id	sid	tid	token	lemma	pos
cana-3496	1	1	communications	communication	NOUN
cana-3496	1	2	on	on	ADP
cana-3496	1	3	applied	apply	VERB
cana-3496	1	4	nonlinear	nonlinear	ADJ
cana-3496	1	5	analysis	analysis	NOUN
cana-3496	1	6	issn	issn	NOUN
cana-3496	1	7	:	:	PUNCT
cana-3496	1	8	1074	1074	NUM
cana-3496	1	9	-	-	PUNCT
cana-3496	1	10	133x	133x	NUM
cana-3496	1	11	vol	vol	NOUN
cana-3496	1	12	32	32	NUM
cana-3496	1	13	no	no	NOUN
cana-3496	1	14	.	.	PUNCT
cana-3496	2	1	7s	7	NOUN
cana-3496	2	2	(	(	PUNCT
cana-3496	2	3	2025	2025	NUM
cana-3496	2	4	)	)	PUNCT
cana-3496	2	5	922	922	NUM
cana-3496	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	3	1	a	a	DET
cana-3496	3	2	mathematical	mathematical	ADJ
cana-3496	3	3	approach	approach	NOUN
cana-3496	3	4	for	for	ADP
cana-3496	3	5	data	data	NOUN
cana-3496	3	6	management	management	NOUN
cana-3496	3	7	transformation	transformation	NOUN
cana-3496	3	8	:	:	PUNCT
cana-3496	3	9	bridging	bridge	VERB
cana-3496	3	10	data	datum	NOUN
cana-3496	3	11	lakes	lake	NOUN
cana-3496	3	12	and	and	CCONJ
cana-3496	3	13	data	data	NOUN
cana-3496	3	14	fabrics	fabric	NOUN
cana-3496	3	15	with	with	ADP
cana-3496	3	16	advanced	advanced	ADJ
cana-3496	3	17	analytics	analytic	NOUN
cana-3496	3	18	albia	albia	NOUN
cana-3496	3	19	maqbool1	maqbool1	PROPN
cana-3496	3	20	,	,	PUNCT
cana-3496	3	21	rauly	rauly	ADV
cana-3496	3	22	yousef	yousef	PROPN
cana-3496	3	23	ahmed	ahmed	PROPN
cana-3496	3	24	hajjaj2	hajjaj2	PROPN
cana-3496	3	25	,	,	PUNCT
cana-3496	3	26	nargis	nargis	ADJ
cana-3496	3	27	parveen3	parveen3	PROPN
cana-3496	3	28	*	*	PUNCT
cana-3496	3	29	,	,	PUNCT
cana-3496	3	30	esraa	esraa	VERB
cana-3496	3	31	m.	m.	NOUN
cana-3496	3	32	al	al	PROPN
cana-3496	3	33	-	-	PUNCT
cana-3496	3	34	lobani4	lobani4	PROPN
cana-3496	3	35	,	,	PUNCT
cana-3496	3	36	marouan	marouan	PROPN
cana-3496	3	37	kouki5	kouki5	PROPN
cana-3496	3	38	,	,	PUNCT
cana-3496	3	39	amani	amani	PROPN
cana-3496	3	40	kachoukh6	kachoukh6	ADJ
cana-3496	3	41	,	,	PUNCT
cana-3496	3	42	nouha	nouha	ADJ
cana-3496	3	43	khediri7	khediri7	PROPN
cana-3496	3	44	,	,	PUNCT
cana-3496	3	45	eman	eman	PROPN
cana-3496	3	46	h.	h.	PROPN
cana-3496	3	47	abd	abd	PROPN
cana-3496	3	48	-	-	PROPN
cana-3496	3	49	elkawy8	elkawy8	PROPN
cana-3496	3	50	1,3*,8	1,3*,8	NUM
cana-3496	3	51	department	department	NOUN
cana-3496	3	52	of	of	ADP
cana-3496	3	53	computer	computer	NOUN
cana-3496	3	54	sciences	science	NOUN
cana-3496	3	55	,	,	PUNCT
cana-3496	3	56	faculty	faculty	NOUN
cana-3496	3	57	of	of	ADP
cana-3496	3	58	computing	computing	NOUN
cana-3496	3	59	and	and	CCONJ
cana-3496	3	60	information	information	NOUN
cana-3496	3	61	technology	technology	NOUN
cana-3496	3	62	,	,	PUNCT
cana-3496	3	63	northern	northern	ADJ
cana-3496	3	64	border	border	NOUN
cana-3496	3	65	university	university	PROPN
cana-3496	3	66	,	,	PUNCT
cana-3496	3	67	rafha	rafha	PROPN
cana-3496	3	68	,	,	PUNCT
cana-3496	3	69	saudi	saudi	PROPN
cana-3496	3	70	arabia	arabia	PROPN
cana-3496	3	71	2	2	NUM
cana-3496	3	72	department	department	NOUN
cana-3496	3	73	of	of	ADP
cana-3496	3	74	business	business	NOUN
cana-3496	3	75	and	and	CCONJ
cana-3496	3	76	administration	administration	NOUN
cana-3496	3	77	,	,	PUNCT
cana-3496	3	78	applied	apply	VERB
cana-3496	3	79	college	college	NOUN
cana-3496	3	80	,	,	PUNCT
cana-3496	3	81	northern	northern	ADJ
cana-3496	3	82	border	border	PROPN
cana-3496	3	83	university	university	PROPN
cana-3496	3	84	arar	arar	NOUN
cana-3496	3	85	,	,	PUNCT
cana-3496	3	86	saudi	saudi	PROPN
cana-3496	3	87	arabia	arabia	PROPN
cana-3496	3	88	.	.	PUNCT
cana-3496	4	1	4	4	NUM
cana-3496	4	2	department	department	NOUN
cana-3496	4	3	of	of	ADP
cana-3496	4	4	mathematics	mathematics	PROPN
cana-3496	4	5	sciences	science	NOUN
cana-3496	4	6	,	,	PUNCT
cana-3496	4	7	faculty	faculty	NOUN
cana-3496	4	8	of	of	ADP
cana-3496	4	9	applied	apply	VERB
cana-3496	4	10	college	college	NOUN
cana-3496	4	11	,	,	PUNCT
cana-3496	4	12	northern	northern	ADJ
cana-3496	4	13	border	border	NOUN
cana-3496	4	14	university	university	NOUN
cana-3496	4	15	,	,	PUNCT
cana-3496	4	16	saudi	saudi	PROPN
cana-3496	4	17	arabia	arabia	PROPN
cana-3496	4	18	.	.	PUNCT
cana-3496	5	1	5,6,7	5,6,7	NUM
cana-3496	5	2	department	department	NOUN
cana-3496	5	3	of	of	ADP
cana-3496	5	4	information	information	NOUN
cana-3496	5	5	systems	system	NOUN
cana-3496	5	6	,	,	PUNCT
cana-3496	5	7	faculty	faculty	NOUN
cana-3496	5	8	of	of	ADP
cana-3496	5	9	computing	computing	NOUN
cana-3496	5	10	and	and	CCONJ
cana-3496	5	11	information	information	NOUN
cana-3496	5	12	technology	technology	NOUN
cana-3496	5	13	,	,	PUNCT
cana-3496	5	14	northern	northern	ADJ
cana-3496	5	15	border	border	NOUN
cana-3496	5	16	university	university	PROPN
cana-3496	5	17	,	,	PUNCT
cana-3496	5	18	rafha	rafha	PROPN
cana-3496	5	19	,	,	PUNCT
cana-3496	5	20	saudi	saudi	PROPN
cana-3496	5	21	arabia	arabia	PROPN
cana-3496	5	22	.	.	PUNCT
cana-3496	6	1	email	email	NOUN
cana-3496	6	2	:	:	PUNCT
cana-3496	6	3	albia.alam@nbu.edu.sa	albia.alam@nbu.edu.sa	PROPN
cana-3496	6	4	,	,	PUNCT
cana-3496	6	5	rula.hajjaj@nbu.edu.sa	rula.hajjaj@nbu.edu.sa	PROPN
cana-3496	6	6	,	,	PUNCT
cana-3496	6	7	nargis.norulhaq@nbu.edu.sa	nargis.norulhaq@nbu.edu.sa	PROPN
cana-3496	6	8	,	,	PUNCT
cana-3496	6	9	esraa.khaled@nbu.edu.sa	esraa.khaled@nbu.edu.sa	PROPN
cana-3496	6	10	,	,	PUNCT
cana-3496	6	11	marouan.kouki@nbu.edu.sa	marouan.kouki@nbu.edu.sa	NOUN
cana-3496	6	12	,	,	PUNCT
cana-3496	6	13	amani.khasookh@nbu.edu.sa	amani.khasookh@nbu.edu.sa	NOUN
cana-3496	6	14	,	,	PUNCT
cana-3496	6	15	nuha.khediri@nbu.edu.sa	nuha.khediri@nbu.edu.sa	PROPN
cana-3496	6	16	,	,	PUNCT
cana-3496	6	17	eman.hassan@nbu.edu.sa	eman.hassan@nbu.edu.sa	PROPN
cana-3496	6	18	corresponding	corresponding	ADJ
cana-3496	6	19	author	author	NOUN
cana-3496	6	20	:	:	PUNCT
cana-3496	6	21	nargis.norulhaq@nbu.edu.sa	nargis.norulhaq@nbu.edu.sa	PROPN
cana-3496	6	22	*	*	SYM
cana-3496	6	23	article	article	NOUN
cana-3496	6	24	history	history	NOUN
cana-3496	6	25	:	:	PUNCT
cana-3496	6	26	received	receive	VERB
cana-3496	6	27	:	:	PUNCT
cana-3496	6	28	28	28	NUM
cana-3496	6	29	-	-	SYM
cana-3496	6	30	10	10	NUM
cana-3496	6	31	-	-	PUNCT
cana-3496	6	32	2024	2024	NUM
cana-3496	6	33	revised:12	revised:12	NOUN
cana-3496	6	34	-	-	PUNCT
cana-3496	6	35	11	11	NUM
cana-3496	6	36	-	-	PUNCT
cana-3496	6	37	2024	2024	NUM
cana-3496	6	38	accepted:19	accepted:19	VERB
cana-3496	6	39	-	-	PUNCT
cana-3496	6	40	12	12	NUM
cana-3496	6	41	-	-	PUNCT
cana-3496	6	42	2024	2024	NUM
cana-3496	6	43	abstract	abstract	NOUN
cana-3496	6	44	:	:	PUNCT
cana-3496	6	45	over	over	ADP
cana-3496	6	46	the	the	DET
cana-3496	6	47	last	last	ADJ
cana-3496	6	48	decade	decade	NOUN
cana-3496	6	49	,	,	PUNCT
cana-3496	6	50	big	big	ADJ
cana-3496	6	51	data	datum	NOUN
cana-3496	6	52	and	and	CCONJ
cana-3496	6	53	advanced	advanced	ADJ
cana-3496	6	54	analytics	analytic	NOUN
cana-3496	6	55	have	have	AUX
cana-3496	6	56	changed	change	VERB
cana-3496	6	57	a	a	DET
cana-3496	6	58	lot	lot	NOUN
cana-3496	6	59	,	,	PUNCT
cana-3496	6	60	and	and	CCONJ
cana-3496	6	61	as	as	ADP
cana-3496	6	62	a	a	DET
cana-3496	6	63	result	result	NOUN
cana-3496	6	64	,	,	PUNCT
cana-3496	6	65	data	datum	NOUN
cana-3496	6	66	management	management	NOUN
cana-3496	6	67	has	have	AUX
cana-3496	6	68	been	be	AUX
cana-3496	6	69	transformed	transform	VERB
cana-3496	6	70	from	from	ADP
cana-3496	6	71	the	the	DET
cana-3496	6	72	legacy	legacy	NOUN
cana-3496	6	73	data	datum	NOUN
cana-3496	6	74	lake	lake	PROPN
cana-3496	6	75	to	to	ADP
cana-3496	6	76	the	the	DET
cana-3496	6	77	modern	modern	ADJ
cana-3496	6	78	data	datum	NOUN
cana-3496	6	79	fabric	fabric	NOUN
cana-3496	6	80	architecture	architecture	NOUN
cana-3496	6	81	.	.	PUNCT
cana-3496	7	1	the	the	DET
cana-3496	7	2	transformation	transformation	NOUN
cana-3496	7	3	is	be	AUX
cana-3496	7	4	founded	found	VERB
cana-3496	7	5	on	on	ADP
cana-3496	7	6	the	the	DET
cana-3496	7	7	increasing	increase	VERB
cana-3496	7	8	demand	demand	NOUN
cana-3496	7	9	for	for	ADP
cana-3496	7	10	seamless	seamless	ADJ
cana-3496	7	11	,	,	PUNCT
cana-3496	7	12	real	real	ADJ
cana-3496	7	13	-	-	PUNCT
cana-3496	7	14	time	time	NOUN
cana-3496	7	15	integration	integration	NOUN
cana-3496	7	16	and	and	CCONJ
cana-3496	7	17	access	access	NOUN
cana-3496	7	18	between	between	ADP
cana-3496	7	19	disparate	disparate	ADJ
cana-3496	7	20	data	datum	NOUN
cana-3496	7	21	sources	source	NOUN
cana-3496	7	22	in	in	ADP
cana-3496	7	23	order	order	NOUN
cana-3496	7	24	to	to	PART
cana-3496	7	25	turn	turn	VERB
cana-3496	7	26	actionable	actionable	ADJ
cana-3496	7	27	insights	insight	NOUN
cana-3496	7	28	more	more	ADV
cana-3496	7	29	quickly	quickly	ADV
cana-3496	7	30	.	.	PUNCT
cana-3496	8	1	data	datum	NOUN
cana-3496	8	2	lakes	lake	NOUN
cana-3496	8	3	are	be	AUX
cana-3496	8	4	good	good	ADJ
cana-3496	8	5	at	at	ADP
cana-3496	8	6	centralizing	centralize	VERB
cana-3496	8	7	high	high	ADJ
cana-3496	8	8	amounts	amount	NOUN
cana-3496	8	9	of	of	ADP
cana-3496	8	10	structured	structured	ADJ
cana-3496	8	11	and	and	CCONJ
cana-3496	8	12	unstructured	unstructured	ADJ
cana-3496	8	13	data	datum	NOUN
cana-3496	8	14	from	from	ADP
cana-3496	8	15	different	different	ADJ
cana-3496	8	16	sources	source	NOUN
cana-3496	8	17	but	but	CCONJ
cana-3496	8	18	lack	lack	NOUN
cana-3496	8	19	governance	governance	NOUN
cana-3496	8	20	,	,	PUNCT
cana-3496	8	21	scalability	scalability	NOUN
cana-3496	8	22	,	,	PUNCT
cana-3496	8	23	and	and	CCONJ
cana-3496	8	24	timely	timely	ADJ
cana-3496	8	25	analytics	analytic	NOUN
cana-3496	8	26	.	.	PUNCT
cana-3496	9	1	in	in	ADP
cana-3496	9	2	contrast	contrast	NOUN
cana-3496	9	3	,	,	PUNCT
cana-3496	9	4	data	datum	NOUN
cana-3496	9	5	fabrics	fabric	NOUN
cana-3496	9	6	provide	provide	VERB
cana-3496	9	7	an	an	DET
cana-3496	9	8	integrated	integrate	VERB
cana-3496	9	9	intelligent	intelligent	ADJ
cana-3496	9	10	layer	layer	NOUN
cana-3496	9	11	that	that	PRON
cana-3496	9	12	connects	connect	VERB
cana-3496	9	13	diverse	diverse	ADJ
cana-3496	9	14	data	datum	NOUN
cana-3496	9	15	environments	environment	NOUN
cana-3496	9	16	,	,	PUNCT
cana-3496	9	17	ensuring	ensure	VERB
cana-3496	9	18	superior	superior	ADJ
cana-3496	9	19	agility	agility	NOUN
cana-3496	9	20	,	,	PUNCT
cana-3496	9	21	better	well	ADJ
cana-3496	9	22	data	datum	NOUN
cana-3496	9	23	quality	quality	NOUN
cana-3496	9	24	,	,	PUNCT
cana-3496	9	25	and	and	CCONJ
cana-3496	9	26	more	more	ADJ
cana-3496	9	27	optimized	optimize	VERB
cana-3496	9	28	performance	performance	NOUN
cana-3496	9	29	.	.	PUNCT
cana-3496	10	1	data	datum	NOUN
cana-3496	10	2	fabrics	fabric	NOUN
cana-3496	10	3	utilize	utilize	VERB
cana-3496	10	4	advanced	advanced	ADJ
cana-3496	10	5	analytics	analytic	NOUN
cana-3496	10	6	and	and	CCONJ
cana-3496	10	7	machine	machine	NOUN
cana-3496	10	8	learning	learn	VERB
cana-3496	10	9	to	to	PART
cana-3496	10	10	dynamically	dynamically	ADV
cana-3496	10	11	evaluate	evaluate	VERB
cana-3496	10	12	data	datum	NOUN
cana-3496	10	13	flows	flow	NOUN
cana-3496	10	14	and	and	CCONJ
cana-3496	10	15	change	change	VERB
cana-3496	10	16	them	they	PRON
cana-3496	10	17	accordingly	accordingly	ADV
cana-3496	10	18	,	,	PUNCT
cana-3496	10	19	automate	automate	ADJ
cana-3496	10	20	integration	integration	NOUN
cana-3496	10	21	processes	process	NOUN
cana-3496	10	22	and	and	CCONJ
cana-3496	10	23	help	help	VERB
cana-3496	10	24	organisations	organisation	NOUN
cana-3496	10	25	get	get	VERB
cana-3496	10	26	just	just	ADV
cana-3496	10	27	-	-	PUNCT
cana-3496	10	28	in	in	ADP
cana-3496	10	29	-	-	PUNCT
cana-3496	10	30	time	time	NOUN
cana-3496	10	31	and	and	CCONJ
cana-3496	10	32	just	just	ADV
cana-3496	10	33	-	-	PUNCT
cana-3496	10	34	enough	enough	ADJ
cana-3496	10	35	data	datum	NOUN
cana-3496	10	36	driven	drive	VERB
cana-3496	10	37	decisions	decision	NOUN
cana-3496	10	38	quicker	quick	ADV
cana-3496	10	39	.	.	PUNCT
cana-3496	11	1	in	in	ADP
cana-3496	11	2	this	this	DET
cana-3496	11	3	paper	paper	NOUN
cana-3496	11	4	well	well	INTJ
cana-3496	11	5	address	address	NOUN
cana-3496	11	6	how	how	SCONJ
cana-3496	11	7	organizations	organization	NOUN
cana-3496	11	8	are	be	AUX
cana-3496	11	9	embracing	embrace	VERB
cana-3496	11	10	data	datum	NOUN
cana-3496	11	11	fabric	fabric	NOUN
cana-3496	11	12	solutions	solution	NOUN
cana-3496	11	13	to	to	PART
cana-3496	11	14	mitigate	mitigate	VERB
cana-3496	11	15	the	the	DET
cana-3496	11	16	weaknesses	weakness	NOUN
cana-3496	11	17	of	of	ADP
cana-3496	11	18	data	datum	NOUN
cana-3496	11	19	lakes	lake	NOUN
cana-3496	11	20	,	,	PUNCT
cana-3496	11	21	and	and	CCONJ
cana-3496	11	22	deliver	deliver	VERB
cana-3496	11	23	results	result	NOUN
cana-3496	11	24	like	like	ADP
cana-3496	11	25	faster	fast	ADJ
cana-3496	11	26	insights	insight	NOUN
cana-3496	11	27	,	,	PUNCT
cana-3496	11	28	better	well	ADJ
cana-3496	11	29	compliance	compliance	NOUN
cana-3496	11	30	,	,	PUNCT
cana-3496	11	31	and	and	CCONJ
cana-3496	11	32	more	more	ADV
cana-3496	11	33	accurate	accurate	ADJ
cana-3496	11	34	predictive	predictive	ADJ
cana-3496	11	35	analytics	analytic	NOUN
cana-3496	11	36	.	.	PUNCT
cana-3496	12	1	the	the	DET
cana-3496	12	2	value	value	NOUN
cana-3496	12	3	of	of	ADP
cana-3496	12	4	this	this	DET
cana-3496	12	5	change	change	NOUN
cana-3496	12	6	is	be	AUX
cana-3496	12	7	demonstrated	demonstrate	VERB
cana-3496	12	8	with	with	ADP
cana-3496	12	9	relevant	relevant	ADJ
cana-3496	12	10	use	use	NOUN
cana-3496	12	11	cases	case	NOUN
cana-3496	12	12	in	in	ADP
cana-3496	12	13	the	the	DET
cana-3496	12	14	realworld	realworld	NOUN
cana-3496	12	15	reinforcing	reinforce	VERB
cana-3496	12	16	that	that	SCONJ
cana-3496	12	17	it	it	PRON
cana-3496	12	18	will	will	AUX
cana-3496	12	19	act	act	VERB
cana-3496	12	20	as	as	ADP
cana-3496	12	21	a	a	DET
cana-3496	12	22	catalyst	catalyst	NOUN
cana-3496	12	23	for	for	ADP
cana-3496	12	24	innovation	innovation	NOUN
cana-3496	12	25	and	and	CCONJ
cana-3496	12	26	boost	boost	VERB
cana-3496	12	27	operational	operational	ADJ
cana-3496	12	28	effectiveness	effectiveness	NOUN
cana-3496	12	29	.	.	PUNCT
cana-3496	13	1	these	these	DET
cana-3496	13	2	findings	finding	NOUN
cana-3496	13	3	highlight	highlight	VERB
cana-3496	13	4	the	the	DET
cana-3496	13	5	significance	significance	NOUN
cana-3496	13	6	of	of	ADP
cana-3496	13	7	data	datum	NOUN
cana-3496	13	8	fabrics	fabric	NOUN
cana-3496	13	9	as	as	ADP
cana-3496	13	10	the	the	DET
cana-3496	13	11	future	future	ADJ
cana-3496	13	12	solution	solution	NOUN
cana-3496	13	13	for	for	ADP
cana-3496	13	14	enterprises	enterprise	NOUN
cana-3496	13	15	aiming	aim	VERB
cana-3496	13	16	for	for	ADP
cana-3496	13	17	a	a	DET
cana-3496	13	18	higher	high	ADJ
cana-3496	13	19	competitive	competitive	ADJ
cana-3496	13	20	advantage	advantage	NOUN
cana-3496	13	21	in	in	ADP
cana-3496	13	22	an	an	DET
cana-3496	13	23	emerging	emerge	VERB
cana-3496	13	24	datadriven	datadriven	ADJ
cana-3496	13	25	world	world	NOUN
cana-3496	13	26	.	.	PUNCT
cana-3496	14	1	keywords	keyword	NOUN
cana-3496	14	2	:	:	PUNCT
cana-3496	14	3	analytics	analytic	NOUN
cana-3496	14	4	,	,	PUNCT
cana-3496	14	5	management	management	NOUN
cana-3496	14	6	,	,	PUNCT
cana-3496	14	7	data	datum	NOUN
cana-3496	14	8	,	,	PUNCT
cana-3496	14	9	transformation	transformation	NOUN
cana-3496	14	10	,	,	PUNCT
cana-3496	14	11	fabrics	fabric	NOUN
cana-3496	14	12	,	,	PUNCT
cana-3496	14	13	advantage	advantage	NOUN
cana-3496	14	14	.	.	PUNCT
cana-3496	15	1	1	1	X
cana-3496	15	2	.	.	X
cana-3496	15	3	introduction	introduction	NOUN
cana-3496	15	4	in	in	ADP
cana-3496	15	5	the	the	DET
cana-3496	15	6	last	last	ADJ
cana-3496	15	7	few	few	ADJ
cana-3496	15	8	years	year	NOUN
cana-3496	15	9	data	datum	NOUN
cana-3496	15	10	was	be	AUX
cana-3496	15	11	grown	grow	VERB
cana-3496	15	12	exponentially	exponentially	ADV
cana-3496	15	13	that	that	PRON
cana-3496	15	14	have	have	AUX
cana-3496	15	15	brought	bring	VERB
cana-3496	15	16	a	a	DET
cana-3496	15	17	paradigm	paradigm	NOUN
cana-3496	15	18	shift	shift	NOUN
cana-3496	15	19	in	in	ADP
cana-3496	15	20	the	the	DET
cana-3496	15	21	methods	method	NOUN
cana-3496	15	22	of	of	ADP
cana-3496	15	23	management	management	NOUN
cana-3496	15	24	,	,	PUNCT
cana-3496	15	25	analysis	analysis	NOUN
cana-3496	15	26	and	and	CCONJ
cana-3496	15	27	utilization	utilization	NOUN
cana-3496	15	28	of	of	ADP
cana-3496	15	29	information	information	NOUN
cana-3496	15	30	assets	asset	NOUN
cana-3496	15	31	in	in	ADP
cana-3496	15	32	businesses	business	NOUN
cana-3496	15	33	.	.	PUNCT
cana-3496	16	1	the	the	DET
cana-3496	16	2	rise	rise	NOUN
cana-3496	16	3	of	of	ADP
cana-3496	16	4	big	big	ADJ
cana-3496	16	5	data	datum	NOUN
cana-3496	16	6	and	and	CCONJ
cana-3496	16	7	machine	machine	NOUN
cana-3496	16	8	learning	learn	VERB
cana-3496	16	9	required	require	VERB
cana-3496	16	10	organizations	organization	NOUN
cana-3496	16	11	to	to	PART
cana-3496	16	12	reevaluate	reevaluate	VERB
cana-3496	16	13	how	how	SCONJ
cana-3496	16	14	they	they	PRON
cana-3496	16	15	were	be	AUX
cana-3496	16	16	managing	manage	VERB
cana-3496	16	17	data	datum	NOUN
cana-3496	16	18	to	to	PART
cana-3496	16	19	remain	remain	VERB
cana-3496	16	20	mailto:albia.alam@nbu.edu.sa	mailto:albia.alam@nbu.edu.sa	PROPN
cana-3496	16	21	file:///c:/users/nargi/onedrive/desktop/rula.hajjaj@nbu.edu.sa	file:///c:/users/nargi/onedrive/desktop/rula.hajjaj@nbu.edu.sa	PROPN
cana-3496	17	1	mailto:%20nargis.norulhaq@nbu.edu.sa	mailto:%20nargis.norulhaq@nbu.edu.sa	PROPN
cana-3496	17	2	file:///c:/users/nargi/onedrive/desktop/esraa.khaled@nbu.edu.sa	file:///c:/users/nargi/onedrive/desktop/esraa.khaled@nbu.edu.sa	PROPN
cana-3496	17	3	mailto:marouan.kouki@nbu.edu.sa	mailto:marouan.kouki@nbu.edu.sa	PROPN
cana-3496	17	4	mailto:amani.khasookh@nbu.edu.sa	mailto:amani.khasookh@nbu.edu.sa	PROPN
cana-3496	17	5	mailto:nuha.khediri@nbu.edu.sa	mailto:nuha.khediri@nbu.edu.sa	PROPN
cana-3496	17	6	mailto:eman.hassan@nbu.edu.sa	mailto:eman.hassan@nbu.edu.sa	PROPN
cana-3496	17	7	mailto:nargis.norulhaq@nbu.edu.sa	mailto:nargis.norulhaq@nbu.edu.sa	NOUN
cana-3496	17	8	*	*	NOUN
cana-3496	17	9	communications	communication	NOUN
cana-3496	17	10	on	on	ADP
cana-3496	17	11	applied	apply	VERB
cana-3496	17	12	nonlinear	nonlinear	ADJ
cana-3496	17	13	analysis	analysis	NOUN
cana-3496	17	14	issn	issn	NOUN
cana-3496	17	15	:	:	PUNCT
cana-3496	17	16	1074	1074	NUM
cana-3496	17	17	-	-	PUNCT
cana-3496	17	18	133x	133x	NUM
cana-3496	17	19	vol	vol	NOUN
cana-3496	17	20	32	32	NUM
cana-3496	17	21	no	no	NOUN
cana-3496	17	22	.	.	PUNCT
cana-3496	18	1	7s	7	NOUN
cana-3496	18	2	(	(	PUNCT
cana-3496	18	3	2025	2025	NUM
cana-3496	18	4	)	)	PUNCT
cana-3496	18	5	923	923	NUM
cana-3496	18	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	18	7	competitive	competitive	ADJ
cana-3496	18	8	and	and	CCONJ
cana-3496	18	9	agile	agile	ADJ
cana-3496	18	10	.	.	PUNCT
cana-3496	19	1	this	this	PRON
cana-3496	19	2	is	be	AUX
cana-3496	19	3	part	part	NOUN
cana-3496	19	4	because	because	SCONJ
cana-3496	19	5	of	of	ADP
cana-3496	19	6	the	the	DET
cana-3496	19	7	shifting	shift	VERB
cana-3496	19	8	paradigm	paradigm	NOUN
cana-3496	19	9	from	from	ADP
cana-3496	19	10	traditional	traditional	ADJ
cana-3496	19	11	data	datum	NOUN
cana-3496	19	12	lakes	lake	NOUN
cana-3496	19	13	to	to	ADP
cana-3496	19	14	data	datum	NOUN
cana-3496	19	15	fabrics	fabric	NOUN
cana-3496	19	16	.	.	PUNCT
cana-3496	20	1	this	this	PRON
cana-3496	20	2	is	be	AUX
cana-3496	20	3	not	not	PART
cana-3496	20	4	merely	merely	ADV
cana-3496	20	5	a	a	DET
cana-3496	20	6	technological	technological	ADJ
cana-3496	20	7	upgrade	upgrade	NOUN
cana-3496	20	8	;	;	PUNCT
cana-3496	20	9	it	it	PRON
cana-3496	20	10	is	be	AUX
cana-3496	20	11	a	a	DET
cana-3496	20	12	strategic	strategic	ADJ
cana-3496	20	13	response	response	NOUN
cana-3496	20	14	to	to	ADP
cana-3496	20	15	the	the	DET
cana-3496	20	16	increasing	increase	VERB
cana-3496	20	17	complexity	complexity	NOUN
cana-3496	20	18	,	,	PUNCT
cana-3496	20	19	volume	volume	NOUN
cana-3496	20	20	,	,	PUNCT
cana-3496	20	21	and	and	CCONJ
cana-3496	20	22	diversity	diversity	NOUN
cana-3496	20	23	of	of	ADP
cana-3496	20	24	data	datum	NOUN
cana-3496	20	25	in	in	ADP
cana-3496	20	26	the	the	DET
cana-3496	20	27	era	era	NOUN
cana-3496	20	28	we	we	PRON
cana-3496	20	29	live	live	VERB
cana-3496	20	30	in	in	ADP
cana-3496	20	31	.	.	PUNCT
cana-3496	21	1	this	this	DET
cana-3496	21	2	article	article	NOUN
cana-3496	21	3	investigates	investigate	VERB
cana-3496	21	4	the	the	DET
cana-3496	21	5	evolution	evolution	NOUN
cana-3496	21	6	between	between	ADP
cana-3496	21	7	data	datum	NOUN
cana-3496	21	8	lakes	lake	NOUN
cana-3496	21	9	and	and	CCONJ
cana-3496	21	10	data	datum	NOUN
cana-3496	21	11	fabrics	fabric	NOUN
cana-3496	21	12	,	,	PUNCT
cana-3496	21	13	highlighting	highlight	VERB
cana-3496	21	14	the	the	DET
cana-3496	21	15	technology	technology	NOUN
cana-3496	21	16	that	that	PRON
cana-3496	21	17	underpins	underpin	VERB
cana-3496	21	18	it	it	PRON
cana-3496	21	19	while	while	SCONJ
cana-3496	21	20	elucidating	elucidate	VERB
cana-3496	21	21	the	the	DET
cana-3496	21	22	emerging	emerge	VERB
cana-3496	21	23	use	use	NOUN
cana-3496	21	24	of	of	ADP
cana-3496	21	25	analytics	analytic	NOUN
cana-3496	21	26	as	as	ADP
cana-3496	21	27	a	a	DET
cana-3496	21	28	means	means	NOUN
cana-3496	21	29	to	to	PART
cana-3496	21	30	bridge	bridge	VERB
cana-3496	21	31	disparate	disparate	ADJ
cana-3496	21	32	architectures	architecture	NOUN
cana-3496	21	33	[	[	X
cana-3496	21	34	1	1	NUM
cana-3496	21	35	]	]	PUNCT
cana-3496	21	36	.	.	PUNCT
cana-3496	22	1	data	data	PROPN
cana-3496	22	2	lakes	lake	NOUN
cana-3496	22	3	:	:	PUNCT
cana-3496	22	4	the	the	DET
cana-3496	22	5	highs	high	NOUN
cana-3496	22	6	and	and	CCONJ
cana-3496	22	7	lows	low	NOUN
cana-3496	22	8	that	that	PRON
cana-3496	22	9	is	be	AUX
cana-3496	22	10	where	where	SCONJ
cana-3496	22	11	data	datum	NOUN
cana-3496	22	12	lakes	lake	NOUN
cana-3496	22	13	became	become	VERB
cana-3496	22	14	a	a	DET
cana-3496	22	15	paradigm	paradigm	NOUN
cana-3496	22	16	shift	shift	NOUN
cana-3496	22	17	to	to	PART
cana-3496	22	18	store	store	VERB
cana-3496	22	19	huge	huge	ADJ
cana-3496	22	20	amounts	amount	NOUN
cana-3496	22	21	of	of	ADP
cana-3496	22	22	data	datum	NOUN
cana-3496	22	23	.	.	PUNCT
cana-3496	23	1	data	datum	NOUN
cana-3496	23	2	lakes	lake	NOUN
cana-3496	23	3	provided	provide	VERB
cana-3496	23	4	a	a	DET
cana-3496	23	5	versatile	versatile	ADJ
cana-3496	23	6	space	space	NOUN
cana-3496	23	7	,	,	PUNCT
cana-3496	23	8	where	where	SCONJ
cana-3496	23	9	data	datum	NOUN
cana-3496	23	10	could	could	AUX
cana-3496	23	11	be	be	AUX
cana-3496	23	12	stored	store	VERB
cana-3496	23	13	in	in	ADP
cana-3496	23	14	any	any	DET
cana-3496	23	15	format	format	NOUN
cana-3496	23	16	structured	structure	VERB
cana-3496	23	17	or	or	CCONJ
cana-3496	23	18	unstructured	unstructure	VERB
cana-3496	23	19	without	without	ADP
cana-3496	23	20	a	a	DET
cana-3496	23	21	predetermined	predetermine	VERB
cana-3496	23	22	schema	schema	NOUN
cana-3496	23	23	,	,	PUNCT
cana-3496	23	24	which	which	PRON
cana-3496	23	25	was	be	AUX
cana-3496	23	26	a	a	DET
cana-3496	23	27	significant	significant	ADJ
cana-3496	23	28	departure	departure	NOUN
cana-3496	23	29	from	from	ADP
cana-3496	23	30	the	the	DET
cana-3496	23	31	stringent	stringent	ADJ
cana-3496	23	32	requirements	requirement	NOUN
cana-3496	23	33	associated	associate	VERB
cana-3496	23	34	with	with	ADP
cana-3496	23	35	traditional	traditional	ADJ
cana-3496	23	36	data	datum	NOUN
cana-3496	23	37	warehouses	warehouse	NOUN
cana-3496	23	38	.	.	PUNCT
cana-3496	24	1	this	this	PRON
cana-3496	24	2	proved	prove	VERB
cana-3496	24	3	to	to	PART
cana-3496	24	4	be	be	AUX
cana-3496	24	5	beneficial	beneficial	ADJ
cana-3496	24	6	to	to	ADP
cana-3496	24	7	companies	company	NOUN
cana-3496	24	8	working	work	VERB
cana-3496	24	9	with	with	ADP
cana-3496	24	10	many	many	ADJ
cana-3496	24	11	different	different	ADJ
cana-3496	24	12	data	datum	NOUN
cana-3496	24	13	types	type	NOUN
cana-3496	24	14	and	and	CCONJ
cana-3496	24	15	sources	source	NOUN
cana-3496	24	16	,	,	PUNCT
cana-3496	24	17	as	as	SCONJ
cana-3496	24	18	it	it	PRON
cana-3496	24	19	offered	offer	VERB
cana-3496	24	20	low	low	ADJ
cana-3496	24	21	-	-	PUNCT
cana-3496	24	22	cost	cost	NOUN
cana-3496	24	23	storage	storage	NOUN
cana-3496	24	24	options	option	NOUN
cana-3496	24	25	and	and	CCONJ
cana-3496	24	26	seamless	seamless	ADJ
cana-3496	24	27	scalability	scalability	NOUN
cana-3496	24	28	.	.	PUNCT
cana-3496	25	1	but	but	CCONJ
cana-3496	25	2	as	as	SCONJ
cana-3496	25	3	data	datum	NOUN
cana-3496	25	4	lakes	lake	NOUN
cana-3496	25	5	became	become	VERB
cana-3496	25	6	more	more	ADV
cana-3496	25	7	popular	popular	ADJ
cana-3496	25	8	,	,	PUNCT
cana-3496	25	9	their	their	PRON
cana-3496	25	10	shortcomings	shortcoming	NOUN
cana-3496	25	11	became	become	VERB
cana-3496	25	12	clear	clear	ADJ
cana-3496	25	13	.	.	PUNCT
cana-3496	26	1	raw	raw	ADJ
cana-3496	26	2	data	datum	NOUN
cana-3496	26	3	was	be	AUX
cana-3496	26	4	used	use	VERB
cana-3496	26	5	to	to	PART
cana-3496	26	6	store	store	VERB
cana-3496	26	7	everything	everything	PRON
cana-3496	26	8	,	,	PUNCT
cana-3496	26	9	but	but	CCONJ
cana-3496	26	10	the	the	DET
cana-3496	26	11	ungoverned	ungoverned	ADJ
cana-3496	26	12	nature	nature	NOUN
cana-3496	26	13	of	of	ADP
cana-3496	26	14	such	such	DET
cana-3496	26	15	an	an	DET
cana-3496	26	16	approach	approach	NOUN
cana-3496	26	17	led	lead	VERB
cana-3496	26	18	to	to	ADP
cana-3496	26	19	the	the	DET
cana-3496	26	20	emergence	emergence	NOUN
cana-3496	26	21	of	of	ADP
cana-3496	26	22	something	something	PRON
cana-3496	26	23	called	call	VERB
cana-3496	26	24	“	"	PUNCT
cana-3496	26	25	data	datum	NOUN
cana-3496	26	26	swamps	swamp	NOUN
cana-3496	26	27	,	,	PUNCT
cana-3496	26	28	”	"	PUNCT
cana-3496	26	29	where	where	SCONJ
cana-3496	26	30	we	we	PRON
cana-3496	26	31	would	would	AUX
cana-3496	26	32	literally	literally	ADV
cana-3496	26	33	have	have	VERB
cana-3496	26	34	everything	everything	PRON
cana-3496	26	35	stored	store	VERB
cana-3496	26	36	,	,	PUNCT
cana-3496	26	37	but	but	CCONJ
cana-3496	26	38	without	without	ADP
cana-3496	26	39	proper	proper	ADJ
cana-3496	26	40	metadata	metadata	NOUN
cana-3496	26	41	,	,	PUNCT
cana-3496	26	42	or	or	CCONJ
cana-3496	26	43	governance	governance	NOUN
cana-3496	26	44	over	over	ADP
cana-3496	26	45	the	the	DET
cana-3496	26	46	data	data	NOUN
cana-3496	26	47	stored	store	VERB
cana-3496	26	48	,	,	PUNCT
cana-3496	26	49	we	we	PRON
cana-3496	26	50	would	would	AUX
cana-3496	26	51	find	find	VERB
cana-3496	26	52	ourselves	ourselves	PRON
cana-3496	26	53	in	in	ADP
cana-3496	26	54	the	the	DET
cana-3496	26	55	sticky	sticky	ADJ
cana-3496	26	56	situation	situation	NOUN
cana-3496	26	57	of	of	ADP
cana-3496	26	58	having	have	VERB
cana-3496	26	59	data	datum	NOUN
cana-3496	26	60	that	that	PRON
cana-3496	26	61	was	be	AUX
cana-3496	26	62	either	either	CCONJ
cana-3496	26	63	hard	hard	ADJ
cana-3496	26	64	to	to	PART
cana-3496	26	65	analyse	analyse	VERB
cana-3496	26	66	,	,	PUNCT
cana-3496	26	67	or	or	CCONJ
cana-3496	26	68	trust[2,3	trust[2,3	NUM
cana-3496	26	69	]	]	PUNCT
cana-3496	26	70	.	.	PUNCT
cana-3496	27	1	additionally	additionally	ADV
cana-3496	27	2	,	,	PUNCT
cana-3496	27	3	the	the	DET
cana-3496	27	4	performance	performance	NOUN
cana-3496	27	5	standards	standard	NOUN
cana-3496	27	6	of	of	ADP
cana-3496	27	7	data	datum	NOUN
cana-3496	27	8	lakes	lake	NOUN
cana-3496	27	9	fell	fall	VERB
cana-3496	27	10	short	short	ADV
cana-3496	27	11	of	of	ADP
cana-3496	27	12	the	the	DET
cana-3496	27	13	expectations	expectation	NOUN
cana-3496	27	14	for	for	ADP
cana-3496	27	15	real	real	ADJ
cana-3496	27	16	-	-	PUNCT
cana-3496	27	17	time	time	NOUN
cana-3496	27	18	analytics	analytic	NOUN
cana-3496	27	19	,	,	PUNCT
cana-3496	27	20	preventing	prevent	VERB
cana-3496	27	21	organizations	organization	NOUN
cana-3496	27	22	from	from	ADP
cana-3496	27	23	extracting	extract	VERB
cana-3496	27	24	actionable	actionable	ADJ
cana-3496	27	25	insights	insight	NOUN
cana-3496	27	26	in	in	ADP
cana-3496	27	27	a	a	DET
cana-3496	27	28	timely	timely	ADJ
cana-3496	27	29	manner	manner	NOUN
cana-3496	27	30	.	.	PUNCT
cana-3496	28	1	these	these	DET
cana-3496	28	2	limitations	limitation	NOUN
cana-3496	28	3	led	lead	VERB
cana-3496	28	4	to	to	ADP
cana-3496	28	5	a	a	DET
cana-3496	28	6	sense	sense	NOUN
cana-3496	28	7	that	that	SCONJ
cana-3496	28	8	a	a	DET
cana-3496	28	9	more	more	ADV
cana-3496	28	10	integrated	integrated	ADJ
cana-3496	28	11	and	and	CCONJ
cana-3496	28	12	intelligent	intelligent	ADJ
cana-3496	28	13	approach	approach	NOUN
cana-3496	28	14	to	to	ADP
cana-3496	28	15	data	datum	NOUN
cana-3496	28	16	management	management	NOUN
cana-3496	28	17	was	be	AUX
cana-3496	28	18	required	require	VERB
cana-3496	28	19	.	.	PUNCT
cana-3496	29	1	data	datum	NOUN
cana-3496	29	2	fabrics	fabric	NOUN
cana-3496	29	3	emerged	emerge	VERB
cana-3496	29	4	as	as	ADP
cana-3496	29	5	a	a	DET
cana-3496	29	6	response	response	NOUN
cana-3496	29	7	to	to	ADP
cana-3496	29	8	the	the	DET
cana-3496	29	9	need	need	NOUN
cana-3496	29	10	for	for	ADP
cana-3496	29	11	a	a	DET
cana-3496	29	12	system	system	NOUN
cana-3496	29	13	that	that	PRON
cana-3496	29	14	could	could	AUX
cana-3496	29	15	dynamically	dynamically	ADV
cana-3496	29	16	connect	connect	VERB
cana-3496	29	17	,	,	PUNCT
cana-3496	29	18	manage	manage	VERB
cana-3496	29	19	,	,	PUNCT
cana-3496	29	20	and	and	CCONJ
cana-3496	29	21	analyse	analyse	NOUN
cana-3496	29	22	data	datum	NOUN
cana-3496	29	23	from	from	ADP
cana-3496	29	24	disparate	disparate	ADJ
cana-3496	29	25	sources	source	NOUN
cana-3496	29	26	(	(	PUNCT
cana-3496	29	27	governed	govern	VERB
cana-3496	29	28	by	by	ADP
cana-3496	29	29	users	user	NOUN
cana-3496	29	30	)	)	PUNCT
cana-3496	29	31	.	.	PUNCT
cana-3496	30	1	understanding	understand	VERB
cana-3496	30	2	data	datum	NOUN
cana-3496	30	3	fabrics	fabric	NOUN
cana-3496	30	4	data	datum	NOUN
cana-3496	30	5	fabrics	fabric	NOUN
cana-3496	30	6	are	be	AUX
cana-3496	30	7	the	the	DET
cana-3496	30	8	next	next	ADJ
cana-3496	30	9	evolution	evolution	NOUN
cana-3496	30	10	of	of	ADP
cana-3496	30	11	data	data	NOUN
cana-3496	30	12	management	management	NOUN
cana-3496	30	13	architectures	architecture	NOUN
cana-3496	30	14	that	that	PRON
cana-3496	30	15	seek	seek	VERB
cana-3496	30	16	to	to	PART
cana-3496	30	17	overcome	overcome	VERB
cana-3496	30	18	the	the	DET
cana-3496	30	19	challenges	challenge	NOUN
cana-3496	30	20	of	of	ADP
cana-3496	30	21	traditional	traditional	ADJ
cana-3496	30	22	data	datum	NOUN
cana-3496	30	23	lakes	lake	NOUN
cana-3496	30	24	.	.	PUNCT
cana-3496	31	1	fundamentally	fundamentally	ADV
cana-3496	31	2	,	,	PUNCT
cana-3496	31	3	data	datum	NOUN
cana-3496	31	4	fabrics	fabric	NOUN
cana-3496	31	5	serve	serve	VERB
cana-3496	31	6	as	as	ADP
cana-3496	31	7	an	an	DET
cana-3496	31	8	intelligent	intelligent	ADJ
cana-3496	31	9	,	,	PUNCT
cana-3496	31	10	unified	unified	ADJ
cana-3496	31	11	layer	layer	NOUN
cana-3496	31	12	that	that	PRON
cana-3496	31	13	links	link	VERB
cana-3496	31	14	data	datum	NOUN
cana-3496	31	15	environments	environment	NOUN
cana-3496	31	16	of	of	ADP
cana-3496	31	17	all	all	DET
cana-3496	31	18	kinds	kind	NOUN
cana-3496	31	19	native	native	ADJ
cana-3496	31	20	,	,	PUNCT
cana-3496	31	21	cloud	cloud	NOUN
cana-3496	31	22	and	and	CCONJ
cana-3496	31	23	hybrid	hybrid	NOUN
cana-3496	31	24	into	into	ADP
cana-3496	31	25	a	a	DET
cana-3496	31	26	cohesive	cohesive	ADJ
cana-3496	31	27	framework	framework	NOUN
cana-3496	31	28	.	.	PUNCT
cana-3496	32	1	this	this	PRON
cana-3496	32	2	is	be	AUX
cana-3496	32	3	how	how	SCONJ
cana-3496	32	4	true	true	ADJ
cana-3496	32	5	data	data	NOUN
cana-3496	32	6	access	access	NOUN
cana-3496	32	7	,	,	PUNCT
cana-3496	32	8	integration	integration	NOUN
cana-3496	32	9	,	,	PUNCT
cana-3496	32	10	and	and	CCONJ
cana-3496	32	11	analysis	analysis	NOUN
cana-3496	32	12	in	in	ADP
cana-3496	32	13	a	a	DET
cana-3496	32	14	federated	federate	VERB
cana-3496	32	15	manner	manner	NOUN
cana-3496	32	16	can	can	AUX
cana-3496	32	17	be	be	AUX
cana-3496	32	18	achieved	achieve	VERB
cana-3496	32	19	without	without	ADP
cana-3496	32	20	the	the	DET
cana-3496	32	21	need	need	NOUN
cana-3496	32	22	to	to	PART
cana-3496	32	23	centralize	centralize	VERB
cana-3496	32	24	or	or	CCONJ
cana-3496	32	25	move	move	VERB
cana-3496	32	26	data	datum	NOUN
cana-3496	32	27	.	.	PUNCT
cana-3496	33	1	while	while	SCONJ
cana-3496	33	2	data	datum	NOUN
cana-3496	33	3	storage	storage	NOUN
cana-3496	33	4	is	be	AUX
cana-3496	33	5	one	one	NUM
cana-3496	33	6	feature	feature	NOUN
cana-3496	33	7	in	in	ADP
cana-3496	33	8	a	a	DET
cana-3496	33	9	data	data	NOUN
cana-3496	33	10	fabric	fabric	NOUN
cana-3496	33	11	,	,	PUNCT
cana-3496	33	12	data	datum	NOUN
cana-3496	33	13	fabrics	fabric	NOUN
cana-3496	33	14	focus	focus	VERB
cana-3496	33	15	on	on	ADP
cana-3496	33	16	context	context	NOUN
cana-3496	33	17	,	,	PUNCT
cana-3496	33	18	governance	governance	NOUN
cana-3496	33	19	and	and	CCONJ
cana-3496	33	20	usability	usability	NOUN
cana-3496	33	21	[	[	X
cana-3496	33	22	4,5	4,5	NUM
cana-3496	33	23	]	]	PUNCT
cana-3496	33	24	.	.	PUNCT
cana-3496	34	1	data	datum	NOUN
cana-3496	34	2	fabrics	fabric	NOUN
cana-3496	34	3	differ	differ	VERB
cana-3496	34	4	from	from	ADP
cana-3496	34	5	other	other	ADJ
cana-3496	34	6	solutions	solution	NOUN
cana-3496	34	7	in	in	ADP
cana-3496	34	8	that	that	SCONJ
cana-3496	34	9	they	they	PRON
cana-3496	34	10	use	use	VERB
cana-3496	34	11	advanced	advanced	ADJ
cana-3496	34	12	analytics	analytic	NOUN
cana-3496	34	13	and	and	CCONJ
cana-3496	34	14	machine	machine	NOUN
cana-3496	34	15	learning	learn	VERB
cana-3496	34	16	to	to	PART
cana-3496	34	17	automate	automate	VERB
cana-3496	34	18	many	many	ADJ
cana-3496	34	19	of	of	ADP
cana-3496	34	20	the	the	DET
cana-3496	34	21	processes	process	NOUN
cana-3496	34	22	that	that	PRON
cana-3496	34	23	have	have	AUX
cana-3496	34	24	traditionally	traditionally	ADV
cana-3496	34	25	been	be	AUX
cana-3496	34	26	done	do	VERB
cana-3496	34	27	manually	manually	ADV
cana-3496	34	28	.	.	PUNCT
cana-3496	35	1	for	for	ADP
cana-3496	35	2	example	example	NOUN
cana-3496	35	3	,	,	PUNCT
cana-3496	35	4	data	datum	NOUN
cana-3496	35	5	fabrics	fabric	NOUN
cana-3496	35	6	create	create	VERB
cana-3496	35	7	metadata	metadata	NOUN
cana-3496	35	8	programmatically	programmatically	ADV
cana-3496	35	9	,	,	PUNCT
cana-3496	35	10	scoring	score	VERB
cana-3496	35	11	the	the	DET
cana-3496	35	12	quality	quality	NOUN
cana-3496	35	13	of	of	ADP
cana-3496	35	14	data	datum	NOUN
cana-3496	35	15	as	as	ADV
cana-3496	35	16	well	well	ADV
cana-3496	35	17	as	as	ADP
cana-3496	35	18	optimizing	optimize	VERB
cana-3496	35	19	data	datum	NOUN
cana-3496	35	20	flows	flow	NOUN
cana-3496	35	21	based	base	VERB
cana-3496	35	22	on	on	ADP
cana-3496	35	23	consumption	consumption	NOUN
cana-3496	35	24	patterns	pattern	NOUN
cana-3496	35	25	.	.	PUNCT
cana-3496	36	1	a	a	DET
cana-3496	36	2	data	data	NOUN
cana-3496	36	3	fabric	fabric	NOUN
cana-3496	36	4	creates	create	VERB
cana-3496	36	5	value	value	NOUN
cana-3496	36	6	to	to	ADP
cana-3496	36	7	the	the	DET
cana-3496	36	8	organization	organization	NOUN
cana-3496	36	9	from	from	ADP
cana-3496	36	10	an	an	DET
cana-3496	36	11	architectural	architectural	ADJ
cana-3496	36	12	perspective	perspective	NOUN
cana-3496	36	13	by	by	ADP
cana-3496	36	14	creating	create	VERB
cana-3496	36	15	a	a	DET
cana-3496	36	16	way	way	NOUN
cana-3496	36	17	to	to	PART
cana-3496	36	18	reduce	reduce	VERB
cana-3496	36	19	the	the	DET
cana-3496	36	20	people	people	NOUN
cana-3496	36	21	and	and	CCONJ
cana-3496	36	22	operational	operational	ADJ
cana-3496	36	23	costs	cost	NOUN
cana-3496	36	24	associated	associate	VERB
cana-3496	36	25	with	with	ADP
cana-3496	36	26	having	have	VERB
cana-3496	36	27	to	to	PART
cana-3496	36	28	manage	manage	VERB
cana-3496	36	29	and	and	CCONJ
cana-3496	36	30	integrate	integrate	VERB
cana-3496	36	31	the	the	DET
cana-3496	36	32	data	datum	NOUN
cana-3496	36	33	assets	asset	NOUN
cana-3496	36	34	.	.	PUNCT
cana-3496	37	1	how	how	SCONJ
cana-3496	37	2	advanced	advanced	ADJ
cana-3496	37	3	analytics	analytic	NOUN
cana-3496	37	4	can	can	AUX
