id	sid	tid	token	lemma	pos
cana-6017	1	1	communications	communication	NOUN
cana-6017	1	2	on	on	ADP
cana-6017	1	3	applied	apply	VERB
cana-6017	1	4	nonlinear	nonlinear	ADJ
cana-6017	1	5	analysis	analysis	NOUN
cana-6017	1	6	issn	issn	NOUN
cana-6017	1	7	:	:	PUNCT
cana-6017	1	8	1074	1074	NUM
cana-6017	1	9	-	-	PUNCT
cana-6017	1	10	133x	133x	NUM
cana-6017	1	11	vol	vol	NOUN
cana-6017	1	12	32	32	NUM
cana-6017	1	13	no	no	NOUN
cana-6017	1	14	.	.	NOUN
cana-6017	1	15	1	1	NUM
cana-6017	1	16	(	(	PUNCT
cana-6017	1	17	2025	2025	NUM
cana-6017	1	18	)	)	PUNCT
cana-6017	1	19	598	598	NUM
cana-6017	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6017	1	21	optimising	optimise	VERB
cana-6017	1	22	educational	educational	ADJ
cana-6017	1	23	performance	performance	NOUN
cana-6017	1	24	through	through	ADP
cana-6017	1	25	clustering	cluster	VERB
cana-6017	1	26	algorithm	algorithm	NOUN
cana-6017	1	27	evaluation	evaluation	NOUN
cana-6017	1	28	amartya	amartya	PROPN
cana-6017	1	29	ghosh	ghosh	PROPN
cana-6017	1	30	assistant	assistant	PROPN
cana-6017	1	31	professor	professor	NOUN
cana-6017	1	32	,	,	PUNCT
cana-6017	1	33	computer	computer	NOUN
cana-6017	1	34	science	science	NOUN
cana-6017	1	35	and	and	CCONJ
cana-6017	1	36	engineering	engineering	NOUN
cana-6017	1	37	,	,	PUNCT
cana-6017	1	38	brainware	brainware	PROPN
cana-6017	1	39	university	university	PROPN
cana-6017	1	40	com.amartya@gmail.com	com.amartya@gmail.com	PROPN
cana-6017	1	41	payel	payel	PROPN
cana-6017	1	42	sengupta	sengupta	PROPN
cana-6017	1	43	assistant	assistant	PROPN
cana-6017	1	44	professor	professor	NOUN
cana-6017	1	45	,	,	PUNCT
cana-6017	1	46	computer	computer	NOUN
cana-6017	1	47	science	science	NOUN
cana-6017	1	48	and	and	CCONJ
cana-6017	1	49	engineering	engineering	NOUN
cana-6017	1	50	,	,	PUNCT
cana-6017	1	51	brainware	brainware	PROPN
cana-6017	1	52	university	university	PROPN
cana-6017	1	53	payel9433@gmail.com	payel9433@gmail.com	PROPN
cana-6017	2	1	avijit	avijit	PROPN
cana-6017	2	2	kumar	kumar	PROPN
cana-6017	2	3	chaudhuri	chaudhuri	PROPN
cana-6017	2	4	professor	professor	PROPN
cana-6017	2	5	,	,	PUNCT
cana-6017	2	6	computer	computer	NOUN
cana-6017	2	7	science	science	NOUN
cana-6017	2	8	and	and	CCONJ
cana-6017	2	9	engineering	engineering	NOUN
cana-6017	2	10	,	,	PUNCT
cana-6017	2	11	brainware	brainware	NOUN
cana-6017	2	12	university	university	PROPN
cana-6017	2	13	c.avijit@gmail.com	c.avijit@gmail.com	PROPN
cana-6017	2	14	ranjan	ranjan	PROPN
cana-6017	2	15	banerjee	banerjee	PROPN
cana-6017	2	16	assistant	assistant	PROPN
cana-6017	2	17	professor	professor	NOUN
cana-6017	2	18	,	,	PUNCT
cana-6017	2	19	computer	computer	NOUN
cana-6017	2	20	science	science	NOUN
cana-6017	2	21	and	and	CCONJ
cana-6017	2	22	engineering	engineering	NOUN
cana-6017	2	23	,	,	PUNCT
cana-6017	2	24	brainware	brainware	NOUN
cana-6017	2	25	university	university	PROPN
cana-6017	2	26	rnb.cse@brainwareuniversity.ac.in	rnb.cse@brainwareuniversity.ac.in	PROPN
cana-6017	2	27	mithun	mithun	PROPN
cana-6017	2	28	biswas	biswas	PROPN
cana-6017	2	29	assistant	assistant	PROPN
cana-6017	2	30	professor	professor	NOUN
cana-6017	2	31	,	,	PUNCT
cana-6017	2	32	computer	computer	NOUN
cana-6017	2	33	science	science	NOUN
cana-6017	2	34	and	and	CCONJ
cana-6017	2	35	engineering	engineering	NOUN
cana-6017	2	36	,	,	PUNCT
cana-6017	2	37	brainware	brainware	PROPN
cana-6017	2	38	university	university	PROPN
cana-6017	2	39	mithunbiswas0707@gmail.com	mithunbiswas0707@gmail.com	PROPN
cana-6017	3	1	pranab	pranab	PROPN
cana-6017	3	2	gharai	gharai	ADJ
cana-6017	3	3	assistant	assistant	NOUN
cana-6017	3	4	professor	professor	NOUN
cana-6017	3	5	,	,	PUNCT
cana-6017	3	6	computer	computer	NOUN
cana-6017	3	7	science	science	NOUN
cana-6017	3	8	and	and	CCONJ
cana-6017	3	9	engineering	engineering	NOUN
cana-6017	3	10	,	,	PUNCT
cana-6017	3	11	brainware	brainware	NOUN
cana-6017	3	12	university	university	PROPN
cana-6017	3	13	pranab.g10@gmail.com	pranab.g10@gmail.com	PROPN
cana-6017	3	14	atanu	atanu	VERB
cana-6017	3	15	kumar	kumar	PROPN
cana-6017	3	16	das	das	PROPN
cana-6017	3	17	assistant	assistant	NOUN
cana-6017	3	18	professor	professor	NOUN
cana-6017	3	19	,	,	PUNCT
cana-6017	3	20	computer	computer	NOUN
cana-6017	3	21	science	science	NOUN
cana-6017	3	22	and	and	CCONJ
cana-6017	3	23	engineering	engineering	NOUN
cana-6017	3	24	,	,	PUNCT
cana-6017	3	25	brainware	brainware	NOUN
cana-6017	3	26	university	university	PROPN
cana-6017	3	27	rnb.cse@brainwareuniversity.ac.in	rnb.cse@brainwareuniversity.ac.in	PROPN
cana-6017	3	28	article	article	NOUN
cana-6017	3	29	history	history	NOUN
cana-6017	3	30	:	:	PUNCT
cana-6017	3	31	received	receive	VERB
cana-6017	3	32	:	:	PUNCT
cana-6017	3	33	01/11/2024	01/11/2024	NUM
cana-6017	3	34	revised	revise	VERB
cana-6017	3	35	:	:	PUNCT
cana-6017	3	36	06/12/2024	06/12/2024	NUM
cana-6017	3	37	accepted	accept	VERB
cana-6017	3	38	:	:	PUNCT
cana-6017	3	39	10/01/2025	10/01/2025	NUM
cana-6017	3	40	abstract	abstract	NOUN
cana-6017	3	41	:	:	PUNCT
cana-6017	3	42	analyzing	analyze	VERB
cana-6017	3	43	student	student	NOUN
cana-6017	3	44	performance	performance	NOUN
cana-6017	3	45	is	be	AUX
cana-6017	3	46	a	a	DET
cana-6017	3	47	vital	vital	ADJ
cana-6017	3	48	undertaking	undertaking	NOUN
cana-6017	3	49	within	within	ADP
cana-6017	3	50	the	the	DET
cana-6017	3	51	realm	realm	NOUN
cana-6017	3	52	of	of	ADP
cana-6017	3	53	educational	educational	ADJ
cana-6017	3	54	data	datum	NOUN
cana-6017	3	55	mining	mining	NOUN
cana-6017	3	56	(	(	PUNCT
cana-6017	3	57	edm	edm	PROPN
cana-6017	3	58	)	)	PUNCT
cana-6017	3	59	.	.	PUNCT
cana-6017	4	1	this	this	DET
cana-6017	4	2	process	process	NOUN
cana-6017	4	3	empowers	empower	VERB
cana-6017	4	4	academic	academic	ADJ
cana-6017	4	5	institutions	institution	NOUN
cana-6017	4	6	to	to	PART
cana-6017	4	7	uncover	uncover	VERB
cana-6017	4	8	significant	significant	ADJ
cana-6017	4	9	trends	trend	NOUN
cana-6017	4	10	,	,	PUNCT
cana-6017	4	11	pinpoint	pinpoint	NOUN
cana-6017	4	12	students	student	NOUN
cana-6017	4	13	who	who	PRON
cana-6017	4	14	may	may	AUX
cana-6017	4	15	be	be	AUX
cana-6017	4	16	struggling	struggle	VERB
cana-6017	4	17	,	,	PUNCT
cana-6017	4	18	and	and	CCONJ
cana-6017	4	19	formulate	formulate	VERB
cana-6017	4	20	effective	effective	ADJ
cana-6017	4	21	support	support	NOUN
cana-6017	4	22	strategies	strategy	NOUN
cana-6017	4	23	.	.	PUNCT
cana-6017	5	1	this	this	DET
cana-6017	5	2	scholarly	scholarly	ADJ
cana-6017	5	3	article	article	NOUN
cana-6017	5	4	delves	delve	VERB
cana-6017	5	5	into	into	ADP
cana-6017	5	6	the	the	DET
cana-6017	5	7	application	application	NOUN
cana-6017	5	8	of	of	ADP
cana-6017	5	9	clustering	clustering	ADJ
cana-6017	5	10	methodologies	methodology	NOUN
cana-6017	5	11	to	to	PART
cana-6017	5	12	classify	classify	VERB
cana-6017	5	13	students	student	NOUN
cana-6017	5	14	based	base	VERB
cana-6017	5	15	on	on	ADP
cana-6017	5	16	various	various	ADJ
cana-6017	5	17	performance	performance	NOUN
cana-6017	5	18	metrics	metric	NOUN
cana-6017	5	19	,	,	PUNCT
cana-6017	5	20	such	such	ADJ
cana-6017	5	21	as	as	ADP
cana-6017	5	22	academic	academic	ADJ
cana-6017	5	23	grades	grade	NOUN
cana-6017	5	24	,	,	PUNCT
cana-6017	5	25	attendance	attendance	NOUN
cana-6017	5	26	records	record	NOUN
cana-6017	5	27	,	,	PUNCT
cana-6017	5	28	engagement	engagement	NOUN
cana-6017	5	29	levels	level	NOUN
cana-6017	5	30	,	,	PUNCT
cana-6017	5	31	and	and	CCONJ
cana-6017	5	32	involvement	involvement	NOUN
cana-6017	5	33	in	in	ADP
cana-6017	5	34	extracurricular	extracurricular	ADJ
cana-6017	5	35	activities	activity	NOUN
cana-6017	5	36	.	.	PUNCT
cana-6017	6	1	by	by	ADP
cana-6017	6	2	segmenting	segment	VERB
cana-6017	6	3	students	student	NOUN
cana-6017	6	4	into	into	ADP
cana-6017	6	5	distinct	distinct	ADJ
cana-6017	6	6	groups	group	NOUN
cana-6017	6	7	,	,	PUNCT
cana-6017	6	8	educators	educator	NOUN
cana-6017	6	9	can	can	AUX
cana-6017	6	10	mailto:amg.cse@brainwareuniversity.ac.in	mailto:amg.cse@brainwareuniversity.ac.in	VERB
cana-6017	6	11	mailto:payel9433@gmail.com	mailto:payel9433@gmail.com	X
cana-6017	6	12	mailto:c.avijit@gmail.com	mailto:c.avijit@gmail.com	X
cana-6017	6	13	mailto:rnb.cse@brainwareuniversity.ac.in	mailto:rnb.cse@brainwareuniversity.ac.in	VERB
cana-6017	6	14	mailto:nobhonilnew@gmail.com	mailto:nobhonilnew@gmail.com	X
cana-6017	6	15	mailto:rnb.cse@brainwareuniversity.ac.in	mailto:rnb.cse@brainwareuniversity.ac.in	NOUN
cana-6017	6	16	communications	communication	NOUN
cana-6017	6	17	on	on	ADP
cana-6017	6	18	applied	apply	VERB
cana-6017	6	19	nonlinear	nonlinear	ADJ
cana-6017	6	20	analysis	analysis	NOUN
cana-6017	6	21	issn	issn	NOUN
cana-6017	6	22	:	:	PUNCT
cana-6017	6	23	1074	1074	NUM
cana-6017	6	24	-	-	PUNCT
cana-6017	6	25	133x	133x	NUM
cana-6017	6	26	vol	vol	NOUN
cana-6017	6	27	32	32	NUM
cana-6017	6	28	no	no	NOUN
cana-6017	6	29	.	.	NOUN
cana-6017	6	30	1	1	NUM
cana-6017	6	31	(	(	PUNCT
cana-6017	6	32	2025	2025	NUM
cana-6017	6	33	)	)	PUNCT
cana-6017	6	34	599	599	NUM
cana-6017	6	35	https://internationalpubls.com	https://internationalpubls.com	X
cana-6017	6	36	gain	gain	VERB
cana-6017	6	37	a	a	DET
cana-6017	6	38	clearer	clear	ADJ
cana-6017	6	39	understanding	understanding	NOUN
cana-6017	6	40	of	of	ADP
cana-6017	6	41	their	their	PRON
cana-6017	6	42	behavioural	behavioural	ADJ
cana-6017	6	43	characteristics	characteristic	NOUN
cana-6017	6	44	,	,	PUNCT
cana-6017	6	45	optimize	optimize	VERB
cana-6017	6	46	resource	resource	NOUN
cana-6017	6	47	distribution	distribution	NOUN
cana-6017	6	48	,	,	PUNCT
cana-6017	6	49	and	and	CCONJ
cana-6017	6	50	deploy	deploy	VERB
cana-6017	6	51	customized	customize	VERB
cana-6017	6	52	intervention	intervention	NOUN
cana-6017	6	53	programs	program	NOUN
cana-6017	6	54	.	.	PUNCT
cana-6017	7	1	this	this	DET
cana-6017	7	2	research	research	NOUN
cana-6017	7	3	paper	paper	NOUN
cana-6017	7	4	presents	present	VERB
cana-6017	7	5	an	an	DET
cana-6017	7	6	evaluative	evaluative	ADJ
cana-6017	7	7	comparison	comparison	NOUN
cana-6017	7	8	of	of	ADP
cana-6017	7	9	diverse	diverse	ADJ
cana-6017	7	10	clustering	clustering	NOUN
cana-6017	7	11	approaches	approach	NOUN
cana-6017	7	12	utilized	utilize	VERB
cana-6017	7	13	for	for	ADP
cana-6017	7	14	assessing	assess	VERB
cana-6017	7	15	student	student	NOUN
cana-6017	7	16	academic	academic	ADJ
cana-6017	7	17	outcomes	outcome	NOUN
cana-6017	7	18	.	.	PUNCT
cana-6017	8	1	the	the	DET
cana-6017	8	2	investigation	investigation	NOUN
cana-6017	8	3	evaluates	evaluate	VERB
cana-6017	8	4	the	the	DET
cana-6017	8	5	efficacy	efficacy	NOUN
cana-6017	8	6	of	of	ADP
cana-6017	8	7	several	several	ADJ
cana-6017	8	8	prominent	prominent	ADJ
cana-6017	8	9	clustering	clustering	ADJ
cana-6017	8	10	algorithms	algorithm	NOUN
cana-6017	8	11	,	,	PUNCT
cana-6017	8	12	including	include	VERB
cana-6017	8	13	k	k	NOUN
cana-6017	8	14	-	-	PUNCT
cana-6017	8	15	means	means	ADJ
cana-6017	8	16	,	,	PUNCT
cana-6017	8	17	dbscan	dbscan	NOUN
cana-6017	8	18	,	,	PUNCT
cana-6017	8	19	birch	birch	NOUN
cana-6017	8	20	,	,	PUNCT
cana-6017	8	21	and	and	CCONJ
cana-6017	8	22	expectation	expectation	NOUN
cana-6017	8	23	maximization	maximization	NOUN
cana-6017	8	24	(	(	PUNCT
cana-6017	8	25	em	em	PRON
cana-6017	8	26	)	)	PUNCT
cana-6017	8	27	,	,	PUNCT
cana-6017	8	28	in	in	ADP
cana-6017	8	29	classifying	classify	VERB
cana-6017	8	30	students	student	NOUN
cana-6017	8	31	according	accord	VERB
cana-6017	8	32	to	to	ADP
cana-6017	8	33	their	their	PRON
cana-6017	8	34	educational	educational	ADJ
cana-6017	8	35	achievements	achievement	NOUN
cana-6017	8	36	.	.	PUNCT
cana-6017	9	1	the	the	DET
cana-6017	9	2	findings	finding	NOUN
cana-6017	9	3	illuminate	illuminate	VERB
cana-6017	9	4	the	the	DET
cana-6017	9	5	advantages	advantage	NOUN
cana-6017	9	6	and	and	CCONJ
cana-6017	9	7	limitations	limitation	NOUN
cana-6017	9	8	of	of	ADP
cana-6017	9	9	each	each	DET
cana-6017	9	10	method	method	NOUN
cana-6017	9	11	,	,	PUNCT
cana-6017	9	12	offering	offer	VERB
cana-6017	9	13	valuable	valuable	ADJ
cana-6017	9	14	perspectives	perspective	NOUN
cana-6017	9	15	on	on	ADP
cana-6017	9	16	their	their	PRON
cana-6017	9	17	practical	practical	ADJ
cana-6017	9	18	utility	utility	NOUN
cana-6017	9	19	in	in	ADP
cana-6017	9	20	the	the	DET
cana-6017	9	21	field	field	NOUN
cana-6017	9	22	of	of	ADP
cana-6017	9	23	educational	educational	ADJ
cana-6017	9	24	data	datum	NOUN
cana-6017	9	25	mining	mining	NOUN
cana-6017	9	26	.	.	PUNCT
cana-6017	10	1	the	the	DET
cana-6017	10	2	substantial	substantial	ADJ
cana-6017	10	3	increase	increase	NOUN
cana-6017	10	4	in	in	ADP
cana-6017	10	5	educational	educational	ADJ
cana-6017	10	6	data	datum	NOUN
cana-6017	10	7	has	have	AUX
cana-6017	10	8	necessitated	necessitate	VERB
cana-6017	10	9	the	the	DET
cana-6017	10	10	adoption	adoption	NOUN
cana-6017	10	11	of	of	ADP
cana-6017	10	12	sophisticated	sophisticated	ADJ
cana-6017	10	13	data	datum	NOUN
cana-6017	10	14	mining	mining	NOUN
cana-6017	10	15	techniques	technique	NOUN
cana-6017	10	16	to	to	PART
cana-6017	10	17	extract	extract	VERB
cana-6017	10	18	meaningful	meaningful	ADJ
cana-6017	10	19	patterns	pattern	NOUN
cana-6017	10	20	and	and	CCONJ
cana-6017	10	21	actionable	actionable	ADJ
cana-6017	10	22	intelligence	intelligence	NOUN
cana-6017	10	23	.	.	PUNCT
cana-6017	11	1	clustering	clustering	NOUN
cana-6017	11	2	,	,	PUNCT
cana-6017	11	3	an	an	DET
cana-6017	11	4	unsupervised	unsupervised	ADJ
cana-6017	11	5	machine	machine	NOUN
cana-6017	11	6	learning	learning	NOUN
cana-6017	11	7	paradigm	paradigm	NOUN
cana-6017	11	8	,	,	PUNCT
cana-6017	11	9	is	be	AUX
cana-6017	11	10	extensively	extensively	ADV
cana-6017	11	11	employed	employ	VERB
cana-6017	11	12	to	to	PART
cana-6017	11	13	categorize	categorize	VERB
cana-6017	11	14	students	student	NOUN
cana-6017	11	15	based	base	VERB
cana-6017	11	16	on	on	ADP
cana-6017	11	17	their	their	PRON
cana-6017	11	18	performance	performance	NOUN
cana-6017	11	19	,	,	PUNCT
cana-6017	11	20	thereby	thereby	ADV
cana-6017	11	21	assisting	assist	VERB
cana-6017	11	22	educators	educator	NOUN
cana-6017	11	23	in	in	ADP
cana-6017	11	24	identifying	identify	VERB
cana-6017	11	25	vulnerable	vulnerable	ADJ
cana-6017	11	26	students	student	NOUN
cana-6017	11	27	and	and	CCONJ
cana-6017	11	28	customizing	customize	VERB
cana-6017	11	29	appropriate	appropriate	ADJ
cana-6017	11	30	interventions	intervention	NOUN
cana-6017	11	31	.	.	PUNCT
cana-6017	12	1	keywords	keyword	NOUN
cana-6017	12	2	:	:	PUNCT
cana-6017	12	3	student	student	NOUN
cana-6017	12	4	grouping	grouping	NOUN
cana-6017	12	5	,	,	PUNCT
cana-6017	12	6	academic	academic	ADJ
cana-6017	12	7	achievement	achievement	NOUN
cana-6017	12	8	,	,	PUNCT
cana-6017	12	9	k	k	ADJ
cana-6017	12	10	-	-	PUNCT
cana-6017	12	11	means	means	NOUN
cana-6017	12	12	algorithm	algorithm	NOUN
cana-6017	12	13	,	,	PUNCT
cana-6017	12	14	dbscan	dbscan	NOUN
cana-6017	12	15	algorithm	algorithm	NOUN
cana-6017	12	16	,	,	PUNCT
cana-6017	12	17	tree	tree	NOUN
cana-6017	12	18	-	-	PUNCT
cana-6017	12	19	based	base	VERB
cana-6017	12	20	clustering	clustering	NOUN
cana-6017	12	21	,	,	PUNCT
cana-6017	12	22	probability	probability	NOUN
cana-6017	12	23	-	-	PUNCT
cana-6017	12	24	based	base	VERB
cana-6017	12	25	clustering	clustering	NOUN
cana-6017	12	26	,	,	PUNCT
cana-6017	12	27	learning	learn	VERB
cana-6017	12	28	analytics	analytic	NOUN
cana-6017	12	29	introduction	introduction	NOUN
cana-6017	12	30	the	the	DET
cana-6017	12	31	swift	swift	ADJ
cana-6017	12	32	progress	progress	NOUN
cana-6017	12	33	of	of	ADP
cana-6017	12	34	technology	technology	NOUN
cana-6017	12	35	and	and	CCONJ
cana-6017	12	36	the	the	DET
cana-6017	12	37	widespread	widespread	ADJ
cana-6017	12	38	adoption	adoption	NOUN
cana-6017	12	39	of	of	ADP
cana-6017	12	40	digital	digital	ADJ
cana-6017	12	41	learning	learning	NOUN
cana-6017	12	42	platforms	platform	NOUN
cana-6017	12	43	have	have	AUX
cana-6017	12	44	led	lead	VERB
cana-6017	12	45	to	to	ADP
cana-6017	12	46	an	an	DET
cana-6017	12	47	unprecedented	unprecedented	ADJ
cana-6017	12	48	accumulation	accumulation	NOUN
cana-6017	12	49	of	of	ADP
cana-6017	12	50	educational	educational	ADJ
cana-6017	12	51	data	datum	NOUN
cana-6017	12	52	.	.	PUNCT
cana-6017	13	1	this	this	DET
cana-6017	13	2	data	datum	NOUN
cana-6017	13	3	,	,	PUNCT
cana-6017	13	4	which	which	PRON
cana-6017	13	5	covers	cover	VERB
cana-6017	13	6	various	various	ADJ
cana-6017	13	7	aspects	aspect	NOUN
cana-6017	13	8	of	of	ADP
cana-6017	13	9	student	student	NOUN
cana-6017	13	10	academic	academic	ADJ
cana-6017	13	11	results	result	NOUN
cana-6017	13	12	,	,	PUNCT
cana-6017	13	13	presence	presence	NOUN
cana-6017	13	14	,	,	PUNCT
cana-6017	13	15	involvement	involvement	NOUN
cana-6017	13	16	,	,	PUNCT
cana-6017	13	17	and	and	CCONJ
cana-6017	13	18	engagement	engagement	NOUN
cana-6017	13	19	,	,	PUNCT
cana-6017	13	20	offers	offer	VERB
cana-6017	13	21	immense	immense	ADJ
cana-6017	13	22	potential	potential	NOUN
cana-6017	13	23	to	to	PART
cana-6017	13	24	improve	improve	VERB
cana-6017	13	25	the	the	DET
cana-6017	13	26	learning	learning	NOUN
cana-6017	13	27	experience	experience	NOUN
cana-6017	13	28	.	.	PUNCT
cana-6017	14	1	however	however	ADV
cana-6017	14	2	,	,	PUNCT
cana-6017	14	3	the	the	DET
cana-6017	14	4	sheer	sheer	ADJ
cana-6017	14	5	volume	volume	NOUN
cana-6017	14	6	and	and	CCONJ
cana-6017	14	7	complexity	complexity	NOUN
cana-6017	14	8	of	of	ADP
cana-6017	14	9	this	this	DET
cana-6017	14	10	information	information	NOUN
cana-6017	14	11	make	make	VERB
cana-6017	14	12	it	it	PRON
cana-6017	14	13	necessary	necessary	ADJ
cana-6017	14	14	to	to	PART
cana-6017	14	15	use	use	VERB
cana-6017	14	16	advanced	advanced	ADJ
cana-6017	14	17	data	datum	NOUN
cana-6017	14	18	mining	mining	NOUN
cana-6017	14	19	techniques	technique	NOUN
cana-6017	14	20	to	to	PART
cana-6017	14	21	extract	extract	VERB
cana-6017	14	22	valuable	valuable	ADJ
cana-6017	14	23	insights	insight	NOUN
cana-6017	14	24	.	.	PUNCT
cana-6017	15	1	among	among	ADP
cana-6017	15	2	these	these	DET
cana-6017	15	3	methods	method	NOUN
cana-6017	15	4	,	,	PUNCT
cana-6017	15	5	clustering	clustering	NOUN
cana-6017	15	6	has	have	AUX
cana-6017	15	7	become	become	VERB
