id	sid	tid	token	lemma	pos
cana-999	1	1	communications	communication	NOUN
cana-999	1	2	on	on	ADP
cana-999	1	3	applied	apply	VERB
cana-999	1	4	nonlinear	nonlinear	ADJ
cana-999	1	5	analysis	analysis	NOUN
cana-999	1	6	issn	issn	NOUN
cana-999	1	7	:	:	PUNCT
cana-999	1	8	1074	1074	NUM
cana-999	1	9	-	-	PUNCT
cana-999	1	10	133x	133x	NUM
cana-999	1	11	vol	vol	NOUN
cana-999	1	12	31	31	NUM
cana-999	1	13	no	no	NOUN
cana-999	1	14	.	.	PUNCT
cana-999	2	1	5s	5s	NUM
cana-999	2	2	(	(	PUNCT
cana-999	2	3	2024	2024	NUM
cana-999	2	4	)	)	PUNCT
cana-999	2	5	57	57	NUM
cana-999	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-999	2	7	a	a	DET
cana-999	2	8	study	study	NOUN
cana-999	2	9	on	on	ADP
cana-999	2	10	customer	customer	NOUN
cana-999	2	11	segmentation	segmentation	NOUN
cana-999	2	12	for	for	ADP
cana-999	2	13	banking	banking	NOUN
cana-999	2	14	sector	sector	NOUN
cana-999	2	15	through	through	ADP
cana-999	2	16	cluster	cluster	NOUN
cana-999	2	17	analysis	analysis	NOUN
cana-999	2	18	:	:	PUNCT
cana-999	2	19	ethical	ethical	ADJ
cana-999	2	20	implications	implication	NOUN
cana-999	2	21	dr	dr	PROPN
cana-999	2	22	.	.	PROPN
cana-999	2	23	l.	l.	PROPN
cana-999	2	24	kuladeep	kuladeep	PROPN
cana-999	2	25	kumar1	kumar1	PROPN
cana-999	2	26	,	,	PUNCT
cana-999	2	27	dr	dr	PROPN
cana-999	2	28	.	.	PROPN
cana-999	2	29	d.venkatesh2	d.venkatesh2	ADJ
cana-999	2	30	,	,	PUNCT
cana-999	2	31	dr.j	dr.j	NOUN
cana-999	2	32	.	.	PUNCT
cana-999	3	1	katyayani3	katyayani3	PROPN
cana-999	3	2	,	,	PUNCT
cana-999	3	3	dr.sreenivasulu	dr.sreenivasulu	PROPN
cana-999	3	4	sunkara4	sunkara4	PROPN
cana-999	3	5	,	,	PUNCT
cana-999	3	6	dr	dr	PROPN
cana-999	3	7	.	.	PROPN
cana-999	3	8	gowthami	gowthami	PROPN
cana-999	3	9	.	.	PUNCT
cana-999	4	1	k5	k5	PROPN
cana-999	4	2	1associate	1associate	NUM
cana-999	4	3	professor	professor	NOUN
cana-999	4	4	,	,	PUNCT
cana-999	4	5	school	school	NOUN
cana-999	4	6	of	of	ADP
cana-999	4	7	commerce	commerce	NOUN
cana-999	4	8	and	and	CCONJ
cana-999	4	9	management	management	NOUN
cana-999	4	10	,	,	PUNCT
cana-999	4	11	mohan	mohan	PROPN
cana-999	4	12	babu	babu	PROPN
cana-999	4	13	university	university	PROPN
cana-999	4	14	,	,	PUNCT
cana-999	4	15	kuladeep79@gmail.com	kuladeep79@gmail.com	PROPN
cana-999	5	1	2assistant	2assistant	PROPN
cana-999	5	2	professor	professor	NOUN
cana-999	5	3	,	,	PUNCT
cana-999	5	4	school	school	NOUN
cana-999	5	5	of	of	ADP
cana-999	5	6	commerce	commerce	NOUN
cana-999	5	7	and	and	CCONJ
cana-999	5	8	management	management	NOUN
cana-999	5	9	,	,	PUNCT
cana-999	5	10	mohan	mohan	PROPN
cana-999	5	11	babu	babu	PROPN
cana-999	5	12	university	university	PROPN
cana-999	5	13	,	,	PUNCT
cana-999	5	14	drduvvuri1112@gmail.com	drduvvuri1112@gmail.com	X
cana-999	6	1	3b.tech	3b.tech	NUM
cana-999	6	2	.	.	NOUN
cana-999	6	3	,	,	PUNCT
cana-999	6	4	mba	mba	PROPN
cana-999	6	5	.	.	PUNCT
cana-999	6	6	,ph.d	,ph.d	PROPN
cana-999	6	7	.	.	PROPN
cana-999	6	8	,	,	PUNCT
cana-999	6	9	m.tech	m.tech	NOUN
cana-999	6	10	,	,	PUNCT
cana-999	6	11	professor	professor	NOUN
cana-999	6	12	,	,	PUNCT
cana-999	6	13	department	department	NOUN
cana-999	6	14	of	of	ADP
cana-999	6	15	business	business	NOUN
cana-999	6	16	management	management	NOUN
cana-999	6	17	,	,	PUNCT
cana-999	6	18	sri	sri	PROPN
cana-999	6	19	padmavathi	padmavathi	PROPN
cana-999	6	20	mahila	mahila	PROPN
cana-999	6	21	vishwavidyalaya	vishwavidyalaya	PROPN
cana-999	6	22	-	-	PUNCT
cana-999	6	23	tirupati	tirupati	PROPN
cana-999	6	24	-	-	PUNCT
cana-999	6	25	ap	ap	PROPN
cana-999	6	26	,	,	PUNCT
cana-999	6	27	india	india	PROPN
cana-999	6	28	,	,	PUNCT
cana-999	6	29	email	email	NOUN
cana-999	6	30	i	i	PROPN
cana-999	6	31	d	d	PROPN
cana-999	6	32	:	:	PUNCT
cana-999	7	1	jkatyayani@gmail.com	jkatyayani@gmail.com	X
cana-999	7	2	4assistant	4assistant	NUM
cana-999	7	3	professor	professor	NOUN
cana-999	7	4	,	,	PUNCT
cana-999	7	5	dept	dept	NOUN
cana-999	7	6	.	.	PROPN
cana-999	7	7	of	of	ADP
cana-999	7	8	master	master	PROPN
cana-999	7	9	of	of	ADP
cana-999	7	10	business	business	PROPN
cana-999	7	11	administration	administration	PROPN
cana-999	7	12	,	,	PUNCT
cana-999	7	13	the	the	DET
cana-999	7	14	oxford	oxford	PROPN
cana-999	7	15	college	college	PROPN
cana-999	7	16	of	of	ADP
cana-999	7	17	engineering	engineering	NOUN
cana-999	7	18	,	,	PUNCT
cana-999	7	19	bangalore	bangalore	NOUN
cana-999	7	20	5technical	5technical	NUM
cana-999	7	21	facility	facility	NOUN
cana-999	7	22	manager	manager	NOUN
cana-999	7	23	,	,	PUNCT
cana-999	7	24	kjr	kjr	PROPN
cana-999	7	25	bio	bio	PROPN
cana-999	7	26	-	-	PROPN
cana-999	7	27	science	science	PROPN
cana-999	7	28	pvt	pvt	PROPN
cana-999	7	29	.	.	PROPN
cana-999	7	30	ltd	ltd	PROPN
cana-999	7	31	,	,	PUNCT
cana-999	7	32	tirupati	tirupati	PROPN
cana-999	7	33	article	article	NOUN
cana-999	7	34	history	history	NOUN
cana-999	7	35	:	:	PUNCT
cana-999	7	36	received	receive	VERB
cana-999	7	37	:	:	PUNCT
cana-999	7	38	29	29	NUM
cana-999	7	39	-	-	PUNCT
cana-999	7	40	04	04	NUM
cana-999	7	41	-	-	PUNCT
cana-999	7	42	2024	2024	NUM
cana-999	7	43	revised	revise	VERB
cana-999	7	44	:	:	PUNCT
cana-999	7	45	10	10	NUM
cana-999	7	46	-	-	SYM
cana-999	7	47	06	06	NUM
cana-999	7	48	-	-	PUNCT
cana-999	7	49	2024	2024	NUM
cana-999	7	50	accepted	accept	VERB
cana-999	7	51	:	:	PUNCT
cana-999	7	52	28	28	NUM
cana-999	7	53	-	-	SYM
cana-999	7	54	06	06	NUM
cana-999	7	55	-	-	PUNCT
cana-999	7	56	2024	2024	NUM
cana-999	7	57	abstract	abstract	NOUN
cana-999	7	58	:	:	PUNCT
cana-999	7	59	the	the	DET
cana-999	7	60	banking	banking	NOUN
cana-999	7	61	industry	industry	NOUN
cana-999	7	62	,	,	PUNCT
cana-999	7	63	inherently	inherently	ADV
cana-999	7	64	customer	customer	NOUN
cana-999	7	65	-	-	PUNCT
cana-999	7	66	focused	focused	ADJ
cana-999	7	67	,	,	PUNCT
cana-999	7	68	relies	rely	VERB
cana-999	7	69	on	on	ADP
cana-999	7	70	understanding	understanding	NOUN
cana-999	7	71	and	and	CCONJ
cana-999	7	72	fulfilling	fulfil	VERB
cana-999	7	73	the	the	DET
cana-999	7	74	diverse	diverse	ADJ
cana-999	7	75	needs	need	NOUN
cana-999	7	76	of	of	ADP
cana-999	7	77	its	its	PRON
cana-999	7	78	clientele	clientele	NOUN
cana-999	7	79	for	for	ADP
cana-999	7	80	success	success	NOUN
cana-999	7	81	.	.	PUNCT
cana-999	8	1	customization	customization	NOUN
cana-999	8	2	of	of	ADP
cana-999	8	3	offerings	offering	NOUN
cana-999	8	4	is	be	AUX
cana-999	8	5	crucial	crucial	ADJ
cana-999	8	6	for	for	ADP
cana-999	8	7	banks	bank	NOUN
cana-999	8	8	serving	serve	VERB
cana-999	8	9	individuals	individual	NOUN
cana-999	8	10	,	,	PUNCT
cana-999	8	11	families	family	NOUN
cana-999	8	12	,	,	PUNCT
cana-999	8	13	or	or	CCONJ
cana-999	8	14	businesses	business	NOUN
cana-999	8	15	across	across	ADP
cana-999	8	16	various	various	ADJ
cana-999	8	17	financial	financial	ADJ
cana-999	8	18	stages	stage	NOUN
cana-999	8	19	.	.	PUNCT
cana-999	9	1	client	client	NOUN
cana-999	9	2	segmentation	segmentation	NOUN
cana-999	9	3	stands	stand	VERB
cana-999	9	4	out	out	ADP
cana-999	9	5	as	as	ADP
cana-999	9	6	a	a	DET
cana-999	9	7	primary	primary	ADJ
cana-999	9	8	strategy	strategy	NOUN
cana-999	9	9	in	in	ADP
cana-999	9	10	achieving	achieve	VERB
cana-999	9	11	this	this	DET
cana-999	9	12	customization	customization	NOUN
cana-999	9	13	.	.	PUNCT
cana-999	10	1	by	by	ADP
cana-999	10	2	categorizing	categorize	VERB
cana-999	10	3	customers	customer	NOUN
cana-999	10	4	based	base	VERB
cana-999	10	5	on	on	ADP
cana-999	10	6	shared	shared	ADJ
cana-999	10	7	characteristics	characteristic	NOUN
cana-999	10	8	,	,	PUNCT
cana-999	10	9	banks	bank	NOUN
cana-999	10	10	can	can	AUX
cana-999	10	11	deploy	deploy	VERB
cana-999	10	12	targeted	target	VERB
cana-999	10	13	marketing	marketing	NOUN
cana-999	10	14	efforts	effort	NOUN
cana-999	10	15	,	,	PUNCT
cana-999	10	16	allocate	allocate	VERB
cana-999	10	17	resources	resource	NOUN
cana-999	10	18	efficiently	efficiently	ADV
cana-999	10	19	,	,	PUNCT
cana-999	10	20	and	and	CCONJ
cana-999	10	21	deliver	deliver	VERB
cana-999	10	22	tailored	tailor	VERB
cana-999	10	23	banking	banking	NOUN
cana-999	10	24	experiences	experience	NOUN
cana-999	10	25	.	.	PUNCT
cana-999	11	1	in	in	ADP
cana-999	11	2	the	the	DET
cana-999	11	3	contemporary	contemporary	ADJ
cana-999	11	4	banking	banking	NOUN
cana-999	11	5	landscape	landscape	NOUN
cana-999	11	6	,	,	PUNCT
cana-999	11	7	where	where	SCONJ
cana-999	11	8	vast	vast	ADJ
cana-999	11	9	amounts	amount	NOUN
cana-999	11	10	of	of	ADP
cana-999	11	11	data	datum	NOUN
cana-999	11	12	are	be	AUX
cana-999	11	13	generated	generate	VERB
cana-999	11	14	daily	daily	ADV
cana-999	11	15	,	,	PUNCT
cana-999	11	16	thorough	thorough	ADJ
cana-999	11	17	analysis	analysis	NOUN
cana-999	11	18	is	be	AUX
cana-999	11	19	indispensable	indispensable	ADJ
cana-999	11	20	.	.	PUNCT
cana-999	12	1	customized	customize	VERB
cana-999	12	2	business	business	NOUN
cana-999	12	3	strategies	strategy	NOUN
cana-999	12	4	have	have	AUX
cana-999	12	5	become	become	VERB
cana-999	12	6	increasingly	increasingly	ADV
cana-999	12	7	vital	vital	ADJ
cana-999	12	8	amidst	amidst	ADP
cana-999	12	9	intensifying	intensify	VERB
cana-999	12	10	industry	industry	NOUN
cana-999	12	11	competition	competition	NOUN
cana-999	12	12	.	.	PUNCT
cana-999	13	1	customer	customer	NOUN
cana-999	13	2	segmentation	segmentation	NOUN
cana-999	13	3	serves	serve	VERB
cana-999	13	4	as	as	ADP
cana-999	13	5	a	a	DET
cana-999	13	6	pivotal	pivotal	ADJ
cana-999	13	7	aspect	aspect	NOUN
cana-999	13	8	of	of	ADP
cana-999	13	9	market	market	NOUN
cana-999	13	10	research	research	NOUN
cana-999	13	11	,	,	PUNCT
cana-999	13	12	facilitating	facilitate	VERB
cana-999	13	13	the	the	DET
cana-999	13	14	grouping	grouping	NOUN
cana-999	13	15	of	of	ADP
cana-999	13	16	customers	customer	NOUN
cana-999	13	17	based	base	VERB
cana-999	13	18	on	on	ADP
cana-999	13	19	common	common	ADJ
cana-999	13	20	characteristics	characteristic	NOUN
cana-999	13	21	and	and	CCONJ
cana-999	13	22	behaviors	behavior	NOUN
cana-999	13	23	.	.	PUNCT
cana-999	14	1	this	this	DET
cana-999	14	2	segmentation	segmentation	NOUN
cana-999	14	3	enables	enable	VERB
cana-999	14	4	banks	bank	NOUN
cana-999	14	5	to	to	PART
cana-999	14	6	tailor	tailor	VERB
cana-999	14	7	marketing	marketing	NOUN
cana-999	14	8	campaigns	campaign	NOUN
cana-999	14	9	to	to	PART
cana-999	14	10	suit	suit	VERB
cana-999	14	11	the	the	DET
cana-999	14	12	distinct	distinct	ADJ
cana-999	14	13	requirements	requirement	NOUN
cana-999	14	14	and	and	CCONJ
cana-999	14	15	preferences	preference	NOUN
cana-999	14	16	of	of	ADP
cana-999	14	17	each	each	DET
cana-999	14	18	segment	segment	NOUN
cana-999	14	19	.	.	PUNCT
cana-999	15	1	this	this	DET
cana-999	15	2	study	study	NOUN
cana-999	15	3	focuses	focus	VERB
cana-999	15	4	on	on	ADP
cana-999	15	5	employing	employ	VERB
cana-999	15	6	cluster	cluster	NOUN
cana-999	15	7	analysis	analysis	NOUN
cana-999	15	8	,	,	PUNCT
cana-999	15	9	a	a	DET
cana-999	15	10	statistical	statistical	ADJ
cana-999	15	11	technique	technique	NOUN
cana-999	15	12	for	for	ADP
cana-999	15	13	organizing	organize	VERB
cana-999	15	14	data	datum	NOUN
cana-999	15	15	points	point	NOUN
cana-999	15	16	,	,	PUNCT
cana-999	15	17	to	to	PART
cana-999	15	18	achieve	achieve	VERB
cana-999	15	19	efficient	efficient	ADJ
cana-999	15	20	client	client	NOUN
cana-999	15	21	segmentation	segmentation	NOUN
cana-999	15	22	in	in	ADP
cana-999	15	23	the	the	DET
cana-999	15	24	banking	banking	NOUN
cana-999	15	25	sector	sector	NOUN
cana-999	15	26	.	.	PUNCT
cana-999	16	1	specifically	specifically	ADV
cana-999	16	2	,	,	PUNCT
cana-999	16	3	we	we	PRON
cana-999	16	4	utilize	utilize	VERB
cana-999	16	5	the	the	DET
cana-999	16	6	k	k	PROPN
cana-999	16	7	-	-	PUNCT
cana-999	16	8	means	means	NOUN
cana-999	16	9	algorithm	algorithm	NOUN
cana-999	16	10	,	,	PUNCT
cana-999	16	11	a	a	DET
cana-999	16	12	popular	popular	ADJ
cana-999	16	13	clustering	clustering	NOUN
cana-999	16	14	method	method	NOUN
cana-999	16	15	,	,	PUNCT
cana-999	16	16	to	to	PART
cana-999	16	17	categorize	categorize	VERB
cana-999	16	18	clientele	clientele	NOUN
cana-999	16	19	into	into	ADP
cana-999	16	20	discrete	discrete	ADJ
cana-999	16	21	groups	group	NOUN
cana-999	16	22	based	base	VERB
cana-999	16	23	on	on	ADP
cana-999	16	24	transaction	transaction	NOUN
cana-999	16	25	history	history	NOUN
cana-999	16	26	,	,	PUNCT
cana-999	16	27	banking	banking	NOUN
cana-999	16	28	preferences	preference	NOUN
cana-999	16	29	,	,	PUNCT
cana-999	16	30	and	and	CCONJ
cana-999	16	31	demographic	demographic	ADJ
cana-999	16	32	data	datum	NOUN
cana-999	16	33	.	.	PUNCT
cana-999	17	1	to	to	PART
cana-999	17	2	ensure	ensure	VERB
cana-999	17	3	the	the	DET
cana-999	17	4	accuracy	accuracy	NOUN
cana-999	17	5	and	and	CCONJ
cana-999	17	6	robustness	robustness	NOUN
cana-999	17	7	of	of	ADP
cana-999	17	8	our	our	PRON
cana-999	17	9	segmentation	segmentation	NOUN
cana-999	17	10	methodology	methodology	NOUN
cana-999	17	11	,	,	PUNCT
cana-999	17	12	sophisticated	sophisticated	ADJ
cana-999	17	13	machine	machine	NOUN
cana-999	17	14	learning	learn	VERB
cana-999	17	15	techniques	technique	NOUN
cana-999	17	16	like	like	ADP
cana-999	17	17	the	the	DET
cana-999	17	18	elbow	elbow	NOUN
cana-999	17	19	and	and	CCONJ
cana-999	17	20	silhouette	silhouette	NOUN
cana-999	17	21	methods	method	NOUN
cana-999	17	22	are	be	AUX
cana-999	17	23	employed	employ	VERB
cana-999	17	24	.	.	PUNCT
cana-999	18	1	these	these	DET
cana-999	18	2	techniques	technique	NOUN
cana-999	18	3	enable	enable	VERB
cana-999	18	4	the	the	DET
cana-999	18	5	evaluation	evaluation	NOUN
cana-999	18	6	of	of	ADP
cana-999	18	7	clustering	clustering	ADJ
cana-999	18	8	effectiveness	effectiveness	NOUN
cana-999	18	9	and	and	CCONJ
cana-999	18	10	determination	determination	NOUN
cana-999	18	11	of	of	ADP
cana-999	18	12	the	the	DET
cana-999	18	13	optimal	optimal	ADJ
cana-999	18	14	number	number	NOUN
cana-999	18	15	of	of	ADP
cana-999	18	16	clusters	cluster	NOUN
cana-999	18	17	.	.	PUNCT
cana-999	19	1	our	our	PRON
cana-999	19	2	objective	objective	NOUN
cana-999	19	3	is	be	AUX
cana-999	19	4	to	to	PART
cana-999	19	5	utilize	utilize	VERB
cana-999	19	6	machine	machine	NOUN
cana-999	19	7	learning	learn	VERB
cana-999	19	8	to	to	PART
cana-999	19	9	identify	identify	VERB
cana-999	19	10	meaningful	meaningful	ADJ
cana-999	19	11	and	and	CCONJ
cana-999	19	12	actionable	actionable	ADJ
cana-999	19	13	customer	customer	NOUN
cana-999	19	14	groups	group	NOUN
cana-999	19	15	,	,	PUNCT
cana-999	19	16	guiding	guide	VERB
cana-999	19	17	banks	bank	NOUN
cana-999	19	18	'	'	PART
cana-999	19	19	strategic	strategic	ADJ
cana-999	19	20	decision	decision	NOUN
cana-999	19	21	-	-	PUNCT
cana-999	19	22	making	make	VERB
cana-999	19	23	processes	process	NOUN
cana-999	19	24	.	.	PUNCT
cana-999	20	1	the	the	DET
cana-999	20	2	segmentation	segmentation	NOUN
cana-999	20	3	approach	approach	NOUN
cana-999	20	4	outlined	outline	VERB
cana-999	20	5	in	in	ADP
cana-999	20	6	this	this	DET
cana-999	20	7	study	study	NOUN
cana-999	20	8	empowers	empower	VERB
cana-999	20	9	banks	bank	NOUN
cana-999	20	10	to	to	PART
cana-999	20	11	optimize	optimize	VERB
cana-999	20	12	services	service	NOUN
cana-999	20	13	and	and	CCONJ
cana-999	20	14	elevate	elevate	VERB
cana-999	20	15	customer	customer	NOUN
cana-999	20	16	satisfaction	satisfaction	NOUN
cana-999	20	17	levels	level	NOUN
cana-999	20	18	.	.	PUNCT
cana-999	21	1	by	by	ADP
cana-999	21	2	aligning	align	VERB
cana-999	21	3	offerings	offering	NOUN
cana-999	21	4	with	with	ADP
cana-999	21	5	the	the	DET
cana-999	21	6	specific	specific	ADJ
cana-999	21	7	needs	need	NOUN
cana-999	21	8	of	of	ADP
cana-999	21	9	each	each	DET
cana-999	21	10	segment	segment	NOUN
cana-999	21	11	,	,	PUNCT
cana-999	21	12	banks	bank	NOUN
cana-999	21	13	can	can	AUX
cana-999	21	14	cultivate	cultivate	VERB
cana-999	21	15	stronger	strong	ADJ
cana-999	21	16	customer	customer	NOUN
cana-999	21	17	relationships	relationship	NOUN
cana-999	21	18	,	,	PUNCT
cana-999	21	19	drive	drive	VERB
cana-999	21	20	revenue	revenue	NOUN
cana-999	21	21	growth	growth	NOUN
cana-999	21	22	,	,	PUNCT
cana-999	21	23	and	and	CCONJ
cana-999	21	24	gain	gain	VERB
cana-999	21	25	a	a	DET
cana-999	21	26	competitive	competitive	ADJ
cana-999	21	27	advantage	advantage	NOUN
cana-999	21	28	in	in	ADP
cana-999	21	29	the	the	DET
cana-999	21	30	dynamic	dynamic	ADJ
cana-999	21	31	banking	banking	NOUN
cana-999	21	32	landscape	landscape	NOUN
cana-999	21	33	.	.	PUNCT
cana-999	22	1	keywords	keyword	NOUN
cana-999	22	2	:	:	PUNCT
cana-999	22	3	banking	banking	NOUN
cana-999	22	4	industry	industry	NOUN
cana-999	22	5	;	;	PUNCT
cana-999	22	6	customer	customer	NOUN
cana-999	22	7	segmentation	segmentation	NOUN
