id	sid	tid	token	lemma	pos
american_scientific_journal-12063	1	1	248	248	NUM
american_scientific_journal-12063	1	2	american	american	ADJ
american_scientific_journal-12063	1	3	academic	academic	ADJ
american_scientific_journal-12063	1	4	scientific	scientific	ADJ
american_scientific_journal-12063	1	5	research	research	NOUN
american_scientific_journal-12063	1	6	journal	journal	NOUN
american_scientific_journal-12063	1	7	for	for	ADP
american_scientific_journal-12063	1	8	engineering	engineering	NOUN
american_scientific_journal-12063	1	9	,	,	PUNCT
american_scientific_journal-12063	1	10	technology	technology	NOUN
american_scientific_journal-12063	1	11	,	,	PUNCT
american_scientific_journal-12063	1	12	and	and	CCONJ
american_scientific_journal-12063	1	13	sciences	sciences	PROPN
american_scientific_journal-12063	1	14	issn	issn	PROPN
american_scientific_journal-12063	1	15	(	(	PUNCT
american_scientific_journal-12063	1	16	print	print	NOUN
american_scientific_journal-12063	1	17	)	)	PUNCT
american_scientific_journal-12063	1	18	2313	2313	NUM
american_scientific_journal-12063	1	19	-	-	SYM
american_scientific_journal-12063	1	20	4410	4410	NUM
american_scientific_journal-12063	1	21	,	,	PUNCT
american_scientific_journal-12063	1	22	issn	issn	PROPN
american_scientific_journal-12063	1	23	(	(	PUNCT
american_scientific_journal-12063	1	24	online	online	ADJ
american_scientific_journal-12063	1	25	)	)	PUNCT
american_scientific_journal-12063	1	26	2313	2313	NUM
american_scientific_journal-12063	1	27	-	-	SYM
american_scientific_journal-12063	1	28	4402	4402	NUM
american_scientific_journal-12063	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12063	1	30	modern	modern	ADJ
american_scientific_journal-12063	1	31	trends	trend	NOUN
american_scientific_journal-12063	1	32	in	in	ADP
american_scientific_journal-12063	1	33	automating	automate	VERB
american_scientific_journal-12063	1	34	etl	etl	NOUN
american_scientific_journal-12063	1	35	pipelines	pipeline	NOUN
american_scientific_journal-12063	1	36	in	in	ADP
american_scientific_journal-12063	1	37	azure	azure	PROPN
american_scientific_journal-12063	1	38	sree	sree	PROPN
american_scientific_journal-12063	1	39	hari	hari	PROPN
american_scientific_journal-12063	1	40	subhash	subhash	PROPN
american_scientific_journal-12063	1	41	*	*	PUNCT
american_scientific_journal-12063	1	42	senior	senior	ADJ
american_scientific_journal-12063	1	43	data	datum	NOUN
american_scientific_journal-12063	1	44	engineer	engineer	NOUN
american_scientific_journal-12063	1	45	,	,	PUNCT
american_scientific_journal-12063	1	46	dallas	dallas	PROPN
american_scientific_journal-12063	1	47	,	,	PUNCT
american_scientific_journal-12063	1	48	usa	usa	PROPN
american_scientific_journal-12063	1	49	email	email	NOUN
american_scientific_journal-12063	1	50	:	:	PUNCT
american_scientific_journal-12063	1	51	sreemahn@outlook.com	sreemahn@outlook.com	X
american_scientific_journal-12063	2	1	abstract	abstract	ADJ
american_scientific_journal-12063	2	2	the	the	DET
american_scientific_journal-12063	2	3	study	study	NOUN
american_scientific_journal-12063	2	4	is	be	AUX
american_scientific_journal-12063	2	5	aimed	aim	VERB
american_scientific_journal-12063	2	6	at	at	ADP
american_scientific_journal-12063	2	7	systematizing	systematize	VERB
american_scientific_journal-12063	2	8	and	and	CCONJ
american_scientific_journal-12063	2	9	analyzing	analyze	VERB
american_scientific_journal-12063	2	10	contemporary	contemporary	ADJ
american_scientific_journal-12063	2	11	trends	trend	NOUN
american_scientific_journal-12063	2	12	in	in	ADP
american_scientific_journal-12063	2	13	the	the	DET
american_scientific_journal-12063	2	14	automation	automation	NOUN
american_scientific_journal-12063	2	15	of	of	ADP
american_scientific_journal-12063	2	16	etl	etl	NOUN
american_scientific_journal-12063	2	17	pipelines	pipeline	NOUN
american_scientific_journal-12063	2	18	within	within	ADP
american_scientific_journal-12063	2	19	the	the	DET
american_scientific_journal-12063	2	20	microsoft	microsoft	PROPN
american_scientific_journal-12063	2	21	azure	azure	PROPN
american_scientific_journal-12063	2	22	cloud	cloud	PROPN
american_scientific_journal-12063	2	23	ecosystem	ecosystem	NOUN
american_scientific_journal-12063	2	24	.	.	PUNCT
american_scientific_journal-12063	3	1	the	the	DET
american_scientific_journal-12063	3	2	objective	objective	NOUN
american_scientific_journal-12063	3	3	of	of	ADP
american_scientific_journal-12063	3	4	the	the	DET
american_scientific_journal-12063	3	5	work	work	NOUN
american_scientific_journal-12063	3	6	is	be	AUX
american_scientific_journal-12063	3	7	to	to	PART
american_scientific_journal-12063	3	8	identify	identify	VERB
american_scientific_journal-12063	3	9	key	key	ADJ
american_scientific_journal-12063	3	10	paradigms	paradigm	NOUN
american_scientific_journal-12063	3	11	,	,	PUNCT
american_scientific_journal-12063	3	12	toolsets	toolset	NOUN
american_scientific_journal-12063	3	13	and	and	CCONJ
american_scientific_journal-12063	3	14	architectural	architectural	ADJ
american_scientific_journal-12063	3	15	approaches	approach	NOUN
american_scientific_journal-12063	3	16	,	,	PUNCT
american_scientific_journal-12063	3	17	as	as	ADV
american_scientific_journal-12063	3	18	well	well	ADV
american_scientific_journal-12063	3	19	as	as	ADP
american_scientific_journal-12063	3	20	to	to	PART
american_scientific_journal-12063	3	21	develop	develop	VERB
american_scientific_journal-12063	3	22	a	a	DET
american_scientific_journal-12063	3	23	scientifically	scientifically	ADV
american_scientific_journal-12063	3	24	grounded	ground	VERB
american_scientific_journal-12063	3	25	model	model	NOUN
american_scientific_journal-12063	3	26	for	for	ADP
american_scientific_journal-12063	3	27	selecting	select	VERB
american_scientific_journal-12063	3	28	an	an	DET
american_scientific_journal-12063	3	29	optimal	optimal	ADJ
american_scientific_journal-12063	3	30	technology	technology	NOUN
american_scientific_journal-12063	3	31	stack	stack	NOUN
american_scientific_journal-12063	3	32	depending	depend	VERB
american_scientific_journal-12063	3	33	on	on	ADP
american_scientific_journal-12063	3	34	the	the	DET
american_scientific_journal-12063	3	35	specifics	specific	NOUN
american_scientific_journal-12063	3	36	of	of	ADP
american_scientific_journal-12063	3	37	business	business	NOUN
american_scientific_journal-12063	3	38	tasks	task	NOUN
american_scientific_journal-12063	3	39	.	.	PUNCT
american_scientific_journal-12063	4	1	the	the	DET
american_scientific_journal-12063	4	2	methodological	methodological	ADJ
american_scientific_journal-12063	4	3	basis	basis	NOUN
american_scientific_journal-12063	4	4	includes	include	VERB
american_scientific_journal-12063	4	5	a	a	DET
american_scientific_journal-12063	4	6	comprehensive	comprehensive	ADJ
american_scientific_journal-12063	4	7	analysis	analysis	NOUN
american_scientific_journal-12063	4	8	of	of	ADP
american_scientific_journal-12063	4	9	current	current	ADJ
american_scientific_journal-12063	4	10	scientific	scientific	ADJ
american_scientific_journal-12063	4	11	publications	publication	NOUN
american_scientific_journal-12063	4	12	,	,	PUNCT
american_scientific_journal-12063	4	13	technical	technical	ADJ
american_scientific_journal-12063	4	14	documentation	documentation	NOUN
american_scientific_journal-12063	4	15	and	and	CCONJ
american_scientific_journal-12063	4	16	industry	industry	NOUN
american_scientific_journal-12063	4	17	reports	report	NOUN
american_scientific_journal-12063	4	18	,	,	PUNCT
american_scientific_journal-12063	4	19	as	as	ADV
american_scientific_journal-12063	4	20	well	well	ADV
american_scientific_journal-12063	4	21	as	as	ADP
american_scientific_journal-12063	4	22	a	a	DET
american_scientific_journal-12063	4	23	comparative	comparative	ADJ
american_scientific_journal-12063	4	24	evaluation	evaluation	NOUN
american_scientific_journal-12063	4	25	of	of	ADP
american_scientific_journal-12063	4	26	the	the	DET
american_scientific_journal-12063	4	27	leading	lead	VERB
american_scientific_journal-12063	4	28	azure	azure	NOUN
american_scientific_journal-12063	4	29	services	service	NOUN
american_scientific_journal-12063	4	30	:	:	PUNCT
american_scientific_journal-12063	4	31	data	datum	NOUN
american_scientific_journal-12063	4	32	factory	factory	NOUN
american_scientific_journal-12063	4	33	,	,	PUNCT
american_scientific_journal-12063	4	34	databricks	databrick	NOUN
american_scientific_journal-12063	4	35	and	and	CCONJ
american_scientific_journal-12063	4	36	the	the	DET
american_scientific_journal-12063	4	37	newest	new	ADJ
american_scientific_journal-12063	4	38	microsoft	microsoft	PROPN
american_scientific_journal-12063	4	39	fabric	fabric	NOUN
american_scientific_journal-12063	4	40	platform	platform	NOUN
american_scientific_journal-12063	4	41	.	.	PUNCT
american_scientific_journal-12063	5	1	as	as	ADP
american_scientific_journal-12063	5	2	a	a	DET
american_scientific_journal-12063	5	3	result	result	NOUN
american_scientific_journal-12063	5	4	of	of	ADP
american_scientific_journal-12063	5	5	the	the	DET
american_scientific_journal-12063	5	6	study	study	NOUN
american_scientific_journal-12063	5	7	,	,	PUNCT
american_scientific_journal-12063	5	8	the	the	DET
american_scientific_journal-12063	5	9	dominant	dominant	ADJ
american_scientific_journal-12063	5	10	trends	trend	NOUN
american_scientific_journal-12063	5	11	have	have	AUX
american_scientific_journal-12063	5	12	been	be	AUX
american_scientific_journal-12063	5	13	identified	identify	VERB
american_scientific_journal-12063	5	14	:	:	PUNCT
american_scientific_journal-12063	5	15	the	the	DET
american_scientific_journal-12063	5	16	shift	shift	NOUN
american_scientific_journal-12063	5	17	from	from	ADP
american_scientific_journal-12063	5	18	classical	classical	ADJ
american_scientific_journal-12063	5	19	etl	etl	NOUN
american_scientific_journal-12063	5	20	to	to	PART
american_scientific_journal-12063	5	21	elt	elt	VERB
american_scientific_journal-12063	5	22	,	,	PUNCT
american_scientific_journal-12063	5	23	large	large	ADJ
american_scientific_journal-12063	5	24	-	-	PUNCT
american_scientific_journal-12063	5	25	scale	scale	NOUN
american_scientific_journal-12063	5	26	adoption	adoption	NOUN
american_scientific_journal-12063	5	27	of	of	ADP
american_scientific_journal-12063	5	28	serverless	serverless	NOUN
american_scientific_journal-12063	5	29	architectures	architecture	NOUN
american_scientific_journal-12063	5	30	,	,	PUNCT
american_scientific_journal-12063	5	31	active	active	ADJ
american_scientific_journal-12063	5	32	development	development	NOUN
american_scientific_journal-12063	5	33	of	of	ADP
american_scientific_journal-12063	5	34	low	low	ADJ
american_scientific_journal-12063	5	35	-	-	PUNCT
american_scientific_journal-12063	5	36	code	code	NOUN
american_scientific_journal-12063	5	37	/	/	PUNCT
american_scientific_journal-12063	5	38	no	no	DET
american_scientific_journal-12063	5	39	-	-	PUNCT
american_scientific_journal-12063	5	40	code	code	NOUN
american_scientific_journal-12063	5	41	solutions	solution	NOUN
american_scientific_journal-12063	5	42	and	and	CCONJ
american_scientific_journal-12063	5	43	the	the	DET
american_scientific_journal-12063	5	44	emergence	emergence	NOUN
american_scientific_journal-12063	5	45	of	of	ADP
american_scientific_journal-12063	5	46	the	the	DET
american_scientific_journal-12063	5	47	data	datum	NOUN
american_scientific_journal-12063	5	48	lakehouse	lakehouse	NOUN
american_scientific_journal-12063	5	49	concept	concept	NOUN
american_scientific_journal-12063	5	50	as	as	ADP
american_scientific_journal-12063	5	51	a	a	DET
american_scientific_journal-12063	5	52	universal	universal	ADJ
american_scientific_journal-12063	5	53	data	datum	NOUN
american_scientific_journal-12063	5	54	repository	repository	NOUN
american_scientific_journal-12063	5	55	.	.	PUNCT
american_scientific_journal-12063	6	1	within	within	ADP
american_scientific_journal-12063	6	2	the	the	DET
american_scientific_journal-12063	6	3	framework	framework	NOUN
american_scientific_journal-12063	6	4	of	of	ADP
american_scientific_journal-12063	6	5	the	the	DET
american_scientific_journal-12063	6	6	work	work	NOUN
american_scientific_journal-12063	6	7	,	,	PUNCT
american_scientific_journal-12063	6	8	a	a	DET
american_scientific_journal-12063	6	9	decision	decision	NOUN
american_scientific_journal-12063	6	10	matrix	matrix	NOUN
american_scientific_journal-12063	6	11	for	for	ADP
american_scientific_journal-12063	6	12	selecting	select	VERB
american_scientific_journal-12063	6	13	an	an	DET
american_scientific_journal-12063	6	14	automation	automation	NOUN
american_scientific_journal-12063	6	15	tool	tool	NOUN
american_scientific_journal-12063	6	16	is	be	AUX
american_scientific_journal-12063	6	17	proposed	propose	VERB
american_scientific_journal-12063	6	18	,	,	PUNCT
american_scientific_journal-12063	6	19	based	base	VERB
american_scientific_journal-12063	6	20	on	on	ADP
american_scientific_journal-12063	6	21	the	the	DET
american_scientific_journal-12063	6	22	criteria	criterion	NOUN
american_scientific_journal-12063	6	23	of	of	ADP
american_scientific_journal-12063	6	24	transformation	transformation	NOUN
american_scientific_journal-12063	6	25	complexity	complexity	NOUN
american_scientific_journal-12063	6	26	and	and	CCONJ
american_scientific_journal-12063	6	27	the	the	DET
american_scientific_journal-12063	6	28	need	need	NOUN
american_scientific_journal-12063	6	29	for	for	ADP
american_scientific_journal-12063	6	30	an	an	DET
american_scientific_journal-12063	6	31	integrated	integrate	VERB
american_scientific_journal-12063	6	32	analytics	analytic	NOUN
american_scientific_journal-12063	6	33	platform	platform	NOUN
american_scientific_journal-12063	6	34	.	.	PUNCT
american_scientific_journal-12063	7	1	it	it	PRON
american_scientific_journal-12063	7	2	is	be	AUX
american_scientific_journal-12063	7	3	concluded	conclude	VERB
american_scientific_journal-12063	7	4	that	that	SCONJ
american_scientific_journal-12063	7	5	the	the	DET
american_scientific_journal-12063	7	6	evolution	evolution	NOUN
american_scientific_journal-12063	7	7	of	of	ADP
american_scientific_journal-12063	7	8	automation	automation	NOUN
american_scientific_journal-12063	7	9	tools	tool	NOUN
american_scientific_journal-12063	7	10	in	in	ADP
american_scientific_journal-12063	7	11	azure	azure	NOUN
american_scientific_journal-12063	7	12	is	be	AUX
american_scientific_journal-12063	7	13	progressing	progress	VERB
american_scientific_journal-12063	7	14	from	from	ADP
american_scientific_journal-12063	7	15	a	a	DET
american_scientific_journal-12063	7	16	set	set	NOUN
american_scientific_journal-12063	7	17	of	of	ADP
american_scientific_journal-12063	7	18	disparate	disparate	ADJ
american_scientific_journal-12063	7	19	services	service	NOUN
american_scientific_journal-12063	7	20	toward	toward	ADP
american_scientific_journal-12063	7	21	fully	fully	ADV
american_scientific_journal-12063	7	22	integrated	integrate	VERB
american_scientific_journal-12063	7	23	platform	platform	NOUN
american_scientific_journal-12063	7	24	solutions	solution	NOUN
american_scientific_journal-12063	7	25	,	,	PUNCT
american_scientific_journal-12063	7	26	which	which	PRON
american_scientific_journal-12063	7	27	fundamentally	fundamentally	ADV
american_scientific_journal-12063	7	28	changes	change	VERB
american_scientific_journal-12063	7	29	the	the	DET
american_scientific_journal-12063	7	30	methodology	methodology	NOUN
american_scientific_journal-12063	7	31	of	of	ADP
american_scientific_journal-12063	7	32	data	datum	NOUN
american_scientific_journal-12063	7	33	lifecycle	lifecycle	NOUN
american_scientific_journal-12063	7	34	design	design	NOUN
american_scientific_journal-12063	7	35	and	and	CCONJ
american_scientific_journal-12063	7	36	management	management	NOUN
american_scientific_journal-12063	7	37	.	.	PUNCT
american_scientific_journal-12063	8	1	the	the	DET
american_scientific_journal-12063	8	2	results	result	NOUN
american_scientific_journal-12063	8	3	of	of	ADP
american_scientific_journal-12063	8	4	the	the	DET
american_scientific_journal-12063	8	5	study	study	NOUN
american_scientific_journal-12063	8	6	are	be	AUX
american_scientific_journal-12063	8	7	of	of	ADP
american_scientific_journal-12063	8	8	practical	practical	ADJ
american_scientific_journal-12063	8	9	value	value	NOUN
american_scientific_journal-12063	8	10	for	for	ADP
american_scientific_journal-12063	8	11	data	data	NOUN
american_scientific_journal-12063	8	12	architects	architect	NOUN
american_scientific_journal-12063	8	13	and	and	CCONJ
american_scientific_journal-12063	8	14	engineers	engineer	NOUN
american_scientific_journal-12063	8	15	,	,	PUNCT
american_scientific_journal-12063	8	16	as	as	ADV
american_scientific_journal-12063	8	17	well	well	ADV
american_scientific_journal-12063	8	18	as	as	ADP
american_scientific_journal-12063	8	19	for	for	ADP
american_scientific_journal-12063	8	20	it	it	PRON
american_scientific_journal-12063	8	21	department	department	NOUN
american_scientific_journal-12063	8	22	leaders	leader	NOUN
american_scientific_journal-12063	8	23	responsible	responsible	ADJ
american_scientific_journal-12063	8	24	for	for	ADP
american_scientific_journal-12063	8	25	developing	develop	VERB
american_scientific_journal-12063	8	26	and	and	CCONJ
american_scientific_journal-12063	8	27	implementing	implement	VERB
american_scientific_journal-12063	8	28	data	data	NOUN
american_scientific_journal-12063	8	29	management	management	NOUN
american_scientific_journal-12063	8	30	strategies	strategy	NOUN
american_scientific_journal-12063	8	31	in	in	ADP
american_scientific_journal-12063	8	32	a	a	DET
american_scientific_journal-12063	8	33	cloud	cloud	ADJ
american_scientific_journal-12063	8	34	environment	environment	NOUN
american_scientific_journal-12063	8	35	.	.	PUNCT
american_scientific_journal-12063	9	1	keywords	keyword	NOUN
american_scientific_journal-12063	9	2	:	:	PUNCT
american_scientific_journal-12063	9	3	etl	etl	NOUN
american_scientific_journal-12063	9	4	;	;	PUNCT
american_scientific_journal-12063	9	5	azure	azure	NOUN
american_scientific_journal-12063	9	6	;	;	PUNCT
american_scientific_journal-12063	9	7	automation	automation	NOUN
american_scientific_journal-12063	9	8	;	;	PUNCT
american_scientific_journal-12063	9	9	microsoft	microsoft	PROPN
american_scientific_journal-12063	9	10	fabric	fabric	NOUN
american_scientific_journal-12063	9	11	;	;	PUNCT
american_scientific_journal-12063	9	12	azure	azure	NOUN
american_scientific_journal-12063	9	13	data	datum	NOUN
american_scientific_journal-12063	9	14	factory	factory	NOUN
american_scientific_journal-12063	9	15	;	;	PUNCT
american_scientific_journal-12063	9	16	azure	azure	NOUN
american_scientific_journal-12063	9	17	databricks	databrick	NOUN
american_scientific_journal-12063	9	18	;	;	PUNCT