cana-6017	15	8	a	a	DET
cana-6017	15	9	powerful	powerful	ADJ
cana-6017	15	10	tool	tool	NOUN
cana-6017	15	11	for	for	ADP
cana-6017	15	12	examining	examine	VERB
cana-6017	15	13	student	student	NOUN
cana-6017	15	14	performance	performance	NOUN
cana-6017	15	15	and	and	CCONJ
cana-6017	15	16	pinpointing	pinpoint	VERB
cana-6017	15	17	trends	trend	NOUN
cana-6017	15	18	that	that	PRON
cana-6017	15	19	can	can	AUX
cana-6017	15	20	guide	guide	VERB
cana-6017	15	21	educational	educational	ADJ
cana-6017	15	22	approaches	approach	NOUN
cana-6017	15	23	.	.	PUNCT
cana-6017	16	1	clustering	cluster	VERB
cana-6017	16	2	algorithms	algorithm	NOUN
cana-6017	16	3	used	use	VERB
cana-6017	16	4	this	this	DET
cana-6017	16	5	study	study	NOUN
cana-6017	16	6	utilizes	utilize	VERB
cana-6017	16	7	four	four	NUM
cana-6017	16	8	prominent	prominent	ADJ
cana-6017	16	9	clustering	clustering	ADJ
cana-6017	16	10	algorithms	algorithm	NOUN
cana-6017	16	11	:	:	PUNCT
cana-6017	16	12	k	k	X
cana-6017	16	13	-	-	PUNCT
cana-6017	16	14	means	mean	VERB
cana-6017	16	15	:	:	PUNCT
cana-6017	16	16	this	this	PRON
cana-6017	16	17	is	be	AUX
cana-6017	16	18	a	a	DET
cana-6017	16	19	partition	partition	NOUN
cana-6017	16	20	-	-	PUNCT
cana-6017	16	21	based	base	VERB
cana-6017	16	22	algorithm	algorithm	NOUN
cana-6017	16	23	that	that	PRON
cana-6017	16	24	forms	form	VERB
cana-6017	16	25	clusters	cluster	NOUN
cana-6017	16	26	by	by	ADP
cana-6017	16	27	minimizing	minimize	VERB
cana-6017	16	28	the	the	DET
cana-6017	16	29	distance	distance	NOUN
cana-6017	16	30	between	between	ADP
cana-6017	16	31	students	student	NOUN
cana-6017	16	32	and	and	CCONJ
cana-6017	16	33	the	the	DET
cana-6017	16	34	center	center	NOUN
cana-6017	16	35	of	of	ADP
cana-6017	16	36	their	their	PRON
cana-6017	16	37	respective	respective	ADJ
cana-6017	16	38	groups	group	NOUN
cana-6017	16	39	.	.	PUNCT
cana-6017	17	1	dbscan	dbscan	NOUN
cana-6017	17	2	(	(	PUNCT
cana-6017	17	3	density	density	NOUN
cana-6017	17	4	-	-	PUNCT
cana-6017	17	5	based	base	VERB
cana-6017	17	6	spatial	spatial	ADJ
cana-6017	17	7	clustering	clustering	NOUN
cana-6017	17	8	of	of	ADP
cana-6017	17	9	applications	application	NOUN
cana-6017	17	10	with	with	ADP
cana-6017	17	11	noise	noise	NOUN
cana-6017	17	12	):	):	PUNCT
cana-6017	17	13	this	this	DET
cana-6017	17	14	technique	technique	NOUN
cana-6017	17	15	identifies	identify	VERB
cana-6017	17	16	dense	dense	ADJ
cana-6017	17	17	areas	area	NOUN
cana-6017	17	18	within	within	ADP
cana-6017	17	19	student	student	NOUN
cana-6017	17	20	data	datum	NOUN
cana-6017	17	21	and	and	CCONJ
cana-6017	17	22	flags	flag	NOUN
cana-6017	17	23	unusual	unusual	ADJ
cana-6017	17	24	data	data	NOUN
cana-6017	17	25	points	point	NOUN
cana-6017	17	26	,	,	PUNCT
cana-6017	17	27	making	make	VERB
cana-6017	17	28	it	it	PRON
cana-6017	17	29	effective	effective	ADJ
cana-6017	17	30	for	for	ADP
cana-6017	17	31	educational	educational	ADJ
cana-6017	17	32	datasets	dataset	NOUN
cana-6017	17	33	that	that	PRON
cana-6017	17	34	might	might	AUX
cana-6017	17	35	contain	contain	VERB
cana-6017	17	36	noise	noise	NOUN
cana-6017	17	37	.	.	PUNCT
cana-6017	18	1	hierarchical	hierarchical	ADJ
cana-6017	18	2	clustering	clustering	NOUN
cana-6017	18	3	:	:	PUNCT
cana-6017	18	4	this	this	DET
cana-6017	18	5	method	method	NOUN
cana-6017	18	6	constructs	construct	VERB
cana-6017	18	7	a	a	DET
cana-6017	18	8	tree	tree	NOUN
cana-6017	18	9	-	-	PUNCT
cana-6017	18	10	like	like	ADJ
cana-6017	18	11	structure	structure	NOUN
cana-6017	18	12	,	,	PUNCT
cana-6017	18	13	known	know	VERB
cana-6017	18	14	as	as	ADP
cana-6017	18	15	a	a	DET
cana-6017	18	16	dendrogram	dendrogram	NOUN
cana-6017	18	17	,	,	PUNCT
cana-6017	18	18	which	which	PRON
cana-6017	18	19	shows	show	VERB
cana-6017	18	20	how	how	SCONJ
cana-6017	18	21	students	student	NOUN
cana-6017	18	22	are	be	AUX
cana-6017	18	23	grouped	group	VERB
cana-6017	18	24	into	into	ADP
cana-6017	18	25	nested	nested	ADJ
cana-6017	18	26	clusters	cluster	NOUN
cana-6017	18	27	.	.	PUNCT
cana-6017	19	1	this	this	PRON
cana-6017	19	2	provides	provide	VERB
cana-6017	19	3	a	a	DET
cana-6017	19	4	clear	clear	ADJ
cana-6017	19	5	visual	visual	ADJ
cana-6017	19	6	representation	representation	NOUN
cana-6017	19	7	of	of	ADP
cana-6017	19	8	performance	performance	NOUN
cana-6017	19	9	groupings	grouping	NOUN
cana-6017	19	10	.	.	PUNCT
cana-6017	20	1	gaussian	gaussian	ADJ
cana-6017	20	2	mixture	mixture	NOUN
cana-6017	20	3	model	model	NOUN
cana-6017	20	4	(	(	PUNCT
cana-6017	20	5	gmm	gmm	PROPN
cana-6017	20	6	):	):	PUNCT
cana-6017	20	7	this	this	DET
cana-6017	20	8	approach	approach	NOUN
cana-6017	20	9	uses	use	VERB
cana-6017	20	10	probability	probability	NOUN
cana-6017	20	11	,	,	PUNCT
cana-6017	20	12	making	make	VERB
cana-6017	20	13	it	it	PRON
cana-6017	20	14	well	well	ADV
cana-6017	20	15	-	-	PUNCT
cana-6017	20	16	suited	suit	VERB
cana-6017	20	17	for	for	ADP
cana-6017	20	18	situations	situation	NOUN
cana-6017	20	19	where	where	SCONJ
cana-6017	20	20	student	student	NOUN
cana-6017	20	21	clusters	cluster	NOUN
cana-6017	20	22	might	might	AUX
cana-6017	20	23	overlap	overlap	VERB
cana-6017	20	24	,	,	PUNCT
cana-6017	20	25	or	or	CCONJ
cana-6017	20	26	where	where	SCONJ
cana-6017	20	27	students	student	NOUN
cana-6017	20	28	show	show	VERB
cana-6017	20	29	a	a	DET
cana-6017	20	30	mix	mix	NOUN
cana-6017	20	31	of	of	ADP
cana-6017	20	32	academic	academic	ADJ
cana-6017	20	33	behaviors	behavior	NOUN
cana-6017	20	34	.	.	PUNCT
cana-6017	21	1	data	datum	NOUN
cana-6017	21	2	and	and	CCONJ
cana-6017	21	3	evaluation	evaluation	NOUN
cana-6017	21	4	the	the	DET
cana-6017	21	5	dataset	dataset	NOUN
cana-6017	21	6	for	for	ADP
cana-6017	21	7	this	this	DET
cana-6017	21	8	study	study	NOUN
cana-6017	21	9	includes	include	VERB
cana-6017	21	10	demographic	demographic	ADJ
cana-6017	21	11	details	detail	NOUN
cana-6017	21	12	,	,	PUNCT
cana-6017	21	13	academic	academic	ADJ
cana-6017	21	14	scores	score	NOUN
cana-6017	21	15	,	,	PUNCT
cana-6017	21	16	attendance	attendance	NOUN
cana-6017	21	17	logs	log	NOUN
cana-6017	21	18	,	,	PUNCT
cana-6017	21	19	and	and	CCONJ
cana-6017	21	20	participation	participation	NOUN
cana-6017	21	21	metrics	metric	NOUN
cana-6017	21	22	.	.	PUNCT
cana-6017	22	1	before	before	ADP
cana-6017	22	2	clustering	clustering	NOUN
cana-6017	22	3	,	,	PUNCT
cana-6017	22	4	the	the	DET
cana-6017	22	5	data	data	NOUN
cana-6017	22	6	goes	go	VERB
cana-6017	22	7	through	through	ADP
cana-6017	22	8	several	several	ADJ
cana-6017	22	9	pre	pre	ADJ
cana-6017	22	10	-	-	ADJ
cana-6017	22	11	processing	processing	ADJ
cana-6017	22	12	stages	stage	NOUN
cana-6017	22	13	,	,	PUNCT
cana-6017	22	14	including	include	VERB
cana-6017	22	15	cleaning	cleaning	NOUN
cana-6017	22	16	,	,	PUNCT
cana-6017	22	17	normalization	normalization	NOUN
cana-6017	22	18	,	,	PUNCT
cana-6017	22	19	and	and	CCONJ
cana-6017	22	20	feature	feature	NOUN
cana-6017	22	21	selection	selection	NOUN
cana-6017	22	22	,	,	PUNCT
cana-6017	22	23	to	to	PART
cana-6017	22	24	ensure	ensure	VERB
cana-6017	22	25	its	its	PRON
cana-6017	22	26	accuracy	accuracy	NOUN
cana-6017	22	27	and	and	CCONJ
cana-6017	22	28	consistency	consistency	NOUN
cana-6017	22	29	.	.	PUNCT
cana-6017	23	1	communications	communication	NOUN
cana-6017	23	2	on	on	ADP
cana-6017	23	3	applied	apply	VERB
cana-6017	23	4	nonlinear	nonlinear	ADJ
cana-6017	23	5	analysis	analysis	NOUN
cana-6017	23	6	issn	issn	NOUN
cana-6017	23	7	:	:	PUNCT
cana-6017	23	8	1074	1074	NUM
cana-6017	23	9	-	-	PUNCT
cana-6017	23	10	133x	133x	NUM
cana-6017	23	11	vol	vol	NOUN
cana-6017	23	12	32	32	NUM
cana-6017	23	13	no	no	NOUN
cana-6017	23	14	.	.	NOUN
cana-6017	23	15	1	1	NUM
cana-6017	23	16	(	(	PUNCT
cana-6017	23	17	2025	2025	NUM
cana-6017	23	18	)	)	PUNCT
cana-6017	23	19	600	600	NUM
cana-6017	23	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6017	23	21	each	each	DET
cana-6017	23	22	clustering	clustering	ADJ
cana-6017	23	23	technique	technique	NOUN
cana-6017	23	24	is	be	AUX
cana-6017	23	25	assessed	assess	VERB
cana-6017	23	26	using	use	VERB
cana-6017	23	27	silhouette	silhouette	NOUN
cana-6017	23	28	score	score	NOUN
cana-6017	23	29	,	,	PUNCT
cana-6017	23	30	davies	davy	NOUN
cana-6017	23	31	-	-	PUNCT
cana-6017	23	32	bouldin	bouldin	NOUN
cana-6017	23	33	index	index	NOUN
cana-6017	23	34	,	,	PUNCT
cana-6017	23	35	and	and	CCONJ
cana-6017	23	36	calinski	calinski	NOUN
cana-6017	23	37	-	-	PUNCT
cana-6017	23	38	harabasz	harabasz	NOUN
cana-6017	23	39	index	index	NOUN
cana-6017	23	40	to	to	PART
cana-6017	23	41	measure	measure	VERB
cana-6017	23	42	the	the	DET
cana-6017	23	43	quality	quality	NOUN
cana-6017	23	44	,	,	PUNCT
cana-6017	23	45	internal	internal	ADJ
cana-6017	23	46	consistency	consistency	NOUN
cana-6017	23	47	,	,	PUNCT
cana-6017	23	48	and	and	CCONJ
cana-6017	23	49	distinctiveness	distinctiveness	NOUN
cana-6017	23	50	of	of	ADP
cana-6017	23	51	the	the	DET
cana-6017	23	52	clusters	cluster	NOUN
cana-6017	23	53	formed	form	VERB
cana-6017	23	54	.	.	PUNCT
cana-6017	24	1	background	background	NOUN
cana-6017	24	2	clustering	cluster	VERB
cana-6017	24	3	is	be	AUX
cana-6017	24	4	an	an	DET
cana-6017	24	5	unsupervised	unsupervised	ADJ
cana-6017	24	6	machine	machine	NOUN
cana-6017	24	7	learning	learning	NOUN
cana-6017	24	8	method	method	NOUN
cana-6017	24	9	that	that	PRON
cana-6017	24	10	organizes	organize	VERB
cana-6017	24	11	data	data	NOUN
cana-6017	24	12	points	point	NOUN
cana-6017	24	13	into	into	ADP
cana-6017	24	14	groups	group	NOUN
cana-6017	24	15	based	base	VERB
cana-6017	24	16	on	on	ADP
cana-6017	24	17	how	how	SCONJ
cana-6017	24	18	similar	similar	ADJ
cana-6017	24	19	they	they	PRON
cana-6017	24	20	are	be	AUX
cana-6017	24	21	.	.	PUNCT
cana-6017	25	1	unlike	unlike	ADP
cana-6017	25	2	classification	classification	NOUN
cana-6017	25	3	,	,	PUNCT
cana-6017	25	4	which	which	PRON
cana-6017	25	5	needs	need	VERB
cana-6017	25	6	pre	pre	ADJ
cana-6017	25	7	-	-	ADJ
cana-6017	25	8	labelled	labelled	ADJ
cana-6017	25	9	data	datum	NOUN
cana-6017	25	10	,	,	PUNCT
cana-6017	25	11	clustering	clustering	NOUN
cana-6017	25	12	does	do	AUX
cana-6017	25	13	n't	not	PART
cana-6017	25	14	depend	depend	VERB
cana-6017	25	15	on	on	ADP
cana-6017	25	16	existing	exist	VERB
cana-6017	25	17	categories	category	NOUN
cana-6017	25	18	.	.	PUNCT
cana-6017	26	1	this	this	PRON
cana-6017	26	2	makes	make	VERB
cana-6017	26	3	it	it	PRON
cana-6017	26	4	especially	especially	ADV
cana-6017	26	5	valuable	valuable	ADJ
cana-6017	26	6	in	in	ADP
cana-6017	26	7	educational	educational	ADJ
cana-6017	26	8	environments	environment	NOUN
cana-6017	26	9	where	where	SCONJ
cana-6017	26	10	the	the	DET
cana-6017	26	11	aim	aim	NOUN
cana-6017	26	12	is	be	AUX
cana-6017	26	13	to	to	PART
cana-6017	26	14	find	find	VERB
cana-6017	26	15	natural	natural	ADJ
cana-6017	26	16	groupings	grouping	NOUN
cana-6017	26	17	of	of	ADP
cana-6017	26	18	students	student	NOUN
cana-6017	26	19	using	use	VERB
cana-6017	26	20	their	their	PRON
cana-6017	26	21	performance	performance	NOUN
cana-6017	26	22	indicators	indicator	NOUN
cana-6017	26	23	.	.	PUNCT
cana-6017	27	1	by	by	ADP
cana-6017	27	2	identifying	identify	VERB
cana-6017	27	3	these	these	DET
cana-6017	27	4	groups	group	NOUN
cana-6017	27	5	,	,	PUNCT
cana-6017	27	6	educators	educator	NOUN
cana-6017	27	7	can	can	AUX
cana-6017	27	8	customize	customize	VERB
cana-6017	27	9	support	support	NOUN
cana-6017	27	10	to	to	PART
cana-6017	27	11	address	address	VERB
cana-6017	27	12	the	the	DET
cana-6017	27	13	unique	unique	ADJ
cana-6017	27	14	needs	need	NOUN
cana-6017	27	15	of	of	ADP
cana-6017	27	16	different	different	ADJ
cana-6017	27	17	student	student	NOUN
cana-6017	27	18	populations	population	NOUN
cana-6017	27	19	,	,	PUNCT
cana-6017	27	20	ultimately	ultimately	ADV
cana-6017	27	21	enhancing	enhance	VERB
cana-6017	27	22	educational	educational	ADJ
cana-6017	27	23	results	result	NOUN
cana-6017	27	24	.	.	PUNCT
cana-6017	28	1	in	in	ADP
cana-6017	28	2	recent	recent	ADJ
cana-6017	28	3	years	year	NOUN
cana-6017	28	4	,	,	PUNCT
cana-6017	28	5	applying	apply	VERB
cana-6017	28	6	clustering	clustering	ADJ
cana-6017	28	7	techniques	technique	NOUN
cana-6017	28	8	in	in	ADP
cana-6017	28	9	educational	educational	ADJ
cana-6017	28	10	data	datum	NOUN
cana-6017	28	11	mining	mining	NOUN
cana-6017	28	12	has	have	AUX
cana-6017	28	13	garnered	garner	VERB
cana-6017	28	14	considerable	considerable	ADJ
cana-6017	28	15	interest	interest	NOUN
cana-6017	28	16	.	.	PUNCT
cana-6017	29	1	researchers	researcher	NOUN
cana-6017	29	2	have	have	AUX
cana-6017	29	3	investigated	investigate	VERB
cana-6017	29	4	various	various	ADJ
cana-6017	29	5	algorithms	algorithm	NOUN
cana-6017	29	6	,	,	PUNCT
cana-6017	29	7	such	such	ADJ
cana-6017	29	8	as	as	ADP
cana-6017	29	9	k	k	NOUN
cana-6017	29	10	-	-	PUNCT
cana-6017	29	11	means	means	ADJ
cana-6017	29	12	,	,	PUNCT
cana-6017	29	13	dbscan	dbscan	NOUN
cana-6017	29	14	,	,	PUNCT
cana-6017	29	15	birch	birch	NOUN
cana-6017	29	16	,	,	PUNCT
cana-6017	29	17	and	and	CCONJ
cana-6017	29	18	expectation	expectation	NOUN
cana-6017	29	19	maximization	maximization	NOUN
cana-6017	29	20	(	(	PUNCT
cana-6017	29	21	em	em	PRON
cana-6017	29	22	)	)	PUNCT
cana-6017	29	23	,	,	PUNCT
cana-6017	29	24	to	to	PART
cana-6017	29	25	analyze	analyze	VERB
cana-6017	29	26	student	student	NOUN
cana-6017	29	27	performance	performance	NOUN
cana-6017	29	28	data	datum	NOUN
cana-6017	29	29	.	.	PUNCT
cana-6017	30	1	each	each	PRON
cana-6017	30	2	of	of	ADP
cana-6017	30	3	these	these	DET
cana-6017	30	4	algorithms	algorithm	NOUN
cana-6017	30	5	has	have	VERB
cana-6017	30	6	its	its	PRON
cana-6017	30	7	own	own	ADJ
cana-6017	30	8	advantages	advantage	NOUN
cana-6017	30	9	and	and	CCONJ
cana-6017	30	10	disadvantages	disadvantage	NOUN
cana-6017	30	11	,	,	PUNCT
cana-6017	30	12	highlighting	highlight	VERB
cana-6017	30	13	the	the	DET
cana-6017	30	14	importance	importance	NOUN
cana-6017	30	15	of	of	ADP
cana-6017	30	16	a	a	DET
cana-6017	30	17	comparative	comparative	ADJ
cana-6017	30	18	study	study	NOUN
cana-6017	30	19	to	to	PART
cana-6017	30	20	assess	assess	VERB
cana-6017	30	21	their	their	PRON
cana-6017	30	22	effectiveness	effectiveness	NOUN
cana-6017	30	23	in	in	ADP
cana-6017	30	24	diverse	diverse	ADJ
cana-6017	30	25	situations	situation	NOUN
cana-6017	30	26	.	.	PUNCT
cana-6017	31	1	the	the	DET
cana-6017	31	2	significance	significance	NOUN
cana-6017	31	3	of	of	ADP
cana-6017	31	4	student	student	NOUN
cana-6017	31	5	performance	performance	NOUN
cana-6017	31	6	analysis	analysis	NOUN
cana-6017	31	7	evaluating	evaluate	VERB
cana-6017	31	8	student	student	NOUN
cana-6017	31	9	performance	performance	NOUN
cana-6017	31	10	holds	hold	VERB
cana-6017	31	11	paramount	paramount	ADJ
cana-6017	31	12	importance	importance	NOUN
cana-6017	31	13	for	for	ADP
cana-6017	31	14	several	several	ADJ
cana-6017	31	15	reasons	reason	NOUN
cana-6017	31	16	.	.	PUNCT
cana-6017	32	1	primarily	primarily	ADV
cana-6017	32	2	,	,	PUNCT
cana-6017	32	3	it	it	PRON
cana-6017	32	4	empowers	empower	VERB
cana-6017	32	5	educators	educator	NOUN
cana-6017	32	6	to	to	PART
cana-6017	32	7	spot	spot	VERB
cana-6017	32	8	students	student	NOUN
cana-6017	32	9	at	at	ADP
cana-6017	32	10	risk	risk	NOUN
cana-6017	32	11	who	who	PRON
cana-6017	32	12	might	might	AUX
cana-6017	32	13	be	be	AUX
cana-6017	32	14	in	in	ADP
cana-6017	32	15	need	need	NOUN
cana-6017	32	16	of	of	ADP
cana-6017	32	17	extra	extra	ADJ
cana-6017	32	18	help	help	NOUN
cana-6017	32	19	.	.	PUNCT
cana-6017	33	1	through	through	ADP
cana-6017	33	2	grouping	group	VERB
cana-6017	33	3	students	student	NOUN
cana-6017	33	4	based	base	VERB
cana-6017	33	5	on	on	ADP
cana-6017	33	6	their	their	PRON
cana-6017	33	7	performance	performance	NOUN
cana-6017	33	8	metrics	metric	NOUN
cana-6017	33	9	,	,	PUNCT
cana-6017	33	10	educators	educator	NOUN
cana-6017	33	11	can	can	AUX
cana-6017	33	12	effectively	effectively	ADV
cana-6017	33	13	identify	identify	VERB
cana-6017	33	14	struggling	struggle	VERB
cana-6017	33	15	individuals	individual	NOUN
cana-6017	33	16	and	and	CCONJ
cana-6017	33	17	deploy	deploy	VERB
cana-6017	33	18	customized	customized	ADJ
cana-6017	33	19	support	support	NOUN
cana-6017	33	20	strategies	strategy	NOUN
cana-6017	33	21	to	to	PART
cana-6017	33	22	foster	foster	VERB
cana-6017	33	23	their	their	PRON
cana-6017	33	24	improvement	improvement	NOUN
cana-6017	33	25	.	.	PUNCT
cana-6017	34	1	secondly	secondly	ADV
cana-6017	34	2	,	,	PUNCT
cana-6017	34	3	clustering	cluster	VERB
cana-6017	34	4	techniques	technique	NOUN
cana-6017	34	5	can	can	AUX
cana-6017	34	6	uncover	uncover	VERB
cana-6017	34	7	trends	trend	NOUN
cana-6017	34	8	and	and	CCONJ
cana-6017	34	9	hidden	hidden	ADJ
cana-6017	34	10	patterns	pattern	NOUN
cana-6017	34	11	that	that	PRON
cana-6017	34	12	traditional	traditional	ADJ
cana-6017	34	13	analytical	analytical	ADJ
cana-6017	34	14	approaches	approach	NOUN
cana-6017	34	15	might	might	AUX
cana-6017	34	16	miss	miss	VERB
cana-6017	34	17	.	.	PUNCT
cana-6017	35	1	for	for	ADP
cana-6017	35	2	example	example	NOUN
cana-6017	35	3	,	,	PUNCT
cana-6017	35	4	they	they	PRON
cana-6017	35	5	could	could	AUX
cana-6017	35	6	expose	expose	VERB
cana-6017	35	7	links	link	NOUN
cana-6017	35	8	between	between	ADP
cana-6017	35	9	attendance	attendance	NOUN
cana-6017	35	10	records	record	NOUN
cana-6017	35	11	and	and	CCONJ
cana-6017	35	12	academic	academic	ADJ
cana-6017	35	13	success	success	NOUN
cana-6017	35	14	,	,	PUNCT
cana-6017	35	15	or	or	CCONJ
cana-6017	35	16	illustrate	illustrate	VERB
cana-6017	35	17	the	the	DET
cana-6017	35	18	influence	influence	NOUN
cana-6017	35	19	of	of	ADP
cana-6017	35	20	extracurricular	extracurricular	ADJ
cana-6017	35	21	engagement	engagement	NOUN
cana-6017	35	22	on	on	ADP
cana-6017	35	23	student	student	NOUN
cana-6017	35	24	achievement	achievement	NOUN
cana-6017	35	25	.	.	PUNCT
cana-6017	36	1	beyond	beyond	ADP
cana-6017	36	2	this	this	PRON
cana-6017	36	3	,	,	PUNCT
cana-6017	36	4	student	student	NOUN
cana-6017	36	5	grouping	grouping	NOUN
cana-6017	36	6	can	can	AUX
cana-6017	36	7	contribute	contribute	VERB
cana-6017	36	8	to	to	ADP
cana-6017	36	9	curriculum	curriculum	NOUN