cana-999	22	8	;	;	PUNCT
cana-999	22	9	cluster	cluster	NOUN
cana-999	22	10	analysis	analysis	NOUN
cana-999	22	11	;	;	PUNCT
cana-999	22	12	machine	machine	NOUN
cana-999	22	13	learning	learn	VERB
cana-999	22	14	techniques	technique	NOUN
cana-999	22	15	;	;	PUNCT
cana-999	22	16	strategic	strategic	ADJ
cana-999	22	17	decision	decision	NOUN
cana-999	22	18	-	-	PUNCT
cana-999	22	19	making	making	NOUN
cana-999	22	20	.	.	PUNCT
cana-999	23	1	1	1	X
cana-999	23	2	.	.	X
cana-999	23	3	introduction	introduction	NOUN
cana-999	23	4	:	:	PUNCT
cana-999	23	5	in	in	ADP
cana-999	23	6	the	the	DET
cana-999	23	7	dynamic	dynamic	ADJ
cana-999	23	8	landscape	landscape	NOUN
cana-999	23	9	of	of	ADP
cana-999	23	10	business	business	NOUN
cana-999	23	11	,	,	PUNCT
cana-999	23	12	adaptability	adaptability	NOUN
cana-999	23	13	to	to	ADP
cana-999	23	14	marketing	marketing	NOUN
cana-999	23	15	strategies	strategy	NOUN
cana-999	23	16	is	be	AUX
cana-999	23	17	imperative	imperative	ADJ
cana-999	23	18	for	for	ADP
cana-999	23	19	both	both	PRON
cana-999	23	20	existing	exist	VERB
cana-999	23	21	and	and	CCONJ
cana-999	23	22	emerging	emerge	VERB
cana-999	23	23	enterprises	enterprise	NOUN
cana-999	23	24	.	.	PUNCT
cana-999	24	1	the	the	DET
cana-999	24	2	axiom	axiom	NOUN
cana-999	24	3	"	"	PUNCT
cana-999	24	4	change	change	NOUN
cana-999	24	5	or	or	CCONJ
cana-999	24	6	perish	perish	VERB
cana-999	24	7	"	"	PUNCT
cana-999	24	8	holds	hold	VERB
cana-999	24	9	truer	truer	ADV
cana-999	24	10	than	than	ADP
cana-999	24	11	ever	ever	ADV
cana-999	24	12	in	in	ADP
cana-999	24	13	today	today	NOUN
cana-999	24	14	's	's	PART
cana-999	24	15	communications	communication	NOUN
cana-999	24	16	on	on	ADP
cana-999	24	17	applied	apply	VERB
cana-999	24	18	nonlinear	nonlinear	ADJ
cana-999	24	19	analysis	analysis	NOUN
cana-999	24	20	issn	issn	NOUN
cana-999	24	21	:	:	PUNCT
cana-999	24	22	1074	1074	NUM
cana-999	24	23	-	-	PUNCT
cana-999	24	24	133x	133x	NUM
cana-999	24	25	vol	vol	NOUN
cana-999	24	26	31	31	NUM
cana-999	24	27	no	no	NOUN
cana-999	24	28	.	.	PUNCT
cana-999	25	1	5s	5s	NUM
cana-999	25	2	(	(	PUNCT
cana-999	25	3	2024	2024	NUM
cana-999	25	4	)	)	PUNCT
cana-999	25	5	58	58	NUM
cana-999	25	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-999	25	7	competitive	competitive	ADJ
cana-999	25	8	marketplace	marketplace	NOUN
cana-999	25	9	,	,	PUNCT
cana-999	25	10	where	where	SCONJ
cana-999	25	11	businesses	business	NOUN
cana-999	25	12	strive	strive	VERB
cana-999	25	13	to	to	PART
cana-999	25	14	meet	meet	VERB
cana-999	25	15	the	the	DET
cana-999	25	16	evolving	evolve	VERB
cana-999	25	17	demands	demand	NOUN
cana-999	25	18	of	of	ADP
cana-999	25	19	a	a	DET
cana-999	25	20	burgeoning	burgeon	VERB
cana-999	25	21	customer	customer	NOUN
cana-999	25	22	base	base	NOUN
cana-999	25	23	.	.	PUNCT
cana-999	26	1	in	in	ADP
cana-999	26	2	this	this	DET
cana-999	26	3	context	context	NOUN
cana-999	26	4	,	,	PUNCT
cana-999	26	5	leveraging	leverage	VERB
cana-999	26	6	data	datum	NOUN
cana-999	26	7	mining	mining	NOUN
cana-999	26	8	techniques	technique	NOUN
cana-999	26	9	becomes	become	VERB
cana-999	26	10	crucial	crucial	ADJ
cana-999	26	11	for	for	ADP
cana-999	26	12	uncovering	uncover	VERB
cana-999	26	13	latent	latent	ADJ
cana-999	26	14	patterns	pattern	NOUN
cana-999	26	15	within	within	ADP
cana-999	26	16	a	a	DET
cana-999	26	17	company	company	NOUN
cana-999	26	18	's	's	PART
cana-999	26	19	database	database	NOUN
cana-999	26	20	.	.	PUNCT
cana-999	27	1	customer	customer	NOUN
cana-999	27	2	segmentation	segmentation	NOUN
cana-999	27	3	emerges	emerge	VERB
cana-999	27	4	as	as	ADP
cana-999	27	5	a	a	DET
cana-999	27	6	pivotal	pivotal	ADJ
cana-999	27	7	data	data	NOUN
cana-999	27	8	mining	mining	NOUN
cana-999	27	9	approach	approach	NOUN
cana-999	27	10	,	,	PUNCT
cana-999	27	11	facilitating	facilitate	VERB
cana-999	27	12	the	the	DET
cana-999	27	13	categorization	categorization	NOUN
cana-999	27	14	of	of	ADP
cana-999	27	15	customers	customer	NOUN
cana-999	27	16	into	into	ADP
cana-999	27	17	distinct	distinct	ADJ
cana-999	27	18	groups	group	NOUN
cana-999	27	19	based	base	VERB
cana-999	27	20	on	on	ADP
cana-999	27	21	various	various	ADJ
cana-999	27	22	attributes	attribute	NOUN
cana-999	27	23	such	such	ADJ
cana-999	27	24	as	as	ADP
cana-999	27	25	demographics	demographic	NOUN
cana-999	27	26	,	,	PUNCT
cana-999	27	27	preferences	preference	NOUN
cana-999	27	28	,	,	PUNCT
cana-999	27	29	and	and	CCONJ
cana-999	27	30	purchasing	purchase	VERB
cana-999	27	31	behavior	behavior	NOUN
cana-999	27	32	.	.	PUNCT
cana-999	28	1	through	through	ADP
cana-999	28	2	segmentation	segmentation	NOUN
cana-999	28	3	,	,	PUNCT
cana-999	28	4	customers	customer	NOUN
cana-999	28	5	are	be	AUX
cana-999	28	6	stratified	stratify	VERB
cana-999	28	7	based	base	VERB
cana-999	28	8	on	on	ADP
cana-999	28	9	shared	shared	ADJ
cana-999	28	10	characteristics	characteristic	NOUN
cana-999	28	11	,	,	PUNCT
cana-999	28	12	enabling	enable	VERB
cana-999	28	13	businesses	business	NOUN
cana-999	28	14	to	to	PART
cana-999	28	15	tailor	tailor	VERB
cana-999	28	16	their	their	PRON
cana-999	28	17	marketing	marketing	NOUN
cana-999	28	18	strategies	strategy	NOUN
cana-999	28	19	more	more	ADV
cana-999	28	20	effectively	effectively	ADV
cana-999	28	21	.	.	PUNCT
cana-999	29	1	segmentation	segmentation	NOUN
cana-999	29	2	not	not	PART
cana-999	29	3	only	only	ADV
cana-999	29	4	directly	directly	ADV
cana-999	29	5	influences	influence	VERB
cana-999	29	6	marketing	marketing	NOUN
cana-999	29	7	strategies	strategy	NOUN
cana-999	29	8	but	but	CCONJ
cana-999	29	9	also	also	ADV
cana-999	29	10	opens	open	VERB
cana-999	29	11	up	up	ADP
cana-999	29	12	avenues	avenue	NOUN
cana-999	29	13	for	for	ADP
cana-999	29	14	discovering	discover	VERB
cana-999	29	15	novel	novel	ADJ
cana-999	29	16	insights	insight	NOUN
cana-999	29	17	.	.	PUNCT
cana-999	30	1	by	by	ADP
cana-999	30	2	identifying	identify	VERB
cana-999	30	3	segments	segment	NOUN
cana-999	30	4	that	that	PRON
cana-999	30	5	align	align	VERB
cana-999	30	6	with	with	ADP
cana-999	30	7	specific	specific	ADJ
cana-999	30	8	products	product	NOUN
cana-999	30	9	or	or	CCONJ
cana-999	30	10	services	service	NOUN
cana-999	30	11	,	,	PUNCT
cana-999	30	12	businesses	business	NOUN
cana-999	30	13	can	can	AUX
cana-999	30	14	customize	customize	VERB
cana-999	30	15	marketing	marketing	NOUN
cana-999	30	16	initiatives	initiative	NOUN
cana-999	30	17	,	,	PUNCT
cana-999	30	18	offer	offer	VERB
cana-999	30	19	targeted	target	VERB
cana-999	30	20	discounts	discount	NOUN
cana-999	30	21	,	,	PUNCT
cana-999	30	22	and	and	CCONJ
cana-999	30	23	decipher	decipher	ADV
cana-999	30	24	nuanced	nuanced	ADJ
cana-999	30	25	customer	customer	NOUN
cana-999	30	26	-	-	PUNCT
cana-999	30	27	product	product	NOUN
cana-999	30	28	relationships	relationship	NOUN
cana-999	30	29	previously	previously	ADV
cana-999	30	30	obscured	obscure	VERB
cana-999	30	31	.	.	PUNCT
cana-999	31	1	a	a	DET
cana-999	31	2	well	well	ADV
cana-999	31	3	-	-	PUNCT
cana-999	31	4	crafted	craft	VERB
cana-999	31	5	customer	customer	NOUN
cana-999	31	6	segmentation	segmentation	NOUN
cana-999	31	7	strategy	strategy	NOUN
cana-999	31	8	empowers	empower	VERB
cana-999	31	9	firms	firm	NOUN
cana-999	31	10	to	to	PART
cana-999	31	11	allocate	allocate	VERB
cana-999	31	12	marketing	marketing	NOUN
cana-999	31	13	resources	resource	NOUN
cana-999	31	14	more	more	ADV
cana-999	31	15	efficiently	efficiently	ADV
cana-999	31	16	,	,	PUNCT
cana-999	31	17	fostering	foster	VERB
cana-999	31	18	opportunities	opportunity	NOUN
cana-999	31	19	for	for	ADP
cana-999	31	20	crossselling	crossselle	VERB
cana-999	31	21	and	and	CCONJ
cana-999	31	22	upselling	upselle	VERB
cana-999	31	23	.	.	PUNCT
cana-999	32	1	moreover	moreover	ADV
cana-999	32	2	,	,	PUNCT
cana-999	32	3	personalized	personalized	ADJ
cana-999	32	4	communications	communication	NOUN
cana-999	32	5	tailored	tailor	VERB
cana-999	32	6	to	to	ADP
cana-999	32	7	specific	specific	ADJ
cana-999	32	8	customer	customer	NOUN
cana-999	32	9	segments	segment	NOUN
cana-999	32	10	enhance	enhance	VERB
cana-999	32	11	customer	customer	NOUN
cana-999	32	12	satisfaction	satisfaction	NOUN
cana-999	32	13	and	and	CCONJ
cana-999	32	14	loyalty	loyalty	NOUN
cana-999	32	15	,	,	PUNCT
cana-999	32	16	consequently	consequently	ADV
cana-999	32	17	bolstering	bolster	VERB
cana-999	32	18	customer	customer	NOUN
cana-999	32	19	retention	retention	NOUN
cana-999	32	20	.	.	PUNCT
cana-999	33	1	clustering	clustering	NOUN
cana-999	33	2	,	,	PUNCT
cana-999	33	3	a	a	DET
cana-999	33	4	form	form	NOUN
cana-999	33	5	of	of	ADP
cana-999	33	6	unsupervised	unsupervised	ADJ
cana-999	33	7	learning	learning	NOUN
cana-999	33	8	,	,	PUNCT
cana-999	33	9	has	have	AUX
cana-999	33	10	proven	prove	VERB
cana-999	33	11	instrumental	instrumental	ADJ
cana-999	33	12	in	in	ADP
cana-999	33	13	customer	customer	NOUN
cana-999	33	14	segmentation	segmentation	NOUN
cana-999	33	15	.	.	PUNCT
cana-999	34	1	techniques	technique	NOUN
cana-999	34	2	such	such	ADJ
cana-999	34	3	as	as	ADP
cana-999	34	4	k	k	NOUN
cana-999	34	5	-	-	PUNCT
cana-999	34	6	means	mean	VERB
cana-999	34	7	clustering	clustering	NOUN
cana-999	34	8	,	,	PUNCT
cana-999	34	9	hierarchical	hierarchical	ADJ
cana-999	34	10	clustering	clustering	NOUN
cana-999	34	11	,	,	PUNCT
cana-999	34	12	and	and	CCONJ
cana-999	34	13	dbscan	dbscan	AUX
cana-999	34	14	clustering	clustering	NOUN
cana-999	34	15	offer	offer	NOUN
cana-999	34	16	avenues	avenue	NOUN
cana-999	34	17	to	to	PART
cana-999	34	18	identify	identify	VERB
cana-999	34	19	clusters	cluster	NOUN
cana-999	34	20	within	within	ADP
cana-999	34	21	unlabeled	unlabeled	ADJ
cana-999	34	22	datasets	dataset	NOUN
cana-999	34	23	.	.	PUNCT
cana-999	35	1	this	this	DET
cana-999	35	2	study	study	NOUN
cana-999	35	3	aims	aim	VERB
cana-999	35	4	to	to	PART
cana-999	35	5	employ	employ	VERB
cana-999	35	6	data	datum	NOUN
cana-999	35	7	mining	mining	NOUN
cana-999	35	8	methodologies	methodology	NOUN
cana-999	35	9	,	,	PUNCT
cana-999	35	10	specifically	specifically	ADV
cana-999	35	11	the	the	DET
cana-999	35	12	kmeans	kmean	NOUN
cana-999	35	13	clustering	cluster	VERB
cana-999	35	14	algorithm	algorithm	NOUN
cana-999	35	15	,	,	PUNCT
cana-999	35	16	to	to	PART
cana-999	35	17	delineate	delineate	VERB
cana-999	35	18	customer	customer	NOUN
cana-999	35	19	groups	group	NOUN
cana-999	35	20	within	within	ADP
cana-999	35	21	the	the	DET
cana-999	35	22	banking	banking	NOUN
cana-999	35	23	sector	sector	NOUN
cana-999	35	24	.	.	PUNCT
cana-999	36	1	leveraging	leverage	VERB
cana-999	36	2	the	the	DET
cana-999	36	3	silhouette	silhouette	NOUN
cana-999	36	4	method	method	NOUN
cana-999	36	5	,	,	PUNCT
cana-999	36	6	which	which	PRON
cana-999	36	7	yields	yield	VERB
cana-999	36	8	optimal	optimal	ADJ
cana-999	36	9	cluster	cluster	NOUN
cana-999	36	10	delineation	delineation	NOUN
cana-999	36	11	,	,	PUNCT
cana-999	36	12	this	this	DET
cana-999	36	13	research	research	NOUN
cana-999	36	14	endeavors	endeavor	VERB
cana-999	36	15	to	to	PART
cana-999	36	16	unveil	unveil	VERB
cana-999	36	17	distinctive	distinctive	ADJ
cana-999	36	18	customer	customer	NOUN
cana-999	36	19	segments	segment	NOUN
cana-999	36	20	critical	critical	ADJ
cana-999	36	21	for	for	ADP
cana-999	36	22	enhancing	enhance	VERB
cana-999	36	23	marketing	marketing	NOUN
cana-999	36	24	strategies	strategy	NOUN
cana-999	36	25	and	and	CCONJ
cana-999	36	26	improving	improve	VERB
cana-999	36	27	customercentric	customercentric	ADJ
cana-999	36	28	initiatives	initiative	NOUN
cana-999	36	29	in	in	ADP
cana-999	36	30	the	the	DET
cana-999	36	31	banking	banking	NOUN
cana-999	36	32	industry	industry	NOUN
cana-999	36	33	.	.	PUNCT
cana-999	37	1	this	this	DET
cana-999	37	2	study	study	NOUN
cana-999	37	3	seeks	seek	VERB
cana-999	37	4	to	to	PART
cana-999	37	5	explore	explore	VERB
cana-999	37	6	the	the	DET
cana-999	37	7	application	application	NOUN
cana-999	37	8	of	of	ADP
cana-999	37	9	cluster	cluster	NOUN
cana-999	37	10	analysis	analysis	NOUN
cana-999	37	11	in	in	ADP
cana-999	37	12	customer	customer	NOUN
cana-999	37	13	segmentation	segmentation	NOUN
cana-999	37	14	within	within	ADP
cana-999	37	15	the	the	DET
cana-999	37	16	banking	banking	NOUN
cana-999	37	17	industry	industry	NOUN
cana-999	37	18	.	.	PUNCT
cana-999	38	1	its	its	PRON
cana-999	38	2	objective	objective	NOUN
cana-999	38	3	is	be	AUX
cana-999	38	4	to	to	PART
cana-999	38	5	provide	provide	VERB
cana-999	38	6	insights	insight	NOUN
cana-999	38	7	into	into	ADP
cana-999	38	8	different	different	ADJ
cana-999	38	9	customer	customer	NOUN
cana-999	38	10	segments	segment	NOUN
cana-999	38	11	,	,	PUNCT
cana-999	38	12	aiding	aid	VERB
cana-999	38	13	in	in	ADP
cana-999	38	14	the	the	DET
cana-999	38	15	customization	customization	NOUN
cana-999	38	16	of	of	ADP
cana-999	38	17	marketing	marketing	NOUN
cana-999	38	18	strategies	strategy	NOUN
cana-999	38	19	,	,	PUNCT
cana-999	38	20	optimization	optimization	NOUN
cana-999	38	21	of	of	ADP
cana-999	38	22	operational	operational	ADJ
cana-999	38	23	efficiency	efficiency	NOUN
cana-999	38	24	,	,	PUNCT
cana-999	38	25	fostering	foster	VERB
cana-999	38	26	innovation	innovation	NOUN
cana-999	38	27	,	,	PUNCT
cana-999	38	28	and	and	CCONJ
cana-999	38	29	ensuring	ensure	VERB
cana-999	38	30	regulatory	regulatory	ADJ
cana-999	38	31	compliance	compliance	NOUN
cana-999	38	32	.	.	PUNCT
cana-999	39	1	the	the	DET
cana-999	39	2	study	study	NOUN
cana-999	39	3	findings	finding	NOUN
cana-999	39	4	are	be	AUX
cana-999	39	5	anticipated	anticipate	VERB
cana-999	39	6	to	to	PART
cana-999	39	7	be	be	AUX
cana-999	39	8	valuable	valuable	ADJ
cana-999	39	9	for	for	ADP
cana-999	39	10	policymakers	policymaker	NOUN
cana-999	39	11	,	,	PUNCT
cana-999	39	12	financial	financial	ADJ
cana-999	39	13	authorities	authority	NOUN
cana-999	39	14	,	,	PUNCT
cana-999	39	15	and	and	CCONJ
cana-999	39	16	investors	investor	NOUN
cana-999	39	17	,	,	PUNCT
cana-999	39	18	contributing	contribute	VERB
cana-999	39	19	to	to	ADP
cana-999	39	20	informed	informed	ADJ
cana-999	39	21	decision	decision	NOUN
cana-999	39	22	-	-	PUNCT
cana-999	39	23	making	making	NOUN
cana-999	39	24	and	and	CCONJ
cana-999	39	25	sustainable	sustainable	ADJ
cana-999	39	26	growth	growth	NOUN
cana-999	39	27	in	in	ADP
cana-999	39	28	the	the	DET
cana-999	39	29	banking	banking	NOUN
cana-999	39	30	sector	sector	NOUN
cana-999	39	31	.	.	PUNCT
cana-999	40	1	the	the	DET
cana-999	40	2	scope	scope	NOUN
cana-999	40	3	of	of	ADP
cana-999	40	4	the	the	DET
cana-999	40	5	study	study	NOUN
cana-999	40	6	on	on	ADP
cana-999	40	7	customer	customer	NOUN
cana-999	40	8	segmentation	segmentation	NOUN
cana-999	40	9	for	for	ADP
cana-999	40	10	the	the	DET
cana-999	40	11	banking	banking	NOUN
cana-999	40	12	sector	sector	NOUN
cana-999	40	13	through	through	ADP
cana-999	40	14	cluster	cluster	NOUN
cana-999	40	15	analysis	analysis	NOUN
cana-999	40	16	involves	involve	VERB
cana-999	40	17	identifying	identify	VERB
cana-999	40	18	distinct	distinct	ADJ
cana-999	40	19	customer	customer	NOUN
cana-999	40	20	segments	segment	NOUN
cana-999	40	21	based	base	VERB
cana-999	40	22	on	on	ADP
cana-999	40	23	demographic	demographic	ADJ
cana-999	40	24	,	,	PUNCT
cana-999	40	25	behavioral	behavioral	ADJ
cana-999	40	26	,	,	PUNCT
cana-999	40	27	and	and	CCONJ
cana-999	40	28	transactional	transactional	ADJ
cana-999	40	29	data	datum	NOUN
cana-999	40	30	,	,	PUNCT
cana-999	40	31	analyzing	analyze	VERB
cana-999	40	32	their	their	PRON
cana-999	40	33	impact	impact	NOUN
cana-999	40	34	on	on	ADP
cana-999	40	35	marketing	marketing	NOUN
cana-999	40	36	strategies	strategy	NOUN
cana-999	40	37	,	,	PUNCT
cana-999	40	38	product	product	NOUN
cana-999	40	39	development	development	NOUN
cana-999	40	40	,	,	PUNCT
cana-999	40	41	and	and	CCONJ
cana-999	40	42	operational	operational	ADJ
cana-999	40	43	efficiency	efficiency	NOUN
cana-999	40	44	,	,	PUNCT
cana-999	40	45	while	while	SCONJ
cana-999	40	46	addressing	address	VERB
cana-999	40	47	regulatory	regulatory	ADJ
cana-999	40	48	compliance	compliance	NOUN
cana-999	40	49	,	,	PUNCT
cana-999	40	50	data	data	NOUN
cana-999	40	51	privacy	privacy	NOUN
cana-999	40	52	,	,	PUNCT
cana-999	40	53	and	and	CCONJ
cana-999	40	54	ethical	ethical	ADJ
cana-999	40	55	considerations	consideration	NOUN
cana-999	40	56	.	.	PUNCT
cana-999	41	1	the	the	DET
cana-999	41	2	study	study	NOUN
cana-999	41	3	aims	aim	VERB
cana-999	41	4	to	to	PART
cana-999	41	5	provide	provide	VERB
cana-999	41	6	actionable	actionable	ADJ
cana-999	41	7	insights	insight	NOUN
cana-999	41	8	for	for	ADP
cana-999	41	9	policymakers	policymaker	NOUN