american_scientific_journal-12063	9	19	data	datum	NOUN
american_scientific_journal-12063	9	20	lakehouse	lakehouse	NOUN
american_scientific_journal-12063	9	21	;	;	PUNCT
american_scientific_journal-12063	9	22	elt	elt	NOUN
american_scientific_journal-12063	9	23	;	;	PUNCT
american_scientific_journal-12063	9	24	data	datum	NOUN
american_scientific_journal-12063	9	25	pipeline	pipeline	NOUN
american_scientific_journal-12063	9	26	;	;	PUNCT
american_scientific_journal-12063	9	27	serverless	serverless	NOUN
american_scientific_journal-12063	9	28	.	.	PUNCT
american_scientific_journal-12063	10	1	1	1	NUM
american_scientific_journal-12063	10	2	.	.	X
american_scientific_journal-12063	10	3	introduction	introduction	NOUN
american_scientific_journal-12063	10	4	as	as	ADP
american_scientific_journal-12063	10	5	a	a	DET
american_scientific_journal-12063	10	6	result	result	NOUN
american_scientific_journal-12063	10	7	of	of	ADP
american_scientific_journal-12063	10	8	the	the	DET
american_scientific_journal-12063	10	9	digital	digital	ADJ
american_scientific_journal-12063	10	10	transformation	transformation	NOUN
american_scientific_journal-12063	10	11	of	of	ADP
american_scientific_journal-12063	10	12	the	the	DET
american_scientific_journal-12063	10	13	economy	economy	NOUN
american_scientific_journal-12063	10	14	and	and	CCONJ
american_scientific_journal-12063	10	15	society	society	NOUN
american_scientific_journal-12063	10	16	,	,	PUNCT
american_scientific_journal-12063	10	17	the	the	DET
american_scientific_journal-12063	10	18	volumes	volume	NOUN
american_scientific_journal-12063	10	19	of	of	ADP
american_scientific_journal-12063	10	20	data	datum	NOUN
american_scientific_journal-12063	10	21	generated	generate	VERB
american_scientific_journal-12063	10	22	have	have	AUX
american_scientific_journal-12063	10	23	grown	grow	VERB
american_scientific_journal-12063	10	24	to	to	ADP
american_scientific_journal-12063	10	25	unprecedented	unprecedented	ADJ
american_scientific_journal-12063	10	26	scales	scale	NOUN
american_scientific_journal-12063	10	27	.	.	PUNCT
american_scientific_journal-12063	11	1	according	accord	VERB
american_scientific_journal-12063	11	2	to	to	ADP
american_scientific_journal-12063	11	3	estimates	estimate	NOUN
american_scientific_journal-12063	11	4	,	,	PUNCT
american_scientific_journal-12063	11	5	by	by	ADP
american_scientific_journal-12063	11	6	2025	2025	NUM
american_scientific_journal-12063	11	7	their	their	PRON
american_scientific_journal-12063	11	8	aggregate	aggregate	ADJ
american_scientific_journal-12063	11	9	volume	volume	NOUN
american_scientific_journal-12063	11	10	will	will	AUX
american_scientific_journal-12063	11	11	exceed	exceed	VERB
american_scientific_journal-12063	11	12	175	175	NUM
american_scientific_journal-12063	11	13	zettabytes	zettabyte	NOUN
american_scientific_journal-12063	11	14	,	,	PUNCT
american_scientific_journal-12063	11	15	which	which	PRON
american_scientific_journal-12063	11	16	opens	open	VERB
american_scientific_journal-12063	11	17	significant	significant	ADJ
american_scientific_journal-12063	11	18	opportunities	opportunity	NOUN
american_scientific_journal-12063	11	19	for	for	ADP
american_scientific_journal-12063	11	20	business	business	NOUN
american_scientific_journal-12063	11	21	and	and	CCONJ
american_scientific_journal-12063	11	22	simultaneously	simultaneously	ADV
american_scientific_journal-12063	11	23	creates	create	VERB
american_scientific_journal-12063	11	24	serious	serious	ADJ
american_scientific_journal-12063	11	25	infrastructure	infrastructure	NOUN
american_scientific_journal-12063	11	26	challenges	challenge	NOUN
american_scientific_journal-12063	11	27	[	[	X
american_scientific_journal-12063	11	28	1	1	NUM
american_scientific_journal-12063	11	29	]	]	PUNCT
american_scientific_journal-12063	11	30	.	.	PUNCT
american_scientific_journal-12063	12	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12063	12	2	received	receive	VERB
american_scientific_journal-12063	12	3	:	:	PUNCT
american_scientific_journal-12063	12	4	8/25/2025	8/25/2025	NUM
american_scientific_journal-12063	12	5	accepted	accept	VERB
american_scientific_journal-12063	12	6	:	:	PUNCT
american_scientific_journal-12063	12	7	10/9/2025	10/9/2025	NUM
american_scientific_journal-12063	12	8	published	publish	VERB
american_scientific_journal-12063	12	9	:	:	PUNCT
american_scientific_journal-12063	12	10	10/20/2025	10/20/2025	NUM
american_scientific_journal-12063	12	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12063	12	12	*	*	PUNCT
american_scientific_journal-12063	12	13	corresponding	correspond	VERB
american_scientific_journal-12063	12	14	author	author	NOUN
american_scientific_journal-12063	12	15	.	.	PUNCT
american_scientific_journal-12063	13	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12063	13	2	american	american	PROPN
american_scientific_journal-12063	13	3	academic	academic	PROPN
american_scientific_journal-12063	13	4	scientific	scientific	ADJ
american_scientific_journal-12063	13	5	research	research	NOUN
american_scientific_journal-12063	13	6	journal	journal	NOUN
american_scientific_journal-12063	13	7	for	for	ADP
american_scientific_journal-12063	13	8	engineering	engineering	NOUN
american_scientific_journal-12063	13	9	,	,	PUNCT
american_scientific_journal-12063	13	10	technology	technology	NOUN
american_scientific_journal-12063	13	11	,	,	PUNCT
american_scientific_journal-12063	13	12	and	and	CCONJ
american_scientific_journal-12063	13	13	sciences	science	NOUN
american_scientific_journal-12063	13	14	(	(	PUNCT
american_scientific_journal-12063	13	15	asrjets	asrjet	NOUN
american_scientific_journal-12063	13	16	)	)	PUNCT
american_scientific_journal-12063	13	17	volume	volume	NOUN
american_scientific_journal-12063	13	18	103	103	NUM
american_scientific_journal-12063	13	19	,	,	PUNCT
american_scientific_journal-12063	13	20	no	no	DET
american_scientific_journal-12063	13	21	1	1	NUM
american_scientific_journal-12063	13	22	,	,	PUNCT
american_scientific_journal-12063	13	23	pp	pp	ADV
american_scientific_journal-12063	13	24	248	248	NUM
american_scientific_journal-12063	13	25	-	-	SYM
american_scientific_journal-12063	13	26	258	258	NUM
american_scientific_journal-12063	13	27	249	249	NUM
american_scientific_journal-12063	13	28	effective	effective	ADJ
american_scientific_journal-12063	13	29	use	use	NOUN
american_scientific_journal-12063	13	30	of	of	ADP
american_scientific_journal-12063	13	31	such	such	ADJ
american_scientific_journal-12063	13	32	volumes	volume	NOUN
american_scientific_journal-12063	13	33	for	for	ADP
american_scientific_journal-12063	13	34	informed	informed	ADJ
american_scientific_journal-12063	13	35	decision	decision	NOUN
american_scientific_journal-12063	13	36	-	-	PUNCT
american_scientific_journal-12063	13	37	making	making	NOUN
american_scientific_journal-12063	13	38	,	,	PUNCT
american_scientific_journal-12063	13	39	personalization	personalization	NOUN
american_scientific_journal-12063	13	40	of	of	ADP
american_scientific_journal-12063	13	41	customer	customer	NOUN
american_scientific_journal-12063	13	42	experience	experience	NOUN
american_scientific_journal-12063	13	43	and	and	CCONJ
american_scientific_journal-12063	13	44	optimization	optimization	NOUN
american_scientific_journal-12063	13	45	of	of	ADP
american_scientific_journal-12063	13	46	business	business	NOUN
american_scientific_journal-12063	13	47	processes	process	NOUN
american_scientific_journal-12063	13	48	is	be	AUX
american_scientific_journal-12063	13	49	possible	possible	ADJ
american_scientific_journal-12063	13	50	only	only	ADV
american_scientific_journal-12063	13	51	in	in	ADP
american_scientific_journal-12063	13	52	the	the	DET
american_scientific_journal-12063	13	53	presence	presence	NOUN
american_scientific_journal-12063	13	54	of	of	ADP
american_scientific_journal-12063	13	55	reliable	reliable	ADJ
american_scientific_journal-12063	13	56	and	and	CCONJ
american_scientific_journal-12063	13	57	easily	easily	ADV
american_scientific_journal-12063	13	58	scalable	scalable	ADJ
american_scientific_journal-12063	13	59	dataintegration	dataintegration	NOUN
american_scientific_journal-12063	13	60	mechanisms	mechanism	NOUN
american_scientific_journal-12063	13	61	.	.	PUNCT
american_scientific_journal-12063	14	1	historically	historically	ADV
american_scientific_journal-12063	14	2	,	,	PUNCT
american_scientific_journal-12063	14	3	the	the	DET
american_scientific_journal-12063	14	4	task	task	NOUN
american_scientific_journal-12063	14	5	of	of	ADP
american_scientific_journal-12063	14	6	data	datum	NOUN
american_scientific_journal-12063	14	7	consolidation	consolidation	NOUN
american_scientific_journal-12063	14	8	,	,	PUNCT
american_scientific_journal-12063	14	9	cleansing	cleansing	NOUN
american_scientific_journal-12063	14	10	and	and	CCONJ
american_scientific_journal-12063	14	11	loading	loading	NOUN
american_scientific_journal-12063	14	12	was	be	AUX
american_scientific_journal-12063	14	13	solved	solve	VERB
american_scientific_journal-12063	14	14	using	use	VERB
american_scientific_journal-12063	14	15	etl	etl	NOUN
american_scientific_journal-12063	14	16	pipelines	pipeline	NOUN
american_scientific_journal-12063	14	17	.	.	PUNCT
american_scientific_journal-12063	15	1	however	however	ADV
american_scientific_journal-12063	15	2	,	,	PUNCT
american_scientific_journal-12063	15	3	traditional	traditional	ADJ
american_scientific_journal-12063	15	4	on	on	ADP
american_scientific_journal-12063	15	5	-	-	PUNCT
american_scientific_journal-12063	15	6	premise	premise	NOUN
american_scientific_journal-12063	15	7	solutions	solution	NOUN
american_scientific_journal-12063	15	8	demonstrate	demonstrate	VERB
american_scientific_journal-12063	15	9	limited	limited	ADJ
american_scientific_journal-12063	15	10	scalability	scalability	NOUN
american_scientific_journal-12063	15	11	,	,	PUNCT
american_scientific_journal-12063	15	12	high	high	ADJ
american_scientific_journal-12063	15	13	capital	capital	NOUN
american_scientific_journal-12063	15	14	and	and	CCONJ
american_scientific_journal-12063	15	15	operational	operational	ADJ
american_scientific_journal-12063	15	16	expenditures	expenditure	NOUN
american_scientific_journal-12063	15	17	,	,	PUNCT
american_scientific_journal-12063	15	18	as	as	ADV
american_scientific_journal-12063	15	19	well	well	ADV
american_scientific_journal-12063	15	20	as	as	ADP
american_scientific_journal-12063	15	21	insufficient	insufficient	ADJ
american_scientific_journal-12063	15	22	processing	processing	NOUN
american_scientific_journal-12063	15	23	speed	speed	NOUN
american_scientific_journal-12063	15	24	,	,	PUNCT
american_scientific_journal-12063	15	25	failing	fail	VERB
american_scientific_journal-12063	15	26	to	to	PART
american_scientific_journal-12063	15	27	meet	meet	VERB
american_scientific_journal-12063	15	28	modern	modern	ADJ
american_scientific_journal-12063	15	29	requirements	requirement	NOUN
american_scientific_journal-12063	15	30	for	for	ADP
american_scientific_journal-12063	15	31	real	real	ADJ
american_scientific_journal-12063	15	32	-	-	PUNCT
american_scientific_journal-12063	15	33	time	time	NOUN
american_scientific_journal-12063	15	34	analytics	analytic	NOUN
american_scientific_journal-12063	15	35	[	[	X
american_scientific_journal-12063	15	36	2	2	NUM
american_scientific_journal-12063	15	37	]	]	PUNCT
american_scientific_journal-12063	15	38	.	.	PUNCT
american_scientific_journal-12063	16	1	migration	migration	NOUN
american_scientific_journal-12063	16	2	to	to	ADP
american_scientific_journal-12063	16	3	cloud	cloud	NOUN
american_scientific_journal-12063	16	4	platforms	platform	NOUN
american_scientific_journal-12063	16	5	such	such	ADJ
american_scientific_journal-12063	16	6	as	as	ADP
american_scientific_journal-12063	16	7	microsoft	microsoft	PROPN
american_scientific_journal-12063	16	8	azure	azure	NOUN
american_scientific_journal-12063	16	9	removes	remove	VERB
american_scientific_journal-12063	16	10	many	many	ADJ
american_scientific_journal-12063	16	11	of	of	ADP
american_scientific_journal-12063	16	12	these	these	DET
american_scientific_journal-12063	16	13	limitations	limitation	NOUN
american_scientific_journal-12063	16	14	by	by	ADP
american_scientific_journal-12063	16	15	providing	provide	VERB
american_scientific_journal-12063	16	16	elastic	elastic	ADJ
american_scientific_journal-12063	16	17	,	,	PUNCT
american_scientific_journal-12063	16	18	managed	manage	VERB
american_scientific_journal-12063	16	19	and	and	CCONJ
american_scientific_journal-12063	16	20	cost	cost	NOUN
american_scientific_journal-12063	16	21	-	-	PUNCT
american_scientific_journal-12063	16	22	effective	effective	ADJ
american_scientific_journal-12063	16	23	services	service	NOUN
american_scientific_journal-12063	16	24	for	for	ADP
american_scientific_journal-12063	16	25	building	building	NOUN
american_scientific_journal-12063	16	26	and	and	CCONJ
american_scientific_journal-12063	16	27	operating	operating	NOUN
american_scientific_journal-12063	16	28	data	datum	NOUN
american_scientific_journal-12063	16	29	pipelines	pipeline	NOUN
american_scientific_journal-12063	16	30	the	the	DET
american_scientific_journal-12063	16	31	relevance	relevance	NOUN
american_scientific_journal-12063	16	32	of	of	ADP
american_scientific_journal-12063	16	33	the	the	DET
american_scientific_journal-12063	16	34	research	research	NOUN
american_scientific_journal-12063	16	35	is	be	AUX
american_scientific_journal-12063	16	36	determined	determine	VERB
american_scientific_journal-12063	16	37	by	by	ADP
american_scientific_journal-12063	16	38	the	the	DET
american_scientific_journal-12063	16	39	rapid	rapid	ADJ
american_scientific_journal-12063	16	40	evolution	evolution	NOUN
american_scientific_journal-12063	16	41	and	and	CCONJ
american_scientific_journal-12063	16	42	diversification	diversification	NOUN
american_scientific_journal-12063	16	43	of	of	ADP
american_scientific_journal-12063	16	44	etl	etl	NOUN
american_scientific_journal-12063	16	45	-	-	PUNCT
american_scientific_journal-12063	16	46	automation	automation	NOUN
american_scientific_journal-12063	16	47	tools	tool	NOUN
american_scientific_journal-12063	16	48	within	within	ADP
american_scientific_journal-12063	16	49	the	the	DET
american_scientific_journal-12063	16	50	azure	azure	ADJ
american_scientific_journal-12063	16	51	environment	environment	NOUN
american_scientific_journal-12063	16	52	,	,	PUNCT
american_scientific_journal-12063	16	53	which	which	PRON
american_scientific_journal-12063	16	54	complicates	complicate	VERB
american_scientific_journal-12063	16	55	the	the	DET
american_scientific_journal-12063	16	56	selection	selection	NOUN
american_scientific_journal-12063	16	57	of	of	ADP
american_scientific_journal-12063	16	58	an	an	DET
american_scientific_journal-12063	16	59	optimal	optimal	ADJ
american_scientific_journal-12063	16	60	technology	technology	NOUN
american_scientific_journal-12063	16	61	stack	stack	NOUN
american_scientific_journal-12063	16	62	for	for	ADP
american_scientific_journal-12063	16	63	data	datum	NOUN
american_scientific_journal-12063	16	64	architects	architect	NOUN
american_scientific_journal-12063	16	65	and	and	CCONJ
american_scientific_journal-12063	16	66	engineers	engineer	NOUN
american_scientific_journal-12063	16	67	.	.	PUNCT
american_scientific_journal-12063	17	1	the	the	DET
american_scientific_journal-12063	17	2	scientific	scientific	ADJ
american_scientific_journal-12063	17	3	gap	gap	NOUN
american_scientific_journal-12063	17	4	lies	lie	VERB
american_scientific_journal-12063	17	5	in	in	ADP
american_scientific_journal-12063	17	6	the	the	DET
american_scientific_journal-12063	17	7	absence	absence	NOUN
american_scientific_journal-12063	17	8	of	of	ADP
american_scientific_journal-12063	17	9	comprehensive	comprehensive	ADJ
american_scientific_journal-12063	17	10	comparative	comparative	ADJ
american_scientific_journal-12063	17	11	evaluations	evaluation	NOUN
american_scientific_journal-12063	17	12	of	of	ADP
american_scientific_journal-12063	17	13	the	the	DET
american_scientific_journal-12063	17	14	latest	late	ADJ
american_scientific_journal-12063	17	15	platforms	platform	NOUN
american_scientific_journal-12063	17	16	,	,	PUNCT
american_scientific_journal-12063	17	17	in	in	ADP
american_scientific_journal-12063	17	18	particular	particular	ADJ
american_scientific_journal-12063	17	19	microsoft	microsoft	PROPN
american_scientific_journal-12063	17	20	fabric	fabric	NOUN
american_scientific_journal-12063	17	21	,	,	PUNCT
american_scientific_journal-12063	17	22	relative	relative	ADJ
american_scientific_journal-12063	17	23	to	to	ADP
american_scientific_journal-12063	17	24	established	establish	VERB
american_scientific_journal-12063	17	25	solutions	solution	NOUN
american_scientific_journal-12063	17	26	such	such	ADJ
american_scientific_journal-12063	17	27	as	as	ADP
american_scientific_journal-12063	17	28	azure	azure	ADJ
american_scientific_journal-12063	17	29	data	data	NOUN
american_scientific_journal-12063	17	30	factory	factory	NOUN
american_scientific_journal-12063	17	31	and	and	CCONJ
american_scientific_journal-12063	17	32	azure	azure	NOUN
american_scientific_journal-12063	17	33	databricks	databrick	NOUN
american_scientific_journal-12063	17	34	the	the	DET
american_scientific_journal-12063	17	35	aim	aim	NOUN
american_scientific_journal-12063	17	36	of	of	ADP
american_scientific_journal-12063	17	37	this	this	DET
american_scientific_journal-12063	17	38	work	work	NOUN
american_scientific_journal-12063	17	39	is	be	AUX
american_scientific_journal-12063	17	40	to	to	PART
american_scientific_journal-12063	17	41	identify	identify	VERB
american_scientific_journal-12063	17	42	key	key	ADJ
american_scientific_journal-12063	17	43	paradigms	paradigm	NOUN
american_scientific_journal-12063	17	44	,	,	PUNCT
american_scientific_journal-12063	17	45	tooling	tooling	NOUN
american_scientific_journal-12063	17	46	and	and	CCONJ
american_scientific_journal-12063	17	47	architectural	architectural	ADJ
american_scientific_journal-12063	17	48	approaches	approach	NOUN
american_scientific_journal-12063	17	49	,	,	PUNCT
american_scientific_journal-12063	17	50	as	as	ADV
american_scientific_journal-12063	17	51	well	well	ADV
american_scientific_journal-12063	17	52	as	as	ADP
american_scientific_journal-12063	17	53	to	to	PART
american_scientific_journal-12063	17	54	develop	develop	VERB
american_scientific_journal-12063	17	55	a	a	DET
american_scientific_journal-12063	17	56	scientifically	scientifically	ADV
american_scientific_journal-12063	17	57	grounded	ground	VERB
american_scientific_journal-12063	17	58	model	model	NOUN
american_scientific_journal-12063	17	59	for	for	ADP
american_scientific_journal-12063	17	60	selecting	select	VERB
american_scientific_journal-12063	17	61	the	the	DET
american_scientific_journal-12063	17	62	optimal	optimal	ADJ
