814	389	21	7	7	NUM
easat-7814	389	22	.	.	PUNCT
easat-7814	389	23	top	top	ADJ
easat-7814	389	24	10	10	NUM
easat-7814	389	25	features	feature	NOUN
easat-7814	389	26	ranked	rank	VERB
easat-7814	389	27	by	by	ADP
easat-7814	389	28	their	their	PRON
easat-7814	389	29	importance	importance	NOUN
easat-7814	389	30	on	on	ADP
easat-7814	389	31	average	average	NOUN
easat-7814	389	32	among	among	ADP
easat-7814	389	33	all	all	DET
easat-7814	389	34	classes	class	NOUN
easat-7814	389	35	.	.	PUNCT
easat-7814	390	1	further	further	ADJ
easat-7814	390	2	analysis	analysis	NOUN
easat-7814	390	3	was	be	AUX
easat-7814	390	4	conducted	conduct	VERB
easat-7814	390	5	on	on	ADP
easat-7814	390	6	the	the	DET
easat-7814	390	7	importance	importance	NOUN
easat-7814	390	8	of	of	ADP
easat-7814	390	9	features	feature	NOUN
easat-7814	390	10	for	for	ADP
easat-7814	390	11	specific	specific	ADJ
easat-7814	390	12	classes	class	NOUN
easat-7814	390	13	,	,	PUNCT
easat-7814	390	14	such	such	ADJ
easat-7814	390	15	as	as	ADP
easat-7814	390	16	grade	grade	NOUN
easat-7814	390	17	1	1	NUM
easat-7814	390	18	,	,	PUNCT
easat-7814	390	19	and	and	CCONJ
easat-7814	390	20	additional	additional	ADJ
easat-7814	390	21	insights	insight	NOUN
easat-7814	390	22	were	be	AUX
easat-7814	390	23	revealed	reveal	VERB
easat-7814	390	24	.	.	PUNCT
easat-7814	391	1	for	for	ADP
easat-7814	391	2	instance	instance	NOUN
easat-7814	391	3	,	,	PUNCT
easat-7814	391	4	it	it	PRON
easat-7814	391	5	is	be	AUX
easat-7814	391	6	shown	show	VERB
easat-7814	391	7	in	in	ADP
easat-7814	391	8	figure	figure	NOUN
easat-7814	391	9	8	8	NUM
easat-7814	391	10	that	that	SCONJ
easat-7814	391	11	the	the	DET
easat-7814	391	12	results	result	NOUN
easat-7814	391	13	of	of	ADP
easat-7814	391	14	the	the	DET
easat-7814	391	15	first	first	ADJ
easat-7814	391	16	math	math	NOUN
easat-7814	391	17	test	test	NOUN
easat-7814	391	18	(	(	PUNCT
easat-7814	391	19	g1	g1	PROPN
easat-7814	391	20	:	:	PUNCT
easat-7814	391	21	0.97	0.97	NUM
easat-7814	391	22	)	)	PUNCT
easat-7814	391	23	and	and	CCONJ
easat-7814	391	24	the	the	DET
easat-7814	391	25	number	number	NOUN
easat-7814	391	26	of	of	ADP
easat-7814	391	27	school	school	NOUN
easat-7814	391	28	absences	absence	NOUN
easat-7814	391	29	(	(	PUNCT
easat-7814	391	30	0.6	0.6	NUM
easat-7814	391	31	)	)	PUNCT
easat-7814	391	32	were	be	AUX
easat-7814	391	33	identified	identify	VERB
easat-7814	391	34	as	as	ADP
easat-7814	391	35	the	the	DET
easat-7814	391	36	most	most	ADV
easat-7814	391	37	critical	critical	ADJ
easat-7814	391	38	predictors	predictor	NOUN
easat-7814	391	39	for	for	ADP
easat-7814	391	40	students	student	NOUN
easat-7814	391	41	in	in	ADP
easat-7814	391	42	this	this	DET
easat-7814	391	43	grade	grade	NOUN
easat-7814	391	44	category	category	NOUN
easat-7814	391	45	.	.	PUNCT
easat-7814	392	1	figure	figure	VERB
easat-7814	392	2	8	8	NUM
easat-7814	392	3	.	.	PUNCT
easat-7814	393	1	top	top	ADJ
easat-7814	393	2	15	15	NUM
easat-7814	393	3	features	feature	NOUN
easat-7814	393	4	ranked	rank	VERB
easat-7814	393	5	by	by	ADP
easat-7814	393	6	their	their	PRON
easat-7814	393	7	importance	importance	NOUN
easat-7814	393	8	on	on	ADP
easat-7814	393	9	the	the	DET
easat-7814	393	10	final	final	ADJ
easat-7814	393	11	grade	grade	NOUN
easat-7814	393	12	1	1	NUM
easat-7814	393	13	.	.	PUNCT
easat-7814	393	14	388	388	NUM
easat-7814	393	15	edelweiss	edelweiss	PROPN
easat-7814	393	16	applied	apply	VERB
easat-7814	393	17	science	science	NOUN
easat-7814	393	18	and	and	CCONJ
easat-7814	393	19	technology	technology	NOUN
easat-7814	393	20	issn	issn	PROPN
easat-7814	393	21	:	:	PUNCT
easat-7814	393	22	2576	2576	NUM
easat-7814	393	23	-	-	SYM
easat-7814	393	24	8484	8484	NUM
easat-7814	393	25	vol	vol	NOUN
easat-7814	393	26	.	.	PROPN
easat-7814	394	1	9	9	NUM
easat-7814	394	2	,	,	PUNCT
easat-7814	394	3	no	no	INTJ
easat-7814	394	4	.	.	NOUN
easat-7814	395	1	6	6	NUM
easat-7814	395	2	:	:	SYM
easat-7814	395	3	370	370	NUM
easat-7814	395	4	-	-	SYM
easat-7814	395	5	395	395	NUM
easat-7814	395	6	,	,	PUNCT
easat-7814	395	7	2025	2025	NUM
easat-7814	395	8	doi	doi	NOUN
easat-7814	395	9	:	:	PUNCT
easat-7814	395	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	395	11	©	©	PROPN
easat-7814	395	12	2025	2025	NUM
easat-7814	395	13	by	by	ADP
easat-7814	395	14	the	the	DET
easat-7814	395	15	authors	author	NOUN
easat-7814	395	16	;	;	PUNCT
easat-7814	395	17	licensee	licensee	PROPN
easat-7814	395	18	learning	learning	NOUN
easat-7814	395	19	gate	gate	VERB
easat-7814	395	20	the	the	DET
easat-7814	395	21	grade	grade	NOUN
easat-7814	395	22	from	from	ADP
easat-7814	395	23	the	the	DET
easat-7814	395	24	first	first	ADJ
easat-7814	395	25	math	math	NOUN
easat-7814	395	26	test	test	NOUN
easat-7814	395	27	(	(	PUNCT
easat-7814	395	28	g1	g1	PROPN
easat-7814	395	29	)	)	PUNCT
easat-7814	395	30	is	be	AUX
easat-7814	395	31	the	the	DET
easat-7814	395	32	most	most	ADV
easat-7814	395	33	significant	significant	ADJ
easat-7814	395	34	predictor	predictor	NOUN
easat-7814	395	35	,	,	PUNCT
easat-7814	395	36	followed	follow	VERB
easat-7814	395	37	by	by	ADP
easat-7814	395	38	the	the	DET
easat-7814	395	39	number	number	NOUN
easat-7814	395	40	of	of	ADP
easat-7814	395	41	school	school	NOUN
easat-7814	395	42	absences	absence	NOUN
easat-7814	395	43	and	and	CCONJ
easat-7814	395	44	the	the	DET
easat-7814	395	45	grade	grade	NOUN
easat-7814	395	46	from	from	ADP
easat-7814	395	47	the	the	DET
easat-7814	395	48	second	second	ADJ
easat-7814	395	49	math	math	NOUN
easat-7814	395	50	test	test	NOUN
easat-7814	395	51	(	(	PUNCT
easat-7814	395	52	g2	g2	PROPN
easat-7814	395	53	)	)	PUNCT
easat-7814	395	54	.	.	PUNCT
easat-7814	396	1	these	these	DET
easat-7814	396	2	three	three	NUM
easat-7814	396	3	features	feature	NOUN
easat-7814	396	4	collectively	collectively	ADV
easat-7814	396	5	strongly	strongly	ADV
easat-7814	396	6	impact	impact	VERB
easat-7814	396	7	the	the	DET
easat-7814	396	8	model	model	NOUN
easat-7814	396	9	's	's	PART
easat-7814	396	10	predictive	predictive	ADJ
easat-7814	396	11	capabilities	capability	NOUN
easat-7814	396	12	.	.	PUNCT
easat-7814	397	1	factors	factor	NOUN
easat-7814	397	2	considered	consider	VERB
easat-7814	397	3	moderately	moderately	ADV
easat-7814	397	4	important	important	ADJ
easat-7814	397	5	include	include	VERB
easat-7814	397	6	prior	prior	ADJ
easat-7814	397	7	class	class	NOUN
easat-7814	397	8	failures	failure	NOUN
easat-7814	397	9	,	,	PUNCT
easat-7814	397	10	the	the	DET
easat-7814	397	11	reason	reason	NOUN
easat-7814	397	12	for	for	ADP
easat-7814	397	13	course	course	NOUN
easat-7814	397	14	selection	selection	NOUN
easat-7814	397	15	,	,	PUNCT
easat-7814	397	16	daily	daily	ADJ
easat-7814	397	17	alcohol	alcohol	NOUN
easat-7814	397	18	consumption	consumption	NOUN
easat-7814	397	19	(	(	PUNCT
easat-7814	397	20	dalc	dalc	PROPN
easat-7814	397	21	)	)	PUNCT
easat-7814	397	22	,	,	PUNCT
easat-7814	397	23	and	and	CCONJ
easat-7814	397	24	participation	participation	NOUN
easat-7814	397	25	in	in	ADP
easat-7814	397	26	extracurricular	extracurricular	ADJ
easat-7814	397	27	activities	activity	NOUN
easat-7814	397	28	,	,	PUNCT
easat-7814	397	29	which	which	PRON
easat-7814	397	30	are	be	AUX
easat-7814	397	31	reflected	reflect	VERB
easat-7814	397	32	in	in	ADP
easat-7814	397	33	the	the	DET
easat-7814	397	34	influence	influence	NOUN
easat-7814	397	35	of	of	ADP
easat-7814	397	36	behavioral	behavioral	ADJ
easat-7814	397	37	and	and	CCONJ
easat-7814	397	38	environmental	environmental	ADJ
easat-7814	397	39	variables	variable	NOUN
easat-7814	397	40	.	.	PUNCT
easat-7814	398	1	it	it	PRON
easat-7814	398	2	was	be	AUX
easat-7814	398	3	found	find	VERB
easat-7814	398	4	that	that	SCONJ
easat-7814	398	5	features	feature	VERB
easat-7814	398	6	such	such	ADJ
easat-7814	398	7	as	as	ADP
easat-7814	398	8	study	study	NOUN
easat-7814	398	9	time	time	NOUN
easat-7814	398	10	,	,	PUNCT
easat-7814	398	11	gender	gender	NOUN
easat-7814	398	12	(	(	PUNCT
easat-7814	398	13	sex_f	sex_f	PROPN
easat-7814	398	14	)	)	PUNCT
easat-7814	398	15	,	,	PUNCT
easat-7814	398	16	and	and	CCONJ
easat-7814	398	17	parental	parental	ADJ
easat-7814	398	18	education	education	NOUN
easat-7814	398	19	(	(	PUNCT
easat-7814	398	20	fedu	fedu	PROPN
easat-7814	398	21	)	)	PUNCT
easat-7814	398	22	have	have	VERB
easat-7814	398	23	a	a	DET
easat-7814	398	24	comparatively	comparatively	ADV
easat-7814	398	25	weaker	weak	ADJ
easat-7814	398	26	influence	influence	NOUN
easat-7814	398	27	,	,	PUNCT
easat-7814	398	28	indicating	indicate	VERB
easat-7814	398	29	a	a	DET
easat-7814	398	30	lesser	less	ADJ
easat-7814	398	31	direct	direct	ADJ
easat-7814	398	32	relationship	relationship	NOUN
easat-7814	398	33	with	with	ADP
easat-7814	398	34	academic	academic	ADJ
easat-7814	398	35	outcomes	outcome	NOUN
easat-7814	398	36	.	.	PUNCT
easat-7814	399	1	insights	insight	NOUN
easat-7814	399	2	into	into	ADP
easat-7814	399	3	the	the	DET
easat-7814	399	4	factors	factor	NOUN
easat-7814	399	5	most	most	ADV
easat-7814	399	6	strongly	strongly	ADV
easat-7814	399	7	associated	associate	VERB
easat-7814	399	8	with	with	ADP
easat-7814	399	9	student	student	NOUN
easat-7814	399	10	performance	performance	NOUN
easat-7814	399	11	are	be	AUX
easat-7814	399	12	provided	provide	VERB
easat-7814	399	13	by	by	ADP
easat-7814	399	14	this	this	DET
easat-7814	399	15	analysis	analysis	NOUN
easat-7814	399	16	,	,	PUNCT
easat-7814	399	17	guiding	guide	VERB
easat-7814	399	18	future	future	ADJ
easat-7814	399	19	feature	feature	NOUN
easat-7814	399	20	selection	selection	NOUN
easat-7814	399	21	and	and	CCONJ
easat-7814	399	22	modeling	modeling	NOUN
easat-7814	399	23	efforts	effort	NOUN
easat-7814	399	24	.	.	PUNCT
easat-7814	400	1	5.3	5.3	NUM
easat-7814	400	2	.	.	X
easat-7814	401	1	voting	vote	VERB
easat-7814	401	2	ensemble	ensemble	ADJ
easat-7814	401	3	model	model	NOUN
easat-7814	401	4	the	the	DET
easat-7814	401	5	performance	performance	NOUN
easat-7814	401	6	of	of	ADP
easat-7814	401	7	the	the	DET
easat-7814	401	8	voting	voting	NOUN
easat-7814	401	9	ensemble	ensemble	ADJ
easat-7814	401	10	model	model	NOUN
easat-7814	401	11	is	be	AUX
easat-7814	401	12	evaluated	evaluate	VERB
easat-7814	401	13	through	through	ADP
easat-7814	401	14	a	a	DET
easat-7814	401	15	range	range	NOUN
easat-7814	401	16	of	of	ADP
easat-7814	401	17	metrics	metric	NOUN
easat-7814	401	18	,	,	PUNCT
easat-7814	401	19	which	which	PRON
easat-7814	401	20	include	include	VERB
easat-7814	401	21	the	the	DET
easat-7814	401	22	precision	precision	NOUN
easat-7814	401	23	-	-	PUNCT
easat-7814	401	24	recall	recall	NOUN
easat-7814	401	25	(	(	PUNCT
easat-7814	401	26	pr	pr	NOUN
easat-7814	401	27	)	)	PUNCT
easat-7814	401	28	curve	curve	NOUN
easat-7814	401	29	,	,	PUNCT
easat-7814	401	30	the	the	DET
easat-7814	401	31	receiver	receiver	NOUN
easat-7814	401	32	operating	operate	VERB
easat-7814	401	33	characteristic	characteristic	NOUN
easat-7814	401	34	(	(	PUNCT
easat-7814	401	35	roc	roc	PROPN
easat-7814	401	36	)	)	PUNCT
easat-7814	401	37	curve	curve	NOUN
easat-7814	401	38	,	,	PUNCT
easat-7814	401	39	and	and	CCONJ
easat-7814	401	40	a	a	DET
easat-7814	401	41	confusion	confusion	NOUN
easat-7814	401	42	matrix	matrix	NOUN
easat-7814	401	43	.	.	PUNCT
easat-7814	402	1	these	these	DET
easat-7814	402	2	tools	tool	NOUN
easat-7814	402	3	comprehensively	comprehensively	ADV
easat-7814	402	4	understand	understand	VERB
easat-7814	402	5	the	the	DET
easat-7814	402	6	model	model	NOUN
easat-7814	402	7	's	's	PART
easat-7814	402	8	accuracy	accuracy	NOUN
easat-7814	402	9	,	,	PUNCT
easat-7814	402	10	generalization	generalization	NOUN
easat-7814	402	11	ability	ability	NOUN
easat-7814	402	12	,	,	PUNCT
easat-7814	402	13	and	and	CCONJ
easat-7814	402	14	predictive	predictive	ADJ
easat-7814	402	15	reliability	reliability	NOUN
easat-7814	402	16	.	.	PUNCT
easat-7814	403	1	5.3.1	5.3.1	X
easat-7814	403	2	.	.	NOUN
easat-7814	403	3	precision	precision	NOUN
easat-7814	403	4	-	-	PUNCT
easat-7814	403	5	recall	recall	NOUN
easat-7814	403	6	and	and	CCONJ
easat-7814	403	7	roc	roc	PROPN
easat-7814	403	8	curves	curve	VERB
easat-7814	403	9	the	the	DET
easat-7814	403	10	trade	trade	NOUN
easat-7814	403	11	-	-	PUNCT
easat-7814	403	12	off	off	NOUN
easat-7814	403	13	between	between	ADP
easat-7814	403	14	precision	precision	NOUN
easat-7814	403	15	and	and	CCONJ
easat-7814	403	16	recall	recall	NOUN
easat-7814	403	17	across	across	ADP
easat-7814	403	18	different	different	ADJ
easat-7814	403	19	threshold	threshold	NOUN
easat-7814	403	20	values	value	NOUN
easat-7814	403	21	is	be	AUX
easat-7814	403	22	illustrated	illustrate	VERB
easat-7814	403	23	by	by	ADP
easat-7814	403	24	the	the	DET
easat-7814	403	25	precision	precision	NOUN
easat-7814	403	26	-	-	PUNCT
easat-7814	403	27	recall	recall	NOUN
easat-7814	403	28	curve	curve	NOUN
easat-7814	403	29	(	(	PUNCT
easat-7814	403	30	figure	figure	NOUN
easat-7814	403	31	9	9	NUM
easat-7814	403	32	)	)	PUNCT
easat-7814	403	33	.	.	PUNCT
easat-7814	404	1	the	the	DET
easat-7814	404	2	accuracy	accuracy	NOUN
easat-7814	404	3	of	of	ADP
easat-7814	404	4	positive	positive	ADJ
easat-7814	404	5	predictions	prediction	NOUN
easat-7814	404	6	is	be	AUX
easat-7814	404	7	measured	measure	VERB
easat-7814	404	8	by	by	ADP
easat-7814	404	9	precision	precision	NOUN
easat-7814	404	10	,	,	PUNCT
easat-7814	404	11	while	while	SCONJ
easat-7814	404	12	the	the	DET
easat-7814	404	13	ability	ability	NOUN
easat-7814	404	14	to	to	PART
easat-7814	404	15	identify	identify	VERB
easat-7814	404	16	all	all	DET
easat-7814	404	17	positive	positive	ADJ
easat-7814	404	18	instances	instance	NOUN
easat-7814	404	19	is	be	AUX
easat-7814	404	20	quantified	quantify	VERB
easat-7814	404	21	by	by	ADP
easat-7814	404	22	recall	recall	NOUN
easat-7814	404	23	.	.	PUNCT
easat-7814	405	1	the	the	DET
easat-7814	405	2	model	model	NOUN
easat-7814	405	3	achieves	achieve	VERB
easat-7814	405	4	an	an	DET
easat-7814	405	5	f1	f1	ADJ
easat-7814	405	6	score	score	NOUN
easat-7814	405	7	of	of	ADP
easat-7814	405	8	0.836	0.836	NUM
easat-7814	405	9	,	,	PUNCT
easat-7814	405	10	indicating	indicate	VERB
easat-7814	405	11	a	a	DET
easat-7814	405	12	good	good	ADJ
easat-7814	405	13	balance	balance	NOUN
easat-7814	405	14	between	between	ADP
easat-7814	405	15	precision	precision	NOUN
easat-7814	405	16	and	and	CCONJ
easat-7814	405	17	recall	recall	NOUN
easat-7814	405	18	.	.	PUNCT
easat-7814	406	1	it	it	PRON
easat-7814	406	2	is	be	AUX
easat-7814	406	3	suggested	suggest	VERB
easat-7814	406	4	that	that	SCONJ
easat-7814	406	5	the	the	DET
easat-7814	406	6	model	model	NOUN
easat-7814	406	7	is	be	AUX
easat-7814	406	8	accurate	accurate	ADJ
easat-7814	406	9	in	in	ADP
easat-7814	406	10	its	its	PRON
easat-7814	406	11	predictions	prediction	NOUN
easat-7814	406	12	and	and	CCONJ
easat-7814	406	13	effective	effective	ADJ
easat-7814	406	14	at	at	ADP
easat-7814	406	15	capturing	capture	VERB
easat-7814	406	16	a	a	DET
easat-7814	406	17	significant	significant	ADJ
easat-7814	406	18	proportion	proportion	NOUN
easat-7814	406	19	of	of	ADP
easat-7814	406	20	positive	positive	ADJ
easat-7814	406	21	instances	instance	NOUN
easat-7814	406	22	,	,	PUNCT
easat-7814	406	23	with	with	ADP
easat-7814	406	24	very	very	ADV
easat-7814	406	25	good	good	ADJ
easat-7814	406	26	overall	overall	ADJ
easat-7814	406	27	performance	performance	NOUN
easat-7814	406	28	.	.	PUNCT
easat-7814	407	1	figure	figure	NOUN
easat-7814	407	2	9	9	NUM
easat-7814	407	3	.	.	PUNCT
easat-7814	408	1	voting	vote	VERB
easat-7814	408	2	ensemble	ensemble	ADJ
easat-7814	408	3	pr	pr	NOUN
easat-7814	408	4	curve	curve	NOUN
easat-7814	408	5	(	(	PUNCT
easat-7814	408	6	left	left	ADJ
easat-7814	408	7	)	)	PUNCT
easat-7814	408	8	and	and	CCONJ
easat-7814	408	9	roc	roc	PROPN
easat-7814	408	10	curve	curve	NOUN
easat-7814	408	11	(	(	PUNCT
easat-7814	408	12	right	right	NOUN
easat-7814	408	13	)	)	PUNCT
easat-7814	408	14	.	.	PUNCT
easat-7814	409	1	the	the	DET
easat-7814	409	2	roc	roc	PROPN
easat-7814	409	3	curve	curve	NOUN
easat-7814	409	4	provides	provide	VERB
easat-7814	409	5	another	another	DET
easat-7814	409	6	perspective	perspective	NOUN
easat-7814	409	7	on	on	ADP
easat-7814	409	8	model	model	NOUN
easat-7814	409	9	performance	performance	NOUN
easat-7814	409	10	by	by	ADP
easat-7814	409	11	measuring	measure	VERB
easat-7814	409	12	the	the	DET
easat-7814	409	13	ability	ability	NOUN
easat-7814	409	14	to	to	PART
easat-7814	409	15	distinguish	distinguish	VERB
easat-7814	409	16	between	between	ADP
easat-7814	409	17	positive	positive	ADJ
easat-7814	409	18	and	and	CCONJ
easat-7814	409	19	negative	negative	ADJ
easat-7814	409	20	instances	instance	NOUN
easat-7814	409	21	.	.	PUNCT
easat-7814	410	1	the	the	DET
easat-7814	410	2	ability	ability	NOUN
easat-7814	410	3	is	be	AUX
easat-7814	410	4	quantified	quantify	VERB
easat-7814	410	5	by	by	ADP
easat-7814	410	6	the	the	DET
easat-7814	410	7	area	area	NOUN
easat-7814	410	8	under	under	ADP
easat-7814	410	9	the	the	DET
easat-7814	410	10	roc	roc	PROPN
easat-7814	410	11	curve	curve	NOUN
easat-7814	410	12	(	(	PUNCT
easat-7814	410	13	auc	auc	NOUN
easat-7814	410	14	)	)	PUNCT
easat-7814	410	15	,	,	PUNCT
easat-7814	410	16	with	with	ADP
easat-7814	410	17	an	an	DET
easat-7814	410	18	auc	auc	NOUN
easat-7814	410	19	of	of	ADP
easat-7814	410	20	1	1	NUM
easat-7814	410	21	being	be	AUX
easat-7814	410	22	achieved	achieve	VERB
easat-7814	410	23	by	by	ADP
easat-7814	410	24	a	a	DET
easat-7814	410	25	perfect	perfect	ADJ
easat-7814	410	26	classifier	classifier	NOUN
easat-7814	410	27	.	.	PUNCT
easat-7814	411	1	an	an	DET
easat-7814	411	2	auc	auc	NOUN
easat-7814	411	3	of	of	ADP
easat-7814	411	4	0.973	0.973	NUM
easat-7814	411	5	was	be	AUX
easat-7814	411	6	achieved	achieve	VERB
easat-7814	411	7	by	by	ADP
easat-7814	411	8	the	the	DET
easat-7814	411	9	voting	voting	NOUN
easat-7814	411	10	ensemble	ensemble	ADJ
easat-7814	411	11	model	model	NOUN
easat-7814	411	12	,	,	PUNCT
easat-7814	411	13	reflecting	reflect	VERB
easat-7814	411	14	excellent	excellent	ADJ
easat-7814	411	15	discriminatory	discriminatory	ADJ
easat-7814	411	16	power	power	NOUN
easat-7814	411	17	and	and	CCONJ
easat-7814	411	18	highlighting	highlight	VERB
easat-7814	411	19	its	its	PRON
easat-7814	411	20	robustness	robustness	NOUN
easat-7814	411	21	in	in	ADP
easat-7814	411	22	classification	classification	NOUN
easat-7814	411	23	tasks	task	NOUN
easat-7814	411	24	.	.	PUNCT
easat-7814	412	1	389	389	NUM
easat-7814	412	2	edelweiss	edelweiss	PROPN
easat-7814	412	3	applied	apply	VERB
easat-7814	412	4	science	science	NOUN
easat-7814	412	5	and	and	CCONJ
easat-7814	412	6	technology	technology	NOUN
easat-7814	412	7	issn	issn	PROPN
easat-7814	412	8	:	:	PUNCT
easat-7814	412	9	2576	2576	NUM
easat-7814	412	10	-	-	SYM
easat-7814	412	11	8484	8484	NUM
easat-7814	412	12	vol	vol	NOUN
easat-7814	412	13	.	.	PROPN
easat-7814	413	1	9	9	NUM
easat-7814	413	2	,	,	PUNCT
easat-7814	413	3	no	no	INTJ
easat-7814	413	4	.	.	NOUN
easat-7814	414	1	6	6	NUM
easat-7814	414	2	:	:	SYM
easat-7814	414	3	370	370	NUM
easat-7814	414	4	-	-	SYM
easat-7814	414	5	395	395	NUM
easat-7814	414	6	,	,	PUNCT
easat-7814	414	7	2025	2025	NUM
easat-7814	414	8	doi	doi	NOUN
easat-7814	414	9	:	:	PUNCT
easat-7814	414	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	414	11	©	©	PROPN
easat-7814	414	12	2025	2025	NUM
easat-7814	414	13	by	by	ADP
easat-7814	414	14	the	the	DET
easat-7814	414	15	authors	author	NOUN
easat-7814	414	16	;	;	PUNCT
easat-7814	415	1	licensee	licensee	NOUN
easat-7814	415	2	learning	learn	VERB
easat-7814	415	3	gate	gate	NOUN
easat-7814	415	4	5.3.2	5.3.2	NUM
easat-7814	415	5	.	.	PUNCT
easat-7814	415	6	confusion	confusion	NOUN
easat-7814	415	7	matrix	matrix	NOUN
easat-7814	415	8	a	a	DET
easat-7814	415	9	confusion	confusion	NOUN
easat-7814	415	10	matrix	matrix	NOUN
easat-7814	415	11	(	(	PUNCT
easat-7814	415	12	figure	figure	NOUN
easat-7814	415	13	10	10	NUM
easat-7814	415	14	)	)	PUNCT
easat-7814	415	15	was	be	AUX
easat-7814	415	16	applied	apply	VERB
easat-7814	415	17	to	to	ADP
easat-7814	415	18	the	the	DET
easat-7814	415	19	test	test	NOUN
easat-7814	415	20	set	set	NOUN
easat-7814	415	21	containing	contain	VERB
easat-7814	415	22	130	130	NUM
easat-7814	415	23	values	value	NOUN
easat-7814	415	24	to	to	PART
easat-7814	415	25	analyze	analyze	VERB
easat-7814	415	26	the	the	DET
easat-7814	415	27	model	model	NOUN
easat-7814	415	28	's	's	PART
easat-7814	415	29	predictions	prediction	NOUN
easat-7814	415	30	further	far	ADV
easat-7814	415	31	.	.	PUNCT
easat-7814	416	1	the	the	DET
easat-7814	416	2	confusion	confusion	NOUN
easat-7814	416	3	matrix	matrix	NOUN
easat-7814	416	4	reveals	reveal	VERB
easat-7814	416	5	that	that	SCONJ
easat-7814	416	6	109	109	NUM
easat-7814	416	7	out	out	ADP
easat-7814	416	8	of	of	ADP
easat-7814	416	9	130	130	NUM
easat-7814	416	10	test	test	NOUN
easat-7814	416	11	instances	instance	NOUN
easat-7814	416	12	were	be	AUX
easat-7814	416	13	correctly	correctly	ADV
easat-7814	416	14	predicted	predict	VERB
easat-7814	416	15	,	,	PUNCT
easat-7814	416	16	resulting	result	VERB
easat-7814	416	17	in	in	ADP
easat-7814	416	18	an	an	DET
easat-7814	416	19	overall	overall	ADJ
easat-7814	416	20	accuracy	accuracy	NOUN
easat-7814	416	21	of	of	ADP
easat-7814	416	22	83.85	83.85	NUM
easat-7814	416	23	%	%	NOUN
easat-7814	416	24	.	.	PUNCT
easat-7814	417	1	figure	figure	NOUN
easat-7814	417	2	10	10	NUM
easat-7814	417	3	.	.	PUNCT