cana-999	41	10	,	,	PUNCT
cana-999	41	11	financial	financial	ADJ
cana-999	41	12	authorities	authority	NOUN
cana-999	41	13	,	,	PUNCT
cana-999	41	14	banking	banking	NOUN
cana-999	41	15	executives	executive	NOUN
cana-999	41	16	,	,	PUNCT
cana-999	41	17	and	and	CCONJ
cana-999	41	18	investors	investor	NOUN
cana-999	41	19	to	to	PART
cana-999	41	20	inform	inform	VERB
cana-999	41	21	decision	decision	NOUN
cana-999	41	22	-	-	PUNCT
cana-999	41	23	making	making	NOUN
cana-999	41	24	and	and	CCONJ
cana-999	41	25	promote	promote	VERB
cana-999	41	26	sustainable	sustainable	ADJ
cana-999	41	27	growth	growth	NOUN
cana-999	41	28	within	within	ADP
cana-999	41	29	the	the	DET
cana-999	41	30	banking	banking	NOUN
cana-999	41	31	industry	industry	NOUN
cana-999	41	32	.	.	PUNCT
cana-999	42	1	2	2	X
cana-999	42	2	.	.	X
cana-999	42	3	methodology	methodology	NOUN
cana-999	42	4	:	:	PUNCT
cana-999	42	5	in	in	ADP
cana-999	42	6	this	this	DET
cana-999	42	7	study	study	NOUN
cana-999	42	8	,	,	PUNCT
cana-999	42	9	the	the	DET
cana-999	42	10	methodology	methodology	NOUN
cana-999	42	11	involves	involve	VERB
cana-999	42	12	data	data	NOUN
cana-999	42	13	collection	collection	NOUN
cana-999	42	14	,	,	PUNCT
cana-999	42	15	data	datum	NOUN
cana-999	42	16	preprocessing	preprocessing	NOUN
cana-999	42	17	,	,	PUNCT
cana-999	42	18	data	data	VERB
cana-999	42	19	analysis	analysis	NOUN
cana-999	42	20	and	and	CCONJ
cana-999	42	21	exploration	exploration	NOUN
cana-999	42	22	,	,	PUNCT
cana-999	42	23	cluster	cluster	NOUN
cana-999	42	24	analysis	analysis	NOUN
cana-999	42	25	,	,	PUNCT
cana-999	42	26	and	and	CCONJ
cana-999	42	27	data	datum	NOUN
cana-999	42	28	visualization	visualization	NOUN
cana-999	42	29	.	.	PUNCT
cana-999	43	1	the	the	DET
cana-999	43	2	process	process	NOUN
cana-999	43	3	is	be	AUX
cana-999	43	4	detailed	detail	VERB
cana-999	43	5	below	below	ADV
cana-999	43	6	:	:	PUNCT
cana-999	43	7	data	datum	NOUN
cana-999	43	8	collection	collection	NOUN
cana-999	43	9	:	:	PUNCT
cana-999	43	10	the	the	DET
cana-999	43	11	data	data	NOUN
cana-999	43	12	collection	collection	NOUN
cana-999	43	13	process	process	NOUN
cana-999	43	14	involved	involve	VERB
cana-999	43	15	administering	administer	VERB
cana-999	43	16	questionnaires	questionnaire	NOUN
cana-999	43	17	directly	directly	ADV
cana-999	43	18	to	to	ADP
cana-999	43	19	bank	bank	NOUN
cana-999	43	20	customers	customer	NOUN
cana-999	43	21	.	.	PUNCT
cana-999	44	1	the	the	DET
cana-999	44	2	questionnaires	questionnaire	NOUN
cana-999	44	3	gathered	gather	VERB
cana-999	44	4	information	information	NOUN
cana-999	44	5	on	on	ADP
cana-999	44	6	various	various	ADJ
cana-999	44	7	aspects	aspect	NOUN
cana-999	44	8	such	such	ADJ
cana-999	44	9	as	as	ADP
cana-999	44	10	demographic	demographic	ADJ
cana-999	44	11	details	detail	NOUN
cana-999	44	12	,	,	PUNCT
cana-999	44	13	income	income	NOUN
cana-999	44	14	,	,	PUNCT
cana-999	44	15	and	and	CCONJ
cana-999	44	16	spending	spending	NOUN
cana-999	44	17	behavior	behavior	NOUN
cana-999	44	18	.	.	PUNCT
cana-999	45	1	the	the	DET
cana-999	45	2	responses	response	NOUN
cana-999	45	3	from	from	ADP
cana-999	45	4	200	200	NUM
cana-999	45	5	customers	customer	NOUN
cana-999	45	6	were	be	AUX
cana-999	45	7	collected	collect	VERB
cana-999	45	8	and	and	CCONJ
cana-999	45	9	compiled	compile	VERB
cana-999	45	10	into	into	ADP
cana-999	45	11	the	the	DET
cana-999	45	12	dataset	dataset	NOUN
cana-999	45	13	for	for	ADP
cana-999	45	14	analysis	analysis	NOUN
cana-999	45	15	.	.	PUNCT
cana-999	46	1	communications	communication	NOUN
cana-999	46	2	on	on	ADP
cana-999	46	3	applied	apply	VERB
cana-999	46	4	nonlinear	nonlinear	ADJ
cana-999	46	5	analysis	analysis	NOUN
cana-999	46	6	issn	issn	NOUN
cana-999	46	7	:	:	PUNCT
cana-999	46	8	1074	1074	NUM
cana-999	46	9	-	-	PUNCT
cana-999	46	10	133x	133x	NUM
cana-999	46	11	vol	vol	NOUN
cana-999	46	12	31	31	NUM
cana-999	46	13	no	no	NOUN
cana-999	46	14	.	.	PUNCT
cana-999	47	1	5s	5s	NUM
cana-999	47	2	(	(	PUNCT
cana-999	47	3	2024	2024	NUM
cana-999	47	4	)	)	PUNCT
cana-999	47	5	59	59	NUM
cana-999	47	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-999	47	7	data	datum	NOUN
cana-999	47	8	preprocessing	preprocessing	NOUN
cana-999	47	9	:	:	PUNCT
cana-999	47	10	python	python	NOUN
cana-999	47	11	libraries	library	NOUN
cana-999	47	12	(	(	PUNCT
cana-999	47	13	pandas	panda	NOUN
cana-999	47	14	,	,	PUNCT
cana-999	47	15	numpy	numpy	NOUN
cana-999	47	16	)	)	PUNCT
cana-999	47	17	were	be	AUX
cana-999	47	18	employed	employ	VERB
cana-999	47	19	to	to	PART
cana-999	47	20	cleanse	cleanse	VERB
cana-999	47	21	and	and	CCONJ
cana-999	47	22	manipulate	manipulate	VERB
cana-999	47	23	the	the	DET
cana-999	47	24	extracted	extract	VERB
cana-999	47	25	data	datum	NOUN
cana-999	47	26	.	.	PUNCT
cana-999	48	1	this	this	PRON
cana-999	48	2	involved	involve	VERB
cana-999	48	3	handling	handle	VERB
cana-999	48	4	missing	miss	VERB
cana-999	48	5	values	value	NOUN
cana-999	48	6	,	,	PUNCT
cana-999	48	7	formatting	format	VERB
cana-999	48	8	inconsistencies	inconsistency	NOUN
cana-999	48	9	,	,	PUNCT
cana-999	48	10	and	and	CCONJ
cana-999	48	11	outlier	outlier	NOUN
cana-999	48	12	detection	detection	NOUN
cana-999	48	13	to	to	PART
cana-999	48	14	ensure	ensure	VERB
cana-999	48	15	the	the	DET
cana-999	48	16	quality	quality	NOUN
cana-999	48	17	and	and	CCONJ
cana-999	48	18	integrity	integrity	NOUN
cana-999	48	19	of	of	ADP
cana-999	48	20	the	the	DET
cana-999	48	21	dataset	dataset	NOUN
cana-999	48	22	for	for	ADP
cana-999	48	23	subsequent	subsequent	ADJ
cana-999	48	24	analysis	analysis	NOUN
cana-999	48	25	.	.	PUNCT
cana-999	49	1	data	datum	NOUN
cana-999	49	2	analysis	analysis	NOUN
cana-999	49	3	and	and	CCONJ
cana-999	49	4	exploration	exploration	NOUN
cana-999	49	5	:	:	PUNCT
cana-999	49	6	python	python	NOUN
cana-999	49	7	libraries	library	NOUN
cana-999	49	8	(	(	PUNCT
cana-999	49	9	pandas	pandas	PROPN
cana-999	49	10	,	,	PUNCT
cana-999	49	11	seaborn	seaborn	PROPN
cana-999	49	12	,	,	PUNCT
cana-999	49	13	matplotlib	matplotlib	PROPN
cana-999	49	14	)	)	PUNCT
cana-999	49	15	were	be	AUX
cana-999	49	16	utilized	utilize	VERB
cana-999	49	17	to	to	PART
cana-999	49	18	analyze	analyze	VERB
cana-999	49	19	and	and	CCONJ
cana-999	49	20	visualize	visualize	VERB
cana-999	49	21	customer	customer	NOUN
cana-999	49	22	data	datum	NOUN
cana-999	49	23	to	to	PART
cana-999	49	24	identify	identify	VERB
cana-999	49	25	patterns	pattern	NOUN
cana-999	49	26	and	and	CCONJ
cana-999	49	27	trends	trend	NOUN
cana-999	49	28	.	.	PUNCT
cana-999	50	1	histograms	histogram	NOUN
cana-999	50	2	,	,	PUNCT
cana-999	50	3	scatter	scatter	NOUN
cana-999	50	4	plots	plot	NOUN
cana-999	50	5	,	,	PUNCT
cana-999	50	6	and	and	CCONJ
cana-999	50	7	boxplots	boxplot	NOUN
cana-999	50	8	were	be	AUX
cana-999	50	9	created	create	VERB
cana-999	50	10	to	to	PART
cana-999	50	11	understand	understand	VERB
cana-999	50	12	the	the	DET
cana-999	50	13	distribution	distribution	NOUN
cana-999	50	14	of	of	ADP
cana-999	50	15	variables	variable	NOUN
cana-999	50	16	,	,	PUNCT
cana-999	50	17	explore	explore	VERB
cana-999	50	18	relationships	relationship	NOUN
cana-999	50	19	between	between	ADP
cana-999	50	20	variables	variable	NOUN
cana-999	50	21	,	,	PUNCT
cana-999	50	22	and	and	CCONJ
cana-999	50	23	identify	identify	VERB
cana-999	50	24	potential	potential	ADJ
cana-999	50	25	clusters	cluster	NOUN
cana-999	50	26	within	within	ADP
cana-999	50	27	the	the	DET
cana-999	50	28	data	datum	NOUN
cana-999	50	29	.	.	PUNCT
cana-999	51	1	cluster	cluster	NOUN
cana-999	51	2	analysis	analysis	NOUN
cana-999	51	3	:	:	PUNCT
cana-999	51	4	python	python	NOUN
cana-999	51	5	libraries	library	NOUN
cana-999	51	6	(	(	PUNCT
cana-999	51	7	scikit	scikit	NOUN
cana-999	51	8	-	-	PUNCT
cana-999	51	9	learn	learn	NOUN
cana-999	51	10	)	)	PUNCT
cana-999	51	11	were	be	AUX
cana-999	51	12	employed	employ	VERB
cana-999	51	13	for	for	ADP
cana-999	51	14	cluster	cluster	NOUN
cana-999	51	15	analysis	analysis	NOUN
cana-999	51	16	.	.	PUNCT
cana-999	52	1	k	k	X
cana-999	52	2	-	-	PUNCT
cana-999	52	3	means	means	NOUN
cana-999	52	4	clustering	clustering	NOUN
cana-999	52	5	,	,	PUNCT
cana-999	52	6	a	a	DET
cana-999	52	7	popular	popular	ADJ
cana-999	52	8	choice	choice	NOUN
cana-999	52	9	for	for	ADP
cana-999	52	10	customer	customer	NOUN
cana-999	52	11	segmentation	segmentation	NOUN
cana-999	52	12	,	,	PUNCT
cana-999	52	13	was	be	AUX
cana-999	52	14	utilized	utilize	VERB
cana-999	52	15	to	to	ADP
cana-999	52	16	group	group	NOUN
cana-999	52	17	customers	customer	NOUN
cana-999	52	18	into	into	ADP
cana-999	52	19	predefined	predefined	ADJ
cana-999	52	20	clusters	cluster	NOUN
cana-999	52	21	based	base	VERB
cana-999	52	22	on	on	ADP
cana-999	52	23	their	their	PRON
cana-999	52	24	similarity	similarity	NOUN
cana-999	52	25	in	in	ADP
cana-999	52	26	terms	term	NOUN
cana-999	52	27	of	of	ADP
cana-999	52	28	features	feature	NOUN
cana-999	52	29	such	such	ADJ
cana-999	52	30	as	as	ADP
cana-999	52	31	demographics	demographic	NOUN
cana-999	52	32	,	,	PUNCT
cana-999	52	33	income	income	NOUN
cana-999	52	34	,	,	PUNCT
cana-999	52	35	and	and	CCONJ
cana-999	52	36	spending	spending	NOUN
cana-999	52	37	behavior	behavior	NOUN
cana-999	52	38	.	.	PUNCT
cana-999	53	1	hierarchical	hierarchical	ADJ
cana-999	53	2	clustering	clustering	NOUN
cana-999	53	3	was	be	AUX
cana-999	53	4	also	also	ADV
cana-999	53	5	explored	explore	VERB
cana-999	53	6	for	for	ADP
cana-999	53	7	a	a	DET
cana-999	53	8	more	more	ADV
cana-999	53	9	exploratory	exploratory	ADJ
cana-999	53	10	approach	approach	NOUN
cana-999	53	11	to	to	ADP
cana-999	53	12	cluster	cluster	NOUN
cana-999	53	13	analysis	analysis	NOUN
cana-999	53	14	.	.	PUNCT
cana-999	54	1	data	datum	NOUN
cana-999	54	2	visualization	visualization	NOUN
cana-999	54	3	:	:	PUNCT
cana-999	54	4	python	python	PROPN
cana-999	54	5	libraries	library	NOUN
cana-999	54	6	(	(	PUNCT
cana-999	54	7	seaborn	seaborn	PROPN
cana-999	54	8	)	)	PUNCT
cana-999	54	9	were	be	AUX
cana-999	54	10	utilized	utilize	VERB
cana-999	54	11	to	to	PART
cana-999	54	12	visualize	visualize	VERB
cana-999	54	13	the	the	DET
cana-999	54	14	resulting	result	VERB
cana-999	54	15	customer	customer	NOUN
cana-999	54	16	segments	segment	NOUN
cana-999	54	17	using	use	VERB
cana-999	54	18	scatter	scatter	NOUN
cana-999	54	19	plots	plot	NOUN
cana-999	54	20	or	or	CCONJ
cana-999	54	21	dimensionality	dimensionality	NOUN
cana-999	54	22	reduction	reduction	NOUN
cana-999	54	23	techniques	technique	NOUN
cana-999	54	24	like	like	ADP
cana-999	54	25	pca	pca	NOUN
cana-999	54	26	(	(	PUNCT
cana-999	54	27	principal	principal	ADJ
cana-999	54	28	component	component	NOUN
cana-999	54	29	analysis	analysis	NOUN
cana-999	54	30	)	)	PUNCT
cana-999	54	31	for	for	ADP
cana-999	54	32	better	well	ADJ
cana-999	54	33	interpretation	interpretation	NOUN
cana-999	54	34	.	.	PUNCT
cana-999	55	1	visualizations	visualization	NOUN
cana-999	55	2	aided	aid	VERB
cana-999	55	3	in	in	ADP
cana-999	55	4	understanding	understand	VERB
cana-999	55	5	the	the	DET
cana-999	55	6	distinct	distinct	ADJ
cana-999	55	7	clusters	cluster	NOUN
cana-999	55	8	identified	identify	VERB
cana-999	55	9	through	through	ADP
cana-999	55	10	cluster	cluster	NOUN
cana-999	55	11	analysis	analysis	NOUN
cana-999	55	12	and	and	CCONJ
cana-999	55	13	provided	provide	VERB
cana-999	55	14	insights	insight	NOUN
cana-999	55	15	into	into	ADP
cana-999	55	16	the	the	DET
cana-999	55	17	characteristics	characteristic	NOUN
cana-999	55	18	of	of	ADP
cana-999	55	19	each	each	DET
cana-999	55	20	segment	segment	NOUN
cana-999	55	21	.	.	PUNCT
cana-999	56	1	this	this	DET
cana-999	56	2	methodology	methodology	NOUN
cana-999	56	3	allowed	allow	VERB
cana-999	56	4	for	for	ADP
cana-999	56	5	a	a	DET
cana-999	56	6	comprehensive	comprehensive	ADJ
cana-999	56	7	analysis	analysis	NOUN
cana-999	56	8	of	of	ADP
cana-999	56	9	customer	customer	NOUN
cana-999	56	10	segmentation	segmentation	NOUN
cana-999	56	11	in	in	ADP
cana-999	56	12	the	the	DET
cana-999	56	13	banking	banking	NOUN
cana-999	56	14	sector	sector	NOUN
cana-999	56	15	,	,	PUNCT
cana-999	56	16	from	from	ADP
cana-999	56	17	data	datum	NOUN
cana-999	56	18	collection	collection	NOUN
cana-999	56	19	to	to	ADP
cana-999	56	20	visualization	visualization	NOUN
cana-999	56	21	of	of	ADP
cana-999	56	22	the	the	DET
cana-999	56	23	resulting	result	VERB
cana-999	56	24	clusters	cluster	NOUN
cana-999	56	25	.	.	PUNCT
cana-999	57	1	the	the	DET
cana-999	57	2	utilization	utilization	NOUN
cana-999	57	3	of	of	ADP
cana-999	57	4	python	python	PROPN
cana-999	57	5	libraries	library	NOUN
cana-999	57	6	facilitated	facilitate	VERB
cana-999	57	7	efficient	efficient	ADJ
cana-999	57	8	data	datum	NOUN
cana-999	57	9	processing	processing	NOUN
cana-999	57	10	,	,	PUNCT
cana-999	57	11	analysis	analysis	NOUN
cana-999	57	12	,	,	PUNCT
cana-999	57	13	and	and	CCONJ
cana-999	57	14	visualization	visualization	NOUN
cana-999	57	15	,	,	PUNCT
cana-999	57	16	enabling	enable	VERB
cana-999	57	17	meaningful	meaningful	ADJ
cana-999	57	18	insights	insight	NOUN
cana-999	57	19	to	to	PART
cana-999	57	20	be	be	AUX
cana-999	57	21	drawn	draw	VERB
cana-999	57	22	from	from	ADP
cana-999	57	23	the	the	DET
cana-999	57	24	dataset	dataset	NOUN
cana-999	57	25	.	.	PUNCT
cana-999	58	1	3	3	X
cana-999	58	2	.	.	X
cana-999	58	3	results	result	NOUN
cana-999	58	4	and	and	CCONJ
cana-999	58	5	discussion	discussion	NOUN
cana-999	58	6	i.	i.	NOUN
cana-999	58	7	customer	customer	PROPN
cana-999	58	8	segmentation	segmentation	NOUN
cana-999	58	9	in	in	ADP
cana-999	58	10	the	the	DET
cana-999	58	11	banking	banking	NOUN
cana-999	58	12	sector	sector	NOUN
cana-999	58	13	:	:	PUNCT
cana-999	58	14	in	in	ADP
cana-999	58	15	the	the	DET
cana-999	58	16	fiercely	fiercely	ADV
cana-999	58	17	competitive	competitive	ADJ
cana-999	58	18	landscape	landscape	NOUN
cana-999	58	19	of	of	ADP
cana-999	58	20	the	the	DET
cana-999	58	21	banking	banking	NOUN
cana-999	58	22	sector	sector	NOUN
cana-999	58	23	,	,	PUNCT
cana-999	58	24	companies	company	NOUN
cana-999	58	25	must	must	AUX
cana-999	58	26	continually	continually	ADV
cana-999	58	27	enhance	enhance	VERB
cana-999	58	28	their	their	PRON
cana-999	58	29	profitability	profitability	NOUN
cana-999	58	30	and	and	CCONJ
cana-999	58	31	expand	expand	VERB
cana-999	58	32	their	their	PRON
cana-999	58	33	customer	customer	NOUN
cana-999	58	34	base	base	NOUN
cana-999	58	35	to	to	PART
cana-999	58	36	align	align	VERB
cana-999	58	37	with	with	ADP
cana-999	58	38	evolving	evolve	VERB
cana-999	58	39	client	client	NOUN
cana-999	58	40	expectations	expectation	NOUN
cana-999	58	41	and	and	CCONJ
cana-999	58	42	attract	attract	VERB
cana-999	58	43	new	new	ADJ
cana-999	58	44	clientele	clientele	NOUN
cana-999	58	45	.	.	PUNCT
cana-999	59	1	however	however	ADV
cana-999	59	2	,	,	PUNCT
cana-999	59	3	addressing	address	VERB
cana-999	59	4	each	each	DET
cana-999	59	5	customer	customer	NOUN
cana-999	59	6	's	's	PART
cana-999	59	7	unique	unique	ADJ
cana-999	59	8	needs	need	NOUN
cana-999	59	9	is	be	AUX
cana-999	59	10	a	a	DET
cana-999	59	11	daunting	daunting	ADJ
cana-999	59	12	and	and	CCONJ
cana-999	59	13	time	time	NOUN
cana-999	59	14	-	-	PUNCT
cana-999	59	15	consuming	consume	VERB
cana-999	59	16	task	task	NOUN
cana-999	59	17	due	due	ADP
cana-999	59	18	to	to	ADP
cana-999	59	19	the	the	DET
cana-999	59	20	diverse	diverse	ADJ
cana-999	59	21	array	array	NOUN
cana-999	59	22	of	of	ADP
cana-999	59	23	customer	customer	NOUN
cana-999	59	24	aims	aim	NOUN
cana-999	59	25	,	,	PUNCT
cana-999	59	26	interests	interest	NOUN
cana-999	59	27	,	,	PUNCT
cana-999	59	28	and	and	CCONJ
cana-999	59	29	preferences	preference	NOUN
cana-999	59	30	.	.	PUNCT
cana-999	60	1	instead	instead	ADV
cana-999	60	2	of	of	ADP
cana-999	60	3	employing	employ	VERB
cana-999	60	4	a	a	DET
cana-999	60	5	generic	generic	ADJ
cana-999	60	6	"	"	PUNCT
cana-999	60	7	one	one	NUM
cana-999	60	8	-	-	PUNCT
cana-999	60	9	size	size	NOUN
cana-999	60	10	-	-	PUNCT
cana-999	60	11	fits	fit	VERB
cana-999	60	12	-	-	PUNCT
cana-999	60	13	all	all	PRON
cana-999	60	14	"	"	PUNCT
cana-999	60	15	approach	approach	NOUN
cana-999	60	16	,	,	PUNCT
cana-999	60	17	customer	customer	NOUN
cana-999	60	18	segmentation	segmentation	NOUN
cana-999	60	19	emerges	emerge	VERB
cana-999	60	20	as	as	ADP
cana-999	60	21	a	a	DET
cana-999	60	22	vital	vital	ADJ
cana-999	60	23	marketing	marketing	NOUN
cana-999	60	24	strategy	strategy	NOUN
cana-999	60	25	,	,	PUNCT
cana-999	60	26	dividing	divide	VERB
cana-999	60	27	the	the	DET
cana-999	60	28	customer	customer	NOUN
cana-999	60	29	base	base	NOUN
cana-999	60	30	into	into	ADP
cana-999	60	31	distinct	distinct	ADJ