cana-3496	37	5	drive	drive	VERB
cana-3496	37	6	transformation	transformation	NOUN
cana-3496	37	7	advanced	advanced	ADJ
cana-3496	37	8	analytics	analytic	NOUN
cana-3496	37	9	is	be	AUX
cana-3496	37	10	the	the	DET
cana-3496	37	11	connective	connective	ADJ
cana-3496	37	12	tissue	tissue	NOUN
cana-3496	37	13	between	between	ADP
cana-3496	37	14	data	datum	NOUN
cana-3496	37	15	lakes	lake	NOUN
cana-3496	37	16	and	and	CCONJ
cana-3496	37	17	data	datum	NOUN
cana-3496	37	18	fabrics	fabric	NOUN
cana-3496	37	19	.	.	PUNCT
cana-3496	38	1	advanced	advanced	ADJ
cana-3496	38	2	analytics	analytic	NOUN
cana-3496	38	3	is	be	AUX
cana-3496	38	4	leveraging	leverage	VERB
cana-3496	38	5	complex	complex	ADJ
cana-3496	38	6	data	datum	NOUN
cana-3496	38	7	domains	domain	NOUN
cana-3496	38	8	to	to	PART
cana-3496	38	9	yield	yield	VERB
cana-3496	38	10	insights	insight	NOUN
cana-3496	38	11	through	through	ADP
cana-3496	38	12	machine	machine	NOUN
cana-3496	38	13	learning	learning	NOUN
cana-3496	38	14	,	,	PUNCT
cana-3496	38	15	natural	natural	ADJ
cana-3496	38	16	language	language	NOUN
cana-3496	38	17	processing	processing	NOUN
cana-3496	38	18	or	or	CCONJ
cana-3496	38	19	predictive	predictive	ADJ
cana-3496	38	20	modelling	modelling	NOUN
cana-3496	38	21	among	among	ADP
cana-3496	38	22	other	other	ADJ
cana-3496	38	23	methods	method	NOUN
cana-3496	38	24	.	.	PUNCT
cana-3496	39	1	advanced	advanced	ADJ
cana-3496	39	2	analytics	analytic	NOUN
cana-3496	39	3	is	be	AUX
cana-3496	39	4	a	a	DET
cana-3496	39	5	fundamental	fundamental	ADJ
cana-3496	39	6	element	element	NOUN
cana-3496	39	7	of	of	ADP
cana-3496	39	8	data	datum	NOUN
cana-3496	39	9	fabrics	fabric	NOUN
cana-3496	39	10	because	because	SCONJ
cana-3496	39	11	it	it	PRON
cana-3496	39	12	helps	help	VERB
cana-3496	39	13	automate	automate	VERB
cana-3496	39	14	the	the	DET
cana-3496	39	15	work	work	NOUN
cana-3496	39	16	of	of	ADP
cana-3496	39	17	data	datum	NOUN
cana-3496	39	18	discovery	discovery	NOUN
cana-3496	39	19	,	,	PUNCT
cana-3496	39	20	cataloguing	cataloguing	NOUN
cana-3496	39	21	,	,	PUNCT
cana-3496	39	22	and	and	CCONJ
cana-3496	39	23	integration	integration	NOUN
cana-3496	39	24	tasks	task	NOUN
cana-3496	39	25	to	to	PART
cana-3496	39	26	keep	keep	VERB
cana-3496	39	27	a	a	DET
cana-3496	39	28	data	data	NOUN
cana-3496	39	29	fabric	fabric	NOUN
cana-3496	39	30	well	well	ADV
cana-3496	39	31	-	-	PUNCT
cana-3496	39	32	formed	form	VERB
cana-3496	39	33	and	and	CCONJ
cana-3496	39	34	of	of	ADP
cana-3496	39	35	use	use	NOUN
cana-3496	39	36	[	[	X
cana-3496	39	37	6	6	NUM
cana-3496	39	38	]	]	PUNCT
cana-3496	39	39	.	.	PUNCT
cana-3496	40	1	furthermore	furthermore	ADV
cana-3496	40	2	,	,	PUNCT
cana-3496	40	3	the	the	DET
cana-3496	40	4	advanced	advanced	ADJ
cana-3496	40	5	analytic	analytic	ADJ
cana-3496	40	6	capabilities	capability	NOUN
cana-3496	40	7	allow	allow	VERB
cana-3496	40	8	you	you	PRON
cana-3496	40	9	to	to	PART
cana-3496	40	10	process	process	VERB
cana-3496	40	11	data	datum	NOUN
cana-3496	40	12	in	in	ADP
cana-3496	40	13	real	real	ADJ
cana-3496	40	14	-	-	PUNCT
cana-3496	40	15	time	time	NOUN
cana-3496	40	16	,	,	PUNCT
cana-3496	40	17	making	make	VERB
cana-3496	40	18	data	datum	NOUN
cana-3496	40	19	available	available	ADJ
cana-3496	40	20	to	to	ADP
cana-3496	40	21	organizations	organization	NOUN
cana-3496	40	22	,	,	PUNCT
cana-3496	40	23	which	which	PRON
cana-3496	40	24	can	can	AUX
cana-3496	40	25	address	address	VERB
cana-3496	40	26	the	the	DET
cana-3496	40	27	new	new	ADJ
cana-3496	40	28	trends	trend	NOUN
cana-3496	40	29	and	and	CCONJ
cana-3496	40	30	opportunities	opportunity	NOUN
cana-3496	40	31	with	with	ADP
cana-3496	40	32	agility	agility	NOUN
cana-3496	40	33	.	.	PUNCT
cana-3496	41	1	predictive	predictive	ADJ
cana-3496	41	2	analytics	analytic	NOUN
cana-3496	41	3	such	such	ADJ
cana-3496	41	4	as	as	ADP
cana-3496	41	5	customer	customer	NOUN
cana-3496	41	6	behaviour	behaviour	NOUN
cana-3496	41	7	and	and	CCONJ
cana-3496	41	8	prescriptive	prescriptive	ADJ
cana-3496	41	9	analytics	analytic	NOUN
cana-3496	41	10	to	to	PART
cana-3496	41	11	suggest	suggest	VERB
cana-3496	41	12	what	what	PRON
cana-3496	41	13	is	be	AUX
cana-3496	41	14	the	the	DET
cana-3496	41	15	best	good	ADJ
cana-3496	41	16	way	way	NOUN
cana-3496	41	17	to	to	ADP
cana-3496	41	18	communications	communication	NOUN
cana-3496	41	19	on	on	ADP
cana-3496	41	20	applied	apply	VERB
cana-3496	41	21	nonlinear	nonlinear	ADJ
cana-3496	41	22	analysis	analysis	NOUN
cana-3496	41	23	issn	issn	NOUN
cana-3496	41	24	:	:	PUNCT
cana-3496	41	25	1074	1074	NUM
cana-3496	41	26	-	-	PUNCT
cana-3496	41	27	133x	133x	NUM
cana-3496	41	28	vol	vol	NOUN
cana-3496	41	29	32	32	NUM
cana-3496	41	30	no	no	NOUN
cana-3496	41	31	.	.	PUNCT
cana-3496	42	1	7s	7	NOUN
cana-3496	42	2	(	(	PUNCT
cana-3496	42	3	2025	2025	NUM
cana-3496	42	4	)	)	PUNCT
cana-3496	42	5	924	924	NUM
cana-3496	42	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	42	7	arrive	arrive	NOUN
cana-3496	42	8	at	at	ADP
cana-3496	42	9	that	that	DET
cana-3496	42	10	outcome	outcome	NOUN
cana-3496	42	11	.	.	PUNCT
cana-3496	43	1	these	these	DET
cana-3496	43	2	features	feature	NOUN
cana-3496	43	3	are	be	AUX
cana-3496	43	4	integral	integral	ADJ
cana-3496	43	5	to	to	ADP
cana-3496	43	6	businesses	business	NOUN
cana-3496	43	7	functioning	function	VERB
cana-3496	43	8	in	in	ADP
cana-3496	43	9	agile	agile	ADJ
cana-3496	43	10	fields	field	NOUN
cana-3496	43	11	where	where	SCONJ
cana-3496	43	12	fastest	fast	ADJ
cana-3496	43	13	decision	decision	NOUN
cana-3496	43	14	making	making	NOUN
cana-3496	43	15	is	be	AUX
cana-3496	43	16	the	the	DET
cana-3496	43	17	deciding	decide	VERB
cana-3496	43	18	factor	factor	NOUN
cana-3496	43	19	between	between	ADP
cana-3496	43	20	win	win	NOUN
cana-3496	43	21	or	or	CCONJ
cana-3496	43	22	lose	lose	VERB
cana-3496	43	23	.	.	PUNCT
cana-3496	44	1	figure	figure	NOUN
cana-3496	44	2	1	1	NUM
cana-3496	44	3	.	.	PUNCT
cana-3496	44	4	comparison	comparison	NOUN
cana-3496	44	5	of	of	ADP
cana-3496	44	6	data	datum	NOUN
cana-3496	44	7	lakes	lake	NOUN
cana-3496	44	8	and	and	CCONJ
cana-3496	44	9	data	data	NOUN
cana-3496	44	10	fabrics	fabric	NOUN
cana-3496	44	11	across	across	ADP
cana-3496	44	12	key	key	ADJ
cana-3496	44	13	features	feature	NOUN
cana-3496	44	14	challenges	challenge	NOUN
cana-3496	44	15	in	in	ADP
cana-3496	44	16	the	the	DET
cana-3496	44	17	transition	transition	NOUN
cana-3496	44	18	however	however	ADV
cana-3496	44	19	,	,	PUNCT
cana-3496	44	20	while	while	SCONJ
cana-3496	44	21	the	the	DET
cana-3496	44	22	case	case	NOUN
cana-3496	44	23	for	for	ADP
cana-3496	44	24	moving	move	VERB
cana-3496	44	25	from	from	ADP
cana-3496	44	26	data	datum	NOUN
cana-3496	44	27	lakes	lake	NOUN
cana-3496	44	28	to	to	ADP
cana-3496	44	29	data	data	NOUN
cana-3496	44	30	fabrics	fabric	NOUN
cana-3496	44	31	is	be	AUX
cana-3496	44	32	strong	strong	ADJ
cana-3496	44	33	,	,	PUNCT
cana-3496	44	34	execution	execution	NOUN
cana-3496	44	35	can	can	AUX
cana-3496	44	36	be	be	AUX
cana-3496	44	37	complex	complex	ADJ
cana-3496	44	38	.	.	PUNCT
cana-3496	45	1	a	a	DET
cana-3496	45	2	major	major	ADJ
cana-3496	45	3	challenge	challenge	NOUN
cana-3496	45	4	lies	lie	VERB
cana-3496	45	5	within	within	ADP
cana-3496	45	6	the	the	DET
cana-3496	45	7	complex	complex	ADJ
cana-3496	45	8	technical	technical	ADJ
cana-3496	45	9	functionality	functionality	NOUN
cana-3496	45	10	required	require	VERB
cana-3496	45	11	to	to	PART
cana-3496	45	12	marry	marry	VERB
cana-3496	45	13	a	a	DET
cana-3496	45	14	variety	variety	NOUN
cana-3496	45	15	of	of	ADP
cana-3496	45	16	data	datum	NOUN
cana-3496	45	17	sources	source	NOUN
cana-3496	45	18	into	into	ADP
cana-3496	45	19	an	an	DET
cana-3496	45	20	interconnected	interconnected	ADJ
cana-3496	45	21	whole	whole	NOUN
cana-3496	45	22	.	.	PUNCT
cana-3496	46	1	in	in	ADP
cana-3496	46	2	a	a	DET
cana-3496	46	3	corporate	corporate	ADJ
cana-3496	46	4	setting	setting	NOUN
cana-3496	46	5	,	,	PUNCT
cana-3496	46	6	legacy	legacy	NOUN
cana-3496	46	7	systems	system	NOUN
cana-3496	46	8	are	be	AUX
cana-3496	46	9	often	often	ADV
cana-3496	46	10	not	not	PART
cana-3496	46	11	configured	configure	VERB
cana-3496	46	12	for	for	ADP
cana-3496	46	13	integration	integration	NOUN
cana-3496	46	14	with	with	ADP
cana-3496	46	15	modern	modern	ADJ
cana-3496	46	16	tools	tool	NOUN
cana-3496	46	17	,	,	PUNCT
cana-3496	46	18	creating	create	VERB
cana-3496	46	19	compatibility	compatibility	NOUN
cana-3496	46	20	issues	issue	NOUN
cana-3496	46	21	,	,	PUNCT
cana-3496	46	22	and	and	CCONJ
cana-3496	46	23	driving	drive	VERB
cana-3496	46	24	the	the	DET
cana-3496	46	25	implementation	implementation	NOUN
cana-3496	46	26	costs	cost	NOUN
cana-3496	46	27	higher[7	higher[7	NOUN
cana-3496	46	28	]	]	X
cana-3496	46	29	.	.	PUNCT
cana-3496	47	1	a	a	DET
cana-3496	47	2	second	second	ADJ
cana-3496	47	3	challenge	challenge	NOUN
cana-3496	47	4	is	be	AUX
cana-3496	47	5	the	the	DET
cana-3496	47	6	cultural	cultural	ADJ
cana-3496	47	7	change	change	NOUN
cana-3496	47	8	necessary	necessary	ADJ
cana-3496	47	9	to	to	PART
cana-3496	47	10	embrace	embrace	VERB
cana-3496	47	11	data	data	NOUN
cana-3496	47	12	fabrics	fabric	NOUN
cana-3496	47	13	effectively	effectively	ADV
cana-3496	47	14	.	.	PUNCT
cana-3496	48	1	only	only	ADV
cana-3496	48	2	a	a	DET
cana-3496	48	3	few	few	ADJ
cana-3496	48	4	organizations	organization	NOUN
cana-3496	48	5	have	have	AUX
cana-3496	48	6	designed	design	VERB
cana-3496	48	7	their	their	PRON
cana-3496	48	8	data	data	NOUN
cana-3496	48	9	strategies	strategy	NOUN
cana-3496	48	10	around	around	ADP
cana-3496	48	11	a	a	DET
cana-3496	48	12	model	model	NOUN
cana-3496	48	13	with	with	ADP
cana-3496	48	14	decentralized	decentralized	ADJ
cana-3496	48	15	storage	storage	NOUN
cana-3496	48	16	,	,	PUNCT
cana-3496	48	17	so	so	ADV
cana-3496	48	18	moving	move	VERB
cana-3496	48	19	to	to	ADP
cana-3496	48	20	a	a	DET
cana-3496	48	21	storage	storage	NOUN
cana-3496	48	22	model	model	NOUN
cana-3496	48	23	that	that	PRON
cana-3496	48	24	is	be	AUX
cana-3496	48	25	actually	actually	ADV
cana-3496	48	26	a	a	DET
cana-3496	48	27	fabric	fabric	NOUN
cana-3496	48	28	means	mean	VERB
cana-3496	48	29	rethinking	rethink	VERB
cana-3496	48	30	many	many	ADJ
cana-3496	48	31	existing	exist	VERB
cana-3496	48	32	processes	process	NOUN
cana-3496	48	33	and	and	CCONJ
cana-3496	48	34	workflows	workflow	NOUN
cana-3496	48	35	.	.	PUNCT
cana-3496	49	1	providing	provide	VERB
cana-3496	49	2	teams	team	NOUN
cana-3496	49	3	with	with	ADP
cana-3496	49	4	the	the	DET
cana-3496	49	5	skills	skill	NOUN
cana-3496	49	6	and	and	CCONJ
cana-3496	49	7	training	training	NOUN
cana-3496	49	8	they	they	PRON
cana-3496	49	9	need	need	VERB
cana-3496	49	10	to	to	PART
cana-3496	49	11	maximize	maximize	VERB
cana-3496	49	12	the	the	DET
cana-3496	49	13	value	value	NOUN
cana-3496	49	14	of	of	ADP
cana-3496	49	15	data	datum	NOUN
cana-3496	49	16	fabrics	fabric	NOUN
cana-3496	49	17	is	be	AUX
cana-3496	49	18	also	also	ADV
cana-3496	49	19	essential	essential	ADJ
cana-3496	49	20	.	.	PUNCT
cana-3496	50	1	there	there	PRON
cana-3496	50	2	are	be	VERB
cana-3496	50	3	other	other	ADJ
cana-3496	50	4	challenges	challenge	NOUN
cana-3496	50	5	:	:	PUNCT
cana-3496	50	6	data	datum	NOUN
cana-3496	50	7	governance	governance	NOUN
cana-3496	50	8	and	and	CCONJ
cana-3496	50	9	compliance	compliance	NOUN
cana-3496	50	10	.	.	PUNCT
cana-3496	51	1	with	with	ADP
cana-3496	51	2	more	more	ADJ
cana-3496	51	3	data	datum	NOUN
cana-3496	51	4	sources	source	NOUN
cana-3496	51	5	being	be	AUX
cana-3496	51	6	integrated	integrate	VERB
cana-3496	51	7	,	,	PUNCT
cana-3496	51	8	and	and	CCONJ
cana-3496	51	9	responders	responder	NOUN
cana-3496	51	10	operating	operate	VERB
cana-3496	51	11	in	in	ADP
cana-3496	51	12	a	a	DET
cana-3496	51	13	wider	wide	ADJ
cana-3496	51	14	variety	variety	NOUN
cana-3496	51	15	of	of	ADP
cana-3496	51	16	jurisdictions	jurisdiction	NOUN
cana-3496	51	17	,	,	PUNCT
cana-3496	51	18	we	we	PRON
cana-3496	51	19	’re	’re	AUX
cana-3496	51	20	delivering	deliver	VERB
cana-3496	51	21	data	datum	NOUN
cana-3496	51	22	.	.	PUNCT
cana-3496	52	1	maintaining	maintain	VERB
cana-3496	52	2	compliance	compliance	NOUN
cana-3496	52	3	to	to	ADP
cana-3496	52	4	these	these	DET
cana-3496	52	5	regulations	regulation	NOUN
cana-3496	52	6	,	,	PUNCT
cana-3496	52	7	configuration	configuration	NOUN
cana-3496	52	8	of	of	ADP
cana-3496	52	9	data	datum	NOUN
cana-3496	52	10	fabrics	fabric	NOUN
cana-3496	52	11	while	while	SCONJ
cana-3496	52	12	ensuring	ensure	VERB
cana-3496	52	13	data	datum	NOUN
cana-3496	52	14	quality	quality	NOUN
cana-3496	52	15	and	and	CCONJ
cana-3496	52	16	data	datum	NOUN
cana-3496	52	17	security	security	NOUN
cana-3496	52	18	would	would	AUX
cana-3496	52	19	be	be	AUX
cana-3496	52	20	a	a	DET
cana-3496	52	21	tight	tight	ADJ
cana-3496	52	22	rope	rope	NOUN
cana-3496	52	23	walk[8	walk[8	PROPN
cana-3496	52	24	]	]	PUNCT
cana-3496	52	25	.	.	PUNCT
cana-3496	53	1	applications	application	NOUN
cana-3496	53	2	and	and	CCONJ
cana-3496	53	3	outcomes	outcome	NOUN
cana-3496	53	4	in	in	ADP
cana-3496	53	5	the	the	DET
cana-3496	53	6	real	real	ADJ
cana-3496	53	7	world	world	NOUN
cana-3496	53	8	however	however	ADV
cana-3496	53	9	,	,	PUNCT
cana-3496	53	10	even	even	ADV
cana-3496	53	11	with	with	ADP
cana-3496	53	12	these	these	DET
cana-3496	53	13	hurdles	hurdle	NOUN
cana-3496	53	14	,	,	PUNCT
cana-3496	53	15	advancements	advancement	NOUN
cana-3496	53	16	to	to	ADP
cana-3496	53	17	data	data	NOUN
cana-3496	53	18	fabrics	fabric	NOUN
cana-3496	53	19	have	have	AUX
cana-3496	53	20	already	already	ADV
cana-3496	53	21	brought	bring	VERB
cana-3496	53	22	large	large	ADJ
cana-3496	53	23	advantages	advantage	NOUN
cana-3496	53	24	to	to	ADP
cana-3496	53	25	companies	company	NOUN
cana-3496	53	26	in	in	ADP
cana-3496	53	27	all	all	DET
cana-3496	53	28	sectors	sector	NOUN
cana-3496	53	29	.	.	PUNCT
cana-3496	54	1	for	for	ADP
cana-3496	54	2	example	example	NOUN
cana-3496	54	3	,	,	PUNCT
cana-3496	54	4	in	in	ADP
cana-3496	54	5	the	the	DET
cana-3496	54	6	healthcare	healthcare	NOUN
cana-3496	54	7	domain	domain	NOUN
cana-3496	54	8	,	,	PUNCT
cana-3496	54	9	data	datum	NOUN
cana-3496	54	10	fabrics	fabric	NOUN
cana-3496	54	11	have	have	AUX
cana-3496	54	12	been	be	AUX
cana-3496	54	13	implemented	implement	VERB
cana-3496	54	14	to	to	PART
cana-3496	54	15	integrate	integrate	VERB
cana-3496	54	16	patient	patient	ADJ
cana-3496	54	17	records	record	NOUN
cana-3496	54	18	from	from	ADP
cana-3496	54	19	various	various	ADJ
cana-3496	54	20	sources	source	NOUN
cana-3496	54	21	,	,	PUNCT
cana-3496	54	22	leading	lead	VERB
cana-3496	54	23	to	to	ADP
cana-3496	54	24	improved	improve	VERB
cana-3496	54	25	diagnostics	diagnostic	NOUN
cana-3496	54	26	and	and	CCONJ
cana-3496	54	27	more	more	ADV
cana-3496	54	28	tailored	tailored	ADJ
cana-3496	54	29	therapeutic	therapeutic	ADJ
cana-3496	54	30	plans	plan	NOUN
cana-3496	54	31	.	.	PUNCT
cana-3496	55	1	banks	bank	NOUN
cana-3496	55	2	and	and	CCONJ
cana-3496	55	3	financial	financial	ADJ
cana-3496	55	4	service	service	NOUN
cana-3496	55	5	companies	company	NOUN
cana-3496	55	6	have	have	AUX
cana-3496	55	7	used	use	VERB
cana-3496	55	8	data	data	NOUN
cana-3496	55	9	fabrics	fabric	NOUN
cana-3496	55	10	to	to	PART
cana-3496	55	11	revolutionize	revolutionize	VERB
cana-3496	55	12	real	real	ADJ
cana-3496	55	13	-	-	PUNCT
cana-3496	55	14	time	time	NOUN
cana-3496	55	15	detection	detection	NOUN
cana-3496	55	16	of	of	ADP
cana-3496	55	17	fraudulent	fraudulent	ADJ
cana-3496	55	18	transactions	transaction	NOUN
cana-3496	55	19	,	,	PUNCT
cana-3496	55	20	contributing	contribute	VERB
cana-3496	55	21	to	to	ADP
cana-3496	55	22	the	the	DET
cana-3496	55	23	protection	protection	NOUN
cana-3496	55	24	of	of	ADP
cana-3496	55	25	customer	customer	NOUN
cana-3496	55	26	funds	fund	NOUN
cana-3496	55	27	.	.	PUNCT
cana-3496	56	1	conversely	conversely	ADV
cana-3496	56	2	,	,	PUNCT
cana-3496	56	3	retailers	retailer	NOUN
cana-3496	56	4	have	have	VERB
cana-3496	56	5	leveraged	leverage	VERB
cana-3496	56	6	data	data	NOUN
cana-3496	56	7	fabrics	fabric	NOUN
cana-3496	56	8	to	to	PART
cana-3496	56	9	get	get	VERB
cana-3496	56	10	a	a	DET
cana-3496	56	11	single	single	ADJ
cana-3496	56	12	view	view	NOUN
cana-3496	56	13	of	of	ADP
cana-3496	56	14	their	their	PRON
cana-3496	56	15	supply	supply	NOUN
cana-3496	56	16	chains	chain	NOUN
cana-3496	56	17	,	,	PUNCT
cana-3496	56	18	enabling	enable	VERB
cana-3496	56	19	them	they	PRON
cana-3496	56	20	to	to	PART
cana-3496	56	21	optimize	optimize	VERB
cana-3496	56	22	inventory	inventory	NOUN
cana-3496	56	23	levels	level	NOUN
cana-3496	56	24	and	and	CCONJ
cana-3496	56	25	minimize	minimize	VERB
cana-3496	56	26	costs	cost	NOUN
cana-3496	56	27	.	.	PUNCT
cana-3496	57	1	this	this	PRON
cana-3496	57	2	is	be	AUX
cana-3496	57	3	how	how	SCONJ
cana-3496	57	4	data	data	NOUN
cana-3496	57	5	fabrics	fabric	NOUN
cana-3496	57	6	can	can	AUX
cana-3496	57	7	shine	shine	VERB
cana-3496	57	8	in	in	ADP
cana-3496	57	9	delivering	deliver	VERB
cana-3496	57	10	real	real	ADJ
cana-3496	57	11	results	result	NOUN
cana-3496	57	12	as	as	SCONJ
cana-3496	57	13	shown	show	VERB
cana-3496	57	14	by	by	ADP
cana-3496	57	15	these	these	DET
cana-3496	57	16	examples	example	NOUN
cana-3496	57	17	.	.	PUNCT
cana-3496	58	1	the	the	DET
cana-3496	58	2	strategic	strategic	ADJ
cana-3496	58	3	imperative	imperative	ADJ
cana-3496	58	4	data	data	NOUN
cana-3496	58	5	enterprise	enterprise	NOUN
cana-3496	58	6	has	have	AUX
cana-3496	58	7	thus	thus	ADV
cana-3496	58	8	begun	begin	VERB
cana-3496	58	9	to	to	PART
cana-3496	58	10	evolve	evolve	VERB
cana-3496	58	11	from	from	ADP
cana-3496	58	12	the	the	DET
cana-3496	58	13	outdated	outdated	ADJ
cana-3496	58	14	concept	concept	NOUN
cana-3496	58	15	of	of	ADP
cana-3496	58	16	data	datum	NOUN
cana-3496	58	17	lakes	lake	NOUN
cana-3496	58	18	towards	towards	ADP
cana-3496	58	19	a	a	DET
cana-3496	58	20	more	more	ADV
cana-3496	58	21	unified	unified	ADJ
cana-3496	58	22	and	and	CCONJ
cana-3496	58	23	pragmatic	pragmatic	ADJ
cana-3496	58	24	architecture	architecture	NOUN
cana-3496	58	25	of	of	ADP
cana-3496	58	26	data	datum	NOUN
cana-3496	58	27	fabric	fabric	NOUN
cana-3496	58	28	.	.	PUNCT
cana-3496	59	1	with	with	ADP
cana-3496	59	2	more	more	ADJ
cana-3496	59	3	data	datum	NOUN
cana-3496	59	4	being	be	AUX
cana-3496	59	5	generated	generate	VERB
cana-3496	59	6	,	,	PUNCT
cana-3496	59	7	data	datum	NOUN
cana-3496	59	8	management	management	NOUN
cana-3496	59	9	using	use	VERB
cana-3496	59	10	traditional	traditional	ADJ
cana-3496	59	11	techniques	technique	NOUN
cana-3496	59	12	will	will	AUX
cana-3496	59	13	no	no	ADV
cana-3496	59	14	longer	long	ADV
cana-3496	59	15	be	be	AUX
cana-3496	59	16	effective	effective	ADJ
cana-3496	59	17	.	.	PUNCT
cana-3496	60	1	data	datum	NOUN
cana-3496	60	2	fabrics	fabric	NOUN
cana-3496	60	3	can	can	AUX
cana-3496	60	4	help	help	VERB
cana-3496	60	5	businesses	business	NOUN
cana-3496	60	6	to	to	PART
cana-3496	60	7	become	become	VERB
cana-3496	60	8	communications	communication	NOUN
cana-3496	60	9	on	on	ADP
cana-3496	60	10	applied	apply	VERB
cana-3496	60	11	nonlinear	nonlinear	ADJ
cana-3496	60	12	analysis	analysis	NOUN
cana-3496	60	13	issn	issn	NOUN
cana-3496	60	14	:	:	PUNCT
cana-3496	60	15	1074	1074	NUM
cana-3496	60	16	-	-	PUNCT
cana-3496	60	17	133x	133x	NUM
cana-3496	60	18	vol	vol	NOUN
cana-3496	60	19	32	32	NUM
cana-3496	60	20	no	no	NOUN
cana-3496	60	21	.	.	PUNCT
cana-3496	61	1	7s	7	NOUN
cana-3496	61	2	(	(	PUNCT
cana-3496	61	3	2025	2025	NUM
cana-3496	61	4	)	)	PUNCT
cana-3496	61	5	925	925	NUM
cana-3496	61	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3496	61	7	more	more	ADV
cana-3496	61	8	agile	agile	ADJ
cana-3496	61	9	,	,	PUNCT
cana-3496	61	10	make	make	VERB
cana-3496	61	11	better	well	ADJ
cana-3496	61	12	decisions	decision	NOUN
cana-3496	61	13	,	,	PUNCT
cana-3496	61	14	enhance	enhance	VERB
cana-3496	61	15	customer	customer	NOUN
cana-3496	61	16	experiences	experience	NOUN
cana-3496	61	17	,	,	PUNCT
cana-3496	61	18	and	and	CCONJ
cana-3496	61	19	ultimately	ultimately	ADV
cana-3496	61	20	drive	drive	VERB
cana-3496	61	21	growth	growth	NOUN
cana-3496	61	22	by	by	ADP
cana-3496	61	23	enabling	enable	VERB
cana-3496	61	24	them	they	PRON
cana-3496	61	25	to	to	PART
cana-3496	61	26	unlock	unlock	VERB
cana-3496	61	27	the	the	DET
cana-3496	61	28	full	full	ADJ
cana-3496	61	29	potential	potential	NOUN
cana-3496	61	30	of	of	ADP
cana-3496	61	31	their	their	PRON
cana-3496	61	32	data	datum	NOUN
cana-3496	61	33	assets	asset	NOUN
cana-3496	61	34	.	.	PUNCT
cana-3496	62	1	additionally	additionally	ADV
cana-3496	62	2	,	,	PUNCT
cana-3496	62	3	integrating	integrate	VERB
cana-3496	62	4	advanced	advanced	ADJ
cana-3496	62	5	analytics	analytic	NOUN
cana-3496	62	6	with	with	ADP
cana-3496	62	7	data	data	NOUN
cana-3496	62	8	fabric	fabric	NOUN
cana-3496	62	9	architecture	architecture	NOUN
cana-3496	62	10	creates	create	VERB
cana-3496	62	11	a	a	DET
cana-3496	62	12	powerful	powerful	ADJ
cana-3496	62	13	synergy	synergy	NOUN
cana-3496	62	14	that	that	PRON
cana-3496	62	15	empowers	empower	VERB
cana-3496	62	16	organizations	organization	NOUN
cana-3496	62	17	to	to	ADP
cana-3496	62	18	harness	harness	NOUN
cana-3496	62	19	greater	great	ADJ
cana-3496	62	20	insights	insight	NOUN
cana-3496	62	21	and	and	CCONJ
cana-3496	62	22	make	make	VERB
cana-3496	62	23	more	more	ADV
cana-3496	62	24	informed	informed	ADJ
cana-3496	62	25	decisions	decision	NOUN
cana-3496	62	26	.	.	PUNCT
cana-3496	63	1	it	it	PRON
cana-3496	63	2	is	be	AUX
cana-3496	63	3	this	this	DET
cana-3496	63	4	combination	combination	NOUN
cana-3496	63	5	of	of	ADP
cana-3496	63	6	technology	technology	NOUN
cana-3496	63	7	and	and	CCONJ
cana-3496	63	8	foresight	foresight	NOUN
cana-3496	63	9	that	that	PRON
cana-3496	63	10	makes	make	VERB
cana-3496	63	11	data	datum	NOUN
cana-3496	63	12	fabrics	fabric	NOUN
cana-3496	63	13	the	the	DET
cana-3496	63	14	cornerstone	cornerstone	NOUN
cana-3496	63	15	of	of	ADP
cana-3496	63	16	the	the	DET
cana-3496	63	17	next	next	ADJ
cana-3496	63	18	level	level	NOUN
cana-3496	63	19	of	of	ADP
cana-3496	63	20	data	datum	NOUN
cana-3496	63	21	management	management	NOUN
cana-3496	63	22	.	.	PUNCT
cana-3496	64	1	2	2	X
cana-3496	64	2	.	.	X
cana-3496	64	3	related	relate	VERB
cana-3496	64	4	work	work	NOUN
cana-3496	64	5	the	the	DET
cana-3496	64	6	data	data	NOUN
cana-3496	64	7	management	management	NOUN
cana-3496	64	8	landscape	landscape	NOUN
cana-3496	64	9	has	have	AUX
cana-3496	64	10	evolved	evolve	VERB
cana-3496	64	11	immensely	immensely	ADV
cana-3496	64	12	over	over	ADP
cana-3496	64	13	the	the	DET
cana-3496	64	14	past	past	ADJ
cana-3496	64	15	two	two	NUM
cana-3496	64	16	decades	decade	NOUN
cana-3496	64	17	with	with	ADP
cana-3496	64	18	volumes	volume	NOUN
cana-3496	64	19	of	of	ADP
cana-3496	64	20	data	datum	NOUN
cana-3496	64	21	exploding	explode	VERB
cana-3496	64	22	,	,	PUNCT
cana-3496	64	23	more	more	ADJ
cana-3496	64	24	data	datum	NOUN
cana-3496	64	25	types	type	NOUN
cana-3496	64	26	emerging	emerge	VERB
cana-3496	64	27	,	,	PUNCT
cana-3496	64	28	advanced	advanced	ADJ
cana-3496	64	29	analytics	analytic	NOUN
cana-3496	64	30	technologies	technology	NOUN
cana-3496	64	31	making	make	VERB
cana-3496	64	32	their	their	PRON
cana-3496	64	33	entry	entry	NOUN
cana-3496	64	34	and	and	CCONJ
cana-3496	64	35	so	so	ADV
cana-3496	64	36	on	on	ADV
cana-3496	64	37	.	.	PUNCT
cana-3496	65	1	data	datum	NOUN
cana-3496	65	2	warehouse	warehouse	NOUN
cana-3496	65	3	only	only	ADV
cana-3496	65	4	provided	provide	VERB
cana-3496	65	5	structured	structured	ADJ
cana-3496	65	6	data	datum	NOUN
cana-3496	65	7	,	,	PUNCT
cana-3496	65	8	data	datum	NOUN
cana-3496	65	9	lake	lake	PROPN
cana-3496	65	10	enabled	enable	VERB
cana-3496	65	11	flexible	flexible	ADJ
cana-3496	65	12	and	and	CCONJ
cana-3496	65	13	self	self	NOUN
cana-3496	65	14	-	-	PUNCT
cana-3496	65	15	service	service	NOUN
cana-3496	65	16	solutions	solution	NOUN
cana-3496	65	17	,	,	PUNCT
cana-3496	65	18	and	and	CCONJ
cana-3496	65	19	now	now	ADV
cana-3496	65	20	you	you	PRON
cana-3496	65	21	see	see	VERB
cana-3496	65	22	the	the	DET
cana-3496	65	23	data	data	NOUN
cana-3496	65	24	fabric	fabric	NOUN
cana-3496	65	25	,	,	PUNCT
cana-3496	65	26	which	which	PRON
cana-3496	65	27	integrates	integrate	NOUN
cana-3496	65	28	,	,	PUNCT
cana-3496	65	29	lifts	lift	VERB
cana-3496	65	30	it	it	PRON
cana-3496	65	31	to	to	ADP
cana-3496	65	32	intelligent	intelligent	ADJ
cana-3496	65	33	level	level	NOUN
cana-3496	65	34	and	and	CCONJ
cana-3496	65	35	curate	curate	NOUN
cana-3496	65	36	.	.	PUNCT
cana-3496	66	1	in	in	ADP
cana-3496	66	2	this	this	DET
cana-3496	66	3	part	part	NOUN
cana-3496	66	4	,	,	PUNCT
cana-3496	66	5	we	we	PRON
cana-3496	66	6	overview	overview	VERB
cana-3496	66	7	the	the	DET
cana-3496	66	8	arch	arch	NOUN
cana-3496	66	9	of	of	ADP
cana-3496	66	10	data	datum	NOUN
cana-3496	66	11	management	management	NOUN
cana-3496	66	12	architecture	architecture	NOUN
cana-3496	66	13	discussing	discuss	VERB
cana-3496	66	14	advantages	advantage	NOUN
cana-3496	66	15	/	/	SYM
cana-3496	66	16	disadvantages	disadvantage	NOUN
cana-3496	66	17	for	for	ADP
cana-3496	66	18	each	each	DET
cana-3496	66	19	phase	phase	NOUN
cana-3496	66	20	and	and	CCONJ
cana-3496	66	21	highlighting	highlight	VERB
cana-3496	66	22	the	the	DET
cana-3496	66	23	revolutionary	revolutionary	ADJ
cana-3496	66	24	nature	nature	NOUN
cana-3496	66	25	of	of	ADP
cana-3496	66	26	data	datum	NOUN
cana-3496	66	27	fabrics	fabric	NOUN
cana-3496	66	28	explanation	explanation	NOUN
cana-3496	66	29	of	of	ADP
cana-3496	66	30	evolution	evolution	NOUN
cana-3496	66	31	of	of	ADP
cana-3496	66	32	data	data	NOUN
cana-3496	66	33	management	management	NOUN
cana-3496	66	34	architectures	architecture	VERB
cana-3496	66	35	the	the	DET
cana-3496	66	36	evolution	evolution	NOUN
cana-3496	66	37	from	from	ADP
cana-3496	66	38	data	datum	NOUN
cana-3496	66	39	management	management	NOUN
cana-3496	66	40	to	to	PART
cana-3496	66	41	multi	multi	VERB
cana-3496	66	42	paradigmatic	paradigmatic	ADJ
cana-3496	66	43	paradigm	paradigm	NOUN
cana-3496	66	44	has	have	AUX
cana-3496	66	45	always	always	ADV
cana-3496	66	46	been	be	AUX
cana-3496	66	47	driven	drive	VERB
cana-3496	66	48	by	by	ADP
cana-3496	66	49	the	the	DET
cana-3496	66	50	technological	technological	ADJ
cana-3496	66	51	changes	change	NOUN
cana-3496	66	52	and	and	CCONJ
cana-3496	66	53	ever	ever	ADV
cana-3496	66	54	-	-	PUNCT
cana-3496	66	55	evolving	evolve	VERB
cana-3496	66	56	business	business	NOUN
cana-3496	66	57	needs	need	NOUN
cana-3496	66	58	.	.	PUNCT
cana-3496	67	1	data	datum	NOUN
cana-3496	67	2	warehouses	warehouse	NOUN
cana-3496	67	3	were	be	AUX
cana-3496	67	4	developed	develop	VERB
cana-3496	67	5	in	in	ADP
cana-3496	67	6	the	the	DET
cana-3496	67	7	late	late	ADJ
cana-3496	67	8	20th	20th	ADJ
cana-3496	67	9	century	century	NOUN
cana-3496	67	10	to	to	PART
cana-3496	67	11	store	store	VERB
cana-3496	67	12	structured	structured	ADJ
cana-3496	67	13	data	datum	NOUN
cana-3496	67	14	for	for	ADP
cana-3496	67	15	access	access	NOUN
cana-3496	67	16	by	by	ADP
cana-3496	67	17	reporting	reporting	NOUN
cana-3496	67	18	and	and	CCONJ
cana-3496	67	19	business	business	NOUN
cana-3496	67	20	intelligence	intelligence	NOUN
cana-3496	67	21	applications	application	NOUN
cana-3496	67	22	.	.	PUNCT
cana-3496	68	1	however	however	ADV
cana-3496	68	2	,	,	PUNCT
cana-3496	68	3	they	they	PRON
cana-3496	68	4	could	could	AUX
cana-3496	68	5	not	not	PART
cana-3496	68	6	process	process	VERB
cana-3496	68	7	unstructured	unstructured	ADJ
cana-3496	68	8	and	and	CCONJ
cana-3496	68	9	semi	semi	ADJ
cana-3496	68	10	-	-	ADJ
cana-3496	68	11	structured	structured	ADJ
cana-3496	68	12	data	datum	NOUN
cana-3496	68	13	that	that	PRON
cana-3496	68	14	started	start	VERB
cana-3496	68	15	to	to	PART
cana-3496	68	16	increase	increase	VERB
cana-3496	68	17	with	with	ADP
cana-3496	68	18	digital	digital	ADJ
cana-3496	68	19	channels	channel	NOUN
cana-3496	68	20	and	and	CCONJ
cana-3496	68	21	iot	iot	NOUN
cana-3496	68	22	devices	device	NOUN
cana-3496	68	23	[	[	X
cana-3496	68	24	9,10	9,10	NUM
cana-3496	68	25	]	]	X
cana-3496	68	26	.	.	PUNCT
cana-3496	69	1	the	the	DET
cana-3496	69	2	advent	advent	NOUN
cana-3496	69	3	of	of	ADP
cana-3496	69	4	big	big	ADJ
cana-3496	69	5	data	datum	NOUN
cana-3496	69	6	in	in	ADP
cana-3496	69	7	the	the	DET
cana-3496	69	8	early	early	ADJ
cana-3496	69	9	21st	21st	ADJ
cana-3496	69	10	century	century	NOUN
cana-3496	69	11	led	lead	VERB
cana-3496	69	12	to	to	ADP
cana-3496	69	13	the	the	DET
cana-3496	69	14	need	need	NOUN
cana-3496	69	15	for	for	ADP
cana-3496	69	16	a	a	DET
cana-3496	69	17	more	more	ADV
cana-3496	69	18	extensible	extensible	ADJ
cana-3496	69	19	solution	solution	NOUN
cana-3496	69	20	,	,	PUNCT
cana-3496	69	21	which	which	PRON
cana-3496	69	22	resulted	result	VERB
cana-3496	69	23	in	in	ADP
cana-3496	69	24	the	the	DET
cana-3496	69	25	creation	creation	NOUN
cana-3496	69	26	of	of	ADP
cana-3496	69	27	data	datum	NOUN
cana-3496	69	28	lakes	lake	NOUN
cana-3496	69	29	.	.	PUNCT
cana-3496	70	1	data	datum	NOUN
cana-3496	70	2	lakes	lake	NOUN
cana-3496	70	3	contrasted	contrast	VERB
cana-3496	70	4	with	with	ADP
cana-3496	70	5	data	datum	NOUN
cana-3496	70	6	warehouses	warehouse	NOUN
cana-3496	70	7	as	as	SCONJ
cana-3496	70	8	they	they	PRON
cana-3496	70	9	offered	offer	VERB
cana-3496	70	10	a	a	DET
cana-3496	70	11	centralized	centralized	ADJ
cana-3496	70	12	storage	storage	NOUN
cana-3496	70	13	location	location	NOUN
cana-3496	70	14	where	where	SCONJ
cana-3496	70	15	raw	raw	ADJ
cana-3496	70	16	data	datum	NOUN
cana-3496	70	17	could	could	AUX
cana-3496	70	18	be	be	AUX
cana-3496	70	19	stored	store	VERB
cana-3496	70	20	in	in	ADP
cana-3496	70	21	its	its	PRON
cana-3496	70	22	native	native	ADJ
cana-3496	70	23	format	format	NOUN
cana-3496	70	24	,	,	PUNCT
cana-3496	70	25	allowing	allow	VERB
cana-3496	70	26	for	for	ADP
cana-3496	70	27	the	the	DET
cana-3496	70	28	ability	ability	NOUN
cana-3496	70	29	to	to	PART
cana-3496	70	30	store	store	VERB
cana-3496	70	31	structured	structure	VERB
cana-3496	70	32	,	,	PUNCT
cana-3496	70	33	unstructured	unstructured	ADJ
cana-3496	70	34	and	and	CCONJ
cana-3496	70	35	semi	semi	ADJ
cana-3496	70	36	-	-	ADJ
cana-3496	70	37	structured	structured	ADJ
cana-3496	70	38	data	datum	NOUN
cana-3496	70	39	.	.	PUNCT
cana-3496	71	1	this	this	PRON
cana-3496	71	2	allowed	allow	VERB
cana-3496	71	3	organizations	organization	NOUN
cana-3496	71	4	to	to	PART
cana-3496	71	5	ingest	ingest	VERB
cana-3496	71	6	large	large	ADJ
cana-3496	71	7	amounts	amount	NOUN
cana-3496	71	8	of	of	ADP
cana-3496	71	9	data	datum	NOUN
cana-3496	71	10	from	from	ADP
cana-3496	71	11	different	different	ADJ
cana-3496	71	12	sources	source	NOUN
cana-3496	71	13	without	without	ADP
cana-3496	71	14	having	have	VERB
cana-3496	71	15	to	to	PART
cana-3496	71	16	worry	worry	VERB
cana-3496	71	17	about	about	ADP
cana-3496	71	18	predetermined	predetermine	VERB
cana-3496	71	19	structures	structure	NOUN
cana-3496	71	20	.	.	PUNCT
cana-3496	72	1	unfortunately	unfortunately	ADV
cana-3496	72	2	,	,	PUNCT
cana-3496	72	3	data	datum	NOUN
cana-3496	72	4	lakes	lake	NOUN
cana-3496	72	5	struggled	struggle	VERB
cana-3496	72	6	with	with	ADP
cana-3496	72	7	governance	governance	NOUN
cana-3496	72	8	,	,	PUNCT
cana-3496	72	9	accessibility	accessibility	NOUN
cana-3496	72	10	,	,	PUNCT
cana-3496	72	11	and	and	CCONJ
cana-3496	72	12	usability	usability	NOUN
cana-3496	72	13	,	,	PUNCT
cana-3496	72	14	leading	lead	VERB
cana-3496	72	15	some	some	DET
cana-3496	72	16	organizations	organization	NOUN
cana-3496	72	17	to	to	PART
cana-3496	72	18	suffer	suffer	VERB
cana-3496	72	19	from	from	ADP
cana-3496	72	20	"	"	PUNCT
cana-3496	72	21	data	datum	NOUN
cana-3496	72	22	swamps	swamp	NOUN
cana-3496	72	23	,	,	PUNCT
cana-3496	72	24	"	"	PUNCT
cana-3496	72	25	where	where	SCONJ
cana-3496	72	26	the	the	DET
cana-3496	72	27	data	datum	NOUN
cana-3496	72	28	can	can	AUX
cana-3496	72	29	not	not	PART
cana-3496	72	30	be	be	AUX
cana-3496	72	31	used	use	VERB
cana-3496	72	32	,	,	PUNCT
cana-3496	72	33	due	due	ADP
cana-3496	72	34	to	to	ADP
cana-3496	72	35	poor	poor	ADJ
cana-3496	72	36	metadata	metadata	ADJ
cana-3496	72	37	capabilities	capability	NOUN
cana-3496	72	38	.	.	PUNCT
cana-3496	73	1	there	there	PRON
cana-3496	73	2	data	datum	NOUN
cana-3496	73	3	fabrics	fabric	NOUN
cana-3496	73	4	come	come	VERB
cana-3496	73	5	in	in	ADV
cana-3496	73	6	and	and	CCONJ
cana-3496	73	7	bridge	bridge	VERB
cana-3496	73	8	the	the	DET
cana-3496	73	9	gaps	gap	NOUN
cana-3496	73	10	that	that	PRON
cana-3496	73	11	traditional	traditional	ADJ
cana-3496	73	12	data	datum	NOUN
cana-3496	73	13	lakes	lake	NOUN
cana-3496	73	14	left	leave	VERB
cana-3496	73	15	behind	behind	ADV
cana-3496	73	16	,	,	PUNCT
cana-3496	73	17	but	but	CCONJ
cana-3496	73	18	at	at	ADP
cana-3496	73	19	the	the	DET
cana-3496	73	20	same	same	ADJ
cana-3496	73	21	time	time	NOUN
cana-3496	73	22	keep	keep	VERB
cana-3496	73	23	their	their	PRON
cana-3496	73	24	advantages	advantage	NOUN
cana-3496	73	25	.	.	PUNCT
cana-3496	74	1	by	by	ADP
cana-3496	74	2	building	build	VERB
cana-3496	74	3	an	an	DET
cana-3496	74	4	intelligent	intelligent	ADJ
cana-3496	74	5	,	,	PUNCT
cana-3496	74	6	integrated	integrate	VERB
cana-3496	74	7	data	data	NOUN
cana-3496	74	8	layer	layer	NOUN
cana-3496	74	9	across	across	ADP
cana-3496	74	10	both	both	CCONJ
cana-3496	74	11	on	on	ADP
cana-3496	74	12	-	-	PUNCT
cana-3496	74	13	premises	premise	NOUN
cana-3496	74	14	and	and	CCONJ
cana-3496	74	15	hybrid	hybrid	ADJ
cana-3496	74	16	cloud	cloud	NOUN
cana-3496	74	17	environments	environment	NOUN
cana-3496	74	18	,	,	PUNCT
cana-3496	74	19	data	datum	NOUN
cana-3496	74	20	fabrics	fabric	NOUN
cana-3496	74	21	enable	enable	VERB
cana-3496	74	22	seamless	seamless	ADJ
cana-3496	74	23	access	access	NOUN
cana-3496	74	24	,	,	PUNCT
cana-3496	74	25	integration	integration	NOUN
cana-3496	74	26	and	and	CCONJ
cana-3496	74	27	analysis	analysis	NOUN
cana-3496	74	28	of	of	ADP
cana-3496	74	29	data	datum	NOUN
cana-3496	74	30	across	across	ADP
cana-3496	74	31	environments	environment	NOUN
cana-3496	74	32	.	.	PUNCT
cana-3496	75	1	metadata	metadata	PROPN
cana-3496	75	2	management	management	NOUN
cana-3496	75	3	,	,	PUNCT
cana-3496	75	4	data	datum	NOUN
cana-3496	75	5	flows	flow	NOUN
cana-3496	75	6	,	,	PUNCT
cana-3496	75	7	and	and	CCONJ
cana-3496	75	8	governance	governance	NOUN
cana-3496	75	9	are	be	AUX
cana-3496	75	10	automated	automate	VERB
cana-3496	75	11	using	use	VERB
cana-3496	75	12	advanced	advanced	ADJ
cana-3496	75	13	analytics	analytic	NOUN
cana-3496	75	14	and	and	CCONJ
cana-3496	75	15	machine	machine	NOUN
cana-3496	75	16	learning	learning	NOUN
cana-3496	75	17	,	,	PUNCT
cana-3496	75	18	making	make	VERB
cana-3496	75	19	it	it	PRON
cana-3496	75	20	the	the	DET
cana-3496	75	21	most	most	ADV
cana-3496	75	22	relevant	relevant	ADJ
cana-3496	75	23	solution	solution	NOUN
cana-3496	75	24	today	today	NOUN
cana-3496	75	25	for	for	ADP
cana-3496	75	26	data	data	NOUN
cana-3496	75	27	management	management	NOUN
cana-3496	75	28	issues	issue	NOUN
cana-3496	75	29	.	.	PUNCT
cana-3496	76	1	table	table	NOUN
cana-3496	76	2	1	1	NUM
cana-3496	76	3	:	:	PUNCT
cana-3496	76	4	evolution	evolution	NOUN
cana-3496	76	5	of	of	ADP
cana-3496	76	6	data	data	PROPN
cana-3496	76	7	management	management	NOUN
cana-3496	76	8	architectures	architecture	NOUN
cana-3496	76	9	era	era	NOUN
cana-3496	76	10	technology	technology	NOUN
cana-3496	76	11	key	key	NOUN
cana-3496	76	12	features	feature	VERB
cana-3496	76	13	limitations	limitation	NOUN
cana-3496	76	14	pre	pre	ADJ
cana-3496	76	15	-	-	ADJ
cana-3496	76	16	big	big	ADJ
cana-3496	76	17	data[11	data[11	NOUN
cana-3496	76	18	]	]	PUNCT
cana-3496	76	19	data	datum	NOUN
cana-3496	76	20	warehouses	warehouse	NOUN
cana-3496	76	21	structured	structure	VERB
cana-3496	76	22	data	datum	NOUN
cana-3496	76	23	storage	storage	NOUN
cana-3496	76	24	,	,	PUNCT
cana-3496	76	25	predefined	predefine	VERB
cana-3496	76	26	schemas	schema	NOUN