easat-7814	418	1	confusion	confusion	NOUN
easat-7814	418	2	matrix	matrix	NOUN
easat-7814	418	3	of	of	ADP
easat-7814	418	4	classes	class	NOUN
easat-7814	418	5	prediction	prediction	NOUN
easat-7814	418	6	of	of	ADP
easat-7814	418	7	the	the	DET
easat-7814	418	8	voting	voting	NOUN
easat-7814	418	9	ensemble	ensemble	ADJ
easat-7814	418	10	model	model	NOUN
easat-7814	418	11	.	.	PUNCT
easat-7814	419	1	this	this	DET
easat-7814	419	2	high	high	ADJ
easat-7814	419	3	accuracy	accuracy	NOUN
easat-7814	419	4	supports	support	VERB
easat-7814	419	5	the	the	DET
easat-7814	419	6	model	model	NOUN
easat-7814	419	7	's	's	PART
easat-7814	419	8	effectiveness	effectiveness	NOUN
easat-7814	419	9	in	in	ADP
easat-7814	419	10	correctly	correctly	ADV
easat-7814	419	11	classifying	classify	VERB
easat-7814	419	12	data	datum	NOUN
easat-7814	419	13	across	across	ADP
easat-7814	419	14	multiple	multiple	ADJ
easat-7814	419	15	classes	class	NOUN
easat-7814	419	16	.	.	PUNCT
easat-7814	420	1	5.3.3	5.3.3	X
easat-7814	420	2	.	.	X
easat-7814	420	3	class	class	NOUN
easat-7814	420	4	-	-	PUNCT
easat-7814	420	5	level	level	NOUN
easat-7814	420	6	precision	precision	NOUN
easat-7814	420	7	,	,	PUNCT
easat-7814	420	8	recall	recall	NOUN
easat-7814	420	9	,	,	PUNCT
easat-7814	420	10	and	and	CCONJ
easat-7814	420	11	f1	f1	NOUN
easat-7814	420	12	scores	score	NOUN
easat-7814	420	13	the	the	DET
easat-7814	420	14	model	model	NOUN
easat-7814	420	15	's	's	PART
easat-7814	420	16	performance	performance	NOUN
easat-7814	420	17	was	be	AUX
easat-7814	420	18	assessed	assess	VERB
easat-7814	420	19	for	for	ADP
easat-7814	420	20	each	each	DET
easat-7814	420	21	class	class	NOUN
easat-7814	420	22	of	of	ADP
easat-7814	420	23	the	the	DET
easat-7814	420	24	target	target	NOUN
easat-7814	420	25	variable	variable	NOUN
easat-7814	420	26	,	,	PUNCT
easat-7814	420	27	as	as	SCONJ
easat-7814	420	28	summarized	summarize	VERB
easat-7814	420	29	in	in	ADP
easat-7814	420	30	table	table	NOUN
easat-7814	420	31	5	5	NUM
easat-7814	420	32	.	.	PUNCT
easat-7814	420	33	table	table	NOUN
easat-7814	420	34	5	5	NUM
easat-7814	420	35	.	.	PUNCT
easat-7814	420	36	class	class	NOUN
easat-7814	420	37	-	-	PUNCT
easat-7814	420	38	level	level	NOUN
easat-7814	420	39	precision	precision	NOUN
easat-7814	420	40	,	,	PUNCT
easat-7814	420	41	recall	recall	NOUN
easat-7814	420	42	,	,	PUNCT
easat-7814	420	43	and	and	CCONJ
easat-7814	420	44	f1	f1	PROPN
easat-7814	420	45	scores	score	NOUN
easat-7814	420	46	.	.	PUNCT
easat-7814	421	1	precision	precision	NOUN
easat-7814	421	2	recall	recall	NOUN
easat-7814	421	3	f1	f1	PROPN
easat-7814	421	4	score	score	NOUN
easat-7814	421	5	class	class	NOUN
easat-7814	421	6	1	1	NUM
easat-7814	421	7	0.923	0.923	NUM
easat-7814	421	8	0.923	0.923	NUM
easat-7814	421	9	0.923	0.923	NUM
easat-7814	421	10	class	class	NOUN
easat-7814	421	11	2	2	NUM
easat-7814	421	12	0.615	0.615	NUM
easat-7814	421	13	0.762	0.762	NUM
easat-7814	421	14	0.68	0.68	NUM
easat-7814	421	15	class	class	NOUN
easat-7814	421	16	3	3	NUM
easat-7814	421	17	0.77	0.77	NUM
easat-7814	421	18	0.714	0.714	NUM
easat-7814	421	19	0.741	0.741	NUM
easat-7814	421	20	class	class	NOUN
easat-7814	421	21	4	4	NUM
easat-7814	421	22	0.961	0.961	NUM
easat-7814	421	23	0.833	0.833	NUM
easat-7814	421	24	0.892	0.892	NUM
easat-7814	421	25	class	class	NOUN
easat-7814	421	26	5	5	NUM
easat-7814	421	27	0.923	0.923	NUM
easat-7814	421	28	0.96	0.96	NUM
easat-7814	421	29	0.941	0.941	NUM
easat-7814	421	30	average	average	NOUN
easat-7814	421	31	0.838	0.838	NUM
easat-7814	421	32	0.838	0.838	NUM
easat-7814	421	33	0.835	0.835	NUM
easat-7814	422	1	the	the	DET
easat-7814	422	2	highest	high	ADJ
easat-7814	422	3	f1	f1	NOUN
easat-7814	422	4	scores	score	NOUN
easat-7814	422	5	were	be	AUX
easat-7814	422	6	achieved	achieve	VERB
easat-7814	422	7	by	by	ADP
easat-7814	422	8	class	class	NOUN
easat-7814	422	9	4	4	NUM
easat-7814	422	10	and	and	CCONJ
easat-7814	422	11	class	class	NOUN
easat-7814	422	12	5	5	NUM
easat-7814	422	13	,	,	PUNCT
easat-7814	422	14	indicating	indicate	VERB
easat-7814	422	15	that	that	SCONJ
easat-7814	422	16	the	the	DET
easat-7814	422	17	model	model	NOUN
easat-7814	422	18	's	's	PART
easat-7814	422	19	ability	ability	NOUN
easat-7814	422	20	to	to	PART
easat-7814	422	21	accurately	accurately	ADV
easat-7814	422	22	and	and	CCONJ
easat-7814	422	23	consistently	consistently	ADV
easat-7814	422	24	predict	predict	VERB
easat-7814	422	25	these	these	DET
easat-7814	422	26	classes	class	NOUN
easat-7814	422	27	is	be	AUX
easat-7814	422	28	reflected	reflect	VERB
easat-7814	422	29	in	in	ADP
easat-7814	422	30	the	the	DET
easat-7814	422	31	results	result	NOUN
easat-7814	422	32	.	.	PUNCT
easat-7814	423	1	relatively	relatively	ADV
easat-7814	423	2	lower	low	ADJ
easat-7814	423	3	precision	precision	NOUN
easat-7814	423	4	and	and	CCONJ
easat-7814	423	5	recall	recall	NOUN
easat-7814	423	6	were	be	AUX
easat-7814	423	7	demonstrated	demonstrate	VERB
easat-7814	423	8	by	by	ADP
easat-7814	423	9	class	class	NOUN
easat-7814	423	10	2	2	NUM
easat-7814	423	11	,	,	PUNCT
easat-7814	423	12	suggesting	suggest	VERB
easat-7814	423	13	that	that	SCONJ
easat-7814	423	14	potential	potential	ADJ
easat-7814	423	15	areas	area	NOUN
easat-7814	423	16	for	for	ADP
easat-7814	423	17	improvement	improvement	NOUN
easat-7814	423	18	in	in	ADP
easat-7814	423	19	identifying	identify	VERB
easat-7814	423	20	this	this	DET
easat-7814	423	21	category	category	NOUN
easat-7814	423	22	exist	exist	VERB
easat-7814	423	23	.	.	PUNCT
easat-7814	424	1	the	the	DET
easat-7814	424	2	voting	vote	VERB
easat-7814	424	3	ensemble	ensemble	ADJ
easat-7814	424	4	algorithm	algorithm	NOUN
easat-7814	424	5	was	be	AUX
easat-7814	424	6	identified	identify	VERB
easat-7814	424	7	as	as	ADP
easat-7814	424	8	the	the	DET
easat-7814	424	9	best	well	ADV
easat-7814	424	10	-	-	PUNCT
easat-7814	424	11	performing	perform	VERB
easat-7814	424	12	model	model	NOUN
easat-7814	424	13	based	base	VERB
easat-7814	424	14	on	on	ADP
easat-7814	424	15	the	the	DET
easat-7814	424	16	weighted	weight	VERB
easat-7814	424	17	auc	auc	NOUN
easat-7814	424	18	score	score	NOUN
easat-7814	424	19	.	.	PUNCT
easat-7814	425	1	the	the	DET
easat-7814	425	2	predictions	prediction	NOUN
easat-7814	425	3	of	of	ADP
easat-7814	425	4	multiple	multiple	ADJ
easat-7814	425	5	algorithms	algorithm	NOUN
easat-7814	425	6	are	be	AUX
easat-7814	425	7	combined	combine	VERB
easat-7814	425	8	in	in	ADP
easat-7814	425	9	this	this	DET
easat-7814	425	10	ensemble	ensemble	ADJ
easat-7814	425	11	to	to	PART
easat-7814	425	12	achieve	achieve	VERB
easat-7814	425	13	superior	superior	ADJ
easat-7814	425	14	performance	performance	NOUN
easat-7814	425	15	by	by	ADP
easat-7814	425	16	leveraging	leverage	VERB
easat-7814	425	17	the	the	DET
easat-7814	425	18	strengths	strength	NOUN
easat-7814	425	19	of	of	ADP
easat-7814	425	20	each	each	DET
easat-7814	425	21	component	component	NOUN
easat-7814	425	22	.	.	PUNCT
easat-7814	426	1	the	the	DET
easat-7814	426	2	algorithms	algorithm	NOUN
easat-7814	426	3	that	that	PRON
easat-7814	426	4	are	be	AUX
easat-7814	426	5	included	include	VERB
easat-7814	426	6	in	in	ADP
easat-7814	426	7	the	the	DET
easat-7814	426	8	voting	voting	NOUN
easat-7814	426	9	ensemble	ensemble	ADJ
easat-7814	426	10	are	be	AUX
easat-7814	426	11	(	(	PUNCT
easat-7814	426	12	standardscalerwrapper	standardscalerwrapper	NOUN
easat-7814	426	13	and	and	CCONJ
easat-7814	426	14	xgboostclassifier	xgboostclassifier	NOUN
easat-7814	426	15	,	,	PUNCT
easat-7814	426	16	truncatedsvdwrapper	truncatedsvdwrapper	NOUN
easat-7814	426	17	and	and	CCONJ
easat-7814	426	18	logisticregression	logisticregression	NOUN
easat-7814	426	19	,	,	PUNCT
easat-7814	426	20	sparsenormalizer	sparsenormalizer	NOUN
easat-7814	426	21	and	and	CCONJ
easat-7814	426	22	extremerandomtrees	extremerandomtree	NOUN
easat-7814	426	23	,	,	PUNCT
easat-7814	426	24	maxabsscaler	maxabsscaler	NOUN
easat-7814	426	25	and	and	CCONJ
easat-7814	426	26	logisticregression	logisticregression	NOUN
easat-7814	426	27	,	,	PUNCT
easat-7814	426	28	standardscaler	standardscaler	NOUN
easat-7814	426	29	and	and	CCONJ
easat-7814	426	30	extremerandomtrees	extremerandomtree	NOUN
easat-7814	426	31	,	,	PUNCT
easat-7814	426	32	standardscalerwrapper	standardscalerwrapper	NOUN
easat-7814	426	33	and	and	CCONJ
easat-7814	426	34	390	390	NUM
easat-7814	426	35	edelweiss	edelweiss	PROPN
easat-7814	426	36	applied	apply	VERB
easat-7814	426	37	science	science	NOUN
easat-7814	426	38	and	and	CCONJ
easat-7814	426	39	technology	technology	NOUN
easat-7814	426	40	issn	issn	PROPN
easat-7814	426	41	:	:	PUNCT
easat-7814	426	42	2576	2576	NUM
easat-7814	426	43	-	-	SYM
easat-7814	426	44	8484	8484	NUM
easat-7814	426	45	vol	vol	NOUN
easat-7814	426	46	.	.	PROPN
easat-7814	427	1	9	9	NUM
easat-7814	427	2	,	,	PUNCT
easat-7814	427	3	no	no	INTJ
easat-7814	427	4	.	.	NOUN
easat-7814	428	1	6	6	NUM
easat-7814	428	2	:	:	SYM
easat-7814	428	3	370	370	NUM
easat-7814	428	4	-	-	SYM
easat-7814	428	5	395	395	NUM
easat-7814	428	6	,	,	PUNCT
easat-7814	428	7	2025	2025	NUM
easat-7814	428	8	doi	doi	NOUN
easat-7814	428	9	:	:	PUNCT
easat-7814	428	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	428	11	©	©	PROPN
easat-7814	428	12	2025	2025	NUM
easat-7814	428	13	by	by	ADP
easat-7814	428	14	the	the	DET
easat-7814	428	15	authors	author	NOUN
easat-7814	428	16	;	;	PUNCT
easat-7814	428	17	licensee	licensee	PROPN
easat-7814	428	18	learning	learn	VERB
easat-7814	428	19	gate	gate	NOUN
easat-7814	428	20	randomforest	randomforest	PROPN
easat-7814	428	21	,	,	PUNCT
easat-7814	428	22	maxabsscaler	maxabsscaler	NOUN
easat-7814	428	23	and	and	CCONJ
easat-7814	428	24	lightgbm	lightgbm	ADJ
easat-7814	428	25	)	)	PUNCT
easat-7814	428	26	.	.	PUNCT
easat-7814	429	1	table	table	NOUN
easat-7814	429	2	6	6	NUM
easat-7814	429	3	summarizes	summarize	NOUN
easat-7814	429	4	the	the	DET
easat-7814	429	5	performance	performance	NOUN
easat-7814	429	6	metrics	metric	NOUN
easat-7814	429	7	(	(	PUNCT
easat-7814	429	8	weighted	weight	VERB
easat-7814	429	9	auc	auc	NOUN
easat-7814	429	10	and	and	CCONJ
easat-7814	429	11	weighted	weight	VERB
easat-7814	429	12	f1	f1	PROPN
easat-7814	429	13	score	score	NOUN
easat-7814	429	14	)	)	PUNCT
easat-7814	429	15	for	for	ADP
easat-7814	429	16	individual	individual	ADJ
easat-7814	429	17	algorithms	algorithm	NOUN
easat-7814	429	18	used	use	VERB
easat-7814	429	19	in	in	ADP
easat-7814	429	20	the	the	DET
easat-7814	429	21	voting	voting	NOUN
easat-7814	429	22	ensemble	ensemble	ADJ
easat-7814	429	23	:	:	PUNCT
easat-7814	429	24	table	table	NOUN
easat-7814	429	25	6	6	NUM
easat-7814	429	26	.	.	PUNCT
easat-7814	430	1	performance	performance	NOUN
easat-7814	430	2	of	of	ADP
easat-7814	430	3	individual	individual	ADJ
easat-7814	430	4	algorithms	algorithm	NOUN
easat-7814	430	5	in	in	ADP
easat-7814	430	6	the	the	DET
easat-7814	430	7	ensemble	ensemble	ADJ
easat-7814	430	8	.	.	PUNCT
easat-7814	431	1	algorithm	algorithm	PROPN
easat-7814	431	2	auc	auc	PROPN
easat-7814	431	3	weighted	weight	VERB
easat-7814	431	4	f1	f1	PROPN
easat-7814	431	5	score	score	NOUN
easat-7814	431	6	weighted	weight	VERB
easat-7814	431	7	extreme	extreme	ADJ
easat-7814	431	8	random	random	ADJ
easat-7814	431	9	trees	tree	NOUN
easat-7814	431	10	0.968	0.968	NUM
easat-7814	431	11	0.83	0.83	NUM
easat-7814	431	12	random	random	ADJ
easat-7814	431	13	forest	forest	NOUN
easat-7814	431	14	0.965	0.965	NUM
easat-7814	431	15	0.82	0.82	NUM
easat-7814	431	16	xgboostclassifier	xgboostclassifier	NOUN
easat-7814	431	17	0.965	0.965	NUM
easat-7814	431	18	0.81	0.81	NUM
easat-7814	431	19	lightgbm	lightgbm	VERB
easat-7814	431	20	0.963	0.963	NUM
easat-7814	431	21	0.82	0.82	NUM
easat-7814	431	22	the	the	DET
easat-7814	431	23	extreme	extreme	ADJ
easat-7814	431	24	random	random	ADJ
easat-7814	431	25	trees	tree	NOUN
easat-7814	431	26	algorithm	algorithm	NOUN
easat-7814	431	27	achieved	achieve	VERB
easat-7814	431	28	the	the	DET
easat-7814	431	29	highest	high	ADJ
easat-7814	431	30	auc	auc	NOUN
easat-7814	431	31	weighted	weight	VERB
easat-7814	431	32	score	score	NOUN
easat-7814	431	33	(	(	PUNCT
easat-7814	431	34	0.968	0.968	NUM
easat-7814	431	35	)	)	PUNCT
easat-7814	431	36	,	,	PUNCT
easat-7814	431	37	with	with	ADP
easat-7814	431	38	random	random	ADJ
easat-7814	431	39	forest	forest	NOUN
easat-7814	431	40	and	and	CCONJ
easat-7814	431	41	xgboostclassifier	xgboostclassifier	NOUN
easat-7814	431	42	closely	closely	ADV
easat-7814	431	43	following	follow	VERB
easat-7814	431	44	at	at	ADP
easat-7814	431	45	0.965	0.965	NUM
easat-7814	431	46	each	each	PRON
easat-7814	431	47	.	.	PUNCT
easat-7814	432	1	the	the	DET
easat-7814	432	2	weighted	weight	VERB
easat-7814	432	3	f1	f1	PROPN
easat-7814	432	4	scores	score	NOUN
easat-7814	432	5	are	be	AUX
easat-7814	432	6	also	also	ADV
easat-7814	432	7	demonstrated	demonstrate	VERB
easat-7814	432	8	to	to	PART
easat-7814	432	9	show	show	VERB
easat-7814	432	10	consistent	consistent	ADJ
easat-7814	432	11	performance	performance	NOUN
easat-7814	432	12	,	,	PUNCT
easat-7814	432	13	with	with	ADP
easat-7814	432	14	slightly	slightly	ADV
easat-7814	432	15	better	well	ADJ
easat-7814	432	16	results	result	NOUN
easat-7814	432	17	achieved	achieve	VERB
easat-7814	432	18	by	by	ADP
easat-7814	432	19	extreme	extreme	ADJ
easat-7814	432	20	random	random	ADJ
easat-7814	432	21	trees	tree	NOUN
easat-7814	432	22	across	across	ADP
easat-7814	432	23	these	these	DET
easat-7814	432	24	metrics	metric	NOUN
easat-7814	432	25	.	.	PUNCT
easat-7814	433	1	the	the	DET
easat-7814	433	2	predictive	predictive	ADJ
easat-7814	433	3	accuracy	accuracy	NOUN
easat-7814	433	4	is	be	AUX
easat-7814	433	5	improved	improve	VERB
easat-7814	433	6	by	by	ADP
easat-7814	433	7	combining	combine	VERB
easat-7814	433	8	these	these	DET
easat-7814	433	9	algorithms	algorithm	NOUN
easat-7814	433	10	in	in	ADP
easat-7814	433	11	the	the	DET
easat-7814	433	12	voting	voting	NOUN
easat-7814	433	13	ensemble	ensemble	ADJ
easat-7814	433	14	.	.	PUNCT
easat-7814	434	1	however	however	ADV
easat-7814	434	2	,	,	PUNCT
easat-7814	434	3	the	the	DET
easat-7814	434	4	risk	risk	NOUN
easat-7814	434	5	of	of	ADP
easat-7814	434	6	overfitting	overfitting	NOUN
easat-7814	434	7	is	be	AUX
easat-7814	434	8	introduced	introduce	VERB
easat-7814	434	9	by	by	ADP
easat-7814	434	10	training	train	VERB
easat-7814	434	11	multiple	multiple	ADJ
easat-7814	434	12	models	model	NOUN
easat-7814	434	13	within	within	ADP
easat-7814	434	14	an	an	DET
easat-7814	434	15	ensemble	ensemble	ADJ
easat-7814	434	16	,	,	PUNCT
easat-7814	434	17	mainly	mainly	ADV
easat-7814	434	18	when	when	SCONJ
easat-7814	434	19	smaller	small	ADJ
easat-7814	434	20	datasets	dataset	NOUN
easat-7814	434	21	are	be	AUX
easat-7814	434	22	utilized	utilize	VERB
easat-7814	434	23	.	.	PUNCT
easat-7814	435	1	the	the	DET
easat-7814	435	2	model	model	NOUN
easat-7814	435	3	's	's	PART
easat-7814	435	4	performance	performance	NOUN
easat-7814	435	5	was	be	AUX
easat-7814	435	6	rigorously	rigorously	ADV
easat-7814	435	7	tested	test	VERB
easat-7814	435	8	on	on	ADP
easat-7814	435	9	a	a	DET
easat-7814	435	10	separate	separate	ADJ
easat-7814	435	11	test	test	NOUN
easat-7814	435	12	set	set	VERB
easat-7814	435	13	to	to	PART
easat-7814	435	14	address	address	VERB
easat-7814	435	15	this	this	PRON
easat-7814	435	16	.	.	PUNCT
easat-7814	436	1	the	the	DET
easat-7814	436	2	ensemble	ensemble	NOUN
easat-7814	436	3	's	's	PART
easat-7814	436	4	ability	ability	NOUN
easat-7814	436	5	to	to	PART
easat-7814	436	6	generalize	generalize	VERB
easat-7814	436	7	was	be	AUX
easat-7814	436	8	assessed	assess	VERB
easat-7814	436	9	using	use	VERB
easat-7814	436	10	unseen	unseen	ADJ
easat-7814	436	11	data	datum	NOUN
easat-7814	436	12	in	in	ADP
easat-7814	436	13	this	this	DET
easat-7814	436	14	evaluation	evaluation	NOUN
easat-7814	436	15	.	.	PUNCT
easat-7814	437	1	the	the	DET
easat-7814	437	2	results	result	NOUN
easat-7814	437	3	were	be	AUX
easat-7814	437	4	confirmed	confirm	VERB
easat-7814	437	5	to	to	PART
easat-7814	437	6	indicate	indicate	VERB
easat-7814	437	7	that	that	SCONJ
easat-7814	437	8	overfitting	overfitting	NOUN
easat-7814	437	9	was	be	AUX
easat-7814	437	10	effectively	effectively	ADV
easat-7814	437	11	managed	manage	VERB
easat-7814	437	12	,	,	PUNCT
easat-7814	437	13	as	as	SCONJ
easat-7814	437	14	strong	strong	ADJ
easat-7814	437	15	performance	performance	NOUN
easat-7814	437	16	was	be	AUX
easat-7814	437	17	demonstrated	demonstrate	VERB
easat-7814	437	18	by	by	ADP
easat-7814	437	19	the	the	DET
easat-7814	437	20	voting	voting	NOUN
easat-7814	437	21	ensemble	ensemble	ADJ
easat-7814	437	22	across	across	ADP
easat-7814	437	23	multiple	multiple	ADJ
easat-7814	437	24	classes	class	NOUN
easat-7814	437	25	while	while	SCONJ
easat-7814	437	26	its	its	PRON
easat-7814	437	27	ability	ability	NOUN
easat-7814	437	28	to	to	PART
easat-7814	437	29	generalize	generalize	VERB
easat-7814	437	30	to	to	ADP
easat-7814	437	31	new	new	ADJ
easat-7814	437	32	data	datum	NOUN
easat-7814	437	33	was	be	AUX
easat-7814	437	34	maintained	maintain	VERB
easat-7814	437	35	.	.	PUNCT
easat-7814	438	1	5.3.4	5.3.4	X
easat-7814	438	2	.	.	PUNCT
easat-7814	438	3	automated	automate	VERB
easat-7814	438	4	preprocessing	preprocessing	NOUN
easat-7814	438	5	in	in	ADP
easat-7814	438	6	azure	azure	ADJ
easat-7814	438	7	machine	machine	NOUN
easat-7814	438	8	learning	learn	VERB
easat-7814	438	9	the	the	DET
easat-7814	438	10	integration	integration	NOUN
easat-7814	438	11	of	of	ADP
easat-7814	438	12	this	this	DET
easat-7814	438	13	model	model	NOUN
easat-7814	438	14	within	within	ADP
easat-7814	438	15	the	the	DET
easat-7814	438	16	azure	azure	ADJ
easat-7814	438	17	machine	machine	NOUN
easat-7814	438	18	learning	learning	NOUN
easat-7814	438	19	environment	environment	NOUN
easat-7814	438	20	is	be	AUX
easat-7814	438	21	considered	consider	VERB
easat-7814	438	22	a	a	DET
easat-7814	438	23	key	key	ADJ
easat-7814	438	24	aspect	aspect	NOUN
easat-7814	438	25	of	of	ADP
easat-7814	438	26	its	its	PRON
easat-7814	438	27	development	development	NOUN
easat-7814	438	28	.	.	PUNCT
easat-7814	439	1	the	the	DET
easat-7814	439	2	model	model	NOUN
easat-7814	439	3	-	-	PUNCT
easat-7814	439	4	building	building	NOUN
easat-7814	439	5	process	process	NOUN
easat-7814	439	6	is	be	AUX
easat-7814	439	7	automated	automate	VERB
easat-7814	439	8	using	use	VERB
easat-7814	439	9	azure	azure	NOUN
easat-7814	439	10	automl	automl	NOUN
easat-7814	439	11	,	,	PUNCT
easat-7814	439	12	with	with	ADP
easat-7814	439	13	preprocessing	preprocesse	VERB
easat-7814	439	14	techniques	technique	NOUN
easat-7814	439	15	,	,	PUNCT
easat-7814	439	16	including	include	VERB
easat-7814	439	17	scaling	scaling	NOUN
easat-7814	439	18	,	,	PUNCT
easat-7814	439	19	normalization	normalization	NOUN
easat-7814	439	20	,	,	PUNCT
easat-7814	439	21	and	and	CCONJ
easat-7814	439	22	dimensionality	dimensionality	NOUN
easat-7814	439	23	reduction	reduction	NOUN
easat-7814	439	24	,	,	PUNCT
easat-7814	439	25	selected	select	VERB
easat-7814	439	26	and	and	CCONJ
easat-7814	439	27	applied	apply	VERB
easat-7814	439	28	according	accord	VERB
easat-7814	439	29	to	to	ADP
easat-7814	439	30	the	the	DET
easat-7814	439	31	dataset	dataset	NOUN
easat-7814	439	32	's	's	PART
easat-7814	439	33	characteristics	characteristic	NOUN
easat-7814	439	34	.	.	PUNCT
easat-7814	440	1	for	for	ADP
easat-7814	440	2	instance	instance	NOUN
easat-7814	440	3	,	,	PUNCT
easat-7814	440	4	standardscaler	standardscaler	NOUN
easat-7814	440	5	,	,	PUNCT
easat-7814	440	6	sparsenormalizer	sparsenormalizer	NOUN
easat-7814	440	7	,	,	PUNCT
easat-7814	440	8	and	and	CCONJ
easat-7814	440	9	maxabsscaler	maxabsscaler	NOUN
easat-7814	440	10	were	be	AUX
easat-7814	440	11	applied	apply	VERB
easat-7814	440	12	automatically	automatically	ADV
easat-7814	440	13	as	as	ADP
easat-7814	440	14	part	part	NOUN
easat-7814	440	15	of	of	ADP
easat-7814	440	16	the	the	DET
easat-7814	440	17	pipeline	pipeline	NOUN
easat-7814	440	18	.	.	PUNCT
easat-7814	441	1	while	while	SCONJ
easat-7814	441	2	this	this	DET
easat-7814	441	3	automated	automate	VERB
easat-7814	441	4	approach	approach	NOUN
easat-7814	441	5	optimizes	optimize	VERB
easat-7814	441	6	preprocessing	preprocesse	VERB
easat-7814	441	7	for	for	ADP
easat-7814	441	8	enhanced	enhanced	ADJ
easat-7814	441	9	model	model	NOUN
easat-7814	441	10	performance	performance	NOUN
easat-7814	441	11	,	,	PUNCT
easat-7814	441	12	manual	manual	ADJ
easat-7814	441	13	intervention	intervention	NOUN
easat-7814	441	14	is	be	AUX
easat-7814	441	15	limited	limited	ADJ
easat-7814	441	16	.	.	PUNCT
easat-7814	442	1	researchers	researcher	NOUN
easat-7814	442	2	do	do	AUX
easat-7814	442	3	not	not	PART
easat-7814	442	4	possess	possess	VERB
easat-7814	442	5	direct	direct	ADJ
easat-7814	442	6	control	control	NOUN
easat-7814	442	7	over	over	ADP
easat-7814	442	8	the	the	DET
easat-7814	442	9	selection	selection	NOUN
easat-7814	442	10	of	of	ADP
easat-7814	442	11	scalers	scaler	NOUN
easat-7814	442	12	or	or	CCONJ
easat-7814	442	13	hyperparameters	hyperparameter	NOUN
easat-7814	442	14	for	for	ADP
easat-7814	442	15	individual	individual	ADJ
easat-7814	442	16	algorithms	algorithm	NOUN
easat-7814	442	17	.	.	PUNCT
easat-7814	443	1	preprocessing	preprocesse	VERB
easat-7814	443	2	techniques	technique	NOUN
easat-7814	443	3	and	and	CCONJ