cana-6017	36	10	enhancement	enhancement	NOUN
cana-6017	36	11	and	and	CCONJ
cana-6017	36	12	efficient	efficient	ADJ
cana-6017	36	13	resource	resource	NOUN
cana-6017	36	14	management	management	NOUN
cana-6017	36	15	.	.	PUNCT
cana-6017	37	1	by	by	ADP
cana-6017	37	2	comprehending	comprehend	VERB
cana-6017	37	3	the	the	DET
cana-6017	37	4	diverse	diverse	ADJ
cana-6017	37	5	requirements	requirement	NOUN
cana-6017	37	6	of	of	ADP
cana-6017	37	7	various	various	ADJ
cana-6017	37	8	student	student	NOUN
cana-6017	37	9	cohorts	cohort	NOUN
cana-6017	37	10	,	,	PUNCT
cana-6017	37	11	educational	educational	ADJ
cana-6017	37	12	organizations	organization	NOUN
cana-6017	37	13	can	can	AUX
cana-6017	37	14	develop	develop	VERB
cana-6017	37	15	learning	learn	VERB
cana-6017	37	16	materials	material	NOUN
cana-6017	37	17	and	and	CCONJ
cana-6017	37	18	programs	program	NOUN
cana-6017	37	19	that	that	PRON
cana-6017	37	20	address	address	VERB
cana-6017	37	21	a	a	DET
cana-6017	37	22	broad	broad	ADJ
cana-6017	37	23	spectrum	spectrum	NOUN
cana-6017	37	24	of	of	ADP
cana-6017	37	25	learning	learn	VERB
cana-6017	37	26	styles	style	NOUN
cana-6017	37	27	and	and	CCONJ
cana-6017	37	28	aptitudes	aptitude	NOUN
cana-6017	37	29	.	.	PUNCT
cana-6017	38	1	furthermore	furthermore	ADV
cana-6017	38	2	,	,	PUNCT
cana-6017	38	3	insights	insight	NOUN
cana-6017	38	4	from	from	ADP
cana-6017	38	5	clustering	clustering	NOUN
cana-6017	38	6	can	can	AUX
cana-6017	38	7	inform	inform	VERB
cana-6017	38	8	decisions	decision	NOUN
cana-6017	38	9	on	on	ADP
cana-6017	38	10	resource	resource	NOUN
cana-6017	38	11	deployment	deployment	NOUN
cana-6017	38	12	,	,	PUNCT
cana-6017	38	13	such	such	ADJ
cana-6017	38	14	as	as	ADP
cana-6017	38	15	academic	academic	ADJ
cana-6017	38	16	advising	advising	NOUN
cana-6017	38	17	or	or	CCONJ
cana-6017	38	18	tutoring	tutoring	NOUN
cana-6017	38	19	services	service	NOUN
cana-6017	38	20	,	,	PUNCT
cana-6017	38	21	ensuring	ensure	VERB
cana-6017	38	22	they	they	PRON
cana-6017	38	23	are	be	AUX
cana-6017	38	24	channeled	channel	VERB
cana-6017	38	25	towards	towards	ADP
cana-6017	38	26	students	student	NOUN
cana-6017	38	27	who	who	PRON
cana-6017	38	28	stand	stand	VERB
cana-6017	38	29	to	to	PART
cana-6017	38	30	gain	gain	VERB
cana-6017	38	31	the	the	DET
cana-6017	38	32	most	most	ADJ
cana-6017	38	33	.	.	PUNCT
cana-6017	39	1	understanding	understand	VERB
cana-6017	39	2	student	student	NOUN
cana-6017	39	3	outcomes	outcome	NOUN
cana-6017	39	4	matters	matter	NOUN
cana-6017	39	5	examining	examine	VERB
cana-6017	39	6	student	student	NOUN
cana-6017	39	7	performance	performance	NOUN
cana-6017	39	8	is	be	AUX
cana-6017	39	9	vital	vital	ADJ
cana-6017	39	10	for	for	ADP
cana-6017	39	11	several	several	ADJ
cana-6017	39	12	key	key	ADJ
cana-6017	39	13	reasons	reason	NOUN
cana-6017	39	14	.	.	PUNCT
cana-6017	40	1	firstly	firstly	ADV
cana-6017	40	2	,	,	PUNCT
cana-6017	40	3	it	it	PRON
cana-6017	40	4	allows	allow	VERB
cana-6017	40	5	educators	educator	NOUN
cana-6017	40	6	to	to	PART
cana-6017	40	7	pinpoint	pinpoint	VERB
cana-6017	40	8	learners	learner	NOUN
cana-6017	40	9	who	who	PRON
cana-6017	40	10	might	might	AUX
cana-6017	40	11	be	be	AUX
cana-6017	40	12	facing	face	VERB
cana-6017	40	13	difficulties	difficulty	NOUN
cana-6017	40	14	and	and	CCONJ
cana-6017	40	15	need	need	VERB
cana-6017	40	16	extra	extra	ADJ
cana-6017	40	17	assistance	assistance	NOUN
cana-6017	40	18	.	.	PUNCT
cana-6017	41	1	by	by	ADP
cana-6017	41	2	grouping	group	VERB
cana-6017	41	3	students	student	NOUN
cana-6017	41	4	based	base	VERB
cana-6017	41	5	on	on	ADP
cana-6017	41	6	their	their	PRON
cana-6017	41	7	academic	academic	ADJ
cana-6017	41	8	results	result	NOUN
cana-6017	41	9	,	,	PUNCT
cana-6017	41	10	instructors	instructor	NOUN
cana-6017	41	11	can	can	AUX
cana-6017	41	12	identify	identify	VERB
cana-6017	41	13	those	those	PRON
cana-6017	41	14	who	who	PRON
cana-6017	41	15	are	be	AUX
cana-6017	41	16	struggling	struggle	VERB
cana-6017	41	17	and	and	CCONJ
cana-6017	41	18	put	put	VERB
cana-6017	41	19	in	in	ADP
cana-6017	41	20	place	place	NOUN
cana-6017	41	21	specific	specific	ADJ
cana-6017	41	22	interventions	intervention	NOUN
cana-6017	41	23	to	to	PART
cana-6017	41	24	aid	aid	VERB
cana-6017	41	25	their	their	PRON
cana-6017	41	26	progress	progress	NOUN
cana-6017	41	27	.	.	PUNCT
cana-6017	42	1	secondly	secondly	ADV
cana-6017	42	2	,	,	PUNCT
cana-6017	42	3	such	such	ADJ
cana-6017	42	4	analysis	analysis	NOUN
cana-6017	42	5	,	,	PUNCT
cana-6017	42	6	particularly	particularly	ADV
cana-6017	42	7	through	through	ADP
cana-6017	42	8	clustering	clustering	NOUN
cana-6017	42	9	,	,	PUNCT
cana-6017	42	10	can	can	AUX
cana-6017	42	11	reveal	reveal	VERB
cana-6017	42	12	insights	insight	NOUN
cana-6017	42	13	and	and	CCONJ
cana-6017	42	14	relationships	relationship	NOUN
cana-6017	42	15	that	that	PRON
cana-6017	42	16	are	be	AUX
cana-6017	42	17	n't	not	PART
cana-6017	42	18	obvious	obvious	ADJ
cana-6017	42	19	with	with	ADP
cana-6017	42	20	standard	standard	ADJ
cana-6017	42	21	assessment	assessment	NOUN
cana-6017	42	22	techniques	technique	NOUN
cana-6017	42	23	.	.	PUNCT
cana-6017	43	1	for	for	ADP
cana-6017	43	2	instance	instance	NOUN
cana-6017	43	3	,	,	PUNCT
cana-6017	43	4	it	it	PRON
cana-6017	43	5	might	might	AUX
cana-6017	43	6	show	show	VERB
cana-6017	43	7	connections	connection	NOUN
cana-6017	43	8	between	between	ADP
cana-6017	43	9	class	class	NOUN
cana-6017	43	10	attendance	attendance	NOUN
cana-6017	43	11	and	and	CCONJ
cana-6017	43	12	academic	academic	ADJ
cana-6017	43	13	achievement	achievement	NOUN
cana-6017	43	14	,	,	PUNCT
cana-6017	43	15	or	or	CCONJ
cana-6017	43	16	highlight	highlight	VERB
cana-6017	43	17	how	how	SCONJ
cana-6017	43	18	involvement	involvement	NOUN
cana-6017	43	19	in	in	ADP
cana-6017	43	20	outside	outside	ADP
cana-6017	43	21	-	-	PUNCT
cana-6017	43	22	of	of	ADP
cana-6017	43	23	-	-	PUNCT
cana-6017	43	24	class	class	NOUN
cana-6017	43	25	activities	activity	NOUN
cana-6017	43	26	affects	affect	VERB
cana-6017	43	27	student	student	NOUN
cana-6017	43	28	success	success	NOUN
cana-6017	43	29	.	.	PUNCT
cana-6017	44	1	communications	communication	NOUN
cana-6017	44	2	on	on	ADP
cana-6017	44	3	applied	apply	VERB
cana-6017	44	4	nonlinear	nonlinear	ADJ
cana-6017	44	5	analysis	analysis	NOUN
cana-6017	44	6	issn	issn	NOUN
cana-6017	44	7	:	:	PUNCT
cana-6017	44	8	1074	1074	NUM
cana-6017	44	9	-	-	PUNCT
cana-6017	44	10	133x	133x	NUM
cana-6017	44	11	vol	vol	NOUN
cana-6017	44	12	32	32	NUM
cana-6017	44	13	no	no	NOUN
cana-6017	44	14	.	.	NOUN
cana-6017	44	15	1	1	NUM
cana-6017	44	16	(	(	PUNCT
cana-6017	44	17	2025	2025	NUM
cana-6017	44	18	)	)	PUNCT
cana-6017	44	19	601	601	NUM
cana-6017	44	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6017	44	21	moreover	moreover	ADV
cana-6017	44	22	,	,	PUNCT
cana-6017	44	23	clustering	clustering	ADJ
cana-6017	44	24	methods	method	NOUN
cana-6017	44	25	can	can	AUX
cana-6017	44	26	significantly	significantly	ADV
cana-6017	44	27	aid	aid	VERB
cana-6017	44	28	in	in	ADP
cana-6017	44	29	refining	refine	VERB
cana-6017	44	30	educational	educational	ADJ
cana-6017	44	31	programs	program	NOUN
cana-6017	44	32	and	and	CCONJ
cana-6017	44	33	distributing	distribute	VERB
cana-6017	44	34	resources	resource	NOUN
cana-6017	44	35	.	.	PUNCT
cana-6017	45	1	by	by	ADP
cana-6017	45	2	grasping	grasp	VERB
cana-6017	45	3	the	the	DET
cana-6017	45	4	varied	varied	ADJ
cana-6017	45	5	requirements	requirement	NOUN
cana-6017	45	6	of	of	ADP
cana-6017	45	7	distinct	distinct	ADJ
cana-6017	45	8	student	student	NOUN
cana-6017	45	9	populations	population	NOUN
cana-6017	45	10	,	,	PUNCT
cana-6017	45	11	educational	educational	ADJ
cana-6017	45	12	bodies	body	NOUN
cana-6017	45	13	can	can	AUX
cana-6017	45	14	craft	craft	VERB
cana-6017	45	15	curricula	curricula	NOUN
cana-6017	45	16	that	that	SCONJ
cana-6017	45	17	accommodate	accommodate	VERB
cana-6017	45	18	diverse	diverse	ADJ
cana-6017	45	19	learning	learning	NOUN
cana-6017	45	20	preferences	preference	NOUN
cana-6017	45	21	and	and	CCONJ
cana-6017	45	22	capabilities	capability	NOUN
cana-6017	45	23	.	.	PUNCT
cana-6017	46	1	additionally	additionally	ADV
cana-6017	46	2	,	,	PUNCT
cana-6017	46	3	this	this	DET
cana-6017	46	4	analysis	analysis	NOUN
cana-6017	46	5	can	can	AUX
cana-6017	46	6	guide	guide	VERB
cana-6017	46	7	the	the	DET
cana-6017	46	8	allocation	allocation	NOUN
cana-6017	46	9	of	of	ADP
cana-6017	46	10	resources	resource	NOUN
cana-6017	46	11	,	,	PUNCT
cana-6017	46	12	like	like	ADP
cana-6017	46	13	supplementary	supplementary	ADJ
cana-6017	46	14	tutoring	tutoring	NOUN
cana-6017	46	15	or	or	CCONJ
cana-6017	46	16	academic	academic	ADJ
cana-6017	46	17	guidance	guidance	NOUN
cana-6017	46	18	,	,	PUNCT
cana-6017	46	19	ensuring	ensure	VERB
cana-6017	46	20	they	they	PRON
cana-6017	46	21	are	be	AUX
cana-6017	46	22	directed	direct	VERB
cana-6017	46	23	to	to	ADP
cana-6017	46	24	students	student	NOUN
cana-6017	46	25	who	who	PRON
cana-6017	46	26	will	will	AUX
cana-6017	46	27	gain	gain	VERB
cana-6017	46	28	the	the	DET
cana-6017	46	29	most	most	ADJ
cana-6017	46	30	benefit	benefit	NOUN
cana-6017	46	31	.	.	PUNCT
cana-6017	47	1	the	the	DET
cana-6017	47	2	critical	critical	ADJ
cana-6017	47	3	role	role	NOUN
cana-6017	47	4	of	of	ADP
cana-6017	47	5	student	student	NOUN
cana-6017	47	6	performance	performance	NOUN
cana-6017	47	7	evaluation	evaluation	NOUN
cana-6017	47	8	the	the	DET
cana-6017	47	9	evaluation	evaluation	NOUN
cana-6017	47	10	of	of	ADP
cana-6017	47	11	student	student	NOUN
cana-6017	47	12	performance	performance	NOUN
cana-6017	47	13	is	be	AUX
cana-6017	47	14	essential	essential	ADJ
cana-6017	47	15	for	for	ADP
cana-6017	47	16	multiple	multiple	ADJ
cana-6017	47	17	compelling	compelling	ADJ
cana-6017	47	18	reasons	reason	NOUN
cana-6017	47	19	.	.	PUNCT
cana-6017	48	1	it	it	PRON
cana-6017	48	2	empowers	empower	VERB
cana-6017	48	3	educators	educator	NOUN
cana-6017	48	4	to	to	PART
cana-6017	48	5	identify	identify	VERB
cana-6017	48	6	and	and	CCONJ
cana-6017	48	7	provide	provide	VERB
cana-6017	48	8	targeted	targeted	ADJ
cana-6017	48	9	support	support	NOUN
cana-6017	48	10	to	to	ADP
cana-6017	48	11	students	student	NOUN
cana-6017	48	12	who	who	PRON
cana-6017	48	13	are	be	AUX
cana-6017	48	14	under	under	ADP
cana-6017	48	15	performing	perform	VERB
cana-6017	48	16	.	.	PUNCT
cana-6017	49	1	by	by	ADP
cana-6017	49	2	forming	form	VERB
cana-6017	49	3	clusters	cluster	NOUN
cana-6017	49	4	of	of	ADP
cana-6017	49	5	students	student	NOUN
cana-6017	49	6	based	base	VERB
cana-6017	49	7	on	on	ADP
cana-6017	49	8	their	their	PRON
cana-6017	49	9	academic	academic	ADJ
cana-6017	49	10	data	datum	NOUN
cana-6017	49	11	,	,	PUNCT
cana-6017	49	12	educators	educator	NOUN
cana-6017	49	13	can	can	AUX
cana-6017	49	14	precisely	precisely	ADV
cana-6017	49	15	identify	identify	VERB
cana-6017	49	16	those	those	PRON
cana-6017	49	17	who	who	PRON
cana-6017	49	18	are	be	AUX
cana-6017	49	19	experiencing	experience	VERB
cana-6017	49	20	difficulties	difficulty	NOUN
cana-6017	49	21	and	and	CCONJ
cana-6017	49	22	implement	implement	VERB
cana-6017	49	23	tailored	tailor	VERB
cana-6017	49	24	strategies	strategy	NOUN
cana-6017	49	25	to	to	PART
cana-6017	49	26	assist	assist	VERB
cana-6017	49	27	their	their	PRON
cana-6017	49	28	growth	growth	NOUN
cana-6017	49	29	.	.	PUNCT
cana-6017	50	1	furthermore	furthermore	ADV
cana-6017	50	2	,	,	PUNCT
cana-6017	50	3	clustering	clustering	NOUN
cana-6017	50	4	can	can	AUX
cana-6017	50	5	unveil	unveil	VERB
cana-6017	50	6	subtle	subtle	ADJ
cana-6017	50	7	patterns	pattern	NOUN
cana-6017	50	8	and	and	CCONJ
cana-6017	50	9	correlations	correlation	NOUN
cana-6017	50	10	that	that	PRON
cana-6017	50	11	might	might	AUX
cana-6017	50	12	not	not	PART
cana-6017	50	13	be	be	AUX
cana-6017	50	14	evident	evident	ADJ
cana-6017	50	15	through	through	ADP
cana-6017	50	16	conventional	conventional	ADJ
cana-6017	50	17	analytical	analytical	ADJ
cana-6017	50	18	approaches	approach	NOUN
cana-6017	50	19	.	.	PUNCT
cana-6017	51	1	for	for	ADP
cana-6017	51	2	instance	instance	NOUN
cana-6017	51	3	,	,	PUNCT
cana-6017	51	4	it	it	PRON
cana-6017	51	5	could	could	AUX
cana-6017	51	6	reveal	reveal	VERB
cana-6017	51	7	the	the	DET
cana-6017	51	8	relationship	relationship	NOUN
cana-6017	51	9	between	between	ADP
cana-6017	51	10	consistent	consistent	ADJ
cana-6017	51	11	attendance	attendance	NOUN
cana-6017	51	12	and	and	CCONJ
cana-6017	51	13	strong	strong	ADJ
cana-6017	51	14	academic	academic	ADJ
cana-6017	51	15	results	result	NOUN
cana-6017	51	16	,	,	PUNCT
cana-6017	51	17	or	or	CCONJ
cana-6017	51	18	demonstrate	demonstrate	VERB
cana-6017	51	19	the	the	DET
cana-6017	51	20	positive	positive	ADJ
cana-6017	51	21	impact	impact	NOUN
cana-6017	51	22	of	of	ADP
cana-6017	51	23	participation	participation	NOUN
cana-6017	51	24	in	in	ADP
cana-6017	51	25	co	co	ADJ
cana-6017	51	26	-	-	ADJ
cana-6017	51	27	curricular	curricular	ADJ
cana-6017	51	28	activities	activity	NOUN
cana-6017	51	29	on	on	ADP
cana-6017	51	30	student	student	NOUN
cana-6017	51	31	outcomes	outcome	NOUN
cana-6017	51	32	.	.	PUNCT
cana-6017	52	1	in	in	ADP
cana-6017	52	2	addition	addition	NOUN
cana-6017	52	3	to	to	ADP
cana-6017	52	4	identifying	identify	VERB
cana-6017	52	5	struggling	struggle	VERB
cana-6017	52	6	students	student	NOUN
cana-6017	52	7	and	and	CCONJ
cana-6017	52	8	revealing	reveal	VERB
cana-6017	52	9	hidden	hidden	ADJ
cana-6017	52	10	trends	trend	NOUN
cana-6017	52	11	,	,	PUNCT
cana-6017	52	12	this	this	DET
cana-6017	52	13	analysis	analysis	NOUN
cana-6017	52	14	is	be	AUX
cana-6017	52	15	crucial	crucial	ADJ
cana-6017	52	16	for	for	ADP
cana-6017	52	17	curriculum	curriculum	NOUN
cana-6017	52	18	development	development	NOUN
cana-6017	52	19	and	and	CCONJ
cana-6017	52	20	the	the	DET
cana-6017	52	21	strategic	strategic	ADJ
cana-6017	52	22	allocation	allocation	NOUN
cana-6017	52	23	of	of	ADP
cana-6017	52	24	resources	resource	NOUN
cana-6017	52	25	.	.	PUNCT
cana-6017	53	1	a	a	DET
cana-6017	53	2	deep	deep	ADJ
cana-6017	53	3	understanding	understanding	NOUN
cana-6017	53	4	of	of	ADP
cana-6017	53	5	the	the	DET
cana-6017	53	6	unique	unique	ADJ
cana-6017	53	7	needs	need	NOUN
cana-6017	53	8	of	of	ADP
cana-6017	53	9	different	different	ADJ
cana-6017	53	10	student	student	NOUN
cana-6017	53	11	segments	segment	NOUN
cana-6017	53	12	allows	allow	VERB
cana-6017	53	13	educational	educational	ADJ
cana-6017	53	14	institutions	institution	NOUN
cana-6017	53	15	to	to	PART
cana-6017	53	16	design	design	VERB
cana-6017	53	17	curricula	curricula	NOUN
cana-6017	53	18	that	that	PRON
cana-6017	53	19	are	be	AUX
cana-6017	53	20	adaptable	adaptable	ADJ
cana-6017	53	21	to	to	ADP
cana-6017	53	22	various	various	ADJ
cana-6017	53	23	learning	learning	NOUN
cana-6017	53	24	styles	style	NOUN
cana-6017	53	25	and	and	CCONJ
cana-6017	53	26	capabilities	capability	NOUN
cana-6017	53	27	.	.	PUNCT
cana-6017	54	1	similarly	similarly	ADV
cana-6017	54	2	,	,	PUNCT
cana-6017	54	3	insights	insight	NOUN
cana-6017	54	4	from	from	ADP
cana-6017	54	5	clustering	cluster	VERB
cana-6017	54	6	can	can	AUX
cana-6017	54	7	optimize	optimize	VERB
cana-6017	54	8	the	the	DET
cana-6017	54	9	distribution	distribution	NOUN
cana-6017	54	10	of	of	ADP
cana-6017	54	11	valuable	valuable	ADJ
cana-6017	54	12	resources	resource	NOUN
cana-6017	54	13	,	,	PUNCT
cana-6017	54	14	such	such	ADJ
cana-6017	54	15	as	as	ADP
cana-6017	54	16	tutoring	tutor	VERB
cana-6017	54	17	programs	program	NOUN
cana-6017	54	18	or	or	CCONJ
cana-6017	54	19	academic	academic	ADJ
cana-6017	54	20	counselling	counselling	NOUN
cana-6017	54	21	,	,	PUNCT
cana-6017	54	22	ensuring	ensure	VERB
cana-6017	54	23	they	they	PRON
cana-6017	54	24	reach	reach	VERB
cana-6017	54	25	the	the	DET
cana-6017	54	26	students	student	NOUN
cana-6017	54	27	who	who	PRON
cana-6017	54	28	can	can	AUX
cana-6017	54	29	benefit	benefit	VERB
cana-6017	54	30	from	from	ADP
cana-6017	54	31	them	they	PRON
cana-6017	54	32	most	most	ADV
cana-6017	54	33	effectively	effectively	ADV
cana-6017	54	34	.	.	PUNCT
cana-6017	55	1	aims	aim	NOUN
cana-6017	55	2	of	of	ADP
cana-6017	55	3	this	this	DET
cana-6017	55	4	research	research	NOUN
cana-6017	55	5	the	the	DET
cana-6017	55	6	main	main	ADJ
cana-6017	55	7	goal	goal	NOUN
cana-6017	55	8	of	of	ADP
cana-6017	55	9	this	this	DET
cana-6017	55	10	study	study	NOUN
cana-6017	55	11	is	be	AUX
cana-6017	55	12	to	to	PART
cana-6017	55	13	conduct	conduct	VERB
cana-6017	55	14	a	a	DET
cana-6017	55	15	comparative	comparative	ADJ
cana-6017	55	16	analysis	analysis	NOUN
cana-6017	55	17	of	of	ADP
cana-6017	55	18	different	different	ADJ
cana-6017	55	19	clustering	clustering	ADJ
cana-6017	55	20	methods	method	NOUN
cana-6017	55	21	for	for	ADP
cana-6017	55	22	understanding	understand	VERB
cana-6017	55	23	student	student	NOUN
cana-6017	55	24	performance	performance	NOUN
cana-6017	55	25	.	.	PUNCT
cana-6017	56	1	more	more	ADV
cana-6017	56	2	specifically	specifically	ADV
cana-6017	56	3	,	,	PUNCT
cana-6017	56	4	this	this	DET
cana-6017	56	5	research	research	NOUN
cana-6017	56	6	intends	intend	VERB
cana-6017	56	7	to	to	PART
cana-6017	56	8	:	:	PUNCT
cana-6017	56	9	assess	assess	VERB
cana-6017	56	10	the	the	DET
cana-6017	56	11	efficacy	efficacy	NOUN
cana-6017	56	12	of	of	ADP
cana-6017	56	13	diverse	diverse	ADJ
cana-6017	56	14	clustering	clustering	ADJ
cana-6017	56	15	algorithms	algorithm	NOUN
cana-6017	56	16	:	:	PUNCT
cana-6017	56	17	we	we	PRON
cana-6017	56	18	'll	will	AUX
cana-6017	56	19	implement	implement	VERB
cana-6017	56	20	and	and	CCONJ
cana-6017	56	21	compare	compare	VERB
cana-6017	56	22	how	how	SCONJ
cana-6017	56	23	well	well	ADV
cana-6017	56	24	k	k	ADJ
cana-6017	56	25	-	-	PUNCT
cana-6017	56	26	means	means	ADJ
cana-6017	56	27	,	,	PUNCT
cana-6017	56	28	dbscan	dbscan	NOUN
cana-6017	56	29	,	,	PUNCT
cana-6017	56	30	birch	birch	NOUN
cana-6017	56	31	,	,	PUNCT
cana-6017	56	32	and	and	CCONJ
cana-6017	56	33	expectation	expectation	NOUN
cana-6017	56	34	maximization	maximization	NOUN
cana-6017	56	35	(	(	PUNCT
cana-6017	56	36	em	em	PRON
cana-6017	56	37	)	)	PUNCT
cana-6017	56	38	algorithms	algorithm	NOUN
cana-6017	56	39	perform	perform	VERB