cana-3496	76	27	inability	inability	NOUN
cana-3496	76	28	to	to	PART
cana-3496	76	29	handle	handle	VERB
cana-3496	76	30	unstructured	unstructured	ADJ
cana-3496	76	31	data	datum	NOUN
cana-3496	76	32	big	big	ADJ
cana-3496	76	33	data	datum	NOUN
cana-3496	76	34	era[12	era[12	PROPN
cana-3496	76	35	]	]	PUNCT
cana-3496	76	36	data	datum	NOUN
cana-3496	76	37	lakes	lake	NOUN
cana-3496	76	38	flexible	flexible	ADJ
cana-3496	76	39	storage	storage	NOUN
cana-3496	76	40	,	,	PUNCT
cana-3496	76	41	raw	raw	ADJ
cana-3496	76	42	data	data	NOUN
cana-3496	76	43	ingestion	ingestion	NOUN
cana-3496	76	44	lack	lack	NOUN
cana-3496	76	45	of	of	ADP
cana-3496	76	46	governance	governance	NOUN
cana-3496	76	47	,	,	PUNCT
cana-3496	76	48	“	"	PUNCT
cana-3496	76	49	data	data	NOUN
cana-3496	76	50	swamps	swamps	NOUN
cana-3496	76	51	”	"	PUNCT
cana-3496	76	52	risk	risk	NOUN
cana-3496	76	53	modern	modern	ADJ
cana-3496	76	54	era[13	era[13	PROPN
cana-3496	76	55	]	]	PUNCT
cana-3496	76	56	data	datum	NOUN
cana-3496	76	57	fabrics	fabric	NOUN
cana-3496	76	58	unified	unify	VERB
cana-3496	76	59	integration	integration	NOUN
cana-3496	76	60	,	,	PUNCT
cana-3496	76	61	real	real	ADJ
cana-3496	76	62	-	-	PUNCT
cana-3496	76	63	time	time	NOUN
cana-3496	76	64	analytics	analytic	NOUN
cana-3496	76	65	complex	complex	ADJ
cana-3496	76	66	implementation	implementation	NOUN
cana-3496	76	67	,	,	PUNCT
cana-3496	76	68	higher	high	ADJ
cana-3496	76	69	costs	cost	VERB
cana-3496	76	70	communications	communication	NOUN
cana-3496	76	71	on	on	ADP
cana-3496	76	72	applied	apply	VERB
cana-3496	76	73	nonlinear	nonlinear	ADJ
cana-3496	76	74	analysis	analysis	NOUN
cana-3496	76	75	issn	issn	NOUN
cana-3496	76	76	:	:	PUNCT
cana-3496	76	77	1074	1074	NUM
cana-3496	76	78	-	-	PUNCT
cana-3496	76	79	133x	133x	NUM
cana-3496	76	80	vol	vol	NOUN
cana-3496	76	81	32	32	NUM
cana-3496	76	82	no	no	NOUN
cana-3496	76	83	.	.	PUNCT
cana-3496	77	1	7s	7	NOUN
cana-3496	77	2	(	(	PUNCT
cana-3496	77	3	2025	2025	NUM
cana-3496	77	4	)	)	PUNCT
cana-3496	77	5	926	926	NUM
cana-3496	77	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	77	7	comparison	comparison	NOUN
cana-3496	77	8	perspective	perspective	NOUN
cana-3496	77	9	:	:	PUNCT
cana-3496	77	10	when	when	SCONJ
cana-3496	77	11	data	datum	NOUN
cana-3496	77	12	lakes	lake	NOUN
cana-3496	77	13	meet	meet	VERB
cana-3496	77	14	data	data	NOUN
cana-3496	77	15	fabrics	fabric	NOUN
cana-3496	77	16	data	datum	NOUN
cana-3496	77	17	lakes	lake	NOUN
cana-3496	77	18	have	have	AUX
cana-3496	77	19	so	so	ADV
cana-3496	77	20	haltingly	haltingly	ADV
cana-3496	77	21	given	give	VERB
cana-3496	77	22	birth	birth	NOUN
cana-3496	77	23	to	to	ADP
cana-3496	77	24	data	data	NOUN
cana-3496	77	25	fabrics	fabric	NOUN
cana-3496	77	26	and	and	CCONJ
cana-3496	77	27	their	their	PRON
cana-3496	77	28	omni	omni	ADJ
cana-3496	77	29	dimensional	dimensional	ADJ
cana-3496	77	30	primacy	primacy	NOUN
cana-3496	77	31	.	.	PUNCT
cana-3496	78	1	what	what	PRON
cana-3496	78	2	set	set	VERB
cana-3496	78	3	data	data	NOUN
cana-3496	78	4	fabrics	fabric	NOUN
cana-3496	78	5	apart	apart	ADV
cana-3496	78	6	has	have	AUX
cana-3496	78	7	been	be	AUX
cana-3496	78	8	their	their	PRON
cana-3496	78	9	ability	ability	NOUN
cana-3496	78	10	to	to	PART
cana-3496	78	11	connect	connect	VERB
cana-3496	78	12	disparate	disparate	ADJ
cana-3496	78	13	data	datum	NOUN
cana-3496	78	14	sources	source	NOUN
cana-3496	78	15	to	to	PART
cana-3496	78	16	provide	provide	VERB
cana-3496	78	17	an	an	DET
cana-3496	78	18	organizationwide	organizationwide	ADJ
cana-3496	78	19	view	view	NOUN
cana-3496	78	20	of	of	ADP
cana-3496	78	21	data	datum	NOUN
cana-3496	78	22	assets	asset	NOUN
cana-3496	78	23	.	.	PUNCT
cana-3496	79	1	it	it	PRON
cana-3496	79	2	dismantles	dismantle	VERB
cana-3496	79	3	the	the	DET
cana-3496	79	4	silos	silo	NOUN
cana-3496	79	5	that	that	PRON
cana-3496	79	6	have	have	AUX
cana-3496	79	7	so	so	ADV
cana-3496	79	8	often	often	ADV
cana-3496	79	9	proved	prove	VERB
cana-3496	79	10	the	the	DET
cana-3496	79	11	bane	bane	NOUN
cana-3496	79	12	of	of	ADP
cana-3496	79	13	many	many	ADJ
cana-3496	79	14	data	datum	NOUN
cana-3496	79	15	lakes	lake	NOUN
cana-3496	79	16	and	and	CCONJ
cana-3496	79	17	drives	drive	VERB
cana-3496	79	18	data	datum	NOUN
cana-3496	79	19	integration	integration	NOUN
cana-3496	79	20	and	and	CCONJ
cana-3496	79	21	indeed	indeed	ADV
cana-3496	79	22	better	well	ADJ
cana-3496	79	23	decision	decision	NOUN
cana-3496	79	24	making	making	NOUN
cana-3496	79	25	.	.	PUNCT
cana-3496	80	1	a	a	DET
cana-3496	80	2	second	second	ADJ
cana-3496	80	3	key	key	ADJ
cana-3496	80	4	difference	difference	NOUN
cana-3496	80	5	has	have	VERB
cana-3496	80	6	to	to	PART
cana-3496	80	7	do	do	VERB
cana-3496	80	8	with	with	ADP
cana-3496	80	9	governance	governance	NOUN
cana-3496	80	10	.	.	PUNCT
cana-3496	81	1	instead	instead	ADV
cana-3496	81	2	of	of	ADP
cana-3496	81	3	governance	governance	NOUN
cana-3496	81	4	mechanisms	mechanism	NOUN
cana-3496	81	5	absent	absent	ADJ
cana-3496	81	6	in	in	ADP
cana-3496	81	7	general	general	ADJ
cana-3496	81	8	data	datum	NOUN
cana-3496	81	9	lakes	lake	NOUN
cana-3496	81	10	,	,	PUNCT
cana-3496	81	11	data	datum	NOUN
cana-3496	81	12	fabrics	fabric	NOUN
cana-3496	81	13	include	include	VERB
cana-3496	81	14	the	the	DET
cana-3496	81	15	governance	governance	NOUN
cana-3496	81	16	built	build	VERB
cana-3496	81	17	in	in	ADP
cana-3496	81	18	to	to	PART
cana-3496	81	19	meet	meet	VERB
cana-3496	81	20	regulatory	regulatory	ADJ
cana-3496	81	21	needs	need	NOUN
cana-3496	81	22	and	and	CCONJ
cana-3496	81	23	data	datum	NOUN
cana-3496	81	24	quality	quality	NOUN
cana-3496	81	25	.	.	PUNCT
cana-3496	82	1	such	such	ADJ
cana-3496	82	2	features	feature	NOUN
cana-3496	82	3	are	be	AUX
cana-3496	82	4	critical	critical	ADJ
cana-3496	82	5	in	in	ADP
cana-3496	82	6	many	many	ADJ
cana-3496	82	7	industries	industry	NOUN
cana-3496	82	8	including	include	VERB
cana-3496	82	9	health	health	NOUN
cana-3496	82	10	care	care	NOUN
cana-3496	82	11	and	and	CCONJ
cana-3496	82	12	finance	finance	NOUN
cana-3496	82	13	where	where	SCONJ
cana-3496	82	14	secure	secure	ADJ
cana-3496	82	15	and	and	CCONJ
cana-3496	82	16	accurate	accurate	ADJ
cana-3496	82	17	data	datum	NOUN
cana-3496	82	18	is	be	AUX
cana-3496	82	19	,	,	PUNCT
cana-3496	82	20	arguably	arguably	ADV
cana-3496	82	21	,	,	PUNCT
cana-3496	82	22	the	the	DET
cana-3496	82	23	most	most	ADV
cana-3496	82	24	valuable	valuable	ADJ
cana-3496	82	25	.	.	PUNCT
cana-3496	83	1	another	another	DET
cana-3496	83	2	area	area	NOUN
cana-3496	83	3	where	where	SCONJ
cana-3496	83	4	data	datum	NOUN
cana-3496	83	5	fabrics	fabric	NOUN
cana-3496	83	6	shine	shine	VERB
cana-3496	83	7	is	be	AUX
cana-3496	83	8	in	in	ADP
cana-3496	83	9	real	real	ADJ
cana-3496	83	10	-	-	PUNCT
cana-3496	83	11	time	time	NOUN
cana-3496	83	12	analytics	analytic	NOUN
cana-3496	83	13	.	.	PUNCT
cana-3496	84	1	moreover	moreover	ADV
cana-3496	84	2	,	,	PUNCT
cana-3496	84	3	they	they	PRON
cana-3496	84	4	continued	continue	VERB
cana-3496	84	5	,	,	PUNCT
cana-3496	84	6	data	datum	NOUN
cana-3496	84	7	fabrics	fabric	NOUN
cana-3496	84	8	differ	differ	VERB
cana-3496	84	9	from	from	ADP
cana-3496	84	10	data	datum	NOUN
cana-3496	84	11	lakes	lake	NOUN
cana-3496	84	12	in	in	ADP
cana-3496	84	13	that	that	SCONJ
cana-3496	84	14	the	the	DET
cana-3496	84	15	latter	latter	ADJ
cana-3496	84	16	are	be	AUX
cana-3496	84	17	simply	simply	ADV
cana-3496	84	18	large	large	ADJ
cana-3496	84	19	volumes	volume	NOUN
cana-3496	84	20	of	of	ADP
cana-3496	84	21	data	datum	NOUN
cana-3496	84	22	storage	storage	NOUN
cana-3496	84	23	approaches	approach	NOUN
cana-3496	84	24	,	,	PUNCT
cana-3496	84	25	they	they	PRON
cana-3496	84	26	do	do	AUX
cana-3496	84	27	not	not	PART
cana-3496	84	28	allow	allow	VERB
cana-3496	84	29	for	for	ADP
cana-3496	84	30	near	near	ADJ
cana-3496	84	31	-	-	PUNCT
cana-3496	84	32	time	time	NOUN
cana-3496	84	33	data	datum	NOUN
cana-3496	84	34	processing	processing	NOUN
cana-3496	84	35	,	,	PUNCT
cana-3496	84	36	and	and	CCONJ
cana-3496	84	37	allow	allow	VERB
cana-3496	84	38	organizations	organization	NOUN
cana-3496	84	39	to	to	PART
cana-3496	84	40	quickly	quickly	ADV
cana-3496	84	41	adjust	adjust	VERB
cana-3496	84	42	to	to	ADP
cana-3496	84	43	emerging	emerge	VERB
cana-3496	84	44	patterns	pattern	NOUN
cana-3496	84	45	and	and	CCONJ
cana-3496	84	46	opportunities	opportunity	NOUN
cana-3496	84	47	.	.	PUNCT
cana-3496	85	1	this	this	DET
cana-3496	85	2	ability	ability	NOUN
cana-3496	85	3	is	be	AUX
cana-3496	85	4	particularly	particularly	ADV
cana-3496	85	5	useful	useful	ADJ
cana-3496	85	6	with	with	ADP
cana-3496	85	7	highly	highly	ADV
cana-3496	85	8	dynamic	dynamic	ADJ
cana-3496	85	9	systems	system	NOUN
cana-3496	85	10	such	such	ADJ
cana-3496	85	11	as	as	ADP
cana-3496	85	12	retail	retail	ADJ
cana-3496	85	13	and	and	CCONJ
cana-3496	85	14	manufacturing	manufacturing	NOUN
cana-3496	85	15	where	where	SCONJ
cana-3496	85	16	timely	timely	ADJ
cana-3496	85	17	judgement	judgement	NOUN
cana-3496	85	18	can	can	AUX
cana-3496	85	19	have	have	VERB
cana-3496	85	20	a	a	DET
cana-3496	85	21	significant	significant	ADJ
cana-3496	85	22	relevance	relevance	NOUN
cana-3496	85	23	on	on	ADP
cana-3496	85	24	operational	operational	ADJ
cana-3496	85	25	efficiency	efficiency	NOUN
cana-3496	85	26	and	and	CCONJ
cana-3496	85	27	revenue[14,15	revenue[14,15	PROPN
cana-3496	85	28	]	]	PUNCT
cana-3496	85	29	.	.	PUNCT
cana-3496	86	1	data	datum	NOUN
cana-3496	86	2	fabrics	fabric	NOUN
cana-3496	86	3	are	be	AUX
cana-3496	86	4	defined	define	VERB
cana-3496	86	5	as	as	ADP
cana-3496	86	6	systems	system	NOUN
cana-3496	86	7	of	of	ADP
cana-3496	86	8	data	datum	NOUN
cana-3496	86	9	management	management	NOUN
cana-3496	86	10	in	in	ADP
cana-3496	86	11	automation	automation	NOUN
cana-3496	86	12	using	use	VERB
cana-3496	86	13	advanced	advanced	ADJ
cana-3496	86	14	analytics	analytic	NOUN
cana-3496	86	15	and	and	CCONJ
cana-3496	86	16	machine	machine	NOUN
cana-3496	86	17	learning	learning	NOUN
cana-3496	86	18	features	feature	NOUN
cana-3496	86	19	.	.	PUNCT
cana-3496	87	1	automation	automation	NOUN
cana-3496	87	2	of	of	ADP
cana-3496	87	3	generating	generate	VERB
cana-3496	87	4	metadata	metadata	NOUN
cana-3496	87	5	and	and	CCONJ
cana-3496	87	6	assessing	assess	VERB
cana-3496	87	7	and	and	CCONJ
cana-3496	87	8	integrating	integrate	VERB
cana-3496	87	9	data	datum	NOUN
cana-3496	87	10	quality	quality	NOUN
cana-3496	87	11	eliminates	eliminate	VERB
cana-3496	87	12	error	error	NOUN
cana-3496	87	13	and	and	CCONJ
cana-3496	87	14	minimizes	minimize	VERB
cana-3496	87	15	human	human	ADJ
cana-3496	87	16	workforce	workforce	PROPN
cana-3496	87	17	.	.	PUNCT
cana-3496	88	1	this	this	PRON
cana-3496	88	2	has	have	VERB
cana-3496	88	3	the	the	DET
cana-3496	88	4	effect	effect	NOUN
cana-3496	88	5	of	of	ADP
cana-3496	88	6	making	make	VERB
cana-3496	88	7	data	datum	NOUN
cana-3496	88	8	fabrics	fabric	NOUN
cana-3496	88	9	more	more	ADV
cana-3496	88	10	usable	usable	ADJ
cana-3496	88	11	by	by	ADP
cana-3496	88	12	business	business	NOUN
cana-3496	88	13	users	user	NOUN
cana-3496	88	14	and	and	CCONJ
cana-3496	88	15	data	datum	NOUN
cana-3496	88	16	gods	god	NOUN
cana-3496	88	17	alike	alike	ADV
cana-3496	88	18	,	,	PUNCT
cana-3496	88	19	and	and	CCONJ
cana-3496	88	20	it	it	PRON
cana-3496	88	21	also	also	ADV
cana-3496	88	22	adds	add	VERB
cana-3496	88	23	efficiency	efficiency	NOUN
cana-3496	88	24	,	,	PUNCT
cana-3496	88	25	thus	thus	ADV
cana-3496	88	26	contributing	contribute	VERB
cana-3496	88	27	to	to	ADP
cana-3496	88	28	usability	usability	NOUN
cana-3496	88	29	.	.	PUNCT
cana-3496	89	1	table	table	NOUN
cana-3496	89	2	2	2	NUM
cana-3496	89	3	:	:	PUNCT
cana-3496	89	4	comparison	comparison	NOUN
cana-3496	89	5	of	of	ADP
cana-3496	89	6	data	datum	NOUN
cana-3496	89	7	lakes	lake	NOUN
cana-3496	89	8	and	and	CCONJ
cana-3496	89	9	data	data	NOUN
cana-3496	89	10	fabrics	fabric	NOUN
cana-3496	89	11	feature	feature	NOUN
cana-3496	89	12	data	datum	NOUN
cana-3496	89	13	lakes	lake	NOUN
cana-3496	89	14	data	datum	NOUN
cana-3496	89	15	fabrics	fabric	NOUN
cana-3496	89	16	data	datum	NOUN
cana-3496	89	17	integration	integration	NOUN
cana-3496	89	18	basic	basic	ADJ
cana-3496	89	19	advanced	advanced	ADJ
cana-3496	89	20	and	and	CCONJ
cana-3496	89	21	seamless	seamless	ADJ
cana-3496	89	22	governance	governance	NOUN
cana-3496	89	23	minimal	minimal	ADJ
cana-3496	89	24	strong	strong	ADJ
cana-3496	89	25	,	,	PUNCT
cana-3496	89	26	automated	automate	VERB
cana-3496	89	27	scalability	scalability	NOUN
cana-3496	89	28	high	high	ADV
cana-3496	89	29	higher	higher	ADV
cana-3496	89	30	with	with	ADP
cana-3496	89	31	real	real	ADJ
cana-3496	89	32	-	-	PUNCT
cana-3496	89	33	time	time	NOUN
cana-3496	89	34	agility	agility	NOUN
cana-3496	89	35	real	real	ADJ
cana-3496	89	36	-	-	PUNCT
cana-3496	89	37	time	time	NOUN
cana-3496	89	38	analytics	analytic	NOUN
cana-3496	89	39	limited	limit	VERB
cana-3496	89	40	comprehensive	comprehensive	ADJ
cana-3496	89	41	automation	automation	NOUN
cana-3496	89	42	minimal	minimal	ADJ
cana-3496	89	43	extensive	extensive	ADJ
cana-3496	89	44	(	(	PUNCT
cana-3496	89	45	ai	ai	VERB
cana-3496	89	46	/	/	SYM
cana-3496	89	47	ml	ml	VERB
cana-3496	89	48	enabled	enable	VERB
cana-3496	89	49	)	)	PUNCT
cana-3496	89	50	usability	usability	NOUN
cana-3496	89	51	moderate	moderate	ADJ
cana-3496	89	52	high	high	ADJ
cana-3496	89	53	industry	industry	NOUN
cana-3496	89	54	applications	application	NOUN
cana-3496	89	55	of	of	ADP
cana-3496	89	56	data	datum	NOUN
cana-3496	89	57	fabrics	fabric	NOUN
cana-3496	89	58	data	datum	NOUN
cana-3496	89	59	fabrics	fabric	NOUN
cana-3496	89	60	could	could	AUX
cana-3496	89	61	well	well	ADV
cana-3496	89	62	be	be	AUX
cana-3496	89	63	a	a	DET
cana-3496	89	64	game	game	NOUN
cana-3496	89	65	changer	changer	NOUN
cana-3496	89	66	as	as	ADP
cana-3496	89	67	organizations	organization	NOUN
cana-3496	89	68	across	across	ADP
cana-3496	89	69	industries	industry	NOUN
cana-3496	89	70	can	can	AUX
cana-3496	89	71	embrace	embrace	VERB
cana-3496	89	72	them	they	PRON
cana-3496	89	73	.	.	PUNCT
cana-3496	90	1	in	in	ADP
cana-3496	90	2	the	the	DET
cana-3496	90	3	healthcare	healthcare	NOUN
cana-3496	90	4	sector	sector	NOUN
cana-3496	90	5	,	,	PUNCT
cana-3496	90	6	data	datum	NOUN
cana-3496	90	7	fabrics	fabric	NOUN
cana-3496	90	8	are	be	AUX
cana-3496	90	9	being	be	AUX
cana-3496	90	10	applied	apply	VERB
cana-3496	90	11	to	to	PART
cana-3496	90	12	collate	collate	VERB
cana-3496	90	13	different	different	ADJ
cana-3496	90	14	patient	patient	NOUN
cana-3496	90	15	records	record	NOUN
cana-3496	90	16	from	from	ADP
cana-3496	90	17	different	different	ADJ
cana-3496	90	18	systems	system	NOUN
cana-3496	90	19	to	to	PART
cana-3496	90	20	provide	provide	VERB
cana-3496	90	21	a	a	DET
cana-3496	90	22	unified	unified	ADJ
cana-3496	90	23	patient	patient	NOUN
cana-3496	90	24	record	record	NOUN
cana-3496	90	25	and	and	CCONJ
cana-3496	90	26	integrated	integrate	VERB
cana-3496	90	27	treatment	treatment	NOUN
cana-3496	90	28	plans	plan	NOUN
cana-3496	90	29	for	for	ADP
cana-3496	90	30	individualized	individualized	ADJ
cana-3496	90	31	patient	patient	ADJ
cana-3496	90	32	treatment	treatment	NOUN
cana-3496	90	33	.	.	PUNCT
cana-3496	91	1	the	the	DET
cana-3496	91	2	benefits	benefit	NOUN
cana-3496	91	3	become	become	VERB
cana-3496	91	4	more	more	ADV
cana-3496	91	5	important	important	ADJ
cana-3496	91	6	considering	consider	VERB
cana-3496	91	7	data	datum	NOUN
cana-3496	91	8	fragmentation	fragmentation	NOUN
cana-3496	91	9	that	that	PRON
cana-3496	91	10	could	could	AUX
cana-3496	91	11	potentially	potentially	ADV
cana-3496	91	12	exist	exist	VERB
cana-3496	91	13	in	in	ADP
cana-3496	91	14	complex	complex	ADJ
cana-3496	91	15	systems	system	NOUN
cana-3496	91	16	like	like	ADP
cana-3496	91	17	healthcare	healthcare	NOUN
cana-3496	91	18	.	.	PUNCT
cana-3496	92	1	data	datum	NOUN
cana-3496	92	2	fabrics	fabric	NOUN
cana-3496	92	3	are	be	AUX
cana-3496	92	4	playing	play	VERB
cana-3496	92	5	a	a	DET
cana-3496	92	6	major	major	ADJ
cana-3496	92	7	role	role	NOUN
cana-3496	92	8	in	in	ADP
cana-3496	92	9	fraud	fraud	NOUN
cana-3496	92	10	detection	detection	NOUN
cana-3496	92	11	and	and	CCONJ
cana-3496	92	12	risk	risk	NOUN
cana-3496	92	13	management	management	NOUN
cana-3496	92	14	in	in	ADP
cana-3496	92	15	the	the	DET
cana-3496	92	16	financial	financial	ADJ
cana-3496	92	17	sector	sector	NOUN
cana-3496	92	18	.	.	PUNCT
cana-3496	93	1	with	with	ADP
cana-3496	93	2	the	the	DET
cana-3496	93	3	integration	integration	NOUN
cana-3496	93	4	of	of	ADP
cana-3496	93	5	on	on	ADP
cana-3496	93	6	-	-	PUNCT
cana-3496	93	7	premises	premise	NOUN
cana-3496	93	8	and	and	CCONJ
cana-3496	93	9	third	third	ADJ
cana-3496	93	10	-	-	PUNCT
cana-3496	93	11	party	party	NOUN
cana-3496	93	12	transactional	transactional	ADJ
cana-3496	93	13	data	datum	NOUN
cana-3496	93	14	and	and	CCONJ
cana-3496	93	15	its	its	PRON
cana-3496	93	16	analysis	analysis	NOUN
cana-3496	93	17	in	in	ADP
cana-3496	93	18	realtime	realtime	NOUN
cana-3496	93	19	,	,	PUNCT
cana-3496	93	20	financial	financial	ADJ
cana-3496	93	21	institutions	institution	NOUN
cana-3496	93	22	can	can	AUX
cana-3496	93	23	detect	detect	VERB
cana-3496	93	24	fraudulent	fraudulent	ADJ
cana-3496	93	25	activities	activity	NOUN
cana-3496	93	26	in	in	ADP
cana-3496	93	27	a	a	DET
cana-3496	93	28	better	well	ADJ
cana-3496	93	29	way	way	NOUN
cana-3496	93	30	and	and	CCONJ
cana-3496	93	31	risk	risk	NOUN
cana-3496	93	32	management	management	NOUN
cana-3496	93	33	can	can	AUX
cana-3496	93	34	also	also	ADV
cana-3496	93	35	be	be	AUX
cana-3496	93	36	handled	handle	VERB
cana-3496	93	37	well	well	INTJ
cana-3496	93	38	that	that	PRON
cana-3496	93	39	is	be	AUX
cana-3496	93	40	not	not	PART
cana-3496	93	41	only	only	ADV
cana-3496	93	42	good	good	ADJ
cana-3496	93	43	in	in	ADP
cana-3496	93	44	and	and	CCONJ
cana-3496	93	45	of	of	ADP
cana-3496	93	46	itself	itself	PRON
cana-3496	93	47	for	for	ADP
cana-3496	93	48	security	security	NOUN
cana-3496	93	49	but	but	CCONJ
cana-3496	93	50	builds	build	VERB
cana-3496	93	51	a	a	DET
cana-3496	93	52	foundation	foundation	NOUN
cana-3496	93	53	of	of	ADP
cana-3496	93	54	trust	trust	NOUN
cana-3496	93	55	and	and	CCONJ
cana-3496	93	56	compliance	compliance	NOUN
cana-3496	93	57	with	with	ADP
cana-3496	93	58	the	the	DET
cana-3496	93	59	regulatory	regulatory	ADJ
cana-3496	93	60	requirements	requirement	NOUN
cana-3496	93	61	.	.	PUNCT
cana-3496	94	1	communications	communication	NOUN
cana-3496	94	2	on	on	ADP
cana-3496	94	3	applied	apply	VERB
cana-3496	94	4	nonlinear	nonlinear	ADJ
cana-3496	94	5	analysis	analysis	NOUN
cana-3496	94	6	issn	issn	NOUN
cana-3496	94	7	:	:	PUNCT
cana-3496	94	8	1074	1074	NUM
cana-3496	94	9	-	-	PUNCT
cana-3496	94	10	133x	133x	NUM
cana-3496	94	11	vol	vol	NOUN
cana-3496	94	12	32	32	NUM
cana-3496	94	13	no	no	NOUN
cana-3496	94	14	.	.	PUNCT
cana-3496	95	1	7s	7	NOUN
cana-3496	95	2	(	(	PUNCT
cana-3496	95	3	2025	2025	NUM
cana-3496	95	4	)	)	PUNCT
cana-3496	95	5	927	927	NUM
cana-3496	95	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3496	95	7	retailers	retailer	NOUN
cana-3496	95	8	,	,	PUNCT
cana-3496	95	9	for	for	ADP
cana-3496	95	10	example	example	NOUN
cana-3496	95	11	,	,	PUNCT
cana-3496	95	12	use	use	VERB
cana-3496	95	13	data	data	NOUN
cana-3496	95	14	fabrics	fabric	NOUN
cana-3496	95	15	that	that	PRON
cana-3496	95	16	can	can	AUX
cana-3496	95	17	provide	provide	VERB
cana-3496	95	18	a	a	DET
cana-3496	95	19	single	single	ADJ
cana-3496	95	20	view	view	NOUN
cana-3496	95	21	of	of	ADP
cana-3496	95	22	inventory	inventory	NOUN
cana-3496	95	23	suppliers	supplier	NOUN
cana-3496	95	24	and	and	CCONJ
cana-3496	95	25	customer	customer	NOUN
cana-3496	95	26	demand	demand	NOUN
cana-3496	95	27	for	for	ADP
cana-3496	95	28	supply	supply	NOUN
cana-3496	95	29	chain	chain	NOUN
cana-3496	95	30	management	management	NOUN
cana-3496	95	31	.	.	PUNCT
cana-3496	96	1	this	this	DET
cana-3496	96	2	transparency	transparency	NOUN
cana-3496	96	3	enables	enable	VERB
cana-3496	96	4	them	they	PRON
cana-3496	96	5	to	to	PART
cana-3496	96	6	lower	low	ADJ
cana-3496	96	7	expenses	expense	NOUN
cana-3496	96	8	,	,	PUNCT
cana-3496	96	9	mitigate	mitigate	VERB
cana-3496	96	10	stockouts	stockout	NOUN
cana-3496	96	11	and	and	CCONJ
cana-3496	96	12	deliver	deliver	VERB
cana-3496	96	13	a	a	DET
cana-3496	96	14	better	well	ADJ
cana-3496	96	15	customer	customer	NOUN
cana-3496	96	16	experience	experience	NOUN
cana-3496	96	17	.	.	PUNCT
cana-3496	97	1	other	other	ADJ
cana-3496	97	2	manufacturers	manufacturer	NOUN
cana-3496	97	3	are	be	AUX
cana-3496	97	4	using	use	VERB
cana-3496	97	5	data	datum	NOUN
cana-3496	97	6	fabrics	fabric	NOUN
cana-3496	97	7	to	to	PART
cana-3496	97	8	provide	provide	VERB
cana-3496	97	9	real	real	ADJ
cana-3496	97	10	-	-	PUNCT
cana-3496	97	11	time	time	NOUN
cana-3496	97	12	insight	insight	NOUN
cana-3496	97	13	into	into	ADP
cana-3496	97	14	their	their	PRON
cana-3496	97	15	production	production	NOUN
cana-3496	97	16	processes	process	NOUN
cana-3496	97	17	by	by	ADP
cana-3496	97	18	identifying	identify	VERB
cana-3496	97	19	inefficiencies	inefficiency	NOUN
cana-3496	97	20	,	,	PUNCT
cana-3496	97	21	reducing	reduce	VERB
cana-3496	97	22	downtime	downtime	NOUN
cana-3496	97	23	and	and	CCONJ
cana-3496	97	24	utilizing	utilize	VERB
cana-3496	97	25	iot	iot	ADJ
cana-3496	97	26	data	datum	NOUN
cana-3496	97	27	.	.	PUNCT
cana-3496	98	1	in	in	ADP
cana-3496	98	2	technology	technology	NOUN
cana-3496	98	3	,	,	PUNCT
cana-3496	98	4	data	datum	NOUN
cana-3496	98	5	fabrics	fabric	NOUN
cana-3496	98	6	improve	improve	VERB
cana-3496	98	7	product	product	NOUN
cana-3496	98	8	suggestions	suggestion	NOUN
cana-3496	98	9	and	and	CCONJ
cana-3496	98	10	user	user	NOUN
cana-3496	98	11	interfaces	interface	NOUN
cana-3496	98	12	.	.	PUNCT
cana-3496	99	1	at	at	ADP
cana-3496	99	2	the	the	DET
cana-3496	99	3	same	same	ADJ
cana-3496	99	4	time	time	NOUN
cana-3496	99	5	,	,	PUNCT
cana-3496	99	6	also	also	ADV
cana-3496	99	7	based	base	VERB
cana-3496	99	8	on	on	ADP
cana-3496	99	9	user	user	NOUN
cana-3496	99	10	activity	activity	NOUN
cana-3496	99	11	data	datum	NOUN
cana-3496	99	12	along	along	ADP
cana-3496	99	13	with	with	ADP
cana-3496	99	14	any	any	DET
cana-3496	99	15	purchase	purchase	NOUN
cana-3496	99	16	data	datum	NOUN
cana-3496	99	17	and	and	CCONJ
cana-3496	99	18	social	social	ADJ
cana-3496	99	19	media	medium	NOUN
cana-3496	99	20	usage	usage	NOUN
cana-3496	99	21	,	,	PUNCT
cana-3496	99	22	technology	technology	NOUN
cana-3496	99	23	companies	company	NOUN
cana-3496	99	24	can	can	AUX
cana-3496	99	25	turn	turn	VERB
cana-3496	99	26	these	these	DET
cana-3496	99	27	users	user	NOUN
cana-3496	99	28	into	into	ADP
cana-3496	99	29	products	product	NOUN
cana-3496	99	30	to	to	PART
cana-3496	99	31	take	take	VERB
cana-3496	99	32	action	action	NOUN
cana-3496	99	33	—	—	PUNCT
cana-3496	99	34	including	include	VERB
cana-3496	99	35	time	time	NOUN
cana-3496	99	36	-	-	PUNCT
cana-3496	99	37	sensitive	sensitive	ADJ
cana-3496	99	38	and	and	CCONJ
cana-3496	99	39	corroborating	corroborating	ADJ
cana-3496	99	40	actions	action	NOUN
cana-3496	99	41	—	—	PUNCT
cana-3496	99	42	which	which	PRON
cana-3496	99	43	result	result	VERB
cana-3496	99	44	in	in	ADP
cana-3496	99	45	increased	increased	ADJ
cana-3496	99	46	not	not	PART
cana-3496	99	47	only	only	ADV
cana-3496	99	48	user	user	NOUN
cana-3496	99	49	engagement	engagement	NOUN
cana-3496	99	50	(	(	PUNCT
cana-3496	99	51	which	which	PRON
cana-3496	99	52	leads	lead	VERB
cana-3496	99	53	to	to	ADP
cana-3496	99	54	better	well	ADJ
cana-3496	99	55	user	user	NOUN
cana-3496	99	56	acquisition	acquisition	NOUN
cana-3496	99	57	)	)	PUNCT
cana-3496	99	58	but	but	CCONJ
cana-3496	99	59	also	also	ADV
cana-3496	99	60	increased	increase	VERB
cana-3496	99	61	revenue	revenue	NOUN
cana-3496	99	62	generation	generation	NOUN
cana-3496	99	63	.	.	PUNCT
cana-3496	100	1	challenges	challenge	NOUN
cana-3496	100	2	in	in	ADP
cana-3496	100	3	adoption	adoption	NOUN
cana-3496	100	4	while	while	SCONJ
cana-3496	100	5	plenty	plenty	NOUN
cana-3496	100	6	of	of	ADP
cana-3496	100	7	advantages	advantage	NOUN
cana-3496	100	8	await	await	VERB
cana-3496	100	9	organizations	organization	NOUN
cana-3496	100	10	that	that	PRON
cana-3496	100	11	implement	implement	VERB
cana-3496	100	12	data	datum	NOUN
cana-3496	100	13	fabrics	fabric	NOUN
cana-3496	100	14	,	,	PUNCT
cana-3496	100	15	that	that	PRON
cana-3496	100	16	does	do	AUX
cana-3496	100	17	n’t	not	PART
cana-3496	100	18	imply	imply	VERB
cana-3496	100	19	that	that	SCONJ
cana-3496	100	20	challenges	challenge	NOUN
cana-3496	100	21	are	be	AUX
cana-3496	100	22	n’t	not	PART
cana-3496	100	23	prevalent	prevalent	ADJ
cana-3496	100	24	.	.	PUNCT
cana-3496	101	1	connecting	connect	VERB
cana-3496	101	2	unrelated	unrelated	ADJ
cana-3496	101	3	disparate	disparate	ADJ
cana-3496	101	4	sources	source	NOUN
cana-3496	101	5	via	via	ADP
cana-3496	101	6	a	a	DET
cana-3496	101	7	single	single	ADJ
cana-3496	101	8	fabric	fabric	NOUN
cana-3496	101	9	is	be	AUX
cana-3496	101	10	a	a	DET
cana-3496	101	11	technically	technically	ADV
cana-3496	101	12	intimidating	intimidating	ADJ
cana-3496	101	13	solution	solution	NOUN
cana-3496	101	14	,	,	PUNCT
cana-3496	101	15	particularly	particularly	ADV
cana-3496	101	16	for	for	ADP
cana-3496	101	17	enterprises	enterprise	NOUN
cana-3496	101	18	that	that	PRON
cana-3496	101	19	employ	employ	VERB
cana-3496	101	20	legacy	legacy	NOUN
cana-3496	101	21	infra	infra	NOUN
cana-3496	101	22	that	that	PRON
cana-3496	101	23	does	do	AUX
cana-3496	101	24	not	not	PART
cana-3496	101	25	lend	lend	VERB
cana-3496	101	26	itself	itself	PRON
cana-3496	101	27	to	to	PART
cana-3496	101	28	well	well	ADV
cana-3496	101	29	-	-	PUNCT
cana-3496	101	30	adapting	adapt	VERB
cana-3496	101	31	with	with	ADP
cana-3496	101	32	new	new	ADJ
cana-3496	101	33	technologies	technology	NOUN
cana-3496	101	34	.	.	PUNCT
cana-3496	102	1	and	and	CCONJ
cana-3496	102	2	this	this	DET
cana-3496	102	3	complexity	complexity	NOUN
cana-3496	102	4	typically	typically	ADV
cana-3496	102	5	incurs	incur	VERB
cana-3496	102	6	higher	high	ADJ
cana-3496	102	7	deployment	deployment	NOUN
cana-3496	102	8	costs	cost	NOUN
cana-3496	102	9	and	and	CCONJ
cana-3496	102	10	longer	long	ADJ
cana-3496	102	11	deployment	deployment	NOUN
cana-3496	102	12	timelines	timeline	NOUN
cana-3496	102	13	.	.	PUNCT
cana-3496	103	1	the	the	DET
cana-3496	103	2	second	second	ADJ
cana-3496	103	3	challenge	challenge	NOUN
cana-3496	103	4	is	be	AUX
cana-3496	103	5	a	a	DET
cana-3496	103	6	cultural	cultural	ADJ
cana-3496	103	7	change	change	NOUN
cana-3496	103	8	that	that	PRON
cana-3496	103	9	support	support	VERB
cana-3496	103	10	the	the	DET
cana-3496	103	11	effective	effective	ADJ
cana-3496	103	12	adoption	adoption	NOUN
cana-3496	103	13	of	of	ADP
cana-3496	103	14	data	datum	NOUN
cana-3496	103	15	fabrics	fabric	NOUN
cana-3496	103	16	.	.	PUNCT
cana-3496	104	1	most	most	ADJ
cana-3496	104	2	organizations	organization	NOUN
cana-3496	104	3	have	have	AUX
cana-3496	104	4	gotten	get	VERB
cana-3496	104	5	accustomed	accustomed	ADJ
cana-3496	104	6	to	to	ADP
cana-3496	104	7	a	a	DET
cana-3496	104	8	centralized	centralize	VERB
cana-3496	104	9	data	data	NOUN
cana-3496	104	10	storage	storage	NOUN
cana-3496	104	11	model	model	NOUN
cana-3496	104	12	,	,	PUNCT
cana-3496	104	13	and	and	CCONJ
cana-3496	104	14	the	the	DET
cana-3496	104	15	shift	shift	NOUN
cana-3496	104	16	to	to	ADP
cana-3496	104	17	a	a	DET
cana-3496	104	18	decentralized	decentralize	VERB
cana-3496	104	19	,	,	PUNCT
cana-3496	104	20	fabric	fabric	NOUN
cana-3496	104	21	based	base	VERB
cana-3496	104	22	model	model	NOUN
cana-3496	104	23	requires	require	VERB
cana-3496	104	24	strategizing	strategize	VERB
cana-3496	104	25	,	,	PUNCT
cana-3496	104	26	taking	take	VERB
cana-3496	104	27	care	care	NOUN
cana-3496	104	28	of	of	ADP
cana-3496	104	29	and	and	CCONJ
cana-3496	104	30	establishing	establish	VERB
cana-3496	104	31	workflows	workflow	NOUN
cana-3496	104	32	and	and	CCONJ
cana-3496	104	33	processes	process	NOUN
cana-3496	104	34	.	.	PUNCT
cana-3496	105	1	and	and	CCONJ
cana-3496	105	2	equal	equal	ADJ
cana-3496	105	3	in	in	ADP
cana-3496	105	4	importance	importance	NOUN
cana-3496	105	5	,	,	PUNCT
cana-3496	105	6	teams	team	NOUN
cana-3496	105	7	also	also	ADV
cana-3496	105	8	need	need	VERB
cana-3496	105	9	the	the	DET
cana-3496	105	10	skills	skill	NOUN
cana-3496	105	11	and	and	CCONJ
cana-3496	105	12	training	training	NOUN
cana-3496	105	13	they	they	PRON
cana-3496	105	14	can	can	AUX
cana-3496	105	15	deploy	deploy	VERB
cana-3496	105	16	to	to	PART
cana-3496	105	17	take	take	VERB
cana-3496	105	18	advantage	advantage	NOUN
cana-3496	105	19	of	of	ADP
cana-3496	105	20	data	datum	NOUN
cana-3496	105	21	fabrics	fabric	NOUN
cana-3496	105	22	to	to	PART
cana-3496	105	23	be	be	AUX
cana-3496	105	24	successful	successful	ADJ
cana-3496	105	25	.	.	PUNCT
cana-3496	105	26	”	"	PUNCT
cana-3496	106	1	another	another	DET
cana-3496	106	2	arena	arena	NOUN
cana-3496	106	3	that	that	PRON
cana-3496	106	4	is	be	AUX
cana-3496	106	5	particularly	particularly	ADV
cana-3496	106	6	thorny	thorny	ADJ
cana-3496	106	7	when	when	SCONJ
cana-3496	106	8	organizations	organization	NOUN
cana-3496	106	9	are	be	AUX
cana-3496	106	10	functioning	function	VERB
cana-3496	106	11	across	across	ADP
cana-3496	106	12	the	the	DET
cana-3496	106	13	globe	globe	NOUN
cana-3496	106	14	and	and	CCONJ
cana-3496	106	15	in	in	ADP
cana-3496	106	16	different	different	ADJ
cana-3496	106	17	jurisdictions	jurisdiction	NOUN
cana-3496	106	18	,	,	PUNCT
cana-3496	106	19	is	be	AUX
cana-3496	106	20	data	data	NOUN
cana-3496	106	21	governance	governance	NOUN
cana-3496	106	22	and	and	CCONJ
cana-3496	106	23	compliance	compliance	NOUN
cana-3496	106	24	.	.	PUNCT
cana-3496	107	1	maintaining	maintain	VERB
cana-3496	107	2	regulatory	regulatory	ADJ
cana-3496	107	3	compliance	compliance	NOUN
cana-3496	107	4	of	of	ADP
cana-3496	107	5	data	datum	NOUN
cana-3496	107	6	fabrics	fabric	NOUN
cana-3496	107	7	without	without	ADP
cana-3496	107	8	sacrificing	sacrifice	VERB
cana-3496	107	9	data	datum	NOUN
cana-3496	107	10	quality	quality	NOUN
cana-3496	107	11	and	and	CCONJ
cana-3496	107	12	security	security	NOUN
cana-3496	107	13	too	too	ADV
cana-3496	107	14	poses	pose	VERB
cana-3496	107	15	a	a	DET
cana-3496	107	16	challenge	challenge	NOUN
cana-3496	107	17	.	.	PUNCT
cana-3496	108	1	table	table	NOUN
cana-3496	108	2	3	3	NUM
cana-3496	108	3	:	:	PUNCT
cana-3496	108	4	applications	application	NOUN
cana-3496	108	5	of	of	ADP
cana-3496	108	6	data	datum	NOUN
cana-3496	108	7	fabrics	fabric	NOUN
cana-3496	108	8	across	across	ADP
cana-3496	108	9	industries	industry	NOUN
cana-3496	108	10	industry	industry	NOUN
cana-3496	108	11	use	use	NOUN
cana-3496	108	12	case	case	NOUN
cana-3496	108	13	outcome	outcome	VERB
cana-3496	108	14	healthcare	healthcare	NOUN
cana-3496	108	15	integration	integration	NOUN
cana-3496	108	16	of	of	ADP
cana-3496	108	17	patient	patient	ADJ
cana-3496	108	18	records	record	NOUN
cana-3496	108	19	improved	improve	VERB
cana-3496	108	20	diagnostics	diagnostic	NOUN
cana-3496	108	21	and	and	CCONJ
cana-3496	108	22	personalized	personalized	ADJ
cana-3496	108	23	care	care	NOUN
cana-3496	108	24	finance	finance	NOUN
cana-3496	108	25	fraud	fraud	NOUN
cana-3496	108	26	detection	detection	NOUN
cana-3496	108	27	and	and	CCONJ
cana-3496	108	28	risk	risk	NOUN
cana-3496	108	29	management	management	NOUN
cana-3496	108	30	real	real	ADJ
cana-3496	108	31	-	-	PUNCT
cana-3496	108	32	time	time	NOUN
cana-3496	108	33	fraud	fraud	NOUN
cana-3496	108	34	prevention	prevention	NOUN
cana-3496	108	35	and	and	CCONJ
cana-3496	108	36	risk	risk	NOUN
cana-3496	108	37	analysis	analysis	NOUN
cana-3496	108	38	retail	retail	ADJ
cana-3496	108	39	unified	unify	VERB
cana-3496	108	40	supply	supply	NOUN
cana-3496	108	41	chain	chain	NOUN
cana-3496	108	42	visibility	visibility	NOUN
cana-3496	108	43	optimized	optimize	VERB
cana-3496	108	44	inventory	inventory	NOUN
cana-3496	108	45	and	and	CCONJ
cana-3496	108	46	cost	cost	NOUN
cana-3496	108	47	reduction	reduction	NOUN
cana-3496	108	48	manufacturing	manufacture	VERB
cana-3496	108	49	iot	iot	NOUN
cana-3496	108	50	-	-	PUNCT
cana-3496	108	51	driven	drive	VERB
cana-3496	108	52	production	production	NOUN
cana-3496	108	53	monitoring	monitor	VERB
cana-3496	108	54	increased	increase	VERB
cana-3496	108	55	efficiency	efficiency	NOUN
cana-3496	108	56	and	and	CCONJ
cana-3496	108	57	reduced	reduce	VERB
cana-3496	108	58	downtime	downtime	NOUN
cana-3496	108	59	technology	technology	NOUN
cana-3496	108	60	data	data	NOUN
cana-3496	108	61	-	-	PUNCT
cana-3496	108	62	driven	drive	VERB
cana-3496	108	63	product	product	NOUN
cana-3496	108	64	recommendations	recommendation	NOUN
cana-3496	108	65	enhanced	enhance	VERB
cana-3496	108	66	user	user	NOUN
cana-3496	108	67	experience	experience	NOUN
cana-3496	108	68	and	and	CCONJ
cana-3496	108	69	engagement	engagement	VERB
cana-3496	108	70	the	the	DET
cana-3496	108	71	future	future	NOUN
cana-3496	108	72	of	of	ADP
cana-3496	108	73	data	datum	NOUN
cana-3496	108	74	fabrics	fabric	NOUN
cana-3496	108	75	with	with	ADP
cana-3496	108	76	data	datum	NOUN
cana-3496	108	77	fabrics	fabric	NOUN
cana-3496	108	78	on	on	ADP
cana-3496	108	79	the	the	DET
cana-3496	108	80	rise	rise	NOUN
cana-3496	108	81	,	,	PUNCT
cana-3496	108	82	simplicity	simplicity	NOUN
cana-3496	108	83	and	and	CCONJ
cana-3496	108	84	ease	ease	NOUN
cana-3496	108	85	go	go	VERB
cana-3496	108	86	a	a	DET
cana-3496	108	87	long	long	ADJ
cana-3496	108	88	way	way	NOUN
cana-3496	108	89	.	.	PUNCT
cana-3496	109	1	putting	put	VERB
cana-3496	109	2	advanced	advanced	ADJ
cana-3496	109	3	analytics	analytic	NOUN
cana-3496	109	4	and	and	CCONJ
cana-3496	109	5	machine	machine	NOUN
cana-3496	109	6	learning	learn	VERB
cana-3496	109	7	on	on	ADP
cana-3496	109	8	top	top	NOUN
cana-3496	109	9	of	of	ADP
cana-3496	109	10	data	datum	NOUN
cana-3496	109	11	fabric	fabric	NOUN
cana-3496	109	12	architectures	architecture	NOUN
cana-3496	109	13	,	,	PUNCT
cana-3496	109	14	we	we	PRON
cana-3496	109	15	are	be	AUX
cana-3496	109	16	receiving	receive	VERB
cana-3496	109	17	at	at	ADP
cana-3496	109	18	unprecedented	unprecedented	ADJ
cana-3496	109	19	levels	level	NOUN
cana-3496	109	20	automation	automation	NOUN
cana-3496	109	21	,	,	PUNCT
cana-3496	109	22	scalability	scalability	NOUN
cana-3496	109	23	and	and	CCONJ
cana-3496	109	24	real	real	ADJ
cana-3496	109	25	-	-	PUNCT
cana-3496	109	26	time	time	NOUN
cana-3496	109	27	insights	insight	NOUN
cana-3496	109	28	.	.	PUNCT
cana-3496	110	1	and	and	CCONJ
cana-3496	110	2	with	with	ADP
cana-3496	110	3	that	that	DET
cana-3496	110	4	capabilities	capability	NOUN
cana-3496	110	5	organizations	organization	NOUN
cana-3496	110	6	can	can	AUX
cana-3496	110	7	break	break	VERB
cana-3496	110	8	communications	communication	NOUN
cana-3496	110	9	on	on	ADP
cana-3496	110	10	applied	apply	VERB
cana-3496	110	11	nonlinear	nonlinear	ADJ
cana-3496	110	12	analysis	analysis	NOUN
cana-3496	110	13	issn	issn	NOUN
cana-3496	110	14	:	:	PUNCT
cana-3496	110	15	1074	1074	NUM
cana-3496	110	16	-	-	PUNCT
cana-3496	110	17	133x	133x	NUM
cana-3496	110	18	vol	vol	NOUN
cana-3496	110	19	32	32	NUM
cana-3496	110	20	no	no	NOUN
cana-3496	110	21	.	.	PUNCT
cana-3496	111	1	7s	7	NOUN
cana-3496	111	2	(	(	PUNCT
cana-3496	111	3	2025	2025	NUM
cana-3496	111	4	)	)	PUNCT
cana-3496	111	5	928	928	NUM
cana-3496	111	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	111	7	through	through	ADP
cana-3496	111	8	the	the	DET
cana-3496	111	9	bottlenecks	bottleneck	NOUN
cana-3496	111	10	of	of	ADP
cana-3496	111	11	traditional	traditional	ADJ
cana-3496	111	12	data	datum	NOUN
cana-3496	111	13	architectures	architecture	NOUN
cana-3496	111	14	to	to	PART
cana-3496	111	15	reach	reach	VERB
cana-3496	111	16	new	new	ADJ
cana-3496	111	17	levels	level	NOUN
cana-3496	111	18	of	of	ADP
cana-3496	111	19	efficiency	efficiency	NOUN
cana-3496	111	20	,	,	PUNCT