easat-7814	443	4	hyperparameters	hyperparameter	NOUN
easat-7814	443	5	that	that	PRON
easat-7814	443	6	are	be	AUX
easat-7814	443	7	considered	consider	VERB
easat-7814	443	8	most	most	ADV
easat-7814	443	9	suitable	suitable	ADJ
easat-7814	443	10	for	for	SCONJ
easat-7814	443	11	the	the	DET
easat-7814	443	12	dataset	dataset	NOUN
easat-7814	443	13	are	be	AUX
easat-7814	443	14	selected	select	VERB
easat-7814	443	15	by	by	ADP
easat-7814	443	16	azure	azure	ADJ
easat-7814	443	17	automl	automl	PROPN
easat-7814	443	18	.	.	PUNCT
easat-7814	444	1	the	the	DET
easat-7814	444	2	process	process	NOUN
easat-7814	444	3	is	be	AUX
easat-7814	444	4	simplified	simplify	VERB
easat-7814	444	5	,	,	PUNCT
easat-7814	444	6	and	and	CCONJ
easat-7814	444	7	efficiency	efficiency	NOUN
easat-7814	444	8	is	be	AUX
easat-7814	444	9	ensured	ensure	VERB
easat-7814	444	10	;	;	PUNCT
easat-7814	444	11	however	however	ADV
easat-7814	444	12	,	,	PUNCT
easat-7814	444	13	fine	fine	ADJ
easat-7814	444	14	-	-	PUNCT
easat-7814	444	15	tuning	tune	VERB
easat-7814	444	16	possibilities	possibility	NOUN
easat-7814	444	17	that	that	PRON
easat-7814	444	18	could	could	AUX
easat-7814	444	19	further	far	ADV
easat-7814	444	20	enhance	enhance	VERB
easat-7814	444	21	performance	performance	NOUN
easat-7814	444	22	are	be	AUX
easat-7814	444	23	restricted	restrict	VERB
easat-7814	444	24	.	.	PUNCT
easat-7814	445	1	the	the	DET
easat-7814	445	2	voting	vote	VERB
easat-7814	445	3	ensemble	ensemble	ADJ
easat-7814	445	4	model	model	NOUN
easat-7814	445	5	effectively	effectively	ADV
easat-7814	445	6	combines	combine	VERB
easat-7814	445	7	multiple	multiple	ADJ
easat-7814	445	8	algorithms	algorithm	NOUN
easat-7814	445	9	'	'	PART
easat-7814	445	10	strengths	strength	NOUN
easat-7814	445	11	to	to	PART
easat-7814	445	12	deliver	deliver	VERB
easat-7814	445	13	robust	robust	ADJ
easat-7814	445	14	and	and	CCONJ
easat-7814	445	15	accurate	accurate	ADJ
easat-7814	445	16	predictions	prediction	NOUN
easat-7814	445	17	.	.	PUNCT
easat-7814	446	1	the	the	DET
easat-7814	446	2	efficiency	efficiency	NOUN
easat-7814	446	3	is	be	AUX
easat-7814	446	4	enhanced	enhance	VERB
easat-7814	446	5	,	,	PUNCT
easat-7814	446	6	and	and	CCONJ
easat-7814	446	7	complexity	complexity	NOUN
easat-7814	446	8	is	be	AUX
easat-7814	446	9	reduced	reduce	VERB
easat-7814	446	10	by	by	ADP
easat-7814	446	11	the	the	DET
easat-7814	446	12	automated	automate	VERB
easat-7814	446	13	preprocessing	preprocessing	NOUN
easat-7814	446	14	and	and	CCONJ
easat-7814	446	15	model	model	NOUN
easat-7814	446	16	-	-	PUNCT
easat-7814	446	17	building	building	NOUN
easat-7814	446	18	capabilities	capability	NOUN
easat-7814	446	19	of	of	ADP
easat-7814	446	20	azure	azure	ADJ
easat-7814	446	21	machine	machine	NOUN
easat-7814	446	22	learning	learning	NOUN
easat-7814	446	23	,	,	PUNCT
easat-7814	446	24	albeit	albeit	SCONJ
easat-7814	446	25	with	with	ADP
easat-7814	446	26	limited	limited	ADJ
easat-7814	446	27	manual	manual	ADJ
easat-7814	446	28	control	control	NOUN
easat-7814	446	29	.	.	PUNCT
easat-7814	447	1	despite	despite	SCONJ
easat-7814	447	2	these	these	DET
easat-7814	447	3	constraints	constraint	NOUN
easat-7814	447	4	,	,	PUNCT
easat-7814	447	5	strong	strong	ADJ
easat-7814	447	6	generalization	generalization	NOUN
easat-7814	447	7	was	be	AUX
easat-7814	447	8	demonstrated	demonstrate	VERB
easat-7814	447	9	by	by	ADP
easat-7814	447	10	the	the	DET
easat-7814	447	11	ensemble	ensemble	ADJ
easat-7814	447	12	,	,	PUNCT
easat-7814	447	13	and	and	CCONJ
easat-7814	447	14	overfitting	overfitting	NOUN
easat-7814	447	15	was	be	AUX
easat-7814	447	16	avoided	avoid	VERB
easat-7814	447	17	,	,	PUNCT
easat-7814	447	18	making	make	VERB
easat-7814	447	19	it	it	PRON
easat-7814	447	20	a	a	DET
easat-7814	447	21	reliable	reliable	ADJ
easat-7814	447	22	choice	choice	NOUN
easat-7814	447	23	for	for	ADP
easat-7814	447	24	multiclass	multiclass	ADJ
easat-7814	447	25	classification	classification	NOUN
easat-7814	447	26	tasks	task	NOUN
easat-7814	447	27	.	.	PUNCT
easat-7814	448	1	the	the	DET
easat-7814	448	2	manual	manual	ADJ
easat-7814	448	3	tuning	tuning	NOUN
easat-7814	448	4	of	of	ADP
easat-7814	448	5	preprocessing	preprocesse	VERB
easat-7814	448	6	steps	step	NOUN
easat-7814	448	7	and	and	CCONJ
easat-7814	448	8	hyperparameters	hyperparameter	NOUN
easat-7814	448	9	could	could	AUX
easat-7814	448	10	be	be	AUX
easat-7814	448	11	explored	explore	VERB
easat-7814	448	12	in	in	ADP
easat-7814	448	13	future	future	ADJ
easat-7814	448	14	work	work	NOUN
easat-7814	448	15	to	to	PART
easat-7814	448	16	refine	refine	VERB
easat-7814	448	17	the	the	DET
easat-7814	448	18	ensemble	ensemble	NOUN
easat-7814	448	19	's	's	PART
easat-7814	448	20	performance	performance	NOUN
easat-7814	448	21	further	far	ADV
easat-7814	448	22	.	.	PUNCT
easat-7814	449	1	6	6	X
easat-7814	449	2	.	.	X
easat-7814	449	3	discussion	discussion	NOUN
easat-7814	449	4	the	the	DET
easat-7814	449	5	multifaceted	multifaceted	ADJ
easat-7814	449	6	factors	factor	NOUN
easat-7814	449	7	influencing	influence	VERB
easat-7814	449	8	academic	academic	ADJ
easat-7814	449	9	achievement	achievement	NOUN
easat-7814	449	10	are	be	AUX
easat-7814	449	11	investigated	investigate	VERB
easat-7814	449	12	in	in	ADP
easat-7814	449	13	this	this	DET
easat-7814	449	14	study	study	NOUN
easat-7814	449	15	,	,	PUNCT
easat-7814	449	16	encompassing	encompass	VERB
easat-7814	449	17	demographic	demographic	ADJ
easat-7814	449	18	characteristics	characteristic	NOUN
easat-7814	449	19	,	,	PUNCT
easat-7814	449	20	educational	educational	ADJ
easat-7814	449	21	background	background	NOUN
easat-7814	449	22	,	,	PUNCT
easat-7814	449	23	health	health	NOUN
easat-7814	449	24	and	and	CCONJ
easat-7814	449	25	well	well	ADV
easat-7814	449	26	-	-	PUNCT
easat-7814	449	27	being	being	NOUN
easat-7814	449	28	,	,	PUNCT
easat-7814	449	29	school	school	NOUN
easat-7814	449	30	environment	environment	NOUN
easat-7814	449	31	,	,	PUNCT
easat-7814	449	32	and	and	CCONJ
easat-7814	449	33	academic	academic	ADJ
easat-7814	449	34	performance	performance	NOUN
easat-7814	449	35	indicators	indicator	NOUN
easat-7814	449	36	.	.	PUNCT
easat-7814	450	1	the	the	DET
easat-7814	450	2	findings	finding	NOUN
easat-7814	450	3	are	be	AUX
easat-7814	450	4	aligned	align	VERB
easat-7814	450	5	with	with	ADP
easat-7814	450	6	existing	exist	VERB
easat-7814	450	7	research	research	NOUN
easat-7814	450	8	,	,	PUNCT
easat-7814	450	9	such	such	ADJ
easat-7814	450	10	as	as	ADP
easat-7814	450	11	that	that	PRON
easat-7814	450	12	conducted	conduct	VERB
easat-7814	450	13	by	by	ADP
easat-7814	450	14	cortez	cortez	NOUN
easat-7814	450	15	and	and	CCONJ
easat-7814	450	16	silva	silva	NOUN
easat-7814	451	1	[	[	X
easat-7814	451	2	1	1	NUM
easat-7814	451	3	]	]	PUNCT
easat-7814	451	4	in	in	ADP
easat-7814	451	5	which	which	PRON
easat-7814	451	6	the	the	DET
easat-7814	451	7	role	role	NOUN
easat-7814	451	8	of	of	ADP
easat-7814	451	9	these	these	DET
easat-7814	451	10	factors	factor	NOUN
easat-7814	451	11	in	in	ADP
easat-7814	451	12	shaping	shape	VERB
easat-7814	451	13	students	student	NOUN
easat-7814	451	14	'	'	PART
easat-7814	451	15	academic	academic	ADJ
easat-7814	451	16	outcomes	outcome	NOUN
easat-7814	451	17	is	be	AUX
easat-7814	451	18	emphasized	emphasize	VERB
easat-7814	451	19	.	.	PUNCT
easat-7814	452	1	students	student	NOUN
easat-7814	452	2	'	'	PART
easat-7814	452	3	learning	learn	VERB
easat-7814	452	4	environments	environment	NOUN
easat-7814	452	5	and	and	CCONJ
easat-7814	452	6	support	support	NOUN
easat-7814	452	7	systems	system	NOUN
easat-7814	452	8	were	be	AUX
easat-7814	452	9	shaped	shape	VERB
easat-7814	452	10	by	by	ADP
easat-7814	452	11	demographic	demographic	ADJ
easat-7814	452	12	variables	variable	NOUN
easat-7814	452	13	such	such	ADJ
easat-7814	452	14	as	as	ADP
easat-7814	452	15	gender	gender	NOUN
easat-7814	452	16	,	,	PUNCT
easat-7814	452	17	age	age	NOUN
easat-7814	452	18	,	,	PUNCT
easat-7814	452	19	family	family	NOUN
easat-7814	452	20	size	size	NOUN
easat-7814	452	21	,	,	PUNCT
easat-7814	452	22	and	and	CCONJ
easat-7814	452	23	parental	parental	ADJ
easat-7814	452	24	status	status	NOUN
easat-7814	452	25	rather	rather	ADV
easat-7814	452	26	than	than	ADP
easat-7814	452	27	being	be	AUX
easat-7814	452	28	directly	directly	ADV
easat-7814	452	29	determined	determine	VERB
easat-7814	452	30	by	by	ADP
easat-7814	452	31	them	they	PRON
easat-7814	452	32	in	in	ADP
easat-7814	452	33	terms	term	NOUN
easat-7814	452	34	391	391	NUM
easat-7814	452	35	edelweiss	edelweiss	PROPN
easat-7814	452	36	applied	apply	VERB
easat-7814	452	37	science	science	NOUN
easat-7814	452	38	and	and	CCONJ
easat-7814	452	39	technology	technology	NOUN
easat-7814	452	40	issn	issn	PROPN
easat-7814	452	41	:	:	PUNCT
easat-7814	452	42	2576	2576	NUM
easat-7814	452	43	-	-	SYM
easat-7814	452	44	8484	8484	NUM
easat-7814	452	45	vol	vol	NOUN
easat-7814	452	46	.	.	PROPN
easat-7814	453	1	9	9	NUM
easat-7814	453	2	,	,	PUNCT
easat-7814	453	3	no	no	INTJ
easat-7814	453	4	.	.	NOUN
easat-7814	454	1	6	6	NUM
easat-7814	454	2	:	:	SYM
easat-7814	454	3	370	370	NUM
easat-7814	454	4	-	-	SYM
easat-7814	454	5	395	395	NUM
easat-7814	454	6	,	,	PUNCT
easat-7814	454	7	2025	2025	NUM
easat-7814	454	8	doi	doi	NOUN
easat-7814	454	9	:	:	PUNCT
easat-7814	454	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	454	11	©	©	PROPN
easat-7814	454	12	2025	2025	NUM
easat-7814	454	13	by	by	ADP
easat-7814	454	14	the	the	DET
easat-7814	454	15	authors	author	NOUN
easat-7814	454	16	;	;	PUNCT
easat-7814	454	17	licensee	licensee	PROPN
easat-7814	454	18	learning	learn	VERB
easat-7814	454	19	gate	gate	NOUN
easat-7814	454	20	of	of	ADP
easat-7814	454	21	academic	academic	ADJ
easat-7814	454	22	success	success	NOUN
easat-7814	454	23	.	.	PUNCT
easat-7814	455	1	larger	large	ADJ
easat-7814	455	2	family	family	NOUN
easat-7814	455	3	sizes	size	NOUN
easat-7814	455	4	may	may	AUX
easat-7814	455	5	limit	limit	VERB
easat-7814	455	6	the	the	DET
easat-7814	455	7	individual	individual	ADJ
easat-7814	455	8	attention	attention	NOUN
easat-7814	455	9	received	receive	VERB
easat-7814	455	10	at	at	ADP
easat-7814	455	11	home	home	NOUN
easat-7814	455	12	,	,	PUNCT
easat-7814	455	13	while	while	SCONJ
easat-7814	455	14	the	the	DET
easat-7814	455	15	emotional	emotional	ADJ
easat-7814	455	16	and	and	CCONJ
easat-7814	455	17	academic	academic	ADJ
easat-7814	455	18	support	support	NOUN
easat-7814	455	19	available	available	ADJ
easat-7814	455	20	can	can	AUX
easat-7814	455	21	be	be	AUX
easat-7814	455	22	influenced	influence	VERB
easat-7814	455	23	by	by	ADP
easat-7814	455	24	parental	parental	ADJ
easat-7814	455	25	status	status	NOUN
easat-7814	455	26	.	.	PUNCT
easat-7814	456	1	these	these	DET
easat-7814	456	2	findings	finding	NOUN
easat-7814	456	3	are	be	AUX
easat-7814	456	4	consistent	consistent	ADJ
easat-7814	456	5	with	with	ADP
easat-7814	456	6	other	other	ADJ
easat-7814	456	7	studies	study	NOUN
easat-7814	456	8	that	that	PRON
easat-7814	456	9	highlight	highlight	VERB
easat-7814	456	10	the	the	DET
easat-7814	456	11	indirect	indirect	ADJ
easat-7814	456	12	influence	influence	NOUN
easat-7814	456	13	of	of	ADP
easat-7814	456	14	family	family	NOUN
easat-7814	456	15	dynamics	dynamic	NOUN
easat-7814	456	16	on	on	ADP
easat-7814	456	17	academic	academic	ADJ
easat-7814	456	18	performance	performance	NOUN
easat-7814	456	19	[	[	X
easat-7814	456	20	20	20	NUM
easat-7814	456	21	]	]	PUNCT
easat-7814	456	22	.	.	PUNCT
easat-7814	457	1	it	it	PRON
easat-7814	457	2	has	have	AUX
easat-7814	457	3	been	be	AUX
easat-7814	457	4	observed	observe	VERB
easat-7814	457	5	that	that	SCONJ
easat-7814	457	6	higher	high	ADJ
easat-7814	457	7	levels	level	NOUN
easat-7814	457	8	of	of	ADP
easat-7814	457	9	parental	parental	ADJ
easat-7814	457	10	education	education	NOUN
easat-7814	457	11	are	be	AUX
easat-7814	457	12	correlated	correlate	VERB
easat-7814	457	13	with	with	ADP
easat-7814	457	14	better	well	ADJ
easat-7814	457	15	academic	academic	ADJ
easat-7814	457	16	outcomes	outcome	NOUN
easat-7814	457	17	,	,	PUNCT
easat-7814	457	18	which	which	PRON
easat-7814	457	19	is	be	AUX
easat-7814	457	20	likely	likely	ADV
easat-7814	457	21	attributed	attribute	VERB
easat-7814	457	22	to	to	ADP
easat-7814	457	23	greater	great	ADJ
easat-7814	457	24	academic	academic	ADJ
easat-7814	457	25	support	support	NOUN
easat-7814	457	26	and	and	CCONJ
easat-7814	457	27	access	access	NOUN
easat-7814	457	28	to	to	ADP
easat-7814	457	29	resources	resource	NOUN
easat-7814	457	30	[	[	X
easat-7814	457	31	13	13	NUM
easat-7814	457	32	]	]	PUNCT
easat-7814	457	33	.	.	PUNCT
easat-7814	458	1	challenges	challenge	NOUN
easat-7814	458	2	for	for	ADP
easat-7814	458	3	students	student	NOUN
easat-7814	458	4	from	from	ADP
easat-7814	458	5	less	less	ADV
easat-7814	458	6	privileged	privileged	ADJ
easat-7814	458	7	backgrounds	background	NOUN
easat-7814	458	8	may	may	AUX
easat-7814	458	9	be	be	AUX
easat-7814	458	10	exacerbated	exacerbate	VERB
easat-7814	458	11	by	by	ADP
easat-7814	458	12	socioeconomic	socioeconomic	ADJ
easat-7814	458	13	disparities	disparity	NOUN
easat-7814	458	14	,	,	PUNCT
easat-7814	458	15	which	which	PRON
easat-7814	458	16	include	include	VERB
easat-7814	458	17	limited	limited	ADJ
easat-7814	458	18	access	access	NOUN
easat-7814	458	19	to	to	ADP
easat-7814	458	20	educational	educational	ADJ
easat-7814	458	21	materials	material	NOUN
easat-7814	458	22	and	and	CCONJ
easat-7814	458	23	technology	technology	NOUN
easat-7814	458	24	.	.	PUNCT
easat-7814	459	1	these	these	DET
easat-7814	459	2	factors	factor	NOUN
easat-7814	459	3	highlight	highlight	VERB
easat-7814	459	4	the	the	DET
easat-7814	459	5	need	need	NOUN
easat-7814	459	6	for	for	ADP
easat-7814	459	7	targeted	target	VERB
easat-7814	459	8	interventions	intervention	NOUN
easat-7814	459	9	to	to	PART
easat-7814	459	10	address	address	VERB
easat-7814	459	11	inequities	inequity	NOUN
easat-7814	459	12	and	and	CCONJ
easat-7814	459	13	enhance	enhance	VERB
easat-7814	459	14	academic	academic	ADJ
easat-7814	459	15	opportunities	opportunity	NOUN
easat-7814	459	16	.	.	PUNCT
easat-7814	460	1	academic	academic	ADJ
easat-7814	460	2	performance	performance	NOUN
easat-7814	460	3	is	be	AUX
easat-7814	460	4	significantly	significantly	ADV
easat-7814	460	5	affected	affect	VERB
easat-7814	460	6	by	by	ADP
easat-7814	460	7	health	health	NOUN
easat-7814	460	8	and	and	CCONJ
easat-7814	460	9	well	well	ADV
easat-7814	460	10	-	-	PUNCT
easat-7814	460	11	being	being	NOUN
easat-7814	460	12	.	.	PUNCT
easat-7814	461	1	the	the	DET
easat-7814	461	2	ability	ability	NOUN
easat-7814	461	3	to	to	PART
easat-7814	461	4	focus	focus	VERB
easat-7814	461	5	,	,	PUNCT
easat-7814	461	6	retain	retain	VERB
easat-7814	461	7	information	information	NOUN
easat-7814	461	8	,	,	PUNCT
easat-7814	461	9	and	and	CCONJ
easat-7814	461	10	perform	perform	VERB
easat-7814	461	11	academically	academically	ADV
easat-7814	461	12	is	be	AUX
easat-7814	461	13	hindered	hinder	VERB
easat-7814	461	14	by	by	ADP
easat-7814	461	15	poor	poor	ADJ
easat-7814	461	16	physical	physical	ADJ
easat-7814	461	17	health	health	NOUN
easat-7814	461	18	,	,	PUNCT
easat-7814	461	19	chronic	chronic	ADJ
easat-7814	461	20	illnesses	illness	NOUN
easat-7814	461	21	,	,	PUNCT
easat-7814	461	22	and	and	CCONJ
easat-7814	461	23	mental	mental	ADJ
easat-7814	461	24	health	health	NOUN
easat-7814	461	25	challenges	challenge	NOUN
easat-7814	461	26	among	among	ADP
easat-7814	461	27	students	student	NOUN
easat-7814	461	28	[	[	X
easat-7814	461	29	13	13	NUM
easat-7814	461	30	]	]	PUNCT
easat-7814	461	31	.	.	PUNCT
easat-7814	462	1	it	it	PRON
easat-7814	462	2	was	be	AUX
easat-7814	462	3	found	find	VERB
easat-7814	462	4	that	that	SCONJ
easat-7814	462	5	lifestyle	lifestyle	NOUN
easat-7814	462	6	choices	choice	NOUN
easat-7814	462	7	,	,	PUNCT
easat-7814	462	8	such	such	ADJ
easat-7814	462	9	as	as	ADP
easat-7814	462	10	excessive	excessive	ADJ
easat-7814	462	11	alcohol	alcohol	NOUN
easat-7814	462	12	consumption	consumption	NOUN
easat-7814	462	13	and	and	CCONJ
easat-7814	462	14	frequent	frequent	ADJ
easat-7814	462	15	socializing	socializing	NOUN
easat-7814	462	16	,	,	PUNCT
easat-7814	462	17	negatively	negatively	ADV
easat-7814	462	18	impacted	impact	VERB
easat-7814	462	19	grades	grade	NOUN
easat-7814	462	20	.	.	PUNCT
easat-7814	463	1	for	for	ADP
easat-7814	463	2	instance	instance	NOUN
easat-7814	463	3	,	,	PUNCT
easat-7814	463	4	it	it	PRON
easat-7814	463	5	was	be	AUX
easat-7814	463	6	observed	observe	VERB
easat-7814	463	7	that	that	SCONJ
easat-7814	463	8	higher	high	ADJ
easat-7814	463	9	grades	grade	NOUN
easat-7814	463	10	were	be	AUX
easat-7814	463	11	more	more	ADV
easat-7814	463	12	likely	likely	ADJ
easat-7814	463	13	to	to	PART
easat-7814	463	14	be	be	AUX
easat-7814	463	15	achieved	achieve	VERB
easat-7814	463	16	by	by	ADP
easat-7814	463	17	students	student	NOUN
easat-7814	463	18	with	with	ADP
easat-7814	463	19	lower	low	ADJ
easat-7814	463	20	weekend	weekend	NOUN
easat-7814	463	21	alcohol	alcohol	NOUN
easat-7814	463	22	consumption	consumption	NOUN
easat-7814	463	23	and	and	CCONJ
easat-7814	463	24	minimal	minimal	ADJ
easat-7814	463	25	social	social	ADJ
easat-7814	463	26	activities	activity	NOUN
easat-7814	463	27	,	,	PUNCT
easat-7814	463	28	indicating	indicate	VERB
easat-7814	463	29	that	that	SCONJ
easat-7814	463	30	balanced	balanced	ADJ
easat-7814	463	31	lifestyle	lifestyle	NOUN
easat-7814	463	32	choices	choice	NOUN
easat-7814	463	33	are	be	AUX
easat-7814	463	34	considered	consider	VERB
easat-7814	463	35	critical	critical	ADJ
easat-7814	463	36	for	for	ADP
easat-7814	463	37	academic	academic	ADJ
easat-7814	463	38	success	success	NOUN
easat-7814	463	39	.	.	PUNCT
easat-7814	464	1	the	the	DET
easat-7814	464	2	school	school	NOUN
easat-7814	464	3	environment	environment	NOUN
easat-7814	464	4	,	,	PUNCT
easat-7814	464	5	characterized	characterize	VERB
easat-7814	464	6	by	by	ADP
easat-7814	464	7	teacher	teacher	NOUN
easat-7814	464	8	quality	quality	NOUN
easat-7814	464	9	,	,	PUNCT
easat-7814	464	10	class	class	NOUN
easat-7814	464	11	size	size	NOUN
easat-7814	464	12	,	,	PUNCT
easat-7814	464	13	extracurricular	extracurricular	ADJ
easat-7814	464	14	activities	activity	NOUN
easat-7814	464	15	,	,	PUNCT
easat-7814	464	16	and	and	CCONJ
easat-7814	464	17	available	available	ADJ
easat-7814	464	18	resources	resource	NOUN
easat-7814	464	19	,	,	PUNCT
easat-7814	464	20	plays	play	VERB
easat-7814	464	21	a	a	DET
easat-7814	464	22	vital	vital	ADJ
easat-7814	464	23	role	role	NOUN
easat-7814	464	24	in	in	ADP
easat-7814	464	25	academic	academic	ADJ
easat-7814	464	26	success	success	NOUN
easat-7814	464	27	.	.	PUNCT
easat-7814	465	1	a	a	DET
easat-7814	465	2	positive	positive	ADJ
easat-7814	465	3	school	school	NOUN
easat-7814	465	4	culture	culture	NOUN
easat-7814	465	5	is	be	AUX
easat-7814	465	6	associated	associate	VERB
easat-7814	465	7	with	with	ADP
easat-7814	465	8	enhanced	enhanced	ADJ
easat-7814	465	9	student	student	NOUN
easat-7814	465	10	engagement	engagement	NOUN
easat-7814	465	11	,	,	PUNCT
easat-7814	465	12	motivation	motivation	NOUN
easat-7814	465	13	,	,	PUNCT
easat-7814	465	14	and	and	CCONJ
easat-7814	465	15	improved	improved	ADJ
easat-7814	465	16	outcomes	outcome	NOUN
easat-7814	465	17	,	,	PUNCT
easat-7814	465	18	as	as	SCONJ
easat-7814	465	19	indicated	indicate	VERB
easat-7814	465	20	by	by	ADP
easat-7814	465	21	earlier	early	ADJ
easat-7814	465	22	findings	finding	NOUN
easat-7814	465	23	[	[	X
easat-7814	465	24	1	1	NUM
easat-7814	465	25	,	,	PUNCT
easat-7814	465	26	14	14	NUM
easat-7814	465	27	]	]	PUNCT
easat-7814	465	28	.	.	PUNCT
easat-7814	466	1	it	it	PRON
easat-7814	466	2	has	have	AUX
easat-7814	466	3	been	be	AUX
easat-7814	466	4	observed	observe	VERB
easat-7814	466	5	that	that	SCONJ
easat-7814	466	6	students	student	NOUN
easat-7814	466	7	from	from	ADP
easat-7814	466	8	schools	school	NOUN
easat-7814	466	9	characterized	characterize	VERB
easat-7814	466	10	by	by	ADP
easat-7814	466	11	supportive	supportive	ADJ
easat-7814	466	12	environments	environment	NOUN
easat-7814	466	13	exhibit	exhibit	VERB
easat-7814	466	14	better	well	ADJ
easat-7814	466	15	academic	academic	ADJ
easat-7814	466	16	performance	performance	NOUN
easat-7814	466	17	.	.	PUNCT
easat-7814	467	1	the	the	DET
easat-7814	467	2	grades	grade	NOUN
easat-7814	467	3	achieved	achieve	VERB
easat-7814	467	4	in	in	ADP
easat-7814	467	5	the	the	DET
easat-7814	467	6	first	first	ADJ
easat-7814	467	7	and	and	CCONJ
easat-7814	467	8	second	second	ADJ
easat-7814	467	9	academic	academic	ADJ
easat-7814	467	10	periods	period	NOUN
easat-7814	467	11	were	be	AUX
easat-7814	467	12	identified	identify	VERB
easat-7814	467	13	as	as	ADP
easat-7814	467	14	the	the	DET
easat-7814	467	15	most	most	ADV
easat-7814	467	16	significant	significant	ADJ
easat-7814	467	17	predictors	predictor	NOUN
easat-7814	467	18	of	of	ADP
easat-7814	467	19	the	the	DET
easat-7814	467	20	final	final	ADJ
easat-7814	467	21	grade	grade	NOUN
easat-7814	467	22	,	,	PUNCT
easat-7814	467	23	with	with	ADP
easat-7814	467	24	the	the	DET
easat-7814	467	25	highest	high	ADJ
easat-7814	467	26	correlation	correlation	NOUN
easat-7814	467	27	exhibited	exhibit	VERB
easat-7814	467	28	by	by	ADP
easat-7814	467	29	the	the	DET
easat-7814	467	30	second	second	ADJ
easat-7814	467	31	-	-	PUNCT
easat-7814	467	32	period	period	NOUN