american_scientific_journal-12063	17	63	technology	technology	NOUN
american_scientific_journal-12063	17	64	stack	stack	NOUN
american_scientific_journal-12063	17	65	depending	depend	VERB
american_scientific_journal-12063	17	66	on	on	ADP
american_scientific_journal-12063	17	67	the	the	DET
american_scientific_journal-12063	17	68	specifics	specific	NOUN
american_scientific_journal-12063	17	69	of	of	ADP
american_scientific_journal-12063	17	70	business	business	NOUN
american_scientific_journal-12063	17	71	tasks	task	NOUN
american_scientific_journal-12063	17	72	.	.	PUNCT
american_scientific_journal-12063	18	1	the	the	DET
american_scientific_journal-12063	18	2	scientific	scientific	ADJ
american_scientific_journal-12063	18	3	novelty	novelty	NOUN
american_scientific_journal-12063	18	4	consists	consist	VERB
american_scientific_journal-12063	18	5	in	in	ADP
american_scientific_journal-12063	18	6	the	the	DET
american_scientific_journal-12063	18	7	description	description	NOUN
american_scientific_journal-12063	18	8	of	of	ADP
american_scientific_journal-12063	18	9	a	a	DET
american_scientific_journal-12063	18	10	multi	multi	ADJ
american_scientific_journal-12063	18	11	-	-	ADJ
american_scientific_journal-12063	18	12	criteria	criterion	NOUN
american_scientific_journal-12063	18	13	decision	decision	NOUN
american_scientific_journal-12063	18	14	-	-	PUNCT
american_scientific_journal-12063	18	15	making	make	VERB
american_scientific_journal-12063	18	16	model	model	NOUN
american_scientific_journal-12063	18	17	that	that	SCONJ
american_scientific_journal-12063	18	18	,	,	PUNCT
american_scientific_journal-12063	18	19	unlike	unlike	ADP
american_scientific_journal-12063	18	20	existing	exist	VERB
american_scientific_journal-12063	18	21	review	review	NOUN
american_scientific_journal-12063	18	22	papers	paper	NOUN
american_scientific_journal-12063	18	23	,	,	PUNCT
american_scientific_journal-12063	18	24	compares	compare	VERB
american_scientific_journal-12063	18	25	competing	compete	VERB
american_scientific_journal-12063	18	26	azure	azure	NOUN
american_scientific_journal-12063	18	27	technologies	technology	NOUN
american_scientific_journal-12063	18	28	(	(	PUNCT
american_scientific_journal-12063	18	29	data	datum	NOUN
american_scientific_journal-12063	18	30	factory	factory	NOUN
american_scientific_journal-12063	18	31	,	,	PUNCT
american_scientific_journal-12063	18	32	databricks	databrick	NOUN
american_scientific_journal-12063	18	33	,	,	PUNCT
american_scientific_journal-12063	18	34	fabric	fabric	NOUN
american_scientific_journal-12063	18	35	)	)	PUNCT
american_scientific_journal-12063	18	36	according	accord	VERB
american_scientific_journal-12063	18	37	to	to	ADP
american_scientific_journal-12063	18	38	parameters	parameter	NOUN
american_scientific_journal-12063	18	39	such	such	ADJ
american_scientific_journal-12063	18	40	as	as	ADP
american_scientific_journal-12063	18	41	performance	performance	NOUN
american_scientific_journal-12063	18	42	,	,	PUNCT
american_scientific_journal-12063	18	43	cost	cost	NOUN
american_scientific_journal-12063	18	44	,	,	PUNCT
american_scientific_journal-12063	18	45	entry	entry	NOUN
american_scientific_journal-12063	18	46	threshold	threshold	NOUN
american_scientific_journal-12063	18	47	and	and	CCONJ
american_scientific_journal-12063	18	48	integration	integration	NOUN
american_scientific_journal-12063	18	49	capabilities	capabilitie	VERB
american_scientific_journal-12063	18	50	the	the	DET
american_scientific_journal-12063	18	51	author	author	NOUN
american_scientific_journal-12063	18	52	’s	’s	PART
american_scientific_journal-12063	18	53	hypothesis	hypothesis	NOUN
american_scientific_journal-12063	18	54	is	be	AUX
american_scientific_journal-12063	18	55	based	base	VERB
american_scientific_journal-12063	18	56	on	on	ADP
american_scientific_journal-12063	18	57	the	the	DET
american_scientific_journal-12063	18	58	assumption	assumption	NOUN
american_scientific_journal-12063	18	59	that	that	SCONJ
american_scientific_journal-12063	18	60	the	the	DET
american_scientific_journal-12063	18	61	evolution	evolution	NOUN
american_scientific_journal-12063	18	62	of	of	ADP
american_scientific_journal-12063	18	63	automation	automation	NOUN
american_scientific_journal-12063	18	64	tools	tool	NOUN
american_scientific_journal-12063	18	65	in	in	ADP
american_scientific_journal-12063	18	66	azure	azure	NOUN
american_scientific_journal-12063	18	67	is	be	AUX
american_scientific_journal-12063	18	68	shifting	shift	VERB
american_scientific_journal-12063	18	69	from	from	ADP
american_scientific_journal-12063	18	70	isolated	isolated	ADJ
american_scientific_journal-12063	18	71	etl	etl	NOUN
american_scientific_journal-12063	18	72	utilities	utility	NOUN
american_scientific_journal-12063	18	73	towards	towards	ADP
american_scientific_journal-12063	18	74	integrated	integrate	VERB
american_scientific_journal-12063	18	75	unified	unified	ADJ
american_scientific_journal-12063	18	76	analytics	analytic	NOUN
american_scientific_journal-12063	18	77	platforms	platform	NOUN
american_scientific_journal-12063	18	78	such	such	ADJ
american_scientific_journal-12063	18	79	as	as	ADP
american_scientific_journal-12063	18	80	microsoft	microsoft	PROPN
american_scientific_journal-12063	18	81	fabric	fabric	NOUN
american_scientific_journal-12063	18	82	,	,	PUNCT
american_scientific_journal-12063	18	83	which	which	PRON
american_scientific_journal-12063	18	84	fundamentally	fundamentally	ADV
american_scientific_journal-12063	18	85	transforms	transform	VERB
american_scientific_journal-12063	18	86	approaches	approach	NOUN
american_scientific_journal-12063	18	87	to	to	ADP
american_scientific_journal-12063	18	88	data	data	NOUN
american_scientific_journal-12063	18	89	-	-	PUNCT
american_scientific_journal-12063	18	90	lifecycle	lifecycle	NOUN
american_scientific_journal-12063	18	91	design	design	NOUN
american_scientific_journal-12063	18	92	and	and	CCONJ
american_scientific_journal-12063	18	93	management	management	NOUN
american_scientific_journal-12063	18	94	a	a	DET
american_scientific_journal-12063	18	95	limitation	limitation	NOUN
american_scientific_journal-12063	18	96	of	of	ADP
american_scientific_journal-12063	18	97	this	this	DET
american_scientific_journal-12063	18	98	study	study	NOUN
american_scientific_journal-12063	18	99	is	be	AUX
american_scientific_journal-12063	18	100	the	the	DET
american_scientific_journal-12063	18	101	deliberate	deliberate	ADJ
american_scientific_journal-12063	18	102	focus	focus	NOUN
american_scientific_journal-12063	18	103	exclusively	exclusively	ADV
american_scientific_journal-12063	18	104	on	on	ADP
american_scientific_journal-12063	18	105	the	the	DET
american_scientific_journal-12063	18	106	microsoft	microsoft	PROPN
american_scientific_journal-12063	18	107	azure	azure	PROPN
american_scientific_journal-12063	18	108	ecosystem	ecosystem	PROPN
american_scientific_journal-12063	18	109	without	without	ADP
american_scientific_journal-12063	18	110	direct	direct	ADJ
american_scientific_journal-12063	18	111	comparison	comparison	NOUN
american_scientific_journal-12063	18	112	with	with	ADP
american_scientific_journal-12063	18	113	alternative	alternative	ADJ
american_scientific_journal-12063	18	114	public	public	ADJ
american_scientific_journal-12063	18	115	clouds	cloud	NOUN
american_scientific_journal-12063	18	116	,	,	PUNCT
american_scientific_journal-12063	18	117	which	which	PRON
american_scientific_journal-12063	18	118	limits	limit	VERB
american_scientific_journal-12063	18	119	the	the	DET
american_scientific_journal-12063	18	120	external	external	ADJ
american_scientific_journal-12063	18	121	comparability	comparability	NOUN
american_scientific_journal-12063	18	122	of	of	ADP
american_scientific_journal-12063	18	123	the	the	DET
american_scientific_journal-12063	18	124	results	result	NOUN
american_scientific_journal-12063	18	125	.	.	PUNCT
american_scientific_journal-12063	19	1	2	2	X
american_scientific_journal-12063	19	2	.	.	X
american_scientific_journal-12063	19	3	materials	material	NOUN
american_scientific_journal-12063	19	4	and	and	CCONJ
american_scientific_journal-12063	19	5	methods	method	NOUN
american_scientific_journal-12063	19	6	in	in	ADP
american_scientific_journal-12063	19	7	recent	recent	ADJ
american_scientific_journal-12063	19	8	years	year	NOUN
american_scientific_journal-12063	19	9	,	,	PUNCT
american_scientific_journal-12063	19	10	there	there	PRON
american_scientific_journal-12063	19	11	has	have	AUX
american_scientific_journal-12063	19	12	been	be	AUX
american_scientific_journal-12063	19	13	a	a	DET
american_scientific_journal-12063	19	14	clear	clear	ADJ
american_scientific_journal-12063	19	15	shift	shift	NOUN
american_scientific_journal-12063	19	16	toward	toward	ADP
american_scientific_journal-12063	19	17	unification	unification	NOUN
american_scientific_journal-12063	19	18	and	and	CCONJ
american_scientific_journal-12063	19	19	automation	automation	NOUN
american_scientific_journal-12063	19	20	of	of	ADP
american_scientific_journal-12063	19	21	data	data	NOUN
american_scientific_journal-12063	19	22	extraction	extraction	NOUN
american_scientific_journal-12063	19	23	,	,	PUNCT
american_scientific_journal-12063	19	24	transformation	transformation	NOUN
american_scientific_journal-12063	19	25	and	and	CCONJ
american_scientific_journal-12063	19	26	loading	loading	NOUN
american_scientific_journal-12063	19	27	(	(	PUNCT
american_scientific_journal-12063	19	28	etl	etl	NOUN
american_scientific_journal-12063	19	29	)	)	PUNCT
american_scientific_journal-12063	19	30	processes	process	NOUN
american_scientific_journal-12063	19	31	at	at	ADP
american_scientific_journal-12063	19	32	the	the	DET
american_scientific_journal-12063	19	33	enterprise	enterprise	NOUN
american_scientific_journal-12063	19	34	level	level	NOUN
american_scientific_journal-12063	19	35	.	.	PUNCT
american_scientific_journal-12063	20	1	thus	thus	ADV
american_scientific_journal-12063	20	2	,	,	PUNCT
american_scientific_journal-12063	20	3	reinsel	reinsel	NOUN
american_scientific_journal-12063	20	4	,	,	PUNCT
american_scientific_journal-12063	20	5	gantz	gantz	NOUN
american_scientific_journal-12063	20	6	and	and	CCONJ
american_scientific_journal-12063	20	7	rydning	rydne	VERB
american_scientific_journal-12063	20	8	in	in	ADP
american_scientific_journal-12063	20	9	an	an	DET
american_scientific_journal-12063	20	10	idc	idc	PROPN
american_scientific_journal-12063	20	11	report	report	NOUN
american_scientific_journal-12063	20	12	show	show	VERB
american_scientific_journal-12063	20	13	that	that	SCONJ
american_scientific_journal-12063	20	14	volumes	volume	NOUN
american_scientific_journal-12063	20	15	of	of	ADP
american_scientific_journal-12063	20	16	generated	generate	VERB
american_scientific_journal-12063	20	17	and	and	CCONJ
american_scientific_journal-12063	20	18	consumed	consume	VERB
american_scientific_journal-12063	20	19	data	datum	NOUN
american_scientific_journal-12063	20	20	are	be	AUX
american_scientific_journal-12063	20	21	growing	grow	VERB
american_scientific_journal-12063	20	22	rapidly	rapidly	ADV
american_scientific_journal-12063	20	23	,	,	PUNCT
american_scientific_journal-12063	20	24	and	and	CCONJ
american_scientific_journal-12063	20	25	requirements	requirement	NOUN
american_scientific_journal-12063	20	26	for	for	ADP
american_scientific_journal-12063	20	27	end	end	NOUN
american_scientific_journal-12063	20	28	-	-	PUNCT
american_scientific_journal-12063	20	29	to	to	ADP
american_scientific_journal-12063	20	30	-	-	PUNCT
american_scientific_journal-12063	20	31	end	end	NOUN
american_scientific_journal-12063	20	32	processing	processing	NOUN
american_scientific_journal-12063	20	33	–	–	PUNCT
american_scientific_journal-12063	20	34	from	from	ADP
american_scientific_journal-12063	20	35	peripheral	peripheral	ADJ
american_scientific_journal-12063	20	36	iot	iot	NOUN
american_scientific_journal-12063	20	37	devices	device	NOUN
american_scientific_journal-12063	20	38	to	to	ADP
american_scientific_journal-12063	20	39	central	central	ADJ
american_scientific_journal-12063	20	40	repositories	repository	NOUN
american_scientific_journal-12063	20	41	–	–	PUNCT
american_scientific_journal-12063	20	42	are	be	AUX
american_scientific_journal-12063	20	43	exerting	exert	VERB
american_scientific_journal-12063	20	44	pressure	pressure	NOUN
american_scientific_journal-12063	20	45	on	on	ADP
american_scientific_journal-12063	20	46	existing	exist	VERB
american_scientific_journal-12063	20	47	architectures	architecture	NOUN
american_scientific_journal-12063	20	48	and	and	CCONJ
american_scientific_journal-12063	20	49	automation	automation	NOUN
american_scientific_journal-12063	20	50	tools	tool	NOUN
american_scientific_journal-12063	20	51	[	[	X
american_scientific_journal-12063	20	52	1	1	NUM
american_scientific_journal-12063	20	53	]	]	PUNCT
american_scientific_journal-12063	20	54	.	.	PUNCT
american_scientific_journal-12063	21	1	nambiar	nambiar	PROPN
american_scientific_journal-12063	21	2	a.	a.	PROPN
american_scientific_journal-12063	21	3	,	,	PUNCT
american_scientific_journal-12063	21	4	mundra	mundra	PROPN
american_scientific_journal-12063	21	5	d.	d.	PROPN
american_scientific_journal-12063	22	1	[	[	X
american_scientific_journal-12063	22	2	2	2	NUM
american_scientific_journal-12063	22	3	]	]	PUNCT
american_scientific_journal-12063	22	4	give	give	VERB
american_scientific_journal-12063	22	5	a	a	DET
american_scientific_journal-12063	22	6	detailed	detailed	ADJ
american_scientific_journal-12063	22	7	comparative	comparative	ADJ
american_scientific_journal-12063	22	8	review	review	NOUN
american_scientific_journal-12063	22	9	of	of	ADP
american_scientific_journal-12063	22	10	classical	classical	ADJ
american_scientific_journal-12063	22	11	data	datum	NOUN
american_scientific_journal-12063	22	12	warehouses	warehouse	NOUN
american_scientific_journal-12063	22	13	and	and	CCONJ
american_scientific_journal-12063	22	14	data	datum	NOUN
american_scientific_journal-12063	22	15	lakes	lake	NOUN
american_scientific_journal-12063	22	16	,	,	PUNCT
american_scientific_journal-12063	22	17	emphasizing	emphasize	VERB
american_scientific_journal-12063	22	18	that	that	SCONJ
american_scientific_journal-12063	22	19	modern	modern	ADJ
american_scientific_journal-12063	22	20	solutions	solution	NOUN
american_scientific_journal-12063	22	21	increasingly	increasingly	ADV
american_scientific_journal-12063	22	22	combine	combine	VERB
american_scientific_journal-12063	22	23	the	the	DET
american_scientific_journal-12063	22	24	strengths	strength	NOUN
american_scientific_journal-12063	22	25	of	of	ADP
american_scientific_journal-12063	22	26	both	both	DET
american_scientific_journal-12063	22	27	approaches	approach	NOUN
american_scientific_journal-12063	22	28	,	,	PUNCT
american_scientific_journal-12063	22	29	integrating	integrate	VERB
american_scientific_journal-12063	22	30	metadata	metadata	NOUN
american_scientific_journal-12063	22	31	,	,	PUNCT
american_scientific_journal-12063	22	32	schemas	schema	NOUN
american_scientific_journal-12063	22	33	and	and	CCONJ
american_scientific_journal-12063	22	34	security	security	NOUN
american_scientific_journal-12063	22	35	mechanisms	mechanism	NOUN
american_scientific_journal-12063	22	36	into	into	ADP
american_scientific_journal-12063	22	37	hybrid	hybrid	ADJ
american_scientific_journal-12063	22	38	platforms	platform	NOUN
american_scientific_journal-12063	22	39	.	.	PUNCT
american_scientific_journal-12063	23	1	in	in	ADP
american_scientific_journal-12063	23	2	the	the	DET
american_scientific_journal-12063	23	3	same	same	ADJ
american_scientific_journal-12063	23	4	vein	vein	NOUN
american_scientific_journal-12063	23	5	,	,	PUNCT
american_scientific_journal-12063	23	6	armbrust	armbrust	ADV
american_scientific_journal-12063	23	7	m.	m.	NOUN
american_scientific_journal-12063	23	8	and	and	CCONJ
american_scientific_journal-12063	23	9	his	his	PRON
american_scientific_journal-12063	23	10	colleagues	colleague	NOUN
american_scientific_journal-12063	23	11	[	[	X
american_scientific_journal-12063	23	12	4	4	X
american_scientific_journal-12063	23	13	]	]	X
american_scientific_journal-12063	23	14	propose	propose	VERB
american_scientific_journal-12063	23	15	the	the	DET
american_scientific_journal-12063	23	16	lakehouse	lakehouse	NOUN
american_scientific_journal-12063	23	17	concept	concept	NOUN
american_scientific_journal-12063	23	18	–	–	PUNCT
american_scientific_journal-12063	23	19	an	an	DET
american_scientific_journal-12063	23	20	open	open	ADJ
american_scientific_journal-12063	23	21	platform	platform	NOUN
american_scientific_journal-12063	23	22	combining	combine	VERB
american_scientific_journal-12063	23	23	the	the	DET
american_scientific_journal-12063	23	24	capabilities	capability	NOUN
american_scientific_journal-12063	23	25	of	of	ADP
american_scientific_journal-12063	23	26	a	a	DET
american_scientific_journal-12063	23	27	traditional	traditional	ADJ
american_scientific_journal-12063	23	28	data	datum	NOUN
american_scientific_journal-12063	23	29	warehouse	warehouse	NOUN
american_scientific_journal-12063	23	30	and	and	CCONJ
american_scientific_journal-12063	23	31	advanced	advanced	ADJ
american_scientific_journal-12063	23	32	analytical	analytical	ADJ
american_scientific_journal-12063	23	33	frameworks	framework	NOUN
american_scientific_journal-12063	23	34	,	,	PUNCT
american_scientific_journal-12063	23	35	enabling	enable	VERB
american_scientific_journal-12063	23	36	the	the	DET
american_scientific_journal-12063	23	37	deployment	deployment	NOUN
american_scientific_journal-12063	23	38	of	of	ADP
american_scientific_journal-12063	23	39	american	american	ADJ
american_scientific_journal-12063	23	40	academic	academic	ADJ
american_scientific_journal-12063	23	41	scientific	scientific	ADJ
american_scientific_journal-12063	23	42	research	research	NOUN
american_scientific_journal-12063	23	43	journal	journal	NOUN
american_scientific_journal-12063	23	44	for	for	ADP
american_scientific_journal-12063	23	45	engineering	engineering	NOUN
american_scientific_journal-12063	23	46	,	,	PUNCT
american_scientific_journal-12063	23	47	technology	technology	NOUN
american_scientific_journal-12063	23	48	,	,	PUNCT
american_scientific_journal-12063	23	49	and	and	CCONJ
american_scientific_journal-12063	23	50	sciences	science	NOUN
american_scientific_journal-12063	23	51	(	(	PUNCT
american_scientific_journal-12063	23	52	asrjets	asrjet	NOUN
american_scientific_journal-12063	23	53	)	)	PUNCT
american_scientific_journal-12063	23	54	volume	volume	NOUN
american_scientific_journal-12063	23	55	103	103	NUM
american_scientific_journal-12063	23	56	,	,	PUNCT
american_scientific_journal-12063	23	57	no	no	DET
american_scientific_journal-12063	23	58	1	1	NUM
american_scientific_journal-12063	23	59	,	,	PUNCT