cana-999	60	32	,	,	PUNCT
cana-999	60	33	homogeneous	homogeneous	ADJ
cana-999	60	34	groups	group	NOUN
cana-999	60	35	.	.	PUNCT
cana-999	61	1	through	through	ADP
cana-999	61	2	the	the	DET
cana-999	61	3	utilization	utilization	NOUN
cana-999	61	4	of	of	ADP
cana-999	61	5	data	datum	NOUN
cana-999	61	6	encompassing	encompass	VERB
cana-999	61	7	various	various	ADJ
cana-999	61	8	factors	factor	NOUN
cana-999	61	9	such	such	ADJ
cana-999	61	10	as	as	ADP
cana-999	61	11	regional	regional	ADJ
cana-999	61	12	circumstances	circumstance	NOUN
cana-999	61	13	,	,	PUNCT
cana-999	61	14	economic	economic	ADJ
cana-999	61	15	patterns	pattern	NOUN
cana-999	61	16	,	,	PUNCT
cana-999	61	17	demographic	demographic	ADJ
cana-999	61	18	trends	trend	NOUN
cana-999	61	19	,	,	PUNCT
cana-999	61	20	and	and	CCONJ
cana-999	61	21	behavioural	behavioural	ADJ
cana-999	61	22	attributes	attribute	NOUN
cana-999	61	23	,	,	PUNCT
cana-999	61	24	customer	customer	NOUN
cana-999	61	25	segmentation	segmentation	NOUN
cana-999	61	26	facilitates	facilitate	VERB
cana-999	61	27	the	the	DET
cana-999	61	28	classification	classification	NOUN
cana-999	61	29	of	of	ADP
cana-999	61	30	customers	customer	NOUN
cana-999	61	31	into	into	ADP
cana-999	61	32	categories	category	NOUN
cana-999	61	33	.	.	PUNCT
cana-999	62	1	by	by	ADP
cana-999	62	2	employing	employ	VERB
cana-999	62	3	cluster	cluster	NOUN
cana-999	62	4	analysis	analysis	NOUN
cana-999	62	5	,	,	PUNCT
cana-999	62	6	this	this	DET
cana-999	62	7	study	study	NOUN
cana-999	62	8	aims	aim	VERB
cana-999	62	9	to	to	PART
cana-999	62	10	delve	delve	VERB
cana-999	62	11	into	into	ADP
cana-999	62	12	customer	customer	NOUN
cana-999	62	13	segmentation	segmentation	NOUN
cana-999	62	14	within	within	ADP
cana-999	62	15	the	the	DET
cana-999	62	16	banking	banking	NOUN
cana-999	62	17	sector	sector	NOUN
cana-999	62	18	,	,	PUNCT
cana-999	62	19	providing	provide	VERB
cana-999	62	20	insights	insight	NOUN
cana-999	62	21	into	into	ADP
cana-999	62	22	effective	effective	ADJ
cana-999	62	23	marketing	marketing	NOUN
cana-999	62	24	resource	resource	NOUN
cana-999	62	25	allocation	allocation	NOUN
cana-999	62	26	and	and	CCONJ
cana-999	62	27	enhancing	enhance	VERB
cana-999	62	28	overall	overall	ADJ
cana-999	62	29	strategic	strategic	ADJ
cana-999	62	30	decision	decision	NOUN
cana-999	62	31	-	-	PUNCT
cana-999	62	32	making	make	VERB
cana-999	62	33	processes	process	NOUN
cana-999	62	34	.	.	PUNCT
cana-999	63	1	ii	ii	PROPN
cana-999	63	2	.	.	PUNCT
cana-999	64	1	clustering	clustering	NOUN
cana-999	64	2	:	:	PUNCT
cana-999	64	3	cluster	cluster	NOUN
cana-999	64	4	analysis	analysis	NOUN
cana-999	64	5	serves	serve	VERB
cana-999	64	6	as	as	ADP
cana-999	64	7	a	a	DET
cana-999	64	8	valuable	valuable	ADJ
cana-999	64	9	technique	technique	NOUN
cana-999	64	10	for	for	ADP
cana-999	64	11	identifying	identify	VERB
cana-999	64	12	similar	similar	ADJ
cana-999	64	13	groups	group	NOUN
cana-999	64	14	within	within	ADP
cana-999	64	15	a	a	DET
cana-999	64	16	vast	vast	ADJ
cana-999	64	17	dataset	dataset	NOUN
cana-999	64	18	,	,	PUNCT
cana-999	64	19	where	where	SCONJ
cana-999	64	20	members	member	NOUN
cana-999	64	21	within	within	ADP
cana-999	64	22	each	each	DET
cana-999	64	23	group	group	NOUN
cana-999	64	24	share	share	VERB
cana-999	64	25	greater	great	ADJ
cana-999	64	26	similarities	similarity	NOUN
cana-999	64	27	compared	compare	VERB
cana-999	64	28	to	to	ADP
cana-999	64	29	those	those	PRON
cana-999	64	30	in	in	ADP
cana-999	64	31	other	other	ADJ
cana-999	64	32	groups	group	NOUN
cana-999	64	33	.	.	PUNCT
cana-999	65	1	this	this	DET
cana-999	65	2	approach	approach	NOUN
cana-999	65	3	has	have	AUX
cana-999	65	4	gained	gain	VERB
cana-999	65	5	prominence	prominence	NOUN
cana-999	65	6	in	in	ADP
cana-999	65	7	data	datum	NOUN
cana-999	65	8	analysis	analysis	NOUN
cana-999	65	9	,	,	PUNCT
cana-999	65	10	especially	especially	ADV
cana-999	65	11	in	in	ADP
cana-999	65	12	marketing	marketing	NOUN
cana-999	65	13	within	within	ADP
cana-999	65	14	the	the	DET
cana-999	65	15	banking	banking	NOUN
cana-999	65	16	sector	sector	NOUN
cana-999	65	17	,	,	PUNCT
cana-999	65	18	since	since	SCONJ
cana-999	65	19	the	the	DET
cana-999	65	20	1970s	1970s	NUM
cana-999	65	21	.	.	PUNCT
cana-999	66	1	however	however	ADV
cana-999	66	2	,	,	PUNCT
cana-999	66	3	it	it	PRON
cana-999	66	4	's	be	AUX
cana-999	66	5	important	important	ADJ
cana-999	66	6	to	to	PART
cana-999	66	7	note	note	VERB
cana-999	66	8	that	that	SCONJ
cana-999	66	9	clustering	clustering	NOUN
cana-999	66	10	is	be	AUX
cana-999	66	11	not	not	PART
cana-999	66	12	a	a	DET
cana-999	66	13	standardized	standardized	ADJ
cana-999	66	14	data	data	NOUN
cana-999	66	15	analysis	analysis	NOUN
cana-999	66	16	method	method	NOUN
cana-999	66	17	;	;	PUNCT
cana-999	66	18	its	its	PRON
cana-999	66	19	effectiveness	effectiveness	NOUN
cana-999	66	20	heavily	heavily	ADV
cana-999	66	21	relies	rely	VERB
cana-999	66	22	on	on	ADP
cana-999	66	23	the	the	DET
cana-999	66	24	specific	specific	ADJ
cana-999	66	25	dataset	dataset	NOUN
cana-999	66	26	or	or	CCONJ
cana-999	66	27	sample	sample	NOUN
cana-999	66	28	used	use	VERB
cana-999	66	29	.	.	PUNCT
cana-999	67	1	in	in	ADP
cana-999	67	2	our	our	PRON
cana-999	67	3	investigation	investigation	NOUN
cana-999	67	4	of	of	ADP
cana-999	67	5	communications	communication	NOUN
cana-999	67	6	on	on	ADP
cana-999	67	7	applied	apply	VERB
cana-999	67	8	nonlinear	nonlinear	ADJ
cana-999	67	9	analysis	analysis	NOUN
cana-999	67	10	issn	issn	NOUN
cana-999	67	11	:	:	PUNCT
cana-999	67	12	1074	1074	NUM
cana-999	67	13	-	-	PUNCT
cana-999	67	14	133x	133x	NUM
cana-999	67	15	vol	vol	NOUN
cana-999	67	16	31	31	NUM
cana-999	67	17	no	no	NOUN
cana-999	67	18	.	.	PUNCT
cana-999	68	1	5s	5s	NUM
cana-999	68	2	(	(	PUNCT
cana-999	68	3	2024	2024	NUM
cana-999	68	4	)	)	PUNCT
cana-999	68	5	60	60	NUM
cana-999	68	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-999	68	7	customer	customer	NOUN
cana-999	68	8	segmentation	segmentation	NOUN
cana-999	68	9	through	through	ADP
cana-999	68	10	cluster	cluster	NOUN
cana-999	68	11	analysis	analysis	NOUN
cana-999	68	12	in	in	ADP
cana-999	68	13	the	the	DET
cana-999	68	14	banking	banking	NOUN
cana-999	68	15	sector	sector	NOUN
cana-999	68	16	,	,	PUNCT
cana-999	68	17	we	we	PRON
cana-999	68	18	employ	employ	VERB
cana-999	68	19	a	a	DET
cana-999	68	20	statistical	statistical	ADJ
cana-999	68	21	approach	approach	NOUN
cana-999	68	22	known	know	VERB
cana-999	68	23	as	as	ADP
cana-999	68	24	the	the	DET
cana-999	68	25	"	"	PUNCT
cana-999	68	26	tandem	tandem	NOUN
cana-999	68	27	technique	technique	NOUN
cana-999	68	28	.	.	PUNCT
cana-999	68	29	"	"	PUNCT
cana-999	69	1	this	this	DET
cana-999	69	2	technique	technique	NOUN
cana-999	69	3	combines	combine	VERB
cana-999	69	4	factor	factor	NOUN
cana-999	69	5	analysis	analysis	NOUN
cana-999	69	6	and	and	CCONJ
cana-999	69	7	cluster	cluster	NOUN
cana-999	69	8	analysis	analysis	NOUN
cana-999	69	9	to	to	PART
cana-999	69	10	derive	derive	VERB
cana-999	69	11	insights	insight	NOUN
cana-999	69	12	.	.	PUNCT
cana-999	70	1	despite	despite	SCONJ
cana-999	70	2	its	its	PRON
cana-999	70	3	utilization	utilization	NOUN
cana-999	70	4	,	,	PUNCT
cana-999	70	5	the	the	DET
cana-999	70	6	tandem	tandem	NOUN
cana-999	70	7	technique	technique	NOUN
cana-999	70	8	has	have	AUX
cana-999	70	9	faced	face	VERB
cana-999	70	10	criticism	criticism	NOUN
cana-999	70	11	,	,	PUNCT
cana-999	70	12	primarily	primarily	ADV
cana-999	70	13	due	due	ADP
cana-999	70	14	to	to	ADP
cana-999	70	15	its	its	PRON
cana-999	70	16	potential	potential	NOUN
cana-999	70	17	to	to	PART
cana-999	70	18	disrupt	disrupt	VERB
cana-999	70	19	existing	exist	VERB
cana-999	70	20	cluster	cluster	NOUN
cana-999	70	21	formations	formation	NOUN
cana-999	70	22	through	through	ADP
cana-999	70	23	early	early	ADJ
cana-999	70	24	factor	factor	NOUN
cana-999	70	25	analysis	analysis	NOUN
cana-999	70	26	.	.	PUNCT
cana-999	71	1	to	to	PART
cana-999	71	2	mitigate	mitigate	VERB
cana-999	71	3	this	this	DET
cana-999	71	4	issue	issue	NOUN
cana-999	71	5	,	,	PUNCT
cana-999	71	6	hierarchical	hierarchical	ADJ
cana-999	71	7	cluster	cluster	NOUN
cana-999	71	8	analysis	analysis	NOUN
cana-999	71	9	,	,	PUNCT
cana-999	71	10	particularly	particularly	ADV
cana-999	71	11	with	with	ADP
cana-999	71	12	binary	binary	ADJ
cana-999	71	13	variables	variable	NOUN
cana-999	71	14	,	,	PUNCT
cana-999	71	15	may	may	AUX
cana-999	71	16	serve	serve	VERB
cana-999	71	17	as	as	ADP
cana-999	71	18	an	an	DET
cana-999	71	19	alternative	alternative	NOUN
cana-999	71	20	to	to	ADP
cana-999	71	21	the	the	DET
cana-999	71	22	tandem	tandem	NOUN
cana-999	71	23	approach	approach	NOUN
cana-999	71	24	.	.	PUNCT
cana-999	72	1	while	while	SCONJ
cana-999	72	2	the	the	DET
cana-999	72	3	validity	validity	NOUN
cana-999	72	4	of	of	ADP
cana-999	72	5	this	this	DET
cana-999	72	6	method	method	NOUN
cana-999	72	7	was	be	AUX
cana-999	72	8	questioned	question	VERB
cana-999	72	9	in	in	ADP
cana-999	72	10	the	the	DET
cana-999	72	11	past	past	NOUN
cana-999	72	12	,	,	PUNCT
cana-999	72	13	non	non	ADJ
cana-999	72	14	-	-	ADJ
cana-999	72	15	hierarchical	hierarchical	ADJ
cana-999	72	16	methodologies	methodology	NOUN
cana-999	72	17	have	have	AUX
cana-999	72	18	since	since	SCONJ
cana-999	72	19	gained	gain	VERB
cana-999	72	20	prominence	prominence	NOUN
cana-999	72	21	in	in	ADP
cana-999	72	22	research	research	NOUN
cana-999	72	23	within	within	ADP
cana-999	72	24	the	the	DET
cana-999	72	25	banking	banking	NOUN
cana-999	72	26	sector	sector	NOUN
cana-999	72	27	.	.	PUNCT
cana-999	73	1	figure.1	figure.1	PROPN
cana-999	73	2	.	.	PUNCT
cana-999	74	1	clustering	clustering	PROPN
cana-999	74	2	iii	iii	PROPN
cana-999	74	3	.	.	PUNCT
cana-999	74	4	customer	customer	NOUN
cana-999	74	5	segmentation	segmentation	NOUN
cana-999	74	6	using	use	VERB
cana-999	74	7	k	k	PROPN
cana-999	74	8	-	-	PUNCT
cana-999	74	9	means	means	NOUN
cana-999	74	10	clustering	clustering	NOUN
cana-999	74	11	:	:	PUNCT
cana-999	74	12	the	the	DET
cana-999	74	13	most	most	ADV
cana-999	74	14	well	well	ADV
cana-999	74	15	-	-	PUNCT
cana-999	74	16	known	know	VERB
cana-999	74	17	unsupervised	unsupervised	ADJ
cana-999	74	18	partitioning	partitioning	NOUN
cana-999	74	19	clustering	clustering	NOUN
cana-999	74	20	approach	approach	NOUN
cana-999	74	21	is	be	AUX
cana-999	74	22	k	k	NOUN
cana-999	74	23	-	-	PUNCT
cana-999	74	24	means	means	NOUN
cana-999	74	25	clustering	clustering	NOUN
cana-999	74	26	.	.	PUNCT
cana-999	75	1	this	this	DET
cana-999	75	2	clustering	clustering	ADJ
cana-999	75	3	approach	approach	NOUN
cana-999	75	4	,	,	PUNCT
cana-999	75	5	commonly	commonly	ADV
cana-999	75	6	known	know	VERB
cana-999	75	7	as	as	ADP
cana-999	75	8	the	the	DET
cana-999	75	9	centroid	centroid	NOUN
cana-999	75	10	-	-	PUNCT
cana-999	75	11	based	base	VERB
cana-999	75	12	technique	technique	NOUN
cana-999	75	13	,	,	PUNCT
cana-999	75	14	divides	divide	VERB
cana-999	75	15	data	datum	NOUN
cana-999	75	16	into	into	ADP
cana-999	75	17	nonhierarchical	nonhierarchical	ADJ
cana-999	75	18	categories	category	NOUN
cana-999	75	19	.	.	PUNCT
cana-999	76	1	the	the	DET
cana-999	76	2	dataset	dataset	NOUN
cana-999	76	3	is	be	AUX
cana-999	76	4	separated	separate	VERB
cana-999	76	5	into	into	ADP
cana-999	76	6	a	a	DET
cana-999	76	7	collection	collection	NOUN
cana-999	76	8	of	of	ADP
cana-999	76	9	k	k	PROPN
cana-999	76	10	groups	group	NOUN
cana-999	76	11	in	in	ADP
cana-999	76	12	this	this	DET
cana-999	76	13	sort	sort	NOUN
cana-999	76	14	of	of	ADP
cana-999	76	15	partitioning	partitioning	NOUN
cana-999	76	16	,	,	PUNCT
cana-999	76	17	where	where	SCONJ
cana-999	76	18	k	k	PROPN
cana-999	76	19	is	be	AUX
cana-999	76	20	the	the	DET
cana-999	76	21	number	number	NOUN
cana-999	76	22	of	of	ADP
cana-999	76	23	pre	pre	ADJ
cana-999	76	24	-	-	ADJ
cana-999	76	25	defined	define	VERB
cana-999	76	26	groups	group	NOUN
cana-999	76	27	or	or	CCONJ
cana-999	76	28	clusters	cluster	NOUN
cana-999	76	29	.	.	PUNCT
cana-999	77	1	when	when	SCONJ
cana-999	77	2	compared	compare	VERB
cana-999	77	3	to	to	ADP
cana-999	77	4	another	another	DET
cana-999	77	5	cluster	cluster	NOUN
cana-999	77	6	centroid	centroid	NOUN
cana-999	77	7	,	,	PUNCT
cana-999	77	8	the	the	DET
cana-999	77	9	cluster	cluster	NOUN
cana-999	77	10	centre	centre	NOUN
cana-999	77	11	is	be	AUX
cana-999	77	12	built	build	VERB
cana-999	77	13	so	so	SCONJ
cana-999	77	14	that	that	SCONJ
cana-999	77	15	the	the	DET
cana-999	77	16	distance	distance	NOUN
cana-999	77	17	between	between	ADP
cana-999	77	18	data	datum	NOUN
cana-999	77	19	points	point	NOUN
cana-999	77	20	in	in	ADP
cana-999	77	21	one	one	NUM
cana-999	77	22	cluster	cluster	NOUN
cana-999	77	23	is	be	AUX
cana-999	77	24	as	as	ADV
cana-999	77	25	low	low	ADJ
cana-999	77	26	as	as	ADP
cana-999	77	27	possible	possible	ADJ
cana-999	77	28	iv	iv	NUM
cana-999	77	29	.	.	PUNCT
cana-999	77	30	algorithm	algorithm	PROPN
cana-999	77	31	step	step	NOUN
cana-999	77	32	1	1	NUM
cana-999	77	33	:	:	PUNCT
cana-999	77	34	select	select	VERB
cana-999	77	35	the	the	DET
cana-999	77	36	number	number	NOUN
cana-999	77	37	k	k	PROPN
cana-999	77	38	to	to	PART
cana-999	77	39	determine	determine	VERB
cana-999	77	40	the	the	DET
cana-999	77	41	number	number	NOUN
cana-999	77	42	of	of	ADP
cana-999	77	43	clusters	cluster	NOUN
cana-999	77	44	.	.	PUNCT
cana-999	78	1	step	step	NOUN
cana-999	78	2	2	2	NUM
cana-999	78	3	:	:	PUNCT
cana-999	78	4	at	at	ADP
cana-999	78	5	random	random	ADJ
cana-999	78	6	,	,	PUNCT
cana-999	78	7	select	select	ADJ
cana-999	78	8	k	k	PROPN
cana-999	78	9	locations	location	NOUN
cana-999	78	10	or	or	CCONJ
cana-999	78	11	centroids	centroid	NOUN
cana-999	78	12	.	.	PUNCT
cana-999	79	1	(	(	PUNCT
cana-999	79	2	it	it	PRON
cana-999	79	3	's	be	AUX
cana-999	79	4	possible	possible	ADJ
cana-999	79	5	that	that	SCONJ
cana-999	79	6	it	it	PRON
cana-999	79	7	's	be	AUX
cana-999	79	8	not	not	PART
cana-999	79	9	the	the	DET
cana-999	79	10	same	same	ADJ
cana-999	79	11	as	as	ADP
cana-999	79	12	the	the	DET
cana-999	79	13	incoming	incoming	ADJ
cana-999	79	14	dataset	dataset	NOUN
cana-999	79	15	.	.	PUNCT
cana-999	79	16	)	)	PUNCT
cana-999	80	1	step	step	NOUN
cana-999	80	2	3	3	NUM
cana-999	80	3	:	:	PUNCT
cana-999	80	4	form	form	VERB
cana-999	80	5	the	the	DET
cana-999	80	6	preset	preset	ADJ
cana-999	80	7	k	k	PROPN
cana-999	80	8	clusters	cluster	NOUN
cana-999	80	9	by	by	ADP
cana-999	80	10	assigning	assign	VERB
cana-999	80	11	each	each	DET
cana-999	80	12	data	data	NOUN
cana-999	80	13	point	point	NOUN
cana-999	80	14	to	to	ADP
cana-999	80	15	the	the	DET
cana-999	80	16	centroid	centroid	NOUN
cana-999	80	17	that	that	PRON
cana-999	80	18	is	be	AUX
cana-999	80	19	closest	close	ADJ
cana-999	80	20	to	to	ADP
cana-999	80	21	it	it	PRON
cana-999	80	22	.	.	PUNCT
cana-999	81	1	step	step	NOUN
cana-999	81	2	4	4	NUM
cana-999	81	3	:	:	PUNCT
cana-999	81	4	calculate	calculate	VERB
cana-999	81	5	the	the	DET
cana-999	81	6	variance	variance	NOUN
cana-999	81	7	and	and	CCONJ
cana-999	81	8	move	move	VERB
cana-999	81	9	the	the	DET
cana-999	81	10	centroid	centroid	NOUN
cana-999	81	11	of	of	ADP
cana-999	81	12	each	each	DET
cana-999	81	13	cluster	cluster	NOUN
cana-999	81	14	.	.	PUNCT
cana-999	82	1	step	step	NOUN
cana-999	82	2	5	5	NUM
cana-999	82	3	:	:	PUNCT
cana-999	82	4	reverse	reverse	VERB
cana-999	82	5	the	the	DET
cana-999	82	6	previous	previous	ADJ
cana-999	82	7	three	three	NUM
cana-999	82	8	steps	step	NOUN
cana-999	82	9	,	,	PUNCT
cana-999	82	10	reassigning	reassign	VERB
cana-999	82	11	each	each	DET
cana-999	82	12	datapoint	datapoint	NOUN
cana-999	82	13	to	to	ADP
cana-999	82	14	the	the	DET
cana-999	82	15	cluster	cluster	NOUN
cana-999	82	16	's	's	PART
cana-999	82	17	new	new	ADJ
cana-999	82	18	closest	close	ADJ
cana-999	82	19	centroid	centroid	NOUN
cana-999	82	20	.	.	PUNCT
cana-999	83	1	communications	communication	NOUN
cana-999	83	2	on	on	ADP
cana-999	83	3	applied	apply	VERB
cana-999	83	4	nonlinear	nonlinear	ADJ
cana-999	83	5	analysis	analysis	NOUN
cana-999	83	6	issn	issn	NOUN
cana-999	83	7	:	:	PUNCT
cana-999	83	8	1074	1074	NUM
cana-999	83	9	-	-	PUNCT
cana-999	83	10	133x	133x	NUM
cana-999	83	11	vol	vol	NOUN
cana-999	83	12	31	31	NUM
cana-999	83	13	no	no	NOUN
cana-999	83	14	.	.	PUNCT
cana-999	84	1	5s	5s	NUM
cana-999	84	2	(	(	PUNCT
cana-999	84	3	2024	2024	NUM
cana-999	84	4	)	)	PUNCT
cana-999	84	5	61	61	NUM
cana-999	84	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-999	84	7	step-6	step-6	NUM
cana-999	84	8	:	:	PUNCT
cana-999	84	9	go	go	VERB
cana-999	84	10	to	to	ADP
cana-999	84	11	step-4	step-4	NUM