easat-7814	467	33	grade	grade	NOUN
easat-7814	467	34	.	.	PUNCT
easat-7814	468	1	it	it	PRON
easat-7814	468	2	has	have	AUX
easat-7814	468	3	been	be	AUX
easat-7814	468	4	established	establish	VERB
easat-7814	468	5	that	that	SCONJ
easat-7814	468	6	early	early	ADJ
easat-7814	468	7	academic	academic	ADJ
easat-7814	468	8	success	success	NOUN
easat-7814	468	9	is	be	AUX
easat-7814	468	10	a	a	DET
easat-7814	468	11	strong	strong	ADJ
easat-7814	468	12	foundation	foundation	NOUN
easat-7814	468	13	for	for	ADP
easat-7814	468	14	later	later	ADJ
easat-7814	468	15	achievements	achievement	NOUN
easat-7814	468	16	,	,	PUNCT
easat-7814	468	17	consistent	consistent	ADJ
easat-7814	468	18	with	with	ADP
easat-7814	468	19	previous	previous	ADJ
easat-7814	468	20	findings	finding	NOUN
easat-7814	468	21	[	[	X
easat-7814	468	22	15	15	NUM
easat-7814	468	23	]	]	PUNCT
easat-7814	468	24	.	.	PUNCT
easat-7814	469	1	attendance	attendance	NOUN
easat-7814	469	2	was	be	AUX
easat-7814	469	3	identified	identify	VERB
easat-7814	469	4	as	as	ADP
easat-7814	469	5	a	a	DET
easat-7814	469	6	crucial	crucial	ADJ
easat-7814	469	7	factor	factor	NOUN
easat-7814	469	8	,	,	PUNCT
easat-7814	469	9	with	with	ADP
easat-7814	469	10	frequent	frequent	ADJ
easat-7814	469	11	absences	absence	NOUN
easat-7814	469	12	negatively	negatively	ADV
easat-7814	469	13	correlated	correlate	VERB
easat-7814	469	14	with	with	ADP
easat-7814	469	15	performance	performance	NOUN
easat-7814	469	16	[	[	X
easat-7814	469	17	17	17	NUM
easat-7814	469	18	]	]	PUNCT
easat-7814	469	19	.	.	PUNCT
easat-7814	470	1	the	the	DET
easat-7814	470	2	influential	influential	ADJ
easat-7814	470	3	variables	variable	NOUN
easat-7814	470	4	were	be	AUX
easat-7814	470	5	family	family	NOUN
easat-7814	470	6	size	size	NOUN
easat-7814	470	7	,	,	PUNCT
easat-7814	470	8	age	age	NOUN
easat-7814	470	9	,	,	PUNCT
easat-7814	470	10	parental	parental	ADJ
easat-7814	470	11	education	education	NOUN
easat-7814	470	12	,	,	PUNCT
easat-7814	470	13	and	and	CCONJ
easat-7814	470	14	health	health	NOUN
easat-7814	470	15	status	status	NOUN
easat-7814	470	16	.	.	PUNCT
easat-7814	471	1	a	a	DET
easat-7814	471	2	pattern	pattern	NOUN
easat-7814	471	3	of	of	ADP
easat-7814	471	4	consistent	consistent	ADJ
easat-7814	471	5	historical	historical	ADJ
easat-7814	471	6	achievements	achievement	NOUN
easat-7814	471	7	,	,	PUNCT
easat-7814	471	8	regular	regular	ADJ
easat-7814	471	9	attendance	attendance	NOUN
easat-7814	471	10	,	,	PUNCT
easat-7814	471	11	and	and	CCONJ
easat-7814	471	12	strong	strong	ADJ
easat-7814	471	13	family	family	NOUN
easat-7814	471	14	support	support	NOUN
easat-7814	471	15	is	be	AUX
easat-7814	471	16	typically	typically	ADV
easat-7814	471	17	exhibited	exhibit	VERB
easat-7814	471	18	by	by	ADP
easat-7814	471	19	students	student	NOUN
easat-7814	471	20	who	who	PRON
easat-7814	471	21	excel	excel	VERB
easat-7814	471	22	(	(	PUNCT
easat-7814	471	23	achieving	achieve	VERB
easat-7814	471	24	a	a	DET
easat-7814	471	25	final	final	ADJ
easat-7814	471	26	grade	grade	NOUN
easat-7814	471	27	of	of	ADP
easat-7814	471	28	5	5	NUM
easat-7814	471	29	)	)	PUNCT
easat-7814	471	30	.	.	PUNCT
easat-7814	472	1	excessive	excessive	ADJ
easat-7814	472	2	social	social	ADJ
easat-7814	472	3	activities	activity	NOUN
easat-7814	472	4	and	and	CCONJ
easat-7814	472	5	romantic	romantic	ADJ
easat-7814	472	6	relationships	relationship	NOUN
easat-7814	472	7	are	be	AUX
easat-7814	472	8	less	less	ADV
easat-7814	472	9	likely	likely	ADJ
easat-7814	472	10	to	to	PART
easat-7814	472	11	be	be	AUX
easat-7814	472	12	engaged	engage	VERB
easat-7814	472	13	,	,	PUNCT
easat-7814	472	14	and	and	CCONJ
easat-7814	472	15	studying	study	VERB
easat-7814	472	16	for	for	ADP
easat-7814	472	17	more	more	ADJ
easat-7814	472	18	than	than	ADP
easat-7814	472	19	10	10	NUM
easat-7814	472	20	hours	hour	NOUN
easat-7814	472	21	per	per	ADP
easat-7814	472	22	week	week	NOUN
easat-7814	472	23	tends	tend	VERB
easat-7814	472	24	to	to	PART
easat-7814	472	25	occur	occur	VERB
easat-7814	472	26	more	more	ADV
easat-7814	472	27	frequently	frequently	ADV
easat-7814	472	28	.	.	PUNCT
easat-7814	473	1	conversely	conversely	ADV
easat-7814	473	2	,	,	PUNCT
easat-7814	473	3	poor	poor	ADJ
easat-7814	473	4	historical	historical	ADJ
easat-7814	473	5	achievements	achievement	NOUN
easat-7814	473	6	,	,	PUNCT
easat-7814	473	7	frequent	frequent	ADJ
easat-7814	473	8	absences	absence	NOUN
easat-7814	473	9	,	,	PUNCT
easat-7814	473	10	and	and	CCONJ
easat-7814	473	11	higher	high	ADJ
easat-7814	473	12	levels	level	NOUN
easat-7814	473	13	of	of	ADP
easat-7814	473	14	daily	daily	ADJ
easat-7814	473	15	alcohol	alcohol	NOUN
easat-7814	473	16	consumption	consumption	NOUN
easat-7814	473	17	are	be	AUX
easat-7814	473	18	often	often	ADV
easat-7814	473	19	exhibited	exhibit	VERB
easat-7814	473	20	by	by	ADP
easat-7814	473	21	students	student	NOUN
easat-7814	473	22	with	with	ADP
easat-7814	473	23	failing	fail	VERB
easat-7814	473	24	grades	grade	NOUN
easat-7814	473	25	.	.	PUNCT
easat-7814	474	1	fewer	few	ADJ
easat-7814	474	2	hours	hour	NOUN
easat-7814	474	3	are	be	AUX
easat-7814	474	4	typically	typically	ADV
easat-7814	474	5	spent	spend	VERB
easat-7814	474	6	studying	study	VERB
easat-7814	474	7	,	,	PUNCT
easat-7814	474	8	while	while	SCONJ
easat-7814	474	9	greater	great	ADJ
easat-7814	474	10	engagement	engagement	NOUN
easat-7814	474	11	in	in	ADP
easat-7814	474	12	extracurricular	extracurricular	ADJ
easat-7814	474	13	activities	activity	NOUN
easat-7814	474	14	and	and	CCONJ
easat-7814	474	15	socializing	socializing	NOUN
easat-7814	474	16	is	be	AUX
easat-7814	474	17	observed	observe	VERB
easat-7814	474	18	[	[	X
easat-7814	474	19	17	17	NUM
easat-7814	474	20	]	]	PUNCT
easat-7814	474	21	.	.	PUNCT
easat-7814	475	1	the	the	DET
easat-7814	475	2	discussion	discussion	NOUN
easat-7814	475	3	of	of	ADP
easat-7814	475	4	several	several	ADJ
easat-7814	475	5	limitations	limitation	NOUN
easat-7814	475	6	of	of	ADP
easat-7814	475	7	this	this	DET
easat-7814	475	8	study	study	NOUN
easat-7814	475	9	is	be	AUX
easat-7814	475	10	warranted	warrant	VERB
easat-7814	475	11	.	.	PUNCT
easat-7814	476	1	the	the	DET
easat-7814	476	2	dataset	dataset	NOUN
easat-7814	476	3	comprises	comprise	VERB
easat-7814	476	4	395	395	NUM
easat-7814	476	5	students	student	NOUN
easat-7814	476	6	from	from	ADP
easat-7814	476	7	only	only	ADV
easat-7814	476	8	two	two	NUM
easat-7814	476	9	schools	school	NOUN
easat-7814	476	10	in	in	ADP
easat-7814	476	11	porto	porto	PROPN
easat-7814	476	12	,	,	PUNCT
easat-7814	476	13	portugal	portugal	PROPN
easat-7814	476	14	,	,	PUNCT
easat-7814	476	15	which	which	PRON
easat-7814	476	16	limits	limit	VERB
easat-7814	476	17	the	the	DET
easat-7814	476	18	generalizability	generalizability	NOUN
easat-7814	476	19	of	of	ADP
easat-7814	476	20	the	the	DET
easat-7814	476	21	findings	finding	NOUN
easat-7814	476	22	to	to	ADP
easat-7814	476	23	other	other	ADJ
easat-7814	476	24	regions	region	NOUN
easat-7814	476	25	or	or	CCONJ
easat-7814	476	26	educational	educational	ADJ
easat-7814	476	27	systems	system	NOUN
easat-7814	476	28	.	.	PUNCT
easat-7814	477	1	additionally	additionally	ADV
easat-7814	477	2	,	,	PUNCT
easat-7814	477	3	the	the	DET
easat-7814	477	4	dataset	dataset	NOUN
easat-7814	477	5	is	be	AUX
easat-7814	477	6	from	from	ADP
easat-7814	477	7	2008	2008	NUM
easat-7814	477	8	,	,	PUNCT
easat-7814	477	9	and	and	CCONJ
easat-7814	477	10	the	the	DET
easat-7814	477	11	evolving	evolve	VERB
easat-7814	477	12	educational	educational	ADJ
easat-7814	477	13	landscape	landscape	NOUN
easat-7814	477	14	,	,	PUNCT
easat-7814	477	15	including	include	VERB
easat-7814	477	16	technological	technological	ADJ
easat-7814	477	17	advancements	advancement	NOUN
easat-7814	477	18	and	and	CCONJ
easat-7814	477	19	shifts	shift	NOUN
easat-7814	477	20	in	in	ADP
easat-7814	477	21	teaching	teaching	NOUN
easat-7814	477	22	methods	method	NOUN
easat-7814	477	23	,	,	PUNCT
easat-7814	477	24	may	may	AUX
easat-7814	477	25	impact	impact	VERB
easat-7814	477	26	the	the	DET
easat-7814	477	27	relevance	relevance	NOUN
easat-7814	477	28	of	of	ADP
easat-7814	477	29	these	these	DET
easat-7814	477	30	findings	finding	NOUN
easat-7814	477	31	.	.	PUNCT
easat-7814	478	1	the	the	DET
easat-7814	478	2	use	use	NOUN
easat-7814	478	3	of	of	ADP
easat-7814	478	4	machine	machine	NOUN
easat-7814	478	5	learning	learning	NOUN
easat-7814	478	6	models	model	NOUN
easat-7814	478	7	,	,	PUNCT
easat-7814	478	8	such	such	ADJ
easat-7814	478	9	as	as	ADP
easat-7814	478	10	the	the	DET
easat-7814	478	11	voting	voting	NOUN
easat-7814	478	12	ensemble	ensemble	ADJ
easat-7814	478	13	,	,	PUNCT
easat-7814	478	14	was	be	AUX
easat-7814	478	15	demonstrated	demonstrate	VERB
easat-7814	478	16	to	to	PART
easat-7814	478	17	achieve	achieve	VERB
easat-7814	478	18	high	high	ADJ
easat-7814	478	19	accuracy	accuracy	NOUN
easat-7814	478	20	;	;	PUNCT
easat-7814	478	21	however	however	ADV
easat-7814	478	22	,	,	PUNCT
easat-7814	478	23	the	the	DET
easat-7814	478	24	small	small	ADJ
easat-7814	478	25	sample	sample	NOUN
easat-7814	478	26	size	size	NOUN
easat-7814	478	27	was	be	AUX
easat-7814	478	28	found	find	VERB
easat-7814	478	29	to	to	PART
easat-7814	478	30	increase	increase	VERB
easat-7814	478	31	the	the	DET
easat-7814	478	32	risk	risk	NOUN
easat-7814	478	33	of	of	ADP
easat-7814	478	34	overfitting	overfitte	VERB
easat-7814	478	35	,	,	PUNCT
easat-7814	478	36	despite	despite	SCONJ
easat-7814	478	37	efforts	effort	NOUN
easat-7814	478	38	being	be	AUX
easat-7814	478	39	made	make	VERB
easat-7814	478	40	to	to	PART
easat-7814	478	41	mitigate	mitigate	VERB
easat-7814	478	42	this	this	PRON
easat-7814	478	43	through	through	ADP
easat-7814	478	44	smote	smote	NOUN
easat-7814	478	45	.	.	PUNCT
easat-7814	479	1	future	future	ADJ
easat-7814	479	2	research	research	NOUN
easat-7814	479	3	should	should	AUX
easat-7814	479	4	address	address	VERB
easat-7814	479	5	these	these	DET
easat-7814	479	6	limitations	limitation	NOUN
easat-7814	479	7	by	by	ADP
easat-7814	479	8	including	include	VERB
easat-7814	479	9	larger	large	ADJ
easat-7814	479	10	,	,	PUNCT
easat-7814	479	11	more	more	ADV
easat-7814	479	12	diverse	diverse	ADJ
easat-7814	479	13	samples	sample	NOUN
easat-7814	479	14	from	from	ADP
easat-7814	479	15	multiple	multiple	ADJ
easat-7814	479	16	schools	school	NOUN
easat-7814	479	17	and	and	CCONJ
easat-7814	479	18	regions	region	NOUN
easat-7814	479	19	.	.	PUNCT
easat-7814	480	1	longitudinal	longitudinal	ADJ
easat-7814	480	2	studies	study	NOUN
easat-7814	480	3	tracking	track	VERB
easat-7814	480	4	students	student	NOUN
easat-7814	480	5	over	over	ADP
easat-7814	480	6	several	several	ADJ
easat-7814	480	7	years	year	NOUN
easat-7814	480	8	would	would	AUX
easat-7814	480	9	provide	provide	VERB
easat-7814	480	10	insights	insight	NOUN
easat-7814	480	11	into	into	ADP
easat-7814	480	12	long	long	ADJ
easat-7814	480	13	-	-	PUNCT
easat-7814	480	14	term	term	NOUN
easat-7814	480	15	trends	trend	NOUN
easat-7814	480	16	and	and	CCONJ
easat-7814	480	17	the	the	DET
easat-7814	480	18	impact	impact	NOUN
easat-7814	480	19	of	of	ADP
easat-7814	480	20	early	early	ADJ
easat-7814	480	21	interventions	intervention	NOUN
easat-7814	480	22	.	.	PUNCT
easat-7814	481	1	additional	additional	ADJ
easat-7814	481	2	variables	variable	NOUN
easat-7814	481	3	related	relate	VERB
easat-7814	481	4	to	to	ADP
easat-7814	481	5	socioeconomic	socioeconomic	ADJ
easat-7814	481	6	status	status	NOUN
easat-7814	481	7	,	,	PUNCT
easat-7814	481	8	school	school	NOUN
easat-7814	481	9	infrastructure	infrastructure	NOUN
easat-7814	481	10	,	,	PUNCT
easat-7814	481	11	teaching	teach	VERB
easat-7814	481	12	quality	quality	NOUN
easat-7814	481	13	,	,	PUNCT
easat-7814	481	14	and	and	CCONJ
easat-7814	481	15	psychological	psychological	ADJ
easat-7814	481	16	factors	factor	NOUN
easat-7814	481	17	could	could	AUX
easat-7814	481	18	be	be	AUX
easat-7814	481	19	incorporated	incorporate	VERB
easat-7814	481	20	to	to	PART
easat-7814	481	21	provide	provide	VERB
easat-7814	481	22	a	a	DET
easat-7814	481	23	more	more	ADV
easat-7814	481	24	comprehensive	comprehensive	ADJ
easat-7814	481	25	understanding	understanding	NOUN
easat-7814	481	26	of	of	ADP
easat-7814	481	27	academic	academic	ADJ
easat-7814	481	28	success	success	NOUN
easat-7814	481	29	.	.	PUNCT
easat-7814	482	1	advanced	advanced	ADJ
easat-7814	482	2	machine	machine	NOUN
easat-7814	482	3	learning	learn	VERB
easat-7814	482	4	techniques	technique	NOUN
easat-7814	482	5	like	like	ADP
easat-7814	482	6	deep	deep	ADJ
easat-7814	482	7	learning	learning	NOUN
easat-7814	482	8	are	be	AUX
easat-7814	482	9	expected	expect	VERB
easat-7814	482	10	to	to	PART
easat-7814	482	11	improve	improve	VERB
easat-7814	482	12	predictive	predictive	ADJ
easat-7814	482	13	accuracy	accuracy	NOUN
easat-7814	482	14	and	and	CCONJ
easat-7814	482	15	provide	provide	VERB
easat-7814	482	16	deeper	deep	ADJ
easat-7814	482	17	insights	insight	NOUN
easat-7814	482	18	into	into	ADP
easat-7814	482	19	variable	variable	ADJ
easat-7814	482	20	interactions	interaction	NOUN
easat-7814	482	21	.	.	PUNCT
easat-7814	483	1	finally	finally	ADV
easat-7814	483	2	,	,	PUNCT
easat-7814	483	3	ethical	ethical	ADJ
easat-7814	483	4	considerations	consideration	NOUN
easat-7814	483	5	,	,	PUNCT
easat-7814	483	6	such	such	ADJ
easat-7814	483	7	as	as	ADP
easat-7814	483	8	student	student	NOUN
easat-7814	483	9	data	data	PROPN
easat-7814	483	10	privacy	privacy	NOUN
easat-7814	483	11	,	,	PUNCT
easat-7814	483	12	should	should	AUX
easat-7814	483	13	be	be	AUX
easat-7814	483	14	prioritized	prioritize	VERB
easat-7814	483	15	in	in	ADP
easat-7814	483	16	future	future	ADJ
easat-7814	483	17	studies	study	NOUN
easat-7814	483	18	.	.	PUNCT
easat-7814	484	1	392	392	NUM
easat-7814	484	2	edelweiss	edelweiss	PROPN
easat-7814	484	3	applied	apply	VERB
easat-7814	484	4	science	science	NOUN
easat-7814	484	5	and	and	CCONJ
easat-7814	484	6	technology	technology	NOUN
easat-7814	484	7	issn	issn	PROPN
easat-7814	484	8	:	:	PUNCT
easat-7814	484	9	2576	2576	NUM
easat-7814	484	10	-	-	SYM
easat-7814	484	11	8484	8484	NUM
easat-7814	484	12	vol	vol	NOUN
easat-7814	484	13	.	.	PROPN
easat-7814	485	1	9	9	NUM
easat-7814	485	2	,	,	PUNCT
easat-7814	485	3	no	no	INTJ
easat-7814	485	4	.	.	NOUN
easat-7814	486	1	6	6	NUM
easat-7814	486	2	:	:	SYM
easat-7814	486	3	370	370	NUM
easat-7814	486	4	-	-	SYM
easat-7814	486	5	395	395	NUM
easat-7814	486	6	,	,	PUNCT
easat-7814	486	7	2025	2025	NUM
easat-7814	486	8	doi	doi	NOUN
easat-7814	486	9	:	:	PUNCT
easat-7814	486	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	486	11	©	©	PROPN
easat-7814	486	12	2025	2025	NUM
easat-7814	486	13	by	by	ADP
easat-7814	486	14	the	the	DET
easat-7814	486	15	authors	author	NOUN
easat-7814	486	16	;	;	PUNCT
easat-7814	486	17	licensee	licensee	PROPN
easat-7814	486	18	learning	learning	NOUN
easat-7814	486	19	gate	gate	NOUN
easat-7814	486	20	this	this	DET
easat-7814	486	21	study	study	NOUN
easat-7814	486	22	underscores	underscore	VERB
easat-7814	486	23	the	the	DET
easat-7814	486	24	complex	complex	ADJ
easat-7814	486	25	interplay	interplay	NOUN
easat-7814	486	26	of	of	ADP
easat-7814	486	27	demographic	demographic	ADJ
easat-7814	486	28	,	,	PUNCT
easat-7814	486	29	behavioral	behavioral	ADJ
easat-7814	486	30	,	,	PUNCT
easat-7814	486	31	and	and	CCONJ
easat-7814	486	32	environmental	environmental	ADJ
easat-7814	486	33	factors	factor	NOUN
easat-7814	486	34	influencing	influence	VERB
easat-7814	486	35	academic	academic	ADJ
easat-7814	486	36	performance	performance	NOUN
easat-7814	486	37	.	.	PUNCT
easat-7814	487	1	by	by	ADP
easat-7814	487	2	addressing	address	VERB
easat-7814	487	3	these	these	DET
easat-7814	487	4	factors	factor	NOUN
easat-7814	487	5	holistically	holistically	ADV
easat-7814	487	6	and	and	CCONJ
easat-7814	487	7	integrating	integrate	VERB
easat-7814	487	8	advanced	advanced	ADJ
easat-7814	487	9	modeling	modeling	NOUN
easat-7814	487	10	techniques	technique	NOUN
easat-7814	487	11	,	,	PUNCT
easat-7814	487	12	future	future	ADJ
easat-7814	487	13	research	research	NOUN
easat-7814	487	14	is	be	AUX
easat-7814	487	15	anticipated	anticipate	VERB
easat-7814	487	16	to	to	PART
easat-7814	487	17	enhance	enhance	VERB
easat-7814	487	18	the	the	DET
easat-7814	487	19	understanding	understanding	NOUN
easat-7814	487	20	of	of	ADP
easat-7814	487	21	student	student	NOUN
easat-7814	487	22	success	success	NOUN
easat-7814	487	23	further	far	ADV
easat-7814	487	24	and	and	CCONJ
easat-7814	487	25	inform	inform	VERB
easat-7814	487	26	the	the	DET
easat-7814	487	27	development	development	NOUN
easat-7814	487	28	of	of	ADP
easat-7814	487	29	targeted	target	VERB
easat-7814	487	30	interventions	intervention	NOUN
easat-7814	487	31	.	.	PUNCT
easat-7814	488	1	7	7	X
easat-7814	488	2	.	.	X
easat-7814	488	3	future	future	ADJ
easat-7814	488	4	work	work	NOUN
easat-7814	488	5	this	this	DET
easat-7814	488	6	study	study	NOUN
easat-7814	488	7	's	's	PART
easat-7814	488	8	findings	finding	NOUN
easat-7814	488	9	emphasize	emphasize	VERB
easat-7814	488	10	the	the	DET
easat-7814	488	11	potential	potential	NOUN
easat-7814	488	12	of	of	ADP
easat-7814	488	13	machine	machine	NOUN
easat-7814	488	14	learning	learning	NOUN
easat-7814	488	15	and	and	CCONJ
easat-7814	488	16	cloud	cloud	NOUN
easat-7814	488	17	-	-	PUNCT
easat-7814	488	18	based	base	VERB
easat-7814	488	19	solutions	solution	NOUN
easat-7814	488	20	in	in	ADP
easat-7814	488	21	enhancing	enhance	VERB
easat-7814	488	22	academic	academic	ADJ
easat-7814	488	23	performance	performance	NOUN
easat-7814	488	24	prediction	prediction	NOUN
easat-7814	488	25	.	.	PUNCT
easat-7814	489	1	however	however	ADV
easat-7814	489	2	,	,	PUNCT
easat-7814	489	3	several	several	ADJ
easat-7814	489	4	opportunities	opportunity	NOUN
easat-7814	489	5	are	be	AUX
easat-7814	489	6	present	present	ADJ
easat-7814	489	7	for	for	ADP
easat-7814	489	8	the	the	DET
easat-7814	489	9	expansion	expansion	NOUN
easat-7814	489	10	and	and	CCONJ
easat-7814	489	11	refinement	refinement	NOUN
easat-7814	489	12	of	of	ADP
easat-7814	489	13	the	the	DET
easat-7814	489	14	research	research	NOUN
easat-7814	489	15	that	that	PRON
easat-7814	489	16	has	have	AUX
easat-7814	489	17	been	be	AUX
easat-7814	489	18	presented	present	VERB
easat-7814	489	19	.	.	PUNCT
easat-7814	490	1	future	future	ADJ
easat-7814	490	2	efforts	effort	NOUN
easat-7814	490	3	are	be	AUX
easat-7814	490	4	suggested	suggest	VERB
easat-7814	490	5	to	to	PART
easat-7814	490	6	focus	focus	VERB
easat-7814	490	7	on	on	ADP
easat-7814	490	8	addressing	address	VERB
easat-7814	490	9	the	the	DET
easat-7814	490	10	limitations	limitation	NOUN
easat-7814	490	11	that	that	PRON
easat-7814	490	12	have	have	AUX
easat-7814	490	13	been	be	AUX
easat-7814	490	14	identified	identify	VERB
easat-7814	490	15	and	and	CCONJ
easat-7814	490	16	exploring	explore	VERB
easat-7814	490	17	innovative	innovative	ADJ
easat-7814	490	18	approaches	approach	NOUN
easat-7814	490	19	that	that	PRON
easat-7814	490	20	may	may	AUX
easat-7814	490	21	be	be	AUX
easat-7814	490	22	utilized	utilize	VERB
easat-7814	490	23	to	to	PART
easat-7814	490	24	advance	advance	VERB
easat-7814	490	25	this	this	DET
easat-7814	490	26	field	field	NOUN
easat-7814	490	27	further	far	ADV
easat-7814	490	28	.	.	PUNCT
easat-7814	491	1	the	the	DET
easat-7814	491	2	reliance	reliance	NOUN
easat-7814	491	3	on	on	ADP
easat-7814	491	4	a	a	DET
easat-7814	491	5	single	single	ADJ
easat-7814	491	6	dataset	dataset	NOUN
easat-7814	491	7	from	from	ADP
easat-7814	491	8	two	two	NUM
easat-7814	491	9	schools	school	NOUN
easat-7814	491	10	is	be	AUX
easat-7814	491	11	a	a	DET
easat-7814	491	12	significant	significant	ADJ
easat-7814	491	13	limitation	limitation	NOUN
easat-7814	491	14	of	of	ADP
easat-7814	491	15	the	the	DET
easat-7814	491	16	current	current	ADJ
easat-7814	491	17	research	research	NOUN
easat-7814	491	18	.	.	PUNCT
easat-7814	492	1	it	it	PRON
easat-7814	492	2	is	be	AUX
easat-7814	492	3	suggested	suggest	VERB
easat-7814	492	4	that	that	SCONJ
easat-7814	492	5	more	more	ADV
easat-7814	492	6	extensive	extensive	ADJ
easat-7814	492	7	and	and	CCONJ
easat-7814	492	8	more	more	ADV
easat-7814	492	9	diverse	diverse	ADJ
easat-7814	492	10	datasets	dataset	NOUN
easat-7814	492	11	spanning	span	VERB
easat-7814	492	12	multiple	multiple	ADJ
easat-7814	492	13	regions	region	NOUN
easat-7814	492	14	,	,	PUNCT
easat-7814	492	15	educational	educational	ADJ
easat-7814	492	16	levels	level	NOUN
easat-7814	492	17	,	,	PUNCT
easat-7814	492	18	and	and	CCONJ
easat-7814	492	19	socioeconomic	socioeconomic	ADJ
easat-7814	492	20	contexts	context	NOUN
easat-7814	492	21	be	be	AUX
easat-7814	492	22	incorporated	incorporate	VERB
easat-7814	492	23	into	into	ADP
easat-7814	492	24	future	future	ADJ
easat-7814	492	25	research	research	NOUN
easat-7814	492	26	to	to	PART
easat-7814	492	27	enhance	enhance	VERB
easat-7814	492	28	the	the	DET
easat-7814	492	29	generalizability	generalizability	NOUN
easat-7814	492	30	of	of	ADP
easat-7814	492	31	findings	finding	NOUN
easat-7814	492	32	.	.	PUNCT
easat-7814	493	1	broader	broad	ADJ
easat-7814	493	2	patterns	pattern	NOUN
easat-7814	493	3	and	and	CCONJ
easat-7814	493	4	trends	trend	NOUN
easat-7814	493	5	will	will	AUX
easat-7814	493	6	be	be	AUX
easat-7814	493	7	identified	identify	VERB
easat-7814	493	8	through	through	ADP
easat-7814	493	9	this	this	DET