american_scientific_journal-12063	23	60	pp	pp	ADV
american_scientific_journal-12063	23	61	248	248	NUM
american_scientific_journal-12063	23	62	-	-	SYM
american_scientific_journal-12063	23	63	258	258	NUM
american_scientific_journal-12063	23	64	250	250	NUM
american_scientific_journal-12063	23	65	automated	automate	VERB
american_scientific_journal-12063	23	66	etl	etl	NOUN
american_scientific_journal-12063	23	67	pipelines	pipeline	NOUN
american_scientific_journal-12063	23	68	on	on	ADP
american_scientific_journal-12063	23	69	top	top	NOUN
american_scientific_journal-12063	23	70	of	of	ADP
american_scientific_journal-12063	23	71	a	a	DET
american_scientific_journal-12063	23	72	unified	unified	ADJ
american_scientific_journal-12063	23	73	storage	storage	NOUN
american_scientific_journal-12063	23	74	and	and	CCONJ
american_scientific_journal-12063	23	75	compute	compute	NOUN
american_scientific_journal-12063	23	76	infrastructure	infrastructure	NOUN
american_scientific_journal-12063	23	77	.	.	PUNCT
american_scientific_journal-12063	24	1	the	the	DET
american_scientific_journal-12063	24	2	conducted	conduct	VERB
american_scientific_journal-12063	24	3	studies	study	NOUN
american_scientific_journal-12063	24	4	make	make	VERB
american_scientific_journal-12063	24	5	a	a	DET
american_scientific_journal-12063	24	6	fundamental	fundamental	ADJ
american_scientific_journal-12063	24	7	contribution	contribution	NOUN
american_scientific_journal-12063	24	8	to	to	ADP
american_scientific_journal-12063	24	9	the	the	DET
american_scientific_journal-12063	24	10	conceptualization	conceptualization	NOUN
american_scientific_journal-12063	24	11	of	of	ADP
american_scientific_journal-12063	24	12	architecture	architecture	NOUN
american_scientific_journal-12063	24	13	evolution	evolution	NOUN
american_scientific_journal-12063	24	14	trajectories	trajectory	NOUN
american_scientific_journal-12063	24	15	;	;	PUNCT
american_scientific_journal-12063	24	16	however	however	ADV
american_scientific_journal-12063	24	17	,	,	PUNCT
american_scientific_journal-12063	24	18	their	their	PRON
american_scientific_journal-12063	24	19	generalizing	generalize	VERB
american_scientific_journal-12063	24	20	conclusions	conclusion	NOUN
american_scientific_journal-12063	24	21	require	require	VERB
american_scientific_journal-12063	24	22	clarification	clarification	NOUN
american_scientific_journal-12063	24	23	with	with	ADP
american_scientific_journal-12063	24	24	respect	respect	NOUN
american_scientific_journal-12063	24	25	to	to	ADP
american_scientific_journal-12063	24	26	production	production	NOUN
american_scientific_journal-12063	24	27	scenarios	scenario	NOUN
american_scientific_journal-12063	24	28	in	in	ADP
american_scientific_journal-12063	24	29	azure	azure	NOUN
american_scientific_journal-12063	24	30	.	.	PUNCT
american_scientific_journal-12063	25	1	in	in	ADP
american_scientific_journal-12063	25	2	particular	particular	ADJ
american_scientific_journal-12063	25	3	,	,	PUNCT
american_scientific_journal-12063	25	4	idc	idc	PROPN
american_scientific_journal-12063	25	5	forecasts	forecast	VERB
american_scientific_journal-12063	25	6	[	[	X
american_scientific_journal-12063	25	7	1	1	NUM
american_scientific_journal-12063	25	8	]	]	PUNCT
american_scientific_journal-12063	25	9	operate	operate	VERB
american_scientific_journal-12063	25	10	at	at	ADP
american_scientific_journal-12063	25	11	macro	macro	ADJ
american_scientific_journal-12063	25	12	-	-	NOUN
american_scientific_journal-12063	25	13	level	level	NOUN
american_scientific_journal-12063	25	14	trends	trend	NOUN
american_scientific_journal-12063	25	15	of	of	ADP
american_scientific_journal-12063	25	16	data	datum	NOUN
american_scientific_journal-12063	25	17	growth	growth	NOUN
american_scientific_journal-12063	25	18	and	and	CCONJ
american_scientific_journal-12063	25	19	do	do	AUX
american_scientific_journal-12063	25	20	not	not	PART
american_scientific_journal-12063	25	21	provide	provide	VERB
american_scientific_journal-12063	25	22	representative	representative	ADJ
american_scientific_journal-12063	25	23	metrics	metric	NOUN
american_scientific_journal-12063	25	24	on	on	ADP
american_scientific_journal-12063	25	25	integration	integration	NOUN
american_scientific_journal-12063	25	26	and	and	CCONJ
american_scientific_journal-12063	25	27	observability	observability	NOUN
american_scientific_journal-12063	25	28	overheads	overhead	NOUN
american_scientific_journal-12063	25	29	in	in	ADP
american_scientific_journal-12063	25	30	specific	specific	ADJ
american_scientific_journal-12063	25	31	cloud	cloud	NOUN
american_scientific_journal-12063	25	32	stacks	stack	NOUN
american_scientific_journal-12063	25	33	.	.	PUNCT
american_scientific_journal-12063	26	1	source	source	NOUN
american_scientific_journal-12063	26	2	[	[	X
american_scientific_journal-12063	26	3	2	2	NUM
american_scientific_journal-12063	26	4	]	]	PUNCT
american_scientific_journal-12063	26	5	correctly	correctly	ADV
american_scientific_journal-12063	26	6	captures	capture	VERB
american_scientific_journal-12063	26	7	the	the	DET
american_scientific_journal-12063	26	8	convergence	convergence	NOUN
american_scientific_journal-12063	26	9	of	of	ADP
american_scientific_journal-12063	26	10	dw	dw	PROPN
american_scientific_journal-12063	26	11	and	and	CCONJ
american_scientific_journal-12063	26	12	dl	dl	PROPN
american_scientific_journal-12063	26	13	approaches	approach	NOUN
american_scientific_journal-12063	26	14	,	,	PUNCT
american_scientific_journal-12063	26	15	but	but	CCONJ
american_scientific_journal-12063	26	16	does	do	VERB
american_scientific_journal-12063	26	17	so	so	ADV
american_scientific_journal-12063	26	18	primarily	primarily	ADV
american_scientific_journal-12063	26	19	at	at	ADP
american_scientific_journal-12063	26	20	the	the	DET
american_scientific_journal-12063	26	21	level	level	NOUN
american_scientific_journal-12063	26	22	of	of	ADP
american_scientific_journal-12063	26	23	logical	logical	ADJ
american_scientific_journal-12063	26	24	models	model	NOUN
american_scientific_journal-12063	26	25	,	,	PUNCT
american_scientific_journal-12063	26	26	with	with	ADP
american_scientific_journal-12063	26	27	little	little	ADJ
american_scientific_journal-12063	26	28	attention	attention	NOUN
american_scientific_journal-12063	26	29	to	to	ADP
american_scientific_journal-12063	26	30	issues	issue	NOUN
american_scientific_journal-12063	26	31	of	of	ADP
american_scientific_journal-12063	26	32	end	end	NOUN
american_scientific_journal-12063	26	33	-	-	PUNCT
american_scientific_journal-12063	26	34	to	to	ADP
american_scientific_journal-12063	26	35	-	-	PUNCT
american_scientific_journal-12063	26	36	end	end	NOUN
american_scientific_journal-12063	26	37	lineage	lineage	NOUN
american_scientific_journal-12063	26	38	and	and	CCONJ
american_scientific_journal-12063	26	39	schema	schema	NOUN
american_scientific_journal-12063	26	40	governance	governance	NOUN
american_scientific_journal-12063	26	41	under	under	ADP
american_scientific_journal-12063	26	42	frequent	frequent	ADJ
american_scientific_journal-12063	26	43	releases	release	NOUN
american_scientific_journal-12063	26	44	.	.	PUNCT
american_scientific_journal-12063	27	1	the	the	DET
american_scientific_journal-12063	27	2	lakehouse	lakehouse	NOUN
american_scientific_journal-12063	27	3	architecture	architecture	NOUN
american_scientific_journal-12063	27	4	as	as	SCONJ
american_scientific_journal-12063	27	5	formulated	formulate	VERB
american_scientific_journal-12063	27	6	in	in	ADP
american_scientific_journal-12063	27	7	source	source	NOUN
american_scientific_journal-12063	27	8	[	[	X
american_scientific_journal-12063	27	9	4	4	X
american_scientific_journal-12063	27	10	]	]	PUNCT
american_scientific_journal-12063	27	11	provides	provide	VERB
american_scientific_journal-12063	27	12	a	a	DET
american_scientific_journal-12063	27	13	methodological	methodological	ADJ
american_scientific_journal-12063	27	14	framework	framework	NOUN
american_scientific_journal-12063	27	15	,	,	PUNCT
american_scientific_journal-12063	27	16	yet	yet	ADV
american_scientific_journal-12063	27	17	leaves	leave	VERB
american_scientific_journal-12063	27	18	open	open	ADJ
american_scientific_journal-12063	27	19	practical	practical	ADJ
american_scientific_journal-12063	27	20	aspects	aspect	NOUN
american_scientific_journal-12063	27	21	of	of	ADP
american_scientific_journal-12063	27	22	multi	multi	ADJ
american_scientific_journal-12063	27	23	-	-	ADJ
american_scientific_journal-12063	27	24	team	team	ADJ
american_scientific_journal-12063	27	25	operation	operation	NOUN
american_scientific_journal-12063	27	26	(	(	PUNCT
american_scientific_journal-12063	27	27	ownership	ownership	NOUN
american_scientific_journal-12063	27	28	models	model	NOUN
american_scientific_journal-12063	27	29	for	for	ADP
american_scientific_journal-12063	27	30	the	the	DET
american_scientific_journal-12063	27	31	silver	silver	NOUN
american_scientific_journal-12063	27	32	/	/	SYM
american_scientific_journal-12063	27	33	gold	gold	NOUN
american_scientific_journal-12063	27	34	zone	zone	NOUN
american_scientific_journal-12063	27	35	,	,	PUNCT
american_scientific_journal-12063	27	36	delineation	delineation	NOUN
american_scientific_journal-12063	27	37	of	of	ADP
american_scientific_journal-12063	27	38	responsibilities	responsibility	NOUN
american_scientific_journal-12063	27	39	across	across	ADP
american_scientific_journal-12063	27	40	sre	sre	NOUN
american_scientific_journal-12063	27	41	/	/	SYM
american_scientific_journal-12063	27	42	de	de	NOUN
american_scientific_journal-12063	27	43	/	/	SYM
american_scientific_journal-12063	27	44	bi	bi	NOUN
american_scientific_journal-12063	27	45	)	)	PUNCT
american_scientific_journal-12063	27	46	,	,	PUNCT
american_scientific_journal-12063	27	47	which	which	PRON
american_scientific_journal-12063	27	48	motivates	motivate	VERB
american_scientific_journal-12063	27	49	the	the	DET
american_scientific_journal-12063	27	50	emphasis	emphasis	NOUN
american_scientific_journal-12063	27	51	on	on	ADP
american_scientific_journal-12063	27	52	operational	operational	ADJ
american_scientific_journal-12063	27	53	criteria	criterion	NOUN
american_scientific_journal-12063	27	54	for	for	ADP
american_scientific_journal-12063	27	55	tooling	tooling	NOUN
american_scientific_journal-12063	27	56	selection	selection	NOUN
american_scientific_journal-12063	27	57	in	in	ADP
american_scientific_journal-12063	27	58	azure	azure	NOUN
american_scientific_journal-12063	27	59	.	.	PUNCT
american_scientific_journal-12063	28	1	directly	directly	ADV
american_scientific_journal-12063	28	2	within	within	ADP
american_scientific_journal-12063	28	3	the	the	DET
american_scientific_journal-12063	28	4	azure	azure	ADJ
american_scientific_journal-12063	28	5	ecosystem	ecosystem	NOUN
american_scientific_journal-12063	28	6	the	the	DET
american_scientific_journal-12063	28	7	main	main	ADJ
american_scientific_journal-12063	28	8	works	work	NOUN
american_scientific_journal-12063	28	9	focus	focus	VERB
american_scientific_journal-12063	28	10	on	on	ADP
american_scientific_journal-12063	28	11	the	the	DET
american_scientific_journal-12063	28	12	development	development	NOUN
american_scientific_journal-12063	28	13	and	and	CCONJ
american_scientific_journal-12063	28	14	interaction	interaction	NOUN
american_scientific_journal-12063	28	15	of	of	ADP
american_scientific_journal-12063	28	16	orchestration	orchestration	NOUN
american_scientific_journal-12063	28	17	,	,	PUNCT
american_scientific_journal-12063	28	18	integration	integration	NOUN
american_scientific_journal-12063	28	19	and	and	CCONJ
american_scientific_journal-12063	28	20	analytic	analytic	ADJ
american_scientific_journal-12063	28	21	services	service	NOUN
american_scientific_journal-12063	28	22	.	.	PUNCT
american_scientific_journal-12063	29	1	tirupati	tirupati	PROPN
american_scientific_journal-12063	29	2	k.	k.	PROPN
american_scientific_journal-12063	29	3	k.	k.	PROPN
american_scientific_journal-12063	29	4	and	and	CCONJ
american_scientific_journal-12063	29	5	his	his	PRON
american_scientific_journal-12063	29	6	colleagues	colleague	NOUN
american_scientific_journal-12063	29	7	[	[	X
american_scientific_journal-12063	29	8	6	6	X
american_scientific_journal-12063	29	9	]	]	PUNCT
american_scientific_journal-12063	29	10	systematically	systematically	ADV
american_scientific_journal-12063	29	11	describe	describe	VERB
american_scientific_journal-12063	29	12	practices	practice	NOUN
american_scientific_journal-12063	29	13	for	for	ADP
american_scientific_journal-12063	29	14	building	build	VERB
american_scientific_journal-12063	29	15	data	datum	NOUN
american_scientific_journal-12063	29	16	pipelines	pipeline	NOUN
american_scientific_journal-12063	29	17	using	use	VERB
american_scientific_journal-12063	29	18	azure	azure	ADJ
american_scientific_journal-12063	29	19	logic	logic	NOUN
american_scientific_journal-12063	29	20	apps	app	NOUN
american_scientific_journal-12063	29	21	and	and	CCONJ
american_scientific_journal-12063	29	22	azure	azure	ADJ
american_scientific_journal-12063	29	23	data	data	NOUN
american_scientific_journal-12063	29	24	factory	factory	NOUN
american_scientific_journal-12063	29	25	(	(	PUNCT
american_scientific_journal-12063	29	26	adf	adf	NOUN
american_scientific_journal-12063	29	27	):	):	PUNCT
american_scientific_journal-12063	29	28	the	the	DET
american_scientific_journal-12063	29	29	authors	author	NOUN
american_scientific_journal-12063	29	30	demonstrate	demonstrate	VERB
american_scientific_journal-12063	29	31	a	a	DET
american_scientific_journal-12063	29	32	modular	modular	ADJ
american_scientific_journal-12063	29	33	approach	approach	NOUN
american_scientific_journal-12063	29	34	to	to	ADP
american_scientific_journal-12063	29	35	workflow	workflow	NOUN
american_scientific_journal-12063	29	36	construction	construction	NOUN
american_scientific_journal-12063	29	37	with	with	ADP
american_scientific_journal-12063	29	38	the	the	DET
american_scientific_journal-12063	29	39	ability	ability	NOUN
american_scientific_journal-12063	29	40	to	to	PART
american_scientific_journal-12063	29	41	seamlessly	seamlessly	ADV
american_scientific_journal-12063	29	42	connect	connect	VERB
american_scientific_journal-12063	29	43	resource	resource	NOUN
american_scientific_journal-12063	29	44	groups	group	NOUN
american_scientific_journal-12063	29	45	,	,	PUNCT
american_scientific_journal-12063	29	46	version	version	NOUN
american_scientific_journal-12063	29	47	controls	control	NOUN
american_scientific_journal-12063	29	48	and	and	CCONJ
american_scientific_journal-12063	29	49	alerts	alert	NOUN
american_scientific_journal-12063	29	50	,	,	PUNCT
american_scientific_journal-12063	29	51	which	which	PRON
american_scientific_journal-12063	29	52	contributes	contribute	VERB
american_scientific_journal-12063	29	53	to	to	ADP
american_scientific_journal-12063	29	54	more	more	ADV
american_scientific_journal-12063	29	55	flexible	flexible	ADJ
american_scientific_journal-12063	29	56	automation	automation	NOUN
american_scientific_journal-12063	29	57	and	and	CCONJ
american_scientific_journal-12063	29	58	rapid	rapid	ADJ
american_scientific_journal-12063	29	59	debugging	debugging	NOUN
american_scientific_journal-12063	29	60	of	of	ADP
american_scientific_journal-12063	29	61	pipelines	pipeline	NOUN
american_scientific_journal-12063	29	62	.	.	PUNCT
american_scientific_journal-12063	30	1	singu	singu	PROPN
american_scientific_journal-12063	30	2	s.	s.	PROPN
american_scientific_journal-12063	30	3	k.	k.	PROPN
american_scientific_journal-12063	31	1	[	[	X
american_scientific_journal-12063	31	2	7	7	X
american_scientific_journal-12063	31	3	]	]	PUNCT
american_scientific_journal-12063	31	4	considers	consider	VERB
american_scientific_journal-12063	31	5	the	the	DET
american_scientific_journal-12063	31	6	integration	integration	NOUN
american_scientific_journal-12063	31	7	of	of	ADP
american_scientific_journal-12063	31	8	azure	azure	ADJ
american_scientific_journal-12063	31	9	data	datum	NOUN
american_scientific_journal-12063	31	10	factory	factory	NOUN
american_scientific_journal-12063	31	11	with	with	ADP
american_scientific_journal-12063	31	12	the	the	DET
american_scientific_journal-12063	31	13	databricks	databrick	NOUN
american_scientific_journal-12063	31	14	platform	platform	NOUN
american_scientific_journal-12063	31	15	:	:	PUNCT
american_scientific_journal-12063	31	16	the	the	DET
american_scientific_journal-12063	31	17	study	study	NOUN
american_scientific_journal-12063	31	18	shows	show	VERB
american_scientific_journal-12063	31	19	how	how	SCONJ
american_scientific_journal-12063	31	20	containerized	containerized	ADJ
american_scientific_journal-12063	31	21	spark	spark	NOUN
american_scientific_journal-12063	31	22	tasks	task	NOUN
american_scientific_journal-12063	31	23	within	within	ADP
american_scientific_journal-12063	31	24	databricks	databrick	NOUN
american_scientific_journal-12063	31	25	can	can	AUX
american_scientific_journal-12063	31	26	implement	implement	VERB
american_scientific_journal-12063	31	27	horizontally	horizontally	ADV
american_scientific_journal-12063	31	28	scalable	scalable	ADJ
american_scientific_journal-12063	31	29	etl	etl	NOUN
american_scientific_journal-12063	31	30	processes	process	NOUN
american_scientific_journal-12063	31	31	that	that	PRON
american_scientific_journal-12063	31	32	automatically	automatically	ADV
american_scientific_journal-12063	31	33	adjust	adjust	VERB
american_scientific_journal-12063	31	34	to	to	ADP
american_scientific_journal-12063	31	35	workload	workload	NOUN
american_scientific_journal-12063	31	36	and	and	CCONJ
american_scientific_journal-12063	31	37	data	datum	NOUN
american_scientific_journal-12063	31	38	volumes	volume	NOUN
american_scientific_journal-12063	31	39	while	while	SCONJ
american_scientific_journal-12063	31	40	providing	provide	VERB
american_scientific_journal-12063	31	41	a	a	DET
american_scientific_journal-12063	31	42	unified	unified	ADJ
american_scientific_journal-12063	31	43	logging	logging	NOUN
american_scientific_journal-12063	31	44	and	and	CCONJ
american_scientific_journal-12063	31	45	monitoring	monitoring	NOUN
american_scientific_journal-12063	31	46	mechanism	mechanism	NOUN
american_scientific_journal-12063	31	47	.	.	PUNCT
american_scientific_journal-12063	32	1	borra	borra	PROPN
american_scientific_journal-12063	32	2	p.	p.	PROPN
american_scientific_journal-12063	33	1	[	[	X
american_scientific_journal-12063	33	2	8	8	X
american_scientific_journal-12063	33	3	]	]	PUNCT
american_scientific_journal-12063	33	4	highlights	highlight	NOUN
american_scientific_journal-12063	33	5	the	the	DET
american_scientific_journal-12063	33	6	new	new	ADJ
american_scientific_journal-12063	33	7	microsoft	microsoft	PROPN
american_scientific_journal-12063	33	8	fabric	fabric	PROPN