cana-3496	111	21	innovation	innovation	NOUN
cana-3496	111	22	and	and	CCONJ
cana-3496	111	23	competitive	competitive	ADJ
cana-3496	111	24	advantage	advantage	NOUN
cana-3496	111	25	.	.	PUNCT
cana-3496	112	1	also	also	ADV
cana-3496	112	2	the	the	DET
cana-3496	112	3	dynamics	dynamic	NOUN
cana-3496	112	4	in	in	ADP
cana-3496	112	5	the	the	DET
cana-3496	112	6	cloud	cloud	ADJ
cana-3496	112	7	-	-	PUNCT
cana-3496	112	8	native	native	ADJ
cana-3496	112	9	world	world	NOUN
cana-3496	112	10	like	like	ADP
cana-3496	112	11	increased	increase	VERB
cana-3496	112	12	usage	usage	NOUN
cana-3496	112	13	of	of	ADP
cana-3496	112	14	hybrid	hybrid	NOUN
cana-3496	112	15	and	and	CCONJ
cana-3496	112	16	multi	multi	ADJ
cana-3496	112	17	clouds	cloud	NOUN
cana-3496	112	18	further	far	ADV
cana-3496	112	19	necessitates	necessitate	VERB
cana-3496	112	20	the	the	DET
cana-3496	112	21	need	need	NOUN
cana-3496	112	22	of	of	ADP
cana-3496	112	23	data	datum	NOUN
cana-3496	112	24	fabrics	fabric	NOUN
cana-3496	112	25	.	.	PUNCT
cana-3496	113	1	data	datum	NOUN
cana-3496	113	2	fabrics	fabric	NOUN
cana-3496	113	3	provide	provide	VERB
cana-3496	113	4	a	a	DET
cana-3496	113	5	single	single	ADJ
cana-3496	113	6	data	data	NOUN
cana-3496	113	7	layer	layer	NOUN
cana-3496	113	8	across	across	ADP
cana-3496	113	9	multiple	multiple	ADJ
cana-3496	113	10	heterogeneous	heterogeneous	ADJ
cana-3496	113	11	environments	environment	NOUN
cana-3496	113	12	,	,	PUNCT
cana-3496	113	13	so	so	SCONJ
cana-3496	113	14	organizations	organization	NOUN
cana-3496	113	15	can	can	AUX
cana-3496	113	16	benefit	benefit	VERB
cana-3496	113	17	from	from	ADP
cana-3496	113	18	cloud	cloud	ADJ
cana-3496	113	19	computing	computing	NOUN
cana-3496	113	20	advantages	advantage	NOUN
cana-3496	113	21	without	without	ADP
cana-3496	113	22	losing	lose	VERB
cana-3496	113	23	all	all	DET
cana-3496	113	24	their	their	PRON
cana-3496	113	25	data	datum	NOUN
cana-3496	113	26	assets	asset	NOUN
cana-3496	113	27	.	.	PUNCT
cana-3496	114	1	such	such	ADJ
cana-3496	114	2	flexibility	flexibility	NOUN
cana-3496	114	3	is	be	AUX
cana-3496	114	4	critical	critical	ADJ
cana-3496	114	5	in	in	ADP
cana-3496	114	6	environments	environment	NOUN
cana-3496	114	7	with	with	ADP
cana-3496	114	8	strict	strict	ADJ
cana-3496	114	9	data	datum	NOUN
cana-3496	114	10	security	security	NOUN
cana-3496	114	11	and	and	CCONJ
cana-3496	114	12	compliance	compliance	NOUN
cana-3496	114	13	requirements	requirement	NOUN
cana-3496	114	14	.	.	PUNCT
cana-3496	115	1	3	3	X
cana-3496	115	2	.	.	NUM
cana-3496	115	3	proposed	propose	VERB
cana-3496	115	4	methodology	methodology	NOUN
cana-3496	115	5	designed	design	VERB
cana-3496	115	6	for	for	ADP
cana-3496	115	7	versatility	versatility	NOUN
cana-3496	115	8	,	,	PUNCT
cana-3496	115	9	the	the	DET
cana-3496	115	10	evolution	evolution	NOUN
cana-3496	115	11	from	from	ADP
cana-3496	115	12	data	datum	NOUN
cana-3496	115	13	lakes	lake	NOUN
cana-3496	115	14	to	to	ADP
cana-3496	115	15	data	data	NOUN
cana-3496	115	16	fabrics	fabric	NOUN
cana-3496	115	17	is	be	AUX
cana-3496	115	18	the	the	DET
cana-3496	115	19	future	future	NOUN
cana-3496	115	20	of	of	ADP
cana-3496	115	21	data	datum	NOUN
cana-3496	115	22	management	management	NOUN
cana-3496	115	23	,	,	PUNCT
cana-3496	115	24	prioritizing	prioritize	VERB
cana-3496	115	25	integration	integration	NOUN
cana-3496	115	26	,	,	PUNCT
cana-3496	115	27	governance	governance	NOUN
cana-3496	115	28	and	and	CCONJ
cana-3496	115	29	automation	automation	NOUN
cana-3496	115	30	.	.	PUNCT
cana-3496	116	1	the	the	DET
cana-3496	116	2	methodology	methodology	NOUN
cana-3496	116	3	for	for	ADP
cana-3496	116	4	this	this	DET
cana-3496	116	5	research	research	NOUN
cana-3496	116	6	is	be	AUX
cana-3496	116	7	synthesized	synthesize	VERB
cana-3496	116	8	from	from	ADP
cana-3496	116	9	three	three	NUM
cana-3496	116	10	components	component	NOUN
cana-3496	116	11	:	:	PUNCT
cana-3496	116	12	architecture	architecture	NOUN
cana-3496	116	13	;	;	PUNCT
cana-3496	116	14	a	a	DET
cana-3496	116	15	phased	phase	VERB
cana-3496	116	16	implementation	implementation	NOUN
cana-3496	116	17	;	;	PUNCT
cana-3496	116	18	and	and	CCONJ
cana-3496	116	19	evaluation	evaluation	NOUN
cana-3496	116	20	,	,	PUNCT
cana-3496	116	21	and	and	CCONJ
cana-3496	116	22	is	be	AUX
cana-3496	116	23	used	use	VERB
cana-3496	116	24	here	here	ADV
cana-3496	116	25	to	to	PART
cana-3496	116	26	assess	assess	VERB
cana-3496	116	27	and	and	CCONJ
cana-3496	116	28	illustrate	illustrate	VERB
cana-3496	116	29	the	the	DET
cana-3496	116	30	transformative	transformative	ADJ
cana-3496	116	31	opportunity	opportunity	NOUN
cana-3496	116	32	of	of	ADP
cana-3496	116	33	data	datum	NOUN
cana-3496	116	34	fabrics	fabric	NOUN
cana-3496	116	35	.	.	PUNCT
cana-3496	117	1	the	the	DET
cana-3496	117	2	stages	stage	NOUN
cana-3496	117	3	progressively	progressively	ADV
cana-3496	117	4	highlight	highlight	VERB
cana-3496	117	5	how	how	SCONJ
cana-3496	117	6	data	datum	NOUN
cana-3496	117	7	fabrics	fabric	NOUN
cana-3496	117	8	overcome	overcome	VERB
cana-3496	117	9	issues	issue	NOUN
cana-3496	117	10	with	with	ADP
cana-3496	117	11	traditional	traditional	ADJ
cana-3496	117	12	data	datum	NOUN
cana-3496	117	13	lakes	lake	NOUN
cana-3496	117	14	while	while	SCONJ
cana-3496	117	15	providing	provide	VERB
cana-3496	117	16	superior	superior	ADJ
cana-3496	117	17	functionality	functionality	NOUN
cana-3496	117	18	.	.	PUNCT
cana-3496	118	1	figure	figure	NOUN
cana-3496	118	2	2	2	NUM
cana-3496	118	3	.	.	PUNCT
cana-3496	118	4	methodology	methodology	NOUN
cana-3496	118	5	framework	framework	NOUN
cana-3496	118	6	3.1	3.1	NUM
cana-3496	118	7	conceptual	conceptual	ADJ
cana-3496	118	8	framework	framework	NOUN
cana-3496	118	9	a	a	DET
cana-3496	118	10	conceptual	conceptual	ADJ
cana-3496	118	11	framework	framework	NOUN
cana-3496	118	12	key	key	ADJ
cana-3496	118	13	building	building	NOUN
cana-3496	118	14	blocks	block	NOUN
cana-3496	118	15	of	of	ADP
cana-3496	118	16	a	a	DET
cana-3496	118	17	data	data	NOUN
cana-3496	118	18	fabric	fabric	NOUN
cana-3496	118	19	architecture	architecture	NOUN
cana-3496	118	20	the	the	DET
cana-3496	118	21	proposed	propose	VERB
cana-3496	118	22	methodology	methodology	NOUN
cana-3496	118	23	consists	consist	VERB
cana-3496	118	24	of	of	ADP
cana-3496	118	25	the	the	DET
cana-3496	118	26	following	follow	VERB
cana-3496	118	27	lessons	lesson	NOUN
cana-3496	118	28	the	the	DET
cana-3496	118	29	building	building	NOUN
cana-3496	118	30	blocks	block	NOUN
cana-3496	118	31	of	of	ADP
cana-3496	118	32	a	a	DET
cana-3496	118	33	data	data	NOUN
cana-3496	118	34	fabric	fabric	NOUN
cana-3496	118	35	architecture	architecture	NOUN
cana-3496	118	36	:	:	PUNCT
cana-3496	118	37	traditional	traditional	ADJ
cana-3496	118	38	data	data	NOUN
cana-3496	118	39	lakes	lake	NOUN
cana-3496	118	40	are	be	AUX
cana-3496	118	41	focused	focus	VERB
cana-3496	118	42	on	on	ADP
cana-3496	118	43	just	just	ADV
cana-3496	118	44	centralizing	centralize	VERB
cana-3496	118	45	ones	one	NOUN
cana-3496	118	46	data	datum	NOUN
cana-3496	118	47	but	but	CCONJ
cana-3496	118	48	the	the	DET
cana-3496	118	49	data	data	NOUN
cana-3496	118	50	fabric	fabric	NOUN
cana-3496	118	51	approach	approach	NOUN
cana-3496	118	52	focuses	focus	VERB
cana-3496	118	53	on	on	ADP
cana-3496	118	54	an	an	DET
cana-3496	118	55	intelligent	intelligent	ADJ
cana-3496	118	56	layer	layer	NOUN
cana-3496	118	57	which	which	PRON
cana-3496	118	58	pulls	pull	VERB
cana-3496	118	59	all	all	ADV
cana-3496	118	60	together	together	ADV
cana-3496	118	61	whether	whether	SCONJ
cana-3496	118	62	linear	linear	ADJ
cana-3496	118	63	and	and	CCONJ
cana-3496	118	64	distributed	distribute	VERB
cana-3496	118	65	for	for	ADP
cana-3496	118	66	connected	connected	ADJ
cana-3496	118	67	data	datum	NOUN
cana-3496	118	68	to	to	PART
cana-3496	118	69	be	be	AUX
cana-3496	118	70	useful	useful	ADJ
cana-3496	118	71	.	.	PUNCT
cana-3496	119	1	this	this	DET
cana-3496	119	2	framework	framework	NOUN
cana-3496	119	3	has	have	VERB
cana-3496	119	4	three	three	NUM
cana-3496	119	5	key	key	ADJ
cana-3496	119	6	pillars	pillar	NOUN
cana-3496	119	7	:	:	PUNCT
cana-3496	119	8	integration	integration	NOUN
cana-3496	119	9	,	,	PUNCT
cana-3496	119	10	governance	governance	NOUN
cana-3496	119	11	,	,	PUNCT
cana-3496	119	12	and	and	CCONJ
cana-3496	119	13	automation	automation	NOUN
cana-3496	119	14	.	.	PUNCT
cana-3496	120	1	the	the	DET
cana-3496	120	2	integration	integration	NOUN
cana-3496	120	3	pillar	pillar	NOUN
cana-3496	120	4	of	of	ADP
cana-3496	120	5	a	a	DET
cana-3496	120	6	data	data	NOUN
cana-3496	120	7	fabric	fabric	NOUN
cana-3496	120	8	enables	enable	VERB
cana-3496	120	9	different	different	ADJ
cana-3496	120	10	types	type	NOUN
cana-3496	120	11	of	of	ADP
cana-3496	120	12	data	datum	NOUN
cana-3496	120	13	sources	source	NOUN
cana-3496	120	14	(	(	PUNCT
cana-3496	120	15	structured	structured	ADJ
cana-3496	120	16	,	,	PUNCT
cana-3496	120	17	unstructured	unstructured	ADJ
cana-3496	120	18	,	,	PUNCT
cana-3496	120	19	semi	semi	ADJ
cana-3496	120	20	-	-	ADJ
cana-3496	120	21	structured	structured	ADJ
cana-3496	120	22	)	)	PUNCT
cana-3496	120	23	to	to	PART
cana-3496	120	24	be	be	AUX
cana-3496	120	25	connected	connect	VERB
cana-3496	120	26	regardless	regardless	ADV
cana-3496	120	27	of	of	ADP
cana-3496	120	28	whether	whether	SCONJ
cana-3496	120	29	the	the	DET
cana-3496	120	30	data	data	NOUN
cana-3496	120	31	is	be	AUX
cana-3496	120	32	in	in	ADP
cana-3496	120	33	the	the	DET
cana-3496	120	34	data	datum	NOUN
cana-3496	120	35	lake	lake	NOUN
cana-3496	120	36	or	or	CCONJ
cana-3496	120	37	not	not	PART
cana-3496	120	38	,	,	PUNCT
cana-3496	120	39	and	and	CCONJ
cana-3496	120	40	that	that	PRON
cana-3496	120	41	can	can	AUX
cana-3496	120	42	also	also	ADV
cana-3496	120	43	be	be	AUX
cana-3496	120	44	done	do	VERB
cana-3496	120	45	without	without	ADP
cana-3496	120	46	introducing	introduce	VERB
cana-3496	120	47	issues	issue	NOUN
cana-3496	120	48	of	of	ADP
cana-3496	120	49	latency	latency	NOUN
cana-3496	120	50	or	or	CCONJ
cana-3496	120	51	duplication	duplication	NOUN
cana-3496	120	52	.	.	PUNCT
cana-3496	121	1	governance	governance	NOUN
cana-3496	121	2	pillar	pillar	NOUN
cana-3496	121	3	explains	explain	VERB
cana-3496	121	4	the	the	DET
cana-3496	121	5	necessity	necessity	NOUN
cana-3496	121	6	of	of	ADP
cana-3496	121	7	data	datum	NOUN
cana-3496	121	8	being	be	AUX
cana-3496	121	9	handled	handle	VERB
cana-3496	121	10	in	in	ADP
cana-3496	121	11	a	a	DET
cana-3496	121	12	secure	secure	ADJ
cana-3496	121	13	and	and	CCONJ
cana-3496	121	14	compliant	compliant	ADJ
cana-3496	121	15	manner	manner	NOUN
cana-3496	121	16	covering	cover	VERB
cana-3496	121	17	aspects	aspect	NOUN
cana-3496	121	18	like	like	ADP
cana-3496	121	19	data	datum	NOUN
cana-3496	121	20	quality	quality	NOUN
cana-3496	121	21	,	,	PUNCT
cana-3496	121	22	access	access	NOUN
cana-3496	121	23	control	control	NOUN
cana-3496	121	24	,	,	PUNCT
cana-3496	121	25	and	and	CCONJ
cana-3496	121	26	regulatory	regulatory	ADJ
cana-3496	121	27	compliance	compliance	NOUN
cana-3496	121	28	.	.	PUNCT
cana-3496	122	1	the	the	DET
cana-3496	122	2	third	third	ADJ
cana-3496	122	3	pillar	pillar	NOUN
cana-3496	122	4	is	be	AUX
cana-3496	122	5	automation	automation	NOUN
cana-3496	122	6	,	,	PUNCT
cana-3496	122	7	which	which	PRON
cana-3496	122	8	utilizes	utilize	VERB
cana-3496	122	9	advanced	advanced	ADJ
cana-3496	122	10	analytics	analytic	NOUN
cana-3496	122	11	and	and	CCONJ
cana-3496	122	12	machine	machine	NOUN
cana-3496	122	13	learning	learn	VERB
cana-3496	122	14	never	never	ADV
cana-3496	122	15	before	before	SCONJ
cana-3496	122	16	offered	offer	VERB
cana-3496	122	17	to	to	PART
cana-3496	122	18	enable	enable	VERB
cana-3496	122	19	optimized	optimize	VERB
cana-3496	122	20	processes	process	NOUN
cana-3496	122	21	,	,	PUNCT
cana-3496	122	22	such	such	ADJ
cana-3496	122	23	as	as	ADP
cana-3496	122	24	metadata	metadata	NOUN
cana-3496	122	25	management	management	NOUN
cana-3496	122	26	,	,	PUNCT
cana-3496	122	27	data	datum	NOUN
cana-3496	122	28	tagging	tagging	NOUN
cana-3496	122	29	and	and	CCONJ
cana-3496	122	30	real	real	ADJ
cana-3496	122	31	-	-	PUNCT
cana-3496	122	32	time	time	NOUN
cana-3496	122	33	processing	processing	NOUN
cana-3496	122	34	.	.	PUNCT
cana-3496	123	1	these	these	DET
cana-3496	123	2	pillars	pillar	NOUN
cana-3496	123	3	together	together	ADV
cana-3496	123	4	underpin	underpin	VERB
cana-3496	123	5	an	an	DET
cana-3496	123	6	architecture	architecture	NOUN
cana-3496	123	7	intended	intend	VERB
cana-3496	123	8	to	to	PART
cana-3496	123	9	eradicate	eradicate	VERB
cana-3496	123	10	data	datum	NOUN
cana-3496	123	11	lake	lake	NOUN
cana-3496	123	12	limitations	limitation	NOUN
cana-3496	123	13	.	.	PUNCT
cana-3496	124	1	modularity	modularity	NOUN
cana-3496	124	2	is	be	AUX
cana-3496	124	3	another	another	DET
cana-3496	124	4	aspect	aspect	NOUN
cana-3496	124	5	the	the	DET
cana-3496	124	6	conceptual	conceptual	ADJ
cana-3496	124	7	framework	framework	NOUN
cana-3496	124	8	focuses	focus	VERB
cana-3496	124	9	on	on	ADP
cana-3496	124	10	allowing	allow	VERB
cana-3496	124	11	organizations	organization	NOUN
cana-3496	124	12	to	to	PART
cana-3496	124	13	implement	implement	VERB
cana-3496	124	14	data	data	NOUN
cana-3496	124	15	fabrics	fabric	NOUN
cana-3496	124	16	in	in	ADP
cana-3496	124	17	an	an	DET
cana-3496	124	18	incremental	incremental	ADJ
cana-3496	124	19	manner	manner	NOUN
cana-3496	124	20	.	.	PUNCT
cana-3496	125	1	it	it	PRON
cana-3496	125	2	is	be	AUX
cana-3496	125	3	a	a	DET
cana-3496	125	4	unique	unique	ADJ
cana-3496	125	5	value	value	NOUN
cana-3496	125	6	-	-	PUNCT
cana-3496	125	7	add	add	VERB
cana-3496	125	8	for	for	ADP
cana-3496	125	9	enterprises	enterprise	NOUN
cana-3496	125	10	with	with	ADP
cana-3496	125	11	legacy	legacy	NOUN
cana-3496	125	12	systems	system	NOUN
cana-3496	125	13	or	or	CCONJ
cana-3496	125	14	disparate	disparate	ADJ
cana-3496	125	15	infrastructure	infrastructure	NOUN
cana-3496	125	16	environments	environment	NOUN
cana-3496	125	17	that	that	PRON
cana-3496	125	18	need	need	VERB
cana-3496	125	19	to	to	PART
cana-3496	125	20	tap	tap	VERB
cana-3496	125	21	into	into	ADP
cana-3496	125	22	the	the	DET
cana-3496	125	23	power	power	NOUN
cana-3496	125	24	of	of	ADP
cana-3496	125	25	the	the	DET
cana-3496	125	26	fabric	fabric	NOUN
cana-3496	125	27	without	without	ADP
cana-3496	125	28	the	the	DET
cana-3496	125	29	risk	risk	NOUN
cana-3496	125	30	of	of	ADP
cana-3496	125	31	breaking	break	VERB
cana-3496	125	32	existing	exist	VERB
cana-3496	125	33	workflows	workflow	NOUN
cana-3496	125	34	.	.	PUNCT
cana-3496	126	1	communications	communication	NOUN
cana-3496	126	2	on	on	ADP
cana-3496	126	3	applied	apply	VERB
cana-3496	126	4	nonlinear	nonlinear	ADJ
cana-3496	126	5	analysis	analysis	NOUN
cana-3496	126	6	issn	issn	NOUN
cana-3496	126	7	:	:	PUNCT
cana-3496	126	8	1074	1074	NUM
cana-3496	126	9	-	-	PUNCT
cana-3496	126	10	133x	133x	NUM
cana-3496	126	11	vol	vol	NOUN
cana-3496	126	12	32	32	NUM
cana-3496	126	13	no	no	NOUN
cana-3496	126	14	.	.	PUNCT
cana-3496	127	1	7s	7	NOUN
cana-3496	127	2	(	(	PUNCT
cana-3496	127	3	2025	2025	NUM
cana-3496	127	4	)	)	PUNCT
cana-3496	127	5	929	929	NUM
cana-3496	127	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	127	7	table	table	NOUN
cana-3496	127	8	4	4	NUM
cana-3496	127	9	:	:	PUNCT
cana-3496	127	10	data	datum	NOUN
cana-3496	127	11	processing	processing	NOUN
cana-3496	127	12	metrics	metric	NOUN
cana-3496	127	13	metric	metric	ADJ
cana-3496	127	14	formula	formula	NOUN
cana-3496	127	15	purpose	purpose	NOUN
cana-3496	127	16	data	datum	NOUN
cana-3496	127	17	accuracy	accuracy	NOUN
cana-3496	127	18	𝐴𝑑𝑎𝑡𝑎	𝐴𝑑𝑎𝑡𝑎	PROPN
cana-3496	127	19	=	=	SYM
cana-3496	127	20	𝐸𝑣𝑎𝑙𝑖𝑑	𝐸𝑣𝑎𝑙𝑖𝑑	PROPN
cana-3496	127	21	𝐸𝑡𝑜𝑡𝑎𝑙	𝐸𝑡𝑜𝑡𝑎𝑙	PROPN
cana-3496	127	22	measure	measure	NOUN
cana-3496	127	23	of	of	ADP
cana-3496	127	24	data	datum	NOUN
cana-3496	127	25	correctness	correctness	NOUN
cana-3496	127	26	.	.	PUNCT
cana-3496	128	1	data	datum	NOUN
cana-3496	128	2	processing	processing	NOUN
cana-3496	128	3	speed	speed	NOUN
cana-3496	128	4	𝑃𝑝𝑟𝑜𝑐𝑒𝑠𝑠𝑖𝑛𝑔	𝑃𝑝𝑟𝑜𝑐𝑒𝑠𝑠𝑖𝑛𝑔	PROPN
cana-3496	128	5	=	=	SYM
cana-3496	128	6	𝐷𝑝𝑟𝑜𝑐𝑒𝑠𝑠𝑒𝑑	𝐷𝑝𝑟𝑜𝑐𝑒𝑠𝑠𝑒𝑑	PROPN
cana-3496	128	7	𝑡𝑝𝑟𝑜𝑐𝑒𝑠𝑠𝑖𝑛𝑔	𝑡𝑝𝑟𝑜𝑐𝑒𝑠𝑠𝑖𝑛𝑔	NOUN
cana-3496	128	8	evaluate	evaluate	VERB
cana-3496	128	9	efficiency	efficiency	NOUN
cana-3496	128	10	of	of	ADP
cana-3496	128	11	processing	processing	NOUN
cana-3496	128	12	.	.	PUNCT
cana-3496	129	1	query	query	NOUN
cana-3496	129	2	efficiency	efficiency	NOUN
cana-3496	129	3	𝐸𝑞𝑢𝑒𝑟𝑦	𝐸𝑞𝑢𝑒𝑟𝑦	PROPN
cana-3496	129	4	=	=	SYM
cana-3496	129	5	𝑁𝑞𝑢𝑒𝑟𝑖𝑒𝑠	𝑁𝑞𝑢𝑒𝑟𝑖𝑒𝑠	PROPN
cana-3496	129	6	𝑡𝑡𝑜𝑡𝑎𝑙	𝑡𝑡𝑜𝑡𝑎𝑙	NOUN
cana-3496	129	7	assess	assess	VERB
cana-3496	129	8	query	query	NOUN
cana-3496	129	9	performance	performance	NOUN
cana-3496	129	10	.	.	PUNCT
cana-3496	130	1	3.2	3.2	NUM
cana-3496	130	2	architectural	architectural	ADJ
cana-3496	130	3	design	design	NOUN
cana-3496	130	4	the	the	DET
cana-3496	130	5	methodology	methodology	NOUN
cana-3496	130	6	centres	centre	NOUN
cana-3496	130	7	around	around	ADP
cana-3496	130	8	the	the	DET
cana-3496	130	9	architectural	architectural	ADJ
cana-3496	130	10	design	design	NOUN
cana-3496	130	11	of	of	ADP
cana-3496	130	12	the	the	DET
cana-3496	130	13	data	data	NOUN
cana-3496	130	14	fabric	fabric	NOUN
cana-3496	130	15	itself	itself	PRON
cana-3496	130	16	,	,	PUNCT
cana-3496	130	17	acting	act	VERB
cana-3496	130	18	as	as	ADP
cana-3496	130	19	a	a	DET
cana-3496	130	20	blueprint	blueprint	NOUN
cana-3496	130	21	for	for	ADP
cana-3496	130	22	implementation	implementation	NOUN
cana-3496	130	23	.	.	PUNCT
cana-3496	131	1	the	the	DET
cana-3496	131	2	architecture	architecture	NOUN
cana-3496	131	3	we	we	PRON
cana-3496	131	4	proposed	propose	VERB
cana-3496	131	5	has	have	VERB
cana-3496	131	6	five	five	NUM
cana-3496	131	7	interlinked	interlinked	ADJ
cana-3496	131	8	layers	layer	NOUN
cana-3496	131	9	:	:	PUNCT
cana-3496	131	10	data	data	NOUN
cana-3496	131	11	ingestion	ingestion	NOUN
cana-3496	131	12	,	,	PUNCT
cana-3496	131	13	(	(	PUNCT
cana-3496	131	14	meta	meta	X
cana-3496	131	15	)	)	PUNCT
cana-3496	131	16	data	datum	NOUN
cana-3496	131	17	management	management	NOUN
cana-3496	131	18	,	,	PUNCT
cana-3496	131	19	data	datum	NOUN
cana-3496	131	20	processing	processing	NOUN
cana-3496	131	21	,	,	PUNCT
cana-3496	131	22	data	datum	NOUN
cana-3496	131	23	governance	governance	NOUN
cana-3496	131	24	,	,	PUNCT
cana-3496	131	25	and	and	CCONJ
cana-3496	131	26	analytics	analytic	NOUN
cana-3496	131	27	.	.	PUNCT
cana-3496	132	1	these	these	DET
cana-3496	132	2	layers	layer	NOUN
cana-3496	132	3	are	be	AUX
cana-3496	132	4	specific	specific	ADJ
cana-3496	132	5	to	to	ADP
cana-3496	132	6	the	the	DET
cana-3496	132	7	data	datum	NOUN
cana-3496	132	8	lake	lake	NOUN
cana-3496	132	9	and	and	CCONJ
cana-3496	132	10	are	be	AUX
cana-3496	132	11	designed	design	VERB
cana-3496	132	12	to	to	PART
cana-3496	132	13	solve	solve	VERB
cana-3496	132	14	the	the	DET
cana-3496	132	15	pain	pain	NOUN
cana-3496	132	16	points	point	NOUN
cana-3496	132	17	associated	associate	VERB
cana-3496	132	18	with	with	ADP
cana-3496	132	19	data	datum	NOUN
cana-3496	132	20	lakes	lake	NOUN
cana-3496	132	21	while	while	SCONJ
cana-3496	132	22	supporting	support	VERB
cana-3496	132	23	scalability	scalability	NOUN
cana-3496	132	24	,	,	PUNCT
cana-3496	132	25	usability	usability	NOUN
cana-3496	132	26	,	,	PUNCT
cana-3496	132	27	and	and	CCONJ
cana-3496	132	28	efficiency	efficiency	NOUN
cana-3496	132	29	.	.	PUNCT
cana-3496	133	1	𝑇𝑖𝑛𝑡𝑒𝑔𝑟𝑎𝑡𝑖𝑜𝑛	𝑇𝑖𝑛𝑡𝑒𝑔𝑟𝑎𝑡𝑖𝑜𝑛	NOUN
cana-3496	133	2	=	=	SYM
cana-3496	133	3	𝐷𝑖𝑛𝑔𝑒𝑠𝑡𝑒𝑑	𝐷𝑖𝑛𝑔𝑒𝑠𝑡𝑒𝑑	PROPN
cana-3496	133	4	𝑡𝑖𝑛𝑔𝑒𝑠𝑡𝑖𝑜𝑛	𝑡𝑖𝑛𝑔𝑒𝑠𝑡𝑖𝑜𝑛	VERB
cana-3496	133	5	the	the	DET
cana-3496	133	6	data	datum	NOUN
cana-3496	133	7	ingestion	ingestion	NOUN
cana-3496	133	8	layer	layer	NOUN
cana-3496	133	9	collects	collect	VERB
cana-3496	133	10	data	datum	NOUN
cana-3496	133	11	from	from	ADP
cana-3496	133	12	various	various	ADJ
cana-3496	133	13	sources	source	NOUN
cana-3496	133	14	such	such	ADJ
cana-3496	133	15	as	as	ADP
cana-3496	133	16	(	(	PUNCT
cana-3496	133	17	databases	database	NOUN
cana-3496	133	18	,	,	PUNCT
cana-3496	133	19	apis	apis	ADJ
cana-3496	133	20	,	,	PUNCT
cana-3496	133	21	iot	iot	PROPN
cana-3496	133	22	devices	device	NOUN
cana-3496	133	23	,	,	PUNCT
cana-3496	133	24	cloud	cloud	NOUN
cana-3496	133	25	,	,	PUNCT
cana-3496	133	26	etc	etc	X
cana-3496	133	27	.	.	X
cana-3496	133	28	)	)	PUNCT
cana-3496	133	29	.	.	PUNCT
cana-3496	134	1	now	now	ADV
cana-3496	134	2	,	,	PUNCT
cana-3496	134	3	in	in	ADP
cana-3496	134	4	contrast	contrast	NOUN
cana-3496	134	5	to	to	ADP
cana-3496	134	6	traditional	traditional	ADJ
cana-3496	134	7	data	datum	NOUN
cana-3496	134	8	lakes	lake	NOUN
cana-3496	134	9	that	that	PRON
cana-3496	134	10	operate	operate	VERB
cana-3496	134	11	on	on	ADP
cana-3496	134	12	batch	batch	NOUN
cana-3496	134	13	ingestion	ingestion	NOUN
cana-3496	134	14	,	,	PUNCT
cana-3496	134	15	this	this	DET
cana-3496	134	16	new	new	ADJ
cana-3496	134	17	layer	layer	NOUN
cana-3496	134	18	uses	use	VERB
cana-3496	134	19	streaming	streaming	NOUN
cana-3496	134	20	technologies	technology	NOUN
cana-3496	134	21	such	such	ADJ
cana-3496	134	22	as	as	ADP
cana-3496	134	23	apache	apache	PROPN
cana-3496	134	24	kafka	kafka	PROPN
cana-3496	134	25	to	to	PART
cana-3496	134	26	produce	produce	VERB
cana-3496	134	27	and	and	CCONJ
cana-3496	134	28	consume	consume	VERB
cana-3496	134	29	data	datum	NOUN
cana-3496	134	30	in	in	ADP
cana-3496	134	31	real	real	ADJ
cana-3496	134	32	time	time	NOUN
cana-3496	134	33	.	.	PUNCT
cana-3496	135	1	this	this	PRON
cana-3496	135	2	allows	allow	VERB
cana-3496	135	3	data	datum	NOUN
cana-3496	135	4	to	to	PART
cana-3496	135	5	stay	stay	VERB
cana-3496	135	6	current	current	ADJ
cana-3496	135	7	and	and	CCONJ
cana-3496	135	8	available	available	ADJ
cana-3496	135	9	for	for	ADP
cana-3496	135	10	real	real	ADJ
cana-3496	135	11	-	-	PUNCT
cana-3496	135	12	time	time	NOUN
cana-3496	135	13	analysis	analysis	NOUN
cana-3496	135	14	.	.	PUNCT
cana-3496	136	1	𝐿𝑞𝑢𝑒𝑟𝑦	𝐿𝑞𝑢𝑒𝑟𝑦	PROPN
cana-3496	136	2	=	=	SYM
cana-3496	136	3	𝑡𝑟𝑒𝑠𝑝𝑜𝑛𝑠𝑒	𝑡𝑟𝑒𝑠𝑝𝑜𝑛𝑠𝑒	PROPN
cana-3496	136	4	−	−	PROPN
cana-3496	136	5	𝑡𝑟𝑒𝑞𝑢𝑒𝑠𝑡	𝑡𝑟𝑒𝑞𝑢𝑒𝑠𝑡	NOUN
cana-3496	136	6	this	this	DET
cana-3496	136	7	last	last	ADJ
cana-3496	136	8	layer	layer	NOUN
cana-3496	136	9	the	the	DET
cana-3496	136	10	metadata	metadata	ADJ
cana-3496	136	11	management	management	NOUN
cana-3496	136	12	layer	layer	NOUN
cana-3496	136	13	is	be	AUX
cana-3496	136	14	crucial	crucial	ADJ
cana-3496	136	15	in	in	ADP
cana-3496	136	16	bringing	bring	VERB
cana-3496	136	17	intelligence	intelligence	NOUN
cana-3496	136	18	to	to	ADP
cana-3496	136	19	the	the	DET
cana-3496	136	20	data	datum	NOUN
cana-3496	136	21	fabric	fabric	NOUN
cana-3496	136	22	.	.	PUNCT
cana-3496	137	1	this	this	DET
cana-3496	137	2	layer	layer	NOUN
cana-3496	137	3	federates	federate	VERB
cana-3496	137	4	tools	tool	NOUN
cana-3496	137	5	like	like	ADP
cana-3496	137	6	apache	apache	PROPN
cana-3496	137	7	atlas	atlas	PROPN
cana-3496	137	8	and	and	CCONJ
cana-3496	137	9	elasticsearch	elasticsearch	NOUN
cana-3496	137	10	to	to	ADP
cana-3496	137	11	automate	automate	ADJ
cana-3496	137	12	metadata	metadata	NOUN
cana-3496	137	13	generation	generation	NOUN
cana-3496	137	14	,	,	PUNCT
cana-3496	137	15	indexing	indexing	NOUN
cana-3496	137	16	,	,	PUNCT
cana-3496	137	17	and	and	CCONJ
cana-3496	137	18	retrieval	retrieval	NOUN
cana-3496	137	19	,	,	PUNCT
cana-3496	137	20	further	far	ADV
cana-3496	137	21	improving	improve	VERB
cana-3496	137	22	data	datum	NOUN
cana-3496	137	23	discoverability	discoverability	NOUN
cana-3496	137	24	and	and	CCONJ
cana-3496	137	25	usability	usability	NOUN
cana-3496	137	26	.	.	PUNCT
cana-3496	138	1	algorithm	algorithm	NOUN
cana-3496	138	2	1	1	NUM
cana-3496	138	3	:	:	PUNCT
cana-3496	138	4	metadata	metadata	NOUN
cana-3496	138	5	indexing	indexing	NOUN
cana-3496	138	6	1	1	NUM
cana-3496	138	7	.	.	PUNCT
cana-3496	138	8	input	input	NOUN
cana-3496	138	9	:	:	PUNCT
cana-3496	138	10	dataset	dataset	PROPN
cana-3496	138	11	𝐷	𝐷	PROPN
cana-3496	138	12	,	,	PUNCT
cana-3496	138	13	metadata	metadata	ADJ
cana-3496	138	14	extraction	extraction	NOUN
cana-3496	138	15	tool	tool	NOUN
cana-3496	138	16	𝑀.	𝑀.	PROPN
cana-3496	138	17	2	2	NUM
cana-3496	138	18	.	.	PUNCT
cana-3496	139	1	initialize	initialize	NOUN
cana-3496	139	2	:	:	PUNCT
cana-3496	139	3	metadata	metadata	NOUN
cana-3496	139	4	repository	repository	NOUN
cana-3496	139	5	𝑅𝑚𝑒𝑡𝑎𝑑𝑎𝑡𝑎	𝑅𝑚𝑒𝑡𝑎𝑑𝑎𝑡𝑎	PROPN
cana-3496	139	6	.	.	PUNCT
cana-3496	140	1	3	3	X
cana-3496	140	2	.	.	X
cana-3496	140	3	for	for	ADP
cana-3496	140	4	each	each	DET
cana-3496	140	5	item	item	NOUN
cana-3496	140	6	𝑖	𝑖	SYM
cana-3496	140	7	∈	∈	PROPN
cana-3496	140	8	𝐷	𝐷	PROPN
cana-3496	140	9	:	:	PUNCT
cana-3496	140	10	o	o	NOUN
cana-3496	140	11	extract	extract	NOUN
cana-3496	140	12	metadata	metadata	NOUN
cana-3496	140	13	𝑚𝑖	𝑚𝑖	ADP
cana-3496	140	14	using	use	VERB
cana-3496	140	15	𝑀.	𝑀.	PROPN
cana-3496	140	16	o	o	NOUN
cana-3496	140	17	index	index	NOUN
cana-3496	140	18	𝑚𝑖	𝑚𝑖	NOUN
cana-3496	140	19	into	into	ADP
cana-3496	140	20	𝑅𝑚𝑒𝑡𝑎𝑑𝑎𝑡𝑎	𝑅𝑚𝑒𝑡𝑎𝑑𝑎𝑡𝑎	PROPN
cana-3496	140	21	.	.	PUNCT
cana-3496	141	1	4	4	X
cana-3496	141	2	.	.	X
cana-3496	141	3	return	return	VERB
cana-3496	141	4	𝑅𝑚𝑒𝑡𝑎𝑑𝑎𝑡𝑎	𝑅𝑚𝑒𝑡𝑎𝑑𝑎𝑡𝑎	PROPN
cana-3496	141	5	.	.	PUNCT
cana-3496	142	1	in	in	ADP
cana-3496	142	2	fact	fact	NOUN
cana-3496	142	3	,	,	PUNCT
cana-3496	142	4	the	the	DET
cana-3496	142	5	metadata	metadata	ADJ
cana-3496	142	6	management	management	NOUN
cana-3496	142	7	layer	layer	NOUN
cana-3496	142	8	of	of	ADP
cana-3496	142	9	data	datum	NOUN
cana-3496	142	10	fabric	fabric	NOUN
cana-3496	142	11	ensures	ensure	VERB
cana-3496	142	12	that	that	SCONJ
cana-3496	142	13	users	user	NOUN
cana-3496	142	14	can	can	AUX
cana-3496	142	15	quickly	quickly	ADV
cana-3496	142	16	discover	discover	VERB
cana-3496	142	17	and	and	CCONJ
cana-3496	142	18	comprehend	comprehend	VERB
cana-3496	142	19	data	datum	NOUN
cana-3496	142	20	a	a	DET
cana-3496	142	21	vast	vast	ADJ
cana-3496	142	22	improvement	improvement	NOUN
cana-3496	142	23	over	over	ADP
cana-3496	142	24	the	the	DET
cana-3496	142	25	black	black	ADJ
cana-3496	142	26	box	box	NOUN
cana-3496	142	27	that	that	PRON
cana-3496	142	28	data	datum	NOUN
cana-3496	142	29	lakes	lake	NOUN
cana-3496	142	30	have	have	AUX
cana-3496	142	31	become	become	VERB
cana-3496	142	32	.	.	PUNCT
cana-3496	143	1	𝑇𝑚𝑒𝑡𝑎𝑑𝑎𝑡𝑎	𝑇𝑚𝑒𝑡𝑎𝑑𝑎𝑡𝑎	PROPN
cana-3496	143	2	=	=	PROPN
cana-3496	143	3	𝑓(𝑁𝑟𝑒𝑐𝑜𝑟𝑑𝑠	𝑓(𝑁𝑟𝑒𝑐𝑜𝑟𝑑𝑠	PROPN
cana-3496	143	4	,	,	PUNCT
cana-3496	143	5	𝐶𝑐𝑜𝑚𝑝𝑙𝑒𝑥𝑖𝑡𝑦	𝐶𝑐𝑜𝑚𝑝𝑙𝑒𝑥𝑖𝑡𝑦	PROPN
cana-3496	143	6	)	)	PUNCT
cana-3496	143	7	communications	communication	NOUN
cana-3496	143	8	on	on	ADP
cana-3496	143	9	applied	apply	VERB
cana-3496	143	10	nonlinear	nonlinear	ADJ
cana-3496	143	11	analysis	analysis	NOUN
cana-3496	143	12	issn	issn	NOUN
cana-3496	143	13	:	:	PUNCT
cana-3496	143	14	1074	1074	NUM
cana-3496	143	15	-	-	PUNCT
cana-3496	143	16	133x	133x	NUM
cana-3496	143	17	vol	vol	NOUN
cana-3496	143	18	32	32	NUM
cana-3496	143	19	no	no	NOUN
cana-3496	143	20	.	.	PUNCT
cana-3496	144	1	7s	7	NOUN
cana-3496	144	2	(	(	PUNCT
cana-3496	144	3	2025	2025	NUM
cana-3496	144	4	)	)	PUNCT
cana-3496	144	5	930	930	NUM
cana-3496	144	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	145	1	the	the	DET
cana-3496	145	2	data	data	NOUN
cana-3496	145	3	processing	processing	NOUN
cana-3496	145	4	layer	layer	NOUN
cana-3496	145	5	is	be	AUX
cana-3496	145	6	in	in	ADP
cana-3496	145	7	charge	charge	NOUN
cana-3496	145	8	of	of	ADP
cana-3496	145	9	converting	convert	VERB
cana-3496	145	10	,	,	PUNCT
cana-3496	145	11	enriching	enriching	ADJ
cana-3496	145	12	,	,	PUNCT
cana-3496	145	13	and	and	CCONJ
cana-3496	145	14	integrating	integrate	VERB
cana-3496	145	15	the	the	DET
cana-3496	145	16	raw	raw	ADJ
cana-3496	145	17	data	datum	NOUN
cana-3496	145	18	into	into	ADP
cana-3496	145	19	the	the	DET
cana-3496	145	20	flavors	flavor	NOUN
cana-3496	145	21	ready	ready	ADJ
cana-3496	145	22	to	to	PART
cana-3496	145	23	be	be	AUX
cana-3496	145	24	analysed	analyse	VERB
cana-3496	145	25	.	.	PUNCT
cana-3496	146	1	apache	apache	NOUN
cana-3496	146	2	spark	spark	NOUN
cana-3496	146	3	for	for	ADP
cana-3496	146	4	distributed	distribute	VERB
cana-3496	146	5	data	datum	NOUN
cana-3496	146	6	processing	process	VERB
cana-3496	146	7	this	this	DET
cana-3496	146	8	layer	layer	NOUN
cana-3496	146	9	consists	consist	VERB
cana-3496	146	10	of	of	ADP
cana-3496	146	11	embedded	embed	VERB
cana-3496	146	12	machine	machine	NOUN
cana-3496	146	13	learning	learning	NOUN
cana-3496	146	14	models	model	NOUN
cana-3496	146	15	that	that	PRON
cana-3496	146	16	automate	automate	ADJ
cana-3496	146	17	tasks	task	NOUN
cana-3496	146	18	like	like	ADP
cana-3496	146	19	data	data	NOUN
cana-3496	146	20	classification	classification	NOUN
cana-3496	146	21	,	,	PUNCT
cana-3496	146	22	anomaly	anomaly	NOUN
cana-3496	146	23	detection	detection	NOUN
cana-3496	146	24	,	,	PUNCT
cana-3496	146	25	and	and	CCONJ
cana-3496	146	26	error	error	NOUN
cana-3496	146	27	correction	correction	NOUN
cana-3496	146	28	.	.	PUNCT
cana-3496	147	1	𝑀𝑄𝑆	𝑀𝑄𝑆	PROPN
cana-3496	147	2	=	=	PRON
cana-3496	148	1	𝑅𝑒𝑙𝑒𝑣𝑎𝑛𝑡	𝑅𝑒𝑙𝑒𝑣𝑎𝑛𝑡	PROPN
cana-3496	148	2	𝑀𝑒𝑡𝑎𝑑𝑎𝑡𝑎	𝑀𝑒𝑡𝑎𝑑𝑎𝑡𝑎	PROPN
cana-3496	148	3	𝐼𝑡𝑒𝑚𝑠	𝐼𝑡𝑒𝑚𝑠	PROPN
cana-3496	148	4	𝑇𝑜𝑡𝑎𝑙	𝑇𝑜𝑡𝑎𝑙	PROPN
cana-3496	148	5	𝑀𝑒𝑡𝑎𝑑𝑎𝑡𝑎	𝑀𝑒𝑡𝑎𝑑𝑎𝑡𝑎	PROPN
cana-3496	148	6	𝐼𝑡𝑒𝑚𝑠	𝐼𝑡𝑒𝑚𝑠	PROPN
cana-3496	148	7	×	×	NOUN
cana-3496	148	8	100	100	NUM
cana-3496	148	9	the	the	DET
cana-3496	148	10	governance	governance	NOUN
cana-3496	148	11	layer	layer	NOUN
cana-3496	148	12	is	be	AUX
cana-3496	148	13	all	all	ADV
cana-3496	148	14	about	about	ADP
cana-3496	148	15	security	security	NOUN
cana-3496	148	16	,	,	PUNCT
cana-3496	148	17	compliance	compliance	NOUN
cana-3496	148	18	,	,	PUNCT
cana-3496	148	19	and	and	CCONJ
cana-3496	148	20	quality	quality	NOUN
cana-3496	148	21	control	control	NOUN
cana-3496	148	22	.	.	PUNCT
cana-3496	149	1	this	this	DET
cana-3496	149	2	layer	layer	NOUN
cana-3496	149	3	brings	bring	VERB
cana-3496	149	4	together	together	ADV
cana-3496	149	5	policy	policy	NOUN
cana-3496	149	6	enforcement	enforcement	NOUN
cana-3496	149	7	tools	tool	NOUN
cana-3496	149	8	such	such	ADJ
cana-3496	149	9	as	as	ADP
cana-3496	149	10	apache	apache	NOUN
cana-3496	149	11	ranger	ranger	NOUN
cana-3496	149	12	to	to	PART
cana-3496	149	13	govern	govern	VERB
cana-3496	149	14	access	access	NOUN
cana-3496	149	15	controls	control	NOUN
cana-3496	149	16	and	and	CCONJ
cana-3496	149	17	audit	audit	NOUN
cana-3496	149	18	trails	trail	NOUN
cana-3496	149	19	.	.	PUNCT
cana-3496	150	1	a	a	DET
cana-3496	150	2	data	data	NOUN
cana-3496	150	3	quality	quality	NOUN
cana-3496	150	4	framework	framework	NOUN
cana-3496	150	5	is	be	AUX
cana-3496	150	6	also	also	ADV
cana-3496	150	7	put	put	VERB
cana-3496	150	8	in	in	ADP
cana-3496	150	9	place	place	NOUN
cana-3496	150	10	to	to	PART
cana-3496	150	11	monitor	monitor	VERB
cana-3496	150	12	metrics	metric	NOUN
cana-3496	150	13	like	like	ADP
cana-3496	150	14	accuracy	accuracy	NOUN
cana-3496	150	15	,	,	PUNCT
cana-3496	150	16	completeness	completeness	NOUN
cana-3496	150	17	and	and	CCONJ
cana-3496	150	18	timeliness	timeliness	NOUN
cana-3496	150	19	and	and	CCONJ
cana-3496	150	20	ensures	ensure	VERB
cana-3496	150	21	that	that	SCONJ
cana-3496	150	22	the	the	DET
cana-3496	150	23	data	data	NOUN
cana-3496	150	24	meets	meet	VERB
cana-3496	150	25	both	both	CCONJ
cana-3496	150	26	organizational	organizational	ADJ
cana-3496	150	27	and	and	CCONJ
cana-3496	150	28	regulatory	regulatory	ADJ
cana-3496	150	29	standards	standard	NOUN
cana-3496	150	30	.	.	PUNCT
cana-3496	151	1	algorithm	algorithm	NOUN
cana-3496	151	2	2	2	NUM
cana-3496	151	3	:	:	PUNCT
cana-3496	151	4	data	datum	NOUN
cana-3496	151	5	quality	quality	NOUN
cana-3496	151	6	validation	validation	NOUN
cana-3496	151	7	1	1	NUM
cana-3496	151	8	.	.	PUNCT
cana-3496	151	9	input	input	NOUN
cana-3496	151	10	:	:	PUNCT
cana-3496	151	11	dataset	dataset	PROPN
cana-3496	151	12	𝐷	𝐷	PROPN
cana-3496	151	13	,	,	PUNCT
cana-3496	151	14	validation	validation	NOUN
cana-3496	151	15	rules	rule	NOUN
cana-3496	151	16	𝑉.	𝑉.	PROPN
cana-3496	151	17	2	2	NUM
cana-3496	151	18	.	.	PUNCT
cana-3496	152	1	for	for	ADP
cana-3496	152	2	each	each	DET
cana-3496	152	3	entry	entry	NOUN
cana-3496	152	4	𝑒	𝑒	PROPN
cana-3496	152	5	∈	∈	PROPN
cana-3496	152	6	𝐷	𝐷	PROPN
cana-3496	152	7	:	:	PUNCT
cana-3496	152	8	o	o	NOUN
cana-3496	152	9	apply	apply	VERB
cana-3496	152	10	𝑉	𝑉	PROPN
cana-3496	152	11	to	to	PART
cana-3496	152	12	𝑒.	𝑒.	VERB
cana-3496	152	13	o	o	PROPN
cana-3496	153	1	if	if	SCONJ
cana-3496	153	2	𝑒	𝑒	PROPN
cana-3496	153	3	is	be	AUX
cana-3496	153	4	valid	valid	ADJ
cana-3496	153	5	,	,	PUNCT
cana-3496	153	6	add	add	VERB
cana-3496	153	7	to	to	ADP
cana-3496	153	8	𝐷𝑣𝑎𝑙𝑖𝑑	𝐷𝑣𝑎𝑙𝑖𝑑	PROPN
cana-3496	153	9	.	.	PUNCT
cana-3496	154	1	3	3	X
cana-3496	154	2	.	.	X
cana-3496	154	3	compute	compute	NOUN
cana-3496	154	4	quality	quality	NOUN
cana-3496	154	5	metrics	metric	NOUN
cana-3496	154	6	(	(	PUNCT
cana-3496	154	7	accuracy	accuracy	NOUN
cana-3496	154	8	,	,	PUNCT
cana-3496	154	9	completeness	completeness	NOUN
cana-3496	154	10	)	)	PUNCT
cana-3496	154	11	.	.	PUNCT
cana-3496	155	1	4	4	X
cana-3496	155	2	.	.	X
cana-3496	155	3	return	return	VERB
cana-3496	155	4	𝐷𝑣𝑎𝑙𝑖𝑑	𝐷𝑣𝑎𝑙𝑖𝑑	PROPN
cana-3496	155	5	.	.	PUNCT
cana-3496	156	1	the	the	DET
cana-3496	156	2	last	last	ADJ
cana-3496	156	3	component	component	NOUN
cana-3496	156	4	the	the	DET
cana-3496	156	5	analytics	analytic	NOUN
cana-3496	156	6	layer	layer	NOUN
cana-3496	156	7	offers	offer	VERB
cana-3496	156	8	a	a	DET
cana-3496	156	9	front	front	ADJ
cana-3496	156	10	end	end	NOUN
cana-3496	156	11	for	for	ADP
cana-3496	156	12	querying	query	VERB
cana-3496	156	13	and	and	CCONJ
cana-3496	156	14	visualizing	visualize	VERB
cana-3496	156	15	data	datum	NOUN
cana-3496	156	16	.	.	PUNCT
cana-3496	157	1	this	this	PRON
cana-3496	157	2	is	be	AUX
cana-3496	157	3	where	where	SCONJ
cana-3496	157	4	tools	tool	NOUN
cana-3496	157	5	such	such	ADJ
cana-3496	157	6	as	as	ADP
cana-3496	157	7	presto	presto	NOUN
cana-3496	157	8	and	and	CCONJ
cana-3496	157	9	tableau	tableau	NOUN
cana-3496	157	10	come	come	VERB
cana-3496	157	11	into	into	ADP
cana-3496	157	12	play	play	NOUN
cana-3496	157	13	to	to	PART
cana-3496	157	14	allow	allow	VERB
cana-3496	157	15	high	high	ADJ
cana-3496	157	16	-	-	PUNCT
cana-3496	157	17	performance	performance	NOUN
cana-3496	157	18	querying	querying	NOUN
cana-3496	157	19	and	and	CCONJ
cana-3496	157	20	intuitive	intuitive	ADJ
cana-3496	157	21	reporting	reporting	NOUN
cana-3496	157	22	functionalities	functionality	NOUN
cana-3496	157	23	focused	focus	VERB
cana-3496	157	24	on	on	ADP
cana-3496	157	25	end	end	NOUN
cana-3496	157	26	-	-	PUNCT
cana-3496	157	27	users	user	NOUN
cana-3496	157	28	to	to	PART
cana-3496	157	29	provide	provide	VERB
cana-3496	157	30	the	the	DET
cana-3496	157	31	most	most	ADV
cana-3496	157	32	actionable	actionable	ADJ
cana-3496	157	33	insights	insight	NOUN
cana-3496	157	34	in	in	ADP
cana-3496	157	35	as	as	ADV
cana-3496	157	36	little	little	ADJ
cana-3496	157	37	time	time	NOUN
cana-3496	157	38	as	as	ADP
cana-3496	157	39	possible	possible	ADJ
cana-3496	157	40	.	.	PUNCT
cana-3496	158	1	table	table	NOUN
cana-3496	158	2	5	5	NUM
cana-3496	158	3	:	:	PUNCT
cana-3496	158	4	metadata	metadata	ADJ
cana-3496	158	5	quality	quality	NOUN
cana-3496	158	6	assessment	assessment	NOUN
cana-3496	158	7	metric	metric	ADJ
cana-3496	158	8	description	description	NOUN
cana-3496	158	9	performance	performance	NOUN
cana-3496	158	10	metadata	metadata	NOUN
cana-3496	158	11	retrieval	retrieval	NOUN
cana-3496	158	12	accuracy	accuracy	NOUN
cana-3496	158	13	percentage	percentage	NOUN
cana-3496	158	14	of	of	ADP
cana-3496	158	15	correct	correct	ADJ
cana-3496	158	16	retrievals	retrieval	NOUN
cana-3496	158	17	.	.	PUNCT
cana-3496	159	1	95	95	NUM
cana-3496	159	2	%	%	NOUN
cana-3496	159	3	metadata	metadata	NOUN
cana-3496	159	4	completeness	completeness	NOUN
cana-3496	159	5	proportion	proportion	NOUN
cana-3496	159	6	of	of	ADP
cana-3496	159	7	generated	generate	VERB
cana-3496	159	8	metadata	metadata	NOUN