cana-6017	56	40	when	when	SCONJ
cana-6017	56	41	grouping	group	VERB
cana-6017	56	42	student	student	NOUN
cana-6017	56	43	performance	performance	NOUN
cana-6017	56	44	data	datum	NOUN
cana-6017	56	45	.	.	PUNCT
cana-6017	57	1	pinpoint	pinpoint	VERB
cana-6017	57	2	each	each	DET
cana-6017	57	3	algorithm	algorithm	NOUN
cana-6017	57	4	's	's	PART
cana-6017	57	5	advantages	advantage	NOUN
cana-6017	57	6	and	and	CCONJ
cana-6017	57	7	limitations	limitation	NOUN
cana-6017	57	8	:	:	PUNCT
cana-6017	57	9	by	by	ADP
cana-6017	57	10	examining	examine	VERB
cana-6017	57	11	the	the	DET
cana-6017	57	12	results	result	NOUN
cana-6017	57	13	,	,	PUNCT
cana-6017	57	14	this	this	DET
cana-6017	57	15	study	study	NOUN
cana-6017	57	16	will	will	AUX
cana-6017	57	17	highlight	highlight	VERB
cana-6017	57	18	the	the	DET
cana-6017	57	19	strengths	strength	NOUN
cana-6017	57	20	and	and	CCONJ
cana-6017	57	21	weaknesses	weakness	NOUN
cana-6017	57	22	of	of	ADP
cana-6017	57	23	each	each	DET
cana-6017	57	24	clustering	clustering	ADJ
cana-6017	57	25	technique	technique	NOUN
cana-6017	57	26	,	,	PUNCT
cana-6017	57	27	offering	offer	VERB
cana-6017	57	28	insights	insight	NOUN
cana-6017	57	29	into	into	ADP
cana-6017	57	30	their	their	PRON
cana-6017	57	31	practical	practical	ADJ
cana-6017	57	32	use	use	NOUN
cana-6017	57	33	in	in	ADP
cana-6017	57	34	educational	educational	ADJ
cana-6017	57	35	data	datum	NOUN
cana-6017	57	36	mining	mining	NOUN
cana-6017	57	37	.	.	PUNCT
cana-6017	58	1	offer	offer	VERB
cana-6017	58	2	recommendations	recommendation	NOUN
cana-6017	58	3	for	for	ADP
cana-6017	58	4	educators	educator	NOUN
cana-6017	58	5	and	and	CCONJ
cana-6017	58	6	researchers	researcher	NOUN
cana-6017	58	7	:	:	PUNCT
cana-6017	58	8	based	base	VERB
cana-6017	58	9	on	on	ADP
cana-6017	58	10	our	our	PRON
cana-6017	58	11	findings	finding	NOUN
cana-6017	58	12	,	,	PUNCT
cana-6017	58	13	we	we	PRON
cana-6017	58	14	'll	will	AUX
cana-6017	58	15	provide	provide	VERB
cana-6017	58	16	actionable	actionable	ADJ
cana-6017	58	17	advice	advice	NOUN
cana-6017	58	18	for	for	ADP
cana-6017	58	19	choosing	choose	VERB
cana-6017	58	20	and	and	CCONJ
cana-6017	58	21	applying	apply	VERB
cana-6017	58	22	clustering	clustering	ADJ
cana-6017	58	23	algorithms	algorithm	NOUN
cana-6017	58	24	effectively	effectively	ADV
cana-6017	58	25	to	to	PART
cana-6017	58	26	analyze	analyze	VERB
cana-6017	58	27	student	student	NOUN
cana-6017	58	28	performance	performance	NOUN
cana-6017	58	29	data	datum	NOUN
cana-6017	58	30	.	.	PUNCT
cana-6017	59	1	literature	literature	PROPN
cana-6017	59	2	review	review	PROPN
cana-6017	59	3	past	past	ADP
cana-6017	59	4	research	research	NOUN
cana-6017	59	5	consistently	consistently	ADV
cana-6017	59	6	highlights	highlight	VERB
cana-6017	59	7	the	the	DET
cana-6017	59	8	value	value	NOUN
cana-6017	59	9	of	of	ADP
cana-6017	59	10	clustering	clustering	ADJ
cana-6017	59	11	techniques	technique	NOUN
cana-6017	59	12	in	in	ADP
cana-6017	59	13	educational	educational	ADJ
cana-6017	59	14	data	datum	NOUN
cana-6017	59	15	mining	mining	NOUN
cana-6017	59	16	(	(	PUNCT
cana-6017	59	17	edm	edm	PROPN
cana-6017	59	18	)	)	PUNCT
cana-6017	59	19	for	for	ADP
cana-6017	59	20	gaining	gain	VERB
cana-6017	59	21	insights	insight	NOUN
cana-6017	59	22	into	into	ADP
cana-6017	59	23	student	student	NOUN
cana-6017	59	24	performance	performance	NOUN
cana-6017	59	25	.	.	PUNCT
cana-6017	60	1	these	these	DET
cana-6017	60	2	methods	method	NOUN
cana-6017	60	3	help	help	VERB
cana-6017	60	4	educators	educator	NOUN
cana-6017	60	5	understand	understand	VERB
cana-6017	60	6	student	student	NOUN
cana-6017	60	7	groups	group	NOUN
cana-6017	60	8	,	,	PUNCT
cana-6017	60	9	predict	predict	VERB
cana-6017	60	10	outcomes	outcome	NOUN
cana-6017	60	11	,	,	PUNCT
cana-6017	60	12	and	and	CCONJ
cana-6017	60	13	develop	develop	VERB
cana-6017	60	14	targeted	target	VERB
cana-6017	60	15	support	support	NOUN
cana-6017	60	16	systems	system	NOUN
cana-6017	60	17	.	.	PUNCT
cana-6017	61	1	communications	communication	NOUN
cana-6017	61	2	on	on	ADP
cana-6017	61	3	applied	apply	VERB
cana-6017	61	4	nonlinear	nonlinear	ADJ
cana-6017	61	5	analysis	analysis	NOUN
cana-6017	61	6	issn	issn	NOUN
cana-6017	61	7	:	:	PUNCT
cana-6017	61	8	1074	1074	NUM
cana-6017	61	9	-	-	PUNCT
cana-6017	61	10	133x	133x	NUM
cana-6017	61	11	vol	vol	NOUN
cana-6017	61	12	32	32	NUM
cana-6017	61	13	no	no	NOUN
cana-6017	61	14	.	.	NOUN
cana-6017	61	15	1	1	NUM
cana-6017	61	16	(	(	PUNCT
cana-6017	61	17	2025	2025	NUM
cana-6017	61	18	)	)	PUNCT
cana-6017	62	1	602	602	NUM
cana-6017	62	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-6017	62	3	key	key	ADJ
cana-6017	62	4	studies	study	NOUN
cana-6017	62	5	in	in	ADP
cana-6017	62	6	clustering	cluster	VERB
cana-6017	62	7	for	for	ADP
cana-6017	62	8	student	student	NOUN
cana-6017	62	9	performance	performance	NOUN
cana-6017	62	10	analysis	analysis	NOUN
cana-6017	62	11	nafuri	nafuri	X
cana-6017	62	12	et	et	PROPN
cana-6017	62	13	al	al	PROPN
cana-6017	62	14	.	.	PROPN
cana-6017	62	15	(	(	PUNCT
cana-6017	62	16	2022	2022	NUM
cana-6017	62	17	)	)	PUNCT
cana-6017	62	18	undertook	undertake	VERB
cana-6017	62	19	a	a	DET
cana-6017	62	20	comprehensive	comprehensive	ADJ
cana-6017	62	21	investigation	investigation	NOUN
cana-6017	62	22	into	into	ADP
cana-6017	62	23	using	use	VERB
cana-6017	62	24	clustering	clustering	NOUN
cana-6017	62	25	to	to	PART
cana-6017	62	26	categorize	categorize	VERB
cana-6017	62	27	student	student	NOUN
cana-6017	62	28	performance	performance	NOUN
cana-6017	62	29	in	in	ADP
cana-6017	62	30	malaysian	malaysian	ADJ
cana-6017	62	31	higher	high	ADJ
cana-6017	62	32	education	education	NOUN
cana-6017	62	33	.	.	PUNCT
cana-6017	63	1	their	their	PRON
cana-6017	63	2	goal	goal	NOUN
cana-6017	63	3	was	be	AUX
cana-6017	63	4	to	to	PART
cana-6017	63	5	identify	identify	VERB
cana-6017	63	6	patterns	pattern	NOUN
cana-6017	63	7	among	among	ADP
cana-6017	63	8	students	student	NOUN
cana-6017	63	9	from	from	ADP
cana-6017	63	10	the	the	DET
cana-6017	63	11	b40	b40	NOUN
cana-6017	63	12	income	income	NOUN
cana-6017	63	13	group	group	NOUN
cana-6017	63	14	to	to	PART
cana-6017	63	15	help	help	VERB
cana-6017	63	16	lower	low	ADJ
cana-6017	63	17	dropout	dropout	NOUN
cana-6017	63	18	rates	rate	NOUN
cana-6017	63	19	and	and	CCONJ
cana-6017	63	20	boost	boost	VERB
cana-6017	63	21	graduation	graduation	NOUN
cana-6017	63	22	figures	figure	NOUN
cana-6017	63	23	.	.	PUNCT
cana-6017	64	1	they	they	PRON
cana-6017	64	2	developed	develop	VERB
cana-6017	64	3	three	three	NUM
cana-6017	64	4	unsupervised	unsupervised	ADJ
cana-6017	64	5	models	model	NOUN
cana-6017	64	6	using	use	VERB
cana-6017	64	7	k	k	NOUN
cana-6017	64	8	-	-	PUNCT
cana-6017	64	9	means	mean	NOUN
cana-6017	64	10	,	,	PUNCT
cana-6017	64	11	birch	birch	NOUN
cana-6017	64	12	,	,	PUNCT
cana-6017	64	13	and	and	CCONJ
cana-6017	64	14	dbscan	dbscan	NOUN
cana-6017	64	15	.	.	PUNCT
cana-6017	65	1	after	after	ADP
cana-6017	65	2	extensive	extensive	ADJ
cana-6017	65	3	data	datum	NOUN
cana-6017	65	4	pre	pre	ADJ
cana-6017	65	5	-	-	ADJ
cana-6017	65	6	processing	processing	ADJ
cana-6017	65	7	and	and	CCONJ
cana-6017	65	8	feature	feature	NOUN
cana-6017	65	9	selection	selection	NOUN
cana-6017	65	10	to	to	PART
cana-6017	65	11	ensure	ensure	VERB
cana-6017	65	12	data	datum	NOUN
cana-6017	65	13	quality	quality	NOUN
cana-6017	65	14	,	,	PUNCT
cana-6017	65	15	their	their	PRON
cana-6017	65	16	optimized	optimize	VERB
cana-6017	65	17	kmeans	kmeans	PROPN
cana-6017	65	18	model	model	NOUN
cana-6017	65	19	(	(	PUNCT
cana-6017	65	20	kmob	kmob	PROPN
cana-6017	65	21	)	)	PUNCT
cana-6017	65	22	proved	prove	VERB
cana-6017	65	23	most	most	ADV
cana-6017	65	24	effective	effective	ADJ
cana-6017	65	25	,	,	PUNCT
cana-6017	65	26	forming	form	VERB
cana-6017	65	27	five	five	NUM
cana-6017	65	28	distinct	distinct	ADJ
cana-6017	65	29	student	student	NOUN
cana-6017	65	30	clusters	cluster	NOUN
cana-6017	65	31	based	base	VERB
cana-6017	65	32	on	on	ADP
cana-6017	65	33	academic	academic	ADJ
cana-6017	65	34	achievement	achievement	NOUN
cana-6017	65	35	.	.	PUNCT
cana-6017	66	1	this	this	DET
cana-6017	66	2	work	work	NOUN
cana-6017	66	3	showcased	showcase	VERB
cana-6017	66	4	how	how	SCONJ
cana-6017	66	5	clustering	clustering	NOUN
cana-6017	66	6	in	in	ADP
cana-6017	66	7	edm	edm	PROPN
cana-6017	66	8	can	can	AUX
cana-6017	66	9	inform	inform	VERB
cana-6017	66	10	policy	policy	NOUN
cana-6017	66	11	decisions	decision	NOUN
cana-6017	66	12	and	and	CCONJ
cana-6017	66	13	improve	improve	VERB
cana-6017	66	14	educational	educational	ADJ
cana-6017	66	15	results	result	NOUN
cana-6017	66	16	[	[	X
cana-6017	66	17	1	1	NUM
cana-6017	66	18	]	]	PUNCT
cana-6017	66	19	.	.	PUNCT
cana-6017	67	1	omar	omar	PROPN
cana-6017	67	2	et	et	PROPN
cana-6017	67	3	al	al	PROPN
cana-6017	67	4	.	.	PROPN
cana-6017	67	5	(	(	PUNCT
cana-6017	67	6	2020	2020	NUM
cana-6017	67	7	)	)	PUNCT
cana-6017	67	8	explored	explore	VERB
cana-6017	67	9	clustering	clustering	NOUN
cana-6017	67	10	for	for	ADP
cana-6017	67	11	student	student	NOUN
cana-6017	67	12	performance	performance	NOUN
cana-6017	67	13	analysis	analysis	NOUN
cana-6017	67	14	by	by	ADP
cana-6017	67	15	integrating	integrate	VERB
cana-6017	67	16	the	the	DET
cana-6017	67	17	kmeans	kmeans	PROPN
cana-6017	67	18	algorithm	algorithm	NOUN
cana-6017	67	19	with	with	ADP
cana-6017	67	20	the	the	DET
cana-6017	67	21	elbow	elbow	NOUN
cana-6017	67	22	method	method	NOUN
cana-6017	67	23	.	.	PUNCT
cana-6017	68	1	their	their	PRON
cana-6017	68	2	aim	aim	NOUN
cana-6017	68	3	was	be	AUX
cana-6017	68	4	to	to	PART
cana-6017	68	5	enhance	enhance	VERB
cana-6017	68	6	the	the	DET
cana-6017	68	7	precision	precision	NOUN
cana-6017	68	8	of	of	ADP
cana-6017	68	9	performance	performance	NOUN
cana-6017	68	10	evaluation	evaluation	NOUN
cana-6017	68	11	by	by	ADP
cana-6017	68	12	finding	find	VERB
cana-6017	68	13	the	the	DET
cana-6017	68	14	ideal	ideal	ADJ
cana-6017	68	15	number	number	NOUN
cana-6017	68	16	of	of	ADP
cana-6017	68	17	clusters	cluster	NOUN
cana-6017	68	18	.	.	PUNCT
cana-6017	69	1	applying	apply	VERB
cana-6017	69	2	their	their	PRON
cana-6017	69	3	approach	approach	NOUN
cana-6017	69	4	to	to	ADP
cana-6017	69	5	student	student	NOUN
cana-6017	69	6	test	test	NOUN
cana-6017	69	7	scores	score	NOUN
cana-6017	69	8	,	,	PUNCT
cana-6017	69	9	they	they	PRON
cana-6017	69	10	demonstrated	demonstrate	VERB
cana-6017	69	11	that	that	SCONJ
cana-6017	69	12	combining	combine	VERB
cana-6017	69	13	k	k	NOUN
cana-6017	69	14	-	-	PUNCT
cana-6017	69	15	means	means	NOUN
cana-6017	69	16	with	with	ADP
cana-6017	69	17	the	the	DET
cana-6017	69	18	elbow	elbow	NOUN
cana-6017	69	19	method	method	NOUN
cana-6017	69	20	yielded	yield	VERB
cana-6017	69	21	more	more	ADV
cana-6017	69	22	accurate	accurate	ADJ
cana-6017	69	23	and	and	CCONJ
cana-6017	69	24	meaningful	meaningful	ADJ
cana-6017	69	25	clusters	cluster	NOUN
cana-6017	69	26	.	.	PUNCT
cana-6017	70	1	this	this	PRON
cana-6017	70	2	allowed	allow	VERB
cana-6017	70	3	for	for	ADP
cana-6017	70	4	a	a	DET
cana-6017	70	5	deeper	deep	ADJ
cana-6017	70	6	understanding	understanding	NOUN
cana-6017	70	7	of	of	ADP
cana-6017	70	8	student	student	NOUN
cana-6017	70	9	performance	performance	NOUN
cana-6017	70	10	patterns	pattern	NOUN
cana-6017	70	11	,	,	PUNCT
cana-6017	70	12	helping	help	VERB
cana-6017	70	13	educators	educator	NOUN
cana-6017	70	14	identify	identify	VERB
cana-6017	70	15	areas	area	NOUN
cana-6017	70	16	where	where	SCONJ
cana-6017	70	17	students	student	NOUN
cana-6017	70	18	needed	need	VERB
cana-6017	70	19	extra	extra	ADJ
cana-6017	70	20	help	help	NOUN
cana-6017	70	21	[	[	X
cana-6017	70	22	2	2	NUM
cana-6017	70	23	]	]	PUNCT
cana-6017	70	24	.	.	PUNCT
cana-6017	71	1	defreitas	defreita	NOUN
cana-6017	71	2	and	and	CCONJ
cana-6017	71	3	bernard	bernard	PROPN
cana-6017	71	4	(	(	PUNCT
cana-6017	71	5	2018	2018	NUM
cana-6017	71	6	)	)	PUNCT
cana-6017	71	7	conducted	conduct	VERB
cana-6017	71	8	a	a	DET
cana-6017	71	9	comparative	comparative	ADJ
cana-6017	71	10	analysis	analysis	NOUN
cana-6017	71	11	of	of	ADP
cana-6017	71	12	clustering	clustering	ADJ
cana-6017	71	13	techniques	technique	NOUN
cana-6017	71	14	within	within	ADP
cana-6017	71	15	learning	learn	VERB
cana-6017	71	16	management	management	NOUN
cana-6017	71	17	systems	system	NOUN
cana-6017	71	18	(	(	PUNCT
cana-6017	71	19	lms	lm	NOUN
cana-6017	71	20	)	)	PUNCT
cana-6017	71	21	contexts	contexts	NOUN
cana-6017	71	22	.	.	PUNCT
cana-6017	72	1	they	they	PRON
cana-6017	72	2	evaluated	evaluate	VERB
cana-6017	72	3	partition	partition	NOUN
cana-6017	72	4	-	-	PUNCT
cana-6017	72	5	based	base	VERB
cana-6017	72	6	(	(	PUNCT
cana-6017	72	7	k	k	NOUN
cana-6017	72	8	-	-	PUNCT
cana-6017	72	9	means	mean	NOUN
cana-6017	72	10	)	)	PUNCT
cana-6017	72	11	,	,	PUNCT
cana-6017	72	12	density	density	NOUN
cana-6017	72	13	-	-	PUNCT
cana-6017	72	14	based	base	VERB
cana-6017	72	15	(	(	PUNCT
cana-6017	72	16	dbscan	dbscan	NOUN
cana-6017	72	17	)	)	PUNCT
cana-6017	72	18	,	,	PUNCT
cana-6017	72	19	and	and	CCONJ
cana-6017	72	20	hierarchical	hierarchical	ADJ
cana-6017	72	21	(	(	PUNCT
cana-6017	72	22	birch	birch	NOUN
cana-6017	72	23	)	)	PUNCT
cana-6017	72	24	clustering	cluster	VERB
cana-6017	72	25	methods	method	NOUN
cana-6017	72	26	to	to	PART
cana-6017	72	27	see	see	VERB
cana-6017	72	28	how	how	SCONJ
cana-6017	72	29	well	well	ADV
cana-6017	72	30	they	they	PRON
cana-6017	72	31	analyzed	analyze	VERB
cana-6017	72	32	lms	lm	NOUN
cana-6017	72	33	log	log	NOUN
cana-6017	72	34	data	datum	NOUN
cana-6017	72	35	.	.	PUNCT
cana-6017	73	1	their	their	PRON
cana-6017	73	2	findings	finding	NOUN
cana-6017	73	3	indicated	indicate	VERB
cana-6017	73	4	that	that	SCONJ
cana-6017	73	5	partition	partition	NOUN
cana-6017	73	6	-	-	PUNCT
cana-6017	73	7	based	base	VERB
cana-6017	73	8	methods	method	NOUN
cana-6017	73	9	,	,	PUNCT
cana-6017	73	10	particularly	particularly	ADV
cana-6017	73	11	kmeans	kmean	NOUN
cana-6017	73	12	,	,	PUNCT
cana-6017	73	13	resulted	result	VERB
cana-6017	73	14	in	in	ADP
cana-6017	73	15	the	the	DET
cana-6017	73	16	highest	high	ADJ
cana-6017	73	17	silhouette	silhouette	NOUN
cana-6017	73	18	coefficient	coefficient	NOUN
cana-6017	73	19	values	value	NOUN
cana-6017	73	20	and	and	CCONJ
cana-6017	73	21	better	well	ADJ
cana-6017	73	22	cluster	cluster	NOUN
cana-6017	73	23	distribution	distribution	NOUN
cana-6017	73	24	.	.	PUNCT
cana-6017	74	1	birch	birch	PROPN
cana-6017	74	2	also	also	ADV
cana-6017	74	3	performed	perform	VERB
cana-6017	74	4	well	well	ADV
cana-6017	74	5	,	,	PUNCT
cana-6017	74	6	especially	especially	ADV
cana-6017	74	7	when	when	SCONJ
cana-6017	74	8	the	the	DET
cana-6017	74	9	number	number	NOUN
cana-6017	74	10	of	of	ADP
cana-6017	74	11	clusters	cluster	NOUN
cana-6017	74	12	was	be	AUX
cana-6017	74	13	n't	not	PART
cana-6017	74	14	predefined	predefine	VERB
cana-6017	74	15	.	.	PUNCT
cana-6017	75	1	this	this	DET
cana-6017	75	2	research	research	NOUN
cana-6017	75	3	emphasized	emphasize	VERB
cana-6017	75	4	the	the	DET
cana-6017	75	5	importance	importance	NOUN
cana-6017	75	6	of	of	ADP
cana-6017	75	7	choosing	choose	VERB
cana-6017	75	8	appropriate	appropriate	ADJ
cana-6017	75	9	clustering	clustering	ADJ
cana-6017	75	10	techniques	technique	NOUN
cana-6017	75	11	based	base	VERB
cana-6017	75	12	on	on	ADP
cana-6017	75	13	the	the	DET
cana-6017	75	14	specific	specific	ADJ
cana-6017	75	15	characteristics	characteristic	NOUN
cana-6017	75	16	of	of	ADP
cana-6017	75	17	the	the	DET
cana-6017	75	18	educational	educational	ADJ
cana-6017	75	19	data	datum	NOUN
cana-6017	75	20	being	be	AUX
cana-6017	75	21	analyzed	analyze	VERB
cana-6017	75	22	[	[	X
cana-6017	75	23	3	3	NUM
cana-6017	75	24	]	]	PUNCT
cana-6017	75	25	.	.	PUNCT
cana-6017	76	1	chandrakar	chandrakar	NOUN
cana-6017	76	2	and	and	CCONJ
cana-6017	76	3	shrivas	shrivas	NOUN
cana-6017	76	4	(	(	PUNCT
cana-6017	76	5	2019	2019	NUM
cana-6017	76	6	)	)	PUNCT
cana-6017	76	7	compared	compare	VERB
cana-6017	76	8	four	four	NUM
cana-6017	76	9	distinct	distinct	ADJ
cana-6017	76	10	clustering	clustering	ADJ
cana-6017	76	11	algorithms	algorithm	NOUN
cana-6017	76	12	:	:	PUNCT
cana-6017	76	13	k	k	X
cana-6017	76	14	-	-	PUNCT
cana-6017	76	15	means	mean	NOUN
cana-6017	76	16	,	,	PUNCT
cana-6017	76	17	expectation	expectation	NOUN
cana-6017	76	18	maximization	maximization	NOUN
cana-6017	76	19	(	(	PUNCT
cana-6017	76	20	em	em	NOUN
cana-6017	76	21	)	)	PUNCT
cana-6017	76	22	,	,	PUNCT
cana-6017	76	23	self	self	NOUN
cana-6017	76	24	-	-	PUNCT
cana-6017	76	25	organizing	organize	VERB
cana-6017	76	26	maps	map	NOUN
cana-6017	76	27	(	(	PUNCT
cana-6017	76	28	som	som	NOUN
cana-6017	76	29	)	)	PUNCT
cana-6017	76	30	,	,	PUNCT
cana-6017	76	31	and	and	CCONJ
cana-6017	76	32	hierarchical	hierarchical	ADJ
cana-6017	76	33	clustering	clustering	NOUN
cana-6017	76	34	.	.	PUNCT
cana-6017	77	1	they	they	PRON
cana-6017	77	2	assessed	assess	VERB
cana-6017	77	3	these	these	DET
cana-6017	77	4	methods	method	NOUN
cana-6017	77	5	based	base	VERB
cana-6017	77	6	on	on	ADP
cana-6017	77	7	their	their	PRON
cana-6017	77	8	accuracy	accuracy	NOUN
cana-6017	77	9	and	and	CCONJ
cana-6017	77	10	execution	execution	NOUN
cana-6017	77	11	time	time	NOUN
cana-6017	77	12	to	to	PART
cana-6017	77	13	pinpoint	pinpoint	VERB
cana-6017	77	14	the	the	DET
cana-6017	77	15	most	most	ADV
cana-6017	77	16	effective	effective	ADJ
cana-6017	77	17	technique	technique	NOUN
cana-6017	77	18	for	for	ADP
cana-6017	77	19	analyzing	analyze	VERB
cana-6017	77	20	student	student	NOUN
cana-6017	77	21	academic	academic	ADJ
cana-6017	77	22	performance	performance	NOUN
cana-6017	77	23	.	.	PUNCT
cana-6017	78	1	their	their	PRON
cana-6017	78	2	results	result	NOUN
cana-6017	78	3	showed	show	VERB
cana-6017	78	4	that	that	SCONJ
cana-6017	78	5	som	som	NOUN
cana-6017	78	6	achieved	achieve	VERB
cana-6017	78	7	the	the	DET
cana-6017	78	8	highest	high	ADJ
cana-6017	78	9	accuracy	accuracy	NOUN
cana-6017	78	10	(	(	PUNCT
cana-6017	78	11	58.54	58.54	NUM
cana-6017	78	12	%	%	NOUN
cana-6017	78	13	)	)	PUNCT
cana-6017	78	14	among	among	ADP
cana-6017	78	15	the	the	DET
cana-6017	78	16	algorithms	algorithm	NOUN
cana-6017	78	17	.	.	PUNCT