cana-999	84	12	if	if	SCONJ
cana-999	84	13	there	there	PRON
cana-999	84	14	is	be	VERB
cana-999	84	15	a	a	DET
cana-999	84	16	reassignment	reassignment	NOUN
cana-999	84	17	;	;	PUNCT
cana-999	84	18	otherwise	otherwise	ADV
cana-999	84	19	,	,	PUNCT
cana-999	84	20	go	go	VERB
cana-999	84	21	to	to	ADP
cana-999	84	22	finish	finish	NOUN
cana-999	84	23	.	.	PUNCT
cana-999	85	1	step	step	NOUN
cana-999	85	2	7	7	NUM
cana-999	85	3	:	:	PUNCT
cana-999	85	4	the	the	DET
cana-999	85	5	model	model	NOUN
cana-999	85	6	is	be	AUX
cana-999	85	7	now	now	ADV
cana-999	85	8	complete	complete	ADJ
cana-999	85	9	.	.	PUNCT
cana-999	86	1	figure.2	figure.2	ADJ
cana-999	86	2	.	.	PUNCT
cana-999	86	3	flow	flow	NOUN
cana-999	86	4	of	of	ADP
cana-999	86	5	k	k	NOUN
cana-999	86	6	-	-	PUNCT
cana-999	86	7	means	means	NOUN
cana-999	86	8	algorithm	algorithm	NOUN
cana-999	86	9	v.	v.	ADP
cana-999	86	10	outline	outline	NOUN
cana-999	86	11	of	of	ADP
cana-999	86	12	existing	exist	VERB
cana-999	86	13	model	model	NOUN
cana-999	86	14	:	:	PUNCT
cana-999	86	15	1.the	1.the	DET
cana-999	86	16	existing	exist	VERB
cana-999	86	17	base	base	NOUN
cana-999	86	18	paper	paper	NOUN
cana-999	86	19	uses	use	VERB
cana-999	86	20	“	"	PUNCT
cana-999	86	21	elbow	elbow	NOUN
cana-999	86	22	method	method	NOUN
cana-999	86	23	”	"	PUNCT
cana-999	86	24	to	to	PART
cana-999	86	25	find	find	VERB
cana-999	86	26	out	out	ADP
cana-999	86	27	the	the	DET
cana-999	86	28	minimum	minimum	ADJ
cana-999	86	29	optimal	optimal	ADJ
cana-999	86	30	clusters	cluster	NOUN
cana-999	86	31	for	for	ADP
cana-999	86	32	the	the	DET
cana-999	86	33	kmeans	kmean	NOUN
cana-999	86	34	clustering	cluster	VERB
cana-999	86	35	2.but	2.but	NUM
cana-999	86	36	elbow	elbow	NOUN
cana-999	86	37	method	method	NOUN
cana-999	86	38	does	do	AUX
cana-999	86	39	not	not	PART
cana-999	86	40	work	work	VERB
cana-999	86	41	effectively	effectively	ADV
cana-999	86	42	in	in	ADP
cana-999	86	43	a	a	DET
cana-999	86	44	few	few	ADJ
cana-999	86	45	cases	case	NOUN
cana-999	86	46	,	,	PUNCT
cana-999	86	47	for	for	ADP
cana-999	86	48	instance	instance	NOUN
cana-999	86	49	take	take	VERB
cana-999	86	50	the	the	DET
cana-999	86	51	below	below	ADJ
cana-999	86	52	scatter	scatter	NOUN
cana-999	86	53	plot	plot	PROPN
cana-999	86	54	vi	vi	PROPN
cana-999	86	55	.	.	PROPN
cana-999	86	56	outline	outline	NOUN
cana-999	86	57	of	of	ADP
cana-999	86	58	proposed	propose	VERB
cana-999	86	59	model	model	NOUN
cana-999	86	60	:	:	PUNCT
cana-999	86	61	the	the	DET
cana-999	86	62	average	average	ADJ
cana-999	86	63	silhouette	silhouette	NOUN
cana-999	86	64	coefficient	coefficient	NOUN
cana-999	86	65	across	across	ADP
cana-999	86	66	all	all	DET
cana-999	86	67	dataset	dataset	ADJ
cana-999	86	68	occurrences	occurrence	NOUN
cana-999	86	69	is	be	AUX
cana-999	86	70	used	use	VERB
cana-999	86	71	to	to	PART
cana-999	86	72	calculate	calculate	VERB
cana-999	86	73	the	the	DET
cana-999	86	74	silhouette	silhouette	NOUN
cana-999	86	75	score	score	NOUN
cana-999	86	76	.	.	PUNCT
cana-999	87	1	the	the	DET
cana-999	87	2	silhouette	silhouette	NOUN
cana-999	87	3	coefficient	coefficient	NOUN
cana-999	87	4	,	,	PUNCT
cana-999	87	5	which	which	PRON
cana-999	87	6	ranges	range	VERB
cana-999	87	7	from	from	ADP
cana-999	87	8	-1	-1	INTJ
cana-999	87	9	to	to	ADP
cana-999	87	10	1	1	NUM
cana-999	87	11	,	,	PUNCT
cana-999	87	12	measures	measure	VERB
cana-999	87	13	how	how	SCONJ
cana-999	87	14	close	close	ADJ
cana-999	87	15	points	point	NOUN
cana-999	87	16	in	in	ADP
cana-999	87	17	one	one	NUM
cana-999	87	18	cluster	cluster	NOUN
cana-999	87	19	are	be	AUX
cana-999	87	20	to	to	ADP
cana-999	87	21	points	point	NOUN
cana-999	87	22	in	in	ADP
cana-999	87	23	nearby	nearby	ADJ
cana-999	87	24	clusters	cluster	NOUN
cana-999	87	25	.	.	PUNCT
cana-999	88	1	the	the	DET
cana-999	88	2	silhouette	silhouette	NOUN
cana-999	88	3	coefficient	coefficient	NOUN
cana-999	88	4	is	be	AUX
cana-999	88	5	calculated	calculate	VERB
cana-999	88	6	as	as	SCONJ
cana-999	88	7	follows	follow	VERB
cana-999	88	8	:	:	PUNCT
cana-999	88	9	vii	vii	PROPN
cana-999	88	10	.	.	PROPN
cana-999	88	11	libraries	library	NOUN
cana-999	88	12	used	use	VERB
cana-999	88	13	:	:	PUNCT
cana-999	88	14	scikit	scikit	NOUN
cana-999	88	15	-	-	PUNCT
cana-999	88	16	learn	learn	VERB
cana-999	88	17	:	:	PUNCT
cana-999	88	18	it	it	PRON
cana-999	88	19	is	be	AUX
cana-999	88	20	a	a	DET
cana-999	88	21	free	free	ADJ
cana-999	88	22	python	python	NOUN
cana-999	88	23	machine	machine	NOUN
cana-999	88	24	learning	learn	VERB
cana-999	88	25	software	software	NOUN
cana-999	88	26	,	,	PUNCT
cana-999	88	27	sometimes	sometimes	ADV
cana-999	88	28	known	know	VERB
cana-999	88	29	as	as	ADP
cana-999	88	30	sklearn	sklearn	ADJ
cana-999	88	31	.	.	PUNCT
cana-999	89	1	it	it	PRON
cana-999	89	2	is	be	AUX
cana-999	89	3	meant	mean	VERB
cana-999	89	4	to	to	PART
cana-999	89	5	interact	interact	VERB
cana-999	89	6	with	with	ADP
cana-999	89	7	the	the	DET
cana-999	89	8	python	python	PROPN
cana-999	89	9	numerical	numerical	ADJ
cana-999	89	10	and	and	CCONJ
cana-999	89	11	scientific	scientific	ADJ
cana-999	89	12	libraries	library	NOUN
cana-999	89	13	numpy	numpy	NOUN
cana-999	89	14	and	and	CCONJ
cana-999	89	15	scipy	scipy	NOUN
cana-999	89	16	,	,	PUNCT
cana-999	89	17	and	and	CCONJ
cana-999	89	18	features	feature	VERB
cana-999	89	19	support	support	VERB
cana-999	89	20	vector	vector	NOUN
cana-999	89	21	machines	machine	NOUN
cana-999	89	22	,	,	PUNCT
cana-999	89	23	random	random	ADJ
cana-999	89	24	forests	forest	NOUN
cana-999	89	25	,	,	PUNCT
cana-999	89	26	gradient	gradient	NOUN
cana-999	89	27	boosting	boosting	NOUN
cana-999	89	28	,	,	PUNCT
cana-999	89	29	k	k	NOUN
cana-999	89	30	-	-	PUNCT
cana-999	89	31	means	mean	NOUN
cana-999	89	32	,	,	PUNCT
cana-999	89	33	and	and	CCONJ
cana-999	89	34	dbscan	dbscan	NOUN
cana-999	89	35	,	,	PUNCT
cana-999	89	36	among	among	ADP
cana-999	89	37	other	other	ADJ
cana-999	89	38	classification	classification	NOUN
cana-999	89	39	,	,	PUNCT
cana-999	89	40	regression	regression	NOUN
cana-999	89	41	,	,	PUNCT
cana-999	89	42	and	and	CCONJ
cana-999	89	43	clustering	cluster	VERB
cana-999	89	44	algorithms	algorithm	NOUN
cana-999	89	45	.	.	PUNCT
cana-999	90	1	communications	communication	NOUN
cana-999	90	2	on	on	ADP
cana-999	90	3	applied	apply	VERB
cana-999	90	4	nonlinear	nonlinear	ADJ
cana-999	90	5	analysis	analysis	NOUN
cana-999	90	6	issn	issn	NOUN
cana-999	90	7	:	:	PUNCT
cana-999	90	8	1074	1074	NUM
cana-999	90	9	-	-	PUNCT
cana-999	90	10	133x	133x	NUM
cana-999	90	11	vol	vol	NOUN
cana-999	90	12	31	31	NUM
cana-999	90	13	no	no	NOUN
cana-999	90	14	.	.	PUNCT
cana-999	91	1	5s	5s	NUM
cana-999	91	2	(	(	PUNCT
cana-999	91	3	2024	2024	NUM
cana-999	91	4	)	)	PUNCT
cana-999	91	5	62	62	NUM
cana-999	91	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-999	91	7	seaborn	seaborn	PROPN
cana-999	91	8	:	:	PUNCT
cana-999	92	1	seaborn	seaborn	PROPN
cana-999	92	2	is	be	AUX
cana-999	92	3	a	a	DET
cana-999	92	4	matplotlib	matplotlib	PROPN
cana-999	92	5	-	-	PUNCT
cana-999	92	6	based	base	VERB
cana-999	92	7	open	open	ADJ
cana-999	92	8	-	-	PUNCT
cana-999	92	9	source	source	NOUN
cana-999	92	10	python	python	NOUN
cana-999	92	11	library	library	NOUN
cana-999	92	12	.	.	PUNCT
cana-999	93	1	it	it	PRON
cana-999	93	2	's	be	AUX
cana-999	93	3	used	use	VERB
cana-999	93	4	for	for	ADP
cana-999	93	5	exploratory	exploratory	ADJ
cana-999	93	6	data	datum	NOUN
cana-999	93	7	analysis	analysis	NOUN
cana-999	93	8	and	and	CCONJ
cana-999	93	9	data	datum	NOUN
cana-999	93	10	visualization	visualization	NOUN
cana-999	93	11	.	.	PUNCT
cana-999	94	1	seaborn	seaborn	PROPN
cana-999	94	2	makes	make	VERB
cana-999	94	3	using	use	VERB
cana-999	94	4	data	datum	NOUN
cana-999	94	5	frames	frame	NOUN
cana-999	94	6	and	and	CCONJ
cana-999	94	7	the	the	DET
cana-999	94	8	pandas	panda	NOUN
cana-999	94	9	library	library	VERB
cana-999	94	10	a	a	DET
cana-999	94	11	breeze	breeze	NOUN
cana-999	94	12	.	.	PUNCT
cana-999	95	1	the	the	DET
cana-999	95	2	graphs	graph	NOUN
cana-999	95	3	that	that	PRON
cana-999	95	4	are	be	AUX
cana-999	95	5	generated	generate	VERB
cana-999	95	6	may	may	AUX
cana-999	95	7	also	also	ADV
cana-999	95	8	be	be	AUX
cana-999	95	9	readily	readily	ADV
cana-999	95	10	changed	change	VERB
cana-999	95	11	.	.	PUNCT
cana-999	96	1	numpy	numpy	PROPN
cana-999	96	2	(	(	PUNCT
cana-999	96	3	numerical	numerical	PROPN
cana-999	96	4	python):is	python):is	PROPN
cana-999	96	5	a	a	DET
cana-999	96	6	package	package	NOUN
cana-999	96	7	that	that	PRON
cana-999	96	8	contains	contain	VERB
cana-999	96	9	multidimensional	multidimensional	ADJ
cana-999	96	10	array	array	NOUN
cana-999	96	11	objects	object	NOUN
cana-999	96	12	and	and	CCONJ
cana-999	96	13	tools	tool	NOUN
cana-999	96	14	for	for	ADP
cana-999	96	15	manipulating	manipulate	VERB
cana-999	96	16	them	they	PRON
cana-999	96	17	.	.	PUNCT
cana-999	97	1	numpy	numpy	PROPN
cana-999	97	2	is	be	AUX
cana-999	97	3	a	a	DET
cana-999	97	4	python	python	NOUN
cana-999	97	5	library	library	NOUN
cana-999	97	6	that	that	PRON
cana-999	97	7	allows	allow	VERB
cana-999	97	8	us	we	PRON
cana-999	97	9	to	to	PART
cana-999	97	10	perform	perform	VERB
cana-999	97	11	mathematical	mathematical	ADJ
cana-999	97	12	and	and	CCONJ
cana-999	97	13	logical	logical	ADJ
cana-999	97	14	operations	operation	NOUN
cana-999	97	15	on	on	ADP
cana-999	97	16	arrays	array	NOUN
cana-999	97	17	.	.	PUNCT
cana-999	98	1	numpy	numpy	NOUN
cana-999	98	2	is	be	AUX
cana-999	98	3	widely	widely	ADV
cana-999	98	4	used	use	VERB
cana-999	98	5	in	in	ADP
cana-999	98	6	combination	combination	NOUN
cana-999	98	7	with	with	ADP
cana-999	98	8	scipy	scipy	NOUN
cana-999	98	9	and	and	CCONJ
cana-999	98	10	matplotlib	matplotlib	PROPN
cana-999	98	11	(	(	PUNCT
cana-999	98	12	scientific	scientific	ADJ
cana-999	98	13	python	python	NOUN
cana-999	98	14	)	)	PUNCT
cana-999	98	15	(	(	PUNCT
cana-999	98	16	plotting	plot	VERB
cana-999	98	17	library	library	NOUN
cana-999	98	18	)	)	PUNCT
cana-999	98	19	.	.	PUNCT
cana-999	99	1	this	this	DET
cana-999	99	2	combination	combination	NOUN
cana-999	99	3	is	be	AUX
cana-999	99	4	frequently	frequently	ADV
cana-999	99	5	used	use	VERB
cana-999	99	6	as	as	ADP
cana-999	99	7	a	a	DET
cana-999	99	8	substitute	substitute	NOUN
cana-999	99	9	for	for	ADP
cana-999	99	10	matlab	matlab	PROPN
cana-999	99	11	,	,	PUNCT
cana-999	99	12	a	a	DET
cana-999	99	13	prominent	prominent	ADJ
cana-999	99	14	technical	technical	ADJ
cana-999	99	15	computing	computing	NOUN
cana-999	99	16	platform	platform	NOUN
cana-999	99	17	.	.	PUNCT
cana-999	100	1	the	the	DET
cana-999	100	2	python	python	NOUN
cana-999	100	3	counterpart	counterpart	NOUN
cana-999	100	4	to	to	ADP
cana-999	100	5	matlab	matlab	PROPN
cana-999	100	6	,	,	PUNCT
cana-999	100	7	on	on	ADP
cana-999	100	8	the	the	DET
cana-999	100	9	other	other	ADJ
cana-999	100	10	hand	hand	NOUN
cana-999	100	11	,	,	PUNCT
cana-999	100	12	is	be	AUX
cana-999	100	13	today	today	NOUN
cana-999	100	14	regarded	regard	VERB
cana-999	100	15	as	as	ADP
cana-999	100	16	a	a	DET
cana-999	100	17	more	more	ADV
cana-999	100	18	contemporary	contemporary	ADJ
cana-999	100	19	and	and	CCONJ
cana-999	100	20	comprehensive	comprehensive	ADJ
cana-999	100	21	programming	programming	NOUN
cana-999	100	22	language	language	NOUN
cana-999	100	23	.	.	PUNCT
cana-999	101	1	pandas	panda	NOUN
cana-999	101	2	:	:	PUNCT
cana-999	101	3	is	be	AUX
cana-999	101	4	a	a	DET
cana-999	101	5	python	python	NOUN
cana-999	101	6	toolkit	toolkit	NOUN
cana-999	101	7	for	for	ADP
cana-999	101	8	data	data	NOUN
cana-999	101	9	science	science	NOUN
cana-999	101	10	,	,	PUNCT
cana-999	101	11	data	datum	NOUN
cana-999	101	12	analysis	analysis	NOUN
cana-999	101	13	,	,	PUNCT
cana-999	101	14	and	and	CCONJ
cana-999	101	15	machine	machine	NOUN
cana-999	101	16	learning	learning	NOUN
cana-999	101	17	that	that	PRON
cana-999	101	18	is	be	AUX
cana-999	101	19	open	open	ADJ
cana-999	101	20	-	-	PUNCT
cana-999	101	21	source	source	NOUN
cana-999	101	22	.	.	PUNCT
cana-999	102	1	it	it	PRON
cana-999	102	2	is	be	AUX
cana-999	102	3	based	base	VERB
cana-999	102	4	on	on	ADP
cana-999	102	5	numpy	numpy	NOUN
cana-999	102	6	,	,	PUNCT
cana-999	102	7	a	a	DET
cana-999	102	8	multi	multi	ADJ
cana-999	102	9	-	-	ADJ
cana-999	102	10	dimensional	dimensional	ADJ
cana-999	102	11	arrays	array	NOUN
cana-999	102	12	-	-	PUNCT
cana-999	102	13	supporting	support	VERB
cana-999	102	14	library	library	NOUN
cana-999	102	15	.	.	PUNCT
cana-999	103	1	pandas	panda	NOUN
cana-999	103	2	,	,	PUNCT
cana-999	103	3	being	be	AUX
cana-999	103	4	one	one	NUM
cana-999	103	5	of	of	ADP
cana-999	103	6	the	the	DET
cana-999	103	7	most	most	ADV
cana-999	103	8	widely	widely	ADV
cana-999	103	9	used	use	VERB
cana-999	103	10	data	data	NOUN
cana-999	103	11	manipulation	manipulation	NOUN
cana-999	103	12	tools	tool	NOUN
cana-999	103	13	,	,	PUNCT
cana-999	103	14	works	work	VERB
cana-999	103	15	well	well	ADV
cana-999	103	16	with	with	ADP
cana-999	103	17	a	a	DET
cana-999	103	18	variety	variety	NOUN
cana-999	103	19	of	of	ADP
cana-999	103	20	other	other	ADJ
cana-999	103	21	python	python	PROPN
cana-999	103	22	data	datum	NOUN
cana-999	103	23	science	science	NOUN
cana-999	103	24	modules	module	NOUN
cana-999	103	25	.	.	PUNCT
cana-999	104	1	matplotlib	matplotlib	PROPN
cana-999	104	2	:	:	PUNCT
cana-999	104	3	for	for	ADP
cana-999	104	4	2d	2d	NUM
cana-999	104	5	array	array	PROPN
cana-999	104	6	charts	chart	NOUN
cana-999	104	7	,	,	PUNCT
cana-999	104	8	matplotlib	matplotlib	PROPN
cana-999	104	9	is	be	AUX
cana-999	104	10	a	a	DET
cana-999	104	11	superb	superb	ADJ
cana-999	104	12	python	python	NOUN
cana-999	104	13	visualization	visualization	NOUN
cana-999	104	14	library	library	NOUN
cana-999	104	15	.	.	PUNCT
cana-999	105	1	matplotlib	matplotlib	PROPN
cana-999	105	2	is	be	AUX
cana-999	105	3	a	a	DET
cana-999	105	4	multi	multi	ADJ
cana-999	105	5	-	-	ADJ
cana-999	105	6	platform	platform	ADJ
cana-999	105	7	data	datum	NOUN
cana-999	105	8	visualization	visualization	NOUN
cana-999	105	9	library	library	NOUN
cana-999	105	10	built	build	VERB
cana-999	105	11	on	on	ADP
cana-999	105	12	numpy	numpy	NOUN
cana-999	105	13	arrays	array	NOUN
cana-999	105	14	and	and	CCONJ
cana-999	105	15	designed	design	VERB
cana-999	105	16	to	to	PART
cana-999	105	17	work	work	VERB
cana-999	105	18	with	with	ADP
cana-999	105	19	the	the	DET
cana-999	105	20	entire	entire	ADJ
cana-999	105	21	scipy	scipy	NOUN
cana-999	105	22	stack	stack	NOUN
cana-999	105	23	.	.	PUNCT
cana-999	106	1	the	the	DET
cana-999	106	2	ability	ability	NOUN
cana-999	106	3	to	to	PART
cana-999	106	4	show	show	VERB
cana-999	106	5	vast	vast	ADJ
cana-999	106	6	volumes	volume	NOUN
cana-999	106	7	of	of	ADP
cana-999	106	8	data	datum	NOUN
cana-999	106	9	in	in	ADP
cana-999	106	10	simple	simple	ADJ
cana-999	106	11	images	image	NOUN
cana-999	106	12	is	be	AUX
cana-999	106	13	one	one	NUM
cana-999	106	14	of	of	ADP
cana-999	106	15	the	the	DET
cana-999	106	16	most	most	ADV
cana-999	106	17	essential	essential	ADJ
cana-999	106	18	advantages	advantage	NOUN
cana-999	106	19	of	of	ADP
cana-999	106	20	visualization	visualization	NOUN
cana-999	106	21	.	.	PUNCT
cana-999	107	1	line	line	NOUN
cana-999	107	2	,	,	PUNCT
cana-999	107	3	bar	bar	NOUN
cana-999	107	4	,	,	PUNCT
cana-999	107	5	scatter	scatter	NOUN
cana-999	107	6	,	,	PUNCT
cana-999	107	7	histogram	histogram	NOUN
cana-999	107	8	,	,	PUNCT
cana-999	107	9	and	and	CCONJ
cana-999	107	10	more	more	ADJ
cana-999	107	11	graphs	graph	NOUN
cana-999	107	12	are	be	AUX
cana-999	107	13	available	available	ADJ
cana-999	107	14	in	in	ADP
cana-999	107	15	matplotlib	matplotlib	PROPN
cana-999	107	16	.	.	PUNCT
cana-999	108	1	the	the	DET
cana-999	108	2	platform	platform	NOUN
cana-999	108	3	that	that	PRON
cana-999	108	4	was	be	AUX
cana-999	108	5	utilized	utilize	VERB
cana-999	108	6	was	be	AUX
cana-999	108	7	:	:	PUNCT
cana-999	108	8	jupyter	jupyter	ADJ
cana-999	108	9	notebook	notebook	NOUN
cana-999	108	10	is	be	AUX
cana-999	108	11	a	a	DET
cana-999	108	12	server	server	NOUN
cana-999	108	13	-	-	PUNCT
cana-999	108	14	client	client	NOUN
cana-999	108	15	program	program	NOUN
cana-999	108	16	that	that	PRON
cana-999	108	17	allows	allow	VERB
cana-999	108	18	you	you	PRON
cana-999	108	19	to	to	PART
cana-999	108	20	edit	edit	VERB
cana-999	108	21	and	and	CCONJ
cana-999	108	22	run	run	VERB
cana-999	108	23	notebook	notebook	NOUN
cana-999	108	24	documents	document	NOUN
cana-999	108	25	,	,	PUNCT
cana-999	108	26	code	code	NOUN
cana-999	108	27	,	,	PUNCT
cana-999	108	28	and	and	CCONJ
cana-999	108	29	data	datum	NOUN
cana-999	108	30	using	use	VERB
cana-999	108	31	a	a	DET