cana-3496	159	9	.	.	PUNCT
cana-3496	160	1	98	98	NUM
cana-3496	160	2	%	%	NOUN
cana-3496	160	3	metadata	metadata	NOUN
cana-3496	160	4	accessibility	accessibility	NOUN
cana-3496	160	5	ease	ease	NOUN
cana-3496	160	6	of	of	ADP
cana-3496	160	7	user	user	NOUN
cana-3496	160	8	access	access	NOUN
cana-3496	160	9	to	to	ADP
cana-3496	160	10	metadata	metadata	NOUN
cana-3496	160	11	.	.	PUNCT
cana-3496	161	1	high	high	ADJ
cana-3496	161	2	3.3	3.3	NUM
cana-3496	161	3	implementation	implementation	NOUN
cana-3496	161	4	strategy	strategy	NOUN
cana-3496	161	5	one	one	NUM
cana-3496	161	6	derivative	derivative	ADJ
cana-3496	161	7	benefit	benefit	NOUN
cana-3496	161	8	of	of	ADP
cana-3496	161	9	such	such	DET
cana-3496	161	10	a	a	DET
cana-3496	161	11	phased	phase	VERB
cana-3496	161	12	approach	approach	NOUN
cana-3496	161	13	is	be	AUX
cana-3496	161	14	a	a	DET
cana-3496	161	15	systematic	systematic	ADJ
cana-3496	161	16	deployment	deployment	NOUN
cana-3496	161	17	and	and	CCONJ
cana-3496	161	18	evaluation	evaluation	NOUN
cana-3496	161	19	of	of	ADP
cana-3496	161	20	components	component	NOUN
cana-3496	161	21	in	in	ADP
cana-3496	161	22	the	the	DET
cana-3496	161	23	proposed	propose	VERB
cana-3496	161	24	data	data	NOUN
cana-3496	161	25	fabric	fabric	NOUN
cana-3496	161	26	architecture	architecture	NOUN
cana-3496	161	27	.	.	PUNCT
cana-3496	162	1	by	by	ADP
cana-3496	162	2	doing	do	VERB
cana-3496	162	3	this	this	PRON
cana-3496	162	4	,	,	PUNCT
cana-3496	162	5	the	the	DET
cana-3496	162	6	system	system	NOUN
cana-3496	162	7	will	will	AUX
cana-3496	162	8	be	be	AUX
cana-3496	162	9	able	able	ADJ
cana-3496	162	10	to	to	PART
cana-3496	162	11	be	be	AUX
cana-3496	162	12	tested	test	VERB
cana-3496	162	13	and	and	CCONJ
cana-3496	162	14	optimized	optimize	VERB
cana-3496	162	15	,	,	PUNCT
cana-3496	162	16	at	at	ADP
cana-3496	162	17	all	all	DET
cana-3496	162	18	stages	stage	NOUN
cana-3496	162	19	which	which	PRON
cana-3496	162	20	reduces	reduce	VERB
cana-3496	162	21	the	the	DET
cana-3496	162	22	risks	risk	NOUN
cana-3496	162	23	as	as	ADV
cana-3496	162	24	well	well	ADV
cana-3496	162	25	as	as	ADP
cana-3496	162	26	enhance	enhance	NOUN
cana-3496	162	27	performance	performance	NOUN
cana-3496	162	28	.	.	PUNCT
cana-3496	163	1	𝐴𝑑𝑎𝑡𝑎	𝐴𝑑𝑎𝑡𝑎	PROPN
cana-3496	163	2	=	=	SYM
cana-3496	163	3	𝐸𝑣𝑎𝑙𝑖𝑑	𝐸𝑣𝑎𝑙𝑖𝑑	PROPN
cana-3496	163	4	𝐸𝑡𝑜𝑡𝑎𝑙	𝐸𝑡𝑜𝑡𝑎𝑙	PROPN
cana-3496	163	5	phase	phase	NOUN
cana-3496	163	6	1	1	NUM
cana-3496	163	7	is	be	AUX
cana-3496	163	8	on	on	ADP
cana-3496	163	9	data	data	NOUN
cana-3496	163	10	ingestion	ingestion	NOUN
cana-3496	163	11	and	and	CCONJ
cana-3496	163	12	metadata	metadata	NOUN
cana-3496	163	13	management	management	NOUN
cana-3496	163	14	.	.	PUNCT
cana-3496	164	1	in	in	ADP
cana-3496	164	2	this	this	DET
cana-3496	164	3	step	step	NOUN
cana-3496	164	4	,	,	PUNCT
cana-3496	164	5	real	real	ADJ
cana-3496	164	6	-	-	PUNCT
cana-3496	164	7	time	time	NOUN
cana-3496	164	8	connectors	connector	NOUN
cana-3496	164	9	are	be	AUX
cana-3496	164	10	set	set	VERB
cana-3496	164	11	up	up	ADP
cana-3496	164	12	to	to	PART
cana-3496	164	13	pull	pull	VERB
cana-3496	164	14	from	from	ADP
cana-3496	164	15	a	a	DET
cana-3496	164	16	variety	variety	NOUN
cana-3496	164	17	of	of	ADP
cana-3496	164	18	endpoints	endpoint	NOUN
cana-3496	164	19	,	,	PUNCT
cana-3496	164	20	such	such	ADJ
cana-3496	164	21	as	as	ADP
cana-3496	164	22	relational	relational	ADJ
cana-3496	164	23	databases	database	NOUN
cana-3496	164	24	,	,	PUNCT
cana-3496	164	25	file	file	NOUN
cana-3496	164	26	system	system	NOUN
cana-3496	164	27	sources	source	NOUN
cana-3496	164	28	,	,	PUNCT
cana-3496	164	29	and	and	CCONJ
cana-3496	164	30	iot	iot	PROPN
cana-3496	164	31	devices	device	NOUN
cana-3496	164	32	.	.	PUNCT
cana-3496	165	1	algorithm	algorithm	NOUN
cana-3496	165	2	3	3	NUM
cana-3496	165	3	:	:	PUNCT
cana-3496	165	4	query	query	NOUN
cana-3496	165	5	performance	performance	NOUN
cana-3496	165	6	monitoring	monitor	VERB
cana-3496	165	7	1	1	NUM
cana-3496	165	8	.	.	PUNCT
cana-3496	165	9	input	input	NOUN
cana-3496	165	10	:	:	PUNCT
cana-3496	165	11	query	query	NOUN
cana-3496	165	12	𝑄	𝑄	PROPN
cana-3496	165	13	,	,	PUNCT
cana-3496	165	14	database	database	NOUN
cana-3496	165	15	𝐷𝐵.	𝐷𝐵.	PUNCT
cana-3496	165	16	2	2	X
cana-3496	165	17	.	.	PUNCT
cana-3496	165	18	record	record	NOUN
cana-3496	165	19	𝑡𝑟𝑒𝑞𝑢𝑒𝑠𝑡	𝑡𝑟𝑒𝑞𝑢𝑒𝑠𝑡	NOUN
cana-3496	165	20	.	.	PUNCT
cana-3496	166	1	communications	communication	NOUN
cana-3496	166	2	on	on	ADP
cana-3496	166	3	applied	apply	VERB
cana-3496	166	4	nonlinear	nonlinear	ADJ
cana-3496	166	5	analysis	analysis	NOUN
cana-3496	166	6	issn	issn	NOUN
cana-3496	166	7	:	:	PUNCT
cana-3496	166	8	1074	1074	NUM
cana-3496	166	9	-	-	PUNCT
cana-3496	166	10	133x	133x	NUM
cana-3496	166	11	vol	vol	NOUN
cana-3496	166	12	32	32	NUM
cana-3496	166	13	no	no	NOUN
cana-3496	166	14	.	.	PUNCT
cana-3496	167	1	7s	7	NOUN
cana-3496	167	2	(	(	PUNCT
cana-3496	167	3	2025	2025	NUM
cana-3496	167	4	)	)	PUNCT
cana-3496	167	5	931	931	NUM
cana-3496	167	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	167	7	3	3	X
cana-3496	167	8	.	.	PUNCT
cana-3496	167	9	execute	execute	VERB
cana-3496	167	10	𝑄	𝑄	PRON
cana-3496	167	11	on	on	ADP
cana-3496	167	12	𝐷𝐵.	𝐷𝐵.	NOUN
cana-3496	167	13	4	4	X
cana-3496	167	14	.	.	X
cana-3496	167	15	record	record	NOUN
cana-3496	167	16	𝑡𝑟𝑒𝑠𝑝𝑜𝑛𝑠𝑒	𝑡𝑟𝑒𝑠𝑝𝑜𝑛𝑠𝑒	PROPN
cana-3496	167	17	.	.	PUNCT
cana-3496	168	1	5	5	X
cana-3496	168	2	.	.	X
cana-3496	168	3	compute	compute	PROPN
cana-3496	168	4	𝐿𝑞𝑢𝑒𝑟𝑦	𝐿𝑞𝑢𝑒𝑟𝑦	PROPN
cana-3496	168	5	=	=	SYM
cana-3496	168	6	𝑡𝑟𝑒𝑠𝑝𝑜𝑛𝑠𝑒	𝑡𝑟𝑒𝑠𝑝𝑜𝑛𝑠𝑒	PROPN
cana-3496	168	7	−	−	PROPN
cana-3496	168	8	𝑡𝑟𝑒𝑞𝑢𝑒𝑠𝑡	𝑡𝑟𝑒𝑞𝑢𝑒𝑠𝑡	NOUN
cana-3496	168	9	.	.	PUNCT
cana-3496	169	1	6	6	X
cana-3496	169	2	.	.	X
cana-3496	169	3	return	return	NOUN
cana-3496	169	4	𝐿𝑞𝑢𝑒𝑟𝑦.	𝐿𝑞𝑢𝑒𝑟𝑦.	ADP
cana-3496	169	5	for	for	ADP
cana-3496	169	6	apache	apache	PROPN
cana-3496	169	7	atlas	atlas	PROPN
cana-3496	169	8	,	,	PUNCT
cana-3496	169	9	it	it	PRON
cana-3496	169	10	acts	act	VERB
cana-3496	169	11	as	as	ADP
cana-3496	169	12	the	the	DET
cana-3496	169	13	glue	glue	NOUN
cana-3496	169	14	in	in	ADP
cana-3496	169	15	our	our	PRON
cana-3496	169	16	system	system	NOUN
cana-3496	169	17	by	by	ADP
cana-3496	169	18	generating	generate	VERB
cana-3496	169	19	metadata	metadata	NOUN
cana-3496	169	20	dynamically	dynamically	ADV
cana-3496	169	21	for	for	ADP
cana-3496	169	22	each	each	DET
cana-3496	169	23	dataset	dataset	NOUN
cana-3496	169	24	while	while	SCONJ
cana-3496	169	25	elastic	elastic	ADJ
cana-3496	169	26	search	search	NOUN
cana-3496	169	27	serves	serve	VERB
cana-3496	169	28	the	the	DET
cana-3496	169	29	purpose	purpose	NOUN
cana-3496	169	30	of	of	ADP
cana-3496	169	31	creating	create	VERB
cana-3496	169	32	a	a	DET
cana-3496	169	33	searchable	searchable	ADJ
cana-3496	169	34	index	index	NOUN
cana-3496	169	35	to	to	PART
cana-3496	169	36	fetch	fetch	VERB
cana-3496	169	37	the	the	DET
cana-3496	169	38	results	result	NOUN
cana-3496	169	39	.	.	PUNCT
cana-3496	170	1	this	this	DET
cana-3496	170	2	phase	phase	NOUN
cana-3496	170	3	solves	solve	VERB
cana-3496	170	4	the	the	DET
cana-3496	170	5	typical	typical	ADJ
cana-3496	170	6	data	datum	NOUN
cana-3496	170	7	discovery	discovery	NOUN
cana-3496	170	8	and	and	CCONJ
cana-3496	170	9	usability	usability	NOUN
cana-3496	170	10	issues	issue	NOUN
cana-3496	170	11	related	relate	VERB
cana-3496	170	12	to	to	ADP
cana-3496	170	13	data	data	NOUN
cana-3496	170	14	lakes	lake	NOUN
cana-3496	170	15	.	.	PUNCT
cana-3496	171	1	𝐶𝑑𝑎𝑡𝑎	𝐶𝑑𝑎𝑡𝑎	PROPN
cana-3496	171	2	=	=	SYM
cana-3496	171	3	𝑇𝑜𝑡𝑎𝑙	𝑇𝑜𝑡𝑎𝑙	PROPN
cana-3496	171	4	𝑉𝑎𝑙𝑖𝑑	𝑉𝑎𝑙𝑖𝑑	PROPN
cana-3496	171	5	𝐸𝑛𝑡𝑟𝑖𝑒𝑠	𝐸𝑛𝑡𝑟𝑖𝑒𝑠	PROPN
cana-3496	171	6	𝑇𝑜𝑡𝑎𝑙	𝑇𝑜𝑡𝑎𝑙	PROPN
cana-3496	171	7	𝐸𝑥𝑝𝑒𝑐𝑡𝑒𝑑	𝐸𝑥𝑝𝑒𝑐𝑡𝑒𝑑	PROPN
cana-3496	171	8	𝐸𝑛𝑡𝑟𝑖𝑒𝑠	𝐸𝑛𝑡𝑟𝑖𝑒𝑠	PROPN
cana-3496	171	9	the	the	DET
cana-3496	171	10	second	second	ADJ
cana-3496	171	11	step	step	NOUN
cana-3496	171	12	is	be	AUX
cana-3496	171	13	about	about	ADP
cana-3496	171	14	processing	processing	NOUN
cana-3496	171	15	and	and	CCONJ
cana-3496	171	16	integrating	integrate	VERB
cana-3496	171	17	data	datum	NOUN
cana-3496	171	18	.	.	PUNCT
cana-3496	172	1	apache	apache	NOUN
cana-3496	172	2	spark	spark	NOUN
cana-3496	172	3	is	be	AUX
cana-3496	172	4	used	use	VERB
cana-3496	172	5	to	to	PART
cana-3496	172	6	build	build	VERB
cana-3496	172	7	data	data	NOUN
cana-3496	172	8	pipelines	pipeline	NOUN
cana-3496	172	9	to	to	PART
cana-3496	172	10	clean	clean	VERB
cana-3496	172	11	,	,	PUNCT
cana-3496	172	12	transform	transform	VERB
cana-3496	172	13	and	and	CCONJ
cana-3496	172	14	enrich	enrich	VERB
cana-3496	172	15	the	the	DET
cana-3496	172	16	raw	raw	ADJ
cana-3496	172	17	data	datum	NOUN
cana-3496	172	18	.	.	PUNCT
cana-3496	173	1	data	datum	NOUN
cana-3496	173	2	tagging	tagging	NOUN
cana-3496	173	3	and	and	CCONJ
cana-3496	173	4	anomaly	anomaly	NOUN
cana-3496	173	5	detection	detection	NOUN
cana-3496	173	6	are	be	AUX
cana-3496	173	7	automated	automate	VERB
cana-3496	173	8	through	through	ADP
cana-3496	173	9	the	the	DET
cana-3496	173	10	deployment	deployment	NOUN
cana-3496	173	11	of	of	ADP
cana-3496	173	12	machine	machine	NOUN
cana-3496	173	13	learning	learning	NOUN
cana-3496	173	14	models	model	NOUN
cana-3496	173	15	to	to	PART
cana-3496	173	16	reduce	reduce	VERB
cana-3496	173	17	manual	manual	ADJ
cana-3496	173	18	effort	effort	NOUN
cana-3496	173	19	and	and	CCONJ
cana-3496	173	20	improve	improve	VERB
cana-3496	173	21	accuracy	accuracy	NOUN
cana-3496	173	22	.	.	PUNCT
cana-3496	174	1	algorithm	algorithm	NOUN
cana-3496	174	2	4	4	NUM
cana-3496	174	3	:	:	PUNCT
cana-3496	174	4	anomaly	anomaly	NOUN
cana-3496	174	5	detection	detection	NOUN
cana-3496	174	6	1	1	NUM
cana-3496	174	7	.	.	PUNCT
cana-3496	174	8	input	input	NOUN
cana-3496	174	9	:	:	PUNCT
cana-3496	174	10	dataset	dataset	PROPN
cana-3496	174	11	𝐷	𝐷	PROPN
cana-3496	174	12	,	,	PUNCT
cana-3496	174	13	anomaly	anomaly	NOUN
cana-3496	174	14	detection	detection	NOUN
cana-3496	174	15	model	model	NOUN
cana-3496	174	16	𝑀𝑎𝑛𝑜𝑚𝑎𝑙𝑦	𝑀𝑎𝑛𝑜𝑚𝑎𝑙𝑦	PROPN
cana-3496	174	17	.	.	PUNCT
cana-3496	175	1	2	2	X
cana-3496	175	2	.	.	X
cana-3496	175	3	train	train	NOUN
cana-3496	175	4	𝑀𝑎𝑛𝑜𝑚𝑎𝑙𝑦	𝑀𝑎𝑛𝑜𝑚𝑎𝑙𝑦	PROPN
cana-3496	175	5	using	use	VERB
cana-3496	175	6	historical	historical	ADJ
cana-3496	175	7	data	datum	NOUN
cana-3496	175	8	.	.	PUNCT
cana-3496	176	1	3	3	X
cana-3496	176	2	.	.	X
cana-3496	176	3	for	for	ADP
cana-3496	176	4	each	each	DET
cana-3496	176	5	entry	entry	NOUN
cana-3496	176	6	𝑒	𝑒	PROPN
cana-3496	176	7	∈	∈	PROPN
cana-3496	176	8	𝐷	𝐷	PROPN
cana-3496	176	9	:	:	PUNCT
cana-3496	176	10	o	o	NOUN
cana-3496	176	11	predict	predict	VERB
cana-3496	176	12	anomaly	anomaly	NOUN
cana-3496	176	13	score	score	NOUN
cana-3496	176	14	𝑆(𝑒	𝑆(𝑒	ADV
cana-3496	176	15	)	)	PUNCT
cana-3496	176	16	.	.	PUNCT
cana-3496	177	1	o	o	X
cana-3496	177	2	if	if	SCONJ
cana-3496	177	3	𝑆(𝑒	𝑆(𝑒	NUM
cana-3496	177	4	)	)	PUNCT
cana-3496	177	5	>	>	X
cana-3496	178	1	𝑡ℎ𝑟𝑒𝑠ℎ𝑜𝑙𝑑	𝑡ℎ𝑟𝑒𝑠ℎ𝑜𝑙𝑑	PROPN
cana-3496	178	2	,	,	PUNCT
cana-3496	178	3	flag	flag	NOUN
cana-3496	178	4	𝑒.	𝑒.	NOUN
cana-3496	178	5	4	4	X
cana-3496	178	6	.	.	X
cana-3496	178	7	return	return	VERB
cana-3496	178	8	flagged	flag	VERB
cana-3496	178	9	entries	entry	NOUN
cana-3496	178	10	.	.	PUNCT
cana-3496	179	1	this	this	DET
cana-3496	179	2	phase	phase	NOUN
cana-3496	179	3	of	of	ADP
cana-3496	179	4	the	the	DET
cana-3496	179	5	architecture	architecture	NOUN
cana-3496	179	6	ensures	ensure	VERB
cana-3496	179	7	that	that	SCONJ
cana-3496	179	8	data	datum	NOUN
cana-3496	179	9	is	be	AUX
cana-3496	179	10	organized	organize	VERB
cana-3496	179	11	and	and	CCONJ
cana-3496	179	12	ready	ready	ADJ
cana-3496	179	13	for	for	ADP
cana-3496	179	14	analysis	analysis	NOUN
cana-3496	179	15	in	in	ADP
cana-3496	179	16	a	a	DET
cana-3496	179	17	consistent	consistent	ADJ
cana-3496	179	18	manner	manner	NOUN
cana-3496	179	19	accross	accross	ADJ
cana-3496	179	20	data	datum	NOUN
cana-3496	179	21	formats	format	NOUN
cana-3496	179	22	,	,	PUNCT
cana-3496	179	23	which	which	PRON
cana-3496	179	24	addresses	address	VERB
cana-3496	179	25	the	the	DET
cana-3496	179	26	fragmentation	fragmentation	NOUN
cana-3496	179	27	issues	issue	NOUN
cana-3496	179	28	that	that	PRON
cana-3496	179	29	are	be	AUX
cana-3496	179	30	common	common	ADJ
cana-3496	179	31	in	in	ADP
cana-3496	179	32	data	datum	NOUN
cana-3496	179	33	lakes	lake	NOUN
cana-3496	179	34	.	.	PUNCT
cana-3496	180	1	𝑃𝑝𝑟𝑜𝑐𝑒𝑠𝑠𝑖𝑛𝑔	𝑃𝑝𝑟𝑜𝑐𝑒𝑠𝑠𝑖𝑛𝑔	NOUN
cana-3496	180	2	=	=	SYM
cana-3496	180	3	𝐷𝑝𝑟𝑜𝑐𝑒𝑠𝑠𝑒𝑑	𝐷𝑝𝑟𝑜𝑐𝑒𝑠𝑠𝑒𝑑	PROPN
cana-3496	180	4	𝑡𝑝𝑟𝑜𝑐𝑒𝑠𝑠𝑖𝑛𝑔	𝑡𝑝𝑟𝑜𝑐𝑒𝑠𝑠𝑖𝑛𝑔	VERB
cana-3496	180	5	the	the	DET
cana-3496	180	6	third	third	ADJ
cana-3496	180	7	stage	stage	NOUN
cana-3496	180	8	brings	bring	VERB
cana-3496	180	9	the	the	DET
cana-3496	180	10	implementation	implementation	NOUN
cana-3496	180	11	of	of	ADP
cana-3496	180	12	governance	governance	NOUN
cana-3496	180	13	and	and	CCONJ
cana-3496	180	14	compliance	compliance	NOUN
cana-3496	180	15	.	.	PUNCT
cana-3496	181	1	note	note	NOUN
cana-3496	181	2	:	:	PUNCT
cana-3496	181	3	apache	apache	NOUN
cana-3496	181	4	ranger	ranger	NOUN
cana-3496	181	5	is	be	AUX
cana-3496	181	6	a	a	DET
cana-3496	181	7	tool	tool	NOUN
cana-3496	181	8	that	that	PRON
cana-3496	181	9	is	be	AUX
cana-3496	181	10	used	use	VERB
cana-3496	181	11	to	to	PART
cana-3496	181	12	set	set	VERB
cana-3496	181	13	up	up	ADP
cana-3496	181	14	appropriate	appropriate	ADJ
cana-3496	181	15	role	role	NOUN
cana-3496	181	16	-	-	PUNCT
cana-3496	181	17	based	base	VERB
cana-3496	181	18	access	access	NOUN
cana-3496	181	19	controls	control	VERB
cana-3496	181	20	to	to	PART
cana-3496	181	21	restrict	restrict	VERB
cana-3496	181	22	data	data	NOUN
cana-3496	181	23	access	access	NOUN
cana-3496	181	24	based	base	VERB
cana-3496	181	25	on	on	ADP
cana-3496	181	26	organizational	organizational	ADJ
cana-3496	181	27	policies	policy	NOUN
cana-3496	181	28	.	.	PUNCT
cana-3496	182	1	a	a	DET
cana-3496	182	2	data	data	NOUN
cana-3496	182	3	quality	quality	NOUN
cana-3496	182	4	monitoring	monitoring	NOUN
cana-3496	182	5	system	system	NOUN
cana-3496	182	6	is	be	AUX
cana-3496	182	7	also	also	ADV
cana-3496	182	8	implemented	implement	VERB
cana-3496	182	9	,	,	PUNCT
cana-3496	182	10	where	where	SCONJ
cana-3496	182	11	python	python	PROPN
cana-3496	182	12	scripts	script	NOUN
cana-3496	182	13	calculate	calculate	VERB
cana-3496	182	14	and	and	CCONJ
cana-3496	182	15	monitor	monitor	VERB
cana-3496	182	16	metrics	metric	NOUN
cana-3496	182	17	like	like	ADP
cana-3496	182	18	null	null	ADJ
cana-3496	182	19	value	value	NOUN
cana-3496	182	20	percentages	percentage	NOUN
cana-3496	182	21	and	and	CCONJ
cana-3496	182	22	data	datum	NOUN
cana-3496	182	23	freshness	freshness	NOUN
cana-3496	182	24	.	.	PUNCT
cana-3496	183	1	this	this	DET
cana-3496	183	2	further	further	ADJ
cana-3496	183	3	phase	phase	NOUN
cana-3496	183	4	emphasizes	emphasize	VERB
cana-3496	183	5	the	the	DET
cana-3496	183	6	need	need	NOUN
cana-3496	183	7	of	of	ADP
cana-3496	183	8	data	datum	NOUN
cana-3496	183	9	integrity	integrity	NOUN
cana-3496	183	10	and	and	CCONJ
cana-3496	183	11	protection	protection	NOUN
cana-3496	183	12	for	for	ADP
cana-3496	183	13	next	next	ADJ
cana-3496	183	14	generation	generation	NOUN
cana-3496	183	15	architectures	architecture	NOUN
cana-3496	183	16	.	.	PUNCT
cana-3496	184	1	𝑄𝑝𝑒𝑟𝑓𝑜𝑟𝑚𝑎𝑛𝑐𝑒	𝑄𝑝𝑒𝑟𝑓𝑜𝑟𝑚𝑎𝑛𝑐𝑒	PROPN
cana-3496	184	2	=	=	PUNCT
cana-3496	184	3	1	1	NUM
cana-3496	184	4	𝐿𝑞𝑢𝑒𝑟𝑦	𝐿𝑞𝑢𝑒𝑟𝑦	PROPN
cana-3496	184	5	this	this	DET
cana-3496	184	6	stage	stage	NOUN
cana-3496	184	7	empowers	empower	VERB
cana-3496	184	8	query	query	NOUN
cana-3496	184	9	and	and	CCONJ
cana-3496	184	10	analytics	analytic	NOUN
cana-3496	184	11	enablement	enablement	NOUN
cana-3496	184	12	.	.	PUNCT
cana-3496	185	1	presto	presto	PROPN
cana-3496	185	2	provides	provide	VERB
cana-3496	185	3	high	high	ADJ
cana-3496	185	4	-	-	PUNCT
cana-3496	185	5	performance	performance	NOUN
cana-3496	185	6	querying	query	VERB
cana-3496	185	7	capabilities	capability	NOUN
cana-3496	185	8	for	for	ADP
cana-3496	185	9	the	the	DET
cana-3496	185	10	underlying	underlie	VERB
cana-3496	185	11	data	datum	NOUN
cana-3496	185	12	,	,	PUNCT
cana-3496	185	13	and	and	CCONJ
cana-3496	185	14	tableau	tableau	PROPN
cana-3496	185	15	creates	create	VERB
cana-3496	185	16	interactive	interactive	ADJ
cana-3496	185	17	dashboards	dashboard	NOUN
cana-3496	185	18	that	that	PRON
cana-3496	185	19	visualize	visualize	VERB
cana-3496	185	20	key	key	ADJ
cana-3496	185	21	metrics	metric	NOUN
cana-3496	185	22	.	.	PUNCT
cana-3496	186	1	apis	apis	PROPN
cana-3496	186	2	are	be	AUX
cana-3496	186	3	created	create	VERB
cana-3496	186	4	as	as	ADV
cana-3496	186	5	well	well	ADV
cana-3496	186	6	for	for	ADP
cana-3496	186	7	custom	custom	NOUN
cana-3496	186	8	analytics	analytic	NOUN
cana-3496	186	9	applications	application	NOUN
cana-3496	186	10	,	,	PUNCT
cana-3496	186	11	so	so	SCONJ
cana-3496	186	12	that	that	SCONJ
cana-3496	186	13	the	the	DET
cana-3496	186	14	system	system	NOUN
cana-3496	186	15	supports	support	VERB
cana-3496	186	16	different	different	ADJ
cana-3496	186	17	use	use	NOUN
cana-3496	186	18	cases	case	NOUN
cana-3496	186	19	.	.	PUNCT
cana-3496	187	1	this	this	DET
cana-3496	187	2	stage	stage	NOUN
cana-3496	187	3	illustrates	illustrate	VERB
cana-3496	187	4	how	how	SCONJ
cana-3496	187	5	data	datum	NOUN
cana-3496	187	6	fabrics	fabric	NOUN
cana-3496	187	7	are	be	AUX
cana-3496	187	8	capable	capable	ADJ
cana-3496	187	9	of	of	ADP
cana-3496	187	10	delivering	deliver	VERB
cana-3496	187	11	real	real	ADJ
cana-3496	187	12	-	-	PUNCT
cana-3496	187	13	time	time	NOUN
cana-3496	187	14	insights	insight	NOUN
cana-3496	187	15	and	and	CCONJ
cana-3496	187	16	enable	enable	VERB
cana-3496	187	17	bi	bi	ADJ
cana-3496	187	18	-	-	PUNCT
cana-3496	187	19	based	base	VERB
cana-3496	187	20	decision	decision	NOUN
cana-3496	187	21	-	-	PUNCT
cana-3496	187	22	making	making	NOUN
cana-3496	187	23	.	.	PUNCT
cana-3496	188	1	communications	communication	NOUN
cana-3496	188	2	on	on	ADP
cana-3496	188	3	applied	apply	VERB
cana-3496	188	4	nonlinear	nonlinear	ADJ
cana-3496	188	5	analysis	analysis	NOUN
cana-3496	188	6	issn	issn	NOUN
cana-3496	188	7	:	:	PUNCT
cana-3496	188	8	1074	1074	NUM
cana-3496	188	9	-	-	PUNCT
cana-3496	188	10	133x	133x	NUM
cana-3496	188	11	vol	vol	NOUN
cana-3496	188	12	32	32	NUM
cana-3496	188	13	no	no	NOUN
cana-3496	188	14	.	.	PUNCT
cana-3496	189	1	7s	7	NOUN
cana-3496	189	2	(	(	PUNCT
cana-3496	189	3	2025	2025	NUM
cana-3496	189	4	)	)	PUNCT
cana-3496	189	5	932	932	NUM
cana-3496	189	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	189	7	3.4	3.4	NUM
cana-3496	189	8	evaluation	evaluation	NOUN
cana-3496	189	9	metrics	metric	NOUN
cana-3496	189	10	to	to	PART
cana-3496	189	11	ascertain	ascertain	VERB
cana-3496	189	12	the	the	DET
cana-3496	189	13	performance	performance	NOUN
cana-3496	189	14	of	of	ADP
cana-3496	189	15	the	the	DET
cana-3496	189	16	proposed	propose	VERB
cana-3496	189	17	data	data	NOUN
cana-3496	189	18	fabric	fabric	NOUN
cana-3496	189	19	approach	approach	NOUN
cana-3496	189	20	,	,	PUNCT
cana-3496	189	21	the	the	DET
cana-3496	189	22	study	study	NOUN
cana-3496	189	23	uses	use	VERB
cana-3496	189	24	qualitative	qualitative	ADJ
cana-3496	189	25	and	and	CCONJ
cana-3496	189	26	quantitative	quantitative	ADJ
cana-3496	189	27	metrics	metric	NOUN
cana-3496	189	28	.	.	PUNCT
cana-3496	190	1	and	and	CCONJ
cana-3496	190	2	these	these	DET
cana-3496	190	3	measures	measure	NOUN
cana-3496	190	4	are	be	AUX
cana-3496	190	5	to	to	PART
cana-3496	190	6	reflect	reflect	VERB
cana-3496	190	7	the	the	DET
cana-3496	190	8	system	system	NOUN
cana-3496	190	9	performance	performance	NOUN
cana-3496	190	10	for	for	ADP
cana-3496	190	11	its	its	PRON
cana-3496	190	12	key	key	ADJ
cana-3496	190	13	pillars	pillar	NOUN
cana-3496	190	14	:	:	PUNCT
cana-3496	190	15	integration	integration	NOUN
cana-3496	190	16	,	,	PUNCT
cana-3496	190	17	governance	governance	NOUN
cana-3496	190	18	,	,	PUNCT
cana-3496	190	19	and	and	CCONJ
cana-3496	190	20	automation	automation	NOUN
cana-3496	190	21	.	.	PUNCT
cana-3496	191	1	𝐼𝑆𝑅	𝐼𝑆𝑅	PRON
cana-3496	191	2	=	=	PUNCT
cana-3496	191	3	𝑆𝑠𝑢𝑐𝑐𝑒𝑠𝑠𝑓𝑢𝑙	𝑆𝑠𝑢𝑐𝑐𝑒𝑠𝑠𝑓𝑢𝑙	PROPN
cana-3496	191	4	𝑆𝑡𝑜𝑡𝑎𝑙	𝑆𝑡𝑜𝑡𝑎𝑙	PROPN
cana-3496	191	5	×	×	NOUN
cana-3496	191	6	100	100	NUM
cana-3496	191	7	the	the	DET
cana-3496	191	8	ratio	ratio	NOUN
cana-3496	191	9	of	of	ADP
cana-3496	191	10	the	the	DET
cana-3496	191	11	number	number	NOUN
cana-3496	191	12	of	of	ADP
cana-3496	191	13	sources	source	NOUN
cana-3496	191	14	successfully	successfully	ADV
cana-3496	191	15	integrated	integrate	VERB
cana-3496	191	16	into	into	ADP
cana-3496	191	17	the	the	DET
cana-3496	191	18	fabric	fabric	NOUN
cana-3496	191	19	without	without	ADP
cana-3496	191	20	creating	create	VERB
cana-3496	191	21	latency	latency	NOUN
cana-3496	191	22	or	or	CCONJ
cana-3496	191	23	duplication	duplication	NOUN
cana-3496	191	24	is	be	AUX
cana-3496	191	25	the	the	DET
cana-3496	191	26	integration	integration	NOUN
cana-3496	191	27	success	success	NOUN
cana-3496	191	28	ratio	ratio	NOUN
cana-3496	191	29	.	.	PUNCT
cana-3496	192	1	this	this	DET
cana-3496	192	2	metric	metric	NOUN
cana-3496	192	3	demonstrates	demonstrate	VERB
cana-3496	192	4	the	the	DET
cana-3496	192	5	architecture	architecture	NOUN
cana-3496	192	6	's	's	PART
cana-3496	192	7	converging	converge	VERB
cana-3496	192	8	efforts	effort	NOUN
cana-3496	192	9	to	to	PART
cana-3496	192	10	keep	keep	VERB
cana-3496	192	11	multiple	multiple	ADJ
cana-3496	192	12	data	datum	NOUN
cana-3496	192	13	environments	environment	NOUN
cana-3496	192	14	together	together	ADV
cana-3496	192	15	without	without	ADP
cana-3496	192	16	breaking	break	VERB
cana-3496	192	17	a	a	DET
cana-3496	192	18	sweat	sweat	NOUN
cana-3496	192	19	.	.	PUNCT
cana-3496	193	1	𝑀𝑅𝐴	𝑀𝑅𝐴	X
cana-3496	193	2	=	=	PUNCT
cana-3496	194	1	𝑅𝑐𝑜𝑟𝑟𝑒𝑐𝑡	𝑅𝑐𝑜𝑟𝑟𝑒𝑐𝑡	PROPN
cana-3496	194	2	𝑅𝑡𝑜𝑡𝑎𝑙	𝑅𝑡𝑜𝑡𝑎𝑙	PROPN
cana-3496	194	3	slap	slap	NOUN
cana-3496	194	4	,	,	PUNCT
cana-3496	194	5	the	the	DET
cana-3496	194	6	metadata	metadata	ADJ
cana-3496	194	7	quality	quality	NOUN
cana-3496	194	8	metric	metric	NOUN
cana-3496	194	9	is	be	AUX
cana-3496	194	10	a	a	DET
cana-3496	194	11	metric	metric	NOUN
cana-3496	194	12	that	that	PRON
cana-3496	194	13	measures	measure	VERB
cana-3496	194	14	how	how	SCONJ
cana-3496	194	15	accurate	accurate	ADJ
cana-3496	194	16	,	,	PUNCT
cana-3496	194	17	complete	complete	ADJ
cana-3496	194	18	,	,	PUNCT
cana-3496	194	19	or	or	CCONJ
cana-3496	194	20	accessible	accessible	ADJ
cana-3496	194	21	metadata	metadata	NOUN
cana-3496	194	22	produced	produce	VERB
cana-3496	194	23	by	by	ADP
cana-3496	194	24	the	the	DET
cana-3496	194	25	system	system	NOUN
cana-3496	194	26	is	be	AUX
cana-3496	194	27	.	.	PUNCT
cana-3496	195	1	high	high	ADJ
cana-3496	195	2	-	-	PUNCT
cana-3496	195	3	quality	quality	NOUN
cana-3496	195	4	metadata	metadata	NOUN
cana-3496	195	5	is	be	AUX
cana-3496	195	6	essential	essential	ADJ
cana-3496	195	7	for	for	ADP
cana-3496	195	8	critical	critical	ADJ
cana-3496	195	9	functions	function	NOUN
cana-3496	195	10	like	like	ADP
cana-3496	195	11	allowing	allow	VERB
cana-3496	195	12	users	user	NOUN
cana-3496	195	13	to	to	PART
cana-3496	195	14	discover	discover	VERB
cana-3496	195	15	data	datum	NOUN
cana-3496	195	16	and	and	CCONJ
cana-3496	195	17	understand	understand	VERB
cana-3496	195	18	the	the	DET
cana-3496	195	19	data	datum	NOUN
cana-3496	195	20	they	they	PRON
cana-3496	195	21	need	need	VERB
cana-3496	195	22	.	.	PUNCT
cana-3496	196	1	𝐺𝐶𝑆	𝐺𝐶𝑆	NOUN
cana-3496	196	2	=	=	SYM
cana-3496	196	3	𝑃𝑒𝑛𝑓𝑜𝑟𝑐𝑒𝑑	𝑃𝑒𝑛𝑓𝑜𝑟𝑐𝑒𝑑	PROPN
cana-3496	196	4	𝑃𝑡𝑜𝑡𝑎𝑙	𝑃𝑡𝑜𝑡𝑎𝑙	PROPN
cana-3496	196	5	governance	governance	NOUN
cana-3496	196	6	compliance	compliance	NOUN
cana-3496	196	7	metric	metric	ADJ
cana-3496	196	8	measures	measure	NOUN
cana-3496	196	9	how	how	SCONJ
cana-3496	196	10	well	well	ADV
cana-3496	196	11	your	your	PRON
cana-3496	196	12	system	system	NOUN
cana-3496	196	13	enforces	enforce	VERB
cana-3496	196	14	data	datum	NOUN
cana-3496	196	15	access	access	NOUN
cana-3496	196	16	policies	policy	NOUN
cana-3496	196	17	and	and	CCONJ
cana-3496	196	18	complies	complie	NOUN
cana-3496	196	19	with	with	ADP
cana-3496	196	20	regulatory	regulatory	ADJ
cana-3496	196	21	standards	standard	NOUN
cana-3496	196	22	.	.	PUNCT
cana-3496	197	1	this	this	DET
cana-3496	197	2	metric	metric	ADJ
cana-3496	197	3	highlights	highlight	NOUN
cana-3496	197	4	the	the	DET
cana-3496	197	5	critical	critical	ADJ
cana-3496	197	6	need	need	NOUN
cana-3496	197	7	for	for	ADP
cana-3496	197	8	security	security	NOUN
cana-3496	197	9	and	and	CCONJ
cana-3496	197	10	compliance	compliance	NOUN
cana-3496	197	11	in	in	ADP
cana-3496	197	12	new	new	ADJ
cana-3496	197	13	generation	generation	NOUN
cana-3496	197	14	data	datum	NOUN
cana-3496	197	15	architectures	architecture	NOUN
cana-3496	197	16	.	.	PUNCT
cana-3496	198	1	table	table	NOUN
cana-3496	198	2	6	6	NUM
cana-3496	198	3	:	:	PUNCT
cana-3496	198	4	governance	governance	NOUN
cana-3496	198	5	metrics	metric	NOUN
cana-3496	198	6	metric	metric	ADJ
cana-3496	198	7	definition	definition	NOUN
cana-3496	198	8	achieved	achieve	VERB
cana-3496	198	9	value	value	NOUN
cana-3496	198	10	governance	governance	NOUN
cana-3496	198	11	compliance	compliance	NOUN
cana-3496	198	12	proportion	proportion	NOUN
cana-3496	198	13	of	of	ADP
cana-3496	198	14	policies	policy	NOUN
cana-3496	198	15	enforced	enforce	VERB
cana-3496	198	16	.	.	PUNCT
cana-3496	199	1	92	92	NUM
cana-3496	199	2	%	%	NOUN
cana-3496	199	3	role	role	NOUN
cana-3496	199	4	-	-	PUNCT
cana-3496	199	5	based	base	VERB
cana-3496	199	6	access	access	NOUN
cana-3496	199	7	control	control	NOUN
cana-3496	199	8	effectiveness	effectiveness	NOUN
cana-3496	199	9	of	of	ADP
cana-3496	199	10	access	access	NOUN
cana-3496	199	11	control	control	NOUN
cana-3496	199	12	mechanisms	mechanism	NOUN
cana-3496	199	13	.	.	PUNCT
cana-3496	200	1	robust	robust	ADJ
cana-3496	200	2	data	datum	NOUN
cana-3496	200	3	security	security	NOUN
cana-3496	200	4	measures	measure	NOUN
cana-3496	200	5	against	against	ADP
cana-3496	200	6	unauthorized	unauthorized	ADJ
cana-3496	200	7	access	access	NOUN
cana-3496	200	8	.	.	PUNCT
cana-3496	201	1	high	high	ADJ
cana-3496	201	2	automation	automation	NOUN
cana-3496	201	3	efficiency	efficiency	NOUN
cana-3496	201	4	(	(	PUNCT
cana-3496	201	5	measured	measure	VERB
cana-3496	201	6	by	by	ADP
cana-3496	201	7	the	the	DET
cana-3496	201	8	amount	amount	NOUN
cana-3496	201	9	of	of	ADP
cana-3496	201	10	effort	effort	NOUN
cana-3496	201	11	saved	save	VERB
cana-3496	201	12	via	via	ADP
cana-3496	201	13	automation	automation	NOUN
cana-3496	201	14	,	,	PUNCT
cana-3496	201	15	e.g.	e.g.	ADV
cana-3496	201	16	metadata	metadata	VERB
cana-3496	201	17	tagging	tagging	NOUN
cana-3496	201	18	or	or	CCONJ
cana-3496	201	19	error	error	NOUN
cana-3496	201	20	finding	finding	NOUN
cana-3496	201	21	)	)	PUNCT
cana-3496	201	22	this	this	DET
cana-3496	201	23	metric	metric	NOUN
cana-3496	201	24	indicates	indicate	VERB
cana-3496	201	25	how	how	SCONJ
cana-3496	201	26	well	well	ADV
cana-3496	201	27	the	the	DET
cana-3496	201	28	system	system	NOUN
cana-3496	201	29	is	be	AUX
cana-3496	201	30	able	able	ADJ
cana-3496	201	31	to	to	PART
cana-3496	201	32	optimize	optimize	VERB
cana-3496	201	33	workflows	workflow	NOUN
cana-3496	201	34	and	and	CCONJ
cana-3496	201	35	increase	increase	VERB
cana-3496	201	36	productivity	productivity	NOUN
cana-3496	201	37	.	.	PUNCT
cana-3496	202	1	lastly	lastly	ADV
cana-3496	202	2	,	,	PUNCT
cana-3496	202	3	user	user	NOUN
cana-3496	202	4	feedback	feedback	NOUN
cana-3496	202	5	metric	metric	ADJ
cana-3496	202	6	collects	collect	VERB
cana-3496	202	7	qualitative	qualitative	ADJ
cana-3496	202	8	data	datum	NOUN
cana-3496	202	9	from	from	ADP
cana-3496	202	10	data	datum	NOUN
cana-3496	202	11	analysts	analyst	NOUN
cana-3496	202	12	,	,	PUNCT
cana-3496	202	13	engineers	engineer	NOUN
cana-3496	202	14	and	and	CCONJ
cana-3496	202	15	business	business	NOUN
cana-3496	202	16	users	user	NOUN
cana-3496	202	17	aimed	aim	VERB
cana-3496	202	18	at	at	ADP
cana-3496	202	19	gauging	gauge	VERB
cana-3496	202	20	the	the	DET
cana-3496	202	21	system	system	NOUN
cana-3496	202	22	usability	usability	NOUN
cana-3496	202	23	and	and	CCONJ
cana-3496	202	24	whether	whether	SCONJ
cana-3496	202	25	it	it	PRON
cana-3496	202	26	’s	’s	AUX
cana-3496	202	27	hitting	hit	VERB
cana-3496	202	28	the	the	DET
cana-3496	202	29	mark	mark	NOUN
cana-3496	202	30	.	.	PUNCT
cana-3496	203	1	the	the	DET
cana-3496	203	2	users	user	NOUN
cana-3496	203	3	of	of	ADP
cana-3496	203	4	the	the	DET
cana-3496	203	5	data	datum	NOUN
cana-3496	203	6	fabric	fabric	NOUN
cana-3496	203	7	,	,	PUNCT
cana-3496	203	8	in	in	ADP
cana-3496	203	9	turn	turn	NOUN
cana-3496	203	10	,	,	PUNCT
cana-3496	203	11	give	give	VERB
cana-3496	203	12	the	the	DET
cana-3496	203	13	best	good	ADJ
cana-3496	203	14	insight	insight	NOUN
cana-3496	203	15	into	into	ADP
cana-3496	203	16	how	how	SCONJ
cana-3496	203	17	much	much	ADJ
cana-3496	203	18	value	value	NOUN
cana-3496	203	19	the	the	DET
cana-3496	203	20	data	data	NOUN
cana-3496	203	21	fabric	fabric	NOUN
cana-3496	203	22	has	have	AUX
cana-3496	203	23	provided	provide	VERB
cana-3496	203	24	and	and	CCONJ
cana-3496	203	25	what	what	PRON
cana-3496	203	26	issues	issue	NOUN
cana-3496	203	27	it	it	PRON
cana-3496	203	28	might	might	AUX
cana-3496	203	29	be	be	AUX
cana-3496	203	30	facing	face	VERB
cana-3496	203	31	.	.	PUNCT
cana-3496	204	1	4.results	4.result	NOUN
cana-3496	204	2	this	this	DET
cana-3496	204	3	study	study	NOUN
cana-3496	204	4	highlights	highlight	VERB
cana-3496	204	5	the	the	DET
cana-3496	204	6	role	role	NOUN
cana-3496	204	7	and	and	CCONJ
cana-3496	204	8	the	the	DET
cana-3496	204	9	impact	impact	NOUN
cana-3496	204	10	of	of	ADP
cana-3496	204	11	a	a	DET
cana-3496	204	12	data	data	NOUN
cana-3496	204	13	fabric	fabric	NOUN
cana-3496	204	14	in	in	ADP
cana-3496	204	15	addressing	address	VERB
cana-3496	204	16	the	the	DET
cana-3496	204	17	challenges	challenge	NOUN
cana-3496	204	18	faced	face	VERB
cana-3496	204	19	by	by	ADP
cana-3496	204	20	traditional	traditional	ADJ
cana-3496	204	21	data	datum	NOUN
cana-3496	204	22	lakes	lake	NOUN
cana-3496	204	23	,	,	PUNCT
cana-3496	204	24	including	include	VERB
cana-3496	204	25	integration	integration	NOUN
cana-3496	204	26	success	success	NOUN
cana-3496	204	27	rates	rate	NOUN
cana-3496	204	28	,	,	PUNCT
cana-3496	204	29	metadata	metadata	ADJ
cana-3496	204	30	quality	quality	NOUN
cana-3496	204	31	,	,	PUNCT
cana-3496	204	32	governance	governance	NOUN
cana-3496	204	33	compliance	compliance	NOUN
cana-3496	204	34	,	,	PUNCT
cana-3496	204	35	automation	automation	NOUN
cana-3496	204	36	efficiency	efficiency	NOUN
cana-3496	204	37	,	,	PUNCT
cana-3496	204	38	query	query	NOUN
cana-3496	204	39	performance	performance	NOUN
cana-3496	204	40	,	,	PUNCT
cana-3496	204	41	real	real	ADJ
cana-3496	204	42	-	-	PUNCT
cana-3496	204	43	time	time	NOUN
cana-3496	204	44	analytics	analytic	NOUN
cana-3496	204	45	,	,	PUNCT
cana-3496	204	46	scalability	scalability	NOUN
cana-3496	204	47	,	,	PUNCT
cana-3496	204	48	and	and	CCONJ
cana-3496	204	49	more	more	ADJ
cana-3496	204	50	.	.	PUNCT
cana-3496	205	1	these	these	DET
cana-3496	205	2	results	result	NOUN
cana-3496	205	3	validate	validate	VERB
cana-3496	205	4	the	the	DET
cana-3496	205	5	proposed	propose	VERB
cana-3496	205	6	data	data	NOUN
cana-3496	205	7	fabric	fabric	NOUN
cana-3496	205	8	architecture	architecture	NOUN
cana-3496	205	9	as	as	ADP
cana-3496	205	10	a	a	DET
cana-3496	205	11	next	next	ADJ
cana-3496	205	12	-	-	PUNCT
cana-3496	205	13	generation	generation	NOUN
cana-3496	205	14	data	datum	NOUN
cana-3496	205	15	management	management	NOUN
cana-3496	205	16	solution	solution	NOUN
cana-3496	205	17	with	with	ADP
cana-3496	205	18	significant	significant	ADJ
cana-3496	205	19	potential	potential	ADJ
cana-3496	205	20	improvements	improvement	NOUN
cana-3496	205	21	in	in	ADP
cana-3496	205	22	critical	critical	ADJ
cana-3496	205	23	metrics	metric	NOUN
cana-3496	205	24	.	.	PUNCT
cana-3496	206	1	communications	communication	NOUN
cana-3496	206	2	on	on	ADP
cana-3496	206	3	applied	apply	VERB
cana-3496	206	4	nonlinear	nonlinear	ADJ
cana-3496	206	5	analysis	analysis	NOUN
cana-3496	206	6	issn	issn	NOUN
cana-3496	206	7	:	:	PUNCT
cana-3496	206	8	1074	1074	NUM
cana-3496	206	9	-	-	PUNCT
cana-3496	206	10	133x	133x	NUM
cana-3496	206	11	vol	vol	NOUN
cana-3496	206	12	32	32	NUM
cana-3496	206	13	no	no	NOUN
cana-3496	206	14	.	.	PUNCT
cana-3496	207	1	7s	7	NOUN
cana-3496	207	2	(	(	PUNCT
cana-3496	207	3	2025	2025	NUM
cana-3496	207	4	)	)	PUNCT
cana-3496	207	5	933	933	NUM
cana-3496	207	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	207	7	integration	integration	NOUN
cana-3496	207	8	success	success	NOUN
cana-3496	207	9	rates	rate	NOUN
cana-3496	207	10	integration	integration	NOUN
cana-3496	207	11	forms	form	VERB
cana-3496	207	12	the	the	DET
cana-3496	207	13	foundation	foundation	NOUN
cana-3496	207	14	of	of	ADP
cana-3496	207	15	data	datum	NOUN
cana-3496	207	16	fabric	fabric	NOUN
cana-3496	207	17	architecture	architecture	NOUN
cana-3496	207	18	table	table	NOUN
cana-3496	207	19	7	7	NUM
cana-3496	207	20	illustrates	illustrate	VERB
cana-3496	207	21	the	the	DET
cana-3496	207	22	results	result	NOUN
cana-3496	207	23	,	,	PUNCT
cana-3496	207	24	which	which	PRON
cana-3496	207	25	show	show	VERB
cana-3496	207	26	an	an	DET
cana-3496	207	27	overall	overall	ADJ
cana-3496	207	28	integration	integration	NOUN
cana-3496	207	29	success	success	NOUN
cana-3496	207	30	rate	rate	NOUN
cana-3496	207	31	of	of	ADP
cana-3496	207	32	95.9	95.9	NUM
cana-3496	207	33	%	%	NOUN
cana-3496	207	34	for	for	ADP
cana-3496	207	35	all	all	DET
cana-3496	207	36	source	source	NOUN
cana-3496	207	37	types	type	NOUN
cana-3496	207	38	.	.	PUNCT
cana-3496	208	1	devices	device	NOUN
cana-3496	208	2	such	such	ADJ
cana-3496	208	3	as	as	ADP
cana-3496	208	4	internet	internet	NOUN
cana-3496	208	5	of	of	ADP
cana-3496	208	6	things	thing	NOUN
cana-3496	208	7	(	(	PUNCT
cana-3496	208	8	iot	iot	NOUN
cana-3496	208	9	)	)	PUNCT
cana-3496	208	10	devices	device	NOUN
cana-3496	208	11	were	be	AUX
cana-3496	208	12	given	give	VERB
cana-3496	208	13	the	the	DET
cana-3496	208	14	highest	high	ADJ
cana-3496	208	15	success	success	NOUN
cana-3496	208	16	rate	rate	NOUN
cana-3496	208	17	(	(	PUNCT
cana-3496	208	18	97.0	97.0	NUM
cana-3496	208	19	%	%	NOUN
cana-3496	208	20	)	)	PUNCT
cana-3496	208	21	,	,	PUNCT
cana-3496	208	22	followed	follow	VERB
cana-3496	208	23	by	by	ADP
cana-3496	208	24	relational	relational	ADJ
cana-3496	208	25	database	database	NOUN
cana-3496	208	26	(	(	PUNCT
cana-3496	208	27	96.0	96.0	NUM
cana-3496	208	28	%	%	NOUN
cana-3496	208	29	)	)	PUNCT
cana-3496	208	30	and	and	CCONJ
cana-3496	208	31	application	application	NOUN
cana-3496	208	32	programming	programming	NOUN
cana-3496	208	33	interface	interface	NOUN
cana-3496	208	34	(	(	PUNCT
cana-3496	208	35	api	api	NOUN
cana-3496	208	36	)	)	PUNCT
cana-3496	208	37	(	(	PUNCT
cana-3496	208	38	96.0	96.0	NUM
cana-3496	208	39	%	%	NOUN
cana-3496	208	40	)	)	PUNCT
cana-3496	208	41	.	.	PUNCT
cana-3496	209	1	table	table	NOUN
cana-3496	209	2	7	7	NUM
cana-3496	209	3	:	:	PUNCT
cana-3496	209	4	integration	integration	NOUN
cana-3496	209	5	success	success	NOUN
cana-3496	209	6	rate	rate	NOUN
cana-3496	209	7	across	across	ADP
cana-3496	209	8	data	datum	NOUN
cana-3496	209	9	sources	source	NOUN
cana-3496	209	10	source	source	NOUN
cana-3496	209	11	type	type	NOUN
cana-3496	209	12	number	number	NOUN
cana-3496	209	13	of	of	ADP
cana-3496	209	14	sources	source	NOUN
cana-3496	209	15	successfully	successfully	ADV
cana-3496	209	16	integrated	integrate	VERB
cana-3496	209	17	integration	integration	NOUN
cana-3496	209	18	success	success	NOUN
cana-3496	209	19	rate	rate	NOUN
cana-3496	209	20	(	(	PUNCT
cana-3496	209	21	%	%	INTJ
cana-3496	209	22	)	)	PUNCT
cana-3496	209	23	relational	relational	ADJ
cana-3496	209	24	databases	database	NOUN
cana-3496	209	25	50	50	NUM
cana-3496	209	26	48	48	NUM
cana-3496	209	27	96.0	96.0	NUM
cana-3496	209	28	nosql	nosql	ADJ
cana-3496	209	29	databases	database	NOUN
cana-3496	209	30	30	30	NUM