cana-6017	79	1	this	this	DET
cana-6017	79	2	study	study	NOUN
cana-6017	79	3	outlined	outline	VERB
cana-6017	79	4	the	the	DET
cana-6017	79	5	strengths	strength	NOUN
cana-6017	79	6	and	and	CCONJ
cana-6017	79	7	weaknesses	weakness	NOUN
cana-6017	79	8	of	of	ADP
cana-6017	79	9	each	each	DET
cana-6017	79	10	clustering	clustering	ADJ
cana-6017	79	11	approach	approach	NOUN
cana-6017	79	12	,	,	PUNCT
cana-6017	79	13	offering	offer	VERB
cana-6017	79	14	valuable	valuable	ADJ
cana-6017	79	15	insights	insight	NOUN
cana-6017	79	16	for	for	ADP
cana-6017	79	17	educators	educator	NOUN
cana-6017	79	18	and	and	CCONJ
cana-6017	79	19	researchers	researcher	NOUN
cana-6017	79	20	in	in	ADP
cana-6017	79	21	selecting	select	VERB
cana-6017	79	22	the	the	DET
cana-6017	79	23	most	most	ADV
cana-6017	79	24	suitable	suitable	ADJ
cana-6017	79	25	algorithm	algorithm	NOUN
cana-6017	79	26	for	for	ADP
cana-6017	79	27	their	their	PRON
cana-6017	79	28	specific	specific	ADJ
cana-6017	79	29	needs	need	NOUN
cana-6017	79	30	[	[	X
cana-6017	79	31	4	4	NUM
cana-6017	79	32	]	]	PUNCT
cana-6017	79	33	.	.	PUNCT
cana-6017	80	1	synthesis	synthesis	NOUN
cana-6017	80	2	of	of	ADP
cana-6017	80	3	findings	finding	NOUN
cana-6017	80	4	collectively	collectively	ADV
cana-6017	80	5	,	,	PUNCT
cana-6017	80	6	these	these	DET
cana-6017	80	7	studies	study	NOUN
cana-6017	80	8	demonstrate	demonstrate	VERB
cana-6017	80	9	the	the	DET
cana-6017	80	10	broad	broad	ADJ
cana-6017	80	11	applicability	applicability	NOUN
cana-6017	80	12	and	and	CCONJ
cana-6017	80	13	effectiveness	effectiveness	NOUN
cana-6017	80	14	of	of	ADP
cana-6017	80	15	clustering	clustering	ADJ
cana-6017	80	16	techniques	technique	NOUN
cana-6017	80	17	in	in	ADP
cana-6017	80	18	educational	educational	ADJ
cana-6017	80	19	data	datum	NOUN
cana-6017	80	20	mining	mining	NOUN
cana-6017	80	21	.	.	PUNCT
cana-6017	81	1	by	by	ADP
cana-6017	81	2	comparing	compare	VERB
cana-6017	81	3	various	various	ADJ
cana-6017	81	4	algorithms	algorithm	NOUN
cana-6017	81	5	and	and	CCONJ
cana-6017	81	6	methodologies	methodology	NOUN
cana-6017	81	7	,	,	PUNCT
cana-6017	81	8	researchers	researcher	NOUN
cana-6017	81	9	can	can	AUX
cana-6017	81	10	better	well	ADV
cana-6017	81	11	understand	understand	VERB
cana-6017	81	12	the	the	DET
cana-6017	81	13	strengths	strength	NOUN
cana-6017	81	14	and	and	CCONJ
cana-6017	81	15	limitations	limitation	NOUN
cana-6017	81	16	of	of	ADP
cana-6017	81	17	each	each	DET
cana-6017	81	18	approach	approach	NOUN
cana-6017	81	19	.	.	PUNCT
cana-6017	82	1	this	this	DET
cana-6017	82	2	understanding	understanding	NOUN
cana-6017	82	3	ultimately	ultimately	ADV
cana-6017	82	4	leads	lead	VERB
cana-6017	82	5	to	to	ADP
cana-6017	82	6	more	more	ADV
cana-6017	82	7	informed	informed	ADJ
cana-6017	82	8	decisions	decision	NOUN
cana-6017	82	9	in	in	ADP
cana-6017	82	10	educational	educational	ADJ
cana-6017	82	11	practice	practice	NOUN
cana-6017	82	12	and	and	CCONJ
cana-6017	82	13	policy	policy	NOUN
cana-6017	82	14	making	making	NOUN
cana-6017	82	15	.	.	PUNCT
cana-6017	83	1	methodology	methodology	NOUN
cana-6017	83	2	this	this	DET
cana-6017	83	3	study	study	NOUN
cana-6017	83	4	was	be	AUX
cana-6017	83	5	carried	carry	VERB
cana-6017	83	6	out	out	ADP
cana-6017	83	7	following	follow	VERB
cana-6017	83	8	these	these	DET
cana-6017	83	9	steps	step	NOUN
cana-6017	83	10	:	:	PUNCT
cana-6017	83	11	communications	communication	NOUN
cana-6017	83	12	on	on	ADP
cana-6017	83	13	applied	apply	VERB
cana-6017	83	14	nonlinear	nonlinear	ADJ
cana-6017	83	15	analysis	analysis	NOUN
cana-6017	83	16	issn	issn	NOUN
cana-6017	83	17	:	:	PUNCT
cana-6017	83	18	1074	1074	NUM
cana-6017	83	19	-	-	PUNCT
cana-6017	83	20	133x	133x	NUM
cana-6017	83	21	vol	vol	NOUN
cana-6017	83	22	32	32	NUM
cana-6017	83	23	no	no	NOUN
cana-6017	83	24	.	.	NOUN
cana-6017	83	25	1	1	NUM
cana-6017	83	26	(	(	PUNCT
cana-6017	83	27	2025	2025	NUM
cana-6017	83	28	)	)	PUNCT
cana-6017	83	29	603	603	NUM
cana-6017	83	30	https://internationalpubls.com	https://internationalpubls.com	X
cana-6017	83	31	data	datum	NOUN
cana-6017	83	32	acquisition	acquisition	NOUN
cana-6017	83	33	:	:	PUNCT
cana-6017	84	1	we	we	PRON
cana-6017	84	2	gathered	gather	VERB
cana-6017	84	3	student	student	NOUN
cana-6017	84	4	academic	academic	ADJ
cana-6017	84	5	performance	performance	NOUN
cana-6017	84	6	information	information	NOUN
cana-6017	84	7	,	,	PUNCT
cana-6017	84	8	which	which	PRON
cana-6017	84	9	included	include	VERB
cana-6017	84	10	examination	examination	NOUN
cana-6017	84	11	results	result	NOUN
cana-6017	84	12	,	,	PUNCT
cana-6017	84	13	attendance	attendance	NOUN
cana-6017	84	14	records	record	NOUN
cana-6017	84	15	,	,	PUNCT
cana-6017	84	16	and	and	CCONJ
cana-6017	84	17	engagement	engagement	NOUN
cana-6017	84	18	metrics	metric	NOUN
cana-6017	84	19	.	.	PUNCT
cana-6017	85	1	data	datum	NOUN
cana-6017	85	2	preparation	preparation	NOUN
cana-6017	85	3	:	:	PUNCT
cana-6017	85	4	the	the	DET
cana-6017	85	5	collected	collect	VERB
cana-6017	85	6	data	datum	NOUN
cana-6017	85	7	underwent	underwent	NOUN
cana-6017	85	8	cleaning	cleaning	NOUN
cana-6017	85	9	and	and	CCONJ
cana-6017	85	10	normalization	normalization	NOUN
cana-6017	85	11	to	to	PART
cana-6017	85	12	ensure	ensure	VERB
cana-6017	85	13	its	its	PRON
cana-6017	85	14	quality	quality	NOUN
cana-6017	85	15	and	and	CCONJ
cana-6017	85	16	consistency	consistency	NOUN
cana-6017	85	17	.	.	PUNCT
cana-6017	86	1	feature	feature	NOUN
cana-6017	86	2	identification	identification	NOUN
cana-6017	86	3	:	:	PUNCT
cana-6017	86	4	we	we	PRON
cana-6017	86	5	pinpointed	pinpoint	VERB
cana-6017	86	6	the	the	DET
cana-6017	86	7	most	most	ADV
cana-6017	86	8	relevant	relevant	ADJ
cana-6017	86	9	characteristics	characteristic	NOUN
cana-6017	86	10	that	that	PRON
cana-6017	86	11	impact	impact	NOUN
cana-6017	86	12	student	student	NOUN
cana-6017	86	13	performance	performance	NOUN
cana-6017	86	14	.	.	PUNCT
cana-6017	87	1	clustering	cluster	VERB
cana-6017	87	2	algorithm	algorithm	NOUN
cana-6017	87	3	application	application	NOUN
cana-6017	87	4	:	:	PUNCT
cana-6017	87	5	the	the	DET
cana-6017	87	6	k	k	NOUN
cana-6017	87	7	-	-	PUNCT
cana-6017	87	8	means	means	ADJ
cana-6017	87	9	,	,	PUNCT
cana-6017	87	10	dbscan	dbscan	NOUN
cana-6017	87	11	,	,	PUNCT
cana-6017	87	12	birch	birch	NOUN
cana-6017	87	13	,	,	PUNCT
cana-6017	87	14	and	and	CCONJ
cana-6017	87	15	expectation	expectation	NOUN
cana-6017	87	16	maximization	maximization	NOUN
cana-6017	87	17	(	(	PUNCT
cana-6017	87	18	em	em	PRON
cana-6017	87	19	)	)	PUNCT
cana-6017	87	20	algorithms	algorithm	NOUN
cana-6017	87	21	were	be	AUX
cana-6017	87	22	implemented	implement	VERB
cana-6017	87	23	for	for	ADP
cana-6017	87	24	grouping	group	VERB
cana-6017	87	25	the	the	DET
cana-6017	87	26	data	datum	NOUN
cana-6017	87	27	.	.	PUNCT
cana-6017	88	1	performance	performance	NOUN
cana-6017	88	2	assessment	assessment	NOUN
cana-6017	88	3	:	:	PUNCT
cana-6017	88	4	we	we	PRON
cana-6017	88	5	used	use	VERB
cana-6017	88	6	metrics	metric	NOUN
cana-6017	88	7	like	like	ADP
cana-6017	88	8	silhouette	silhouette	NOUN
cana-6017	88	9	coefficient	coefficient	NOUN
cana-6017	88	10	,	,	PUNCT
cana-6017	88	11	purity	purity	NOUN
cana-6017	88	12	,	,	PUNCT
cana-6017	88	13	and	and	CCONJ
cana-6017	88	14	normalized	normalize	VERB
cana-6017	88	15	mutual	mutual	ADJ
cana-6017	88	16	information	information	NOUN
cana-6017	88	17	(	(	PUNCT
cana-6017	88	18	nmi	nmi	PROPN
cana-6017	88	19	)	)	PUNCT
cana-6017	88	20	to	to	PART
cana-6017	88	21	evaluate	evaluate	VERB
cana-6017	88	22	how	how	SCONJ
cana-6017	88	23	well	well	ADV
cana-6017	88	24	each	each	DET
cana-6017	88	25	algorithm	algorithm	NOUN
cana-6017	88	26	performed	perform	VERB
cana-6017	88	27	.	.	PUNCT
cana-6017	89	1	results	result	VERB
cana-6017	89	2	the	the	DET
cana-6017	89	3	results	result	NOUN
cana-6017	89	4	of	of	ADP
cana-6017	89	5	the	the	DET
cana-6017	89	6	clustering	clustering	ADJ
cana-6017	89	7	analysis	analysis	NOUN
cana-6017	89	8	are	be	AUX
cana-6017	89	9	summarized	summarize	VERB
cana-6017	89	10	below	below	ADP
cana-6017	89	11	:	:	PUNCT
cana-6017	89	12	algorithm	algorithm	PROPN
cana-6017	89	13	cohesionseparation	cohesionseparation	NOUN
cana-6017	89	14	score	score	NOUN
cana-6017	89	15	(	(	PUNCT
cana-6017	89	16	css	css	PROPN
cana-6017	89	17	)	)	PUNCT
cana-6017	89	18	group	group	NOUN
cana-6017	89	19	purity	purity	NOUN
cana-6017	89	20	(	(	PUNCT
cana-6017	89	21	gp	gp	NOUN
cana-6017	89	22	)	)	PUNCT
cana-6017	89	23	normalized	normalize	VERB
cana-6017	89	24	information	information	NOUN
cana-6017	89	25	gain	gain	NOUN
cana-6017	89	26	(	(	PUNCT
cana-6017	89	27	nig	nig	NOUN
cana-6017	89	28	)	)	PUNCT
cana-6017	89	29	k	k	X
cana-6017	89	30	-	-	PUNCT
cana-6017	89	31	means	mean	VERB
cana-6017	89	32	0.64	0.64	NUM
cana-6017	89	33	0.69	0.69	NUM
cana-6017	89	34	0.67	0.67	NUM
cana-6017	89	35	dbscan	dbscan	NOUN
cana-6017	89	36	0.58	0.58	NUM
cana-6017	89	37	0.63	0.63	NUM
cana-6017	89	38	0.61	0.61	NUM
cana-6017	89	39	birch	birch	NOUN
cana-6017	89	40	0.62	0.62	NUM
cana-6017	89	41	0.67	0.67	NUM
cana-6017	89	42	0.64	0.64	NUM
cana-6017	89	43	expectation	expectation	NOUN
cana-6017	89	44	maximization(em	maximization(em	NOUN
cana-6017	89	45	)	)	PUNCT
cana-6017	89	46	0.66	0.66	NUM
cana-6017	89	47	0.71	0.71	NUM
cana-6017	89	48	0.69	0.69	NUM
cana-6017	89	49	analysis	analysis	NOUN
cana-6017	89	50	and	and	CCONJ
cana-6017	89	51	interpretation	interpretation	NOUN
cana-6017	89	52	of	of	ADP
cana-6017	89	53	results	result	NOUN
cana-6017	89	54	our	our	PRON
cana-6017	89	55	extensive	extensive	ADJ
cana-6017	89	56	comparative	comparative	ADJ
cana-6017	89	57	evaluation	evaluation	NOUN
cana-6017	89	58	demonstrates	demonstrate	VERB
cana-6017	89	59	clear	clear	ADJ
cana-6017	89	60	distinctions	distinction	NOUN
cana-6017	89	61	in	in	ADP
cana-6017	89	62	the	the	DET
cana-6017	89	63	effectiveness	effectiveness	NOUN
cana-6017	89	64	of	of	ADP
cana-6017	89	65	the	the	DET
cana-6017	89	66	various	various	ADJ
cana-6017	89	67	clustering	clustering	ADJ
cana-6017	89	68	algorithms	algorithm	NOUN
cana-6017	89	69	employed	employ	VERB
cana-6017	89	70	for	for	ADP
cana-6017	89	71	student	student	NOUN
cana-6017	89	72	performance	performance	NOUN
cana-6017	89	73	analysis	analysis	NOUN
cana-6017	89	74	.	.	PUNCT
cana-6017	90	1	the	the	DET
cana-6017	90	2	expectation	expectation	NOUN
cana-6017	90	3	maximization	maximization	NOUN
cana-6017	90	4	(	(	PUNCT
cana-6017	90	5	em	em	PRON
cana-6017	90	6	)	)	PUNCT
cana-6017	90	7	algorithm	algorithm	PROPN
cana-6017	90	8	consistently	consistently	ADV
cana-6017	90	9	exhibited	exhibit	VERB
cana-6017	90	10	superior	superior	ADJ
cana-6017	90	11	performance	performance	NOUN
cana-6017	90	12	across	across	ADP
cana-6017	90	13	the	the	DET
cana-6017	90	14	board	board	NOUN
cana-6017	90	15	,	,	PUNCT
cana-6017	90	16	notably	notably	ADV
cana-6017	90	17	achieving	achieve	VERB
cana-6017	90	18	the	the	DET
cana-6017	90	19	highest	high	ADJ
cana-6017	90	20	scores	score	NOUN
cana-6017	90	21	in	in	ADP
cana-6017	90	22	the	the	DET
cana-6017	90	23	silhouette	silhouette	NOUN
cana-6017	90	24	coefficient	coefficient	NOUN
cana-6017	90	25	,	,	PUNCT
cana-6017	90	26	purity	purity	NOUN
cana-6017	90	27	,	,	PUNCT
cana-6017	90	28	and	and	CCONJ
cana-6017	90	29	normalized	normalize	VERB
cana-6017	90	30	mutual	mutual	ADJ
cana-6017	90	31	information	information	NOUN
cana-6017	90	32	(	(	PUNCT
cana-6017	90	33	nmi	nmi	NOUN
cana-6017	90	34	)	)	PUNCT
cana-6017	90	35	metrics	metric	NOUN
cana-6017	90	36	.	.	PUNCT
cana-6017	91	1	this	this	DET
cana-6017	91	2	strong	strong	ADJ
cana-6017	91	3	showing	showing	NOUN
cana-6017	91	4	suggests	suggest	VERB
cana-6017	91	5	that	that	SCONJ
cana-6017	91	6	em	em	PRON
cana-6017	91	7	is	be	AUX
cana-6017	91	8	particularly	particularly	ADV
cana-6017	91	9	adept	adept	ADJ
cana-6017	91	10	at	at	ADP
cana-6017	91	11	uncovering	uncover	VERB
cana-6017	91	12	the	the	DET
cana-6017	91	13	underlying	underlie	VERB
cana-6017	91	14	probabilistic	probabilistic	ADJ
cana-6017	91	15	distributions	distribution	NOUN
cana-6017	91	16	within	within	ADP
cana-6017	91	17	the	the	DET
cana-6017	91	18	student	student	NOUN
cana-6017	91	19	data	datum	NOUN
cana-6017	91	20	,	,	PUNCT
cana-6017	91	21	which	which	PRON
cana-6017	91	22	likely	likely	ADV
cana-6017	91	23	leads	lead	VERB
cana-6017	91	24	to	to	ADP
cana-6017	91	25	more	more	ADV
cana-6017	91	26	nuanced	nuanced	ADJ
cana-6017	91	27	and	and	CCONJ
cana-6017	91	28	accurate	accurate	ADJ
cana-6017	91	29	groupings	grouping	NOUN
cana-6017	91	30	,	,	PUNCT
cana-6017	91	31	especially	especially	ADV
cana-6017	91	32	in	in	ADP
cana-6017	91	33	scenarios	scenario	NOUN
cana-6017	91	34	where	where	SCONJ
cana-6017	91	35	student	student	NOUN
cana-6017	91	36	performance	performance	NOUN
cana-6017	91	37	indicators	indicator	NOUN
cana-6017	91	38	might	might	AUX
cana-6017	91	39	exhibit	exhibit	VERB
cana-6017	91	40	overlapping	overlap	VERB
cana-6017	91	41	characteristics	characteristic	NOUN
cana-6017	91	42	or	or	CCONJ
cana-6017	91	43	subtle	subtle	ADJ
cana-6017	91	44	variations	variation	NOUN
cana-6017	91	45	.	.	PUNCT
cana-6017	92	1	its	its	PRON
cana-6017	92	2	probabilistic	probabilistic	ADJ
cana-6017	92	3	foundation	foundation	NOUN
cana-6017	92	4	appears	appear	VERB
cana-6017	92	5	to	to	PART
cana-6017	92	6	provide	provide	VERB
cana-6017	92	7	a	a	DET
cana-6017	92	8	robust	robust	ADJ
cana-6017	92	9	mechanism	mechanism	NOUN
cana-6017	92	10	for	for	ADP
cana-6017	92	11	handling	handle	VERB
cana-6017	92	12	the	the	DET
cana-6017	92	13	inherent	inherent	ADJ
cana-6017	92	14	complexities	complexity	NOUN
cana-6017	92	15	and	and	CCONJ
cana-6017	92	16	potential	potential	ADJ
cana-6017	92	17	ambiguities	ambiguity	NOUN
cana-6017	92	18	often	often	ADV
cana-6017	92	19	present	present	VERB
cana-6017	92	20	in	in	ADP
cana-6017	92	21	real	real	ADJ
cana-6017	92	22	-	-	PUNCT
cana-6017	92	23	world	world	NOUN
cana-6017	92	24	educational	educational	ADJ
cana-6017	92	25	datasets	dataset	NOUN
cana-6017	92	26	.	.	PUNCT
cana-6017	93	1	the	the	DET
cana-6017	93	2	k	k	NOUN
cana-6017	93	3	-	-	PUNCT
cana-6017	93	4	means	means	NOUN
cana-6017	93	5	algorithm	algorithm	NOUN
cana-6017	93	6	also	also	ADV
cana-6017	93	7	demonstrated	demonstrate	VERB
cana-6017	93	8	commendable	commendable	ADJ
cana-6017	93	9	performance	performance	NOUN
cana-6017	93	10	,	,	PUNCT
cana-6017	93	11	positioning	position	VERB
cana-6017	93	12	itself	itself	PRON
cana-6017	93	13	as	as	ADP
cana-6017	93	14	a	a	DET
cana-6017	93	15	highly	highly	ADV
cana-6017	93	16	competitive	competitive	ADJ
cana-6017	93	17	contender	contender	NOUN
cana-6017	93	18	for	for	ADP
cana-6017	93	19	student	student	NOUN
cana-6017	93	20	grouping	grouping	NOUN
cana-6017	93	21	tasks	task	NOUN
cana-6017	93	22	.	.	PUNCT
cana-6017	94	1	its	its	PRON
cana-6017	94	2	efficacy	efficacy	NOUN
cana-6017	94	3	is	be	AUX
cana-6017	94	4	noteworthy	noteworthy	ADJ
cana-6017	94	5	,	,	PUNCT
cana-6017	94	6	reflecting	reflect	VERB
cana-6017	94	7	its	its	PRON
cana-6017	94	8	widespread	widespread	ADJ
cana-6017	94	9	adoption	adoption	NOUN
cana-6017	94	10	in	in	ADP
cana-6017	94	11	various	various	ADJ
cana-6017	94	12	data	datum	NOUN
cana-6017	94	13	mining	mining	NOUN
cana-6017	94	14	applications	application	NOUN
cana-6017	94	15	.	.	PUNCT
cana-6017	95	1	however	however	ADV
cana-6017	95	2	,	,	PUNCT
cana-6017	95	3	a	a	DET
cana-6017	95	4	significant	significant	ADJ
cana-6017	95	5	consideration	consideration	NOUN
cana-6017	95	6	with	with	ADP
cana-6017	95	7	k	k	NOUN
cana-6017	95	8	-	-	PUNCT
cana-6017	95	9	means	mean	NOUN
cana-6017	95	10	,	,	PUNCT
cana-6017	95	11	as	as	SCONJ
cana-6017	95	12	highlighted	highlight	VERB
cana-6017	95	13	in	in	ADP
cana-6017	95	14	this	this	DET
cana-6017	95	15	study	study	NOUN
cana-6017	95	16	,	,	PUNCT
cana-6017	95	17	is	be	AUX
cana-6017	95	18	the	the	DET
cana-6017	95	19	prerequisite	prerequisite	NOUN
cana-6017	95	20	of	of	ADP
cana-6017	95	21	defining	define	VERB
cana-6017	95	22	the	the	DET
cana-6017	95	23	communications	communication	NOUN
cana-6017	95	24	on	on	ADP
cana-6017	95	25	applied	apply	VERB
cana-6017	95	26	nonlinear	nonlinear	ADJ
cana-6017	95	27	analysis	analysis	NOUN
cana-6017	95	28	issn	issn	NOUN
cana-6017	95	29	:	:	PUNCT
cana-6017	95	30	1074	1074	NUM
cana-6017	95	31	-	-	PUNCT
cana-6017	95	32	133x	133x	NUM
cana-6017	95	33	vol	vol	NOUN
cana-6017	95	34	32	32	NUM
cana-6017	95	35	no	no	NOUN
cana-6017	95	36	.	.	NOUN
cana-6017	95	37	1	1	NUM
cana-6017	95	38	(	(	PUNCT
cana-6017	95	39	2025	2025	NUM
cana-6017	95	40	)	)	PUNCT
cana-6017	95	41	604	604	NUM
cana-6017	95	42	https://internationalpubls.com	https://internationalpubls.com	X
cana-6017	95	43	number	number	NOUN
cana-6017	95	44	of	of	ADP
cana-6017	95	45	clusters	cluster	NOUN
cana-6017	95	46	a	a	PRON
cana-6017	95	47	priori	priori	ADV
cana-6017	95	48	.	.	PUNCT
cana-6017	96	1	this	this	PRON
cana-6017	96	2	necessitates	necessitate	VERB
cana-6017	96	3	prior	prior	ADJ
cana-6017	96	4	domain	domain	NOUN
cana-6017	96	5	knowledge	knowledge	NOUN
cana-6017	96	6	or	or	CCONJ
cana-6017	96	7	additional	additional	ADJ
cana-6017	96	8	analytical	analytical	ADJ
cana-6017	96	9	steps	step	NOUN
cana-6017	96	10	(	(	PUNCT
cana-6017	96	11	such	such	ADJ
cana-6017	96	12	as	as	ADP
cana-6017	96	13	the	the	DET
cana-6017	96	14	elbow	elbow	NOUN
cana-6017	96	15	method	method	NOUN
cana-6017	96	16	,	,	PUNCT
cana-6017	96	17	as	as	SCONJ
cana-6017	96	18	mentioned	mention	VERB
cana-6017	96	19	in	in	ADP
cana-6017	96	20	the	the	DET
cana-6017	96	21	literature	literature	NOUN
cana-6017	96	22	by	by	ADP
cana-6017	96	23	omar	omar	PROPN
cana-6017	96	24	et	et	PROPN
cana-6017	96	25	al	al	PROPN
cana-6017	96	26	.	.	PROPN
cana-6017	97	1	(	(	PUNCT
cana-6017	97	2	2020	2020	NUM
cana-6017	97	3	)	)	PUNCT
cana-6017	97	4	)	)	PUNCT
cana-6017	98	1	to	to	PART
cana-6017	98	2	determine	determine	VERB
cana-6017	98	3	an	an	DET
cana-6017	98	4	optimal	optimal	ADJ
cana-6017	98	5	'	'	PUNCT
cana-6017	98	6	k	k	NOUN
cana-6017	98	7	'	'	PUNCT
cana-6017	98	8	value	value	NOUN
cana-6017	98	9	,	,	PUNCT
cana-6017	98	10	which	which	PRON
cana-6017	98	11	can	can	AUX
cana-6017	98	12	introduce	introduce	VERB