easat-7814	493	10	approach	approach	NOUN
easat-7814	493	11	,	,	PUNCT
easat-7814	493	12	with	with	SCONJ
easat-7814	493	13	regional	regional	ADJ
easat-7814	493	14	and	and	CCONJ
easat-7814	493	15	cultural	cultural	ADJ
easat-7814	493	16	differences	difference	NOUN
easat-7814	493	17	being	be	AUX
easat-7814	493	18	accounted	account	VERB
easat-7814	493	19	for	for	ADP
easat-7814	493	20	.	.	PUNCT
easat-7814	494	1	cross	cross	ADJ
easat-7814	494	2	-	-	ADJ
easat-7814	494	3	sectional	sectional	ADJ
easat-7814	494	4	data	datum	NOUN
easat-7814	494	5	was	be	AUX
easat-7814	494	6	utilized	utilize	VERB
easat-7814	494	7	in	in	ADP
easat-7814	494	8	this	this	DET
easat-7814	494	9	study	study	NOUN
easat-7814	494	10	,	,	PUNCT
easat-7814	494	11	allowing	allow	VERB
easat-7814	494	12	for	for	SCONJ
easat-7814	494	13	a	a	DET
easat-7814	494	14	snapshot	snapshot	NOUN
easat-7814	494	15	of	of	ADP
easat-7814	494	16	student	student	NOUN
easat-7814	494	17	performance	performance	NOUN
easat-7814	494	18	to	to	PART
easat-7814	494	19	be	be	AUX
easat-7814	494	20	provided	provide	VERB
easat-7814	494	21	at	at	ADP
easat-7814	494	22	a	a	DET
easat-7814	494	23	specific	specific	ADJ
easat-7814	494	24	point	point	NOUN
easat-7814	494	25	in	in	ADP
easat-7814	494	26	time	time	NOUN
easat-7814	494	27	.	.	PUNCT
easat-7814	495	1	incorporating	incorporate	VERB
easat-7814	495	2	longitudinal	longitudinal	ADJ
easat-7814	495	3	data	datum	NOUN
easat-7814	495	4	would	would	AUX
easat-7814	495	5	allow	allow	VERB
easat-7814	495	6	for	for	ADP
easat-7814	495	7	exploring	explore	VERB
easat-7814	495	8	the	the	DET
easat-7814	495	9	temporal	temporal	ADJ
easat-7814	495	10	dynamics	dynamic	NOUN
easat-7814	495	11	of	of	ADP
easat-7814	495	12	academic	academic	ADJ
easat-7814	495	13	success	success	NOUN
easat-7814	495	14	and	and	CCONJ
easat-7814	495	15	examining	examine	VERB
easat-7814	495	16	how	how	SCONJ
easat-7814	495	17	student	student	NOUN
easat-7814	495	18	performance	performance	NOUN
easat-7814	495	19	evolves	evolve	VERB
easat-7814	495	20	.	.	PUNCT
easat-7814	496	1	insights	insight	NOUN
easat-7814	496	2	into	into	ADP
easat-7814	496	3	the	the	DET
easat-7814	496	4	long	long	ADJ
easat-7814	496	5	-	-	PUNCT
easat-7814	496	6	term	term	NOUN
easat-7814	496	7	impact	impact	NOUN
easat-7814	496	8	of	of	ADP
easat-7814	496	9	interventions	intervention	NOUN
easat-7814	496	10	and	and	CCONJ
easat-7814	496	11	the	the	DET
easat-7814	496	12	predictive	predictive	ADJ
easat-7814	496	13	value	value	NOUN
easat-7814	496	14	of	of	ADP
easat-7814	496	15	early	early	ADJ
easat-7814	496	16	academic	academic	ADJ
easat-7814	496	17	indicators	indicator	NOUN
easat-7814	496	18	could	could	AUX
easat-7814	496	19	be	be	AUX
easat-7814	496	20	provided	provide	VERB
easat-7814	496	21	.	.	PUNCT
easat-7814	497	1	while	while	SCONJ
easat-7814	497	2	traditional	traditional	ADJ
easat-7814	497	3	machine	machine	NOUN
easat-7814	497	4	learning	learning	NOUN
easat-7814	497	5	and	and	CCONJ
easat-7814	497	6	ensemble	ensemble	ADJ
easat-7814	497	7	methods	method	NOUN
easat-7814	497	8	were	be	AUX
easat-7814	497	9	employed	employ	VERB
easat-7814	497	10	in	in	ADP
easat-7814	497	11	this	this	DET
easat-7814	497	12	study	study	NOUN
easat-7814	497	13	,	,	PUNCT
easat-7814	497	14	the	the	DET
easat-7814	497	15	application	application	NOUN
easat-7814	497	16	of	of	ADP
easat-7814	497	17	advanced	advanced	ADJ
easat-7814	497	18	techniques	technique	NOUN
easat-7814	497	19	such	such	ADJ
easat-7814	497	20	as	as	ADP
easat-7814	497	21	deep	deep	ADJ
easat-7814	497	22	learning	learning	NOUN
easat-7814	497	23	,	,	PUNCT
easat-7814	497	24	transformer	transformer	NOUN
easat-7814	497	25	-	-	PUNCT
easat-7814	497	26	based	base	VERB
easat-7814	497	27	models	model	NOUN
easat-7814	497	28	,	,	PUNCT
easat-7814	497	29	and	and	CCONJ
easat-7814	497	30	graph	graph	NOUN
easat-7814	497	31	neural	neural	ADJ
easat-7814	497	32	networks	network	NOUN
easat-7814	497	33	could	could	AUX
easat-7814	497	34	be	be	AUX
easat-7814	497	35	explored	explore	VERB
easat-7814	497	36	in	in	ADP
easat-7814	497	37	future	future	ADJ
easat-7814	497	38	research	research	NOUN
easat-7814	497	39	.	.	PUNCT
easat-7814	498	1	these	these	DET
easat-7814	498	2	approaches	approach	NOUN
easat-7814	498	3	can	can	AUX
easat-7814	498	4	capture	capture	VERB
easat-7814	498	5	complex	complex	ADJ
easat-7814	498	6	,	,	PUNCT
easat-7814	498	7	nonlinear	nonlinear	ADJ
easat-7814	498	8	relationships	relationship	NOUN
easat-7814	498	9	and	and	CCONJ
easat-7814	498	10	dependencies	dependency	NOUN
easat-7814	498	11	within	within	ADP
easat-7814	498	12	the	the	DET
easat-7814	498	13	data	datum	NOUN
easat-7814	498	14	,	,	PUNCT
easat-7814	498	15	which	which	PRON
easat-7814	498	16	may	may	AUX
easat-7814	498	17	lead	lead	VERB
easat-7814	498	18	to	to	ADP
easat-7814	498	19	higher	high	ADJ
easat-7814	498	20	prediction	prediction	NOUN
easat-7814	498	21	accuracy	accuracy	NOUN
easat-7814	498	22	and	and	CCONJ
easat-7814	498	23	deeper	deep	ADJ
easat-7814	498	24	insights	insight	NOUN
easat-7814	498	25	into	into	ADP
easat-7814	498	26	influencing	influence	VERB
easat-7814	498	27	factors	factor	NOUN
easat-7814	498	28	.	.	PUNCT
easat-7814	499	1	their	their	PRON
easat-7814	499	2	black	black	ADJ
easat-7814	499	3	-	-	PUNCT
easat-7814	499	4	box	box	NOUN
easat-7814	499	5	nature	nature	NOUN
easat-7814	499	6	can	can	AUX
easat-7814	499	7	hinder	hinder	VERB
easat-7814	499	8	the	the	DET
easat-7814	499	9	practical	practical	ADJ
easat-7814	499	10	application	application	NOUN
easat-7814	499	11	of	of	ADP
easat-7814	499	12	many	many	ADJ
easat-7814	499	13	machine	machine	NOUN
easat-7814	499	14	-	-	PUNCT
easat-7814	499	15	learning	learn	VERB
easat-7814	499	16	models	model	NOUN
easat-7814	499	17	in	in	ADP
easat-7814	499	18	educational	educational	ADJ
easat-7814	499	19	settings	setting	NOUN
easat-7814	499	20	.	.	PUNCT
easat-7814	500	1	the	the	DET
easat-7814	500	2	integration	integration	NOUN
easat-7814	500	3	of	of	ADP
easat-7814	500	4	explainable	explainable	ADJ
easat-7814	500	5	ai	ai	NOUN
easat-7814	500	6	(	(	PUNCT
easat-7814	500	7	xai	xai	PROPN
easat-7814	500	8	)	)	PUNCT
easat-7814	500	9	techniques	technique	NOUN
easat-7814	500	10	for	for	ADP
easat-7814	500	11	enhancing	enhance	VERB
easat-7814	500	12	the	the	DET
easat-7814	500	13	transparency	transparency	NOUN
easat-7814	500	14	and	and	CCONJ
easat-7814	500	15	actionability	actionability	NOUN
easat-7814	500	16	of	of	ADP
easat-7814	500	17	model	model	NOUN
easat-7814	500	18	predictions	prediction	NOUN
easat-7814	500	19	should	should	AUX
easat-7814	500	20	be	be	AUX
easat-7814	500	21	prioritized	prioritize	VERB
easat-7814	500	22	in	in	ADP
easat-7814	500	23	future	future	ADJ
easat-7814	500	24	research	research	NOUN
easat-7814	500	25	.	.	PUNCT
easat-7814	501	1	clear	clear	ADJ
easat-7814	501	2	explanations	explanation	NOUN
easat-7814	501	3	of	of	ADP
easat-7814	501	4	how	how	SCONJ
easat-7814	501	5	specific	specific	ADJ
easat-7814	501	6	factors	factor	NOUN
easat-7814	501	7	contribute	contribute	VERB
easat-7814	501	8	to	to	ADP
easat-7814	501	9	academic	academic	ADJ
easat-7814	501	10	performance	performance	NOUN
easat-7814	501	11	can	can	AUX
easat-7814	501	12	benefit	benefit	VERB
easat-7814	501	13	educators	educator	NOUN
easat-7814	501	14	and	and	CCONJ
easat-7814	501	15	policymakers	policymaker	NOUN
easat-7814	501	16	.	.	PUNCT
easat-7814	502	1	cloud	cloud	NOUN
easat-7814	502	2	platforms	platform	NOUN
easat-7814	502	3	such	such	ADJ
easat-7814	502	4	as	as	ADP
easat-7814	502	5	microsoft	microsoft	PROPN
easat-7814	502	6	azure	azure	PROPN
easat-7814	502	7	enable	enable	VERB
easat-7814	502	8	real	real	ADJ
easat-7814	502	9	-	-	PUNCT
easat-7814	502	10	time	time	NOUN
easat-7814	502	11	data	datum	NOUN
easat-7814	502	12	processing	processing	NOUN
easat-7814	502	13	and	and	CCONJ
easat-7814	502	14	analytics	analytic	NOUN
easat-7814	502	15	.	.	PUNCT
easat-7814	503	1	it	it	PRON
easat-7814	503	2	is	be	AUX
easat-7814	503	3	suggested	suggest	VERB
easat-7814	503	4	that	that	SCONJ
easat-7814	503	5	future	future	ADJ
easat-7814	503	6	studies	study	NOUN
easat-7814	503	7	be	be	AUX
easat-7814	503	8	conducted	conduct	VERB
easat-7814	503	9	to	to	PART
easat-7814	503	10	leverage	leverage	VERB
easat-7814	503	11	these	these	DET
easat-7814	503	12	capabilities	capability	NOUN
easat-7814	503	13	to	to	PART
easat-7814	503	14	develop	develop	VERB
easat-7814	503	15	systems	system	NOUN
easat-7814	503	16	that	that	PRON
easat-7814	503	17	provide	provide	VERB
easat-7814	503	18	real	real	ADJ
easat-7814	503	19	-	-	PUNCT
easat-7814	503	20	time	time	NOUN
easat-7814	503	21	feedback	feedback	NOUN
easat-7814	503	22	to	to	ADP
easat-7814	503	23	students	student	NOUN
easat-7814	503	24	and	and	CCONJ
easat-7814	503	25	educators	educator	NOUN
easat-7814	503	26	.	.	PUNCT
easat-7814	504	1	for	for	ADP
easat-7814	504	2	example	example	NOUN
easat-7814	504	3	,	,	PUNCT
easat-7814	504	4	models	model	NOUN
easat-7814	504	5	could	could	AUX
easat-7814	504	6	predict	predict	VERB
easat-7814	504	7	at	at	ADP
easat-7814	504	8	-	-	PUNCT
easat-7814	504	9	risk	risk	NOUN
easat-7814	504	10	students	student	NOUN
easat-7814	504	11	in	in	ADP
easat-7814	504	12	realtime	realtime	NOUN
easat-7814	504	13	,	,	PUNCT
easat-7814	504	14	and	and	CCONJ
easat-7814	504	15	immediate	immediate	ADJ
easat-7814	504	16	interventions	intervention	NOUN
easat-7814	504	17	could	could	AUX
easat-7814	504	18	be	be	AUX
easat-7814	504	19	suggested	suggest	VERB
easat-7814	504	20	,	,	PUNCT
easat-7814	504	21	resulting	result	VERB
easat-7814	504	22	in	in	ADP
easat-7814	504	23	a	a	DET
easat-7814	504	24	proactive	proactive	ADJ
easat-7814	504	25	approach	approach	NOUN
easat-7814	504	26	to	to	ADP
easat-7814	504	27	academic	academic	ADJ
easat-7814	504	28	support	support	NOUN
easat-7814	504	29	.	.	PUNCT
easat-7814	505	1	as	as	SCONJ
easat-7814	505	2	machine	machine	NOUN
easat-7814	505	3	learning	learning	NOUN
easat-7814	505	4	is	be	AUX
easat-7814	505	5	integrated	integrate	VERB
easat-7814	505	6	into	into	ADP
easat-7814	505	7	educational	educational	ADJ
easat-7814	505	8	systems	system	NOUN
easat-7814	505	9	,	,	PUNCT
easat-7814	505	10	ethical	ethical	ADJ
easat-7814	505	11	concerns	concern	NOUN
easat-7814	505	12	regarding	regard	VERB
easat-7814	505	13	data	data	NOUN
easat-7814	505	14	privacy	privacy	NOUN
easat-7814	505	15	and	and	CCONJ
easat-7814	505	16	security	security	NOUN
easat-7814	505	17	are	be	AUX
easat-7814	505	18	recognized	recognize	VERB
easat-7814	505	19	as	as	ADP
easat-7814	505	20	increasingly	increasingly	ADV
easat-7814	505	21	important	important	ADJ
easat-7814	505	22	.	.	PUNCT
easat-7814	506	1	it	it	PRON
easat-7814	506	2	is	be	AUX
easat-7814	506	3	suggested	suggest	VERB
easat-7814	506	4	that	that	SCONJ
easat-7814	506	5	future	future	ADJ
easat-7814	506	6	research	research	NOUN
easat-7814	506	7	be	be	AUX
easat-7814	506	8	directed	direct	VERB
easat-7814	506	9	towards	towards	ADP
easat-7814	506	10	developing	develop	VERB
easat-7814	506	11	robust	robust	ADJ
easat-7814	506	12	data	datum	NOUN
easat-7814	506	13	governance	governance	NOUN
easat-7814	506	14	frameworks	framework	NOUN
easat-7814	506	15	compliant	compliant	ADJ
easat-7814	506	16	with	with	ADP
easat-7814	506	17	global	global	ADJ
easat-7814	506	18	standards	standard	NOUN
easat-7814	506	19	,	,	PUNCT
easat-7814	506	20	such	such	ADJ
easat-7814	506	21	as	as	ADP
easat-7814	506	22	gdpr	gdpr	NOUN
easat-7814	506	23	.	.	PUNCT
easat-7814	507	1	transparent	transparent	ADJ
easat-7814	507	2	policies	policy	NOUN
easat-7814	507	3	for	for	ADP
easat-7814	507	4	data	datum	NOUN
easat-7814	507	5	usage	usage	NOUN
easat-7814	507	6	and	and	CCONJ
easat-7814	507	7	informed	informed	ADJ
easat-7814	507	8	consent	consent	NOUN
easat-7814	507	9	are	be	AUX
easat-7814	507	10	required	require	VERB
easat-7814	507	11	to	to	PART
easat-7814	507	12	build	build	VERB
easat-7814	507	13	trust	trust	NOUN
easat-7814	507	14	among	among	ADP
easat-7814	507	15	stakeholders	stakeholder	NOUN
easat-7814	507	16	.	.	PUNCT
easat-7814	508	1	personalized	personalize	VERB
easat-7814	508	2	learning	learn	VERB
easat-7814	508	3	pathways	pathway	NOUN
easat-7814	508	4	can	can	AUX
easat-7814	508	5	be	be	AUX
easat-7814	508	6	designed	design	VERB
easat-7814	508	7	by	by	ADP
easat-7814	508	8	extending	extend	VERB
easat-7814	508	9	the	the	DET
easat-7814	508	10	predictive	predictive	ADJ
easat-7814	508	11	models	model	NOUN
easat-7814	508	12	developed	develop	VERB
easat-7814	508	13	in	in	ADP
easat-7814	508	14	this	this	DET
easat-7814	508	15	study	study	NOUN
easat-7814	508	16	.	.	PUNCT
easat-7814	509	1	the	the	DET
easat-7814	509	2	predictions	prediction	NOUN
easat-7814	509	3	are	be	AUX
easat-7814	509	4	integrated	integrate	VERB
easat-7814	509	5	with	with	ADP
easat-7814	509	6	adaptive	adaptive	ADJ
easat-7814	509	7	learning	learning	NOUN
easat-7814	509	8	platforms	platform	NOUN
easat-7814	509	9	,	,	PUNCT
easat-7814	509	10	allowing	allow	VERB
easat-7814	509	11	curricula	curricula	NOUN
easat-7814	509	12	and	and	CCONJ
easat-7814	509	13	teaching	teaching	NOUN
easat-7814	509	14	strategies	strategy	NOUN
easat-7814	509	15	to	to	PART
easat-7814	509	16	be	be	AUX
easat-7814	509	17	tailored	tailor	VERB
easat-7814	509	18	to	to	ADP
easat-7814	509	19	individual	individual	ADJ
easat-7814	509	20	student	student	NOUN
easat-7814	509	21	needs	need	NOUN
easat-7814	509	22	,	,	PUNCT
easat-7814	509	23	resulting	result	VERB
easat-7814	509	24	in	in	ADP
easat-7814	509	25	improved	improved	ADJ
easat-7814	509	26	engagement	engagement	NOUN
easat-7814	509	27	and	and	CCONJ
easat-7814	509	28	outcomes	outcome	NOUN
easat-7814	509	29	.	.	PUNCT
easat-7814	510	1	integrating	integrate	VERB
easat-7814	510	2	diverse	diverse	ADJ
easat-7814	510	3	data	datum	NOUN
easat-7814	510	4	sources	source	NOUN
easat-7814	510	5	,	,	PUNCT
easat-7814	510	6	such	such	ADJ
easat-7814	510	7	as	as	ADP
easat-7814	510	8	video	video	NOUN
easat-7814	510	9	analysis	analysis	NOUN
easat-7814	510	10	of	of	ADP
easat-7814	510	11	classroom	classroom	NOUN
easat-7814	510	12	interactions	interaction	NOUN
easat-7814	510	13	,	,	PUNCT
easat-7814	510	14	speech	speech	NOUN
easat-7814	510	15	patterns	pattern	NOUN
easat-7814	510	16	during	during	ADP
easat-7814	510	17	oral	oral	ADJ
easat-7814	510	18	assessments	assessment	NOUN
easat-7814	510	19	,	,	PUNCT
easat-7814	510	20	and	and	CCONJ
easat-7814	510	21	physiological	physiological	ADJ
easat-7814	510	22	data	datum	NOUN
easat-7814	510	23	(	(	PUNCT
easat-7814	510	24	e.g.	e.g.	ADV
easat-7814	510	25	,	,	PUNCT
easat-7814	510	26	stress	stress	NOUN
easat-7814	510	27	levels	level	NOUN
easat-7814	510	28	)	)	PUNCT
easat-7814	510	29	,	,	PUNCT
easat-7814	510	30	could	could	AUX
easat-7814	510	31	be	be	AUX
easat-7814	510	32	explored	explore	VERB
easat-7814	510	33	in	in	ADP
easat-7814	510	34	future	future	ADJ
easat-7814	510	35	research	research	NOUN
easat-7814	510	36	to	to	PART
easat-7814	510	37	gain	gain	VERB
easat-7814	510	38	a	a	DET
easat-7814	510	39	more	more	ADV
easat-7814	510	40	comprehensive	comprehensive	ADJ
easat-7814	510	41	understanding	understanding	NOUN
easat-7814	510	42	of	of	ADP
easat-7814	510	43	student	student	NOUN
easat-7814	510	44	performance	performance	NOUN
easat-7814	510	45	.	.	PUNCT
easat-7814	511	1	the	the	DET
easat-7814	511	2	fusion	fusion	NOUN
easat-7814	511	3	of	of	ADP
easat-7814	511	4	these	these	DET
easat-7814	511	5	modalities	modality	NOUN
easat-7814	511	6	with	with	ADP
easat-7814	511	7	traditional	traditional	ADJ
easat-7814	511	8	academic	academic	ADJ
easat-7814	511	9	and	and	CCONJ
easat-7814	511	10	demographic	demographic	ADJ
easat-7814	511	11	data	datum	NOUN
easat-7814	511	12	is	be	AUX
easat-7814	511	13	expected	expect	VERB
easat-7814	511	14	to	to	PART
easat-7814	511	15	reveal	reveal	VERB
easat-7814	511	16	novel	novel	ADJ
easat-7814	511	17	predictors	predictor	NOUN
easat-7814	511	18	of	of	ADP
easat-7814	511	19	success	success	NOUN
easat-7814	511	20	.	.	PUNCT
easat-7814	512	1	while	while	SCONJ
easat-7814	512	2	predictors	predictor	NOUN
easat-7814	512	3	of	of	ADP
easat-7814	512	4	academic	academic	ADJ
easat-7814	512	5	performance	performance	NOUN
easat-7814	512	6	are	be	AUX
easat-7814	512	7	highlighted	highlight	VERB
easat-7814	512	8	in	in	ADP
easat-7814	512	9	this	this	DET
easat-7814	512	10	study	study	NOUN
easat-7814	512	11	,	,	PUNCT
easat-7814	512	12	the	the	DET
easat-7814	512	13	effectiveness	effectiveness	NOUN
easat-7814	512	14	of	of	ADP
easat-7814	512	15	specific	specific	ADJ
easat-7814	512	16	intervention	intervention	NOUN
easat-7814	512	17	strategies	strategy	NOUN
easat-7814	512	18	based	base	VERB
easat-7814	512	19	on	on	ADP
easat-7814	512	20	these	these	DET
easat-7814	512	21	predictions	prediction	NOUN
easat-7814	512	22	should	should	AUX
easat-7814	512	23	be	be	AUX
easat-7814	512	24	evaluated	evaluate	VERB
easat-7814	512	25	in	in	ADP
easat-7814	512	26	future	future	ADJ
easat-7814	512	27	work	work	NOUN
easat-7814	512	28	.	.	PUNCT
easat-7814	513	1	the	the	DET
easat-7814	513	2	impact	impact	NOUN
easat-7814	513	3	of	of	ADP
easat-7814	513	4	393	393	NUM
easat-7814	513	5	edelweiss	edelweiss	PROPN
easat-7814	513	6	applied	apply	VERB
easat-7814	513	7	science	science	NOUN
easat-7814	513	8	and	and	CCONJ
easat-7814	513	9	technology	technology	NOUN
easat-7814	513	10	issn	issn	PROPN
easat-7814	513	11	:	:	PUNCT
easat-7814	513	12	2576	2576	NUM
easat-7814	513	13	-	-	SYM
easat-7814	513	14	8484	8484	NUM
easat-7814	513	15	vol	vol	NOUN
easat-7814	513	16	.	.	PROPN
easat-7814	513	17	9	9	NUM
easat-7814	513	18	,	,	PUNCT
easat-7814	513	19	no	no	INTJ
easat-7814	513	20	.	.	NOUN
easat-7814	514	1	6	6	NUM
easat-7814	514	2	:	:	SYM
easat-7814	514	3	370	370	NUM
easat-7814	514	4	-	-	SYM
easat-7814	514	5	395	395	NUM
easat-7814	514	6	,	,	PUNCT
easat-7814	514	7	2025	2025	NUM
easat-7814	514	8	doi	doi	NOUN
easat-7814	514	9	:	:	PUNCT
easat-7814	514	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	514	11	©	©	PROPN
easat-7814	514	12	2025	2025	NUM
easat-7814	514	13	by	by	ADP
easat-7814	514	14	the	the	DET
easat-7814	514	15	authors	author	NOUN
easat-7814	514	16	;	;	PUNCT
easat-7814	514	17	licensee	licensee	PROPN
easat-7814	514	18	learning	learning	NOUN
easat-7814	514	19	gate	gate	NOUN
easat-7814	514	20	targeted	target	VERB
easat-7814	514	21	support	support	NOUN
easat-7814	514	22	programs	program	NOUN
easat-7814	514	23	,	,	PUNCT
easat-7814	514	24	such	such	ADJ
easat-7814	514	25	as	as	ADP
easat-7814	514	26	mentorship	mentorship	NOUN
easat-7814	514	27	,	,	PUNCT
easat-7814	514	28	tutoring	tutoring	NOUN
easat-7814	514	29	,	,	PUNCT
easat-7814	514	30	or	or	CCONJ
easat-7814	514	31	wellness	wellness	NOUN
easat-7814	514	32	initiatives	initiative	NOUN
easat-7814	514	33	,	,	PUNCT
easat-7814	514	34	on	on	ADP
easat-7814	514	35	student	student	NOUN
easat-7814	514	36	outcomes	outcome	NOUN
easat-7814	514	37	could	could	AUX
easat-7814	514	38	be	be	AUX
easat-7814	514	39	assessed	assess	VERB
easat-7814	514	40	through	through	ADP
easat-7814	514	41	controlled	control	VERB
easat-7814	514	42	trials	trial	NOUN
easat-7814	514	43	.	.	PUNCT
easat-7814	515	1	collaboration	collaboration	NOUN
easat-7814	515	2	between	between	ADP
easat-7814	515	3	educators	educator	NOUN
easat-7814	515	4	,	,	PUNCT
easat-7814	515	5	policymakers	policymaker	NOUN
easat-7814	515	6	,	,	PUNCT
easat-7814	515	7	data	datum	NOUN
easat-7814	515	8	scientists	scientist	NOUN
easat-7814	515	9	,	,	PUNCT
easat-7814	515	10	and	and	CCONJ
easat-7814	515	11	psychologists	psychologist	NOUN
easat-7814	515	12	is	be	AUX
easat-7814	515	13	crucial	crucial	ADJ
easat-7814	515	14	for	for	ADP
easat-7814	515	15	developing	develop	VERB
easat-7814	515	16	holistic	holistic	ADJ
easat-7814	515	17	solutions	solution	NOUN
easat-7814	515	18	.	.	PUNCT
easat-7814	516	1	diverse	diverse	ADJ
easat-7814	516	2	expertise	expertise	NOUN
easat-7814	516	3	is	be	AUX
easat-7814	516	4	brought	bring	VERB
easat-7814	516	5	together	together	ADV
easat-7814	516	6	,	,	PUNCT
easat-7814	516	7	allowing	allow	VERB
easat-7814	516	8	for	for	ADP
easat-7814	516	9	addressing	address	VERB
easat-7814	516	10	complex	complex	ADJ
easat-7814	516	11	challenges	challenge	NOUN
easat-7814	516	12	and	and	CCONJ
easat-7814	516	13	creating	create	VERB
easat-7814	516	14	practical	practical	ADJ
easat-7814	516	15	,	,	PUNCT
easat-7814	516	16	scalable	scalable	ADJ
easat-7814	516	17	tools	tool	NOUN
easat-7814	516	18	for	for	ADP
easat-7814	516	19	enhancing	enhance	VERB
easat-7814	516	20	education	education	NOUN
easat-7814	516	21	systems	system	NOUN
easat-7814	516	22	in	in	ADP
easat-7814	516	23	future	future	ADJ
easat-7814	516	24	research	research	NOUN
easat-7814	516	25	.	.	PUNCT
easat-7814	517	1	by	by	ADP
easat-7814	517	2	addressing	address	VERB
easat-7814	517	3	these	these	DET
easat-7814	517	4	areas	area	NOUN
easat-7814	517	5	,	,	PUNCT
easat-7814	517	6	future	future	ADJ
easat-7814	517	7	research	research	NOUN
easat-7814	517	8	can	can	AUX
easat-7814	517	9	build	build	VERB
easat-7814	517	10	a	a	DET
easat-7814	517	11	foundation	foundation	NOUN
easat-7814	517	12	to	to	PART
easat-7814	517	13	improve	improve	VERB
easat-7814	517	14	the	the	DET
easat-7814	517	15	prediction	prediction	NOUN
easat-7814	517	16	of	of	ADP
easat-7814	517	17	academic	academic	ADJ
easat-7814	517	18	performance	performance	NOUN