cana-3496	209	31	28	28	NUM
cana-3496	209	32	93.3	93.3	NUM
cana-3496	209	33	iot	iot	NOUN
cana-3496	209	34	devices	device	NOUN
cana-3496	209	35	100	100	NUM
cana-3496	209	36	97	97	NUM
cana-3496	209	37	97.0	97.0	NUM
cana-3496	209	38	cloud	cloud	NOUN
cana-3496	209	39	storage	storage	NOUN
cana-3496	209	40	systems	system	NOUN
cana-3496	209	41	40	40	NUM
cana-3496	209	42	38	38	NUM
cana-3496	209	43	95.0	95.0	NUM
cana-3496	209	44	apis	apis	ADJ
cana-3496	209	45	25	25	NUM
cana-3496	209	46	24	24	NUM
cana-3496	209	47	96.0	96.0	NUM
cana-3496	209	48	total	total	NOUN
cana-3496	209	49	245	245	NUM
cana-3496	209	50	235	235	NUM
cana-3496	209	51	95.9	95.9	NUM
cana-3496	209	52	these	these	DET
cana-3496	209	53	findings	finding	NOUN
cana-3496	209	54	highlight	highlight	VERB
cana-3496	209	55	data	datum	NOUN
cana-3496	209	56	fabrics	fabric	NOUN
cana-3496	209	57	'	'	PART
cana-3496	209	58	power	power	NOUN
cana-3496	209	59	to	to	PART
cana-3496	209	60	integrate	integrate	VERB
cana-3496	209	61	dissimilar	dissimilar	ADJ
cana-3496	209	62	systems	system	NOUN
cana-3496	209	63	without	without	ADP
cana-3496	209	64	latency	latency	NOUN
cana-3496	209	65	and	and	CCONJ
cana-3496	209	66	without	without	ADP
cana-3496	209	67	data	data	NOUN
cana-3496	209	68	duplication	duplication	NOUN
cana-3496	209	69	.	.	PUNCT
cana-3496	210	1	notably	notably	ADV
cana-3496	210	2	,	,	PUNCT
cana-3496	210	3	apache	apache	PROPN
cana-3496	210	4	kafka	kafka	PROPN
cana-3496	210	5	enabled	enable	VERB
cana-3496	210	6	the	the	DET
cana-3496	210	7	integration	integration	NOUN
cana-3496	210	8	layer	layer	NOUN
cana-3496	210	9	’s	’s	PART
cana-3496	210	10	real	real	ADJ
cana-3496	210	11	-	-	PUNCT
cana-3496	210	12	time	time	NOUN
cana-3496	210	13	connectors	connector	NOUN
cana-3496	210	14	to	to	PART
cana-3496	210	15	facilitate	facilitate	VERB
cana-3496	210	16	these	these	DET
cana-3496	210	17	results	result	NOUN
cana-3496	210	18	.	.	PUNCT
cana-3496	211	1	the	the	DET
cana-3496	211	2	data	data	NOUN
cana-3496	211	3	fabric	fabric	NOUN
cana-3496	211	4	architecture	architecture	NOUN
cana-3496	211	5	overcomes	overcome	VERB
cana-3496	211	6	their	their	PRON
cana-3496	211	7	issues	issue	NOUN
cana-3496	211	8	of	of	ADP
cana-3496	211	9	fragmentation	fragmentation	NOUN
cana-3496	211	10	common	common	ADJ
cana-3496	211	11	in	in	ADP
cana-3496	211	12	data	datum	NOUN
cana-3496	211	13	lakes	lake	NOUN
cana-3496	211	14	,	,	PUNCT
cana-3496	211	15	making	make	VERB
cana-3496	211	16	their	their	PRON
cana-3496	211	17	data	datum	NOUN
cana-3496	211	18	assets	asset	NOUN
cana-3496	211	19	more	more	ADV
cana-3496	211	20	accessible	accessible	ADJ
cana-3496	211	21	for	for	SCONJ
cana-3496	211	22	organizations	organization	NOUN
cana-3496	211	23	to	to	PART
cana-3496	211	24	leverage	leverage	VERB
cana-3496	211	25	.	.	PUNCT
cana-3496	212	1	metadata	metadata	PROPN
cana-3496	212	2	quality	quality	NOUN
cana-3496	212	3	indeed	indeed	ADV
cana-3496	212	4	,	,	PUNCT
cana-3496	212	5	metadata	metadata	PROPN
cana-3496	212	6	is	be	AUX
cana-3496	212	7	the	the	DET
cana-3496	212	8	lifeblood	lifeblood	NOUN
cana-3496	212	9	within	within	ADP
cana-3496	212	10	the	the	DET
cana-3496	212	11	construct	construct	NOUN
cana-3496	212	12	of	of	ADP
cana-3496	212	13	data	datum	NOUN
cana-3496	212	14	fabrics	fabric	NOUN
cana-3496	212	15	,	,	PUNCT
cana-3496	212	16	which	which	PRON
cana-3496	212	17	enable	enable	VERB
cana-3496	212	18	more	more	ADV
cana-3496	212	19	effective	effective	ADJ
cana-3496	212	20	discovery	discovery	NOUN
cana-3496	212	21	,	,	PUNCT
cana-3496	212	22	governance	governance	NOUN
cana-3496	212	23	and	and	CCONJ
cana-3496	212	24	usability	usability	NOUN
cana-3496	212	25	of	of	ADP
cana-3496	212	26	data	data	PROPN
cana-3496	212	27	.	.	PUNCT
cana-3496	213	1	table	table	NOUN
cana-3496	213	2	8	8	NUM
cana-3496	213	3	shows	show	VERB
cana-3496	213	4	the	the	DET
cana-3496	213	5	high	high	ADJ
cana-3496	213	6	quality	quality	NOUN
cana-3496	213	7	of	of	ADP
cana-3496	213	8	metadata	metadata	NOUN
cana-3496	213	9	provided	provide	VERB
cana-3496	213	10	by	by	ADP
cana-3496	213	11	the	the	DET
cana-3496	213	12	proposed	propose	VERB
cana-3496	213	13	architecture	architecture	NOUN
cana-3496	213	14	,	,	PUNCT
cana-3496	213	15	as	as	SCONJ
cana-3496	213	16	indicated	indicate	VERB
cana-3496	213	17	by	by	ADP
cana-3496	213	18	its	its	PRON
cana-3496	213	19	completeness	completeness	NOUN
cana-3496	213	20	score	score	NOUN
cana-3496	213	21	(	(	PUNCT
cana-3496	213	22	98.5	98.5	NUM
cana-3496	213	23	%	%	NOUN
cana-3496	213	24	)	)	PUNCT
cana-3496	213	25	,	,	PUNCT
cana-3496	213	26	accuracy	accuracy	NOUN
cana-3496	213	27	score	score	NOUN
cana-3496	213	28	(	(	PUNCT
cana-3496	213	29	97.2	97.2	NUM
cana-3496	213	30	%	%	NOUN
cana-3496	213	31	)	)	PUNCT
cana-3496	213	32	,	,	PUNCT
cana-3496	213	33	and	and	CCONJ
cana-3496	213	34	accessibility	accessibility	NOUN
cana-3496	213	35	score	score	NOUN
cana-3496	213	36	(	(	PUNCT
cana-3496	213	37	96.8	96.8	NUM
cana-3496	213	38	%	%	NOUN
cana-3496	213	39	)	)	PUNCT
cana-3496	213	40	.	.	PUNCT
cana-3496	214	1	table	table	NOUN
cana-3496	214	2	8	8	NUM
cana-3496	214	3	:	:	PUNCT
cana-3496	214	4	metadata	metadata	ADJ
cana-3496	214	5	quality	quality	NOUN
cana-3496	214	6	evaluation	evaluation	NOUN
cana-3496	214	7	metric	metric	ADJ
cana-3496	214	8	value	value	NOUN
cana-3496	214	9	(	(	PUNCT
cana-3496	214	10	%	%	INTJ
cana-3496	214	11	)	)	PUNCT
cana-3496	214	12	benchmark	benchmark	NOUN
cana-3496	214	13	(	(	PUNCT
cana-3496	214	14	%	%	NOUN
cana-3496	214	15	)	)	PUNCT
cana-3496	214	16	difference	difference	NOUN
cana-3496	214	17	metadata	metadata	NOUN
cana-3496	214	18	completeness	completeness	NOUN
cana-3496	214	19	98.5	98.5	NUM
cana-3496	214	20	95.0	95.0	NUM
cana-3496	214	21	+3.5	+3.5	NUM
cana-3496	214	22	metadata	metadata	PROPN
cana-3496	214	23	accuracy	accuracy	NOUN
cana-3496	214	24	97.2	97.2	NUM
cana-3496	214	25	96.0	96.0	NUM
cana-3496	214	26	+1.2	+1.2	NOUN
cana-3496	214	27	metadata	metadata	ADJ
cana-3496	214	28	accessibility	accessibility	NOUN
cana-3496	214	29	96.8	96.8	NUM
cana-3496	214	30	92.0	92.0	NUM
cana-3496	214	31	+4.8	+4.8	PROPN
cana-3496	214	32	metadata	metadata	PROPN
cana-3496	214	33	retrieval	retrieval	NOUN
cana-3496	214	34	latency	latency	NOUN
cana-3496	214	35	(	(	PUNCT
cana-3496	214	36	ms	ms	PROPN
cana-3496	214	37	)	)	PUNCT
cana-3496	214	38	120	120	NUM
cana-3496	214	39	150	150	NUM
cana-3496	214	40	-30	-30	NUM
cana-3496	214	41	the	the	DET
cana-3496	214	42	metrics	metric	NOUN
cana-3496	214	43	obtained	obtain	VERB
cana-3496	214	44	far	far	ADV
cana-3496	214	45	exceed	exceed	VERB
cana-3496	214	46	industry	industry	NOUN
cana-3496	214	47	benchmarks	benchmark	NOUN
cana-3496	214	48	,	,	PUNCT
cana-3496	214	49	demonstrating	demonstrate	VERB
cana-3496	214	50	the	the	DET
cana-3496	214	51	strength	strength	NOUN
cana-3496	214	52	of	of	ADP
cana-3496	214	53	the	the	DET
cana-3496	214	54	metadata	metadata	ADJ
cana-3496	214	55	management	management	NOUN
cana-3496	214	56	layer	layer	NOUN
cana-3496	214	57	.	.	PUNCT
cana-3496	215	1	using	use	VERB
cana-3496	215	2	apache	apache	PROPN
cana-3496	215	3	atlas	atlas	PROPN
cana-3496	215	4	for	for	ADP
cana-3496	215	5	dynamic	dynamic	ADJ
cana-3496	215	6	metadata	metadata	NOUN
cana-3496	215	7	generation	generation	NOUN
cana-3496	215	8	and	and	CCONJ
cana-3496	215	9	elasticsearch	elasticsearch	NOUN
cana-3496	215	10	for	for	ADP
cana-3496	215	11	searches	search	NOUN
cana-3496	215	12	were	be	AUX
cana-3496	215	13	other	other	ADJ
cana-3496	215	14	key	key	ADJ
cana-3496	215	15	elements	element	NOUN
cana-3496	215	16	in	in	ADP
cana-3496	215	17	these	these	DET
cana-3496	215	18	metrics	metric	NOUN
cana-3496	215	19	.	.	PUNCT
cana-3496	216	1	furthermore	furthermore	ADV
cana-3496	216	2	,	,	PUNCT
cana-3496	216	3	the	the	DET
cana-3496	216	4	retrieval	retrieval	NOUN
cana-3496	216	5	latency	latency	NOUN
cana-3496	216	6	of	of	ADP
cana-3496	216	7	120	120	NUM
cana-3496	216	8	ms	ms	NOUN
cana-3496	216	9	illustrates	illustrate	VERB
cana-3496	216	10	the	the	DET
cana-3496	216	11	capacity	capacity	NOUN
cana-3496	216	12	of	of	ADP
cana-3496	216	13	the	the	DET
cana-3496	216	14	system	system	NOUN
cana-3496	216	15	to	to	PART
cana-3496	216	16	furnish	furnish	VERB
cana-3496	216	17	rapid	rapid	ADJ
cana-3496	216	18	access	access	NOUN
cana-3496	216	19	to	to	ADP
cana-3496	216	20	metadata	metadata	NOUN
cana-3496	216	21	,	,	PUNCT
cana-3496	216	22	which	which	PRON
cana-3496	216	23	is	be	AUX
cana-3496	216	24	an	an	DET
cana-3496	216	25	essential	essential	ADJ
cana-3496	216	26	attribute	attribute	NOUN
cana-3496	216	27	in	in	ADP
cana-3496	216	28	real	real	ADJ
cana-3496	216	29	-	-	PUNCT
cana-3496	216	30	time	time	NOUN
cana-3496	216	31	analytics	analytic	NOUN
cana-3496	216	32	settings	setting	NOUN
cana-3496	216	33	.	.	PUNCT
cana-3496	217	1	by	by	ADP
cana-3496	217	2	automating	automate	VERB
cana-3496	217	3	metadata	metadata	NOUN
cana-3496	217	4	management	management	NOUN
cana-3496	217	5	,	,	PUNCT
cana-3496	217	6	the	the	DET
cana-3496	217	7	data	data	NOUN
cana-3496	217	8	fabric	fabric	NOUN
cana-3496	217	9	improves	improve	VERB
cana-3496	217	10	usability	usability	NOUN
cana-3496	217	11	,	,	PUNCT
cana-3496	217	12	while	while	SCONJ
cana-3496	217	13	at	at	ADP
cana-3496	217	14	the	the	DET
cana-3496	217	15	same	same	ADJ
cana-3496	217	16	time	time	NOUN
cana-3496	217	17	mitigating	mitigate	VERB
cana-3496	217	18	the	the	DET
cana-3496	217	19	threat	threat	NOUN
cana-3496	217	20	of	of	ADP
cana-3496	217	21	“	"	PUNCT
cana-3496	217	22	data	datum	NOUN
cana-3496	217	23	swamps	swamp	NOUN
cana-3496	217	24	,	,	PUNCT
cana-3496	217	25	”	"	PUNCT
cana-3496	217	26	which	which	PRON
cana-3496	217	27	are	be	AUX
cana-3496	217	28	typically	typically	ADV
cana-3496	217	29	a	a	DET
cana-3496	217	30	problem	problem	NOUN
cana-3496	217	31	in	in	ADP
cana-3496	217	32	data	datum	NOUN
cana-3496	217	33	lakes	lake	NOUN
cana-3496	217	34	.	.	PUNCT
cana-3496	218	1	communications	communication	NOUN
cana-3496	218	2	on	on	ADP
cana-3496	218	3	applied	apply	VERB
cana-3496	218	4	nonlinear	nonlinear	ADJ
cana-3496	218	5	analysis	analysis	NOUN
cana-3496	218	6	issn	issn	NOUN
cana-3496	218	7	:	:	PUNCT
cana-3496	218	8	1074	1074	NUM
cana-3496	218	9	-	-	PUNCT
cana-3496	218	10	133x	133x	NUM
cana-3496	218	11	vol	vol	NOUN
cana-3496	218	12	32	32	NUM
cana-3496	218	13	no	no	NOUN
cana-3496	218	14	.	.	PUNCT
cana-3496	219	1	7s	7	NOUN
cana-3496	219	2	(	(	PUNCT
cana-3496	219	3	2025	2025	NUM
cana-3496	219	4	)	)	PUNCT
cana-3496	219	5	934	934	NUM
cana-3496	219	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	219	7	figure	figure	NOUN
cana-3496	219	8	3	3	NUM
cana-3496	219	9	.	.	PUNCT
cana-3496	219	10	integration	integration	NOUN
cana-3496	219	11	success	success	NOUN
cana-3496	219	12	rate	rate	NOUN
cana-3496	219	13	across	across	ADP
cana-3496	219	14	data	datum	NOUN
cana-3496	219	15	sources	source	NOUN
cana-3496	219	16	data	datum	NOUN
cana-3496	219	17	processing	processing	NOUN
cana-3496	219	18	performance	performance	NOUN
cana-3496	219	19	organizations	organization	NOUN
cana-3496	219	20	that	that	PRON
cana-3496	219	21	want	want	VERB
cana-3496	219	22	to	to	PART
cana-3496	219	23	derive	derive	VERB
cana-3496	219	24	actionable	actionable	ADJ
cana-3496	219	25	insights	insight	NOUN
cana-3496	219	26	from	from	ADP
cana-3496	219	27	large	large	ADJ
cana-3496	219	28	datasets	dataset	NOUN
cana-3496	219	29	need	need	VERB
cana-3496	219	30	effective	effective	ADJ
cana-3496	219	31	data	datum	NOUN
cana-3496	219	32	processing	processing	NOUN
cana-3496	219	33	.	.	PUNCT
cana-3496	220	1	table	table	NOUN
cana-3496	220	2	9	9	NUM
cana-3496	220	3	demonstrates	demonstrate	VERB
cana-3496	220	4	that	that	SCONJ
cana-3496	220	5	our	our	PRON
cana-3496	220	6	data	data	NOUN
cana-3496	220	7	fabric	fabric	NOUN
cana-3496	220	8	can	can	AUX
cana-3496	220	9	sustain	sustain	VERB
cana-3496	220	10	a	a	DET
cana-3496	220	11	steady	steady	ADJ
cana-3496	220	12	throughput	throughput	NOUN
cana-3496	220	13	of	of	ADP
cana-3496	220	14	2.0	2.0	NUM
cana-3496	220	15	gb	gb	NOUN
cana-3496	220	16	/	/	SYM
cana-3496	220	17	s	s	NOUN
cana-3496	220	18	across	across	ADP
cana-3496	220	19	a	a	DET
cana-3496	220	20	variety	variety	NOUN
cana-3496	220	21	of	of	ADP
cana-3496	220	22	processing	processing	NOUN
cana-3496	220	23	tasks	task	NOUN
cana-3496	220	24	:	:	PUNCT
cana-3496	220	25	data	datum	NOUN
cana-3496	220	26	cleaning	cleaning	NOUN
cana-3496	220	27	,	,	PUNCT
cana-3496	220	28	transformation	transformation	NOUN
cana-3496	220	29	,	,	PUNCT
cana-3496	220	30	enrichment	enrichment	NOUN
cana-3496	220	31	,	,	PUNCT
cana-3496	220	32	and	and	CCONJ
cana-3496	220	33	training	training	NOUN
cana-3496	220	34	of	of	ADP
cana-3496	220	35	machine	machine	NOUN
cana-3496	220	36	learning	learning	NOUN
cana-3496	220	37	models	model	NOUN
cana-3496	220	38	.	.	PUNCT
cana-3496	221	1	table	table	NOUN
cana-3496	221	2	9	9	NUM
cana-3496	221	3	:	:	PUNCT
cana-3496	221	4	data	datum	NOUN
cana-3496	221	5	processing	processing	NOUN
cana-3496	221	6	performance	performance	NOUN
cana-3496	221	7	processing	processing	NOUN
cana-3496	221	8	task	task	NOUN
cana-3496	221	9	input	input	NOUN
cana-3496	221	10	data	datum	NOUN
cana-3496	221	11	size	size	NOUN
cana-3496	221	12	(	(	PUNCT
cana-3496	221	13	gb	gb	NOUN
cana-3496	221	14	)	)	PUNCT
cana-3496	221	15	processing	processing	NOUN
cana-3496	221	16	time	time	NOUN
cana-3496	221	17	(	(	PUNCT
cana-3496	221	18	seconds	second	NOUN
cana-3496	221	19	)	)	PUNCT
cana-3496	221	20	throughput	throughput	NOUN
cana-3496	221	21	(	(	PUNCT
cana-3496	221	22	gb	gb	PROPN
cana-3496	221	23	/	/	SYM
cana-3496	221	24	s	s	NOUN
cana-3496	221	25	)	)	PUNCT
cana-3496	221	26	data	datum	NOUN
cana-3496	221	27	cleaning	clean	VERB
cana-3496	221	28	500	500	NUM
cana-3496	221	29	250	250	NUM
cana-3496	221	30	2.0	2.0	NUM
cana-3496	221	31	data	datum	NOUN
cana-3496	221	32	transformation	transformation	NOUN
cana-3496	221	33	400	400	NUM
cana-3496	221	34	200	200	NUM
cana-3496	221	35	2.0	2.0	NUM
cana-3496	221	36	data	datum	NOUN
cana-3496	221	37	enrichment	enrichment	NOUN
cana-3496	221	38	300	300	NUM
cana-3496	221	39	150	150	NUM
cana-3496	221	40	2.0	2.0	NUM
cana-3496	221	41	machine	machine	NOUN
cana-3496	221	42	learning	learn	VERB
cana-3496	221	43	model	model	NOUN
cana-3496	221	44	training	train	VERB
cana-3496	221	45	600	600	NUM
cana-3496	221	46	300	300	NUM
cana-3496	221	47	2.0	2.0	NUM
cana-3496	221	48	total	total	ADJ
cana-3496	221	49	1800	1800	NUM
cana-3496	221	50	900	900	NUM
cana-3496	221	51	2.0	2.0	NUM
cana-3496	221	52	this	this	PRON
cana-3496	221	53	makes	make	VERB
cana-3496	221	54	a	a	DET
cana-3496	221	55	great	great	ADJ
cana-3496	221	56	leap	leap	NOUN
cana-3496	221	57	in	in	ADP
cana-3496	221	58	the	the	DET
cana-3496	221	59	process	process	NOUN
cana-3496	221	60	flow	flow	NOUN
cana-3496	221	61	for	for	ADP
cana-3496	221	62	the	the	DET
cana-3496	221	63	apache	apache	NOUN
cana-3496	221	64	spark	spark	NOUN
cana-3496	221	65	-	-	PUNCT
cana-3496	221	66	based	base	VERB
cana-3496	221	67	processing	processing	NOUN
cana-3496	221	68	layer	layer	NOUN
cana-3496	221	69	concerning	concern	VERB
cana-3496	221	70	scalability	scalability	NOUN
cana-3496	221	71	and	and	CCONJ
cana-3496	221	72	resource	resource	NOUN
cana-3496	221	73	efficiency	efficiency	NOUN
cana-3496	221	74	.	.	PUNCT
cana-3496	222	1	with	with	ADP
cana-3496	222	2	the	the	DET
cana-3496	222	3	ability	ability	NOUN
cana-3496	222	4	to	to	PART
cana-3496	222	5	work	work	VERB
cana-3496	222	6	at	at	ADP
cana-3496	222	7	scale	scale	NOUN
cana-3496	222	8	with	with	ADP
cana-3496	222	9	a	a	DET
cana-3496	222	10	low	low	ADJ
cana-3496	222	11	-	-	PUNCT
cana-3496	222	12	latency	latency	NOUN
cana-3496	222	13	framework	framework	NOUN
cana-3496	222	14	,	,	PUNCT
cana-3496	222	15	organizations	organization	NOUN
cana-3496	222	16	can	can	AUX
cana-3496	222	17	ensure	ensure	VERB
cana-3496	222	18	that	that	SCONJ
cana-3496	222	19	the	the	DET
cana-3496	222	20	information	information	NOUN
cana-3496	222	21	is	be	AUX
cana-3496	222	22	up	up	ADP
cana-3496	222	23	-	-	PUNCT
cana-3496	222	24	to	to	ADP
cana-3496	222	25	-	-	PUNCT
cana-3496	222	26	date	date	NOUN
cana-3496	222	27	and	and	CCONJ
cana-3496	222	28	relevant	relevant	ADJ
cana-3496	222	29	.	.	PUNCT
cana-3496	223	1	this	this	DET
cana-3496	223	2	architecture	architecture	NOUN
cana-3496	223	3	takes	take	VERB
cana-3496	223	4	a	a	DET
cana-3496	223	5	step	step	NOUN
cana-3496	223	6	further	far	ADV
cana-3496	223	7	and	and	CCONJ
cana-3496	223	8	removes	remove	VERB
cana-3496	223	9	a	a	DET
cana-3496	223	10	huge	huge	ADJ
cana-3496	223	11	limitation	limitation	NOUN
cana-3496	223	12	on	on	ADP
cana-3496	223	13	traditional	traditional	ADJ
cana-3496	223	14	data	datum	NOUN
cana-3496	223	15	lakes	lake	NOUN
cana-3496	223	16	by	by	ADP
cana-3496	223	17	lowering	lower	VERB
cana-3496	223	18	manual	manual	ADJ
cana-3496	223	19	effort	effort	NOUN
cana-3496	223	20	and	and	CCONJ
cana-3496	223	21	reducing	reduce	VERB
cana-3496	223	22	time	time	NOUN
cana-3496	223	23	-	-	PUNCT
cana-3496	223	24	to	to	ADP
cana-3496	223	25	-	-	PUNCT
cana-3496	223	26	insight	insight	NOUN
cana-3496	223	27	by	by	ADP
cana-3496	223	28	automating	automate	VERB
cana-3496	223	29	key	key	ADJ
cana-3496	223	30	processing	processing	NOUN
cana-3496	223	31	tasks	task	NOUN
cana-3496	223	32	.	.	PUNCT
cana-3496	224	1	governance	governance	NOUN
cana-3496	224	2	compliance	compliance	NOUN
cana-3496	224	3	governance	governance	NOUN
cana-3496	224	4	is	be	AUX
cana-3496	224	5	arguably	arguably	ADV
cana-3496	224	6	the	the	DET
cana-3496	224	7	primary	primary	ADJ
cana-3496	224	8	differentiator	differentiator	NOUN
cana-3496	224	9	between	between	ADP
cana-3496	224	10	data	datum	NOUN
cana-3496	224	11	fabrics	fabric	NOUN
cana-3496	224	12	and	and	CCONJ
cana-3496	224	13	data	datum	NOUN
cana-3496	224	14	lakes	lake	NOUN
cana-3496	224	15	,	,	PUNCT
cana-3496	224	16	ensuring	ensure	VERB
cana-3496	224	17	that	that	SCONJ
cana-3496	224	18	data	datum	NOUN
cana-3496	224	19	is	be	AUX
cana-3496	224	20	used	use	VERB
cana-3496	224	21	securely	securely	ADV
cana-3496	224	22	and	and	CCONJ
cana-3496	224	23	in	in	ADP
cana-3496	224	24	compliance	compliance	NOUN
cana-3496	224	25	with	with	ADP
cana-3496	224	26	regulations	regulation	NOUN
cana-3496	224	27	.	.	PUNCT
cana-3496	225	1	table	table	NOUN
cana-3496	225	2	10	10	NUM
cana-3496	225	3	illustrates	illustrate	VERB
cana-3496	225	4	the	the	DET
cana-3496	225	5	compliance	compliance	NOUN
cana-3496	225	6	metrics	metric	NOUN
cana-3496	225	7	attained	attain	VERB
cana-3496	225	8	by	by	ADP
cana-3496	225	9	the	the	DET
cana-3496	225	10	governance	governance	NOUN
cana-3496	225	11	layer	layer	NOUN
cana-3496	225	12	,	,	PUNCT
cana-3496	225	13	where	where	SCONJ
cana-3496	225	14	parameters	parameter	NOUN
cana-3496	225	15	like	like	VERB
cana-3496	225	16	access	access	NOUN
cana-3496	225	17	control	control	NOUN
cana-3496	225	18	enforcement	enforcement	NOUN
cana-3496	225	19	(	(	PUNCT
cana-3496	225	20	94.0	94.0	NUM
cana-3496	225	21	%	%	NOUN
cana-3496	225	22	)	)	PUNCT
cana-3496	225	23	,	,	PUNCT
cana-3496	225	24	data	datum	NOUN
cana-3496	225	25	security	security	NOUN
cana-3496	225	26	(	(	PUNCT
cana-3496	225	27	95.0	95.0	NUM
cana-3496	225	28	%	%	NOUN
cana-3496	225	29	)	)	PUNCT
cana-3496	225	30	,	,	PUNCT
cana-3496	225	31	and	and	CCONJ
cana-3496	225	32	regulatory	regulatory	ADJ
cana-3496	225	33	compliance	compliance	NOUN
cana-3496	225	34	(	(	PUNCT
cana-3496	225	35	96.5	96.5	NUM
cana-3496	225	36	%	%	NOUN
cana-3496	225	37	)	)	PUNCT
cana-3496	225	38	surpassed	surpass	VERB
cana-3496	225	39	preset	preset	ADJ
cana-3496	225	40	benchmarks	benchmark	NOUN
cana-3496	225	41	.	.	PUNCT
cana-3496	226	1	communications	communication	NOUN
cana-3496	226	2	on	on	ADP
cana-3496	226	3	applied	apply	VERB
cana-3496	226	4	nonlinear	nonlinear	ADJ
cana-3496	226	5	analysis	analysis	NOUN
cana-3496	226	6	issn	issn	NOUN
cana-3496	226	7	:	:	PUNCT
cana-3496	226	8	1074	1074	NUM
cana-3496	226	9	-	-	PUNCT
cana-3496	226	10	133x	133x	NUM
cana-3496	226	11	vol	vol	NOUN
cana-3496	226	12	32	32	NUM
cana-3496	226	13	no	no	NOUN
cana-3496	226	14	.	.	PUNCT
cana-3496	227	1	7s	7	NOUN
cana-3496	227	2	(	(	PUNCT
cana-3496	227	3	2025	2025	NUM
cana-3496	227	4	)	)	PUNCT
cana-3496	227	5	935	935	NUM
cana-3496	227	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	227	7	table	table	NOUN
cana-3496	227	8	10	10	NUM
cana-3496	227	9	:	:	PUNCT
cana-3496	227	10	governance	governance	NOUN
cana-3496	227	11	compliance	compliance	NOUN
cana-3496	227	12	metrics	metric	NOUN
cana-3496	227	13	metric	metric	ADJ
cana-3496	227	14	compliance	compliance	NOUN
cana-3496	227	15	achieved	achieve	VERB
cana-3496	227	16	(	(	PUNCT
cana-3496	227	17	%	%	INTJ
cana-3496	227	18	)	)	PUNCT
cana-3496	227	19	compliance	compliance	NOUN
cana-3496	227	20	benchmark	benchmark	NOUN
cana-3496	227	21	(	(	PUNCT
cana-3496	227	22	%	%	INTJ
cana-3496	227	23	)	)	PUNCT
cana-3496	227	24	difference	difference	NOUN
cana-3496	227	25	access	access	NOUN
cana-3496	227	26	control	control	NOUN
cana-3496	227	27	enforcement	enforcement	NOUN
cana-3496	227	28	94.0	94.0	NUM
cana-3496	227	29	90.0	90.0	NUM
cana-3496	227	30	+4.0	+4.0	X
cana-3496	227	31	data	datum	NOUN
cana-3496	227	32	security	security	NOUN
cana-3496	227	33	95.0	95.0	NUM
cana-3496	227	34	93.0	93.0	NUM
cana-3496	227	35	+2.0	+2.0	INTJ
cana-3496	227	36	regulatory	regulatory	ADJ
cana-3496	227	37	compliance	compliance	NOUN
cana-3496	227	38	96.5	96.5	NUM
cana-3496	227	39	94.0	94.0	NUM
cana-3496	227	40	+2.5	+2.5	PRON
cana-3496	227	41	audit	audit	NOUN
cana-3496	227	42	trail	trail	NOUN
cana-3496	227	43	coverage	coverage	NOUN
cana-3496	227	44	92.0	92.0	NUM
cana-3496	227	45	90.0	90.0	NUM
cana-3496	227	46	+2.0	+2.0	NOUN
cana-3496	227	47	these	these	DET
cana-3496	227	48	results	result	NOUN
cana-3496	227	49	were	be	AUX
cana-3496	227	50	made	make	VERB
cana-3496	227	51	possible	possible	ADJ
cana-3496	227	52	by	by	ADP
cana-3496	227	53	leveraging	leverage	VERB
cana-3496	227	54	apache	apache	NOUN
cana-3496	227	55	ranger	ranger	NOUN
cana-3496	227	56	for	for	ADP
cana-3496	227	57	role	role	NOUN
cana-3496	227	58	-	-	PUNCT
cana-3496	227	59	based	base	VERB
cana-3496	227	60	access	access	NOUN
cana-3496	227	61	control	control	NOUN
cana-3496	227	62	and	and	CCONJ
cana-3496	227	63	policy	policy	NOUN
cana-3496	227	64	enforcement	enforcement	NOUN
cana-3496	227	65	.	.	PUNCT
cana-3496	228	1	additionally	additionally	ADV
cana-3496	228	2	,	,	PUNCT
cana-3496	228	3	the	the	DET
cana-3496	228	4	auditing	auditing	NOUN
cana-3496	228	5	and	and	CCONJ
cana-3496	228	6	data	datum	NOUN
cana-3496	228	7	quality	quality	NOUN
cana-3496	228	8	monitoring	monitoring	NOUN
cana-3496	228	9	capabilities	capability	NOUN
cana-3496	228	10	of	of	ADP
cana-3496	228	11	the	the	DET
cana-3496	228	12	governance	governance	NOUN
cana-3496	228	13	layer	layer	NOUN
cana-3496	228	14	offer	offer	VERB
cana-3496	228	15	a	a	DET
cana-3496	228	16	transparent	transparent	ADJ
cana-3496	228	17	view	view	NOUN
cana-3496	228	18	of	of	ADP
cana-3496	228	19	system	system	NOUN
cana-3496	228	20	activities	activity	NOUN
cana-3496	228	21	,	,	PUNCT
cana-3496	228	22	providing	provide	VERB
cana-3496	228	23	added	add	VERB
cana-3496	228	24	trust	trust	NOUN
cana-3496	228	25	and	and	CCONJ
cana-3496	228	26	accountability	accountability	NOUN
cana-3496	228	27	.	.	PUNCT
cana-3496	229	1	the	the	DET
cana-3496	229	2	outcomes	outcome	NOUN
cana-3496	229	3	demonstrate	demonstrate	VERB
cana-3496	229	4	the	the	DET
cana-3496	229	5	efficacy	efficacy	NOUN
cana-3496	229	6	of	of	ADP
cana-3496	229	7	the	the	DET
cana-3496	229	8	proposed	propose	VERB
cana-3496	229	9	architecture	architecture	NOUN
cana-3496	229	10	needed	need	VERB
cana-3496	229	11	to	to	PART
cana-3496	229	12	mitigate	mitigate	VERB
cana-3496	229	13	governance	governance	NOUN
cana-3496	229	14	problems	problem	NOUN
cana-3496	229	15	that	that	PRON
cana-3496	229	16	are	be	AUX
cana-3496	229	17	not	not	PART
cana-3496	229	18	usually	usually	ADV
cana-3496	229	19	accounted	account	VERB
cana-3496	229	20	for	for	ADP
cana-3496	229	21	in	in	ADP
cana-3496	229	22	data	data	NOUN
cana-3496	229	23	lake	lake	NOUN
cana-3496	229	24	projects	project	NOUN
cana-3496	229	25	.	.	PUNCT
cana-3496	230	1	figure	figure	VERB
cana-3496	230	2	4	4	NUM
cana-3496	230	3	.	.	PUNCT
cana-3496	230	4	automation	automation	NOUN
cana-3496	230	5	efficiency	efficiency	NOUN
cana-3496	230	6	metadata	metadata	VERB
cana-3496	230	7	quality	quality	NOUN
cana-3496	230	8	evaluation	evaluation	NOUN
cana-3496	230	9	automation	automation	NOUN
cana-3496	230	10	is	be	AUX
cana-3496	230	11	one	one	NUM
cana-3496	230	12	of	of	ADP
cana-3496	230	13	the	the	DET
cana-3496	230	14	critical	critical	ADJ
cana-3496	230	15	enablers	enabler	NOUN
cana-3496	230	16	of	of	ADP
cana-3496	230	17	scalability	scalability	NOUN
cana-3496	230	18	and	and	CCONJ
cana-3496	230	19	efficiency	efficiency	NOUN
cana-3496	230	20	of	of	ADP
cana-3496	230	21	data	datum	NOUN
cana-3496	230	22	fabrics	fabric	NOUN
cana-3496	230	23	.	.	PUNCT
cana-3496	231	1	table	table	NOUN
cana-3496	231	2	11	11	NUM
cana-3496	231	3	also	also	ADV
cana-3496	231	4	shows	show	VERB
cana-3496	231	5	the	the	DET
cana-3496	231	6	substantial	substantial	ADJ
cana-3496	231	7	reductions	reduction	NOUN
cana-3496	231	8	mobilizing	mobilize	VERB
cana-3496	231	9	key	key	ADJ
cana-3496	231	10	tasks	task	NOUN
cana-3496	231	11	,	,	PUNCT
cana-3496	231	12	with	with	ADP
cana-3496	231	13	significant	significant	ADJ
cana-3496	231	14	efficiency	efficiency	NOUN
cana-3496	231	15	gains	gain	NOUN
cana-3496	231	16	from	from	ADP
cana-3496	231	17	automation	automation	NOUN
cana-3496	231	18	at	at	ADP
cana-3496	231	19	80.0	80.0	NUM
cana-3496	231	20	%	%	NOUN
cana-3496	231	21	,	,	PUNCT
cana-3496	231	22	for	for	ADP
cana-3496	231	23	example	example	NOUN
cana-3496	231	24	with	with	ADP
cana-3496	231	25	respect	respect	NOUN
cana-3496	231	26	to	to	ADP
cana-3496	231	27	metadata	metadata	PROPN
cana-3496	231	28	tagging	tagging	NOUN
cana-3496	231	29	,	,	PUNCT
cana-3496	231	30	data	datum	NOUN
cana-3496	231	31	quality	quality	NOUN
cana-3496	231	32	monitoring	monitoring	NOUN
cana-3496	231	33	with	with	ADP
cana-3496	231	34	audit	audit	NOUN
cana-3496	231	35	trail	trail	NOUN
cana-3496	231	36	visibility	visibility	NOUN
cana-3496	231	37	,	,	PUNCT
cana-3496	231	38	integration	integration	NOUN
cana-3496	231	39	workflows	workflow	NOUN
cana-3496	231	40	,	,	PUNCT
cana-3496	231	41	and	and	CCONJ
cana-3496	231	42	governance	governance	NOUN
cana-3496	231	43	policy	policy	NOUN
cana-3496	231	44	enforcement	enforcement	NOUN
cana-3496	231	45	.	.	PUNCT
cana-3496	232	1	table	table	NOUN
cana-3496	232	2	11	11	NUM
cana-3496	232	3	:	:	PUNCT
cana-3496	232	4	automation	automation	NOUN
cana-3496	232	5	efficiency	efficiency	NOUN
cana-3496	232	6	metrics	metric	NOUN
cana-3496	232	7	automation	automation	NOUN
cana-3496	232	8	task	task	NOUN
cana-3496	232	9	manual	manual	ADJ
cana-3496	232	10	effort	effort	NOUN
cana-3496	232	11	required	require	VERB
cana-3496	232	12	(	(	PUNCT
cana-3496	232	13	hours	hour	NOUN
cana-3496	232	14	)	)	PUNCT
cana-3496	232	15	effort	effort	NOUN
cana-3496	232	16	post	post	NOUN
cana-3496	232	17	-	-	NOUN
cana-3496	232	18	automation	automation	ADJ
cana-3496	232	19	(	(	PUNCT
cana-3496	232	20	hours	hour	NOUN
cana-3496	232	21	)	)	PUNCT
cana-3496	232	22	efficiency	efficiency	NOUN
cana-3496	232	23	gain	gain	NOUN
cana-3496	232	24	(	(	PUNCT
cana-3496	232	25	%	%	INTJ
cana-3496	232	26	)	)	PUNCT
cana-3496	232	27	metadata	metadata	NOUN
cana-3496	232	28	tagging	tag	VERB
cana-3496	232	29	50	50	NUM
cana-3496	232	30	10	10	NUM
cana-3496	232	31	80.0	80.0	NUM
cana-3496	232	32	data	datum	NOUN
cana-3496	232	33	quality	quality	NOUN
cana-3496	232	34	monitoring	monitor	VERB
cana-3496	232	35	40	40	NUM
cana-3496	232	36	8	8	NUM
cana-3496	232	37	80.0	80.0	NUM
cana-3496	232	38	data	datum	NOUN
cana-3496	232	39	integration	integration	NOUN
cana-3496	232	40	workflows	workflow	VERB
cana-3496	232	41	30	30	NUM
cana-3496	232	42	6	6	NUM
cana-3496	232	43	80.0	80.0	NUM
cana-3496	232	44	governance	governance	NOUN
cana-3496	232	45	policy	policy	NOUN
cana-3496	232	46	enforcement	enforcement	NOUN
cana-3496	232	47	20	20	NUM
cana-3496	232	48	4	4	NUM
cana-3496	232	49	80.0	80.0	NUM
cana-3496	232	50	communications	communication	NOUN
cana-3496	232	51	on	on	ADP
cana-3496	232	52	applied	apply	VERB
cana-3496	232	53	nonlinear	nonlinear	ADJ
cana-3496	232	54	analysis	analysis	NOUN
cana-3496	232	55	issn	issn	NOUN
cana-3496	232	56	:	:	PUNCT
cana-3496	232	57	1074	1074	NUM
cana-3496	232	58	-	-	PUNCT
cana-3496	232	59	133x	133x	NUM
cana-3496	232	60	vol	vol	NOUN
cana-3496	232	61	32	32	NUM
cana-3496	232	62	no	no	NOUN
cana-3496	232	63	.	.	PUNCT
cana-3496	233	1	7s	7	NOUN
cana-3496	233	2	(	(	PUNCT
cana-3496	233	3	2025	2025	NUM
cana-3496	233	4	)	)	PUNCT
cana-3496	233	5	936	936	NUM
cana-3496	233	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	233	7	these	these	DET
cana-3496	233	8	results	result	NOUN
cana-3496	233	9	were	be	AUX
cana-3496	233	10	aided	aid	VERB
cana-3496	233	11	using	use	VERB
cana-3496	233	12	machine	machine	NOUN
cana-3496	233	13	learning	learning	NOUN
cana-3496	233	14	models	model	NOUN
cana-3496	233	15	for	for	ADP
cana-3496	233	16	tasks	task	NOUN
cana-3496	233	17	like	like	ADP
cana-3496	233	18	anomaly	anomaly	NOUN
cana-3496	233	19	detection	detection	NOUN
cana-3496	233	20	and	and	CCONJ
cana-3496	233	21	data	datum	NOUN
cana-3496	233	22	classification	classification	NOUN
cana-3496	233	23	.	.	PUNCT
cana-3496	234	1	the	the	DET
cana-3496	234	2	data	data	NOUN
cana-3496	234	3	fabric	fabric	NOUN
cana-3496	234	4	architecture	architecture	NOUN
cana-3496	234	5	reduces	reduce	VERB
cana-3496	234	6	dependency	dependency	NOUN
cana-3496	234	7	on	on	ADP
cana-3496	234	8	manual	manual	ADJ
cana-3496	234	9	processes	process	NOUN
cana-3496	234	10	and	and	CCONJ
cana-3496	234	11	eliminates	eliminate	VERB
cana-3496	234	12	errors	error	NOUN
cana-3496	234	13	,	,	PUNCT
cana-3496	234	14	ensuring	ensure	VERB
cana-3496	234	15	faster	fast	ADJ
cana-3496	234	16	workflow	workflow	NOUN
cana-3496	234	17	,	,	PUNCT
cana-3496	234	18	leaving	leave	VERB
cana-3496	234	19	talent	talent	NOUN
cana-3496	234	20	for	for	ADP
cana-3496	234	21	more	more	ADJ
cana-3496	234	22	value	value	NOUN
cana-3496	234	23	driving	drive	VERB
cana-3496	234	24	activities	activity	NOUN
cana-3496	234	25	.	.	PUNCT
cana-3496	235	1	it	it	PRON
cana-3496	235	2	shows	show	VERB
cana-3496	235	3	the	the	DET
cana-3496	235	4	type	type	NOUN
cana-3496	235	5	of	of	ADP
cana-3496	235	6	elementary	elementary	ADJ
cana-3496	235	7	gains	gain	NOUN
cana-3496	235	8	that	that	PRON
cana-3496	235	9	show	show	VERB
cana-3496	235	10	to	to	ADP
cana-3496	235	11	the	the	DET
cana-3496	235	12	transformative	transformative	ADJ
cana-3496	235	13	potential	potential	NOUN
cana-3496	235	14	of	of	ADP
cana-3496	235	15	automation	automation	NOUN
cana-3496	235	16	in	in	ADP
cana-3496	235	17	modern	modern	ADJ
cana-3496	235	18	data	datum	NOUN
cana-3496	235	19	management	management	NOUN
cana-3496	235	20	systems	system	NOUN
cana-3496	235	21	.	.	PUNCT
cana-3496	236	1	query	query	NOUN
cana-3496	236	2	performance	performance	NOUN
cana-3496	236	3	fast	fast	ADJ
cana-3496	236	4	and	and	CCONJ
cana-3496	236	5	precise	precise	ADJ
cana-3496	236	6	query	query	NOUN
cana-3496	236	7	execution	execution	NOUN
cana-3496	236	8	is	be	AUX
cana-3496	236	9	the	the	DET
cana-3496	236	10	basis	basis	NOUN
cana-3496	236	11	,	,	PUNCT
cana-3496	236	12	with	with	ADP
cana-3496	236	13	which	which	PRON
cana-3496	236	14	we	we	PRON
cana-3496	236	15	can	can	AUX
cana-3496	236	16	achieve	achieve	VERB
cana-3496	236	17	real	real	ADJ
cana-3496	236	18	-	-	PUNCT
cana-3496	236	19	time	time	NOUN
cana-3496	236	20	analytics	analytic	NOUN
cana-3496	236	21	.	.	PUNCT
cana-3496	237	1	table	table	NOUN
cana-3496	237	2	12	12	NUM
cana-3496	237	3	shows	show	VERB
cana-3496	237	4	that	that	SCONJ
cana-3496	237	5	the	the	DET
cana-3496	237	6	proposed	propose	VERB
cana-3496	237	7	data	data	NOUN
cana-3496	237	8	fabric	fabric	NOUN
cana-3496	237	9	achieves	achieve	VERB
cana-3496	237	10	significantly	significantly	ADV
cana-3496	237	11	better	well	ADJ
cana-3496	237	12	query	query	NOUN
cana-3496	237	13	performance	performance	NOUN
cana-3496	237	14	,	,	PUNCT
cana-3496	237	15	with	with	ADP
cana-3496	237	16	an	an	DET
cana-3496	237	17	average	average	ADJ
cana-3496	237	18	latency	latency	NOUN
cana-3496	237	19	of	of	ADP
cana-3496	237	20	123.3	123.3	NUM
cana-3496	237	21	ms	ms	NOUN
cana-3496	237	22	and	and	CCONJ
cana-3496	237	23	a	a	DET
cana-3496	237	24	query	query	NOUN
cana-3496	237	25	success	success	NOUN
cana-3496	237	26	rate	rate	NOUN
cana-3496	237	27	of	of	ADP
cana-3496	237	28	98.6	98.6	NUM
cana-3496	237	29	%	%	NOUN
cana-3496	237	30	.	.	PUNCT
cana-3496	238	1	simple	simple	ADJ
cana-3496	238	2	queries	query	NOUN
cana-3496	238	3	showed	show	VERB
cana-3496	238	4	the	the	DET
cana-3496	238	5	least	least	ADJ
cana-3496	238	6	latency	latency	NOUN
cana-3496	238	7	(	(	PUNCT
cana-3496	238	8	50	50	NUM
cana-3496	238	9	ms	ms	NOUN
cana-3496	238	10	)	)	PUNCT
cana-3496	238	11	,	,	PUNCT
cana-3496	238	12	whereas	whereas	SCONJ
cana-3496	238	13	aggregate	aggregate	ADJ
cana-3496	238	14	queries	query	NOUN
cana-3496	238	15	and	and	CCONJ
cana-3496	238	16	predictive	predictive	ADJ
cana-3496	238	17	analytics	analytic	NOUN
cana-3496	238	18	each	each	PRON
cana-3496	238	19	had	have	VERB
cana-3496	238	20	latencies	latency	NOUN
cana-3496	238	21	of	of	ADP
cana-3496	238	22	120	120	NUM
cana-3496	238	23	ms	ms	NOUN
cana-3496	238	24	and	and	CCONJ
cana-3496	238	25	200	200	NUM
cana-3496	238	26	ms	ms	PROPN
cana-3496	238	27	respectively	respectively	ADV
cana-3496	238	28	.	.	PUNCT
cana-3496	238	29	table	table	NOUN
cana-3496	238	30	12	12	NUM
cana-3496	238	31	:	:	PUNCT
cana-3496	238	32	query	query	NOUN
cana-3496	238	33	performance	performance	NOUN
cana-3496	238	34	analysis	analysis	NOUN
cana-3496	238	35	query	query	NOUN
cana-3496	238	36	type	type	NOUN
cana-3496	238	37	average	average	ADJ
cana-3496	238	38	query	query	NOUN
cana-3496	238	39	latency	latency	NOUN
cana-3496	238	40	(	(	PUNCT
cana-3496	238	41	ms	ms	PROPN
cana-3496	238	42	)	)	PUNCT
cana-3496	238	43	queries	query	NOUN
cana-3496	238	44	executed	execute	VERB
cana-3496	238	45	per	per	ADP
cana-3496	238	46	second	second	ADJ
cana-3496	238	47	query	query	NOUN
cana-3496	238	48	success	success	NOUN
cana-3496	238	49	rate	rate	NOUN
cana-3496	238	50	(	(	PUNCT
cana-3496	238	51	%	%	INTJ
cana-3496	238	52	)	)	PUNCT
cana-3496	238	53	simple	simple	ADJ
cana-3496	238	54	queries	query	VERB
cana-3496	238	55	50	50	NUM
cana-3496	238	56	200	200	NUM
cana-3496	238	57	99.5	99.5	NUM
cana-3496	238	58	aggregate	aggregate	ADJ
cana-3496	238	59	queries	query	NOUN
cana-3496	238	60	120	120	NUM
cana-3496	238	61	150	150	NUM
cana-3496	238	62	98.8	98.8	NUM
cana-3496	238	63	predictive	predictive	ADJ
cana-3496	238	64	analytics	analytic	NOUN
cana-3496	238	65	200	200	NUM
cana-3496	238	66	100	100	NUM
cana-3496	238	67	97.5	97.5	NUM
cana-3496	238	68	total	total	NOUN
cana-3496	238	69	123.3	123.3	NUM
cana-3496	238	70	150.0	150.0	NUM
cana-3496	238	71	98.6	98.6	NUM
cana-3496	238	72	the	the	DET
cana-3496	238	73	results	result	NOUN
cana-3496	238	74	underscore	underscore	VERB
cana-3496	238	75	the	the	DET
cana-3496	238	76	power	power	NOUN
cana-3496	238	77	of	of	ADP
cana-3496	238	78	the	the	DET
cana-3496	238	79	presto	presto	NOUN
cana-3496	238	80	based	base	VERB
cana-3496	238	81	querying	query	VERB
cana-3496	238	82	layer	layer	NOUN
cana-3496	238	83	to	to	PART
cana-3496	238	84	run	run	VERB
cana-3496	238	85	a	a	DET
cana-3496	238	86	wide	wide	ADJ
cana-3496	238	87	range	range	NOUN
cana-3496	238	88	of	of	ADP
cana-3496	238	89	queries	query	NOUN
cana-3496	238	90	.	.	PUNCT
cana-3496	239	1	such	such	DET
cana-3496	239	2	a	a	DET
cana-3496	239	3	high	high	ADJ
cana-3496	239	4	query	query	NOUN
cana-3496	239	5	success	success	NOUN
cana-3496	239	6	rate	rate	NOUN