cana-6017	98	13	an	an	DET
cana-6017	98	14	element	element	NOUN
cana-6017	98	15	of	of	ADP
cana-6017	98	16	subjectivity	subjectivity	NOUN
cana-6017	98	17	or	or	CCONJ
cana-6017	98	18	require	require	VERB
cana-6017	98	19	iterative	iterative	ADJ
cana-6017	98	20	experimentation	experimentation	NOUN
cana-6017	98	21	.	.	PUNCT
cana-6017	99	1	despite	despite	SCONJ
cana-6017	99	2	this	this	DET
cana-6017	99	3	requirement	requirement	NOUN
cana-6017	99	4	,	,	PUNCT
cana-6017	99	5	its	its	PRON
cana-6017	99	6	simplicity	simplicity	NOUN
cana-6017	99	7	and	and	CCONJ
cana-6017	99	8	computational	computational	ADJ
cana-6017	99	9	efficiency	efficiency	NOUN
cana-6017	99	10	make	make	VERB
cana-6017	99	11	it	it	PRON
cana-6017	99	12	a	a	DET
cana-6017	99	13	practical	practical	ADJ
cana-6017	99	14	choice	choice	NOUN
cana-6017	99	15	when	when	SCONJ
cana-6017	99	16	the	the	DET
cana-6017	99	17	expected	expect	VERB
cana-6017	99	18	number	number	NOUN
cana-6017	99	19	of	of	ADP
cana-6017	99	20	student	student	NOUN
cana-6017	99	21	cohorts	cohort	NOUN
cana-6017	99	22	is	be	AUX
cana-6017	99	23	reasonably	reasonably	ADV
cana-6017	99	24	wellunderstood	wellunderstood	NOUN
cana-6017	99	25	.	.	PUNCT
cana-6017	100	1	in	in	ADP
cana-6017	100	2	contrast	contrast	NOUN
cana-6017	100	3	,	,	PUNCT
cana-6017	100	4	the	the	DET
cana-6017	100	5	dbscan	dbscan	NOUN
cana-6017	100	6	(	(	PUNCT
cana-6017	100	7	density	density	NOUN
cana-6017	100	8	-	-	PUNCT
cana-6017	100	9	based	base	VERB
cana-6017	100	10	spatial	spatial	ADJ
cana-6017	100	11	clustering	clustering	NOUN
cana-6017	100	12	of	of	ADP
cana-6017	100	13	applications	application	NOUN
cana-6017	100	14	with	with	ADP
cana-6017	100	15	noise	noise	NOUN
cana-6017	100	16	)	)	PUNCT
cana-6017	100	17	algorithm	algorithm	NOUN
cana-6017	100	18	proved	prove	VERB
cana-6017	100	19	effective	effective	ADJ
cana-6017	100	20	in	in	ADP
cana-6017	100	21	its	its	PRON
cana-6017	100	22	unique	unique	ADJ
cana-6017	100	23	capacity	capacity	NOUN
cana-6017	100	24	to	to	PART
cana-6017	100	25	discern	discern	VERB
cana-6017	100	26	dense	dense	ADJ
cana-6017	100	27	regions	region	NOUN
cana-6017	100	28	of	of	ADP
cana-6017	100	29	data	datum	NOUN
cana-6017	100	30	while	while	SCONJ
cana-6017	100	31	simultaneously	simultaneously	ADV
cana-6017	100	32	identifying	identify	VERB
cana-6017	100	33	outliers	outlier	NOUN
cana-6017	100	34	or	or	CCONJ
cana-6017	100	35	'	'	PUNCT
cana-6017	100	36	noise	noise	NOUN
cana-6017	100	37	'	'	PUNCT
cana-6017	100	38	points	point	NOUN
cana-6017	100	39	.	.	PUNCT
cana-6017	101	1	this	this	DET
cana-6017	101	2	feature	feature	NOUN
cana-6017	101	3	is	be	AUX
cana-6017	101	4	particularly	particularly	ADV
cana-6017	101	5	advantageous	advantageous	ADJ
cana-6017	101	6	in	in	ADP
cana-6017	101	7	educational	educational	ADJ
cana-6017	101	8	contexts	contexts	NOUN
cana-6017	101	9	,	,	PUNCT
cana-6017	101	10	where	where	SCONJ
cana-6017	101	11	irregular	irregular	ADJ
cana-6017	101	12	attendance	attendance	NOUN
cana-6017	101	13	,	,	PUNCT
cana-6017	101	14	unique	unique	ADJ
cana-6017	101	15	learning	learning	NOUN
cana-6017	101	16	trajectories	trajectory	NOUN
cana-6017	101	17	,	,	PUNCT
cana-6017	101	18	or	or	CCONJ
cana-6017	101	19	data	datum	NOUN
cana-6017	101	20	entry	entry	NOUN
cana-6017	101	21	errors	error	NOUN
cana-6017	101	22	can	can	AUX
cana-6017	101	23	lead	lead	VERB
cana-6017	101	24	to	to	ADP
cana-6017	101	25	anomalous	anomalous	ADJ
cana-6017	101	26	data	datum	NOUN
cana-6017	101	27	points	point	NOUN
cana-6017	101	28	that	that	PRON
cana-6017	101	29	might	might	AUX
cana-6017	101	30	skew	skew	VERB
cana-6017	101	31	traditional	traditional	ADJ
cana-6017	101	32	centroid	centroid	NOUN
cana-6017	101	33	-	-	PUNCT
cana-6017	101	34	based	base	VERB
cana-6017	101	35	clustering	clustering	NOUN
cana-6017	101	36	.	.	PUNCT
cana-6017	102	1	nevertheless	nevertheless	ADV
cana-6017	102	2	,	,	PUNCT
cana-6017	102	3	our	our	PRON
cana-6017	102	4	findings	finding	NOUN
cana-6017	102	5	suggest	suggest	VERB
cana-6017	102	6	that	that	SCONJ
cana-6017	102	7	dbscan	dbscan	PROPN
cana-6017	102	8	's	's	PART
cana-6017	102	9	performance	performance	NOUN
cana-6017	102	10	can	can	AUX
cana-6017	102	11	be	be	AUX
cana-6017	102	12	less	less	ADV
cana-6017	102	13	consistent	consistent	ADJ
cana-6017	102	14	when	when	SCONJ
cana-6017	102	15	dealing	deal	VERB
cana-6017	102	16	with	with	ADP
cana-6017	102	17	datasets	dataset	NOUN
cana-6017	102	18	that	that	PRON
cana-6017	102	19	exhibit	exhibit	VERB
cana-6017	102	20	significantly	significantly	ADV
cana-6017	102	21	varying	vary	VERB
cana-6017	102	22	densities	density	NOUN
cana-6017	102	23	across	across	ADP
cana-6017	102	24	different	different	ADJ
cana-6017	102	25	student	student	NOUN
cana-6017	102	26	groups	group	NOUN
cana-6017	102	27	.	.	PUNCT
cana-6017	103	1	its	its	PRON
cana-6017	103	2	reliance	reliance	NOUN
cana-6017	103	3	on	on	ADP
cana-6017	103	4	density	density	NOUN
cana-6017	103	5	parameters	parameter	NOUN
cana-6017	103	6	means	mean	VERB
cana-6017	103	7	that	that	SCONJ
cana-6017	103	8	finding	find	VERB
cana-6017	103	9	a	a	DET
cana-6017	103	10	universal	universal	ADJ
cana-6017	103	11	set	set	NOUN
cana-6017	103	12	of	of	ADP
cana-6017	103	13	parameters	parameter	NOUN
cana-6017	103	14	that	that	PRON
cana-6017	103	15	accurately	accurately	ADV
cana-6017	103	16	captures	capture	VERB
cana-6017	103	17	all	all	DET
cana-6017	103	18	cluster	cluster	NOUN
cana-6017	103	19	shapes	shape	NOUN
cana-6017	103	20	and	and	CCONJ
cana-6017	103	21	densities	density	NOUN
cana-6017	103	22	within	within	ADP
cana-6017	103	23	a	a	DET
cana-6017	103	24	diverse	diverse	ADJ
cana-6017	103	25	student	student	NOUN
cana-6017	103	26	population	population	NOUN
cana-6017	103	27	can	can	AUX
cana-6017	103	28	be	be	AUX
cana-6017	103	29	challenging	challenge	VERB
cana-6017	103	30	,	,	PUNCT
cana-6017	103	31	potentially	potentially	ADV
cana-6017	103	32	leading	lead	VERB
cana-6017	103	33	to	to	ADP
cana-6017	103	34	fragmented	fragmented	ADJ
cana-6017	103	35	or	or	CCONJ
cana-6017	103	36	overly	overly	ADV
cana-6017	103	37	merged	merge	VERB
cana-6017	103	38	clusters	cluster	NOUN
cana-6017	103	39	in	in	ADP
cana-6017	103	40	certain	certain	ADJ
cana-6017	103	41	areas	area	NOUN
cana-6017	103	42	.	.	PUNCT
cana-6017	104	1	lastly	lastly	ADV
cana-6017	104	2	,	,	PUNCT
cana-6017	104	3	the	the	DET
cana-6017	104	4	birch	birch	NOUN
cana-6017	104	5	(	(	PUNCT
cana-6017	104	6	balanced	balanced	ADJ
cana-6017	104	7	iterative	iterative	NOUN
cana-6017	104	8	reducing	reduce	VERB
cana-6017	104	9	and	and	CCONJ
cana-6017	104	10	clustering	clustering	ADJ
cana-6017	104	11	using	use	VERB
cana-6017	104	12	hierarchies	hierarchy	NOUN
cana-6017	104	13	)	)	PUNCT
cana-6017	104	14	algorithm	algorithm	NOUN
cana-6017	104	15	showcased	showcase	VERB
cana-6017	104	16	its	its	PRON
cana-6017	104	17	notable	notable	ADJ
cana-6017	104	18	efficiency	efficiency	NOUN
cana-6017	104	19	,	,	PUNCT
cana-6017	104	20	particularly	particularly	ADV
cana-6017	104	21	advantageous	advantageous	ADJ
cana-6017	104	22	when	when	SCONJ
cana-6017	104	23	dealing	deal	VERB
cana-6017	104	24	with	with	ADP
cana-6017	104	25	exceptionally	exceptionally	ADV
cana-6017	104	26	large	large	ADJ
cana-6017	104	27	educational	educational	ADJ
cana-6017	104	28	datasets	dataset	NOUN
cana-6017	104	29	.	.	PUNCT
cana-6017	105	1	its	its	PRON
cana-6017	105	2	hierarchical	hierarchical	ADJ
cana-6017	105	3	tree	tree	NOUN
cana-6017	105	4	structure	structure	NOUN
cana-6017	105	5	and	and	CCONJ
cana-6017	105	6	compact	compact	ADJ
cana-6017	105	7	summary	summary	NOUN
cana-6017	105	8	representation	representation	NOUN
cana-6017	105	9	allow	allow	VERB
cana-6017	105	10	for	for	ADP
cana-6017	105	11	rapid	rapid	ADJ
cana-6017	105	12	processing	processing	NOUN
cana-6017	105	13	.	.	PUNCT
cana-6017	106	1	while	while	SCONJ
cana-6017	106	2	its	its	PRON
cana-6017	106	3	speed	speed	NOUN
cana-6017	106	4	and	and	CCONJ
cana-6017	106	5	scalability	scalability	NOUN
cana-6017	106	6	are	be	AUX
cana-6017	106	7	undeniable	undeniable	ADJ
cana-6017	106	8	assets	asset	NOUN
cana-6017	106	9	,	,	PUNCT
cana-6017	106	10	the	the	DET
cana-6017	106	11	results	result	NOUN
cana-6017	106	12	indicate	indicate	VERB
cana-6017	106	13	that	that	DET
cana-6017	106	14	birch	birch	NOUN
cana-6017	106	15	might	might	AUX
cana-6017	106	16	not	not	PART
cana-6017	106	17	consistently	consistently	ADV
cana-6017	106	18	yield	yield	VERB
cana-6017	106	19	the	the	DET
cana-6017	106	20	absolute	absolute	ADJ
cana-6017	106	21	most	most	ADV
cana-6017	106	22	accurate	accurate	ADJ
cana-6017	106	23	or	or	CCONJ
cana-6017	106	24	cohesive	cohesive	ADJ
cana-6017	106	25	clusters	cluster	NOUN
cana-6017	106	26	when	when	SCONJ
cana-6017	106	27	compared	compare	VERB
cana-6017	106	28	to	to	ADP
cana-6017	106	29	em	em	PRON
cana-6017	106	30	or	or	CCONJ
cana-6017	106	31	even	even	ADV
cana-6017	106	32	k	k	NOUN
cana-6017	106	33	-	-	PUNCT
cana-6017	106	34	means	mean	NOUN
cana-6017	106	35	,	,	PUNCT
cana-6017	106	36	especially	especially	ADV
cana-6017	106	37	in	in	ADP
cana-6017	106	38	terms	term	NOUN
cana-6017	106	39	of	of	ADP
cana-6017	106	40	internal	internal	ADJ
cana-6017	106	41	cluster	cluster	NOUN
cana-6017	106	42	validity	validity	NOUN
cana-6017	106	43	metrics	metric	NOUN
cana-6017	106	44	like	like	ADP
cana-6017	106	45	the	the	DET
cana-6017	106	46	silhouette	silhouette	NOUN
cana-6017	106	47	coefficient	coefficient	NOUN
cana-6017	106	48	.	.	PUNCT
cana-6017	107	1	this	this	PRON
cana-6017	107	2	could	could	AUX
cana-6017	107	3	be	be	AUX
cana-6017	107	4	attributed	attribute	VERB
cana-6017	107	5	to	to	ADP
cana-6017	107	6	its	its	PRON
cana-6017	107	7	focus	focus	NOUN
cana-6017	107	8	on	on	ADP
cana-6017	107	9	incrementally	incrementally	ADV
cana-6017	107	10	building	build	VERB
cana-6017	107	11	a	a	DET
cana-6017	107	12	cf	cf	NOUN
cana-6017	107	13	-	-	PUNCT
cana-6017	107	14	tree	tree	NOUN
cana-6017	107	15	,	,	PUNCT
cana-6017	107	16	which	which	PRON
cana-6017	107	17	,	,	PUNCT
cana-6017	107	18	while	while	SCONJ
cana-6017	107	19	efficient	efficient	ADJ
cana-6017	107	20	,	,	PUNCT
cana-6017	107	21	may	may	AUX
cana-6017	107	22	sometimes	sometimes	ADV
cana-6017	107	23	generalize	generalize	VERB
cana-6017	107	24	local	local	ADJ
cana-6017	107	25	densities	density	NOUN
cana-6017	107	26	in	in	ADP
cana-6017	107	27	a	a	DET
cana-6017	107	28	way	way	NOUN
cana-6017	107	29	that	that	PRON
cana-6017	107	30	slightly	slightly	ADV
cana-6017	107	31	compromises	compromise	VERB
cana-6017	107	32	the	the	DET
cana-6017	107	33	overall	overall	ADJ
cana-6017	107	34	quality	quality	NOUN
cana-6017	107	35	of	of	ADP
cana-6017	107	36	the	the	DET
cana-6017	107	37	resulting	result	VERB
cana-6017	107	38	clusters	cluster	NOUN
cana-6017	107	39	for	for	ADP
cana-6017	107	40	finer	finer	ADV
cana-6017	107	41	-	-	PUNCT
cana-6017	107	42	grained	grain	VERB
cana-6017	107	43	distinctions	distinction	NOUN
cana-6017	107	44	in	in	ADP
cana-6017	107	45	student	student	NOUN
cana-6017	107	46	performance	performance	NOUN
cana-6017	107	47	.	.	PUNCT
cana-6017	108	1	in	in	ADP
cana-6017	108	2	summary	summary	NOUN
cana-6017	108	3	,	,	PUNCT
cana-6017	108	4	while	while	SCONJ
cana-6017	108	5	all	all	DET
cana-6017	108	6	algorithms	algorithm	NOUN
cana-6017	108	7	offer	offer	VERB
cana-6017	108	8	distinct	distinct	ADJ
cana-6017	108	9	advantages	advantage	NOUN
cana-6017	108	10	,	,	PUNCT
cana-6017	108	11	the	the	DET
cana-6017	108	12	em	em	PROPN
cana-6017	108	13	algorithm	algorithm	NOUN
cana-6017	108	14	appears	appear	VERB
cana-6017	108	15	to	to	PART
cana-6017	108	16	provide	provide	VERB
cana-6017	108	17	the	the	DET
cana-6017	108	18	most	most	ADV
cana-6017	108	19	balanced	balanced	ADJ
cana-6017	108	20	and	and	CCONJ
cana-6017	108	21	superior	superior	ADJ
cana-6017	108	22	performance	performance	NOUN
cana-6017	108	23	for	for	ADP
cana-6017	108	24	student	student	NOUN
cana-6017	108	25	performance	performance	NOUN
cana-6017	108	26	analysis	analysis	NOUN
cana-6017	108	27	in	in	ADP
cana-6017	108	28	this	this	DET
cana-6017	108	29	study	study	NOUN
cana-6017	108	30	,	,	PUNCT
cana-6017	108	31	particularly	particularly	ADV
cana-6017	108	32	where	where	SCONJ
cana-6017	108	33	cluster	cluster	NOUN
cana-6017	108	34	boundaries	boundary	NOUN
cana-6017	108	35	might	might	AUX
cana-6017	108	36	be	be	AUX
cana-6017	108	37	less	less	ADV
cana-6017	108	38	rigid	rigid	ADJ
cana-6017	108	39	.	.	PUNCT
cana-6017	109	1	k	k	X
cana-6017	109	2	-	-	PUNCT
cana-6017	109	3	means	means	NOUN
cana-6017	109	4	remains	remain	VERB
cana-6017	109	5	a	a	DET
cana-6017	109	6	strong	strong	ADJ
cana-6017	109	7	,	,	PUNCT
cana-6017	109	8	efficient	efficient	ADJ
cana-6017	109	9	option	option	NOUN
cana-6017	109	10	when	when	SCONJ
cana-6017	109	11	the	the	DET
cana-6017	109	12	number	number	NOUN
cana-6017	109	13	of	of	ADP
cana-6017	109	14	desired	desire	VERB
cana-6017	109	15	groups	group	NOUN
cana-6017	109	16	is	be	AUX
cana-6017	109	17	known	know	VERB
cana-6017	109	18	.	.	PUNCT
cana-6017	110	1	dbscan	dbscan	NOUN
cana-6017	110	2	excels	excel	NOUN
cana-6017	110	3	in	in	ADP
cana-6017	110	4	outlier	outlier	ADJ
cana-6017	110	5	detection	detection	NOUN
cana-6017	110	6	but	but	CCONJ
cana-6017	110	7	requires	require	VERB
cana-6017	110	8	careful	careful	ADJ
cana-6017	110	9	parameter	parameter	NOUN
cana-6017	110	10	tuning	tune	VERB
cana-6017	110	11	for	for	ADP
cana-6017	110	12	varied	varied	ADJ
cana-6017	110	13	data	datum	NOUN
cana-6017	110	14	densities	density	NOUN
cana-6017	110	15	.	.	PUNCT
cana-6017	111	1	birch	birch	NOUN
cana-6017	111	2	offers	offer	VERB
cana-6017	111	3	scalability	scalability	NOUN
cana-6017	111	4	for	for	ADP
cana-6017	111	5	massive	massive	ADJ
cana-6017	111	6	datasets	dataset	NOUN
cana-6017	111	7	but	but	CCONJ
cana-6017	111	8	might	might	AUX
cana-6017	111	9	trade	trade	VERB
cana-6017	111	10	off	off	ADP
cana-6017	111	11	some	some	DET
cana-6017	111	12	clustering	clustering	ADJ
cana-6017	111	13	accuracy	accuracy	NOUN
cana-6017	111	14	for	for	ADP
cana-6017	111	15	computational	computational	ADJ
cana-6017	111	16	efficiency	efficiency	NOUN
cana-6017	111	17	.	.	PUNCT
cana-6017	112	1	these	these	DET
cana-6017	112	2	insights	insight	NOUN
cana-6017	112	3	are	be	AUX
cana-6017	112	4	crucial	crucial	ADJ
cana-6017	112	5	for	for	ADP
cana-6017	112	6	educators	educator	NOUN
cana-6017	112	7	and	and	CCONJ
cana-6017	112	8	researchers	researcher	NOUN
cana-6017	112	9	in	in	ADP
cana-6017	112	10	making	make	VERB
cana-6017	112	11	informed	informed	ADJ
cana-6017	112	12	decisions	decision	NOUN
cana-6017	112	13	about	about	ADP
cana-6017	112	14	algorithm	algorithm	NOUN
cana-6017	112	15	selection	selection	NOUN
cana-6017	112	16	based	base	VERB
cana-6017	112	17	on	on	ADP
cana-6017	112	18	their	their	PRON
cana-6017	112	19	specific	specific	ADJ
cana-6017	112	20	analytical	analytical	ADJ
cana-6017	112	21	goals	goal	NOUN
cana-6017	112	22	and	and	CCONJ
cana-6017	112	23	the	the	DET
cana-6017	112	24	characteristics	characteristic	NOUN
cana-6017	112	25	of	of	ADP
cana-6017	112	26	their	their	PRON
cana-6017	112	27	educational	educational	ADJ
cana-6017	112	28	data	datum	NOUN
cana-6017	112	29	.	.	PUNCT
cana-6017	113	1	concluding	conclude	VERB
cana-6017	113	2	remarks	remark	NOUN
cana-6017	113	3	and	and	CCONJ
cana-6017	113	4	future	future	ADJ
cana-6017	113	5	outlook	outlook	NOUN
cana-6017	113	6	this	this	DET
cana-6017	113	7	comprehensive	comprehensive	ADJ
cana-6017	113	8	investigation	investigation	NOUN
cana-6017	113	9	successfully	successfully	ADV
cana-6017	113	10	highlights	highlight	VERB
cana-6017	113	11	the	the	DET
cana-6017	113	12	considerable	considerable	ADJ
cana-6017	113	13	utility	utility	NOUN
cana-6017	113	14	of	of	ADP
cana-6017	113	15	diverse	diverse	ADJ
cana-6017	113	16	clustering	clustering	ADJ
cana-6017	113	17	methodologies	methodology	NOUN
cana-6017	113	18	in	in	ADP
cana-6017	113	19	dissecting	dissect	VERB
cana-6017	113	20	and	and	CCONJ
cana-6017	113	21	understanding	understand	VERB
cana-6017	113	22	student	student	NOUN
cana-6017	113	23	performance	performance	NOUN
cana-6017	113	24	data	datum	NOUN
cana-6017	113	25	.	.	PUNCT
cana-6017	114	1	our	our	PRON
cana-6017	114	2	comparative	comparative	ADJ
cana-6017	114	3	analysis	analysis	NOUN
cana-6017	114	4	across	across	ADP
cana-6017	114	5	various	various	ADJ
cana-6017	114	6	well	well	ADV
cana-6017	114	7	-	-	PUNCT
cana-6017	114	8	established	establish	VERB
cana-6017	114	9	algorithms	algorithm	NOUN
cana-6017	114	10	—	—	PUNCT
cana-6017	114	11	namely	namely	ADV
cana-6017	114	12	k	k	ADJ
cana-6017	114	13	-	-	PUNCT
cana-6017	114	14	means	means	ADJ
cana-6017	114	15	,	,	PUNCT
cana-6017	114	16	dbscan	dbscan	NOUN
cana-6017	114	17	,	,	PUNCT
cana-6017	114	18	birch	birch	NOUN
cana-6017	114	19	,	,	PUNCT
cana-6017	114	20	and	and	CCONJ
cana-6017	114	21	expectation	expectation	NOUN
cana-6017	114	22	maximization	maximization	NOUN
cana-6017	114	23	(	(	PUNCT
cana-6017	114	24	em)—has	em)—ha	NOUN
cana-6017	114	25	provided	provide	VERB
cana-6017	114	26	valuable	valuable	ADJ
cana-6017	114	27	insights	insight	NOUN
cana-6017	114	28	into	into	ADP
cana-6017	114	29	communications	communication	NOUN
cana-6017	114	30	on	on	ADP
cana-6017	114	31	applied	apply	VERB
cana-6017	114	32	nonlinear	nonlinear	ADJ
cana-6017	114	33	analysis	analysis	NOUN
cana-6017	114	34	issn	issn	NOUN
cana-6017	114	35	:	:	PUNCT
cana-6017	114	36	1074	1074	NUM
cana-6017	114	37	-	-	PUNCT
cana-6017	114	38	133x	133x	NUM
cana-6017	114	39	vol	vol	NOUN
cana-6017	114	40	32	32	NUM
cana-6017	114	41	no	no	NOUN
cana-6017	114	42	.	.	NOUN
cana-6017	114	43	1	1	NUM
cana-6017	114	44	(	(	PUNCT
cana-6017	114	45	2025	2025	NUM
cana-6017	114	46	)	)	PUNCT
cana-6017	114	47	605	605	NUM
cana-6017	114	48	https://internationalpubls.com	https://internationalpubls.com	X
cana-6017	114	49	their	their	PRON
cana-6017	114	50	respective	respective	ADJ
cana-6017	114	51	strengths	strength	NOUN
cana-6017	114	52	and	and	CCONJ
cana-6017	114	53	limitations	limitation	NOUN
cana-6017	114	54	when	when	SCONJ
cana-6017	114	55	applied	apply	VERB
cana-6017	114	56	within	within	ADP