easat-7814	517	19	and	and	CCONJ
easat-7814	517	20	its	its	PRON
easat-7814	517	21	application	application	NOUN
easat-7814	517	22	in	in	ADP
easat-7814	517	23	real	real	ADJ
easat-7814	517	24	-	-	PUNCT
easat-7814	517	25	world	world	NOUN
easat-7814	517	26	educational	educational	ADJ
easat-7814	517	27	settings	setting	NOUN
easat-7814	517	28	.	.	PUNCT
easat-7814	518	1	that	that	PRON
easat-7814	518	2	will	will	AUX
easat-7814	518	3	ultimately	ultimately	ADV
easat-7814	518	4	contribute	contribute	VERB
easat-7814	518	5	to	to	ADP
easat-7814	518	6	more	more	ADV
easat-7814	518	7	equitable	equitable	ADJ
easat-7814	518	8	and	and	CCONJ
easat-7814	518	9	effective	effective	ADJ
easat-7814	518	10	learning	learn	VERB
easat-7814	518	11	environments	environment	NOUN
easat-7814	518	12	for	for	ADP
easat-7814	518	13	students	student	NOUN
easat-7814	518	14	worldwide	worldwide	ADV
easat-7814	518	15	.	.	PUNCT
easat-7814	519	1	8	8	X
easat-7814	519	2	.	.	PUNCT
easat-7814	519	3	conclusions	conclusion	NOUN
easat-7814	519	4	integrating	integrate	VERB
easat-7814	519	5	machine	machine	NOUN
easat-7814	519	6	learning	learn	VERB
easat-7814	519	7	techniques	technique	NOUN
easat-7814	519	8	within	within	ADP
easat-7814	519	9	cloud	cloud	NOUN
easat-7814	519	10	-	-	PUNCT
easat-7814	519	11	based	base	VERB
easat-7814	519	12	environments	environment	NOUN
easat-7814	519	13	presents	present	VERB
easat-7814	519	14	a	a	DET
easat-7814	519	15	comprehensive	comprehensive	ADJ
easat-7814	519	16	exploration	exploration	NOUN
easat-7814	519	17	of	of	ADP
easat-7814	519	18	academic	academic	ADJ
easat-7814	519	19	performance	performance	NOUN
easat-7814	519	20	prediction	prediction	NOUN
easat-7814	519	21	.	.	PUNCT
easat-7814	520	1	a	a	DET
easat-7814	520	2	dataset	dataset	NOUN
easat-7814	520	3	from	from	ADP
easat-7814	520	4	portuguese	portuguese	ADJ
easat-7814	520	5	secondary	secondary	ADJ
easat-7814	520	6	schools	school	NOUN
easat-7814	520	7	has	have	AUX
easat-7814	520	8	been	be	AUX
easat-7814	520	9	leveraged	leverage	VERB
easat-7814	520	10	to	to	PART
easat-7814	520	11	highlight	highlight	VERB
easat-7814	520	12	the	the	DET
easat-7814	520	13	multifaceted	multifaceted	ADJ
easat-7814	520	14	nature	nature	NOUN
easat-7814	520	15	of	of	ADP
easat-7814	520	16	academic	academic	ADJ
easat-7814	520	17	success	success	NOUN
easat-7814	520	18	,	,	PUNCT
easat-7814	520	19	which	which	PRON
easat-7814	520	20	is	be	AUX
easat-7814	520	21	influenced	influence	VERB
easat-7814	520	22	by	by	ADP
easat-7814	520	23	demographic	demographic	ADJ
easat-7814	520	24	,	,	PUNCT
easat-7814	520	25	socioeconomic	socioeconomic	ADJ
easat-7814	520	26	,	,	PUNCT
easat-7814	520	27	behavioural	behavioural	ADJ
easat-7814	520	28	,	,	PUNCT
easat-7814	520	29	and	and	CCONJ
easat-7814	520	30	educational	educational	ADJ
easat-7814	520	31	factors	factor	NOUN
easat-7814	520	32	.	.	PUNCT
easat-7814	521	1	the	the	DET
easat-7814	521	2	research	research	NOUN
easat-7814	521	3	underlines	underline	VERB
easat-7814	521	4	the	the	DET
easat-7814	521	5	transformative	transformative	ADJ
easat-7814	521	6	potential	potential	NOUN
easat-7814	521	7	of	of	ADP
easat-7814	521	8	advanced	advanced	ADJ
easat-7814	521	9	machine	machine	NOUN
easat-7814	521	10	learning	learn	VERB
easat-7814	521	11	algorithms	algorithm	NOUN
easat-7814	521	12	,	,	PUNCT
easat-7814	521	13	with	with	ADP
easat-7814	521	14	robust	robust	ADJ
easat-7814	521	15	classification	classification	NOUN
easat-7814	521	16	performance	performance	NOUN
easat-7814	521	17	achieved	achieve	VERB
easat-7814	521	18	by	by	ADP
easat-7814	521	19	ensemble	ensemble	ADJ
easat-7814	521	20	methods	method	NOUN
easat-7814	521	21	such	such	ADJ
easat-7814	521	22	as	as	ADP
easat-7814	521	23	the	the	DET
easat-7814	521	24	voting	voting	NOUN
easat-7814	521	25	ensemble	ensemble	ADJ
easat-7814	521	26	,	,	PUNCT
easat-7814	521	27	which	which	PRON
easat-7814	521	28	recorded	record	VERB
easat-7814	521	29	an	an	DET
easat-7814	521	30	f1	f1	ADJ
easat-7814	521	31	score	score	NOUN
easat-7814	521	32	of	of	ADP
easat-7814	521	33	0.836	0.836	NUM
easat-7814	521	34	and	and	CCONJ
easat-7814	521	35	an	an	DET
easat-7814	521	36	auc	auc	NOUN
easat-7814	521	37	of	of	ADP
easat-7814	521	38	0.973	0.973	NUM
easat-7814	521	39	.	.	PUNCT
easat-7814	522	1	the	the	DET
easat-7814	522	2	methodological	methodological	ADJ
easat-7814	522	3	advancements	advancement	NOUN
easat-7814	522	4	are	be	AUX
easat-7814	522	5	found	find	VERB
easat-7814	522	6	to	to	PART
easat-7814	522	7	constitute	constitute	VERB
easat-7814	522	8	the	the	DET
easat-7814	522	9	scientific	scientific	ADJ
easat-7814	522	10	contribution	contribution	NOUN
easat-7814	522	11	of	of	ADP
easat-7814	522	12	this	this	DET
easat-7814	522	13	work	work	NOUN
easat-7814	522	14	.	.	PUNCT
easat-7814	523	1	exploratory	exploratory	ADJ
easat-7814	523	2	data	datum	NOUN
easat-7814	523	3	analysis	analysis	NOUN
easat-7814	523	4	is	be	AUX
easat-7814	523	5	systematically	systematically	ADV
easat-7814	523	6	combined	combine	VERB
easat-7814	523	7	with	with	ADP
easat-7814	523	8	rigorous	rigorous	ADJ
easat-7814	523	9	preprocessing	preprocessing	NOUN
easat-7814	523	10	techniques	technique	NOUN
easat-7814	523	11	,	,	PUNCT
easat-7814	523	12	such	such	ADJ
easat-7814	523	13	as	as	ADP
easat-7814	523	14	smote	smote	ADJ
easat-7814	523	15	,	,	PUNCT
easat-7814	523	16	for	for	ADP
easat-7814	523	17	handling	handle	VERB
easat-7814	523	18	class	class	NOUN
easat-7814	523	19	imbalance	imbalance	NOUN
easat-7814	523	20	,	,	PUNCT
easat-7814	523	21	and	and	CCONJ
easat-7814	523	22	the	the	DET
easat-7814	523	23	deployment	deployment	NOUN
easat-7814	523	24	of	of	ADP
easat-7814	523	25	machine	machine	NOUN
easat-7814	523	26	learning	learning	NOUN
easat-7814	523	27	models	model	NOUN
easat-7814	523	28	is	be	AUX
easat-7814	523	29	facilitated	facilitate	VERB
easat-7814	523	30	within	within	ADP
easat-7814	523	31	a	a	DET
easat-7814	523	32	scalable	scalable	ADJ
easat-7814	523	33	and	and	CCONJ
easat-7814	523	34	automated	automated	ADJ
easat-7814	523	35	cloud	cloud	NOUN
easat-7814	523	36	infrastructure	infrastructure	NOUN
easat-7814	523	37	.	.	PUNCT
easat-7814	524	1	this	this	DET
easat-7814	524	2	approach	approach	NOUN
easat-7814	524	3	enhances	enhance	VERB
easat-7814	524	4	predictive	predictive	ADJ
easat-7814	524	5	accuracy	accuracy	NOUN
easat-7814	524	6	,	,	PUNCT
easat-7814	524	7	and	and	CCONJ
easat-7814	524	8	the	the	DET
easat-7814	524	9	generalizability	generalizability	NOUN
easat-7814	524	10	and	and	CCONJ
easat-7814	524	11	reliability	reliability	NOUN
easat-7814	524	12	of	of	ADP
easat-7814	524	13	the	the	DET
easat-7814	524	14	models	model	NOUN
easat-7814	524	15	are	be	AUX
easat-7814	524	16	ensured	ensure	VERB
easat-7814	524	17	.	.	PUNCT
easat-7814	525	1	furthermore	furthermore	ADV
easat-7814	525	2	,	,	PUNCT
easat-7814	525	3	the	the	DET
easat-7814	525	4	interpretability	interpretability	NOUN
easat-7814	525	5	of	of	ADP
easat-7814	525	6	predictions	prediction	NOUN
easat-7814	525	7	is	be	AUX
easat-7814	525	8	emphasized	emphasize	VERB
easat-7814	525	9	through	through	ADP
easat-7814	525	10	feature	feature	NOUN
easat-7814	525	11	importance	importance	NOUN
easat-7814	525	12	analysis	analysis	NOUN
easat-7814	525	13	,	,	PUNCT
easat-7814	525	14	with	with	ADP
easat-7814	525	15	actionable	actionable	ADJ
easat-7814	525	16	insights	insight	NOUN
easat-7814	525	17	offered	offer	VERB
easat-7814	525	18	for	for	ADP
easat-7814	525	19	educators	educator	NOUN
easat-7814	525	20	and	and	CCONJ
easat-7814	525	21	policymakers	policymaker	NOUN
easat-7814	525	22	.	.	PUNCT
easat-7814	526	1	critical	critical	ADJ
easat-7814	526	2	factors	factor	NOUN
easat-7814	526	3	influencing	influence	VERB
easat-7814	526	4	student	student	NOUN
easat-7814	526	5	outcomes	outcome	NOUN
easat-7814	526	6	,	,	PUNCT
easat-7814	526	7	including	include	VERB
easat-7814	526	8	historical	historical	ADJ
easat-7814	526	9	academic	academic	ADJ
easat-7814	526	10	performance	performance	NOUN
easat-7814	526	11	,	,	PUNCT
easat-7814	526	12	attendance	attendance	NOUN
easat-7814	526	13	,	,	PUNCT
easat-7814	526	14	and	and	CCONJ
easat-7814	526	15	parental	parental	ADJ
easat-7814	526	16	education	education	NOUN
easat-7814	526	17	,	,	PUNCT
easat-7814	526	18	were	be	AUX
easat-7814	526	19	identified	identify	VERB
easat-7814	526	20	.	.	PUNCT
easat-7814	527	1	the	the	DET
easat-7814	527	2	practical	practical	ADJ
easat-7814	527	3	application	application	NOUN
easat-7814	527	4	of	of	ADP
easat-7814	527	5	machine	machine	NOUN
easat-7814	527	6	learning	learning	NOUN
easat-7814	527	7	in	in	ADP
easat-7814	527	8	education	education	NOUN
easat-7814	527	9	is	be	AUX
easat-7814	527	10	advanced	advance	VERB
easat-7814	527	11	by	by	ADP
easat-7814	527	12	this	this	DET
easat-7814	527	13	research	research	NOUN
easat-7814	527	14	,	,	PUNCT
easat-7814	527	15	which	which	PRON
easat-7814	527	16	demonstrates	demonstrate	VERB
easat-7814	527	17	the	the	DET
easat-7814	527	18	feasibility	feasibility	NOUN
easat-7814	527	19	of	of	ADP
easat-7814	527	20	integrating	integrate	VERB
easat-7814	527	21	automated	automate	VERB
easat-7814	527	22	machine	machine	NOUN
easat-7814	527	23	learning	learn	VERB
easat-7814	527	24	pipelines	pipeline	NOUN
easat-7814	527	25	within	within	ADP
easat-7814	527	26	cloud	cloud	NOUN
easat-7814	527	27	platforms	platform	NOUN
easat-7814	527	28	such	such	ADJ
easat-7814	527	29	as	as	ADP
easat-7814	527	30	microsoft	microsoft	PROPN
easat-7814	527	31	azure	azure	NOUN
easat-7814	527	32	,	,	PUNCT
easat-7814	527	33	in	in	ADP
easat-7814	527	34	addition	addition	NOUN
easat-7814	527	35	to	to	ADP
easat-7814	527	36	methodological	methodological	ADJ
easat-7814	527	37	contributions	contribution	NOUN
easat-7814	527	38	.	.	PUNCT
easat-7814	528	1	these	these	DET
easat-7814	528	2	systems	system	NOUN
easat-7814	528	3	provide	provide	VERB
easat-7814	528	4	real	real	ADJ
easat-7814	528	5	-	-	PUNCT
easat-7814	528	6	time	time	NOUN
easat-7814	528	7	,	,	PUNCT
easat-7814	528	8	scalable	scalable	ADJ
easat-7814	528	9	solutions	solution	NOUN
easat-7814	528	10	that	that	PRON
easat-7814	528	11	educational	educational	ADJ
easat-7814	528	12	institutions	institution	NOUN
easat-7814	528	13	can	can	AUX
easat-7814	528	14	readily	readily	ADV
easat-7814	528	15	adopt	adopt	VERB
easat-7814	528	16	to	to	PART
easat-7814	528	17	identify	identify	VERB
easat-7814	528	18	at	at	ADP
easat-7814	528	19	-	-	PUNCT
easat-7814	528	20	risk	risk	NOUN
easat-7814	528	21	students	student	NOUN
easat-7814	528	22	and	and	CCONJ
easat-7814	528	23	implement	implement	VERB
easat-7814	528	24	targeted	target	VERB
easat-7814	528	25	interventions	intervention	NOUN
easat-7814	528	26	proactively	proactively	ADV
easat-7814	528	27	.	.	PUNCT
easat-7814	529	1	while	while	SCONJ
easat-7814	529	2	the	the	DET
easat-7814	529	3	findings	finding	NOUN
easat-7814	529	4	are	be	AUX
easat-7814	529	5	considered	consider	VERB
easat-7814	529	6	promising	promise	VERB
easat-7814	529	7	,	,	PUNCT
easat-7814	529	8	the	the	DET
easat-7814	529	9	research	research	NOUN
easat-7814	529	10	acknowledges	acknowledge	VERB
easat-7814	529	11	limitations	limitation	NOUN
easat-7814	529	12	,	,	PUNCT
easat-7814	529	13	including	include	VERB
easat-7814	529	14	the	the	DET
easat-7814	529	15	geographic	geographic	ADJ
easat-7814	529	16	and	and	CCONJ
easat-7814	529	17	temporal	temporal	ADJ
easat-7814	529	18	constraints	constraint	NOUN
easat-7814	529	19	of	of	ADP
easat-7814	529	20	the	the	DET
easat-7814	529	21	dataset	dataset	NOUN
easat-7814	529	22	and	and	CCONJ
easat-7814	529	23	the	the	DET
easat-7814	529	24	challenges	challenge	NOUN
easat-7814	529	25	posed	pose	VERB
easat-7814	529	26	by	by	ADP
easat-7814	529	27	a	a	DET
easat-7814	529	28	small	small	ADJ
easat-7814	529	29	sample	sample	NOUN
easat-7814	529	30	size	size	NOUN
easat-7814	529	31	.	.	PUNCT
easat-7814	530	1	it	it	PRON
easat-7814	530	2	is	be	AUX
easat-7814	530	3	suggested	suggest	VERB
easat-7814	530	4	that	that	SCONJ
easat-7814	530	5	future	future	ADJ
easat-7814	530	6	studies	study	NOUN
easat-7814	530	7	be	be	AUX
easat-7814	530	8	conducted	conduct	VERB
easat-7814	530	9	to	to	PART
easat-7814	530	10	address	address	VERB
easat-7814	530	11	these	these	DET
easat-7814	530	12	gaps	gap	NOUN
easat-7814	530	13	by	by	ADP
easat-7814	530	14	incorporating	incorporate	VERB
easat-7814	530	15	diverse	diverse	ADJ
easat-7814	530	16	datasets	dataset	NOUN
easat-7814	530	17	,	,	PUNCT
easat-7814	530	18	exploring	explore	VERB
easat-7814	530	19	advanced	advanced	ADJ
easat-7814	530	20	machine	machine	NOUN
easat-7814	530	21	-	-	PUNCT
easat-7814	530	22	learning	learn	VERB
easat-7814	530	23	techniques	technique	NOUN
easat-7814	530	24	,	,	PUNCT
easat-7814	530	25	and	and	CCONJ
easat-7814	530	26	emphasizing	emphasize	VERB
easat-7814	530	27	the	the	DET
easat-7814	530	28	ethical	ethical	ADJ
easat-7814	530	29	use	use	NOUN
easat-7814	530	30	of	of	ADP
easat-7814	530	31	student	student	NOUN
easat-7814	530	32	data	datum	NOUN
easat-7814	530	33	.	.	PUNCT
easat-7814	531	1	the	the	DET
easat-7814	531	2	potential	potential	NOUN
easat-7814	531	3	of	of	ADP
easat-7814	531	4	data	data	NOUN
easat-7814	531	5	-	-	PUNCT
easat-7814	531	6	driven	drive	VERB
easat-7814	531	7	approaches	approach	NOUN
easat-7814	531	8	to	to	PART
easat-7814	531	9	enhance	enhance	VERB
easat-7814	531	10	educational	educational	ADJ
easat-7814	531	11	outcomes	outcome	NOUN
easat-7814	531	12	is	be	AUX
easat-7814	531	13	underscored	underscore	VERB
easat-7814	531	14	by	by	ADP
easat-7814	531	15	this	this	DET
easat-7814	531	16	study	study	NOUN
easat-7814	531	17	,	,	PUNCT
easat-7814	531	18	paving	pave	VERB
easat-7814	531	19	the	the	DET
easat-7814	531	20	way	way	NOUN
easat-7814	531	21	for	for	ADP
easat-7814	531	22	more	more	ADV
easat-7814	531	23	adaptive	adaptive	ADJ
easat-7814	531	24	,	,	PUNCT
easat-7814	531	25	inclusive	inclusive	ADJ
easat-7814	531	26	,	,	PUNCT
easat-7814	531	27	and	and	CCONJ
easat-7814	531	28	effective	effective	ADJ
easat-7814	531	29	learning	learning	NOUN
easat-7814	531	30	environments	environment	NOUN
easat-7814	531	31	.	.	PUNCT
easat-7814	532	1	a	a	DET
easat-7814	532	2	foundation	foundation	NOUN
easat-7814	532	3	for	for	ADP
easat-7814	532	4	further	further	ADJ
easat-7814	532	5	exploration	exploration	NOUN
easat-7814	532	6	in	in	ADP
easat-7814	532	7	leveraging	leverage	VERB
easat-7814	532	8	machine	machine	NOUN
easat-7814	532	9	learning	learning	NOUN
easat-7814	532	10	and	and	CCONJ
easat-7814	532	11	cloud	cloud	NOUN
easat-7814	532	12	computing	computing	NOUN
easat-7814	532	13	to	to	PART
easat-7814	532	14	address	address	VERB
easat-7814	532	15	complex	complex	ADJ
easat-7814	532	16	educational	educational	ADJ
easat-7814	532	17	challenges	challenge	NOUN
easat-7814	532	18	is	be	AUX
easat-7814	532	19	provided	provide	VERB
easat-7814	532	20	.	.	PUNCT
easat-7814	533	1	transparency	transparency	NOUN
easat-7814	533	2	:	:	PUNCT
easat-7814	533	3	the	the	DET
easat-7814	533	4	authors	author	NOUN
easat-7814	533	5	confirm	confirm	VERB
easat-7814	533	6	that	that	SCONJ
easat-7814	533	7	the	the	DET
easat-7814	533	8	manuscript	manuscript	NOUN
easat-7814	533	9	is	be	AUX
easat-7814	533	10	an	an	DET
easat-7814	533	11	honest	honest	ADJ
easat-7814	533	12	,	,	PUNCT
easat-7814	533	13	accurate	accurate	ADJ
easat-7814	533	14	,	,	PUNCT
easat-7814	533	15	and	and	CCONJ
easat-7814	533	16	transparent	transparent	ADJ
easat-7814	533	17	account	account	NOUN
easat-7814	533	18	of	of	ADP
easat-7814	533	19	the	the	DET
easat-7814	533	20	study	study	NOUN
easat-7814	533	21	;	;	PUNCT
easat-7814	533	22	that	that	SCONJ
easat-7814	533	23	no	no	DET
easat-7814	533	24	vital	vital	ADJ
easat-7814	533	25	features	feature	NOUN
easat-7814	533	26	of	of	ADP
easat-7814	533	27	the	the	DET
easat-7814	533	28	study	study	NOUN
easat-7814	533	29	have	have	AUX
easat-7814	533	30	been	be	AUX
easat-7814	533	31	omitted	omit	VERB
easat-7814	533	32	;	;	PUNCT
easat-7814	533	33	and	and	CCONJ
easat-7814	533	34	that	that	SCONJ
easat-7814	533	35	any	any	DET
easat-7814	533	36	discrepancies	discrepancy	NOUN
easat-7814	533	37	from	from	ADP
easat-7814	533	38	the	the	DET
easat-7814	533	39	study	study	NOUN
easat-7814	533	40	as	as	SCONJ
easat-7814	533	41	planned	plan	VERB
easat-7814	533	42	have	have	AUX
easat-7814	533	43	been	be	AUX
easat-7814	533	44	explained	explain	VERB
easat-7814	533	45	.	.	PUNCT
easat-7814	534	1	this	this	DET
easat-7814	534	2	study	study	NOUN
easat-7814	534	3	followed	follow	VERB
easat-7814	534	4	all	all	DET
easat-7814	534	5	ethical	ethical	ADJ
easat-7814	534	6	practices	practice	NOUN
easat-7814	534	7	during	during	ADP
easat-7814	534	8	writing	writing	NOUN
easat-7814	534	9	.	.	PUNCT
easat-7814	535	1	author	author	NOUN
easat-7814	535	2	contributions	contribution	NOUN
easat-7814	535	3	:	:	PUNCT
easat-7814	535	4	conceptualization	conceptualization	NOUN
easat-7814	535	5	,	,	PUNCT
easat-7814	535	6	m.t	m.t	PROPN
easat-7814	535	7	.	.	PROPN
easat-7814	535	8	and	and	CCONJ
easat-7814	535	9	r.m	r.m	PROPN
easat-7814	535	10	.	.	PROPN
easat-7814	535	11	;	;	PUNCT
easat-7814	535	12	methodology	methodology	NOUN
easat-7814	535	13	,	,	PUNCT
easat-7814	535	14	m.t	m.t	PROPN
easat-7814	535	15	.	.	PROPN
easat-7814	535	16	;	;	PUNCT
easat-7814	535	17	validation	validation	NOUN
easat-7814	535	18	,	,	PUNCT
easat-7814	535	19	m.t	m.t	PROPN
easat-7814	535	20	.	.	PROPN
easat-7814	535	21	,	,	PUNCT
easat-7814	535	22	and	and	CCONJ
easat-7814	535	23	z.m	z.m	PROPN
easat-7814	535	24	.	.	PROPN
easat-7814	535	25	;	;	PUNCT
easat-7814	535	26	formal	formal	ADJ
easat-7814	535	27	analysis	analysis	NOUN
easat-7814	535	28	,	,	PUNCT
easat-7814	535	29	r.m	r.m	PROPN
easat-7814	535	30	.	.	PROPN
easat-7814	535	31	;	;	PUNCT
easat-7814	535	32	investigation	investigation	NOUN
easat-7814	535	33	,	,	PUNCT
easat-7814	535	34	r.m	r.m	PROPN
easat-7814	535	35	.	.	PROPN
easat-7814	535	36	;	;	PUNCT
easat-7814	536	1	writing	writing	NOUN
easat-7814	536	2	—	—	PUNCT
easat-7814	536	3	original	original	ADJ
easat-7814	536	4	draft	draft	NOUN
easat-7814	536	5	preparation	preparation	NOUN
easat-7814	536	6	,	,	PUNCT
easat-7814	536	7	r.m	r.m	PROPN
easat-7814	536	8	.	.	PROPN
easat-7814	536	9	;	;	PUNCT
easat-7814	536	10	writing	writing	NOUN
easat-7814	536	11	—	—	PUNCT
easat-7814	536	12	review	review	NOUN
easat-7814	536	13	and	and	CCONJ
easat-7814	536	14	editing	editing	NOUN
easat-7814	536	15	,	,	PUNCT
easat-7814	536	16	z.m	z.m	PROPN
easat-7814	536	17	.	.	PROPN
easat-7814	536	18	and	and	CCONJ
easat-7814	536	19	m.t	m.t	PROPN
easat-7814	536	20	.	.	PROPN
easat-7814	536	21	;	;	PUNCT
easat-7814	536	22	supervision	supervision	NOUN
easat-7814	536	23	,	,	PUNCT
easat-7814	536	24	z.m	z.m	PROPN
easat-7814	536	25	.	.	PROPN
easat-7814	536	26	394	394	NUM
easat-7814	536	27	edelweiss	edelweiss	PROPN
easat-7814	536	28	applied	apply	VERB
easat-7814	536	29	science	science	NOUN
easat-7814	536	30	and	and	CCONJ
easat-7814	536	31	technology	technology	NOUN
easat-7814	536	32	issn	issn	PROPN
easat-7814	536	33	:	:	PUNCT
easat-7814	536	34	2576	2576	NUM
easat-7814	536	35	-	-	SYM
easat-7814	536	36	8484	8484	NUM
easat-7814	536	37	vol	vol	NOUN
easat-7814	536	38	.	.	PROPN
easat-7814	537	1	9	9	NUM
easat-7814	537	2	,	,	PUNCT
easat-7814	537	3	no	no	INTJ
easat-7814	537	4	.	.	NOUN
easat-7814	538	1	6	6	NUM
easat-7814	538	2	:	:	SYM
easat-7814	538	3	370	370	NUM
easat-7814	538	4	-	-	SYM
easat-7814	538	5	395	395	NUM
easat-7814	538	6	,	,	PUNCT
easat-7814	538	7	2025	2025	NUM
easat-7814	538	8	doi	doi	NOUN
easat-7814	538	9	:	:	PUNCT
easat-7814	538	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	538	11	©	©	PROPN
easat-7814	538	12	2025	2025	NUM
easat-7814	538	13	by	by	ADP
easat-7814	538	14	the	the	DET
easat-7814	538	15	authors	author	NOUN
easat-7814	538	16	;	;	PUNCT
easat-7814	539	1	licensee	licensee	PROPN
easat-7814	539	2	learning	learn	VERB
easat-7814	539	3	gate	gate	NOUN
easat-7814	539	4	copyright	copyright	NOUN
easat-7814	539	5	:	:	PUNCT
easat-7814	539	6	©	©	PROPN
easat-7814	539	7	2025	2025	NUM
easat-7814	539	8	by	by	ADP
easat-7814	539	9	the	the	DET
easat-7814	539	10	authors	author	NOUN
easat-7814	539	11	.	.	PUNCT
easat-7814	540	1	this	this	DET
easat-7814	540	2	open	open	ADJ
easat-7814	540	3	-	-	PUNCT
easat-7814	540	4	access	access	NOUN
easat-7814	540	5	article	article	NOUN
easat-7814	540	6	is	be	AUX
easat-7814	540	7	distributed	distribute	VERB
easat-7814	540	8	under	under	ADP
easat-7814	540	9	the	the	DET
easat-7814	540	10	terms	term	NOUN
easat-7814	540	11	and	and	CCONJ
easat-7814	540	12	conditions	condition	NOUN
easat-7814	540	13	of	of	ADP
easat-7814	540	14	the	the	DET
easat-7814	540	15	creative	creative	ADJ
easat-7814	540	16	commons	common	NOUN
easat-7814	540	17	attribution	attribution	NOUN
easat-7814	540	18	(	(	PUNCT
easat-7814	540	19	cc	cc	NOUN
easat-7814	540	20	by	by	ADP
easat-7814	540	21	)	)	PUNCT
easat-7814	540	22	license	license	NOUN
easat-7814	540	23	(	(	PUNCT
easat-7814	540	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-7814	540	25	)	)	PUNCT
easat-7814	540	26	.	.	PUNCT
easat-7814	541	1	references	reference	NOUN
easat-7814	541	2	[	[	X
easat-7814	541	3	1	1	X
easat-7814	541	4	]	]	PUNCT
easat-7814	541	5	p.	p.	NOUN
easat-7814	541	6	cortez	cortez	PROPN
easat-7814	541	7	and	and	CCONJ
easat-7814	541	8	a.	a.	PROPN
easat-7814	541	9	silva	silva	PROPN
easat-7814	541	10	,	,	PUNCT