cana-3496	239	7	indicates	indicate	VERB
cana-3496	239	8	a	a	DET
cana-3496	239	9	reliable	reliable	ADJ
cana-3496	239	10	system	system	NOUN
cana-3496	239	11	,	,	PUNCT
cana-3496	239	12	allowing	allow	VERB
cana-3496	239	13	users	user	NOUN
cana-3496	239	14	to	to	PART
cana-3496	239	15	gain	gain	VERB
cana-3496	239	16	actionable	actionable	ADJ
cana-3496	239	17	insights	insight	NOUN
cana-3496	239	18	in	in	ADP
cana-3496	239	19	a	a	DET
cana-3496	239	20	timely	timely	ADJ
cana-3496	239	21	manner	manner	NOUN
cana-3496	239	22	,	,	PUNCT
cana-3496	239	23	without	without	ADP
cana-3496	239	24	errors	error	NOUN
cana-3496	239	25	.	.	PUNCT
cana-3496	240	1	this	this	PRON
cana-3496	240	2	is	be	AUX
cana-3496	240	3	a	a	DET
cana-3496	240	4	massive	massive	ADJ
cana-3496	240	5	leap	leap	NOUN
cana-3496	240	6	forward	forward	ADV
cana-3496	240	7	compared	compare	VERB
cana-3496	240	8	to	to	ADP
cana-3496	240	9	traditional	traditional	ADJ
cana-3496	240	10	data	datum	NOUN
cana-3496	240	11	lakes	lake	NOUN
cana-3496	240	12	,	,	PUNCT
cana-3496	240	13	characterized	characterize	VERB
cana-3496	240	14	by	by	ADP
cana-3496	240	15	slower	slow	ADJ
cana-3496	240	16	query	query	NOUN
cana-3496	240	17	latency	latency	NOUN
cana-3496	240	18	,	,	PUNCT
cana-3496	240	19	limited	limited	ADJ
cana-3496	240	20	analytics	analytic	NOUN
cana-3496	240	21	capability	capability	NOUN
cana-3496	240	22	,	,	PUNCT
cana-3496	240	23	and	and	CCONJ
cana-3496	240	24	eventual	eventual	ADJ
cana-3496	240	25	consistency	consistency	NOUN
cana-3496	240	26	.	.	PUNCT
cana-3496	241	1	figure	figure	NOUN
cana-3496	241	2	5	5	NUM
cana-3496	241	3	.	.	PUNCT
cana-3496	242	1	query	query	NOUN
cana-3496	242	2	performance	performance	NOUN
cana-3496	242	3	analysis	analysis	NOUN
cana-3496	242	4	real	real	ADJ
cana-3496	242	5	-	-	PUNCT
cana-3496	242	6	time	time	NOUN
cana-3496	242	7	analytics	analytic	NOUN
cana-3496	242	8	analytics	analytic	NOUN
cana-3496	242	9	in	in	ADP
cana-3496	242	10	real	real	ADJ
cana-3496	242	11	-	-	PUNCT
cana-3496	242	12	time	time	NOUN
cana-3496	242	13	is	be	AUX
cana-3496	242	14	an	an	DET
cana-3496	242	15	essential	essential	ADJ
cana-3496	242	16	functionality	functionality	NOUN
cana-3496	242	17	for	for	ADP
cana-3496	242	18	organizations	organization	NOUN
cana-3496	242	19	that	that	PRON
cana-3496	242	20	work	work	VERB
cana-3496	242	21	in	in	ADP
cana-3496	242	22	dynamic	dynamic	ADJ
cana-3496	242	23	landscapes	landscape	NOUN
cana-3496	242	24	.	.	PUNCT
cana-3496	243	1	comparison	comparison	NOUN
cana-3496	243	2	of	of	ADP
cana-3496	243	3	real	real	ADJ
cana-3496	243	4	-	-	PUNCT
cana-3496	243	5	time	time	NOUN
cana-3496	243	6	vs	vs	ADP
cana-3496	243	7	batch	batch	NOUN
cana-3496	243	8	processing	processing	NOUN
cana-3496	243	9	for	for	ADP
cana-3496	243	10	data	datum	NOUN
cana-3496	243	11	stream	stream	NOUN
cana-3496	243	12	ingestion	ingestion	NOUN
cana-3496	243	13	,	,	PUNCT
cana-3496	243	14	anomaly	anomaly	NOUN
cana-3496	243	15	detection	detection	NOUN
cana-3496	243	16	,	,	PUNCT
cana-3496	243	17	and	and	CCONJ
cana-3496	243	18	execution	execution	NOUN
cana-3496	243	19	of	of	ADP
cana-3496	243	20	predictive	predictive	ADJ
cana-3496	243	21	model	model	NOUN
cana-3496	243	22	are	be	AUX
cana-3496	243	23	shown	show	VERB
cana-3496	243	24	in	in	ADP
cana-3496	243	25	table	table	NOUN
cana-3496	243	26	13	13	NUM
cana-3496	243	27	.	.	PUNCT
cana-3496	244	1	communications	communication	NOUN
cana-3496	244	2	on	on	ADP
cana-3496	244	3	applied	apply	VERB
cana-3496	244	4	nonlinear	nonlinear	ADJ
cana-3496	244	5	analysis	analysis	NOUN
cana-3496	244	6	issn	issn	NOUN
cana-3496	244	7	:	:	PUNCT
cana-3496	244	8	1074	1074	NUM
cana-3496	244	9	-	-	PUNCT
cana-3496	244	10	133x	133x	NUM
cana-3496	244	11	vol	vol	NOUN
cana-3496	244	12	32	32	NUM
cana-3496	244	13	no	no	NOUN
cana-3496	244	14	.	.	PUNCT
cana-3496	245	1	7s	7	NOUN
cana-3496	245	2	(	(	PUNCT
cana-3496	245	3	2025	2025	NUM
cana-3496	245	4	)	)	PUNCT
cana-3496	245	5	937	937	NUM
cana-3496	245	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	245	7	table	table	NOUN
cana-3496	245	8	13	13	NUM
cana-3496	245	9	:	:	PUNCT
cana-3496	245	10	real	real	ADJ
cana-3496	245	11	-	-	PUNCT
cana-3496	245	12	time	time	NOUN
cana-3496	245	13	analytics	analytic	NOUN
cana-3496	245	14	performance	performance	NOUN
cana-3496	245	15	metric	metric	ADJ
cana-3496	245	16	batch	batch	NOUN
cana-3496	245	17	processing	processing	NOUN
cana-3496	245	18	time	time	NOUN
cana-3496	245	19	(	(	PUNCT
cana-3496	245	20	ms	ms	NOUN
cana-3496	245	21	)	)	PUNCT
cana-3496	245	22	real	real	ADJ
cana-3496	245	23	-	-	PUNCT
cana-3496	245	24	time	time	NOUN
cana-3496	245	25	processing	processing	NOUN
cana-3496	245	26	time	time	NOUN
cana-3496	245	27	(	(	PUNCT
cana-3496	245	28	ms	ms	NOUN
cana-3496	245	29	)	)	PUNCT
cana-3496	245	30	improvement	improvement	NOUN
cana-3496	245	31	(	(	PUNCT
cana-3496	245	32	%	%	NOUN
cana-3496	245	33	)	)	PUNCT
cana-3496	245	34	data	datum	NOUN
cana-3496	245	35	stream	stream	NOUN
cana-3496	245	36	ingestion	ingestion	NOUN
cana-3496	245	37	1000	1000	NUM
cana-3496	245	38	100	100	NUM
cana-3496	245	39	90.0	90.0	NUM
cana-3496	245	40	anomaly	anomaly	NOUN
cana-3496	245	41	detection	detection	NOUN
cana-3496	245	42	800	800	NUM
cana-3496	245	43	80	80	NUM
cana-3496	245	44	90.0	90.0	NUM
cana-3496	245	45	predictive	predictive	ADJ
cana-3496	245	46	model	model	NOUN
cana-3496	245	47	execution	execution	NOUN
cana-3496	245	48	1200	1200	NUM
cana-3496	245	49	120	120	NUM
cana-3496	245	50	90.0	90.0	NUM
cana-3496	245	51	total	total	ADJ
cana-3496	245	52	improvement	improvement	NOUN
cana-3496	245	53	90.0	90.0	NUM
cana-3496	245	54	the	the	DET
cana-3496	245	55	results	result	NOUN
cana-3496	245	56	indicate	indicate	VERB
cana-3496	245	57	a	a	DET
cana-3496	245	58	90.0	90.0	NUM
cana-3496	245	59	%	%	NOUN
cana-3496	245	60	processing	processing	NOUN
cana-3496	245	61	time	time	NOUN
cana-3496	245	62	speedup	speedup	NOUN
cana-3496	245	63	by	by	ADP
cana-3496	245	64	using	use	VERB
cana-3496	245	65	real	real	ADJ
cana-3496	245	66	-	-	PUNCT
cana-3496	245	67	time	time	NOUN
cana-3496	245	68	analytics	analytic	NOUN
cana-3496	245	69	,	,	PUNCT
cana-3496	245	70	validating	validate	VERB
cana-3496	245	71	the	the	DET
cana-3496	245	72	capabilities	capability	NOUN
cana-3496	245	73	of	of	ADP
cana-3496	245	74	the	the	DET
cana-3496	245	75	data	data	NOUN
cana-3496	245	76	fabric	fabric	NOUN
cana-3496	245	77	streaming	streaming	NOUN
cana-3496	245	78	engine	engine	NOUN
cana-3496	245	79	.	.	PUNCT
cana-3496	246	1	e.g.	e.g.	ADV
cana-3496	246	2	,	,	PUNCT
cana-3496	246	3	ingestion	ingestion	NOUN
cana-3496	246	4	times	time	NOUN
cana-3496	246	5	of	of	ADP
cana-3496	246	6	data	datum	NOUN
cana-3496	246	7	streams	stream	NOUN
cana-3496	246	8	went	go	VERB
cana-3496	246	9	from	from	ADP
cana-3496	246	10	1000	1000	NUM
cana-3496	246	11	ms	ms	NOUN
cana-3496	246	12	(	(	PUNCT
cana-3496	246	13	batch	batch	NOUN
cana-3496	246	14	)	)	PUNCT
cana-3496	246	15	to	to	ADP
cana-3496	246	16	100	100	NUM
cana-3496	246	17	ms	ms	NOUN
cana-3496	246	18	(	(	PUNCT
cana-3496	246	19	real	real	ADJ
cana-3496	246	20	-	-	PUNCT
cana-3496	246	21	time	time	NOUN
cana-3496	246	22	)	)	PUNCT
cana-3496	246	23	.	.	PUNCT
cana-3496	247	1	these	these	DET
cana-3496	247	2	advancements	advancement	NOUN
cana-3496	247	3	allow	allow	VERB
cana-3496	247	4	organizations	organization	NOUN
cana-3496	247	5	to	to	PART
cana-3496	247	6	adapt	adapt	VERB
cana-3496	247	7	to	to	ADP
cana-3496	247	8	trends	trend	NOUN
cana-3496	247	9	and	and	CCONJ
cana-3496	247	10	anomalies	anomaly	NOUN
cana-3496	247	11	at	at	ADP
cana-3496	247	12	a	a	DET
cana-3496	247	13	faster	fast	ADJ
cana-3496	247	14	pace	pace	NOUN
cana-3496	247	15	,	,	PUNCT
cana-3496	247	16	resulting	result	VERB
cana-3496	247	17	in	in	ADP
cana-3496	247	18	increased	increase	VERB
cana-3496	247	19	agility	agility	NOUN
cana-3496	247	20	and	and	CCONJ
cana-3496	247	21	competitiveness	competitiveness	NOUN
cana-3496	247	22	.	.	PUNCT
cana-3496	248	1	streaming	streaming	NOUN
cana-3496	248	2	technologies	technology	NOUN
cana-3496	248	3	like	like	ADP
cana-3496	248	4	kafka	kafka	PROPN
cana-3496	248	5	and	and	CCONJ
cana-3496	248	6	real	real	ADJ
cana-3496	248	7	-	-	PUNCT
cana-3496	248	8	time	time	NOUN
cana-3496	248	9	processing	processing	NOUN
cana-3496	248	10	frameworks	framework	NOUN
cana-3496	248	11	like	like	ADP
cana-3496	248	12	spark	spark	NOUN
cana-3496	248	13	streaming	streaming	NOUN
cana-3496	248	14	were	be	AUX
cana-3496	248	15	instrumental	instrumental	ADJ
cana-3496	248	16	in	in	ADP
cana-3496	248	17	creating	create	VERB
cana-3496	248	18	these	these	DET
cana-3496	248	19	results	result	NOUN
cana-3496	248	20	.	.	PUNCT
cana-3496	249	1	figure	figure	VERB
cana-3496	249	2	6	6	NUM
cana-3496	249	3	.	.	PUNCT
cana-3496	250	1	real	real	ADJ
cana-3496	250	2	-	-	PUNCT
cana-3496	250	3	time	time	NOUN
cana-3496	250	4	vs	vs	ADP
cana-3496	250	5	batch	batch	NOUN
cana-3496	250	6	processing	processing	NOUN
cana-3496	250	7	improvement	improvement	NOUN
cana-3496	250	8	performance	performance	NOUN
cana-3496	250	9	of	of	ADP
cana-3496	250	10	visualization	visualization	NOUN
cana-3496	250	11	rendering	render	VERB
cana-3496	250	12	similarly	similarly	ADV
cana-3496	250	13	,	,	PUNCT
cana-3496	250	14	the	the	DET
cana-3496	250	15	visualization	visualization	NOUN
cana-3496	250	16	capabilities	capability	NOUN
cana-3496	250	17	of	of	ADP
cana-3496	250	18	the	the	DET
cana-3496	250	19	data	data	NOUN
cana-3496	250	20	fabric	fabric	NOUN
cana-3496	250	21	architecture	architecture	NOUN
cana-3496	250	22	were	be	AUX
cana-3496	250	23	evaluated	evaluate	VERB
cana-3496	250	24	in	in	ADP
cana-3496	250	25	terms	term	NOUN
cana-3496	250	26	of	of	ADP
cana-3496	250	27	rendering	rendering	NOUN
cana-3496	250	28	times	time	NOUN
cana-3496	250	29	and	and	CCONJ
cana-3496	250	30	frame	frame	NOUN
cana-3496	250	31	rates	rate	NOUN
cana-3496	250	32	for	for	ADP
cana-3496	250	33	different	different	ADJ
cana-3496	250	34	visualization	visualization	NOUN
cana-3496	250	35	tasks	task	NOUN
cana-3496	250	36	.	.	PUNCT
cana-3496	251	1	table	table	NOUN
cana-3496	251	2	14	14	NUM
cana-3496	251	3	:	:	PUNCT
cana-3496	251	4	visualization	visualization	NOUN
cana-3496	251	5	rendering	rendering	NOUN
cana-3496	251	6	performance	performance	NOUN
cana-3496	251	7	visualization	visualization	NOUN
cana-3496	251	8	task	task	NOUN
cana-3496	251	9	dataset	dataset	NOUN
cana-3496	251	10	size	size	NOUN
cana-3496	251	11	(	(	PUNCT
cana-3496	251	12	gb	gb	NOUN
cana-3496	251	13	)	)	PUNCT
cana-3496	251	14	rendering	rendering	NOUN
cana-3496	251	15	time	time	NOUN
cana-3496	251	16	(	(	PUNCT
cana-3496	251	17	ms	ms	NOUN
cana-3496	251	18	)	)	PUNCT
cana-3496	251	19	frame	frame	NOUN
cana-3496	251	20	rate	rate	NOUN
cana-3496	251	21	(	(	PUNCT
cana-3496	251	22	fps	fps	PROPN
cana-3496	251	23	)	)	PUNCT
cana-3496	251	24	simple	simple	ADJ
cana-3496	251	25	charts	chart	NOUN
cana-3496	251	26	1.0	1.0	NUM
cana-3496	251	27	50	50	NUM
cana-3496	251	28	60	60	NUM
cana-3496	251	29	interactive	interactive	ADJ
cana-3496	251	30	dashboards	dashboard	NOUN
cana-3496	251	31	2.5	2.5	NUM
cana-3496	251	32	100	100	NUM
cana-3496	251	33	50	50	NUM
cana-3496	251	34	predictive	predictive	ADJ
cana-3496	251	35	analytics	analytic	NOUN
cana-3496	251	36	graphs	graph	VERB
cana-3496	251	37	5.0	5.0	NUM
cana-3496	251	38	200	200	NUM
cana-3496	251	39	40	40	NUM
cana-3496	251	40	total	total	NOUN
cana-3496	251	41	8.5	8.5	NUM
cana-3496	251	42	116.7	116.7	NUM
cana-3496	251	43	50	50	NUM
cana-3496	251	44	as	as	SCONJ
cana-3496	251	45	depicted	depict	VERB
cana-3496	251	46	in	in	ADP
cana-3496	251	47	table	table	NOUN
cana-3496	251	48	14	14	NUM
cana-3496	251	49	,	,	PUNCT
cana-3496	251	50	simple	simple	ADJ
cana-3496	251	51	charts	chart	NOUN
cana-3496	251	52	,	,	PUNCT
cana-3496	251	53	interactive	interactive	ADJ
cana-3496	251	54	dashboards	dashboard	NOUN
cana-3496	251	55	,	,	PUNCT
cana-3496	251	56	and	and	CCONJ
cana-3496	251	57	predictive	predictive	ADJ
cana-3496	251	58	analytics	analytic	NOUN
cana-3496	251	59	graphs	graph	NOUN
cana-3496	251	60	were	be	AUX
cana-3496	251	61	displayed	display	VERB
cana-3496	251	62	in	in	ADP
cana-3496	251	63	50	50	NUM
cana-3496	251	64	ms	ms	NOUN
cana-3496	251	65	,	,	PUNCT
cana-3496	251	66	100	100	NUM
cana-3496	251	67	ms	ms	NOUN
cana-3496	251	68	,	,	PUNCT
cana-3496	251	69	and	and	CCONJ
cana-3496	251	70	200	200	NUM
cana-3496	251	71	ms	ms	NOUN
cana-3496	251	72	,	,	PUNCT
cana-3496	251	73	respectively	respectively	ADV
cana-3496	251	74	,	,	PUNCT
cana-3496	251	75	at	at	ADP
cana-3496	251	76	an	an	DET
cana-3496	251	77	average	average	ADJ
cana-3496	251	78	frame	frame	NOUN
cana-3496	251	79	rate	rate	NOUN
cana-3496	251	80	of	of	ADP
cana-3496	251	81	50	50	NUM
cana-3496	251	82	fps	fps	NOUN
cana-3496	251	83	.	.	PUNCT
cana-3496	252	1	we	we	PRON
cana-3496	252	2	can	can	AUX
cana-3496	252	3	see	see	VERB
cana-3496	252	4	that	that	SCONJ
cana-3496	252	5	these	these	DET
cana-3496	252	6	numbers	number	NOUN
cana-3496	252	7	suggest	suggest	VERB
cana-3496	252	8	the	the	DET
cana-3496	252	9	analytics	analytic	NOUN
cana-3496	252	10	layer	layer	NOUN
cana-3496	252	11	is	be	AUX
cana-3496	252	12	very	very	ADV
cana-3496	252	13	reactive	reactive	ADJ
cana-3496	252	14	and	and	CCONJ
cana-3496	252	15	responsive	responsive	ADJ
cana-3496	252	16	which	which	PRON
cana-3496	252	17	makes	make	VERB
cana-3496	252	18	for	for	ADP
cana-3496	252	19	a	a	DET
cana-3496	252	20	good	good	ADJ
cana-3496	252	21	communications	communication	NOUN
cana-3496	252	22	on	on	ADP
cana-3496	252	23	applied	apply	VERB
cana-3496	252	24	nonlinear	nonlinear	ADJ
cana-3496	252	25	analysis	analysis	NOUN
cana-3496	252	26	issn	issn	NOUN
cana-3496	252	27	:	:	PUNCT
cana-3496	252	28	1074	1074	NUM
cana-3496	252	29	-	-	PUNCT
cana-3496	252	30	133x	133x	NUM
cana-3496	252	31	vol	vol	NOUN
cana-3496	252	32	32	32	NUM
cana-3496	252	33	no	no	NOUN
cana-3496	252	34	.	.	PUNCT
cana-3496	253	1	7s	7	NOUN
cana-3496	253	2	(	(	PUNCT
cana-3496	253	3	2025	2025	NUM
cana-3496	253	4	)	)	PUNCT
cana-3496	253	5	938	938	NUM
cana-3496	253	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	253	7	user	user	NOUN
cana-3496	253	8	experience	experience	NOUN
cana-3496	253	9	.	.	PUNCT
cana-3496	254	1	and	and	CCONJ
cana-3496	254	2	is	be	AUX
cana-3496	254	3	with	with	ADP
cana-3496	254	4	integrations	integration	NOUN
cana-3496	254	5	like	like	ADP
cana-3496	254	6	tableau	tableau	PROPN
cana-3496	254	7	and	and	CCONJ
cana-3496	254	8	custom	custom	NOUN
cana-3496	254	9	apis	apis	PROPN
cana-3496	254	10	,	,	PUNCT
cana-3496	254	11	the	the	DET
cana-3496	254	12	architecture	architecture	NOUN
cana-3496	254	13	can	can	AUX
cana-3496	254	14	fulfil	fulfil	VERB
cana-3496	254	15	almost	almost	ADV
cana-3496	254	16	every	every	PRON
cana-3496	254	17	visualization	visualization	NOUN
cana-3496	254	18	need	need	VERB
cana-3496	254	19	,	,	PUNCT
cana-3496	254	20	using	use	VERB
cana-3496	254	21	which	which	PRON
cana-3496	254	22	users	user	NOUN
cana-3496	254	23	can	can	AUX
cana-3496	254	24	visualize	visualize	VERB
cana-3496	254	25	and	and	CCONJ
cana-3496	254	26	interpret	interpret	VERB
cana-3496	254	27	data	datum	NOUN
cana-3496	254	28	effortlessly	effortlessly	ADV
cana-3496	254	29	.	.	PUNCT
cana-3496	255	1	figure	figure	VERB
cana-3496	255	2	7	7	NUM
cana-3496	255	3	.	.	PUNCT
cana-3496	255	4	scalability	scalability	NOUN
cana-3496	255	5	testing	testing	NOUN
cana-3496	255	6	:	:	PUNCT
cana-3496	255	7	throughput	throughput	NOUN
cana-3496	255	8	vs	vs	ADP
cana-3496	255	9	nodes	node	NOUN
cana-3496	255	10	scalability	scalability	NOUN
cana-3496	255	11	testing	testing	NOUN
cana-3496	255	12	scalability	scalability	NOUN
cana-3496	255	13	is	be	AUX
cana-3496	255	14	essential	essential	ADJ
cana-3496	255	15	for	for	ADP
cana-3496	255	16	any	any	DET
cana-3496	255	17	modern	modern	ADJ
cana-3496	255	18	data	datum	NOUN
cana-3496	255	19	management	management	NOUN
cana-3496	255	20	system	system	NOUN
cana-3496	255	21	,	,	PUNCT
cana-3496	255	22	particularly	particularly	ADV
cana-3496	255	23	one	one	NUM
cana-3496	255	24	that	that	PRON
cana-3496	255	25	cost	cost	NOUN
cana-3496	255	26	-	-	PUNCT
cana-3496	255	27	effectively	effectively	ADV
cana-3496	255	28	accommodates	accommodate	VERB
cana-3496	255	29	fast	fast	ADV
cana-3496	255	30	-	-	PUNCT
cana-3496	255	31	growing	grow	VERB
cana-3496	255	32	volumes	volume	NOUN
cana-3496	255	33	of	of	ADP
cana-3496	255	34	information	information	NOUN
cana-3496	255	35	.	.	PUNCT
cana-3496	256	1	throughput	throughput	NOUN
cana-3496	256	2	,	,	PUNCT
cana-3496	256	3	latency	latency	NOUN
cana-3496	256	4	,	,	PUNCT
cana-3496	256	5	and	and	CCONJ
cana-3496	256	6	error	error	NOUN
cana-3496	256	7	rates	rate	NOUN
cana-3496	256	8	are	be	AUX
cana-3496	256	9	studied	study	VERB
cana-3496	256	10	in	in	ADP
cana-3496	256	11	detail	detail	NOUN
cana-3496	256	12	in	in	ADP
cana-3496	256	13	table	table	NOUN
cana-3496	256	14	15	15	NUM
cana-3496	256	15	on	on	ADP
cana-3496	256	16	a	a	DET
cana-3496	256	17	cluster	cluster	NOUN
cana-3496	256	18	of	of	ADP
cana-3496	256	19	various	various	ADJ
cana-3496	256	20	sizes	size	NOUN
cana-3496	256	21	in	in	ADP
cana-3496	256	22	scalability	scalability	NOUN
cana-3496	256	23	testing	testing	NOUN
cana-3496	256	24	.	.	PUNCT
cana-3496	257	1	table	table	NOUN
cana-3496	257	2	15	15	NUM
cana-3496	257	3	:	:	PUNCT
cana-3496	257	4	scalability	scalability	NOUN
cana-3496	257	5	testing	testing	NOUN
cana-3496	257	6	results	result	VERB
cana-3496	257	7	number	number	NOUN
cana-3496	257	8	of	of	ADP
cana-3496	257	9	nodes	node	NOUN
cana-3496	257	10	throughput	throughput	NOUN
cana-3496	257	11	(	(	PUNCT
cana-3496	257	12	gb	gb	NOUN
cana-3496	257	13	/	/	SYM
cana-3496	257	14	s	s	NOUN
cana-3496	257	15	)	)	PUNCT
cana-3496	257	16	latency	latency	NOUN
cana-3496	257	17	(	(	PUNCT
cana-3496	257	18	ms	ms	NOUN
cana-3496	257	19	)	)	PUNCT
cana-3496	257	20	error	error	NOUN
cana-3496	257	21	rate	rate	NOUN
cana-3496	257	22	(	(	PUNCT
cana-3496	257	23	%	%	INTJ
cana-3496	257	24	)	)	PUNCT
cana-3496	257	25	5	5	NUM
cana-3496	257	26	1.5	1.5	NUM
cana-3496	257	27	200	200	NUM
cana-3496	257	28	0.5	0.5	NUM
cana-3496	257	29	10	10	NUM
cana-3496	257	30	3.0	3.0	NUM
cana-3496	257	31	150	150	NUM
cana-3496	257	32	0.3	0.3	NUM
cana-3496	257	33	20	20	NUM
cana-3496	257	34	6.0	6.0	NUM
cana-3496	257	35	100	100	NUM
cana-3496	257	36	0.1	0.1	NUM
cana-3496	257	37	50	50	NUM
cana-3496	257	38	15.0	15.0	NUM
cana-3496	257	39	50	50	NUM
cana-3496	257	40	0.05	0.05	NUM
cana-3496	257	41	results	result	NOUN
cana-3496	257	42	indicate	indicate	VERB
cana-3496	257	43	linear	linear	ADJ
cana-3496	257	44	throughput	throughput	NOUN
cana-3496	257	45	scaling	scale	VERB
cana-3496	257	46	with	with	ADP
cana-3496	257	47	the	the	DET
cana-3496	257	48	number	number	NOUN
cana-3496	257	49	of	of	ADP
cana-3496	257	50	nodes	node	NOUN
cana-3496	257	51	,	,	PUNCT
cana-3496	257	52	resulting	result	VERB
cana-3496	257	53	in	in	ADP
cana-3496	257	54	15.0	15.0	NUM
cana-3496	257	55	gb	gb	NOUN
cana-3496	257	56	/	/	SYM
cana-3496	257	57	s	s	NOUN
cana-3496	257	58	with	with	ADP
cana-3496	257	59	50	50	NUM
cana-3496	257	60	nodes	node	NOUN
cana-3496	257	61	.	.	PUNCT
cana-3496	258	1	latency	latency	NOUN
cana-3496	258	2	went	go	VERB
cana-3496	258	3	from	from	ADP
cana-3496	258	4	200	200	NUM
cana-3496	258	5	ms	ms	NOUN
cana-3496	258	6	(	(	PUNCT
cana-3496	258	7	5	5	NUM
cana-3496	258	8	nodes	node	NOUN
cana-3496	258	9	)	)	PUNCT
cana-3496	258	10	to	to	ADP
cana-3496	258	11	50	50	NUM
cana-3496	258	12	ms	ms	NOUN
cana-3496	258	13	(	(	PUNCT
cana-3496	258	14	50	50	NUM
cana-3496	258	15	nodes	node	NOUN
cana-3496	258	16	)	)	PUNCT
cana-3496	258	17	and	and	CCONJ
cana-3496	258	18	error	error	NOUN
cana-3496	258	19	rate	rate	NOUN
cana-3496	258	20	decreased	decrease	VERB
cana-3496	258	21	from	from	ADP
cana-3496	258	22	0.5	0.5	NUM
cana-3496	258	23	%	%	NOUN
cana-3496	258	24	to	to	PART
cana-3496	258	25	0.05	0.05	NUM
cana-3496	258	26	%	%	NOUN
cana-3496	258	27	.	.	PUNCT
cana-3496	259	1	these	these	DET
cana-3496	259	2	results	result	NOUN
cana-3496	259	3	demonstrate	demonstrate	VERB
cana-3496	259	4	that	that	SCONJ
cana-3496	259	5	our	our	PRON
cana-3496	259	6	architecture	architecture	NOUN
cana-3496	259	7	scales	scale	VERB
cana-3496	259	8	well	well	ADV
cana-3496	259	9	without	without	ADP
cana-3496	259	10	adversely	adversely	ADV
cana-3496	259	11	impacting	impact	VERB
cana-3496	259	12	performance	performance	NOUN
cana-3496	259	13	or	or	CCONJ
cana-3496	259	14	reliability	reliability	NOUN
cana-3496	259	15	.	.	PUNCT
cana-3496	260	1	microservices	microservice	NOUN
cana-3496	260	2	also	also	ADV
cana-3496	260	3	allow	allow	VERB
cana-3496	260	4	a	a	DET
cana-3496	260	5	scalable	scalable	ADJ
cana-3496	260	6	architecture	architecture	NOUN
cana-3496	260	7	that	that	SCONJ
cana-3496	260	8	on	on	ADP
cana-3496	260	9	-	-	PUNCT
cana-3496	260	10	demand	demand	NOUN
cana-3496	260	11	serves	serve	VERB
cana-3496	260	12	data	datum	NOUN
cana-3496	260	13	from	from	ADP
cana-3496	260	14	different	different	ADJ
cana-3496	260	15	sources	source	NOUN
cana-3496	260	16	,	,	PUNCT
cana-3496	260	17	and	and	CCONJ
cana-3496	260	18	as	as	SCONJ
cana-3496	260	19	we	we	PRON
cana-3496	260	20	utilize	utilize	VERB
cana-3496	260	21	distributed	distribute	VERB
cana-3496	260	22	processing	processing	NOUN
cana-3496	260	23	frameworks	framework	NOUN
cana-3496	260	24	,	,	PUNCT
cana-3496	260	25	microservices	microservice	NOUN
cana-3496	260	26	ensure	ensure	VERB
cana-3496	260	27	that	that	SCONJ
cana-3496	260	28	the	the	DET
cana-3496	260	29	growing	grow	VERB
cana-3496	260	30	data	datum	NOUN
cana-3496	260	31	demand	demand	NOUN
cana-3496	260	32	for	for	ADP
cana-3496	260	33	analytics	analytic	NOUN
cana-3496	260	34	is	be	AUX
cana-3496	260	35	met	meet	VERB
cana-3496	260	36	.	.	PUNCT
cana-3496	261	1	5	5	X
cana-3496	261	2	.	.	X
cana-3496	261	3	conclusion	conclusion	NOUN
cana-3496	261	4	data	datum	NOUN
cana-3496	261	5	fabric	fabric	NOUN
cana-3496	261	6	in	in	ADP
cana-3496	261	7	data	data	NOUN
cana-3496	261	8	management	management	NOUN
cana-3496	261	9	architecture	architecture	NOUN
cana-3496	261	10	data	datum	NOUN
cana-3496	261	11	lakes	lake	NOUN
cana-3496	261	12	once	once	ADV
cana-3496	261	13	represented	represent	VERB
cana-3496	261	14	the	the	DET
cana-3496	261	15	gold	gold	ADJ
cana-3496	261	16	standard	standard	NOUN
cana-3496	261	17	for	for	ADP
cana-3496	261	18	companies	company	NOUN
cana-3496	261	19	seeking	seek	VERB
cana-3496	261	20	to	to	PART
cana-3496	261	21	consolidate	consolidate	VERB
cana-3496	261	22	and	and	CCONJ
cana-3496	261	23	optimize	optimize	VERB
cana-3496	261	24	their	their	PRON
cana-3496	261	25	vast	vast	ADJ
cana-3496	261	26	troves	trove	NOUN
cana-3496	261	27	of	of	ADP
cana-3496	261	28	data	datum	NOUN
cana-3496	261	29	,	,	PUNCT
cana-3496	261	30	but	but	CCONJ
cana-3496	261	31	as	as	ADP
cana-3496	261	32	data	data	NOUN
cana-3496	261	33	complexity	complexity	NOUN
cana-3496	261	34	,	,	PUNCT
cana-3496	261	35	diversity	diversity	NOUN
cana-3496	261	36	,	,	PUNCT
cana-3496	261	37	and	and	CCONJ
cana-3496	261	38	scale	scale	NOUN
cana-3496	261	39	within	within	ADP
cana-3496	261	40	organizations	organization	NOUN
cana-3496	261	41	have	have	AUX
cana-3496	261	42	continued	continue	VERB
cana-3496	261	43	to	to	PART
cana-3496	261	44	grow	grow	VERB
cana-3496	261	45	,	,	PUNCT
cana-3496	261	46	the	the	DET
cana-3496	261	47	need	need	NOUN
cana-3496	261	48	for	for	ADP
cana-3496	261	49	such	such	DET
cana-3496	261	50	an	an	DET
cana-3496	261	51	architectural	architectural	ADJ
cana-3496	261	52	evolution	evolution	NOUN
cana-3496	261	53	like	like	ADP
cana-3496	261	54	the	the	DET
cana-3496	261	55	data	data	NOUN
cana-3496	261	56	fabric	fabric	NOUN
cana-3496	261	57	has	have	AUX
cana-3496	261	58	become	become	VERB
cana-3496	261	59	increasingly	increasingly	ADV
cana-3496	261	60	necessary	necessary	ADJ
cana-3496	261	61	.	.	PUNCT
cana-3496	262	1	the	the	DET
cana-3496	262	2	study	study	NOUN
cana-3496	262	3	reveals	reveal	VERB
cana-3496	262	4	how	how	SCONJ
cana-3496	262	5	data	datum	NOUN
cana-3496	262	6	fabrics	fabric	NOUN
cana-3496	262	7	,	,	PUNCT
cana-3496	262	8	next	next	ADJ
cana-3496	262	9	-	-	PUNCT
cana-3496	262	10	generation	generation	NOUN
cana-3496	262	11	integration	integration	NOUN
cana-3496	262	12	solutions	solution	NOUN
cana-3496	262	13	,	,	PUNCT
cana-3496	262	14	are	be	AUX
cana-3496	262	15	poised	poise	VERB
cana-3496	262	16	to	to	PART
cana-3496	262	17	address	address	VERB
cana-3496	262	18	some	some	DET
cana-3496	262	19	pressing	press	VERB
cana-3496	262	20	integration	integration	NOUN
cana-3496	262	21	,	,	PUNCT
cana-3496	262	22	governance	governance	NOUN
cana-3496	262	23	,	,	PUNCT
cana-3496	262	24	automation	automation	NOUN
cana-3496	262	25	and	and	CCONJ
cana-3496	262	26	real	real	ADJ
cana-3496	262	27	-	-	PUNCT
cana-3496	262	28	time	time	NOUN
cana-3496	262	29	analytical	analytical	ADJ
cana-3496	262	30	challenges	challenge	NOUN
cana-3496	262	31	.	.	PUNCT
cana-3496	263	1	data	datum	NOUN
cana-3496	263	2	fabric	fabric	NOUN
cana-3496	263	3	is	be	AUX
cana-3496	263	4	an	an	DET
cana-3496	263	5	intelligent	intelligent	ADJ
cana-3496	263	6	architecture	architecture	NOUN
cana-3496	263	7	that	that	PRON
cana-3496	263	8	our	our	PRON
cana-3496	263	9	users	user	NOUN
cana-3496	263	10	can	can	AUX
cana-3496	263	11	deploy	deploy	VERB
cana-3496	263	12	globally	globally	ADV
cana-3496	263	13	using	use	VERB
cana-3496	263	14	ai	ai	NOUN
cana-3496	263	15	technologies	technology	NOUN
cana-3496	263	16	to	to	PART
cana-3496	263	17	provide	provide	VERB
cana-3496	263	18	a	a	DET
cana-3496	263	19	unified	unified	ADJ
cana-3496	263	20	framework	framework	NOUN
cana-3496	263	21	that	that	PRON
cana-3496	263	22	allows	allow	VERB
cana-3496	263	23	organizations	organization	NOUN
cana-3496	263	24	to	to	PART
cana-3496	263	25	obtain	obtain	VERB
cana-3496	263	26	insights	insight	NOUN
cana-3496	263	27	from	from	ADP
cana-3496	263	28	data	datum	NOUN
cana-3496	263	29	while	while	SCONJ
cana-3496	263	30	ensuring	ensure	VERB
cana-3496	263	31	data	datum	NOUN
cana-3496	263	32	quality	quality	NOUN
cana-3496	263	33	,	,	PUNCT
cana-3496	263	34	security	security	NOUN
cana-3496	263	35	and	and	CCONJ
cana-3496	263	36	compliance	compliance	NOUN
cana-3496	263	37	.	.	PUNCT
cana-3496	264	1	one	one	NUM
cana-3496	264	2	of	of	ADP
cana-3496	264	3	the	the	DET
cana-3496	264	4	main	main	ADJ
cana-3496	264	5	takeaways	takeaway	NOUN
cana-3496	264	6	from	from	ADP
cana-3496	264	7	this	this	DET
cana-3496	264	8	study	study	NOUN
cana-3496	264	9	is	be	AUX
cana-3496	264	10	that	that	SCONJ
cana-3496	264	11	the	the	DET
cana-3496	264	12	data	data	NOUN
cana-3496	264	13	fabrics	fabric	NOUN
cana-3496	264	14	achieve	achieve	VERB
cana-3496	264	15	excellent	excellent	ADJ
cana-3496	264	16	rates	rate	NOUN
cana-3496	264	17	of	of	ADP
cana-3496	264	18	integration	integration	NOUN
cana-3496	264	19	success	success	NOUN
cana-3496	264	20	.	.	PUNCT
cana-3496	265	1	data	datum	NOUN
cana-3496	265	2	fabrics	fabric	NOUN
cana-3496	265	3	overcome	overcome	VERB
cana-3496	265	4	the	the	DET
cana-3496	265	5	data	datum	NOUN
cana-3496	265	6	lake	lake	NOUN
cana-3496	265	7	pitfalls	pitfall	NOUN
cana-3496	265	8	of	of	ADP
cana-3496	265	9	connecting	connect	VERB
cana-3496	265	10	information	information	NOUN
cana-3496	265	11	blowing	blow	VERB
cana-3496	265	12	in	in	ADP
cana-3496	265	13	the	the	DET
cana-3496	265	14	wind	wind	NOUN
cana-3496	265	15	communications	communication	NOUN
cana-3496	265	16	on	on	ADP
cana-3496	265	17	applied	apply	VERB
cana-3496	265	18	nonlinear	nonlinear	ADJ
cana-3496	265	19	analysis	analysis	NOUN
cana-3496	265	20	issn	issn	NOUN
cana-3496	265	21	:	:	PUNCT
cana-3496	265	22	1074	1074	NUM
cana-3496	265	23	-	-	PUNCT
cana-3496	265	24	133x	133x	NUM
cana-3496	265	25	vol	vol	NOUN
cana-3496	265	26	32	32	NUM
cana-3496	265	27	no	no	NOUN
cana-3496	265	28	.	.	PUNCT
cana-3496	266	1	7s	7	NOUN
cana-3496	266	2	(	(	PUNCT
cana-3496	266	3	2025	2025	NUM
cana-3496	266	4	)	)	PUNCT
cana-3496	266	5	939	939	NUM
cana-3496	266	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	266	7	from	from	ADP
cana-3496	266	8	disparate	disparate	ADJ
cana-3496	266	9	and	and	CCONJ
cana-3496	266	10	uncontrolled	uncontrolled	ADJ
cana-3496	266	11	data	datum	NOUN
cana-3496	266	12	sources	source	NOUN
cana-3496	266	13	.	.	PUNCT
cana-3496	267	1	organizations	organization	NOUN
cana-3496	267	2	can	can	AUX
cana-3496	267	3	now	now	ADV
cana-3496	267	4	function	function	VERB
cana-3496	267	5	together	together	ADV
cana-3496	267	6	without	without	ADP
cana-3496	267	7	the	the	DET
cana-3496	267	8	hassle	hassle	NOUN
cana-3496	267	9	of	of	ADP
cana-3496	267	10	an	an	DET
cana-3496	267	11	ecosystem	ecosystem	NOUN
cana-3496	267	12	as	as	SCONJ
cana-3496	267	13	the	the	DET
cana-3496	267	14	success	success	NOUN
cana-3496	267	15	rate	rate	NOUN
cana-3496	267	16	of	of	ADP
cana-3496	267	17	merging	merge	VERB
cana-3496	267	18	structured	structure	VERB
cana-3496	267	19	,	,	PUNCT
cana-3496	267	20	unstructured	unstructured	ADJ
cana-3496	267	21	,	,	PUNCT
cana-3496	267	22	and	and	CCONJ
cana-3496	267	23	semi	semi	ADJ
cana-3496	267	24	-	-	ADJ
cana-3496	267	25	structured	structured	ADJ
cana-3496	267	26	data	datum	NOUN
cana-3496	267	27	allows	allow	VERB
cana-3496	267	28	the	the	DET
cana-3496	267	29	companies	company	NOUN
cana-3496	267	30	to	to	PART
cana-3496	267	31	work	work	VERB
cana-3496	267	32	in	in	ADP
cana-3496	267	33	a	a	DET
cana-3496	267	34	single	single	ADJ
cana-3496	267	35	data	datum	NOUN
cana-3496	267	36	ecosystem	ecosystem	NOUN
cana-3496	267	37	.	.	PUNCT
cana-3496	268	1	this	this	PRON
cana-3496	268	2	is	be	AUX
cana-3496	268	3	particularly	particularly	ADV
cana-3496	268	4	valuable	valuable	ADJ
cana-3496	268	5	in	in	ADP
cana-3496	268	6	segments	segment	NOUN
cana-3496	268	7	where	where	SCONJ
cana-3496	268	8	there	there	PRON
cana-3496	268	9	is	be	VERB
cana-3496	268	10	a	a	DET
cana-3496	268	11	variety	variety	NOUN
cana-3496	268	12	of	of	ADP
cana-3496	268	13	data	datum	NOUN
cana-3496	268	14	sources	source	NOUN
cana-3496	268	15	,	,	PUNCT
cana-3496	268	16	for	for	ADP
cana-3496	268	17	example	example	NOUN
cana-3496	268	18	,	,	PUNCT
cana-3496	268	19	healthcare	healthcare	PROPN
cana-3496	268	20	,	,	PUNCT
cana-3496	268	21	finance	finance	NOUN
cana-3496	268	22	,	,	PUNCT
cana-3496	268	23	and	and	CCONJ
cana-3496	268	24	retail	retail	NOUN
cana-3496	268	25	.	.	PUNCT
cana-3496	269	1	that	that	PRON
cana-3496	269	2	's	be	AUX
cana-3496	269	3	one	one	NUM
cana-3496	269	4	of	of	ADP
cana-3496	269	5	the	the	DET
cana-3496	269	6	many	many	ADJ
cana-3496	269	7	factors	factor	NOUN
cana-3496	269	8	that	that	PRON
cana-3496	269	9	makes	make	VERB
cana-3496	269	10	data	data	NOUN
cana-3496	269	11	fabrics	fabric	NOUN
cana-3496	269	12	differ	differ	VERB
cana-3496	269	13	from	from	ADP
cana-3496	269	14	data	datum	NOUN
cana-3496	269	15	lakes	lake	NOUN
cana-3496	269	16	by	by	ADP
cana-3496	269	17	focusing	focus	VERB
cana-3496	269	18	on	on	ADP
cana-3496	269	19	the	the	DET
cana-3496	269	20	metadata	metadata	NOUN
cana-3496	269	21	management	management	NOUN
cana-3496	269	22	.	.	PUNCT
cana-3496	270	1	this	this	DET
cana-3496	270	2	technique	technique	NOUN
cana-3496	270	3	demonstrated	demonstrate	VERB
cana-3496	270	4	that	that	SCONJ
cana-3496	270	5	the	the	DET
cana-3496	270	6	automatic	automatic	ADJ
cana-3496	270	7	creation	creation	NOUN
cana-3496	270	8	and	and	CCONJ
cana-3496	270	9	indexing	indexing	NOUN
cana-3496	270	10	of	of	ADP
cana-3496	270	11	associated	associate	VERB
cana-3496	270	12	metadata	metadata	NOUN
cana-3496	270	13	successfully	successfully	ADV
cana-3496	270	14	enhances	enhance	VERB
cana-3496	270	15	the	the	DET
cana-3496	270	16	usability	usability	NOUN
cana-3496	270	17	and	and	CCONJ
cana-3496	270	18	discoverability	discoverability	NOUN
cana-3496	270	19	of	of	ADP
cana-3496	270	20	the	the	DET
cana-3496	270	21	data	datum	NOUN
cana-3496	270	22	.	.	PUNCT
cana-3496	271	1	reducing	reduce	VERB
cana-3496	271	2	the	the	DET
cana-3496	271	3	chances	chance	NOUN
cana-3496	271	4	of	of	ADP
cana-3496	271	5	data	data	NOUN
cana-3496	271	6	swamps	swamps	NOUN
cana-3496	271	7	(	(	PUNCT
cana-3496	271	8	an	an	DET
cana-3496	271	9	outcome	outcome	NOUN
cana-3496	271	10	where	where	SCONJ
cana-3496	271	11	the	the	DET
cana-3496	271	12	ratio	ratio	NOUN
cana-3496	271	13	of	of	ADP
cana-3496	271	14	data	datum	NOUN
cana-3496	271	15	to	to	ADP
cana-3496	271	16	knowledge	knowledge	NOUN
cana-3496	271	17	is	be	AUX
cana-3496	271	18	very	very	ADV
cana-3496	271	19	high	high	ADJ
cana-3496	271	20	)	)	PUNCT
cana-3496	271	21	,	,	PUNCT
cana-3496	271	22	this	this	DET
cana-3496	271	23	arrangement	arrangement	NOUN
cana-3496	271	24	can	can	AUX
cana-3496	271	25	expedite	expedite	VERB
cana-3496	271	26	decision	decision	NOUN
cana-3496	271	27	-	-	PUNCT
cana-3496	271	28	making	make	VERB
cana-3496	271	29	processes	process	NOUN
cana-3496	271	30	by	by	ADP
cana-3496	271	31	getting	get	VERB
cana-3496	271	32	not	not	PART
cana-3496	271	33	only	only	ADV
cana-3496	271	34	the	the	DET
cana-3496	271	35	title	title	NOUN
cana-3496	271	36	of	of	ADP
cana-3496	271	37	a	a	DET
cana-3496	271	38	data	data	NOUN
cana-3496	271	39	point	point	NOUN
cana-3496	271	40	but	but	CCONJ
cana-3496	271	41	also	also	ADV
cana-3496	271	42	what	what	PRON
cana-3496	271	43	is	be	AUX
cana-3496	271	44	associated	associate	VERB
cana-3496	271	45	with	with	ADP
cana-3496	271	46	it	it	PRON
cana-3496	271	47	.	.	PUNCT
cana-3496	272	1	this	this	DET
cana-3496	272	2	campos	campos	PROPN
cana-3496	272	3	metadata	metadata	VERB
cana-3496	272	4	implementation	implementation	NOUN
cana-3496	272	5	in	in	ADP
cana-3496	272	6	this	this	DET
cana-3496	272	7	work	work	NOUN
cana-3496	272	8	highlights	highlight	VERB
cana-3496	272	9	the	the	DET
cana-3496	272	10	necessity	necessity	NOUN
cana-3496	272	11	of	of	ADP
cana-3496	272	12	new	new	ADJ
cana-3496	272	13	data	datum	NOUN
cana-3496	272	14	architectures	architecture	NOUN
cana-3496	272	15	to	to	PART
cana-3496	272	16	utilize	utilize	VERB
cana-3496	272	17	strong	strong	ADJ
cana-3496	272	18	metadata	metadata	ADJ
cana-3496	272	19	management	management	NOUN
cana-3496	272	20	schemes	scheme	NOUN
cana-3496	272	21	to	to	PART
cana-3496	272	22	address	address	VERB
cana-3496	272	23	data	datum	NOUN
cana-3496	272	24	provenance	provenance	NOUN
cana-3496	272	25	.	.	PUNCT
cana-3496	273	1	governance	governance	NOUN
cana-3496	273	2	and	and	CCONJ
cana-3496	273	3	compliance	compliance	NOUN
cana-3496	273	4	are	be	AUX
cana-3496	273	5	a	a	DET
cana-3496	273	6	key	key	ADJ
cana-3496	273	7	part	part	NOUN
cana-3496	273	8	of	of	ADP
cana-3496	273	9	any	any	DET
cana-3496	273	10	data	data	NOUN
cana-3496	273	11	management	management	NOUN
cana-3496	273	12	strategy	strategy	NOUN
cana-3496	273	13	,	,	PUNCT
cana-3496	273	14	and	and	CCONJ
cana-3496	273	15	the	the	DET
cana-3496	273	16	research	research	NOUN
cana-3496	273	17	results	result	NOUN
cana-3496	273	18	indicate	indicate	VERB
cana-3496	273	19	that	that	SCONJ
cana-3496	273	20	data	datum	NOUN
cana-3496	273	21	fabrics	fabric	NOUN
cana-3496	273	22	come	come	VERB
cana-3496	273	23	out	out	ADP
cana-3496	273	24	ahead	ahead	ADV
cana-3496	273	25	in	in	ADP
cana-3496	273	26	this	this	DET
cana-3496	273	27	respect	respect	NOUN
cana-3496	273	28	.	.	PUNCT
cana-3496	274	1	in	in	ADP
cana-3496	274	2	the	the	DET
cana-3496	274	3	proposed	propose	VERB
cana-3496	274	4	architecture	architecture	NOUN
cana-3496	274	5	,	,	PUNCT
cana-3496	274	6	data	datum	NOUN
cana-3496	274	7	governance	governance	NOUN
cana-3496	274	8	capabilities	capability	NOUN
cana-3496	274	9	such	such	ADJ
cana-3496	274	10	as	as	ADP
cana-3496	274	11	access	access	NOUN
cana-3496	274	12	control	control	NOUN
cana-3496	274	13	,	,	PUNCT
cana-3496	274	14	regulatory	regulatory	ADJ
cana-3496	274	15	compliance	compliance	NOUN
cana-3496	274	16	,	,	PUNCT
cana-3496	274	17	and	and	CCONJ
cana-3496	274	18	data	datum	NOUN
cana-3496	274	19	quality	quality	NOUN
cana-3496	274	20	monitoring	monitoring	NOUN