american_scientific_journal-12063	33	9	platform	platform	NOUN
american_scientific_journal-12063	33	10	,	,	PUNCT
american_scientific_journal-12063	33	11	analyzing	analyze	VERB
american_scientific_journal-12063	33	12	its	its	PRON
american_scientific_journal-12063	33	13	architecture	architecture	NOUN
american_scientific_journal-12063	33	14	and	and	CCONJ
american_scientific_journal-12063	33	15	its	its	PRON
american_scientific_journal-12063	33	16	ability	ability	NOUN
american_scientific_journal-12063	33	17	to	to	PART
american_scientific_journal-12063	33	18	combine	combine	VERB
american_scientific_journal-12063	33	19	streaming	streaming	NOUN
american_scientific_journal-12063	33	20	,	,	PUNCT
american_scientific_journal-12063	33	21	batch	batch	NOUN
american_scientific_journal-12063	33	22	and	and	CCONJ
american_scientific_journal-12063	33	23	interactive	interactive	ADJ
american_scientific_journal-12063	33	24	analytics	analytic	NOUN
american_scientific_journal-12063	33	25	within	within	ADP
american_scientific_journal-12063	33	26	a	a	DET
american_scientific_journal-12063	33	27	single	single	ADJ
american_scientific_journal-12063	33	28	management	management	NOUN
american_scientific_journal-12063	33	29	interface	interface	NOUN
american_scientific_journal-12063	33	30	;	;	PUNCT
american_scientific_journal-12063	33	31	it	it	PRON
american_scientific_journal-12063	33	32	is	be	AUX
american_scientific_journal-12063	33	33	noted	note	VERB
american_scientific_journal-12063	33	34	that	that	SCONJ
american_scientific_journal-12063	33	35	fabric	fabric	NOUN
american_scientific_journal-12063	33	36	expands	expand	VERB
american_scientific_journal-12063	33	37	on	on	ADP
american_scientific_journal-12063	33	38	lakehouse	lakehouse	NOUN
american_scientific_journal-12063	33	39	ideas	idea	NOUN
american_scientific_journal-12063	33	40	but	but	CCONJ
american_scientific_journal-12063	33	41	adds	add	VERB
american_scientific_journal-12063	33	42	built	build	VERB
american_scientific_journal-12063	33	43	-	-	PUNCT
american_scientific_journal-12063	33	44	in	in	ADP
american_scientific_journal-12063	33	45	automation	automation	NOUN
american_scientific_journal-12063	33	46	tools	tool	NOUN
american_scientific_journal-12063	33	47	such	such	ADJ
american_scientific_journal-12063	33	48	as	as	ADP
american_scientific_journal-12063	33	49	preconfigured	preconfigured	ADJ
american_scientific_journal-12063	33	50	pipeline	pipeline	NOUN
american_scientific_journal-12063	33	51	templates	template	NOUN
american_scientific_journal-12063	33	52	and	and	CCONJ
american_scientific_journal-12063	33	53	deep	deep	ADJ
american_scientific_journal-12063	33	54	integration	integration	NOUN
american_scientific_journal-12063	33	55	with	with	ADP
american_scientific_journal-12063	33	56	power	power	NOUN
american_scientific_journal-12063	33	57	bi	bi	NOUN
american_scientific_journal-12063	33	58	for	for	ADP
american_scientific_journal-12063	33	59	real	real	ADJ
american_scientific_journal-12063	33	60	-	-	PUNCT
american_scientific_journal-12063	33	61	time	time	NOUN
american_scientific_journal-12063	33	62	visualization	visualization	NOUN
american_scientific_journal-12063	33	63	of	of	ADP
american_scientific_journal-12063	33	64	etl	etl	NOUN
american_scientific_journal-12063	33	65	results	result	NOUN
american_scientific_journal-12063	33	66	.	.	PUNCT
american_scientific_journal-12063	34	1	the	the	DET
american_scientific_journal-12063	34	2	presence	presence	NOUN
american_scientific_journal-12063	34	3	of	of	ADP
american_scientific_journal-12063	34	4	detailed	detailed	ADJ
american_scientific_journal-12063	34	5	pipeline	pipeline	NOUN
american_scientific_journal-12063	34	6	descriptions	description	NOUN
american_scientific_journal-12063	34	7	in	in	ADP
american_scientific_journal-12063	34	8	sources	source	NOUN
american_scientific_journal-12063	34	9	[	[	X
american_scientific_journal-12063	34	10	6–8	6–8	X
american_scientific_journal-12063	34	11	]	]	PUNCT
american_scientific_journal-12063	34	12	creates	create	VERB
american_scientific_journal-12063	34	13	a	a	DET
american_scientific_journal-12063	34	14	useful	useful	ADJ
american_scientific_journal-12063	34	15	catalog	catalog	NOUN
american_scientific_journal-12063	34	16	of	of	ADP
american_scientific_journal-12063	34	17	patterns	pattern	NOUN
american_scientific_journal-12063	34	18	,	,	PUNCT
american_scientific_journal-12063	34	19	while	while	SCONJ
american_scientific_journal-12063	34	20	at	at	ADP
american_scientific_journal-12063	34	21	the	the	DET
american_scientific_journal-12063	34	22	same	same	ADJ
american_scientific_journal-12063	34	23	time	time	NOUN
american_scientific_journal-12063	34	24	revealing	reveal	VERB
american_scientific_journal-12063	34	25	a	a	DET
american_scientific_journal-12063	34	26	number	number	NOUN
american_scientific_journal-12063	34	27	of	of	ADP
american_scientific_journal-12063	34	28	limitations	limitation	NOUN
american_scientific_journal-12063	34	29	of	of	ADP
american_scientific_journal-12063	34	30	prior	prior	ADJ
american_scientific_journal-12063	34	31	work	work	NOUN
american_scientific_journal-12063	34	32	.	.	PUNCT
american_scientific_journal-12063	35	1	first	first	ADV
american_scientific_journal-12063	35	2	,	,	PUNCT
american_scientific_journal-12063	35	3	the	the	DET
american_scientific_journal-12063	35	4	presented	present	VERB
american_scientific_journal-12063	35	5	cases	case	NOUN
american_scientific_journal-12063	35	6	—	—	PUNCT
american_scientific_journal-12063	35	7	singular	singular	ADJ
american_scientific_journal-12063	35	8	and	and	CCONJ
american_scientific_journal-12063	35	9	time	time	NOUN
american_scientific_journal-12063	35	10	-	-	PUNCT
american_scientific_journal-12063	35	11	dependent	dependent	ADJ
american_scientific_journal-12063	35	12	:	:	PUNCT
american_scientific_journal-12063	35	13	changes	change	NOUN
american_scientific_journal-12063	35	14	in	in	ADP
american_scientific_journal-12063	35	15	versions	version	NOUN
american_scientific_journal-12063	35	16	of	of	ADP
american_scientific_journal-12063	35	17	integration	integration	NOUN
american_scientific_journal-12063	35	18	runtime	runtime	NOUN
american_scientific_journal-12063	35	19	,	,	PUNCT
american_scientific_journal-12063	35	20	spark	spark	NOUN
american_scientific_journal-12063	35	21	runtimes	runtime	NOUN
american_scientific_journal-12063	35	22	,	,	PUNCT
american_scientific_journal-12063	35	23	or	or	CCONJ
american_scientific_journal-12063	35	24	security	security	NOUN
american_scientific_journal-12063	35	25	policies	policy	NOUN
american_scientific_journal-12063	35	26	can	can	AUX
american_scientific_journal-12063	35	27	alter	alter	VERB
american_scientific_journal-12063	35	28	the	the	DET
american_scientific_journal-12063	35	29	observed	observe	VERB
american_scientific_journal-12063	35	30	performance	performance	NOUN
american_scientific_journal-12063	35	31	and	and	CCONJ
american_scientific_journal-12063	35	32	cost	cost	NOUN
american_scientific_journal-12063	35	33	,	,	PUNCT
american_scientific_journal-12063	35	34	which	which	PRON
american_scientific_journal-12063	35	35	complicates	complicate	VERB
american_scientific_journal-12063	35	36	the	the	DET
american_scientific_journal-12063	35	37	reproducibility	reproducibility	NOUN
american_scientific_journal-12063	35	38	of	of	ADP
american_scientific_journal-12063	35	39	the	the	DET
american_scientific_journal-12063	35	40	results	result	NOUN
american_scientific_journal-12063	35	41	.	.	PUNCT
american_scientific_journal-12063	36	1	second	second	ADJ
american_scientific_journal-12063	36	2	,	,	PUNCT
american_scientific_journal-12063	36	3	studies	study	NOUN
american_scientific_journal-12063	36	4	[	[	X
american_scientific_journal-12063	36	5	6	6	NUM
american_scientific_journal-12063	36	6	]	]	PUNCT
american_scientific_journal-12063	36	7	and	and	CCONJ
american_scientific_journal-12063	36	8	[	[	X
american_scientific_journal-12063	36	9	7	7	NUM
american_scientific_journal-12063	36	10	]	]	PUNCT
american_scientific_journal-12063	36	11	focus	focus	NOUN
american_scientific_journal-12063	36	12	predominantly	predominantly	ADV
american_scientific_journal-12063	36	13	on	on	ADP
american_scientific_journal-12063	36	14	the	the	DET
american_scientific_journal-12063	36	15	functional	functional	ADJ
american_scientific_journal-12063	36	16	coupling	coupling	NOUN
american_scientific_journal-12063	36	17	of	of	ADP
american_scientific_journal-12063	36	18	services	service	NOUN
american_scientific_journal-12063	36	19	,	,	PUNCT
american_scientific_journal-12063	36	20	bypassing	bypass	VERB
american_scientific_journal-12063	36	21	comparative	comparative	ADJ
american_scientific_journal-12063	36	22	analysis	analysis	NOUN
american_scientific_journal-12063	36	23	of	of	ADP
american_scientific_journal-12063	36	24	tco	tco	NOUN
american_scientific_journal-12063	36	25	and	and	CCONJ
american_scientific_journal-12063	36	26	elasticity	elasticity	NOUN
american_scientific_journal-12063	36	27	under	under	ADP
american_scientific_journal-12063	36	28	variable	variable	ADJ
american_scientific_journal-12063	36	29	load	load	NOUN
american_scientific_journal-12063	36	30	;	;	PUNCT
american_scientific_journal-12063	36	31	publication	publication	NOUN
american_scientific_journal-12063	36	32	[	[	NOUN
american_scientific_journal-12063	36	33	8	8	NUM
american_scientific_journal-12063	36	34	]	]	PUNCT
american_scientific_journal-12063	36	35	elucidates	elucidate	VERB
american_scientific_journal-12063	36	36	the	the	DET
american_scientific_journal-12063	36	37	integrity	integrity	NOUN
american_scientific_journal-12063	36	38	of	of	ADP
american_scientific_journal-12063	36	39	fabric	fabric	NOUN
american_scientific_journal-12063	36	40	,	,	PUNCT
american_scientific_journal-12063	36	41	but	but	CCONJ
american_scientific_journal-12063	36	42	addresses	address	NOUN
american_scientific_journal-12063	36	43	only	only	ADV
american_scientific_journal-12063	36	44	declaratively	declaratively	ADV
american_scientific_journal-12063	36	45	the	the	DET
american_scientific_journal-12063	36	46	issues	issue	NOUN
american_scientific_journal-12063	36	47	of	of	ADP
american_scientific_journal-12063	36	48	artifact	artifact	ADJ
american_scientific_journal-12063	36	49	migration	migration	NOUN
american_scientific_journal-12063	36	50	and	and	CCONJ
american_scientific_journal-12063	36	51	compatibility	compatibility	NOUN
american_scientific_journal-12063	36	52	with	with	ADP
american_scientific_journal-12063	36	53	existing	exist	VERB
american_scientific_journal-12063	36	54	adf	adf	NOUN
american_scientific_journal-12063	36	55	pipelines	pipeline	NOUN
american_scientific_journal-12063	36	56	.	.	PUNCT
american_scientific_journal-12063	37	1	several	several	ADJ
american_scientific_journal-12063	37	2	publications	publication	NOUN
american_scientific_journal-12063	37	3	examine	examine	VERB
american_scientific_journal-12063	37	4	related	related	ADJ
american_scientific_journal-12063	37	5	methods	method	NOUN
american_scientific_journal-12063	37	6	and	and	CCONJ
american_scientific_journal-12063	37	7	approaches	approach	NOUN
american_scientific_journal-12063	37	8	capable	capable	ADJ
american_scientific_journal-12063	37	9	of	of	ADP
american_scientific_journal-12063	37	10	enriching	enrich	VERB
american_scientific_journal-12063	37	11	automation	automation	NOUN
american_scientific_journal-12063	37	12	toolkits	toolkit	NOUN
american_scientific_journal-12063	37	13	.	.	PUNCT
american_scientific_journal-12063	38	1	habib	habib	PROPN
american_scientific_journal-12063	38	2	g.	g.	PROPN
american_scientific_journal-12063	38	3	and	and	CCONJ
american_scientific_journal-12063	38	4	his	his	PRON
american_scientific_journal-12063	38	5	colleagues	colleague	NOUN
american_scientific_journal-12063	39	1	[	[	X
american_scientific_journal-12063	39	2	9	9	NUM
american_scientific_journal-12063	39	3	]	]	PUNCT
american_scientific_journal-12063	39	4	explore	explore	VERB
american_scientific_journal-12063	39	5	the	the	DET
american_scientific_journal-12063	39	6	potential	potential	NOUN
american_scientific_journal-12063	39	7	of	of	ADP
american_scientific_journal-12063	39	8	integrating	integrate	VERB
american_scientific_journal-12063	39	9	blockchain	blockchain	PROPN
american_scientific_journal-12063	39	10	technologies	technology	NOUN
american_scientific_journal-12063	39	11	with	with	ADP
american_scientific_journal-12063	39	12	cloud	cloud	NOUN
american_scientific_journal-12063	39	13	platforms	platform	NOUN
american_scientific_journal-12063	39	14	,	,	PUNCT
american_scientific_journal-12063	39	15	including	include	VERB
american_scientific_journal-12063	39	16	azure	azure	NOUN
american_scientific_journal-12063	39	17	,	,	PUNCT
american_scientific_journal-12063	39	18	to	to	PART
american_scientific_journal-12063	39	19	ensure	ensure	VERB
american_scientific_journal-12063	39	20	data	datum	NOUN
american_scientific_journal-12063	39	21	immutability	immutability	NOUN
american_scientific_journal-12063	39	22	and	and	CCONJ
american_scientific_journal-12063	39	23	traceability	traceability	NOUN
american_scientific_journal-12063	39	24	in	in	ADP
american_scientific_journal-12063	39	25	etl	etl	NOUN
american_scientific_journal-12063	39	26	pipelines	pipeline	NOUN
american_scientific_journal-12063	39	27	;	;	PUNCT
american_scientific_journal-12063	39	28	the	the	DET
american_scientific_journal-12063	39	29	focus	focus	NOUN
american_scientific_journal-12063	39	30	is	be	AUX
american_scientific_journal-12063	39	31	on	on	ADP
american_scientific_journal-12063	39	32	smart	smart	ADJ
american_scientific_journal-12063	39	33	contract	contract	NOUN
american_scientific_journal-12063	39	34	mechanisms	mechanism	NOUN
american_scientific_journal-12063	39	35	and	and	CCONJ
american_scientific_journal-12063	39	36	distributed	distribute	VERB
american_scientific_journal-12063	39	37	ledgers	ledger	NOUN
american_scientific_journal-12063	39	38	as	as	ADP
american_scientific_journal-12063	39	39	means	mean	NOUN
american_scientific_journal-12063	39	40	of	of	ADP
american_scientific_journal-12063	39	41	automatic	automatic	ADJ
american_scientific_journal-12063	39	42	change	change	NOUN
american_scientific_journal-12063	39	43	tracking	track	VERB
american_scientific_journal-12063	39	44	and	and	CCONJ
american_scientific_journal-12063	39	45	guaranteeing	guarantee	VERB
american_scientific_journal-12063	39	46	data	datum	NOUN
american_scientific_journal-12063	39	47	quality	quality	NOUN
american_scientific_journal-12063	39	48	in	in	ADP
american_scientific_journal-12063	39	49	intercompany	intercompany	NOUN
american_scientific_journal-12063	39	50	exchanges	exchange	NOUN
american_scientific_journal-12063	39	51	.	.	PUNCT
american_scientific_journal-12063	40	1	pavao	pavao	NOUN
american_scientific_journal-12063	40	2	a.	a.	NOUN
american_scientific_journal-12063	40	3	and	and	CCONJ
american_scientific_journal-12063	40	4	his	his	PRON
american_scientific_journal-12063	40	5	colleagues	colleague	NOUN
american_scientific_journal-12063	40	6	[	[	X
american_scientific_journal-12063	40	7	3	3	X
american_scientific_journal-12063	40	8	]	]	PUNCT
american_scientific_journal-12063	40	9	demonstrate	demonstrate	VERB
american_scientific_journal-12063	40	10	how	how	SCONJ
american_scientific_journal-12063	40	11	open	open	ADJ
american_scientific_journal-12063	40	12	platforms	platform	NOUN
american_scientific_journal-12063	40	13	for	for	ADP
american_scientific_journal-12063	40	14	scientific	scientific	ADJ
american_scientific_journal-12063	40	15	competitions	competition	NOUN
american_scientific_journal-12063	40	16	(	(	PUNCT
american_scientific_journal-12063	40	17	codalab	codalab	PROPN
american_scientific_journal-12063	40	18	)	)	PUNCT
american_scientific_journal-12063	40	19	stimulate	stimulate	VERB
american_scientific_journal-12063	40	20	the	the	DET
american_scientific_journal-12063	40	21	development	development	NOUN
american_scientific_journal-12063	40	22	of	of	ADP
american_scientific_journal-12063	40	23	data	datum	NOUN
american_scientific_journal-12063	40	24	processing	processing	NOUN
american_scientific_journal-12063	40	25	algorithms	algorithm	NOUN
american_scientific_journal-12063	40	26	and	and	CCONJ
american_scientific_journal-12063	40	27	tools	tool	NOUN
american_scientific_journal-12063	40	28	by	by	ADP
american_scientific_journal-12063	40	29	setting	set	VERB
american_scientific_journal-12063	40	30	common	common	ADJ
american_scientific_journal-12063	40	31	benchmarks	benchmark	NOUN
american_scientific_journal-12063	40	32	and	and	CCONJ
american_scientific_journal-12063	40	33	architectural	architectural	ADJ
american_scientific_journal-12063	40	34	templates	template	NOUN
american_scientific_journal-12063	40	35	that	that	PRON
american_scientific_journal-12063	40	36	can	can	AUX
american_scientific_journal-12063	40	37	be	be	AUX
american_scientific_journal-12063	40	38	adapted	adapt	VERB
american_scientific_journal-12063	40	39	to	to	PART
american_scientific_journal-12063	40	40	azure	azure	VERB
american_scientific_journal-12063	40	41	pipelines	pipeline	NOUN
american_scientific_journal-12063	40	42	to	to	PART
american_scientific_journal-12063	40	43	compare	compare	VERB
american_scientific_journal-12063	40	44	the	the	DET
american_scientific_journal-12063	40	45	effectiveness	effectiveness	NOUN
american_scientific_journal-12063	40	46	of	of	ADP
american_scientific_journal-12063	40	47	various	various	ADJ
american_scientific_journal-12063	40	48	etl	etl	NOUN
american_scientific_journal-12063	40	49	strategies	strategy	NOUN
american_scientific_journal-12063	40	50	.	.	PUNCT
american_scientific_journal-12063	41	1	shutaywi	shutaywi	PROPN
american_scientific_journal-12063	41	2	m.	m.	PROPN
american_scientific_journal-12063	41	3	,	,	PUNCT
american_scientific_journal-12063	41	4	kachouie	kachouie	NOUN
american_scientific_journal-12063	41	5	n.	n.	PROPN
american_scientific_journal-12063	41	6	n.	n.	PROPN
american_scientific_journal-12063	42	1	[	[	X
american_scientific_journal-12063	42	2	5	5	X
american_scientific_journal-12063	42	3	]	]	X
american_scientific_journal-12063	42	4	propose	propose	VERB
american_scientific_journal-12063	42	5	using	use	VERB
american_scientific_journal-12063	42	6	silhouette	silhouette	NOUN
american_scientific_journal-12063	42	7	analysis	analysis	NOUN
american_scientific_journal-12063	42	8	to	to	PART
american_scientific_journal-12063	42	9	assess	assess	VERB
american_scientific_journal-12063	42	10	clustering	cluster	VERB
american_scientific_journal-12063	42	11	quality	quality	NOUN
american_scientific_journal-12063	42	12	in	in	ADP
american_scientific_journal-12063	42	13	data	datum	NOUN
american_scientific_journal-12063	42	14	transformation	transformation	NOUN
american_scientific_journal-12063	42	15	processes	process	NOUN