easat-7814	541	11	"	"	PUNCT
easat-7814	541	12	using	use	VERB
easat-7814	541	13	data	datum	NOUN
easat-7814	541	14	mining	mining	NOUN
easat-7814	541	15	to	to	PART
easat-7814	541	16	predict	predict	VERB
easat-7814	541	17	secondary	secondary	ADJ
easat-7814	541	18	school	school	NOUN
easat-7814	541	19	student	student	NOUN
easat-7814	541	20	performance	performance	NOUN
easat-7814	541	21	,	,	PUNCT
easat-7814	541	22	"	"	PUNCT
easat-7814	541	23	in	in	ADP
easat-7814	541	24	proceedings	proceeding	NOUN
easat-7814	541	25	of	of	ADP
easat-7814	541	26	the	the	DET
easat-7814	541	27	2008	2008	NUM
easat-7814	541	28	ieee	ieee	NOUN
easat-7814	541	29	international	international	ADJ
easat-7814	541	30	conference	conference	NOUN
easat-7814	541	31	on	on	ADP
easat-7814	541	32	computer	computer	NOUN
easat-7814	541	33	-	-	PUNCT
easat-7814	541	34	based	base	VERB
easat-7814	541	35	medical	medical	ADJ
easat-7814	541	36	systems	system	NOUN
easat-7814	541	37	(	(	PUNCT
easat-7814	541	38	cbms	cbms	PROPN
easat-7814	541	39	)	)	PUNCT
easat-7814	541	40	,	,	PUNCT
easat-7814	541	41	2008	2008	NUM
easat-7814	541	42	.	.	PUNCT
easat-7814	542	1	[	[	X
easat-7814	542	2	2	2	NUM
easat-7814	542	3	]	]	PUNCT
easat-7814	542	4	a.	a.	NOUN
easat-7814	542	5	mueen	mueen	PROPN
easat-7814	542	6	,	,	PUNCT
easat-7814	542	7	b.	b.	PROPN
easat-7814	542	8	zafar	zafar	PROPN
easat-7814	542	9	,	,	PUNCT
easat-7814	542	10	and	and	CCONJ
easat-7814	542	11	u.	u.	PROPN
easat-7814	542	12	manzoor	manzoor	PROPN
easat-7814	542	13	,	,	PUNCT
easat-7814	542	14	"	"	PUNCT
easat-7814	542	15	modeling	modeling	NOUN
easat-7814	542	16	and	and	CCONJ
easat-7814	542	17	predicting	predict	VERB
easat-7814	542	18	students	student	NOUN
easat-7814	542	19	’	'	PUNCT
easat-7814	542	20	academic	academic	ADJ
easat-7814	542	21	performance	performance	NOUN
easat-7814	542	22	using	use	VERB
easat-7814	542	23	data	datum	NOUN
easat-7814	542	24	mining	mining	NOUN
easat-7814	542	25	techniques	technique	NOUN
easat-7814	542	26	,	,	PUNCT
easat-7814	542	27	"	"	PUNCT
easat-7814	542	28	international	international	ADJ
easat-7814	542	29	journal	journal	NOUN
easat-7814	542	30	of	of	ADP
easat-7814	542	31	modern	modern	ADJ
easat-7814	542	32	education	education	NOUN
easat-7814	542	33	and	and	CCONJ
easat-7814	542	34	computer	computer	NOUN
easat-7814	542	35	science	science	NOUN
easat-7814	542	36	,	,	PUNCT
easat-7814	542	37	vol	vol	NOUN
easat-7814	542	38	.	.	PROPN
easat-7814	542	39	8	8	NUM
easat-7814	542	40	,	,	PUNCT
easat-7814	542	41	no	no	INTJ
easat-7814	542	42	.	.	NOUN
easat-7814	542	43	11	11	NUM
easat-7814	542	44	,	,	PUNCT
easat-7814	542	45	pp	pp	ADJ
easat-7814	542	46	.	.	PUNCT
easat-7814	543	1	36	36	NUM
easat-7814	543	2	-	-	SYM
easat-7814	543	3	42	42	NUM
easat-7814	543	4	,	,	PUNCT
easat-7814	543	5	2016	2016	NUM
easat-7814	543	6	.	.	PUNCT
easat-7814	544	1	https://doi.org/10.5815/ijmecs.2016.11.05	https://doi.org/10.5815/ijmecs.2016.11.05	X
easat-7814	545	1	[	[	X
easat-7814	545	2	3	3	NUM
easat-7814	545	3	]	]	X
easat-7814	545	4	f.	f.	PROPN
easat-7814	545	5	ahmad	ahmad	PROPN
easat-7814	545	6	,	,	PUNCT
easat-7814	545	7	n.	n.	PROPN
easat-7814	545	8	h.	h.	PROPN
easat-7814	545	9	ismail	ismail	PROPN
easat-7814	545	10	,	,	PUNCT
easat-7814	545	11	and	and	CCONJ
easat-7814	545	12	a.	a.	NOUN
easat-7814	545	13	a.	a.	PROPN
easat-7814	545	14	aziz	aziz	PROPN
easat-7814	545	15	,	,	PUNCT
easat-7814	545	16	"	"	PUNCT
easat-7814	545	17	the	the	DET
easat-7814	545	18	prediction	prediction	NOUN
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easat-7814	545	22	academic	academic	ADJ
easat-7814	545	23	performance	performance	NOUN
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easat-7814	545	25	classification	classification	NOUN
easat-7814	545	26	data	datum	NOUN
easat-7814	545	27	mining	mining	NOUN
easat-7814	545	28	techniques	technique	NOUN
easat-7814	545	29	,	,	PUNCT
easat-7814	545	30	"	"	PUNCT
easat-7814	545	31	applied	apply	VERB
easat-7814	545	32	mathematical	mathematical	ADJ
easat-7814	545	33	sciences	science	NOUN
easat-7814	545	34	,	,	PUNCT
easat-7814	545	35	vol	vol	NOUN
easat-7814	545	36	.	.	NOUN
easat-7814	545	37	9	9	NUM
easat-7814	545	38	,	,	PUNCT
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easat-7814	545	40	.	.	NOUN
easat-7814	545	41	129	129	NUM
easat-7814	545	42	,	,	PUNCT
easat-7814	545	43	pp	pp	ADJ
easat-7814	545	44	.	.	PUNCT
easat-7814	546	1	6415	6415	NUM
easat-7814	546	2	-	-	SYM
easat-7814	546	3	6426	6426	NUM
easat-7814	546	4	,	,	PUNCT
easat-7814	546	5	2015	2015	NUM
easat-7814	546	6	.	.	PUNCT
easat-7814	547	1	https://doi.org/10.12988/ams.2015.53289	https://doi.org/10.12988/ams.2015.53289	VERB
easat-7814	548	1	[	[	X
easat-7814	548	2	4	4	X
easat-7814	548	3	]	]	PUNCT
easat-7814	548	4	z.	z.	PROPN
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easat-7814	548	9	,	,	PUNCT
easat-7814	548	10	and	and	CCONJ
easat-7814	548	11	c.	c.	PROPN
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easat-7814	548	13	,	,	PUNCT
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easat-7814	548	18	student	student	NOUN
easat-7814	548	19	performance	performance	NOUN
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easat-7814	548	24	swarm	swarm	NOUN
easat-7814	548	25	optimization	optimization	NOUN
easat-7814	548	26	-	-	PUNCT
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easat-7814	548	28	categorical	categorical	ADJ
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easat-7814	548	30	model	model	NOUN
easat-7814	548	31	,	,	PUNCT
easat-7814	548	32	"	"	PUNCT
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easat-7814	548	38	,	,	PUNCT
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easat-7814	548	40	.	.	PROPN
easat-7814	548	41	124	124	NUM
easat-7814	548	42	,	,	PUNCT
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easat-7814	548	44	106649	106649	NUM
easat-7814	548	45	,	,	PUNCT
easat-7814	548	46	2023	2023	NUM
easat-7814	548	47	.	.	PUNCT
easat-7814	549	1	https://doi.org/10.1016/j.engappai.2022.106494	https://doi.org/10.1016/j.engappai.2022.106494	NOUN
easat-7814	549	2	[	[	X
easat-7814	549	3	5	5	X
easat-7814	549	4	]	]	PUNCT
easat-7814	549	5	j.	j.	PROPN
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easat-7814	549	8	g.	g.	PROPN
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easat-7814	549	11	"	"	PUNCT
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easat-7814	549	14	performance	performance	NOUN
easat-7814	549	15	of	of	ADP
easat-7814	549	16	mathematics	mathematics	NOUN
easat-7814	549	17	students	student	NOUN
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easat-7814	549	19	data	datum	NOUN
easat-7814	549	20	mining	mining	NOUN
easat-7814	549	21	techniques	technique	NOUN
easat-7814	549	22	for	for	ADP
easat-7814	549	23	enhanced	enhanced	ADJ
easat-7814	549	24	education	education	NOUN
easat-7814	549	25	systems	system	NOUN
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easat-7814	549	27	"	"	PUNCT
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easat-7814	549	33	online	online	ADJ
easat-7814	549	34	teaching	teaching	NOUN
easat-7814	549	35	and	and	CCONJ
easat-7814	549	36	mobile	mobile	ADJ
easat-7814	549	37	education	education	NOUN
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easat-7814	550	1	[	[	X
easat-7814	550	2	6	6	NUM
easat-7814	550	3	]	]	X
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easat-7814	550	6	,	,	PUNCT
easat-7814	550	7	u.	u.	PROPN
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easat-7814	550	10	and	and	CCONJ
easat-7814	550	11	a.	a.	PROPN
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easat-7814	550	14	"	"	PUNCT
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easat-7814	550	17	of	of	ADP
easat-7814	550	18	student	student	NOUN
easat-7814	550	19	success	success	NOUN
easat-7814	550	20	:	:	PUNCT
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easat-7814	550	22	machine	machine	NOUN
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easat-7814	550	25	,	,	PUNCT
easat-7814	550	26	"	"	PUNCT
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easat-7814	550	31	,	,	PUNCT
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easat-7814	550	33	.	.	PROPN
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easat-7814	550	35	,	,	PUNCT
easat-7814	550	36	p.	p.	NOUN
easat-7814	550	37	106903	106903	NUM
easat-7814	550	38	,	,	PUNCT
easat-7814	550	39	2021	2021	NUM
easat-7814	550	40	.	.	PUNCT
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easat-7814	551	2	[	[	X
easat-7814	551	3	7	7	X
easat-7814	551	4	]	]	X
easat-7814	551	5	s.	s.	PROPN
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easat-7814	551	8	s.	s.	PROPN
easat-7814	551	9	s.	s.	PROPN
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easat-7814	551	12	"	"	PUNCT
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easat-7814	551	25	,	,	PUNCT
easat-7814	551	26	"	"	PUNCT
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easat-7814	551	36	.	.	PROPN
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easat-7814	551	38	,	,	PUNCT
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easat-7814	551	40	.	.	NOUN
easat-7814	551	41	4	4	NUM
easat-7814	551	42	,	,	PUNCT
easat-7814	551	43	pp	pp	ADJ
easat-7814	551	44	.	.	PUNCT
easat-7814	552	1	223	223	NUM
easat-7814	552	2	-	-	SYM
easat-7814	552	3	235	235	NUM
easat-7814	552	4	,	,	PUNCT
easat-7814	552	5	2022	2022	NUM
easat-7814	552	6	.	.	PUNCT
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easat-7814	554	1	[	[	X
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easat-7814	554	6	,	,	PUNCT
easat-7814	554	7	t.	t.	PROPN
easat-7814	554	8	he	he	PROPN
easat-7814	554	9	,	,	PUNCT
easat-7814	554	10	z.	z.	PROPN
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easat-7814	554	13	and	and	CCONJ
easat-7814	554	14	g.	g.	PROPN
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easat-7814	554	17	"	"	PUNCT
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easat-7814	554	19	performance	performance	NOUN
easat-7814	554	20	prediction	prediction	NOUN
easat-7814	554	21	model	model	NOUN
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easat-7814	554	23	on	on	ADP
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easat-7814	554	25	neural	neural	ADJ
easat-7814	554	26	network	network	NOUN
easat-7814	554	27	of	of	ADP
easat-7814	554	28	student	student	NOUN
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easat-7814	554	31	"	"	PUNCT
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easat-7814	554	36	4th	4th	ADJ
easat-7814	554	37	international	international	ADJ
easat-7814	554	38	conference	conference	NOUN
easat-7814	554	39	on	on	ADP
easat-7814	554	40	modern	modern	ADJ
easat-7814	554	41	education	education	NOUN
easat-7814	554	42	and	and	CCONJ
easat-7814	554	43	information	information	NOUN
easat-7814	554	44	management	management	NOUN
easat-7814	554	45	,	,	PUNCT
easat-7814	554	46	2023	2023	NUM
easat-7814	554	47	.	.	PUNCT
easat-7814	555	1	[	[	X
easat-7814	555	2	9	9	NUM
easat-7814	555	3	]	]	PUNCT
easat-7814	555	4	m.	m.	NOUN
easat-7814	555	5	shoaib	shoaib	PROPN
easat-7814	555	6	,	,	PUNCT
easat-7814	555	7	n.	n.	PROPN
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easat-7814	555	9	,	,	PUNCT
easat-7814	555	10	j.	j.	PROPN
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easat-7814	555	13	j.	j.	PROPN
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easat-7814	555	16	s.	s.	PROPN
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easat-7814	555	19	and	and	CCONJ
easat-7814	555	20	f.	f.	PROPN
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easat-7814	555	22	,	,	PUNCT
easat-7814	555	23	"	"	PUNCT
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easat-7814	555	26	success	success	NOUN
easat-7814	555	27	predictor	predictor	NOUN
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easat-7814	555	31	learning	learning	NOUN
easat-7814	555	32	in	in	ADP
easat-7814	555	33	campus	campus	NOUN
easat-7814	555	34	management	management	NOUN
easat-7814	555	35	systems	system	NOUN
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easat-7814	555	37	"	"	PUNCT
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easat-7814	555	39	in	in	ADP
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easat-7814	555	42	,	,	PUNCT
easat-7814	555	43	vol	vol	NOUN
easat-7814	555	44	.	.	PROPN
easat-7814	555	45	158	158	NUM
easat-7814	555	46	,	,	PUNCT
easat-7814	555	47	p.	p.	NOUN
easat-7814	555	48	108301	108301	NUM
easat-7814	555	49	,	,	PUNCT
easat-7814	555	50	2024	2024	NUM
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easat-7814	556	1	https://doi.org/10.1016/j.chb.2023.108301	https://doi.org/10.1016/j.chb.2023.108301	PUNCT
easat-7814	556	2	[	[	X
easat-7814	556	3	10	10	NUM
easat-7814	556	4	]	]	X
easat-7814	556	5	o.	o.	PROPN
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easat-7814	556	7	,	,	PUNCT
easat-7814	556	8	i.	i.	PROPN
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easat-7814	556	10	,	,	PUNCT
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easat-7814	556	14	and	and	CCONJ
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easat-7814	556	18	"	"	PUNCT
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easat-7814	556	20	-	-	PUNCT
easat-7814	556	21	based	base	VERB
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easat-7814	556	25	success	success	NOUN
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easat-7814	556	29	,	,	PUNCT
easat-7814	556	30	"	"	PUNCT
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easat-7814	556	44	,	,	PUNCT
easat-7814	556	45	2023	2023	NUM
easat-7814	556	46	.	.	PUNCT
easat-7814	557	1	[	[	X
easat-7814	557	2	11	11	NUM
easat-7814	557	3	]	]	X
easat-7814	557	4	h.	h.	PROPN
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easat-7814	557	11	,	,	PUNCT
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easat-7814	557	13	student	student	NOUN
easat-7814	557	14	performance	performance	NOUN
easat-7814	557	15	prediction	prediction	NOUN
easat-7814	557	16	using	use	VERB
easat-7814	557	17	support	support	NOUN
easat-7814	557	18	vector	vector	NOUN
easat-7814	557	19	machine	machine	NOUN
easat-7814	557	20	and	and	CCONJ
easat-7814	557	21	k	k	NOUN
easat-7814	557	22	-	-	PUNCT
easat-7814	557	23	nearest	near	ADJ
easat-7814	557	24	neighbors	neighbor	NOUN
easat-7814	557	25	,	,	PUNCT
easat-7814	557	26	"	"	PUNCT
easat-7814	557	27	in	in	ADP
easat-7814	557	28	proceedings	proceeding	NOUN
easat-7814	557	29	of	of	ADP
easat-7814	557	30	the	the	DET
easat-7814	557	31	ieee	ieee	NOUN
easat-7814	557	32	canadian	canadian	PROPN
easat-7814	557	33	conference	conference	NOUN
easat-7814	557	34	on	on	ADP
easat-7814	557	35	electrical	electrical	ADJ
easat-7814	557	36	and	and	CCONJ
easat-7814	557	37	computer	computer	NOUN
easat-7814	557	38	engineering	engineering	NOUN
easat-7814	557	39	(	(	PUNCT
easat-7814	557	40	ccece	ccece	PROPN
easat-7814	557	41	)	)	PUNCT
easat-7814	557	42	,	,	PUNCT
easat-7814	557	43	2017	2017	NUM
easat-7814	557	44	.	.	PUNCT
easat-7814	558	1	[	[	X
easat-7814	558	2	12	12	NUM
easat-7814	558	3	]	]	X
easat-7814	558	4	s.	s.	PROPN
easat-7814	558	5	ashtari	ashtari	PROPN
easat-7814	558	6	and	and	CCONJ
easat-7814	558	7	a.	a.	NOUN
easat-7814	558	8	eydgahi	eydgahi	NOUN
easat-7814	558	9	,	,	PUNCT
easat-7814	558	10	"	"	PUNCT
easat-7814	558	11	student	student	NOUN
easat-7814	558	12	perceptions	perception	NOUN
easat-7814	558	13	of	of	ADP
easat-7814	558	14	cloud	cloud	NOUN
easat-7814	558	15	computing	computing	NOUN
easat-7814	558	16	effectiveness	effectiveness	NOUN
easat-7814	558	17	in	in	ADP
easat-7814	558	18	higher	high	ADJ
easat-7814	558	19	education	education	NOUN
easat-7814	558	20	,	,	PUNCT
easat-7814	558	21	"	"	PUNCT
easat-7814	558	22	presented	present	VERB
easat-7814	558	23	at	at	ADP
easat-7814	558	24	the	the	DET
easat-7814	558	25	2015	2015	NUM
easat-7814	558	26	ieee	ieee	NOUN
easat-7814	558	27	18th	18th	ADJ
easat-7814	558	28	international	international	ADJ
easat-7814	558	29	conference	conference	NOUN
easat-7814	558	30	on	on	ADP
easat-7814	558	31	computational	computational	ADJ
easat-7814	558	32	science	science	NOUN
easat-7814	558	33	and	and	CCONJ
easat-7814	558	34	engineering	engineering	NOUN
easat-7814	558	35	,	,	PUNCT
easat-7814	558	36	2015	2015	NUM
easat-7814	558	37	.	.	PUNCT
easat-7814	559	1	[	[	X
easat-7814	559	2	13	13	NUM
easat-7814	559	3	]	]	X
easat-7814	559	4	y.	y.	PROPN
easat-7814	559	5	li	li	PROPN
easat-7814	559	6	and	and	CCONJ
easat-7814	559	7	y.	y.	PROPN
easat-7814	559	8	chen	chen	PROPN
easat-7814	559	9	,	,	PUNCT
easat-7814	559	10	improving	improve	VERB
easat-7814	559	11	students	student	NOUN
easat-7814	559	12	'	'	PART
easat-7814	559	13	achievement	achievement	NOUN
easat-7814	559	14	prediction	prediction	NOUN
easat-7814	559	15	in	in	ADP
easat-7814	559	16	blended	blended	ADJ
easat-7814	559	17	learning	learning	NOUN
easat-7814	559	18	environments	environment	NOUN
easat-7814	559	19	with	with	ADP
easat-7814	559	20	integrated	integrate	VERB
easat-7814	559	21	machine	machine	NOUN
easat-7814	559	22	learning	learning	NOUN
easat-7814	559	23	methods	method	NOUN
easat-7814	559	24	.	.	PUNCT
easat-7814	560	1	in	in	ADP
easat-7814	560	2	machine	machine	NOUN
easat-7814	560	3	learning	learn	VERB
easat-7814	560	4	in	in	ADP
easat-7814	560	5	education	education	NOUN
easat-7814	560	6	science	science	NOUN
easat-7814	560	7	.	.	PUNCT
easat-7814	560	8	springer	springer	NOUN
easat-7814	560	9	.	.	PUNCT
easat-7814	561	1	https://doi.org/10.1007/978-3-030-73426-8_19	https://doi.org/10.1007/978-3-030-73426-8_19	PROPN
easat-7814	561	2	,	,	PUNCT
easat-7814	561	3	2024	2024	NUM
easat-7814	561	4	.	.	PUNCT
easat-7814	562	1	[	[	X
easat-7814	562	2	14	14	NUM
easat-7814	562	3	]	]	X
easat-7814	562	4	e.	e.	PROPN
easat-7814	562	5	ahmed	ahmed	PROPN
easat-7814	562	6	,	,	PUNCT
easat-7814	562	7	"	"	PUNCT
easat-7814	562	8	student	student	NOUN
easat-7814	562	9	performance	performance	NOUN
easat-7814	562	10	prediction	prediction	NOUN
easat-7814	562	11	using	use	VERB
easat-7814	562	12	machine	machine	NOUN
easat-7814	562	13	learning	learning	NOUN
easat-7814	562	14	algorithms	algorithm	NOUN
easat-7814	562	15	,	,	PUNCT
easat-7814	562	16	"	"	PUNCT
easat-7814	562	17	applied	apply	VERB
easat-7814	562	18	computational	computational	ADJ
easat-7814	562	19	intelligence	intelligence	NOUN
easat-7814	562	20	and	and	CCONJ
easat-7814	562	21	soft	soft	ADJ
easat-7814	562	22	computing	computing	NOUN
easat-7814	562	23	,	,	PUNCT
easat-7814	562	24	vol	vol	NOUN
easat-7814	562	25	.	.	PROPN
easat-7814	562	26	2024	2024	NUM
easat-7814	562	27	,	,	PUNCT
easat-7814	562	28	no	no	INTJ
easat-7814	562	29	.	.	NOUN
easat-7814	562	30	1	1	NUM
easat-7814	562	31	,	,	PUNCT
easat-7814	562	32	p.	p.	NOUN
easat-7814	562	33	4067721	4067721	NUM
easat-7814	562	34	,	,	PUNCT
easat-7814	562	35	2024	2024	NUM
easat-7814	562	36	.	.	PUNCT
easat-7814	563	1	https://doi.org/10.1155/2024/4067721	https://doi.org/10.1155/2024/4067721	NOUN
easat-7814	564	1	[	[	X
easat-7814	564	2	15	15	NUM
easat-7814	564	3	]	]	X
easat-7814	564	4	j.	j.	PROPN
easat-7814	564	5	c.	c.	PROPN
easat-7814	564	6	muñoz	muñoz	PROPN
easat-7814	564	7	-	-	PUNCT
easat-7814	564	8	carpio	carpio	NOUN
easat-7814	564	9	,	,	PUNCT
easat-7814	564	10	z.	z.	PROPN
easat-7814	564	11	jan	jan	PROPN
easat-7814	564	12	,	,	PUNCT
easat-7814	564	13	and	and	CCONJ
easat-7814	564	14	a.	a.	NOUN
easat-7814	564	15	saavedra	saavedra	PROPN
easat-7814	564	16	,	,	PUNCT
easat-7814	564	17	"	"	PUNCT
easat-7814	564	18	machine	machine	NOUN
easat-7814	564	19	learning	learn	VERB
easat-7814	564	20	for	for	ADP
easat-7814	564	21	learning	learn	VERB
easat-7814	564	22	personalization	personalization	NOUN
easat-7814	564	23	to	to	PART
easat-7814	564	24	enhance	enhance	VERB
easat-7814	564	25	student	student	NOUN
easat-7814	564	26	academic	academic	ADJ
easat-7814	564	27	performance	performance	NOUN
easat-7814	564	28	,	,	PUNCT
easat-7814	564	29	"	"	PUNCT
easat-7814	564	30	in	in	ADP
easat-7814	564	31	proceedings	proceeding	NOUN
easat-7814	564	32	of	of	ADP
easat-7814	564	33	the	the	DET
easat-7814	564	34	conference	conference	NOUN
easat-7814	564	35	on	on	ADP
easat-7814	564	36	online	online	ADJ
easat-7814	564	37	teaching	teaching	NOUN
easat-7814	564	38	and	and	CCONJ
easat-7814	564	39	mobile	mobile	ADJ
easat-7814	564	40	education	education	NOUN
easat-7814	564	41	,	,	PUNCT
easat-7814	564	42	2021	2021	NUM
easat-7814	564	43	.	.	PUNCT
easat-7814	565	1	[	[	X
easat-7814	565	2	16	16	NUM
easat-7814	565	3	]	]	PUNCT
easat-7814	565	4	m.	m.	NOUN
easat-7814	565	5	m.	m.	PROPN
easat-7814	565	6	e.	e.	PROPN
easat-7814	565	7	khoudier	khoudier	PROPN
easat-7814	565	8	et	et	PROPN
easat-7814	565	9	al	al	PROPN
easat-7814	565	10	.	.	PROPN
easat-7814	565	11	,	,	PUNCT
easat-7814	565	12	"	"	PUNCT
easat-7814	565	13	prediction	prediction	NOUN
easat-7814	565	14	of	of	ADP
easat-7814	565	15	student	student	NOUN
easat-7814	565	16	performance	performance	NOUN
easat-7814	565	17	using	use	VERB
easat-7814	565	18	machine	machine	NOUN
easat-7814	565	19	learning	learning	NOUN
easat-7814	565	20	techniques	technique	NOUN
easat-7814	565	21	,	,	PUNCT
easat-7814	565	22	"	"	PUNCT
easat-7814	565	23	presented	present	VERB
easat-7814	565	24	at	at	ADP
easat-7814	565	25	the	the	DET
easat-7814	565	26	2023	2023	NUM
easat-7814	565	27	5th	5th	ADJ