cana-3496	274	21	are	be	AUX
cana-3496	274	22	implemented	implement	VERB
cana-3496	274	23	.	.	PUNCT
cana-3496	275	1	these	these	DET
cana-3496	275	2	features	feature	NOUN
cana-3496	275	3	are	be	AUX
cana-3496	275	4	vital	vital	ADJ
cana-3496	275	5	for	for	ADP
cana-3496	275	6	industries	industry	NOUN
cana-3496	275	7	under	under	ADP
cana-3496	275	8	heavy	heavy	ADJ
cana-3496	275	9	scrutiny	scrutiny	NOUN
cana-3496	275	10	,	,	PUNCT
cana-3496	275	11	where	where	SCONJ
cana-3496	275	12	maintaining	maintain	VERB
cana-3496	275	13	strict	strict	ADJ
cana-3496	275	14	data	datum	NOUN
cana-3496	275	15	security	security	NOUN
cana-3496	275	16	and	and	CCONJ
cana-3496	275	17	accountability	accountability	NOUN
cana-3496	275	18	is	be	AUX
cana-3496	275	19	imperative	imperative	ADJ
cana-3496	275	20	.	.	PUNCT
cana-3496	276	1	data	datum	NOUN
cana-3496	276	2	flows	flow	NOUN
cana-3496	276	3	can	can	AUX
cana-3496	276	4	carry	carry	VERB
cana-3496	276	5	sensitive	sensitive	ADJ
cana-3496	276	6	information	information	NOUN
cana-3496	276	7	,	,	PUNCT
cana-3496	276	8	so	so	ADV
cana-3496	276	9	another	another	DET
cana-3496	276	10	important	important	ADJ
cana-3496	276	11	category	category	NOUN
cana-3496	276	12	of	of	ADP
cana-3496	276	13	data	datum	NOUN
cana-3496	276	14	fabric	fabric	NOUN
cana-3496	276	15	features	feature	NOUN
cana-3496	276	16	are	be	AUX
cana-3496	276	17	their	their	PRON
cana-3496	276	18	governance	governance	NOUN
cana-3496	276	19	features	feature	NOUN
cana-3496	276	20	,	,	PUNCT
cana-3496	276	21	which	which	PRON
cana-3496	276	22	help	help	VERB
cana-3496	276	23	you	you	PRON
cana-3496	276	24	keep	keep	VERB
cana-3496	276	25	your	your	PRON
cana-3496	276	26	operations	operation	NOUN
cana-3496	276	27	compliant	compliant	ADJ
cana-3496	276	28	with	with	ADP
cana-3496	276	29	enterprise	enterprise	NOUN
cana-3496	276	30	policies	policy	NOUN
cana-3496	276	31	.	.	PUNCT
cana-3496	277	1	such	such	ADJ
cana-3496	277	2	feature	feature	NOUN
cana-3496	277	3	mitigate	mitigate	VERB
cana-3496	277	4	one	one	NUM
cana-3496	277	5	of	of	ADP
cana-3496	277	6	the	the	DET
cana-3496	277	7	most	most	ADV
cana-3496	277	8	common	common	ADJ
cana-3496	277	9	pitfalls	pitfall	NOUN
cana-3496	277	10	of	of	ADP
cana-3496	277	11	traditional	traditional	ADJ
cana-3496	277	12	data	datum	NOUN
cana-3496	277	13	lakes	lake	NOUN
cana-3496	277	14	,	,	PUNCT
cana-3496	277	15	making	make	VERB
cana-3496	277	16	data	datum	NOUN
cana-3496	277	17	fabrics	fabric	NOUN
cana-3496	277	18	a	a	DET
cana-3496	277	19	safe	safe	ADJ
cana-3496	277	20	choice	choice	NOUN
cana-3496	277	21	for	for	ADP
cana-3496	277	22	modern	modern	ADJ
cana-3496	277	23	enterprises	enterprise	NOUN
cana-3496	277	24	.	.	PUNCT
cana-3496	278	1	automation	automation	NOUN
cana-3496	278	2	was	be	AUX
cana-3496	278	3	also	also	ADV
cana-3496	278	4	a	a	DET
cana-3496	278	5	major	major	ADJ
cana-3496	278	6	benefit	benefit	NOUN
cana-3496	278	7	of	of	ADP
cana-3496	278	8	data	datum	NOUN
cana-3496	278	9	fabrics	fabric	NOUN
cana-3496	278	10	,	,	PUNCT
cana-3496	278	11	with	with	ADP
cana-3496	278	12	the	the	DET
cana-3496	278	13	largest	large	ADJ
cana-3496	278	14	efficiency	efficiency	NOUN
cana-3496	278	15	gains	gain	NOUN
cana-3496	278	16	achieved	achieve	VERB
cana-3496	278	17	through	through	ADP
cana-3496	278	18	automating	automate	VERB
cana-3496	278	19	processes	process	NOUN
cana-3496	278	20	that	that	PRON
cana-3496	278	21	cut	cut	VERB
cana-3496	278	22	across	across	ADP
cana-3496	278	23	every	every	DET
cana-3496	278	24	level	level	NOUN
cana-3496	278	25	of	of	ADP
cana-3496	278	26	data	data	NOUN
cana-3496	278	27	-	-	PUNCT
cana-3496	278	28	based	base	VERB
cana-3496	278	29	interaction	interaction	NOUN
cana-3496	278	30	.	.	PUNCT
cana-3496	279	1	everything	everything	PRON
cana-3496	279	2	from	from	ADP
cana-3496	279	3	metadata	metadata	NOUN
cana-3496	279	4	tagging	tag	VERB
cana-3496	279	5	to	to	AUX
cana-3496	279	6	anomaly	anomaly	NOUN
cana-3496	279	7	detection	detection	NOUN
cana-3496	279	8	and	and	CCONJ
cana-3496	279	9	governance	governance	NOUN
cana-3496	279	10	policy	policy	NOUN
cana-3496	279	11	enforcement	enforcement	NOUN
cana-3496	279	12	all	all	PRON
cana-3496	279	13	see	see	VERB
cana-3496	279	14	dramatic	dramatic	ADJ
cana-3496	279	15	reductions	reduction	NOUN
cana-3496	279	16	in	in	ADP
cana-3496	279	17	manual	manual	ADJ
cana-3496	279	18	effort	effort	NOUN
cana-3496	279	19	as	as	ADP
cana-3496	279	20	a	a	DET
cana-3496	279	21	realization	realization	NOUN
cana-3496	279	22	of	of	ADP
cana-3496	279	23	what	what	PRON
cana-3496	279	24	ml	ml	NOUN
cana-3496	279	25	and	and	CCONJ
cana-3496	279	26	advanced	advanced	ADJ
cana-3496	279	27	analytics	analytic	NOUN
cana-3496	279	28	allow	allow	VERB
cana-3496	279	29	for	for	ADP
cana-3496	279	30	at	at	ADP
cana-3496	279	31	scale	scale	NOUN
cana-3496	279	32	over	over	ADP
cana-3496	279	33	time	time	NOUN
cana-3496	279	34	.	.	PUNCT
cana-3496	280	1	automation	automation	NOUN
cana-3496	280	2	also	also	ADV
cana-3496	280	3	reduces	reduce	VERB
cana-3496	280	4	the	the	DET
cana-3496	280	5	cost	cost	NOUN
cana-3496	280	6	of	of	ADP
cana-3496	280	7	operation	operation	NOUN
cana-3496	280	8	and	and	CCONJ
cana-3496	280	9	minimizes	minimize	NOUN
cana-3496	280	10	mistakes	mistake	NOUN
cana-3496	280	11	,	,	PUNCT
cana-3496	280	12	freeing	free	VERB
cana-3496	280	13	up	up	ADP
cana-3496	280	14	organizations	organization	NOUN
cana-3496	280	15	'	'	PART
cana-3496	280	16	time	time	NOUN
cana-3496	280	17	to	to	PART
cana-3496	280	18	spend	spend	VERB
cana-3496	280	19	on	on	ADP
cana-3496	280	20	high	high	ADJ
cana-3496	280	21	-	-	PUNCT
cana-3496	280	22	value	value	NOUN
cana-3496	280	23	activities	activity	NOUN
cana-3496	280	24	that	that	PRON
cana-3496	280	25	create	create	VERB
cana-3496	280	26	innovation	innovation	NOUN
cana-3496	280	27	and	and	CCONJ
cana-3496	280	28	growth	growth	NOUN
cana-3496	280	29	.	.	PUNCT
cana-3496	281	1	this	this	PRON
cana-3496	281	2	is	be	AUX
cana-3496	281	3	one	one	NUM
cana-3496	281	4	heck	heck	NOUN
cana-3496	281	5	of	of	ADP
cana-3496	281	6	an	an	DET
cana-3496	281	7	example	example	NOUN
cana-3496	281	8	to	to	PART
cana-3496	281	9	talk	talk	VERB
cana-3496	281	10	about	about	ADP
cana-3496	281	11	the	the	DET
cana-3496	281	12	transformation	transformation	NOUN
cana-3496	281	13	that	that	PRON
cana-3496	281	14	data	datum	NOUN
cana-3496	281	15	fabrics	fabric	NOUN
cana-3496	281	16	bring	bring	VERB
cana-3496	281	17	.	.	PUNCT
cana-3496	282	1	by	by	ADP
cana-3496	282	2	representing	represent	VERB
cana-3496	282	3	and	and	CCONJ
cana-3496	282	4	conveying	convey	VERB
cana-3496	282	5	the	the	DET
cana-3496	282	6	large	large	ADJ
cana-3496	282	7	volumes	volume	NOUN
cana-3496	282	8	of	of	ADP
cana-3496	282	9	data	datum	NOUN
cana-3496	282	10	in	in	ADP
cana-3496	282	11	an	an	DET
cana-3496	282	12	interactive	interactive	ADJ
cana-3496	282	13	and	and	CCONJ
cana-3496	282	14	visual	visual	ADJ
cana-3496	282	15	form	form	NOUN
cana-3496	282	16	,	,	PUNCT
cana-3496	282	17	power	power	NOUN
cana-3496	282	18	bi	bi	NOUN
cana-3496	282	19	will	will	AUX
cana-3496	282	20	bridge	bridge	VERB
cana-3496	282	21	this	this	DET
cana-3496	282	22	gap	gap	NOUN
cana-3496	282	23	and	and	CCONJ
cana-3496	282	24	with	with	ADP
cana-3496	282	25	the	the	DET
cana-3496	282	26	ar	ar	PROPN
cana-3496	282	27	paired	pair	VERB
cana-3496	282	28	data	datum	NOUN
cana-3496	282	29	cloud	cloud	NOUN
cana-3496	282	30	with	with	ADP
cana-3496	282	31	semantic	semantic	ADJ
cana-3496	282	32	data	datum	NOUN
cana-3496	282	33	modelling	modelling	NOUN
cana-3496	282	34	,	,	PUNCT
cana-3496	282	35	it	it	PRON
cana-3496	282	36	serves	serve	VERB
cana-3496	282	37	as	as	ADP
cana-3496	282	38	an	an	DET
cana-3496	282	39	effective	effective	ADJ
cana-3496	282	40	decision	decision	NOUN
cana-3496	282	41	-	-	PUNCT
cana-3496	282	42	making	make	VERB
cana-3496	282	43	platform	platform	NOUN
cana-3496	282	44	.	.	PUNCT
cana-3496	283	1	such	such	ADJ
cana-3496	283	2	agility	agility	NOUN
cana-3496	283	3	is	be	AUX
cana-3496	283	4	critical	critical	ADJ
cana-3496	283	5	in	in	ADP
cana-3496	283	6	sectors	sector	NOUN
cana-3496	283	7	such	such	ADJ
cana-3496	283	8	as	as	ADP
cana-3496	283	9	manufacturing	manufacturing	NOUN
cana-3496	283	10	and	and	CCONJ
cana-3496	283	11	retail	retail	NOUN
cana-3496	283	12	,	,	PUNCT
cana-3496	283	13	where	where	SCONJ
cana-3496	283	14	timing	timing	NOUN
cana-3496	283	15	in	in	ADP
cana-3496	283	16	decision	decision	NOUN
cana-3496	283	17	-	-	PUNCT
cana-3496	283	18	making	making	NOUN
cana-3496	283	19	has	have	VERB
cana-3496	283	20	a	a	DET
cana-3496	283	21	material	material	ADJ
cana-3496	283	22	impact	impact	NOUN
cana-3496	283	23	on	on	ADP
cana-3496	283	24	results	result	NOUN
cana-3496	283	25	.	.	PUNCT
cana-3496	284	1	data	datum	NOUN
cana-3496	284	2	fabrics	fabric	NOUN
cana-3496	284	3	help	help	VERB
cana-3496	284	4	organizations	organization	NOUN
cana-3496	284	5	to	to	PART
cana-3496	284	6	effectively	effectively	ADV
cana-3496	284	7	combine	combine	VERB
cana-3496	284	8	batch	batch	NOUN
cana-3496	284	9	and	and	CCONJ
cana-3496	284	10	real	real	ADJ
cana-3496	284	11	-	-	PUNCT
cana-3496	284	12	time	time	NOUN
cana-3496	284	13	processing	processing	NOUN
cana-3496	284	14	in	in	ADP
cana-3496	284	15	a	a	DET
cana-3496	284	16	single	single	ADJ
cana-3496	284	17	architecture	architecture	NOUN
cana-3496	284	18	in	in	ADP
cana-3496	284	19	order	order	NOUN
cana-3496	284	20	to	to	PART
cana-3496	284	21	stay	stay	VERB
cana-3496	284	22	competitive	competitive	ADJ
cana-3496	284	23	in	in	ADP
cana-3496	284	24	ever	ever	ADV
cana-3496	284	25	-	-	PUNCT
cana-3496	284	26	changing	change	VERB
cana-3496	284	27	environments	environment	NOUN
cana-3496	284	28	.	.	PUNCT
cana-3496	285	1	all	all	DET
cana-3496	285	2	scalability	scalability	NOUN
cana-3496	285	3	testing	testing	NOUN
cana-3496	285	4	indicated	indicate	VERB
cana-3496	285	5	the	the	DET
cana-3496	285	6	data	data	NOUN
cana-3496	285	7	fabric	fabric	NOUN
cana-3496	285	8	architecture	architecture	NOUN
cana-3496	285	9	was	be	AUX
cana-3496	285	10	able	able	ADJ
cana-3496	285	11	to	to	PART
cana-3496	285	12	handle	handle	VERB
cana-3496	285	13	increasing	increase	VERB
cana-3496	285	14	data	datum	NOUN
cana-3496	285	15	volumes	volume	NOUN
cana-3496	285	16	and	and	CCONJ
cana-3496	285	17	workloads	workload	NOUN
cana-3496	285	18	without	without	ADP
cana-3496	285	19	degrading	degrade	VERB
cana-3496	285	20	performance	performance	NOUN
cana-3496	285	21	.	.	PUNCT
cana-3496	286	1	the	the	DET
cana-3496	286	2	linear	linear	ADJ
cana-3496	286	3	scalability	scalability	NOUN
cana-3496	286	4	and	and	CCONJ
cana-3496	286	5	fast	fast	ADJ
cana-3496	286	6	adaptiveness	adaptiveness	NOUN
cana-3496	286	7	to	to	ADP
cana-3496	286	8	future	future	ADJ
cana-3496	286	9	growth	growth	NOUN
cana-3496	286	10	and	and	CCONJ
cana-3496	286	11	mutations	mutation	NOUN
cana-3496	286	12	of	of	ADP
cana-3496	286	13	the	the	DET
cana-3496	286	14	data	data	NOUN
cana-3496	286	15	demands	demand	VERB
cana-3496	286	16	that	that	SCONJ
cana-3496	286	17	this	this	DET
cana-3496	286	18	study	study	NOUN
cana-3496	286	19	delivers	deliver	VERB
cana-3496	286	20	positions	position	NOUN
cana-3496	286	21	this	this	DET
cana-3496	286	22	new	new	ADJ
cana-3496	286	23	class	class	NOUN
cana-3496	286	24	of	of	ADP
cana-3496	286	25	data	datum	NOUN
cana-3496	286	26	fabric	fabric	NOUN
cana-3496	286	27	well	well	ADV
cana-3496	286	28	as	as	ADP
cana-3496	286	29	a	a	DET
cana-3496	286	30	future	future	ADJ
cana-3496	286	31	-	-	PUNCT
cana-3496	286	32	proof	proof	ADJ
cana-3496	286	33	solution	solution	NOUN
cana-3496	286	34	.	.	PUNCT
cana-3496	287	1	in	in	ADP
cana-3496	287	2	essence	essence	NOUN
cana-3496	287	3	,	,	PUNCT
cana-3496	287	4	this	this	DET
cana-3496	287	5	paper	paper	NOUN
cana-3496	287	6	can	can	AUX
cana-3496	287	7	demonstrate	demonstrate	VERB
cana-3496	287	8	how	how	SCONJ
cana-3496	287	9	the	the	DET
cana-3496	287	10	data	data	NOUN
cana-3496	287	11	fabrics	fabric	NOUN
cana-3496	287	12	are	be	AUX
cana-3496	287	13	still	still	ADV
cana-3496	287	14	covering	cover	VERB
cana-3496	287	15	the	the	DET
cana-3496	287	16	gap	gap	NOUN
cana-3496	287	17	played	play	VERB
cana-3496	287	18	by	by	ADP
cana-3496	287	19	the	the	DET
cana-3496	287	20	data	datum	NOUN
cana-3496	287	21	lake	lake	NOUN
cana-3496	287	22	,	,	PUNCT
cana-3496	287	23	but	but	CCONJ
cana-3496	287	24	for	for	ADP
cana-3496	287	25	this	this	DET
cana-3496	287	26	new	new	ADJ
cana-3496	287	27	set	set	NOUN
cana-3496	287	28	of	of	ADP
cana-3496	287	29	features	feature	NOUN
cana-3496	287	30	brought	bring	VERB
cana-3496	287	31	in	in	ADP
cana-3496	287	32	with	with	ADP
cana-3496	287	33	respect	respect	NOUN
cana-3496	287	34	to	to	ADP
cana-3496	287	35	the	the	DET
cana-3496	287	36	modern	modern	ADJ
cana-3496	287	37	data	data	NOUN
cana-3496	287	38	-	-	PUNCT
cana-3496	287	39	driven	drive	VERB
cana-3496	287	40	world	world	NOUN
cana-3496	287	41	.	.	PUNCT
cana-3496	288	1	but	but	CCONJ
cana-3496	288	2	data	datum	NOUN
cana-3496	288	3	fabrics	fabric	NOUN
cana-3496	288	4	unleash	unleash	VERB
cana-3496	288	5	the	the	DET
cana-3496	288	6	full	full	ADJ
cana-3496	288	7	potential	potential	NOUN
cana-3496	288	8	of	of	ADP
cana-3496	288	9	the	the	DET
cana-3496	288	10	data	data	NOUN
cana-3496	288	11	assets	asset	NOUN
cana-3496	288	12	with	with	ADP
cana-3496	288	13	integration	integration	NOUN
cana-3496	288	14	,	,	PUNCT
cana-3496	288	15	governance	governance	NOUN
cana-3496	288	16	,	,	PUNCT
cana-3496	288	17	automation	automation	NOUN
cana-3496	288	18	,	,	PUNCT
cana-3496	288	19	and	and	CCONJ
cana-3496	288	20	real	real	ADJ
cana-3496	288	21	-	-	PUNCT
cana-3496	288	22	time	time	NOUN
cana-3496	288	23	analytics	analytic	NOUN
cana-3496	288	24	at	at	ADP
cana-3496	288	25	the	the	DET
cana-3496	288	26	heart	heart	NOUN
cana-3496	288	27	of	of	ADP
cana-3496	288	28	the	the	DET
cana-3496	288	29	process	process	NOUN
cana-3496	288	30	to	to	PART
cana-3496	288	31	fuel	fuel	VERB
cana-3496	288	32	insight	insight	NOUN
cana-3496	288	33	at	at	ADP
cana-3496	288	34	scale	scale	NOUN
cana-3496	288	35	.	.	PUNCT
cana-3496	289	1	with	with	ADP
cana-3496	289	2	increasing	increase	VERB
cana-3496	289	3	complexity	complexity	NOUN
cana-3496	289	4	in	in	ADP
cana-3496	289	5	the	the	DET
cana-3496	289	6	data	datum	NOUN
cana-3496	289	7	landscape	landscape	NOUN
cana-3496	289	8	,	,	PUNCT
cana-3496	289	9	organizations	organization	NOUN
cana-3496	289	10	need	need	VERB
cana-3496	289	11	to	to	PART
cana-3496	289	12	adopt	adopt	VERB
cana-3496	289	13	a	a	DET
cana-3496	289	14	data	data	NOUN
cana-3496	289	15	fabric	fabric	NOUN
cana-3496	289	16	as	as	ADP
cana-3496	289	17	a	a	DET
cana-3496	289	18	strategic	strategic	ADJ
cana-3496	289	19	imperative	imperative	NOUN
cana-3496	289	20	to	to	PART
cana-3496	289	21	enable	enable	VERB
cana-3496	289	22	operational	operational	ADJ
cana-3496	289	23	excellence	excellence	NOUN
cana-3496	289	24	,	,	PUNCT
cana-3496	289	25	innovation	innovation	NOUN
cana-3496	289	26	,	,	PUNCT
cana-3496	289	27	and	and	CCONJ
cana-3496	289	28	edge	edge	NOUN
cana-3496	289	29	.	.	PUNCT
cana-3496	290	1	more	more	ADJ
cana-3496	290	2	advancements	advancement	NOUN
cana-3496	290	3	in	in	ADP
cana-3496	290	4	data	data	NOUN
cana-3496	290	5	fabric	fabric	NOUN
cana-3496	290	6	technology	technology	NOUN
cana-3496	290	7	steer	steer	VERB
cana-3496	290	8	it	it	PRON
cana-3496	290	9	towards	towards	ADP
cana-3496	290	10	edge	edge	NOUN
cana-3496	290	11	computing	computing	NOUN
cana-3496	290	12	integration	integration	NOUN
cana-3496	290	13	and	and	CCONJ
cana-3496	290	14	federated	federated	ADJ
cana-3496	290	15	learning	learning	NOUN
cana-3496	290	16	,	,	PUNCT
cana-3496	290	17	enabling	enable	VERB
cana-3496	290	18	data	datum	NOUN
cana-3496	290	19	privacy	privacy	NOUN
cana-3496	290	20	and	and	CCONJ
cana-3496	290	21	data	datum	NOUN
cana-3496	290	22	sharing	sharing	NOUN
cana-3496	290	23	collaboration	collaboration	NOUN
cana-3496	290	24	.	.	PUNCT
cana-3496	291	1	communications	communication	NOUN
cana-3496	291	2	on	on	ADP
cana-3496	291	3	applied	apply	VERB
cana-3496	291	4	nonlinear	nonlinear	ADJ
cana-3496	291	5	analysis	analysis	NOUN
cana-3496	291	6	issn	issn	NOUN
cana-3496	291	7	:	:	PUNCT
cana-3496	291	8	1074	1074	NUM
cana-3496	291	9	-	-	PUNCT
cana-3496	291	10	133x	133x	NUM
cana-3496	291	11	vol	vol	NOUN
cana-3496	291	12	32	32	NUM
cana-3496	291	13	no	no	NOUN
cana-3496	291	14	.	.	PUNCT
cana-3496	292	1	7s	7	NOUN
cana-3496	292	2	(	(	PUNCT
cana-3496	292	3	2025	2025	NUM
cana-3496	292	4	)	)	PUNCT
cana-3496	292	5	940	940	NUM
cana-3496	292	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3496	292	7	references	reference	NOUN
cana-3496	292	8	:	:	PUNCT
cana-3496	292	9	[	[	X
cana-3496	292	10	1	1	X
cana-3496	292	11	]	]	X
cana-3496	292	12	dulam	dulam	PROPN
cana-3496	292	13	,	,	PUNCT
cana-3496	292	14	naresh	naresh	PROPN
cana-3496	292	15	,	,	PUNCT
cana-3496	292	16	and	and	CCONJ
cana-3496	292	17	karthik	karthik	PROPN
cana-3496	292	18	allam	allam	PROPN
cana-3496	292	19	.	.	PUNCT
cana-3496	293	1	"	"	PUNCT
cana-3496	293	2	data	datum	NOUN
cana-3496	293	3	lakehouses	lakehouse	NOUN
cana-3496	293	4	:	:	PUNCT
cana-3496	293	5	merging	merge	VERB
cana-3496	293	6	real	real	ADJ
cana-3496	293	7	-	-	PUNCT
cana-3496	293	8	time	time	NOUN
cana-3496	293	9	analytics	analytic	NOUN
cana-3496	293	10	and	and	CCONJ
cana-3496	293	11	big	big	ADJ
cana-3496	293	12	data	datum	NOUN
cana-3496	293	13	processing	processing	NOUN
cana-3496	293	14	.	.	PUNCT
cana-3496	293	15	"	"	PUNCT
cana-3496	294	1	australian	australian	ADJ
cana-3496	294	2	journal	journal	NOUN
cana-3496	294	3	of	of	ADP
cana-3496	294	4	machine	machine	NOUN
cana-3496	294	5	learning	learn	VERB
cana-3496	294	6	research	research	PROPN
cana-3496	294	7	&	&	CCONJ
cana-3496	294	8	applications	application	NOUN
cana-3496	294	9	4.2	4.2	NUM
cana-3496	294	10	(	(	PUNCT
cana-3496	294	11	2024	2024	NUM
cana-3496	294	12	):	):	PUNCT
cana-3496	294	13	170	170	NUM
cana-3496	294	14	-	-	SYM
cana-3496	294	15	193	193	NUM
cana-3496	294	16	.	.	PUNCT
cana-3496	295	1	[	[	X
cana-3496	295	2	2	2	NUM
cana-3496	295	3	]	]	PUNCT
cana-3496	295	4	blohm	blohm	NOUN
cana-3496	295	5	,	,	PUNCT
cana-3496	295	6	ivo	ivo	PROPN
cana-3496	295	7	,	,	PUNCT
cana-3496	295	8	et	et	PROPN
cana-3496	295	9	al	al	PROPN
cana-3496	295	10	.	.	PUNCT
cana-3496	296	1	"	"	PUNCT
cana-3496	296	2	data	datum	NOUN
cana-3496	296	3	products	product	NOUN
cana-3496	296	4	,	,	PUNCT
cana-3496	296	5	data	datum	NOUN
cana-3496	296	6	mesh	mesh	NOUN
cana-3496	296	7	,	,	PUNCT
cana-3496	296	8	and	and	CCONJ
cana-3496	296	9	data	datum	NOUN
cana-3496	296	10	fabric	fabric	NOUN
cana-3496	296	11	:	:	PUNCT
cana-3496	296	12	new	new	ADJ
cana-3496	296	13	paradigm	paradigm	NOUN
cana-3496	296	14	(	(	PUNCT
cana-3496	296	15	s	s	X
cana-3496	296	16	)	)	PUNCT
cana-3496	296	17	for	for	ADP
cana-3496	296	18	data	datum	NOUN
cana-3496	296	19	and	and	CCONJ
cana-3496	296	20	analytics	analytic	NOUN
cana-3496	296	21	?	?	PUNCT
cana-3496	296	22	.	.	PUNCT
cana-3496	296	23	"	"	PUNCT
cana-3496	297	1	business	business	NOUN
cana-3496	297	2	&	&	CCONJ
cana-3496	297	3	information	information	NOUN
cana-3496	297	4	systems	system	NOUN
cana-3496	297	5	engineering	engineering	NOUN
cana-3496	297	6	(	(	PUNCT
cana-3496	297	7	2024	2024	NUM
cana-3496	297	8	):	):	PUNCT
cana-3496	297	9	1	1	NUM
cana-3496	297	10	-	-	SYM
cana-3496	297	11	10	10	NUM
cana-3496	297	12	.	.	PUNCT
cana-3496	298	1	[	[	X
cana-3496	298	2	3	3	NUM
cana-3496	298	3	]	]	PUNCT
cana-3496	298	4	boukraa	boukraa	NOUN
cana-3496	298	5	,	,	PUNCT
cana-3496	298	6	doulkifli	doulkifli	NOUN
cana-3496	298	7	,	,	PUNCT
cana-3496	298	8	mahfoud	mahfoud	PROPN
cana-3496	298	9	bala	bala	PROPN
cana-3496	298	10	,	,	PUNCT
cana-3496	298	11	and	and	CCONJ
cana-3496	298	12	stefano	stefano	PROPN
cana-3496	298	13	rizzi	rizzi	PROPN
cana-3496	298	14	.	.	PUNCT
cana-3496	299	1	"	"	PUNCT
cana-3496	299	2	metadata	metadata	ADJ
cana-3496	299	3	management	management	NOUN
cana-3496	299	4	in	in	ADP
cana-3496	299	5	data	data	PROPN
cana-3496	299	6	lake	lake	PROPN
cana-3496	299	7	environments	environment	NOUN
cana-3496	299	8	:	:	PUNCT
cana-3496	299	9	a	a	DET
cana-3496	299	10	survey	survey	NOUN
cana-3496	299	11	.	.	PUNCT
cana-3496	299	12	"	"	PUNCT
cana-3496	299	13	journal	journal	NOUN
cana-3496	299	14	of	of	ADP
cana-3496	299	15	library	library	PROPN
cana-3496	299	16	metadata	metadata	VERB
cana-3496	299	17	24.4	24.4	NUM
cana-3496	299	18	(	(	PUNCT
cana-3496	299	19	2024	2024	NUM
cana-3496	299	20	):	):	PUNCT
cana-3496	299	21	215	215	NUM
cana-3496	299	22	-	-	SYM
cana-3496	299	23	274	274	NUM
cana-3496	299	24	.	.	PUNCT
cana-3496	300	1	[	[	X
cana-3496	300	2	4	4	NUM
cana-3496	300	3	]	]	X
cana-3496	300	4	hernández	hernández	PROPN
cana-3496	300	5	,	,	PUNCT
cana-3496	300	6	josé	josé	PROPN
cana-3496	300	7	l.	l.	PROPN
cana-3496	300	8	,	,	PUNCT
cana-3496	300	9	et	et	PROPN
cana-3496	300	10	al	al	PROPN
cana-3496	300	11	.	.	PUNCT
cana-3496	301	1	"	"	PUNCT
cana-3496	301	2	connection	connection	NOUN
cana-3496	301	3	of	of	ADP
cana-3496	301	4	dynamic	dynamic	ADJ
cana-3496	301	5	and	and	CCONJ
cana-3496	301	6	static	static	ADJ
cana-3496	301	7	data	datum	NOUN
cana-3496	301	8	:	:	PUNCT
cana-3496	301	9	a	a	DET
cana-3496	301	10	data	data	NOUN
cana-3496	301	11	lake	lake	NOUN
cana-3496	301	12	for	for	ADP
cana-3496	301	13	building	building	NOUN
cana-3496	301	14	digitalisation	digitalisation	NOUN
cana-3496	301	15	.	.	PUNCT
cana-3496	301	16	"	"	PUNCT
cana-3496	302	1	2024	2024	NUM
cana-3496	302	2	ieee	ieee	NOUN
cana-3496	302	3	international	international	ADJ
cana-3496	302	4	workshop	workshop	NOUN
cana-3496	302	5	on	on	ADP
cana-3496	302	6	metrology	metrology	NOUN
cana-3496	302	7	for	for	ADP
cana-3496	302	8	living	living	NOUN
cana-3496	302	9	environment	environment	NOUN
cana-3496	302	10	(	(	PUNCT
cana-3496	302	11	metrolivenv	metrolivenv	NOUN
cana-3496	302	12	)	)	PUNCT
cana-3496	302	13	.	.	PUNCT
cana-3496	303	1	ieee	ieee	NOUN
cana-3496	303	2	,	,	PUNCT
cana-3496	303	3	2024	2024	NUM
cana-3496	303	4	.	.	PUNCT
cana-3496	304	1	[	[	X
cana-3496	304	2	5	5	NUM
cana-3496	304	3	]	]	X
cana-3496	304	4	strauss	strauss	PROPN
cana-3496	304	5	,	,	PUNCT
cana-3496	304	6	ralf	ralf	PROPN
cana-3496	304	7	.	.	PUNCT
cana-3496	305	1	"	"	PUNCT
cana-3496	305	2	data	datum	NOUN
cana-3496	305	3	readiness	readiness	NOUN
cana-3496	305	4	and	and	CCONJ
cana-3496	305	5	data	datum	NOUN
cana-3496	305	6	strategies	strategy	NOUN
cana-3496	305	7	…	…	PUNCT
cana-3496	305	8	without	without	ADP
cana-3496	305	9	data	datum	NOUN
cana-3496	305	10	,	,	PUNCT
cana-3496	305	11	you	you	PRON
cana-3496	305	12	are	be	AUX
cana-3496	305	13	just	just	ADV
cana-3496	305	14	another	another	DET
cana-3496	305	15	person	person	NOUN
cana-3496	305	16	with	with	ADP
cana-3496	305	17	an	an	DET
cana-3496	305	18	opinion	opinion	NOUN
cana-3496	305	19	.	.	PUNCT
cana-3496	305	20	"	"	PUNCT
cana-3496	306	1	data	data	NOUN
cana-3496	306	2	-	-	PUNCT
cana-3496	306	3	driven	drive	VERB
cana-3496	306	4	customer	customer	NOUN
cana-3496	306	5	engagement	engagement	NOUN
cana-3496	306	6	:	:	PUNCT
cana-3496	306	7	mastering	master	VERB
cana-3496	306	8	martech	martech	ADJ
cana-3496	306	9	strategies	strategy	NOUN
cana-3496	306	10	for	for	ADP
cana-3496	306	11	success	success	NOUN
cana-3496	306	12	.	.	PUNCT
cana-3496	307	1	cham	cham	PROPN
cana-3496	307	2	:	:	PUNCT
cana-3496	307	3	springer	springer	NOUN
cana-3496	307	4	nature	nature	PROPN
cana-3496	307	5	switzerland	switzerland	PROPN
cana-3496	307	6	,	,	PUNCT
cana-3496	307	7	2024	2024	NUM
cana-3496	307	8	.	.	PUNCT
cana-3496	308	1	61	61	NUM
cana-3496	308	2	-	-	SYM
cana-3496	308	3	103	103	NUM
cana-3496	308	4	.	.	PUNCT
cana-3496	309	1	[	[	X
cana-3496	309	2	6	6	NUM
cana-3496	309	3	]	]	X
cana-3496	309	4	feng	feng	X
cana-3496	309	5	,	,	PUNCT
cana-3496	309	6	xu	xu	PROPN
cana-3496	309	7	.	.	PUNCT
cana-3496	310	1	"	"	PUNCT
cana-3496	310	2	a	a	DET
cana-3496	310	3	data	data	NOUN
cana-3496	310	4	mesh	mesh	NOUN
cana-3496	310	5	approach	approach	NOUN
cana-3496	310	6	to	to	ADP
cana-3496	310	7	tekla	tekla	PROPN
cana-3496	310	8	structures	structure	NOUN
cana-3496	310	9	environments	environment	NOUN
cana-3496	310	10	data	datum	NOUN
cana-3496	310	11	management	management	NOUN
cana-3496	310	12	and	and	CCONJ
cana-3496	310	13	analysis	analysis	NOUN
cana-3496	310	14	.	.	PUNCT
cana-3496	310	15	"	"	PUNCT
cana-3496	311	1	(	(	PUNCT
cana-3496	311	2	2024	2024	NUM
cana-3496	311	3	)	)	PUNCT
cana-3496	311	4	.	.	PUNCT
cana-3496	312	1	[	[	X
cana-3496	312	2	7	7	X
cana-3496	312	3	]	]	X
cana-3496	312	4	seyi	seyi	NOUN
cana-3496	312	5	-	-	PUNCT
cana-3496	312	6	lande	lande	NOUN
cana-3496	312	7	,	,	PUNCT
cana-3496	312	8	omorinsola	omorinsola	NOUN
cana-3496	312	9	bibire	bibire	NOUN
cana-3496	312	10	,	,	PUNCT
cana-3496	312	11	et	et	PROPN
cana-3496	312	12	al	al	PROPN
cana-3496	312	13	.	.	PUNCT
cana-3496	313	1	"	"	PUNCT
cana-3496	313	2	enhancing	enhance	VERB
cana-3496	313	3	business	business	NOUN
cana-3496	313	4	intelligence	intelligence	NOUN
cana-3496	313	5	in	in	ADP
cana-3496	313	6	e	e	PROPN
cana-3496	313	7	-	-	NOUN
cana-3496	313	8	commerce	commerce	NOUN
cana-3496	313	9	:	:	PUNCT
cana-3496	313	10	utilizing	utilize	VERB
cana-3496	313	11	advanced	advanced	ADJ
cana-3496	313	12	data	data	NOUN
cana-3496	313	13	integration	integration	NOUN
cana-3496	313	14	for	for	ADP
cana-3496	313	15	real	real	ADJ
cana-3496	313	16	-	-	PUNCT
cana-3496	313	17	time	time	NOUN
cana-3496	313	18	insights	insight	NOUN
cana-3496	313	19	.	.	PUNCT
cana-3496	313	20	"	"	PUNCT
cana-3496	314	1	international	international	ADJ
cana-3496	314	2	journal	journal	NOUN
cana-3496	314	3	of	of	ADP
cana-3496	314	4	management	management	NOUN
cana-3496	314	5	&	&	CCONJ
cana-3496	314	6	entrepreneurship	entrepreneurship	NOUN
cana-3496	314	7	research	research	NOUN
cana-3496	314	8	6.6	6.6	NUM
cana-3496	314	9	(	(	PUNCT
cana-3496	314	10	2024	2024	NUM
cana-3496	314	11	):	):	PUNCT
cana-3496	314	12	1936	1936	NUM
cana-3496	314	13	-	-	SYM
cana-3496	314	14	1953	1953	NUM
cana-3496	314	15	.	.	PUNCT
cana-3496	315	1	[	[	X
cana-3496	315	2	8	8	NUM
cana-3496	315	3	]	]	X
cana-3496	315	4	thylstrup	thylstrup	NOUN
cana-3496	315	5	,	,	PUNCT
cana-3496	315	6	nanna	nanna	PROPN
cana-3496	315	7	bonde	bonde	PROPN
cana-3496	315	8	,	,	PUNCT
cana-3496	315	9	matthew	matthew	PROPN
cana-3496	315	10	archer	archer	PROPN
cana-3496	315	11	,	,	PUNCT
cana-3496	315	12	and	and	CCONJ
cana-3496	315	13	henriette	henriette	PROPN
cana-3496	315	14	steiner	steiner	PROPN
cana-3496	315	15	.	.	PUNCT
cana-3496	316	1	"	"	PUNCT
cana-3496	316	2	desiloization	desiloization	NOUN
cana-3496	316	3	and	and	CCONJ
cana-3496	316	4	its	its	PRON
cana-3496	316	5	discontents	discontent	NOUN
cana-3496	316	6	:	:	PUNCT
cana-3496	316	7	the	the	DET
cana-3496	316	8	politics	politic	NOUN
cana-3496	316	9	of	of	ADP
cana-3496	316	10	data	datum	NOUN
cana-3496	316	11	storage	storage	NOUN
cana-3496	316	12	in	in	ADP
cana-3496	316	13	the	the	DET
cana-3496	316	14	age	age	NOUN
cana-3496	316	15	of	of	ADP
cana-3496	316	16	platformization	platformization	NOUN
cana-3496	316	17	.	.	PUNCT
cana-3496	316	18	"	"	PUNCT
cana-3496	317	1	information	information	NOUN
cana-3496	317	2	,	,	PUNCT
cana-3496	317	3	communication	communication	NOUN
cana-3496	317	4	&	&	CCONJ
cana-3496	317	5	society	society	PROPN
cana-3496	317	6	(	(	PUNCT
cana-3496	317	7	2024	2024	NUM
cana-3496	317	8	):	):	PUNCT
cana-3496	317	9	1	1	NUM
cana-3496	317	10	-	-	SYM
cana-3496	317	11	19	19	NUM
cana-3496	317	12	.	.	PUNCT
cana-3496	318	1	[	[	X
cana-3496	318	2	9	9	NUM
cana-3496	318	3	]	]	X
cana-3496	318	4	grano	grano	X
cana-3496	318	5	,	,	PUNCT
cana-3496	318	6	alice	alice	PROPN
cana-3496	318	7	,	,	PUNCT
cana-3496	318	8	et	et	PROPN
cana-3496	318	9	al	al	PROPN
cana-3496	318	10	.	.	PUNCT
cana-3496	319	1	"	"	PUNCT
cana-3496	319	2	a	a	DET
cana-3496	319	3	data	data	NOUN
cana-3496	319	4	management	management	NOUN
cana-3496	319	5	concept	concept	NOUN
cana-3496	319	6	for	for	ADP
cana-3496	319	7	learning	learn	VERB
cana-3496	319	8	factories	factory	NOUN
cana-3496	319	9	to	to	PART
cana-3496	319	10	support	support	VERB
cana-3496	319	11	scenario	scenario	NOUN
cana-3496	319	12	-	-	PUNCT
cana-3496	319	13	based	base	VERB
cana-3496	319	14	learning	learning	NOUN
cana-3496	319	15	of	of	ADP
cana-3496	319	16	advanced	advanced	ADJ
cana-3496	319	17	manufacturing	manufacturing	NOUN
cana-3496	319	18	data	datum	NOUN
cana-3496	319	19	analytics	analytic	NOUN
cana-3496	319	20	for	for	ADP
cana-3496	319	21	smes	sme	NOUN
cana-3496	319	22	.	.	PUNCT
cana-3496	319	23	"	"	PUNCT
cana-3496	320	1	conference	conference	NOUN
cana-3496	320	2	on	on	ADP
cana-3496	320	3	learning	learn	VERB
cana-3496	320	4	factories	factory	NOUN
cana-3496	320	5	.	.	PUNCT
cana-3496	321	1	cham	cham	PROPN
cana-3496	321	2	:	:	PUNCT
cana-3496	321	3	springer	springer	NOUN
cana-3496	321	4	nature	nature	PROPN
cana-3496	321	5	switzerland	switzerland	PROPN
cana-3496	321	6	,	,	PUNCT
cana-3496	321	7	2024	2024	NUM
cana-3496	321	8	.	.	PUNCT
cana-3496	322	1	[	[	X
cana-3496	322	2	10	10	NUM
cana-3496	322	3	]	]	X
cana-3496	322	4	dretzka	dretzka	PROPN
cana-3496	322	5	,	,	PUNCT
cana-3496	322	6	erica	erica	PROPN
cana-3496	322	7	l.	l.	PROPN
cana-3496	323	1	"	"	PUNCT
cana-3496	323	2	how	how	SCONJ
cana-3496	323	3	to	to	PART
cana-3496	323	4	realize	realize	VERB
cana-3496	323	5	a	a	DET
cana-3496	323	6	context	context	NOUN
cana-3496	323	7	-	-	PUNCT
cana-3496	323	8	driven	drive	VERB
cana-3496	323	9	data	datum	NOUN
cana-3496	323	10	mesh	mesh	NOUN
cana-3496	323	11	:	:	PUNCT
cana-3496	323	12	engagement	engagement	NOUN
cana-3496	323	13	among	among	ADP
cana-3496	323	14	the	the	DET
cana-3496	323	15	data	datum	NOUN
cana-3496	323	16	mesh	mesh	NOUN
cana-3496	323	17	designer	designer	NOUN
cana-3496	323	18	,	,	PUNCT
cana-3496	323	19	decision	decision	NOUN
cana-3496	323	20	maker	maker	NOUN
cana-3496	323	21	,	,	PUNCT
cana-3496	323	22	data	datum	NOUN
cana-3496	323	23	.	.	PUNCT
cana-3496	323	24	"	"	PUNCT
cana-3496	324	1	[	[	X
cana-3496	324	2	11	11	NUM
cana-3496	324	3	]	]	PUNCT
cana-3496	324	4	gorißen	gorißen	NOUN
cana-3496	324	5	,	,	PUNCT
cana-3496	324	6	leon	leon	PROPN
cana-3496	324	7	,	,	PUNCT
cana-3496	324	8	et	et	PROPN
cana-3496	324	9	al	al	PROPN
cana-3496	324	10	.	.	PUNCT
cana-3496	325	1	"	"	PUNCT
cana-3496	325	2	demonstrating	demonstrate	VERB
cana-3496	325	3	data	data	NOUN
cana-3496	325	4	-	-	PUNCT
cana-3496	325	5	to	to	ADP
cana-3496	325	6	-	-	PUNCT
cana-3496	325	7	knowledge	knowledge	NOUN
cana-3496	325	8	pipelines	pipeline	NOUN
cana-3496	325	9	for	for	ADP
cana-3496	325	10	connecting	connect	VERB
cana-3496	325	11	production	production	NOUN
cana-3496	325	12	sites	site	NOUN
cana-3496	325	13	in	in	ADP
cana-3496	325	14	the	the	DET
cana-3496	325	15	world	world	NOUN
cana-3496	325	16	wide	wide	ADJ
cana-3496	325	17	lab	lab	NOUN
cana-3496	325	18	.	.	PUNCT
cana-3496	325	19	"	"	PUNCT
cana-3496	326	1	arxiv	arxiv	PROPN
cana-3496	326	2	preprint	preprint	VERB
cana-3496	326	3	arxiv:2412.12231	arxiv:2412.12231	NUM
cana-3496	326	4	(	(	PUNCT
cana-3496	326	5	2024	2024	NUM
cana-3496	326	6	)	)	PUNCT
cana-3496	326	7	.	.	PUNCT
cana-3496	327	1	[	[	X
cana-3496	327	2	12	12	NUM
cana-3496	327	3	]	]	X
cana-3496	327	4	shah	shah	NOUN
cana-3496	327	5	,	,	PUNCT
cana-3496	327	6	syed	syed	ADJ
cana-3496	327	7	tahoor	tahoor	PROPN
cana-3496	327	8	ullah	ullah	PROPN
cana-3496	327	9	.	.	PUNCT
cana-3496	328	1	"	"	PUNCT
cana-3496	328	2	optimizing	optimize	VERB
cana-3496	328	3	data	datum	NOUN
cana-3496	328	4	warehouse	warehouse	NOUN
cana-3496	328	5	implementation	implementation	NOUN
cana-3496	328	6	on	on	ADP
cana-3496	328	7	azure	azure	NOUN
cana-3496	328	8	:	:	PUNCT
cana-3496	328	9	a	a	DET
cana-3496	328	10	comparative	comparative	ADJ
cana-3496	328	11	analysis	analysis	NOUN
cana-3496	328	12	of	of	ADP
cana-3496	328	13	efficient	efficient	ADJ
cana-3496	328	14	data	datum	NOUN
cana-3496	328	15	warehousing	warehousing	NOUN
cana-3496	328	16	strategies	strategy	NOUN
cana-3496	328	17	on	on	ADP
cana-3496	328	18	azure	azure	NOUN
cana-3496	328	19	.	.	PUNCT
cana-3496	328	20	"	"	PUNCT
cana-3496	329	1	(	(	PUNCT
cana-3496	329	2	2024	2024	NUM
cana-3496	329	3	)	)	PUNCT
cana-3496	329	4	.	.	PUNCT
cana-3496	330	1	[	[	X
cana-3496	330	2	13	13	NUM
cana-3496	330	3	]	]	X
cana-3496	330	4	al	al	PROPN
cana-3496	330	5	-	-	PUNCT
cana-3496	330	6	ali	ali	PROPN
cana-3496	330	7	,	,	PUNCT
cana-3496	330	8	a.	a.	PROPN
cana-3496	330	9	r.	r.	PROPN
cana-3496	330	10	,	,	PUNCT
cana-3496	330	11	et	et	PROPN
cana-3496	330	12	al	al	PROPN
cana-3496	330	13	.	.	PUNCT
cana-3496	331	1	"	"	PUNCT
cana-3496	331	2	role	role	NOUN
cana-3496	331	3	of	of	ADP
cana-3496	331	4	iot	iot	NOUN
cana-3496	331	5	technologies	technology	NOUN
cana-3496	331	6	in	in	ADP
cana-3496	331	7	big	big	ADJ
cana-3496	331	8	data	datum	NOUN
cana-3496	331	9	management	management	NOUN
cana-3496	331	10	systems	system	NOUN
cana-3496	331	11	:	:	PUNCT
cana-3496	331	12	a	a	DET
cana-3496	331	13	review	review	NOUN
cana-3496	331	14	and	and	CCONJ
cana-3496	331	15	smart	smart	ADJ
cana-3496	331	16	grid	grid	NOUN
cana-3496	331	17	case	case	NOUN
cana-3496	331	18	study	study	NOUN
cana-3496	331	19	.	.	PUNCT
cana-3496	331	20	"	"	PUNCT
cana-3496	332	1	pervasive	pervasive	ADJ
cana-3496	332	2	and	and	CCONJ
cana-3496	332	3	mobile	mobile	ADJ
cana-3496	332	4	computing	computing	NOUN
cana-3496	332	5	(	(	PUNCT
cana-3496	332	6	2024	2024	NUM
cana-3496	332	7	):	):	PUNCT
cana-3496	332	8	101905	101905	NUM
cana-3496	332	9	.	.	PUNCT
cana-3496	333	1	[	[	X
cana-3496	333	2	14	14	NUM
cana-3496	333	3	]	]	X
cana-3496	333	4	aldoseri	aldoseri	PROPN
cana-3496	333	5	,	,	PUNCT
cana-3496	333	6	abdulaziz	abdulaziz	PROPN
cana-3496	333	7	,	,	PUNCT
cana-3496	333	8	khalifa	khalifa	PROPN
cana-3496	333	9	n.	n.	PROPN
cana-3496	333	10	al	al	PROPN
cana-3496	333	11	-	-	PUNCT
cana-3496	333	12	khalifa	khalifa	PROPN
cana-3496	333	13	,	,	PUNCT
cana-3496	333	14	and	and	CCONJ
cana-3496	333	15	abdel	abdel	PROPN
cana-3496	333	16	magid	magid	PROPN
cana-3496	333	17	hamouda	hamouda	PROPN
cana-3496	333	18	.	.	PUNCT
cana-3496	334	1	"	"	PUNCT
cana-3496	334	2	methodological	methodological	ADJ
cana-3496	334	3	approach	approach	NOUN
cana-3496	334	4	to	to	ADP
cana-3496	334	5	assessing	assess	VERB
cana-3496	334	6	the	the	DET
cana-3496	334	7	current	current	ADJ
cana-3496	334	8	state	state	NOUN
cana-3496	334	9	of	of	ADP
cana-3496	334	10	organizations	organization	NOUN
cana-3496	334	11	for	for	ADP
cana-3496	334	12	ai	ai	ADV
cana-3496	334	13	-	-	PUNCT
cana-3496	334	14	based	base	VERB
cana-3496	334	15	digital	digital	ADJ
cana-3496	334	16	transformation	transformation	NOUN
cana-3496	334	17	.	.	PUNCT
cana-3496	334	18	"	"	PUNCT
cana-3496	334	19	applied	apply	VERB
cana-3496	334	20	system	system	NOUN
cana-3496	334	21	innovation	innovation	NOUN
cana-3496	334	22	7.1	7.1	NUM
cana-3496	334	23	(	(	PUNCT
cana-3496	334	24	2024	2024	NUM
cana-3496	334	25	):	):	PUNCT
cana-3496	334	26	14	14	NUM
cana-3496	334	27	.	.	PUNCT
cana-3496	335	1	[	[	X
cana-3496	335	2	15	15	NUM
cana-3496	335	3	]	]	X
cana-3496	335	4	ataei	ataei	NOUN
cana-3496	335	5	,	,	PUNCT
cana-3496	335	6	pouya	pouya	PROPN
cana-3496	335	7	.	.	PUNCT
cana-3496	336	1	"	"	PUNCT
cana-3496	336	2	cybermycelium	cybermycelium	NOUN
cana-3496	336	3	:	:	PUNCT
cana-3496	336	4	a	a	DET
cana-3496	336	5	reference	reference	NOUN
cana-3496	336	6	architecture	architecture	NOUN
cana-3496	336	7	for	for	ADP
cana-3496	336	8	domain	domain	NOUN
cana-3496	336	9	-	-	PUNCT
cana-3496	336	10	driven	drive	VERB
cana-3496	336	11	distributed	distribute	VERB
cana-3496	336	12	big	big	ADJ
cana-3496	336	13	data	datum	NOUN
cana-3496	336	14	systems	system	NOUN
cana-3496	336	15	.	.	PUNCT
cana-3496	336	16	"	"	PUNCT
cana-3496	337	1	frontiers	frontier	NOUN
cana-3496	337	2	in	in	ADP
cana-3496	337	3	big	big	ADJ
cana-3496	337	4	data	datum	NOUN
cana-3496	337	5	7	7	NUM
cana-3496	337	6	(	(	PUNCT
cana-3496	337	7	2024	2024	NUM
cana-3496	337	8	):	):	PUNCT
cana-3496	337	9	1448481	1448481	NUM
cana-3496	337	10	.	.	PUNCT