cana-6017	114	57	the	the	DET
cana-6017	114	58	domain	domain	NOUN
cana-6017	114	59	of	of	ADP
cana-6017	114	60	educational	educational	ADJ
cana-6017	114	61	data	datum	NOUN
cana-6017	114	62	mining	mining	NOUN
cana-6017	114	63	.	.	PUNCT
cana-6017	115	1	the	the	DET
cana-6017	115	2	findings	finding	NOUN
cana-6017	115	3	robustly	robustly	ADV
cana-6017	115	4	support	support	VERB
cana-6017	115	5	the	the	DET
cana-6017	115	6	premise	premise	NOUN
cana-6017	115	7	that	that	SCONJ
cana-6017	115	8	judicious	judicious	ADJ
cana-6017	115	9	application	application	NOUN
cana-6017	115	10	of	of	ADP
cana-6017	115	11	these	these	DET
cana-6017	115	12	unsupervised	unsupervised	ADJ
cana-6017	115	13	learning	learning	NOUN
cana-6017	115	14	techniques	technique	NOUN
cana-6017	115	15	can	can	AUX
cana-6017	115	16	indeed	indeed	ADV
cana-6017	115	17	unlock	unlock	VERB
cana-6017	115	18	deeper	deep	ADJ
cana-6017	115	19	insights	insight	NOUN
cana-6017	115	20	into	into	ADP
cana-6017	115	21	student	student	NOUN
cana-6017	115	22	academic	academic	ADJ
cana-6017	115	23	behaviors	behavior	NOUN
cana-6017	115	24	and	and	CCONJ
cana-6017	115	25	trajectories	trajectory	NOUN
cana-6017	115	26	.	.	PUNCT
cana-6017	116	1	among	among	ADP
cana-6017	116	2	the	the	DET
cana-6017	116	3	algorithms	algorithm	NOUN
cana-6017	116	4	evaluated	evaluate	VERB
cana-6017	116	5	,	,	PUNCT
cana-6017	116	6	the	the	DET
cana-6017	116	7	expectation	expectation	NOUN
cana-6017	116	8	maximization	maximization	NOUN
cana-6017	116	9	(	(	PUNCT
cana-6017	116	10	em	em	PRON
cana-6017	116	11	)	)	PUNCT
cana-6017	116	12	algorithm	algorithm	NOUN
cana-6017	116	13	consistently	consistently	ADV
cana-6017	116	14	emerged	emerge	VERB
cana-6017	116	15	as	as	ADP
cana-6017	116	16	the	the	DET
cana-6017	116	17	most	most	ADV
cana-6017	116	18	robust	robust	ADJ
cana-6017	116	19	performer	performer	NOUN
cana-6017	116	20	in	in	ADP
cana-6017	116	21	this	this	DET
cana-6017	116	22	particular	particular	ADJ
cana-6017	116	23	study	study	NOUN
cana-6017	116	24	,	,	PUNCT
cana-6017	116	25	demonstrating	demonstrate	VERB
cana-6017	116	26	superior	superior	ADJ
cana-6017	116	27	capabilities	capability	NOUN
cana-6017	116	28	across	across	ADP
cana-6017	116	29	key	key	ADJ
cana-6017	116	30	evaluation	evaluation	NOUN
cana-6017	116	31	metrics	metric	NOUN
cana-6017	116	32	such	such	ADJ
cana-6017	116	33	as	as	ADP
cana-6017	116	34	silhouette	silhouette	NOUN
cana-6017	116	35	coefficient	coefficient	NOUN
cana-6017	116	36	,	,	PUNCT
cana-6017	116	37	purity	purity	NOUN
cana-6017	116	38	,	,	PUNCT
cana-6017	116	39	and	and	CCONJ
cana-6017	116	40	normalized	normalize	VERB
cana-6017	116	41	mutual	mutual	ADJ
cana-6017	116	42	information	information	NOUN
cana-6017	116	43	.	.	PUNCT
cana-6017	117	1	this	this	PRON
cana-6017	117	2	indicates	indicate	VERB
cana-6017	117	3	that	that	SCONJ
cana-6017	117	4	em	em	PRON
cana-6017	117	5	,	,	PUNCT
cana-6017	117	6	with	with	ADP
cana-6017	117	7	its	its	PRON
cana-6017	117	8	probabilistic	probabilistic	ADJ
cana-6017	117	9	approach	approach	NOUN
cana-6017	117	10	to	to	ADP
cana-6017	117	11	cluster	cluster	NOUN
cana-6017	117	12	assignment	assignment	NOUN
cana-6017	117	13	,	,	PUNCT
cana-6017	117	14	is	be	AUX
cana-6017	117	15	particularly	particularly	ADV
cana-6017	117	16	well	well	ADV
cana-6017	117	17	-	-	PUNCT
cana-6017	117	18	suited	suited	ADJ
cana-6017	117	19	for	for	ADP
cana-6017	117	20	modeling	model	VERB
cana-6017	117	21	complex	complex	NOUN
cana-6017	117	22	,	,	PUNCT
cana-6017	117	23	potentially	potentially	ADV
cana-6017	117	24	overlapping	overlap	VERB
cana-6017	117	25	student	student	NOUN
cana-6017	117	26	groups	group	NOUN
cana-6017	117	27	,	,	PUNCT
cana-6017	117	28	thereby	thereby	ADV
cana-6017	117	29	offering	offer	VERB
cana-6017	117	30	a	a	DET
cana-6017	117	31	more	more	ADV
cana-6017	117	32	nuanced	nuanced	ADJ
cana-6017	117	33	and	and	CCONJ
cana-6017	117	34	accurate	accurate	ADJ
cana-6017	117	35	representation	representation	NOUN
cana-6017	117	36	of	of	ADP
cana-6017	117	37	underlying	underlie	VERB
cana-6017	117	38	performance	performance	NOUN
cana-6017	117	39	patterns	pattern	NOUN
cana-6017	117	40	.	.	PUNCT
cana-6017	118	1	its	its	PRON
cana-6017	118	2	ability	ability	NOUN
cana-6017	118	3	to	to	PART
cana-6017	118	4	infer	infer	VERB
cana-6017	118	5	soft	soft	ADJ
cana-6017	118	6	assignments	assignment	NOUN
cana-6017	118	7	(	(	PUNCT
cana-6017	118	8	i.e.	i.e.	X
cana-6017	118	9	,	,	PUNCT
cana-6017	118	10	the	the	DET
cana-6017	118	11	probability	probability	NOUN
cana-6017	118	12	that	that	SCONJ
cana-6017	118	13	a	a	DET
cana-6017	118	14	data	data	NOUN
cana-6017	118	15	point	point	NOUN
cana-6017	118	16	belongs	belong	VERB
cana-6017	118	17	to	to	ADP
cana-6017	118	18	each	each	DET
cana-6017	118	19	cluster	cluster	NOUN
cana-6017	118	20	)	)	PUNCT
cana-6017	118	21	can	can	AUX
cana-6017	118	22	be	be	AUX
cana-6017	118	23	especially	especially	ADV
cana-6017	118	24	beneficial	beneficial	ADJ
cana-6017	118	25	in	in	ADP
cana-6017	118	26	educational	educational	ADJ
cana-6017	118	27	contexts	context	NOUN
cana-6017	118	28	where	where	SCONJ
cana-6017	118	29	student	student	NOUN
cana-6017	118	30	characteristics	characteristic	NOUN
cana-6017	118	31	and	and	CCONJ
cana-6017	118	32	performance	performance	NOUN
cana-6017	118	33	may	may	AUX
cana-6017	118	34	not	not	PART
cana-6017	118	35	always	always	ADV
cana-6017	118	36	fall	fall	VERB
cana-6017	118	37	into	into	ADP
cana-6017	118	38	rigidly	rigidly	ADV
cana-6017	118	39	defined	define	VERB
cana-6017	118	40	categories	category	NOUN
cana-6017	118	41	.	.	PUNCT
cana-6017	119	1	therefore	therefore	ADV
cana-6017	119	2	,	,	PUNCT
cana-6017	119	3	for	for	ADP
cana-6017	119	4	researchers	researcher	NOUN
cana-6017	119	5	and	and	CCONJ
cana-6017	119	6	educational	educational	ADJ
cana-6017	119	7	practitioners	practitioner	NOUN
cana-6017	119	8	seeking	seek	VERB
cana-6017	119	9	to	to	PART
cana-6017	119	10	identify	identify	VERB
cana-6017	119	11	highly	highly	ADV
cana-6017	119	12	refined	refined	ADJ
cana-6017	119	13	and	and	CCONJ
cana-6017	119	14	statistically	statistically	ADV
cana-6017	119	15	sound	sound	ADJ
cana-6017	119	16	student	student	NOUN
cana-6017	119	17	cohorts	cohort	NOUN
cana-6017	119	18	,	,	PUNCT
cana-6017	119	19	the	the	DET
cana-6017	119	20	em	em	PROPN
cana-6017	119	21	algorithm	algorithm	NOUN
cana-6017	119	22	stands	stand	VERB
cana-6017	119	23	out	out	ADP
cana-6017	119	24	as	as	ADP
cana-6017	119	25	the	the	DET
cana-6017	119	26	recommended	recommend	VERB
cana-6017	119	27	choice	choice	NOUN
cana-6017	119	28	based	base	VERB
cana-6017	119	29	on	on	ADP
cana-6017	119	30	our	our	PRON
cana-6017	119	31	empirical	empirical	ADJ
cana-6017	119	32	results	result	NOUN
cana-6017	119	33	.	.	PUNCT
cana-6017	120	1	while	while	SCONJ
cana-6017	120	2	em	em	PRON
cana-6017	120	3	demonstrated	demonstrate	VERB
cana-6017	120	4	overall	overall	ADJ
cana-6017	120	5	superiority	superiority	NOUN
cana-6017	120	6	,	,	PUNCT
cana-6017	120	7	the	the	DET
cana-6017	120	8	study	study	NOUN
cana-6017	120	9	also	also	ADV
cana-6017	120	10	affirmed	affirm	VERB
cana-6017	120	11	the	the	DET
cana-6017	120	12	continued	continue	VERB
cana-6017	120	13	relevance	relevance	NOUN
cana-6017	120	14	and	and	CCONJ
cana-6017	120	15	applicability	applicability	NOUN
cana-6017	120	16	of	of	ADP
cana-6017	120	17	other	other	ADJ
cana-6017	120	18	clustering	clustering	ADJ
cana-6017	120	19	techniques	technique	NOUN
cana-6017	120	20	for	for	ADP
cana-6017	120	21	specific	specific	ADJ
cana-6017	120	22	analytical	analytical	ADJ
cana-6017	120	23	objectives	objective	NOUN
cana-6017	120	24	.	.	PUNCT
cana-6017	121	1	the	the	DET
cana-6017	121	2	k	k	NOUN
cana-6017	121	3	-	-	PUNCT
cana-6017	121	4	means	means	NOUN
cana-6017	121	5	algorithm	algorithm	NOUN
cana-6017	121	6	,	,	PUNCT
cana-6017	121	7	despite	despite	SCONJ
cana-6017	121	8	its	its	PRON
cana-6017	121	9	requirement	requirement	NOUN
cana-6017	121	10	for	for	ADP
cana-6017	121	11	pre	pre	VERB
cana-6017	121	12	-	-	ADJ
cana-6017	121	13	specifying	specify	VERB
cana-6017	121	14	the	the	DET
cana-6017	121	15	number	number	NOUN
cana-6017	121	16	of	of	ADP
cana-6017	121	17	clusters	cluster	NOUN
cana-6017	121	18	,	,	PUNCT
cana-6017	121	19	proved	prove	VERB
cana-6017	121	20	to	to	PART
cana-6017	121	21	be	be	AUX
cana-6017	121	22	a	a	DET
cana-6017	121	23	strong	strong	ADJ
cana-6017	121	24	performer	performer	NOUN
cana-6017	121	25	,	,	PUNCT
cana-6017	121	26	offering	offer	VERB
cana-6017	121	27	a	a	DET
cana-6017	121	28	balance	balance	NOUN
cana-6017	121	29	of	of	ADP
cana-6017	121	30	efficiency	efficiency	NOUN
cana-6017	121	31	and	and	CCONJ
cana-6017	121	32	effectiveness	effectiveness	NOUN
cana-6017	121	33	.	.	PUNCT
cana-6017	122	1	it	it	PRON
cana-6017	122	2	remains	remain	VERB
cana-6017	122	3	a	a	DET
cana-6017	122	4	pragmatic	pragmatic	ADJ
cana-6017	122	5	and	and	CCONJ
cana-6017	122	6	easily	easily	ADV
cana-6017	122	7	interpretable	interpretable	ADJ
cana-6017	122	8	option	option	NOUN
cana-6017	122	9	,	,	PUNCT
cana-6017	122	10	particularly	particularly	ADV
cana-6017	122	11	when	when	SCONJ
cana-6017	122	12	there	there	PRON
cana-6017	122	13	is	be	VERB
cana-6017	122	14	prior	prior	ADJ
cana-6017	122	15	domain	domain	NOUN
cana-6017	122	16	knowledge	knowledge	NOUN
cana-6017	122	17	or	or	CCONJ
cana-6017	122	18	clear	clear	ADJ
cana-6017	122	19	hypotheses	hypothesis	NOUN
cana-6017	122	20	about	about	ADP
cana-6017	122	21	the	the	DET
cana-6017	122	22	number	number	NOUN
cana-6017	122	23	of	of	ADP
cana-6017	122	24	distinct	distinct	ADJ
cana-6017	122	25	student	student	NOUN
cana-6017	122	26	groups	group	NOUN
cana-6017	122	27	.	.	PUNCT
cana-6017	123	1	its	its	PRON
cana-6017	123	2	computational	computational	ADJ
cana-6017	123	3	simplicity	simplicity	NOUN
cana-6017	123	4	makes	make	VERB
cana-6017	123	5	it	it	PRON
cana-6017	123	6	an	an	DET
cana-6017	123	7	attractive	attractive	ADJ
cana-6017	123	8	choice	choice	NOUN
cana-6017	123	9	for	for	ADP
cana-6017	123	10	rapid	rapid	ADJ
cana-6017	123	11	exploratory	exploratory	ADJ
cana-6017	123	12	analysis	analysis	NOUN
cana-6017	123	13	or	or	CCONJ
cana-6017	123	14	in	in	ADP
cana-6017	123	15	situations	situation	NOUN
cana-6017	123	16	where	where	SCONJ
cana-6017	123	17	computational	computational	ADJ
cana-6017	123	18	resources	resource	NOUN
cana-6017	123	19	are	be	AUX
cana-6017	123	20	a	a	DET
cana-6017	123	21	constraint	constraint	NOUN
cana-6017	123	22	.	.	PUNCT
cana-6017	124	1	similarly	similarly	ADV
cana-6017	124	2	,	,	PUNCT
cana-6017	124	3	birch	birch	PROPN
cana-6017	124	4	showcased	showcase	VERB
cana-6017	124	5	its	its	PRON
cana-6017	124	6	unique	unique	ADJ
cana-6017	124	7	advantage	advantage	NOUN
cana-6017	124	8	in	in	ADP
cana-6017	124	9	handling	handle	VERB
cana-6017	124	10	exceptionally	exceptionally	ADV
cana-6017	124	11	large	large	ADJ
cana-6017	124	12	datasets	dataset	NOUN
cana-6017	124	13	with	with	ADP
cana-6017	124	14	commendable	commendable	ADJ
cana-6017	124	15	efficiency	efficiency	NOUN
cana-6017	124	16	.	.	PUNCT
cana-6017	125	1	for	for	ADP
cana-6017	125	2	institutions	institution	NOUN
cana-6017	125	3	or	or	CCONJ
cana-6017	125	4	researchers	researcher	NOUN
cana-6017	125	5	dealing	deal	VERB
cana-6017	125	6	with	with	ADP
cana-6017	125	7	vast	vast	ADJ
cana-6017	125	8	quantities	quantity	NOUN
cana-6017	125	9	of	of	ADP
cana-6017	125	10	student	student	NOUN
cana-6017	125	11	data	datum	NOUN
cana-6017	125	12	where	where	SCONJ
cana-6017	125	13	scalability	scalability	NOUN
cana-6017	125	14	is	be	AUX
cana-6017	125	15	a	a	DET
cana-6017	125	16	primary	primary	ADJ
cana-6017	125	17	concern	concern	NOUN
cana-6017	125	18	,	,	PUNCT
cana-6017	125	19	birch	birch	NOUN
cana-6017	125	20	presents	present	VERB
cana-6017	125	21	a	a	DET
cana-6017	125	22	viable	viable	ADJ
cana-6017	125	23	solution	solution	NOUN
cana-6017	125	24	,	,	PUNCT
cana-6017	125	25	even	even	ADV
cana-6017	125	26	if	if	SCONJ
cana-6017	125	27	it	it	PRON
cana-6017	125	28	might	might	AUX
cana-6017	125	29	entail	entail	VERB
cana-6017	125	30	a	a	DET
cana-6017	125	31	slight	slight	ADJ
cana-6017	125	32	trade	trade	NOUN
cana-6017	125	33	-	-	PUNCT
cana-6017	125	34	off	off	NOUN
cana-6017	125	35	in	in	ADP
cana-6017	125	36	the	the	DET
cana-6017	125	37	ultimate	ultimate	ADJ
cana-6017	125	38	precision	precision	NOUN
cana-6017	125	39	of	of	ADP
cana-6017	125	40	cluster	cluster	NOUN
cana-6017	125	41	formation	formation	NOUN
cana-6017	125	42	compared	compare	VERB
cana-6017	125	43	to	to	ADP
cana-6017	125	44	em	em	PRON
cana-6017	125	45	.	.	PUNCT
cana-6017	126	1	dbscan	dbscan	PROPN
cana-6017	126	2	,	,	PUNCT
cana-6017	126	3	while	while	SCONJ
cana-6017	126	4	effective	effective	ADJ
cana-6017	126	5	for	for	ADP
cana-6017	126	6	noise	noise	NOUN
cana-6017	126	7	detection	detection	NOUN
cana-6017	126	8	and	and	CCONJ
cana-6017	126	9	identifying	identify	VERB
cana-6017	126	10	clusters	cluster	NOUN
cana-6017	126	11	of	of	ADP
cana-6017	126	12	varying	vary	VERB
cana-6017	126	13	shapes	shape	NOUN
cana-6017	126	14	,	,	PUNCT
cana-6017	126	15	demonstrated	demonstrate	VERB
cana-6017	126	16	sensitivity	sensitivity	NOUN
cana-6017	126	17	to	to	ADP
cana-6017	126	18	density	density	NOUN
cana-6017	126	19	variations	variation	NOUN
cana-6017	126	20	,	,	PUNCT
cana-6017	126	21	suggesting	suggest	VERB
cana-6017	126	22	its	its	PRON
cana-6017	126	23	best	good	ADJ
cana-6017	126	24	application	application	NOUN
cana-6017	126	25	lies	lie	VERB
cana-6017	126	26	in	in	ADP
cana-6017	126	27	datasets	dataset	NOUN
cana-6017	126	28	where	where	SCONJ
cana-6017	126	29	such	such	ADJ
cana-6017	126	30	density	density	NOUN
cana-6017	126	31	consistency	consistency	NOUN
cana-6017	126	32	can	can	AUX
cana-6017	126	33	be	be	AUX
cana-6017	126	34	assumed	assume	VERB
cana-6017	126	35	or	or	CCONJ
cana-6017	126	36	carefully	carefully	ADV
cana-6017	126	37	managed	manage	VERB
cana-6017	126	38	through	through	ADP
cana-6017	126	39	parameter	parameter	NOUN
cana-6017	126	40	tuning	tuning	NOUN
cana-6017	126	41	.	.	PUNCT
cana-6017	127	1	in	in	ADP
cana-6017	127	2	light	light	NOUN
cana-6017	127	3	of	of	ADP
cana-6017	127	4	these	these	DET
cana-6017	127	5	findings	finding	NOUN
cana-6017	127	6	,	,	PUNCT
cana-6017	127	7	it	it	PRON
cana-6017	127	8	is	be	AUX
cana-6017	127	9	clear	clear	ADJ
cana-6017	127	10	that	that	SCONJ
cana-6017	127	11	the	the	DET
cana-6017	127	12	selection	selection	NOUN
cana-6017	127	13	of	of	ADP
cana-6017	127	14	an	an	DET
cana-6017	127	15	optimal	optimal	ADJ
cana-6017	127	16	clustering	clustering	ADJ
cana-6017	127	17	algorithm	algorithm	NOUN
cana-6017	127	18	is	be	AUX
cana-6017	127	19	not	not	PART
cana-6017	127	20	a	a	DET
cana-6017	127	21	one	one	NUM
cana-6017	127	22	-	-	PUNCT
cana-6017	127	23	size	size	NOUN
cana-6017	127	24	-	-	PUNCT
cana-6017	127	25	fits	fit	VERB
cana-6017	127	26	-	-	PUNCT
cana-6017	127	27	all	all	DET
cana-6017	127	28	decision	decision	NOUN
cana-6017	127	29	but	but	CCONJ
cana-6017	127	30	rather	rather	ADV
cana-6017	127	31	contingent	contingent	NOUN
cana-6017	127	32	on	on	ADP
cana-6017	127	33	the	the	DET
cana-6017	127	34	specific	specific	ADJ
cana-6017	127	35	characteristics	characteristic	NOUN
cana-6017	127	36	of	of	ADP
cana-6017	127	37	the	the	DET
cana-6017	127	38	educational	educational	ADJ
cana-6017	127	39	dataset	dataset	NOUN
cana-6017	127	40	and	and	CCONJ
cana-6017	127	41	the	the	DET
cana-6017	127	42	particular	particular	ADJ
cana-6017	127	43	goals	goal	NOUN
cana-6017	127	44	of	of	ADP
cana-6017	127	45	the	the	DET
cana-6017	127	46	analysis	analysis	NOUN
cana-6017	127	47	.	.	PUNCT
cana-6017	128	1	the	the	DET
cana-6017	128	2	insights	insight	NOUN
cana-6017	128	3	gleaned	glean	VERB
cana-6017	128	4	from	from	ADP
cana-6017	128	5	this	this	DET
cana-6017	128	6	research	research	NOUN
cana-6017	128	7	can	can	AUX
cana-6017	128	8	serve	serve	VERB
cana-6017	128	9	as	as	ADP
cana-6017	128	10	a	a	DET
cana-6017	128	11	valuable	valuable	ADJ
cana-6017	128	12	guide	guide	NOUN
cana-6017	128	13	for	for	ADP
cana-6017	128	14	educators	educator	NOUN
cana-6017	128	15	and	and	CCONJ
cana-6017	128	16	data	datum	NOUN
cana-6017	128	17	scientists	scientist	NOUN
cana-6017	128	18	in	in	ADP
cana-6017	128	19	making	make	VERB
cana-6017	128	20	informed	informed	ADJ
cana-6017	128	21	choices	choice	NOUN
cana-6017	128	22	to	to	PART
cana-6017	128	23	better	well	ADV
cana-6017	128	24	understand	understand	VERB
cana-6017	128	25	student	student	NOUN
cana-6017	128	26	populations	population	NOUN
cana-6017	128	27	,	,	PUNCT
cana-6017	128	28	identify	identify	VERB
cana-6017	128	29	at	at	ADP
cana-6017	128	30	-	-	PUNCT
cana-6017	128	31	risk	risk	NOUN
cana-6017	128	32	learners	learner	NOUN
cana-6017	128	33	,	,	PUNCT
cana-6017	128	34	and	and	CCONJ
cana-6017	128	35	develop	develop	VERB
cana-6017	128	36	more	more	ADV
cana-6017	128	37	personalized	personalized	ADJ
cana-6017	128	38	and	and	CCONJ
cana-6017	128	39	effective	effective	ADJ
cana-6017	128	40	educational	educational	ADJ
cana-6017	128	41	interventions	intervention	NOUN
cana-6017	128	42	.	.	PUNCT
cana-6017	129	1	looking	look	VERB
cana-6017	129	2	ahead	ahead	ADV
cana-6017	129	3	,	,	PUNCT
cana-6017	129	4	the	the	DET
cana-6017	129	5	field	field	NOUN
cana-6017	129	6	of	of	ADP
cana-6017	129	7	educational	educational	ADJ
cana-6017	129	8	data	datum	NOUN
cana-6017	129	9	mining	mining	NOUN
cana-6017	129	10	continues	continue	VERB
cana-6017	129	11	to	to	PART
cana-6017	129	12	evolve	evolve	VERB
cana-6017	129	13	rapidly	rapidly	ADV
cana-6017	129	14	.	.	PUNCT
cana-6017	130	1	future	future	ADJ
cana-6017	130	2	research	research	NOUN
cana-6017	130	3	could	could	AUX
cana-6017	130	4	productively	productively	ADV
cana-6017	130	5	explore	explore	VERB
cana-6017	130	6	the	the	DET
cana-6017	130	7	development	development	NOUN
cana-6017	130	8	and	and	CCONJ
cana-6017	130	9	evaluation	evaluation	NOUN
cana-6017	130	10	of	of	ADP
cana-6017	130	11	hybrid	hybrid	ADJ
cana-6017	130	12	clustering	clustering	NOUN
cana-6017	130	13	approaches	approach	NOUN
cana-6017	130	14	that	that	PRON
cana-6017	130	15	combine	combine	VERB
cana-6017	130	16	the	the	DET
cana-6017	130	17	strengths	strength	NOUN