american_scientific_journal-12063	42	16	,	,	PUNCT
american_scientific_journal-12063	42	17	which	which	PRON
american_scientific_journal-12063	42	18	allows	allow	VERB
american_scientific_journal-12063	42	19	automatic	automatic	ADJ
american_scientific_journal-12063	42	20	selection	selection	NOUN
american_scientific_journal-12063	42	21	of	of	ADP
american_scientific_journal-12063	42	22	optimal	optimal	ADJ
american_scientific_journal-12063	42	23	algorithm	algorithm	NOUN
american_scientific_journal-12063	42	24	parameters	parameter	NOUN
american_scientific_journal-12063	42	25	for	for	ADP
american_scientific_journal-12063	42	26	partitioning	partition	VERB
american_scientific_journal-12063	42	27	and	and	CCONJ
american_scientific_journal-12063	42	28	thus	thus	ADV
american_scientific_journal-12063	42	29	improves	improve	VERB
american_scientific_journal-12063	42	30	the	the	DET
american_scientific_journal-12063	42	31	accuracy	accuracy	NOUN
american_scientific_journal-12063	42	32	and	and	CCONJ
american_scientific_journal-12063	42	33	consistency	consistency	NOUN
american_scientific_journal-12063	42	34	of	of	ADP
american_scientific_journal-12063	42	35	resulting	result	VERB
american_scientific_journal-12063	42	36	datasets	dataset	NOUN
american_scientific_journal-12063	42	37	.	.	PUNCT
american_scientific_journal-12063	43	1	the	the	DET
american_scientific_journal-12063	43	2	aforementioned	aforementioned	ADJ
american_scientific_journal-12063	43	3	american	american	ADJ
american_scientific_journal-12063	43	4	academic	academic	ADJ
american_scientific_journal-12063	43	5	scientific	scientific	ADJ
american_scientific_journal-12063	43	6	research	research	NOUN
american_scientific_journal-12063	43	7	journal	journal	NOUN
american_scientific_journal-12063	43	8	for	for	ADP
american_scientific_journal-12063	43	9	engineering	engineering	NOUN
american_scientific_journal-12063	43	10	,	,	PUNCT
american_scientific_journal-12063	43	11	technology	technology	NOUN
american_scientific_journal-12063	43	12	,	,	PUNCT
american_scientific_journal-12063	43	13	and	and	CCONJ
american_scientific_journal-12063	43	14	sciences	science	NOUN
american_scientific_journal-12063	43	15	(	(	PUNCT
american_scientific_journal-12063	43	16	asrjets	asrjet	NOUN
american_scientific_journal-12063	43	17	)	)	PUNCT
american_scientific_journal-12063	43	18	volume	volume	NOUN
american_scientific_journal-12063	43	19	103	103	NUM
american_scientific_journal-12063	43	20	,	,	PUNCT
american_scientific_journal-12063	43	21	no	no	DET
american_scientific_journal-12063	43	22	1	1	NUM
american_scientific_journal-12063	43	23	,	,	PUNCT
american_scientific_journal-12063	43	24	pp	pp	ADV
american_scientific_journal-12063	43	25	248	248	NUM
american_scientific_journal-12063	43	26	-	-	SYM
american_scientific_journal-12063	43	27	258	258	NUM
american_scientific_journal-12063	43	28	251	251	NUM
american_scientific_journal-12063	43	29	directions	direction	NOUN
american_scientific_journal-12063	43	30	expand	expand	VERB
american_scientific_journal-12063	43	31	the	the	DET
american_scientific_journal-12063	43	32	automation	automation	NOUN
american_scientific_journal-12063	43	33	toolkit	toolkit	NOUN
american_scientific_journal-12063	43	34	,	,	PUNCT
american_scientific_journal-12063	43	35	yet	yet	CCONJ
american_scientific_journal-12063	43	36	require	require	VERB
american_scientific_journal-12063	43	37	applicability	applicability	NOUN
american_scientific_journal-12063	43	38	assessment	assessment	NOUN
american_scientific_journal-12063	43	39	.	.	PUNCT
american_scientific_journal-12063	44	1	blockchain	blockchain	PROPN
american_scientific_journal-12063	44	2	integration	integration	NOUN
american_scientific_journal-12063	44	3	described	describe	VERB
american_scientific_journal-12063	44	4	in	in	ADP
american_scientific_journal-12063	44	5	source	source	NOUN
american_scientific_journal-12063	44	6	[	[	X
american_scientific_journal-12063	44	7	9	9	NUM
american_scientific_journal-12063	44	8	]	]	PUNCT
american_scientific_journal-12063	44	9	increases	increase	VERB
american_scientific_journal-12063	44	10	traceability	traceability	NOUN
american_scientific_journal-12063	44	11	,	,	PUNCT
american_scientific_journal-12063	44	12	but	but	CCONJ
american_scientific_journal-12063	44	13	imposes	impose	VERB
american_scientific_journal-12063	44	14	transactional	transactional	ADJ
american_scientific_journal-12063	44	15	and	and	CCONJ
american_scientific_journal-12063	44	16	operational	operational	ADJ
american_scientific_journal-12063	44	17	costs	cost	NOUN
american_scientific_journal-12063	44	18	(	(	PUNCT
american_scientific_journal-12063	44	19	commit	commit	VERB
american_scientific_journal-12063	44	20	latency	latency	NOUN
american_scientific_journal-12063	44	21	,	,	PUNCT
american_scientific_journal-12063	44	22	key	key	ADJ
american_scientific_journal-12063	44	23	management	management	NOUN
american_scientific_journal-12063	44	24	,	,	PUNCT
american_scientific_journal-12063	44	25	compliance	compliance	NOUN
american_scientific_journal-12063	44	26	with	with	ADP
american_scientific_journal-12063	44	27	personal	personal	ADJ
american_scientific_journal-12063	44	28	data	datum	NOUN
american_scientific_journal-12063	44	29	protection	protection	NOUN
american_scientific_journal-12063	44	30	requirements	requirement	NOUN
american_scientific_journal-12063	44	31	)	)	PUNCT
american_scientific_journal-12063	44	32	that	that	PRON
american_scientific_journal-12063	44	33	are	be	AUX
american_scientific_journal-12063	44	34	justified	justify	VERB
american_scientific_journal-12063	44	35	not	not	PART
american_scientific_journal-12063	44	36	for	for	ADP
american_scientific_journal-12063	44	37	all	all	DET
american_scientific_journal-12063	44	38	domains	domain	NOUN
american_scientific_journal-12063	44	39	and	and	CCONJ
american_scientific_journal-12063	44	40	rarely	rarely	ADV
american_scientific_journal-12063	44	41	align	align	VERB
american_scientific_journal-12063	44	42	with	with	ADP
american_scientific_journal-12063	44	43	the	the	DET
american_scientific_journal-12063	44	44	principle	principle	NOUN
american_scientific_journal-12063	44	45	of	of	ADP
american_scientific_journal-12063	44	46	a	a	DET
american_scientific_journal-12063	44	47	minimally	minimally	ADV
american_scientific_journal-12063	44	48	sufficient	sufficient	ADJ
american_scientific_journal-12063	44	49	trusted	trust	VERB
american_scientific_journal-12063	44	50	environment	environment	NOUN
american_scientific_journal-12063	44	51	within	within	ADP
american_scientific_journal-12063	44	52	onelake	onelake	NOUN
american_scientific_journal-12063	44	53	.	.	PUNCT
american_scientific_journal-12063	45	1	the	the	DET
american_scientific_journal-12063	45	2	use	use	NOUN
american_scientific_journal-12063	45	3	of	of	ADP
american_scientific_journal-12063	45	4	competitive	competitive	ADJ
american_scientific_journal-12063	45	5	platforms	platform	NOUN
american_scientific_journal-12063	45	6	described	describe	VERB
american_scientific_journal-12063	45	7	in	in	ADP
american_scientific_journal-12063	45	8	source	source	NOUN
american_scientific_journal-12063	45	9	[	[	X
american_scientific_journal-12063	45	10	3	3	NUM
american_scientific_journal-12063	45	11	]	]	PUNCT
american_scientific_journal-12063	45	12	is	be	AUX
american_scientific_journal-12063	45	13	productive	productive	ADJ
american_scientific_journal-12063	45	14	for	for	ADP
american_scientific_journal-12063	45	15	the	the	DET
american_scientific_journal-12063	45	16	standardization	standardization	NOUN
american_scientific_journal-12063	45	17	of	of	ADP
american_scientific_journal-12063	45	18	datasets	dataset	NOUN
american_scientific_journal-12063	45	19	and	and	CCONJ
american_scientific_journal-12063	45	20	metrics	metric	NOUN
american_scientific_journal-12063	45	21	,	,	PUNCT
american_scientific_journal-12063	45	22	but	but	CCONJ
american_scientific_journal-12063	45	23	transferring	transfer	VERB
american_scientific_journal-12063	45	24	benchmarks	benchmark	NOUN
american_scientific_journal-12063	45	25	into	into	ADP
american_scientific_journal-12063	45	26	the	the	DET
american_scientific_journal-12063	45	27	corporate	corporate	ADJ
american_scientific_journal-12063	45	28	perimeter	perimeter	NOUN
american_scientific_journal-12063	45	29	requires	require	VERB
american_scientific_journal-12063	45	30	the	the	DET
american_scientific_journal-12063	45	31	institutionalization	institutionalization	NOUN
american_scientific_journal-12063	45	32	of	of	ADP
american_scientific_journal-12063	45	33	annotation	annotation	NOUN
american_scientific_journal-12063	45	34	processes	process	NOUN
american_scientific_journal-12063	45	35	and	and	CCONJ
american_scientific_journal-12063	45	36	repeatable	repeatable	ADJ
american_scientific_journal-12063	45	37	pipeline	pipeline	NOUN
american_scientific_journal-12063	45	38	packaging	packaging	NOUN
american_scientific_journal-12063	45	39	(	(	PUNCT
american_scientific_journal-12063	45	40	artifact	artifact	ADJ
american_scientific_journal-12063	45	41	registry	registry	NOUN
american_scientific_journal-12063	45	42	,	,	PUNCT
american_scientific_journal-12063	45	43	isolated	isolated	ADJ
american_scientific_journal-12063	45	44	telemetry	telemetry	NOUN
american_scientific_journal-12063	45	45	)	)	PUNCT
american_scientific_journal-12063	45	46	.	.	PUNCT
american_scientific_journal-12063	46	1	the	the	DET
american_scientific_journal-12063	46	2	transformation	transformation	NOUN
american_scientific_journal-12063	46	3	quality	quality	NOUN
american_scientific_journal-12063	46	4	assessment	assessment	NOUN
american_scientific_journal-12063	46	5	methods	method	NOUN
american_scientific_journal-12063	46	6	based	base	VERB
american_scientific_journal-12063	46	7	on	on	ADP
american_scientific_journal-12063	46	8	the	the	DET
american_scientific_journal-12063	46	9	silhouette	silhouette	NOUN
american_scientific_journal-12063	46	10	coefficient	coefficient	NOUN
american_scientific_journal-12063	46	11	in	in	ADP
american_scientific_journal-12063	46	12	source	source	NOUN
american_scientific_journal-12063	46	13	[	[	X
american_scientific_journal-12063	46	14	5	5	NUM
american_scientific_journal-12063	46	15	]	]	PUNCT
american_scientific_journal-12063	46	16	are	be	AUX
american_scientific_journal-12063	46	17	promising	promise	VERB
american_scientific_journal-12063	46	18	for	for	ADP
american_scientific_journal-12063	46	19	automatic	automatic	ADJ
american_scientific_journal-12063	46	20	parameter	parameter	NOUN
american_scientific_journal-12063	46	21	calibration	calibration	NOUN
american_scientific_journal-12063	46	22	,	,	PUNCT
american_scientific_journal-12063	46	23	although	although	SCONJ
american_scientific_journal-12063	46	24	they	they	PRON
american_scientific_journal-12063	46	25	require	require	VERB
american_scientific_journal-12063	46	26	adaptation	adaptation	NOUN
american_scientific_journal-12063	46	27	to	to	ADP
american_scientific_journal-12063	46	28	streaming	stream	VERB
american_scientific_journal-12063	46	29	scenarios	scenario	NOUN
american_scientific_journal-12063	46	30	and	and	CCONJ
american_scientific_journal-12063	46	31	to	to	ADP
american_scientific_journal-12063	46	32	heterogeneous	heterogeneous	ADJ
american_scientific_journal-12063	46	33	feature	feature	NOUN
american_scientific_journal-12063	46	34	spaces	space	NOUN
american_scientific_journal-12063	46	35	characteristic	characteristic	ADJ
american_scientific_journal-12063	46	36	of	of	ADP
american_scientific_journal-12063	46	37	enterprise	enterprise	NOUN
american_scientific_journal-12063	46	38	data	datum	NOUN
american_scientific_journal-12063	46	39	marts	marts	PROPN
american_scientific_journal-12063	46	40	.	.	PUNCT
american_scientific_journal-12063	47	1	taken	take	VERB
american_scientific_journal-12063	47	2	together	together	ADV
american_scientific_journal-12063	47	3	,	,	PUNCT
american_scientific_journal-12063	47	4	the	the	DET
american_scientific_journal-12063	47	5	literature	literature	NOUN
american_scientific_journal-12063	47	6	demonstrates	demonstrate	VERB
american_scientific_journal-12063	47	7	two	two	NUM
american_scientific_journal-12063	47	8	key	key	ADJ
american_scientific_journal-12063	47	9	trends	trend	NOUN
american_scientific_journal-12063	47	10	:	:	PUNCT
american_scientific_journal-12063	47	11	the	the	DET
american_scientific_journal-12063	47	12	evolution	evolution	NOUN
american_scientific_journal-12063	47	13	of	of	ADP
american_scientific_journal-12063	47	14	architectures	architecture	NOUN
american_scientific_journal-12063	47	15	from	from	ADP
american_scientific_journal-12063	47	16	disparate	disparate	ADJ
american_scientific_journal-12063	47	17	storage	storage	NOUN
american_scientific_journal-12063	47	18	solutions	solution	NOUN
american_scientific_journal-12063	47	19	to	to	ADP
american_scientific_journal-12063	47	20	unified	unified	ADJ
american_scientific_journal-12063	47	21	lakehouse	lakehouse	NOUN
american_scientific_journal-12063	47	22	platforms	platform	NOUN
american_scientific_journal-12063	47	23	and	and	CCONJ
american_scientific_journal-12063	47	24	the	the	DET
american_scientific_journal-12063	47	25	transition	transition	NOUN
american_scientific_journal-12063	47	26	from	from	ADP
american_scientific_journal-12063	47	27	manual	manual	ADJ
american_scientific_journal-12063	47	28	scripts	script	NOUN
american_scientific_journal-12063	47	29	to	to	ADP
american_scientific_journal-12063	47	30	declarative	declarative	VERB
american_scientific_journal-12063	47	31	,	,	PUNCT
american_scientific_journal-12063	47	32	modular	modular	ADJ
american_scientific_journal-12063	47	33	pipelines	pipeline	NOUN
american_scientific_journal-12063	47	34	with	with	ADP
american_scientific_journal-12063	47	35	a	a	DET
american_scientific_journal-12063	47	36	rich	rich	ADJ
american_scientific_journal-12063	47	37	set	set	NOUN
american_scientific_journal-12063	47	38	of	of	ADP
american_scientific_journal-12063	47	39	built	build	VERB
american_scientific_journal-12063	47	40	-	-	PUNCT
american_scientific_journal-12063	47	41	in	in	ADP
american_scientific_journal-12063	47	42	monitoring	monitoring	NOUN
american_scientific_journal-12063	47	43	and	and	CCONJ
american_scientific_journal-12063	47	44	management	management	NOUN
american_scientific_journal-12063	47	45	tools	tool	NOUN
american_scientific_journal-12063	47	46	.	.	PUNCT
american_scientific_journal-12063	48	1	at	at	ADP
american_scientific_journal-12063	48	2	the	the	DET
american_scientific_journal-12063	48	3	same	same	ADJ
american_scientific_journal-12063	48	4	time	time	NOUN
american_scientific_journal-12063	48	5	,	,	PUNCT
american_scientific_journal-12063	48	6	contradictions	contradiction	NOUN
american_scientific_journal-12063	48	7	persist	persist	VERB
american_scientific_journal-12063	48	8	:	:	PUNCT
american_scientific_journal-12063	48	9	some	some	DET
american_scientific_journal-12063	48	10	authors	author	NOUN
american_scientific_journal-12063	48	11	[	[	X
american_scientific_journal-12063	48	12	4	4	NUM
american_scientific_journal-12063	48	13	,	,	PUNCT
american_scientific_journal-12063	48	14	8	8	NUM
american_scientific_journal-12063	48	15	]	]	PUNCT
american_scientific_journal-12063	48	16	see	see	VERB
american_scientific_journal-12063	48	17	the	the	DET
american_scientific_journal-12063	48	18	future	future	NOUN
american_scientific_journal-12063	48	19	in	in	ADP
american_scientific_journal-12063	48	20	unified	unified	ADJ
american_scientific_journal-12063	48	21	platforms	platform	NOUN
american_scientific_journal-12063	48	22	governed	govern	VERB
american_scientific_journal-12063	48	23	by	by	ADP
american_scientific_journal-12063	48	24	a	a	DET
american_scientific_journal-12063	48	25	single	single	ADJ
american_scientific_journal-12063	48	26	vendor	vendor	NOUN
american_scientific_journal-12063	48	27	,	,	PUNCT
american_scientific_journal-12063	48	28	while	while	SCONJ
american_scientific_journal-12063	48	29	others	other	NOUN
american_scientific_journal-12063	48	30	[	[	X
american_scientific_journal-12063	48	31	2	2	NUM
american_scientific_journal-12063	48	32	,	,	PUNCT
american_scientific_journal-12063	48	33	9	9	NUM
american_scientific_journal-12063	48	34	]	]	PUNCT
american_scientific_journal-12063	48	35	emphasize	emphasize	VERB
american_scientific_journal-12063	48	36	the	the	DET
american_scientific_journal-12063	48	37	importance	importance	NOUN
american_scientific_journal-12063	48	38	of	of	ADP
american_scientific_journal-12063	48	39	openness	openness	NOUN
american_scientific_journal-12063	48	40	and	and	CCONJ
american_scientific_journal-12063	48	41	cross	cross	ADJ
american_scientific_journal-12063	48	42	-	-	ADJ
american_scientific_journal-12063	48	43	platform	platform	ADJ
american_scientific_journal-12063	48	44	compatibility	compatibility	NOUN
american_scientific_journal-12063	48	45	.	.	PUNCT
american_scientific_journal-12063	49	1	issues	issue	NOUN
american_scientific_journal-12063	49	2	of	of	ADP
american_scientific_journal-12063	49	3	security	security	NOUN
american_scientific_journal-12063	49	4	and	and	CCONJ
american_scientific_journal-12063	49	5	data	datum	NOUN
american_scientific_journal-12063	49	6	governance	governance	NOUN
american_scientific_journal-12063	49	7	at	at	ADP
american_scientific_journal-12063	49	8	the	the	DET
american_scientific_journal-12063	49	9	cloud	cloud	ADJ
american_scientific_journal-12063	49	10	–	–	PUNCT
american_scientific_journal-12063	49	11	edge	edge	NOUN
american_scientific_journal-12063	49	12	interface	interface	NOUN
american_scientific_journal-12063	49	13	,	,	PUNCT
american_scientific_journal-12063	49	14	as	as	ADV
american_scientific_journal-12063	49	15	well	well	ADV
american_scientific_journal-12063	49	16	as	as	ADP
american_scientific_journal-12063	49	17	hybrid	hybrid	ADJ
american_scientific_journal-12063	49	18	scenarios	scenario	NOUN
american_scientific_journal-12063	49	19	employing	employ	VERB
american_scientific_journal-12063	49	20	hyperautomation	hyperautomation	NOUN
american_scientific_journal-12063	49	21	(	(	PUNCT
american_scientific_journal-12063	49	22	low	low	ADJ
american_scientific_journal-12063	49	23	-	-	PUNCT
american_scientific_journal-12063	49	24	code	code	NOUN
american_scientific_journal-12063	49	25	/	/	PUNCT
american_scientific_journal-12063	49	26	no	no	DET
american_scientific_journal-12063	49	27	-	-	PUNCT
american_scientific_journal-12063	49	28	code	code	NOUN
american_scientific_journal-12063	49	29	)	)	PUNCT
american_scientific_journal-12063	49	30	in	in	ADP
american_scientific_journal-12063	49	31	large	large	ADJ
american_scientific_journal-12063	49	32	enterprises	enterprise	NOUN
american_scientific_journal-12063	49	33	,	,	PUNCT
american_scientific_journal-12063	49	34	remain	remain	VERB
american_scientific_journal-12063	49	35	insufficiently	insufficiently	ADV