cana-999	108	32	web	web	NOUN
cana-999	108	33	browser	browser	NOUN
cana-999	108	34	.	.	PUNCT
cana-999	109	1	the	the	DET
cana-999	109	2	jupyter	jupyter	PROPN
cana-999	109	3	notebook	notebook	NOUN
cana-999	109	4	app	app	NOUN
cana-999	109	5	can	can	AUX
cana-999	109	6	be	be	AUX
cana-999	109	7	operated	operate	VERB
cana-999	109	8	locally	locally	ADV
cana-999	109	9	on	on	ADP
cana-999	109	10	a	a	DET
cana-999	109	11	pc	pc	NOUN
cana-999	109	12	with	with	ADP
cana-999	109	13	no	no	DET
cana-999	109	14	internet	internet	NOUN
cana-999	109	15	connection	connection	NOUN
cana-999	109	16	(	(	PUNCT
cana-999	109	17	as	as	SCONJ
cana-999	109	18	described	describe	VERB
cana-999	109	19	in	in	ADP
cana-999	109	20	this	this	DET
cana-999	109	21	article	article	NOUN
cana-999	109	22	)	)	PUNCT
cana-999	109	23	or	or	CCONJ
cana-999	109	24	remotely	remotely	ADV
cana-999	109	25	on	on	ADP
cana-999	109	26	a	a	DET
cana-999	109	27	server	server	NOUN
cana-999	109	28	with	with	ADP
cana-999	109	29	internet	internet	NOUN
cana-999	109	30	access	access	NOUN
cana-999	109	31	.	.	PUNCT
cana-999	110	1	users	user	NOUN
cana-999	110	2	can	can	AUX
cana-999	110	3	build	build	VERB
cana-999	110	4	and	and	CCONJ
cana-999	110	5	organize	organize	VERB
cana-999	110	6	processes	process	NOUN
cana-999	110	7	in	in	ADP
cana-999	110	8	data	datum	NOUN
cana-999	110	9	science	science	NOUN
cana-999	110	10	,	,	PUNCT
cana-999	110	11	scientific	scientific	ADJ
cana-999	110	12	computing	computing	NOUN
cana-999	110	13	,	,	PUNCT
cana-999	110	14	computational	computational	ADJ
cana-999	110	15	journalism	journalism	NOUN
cana-999	110	16	,	,	PUNCT
cana-999	110	17	and	and	CCONJ
cana-999	110	18	machine	machine	NOUN
cana-999	110	19	learning	learning	NOUN
cana-999	110	20	using	use	VERB
cana-999	110	21	the	the	DET
cana-999	110	22	versatile	versatile	ADJ
cana-999	110	23	interface	interface	NOUN
cana-999	110	24	.	.	PUNCT
cana-999	110	25	.	.	PUNCT
cana-999	111	1	data	datum	NOUN
cana-999	111	2	:	:	PUNCT
cana-999	111	3	the	the	DET
cana-999	111	4	data	data	NOUN
cana-999	111	5	collection	collection	NOUN
cana-999	111	6	process	process	NOUN
cana-999	111	7	involved	involve	VERB
cana-999	111	8	administering	administer	VERB
cana-999	111	9	questionnaires	questionnaire	NOUN
cana-999	111	10	directly	directly	ADV
cana-999	111	11	to	to	ADP
cana-999	111	12	bank	bank	NOUN
cana-999	111	13	customers	customer	NOUN
cana-999	111	14	.	.	PUNCT
cana-999	112	1	the	the	DET
cana-999	112	2	questionnaires	questionnaire	NOUN
cana-999	112	3	gathered	gather	VERB
cana-999	112	4	information	information	NOUN
cana-999	112	5	on	on	ADP
cana-999	112	6	various	various	ADJ
cana-999	112	7	aspects	aspect	NOUN
cana-999	112	8	such	such	ADJ
cana-999	112	9	as	as	ADP
cana-999	112	10	demographic	demographic	ADJ
cana-999	112	11	details	detail	NOUN
cana-999	112	12	,	,	PUNCT
cana-999	112	13	income	income	NOUN
cana-999	112	14	,	,	PUNCT
cana-999	112	15	and	and	CCONJ
cana-999	112	16	spending	spending	NOUN
cana-999	112	17	behaviour	behaviour	NOUN
cana-999	112	18	.	.	PUNCT
cana-999	113	1	the	the	DET
cana-999	113	2	responses	response	NOUN
cana-999	113	3	from	from	ADP
cana-999	113	4	200	200	NUM
cana-999	113	5	customers	customer	NOUN
cana-999	113	6	were	be	AUX
cana-999	113	7	collected	collect	VERB
cana-999	113	8	and	and	CCONJ
cana-999	113	9	compiled	compile	VERB
cana-999	113	10	into	into	ADP
cana-999	113	11	the	the	DET
cana-999	113	12	dataset	dataset	NOUN
cana-999	113	13	for	for	ADP
cana-999	113	14	analysis	analysis	NOUN
cana-999	113	15	.	.	PUNCT
cana-999	114	1	table	table	NOUN
cana-999	114	2	1	1	NUM
cana-999	114	3	.	.	PUNCT
cana-999	114	4	dataset	dataset	VERB
cana-999	114	5	to	to	PART
cana-999	114	6	begin	begin	VERB
cana-999	114	7	,	,	PUNCT
cana-999	114	8	we	we	PRON
cana-999	114	9	'll	will	AUX
cana-999	114	10	need	need	VERB
cana-999	114	11	to	to	PART
cana-999	114	12	figure	figure	VERB
cana-999	114	13	out	out	ADP
cana-999	114	14	what	what	PRON
cana-999	114	15	kind	kind	NOUN
cana-999	114	16	of	of	ADP
cana-999	114	17	data	datum	NOUN
cana-999	114	18	we	we	PRON
cana-999	114	19	'll	will	AUX
cana-999	114	20	be	be	AUX
cana-999	114	21	working	work	VERB
cana-999	114	22	with	with	ADP
cana-999	114	23	(	(	PUNCT
cana-999	114	24	see	see	VERB
cana-999	114	25	table	table	NOUN
cana-999	114	26	1	1	NUM
cana-999	114	27	for	for	ADP
cana-999	114	28	the	the	DET
cana-999	114	29	dataset	dataset	NOUN
cana-999	114	30	)	)	PUNCT
cana-999	114	31	.	.	PUNCT
cana-999	115	1	we	we	PRON
cana-999	115	2	employ	employ	VERB
cana-999	115	3	a	a	DET
cana-999	115	4	straightforward	straightforward	ADJ
cana-999	115	5	yet	yet	CCONJ
cana-999	115	6	comprehensive	comprehensive	ADJ
cana-999	115	7	dataset	dataset	NOUN
cana-999	115	8	that	that	PRON
cana-999	115	9	contains	contain	VERB
cana-999	115	10	customer	customer	NOUN
cana-999	115	11	i	i	PROPN
cana-999	115	12	d	d	PROPN
cana-999	115	13	,	,	PUNCT
cana-999	115	14	gender	gender	NOUN
cana-999	115	15	,	,	PUNCT
cana-999	115	16	age	age	NOUN
cana-999	115	17	,	,	PUNCT
cana-999	115	18	yearly	yearly	ADJ
cana-999	115	19	income	income	NOUN
cana-999	115	20	,	,	PUNCT
cana-999	115	21	and	and	CCONJ
cana-999	115	22	purchase	purchase	NOUN
cana-999	115	23	score	score	NOUN
cana-999	115	24	.	.	PUNCT
cana-999	116	1	the	the	DET
cana-999	116	2	dataset	dataset	NOUN
cana-999	116	3	's	's	PART
cana-999	116	4	structure	structure	NOUN
cana-999	116	5	has	have	AUX
cana-999	116	6	been	be	AUX
cana-999	116	7	correctly	correctly	ADV
cana-999	116	8	displayed	display	VERB
cana-999	116	9	,	,	PUNCT
cana-999	116	10	and	and	CCONJ
cana-999	116	11	there	there	PRON
cana-999	116	12	are	be	VERB
cana-999	116	13	no	no	DET
cana-999	116	14	null	null	ADJ
cana-999	116	15	values	value	NOUN
cana-999	116	16	.	.	PUNCT
cana-999	117	1	communications	communication	NOUN
cana-999	117	2	on	on	ADP
cana-999	117	3	applied	apply	VERB
cana-999	117	4	nonlinear	nonlinear	ADJ
cana-999	117	5	analysis	analysis	NOUN
cana-999	117	6	issn	issn	NOUN
cana-999	117	7	:	:	PUNCT
cana-999	117	8	1074	1074	NUM
cana-999	117	9	-	-	PUNCT
cana-999	117	10	133x	133x	NUM
cana-999	117	11	vol	vol	NOUN
cana-999	117	12	31	31	NUM
cana-999	117	13	no	no	NOUN
cana-999	117	14	.	.	PUNCT
cana-999	118	1	5s	5s	NUM
cana-999	118	2	(	(	PUNCT
cana-999	118	3	2024	2024	NUM
cana-999	118	4	)	)	PUNCT
cana-999	118	5	63	63	NUM
cana-999	118	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-999	118	7	if	if	SCONJ
cana-999	118	8	a	a	DET
cana-999	118	9	dataset	dataset	NOUN
cana-999	118	10	contains	contain	VERB
cana-999	118	11	null	null	ADJ
cana-999	118	12	values	value	NOUN
cana-999	118	13	,	,	PUNCT
cana-999	118	14	duplicates	duplicate	NOUN
cana-999	118	15	,	,	PUNCT
cana-999	118	16	or	or	CCONJ
cana-999	118	17	other	other	ADJ
cana-999	118	18	noisy	noisy	ADJ
cana-999	118	19	data	datum	NOUN
cana-999	118	20	,	,	PUNCT
cana-999	118	21	data	datum	NOUN
cana-999	118	22	cleaning	cleaning	NOUN
cana-999	118	23	must	must	AUX
cana-999	118	24	be	be	AUX
cana-999	118	25	performed	perform	VERB
cana-999	118	26	.	.	PUNCT
cana-999	119	1	data	datum	NOUN
cana-999	119	2	cleansing	cleansing	NOUN
cana-999	119	3	ensures	ensure	VERB
cana-999	119	4	that	that	SCONJ
cana-999	119	5	information	information	NOUN
cana-999	119	6	is	be	AUX
cana-999	119	7	reliable	reliable	ADJ
cana-999	119	8	,	,	PUNCT
cana-999	119	9	usable	usable	ADJ
cana-999	119	10	,	,	PUNCT
cana-999	119	11	and	and	CCONJ
cana-999	119	12	available	available	ADJ
cana-999	119	13	for	for	ADP
cana-999	119	14	analysis	analysis	NOUN
cana-999	119	15	.	.	PUNCT
cana-999	120	1	when	when	SCONJ
cana-999	120	2	we	we	PRON
cana-999	120	3	have	have	VERB
cana-999	120	4	the	the	DET
cana-999	120	5	data	datum	NOUN
cana-999	120	6	,	,	PUNCT
cana-999	120	7	we	we	PRON
cana-999	120	8	may	may	AUX
cana-999	120	9	visualize	visualize	VERB
cana-999	120	10	it	it	PRON
cana-999	120	11	by	by	ADP
cana-999	120	12	comparing	compare	VERB
cana-999	120	13	the	the	DET
cana-999	120	14	annual	annual	ADJ
cana-999	120	15	income	income	NOUN
cana-999	120	16	and	and	CCONJ
cana-999	120	17	spending	spending	NOUN
cana-999	120	18	score	score	NOUN
cana-999	120	19	,	,	PUNCT
cana-999	120	20	which	which	PRON
cana-999	120	21	is	be	AUX
cana-999	120	22	genderspecific	genderspecific	ADJ
cana-999	120	23	.	.	PUNCT
cana-999	121	1	according	accord	VERB
cana-999	121	2	to	to	ADP
cana-999	121	3	the	the	DET
cana-999	121	4	study	study	NOUN
cana-999	121	5	,	,	PUNCT
cana-999	121	6	there	there	PRON
cana-999	121	7	are	be	VERB
cana-999	121	8	five	five	NUM
cana-999	121	9	different	different	ADJ
cana-999	121	10	types	type	NOUN
cana-999	121	11	of	of	ADP
cana-999	121	12	plots	plot	NOUN
cana-999	121	13	that	that	PRON
cana-999	121	14	illustrate	illustrate	VERB
cana-999	121	15	groups	group	NOUN
cana-999	121	16	of	of	ADP
cana-999	121	17	customers	customer	NOUN
cana-999	121	18	who	who	PRON
cana-999	121	19	engage	engage	VERB
cana-999	121	20	in	in	ADP
cana-999	121	21	the	the	DET
cana-999	121	22	following	follow	VERB
cana-999	121	23	activities	activity	NOUN
cana-999	121	24	,	,	PUNCT
cana-999	121	25	as	as	ADV
cana-999	121	26	well	well	ADV
cana-999	121	27	as	as	ADP
cana-999	121	28	customer	customer	NOUN
cana-999	121	29	behaviours	behaviour	NOUN
cana-999	121	30	linked	link	VERB
cana-999	121	31	to	to	ADP
cana-999	121	32	yearly	yearly	ADJ
cana-999	121	33	income	income	NOUN
cana-999	121	34	and	and	CCONJ
cana-999	121	35	expenditure	expenditure	NOUN
cana-999	121	36	scores	score	NOUN
cana-999	121	37	:	:	PUNCT
cana-999	121	38	1.score	1.score	NUM
cana-999	121	39	of	of	ADP
cana-999	121	40	high	high	ADJ
cana-999	121	41	income	income	NOUN
cana-999	121	42	/	/	SYM
cana-999	121	43	low	low	ADJ
cana-999	121	44	spending	spending	NOUN
cana-999	121	45	2.low	2.low	NOUN
cana-999	121	46	incomea	incomea	VERB
cana-999	121	47	high	high	ADJ
cana-999	121	48	score	score	NOUN
cana-999	121	49	for	for	ADP
cana-999	121	50	spending	spend	VERB
cana-999	121	51	3.a	3.a	NUM
cana-999	121	52	high	high	ADJ
cana-999	121	53	score	score	NOUN
cana-999	121	54	for	for	ADP
cana-999	121	55	spending	spending	NOUN
cana-999	121	56	-	-	PUNCT
cana-999	121	57	despite	despite	SCONJ
cana-999	121	58	low	low	ADJ
cana-999	121	59	income	income	NOUN
cana-999	121	60	4.average	4.average	NUM
cana-999	121	61	incomeaverage	incomeaverage	NOUN
cana-999	121	62	spending	spending	NOUN
cana-999	121	63	score	score	NOUN
cana-999	121	64	5.high	5.high	NUM
cana-999	121	65	income	income	NOUN
cana-999	121	66	–	–	PUNCT
cana-999	121	67	high	high	ADJ
cana-999	121	68	spending	spending	NOUN
cana-999	121	69	score	score	NOUN
cana-999	121	70	figure.6	figure.6	NOUN
cana-999	121	71	.	.	PUNCT
cana-999	121	72	annual	annual	ADJ
cana-999	121	73	income	income	NOUN
cana-999	121	74	vs	vs	ADP
cana-999	121	75	spending	spending	NOUN
cana-999	121	76	score	score	NOUN
cana-999	121	77	we	we	PRON
cana-999	121	78	can	can	AUX
cana-999	121	79	now	now	ADV
cana-999	121	80	build	build	VERB
cana-999	121	81	a	a	DET
cana-999	121	82	k	k	ADJ
cana-999	121	83	-	-	PUNCT
cana-999	121	84	means	means	NOUN
cana-999	121	85	model	model	NOUN
cana-999	121	86	based	base	VERB
cana-999	121	87	on	on	ADP
cana-999	121	88	the	the	DET
cana-999	121	89	fact	fact	NOUN
cana-999	121	90	that	that	SCONJ
cana-999	121	91	there	there	PRON
cana-999	121	92	are	be	VERB
cana-999	121	93	a	a	DET
cana-999	121	94	lot	lot	NOUN
cana-999	121	95	of	of	ADP
cana-999	121	96	groups	group	NOUN
cana-999	121	97	,	,	PUNCT
cana-999	121	98	but	but	CCONJ
cana-999	121	99	not	not	PART
cana-999	121	100	in	in	ADP
cana-999	121	101	great	great	ADJ
cana-999	121	102	detail	detail	NOUN
cana-999	121	103	.	.	PUNCT
cana-999	122	1	the	the	DET
cana-999	122	2	silhouette	silhouette	NOUN
cana-999	122	3	coefficient	coefficient	NOUN
cana-999	122	4	approach	approach	NOUN
cana-999	122	5	is	be	AUX
cana-999	122	6	used	use	VERB
cana-999	122	7	to	to	PART
cana-999	122	8	do	do	VERB
cana-999	122	9	clustering	clustering	NOUN
cana-999	122	10	using	use	VERB
cana-999	122	11	k	k	NOUN
cana-999	122	12	-	-	PUNCT
cana-999	122	13	means	means	NOUN
cana-999	122	14	for	for	ADP
cana-999	122	15	a	a	DET
cana-999	122	16	range	range	NOUN
cana-999	122	17	of	of	ADP
cana-999	122	18	k	k	PROPN
cana-999	122	19	clusters	cluster	NOUN
cana-999	122	20	(	(	PUNCT
cana-999	122	21	let	let	VERB
cana-999	122	22	's	us	PRON
cana-999	122	23	say	say	VERB
cana-999	122	24	1	1	NUM
cana-999	122	25	to	to	PART
cana-999	122	26	10	10	NUM
cana-999	122	27	)	)	PUNCT
cana-999	122	28	and	and	CCONJ
cana-999	122	29	estimate	estimate	VERB
cana-999	122	30	the	the	DET
cana-999	122	31	sum	sum	NOUN
cana-999	122	32	of	of	ADP
cana-999	122	33	square	square	ADJ
cana-999	122	34	distances	distance	NOUN
cana-999	122	35	from	from	ADP
cana-999	122	36	each	each	DET
cana-999	122	37	point	point	NOUN
cana-999	122	38	to	to	ADP
cana-999	122	39	its	its	PRON
cana-999	122	40	assigned	assign	VERB
cana-999	122	41	centre	centre	NOUN
cana-999	122	42	for	for	ADP
cana-999	122	43	each	each	DET
cana-999	122	44	value	value	NOUN
cana-999	122	45	.	.	PUNCT
cana-999	123	1	decide	decide	VERB
cana-999	123	2	on	on	ADP
cana-999	123	3	the	the	DET
cana-999	123	4	number	number	NOUN
cana-999	123	5	of	of	ADP
cana-999	123	6	clusters	cluster	NOUN
cana-999	123	7	that	that	PRON
cana-999	123	8	will	will	AUX
cana-999	123	9	give	give	VERB
cana-999	123	10	you	you	PRON
cana-999	123	11	the	the	DET
cana-999	123	12	best	good	ADJ
cana-999	123	13	silhouette	silhouette	NOUN
cana-999	123	14	score	score	NOUN
cana-999	123	15	.	.	PUNCT
cana-999	124	1	this	this	PRON
cana-999	124	2	defines	define	VERB
cana-999	124	3	how	how	SCONJ
cana-999	124	4	the	the	DET
cana-999	124	5	silhouette	silhouette	NOUN
cana-999	124	6	score	score	NOUN
cana-999	124	7	is	be	AUX
cana-999	124	8	calculated	calculate	VERB
cana-999	124	9	.	.	PUNCT
cana-999	125	1	we	we	PRON
cana-999	125	2	noticed	notice	VERB
cana-999	125	3	that	that	SCONJ
cana-999	125	4	once	once	SCONJ
cana-999	125	5	k=5	k=5	X
cana-999	125	6	is	be	AUX
cana-999	125	7	reached	reach	VERB
cana-999	125	8	,	,	PUNCT
cana-999	125	9	there	there	PRON
cana-999	125	10	is	be	VERB
cana-999	125	11	no	no	DET
cana-999	125	12	rapid	rapid	ADJ
cana-999	125	13	movement	movement	NOUN
cana-999	125	14	in	in	ADP
cana-999	125	15	wcss	wcss	PROPN
cana-999	125	16	(	(	PUNCT
cana-999	125	17	within	within	ADP
cana-999	125	18	cluster	cluster	NOUN
cana-999	125	19	sum	sum	NOUN
cana-999	125	20	of	of	ADP
cana-999	125	21	squares	square	NOUN
cana-999	125	22	)	)	PUNCT
cana-999	125	23	.	.	PUNCT
cana-999	126	1	and	and	CCONJ
cana-999	126	2	,	,	PUNCT
cana-999	126	3	given	give	VERB
cana-999	126	4	the	the	DET
cana-999	126	5	number	number	NOUN
cana-999	126	6	of	of	ADP
cana-999	126	7	clusters	cluster	NOUN
cana-999	126	8	we	we	PRON
cana-999	126	9	have	have	VERB
cana-999	126	10	now	now	ADV
cana-999	126	11	,	,	PUNCT
cana-999	126	12	k=5	k=5	PROPN
cana-999	126	13	will	will	AUX
cana-999	126	14	be	be	AUX
cana-999	126	15	the	the	DET
cana-999	126	16	correct	correct	ADJ
cana-999	126	17	number	number	NOUN
cana-999	126	18	of	of	ADP
cana-999	126	19	clusters	cluster	NOUN
cana-999	126	20	.	.	PUNCT
cana-999	127	1	communications	communication	NOUN
cana-999	127	2	on	on	ADP
cana-999	127	3	applied	apply	VERB
cana-999	127	4	nonlinear	nonlinear	ADJ
cana-999	127	5	analysis	analysis	NOUN
cana-999	127	6	issn	issn	NOUN
cana-999	127	7	:	:	PUNCT
cana-999	127	8	1074	1074	NUM
cana-999	127	9	-	-	PUNCT
cana-999	127	10	133x	133x	NUM
cana-999	127	11	vol	vol	NOUN
cana-999	127	12	31	31	NUM
cana-999	127	13	no	no	NOUN
cana-999	127	14	.	.	PUNCT
cana-999	128	1	5s	5s	NUM
cana-999	128	2	(	(	PUNCT
cana-999	128	3	2024	2024	NUM
cana-999	128	4	)	)	PUNCT
cana-999	129	1	64	64	NUM
cana-999	129	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-999	129	3	figure.7	figure.7	NOUN
cana-999	129	4	.	.	PUNCT
cana-999	129	5	silhouette	silhouette	NOUN
cana-999	129	6	approach	approach	NOUN
cana-999	129	7	result	result	NOUN
cana-999	129	8	.	.	PUNCT
cana-999	130	1	we	we	PRON
cana-999	130	2	can	can	AUX
cana-999	130	3	divide	divide	VERB
cana-999	130	4	the	the	DET
cana-999	130	5	plot	plot	NOUN
cana-999	130	6	into	into	ADP
cana-999	130	7	various	various	ADJ
cana-999	130	8	groups	group	NOUN
cana-999	130	9	,	,	PUNCT
cana-999	130	10	determine	determine	VERB
cana-999	130	11	cluster	cluster	NOUN
cana-999	130	12	can	can	AUX
cana-999	130	13	be	be	AUX
cana-999	130	14	prioritized	prioritize	VERB
cana-999	130	15	,	,	PUNCT
cana-999	130	16	and	and	CCONJ
cana-999	130	17	then	then	ADV
cana-999	130	18	assign	assign	VERB
cana-999	130	19	a	a	DET
cana-999	130	20	label	label	NOUN
cana-999	130	21	to	to	ADP
cana-999	130	22	each	each	PRON