easat-7814	565	28	novel	novel	NOUN
easat-7814	565	29	intelligent	intelligent	ADJ
easat-7814	565	30	and	and	CCONJ
easat-7814	565	31	leading	lead	VERB
easat-7814	565	32	emerging	emerge	VERB
easat-7814	565	33	sciences	science	NOUN
easat-7814	565	34	conference	conference	NOUN
easat-7814	565	35	(	(	PUNCT
easat-7814	565	36	niles	nile	NOUN
easat-7814	565	37	)	)	PUNCT
easat-7814	565	38	,	,	PUNCT
easat-7814	565	39	2023	2023	NUM
easat-7814	565	40	.	.	PUNCT
easat-7814	566	1	[	[	X
easat-7814	566	2	17	17	NUM
easat-7814	566	3	]	]	PUNCT
easat-7814	566	4	a.	a.	NOUN
easat-7814	566	5	merchant	merchant	NOUN
easat-7814	566	6	,	,	PUNCT
easat-7814	566	7	n.	n.	PROPN
easat-7814	566	8	shenoy	shenoy	PROPN
easat-7814	566	9	,	,	PUNCT
easat-7814	566	10	a.	a.	PROPN
easat-7814	566	11	bharali	bharali	PROPN
easat-7814	566	12	,	,	PUNCT
easat-7814	566	13	and	and	CCONJ
easat-7814	566	14	m.	m.	NOUN
easat-7814	566	15	a.	a.	PROPN
easat-7814	566	16	kumar	kumar	PROPN
easat-7814	566	17	,	,	PUNCT
easat-7814	566	18	"	"	PUNCT
easat-7814	566	19	predicting	predict	VERB
easat-7814	566	20	students	student	NOUN
easat-7814	566	21	'	'	PART
easat-7814	566	22	academic	academic	ADJ
easat-7814	566	23	performance	performance	NOUN
easat-7814	566	24	in	in	ADP
easat-7814	566	25	virtual	virtual	ADJ
easat-7814	566	26	learning	learning	NOUN
easat-7814	566	27	environment	environment	NOUN
easat-7814	566	28	using	use	VERB
easat-7814	566	29	machine	machine	NOUN
easat-7814	566	30	learning	learning	NOUN
easat-7814	566	31	,	,	PUNCT
easat-7814	566	32	"	"	PUNCT
easat-7814	566	33	presented	present	VERB
easat-7814	566	34	at	at	ADP
easat-7814	566	35	the	the	DET
easat-7814	566	36	2022	2022	NUM
easat-7814	566	37	second	second	ADJ
easat-7814	566	38	international	international	ADJ
easat-7814	566	39	conference	conference	NOUN
easat-7814	566	40	on	on	ADP
easat-7814	566	41	power	power	NOUN
easat-7814	566	42	,	,	PUNCT
easat-7814	566	43	control	control	NOUN
easat-7814	566	44	and	and	CCONJ
easat-7814	566	45	computing	computing	NOUN
easat-7814	566	46	technologies	technology	NOUN
easat-7814	566	47	(	(	PUNCT
easat-7814	566	48	icpc2	icpc2	PROPN
easat-7814	566	49	t	t	PROPN
easat-7814	566	50	)	)	PUNCT
easat-7814	566	51	,	,	PUNCT
easat-7814	566	52	2022	2022	NUM
easat-7814	566	53	.	.	PUNCT
easat-7814	567	1	[	[	X
easat-7814	567	2	18	18	NUM
easat-7814	567	3	]	]	X
easat-7814	567	4	e.	e.	PROPN
easat-7814	567	5	ismanto	ismanto	PROPN
easat-7814	567	6	,	,	PUNCT
easat-7814	567	7	h.	h.	PROPN
easat-7814	567	8	a.	a.	PROPN
easat-7814	567	9	ghani	ghani	PROPN
easat-7814	567	10	,	,	PUNCT
easat-7814	567	11	and	and	CCONJ
easat-7814	567	12	n.	n.	PROPN
easat-7814	567	13	i.	i.	PROPN
easat-7814	567	14	b.	b.	PROPN
easat-7814	567	15	m.	m.	PROPN
easat-7814	567	16	saleh	saleh	PROPN
easat-7814	567	17	,	,	PUNCT
easat-7814	567	18	"	"	PUNCT
easat-7814	567	19	a	a	DET
easat-7814	567	20	comparative	comparative	ADJ
easat-7814	567	21	study	study	NOUN
easat-7814	567	22	of	of	ADP
easat-7814	567	23	machine	machine	NOUN
easat-7814	567	24	learning	learn	VERB
easat-7814	567	25	algorithms	algorithm	NOUN
easat-7814	567	26	for	for	ADP
easat-7814	567	27	virtual	virtual	ADJ
easat-7814	567	28	learning	learning	NOUN
easat-7814	567	29	environment	environment	NOUN
easat-7814	567	30	performance	performance	NOUN
easat-7814	567	31	prediction	prediction	NOUN
easat-7814	567	32	,	,	PUNCT
easat-7814	567	33	"	"	PUNCT
easat-7814	567	34	iaes	iaes	PROPN
easat-7814	567	35	international	international	PROPN
easat-7814	567	36	journal	journal	PROPN
easat-7814	567	37	of	of	ADP
easat-7814	567	38	artificial	artificial	ADJ
easat-7814	567	39	intelligence	intelligence	NOUN
easat-7814	567	40	,	,	PUNCT
easat-7814	567	41	vol	vol	NOUN
easat-7814	567	42	.	.	PROPN
easat-7814	567	43	12	12	NUM
easat-7814	567	44	,	,	PUNCT
easat-7814	567	45	no	no	INTJ
easat-7814	567	46	.	.	NOUN
easat-7814	567	47	4	4	NUM
easat-7814	567	48	,	,	PUNCT
easat-7814	567	49	p.	p.	NOUN
easat-7814	567	50	1677~1686	1677~1686	NUM
easat-7814	567	51	,	,	PUNCT
easat-7814	567	52	2023	2023	NUM
easat-7814	567	53	.	.	PUNCT
easat-7814	568	1	[	[	X
easat-7814	568	2	19	19	NUM
easat-7814	568	3	]	]	X
easat-7814	568	4	n.	n.	PROPN
easat-7814	568	5	arora	arora	PROPN
easat-7814	568	6	and	and	CCONJ
easat-7814	568	7	n.	n.	PROPN
easat-7814	568	8	singh	singh	PROPN
easat-7814	568	9	,	,	PUNCT
easat-7814	568	10	"	"	PUNCT
easat-7814	568	11	factors	factor	NOUN
easat-7814	568	12	affecting	affect	VERB
easat-7814	568	13	the	the	DET
easat-7814	568	14	academic	academic	ADJ
easat-7814	568	15	performance	performance	NOUN
easat-7814	568	16	of	of	ADP
easat-7814	568	17	college	college	NOUN
easat-7814	568	18	students	student	NOUN
easat-7814	568	19	,	,	PUNCT
easat-7814	568	20	"	"	PUNCT
easat-7814	568	21	journal	journal	NOUN
easat-7814	568	22	of	of	ADP
easat-7814	568	23	educational	educational	ADJ
easat-7814	568	24	technology	technology	NOUN
easat-7814	568	25	,	,	PUNCT
easat-7814	568	26	vol	vol	NOUN
easat-7814	568	27	.	.	PROPN
easat-7814	568	28	14	14	NUM
easat-7814	568	29	,	,	PUNCT
easat-7814	568	30	no	no	INTJ
easat-7814	568	31	.	.	NOUN
easat-7814	568	32	1	1	NUM
easat-7814	568	33	,	,	PUNCT
easat-7814	568	34	pp	pp	ADJ
easat-7814	568	35	.	.	PUNCT
easat-7814	569	1	47	47	NUM
easat-7814	569	2	-	-	SYM
easat-7814	569	3	53	53	NUM
easat-7814	569	4	,	,	PUNCT
easat-7814	569	5	2017	2017	NUM
easat-7814	569	6	.	.	PUNCT
easat-7814	570	1	[	[	X
easat-7814	570	2	20	20	NUM
easat-7814	570	3	]	]	PUNCT
easat-7814	570	4	v.	v.	CCONJ
easat-7814	570	5	kassarnig	kassarnig	PROPN
easat-7814	570	6	,	,	PUNCT
easat-7814	570	7	p.	p.	PROPN
easat-7814	570	8	sapiezynski	sapiezynski	PROPN
easat-7814	570	9	,	,	PUNCT
easat-7814	570	10	and	and	CCONJ
easat-7814	570	11	s.	s.	PROPN
easat-7814	570	12	lehmann	lehmann	PROPN
easat-7814	570	13	,	,	PUNCT
easat-7814	570	14	"	"	PUNCT
easat-7814	570	15	social	social	ADJ
easat-7814	570	16	patterns	pattern	NOUN
easat-7814	570	17	in	in	ADP
easat-7814	570	18	academic	academic	ADJ
easat-7814	570	19	performance	performance	NOUN
easat-7814	570	20	predictions	prediction	NOUN
easat-7814	570	21	,	,	PUNCT
easat-7814	570	22	"	"	PUNCT
easat-7814	570	23	epj	epj	NOUN
easat-7814	570	24	data	datum	NOUN
easat-7814	570	25	science	science	NOUN
easat-7814	570	26	,	,	PUNCT
easat-7814	570	27	vol	vol	NOUN
easat-7814	570	28	.	.	PROPN
easat-7814	570	29	5	5	NUM
easat-7814	570	30	,	,	PUNCT
easat-7814	570	31	pp	pp	ADJ
easat-7814	570	32	.	.	PUNCT
easat-7814	571	1	101–112	101–112	NUM
easat-7814	571	2	,	,	PUNCT
easat-7814	571	3	2026	2026	NUM
easat-7814	571	4	.	.	PUNCT
easat-7814	572	1	[	[	X
easat-7814	572	2	21	21	NUM
easat-7814	572	3	]	]	PUNCT
easat-7814	572	4	m.	m.	NOUN
easat-7814	572	5	shafiq	shafiq	PROPN
easat-7814	572	6	and	and	CCONJ
easat-7814	572	7	g.	g.	PROPN
easat-7814	572	8	berhanu	berhanu	NOUN
easat-7814	572	9	,	,	PUNCT
easat-7814	572	10	"	"	PUNCT
easat-7814	572	11	socioeconomic	socioeconomic	ADJ
easat-7814	572	12	influences	influence	NOUN
easat-7814	572	13	on	on	ADP
easat-7814	572	14	stem	stem	NOUN
easat-7814	572	15	success	success	NOUN
easat-7814	572	16	,	,	PUNCT
easat-7814	572	17	"	"	PUNCT
easat-7814	572	18	education	education	NOUN
easat-7814	572	19	review	review	NOUN
easat-7814	572	20	,	,	PUNCT
easat-7814	572	21	vol	vol	NOUN
easat-7814	572	22	.	.	PROPN
easat-7814	572	23	82	82	NUM
easat-7814	572	24	,	,	PUNCT
easat-7814	572	25	pp	pp	ADJ
easat-7814	572	26	.	.	PUNCT
easat-7814	573	1	312–328	312–328	NUM
easat-7814	573	2	,	,	PUNCT
easat-7814	573	3	2024	2024	NUM
easat-7814	573	4	.	.	PUNCT
easat-7814	574	1	[	[	X
easat-7814	574	2	22	22	NUM
easat-7814	574	3	]	]	PUNCT
easat-7814	574	4	c.	c.	PROPN
easat-7814	574	5	sandoval	sandoval	PROPN
easat-7814	574	6	,	,	PUNCT
easat-7814	574	7	d.	d.	PROPN
easat-7814	574	8	tabla	tabla	PROPN
easat-7814	574	9	,	,	PUNCT
easat-7814	574	10	and	and	CCONJ
easat-7814	574	11	h.	h.	PROPN
easat-7814	574	12	florez	florez	PROPN
easat-7814	574	13	,	,	PUNCT
easat-7814	574	14	"	"	PUNCT
easat-7814	574	15	barriers	barrier	NOUN
easat-7814	574	16	in	in	ADP
easat-7814	574	17	educational	educational	ADJ
easat-7814	574	18	resources	resource	NOUN
easat-7814	574	19	and	and	CCONJ
easat-7814	574	20	academic	academic	ADJ
easat-7814	574	21	outcomes	outcome	NOUN
easat-7814	574	22	,	,	PUNCT
easat-7814	574	23	"	"	PUNCT
easat-7814	574	24	education	education	NOUN
easat-7814	574	25	innovation	innovation	NOUN
easat-7814	574	26	,	,	PUNCT
easat-7814	574	27	vol	vol	NOUN
easat-7814	574	28	.	.	PROPN
easat-7814	574	29	11	11	NUM
easat-7814	574	30	,	,	PUNCT
easat-7814	574	31	pp	pp	ADJ
easat-7814	574	32	.	.	PUNCT
easat-7814	575	1	142–157	142–157	NUM
easat-7814	575	2	,	,	PUNCT
easat-7814	575	3	2023	2023	NUM
easat-7814	575	4	.	.	PUNCT
easat-7814	576	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
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easat-7814	576	3	https://doi.org/10.12988/ams.2015.53289	https://doi.org/10.12988/ams.2015.53289	ADJ
easat-7814	576	4	https://doi.org/10.1016/j.engappai.2022.106494	https://doi.org/10.1016/j.engappai.2022.106494	PROPN
easat-7814	576	5	https://doi.org/10.1016/j.compeleceng.2020.106903	https://doi.org/10.1016/j.compeleceng.2020.106903	ADJ
easat-7814	576	6	https://doi.org/10.14445/22315381/ijett-v70i7p226	https://doi.org/10.14445/22315381/ijett-v70i7p226	NOUN
easat-7814	576	7	https://doi.org/10.1016/j.chb.2023.108301	https://doi.org/10.1016/j.chb.2023.108301	SCONJ
easat-7814	577	1	https://doi.org/10.1007/978-3-030-73426-8_19	https://doi.org/10.1007/978-3-030-73426-8_19	PROPN
easat-7814	577	2	https://doi.org/10.1155/2024/4067721	https://doi.org/10.1155/2024/4067721	ADJ
easat-7814	577	3	395	395	NUM
easat-7814	577	4	edelweiss	edelweiss	PROPN
easat-7814	577	5	applied	apply	VERB
easat-7814	577	6	science	science	NOUN
easat-7814	577	7	and	and	CCONJ
easat-7814	577	8	technology	technology	NOUN
easat-7814	577	9	issn	issn	PROPN
easat-7814	577	10	:	:	PUNCT
easat-7814	577	11	2576	2576	NUM
easat-7814	577	12	-	-	SYM
easat-7814	577	13	8484	8484	NUM
easat-7814	577	14	vol	vol	NOUN
easat-7814	577	15	.	.	PROPN
easat-7814	578	1	9	9	NUM
easat-7814	578	2	,	,	PUNCT
easat-7814	578	3	no	no	INTJ
easat-7814	578	4	.	.	NOUN
easat-7814	579	1	6	6	NUM
easat-7814	579	2	:	:	SYM
easat-7814	579	3	370	370	NUM
easat-7814	579	4	-	-	SYM
easat-7814	579	5	395	395	NUM
easat-7814	579	6	,	,	PUNCT
easat-7814	579	7	2025	2025	NUM
easat-7814	579	8	doi	doi	NOUN
easat-7814	579	9	:	:	PUNCT
easat-7814	579	10	10.55214/25768484.v9i6.7814	10.55214/25768484.v9i6.7814	PROPN
easat-7814	579	11	©	©	PROPN
easat-7814	579	12	2025	2025	NUM
easat-7814	579	13	by	by	ADP
easat-7814	579	14	the	the	DET
easat-7814	579	15	authors	author	NOUN
easat-7814	579	16	;	;	PUNCT
easat-7814	579	17	licensee	licensee	PROPN
easat-7814	579	18	learning	learning	NOUN
easat-7814	579	19	gate	gate	NOUN
easat-7814	580	1	[	[	X
easat-7814	580	2	23	23	NUM
easat-7814	580	3	]	]	PUNCT
easat-7814	580	4	i.	i.	PROPN
easat-7814	580	5	a.	a.	PROPN
easat-7814	580	6	j.	j.	PROPN
easat-7814	580	7	al	al	PROPN
easat-7814	580	8	-	-	PUNCT
easat-7814	580	9	muslimawi	muslimawi	PROPN
easat-7814	580	10	and	and	CCONJ
easat-7814	580	11	a.	a.	NOUN
easat-7814	580	12	hamid	hamid	PROPN
easat-7814	580	13	,	,	PUNCT
easat-7814	580	14	"	"	PUNCT
easat-7814	580	15	linking	link	VERB
easat-7814	580	16	economic	economic	ADJ
easat-7814	580	17	dimensions	dimension	NOUN
easat-7814	580	18	to	to	ADP
easat-7814	580	19	academic	academic	ADJ
easat-7814	580	20	success	success	NOUN
easat-7814	580	21	:	:	PUNCT
easat-7814	580	22	insights	insight	NOUN
easat-7814	580	23	for	for	ADP
easat-7814	580	24	educators	educator	NOUN
easat-7814	580	25	,	,	PUNCT
easat-7814	580	26	"	"	PUNCT
easat-7814	580	27	economic	economic	ADJ
easat-7814	580	28	education	education	NOUN
easat-7814	580	29	review	review	NOUN
easat-7814	580	30	,	,	PUNCT
easat-7814	580	31	vol	vol	NOUN
easat-7814	580	32	.	.	PROPN
easat-7814	580	33	40	40	NUM
easat-7814	580	34	,	,	PUNCT
easat-7814	580	35	pp	pp	ADJ
easat-7814	580	36	.	.	PUNCT
easat-7814	581	1	128–140	128–140	NUM
easat-7814	581	2	,	,	PUNCT
easat-7814	581	3	2022	2022	NUM
easat-7814	581	4	.	.	PUNCT
easat-7814	582	1	[	[	X
easat-7814	582	2	24	24	NUM
easat-7814	582	3	]	]	PUNCT
easat-7814	582	4	p.	p.	PROPN
easat-7814	582	5	kukreti	kukreti	PROPN
easat-7814	582	6	,	,	PUNCT
easat-7814	582	7	google	google	PROPN
easat-7814	582	8	cloud	cloud	NOUN
easat-7814	582	9	platform	platform	NOUN
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easat-7814	582	11	-	-	PUNCT
easat-7814	582	12	in	in	ADP
easat-7814	582	13	-	-	PUNCT
easat-7814	582	14	one	one	NUM
easat-7814	582	15	guide	guide	NOUN
easat-7814	582	16	:	:	PUNCT
easat-7814	582	17	get	get	VERB
easat-7814	582	18	familiar	familiar	ADJ
easat-7814	582	19	with	with	ADP
easat-7814	582	20	a	a	DET
easat-7814	582	21	portfolio	portfolio	NOUN
easat-7814	582	22	of	of	ADP
easat-7814	582	23	cloud	cloud	NOUN
easat-7814	582	24	-	-	PUNCT
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easat-7814	582	26	services	service	NOUN
easat-7814	582	27	in	in	ADP
easat-7814	582	28	gcp	gcp	PROPN
easat-7814	582	29	.	.	PUNCT
easat-7814	583	1	new	new	PROPN
easat-7814	583	2	delhi	delhi	PROPN
easat-7814	583	3	,	,	PUNCT
easat-7814	583	4	india	india	PROPN
easat-7814	583	5	:	:	PUNCT
easat-7814	583	6	bpb	bpb	NUM
easat-7814	583	7	publications	publication	NOUN
easat-7814	583	8	,	,	PUNCT
easat-7814	583	9	2023	2023	NUM
easat-7814	583	10	.	.	PUNCT
easat-7814	584	1	[	[	X
easat-7814	584	2	25	25	NUM
easat-7814	584	3	]	]	X
easat-7814	584	4	p.	p.	NOUN
easat-7814	584	5	sarkar	sarkar	PROPN
easat-7814	584	6	and	and	CCONJ
easat-7814	584	7	g.	g.	PROPN
easat-7814	584	8	ruiz	ruiz	PROPN
easat-7814	584	9	,	,	PUNCT
easat-7814	584	10	oracle	oracle	PROPN
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easat-7814	584	13	for	for	ADP
easat-7814	584	14	solutions	solution	NOUN
easat-7814	584	15	architects	architect	NOUN
easat-7814	584	16	.	.	PUNCT
easat-7814	585	1	birmingham	birmingham	PROPN
easat-7814	585	2	,	,	PUNCT
easat-7814	585	3	uk	uk	PROPN
easat-7814	585	4	:	:	PUNCT
easat-7814	585	5	packt	packt	PROPN
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easat-7814	585	7	,	,	PUNCT
easat-7814	585	8	2021	2021	NUM
easat-7814	585	9	.	.	PUNCT
easat-7814	586	1	[	[	X
easat-7814	586	2	26	26	NUM
easat-7814	586	3	]	]	PUNCT
easat-7814	586	4	a.	a.	NOUN
easat-7814	586	5	merchant	merchant	NOUN
easat-7814	586	6	,	,	PUNCT
easat-7814	586	7	n.	n.	PROPN
easat-7814	586	8	shenoy	shenoy	PROPN
easat-7814	586	9	,	,	PUNCT
easat-7814	586	10	a.	a.	PROPN
easat-7814	586	11	bharali	bharali	PROPN
easat-7814	586	12	,	,	PUNCT
easat-7814	586	13	and	and	CCONJ
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easat-7814	586	15	a.	a.	PROPN
easat-7814	586	16	kumar	kumar	PROPN
easat-7814	586	17	,	,	PUNCT
easat-7814	586	18	"	"	PUNCT
easat-7814	586	19	edge	edge	NOUN
easat-7814	586	20	computing	computing	NOUN
easat-7814	586	21	and	and	CCONJ
easat-7814	586	22	its	its	PRON
easat-7814	586	23	role	role	NOUN
easat-7814	586	24	in	in	ADP
easat-7814	586	25	enhancing	enhance	VERB
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easat-7814	586	28	,	,	PUNCT
easat-7814	586	29	"	"	PUNCT
easat-7814	586	30	educational	educational	ADJ
easat-7814	586	31	technology	technology	NOUN
easat-7814	586	32	,	,	PUNCT
easat-7814	586	33	vol	vol	NOUN
easat-7814	586	34	.	.	PROPN
easat-7814	586	35	19	19	NUM
easat-7814	586	36	,	,	PUNCT
easat-7814	586	37	pp	pp	ADJ
easat-7814	586	38	.	.	PUNCT
easat-7814	586	39	72–85	72–85	NUM
easat-7814	586	40	,	,	PUNCT
easat-7814	586	41	2025	2025	NUM
easat-7814	586	42	.	.	PUNCT
easat-7814	587	1	[	[	X
easat-7814	587	2	27	27	NUM
easat-7814	587	3	]	]	PUNCT
easat-7814	587	4	z.	z.	PROPN
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easat-7814	587	6	and	and	CCONJ
easat-7814	587	7	a.	a.	NOUN
easat-7814	587	8	bouayad	bouayad	NOUN
easat-7814	587	9	,	,	PUNCT
easat-7814	587	10	"	"	PUNCT
easat-7814	587	11	multidimensional	multidimensional	ADJ
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easat-7814	587	14	academic	academic	ADJ
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easat-7814	587	16	:	:	PUNCT
easat-7814	587	17	insights	insight	NOUN
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easat-7814	587	21	in	in	ADP
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easat-7814	587	24	,	,	PUNCT
easat-7814	587	25	"	"	PUNCT
easat-7814	587	26	journal	journal	NOUN
easat-7814	587	27	of	of	ADP
easat-7814	587	28	technology	technology	NOUN
easat-7814	587	29	and	and	CCONJ
easat-7814	587	30	science	science	NOUN
easat-7814	587	31	education	education	NOUN
easat-7814	587	32	,	,	PUNCT
easat-7814	587	33	vol	vol	NOUN
easat-7814	587	34	.	.	PROPN
easat-7814	587	35	14	14	NUM
easat-7814	587	36	,	,	PUNCT
easat-7814	587	37	no	no	INTJ
easat-7814	587	38	.	.	NOUN
easat-7814	587	39	2	2	NUM
easat-7814	587	40	,	,	PUNCT
easat-7814	587	41	pp	pp	ADJ
easat-7814	587	42	.	.	PUNCT
easat-7814	588	1	607	607	NUM
easat-7814	588	2	-	-	SYM
easat-7814	588	3	621	621	NUM
easat-7814	588	4	,	,	PUNCT
easat-7814	588	5	2024	2024	NUM
easat-7814	588	6	.	.	PUNCT
easat-7814	589	1	[	[	X
easat-7814	589	2	28	28	NUM
easat-7814	589	3	]	]	X
easat-7814	589	4	t.	t.	PROPN
easat-7814	589	5	j.	j.	PROPN
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easat-7814	589	8	m.	m.	PROPN
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easat-7814	589	10	,	,	PUNCT
easat-7814	589	11	"	"	PUNCT
easat-7814	589	12	factors	factor	NOUN
easat-7814	589	13	influencing	influence	VERB
easat-7814	589	14	academic	academic	ADJ
easat-7814	589	15	achievement	achievement	NOUN
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easat-7814	589	17	university	university	NOUN
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easat-7814	589	24	,	,	PUNCT
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easat-7814	589	26	and	and	CCONJ
easat-7814	589	27	culture	culture	NOUN
easat-7814	589	28	,	,	PUNCT
easat-7814	589	29	vol	vol	NOUN
easat-7814	589	30	.	.	PROPN
easat-7814	590	1	3	3	NUM
easat-7814	590	2	,	,	PUNCT
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easat-7814	590	6	,	,	PUNCT
easat-7814	590	7	pp	pp	ADJ
easat-7814	590	8	.	.	PUNCT
easat-7814	591	1	14	14	NUM
easat-7814	591	2	-	-	SYM
easat-7814	591	3	26	26	NUM
easat-7814	591	4	,	,	PUNCT
easat-7814	591	5	2023	2023	NUM
easat-7814	591	6	.	.	PUNCT
easat-7814	592	1	[	[	X
easat-7814	592	2	29	29	NUM
easat-7814	592	3	]	]	PUNCT
easat-7814	592	4	s.	s.	PROPN
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easat-7814	592	6	,	,	PUNCT
easat-7814	592	7	"	"	PUNCT
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easat-7814	592	9	affecting	affect	VERB
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easat-7814	592	11	academic	academic	ADJ
easat-7814	592	12	achievement	achievement	NOUN
easat-7814	592	13	of	of	ADP
easat-7814	592	14	the	the	DET
easat-7814	592	15	students	student	NOUN
easat-7814	592	16	in	in	ADP
easat-7814	592	17	community	community	NOUN
easat-7814	592	18	campuses	campus	NOUN
easat-7814	592	19	,	,	PUNCT
easat-7814	592	20	"	"	PUNCT
easat-7814	592	21	kmc	kmc	PROPN
easat-7814	592	22	journal	journal	PROPN
easat-7814	592	23	,	,	PUNCT
easat-7814	592	24	vol	vol	NOUN
easat-7814	592	25	.	.	PROPN
easat-7814	592	26	6	6	NUM
easat-7814	592	27	,	,	PUNCT
easat-7814	592	28	pp	pp	ADJ
easat-7814	592	29	.	.	PUNCT
easat-7814	592	30	1–15	1–15	NUM
easat-7814	592	31	,	,	PUNCT
easat-7814	592	32	2024	2024	NUM
easat-7814	592	33	.	.	PUNCT
easat-7814	593	1	[	[	X
easat-7814	593	2	30	30	NUM
easat-7814	593	3	]	]	X
easat-7814	593	4	l.	l.	PROPN
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easat-7814	593	6	-	-	PUNCT
easat-7814	593	7	flórez	flórez	NOUN
easat-7814	593	8	,	,	PUNCT
easat-7814	593	9	d.	d.	PROPN
easat-7814	593	10	j.	j.	PROPN
easat-7814	593	11	ramos	ramos	PROPN
easat-7814	593	12	-	-	PUNCT
easat-7814	593	13	campo	campo	PROPN
easat-7814	593	14	,	,	PUNCT
easat-7814	593	15	and	and	CCONJ
easat-7814	593	16	v.	v.	PROPN
easat-7814	593	17	j.	j.	PROPN
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easat-7814	593	19	-	-	PROPN
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easat-7814	593	21	,	,	PUNCT
easat-7814	593	22	"	"	PUNCT
easat-7814	593	23	relationship	relationship	NOUN
easat-7814	593	24	between	between	ADP
easat-7814	593	25	physical	physical	ADJ
easat-7814	593	26	fitness	fitness	NOUN
easat-7814	593	27	and	and	CCONJ
easat-7814	593	28	academic	academic	ADJ
easat-7814	593	29	performance	performance	NOUN
easat-7814	593	30	in	in	ADP
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easat-7814	593	32	students	student	NOUN
easat-7814	593	33	,	,	PUNCT
easat-7814	593	34	"	"	PUNCT
easat-7814	593	35	international	international	ADJ
easat-7814	593	36	journal	journal	NOUN
easat-7814	593	37	of	of	ADP
easat-7814	593	38	environmental	environmental	ADJ
easat-7814	593	39	research	research	NOUN
easat-7814	593	40	and	and	CCONJ
easat-7814	593	41	public	public	ADJ
easat-7814	593	42	health	health	NOUN
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easat-7814	593	44	vol	vol	NOUN
easat-7814	593	45	.	.	PROPN
easat-7814	593	46	19	19	NUM
easat-7814	593	47	,	,	PUNCT
easat-7814	593	48	no	no	INTJ
easat-7814	593	49	.	.	NOUN
easat-7814	593	50	22	22	NUM
easat-7814	593	51	,	,	PUNCT
easat-7814	593	52	p.	p.	NOUN
easat-7814	593	53	14750	14750	NUM
easat-7814	593	54	,	,	PUNCT
easat-7814	593	55	2022	2022	NUM
easat-7814	593	56	.	.	PUNCT