american_scientific_journal-12063	49	36	addressed	address	VERB
american_scientific_journal-12063	49	37	.	.	PUNCT
american_scientific_journal-12063	50	1	furthermore	furthermore	ADV
american_scientific_journal-12063	50	2	,	,	PUNCT
american_scientific_journal-12063	50	3	the	the	DET
american_scientific_journal-12063	50	4	application	application	NOUN
american_scientific_journal-12063	50	5	of	of	ADP
american_scientific_journal-12063	50	6	machine	machine	NOUN
american_scientific_journal-12063	50	7	learning	learning	NOUN
american_scientific_journal-12063	50	8	methods	method	NOUN
american_scientific_journal-12063	50	9	for	for	ADP
american_scientific_journal-12063	50	10	dynamic	dynamic	ADJ
american_scientific_journal-12063	50	11	adaptation	adaptation	NOUN
american_scientific_journal-12063	50	12	of	of	ADP
american_scientific_journal-12063	50	13	etl	etl	NOUN
american_scientific_journal-12063	50	14	configurations	configuration	NOUN
american_scientific_journal-12063	50	15	in	in	ADP
american_scientific_journal-12063	50	16	response	response	NOUN
american_scientific_journal-12063	50	17	to	to	ADP
american_scientific_journal-12063	50	18	changing	change	VERB
american_scientific_journal-12063	50	19	incoming	incoming	ADJ
american_scientific_journal-12063	50	20	streams	stream	NOUN
american_scientific_journal-12063	50	21	and	and	CCONJ
american_scientific_journal-12063	50	22	business	business	NOUN
american_scientific_journal-12063	50	23	requirements	requirement	NOUN
american_scientific_journal-12063	50	24	has	have	AUX
american_scientific_journal-12063	50	25	not	not	PART
american_scientific_journal-12063	50	26	yet	yet	ADV
american_scientific_journal-12063	50	27	been	be	AUX
american_scientific_journal-12063	50	28	fully	fully	ADV
american_scientific_journal-12063	50	29	developed	develop	VERB
american_scientific_journal-12063	50	30	.	.	PUNCT
american_scientific_journal-12063	51	1	3	3	X
american_scientific_journal-12063	51	2	.	.	NOUN
american_scientific_journal-12063	51	3	results	result	NOUN
american_scientific_journal-12063	51	4	and	and	CCONJ
american_scientific_journal-12063	51	5	discussion	discussion	NOUN
american_scientific_journal-12063	51	6	the	the	DET
american_scientific_journal-12063	51	7	conducted	conduct	VERB
american_scientific_journal-12063	51	8	analysis	analysis	NOUN
american_scientific_journal-12063	51	9	allows	allow	VERB
american_scientific_journal-12063	51	10	delineating	delineate	VERB
american_scientific_journal-12063	51	11	the	the	DET
american_scientific_journal-12063	51	12	key	key	ADJ
american_scientific_journal-12063	51	13	development	development	NOUN
american_scientific_journal-12063	51	14	vectors	vector	NOUN
american_scientific_journal-12063	51	15	of	of	ADP
american_scientific_journal-12063	51	16	data	datum	NOUN
american_scientific_journal-12063	51	17	pipeline	pipeline	NOUN
american_scientific_journal-12063	51	18	automation	automation	NOUN
american_scientific_journal-12063	51	19	in	in	ADP
american_scientific_journal-12063	51	20	azure	azure	NOUN
american_scientific_journal-12063	51	21	.	.	PUNCT
american_scientific_journal-12063	52	1	the	the	DET
american_scientific_journal-12063	52	2	evolution	evolution	NOUN
american_scientific_journal-12063	52	3	of	of	ADP
american_scientific_journal-12063	52	4	architectures	architecture	NOUN
american_scientific_journal-12063	52	5	vividly	vividly	ADV
american_scientific_journal-12063	52	6	demonstrates	demonstrate	VERB
american_scientific_journal-12063	52	7	the	the	DET
american_scientific_journal-12063	52	8	transition	transition	NOUN
american_scientific_journal-12063	52	9	from	from	ADP
american_scientific_journal-12063	52	10	monolithic	monolithic	ADJ
american_scientific_journal-12063	52	11	,	,	PUNCT
american_scientific_journal-12063	52	12	poorly	poorly	ADV
american_scientific_journal-12063	52	13	scalable	scalable	ADJ
american_scientific_journal-12063	52	14	solutions	solution	NOUN
american_scientific_journal-12063	52	15	to	to	ADP
american_scientific_journal-12063	52	16	flexible	flexible	ADJ
american_scientific_journal-12063	52	17	,	,	PUNCT
american_scientific_journal-12063	52	18	component	component	NOUN
american_scientific_journal-12063	52	19	-	-	PUNCT
american_scientific_journal-12063	52	20	based	base	VERB
american_scientific_journal-12063	52	21	and	and	CCONJ
american_scientific_journal-12063	52	22	unified	unified	ADJ
american_scientific_journal-12063	52	23	systems	system	NOUN
american_scientific_journal-12063	52	24	.	.	PUNCT
american_scientific_journal-12063	53	1	initially	initially	ADV
american_scientific_journal-12063	53	2	,	,	PUNCT
american_scientific_journal-12063	53	3	the	the	DET
american_scientific_journal-12063	53	4	primary	primary	ADJ
american_scientific_journal-12063	53	5	automation	automation	NOUN
american_scientific_journal-12063	53	6	tool	tool	NOUN
american_scientific_journal-12063	53	7	was	be	AUX
american_scientific_journal-12063	53	8	azure	azure	ADJ
american_scientific_journal-12063	53	9	data	datum	NOUN
american_scientific_journal-12063	53	10	factory	factory	NOUN
american_scientific_journal-12063	53	11	,	,	PUNCT
american_scientific_journal-12063	53	12	positioned	position	VERB
american_scientific_journal-12063	53	13	as	as	ADP
american_scientific_journal-12063	53	14	a	a	DET
american_scientific_journal-12063	53	15	cloud	cloud	ADJ
american_scientific_journal-12063	53	16	orchestrator	orchestrator	NOUN
american_scientific_journal-12063	53	17	whose	whose	DET
american_scientific_journal-12063	53	18	task	task	NOUN
american_scientific_journal-12063	53	19	was	be	AUX
american_scientific_journal-12063	53	20	to	to	PART
american_scientific_journal-12063	53	21	coordinate	coordinate	VERB
american_scientific_journal-12063	53	22	the	the	DET
american_scientific_journal-12063	53	23	movement	movement	NOUN
american_scientific_journal-12063	53	24	of	of	ADP
american_scientific_journal-12063	53	25	data	datum	NOUN
american_scientific_journal-12063	53	26	between	between	ADP
american_scientific_journal-12063	53	27	storage	storage	NOUN
american_scientific_journal-12063	53	28	repositories	repository	NOUN
american_scientific_journal-12063	53	29	and	and	CCONJ
american_scientific_journal-12063	53	30	to	to	PART
american_scientific_journal-12063	53	31	initiate	initiate	VERB
american_scientific_journal-12063	53	32	simple	simple	ADJ
american_scientific_journal-12063	53	33	transformations	transformation	NOUN
american_scientific_journal-12063	53	34	via	via	ADP
american_scientific_journal-12063	53	35	copy	copy	NOUN
american_scientific_journal-12063	53	36	data	datum	NOUN
american_scientific_journal-12063	53	37	activities	activity	NOUN
american_scientific_journal-12063	53	38	or	or	CCONJ
american_scientific_journal-12063	53	39	by	by	ADP
american_scientific_journal-12063	53	40	executing	execute	VERB
american_scientific_journal-12063	53	41	scripts	script	NOUN
american_scientific_journal-12063	53	42	in	in	ADP
american_scientific_journal-12063	53	43	azure	azure	ADJ
american_scientific_journal-12063	53	44	sql	sql	NOUN
american_scientific_journal-12063	53	45	database	database	NOUN
american_scientific_journal-12063	53	46	[	[	X
american_scientific_journal-12063	53	47	5	5	NUM
american_scientific_journal-12063	53	48	,	,	PUNCT
american_scientific_journal-12063	53	49	6	6	NUM
american_scientific_journal-12063	53	50	]	]	PUNCT
american_scientific_journal-12063	53	51	.	.	PUNCT
american_scientific_journal-12063	54	1	this	this	DET
american_scientific_journal-12063	54	2	architecture	architecture	NOUN
american_scientific_journal-12063	54	3	,	,	PUNCT
american_scientific_journal-12063	54	4	depicted	depict	VERB
american_scientific_journal-12063	54	5	in	in	ADP
american_scientific_journal-12063	54	6	fig	fig	NOUN
american_scientific_journal-12063	54	7	.	.	PUNCT
american_scientific_journal-12063	55	1	1	1	NUM
american_scientific_journal-12063	55	2	,	,	PUNCT
american_scientific_journal-12063	55	3	ensured	ensure	VERB
american_scientific_journal-12063	55	4	efficiency	efficiency	NOUN
american_scientific_journal-12063	55	5	for	for	ADP
american_scientific_journal-12063	55	6	simple	simple	ADJ
american_scientific_journal-12063	55	7	scenarios	scenario	NOUN
american_scientific_journal-12063	55	8	but	but	CCONJ
american_scientific_journal-12063	55	9	faced	face	VERB
american_scientific_journal-12063	55	10	limitations	limitation	NOUN
american_scientific_journal-12063	55	11	when	when	SCONJ
american_scientific_journal-12063	55	12	executing	execute	VERB
american_scientific_journal-12063	55	13	complex	complex	ADJ
american_scientific_journal-12063	55	14	and	and	CCONJ
american_scientific_journal-12063	55	15	resource	resource	NOUN
american_scientific_journal-12063	55	16	-	-	PUNCT
american_scientific_journal-12063	55	17	intensive	intensive	ADJ
american_scientific_journal-12063	55	18	code	code	NOUN
american_scientific_journal-12063	55	19	transformations	transformation	NOUN
american_scientific_journal-12063	55	20	.	.	PUNCT
american_scientific_journal-12063	56	1	american	american	ADJ
american_scientific_journal-12063	56	2	academic	academic	ADJ
american_scientific_journal-12063	56	3	scientific	scientific	ADJ
american_scientific_journal-12063	56	4	research	research	NOUN
american_scientific_journal-12063	56	5	journal	journal	NOUN
american_scientific_journal-12063	56	6	for	for	ADP
american_scientific_journal-12063	56	7	engineering	engineering	NOUN
american_scientific_journal-12063	56	8	,	,	PUNCT
american_scientific_journal-12063	56	9	technology	technology	NOUN
american_scientific_journal-12063	56	10	,	,	PUNCT
american_scientific_journal-12063	56	11	and	and	CCONJ
american_scientific_journal-12063	56	12	sciences	science	NOUN
american_scientific_journal-12063	56	13	(	(	PUNCT
american_scientific_journal-12063	56	14	asrjets	asrjet	NOUN
american_scientific_journal-12063	56	15	)	)	PUNCT
american_scientific_journal-12063	56	16	volume	volume	NOUN
american_scientific_journal-12063	56	17	103	103	NUM
american_scientific_journal-12063	56	18	,	,	PUNCT
american_scientific_journal-12063	56	19	no	no	DET
american_scientific_journal-12063	56	20	1	1	NUM
american_scientific_journal-12063	56	21	,	,	PUNCT
american_scientific_journal-12063	56	22	pp	pp	ADV
american_scientific_journal-12063	56	23	248	248	NUM
american_scientific_journal-12063	56	24	-	-	SYM
american_scientific_journal-12063	56	25	258	258	NUM
american_scientific_journal-12063	56	26	252	252	NUM
american_scientific_journal-12063	56	27	figure	figure	NOUN
american_scientific_journal-12063	56	28	1	1	NUM
american_scientific_journal-12063	56	29	:	:	PUNCT
american_scientific_journal-12063	56	30	simplified	simplified	ADJ
american_scientific_journal-12063	56	31	architecture	architecture	NOUN
american_scientific_journal-12063	56	32	of	of	ADP
american_scientific_journal-12063	56	33	a	a	DET
american_scientific_journal-12063	56	34	classic	classic	ADJ
american_scientific_journal-12063	56	35	etl	etl	NOUN
american_scientific_journal-12063	56	36	pipeline	pipeline	NOUN
american_scientific_journal-12063	56	37	in	in	ADP
american_scientific_journal-12063	56	38	azure	azure	NOUN
american_scientific_journal-12063	56	39	using	use	VERB
american_scientific_journal-12063	56	40	adf	adf	PROPN
american_scientific_journal-12063	57	1	[	[	X
american_scientific_journal-12063	57	2	6	6	NUM
american_scientific_journal-12063	57	3	]	]	PUNCT
american_scientific_journal-12063	57	4	with	with	ADP
american_scientific_journal-12063	57	5	the	the	DET
american_scientific_journal-12063	57	6	rapid	rapid	ADJ
american_scientific_journal-12063	57	7	proliferation	proliferation	NOUN
american_scientific_journal-12063	57	8	of	of	ADP
american_scientific_journal-12063	57	9	the	the	DET
american_scientific_journal-12063	57	10	data	data	PROPN
american_scientific_journal-12063	57	11	lake	lake	PROPN
american_scientific_journal-12063	57	12	concept	concept	NOUN
american_scientific_journal-12063	57	13	and	and	CCONJ
american_scientific_journal-12063	57	14	the	the	DET
american_scientific_journal-12063	57	15	growing	grow	VERB
american_scientific_journal-12063	57	16	need	need	NOUN
american_scientific_journal-12063	57	17	to	to	PART
american_scientific_journal-12063	57	18	process	process	VERB
american_scientific_journal-12063	57	19	unstructured	unstructured	ADJ
american_scientific_journal-12063	57	20	and	and	CCONJ
american_scientific_journal-12063	57	21	semistructured	semistructure	VERB
american_scientific_journal-12063	57	22	data	datum	NOUN
american_scientific_journal-12063	57	23	,	,	PUNCT
american_scientific_journal-12063	57	24	the	the	DET
american_scientific_journal-12063	57	25	functional	functional	ADJ
american_scientific_journal-12063	57	26	capabilities	capability	NOUN
american_scientific_journal-12063	57	27	of	of	ADP
american_scientific_journal-12063	57	28	azure	azure	ADJ
american_scientific_journal-12063	57	29	data	datum	NOUN
american_scientific_journal-12063	57	30	factory	factory	NOUN
american_scientific_journal-12063	57	31	(	(	PUNCT
american_scientific_journal-12063	57	32	adf	adf	NOUN
american_scientific_journal-12063	57	33	)	)	PUNCT
american_scientific_journal-12063	57	34	have	have	AUX
american_scientific_journal-12063	57	35	ceased	cease	VERB
american_scientific_journal-12063	57	36	to	to	PART
american_scientific_journal-12063	57	37	meet	meet	VERB
american_scientific_journal-12063	57	38	modern	modern	ADJ
american_scientific_journal-12063	57	39	requirements	requirement	NOUN
american_scientific_journal-12063	57	40	.	.	PUNCT
american_scientific_journal-12063	58	1	this	this	PRON
american_scientific_journal-12063	58	2	has	have	AUX
american_scientific_journal-12063	58	3	led	lead	VERB
american_scientific_journal-12063	58	4	to	to	ADP
american_scientific_journal-12063	58	5	the	the	DET
american_scientific_journal-12063	58	6	formation	formation	NOUN
american_scientific_journal-12063	58	7	of	of	ADP
american_scientific_journal-12063	58	8	hybrid	hybrid	ADJ
american_scientific_journal-12063	58	9	architectures	architecture	NOUN
american_scientific_journal-12063	58	10	in	in	ADP
american_scientific_journal-12063	58	11	which	which	PRON
american_scientific_journal-12063	58	12	adf	adf	PROPN
american_scientific_journal-12063	58	13	retains	retain	VERB
american_scientific_journal-12063	58	14	the	the	DET
american_scientific_journal-12063	58	15	role	role	NOUN
american_scientific_journal-12063	58	16	of	of	ADP
american_scientific_journal-12063	58	17	a	a	DET
american_scientific_journal-12063	58	18	centralized	centralized	ADJ
american_scientific_journal-12063	58	19	orchestrator	orchestrator	NOUN
american_scientific_journal-12063	58	20	while	while	SCONJ
american_scientific_journal-12063	58	21	a	a	DET
american_scientific_journal-12063	58	22	distributed	distribute	VERB
american_scientific_journal-12063	58	23	engine	engine	NOUN
american_scientific_journal-12063	58	24	,	,	PUNCT
american_scientific_journal-12063	58	25	apache	apache	NOUN
american_scientific_journal-12063	58	26	spark	spark	NOUN
american_scientific_journal-12063	58	27	within	within	ADP
american_scientific_journal-12063	58	28	the	the	DET
american_scientific_journal-12063	58	29	azure	azure	ADJ
american_scientific_journal-12063	58	30	databricks	databrick	NOUN
american_scientific_journal-12063	58	31	service	service	NOUN
american_scientific_journal-12063	58	32	,	,	PUNCT
american_scientific_journal-12063	58	33	is	be	AUX
american_scientific_journal-12063	58	34	employed	employ	VERB
american_scientific_journal-12063	58	35	for	for	ADP
american_scientific_journal-12063	58	36	heavy	heavy	ADJ
american_scientific_journal-12063	58	37	computation	computation	NOUN
american_scientific_journal-12063	58	38	and	and	CCONJ
american_scientific_journal-12063	58	39	transformations	transformation	NOUN
american_scientific_journal-12063	58	40	.	.	PUNCT
american_scientific_journal-12063	59	1	in	in	ADP
american_scientific_journal-12063	59	2	accordance	accordance	NOUN
american_scientific_journal-12063	59	3	with	with	ADP
american_scientific_journal-12063	59	4	the	the	DET
american_scientific_journal-12063	59	5	model	model	NOUN
american_scientific_journal-12063	59	6	presented	present	VERB
american_scientific_journal-12063	59	7	in	in	ADP
american_scientific_journal-12063	59	8	figure	figure	NOUN
american_scientific_journal-12063	59	9	2	2	NUM
american_scientific_journal-12063	59	10	,	,	PUNCT
american_scientific_journal-12063	59	11	adf	adf	PROPN
american_scientific_journal-12063	59	12	initiates	initiate	VERB
american_scientific_journal-12063	59	13	the	the	DET
american_scientific_journal-12063	59	14	pipeline	pipeline	NOUN
american_scientific_journal-12063	59	15	on	on	ADP
american_scientific_journal-12063	59	16	a	a	DET
american_scientific_journal-12063	59	17	schedule	schedule	NOUN
american_scientific_journal-12063	59	18	or	or	CCONJ
american_scientific_journal-12063	59	19	in	in	ADP
american_scientific_journal-12063	59	20	response	response	NOUN
american_scientific_journal-12063	59	21	to	to	ADP
american_scientific_journal-12063	59	22	an	an	DET
american_scientific_journal-12063	59	23	event	event	NOUN
american_scientific_journal-12063	59	24	trigger	trigger	NOUN
american_scientific_journal-12063	59	25	,	,	PUNCT
american_scientific_journal-12063	59	26	copies	copy	VERB
american_scientific_journal-12063	59	27	raw	raw	ADJ
american_scientific_journal-12063	59	28	data	datum	NOUN
american_scientific_journal-12063	59	29	from	from	ADP
american_scientific_journal-12063	59	30	sources	source	NOUN
american_scientific_journal-12063	59	31	into	into	ADP
american_scientific_journal-12063	59	32	the	the	DET
american_scientific_journal-12063	59	33	data	datum	NOUN
american_scientific_journal-12063	59	34	lake	lake	NOUN
american_scientific_journal-12063	59	35	,	,	PUNCT
american_scientific_journal-12063	59	36	and	and	CCONJ
american_scientific_journal-12063	59	37	delegates	delegate	NOUN
american_scientific_journal-12063	59	38	control	control	VERB
american_scientific_journal-12063	59	39	to	to	ADP
american_scientific_journal-12063	59	40	the	the	DET
american_scientific_journal-12063	59	41	corresponding	correspond	VERB
american_scientific_journal-12063	59	42	notebook	notebook	NOUN
american_scientific_journal-12063	59	43	or	or	CCONJ
american_scientific_journal-12063	59	44	job	job	NOUN
american_scientific_journal-12063	59	45	in	in	ADP
american_scientific_journal-12063	59	46	databricks	databrick	NOUN
american_scientific_journal-12063	59	47	.	.	PUNCT
american_scientific_journal-12063	60	1	the	the	DET
american_scientific_journal-12063	60	2	latter	latter	ADJ
american_scientific_journal-12063	60	3	performs	perform	VERB
american_scientific_journal-12063	60	4	the	the	DET
american_scientific_journal-12063	60	5	primary	primary	ADJ
american_scientific_journal-12063	60	6	operations	operation	NOUN
american_scientific_journal-12063	60	7	of	of	ADP