cana-999	130	23	using	use	VERB
cana-999	130	24	the	the	DET
cana-999	130	25	method	method	NOUN
cana-999	130	26	stated	state	VERB
cana-999	130	27	above	above	ADV
cana-999	130	28	.	.	PUNCT
cana-999	131	1	the	the	DET
cana-999	131	2	k	k	NOUN
cana-999	131	3	-	-	PUNCT
cana-999	131	4	means	means	NOUN
cana-999	131	5	approach	approach	NOUN
cana-999	131	6	can	can	AUX
cana-999	131	7	be	be	AUX
cana-999	131	8	used	use	VERB
cana-999	131	9	to	to	PART
cana-999	131	10	decide	decide	VERB
cana-999	131	11	which	which	PRON
cana-999	131	12	of	of	ADP
cana-999	131	13	the	the	DET
cana-999	131	14	five	five	NUM
cana-999	131	15	clusters	cluster	NOUN
cana-999	131	16	should	should	AUX
cana-999	131	17	be	be	AUX
cana-999	131	18	targeted	target	VERB
cana-999	131	19	,	,	PUNCT
cana-999	131	20	namely	namely	ADV
cana-999	131	21	clients	client	NOUN
cana-999	131	22	with	with	ADP
cana-999	131	23	moderate	moderate	ADJ
cana-999	131	24	incomemoderate	incomemoderate	NOUN
cana-999	131	25	spending	spending	NOUN
cana-999	131	26	score	score	NOUN
cana-999	131	27	,	,	PUNCT
cana-999	131	28	high	high	ADJ
cana-999	131	29	incomehigh	incomehigh	ADJ
cana-999	131	30	spending	spending	NOUN
cana-999	131	31	score	score	NOUN
cana-999	131	32	,	,	PUNCT
cana-999	131	33	and	and	CCONJ
cana-999	131	34	low	low	ADJ
cana-999	131	35	incomehigh	incomehigh	ADJ
cana-999	131	36	spending	spending	NOUN
cana-999	131	37	score	score	NOUN
cana-999	131	38	.	.	PUNCT
cana-999	132	1	the	the	DET
cana-999	132	2	required	require	VERB
cana-999	132	3	consumers	consumer	NOUN
cana-999	132	4	have	have	AUX
cana-999	132	5	been	be	AUX
cana-999	132	6	located	locate	VERB
cana-999	132	7	,	,	PUNCT
cana-999	132	8	as	as	SCONJ
cana-999	132	9	shown	show	VERB
cana-999	132	10	in	in	ADP
cana-999	132	11	figure	figure	NOUN
cana-999	132	12	8	8	NUM
cana-999	132	13	figure.8	figure.8	PROPN
cana-999	132	14	.	.	NOUN
cana-999	132	15	final	final	ADJ
cana-999	132	16	cluster	cluster	NOUN
cana-999	132	17	of	of	ADP
cana-999	132	18	customers	customer	NOUN
cana-999	132	19	4	4	NUM
cana-999	132	20	.	.	PUNCT
cana-999	132	21	experiment	experiment	NOUN
cana-999	132	22	results	result	NOUN
cana-999	132	23	:	:	PUNCT
cana-999	132	24	1	1	X
cana-999	132	25	.	.	X
cana-999	132	26	cluster	cluster	NOUN
cana-999	132	27	1	1	NUM
cana-999	132	28	blue	blue	ADJ
cana-999	132	29	group	group	NOUN
cana-999	132	30	(	(	PUNCT
cana-999	132	31	high	high	ADJ
cana-999	132	32	income	income	NOUN
cana-999	132	33	,	,	PUNCT
cana-999	132	34	low	low	ADJ
cana-999	132	35	spending	spending	NOUN
cana-999	132	36	):	):	PUNCT
cana-999	132	37	despite	despite	SCONJ
cana-999	132	38	their	their	PRON
cana-999	132	39	high	high	ADJ
cana-999	132	40	incomes	income	NOUN
cana-999	132	41	,	,	PUNCT
cana-999	132	42	customers	customer	NOUN
cana-999	132	43	in	in	ADP
cana-999	132	44	this	this	DET
cana-999	132	45	segment	segment	NOUN
cana-999	132	46	demonstrate	demonstrate	VERB
cana-999	132	47	relatively	relatively	ADV
cana-999	132	48	low	low	ADJ
cana-999	132	49	spending	spending	NOUN
cana-999	132	50	habits	habit	NOUN
cana-999	132	51	.	.	PUNCT
cana-999	133	1	banks	bank	NOUN
cana-999	133	2	can	can	AUX
cana-999	133	3	explore	explore	VERB
cana-999	133	4	reasons	reason	NOUN
cana-999	133	5	behind	behind	ADP
cana-999	133	6	their	their	PRON
cana-999	133	7	low	low	ADJ
cana-999	133	8	spending	spending	NOUN
cana-999	133	9	and	and	CCONJ
cana-999	133	10	implement	implement	VERB
cana-999	133	11	strategies	strategy	NOUN
cana-999	133	12	to	to	PART
cana-999	133	13	encourage	encourage	VERB
cana-999	133	14	greater	great	ADJ
cana-999	133	15	engagement	engagement	NOUN
cana-999	133	16	,	,	PUNCT
cana-999	133	17	possibly	possibly	ADV
cana-999	133	18	through	through	ADP
cana-999	133	19	personalized	personalized	ADJ
cana-999	133	20	offerings	offering	NOUN
cana-999	133	21	or	or	CCONJ
cana-999	133	22	incentives	incentive	NOUN
cana-999	133	23	.	.	PUNCT
cana-999	134	1	2	2	X
cana-999	134	2	.	.	X
cana-999	134	3	cluster	cluster	NOUN
cana-999	134	4	2	2	NUM
cana-999	134	5	orange	orange	PROPN
cana-999	134	6	group	group	NOUN
cana-999	134	7	(	(	PUNCT
cana-999	134	8	average	average	ADJ
cana-999	134	9	income	income	NOUN
cana-999	134	10	,	,	PUNCT
cana-999	134	11	average	average	ADJ
cana-999	134	12	spending	spending	NOUN
cana-999	134	13	):	):	PUNCT
cana-999	134	14	this	this	DET
cana-999	134	15	segment	segment	NOUN
cana-999	134	16	consists	consist	VERB
cana-999	134	17	of	of	ADP
cana-999	134	18	customers	customer	NOUN
cana-999	134	19	with	with	ADP
cana-999	134	20	moderate	moderate	ADJ
cana-999	134	21	incomes	income	NOUN
cana-999	134	22	and	and	CCONJ
cana-999	134	23	expenditures	expenditure	NOUN
cana-999	134	24	.	.	PUNCT
cana-999	135	1	while	while	SCONJ
cana-999	135	2	they	they	PRON
cana-999	135	3	may	may	AUX
cana-999	135	4	not	not	PART
cana-999	135	5	significantly	significantly	ADV
cana-999	135	6	contribute	contribute	VERB
cana-999	135	7	to	to	ADP
cana-999	135	8	revenue	revenue	NOUN
cana-999	135	9	,	,	PUNCT
cana-999	135	10	they	they	PRON
cana-999	135	11	still	still	ADV
cana-999	135	12	represent	represent	VERB
cana-999	135	13	a	a	DET
cana-999	135	14	considerable	considerable	ADJ
cana-999	135	15	portion	portion	NOUN
cana-999	135	16	of	of	ADP
cana-999	135	17	the	the	DET
cana-999	135	18	customer	customer	NOUN
cana-999	135	19	base	base	NOUN
cana-999	135	20	.	.	PUNCT
cana-999	136	1	banks	bank	NOUN
cana-999	136	2	can	can	AUX
cana-999	136	3	utilize	utilize	VERB
cana-999	136	4	data	datum	NOUN
cana-999	136	5	analysis	analysis	NOUN
cana-999	136	6	techniques	technique	NOUN
cana-999	136	7	to	to	PART
cana-999	136	8	better	well	ADV
cana-999	136	9	understand	understand	VERB
cana-999	136	10	their	their	PRON
cana-999	136	11	spending	spending	NOUN
cana-999	136	12	patterns	pattern	NOUN
cana-999	136	13	and	and	CCONJ
cana-999	136	14	devise	devise	VERB
cana-999	136	15	strategies	strategy	NOUN
cana-999	136	16	to	to	PART
cana-999	136	17	increase	increase	VERB
cana-999	136	18	engagement	engagement	NOUN
cana-999	136	19	.	.	PUNCT
cana-999	137	1	communications	communication	NOUN
cana-999	137	2	on	on	ADP
cana-999	137	3	applied	apply	VERB
cana-999	137	4	nonlinear	nonlinear	ADJ
cana-999	137	5	analysis	analysis	NOUN
cana-999	137	6	issn	issn	NOUN
cana-999	137	7	:	:	PUNCT
cana-999	137	8	1074	1074	NUM
cana-999	137	9	-	-	PUNCT
cana-999	137	10	133x	133x	NUM
cana-999	137	11	vol	vol	NOUN
cana-999	137	12	31	31	NUM
cana-999	137	13	no	no	NOUN
cana-999	137	14	.	.	PUNCT
cana-999	138	1	5s	5s	NUM
cana-999	138	2	(	(	PUNCT
cana-999	138	3	2024	2024	NUM
cana-999	138	4	)	)	PUNCT
cana-999	138	5	65	65	NUM
cana-999	138	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-999	138	7	3	3	X
cana-999	138	8	.	.	PUNCT
cana-999	138	9	cluster	cluster	NOUN
cana-999	138	10	3	3	NUM
cana-999	138	11	yellow	yellow	NOUN
cana-999	138	12	group	group	NOUN
cana-999	138	13	(	(	PUNCT
cana-999	138	14	high	high	ADJ
cana-999	138	15	income	income	NOUN
cana-999	138	16	,	,	PUNCT
cana-999	138	17	high	high	ADJ
cana-999	138	18	spending	spending	NOUN
cana-999	138	19	):	):	PUNCT
cana-999	138	20	customers	customer	NOUN
cana-999	138	21	in	in	ADP
cana-999	138	22	this	this	DET
cana-999	138	23	segment	segment	NOUN
cana-999	138	24	have	have	VERB
cana-999	138	25	high	high	ADJ
cana-999	138	26	incomes	income	NOUN
cana-999	138	27	and	and	CCONJ
cana-999	138	28	exhibit	exhibit	VERB
cana-999	138	29	high	high	ADJ
cana-999	138	30	spending	spending	NOUN
cana-999	138	31	behaviours	behaviour	NOUN
cana-999	138	32	,	,	PUNCT
cana-999	138	33	making	make	VERB
cana-999	138	34	them	they	PRON
cana-999	138	35	prime	prime	ADJ
cana-999	138	36	targets	target	NOUN
cana-999	138	37	for	for	ADP
cana-999	138	38	banks	bank	NOUN
cana-999	138	39	.	.	PUNCT
cana-999	139	1	their	their	PRON
cana-999	139	2	frequent	frequent	ADJ
cana-999	139	3	engagement	engagement	NOUN
cana-999	139	4	with	with	ADP
cana-999	139	5	banking	banking	NOUN
cana-999	139	6	services	service	NOUN
cana-999	139	7	offers	offer	VERB
cana-999	139	8	an	an	DET
cana-999	139	9	opportunity	opportunity	NOUN
cana-999	139	10	for	for	ADP
cana-999	139	11	targeted	target	VERB
cana-999	139	12	marketing	marketing	NOUN
cana-999	139	13	efforts	effort	NOUN
cana-999	139	14	to	to	PART
cana-999	139	15	capitalize	capitalize	VERB
cana-999	139	16	on	on	ADP
cana-999	139	17	their	their	PRON
cana-999	139	18	profitability	profitability	NOUN
cana-999	139	19	.	.	PUNCT
cana-999	140	1	4	4	X
cana-999	140	2	.	.	X
cana-999	140	3	cluster	cluster	NOUN
cana-999	140	4	4	4	NUM
cana-999	140	5	violet	violet	PROPN
cana-999	140	6	group	group	NOUN
cana-999	140	7	(	(	PUNCT
cana-999	140	8	low	low	ADJ
cana-999	140	9	income	income	NOUN
cana-999	140	10	,	,	PUNCT
cana-999	140	11	high	high	ADJ
cana-999	140	12	spending	spending	NOUN
cana-999	140	13	):	):	PUNCT
cana-999	140	14	customers	customer	NOUN
cana-999	140	15	in	in	ADP
cana-999	140	16	this	this	DET
cana-999	140	17	segment	segment	NOUN
cana-999	140	18	exhibit	exhibit	VERB
cana-999	140	19	high	high	ADJ
cana-999	140	20	spending	spending	NOUN
cana-999	140	21	behaviours	behaviour	NOUN
cana-999	140	22	despite	despite	SCONJ
cana-999	140	23	having	have	VERB
cana-999	140	24	low	low	ADJ
cana-999	140	25	incomes	income	NOUN
cana-999	140	26	.	.	PUNCT
cana-999	141	1	this	this	DET
cana-999	141	2	behavior	behavior	NOUN
cana-999	141	3	could	could	AUX
cana-999	141	4	be	be	AUX
cana-999	141	5	attributed	attribute	VERB
cana-999	141	6	to	to	ADP
cana-999	141	7	satisfaction	satisfaction	NOUN
cana-999	141	8	with	with	ADP
cana-999	141	9	banking	banking	NOUN
cana-999	141	10	services	service	NOUN
cana-999	141	11	or	or	CCONJ
cana-999	141	12	other	other	ADJ
cana-999	141	13	motivations	motivation	NOUN
cana-999	141	14	.	.	PUNCT
cana-999	142	1	banks	bank	NOUN
cana-999	142	2	can	can	AUX
cana-999	142	3	leverage	leverage	VERB
cana-999	142	4	this	this	PRON
cana-999	142	5	by	by	ADP
cana-999	142	6	providing	provide	VERB
cana-999	142	7	personalized	personalized	ADJ
cana-999	142	8	services	service	NOUN
cana-999	142	9	tailored	tailor	VERB
cana-999	142	10	to	to	ADP
cana-999	142	11	their	their	PRON
cana-999	142	12	specific	specific	ADJ
cana-999	142	13	preferences	preference	NOUN
cana-999	142	14	to	to	PART
cana-999	142	15	enhance	enhance	VERB
cana-999	142	16	customer	customer	NOUN
cana-999	142	17	satisfaction	satisfaction	NOUN
cana-999	142	18	and	and	CCONJ
cana-999	142	19	loyalty	loyalty	NOUN
cana-999	142	20	.	.	PUNCT
cana-999	143	1	5	5	X
cana-999	143	2	.	.	X
cana-999	143	3	cluster	cluster	NOUN
cana-999	143	4	5	5	NUM
cana-999	143	5	green	green	PROPN
cana-999	143	6	group	group	NOUN
cana-999	143	7	(	(	PUNCT
cana-999	143	8	low	low	ADJ
cana-999	143	9	income	income	NOUN
cana-999	143	10	,	,	PUNCT
cana-999	143	11	low	low	ADJ
cana-999	143	12	spending	spending	NOUN
cana-999	143	13	):	):	PUNCT
cana-999	143	14	customers	customer	NOUN
cana-999	143	15	in	in	ADP
cana-999	143	16	this	this	DET
cana-999	143	17	segment	segment	NOUN
cana-999	143	18	have	have	VERB
cana-999	143	19	low	low	ADJ
cana-999	143	20	incomes	income	NOUN
cana-999	143	21	and	and	CCONJ
cana-999	143	22	demonstrate	demonstrate	VERB
cana-999	143	23	poor	poor	ADJ
cana-999	143	24	spending	spending	NOUN
cana-999	143	25	habits	habit	NOUN
cana-999	143	26	.	.	PUNCT
cana-999	144	1	although	although	SCONJ
cana-999	144	2	they	they	PRON
cana-999	144	3	may	may	AUX
cana-999	144	4	have	have	VERB
cana-999	144	5	limited	limited	ADJ
cana-999	144	6	budgets	budget	NOUN
cana-999	144	7	,	,	PUNCT
cana-999	144	8	they	they	PRON
cana-999	144	9	still	still	ADV
cana-999	144	10	present	present	VERB
cana-999	144	11	potential	potential	ADJ
cana-999	144	12	opportunities	opportunity	NOUN
cana-999	144	13	for	for	ADP
cana-999	144	14	banks	bank	NOUN
cana-999	144	15	.	.	PUNCT
cana-999	145	1	implementing	implement	VERB
cana-999	145	2	tailored	tailor	VERB
cana-999	145	3	financial	financial	ADJ
cana-999	145	4	literacy	literacy	NOUN
cana-999	145	5	programs	program	NOUN
cana-999	145	6	or	or	CCONJ
cana-999	145	7	offering	offer	VERB
cana-999	145	8	budget	budget	NOUN
cana-999	145	9	-	-	PUNCT
cana-999	145	10	friendly	friendly	ADJ
cana-999	145	11	banking	banking	NOUN
cana-999	145	12	solutions	solution	NOUN
cana-999	145	13	can	can	AUX
cana-999	145	14	help	help	VERB
cana-999	145	15	encourage	encourage	VERB
cana-999	145	16	greater	great	ADJ
cana-999	145	17	engagement	engagement	NOUN
cana-999	145	18	from	from	ADP
cana-999	145	19	this	this	DET
cana-999	145	20	group	group	NOUN
cana-999	145	21	.	.	PUNCT
cana-999	146	1	implications	implication	NOUN
cana-999	146	2	:	:	PUNCT
cana-999	146	3	by	by	ADP
cana-999	146	4	analysing	analyse	VERB
cana-999	146	5	customer	customer	NOUN
cana-999	146	6	segmentation	segmentation	NOUN
cana-999	146	7	within	within	ADP
cana-999	146	8	the	the	DET
cana-999	146	9	banking	banking	NOUN
cana-999	146	10	sector	sector	NOUN
cana-999	146	11	,	,	PUNCT
cana-999	146	12	banks	bank	NOUN
cana-999	146	13	can	can	AUX
cana-999	146	14	better	well	ADV
cana-999	146	15	understand	understand	VERB
cana-999	146	16	and	and	CCONJ
cana-999	146	17	predict	predict	VERB
cana-999	146	18	customer	customer	NOUN
cana-999	146	19	behaviour	behaviour	NOUN
cana-999	146	20	based	base	VERB
cana-999	146	21	on	on	ADP
cana-999	146	22	their	their	PRON
cana-999	146	23	income	income	NOUN
cana-999	146	24	and	and	CCONJ
cana-999	146	25	spending	spending	NOUN
cana-999	146	26	patterns	pattern	NOUN
cana-999	146	27	.	.	PUNCT
cana-999	147	1	this	this	DET
cana-999	147	2	information	information	NOUN
cana-999	147	3	can	can	AUX
cana-999	147	4	inform	inform	VERB
cana-999	147	5	targeted	target	VERB
cana-999	147	6	marketing	marketing	NOUN
cana-999	147	7	strategies	strategy	NOUN
cana-999	147	8	aimed	aim	VERB
cana-999	147	9	at	at	ADP
cana-999	147	10	maximizing	maximize	VERB
cana-999	147	11	profitability	profitability	NOUN
cana-999	147	12	and	and	CCONJ
cana-999	147	13	enhancing	enhance	VERB
cana-999	147	14	customer	customer	NOUN
cana-999	147	15	satisfaction	satisfaction	NOUN
cana-999	147	16	.	.	PUNCT
cana-999	148	1	for	for	ADP
cana-999	148	2	example	example	NOUN
cana-999	148	3	,	,	PUNCT
cana-999	148	4	targeting	target	VERB
cana-999	148	5	high	high	ADJ
cana-999	148	6	-	-	PUNCT
cana-999	148	7	income	income	NOUN
cana-999	148	8	customers	customer	NOUN
cana-999	148	9	with	with	ADP
cana-999	148	10	personalized	personalized	ADJ
cana-999	148	11	wealth	wealth	NOUN
cana-999	148	12	management	management	NOUN
cana-999	148	13	services	service	NOUN
cana-999	148	14	or	or	CCONJ
cana-999	148	15	offering	offer	VERB
cana-999	148	16	promotions	promotion	NOUN
cana-999	148	17	and	and	CCONJ
cana-999	148	18	discounts	discount	NOUN
cana-999	148	19	to	to	ADP
cana-999	148	20	customers	customer	NOUN
cana-999	148	21	with	with	ADP
cana-999	148	22	lower	low	ADJ
cana-999	148	23	incomes	income	NOUN
cana-999	148	24	to	to	PART
cana-999	148	25	encourage	encourage	VERB
cana-999	148	26	greater	great	ADJ
cana-999	148	27	engagement	engagement	NOUN
cana-999	148	28	with	with	ADP
cana-999	148	29	banking	banking	NOUN
cana-999	148	30	services	service	NOUN
cana-999	148	31	.	.	PUNCT
cana-999	149	1	additionally	additionally	ADV
cana-999	149	2	,	,	PUNCT
cana-999	149	3	understanding	understand	VERB
cana-999	149	4	the	the	DET
cana-999	149	5	needs	need	NOUN
cana-999	149	6	and	and	CCONJ
cana-999	149	7	preferences	preference	NOUN
cana-999	149	8	of	of	ADP
cana-999	149	9	different	different	ADJ
cana-999	149	10	customer	customer	NOUN
cana-999	149	11	segments	segment	NOUN
cana-999	149	12	can	can	AUX
cana-999	149	13	drive	drive	VERB
cana-999	149	14	product	product	NOUN
cana-999	149	15	development	development	NOUN
cana-999	149	16	and	and	CCONJ
cana-999	149	17	service	service	NOUN
cana-999	149	18	enhancements	enhancement	NOUN
cana-999	149	19	tailored	tailor	VERB
cana-999	149	20	to	to	ADP
cana-999	149	21	specific	specific	ADJ
cana-999	149	22	customer	customer	NOUN
cana-999	149	23	segments	segment	NOUN
cana-999	149	24	,	,	PUNCT
cana-999	149	25	ultimately	ultimately	ADV
cana-999	149	26	strengthening	strengthen	VERB
cana-999	149	27	customer	customer	NOUN
cana-999	149	28	relationships	relationship	NOUN
cana-999	149	29	and	and	CCONJ
cana-999	149	30	competitiveness	competitiveness	NOUN
cana-999	149	31	in	in	ADP
cana-999	149	32	the	the	DET
cana-999	149	33	banking	banking	NOUN
cana-999	149	34	sector	sector	NOUN
cana-999	149	35	.	.	PUNCT
cana-999	150	1	5	5	X
cana-999	150	2	.	.	X
cana-999	150	3	conclusion	conclusion	NOUN
cana-999	150	4	:	:	PUNCT
cana-999	150	5	this	this	DET
cana-999	150	6	study	study	NOUN
cana-999	150	7	highlights	highlight	VERB
cana-999	150	8	the	the	DET