cana-6017	130	18	of	of	ADP
cana-6017	130	19	multiple	multiple	ADJ
cana-6017	130	20	algorithms	algorithm	NOUN
cana-6017	130	21	—	—	PUNCT
cana-6017	130	22	for	for	ADP
cana-6017	130	23	instance	instance	NOUN
cana-6017	130	24	,	,	PUNCT
cana-6017	130	25	integrating	integrate	VERB
cana-6017	130	26	the	the	DET
cana-6017	130	27	outlier	outlier	ADJ
cana-6017	130	28	detection	detection	NOUN
cana-6017	130	29	capabilities	capability	NOUN
cana-6017	130	30	of	of	ADP
cana-6017	130	31	dbscan	dbscan	NOUN
cana-6017	130	32	with	with	ADP
cana-6017	130	33	the	the	DET
cana-6017	130	34	probabilistic	probabilistic	ADJ
cana-6017	130	35	modeling	modeling	NOUN
cana-6017	130	36	of	of	ADP
cana-6017	130	37	em	em	PRON
cana-6017	130	38	,	,	PUNCT
cana-6017	130	39	or	or	CCONJ
cana-6017	130	40	using	use	VERB
cana-6017	130	41	communications	communication	NOUN
cana-6017	130	42	on	on	ADP
cana-6017	130	43	applied	apply	VERB
cana-6017	130	44	nonlinear	nonlinear	ADJ
cana-6017	130	45	analysis	analysis	NOUN
cana-6017	130	46	issn	issn	NOUN
cana-6017	130	47	:	:	PUNCT
cana-6017	130	48	1074	1074	NUM
cana-6017	130	49	-	-	PUNCT
cana-6017	130	50	133x	133x	NUM
cana-6017	130	51	vol	vol	NOUN
cana-6017	130	52	32	32	NUM
cana-6017	130	53	no	no	NOUN
cana-6017	130	54	.	.	NOUN
cana-6017	130	55	1	1	NUM
cana-6017	130	56	(	(	PUNCT
cana-6017	130	57	2025	2025	NUM
cana-6017	130	58	)	)	PUNCT
cana-6017	130	59	606	606	NUM
cana-6017	130	60	https://internationalpubls.com	https://internationalpubls.com	X
cana-6017	130	61	birch	birch	NOUN
cana-6017	130	62	for	for	ADP
cana-6017	130	63	initial	initial	ADJ
cana-6017	130	64	dimensionality	dimensionality	NOUN
cana-6017	130	65	reduction	reduction	NOUN
cana-6017	130	66	before	before	ADP
cana-6017	130	67	applying	apply	VERB
cana-6017	130	68	other	other	ADJ
cana-6017	130	69	algorithms	algorithm	NOUN
cana-6017	130	70	.	.	PUNCT
cana-6017	131	1	furthermore	furthermore	ADV
cana-6017	131	2	,	,	PUNCT
cana-6017	131	3	incorporating	incorporate	VERB
cana-6017	131	4	a	a	DET
cana-6017	131	5	broader	broad	ADJ
cana-6017	131	6	array	array	NOUN
cana-6017	131	7	of	of	ADP
cana-6017	131	8	student	student	NOUN
cana-6017	131	9	features	feature	NOUN
cana-6017	131	10	,	,	PUNCT
cana-6017	131	11	beyond	beyond	ADP
cana-6017	131	12	traditional	traditional	ADJ
cana-6017	131	13	academic	academic	ADJ
cana-6017	131	14	metrics	metric	NOUN
cana-6017	131	15	,	,	PUNCT
cana-6017	131	16	such	such	ADJ
cana-6017	131	17	as	as	ADP
cana-6017	131	18	psychometric	psychometric	ADJ
cana-6017	131	19	data	datum	NOUN
cana-6017	131	20	,	,	PUNCT
cana-6017	131	21	socio	socio	NOUN
cana-6017	131	22	-	-	PUNCT
cana-6017	131	23	economic	economic	ADJ
cana-6017	131	24	indicators	indicator	NOUN
cana-6017	131	25	,	,	PUNCT
cana-6017	131	26	learning	learn	VERB
cana-6017	131	27	style	style	NOUN
cana-6017	131	28	preferences	preference	NOUN
cana-6017	131	29	,	,	PUNCT
cana-6017	131	30	or	or	CCONJ
cana-6017	131	31	even	even	ADV
cana-6017	131	32	sentiment	sentiment	VERB
cana-6017	131	33	analysis	analysis	NOUN
cana-6017	131	34	from	from	ADP
cana-6017	131	35	student	student	NOUN
cana-6017	131	36	feedback	feedback	NOUN
cana-6017	131	37	,	,	PUNCT
cana-6017	131	38	could	could	AUX
cana-6017	131	39	significantly	significantly	ADV
cana-6017	131	40	enhance	enhance	VERB
cana-6017	131	41	the	the	DET
cana-6017	131	42	richness	richness	NOUN
cana-6017	131	43	and	and	CCONJ
cana-6017	131	44	accuracy	accuracy	NOUN
cana-6017	131	45	of	of	ADP
cana-6017	131	46	clustering	clustering	ADJ
cana-6017	131	47	results	result	NOUN
cana-6017	131	48	,	,	PUNCT
cana-6017	131	49	leading	lead	VERB
cana-6017	131	50	to	to	ADP
cana-6017	131	51	even	even	ADV
cana-6017	131	52	more	more	ADV
cana-6017	131	53	precise	precise	ADJ
cana-6017	131	54	and	and	CCONJ
cana-6017	131	55	actionable	actionable	ADJ
cana-6017	131	56	insights	insight	NOUN
cana-6017	131	57	for	for	ADP
cana-6017	131	58	improving	improve	VERB
cana-6017	131	59	educational	educational	ADJ
cana-6017	131	60	outcomes	outcome	NOUN
cana-6017	131	61	.	.	PUNCT
cana-6017	132	1	references	reference	NOUN
cana-6017	132	2	[	[	X
cana-6017	132	3	1	1	NUM
cana-6017	132	4	]	]	PUNCT
cana-6017	132	5	.	.	PUNCT
cana-6017	133	1	nafuri	nafuri	PROPN
cana-6017	133	2	,	,	PUNCT
cana-6017	133	3	a.	a.	PROPN
cana-6017	133	4	f.	f.	PROPN
cana-6017	133	5	m.	m.	PROPN
cana-6017	133	6	,	,	PUNCT
cana-6017	133	7	sani	sani	PROPN
cana-6017	133	8	,	,	PUNCT
cana-6017	133	9	n.	n.	PROPN
cana-6017	133	10	s.	s.	PROPN
cana-6017	133	11	,	,	PUNCT
cana-6017	133	12	zainudin	zainudin	PROPN
cana-6017	133	13	,	,	PUNCT
cana-6017	133	14	n.	n.	PROPN
cana-6017	133	15	f.	f.	PROPN
cana-6017	133	16	a.	a.	PROPN
cana-6017	133	17	,	,	PUNCT
cana-6017	133	18	rahman	rahman	PROPN
cana-6017	133	19	,	,	PUNCT
cana-6017	133	20	a.	a.	PROPN
cana-6017	133	21	h.	h.	PROPN
cana-6017	133	22	a.	a.	PROPN
cana-6017	133	23	,	,	PUNCT
cana-6017	133	24	&	&	CCONJ
cana-6017	133	25	aliff	aliff	PROPN
cana-6017	133	26	,	,	PUNCT
cana-6017	133	27	m.	m.	NOUN
cana-6017	133	28	(	(	PUNCT
cana-6017	133	29	2022	2022	NUM
cana-6017	133	30	)	)	PUNCT
cana-6017	133	31	.	.	PUNCT
cana-6017	134	1	clustering	cluster	VERB
cana-6017	134	2	analysis	analysis	NOUN
cana-6017	134	3	for	for	ADP
cana-6017	134	4	classifying	classify	VERB
cana-6017	134	5	student	student	NOUN
cana-6017	134	6	academic	academic	ADJ
cana-6017	134	7	performance	performance	NOUN
cana-6017	134	8	in	in	ADP
cana-6017	134	9	higher	high	ADJ
cana-6017	134	10	education	education	NOUN
cana-6017	134	11	.	.	PUNCT
cana-6017	135	1	applied	apply	VERB
cana-6017	135	2	sciences	science	NOUN
cana-6017	135	3	,	,	PUNCT
cana-6017	135	4	12(19	12(19	NUM
cana-6017	135	5	)	)	PUNCT
cana-6017	135	6	,	,	PUNCT
cana-6017	135	7	9467	9467	NUM
cana-6017	135	8	.	.	PUNCT
cana-6017	136	1	[	[	X
cana-6017	136	2	2	2	NUM
cana-6017	136	3	]	]	PUNCT
cana-6017	136	4	.	.	PUNCT
cana-6017	137	1	omar	omar	PROPN
cana-6017	137	2	,	,	PUNCT
cana-6017	137	3	t.	t.	PROPN
cana-6017	137	4	,	,	PUNCT
cana-6017	137	5	alzahrani	alzahrani	PROPN
cana-6017	137	6	,	,	PUNCT
cana-6017	137	7	a.	a.	PROPN
cana-6017	137	8	,	,	PUNCT
cana-6017	137	9	&	&	CCONJ
cana-6017	137	10	zohdy	zohdy	PROPN
cana-6017	137	11	,	,	PUNCT
cana-6017	137	12	m.	m.	NOUN
cana-6017	137	13	(	(	PUNCT
cana-6017	137	14	2020	2020	NUM
cana-6017	137	15	)	)	PUNCT
cana-6017	137	16	.	.	PUNCT
cana-6017	138	1	clustering	cluster	VERB
cana-6017	138	2	approach	approach	NOUN
cana-6017	138	3	for	for	ADP
cana-6017	138	4	analyzing	analyze	VERB
cana-6017	138	5	the	the	DET
cana-6017	138	6	student	student	NOUN
cana-6017	138	7	’s	’s	PART
cana-6017	138	8	efficiency	efficiency	NOUN
cana-6017	138	9	and	and	CCONJ
cana-6017	138	10	performance	performance	NOUN
cana-6017	138	11	based	base	VERB
cana-6017	138	12	on	on	ADP
cana-6017	138	13	data	data	PROPN
cana-6017	138	14	.	.	PUNCT
cana-6017	139	1	journal	journal	PROPN
cana-6017	139	2	of	of	ADP
cana-6017	139	3	data	datum	NOUN
cana-6017	139	4	analysis	analysis	NOUN
cana-6017	139	5	and	and	CCONJ
cana-6017	139	6	information	information	NOUN
cana-6017	139	7	processing	processing	NOUN
cana-6017	139	8	,	,	PUNCT
cana-6017	139	9	8(3	8(3	NUM
cana-6017	139	10	)	)	PUNCT
cana-6017	139	11	,	,	PUNCT
cana-6017	139	12	171	171	NUM
cana-6017	139	13	-	-	SYM
cana-6017	139	14	182	182	NUM
cana-6017	139	15	.	.	PUNCT
cana-6017	140	1	[	[	X
cana-6017	140	2	3	3	NUM
cana-6017	140	3	]	]	PUNCT
cana-6017	140	4	.	.	PUNCT
cana-6017	141	1	govindasamy	govindasamy	NOUN
cana-6017	141	2	,	,	PUNCT
cana-6017	141	3	k.	k.	PROPN
cana-6017	141	4	,	,	PUNCT
cana-6017	141	5	&	&	CCONJ
cana-6017	141	6	velmurugan	velmurugan	PROPN
cana-6017	141	7	,	,	PUNCT
cana-6017	141	8	t.	t.	PROPN
cana-6017	141	9	(	(	PUNCT
cana-6017	141	10	2018	2018	NUM
cana-6017	141	11	)	)	PUNCT
cana-6017	141	12	.	.	PUNCT
cana-6017	142	1	analysis	analysis	NOUN
cana-6017	142	2	of	of	ADP
cana-6017	142	3	student	student	NOUN
cana-6017	142	4	academic	academic	ADJ
cana-6017	142	5	performance	performance	NOUN
cana-6017	142	6	using	use	VERB
cana-6017	142	7	clustering	clustering	ADJ
cana-6017	142	8	techniques	technique	NOUN
cana-6017	142	9	.	.	PUNCT
cana-6017	143	1	international	international	ADJ
cana-6017	143	2	journal	journal	NOUN
cana-6017	143	3	of	of	ADP
cana-6017	143	4	pure	pure	ADJ
cana-6017	143	5	and	and	CCONJ
cana-6017	143	6	applied	applied	ADJ
cana-6017	143	7	mathematics	mathematic	NOUN
cana-6017	143	8	,	,	PUNCT
cana-6017	143	9	119(15	119(15	NUM
cana-6017	143	10	)	)	PUNCT
cana-6017	143	11	,	,	PUNCT
cana-6017	143	12	309	309	NUM
cana-6017	143	13	-	-	SYM
cana-6017	143	14	323	323	NUM
cana-6017	143	15	.	.	PUNCT
cana-6017	144	1	[	[	X
cana-6017	144	2	4	4	NUM
cana-6017	144	3	]	]	PUNCT
cana-6017	144	4	.	.	PUNCT
cana-6017	145	1	borgavakar	borgavakar	PROPN
cana-6017	145	2	,	,	PUNCT
cana-6017	145	3	s.	s.	PROPN
cana-6017	145	4	p.	p.	PROPN
cana-6017	145	5	,	,	PUNCT
cana-6017	145	6	&	&	CCONJ
cana-6017	145	7	shrivastava	shrivastava	PROPN
cana-6017	145	8	,	,	PUNCT
cana-6017	145	9	a.	a.	NOUN
cana-6017	145	10	(	(	PUNCT
cana-6017	145	11	2017	2017	NUM
cana-6017	145	12	)	)	PUNCT
cana-6017	145	13	.	.	PUNCT
cana-6017	146	1	evaluating	evaluate	VERB
cana-6017	146	2	student	student	NOUN
cana-6017	146	3	's	's	PART
cana-6017	146	4	performance	performance	NOUN
cana-6017	146	5	using	use	VERB
cana-6017	146	6	k	k	NOUN
cana-6017	146	7	-	-	PUNCT
cana-6017	146	8	means	mean	VERB
cana-6017	146	9	clustering.international	clustering.international	ADJ
cana-6017	146	10	journal	journal	NOUN
cana-6017	146	11	of	of	ADP
cana-6017	146	12	engineering	engineering	PROPN
cana-6017	146	13	research	research	PROPN
cana-6017	146	14	&	&	CCONJ
cana-6017	146	15	technology	technology	PROPN
cana-6017	146	16	,	,	PUNCT
cana-6017	146	17	6(5	6(5	NUM
cana-6017	146	18	)	)	PUNCT
cana-6017	146	19	,	,	PUNCT
cana-6017	146	20	70	70	NUM
cana-6017	146	21	-	-	SYM
cana-6017	146	22	75	75	NUM
cana-6017	146	23	.	.	PUNCT
cana-6017	147	1	[	[	X
cana-6017	147	2	5	5	NUM
cana-6017	147	3	]	]	PUNCT
cana-6017	147	4	.	.	PUNCT
cana-6017	147	5	defreitas	defreita	NOUN
cana-6017	147	6	,	,	PUNCT
cana-6017	147	7	k.	k.	PROPN
cana-6017	147	8	,	,	PUNCT
cana-6017	147	9	&	&	CCONJ
cana-6017	147	10	bernard	bernard	PROPN
cana-6017	147	11	,	,	PUNCT
cana-6017	147	12	m.	m.	NOUN
cana-6017	147	13	(	(	PUNCT
cana-6017	147	14	2018	2018	NUM
cana-6017	147	15	)	)	PUNCT
cana-6017	147	16	.	.	PUNCT
cana-6017	148	1	comparative	comparative	ADJ
cana-6017	148	2	performance	performance	NOUN
cana-6017	148	3	analysis	analysis	NOUN
cana-6017	148	4	of	of	ADP
cana-6017	148	5	clustering	cluster	VERB
cana-6017	148	6	techniques	technique	NOUN
cana-6017	148	7	in	in	ADP
cana-6017	148	8	educational	educational	ADJ
cana-6017	148	9	data	datum	NOUN
cana-6017	148	10	mining	mining	NOUN
cana-6017	148	11	.	.	PUNCT
cana-6017	149	1	iadis	iadis	PROPN
cana-6017	149	2	international	international	PROPN
cana-6017	149	3	journal	journal	PROPN
cana-6017	149	4	on	on	ADP
cana-6017	149	5	computer	computer	NOUN
cana-6017	149	6	science	science	NOUN
cana-6017	149	7	and	and	CCONJ
cana-6017	149	8	information	information	NOUN
cana-6017	149	9	systems	system	NOUN
cana-6017	149	10	,	,	PUNCT
cana-6017	149	11	13(2	13(2	PROPN
cana-6017	149	12	)	)	PUNCT
cana-6017	149	13	,	,	PUNCT
cana-6017	149	14	205	205	NUM
cana-6017	149	15	-	-	SYM
cana-6017	149	16	218	218	NUM
cana-6017	149	17	.	.	PUNCT
cana-6017	150	1	[	[	X
cana-6017	150	2	6	6	NUM
cana-6017	150	3	]	]	PUNCT
cana-6017	150	4	.	.	PUNCT
cana-6017	151	1	chandrakar	chandrakar	PROPN
cana-6017	151	2	,	,	PUNCT
cana-6017	151	3	h.	h.	PROPN
cana-6017	151	4	,	,	PUNCT
cana-6017	151	5	&	&	CCONJ
cana-6017	151	6	shrivas	shrivas	PROPN
cana-6017	151	7	,	,	PUNCT
cana-6017	151	8	a.	a.	PROPN
cana-6017	151	9	k.	k.	PROPN
cana-6017	151	10	(	(	PUNCT
cana-6017	151	11	2019	2019	NUM
cana-6017	151	12	)	)	PUNCT
cana-6017	151	13	.	.	PUNCT
cana-6017	152	1	comparative	comparative	ADJ
cana-6017	152	2	analysis	analysis	NOUN
cana-6017	152	3	of	of	ADP
cana-6017	152	4	clustering	clustering	ADJ
cana-6017	152	5	approach	approach	NOUN
cana-6017	152	6	for	for	ADP
cana-6017	152	7	academic	academic	ADJ
cana-6017	152	8	performance	performance	NOUN
cana-6017	152	9	of	of	ADP
cana-6017	152	10	student	student	NOUN
cana-6017	152	11	.	.	PUNCT
cana-6017	153	1	international	international	ADJ
cana-6017	153	2	journal	journal	PROPN
cana-6017	153	3	of	of	ADP
cana-6017	153	4	research	research	NOUN
cana-6017	153	5	and	and	CCONJ
cana-6017	153	6	analytical	analytical	ADJ
cana-6017	153	7	reviews	review	NOUN
cana-6017	153	8	,	,	PUNCT
cana-6017	153	9	6(1	6(1	NUM
cana-6017	153	10	)	)	PUNCT
cana-6017	153	11	,	,	PUNCT
cana-6017	153	12	907	907	NUM
cana-6017	153	13	-	-	SYM
cana-6017	153	14	914	914	NUM
cana-6017	153	15	.	.	PUNCT
cana-6017	154	1	[	[	X
cana-6017	154	2	7	7	NUM
cana-6017	154	3	]	]	PUNCT
cana-6017	154	4	.	.	PUNCT
cana-6017	154	5	yang	yang	PROPN
cana-6017	154	6	,	,	PUNCT
cana-6017	154	7	b.	b.	PROPN
cana-6017	154	8	,	,	PUNCT
cana-6017	154	9	&	&	CCONJ
cana-6017	154	10	raval	raval	NOUN
cana-6017	154	11	,	,	PUNCT
cana-6017	154	12	u.	u.	PROPN
cana-6017	154	13	(	(	PUNCT
cana-6017	154	14	2018	2018	NUM
cana-6017	154	15	)	)	PUNCT
cana-6017	154	16	.	.	PUNCT
cana-6017	155	1	improving	improve	VERB
cana-6017	155	2	the	the	DET
cana-6017	155	3	accuracy	accuracy	NOUN
cana-6017	155	4	and	and	CCONJ
cana-6017	155	5	efficiency	efficiency	NOUN
cana-6017	155	6	of	of	ADP
cana-6017	155	7	the	the	DET
cana-6017	155	8	k	k	NOUN
cana-6017	155	9	-	-	PUNCT
cana-6017	155	10	means	mean	VERB
cana-6017	155	11	clustering	clustering	ADJ
cana-6017	155	12	algorithm	algorithm	NOUN
cana-6017	155	13	.	.	PUNCT
cana-6017	156	1	journal	journal	PROPN
cana-6017	156	2	of	of	ADP
cana-6017	156	3	data	datum	NOUN
cana-6017	156	4	mining	mining	NOUN
cana-6017	156	5	and	and	CCONJ
cana-6017	156	6	knowledge	knowledge	NOUN
cana-6017	156	7	discovery	discovery	NOUN
cana-6017	156	8	,	,	PUNCT
cana-6017	156	9	12(3	12(3	NUM
cana-6017	156	10	)	)	PUNCT
cana-6017	156	11	,	,	PUNCT
cana-6017	156	12	4558	4558	NUM
cana-6017	156	13	.	.	PUNCT
cana-6017	157	1	[	[	X
cana-6017	157	2	8	8	NUM
cana-6017	157	3	]	]	PUNCT
cana-6017	157	4	.	.	PUNCT
cana-6017	158	1	romero	romero	PROPN
cana-6017	158	2	,	,	PUNCT
cana-6017	158	3	c.	c.	PROPN
cana-6017	158	4	,	,	PUNCT
cana-6017	158	5	&	&	CCONJ
cana-6017	158	6	ventura	ventura	PROPN
cana-6017	158	7	,	,	PUNCT
cana-6017	158	8	s.	s.	PROPN
cana-6017	158	9	(	(	PUNCT
cana-6017	158	10	2007	2007	NUM
cana-6017	158	11	)	)	PUNCT
cana-6017	158	12	.	.	PUNCT
cana-6017	159	1	educational	educational	ADJ
cana-6017	159	2	data	datum	NOUN
cana-6017	159	3	mining	mining	NOUN
cana-6017	159	4	:	:	PUNCT
cana-6017	159	5	a	a	DET
cana-6017	159	6	review	review	NOUN
cana-6017	159	7	of	of	ADP
cana-6017	159	8	the	the	DET
cana-6017	159	9	state	state	NOUN
cana-6017	159	10	of	of	ADP
cana-6017	159	11	the	the	DET
cana-6017	159	12	art	art	NOUN
cana-6017	159	13	.	.	PUNCT
cana-6017	160	1	ieee	ieee	NOUN
cana-6017	160	2	transactions	transaction	NOUN
cana-6017	160	3	on	on	ADP
cana-6017	160	4	systems	system	NOUN
cana-6017	160	5	,	,	PUNCT
cana-6017	160	6	man	man	NOUN
cana-6017	160	7	,	,	PUNCT
cana-6017	160	8	and	and	CCONJ
cana-6017	160	9	cybernetics	cybernetic	NOUN
cana-6017	160	10	,	,	PUNCT
cana-6017	160	11	37(6	37(6	NUM
cana-6017	160	12	)	)	PUNCT
cana-6017	160	13	,	,	PUNCT
cana-6017	160	14	601	601	NUM
cana-6017	160	15	-	-	SYM
cana-6017	160	16	618	618	NUM
cana-6017	160	17	.	.	PUNCT
cana-6017	161	1	[	[	X
cana-6017	161	2	9	9	NUM
cana-6017	161	3	]	]	PUNCT
cana-6017	161	4	.	.	PUNCT
cana-6017	162	1	baker	baker	PROPN
cana-6017	162	2	,	,	PUNCT
cana-6017	162	3	r.	r.	PROPN
cana-6017	162	4	s.	s.	PROPN
cana-6017	162	5	j.	j.	PROPN
cana-6017	162	6	d.	d.	PROPN
cana-6017	162	7	,	,	PUNCT
cana-6017	162	8	&	&	CCONJ
cana-6017	162	9	yacef	yacef	PROPN
cana-6017	162	10	,	,	PUNCT
cana-6017	162	11	k.	k.	PROPN
cana-6017	162	12	(	(	PUNCT
cana-6017	162	13	2009	2009	NUM
cana-6017	162	14	)	)	PUNCT
cana-6017	162	15	.	.	PUNCT
cana-6017	163	1	the	the	DET
cana-6017	163	2	state	state	NOUN
cana-6017	163	3	of	of	ADP
cana-6017	163	4	educational	educational	ADJ
cana-6017	163	5	data	datum	NOUN
cana-6017	163	6	mining	mining	NOUN
cana-6017	163	7	in	in	ADP
cana-6017	163	8	2009	2009	NUM
cana-6017	163	9	:	:	PUNCT
cana-6017	163	10	a	a	DET
cana-6017	163	11	review	review	NOUN
cana-6017	163	12	and	and	CCONJ
cana-6017	163	13	future	future	ADJ
cana-6017	163	14	visions	vision	NOUN
cana-6017	163	15	.	.	PUNCT
cana-6017	164	1	journal	journal	NOUN
cana-6017	164	2	of	of	ADP
cana-6017	164	3	educational	educational	ADJ
cana-6017	164	4	data	datum	NOUN
cana-6017	164	5	mining	mining	NOUN
cana-6017	164	6	,	,	PUNCT
cana-6017	164	7	1(1	1(1	NUM
cana-6017	164	8	)	)	PUNCT
cana-6017	164	9	,	,	PUNCT
cana-6017	164	10	3	3	NUM
cana-6017	164	11	-	-	SYM
cana-6017	164	12	17	17	NUM
cana-6017	164	13	.	.	PUNCT
cana-6017	165	1	[	[	X
cana-6017	165	2	10	10	NUM
cana-6017	165	3	]	]	PUNCT
cana-6017	165	4	.	.	PUNCT
cana-6017	166	1	pahl	pahl	PROPN
cana-6017	166	2	,	,	PUNCT
cana-6017	166	3	c.	c.	PROPN
cana-6017	166	4	,	,	PUNCT
cana-6017	166	5	&	&	CCONJ
cana-6017	166	6	donnellan	donnellan	PROPN
cana-6017	166	7	,	,	PUNCT
cana-6017	166	8	d.	d.	PROPN
cana-6017	166	9	(	(	PUNCT
cana-6017	166	10	2002	2002	NUM
cana-6017	166	11	)	)	PUNCT
cana-6017	166	12	.	.	PUNCT
cana-6017	167	1	data	datum	NOUN
cana-6017	167	2	mining	mining	NOUN
cana-6017	167	3	technology	technology	NOUN
cana-6017	167	4	for	for	ADP
cana-6017	167	5	the	the	DET
cana-6017	167	6	evaluation	evaluation	NOUN
cana-6017	167	7	of	of	ADP
cana-6017	167	8	web	web	NOUN
cana-6017	167	9	-	-	PUNCT
cana-6017	167	10	based	base	VERB
cana-6017	167	11	teaching	teaching	NOUN
cana-6017	167	12	and	and	CCONJ
cana-6017	167	13	learning	learn	VERB
cana-6017	167	14	systems	system	NOUN
cana-6017	167	15	.	.	PUNCT
cana-6017	168	1	journal	journal	NOUN
cana-6017	168	2	of	of	ADP
cana-6017	168	3	information	information	NOUN
cana-6017	168	4	technology	technology	NOUN
cana-6017	168	5	education	education	NOUN
cana-6017	168	6	,	,	PUNCT
cana-6017	168	7	1(1	1(1	NUM
cana-6017	168	8	)	)	PUNCT
cana-6017	168	9	,	,	PUNCT
cana-6017	168	10	1	1	NUM
cana-6017	168	11	-	-	SYM
cana-6017	168	12	14	14	NUM
cana-6017	168	13	.	.	PUNCT