cana-999	150	9	feasibility	feasibility	NOUN
cana-999	150	10	and	and	CCONJ
cana-999	150	11	benefits	benefit	NOUN
cana-999	150	12	of	of	ADP
cana-999	150	13	customer	customer	NOUN
cana-999	150	14	segmentation	segmentation	NOUN
cana-999	150	15	within	within	ADP
cana-999	150	16	the	the	DET
cana-999	150	17	banking	banking	NOUN
cana-999	150	18	sector	sector	NOUN
cana-999	150	19	through	through	ADP
cana-999	150	20	cluster	cluster	NOUN
cana-999	150	21	analysis	analysis	NOUN
cana-999	150	22	.	.	PUNCT
cana-999	151	1	while	while	SCONJ
cana-999	151	2	this	this	DET
cana-999	151	3	machine	machine	NOUN
cana-999	151	4	learning	learn	VERB
cana-999	151	5	application	application	NOUN
cana-999	151	6	proves	prove	VERB
cana-999	151	7	to	to	PART
cana-999	151	8	be	be	AUX
cana-999	151	9	highly	highly	ADV
cana-999	151	10	valuable	valuable	ADJ
cana-999	151	11	in	in	ADP
cana-999	151	12	the	the	DET
cana-999	151	13	market	market	NOUN
cana-999	151	14	,	,	PUNCT
cana-999	151	15	it	it	PRON
cana-999	151	16	is	be	AUX
cana-999	151	17	essential	essential	ADJ
cana-999	151	18	for	for	SCONJ
cana-999	151	19	bank	bank	NOUN
cana-999	151	20	managers	manager	NOUN
cana-999	151	21	to	to	PART
cana-999	151	22	utilize	utilize	VERB
cana-999	151	23	the	the	DET
cana-999	151	24	insights	insight	NOUN
cana-999	151	25	gained	gain	VERB
cana-999	151	26	from	from	ADP
cana-999	151	27	customer	customer	NOUN
cana-999	151	28	segmentation	segmentation	NOUN
cana-999	151	29	effectively	effectively	ADV
cana-999	151	30	.	.	PUNCT
cana-999	152	1	banking	banking	NOUN
cana-999	152	2	managers	manager	NOUN
cana-999	152	3	must	must	AUX
cana-999	152	4	prioritize	prioritize	VERB
cana-999	152	5	understanding	understand	VERB
cana-999	152	6	the	the	DET
cana-999	152	7	needs	need	NOUN
cana-999	152	8	and	and	CCONJ
cana-999	152	9	preferences	preference	NOUN
cana-999	152	10	of	of	ADP
cana-999	152	11	different	different	ADJ
cana-999	152	12	customer	customer	NOUN
cana-999	152	13	segments	segment	NOUN
cana-999	152	14	identified	identify	VERB
cana-999	152	15	through	through	ADP
cana-999	152	16	cluster	cluster	NOUN
cana-999	152	17	analysis	analysis	NOUN
cana-999	152	18	.	.	PUNCT
cana-999	153	1	by	by	ADP
cana-999	153	2	analysing	analyse	VERB
cana-999	153	3	customer	customer	NOUN
cana-999	153	4	purchasing	purchasing	NOUN
cana-999	153	5	behaviours	behaviour	NOUN
cana-999	153	6	and	and	CCONJ
cana-999	153	7	establishing	establish	VERB
cana-999	153	8	regular	regular	ADJ
cana-999	153	9	interactions	interaction	NOUN
cana-999	153	10	with	with	ADP
cana-999	153	11	customers	customer	NOUN
cana-999	153	12	,	,	PUNCT
cana-999	153	13	banks	bank	NOUN
cana-999	153	14	can	can	AUX
cana-999	153	15	tailor	tailor	VERB
cana-999	153	16	their	their	PRON
cana-999	153	17	services	service	NOUN
cana-999	153	18	to	to	PART
cana-999	153	19	meet	meet	VERB
cana-999	153	20	specific	specific	ADJ
cana-999	153	21	demands	demand	NOUN
cana-999	153	22	effectively	effectively	ADV
cana-999	153	23	.	.	PUNCT
cana-999	154	1	furthermore	furthermore	ADV
cana-999	154	2	,	,	PUNCT
cana-999	154	3	it	it	PRON
cana-999	154	4	is	be	AUX
cana-999	154	5	crucial	crucial	ADJ
cana-999	154	6	for	for	SCONJ
cana-999	154	7	banking	banking	NOUN
cana-999	154	8	managers	manager	NOUN
cana-999	154	9	to	to	PART
cana-999	154	10	focus	focus	VERB
cana-999	154	11	on	on	ADP
cana-999	154	12	providing	provide	VERB
cana-999	154	13	personalized	personalized	ADJ
cana-999	154	14	experiences	experience	NOUN
cana-999	154	15	that	that	PRON
cana-999	154	16	make	make	VERB
cana-999	154	17	customers	customer	NOUN
cana-999	154	18	feel	feel	AUX
cana-999	154	19	valued	value	VERB
cana-999	154	20	and	and	CCONJ
cana-999	154	21	comfortable	comfortable	ADJ
cana-999	154	22	.	.	PUNCT
cana-999	155	1	this	this	PRON
cana-999	155	2	includes	include	VERB
cana-999	155	3	offering	offer	VERB
cana-999	155	4	tailored	tailor	VERB
cana-999	155	5	financial	financial	ADJ
cana-999	155	6	products	product	NOUN
cana-999	155	7	,	,	PUNCT
cana-999	155	8	providing	provide	VERB
cana-999	155	9	relevant	relevant	ADJ
cana-999	155	10	promotions	promotion	NOUN
cana-999	155	11	and	and	CCONJ
cana-999	155	12	discounts	discount	NOUN
cana-999	155	13	,	,	PUNCT
cana-999	155	14	and	and	CCONJ
cana-999	155	15	ensuring	ensure	VERB
cana-999	155	16	seamless	seamless	ADJ
cana-999	155	17	customer	customer	NOUN
cana-999	155	18	interactions	interaction	NOUN
cana-999	155	19	across	across	ADP
cana-999	155	20	various	various	ADJ
cana-999	155	21	channels	channel	NOUN
cana-999	155	22	.	.	PUNCT
cana-999	156	1	in	in	ADP
cana-999	156	2	conclusion	conclusion	NOUN
cana-999	156	3	,	,	PUNCT
cana-999	156	4	by	by	ADP
cana-999	156	5	leveraging	leverage	VERB
cana-999	156	6	customer	customer	NOUN
cana-999	156	7	segmentation	segmentation	NOUN
cana-999	156	8	through	through	ADP
cana-999	156	9	cluster	cluster	NOUN
cana-999	156	10	analysis	analysis	NOUN
cana-999	156	11	,	,	PUNCT
cana-999	156	12	banks	bank	NOUN
cana-999	156	13	can	can	AUX
cana-999	156	14	better	well	ADV
cana-999	156	15	understand	understand	VERB
cana-999	156	16	their	their	PRON
cana-999	156	17	customers	customer	NOUN
cana-999	156	18	'	'	PART
cana-999	156	19	requirements	requirement	NOUN
cana-999	156	20	and	and	CCONJ
cana-999	156	21	preferences	preference	NOUN
cana-999	156	22	,	,	PUNCT
cana-999	156	23	leading	lead	VERB
cana-999	156	24	to	to	ADP
cana-999	156	25	more	more	ADV
cana-999	156	26	effective	effective	ADJ
cana-999	156	27	marketing	marketing	NOUN
cana-999	156	28	strategies	strategy	NOUN
cana-999	156	29	,	,	PUNCT
cana-999	156	30	enhanced	enhance	VERB
cana-999	156	31	customer	customer	NOUN
cana-999	156	32	satisfaction	satisfaction	NOUN
cana-999	156	33	,	,	PUNCT
cana-999	156	34	and	and	CCONJ
cana-999	156	35	ultimately	ultimately	ADV
cana-999	156	36	,	,	PUNCT
cana-999	156	37	increased	increase	VERB
cana-999	156	38	competitiveness	competitiveness	NOUN
cana-999	156	39	in	in	ADP
cana-999	156	40	the	the	DET
cana-999	156	41	banking	banking	NOUN
cana-999	156	42	sector	sector	NOUN
cana-999	156	43	.	.	PUNCT
cana-999	157	1	communications	communication	NOUN
cana-999	157	2	on	on	ADP
cana-999	157	3	applied	apply	VERB
cana-999	157	4	nonlinear	nonlinear	ADJ
cana-999	157	5	analysis	analysis	NOUN
cana-999	157	6	issn	issn	NOUN
cana-999	157	7	:	:	PUNCT
cana-999	157	8	1074	1074	NUM
cana-999	157	9	-	-	PUNCT
cana-999	157	10	133x	133x	NUM
cana-999	157	11	vol	vol	NOUN
cana-999	157	12	31	31	NUM
cana-999	157	13	no	no	NOUN
cana-999	157	14	.	.	PUNCT
cana-999	158	1	5s	5s	NUM
cana-999	158	2	(	(	PUNCT
cana-999	158	3	2024	2024	NUM
cana-999	158	4	)	)	PUNCT
cana-999	158	5	66	66	NUM
cana-999	159	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-999	159	2	references	reference	NOUN
cana-999	159	3	:	:	PUNCT
cana-999	159	4	[	[	X
cana-999	159	5	1	1	X
cana-999	159	6	]	]	PUNCT
cana-999	159	7	“	"	PUNCT
cana-999	159	8	customer	customer	NOUN
cana-999	159	9	segmentation	segmentation	NOUN
cana-999	159	10	based	base	VERB
cana-999	159	11	on	on	ADP
cana-999	159	12	survival	survival	NOUN
cana-999	159	13	character	character	NOUN
cana-999	159	14	,	,	PUNCT
cana-999	159	15	”	"	PUNCT
cana-999	159	16	ieee	ieee	NOUN
cana-999	159	17	,	,	PUNCT
cana-999	159	18	jul	jul	PROPN
cana-999	159	19	.	.	PROPN
cana-999	159	20	2003	2003	NUM
cana-999	159	21	.	.	PUNCT
cana-999	160	1	[	[	X
cana-999	160	2	2	2	X
cana-999	160	3	]	]	PUNCT
cana-999	160	4	“	"	PUNCT
cana-999	160	5	customer	customer	NOUN
cana-999	160	6	segmentation	segmentation	NOUN
cana-999	160	7	using	use	VERB
cana-999	160	8	k	k	PROPN
cana-999	160	9	means	mean	VERB
cana-999	160	10	clustering	cluster	VERB
cana-999	160	11	,	,	PUNCT
cana-999	160	12	”	"	PUNCT
cana-999	160	13	towards	towards	ADP
cana-999	160	14	data	data	NOUN
cana-999	160	15	science	science	NOUN
cana-999	160	16	,	,	PUNCT
cana-999	160	17	apr	apr	PROPN
cana-999	160	18	.	.	PROPN
cana-999	160	19	2019	2019	NUM
cana-999	160	20	.	.	PUNCT
cana-999	161	1	[	[	X
cana-999	161	2	3	3	NUM
cana-999	161	3	]	]	X
cana-999	161	4	ruhul	ruhul	NOUN
cana-999	161	5	reddy	reddy	PROPN
cana-999	161	6	,	,	PUNCT
cana-999	161	7	“	"	PUNCT
cana-999	161	8	who	who	PRON
cana-999	161	9	’s	’	VERB
cana-999	161	10	who	who	PRON
cana-999	161	11	:	:	PUNCT
cana-999	161	12	understanding	understand	VERB
cana-999	161	13	your	your	PRON
cana-999	161	14	business	business	NOUN
cana-999	161	15	with	with	ADP
cana-999	161	16	customer	customer	NOUN
cana-999	161	17	segmentation	segmentation	NOUN
cana-999	161	18	,	,	PUNCT
cana-999	161	19	”	"	PUNCT
cana-999	161	20	intercom	intercom	NOUN
cana-999	161	21	.	.	PUNCT
cana-999	162	1	[	[	X
cana-999	162	2	4	4	NUM
cana-999	162	3	]	]	PUNCT
cana-999	162	4	kristen	kristen	PROPN
cana-999	162	5	baker	baker	PROPN
cana-999	162	6	,	,	PUNCT
cana-999	162	7	“	"	PUNCT
cana-999	162	8	the	the	DET
cana-999	162	9	ultimate	ultimate	ADJ
cana-999	162	10	guide	guide	NOUN
cana-999	162	11	to	to	ADP
cana-999	162	12	customer	customer	NOUN
cana-999	162	13	segmentation	segmentation	NOUN
cana-999	162	14	:	:	PUNCT
cana-999	162	15	how	how	SCONJ
cana-999	162	16	to	to	PART
cana-999	162	17	organize	organize	VERB
cana-999	162	18	your	your	PRON
cana-999	162	19	customers	customer	NOUN
cana-999	162	20	to	to	PART
cana-999	162	21	grow	grow	VERB
cana-999	162	22	better	well	ADJ
cana-999	162	23	,	,	PUNCT
cana-999	162	24	”	"	PUNCT
cana-999	162	25	hunspot	hunspot	NOUN
cana-999	162	26	.	.	PUNCT
cana-999	163	1	[	[	X
cana-999	163	2	5	5	NUM
cana-999	163	3	]	]	PUNCT
cana-999	163	4	tim	tim	PROPN
cana-999	163	5	ehrens	ehren	NOUN
cana-999	163	6	,	,	PUNCT
cana-999	163	7	“	"	PUNCT
cana-999	163	8	customer	customer	NOUN
cana-999	163	9	segmentation	segmentation	NOUN
cana-999	163	10	,	,	PUNCT
cana-999	163	11	”	"	PUNCT
cana-999	163	12	techtarget	techtarget	NOUN
cana-999	163	13	.	.	PUNCT
cana-999	164	1	[	[	X
cana-999	164	2	6	6	NUM
cana-999	164	3	]	]	SYM
cana-999	164	4	v.vijilesh	v.vijilesh	NOUN
cana-999	164	5	,	,	PUNCT
cana-999	164	6	“	"	PUNCT
cana-999	164	7	customer	customer	NOUN
cana-999	164	8	segmentation	segmentation	NOUN
cana-999	164	9	using	use	VERB
cana-999	164	10	machine	machine	NOUN
cana-999	164	11	learning	learning	NOUN
cana-999	164	12	,	,	PUNCT
cana-999	164	13	”	"	PUNCT
cana-999	164	14	international	international	ADJ
cana-999	164	15	research	research	NOUN
cana-999	164	16	journal	journal	NOUN
cana-999	164	17	of	of	ADP
cana-999	164	18	engineering	engineering	NOUN
cana-999	164	19	and	and	CCONJ
cana-999	164	20	technology	technology	NOUN
cana-999	164	21	(	(	PUNCT
cana-999	164	22	irjet	irjet	NOUN
cana-999	164	23	)	)	PUNCT
cana-999	164	24	,	,	PUNCT
cana-999	164	25	vol	vol	NOUN
cana-999	164	26	.	.	PROPN
cana-999	164	27	08	08	NUM
cana-999	164	28	,	,	PUNCT
cana-999	164	29	no	no	INTJ
cana-999	164	30	.	.	NOUN
cana-999	164	31	05	05	NUM
cana-999	164	32	,	,	PUNCT
cana-999	164	33	may	may	AUX
cana-999	164	34	2021	2021	NUM
cana-999	164	35	.	.	PUNCT
cana-999	165	1	[	[	X
cana-999	165	2	7	7	X
cana-999	165	3	]	]	X
cana-999	165	4	expert	expert	NOUN
cana-999	165	5	systems	system	NOUN
cana-999	165	6	with	with	ADP
cana-999	165	7	applications	application	NOUN
cana-999	165	8	,	,	PUNCT
cana-999	165	9	vol	vol	NOUN
cana-999	165	10	.	.	PROPN
cana-999	165	11	100	100	NUM
cana-999	165	12	,	,	PUNCT
cana-999	165	13	feb	feb	PROPN
cana-999	165	14	.	.	PROPN
cana-999	165	15	2018	2018	NUM
cana-999	165	16	,	,	PUNCT
cana-999	165	17	"	"	PUNCT
cana-999	165	18	retail	retail	ADJ
cana-999	165	19	business	business	NOUN
cana-999	165	20	analytics	analytic	NOUN
cana-999	165	21	:	:	PUNCT
cana-999	165	22	customer	customer	NOUN
cana-999	165	23	visit	visit	NOUN
cana-999	165	24	segmentation	segmentation	NOUN
cana-999	165	25	using	use	VERB
cana-999	165	26	market	market	NOUN
cana-999	165	27	basket	basket	NOUN
cana-999	165	28	data	datum	NOUN
cana-999	165	29	.	.	PUNCT
cana-999	165	30	"	"	PUNCT
cana-999	166	1	[	[	X
cana-999	166	2	8	8	NUM
cana-999	166	3	]	]	PUNCT
cana-999	166	4	“	"	PUNCT
cana-999	166	5	cluster	cluster	NOUN
cana-999	166	6	analysis	analysis	NOUN
cana-999	166	7	.	.	PUNCT
cana-999	166	8	”	"	PUNCT
cana-999	166	9	,	,	PUNCT
cana-999	166	10	wikipedia	wikipedia	PROPN
cana-999	166	11	.	.	PUNCT
cana-999	167	1	[	[	X
cana-999	167	2	9	9	NUM
cana-999	167	3	]	]	SYM
cana-999	167	4	"	"	PUNCT
cana-999	167	5	customer	customer	NOUN
cana-999	167	6	segmentation	segmentation	NOUN
cana-999	167	7	using	use	VERB
cana-999	167	8	machine	machine	NOUN
cana-999	167	9	learning	learning	NOUN
cana-999	167	10	,	,	PUNCT
cana-999	167	11	"	"	PUNCT
cana-999	167	12	ijcrt	ijcrt	NOUN
cana-999	167	13	,	,	PUNCT
cana-999	167	14	aman	aman	NOUN
cana-999	167	15	banduni	banduni	NOUN
cana-999	167	16	and	and	CCONJ
cana-999	167	17	ilavendhan	ilavendhan	PROPN
cana-999	167	18	a	a	DET
cana-999	167	19	,	,	PUNCT
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cana-999	167	25	.	.	PUNCT
cana-999	168	1	[	[	X
cana-999	168	2	10	10	NUM
cana-999	168	3	]	]	X
cana-999	168	4	tushar	tushar	PROPN
cana-999	168	5	kansal	kansal	NOUN
cana-999	168	6	;	;	PUNCT
cana-999	168	7	suraj	suraj	PROPN
cana-999	168	8	bahuguna	bahuguna	PROPN
cana-999	168	9	;	;	PUNCT
cana-999	168	10	vishal	vishal	PROPN
cana-999	168	11	singh	singh	PROPN
cana-999	168	12	;	;	PUNCT
cana-999	168	13	tanupriya	tanupriya	PROPN
cana-999	168	14	choudhury	choudhury	PROPN
cana-999	168	15	,	,	PUNCT
cana-999	168	16	“	"	PUNCT
cana-999	168	17	customer	customer	NOUN
cana-999	168	18	segmentation	segmentation	NOUN
cana-999	168	19	using	use	VERB
cana-999	168	20	k	k	ADJ
cana-999	168	21	-	-	PUNCT
cana-999	168	22	means	means	NOUN
cana-999	168	23	clustering	clustering	NOUN
cana-999	168	24	,	,	PUNCT
cana-999	168	25	”	"	PUNCT
cana-999	168	26	ieee	ieee	NOUN
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cana-999	168	31	.	.	PUNCT
cana-999	169	1	[	[	X
cana-999	169	2	11	11	NUM
cana-999	169	3	]	]	X
cana-999	169	4	i.	i.	PROPN
cana-999	169	5	s.	s.	PROPN
cana-999	169	6	n.	n.	PROPN
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cana-999	169	8	,	,	PUNCT
cana-999	169	9	s.	s.	PROPN
cana-999	169	10	o.	o.	PROPN
cana-999	169	11	c.	c.	PROPN
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cana-999	169	13	,	,	PUNCT
cana-999	169	14	e.	e.	PROPN
cana-999	169	15	&	&	CCONJ
cana-999	169	16	c.	c.	PROPN
cana-999	169	17	e.	e.	PROPN
cana-999	169	18	d.	d.	PROPN
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cana-999	169	21	u.	u.	PROPN
cana-999	169	22	u.	u.	PROPN
cana-999	169	23	a.	a.	PROPN
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cana-999	169	25	o.	o.	PROPN
cana-999	169	26	c.	c.	PROPN
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cana-999	169	28	,	,	PUNCT
cana-999	169	29	e.	e.	PROPN
cana-999	169	30	&	&	CCONJ
cana-999	169	31	c.	c.	PROPN
cana-999	169	32	e.	e.	PROPN
cana-999	169	33	d.	d.	PROPN
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cana-999	169	36	u.	u.	PROPN
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cana-999	169	38	a.	a.	PROPN
cana-999	169	39	s.	s.	PROPN
cana-999	169	40	o.	o.	PROPN
cana-999	169	41	c.	c.	PROPN
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cana-999	169	43	,	,	PUNCT
cana-999	169	44	e.	e.	PROPN
cana-999	169	45	&	&	CCONJ
cana-999	169	46	c	c	PROPN
cana-999	170	1	"	"	PUNCT
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cana-999	170	3	of	of	ADP
cana-999	170	4	the	the	DET
cana-999	170	5	k	k	NOUN
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cana-999	170	13	:	:	PUNCT
cana-999	170	14	a	a	DET
cana-999	170	15	strategy	strategy	NOUN
cana-999	170	16	for	for	ADP
cana-999	170	17	targeted	target	VERB
cana-999	170	18	customer	customer	NOUN
cana-999	170	19	services	service	NOUN
cana-999	170	20	,	,	PUNCT
cana-999	170	21	"	"	PUNCT
cana-999	170	22	vol	vol	NOUN
cana-999	170	23	.	.	PROPN
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cana-999	170	25	,	,	PUNCT
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cana-999	170	29	,	,	PUNCT
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cana-999	170	31	,	,	PUNCT
cana-999	170	32	by	by	ADP
cana-999	170	33	pascal	pascal	ADJ
cana-999	170	34	ezenkwu	ezenkwu	NOUN
cana-999	170	35	,	,	PUNCT
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cana-999	170	37	journal	journal	NOUN
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cana-999	171	1	[	[	X
cana-999	171	2	12	12	NUM
cana-999	171	3	]	]	PUNCT
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cana-999	172	1	[	[	X
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cana-999	172	6	”	"	PUNCT
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cana-999	172	13	2021	2021	NUM
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