american_scientific_journal-12063	60	8	data	datum	NOUN
american_scientific_journal-12063	60	9	cleansing	cleansing	NOUN
american_scientific_journal-12063	60	10	,	,	PUNCT
american_scientific_journal-12063	60	11	enrichment	enrichment	NOUN
american_scientific_journal-12063	60	12	,	,	PUNCT
american_scientific_journal-12063	60	13	and	and	CCONJ
american_scientific_journal-12063	60	14	aggregation	aggregation	NOUN
american_scientific_journal-12063	60	15	,	,	PUNCT
american_scientific_journal-12063	60	16	and	and	CCONJ
american_scientific_journal-12063	60	17	then	then	ADV
american_scientific_journal-12063	60	18	loads	load	VERB
american_scientific_journal-12063	60	19	the	the	DET
american_scientific_journal-12063	60	20	resulting	result	VERB
american_scientific_journal-12063	60	21	output	output	NOUN
american_scientific_journal-12063	60	22	into	into	ADP
american_scientific_journal-12063	60	23	the	the	DET
american_scientific_journal-12063	60	24	target	target	NOUN
american_scientific_journal-12063	60	25	storage	storage	NOUN
american_scientific_journal-12063	60	26	—	—	PUNCT
american_scientific_journal-12063	60	27	whether	whether	SCONJ
american_scientific_journal-12063	60	28	a	a	DET
american_scientific_journal-12063	60	29	data	data	NOUN
american_scientific_journal-12063	60	30	mart	mart	NOUN
american_scientific_journal-12063	60	31	in	in	ADP
american_scientific_journal-12063	60	32	synapse	synapse	NOUN
american_scientific_journal-12063	60	33	analytics	analytic	NOUN
american_scientific_journal-12063	60	34	or	or	CCONJ
american_scientific_journal-12063	60	35	another	another	DET
american_scientific_journal-12063	60	36	dbms	dbm	NOUN
american_scientific_journal-12063	60	37	.	.	PUNCT
american_scientific_journal-12063	60	38	effective	effective	ADJ
american_scientific_journal-12063	60	39	operation	operation	NOUN
american_scientific_journal-12063	60	40	in	in	ADP
american_scientific_journal-12063	60	41	such	such	DET
american_scientific_journal-12063	60	42	a	a	DET
american_scientific_journal-12063	60	43	distributed	distribute	VERB
american_scientific_journal-12063	60	44	environment	environment	NOUN
american_scientific_journal-12063	60	45	requires	require	VERB
american_scientific_journal-12063	60	46	specialists	specialist	NOUN
american_scientific_journal-12063	60	47	to	to	PART
american_scientific_journal-12063	60	48	possess	possess	VERB
american_scientific_journal-12063	60	49	deep	deep	ADJ
american_scientific_journal-12063	60	50	proficiency	proficiency	NOUN
american_scientific_journal-12063	60	51	in	in	ADP
american_scientific_journal-12063	60	52	pyspark	pyspark	NOUN
american_scientific_journal-12063	60	53	and	and	CCONJ
american_scientific_journal-12063	60	54	spark	spark	NOUN
american_scientific_journal-12063	60	55	sql	sql	NOUN
american_scientific_journal-12063	60	56	when	when	SCONJ
american_scientific_journal-12063	60	57	working	work	VERB
american_scientific_journal-12063	60	58	with	with	ADP
american_scientific_journal-12063	60	59	large	large	ADJ
american_scientific_journal-12063	60	60	datasets	dataset	NOUN
american_scientific_journal-12063	60	61	.	.	PUNCT
american_scientific_journal-12063	61	1	nevertheless	nevertheless	ADV
american_scientific_journal-12063	61	2	,	,	PUNCT
american_scientific_journal-12063	61	3	despite	despite	SCONJ
american_scientific_journal-12063	61	4	the	the	DET
american_scientific_journal-12063	61	5	remarkable	remarkable	ADJ
american_scientific_journal-12063	61	6	power	power	NOUN
american_scientific_journal-12063	61	7	and	and	CCONJ
american_scientific_journal-12063	61	8	flexibility	flexibility	NOUN
american_scientific_journal-12063	61	9	of	of	ADP
american_scientific_journal-12063	61	10	this	this	DET
american_scientific_journal-12063	61	11	approach	approach	NOUN
american_scientific_journal-12063	61	12	,	,	PUNCT
american_scientific_journal-12063	61	13	it	it	PRON
american_scientific_journal-12063	61	14	intensifies	intensify	VERB
american_scientific_journal-12063	61	15	the	the	DET
american_scientific_journal-12063	61	16	challenge	challenge	NOUN
american_scientific_journal-12063	61	17	of	of	ADP
american_scientific_journal-12063	61	18	integrating	integrate	VERB
american_scientific_journal-12063	61	19	and	and	CCONJ
american_scientific_journal-12063	61	20	managing	manage	VERB
american_scientific_journal-12063	61	21	a	a	DET
american_scientific_journal-12063	61	22	multitude	multitude	NOUN
american_scientific_journal-12063	61	23	of	of	ADP
american_scientific_journal-12063	61	24	heterogeneous	heterogeneous	ADJ
american_scientific_journal-12063	61	25	services	service	NOUN
american_scientific_journal-12063	61	26	.	.	PUNCT
american_scientific_journal-12063	62	1	development	development	NOUN
american_scientific_journal-12063	62	2	teams	team	NOUN
american_scientific_journal-12063	62	3	are	be	AUX
american_scientific_journal-12063	62	4	compelled	compel	VERB
american_scientific_journal-12063	62	5	to	to	PART
american_scientific_journal-12063	62	6	use	use	VERB
american_scientific_journal-12063	62	7	various	various	ADJ
american_scientific_journal-12063	62	8	interfaces	interface	NOUN
american_scientific_journal-12063	62	9	simultaneously	simultaneously	ADV
american_scientific_journal-12063	62	10	,	,	PUNCT
american_scientific_journal-12063	62	11	configure	configure	NOUN
american_scientific_journal-12063	62	12	secure	secure	ADJ
american_scientific_journal-12063	62	13	interaction	interaction	NOUN
american_scientific_journal-12063	62	14	american	american	ADJ
american_scientific_journal-12063	62	15	academic	academic	ADJ
american_scientific_journal-12063	62	16	scientific	scientific	ADJ
american_scientific_journal-12063	62	17	research	research	NOUN
american_scientific_journal-12063	62	18	journal	journal	NOUN
american_scientific_journal-12063	62	19	for	for	ADP
american_scientific_journal-12063	62	20	engineering	engineering	NOUN
american_scientific_journal-12063	62	21	,	,	PUNCT
american_scientific_journal-12063	62	22	technology	technology	NOUN
american_scientific_journal-12063	62	23	,	,	PUNCT
american_scientific_journal-12063	62	24	and	and	CCONJ
american_scientific_journal-12063	62	25	sciences	science	NOUN
american_scientific_journal-12063	62	26	(	(	PUNCT
american_scientific_journal-12063	62	27	asrjets	asrjet	NOUN
american_scientific_journal-12063	62	28	)	)	PUNCT
american_scientific_journal-12063	62	29	volume	volume	NOUN
american_scientific_journal-12063	62	30	103	103	NUM
american_scientific_journal-12063	62	31	,	,	PUNCT
american_scientific_journal-12063	62	32	no	no	DET
american_scientific_journal-12063	62	33	1	1	NUM
american_scientific_journal-12063	62	34	,	,	PUNCT
american_scientific_journal-12063	62	35	pp	pp	ADV
american_scientific_journal-12063	62	36	248	248	NUM
american_scientific_journal-12063	62	37	-	-	SYM
american_scientific_journal-12063	62	38	258	258	NUM
american_scientific_journal-12063	62	39	253	253	NUM
american_scientific_journal-12063	62	40	channels	channel	NOUN
american_scientific_journal-12063	62	41	between	between	ADP
american_scientific_journal-12063	62	42	adf	adf	PROPN
american_scientific_journal-12063	62	43	,	,	PUNCT
american_scientific_journal-12063	62	44	databricks	databrick	NOUN
american_scientific_journal-12063	62	45	,	,	PUNCT
american_scientific_journal-12063	62	46	synapse	synapse	NOUN
american_scientific_journal-12063	62	47	,	,	PUNCT
american_scientific_journal-12063	62	48	power	power	NOUN
american_scientific_journal-12063	62	49	bi	bi	NOUN
american_scientific_journal-12063	62	50	,	,	PUNCT
american_scientific_journal-12063	62	51	and	and	CCONJ
american_scientific_journal-12063	62	52	azure	azure	VERB
american_scientific_journal-12063	62	53	key	key	ADJ
american_scientific_journal-12063	62	54	vault	vault	NOUN
american_scientific_journal-12063	62	55	,	,	PUNCT
american_scientific_journal-12063	62	56	and	and	CCONJ
american_scientific_journal-12063	62	57	monitor	monitor	VERB
american_scientific_journal-12063	62	58	diverse	diverse	ADJ
american_scientific_journal-12063	62	59	cost	cost	NOUN
american_scientific_journal-12063	62	60	models	model	NOUN
american_scientific_journal-12063	62	61	and	and	CCONJ
american_scientific_journal-12063	62	62	artifact	artifact	NOUN
american_scientific_journal-12063	62	63	versioning	versioning	NOUN
american_scientific_journal-12063	62	64	within	within	ADP
american_scientific_journal-12063	62	65	each	each	DET
american_scientific_journal-12063	62	66	system	system	NOUN
american_scientific_journal-12063	62	67	.	.	PUNCT
american_scientific_journal-12063	63	1	figure	figure	NOUN
american_scientific_journal-12063	63	2	2	2	NUM
american_scientific_journal-12063	63	3	:	:	PUNCT
american_scientific_journal-12063	63	4	hybrid	hybrid	ADJ
american_scientific_journal-12063	63	5	elt	elt	NOUN
american_scientific_journal-12063	63	6	architecture	architecture	NOUN
american_scientific_journal-12063	63	7	with	with	ADP
american_scientific_journal-12063	63	8	azure	azure	ADJ
american_scientific_journal-12063	63	9	data	datum	NOUN
american_scientific_journal-12063	63	10	factory	factory	NOUN
american_scientific_journal-12063	63	11	and	and	CCONJ
american_scientific_journal-12063	63	12	azure	azure	ADJ
american_scientific_journal-12063	63	13	databricks	databrick	NOUN
american_scientific_journal-12063	63	14	[	[	X
american_scientific_journal-12063	63	15	3	3	NUM
american_scientific_journal-12063	63	16	,	,	PUNCT
american_scientific_journal-12063	63	17	5	5	NUM
american_scientific_journal-12063	63	18	,	,	PUNCT
american_scientific_journal-12063	63	19	7	7	NUM
american_scientific_journal-12063	63	20	]	]	PUNCT
american_scientific_journal-12063	63	21	emerging	emerge	VERB
american_scientific_journal-12063	63	22	in	in	ADP
american_scientific_journal-12063	63	23	2023	2023	NUM
american_scientific_journal-12063	63	24	,	,	PUNCT
american_scientific_journal-12063	63	25	the	the	DET
american_scientific_journal-12063	63	26	microsoft	microsoft	PROPN
american_scientific_journal-12063	63	27	fabric	fabric	PROPN
american_scientific_journal-12063	63	28	platform	platform	NOUN
american_scientific_journal-12063	63	29	became	become	VERB
american_scientific_journal-12063	63	30	not	not	PART
american_scientific_journal-12063	63	31	merely	merely	ADV
american_scientific_journal-12063	63	32	a	a	DET
american_scientific_journal-12063	63	33	new	new	ADJ
american_scientific_journal-12063	63	34	cloud	cloud	NOUN
american_scientific_journal-12063	63	35	service	service	NOUN
american_scientific_journal-12063	63	36	but	but	CCONJ
american_scientific_journal-12063	63	37	a	a	DET
american_scientific_journal-12063	63	38	holistic	holistic	ADJ
american_scientific_journal-12063	63	39	reconceptualization	reconceptualization	NOUN
american_scientific_journal-12063	63	40	of	of	ADP
american_scientific_journal-12063	63	41	the	the	DET
american_scientific_journal-12063	63	42	principles	principle	NOUN
american_scientific_journal-12063	63	43	for	for	ADP
american_scientific_journal-12063	63	44	constructing	construct	VERB
american_scientific_journal-12063	63	45	an	an	DET
american_scientific_journal-12063	63	46	analytical	analytical	ADJ
american_scientific_journal-12063	63	47	ecosystem	ecosystem	NOUN
american_scientific_journal-12063	63	48	in	in	ADP
american_scientific_journal-12063	63	49	azure	azure	NOUN
american_scientific_journal-12063	63	50	.	.	PUNCT
american_scientific_journal-12063	64	1	at	at	ADP
american_scientific_journal-12063	64	2	its	its	PRON
american_scientific_journal-12063	64	3	core	core	NOUN
american_scientific_journal-12063	64	4	lies	lie	VERB
american_scientific_journal-12063	64	5	the	the	DET
american_scientific_journal-12063	64	6	idea	idea	NOUN
american_scientific_journal-12063	64	7	of	of	ADP
american_scientific_journal-12063	64	8	consolidation	consolidation	NOUN
american_scientific_journal-12063	64	9	—	—	PUNCT
american_scientific_journal-12063	64	10	instead	instead	ADV
american_scientific_journal-12063	64	11	of	of	ADP
american_scientific_journal-12063	64	12	a	a	DET
american_scientific_journal-12063	64	13	set	set	NOUN
american_scientific_journal-12063	64	14	of	of	ADP
american_scientific_journal-12063	64	15	separate	separate	ADJ
american_scientific_journal-12063	64	16	,	,	PUNCT
american_scientific_journal-12063	64	17	albeit	albeit	SCONJ
american_scientific_journal-12063	64	18	integrated	integrate	VERB
american_scientific_journal-12063	64	19	,	,	PUNCT
american_scientific_journal-12063	64	20	components	component	NOUN
american_scientific_journal-12063	64	21	,	,	PUNCT
american_scientific_journal-12063	64	22	fabric	fabric	NOUN
american_scientific_journal-12063	64	23	offers	offer	VERB
american_scientific_journal-12063	64	24	a	a	DET
american_scientific_journal-12063	64	25	unified	unify	VERB
american_scientific_journal-12063	64	26	saas	saas	NOUN
american_scientific_journal-12063	64	27	environment	environment	NOUN
american_scientific_journal-12063	64	28	encompassing	encompass	VERB
american_scientific_journal-12063	64	29	all	all	DET
american_scientific_journal-12063	64	30	key	key	ADJ
american_scientific_journal-12063	64	31	stages	stage	NOUN
american_scientific_journal-12063	64	32	of	of	ADP
american_scientific_journal-12063	64	33	working	work	VERB
american_scientific_journal-12063	64	34	with	with	ADP
american_scientific_journal-12063	64	35	data	datum	NOUN
american_scientific_journal-12063	64	36	:	:	PUNCT
american_scientific_journal-12063	64	37	from	from	ADP
american_scientific_journal-12063	64	38	ingestion	ingestion	NOUN
american_scientific_journal-12063	64	39	(	(	PUNCT
american_scientific_journal-12063	64	40	data	datum	NOUN
american_scientific_journal-12063	64	41	factory	factory	NOUN
american_scientific_journal-12063	64	42	in	in	ADP
american_scientific_journal-12063	64	43	fabric	fabric	NOUN
american_scientific_journal-12063	64	44	)	)	PUNCT
american_scientific_journal-12063	64	45	and	and	CCONJ
american_scientific_journal-12063	64	46	engineering	engineering	NOUN
american_scientific_journal-12063	64	47	(	(	PUNCT
american_scientific_journal-12063	64	48	synapse	synapse	NOUN
american_scientific_journal-12063	64	49	data	datum	NOUN
american_scientific_journal-12063	64	50	engineering	engineering	NOUN
american_scientific_journal-12063	64	51	based	base	VERB
american_scientific_journal-12063	64	52	on	on	ADP
american_scientific_journal-12063	64	53	apache	apache	PROPN
american_scientific_journal-12063	64	54	spark	spark	NOUN
american_scientific_journal-12063	64	55	)	)	PUNCT
american_scientific_journal-12063	64	56	to	to	ADP
american_scientific_journal-12063	64	57	hybrid	hybrid	ADJ
american_scientific_journal-12063	64	58	storage	storage	NOUN
american_scientific_journal-12063	64	59	in	in	ADP
american_scientific_journal-12063	64	60	the	the	DET
american_scientific_journal-12063	64	61	lakehouse	lakehouse	NOUN
american_scientific_journal-12063	64	62	format	format	NOUN
american_scientific_journal-12063	64	63	,	,	PUNCT
american_scientific_journal-12063	64	64	event	event	NOUN
american_scientific_journal-12063	64	65	-	-	PUNCT
american_scientific_journal-12063	64	66	driven	drive	VERB
american_scientific_journal-12063	64	67	real	real	ADJ
american_scientific_journal-12063	64	68	-	-	PUNCT
american_scientific_journal-12063	64	69	time	time	NOUN
american_scientific_journal-12063	64	70	analytics	analytic	NOUN
american_scientific_journal-12063	64	71	(	(	PUNCT
american_scientific_journal-12063	64	72	synapse	synapse	VERB
american_scientific_journal-12063	64	73	real	real	ADJ
american_scientific_journal-12063	64	74	-	-	PUNCT
american_scientific_journal-12063	64	75	time	time	NOUN
american_scientific_journal-12063	64	76	analytics	analytic	NOUN
american_scientific_journal-12063	64	77	)	)	PUNCT
american_scientific_journal-12063	64	78	and	and	CCONJ
american_scientific_journal-12063	64	79	visualization	visualization	NOUN
american_scientific_journal-12063	64	80	in	in	ADP
american_scientific_journal-12063	64	81	power	power	NOUN
american_scientific_journal-12063	64	82	bi	bi	NOUN
american_scientific_journal-12063	65	1	[	[	X
american_scientific_journal-12063	65	2	8	8	NUM
american_scientific_journal-12063	65	3	,	,	PUNCT
american_scientific_journal-12063	65	4	9	9	NUM
american_scientific_journal-12063	65	5	]	]	PUNCT
american_scientific_journal-12063	65	6	the	the	DET
american_scientific_journal-12063	65	7	principal	principal	ADJ
american_scientific_journal-12063	65	8	element	element	NOUN
american_scientific_journal-12063	65	9	of	of	ADP
american_scientific_journal-12063	65	10	this	this	DET
american_scientific_journal-12063	65	11	architecture	architecture	NOUN
american_scientific_journal-12063	65	12	is	be	AUX
american_scientific_journal-12063	65	13	the	the	DET
american_scientific_journal-12063	65	14	global	global	ADJ
american_scientific_journal-12063	65	15	logical	logical	ADJ
american_scientific_journal-12063	65	16	store	store	NOUN
american_scientific_journal-12063	65	17	onelake	onelake	NOUN
american_scientific_journal-12063	65	18	,	,	PUNCT
american_scientific_journal-12063	65	19	common	common	ADJ
american_scientific_journal-12063	65	20	to	to	ADP
american_scientific_journal-12063	65	21	the	the	DET
american_scientific_journal-12063	65	22	entire	entire	ADJ
american_scientific_journal-12063	65	23	organization	organization	NOUN
american_scientific_journal-12063	65	24	.	.	PUNCT
american_scientific_journal-12063	66	1	it	it	PRON
american_scientific_journal-12063	66	2	provides	provide	VERB
american_scientific_journal-12063	66	3	all	all	PRON
american_scientific_journal-12063	66	4	of	of	ADP
american_scientific_journal-12063	66	5	the	the	DET
american_scientific_journal-12063	66	6	platform	platform	NOUN
american_scientific_journal-12063	66	7	’s	’s	PART
american_scientific_journal-12063	66	8	compute	compute	NOUN
american_scientific_journal-12063	66	9	engines	engine	NOUN
american_scientific_journal-12063	66	10	with	with	ADP
american_scientific_journal-12063	66	11	metadata	metadata	NOUN
american_scientific_journal-12063	66	12	-	-	PUNCT
american_scientific_journal-12063	66	13	level	level	NOUN
american_scientific_journal-12063	66	14	access	access	NOUN
american_scientific_journal-12063	66	15	to	to	ADP
american_scientific_journal-12063	66	16	data	datum	NOUN
american_scientific_journal-12063	66	17	,	,	PUNCT
american_scientific_journal-12063	66	18	eliminating	eliminate	VERB
american_scientific_journal-12063	66	19	the	the	DET
american_scientific_journal-12063	66	20	need	need	NOUN
american_scientific_journal-12063	66	21	for	for	ADP
american_scientific_journal-12063	66	22	physical	physical	ADJ
american_scientific_journal-12063	66	23	copying	copying	NOUN
american_scientific_journal-12063	66	24	or	or	CCONJ
american_scientific_journal-12063	66	25	movement	movement	NOUN
american_scientific_journal-12063	66	26	between	between	ADP
american_scientific_journal-12063	66	27	services	service	NOUN
american_scientific_journal-12063	66	28	.	.	PUNCT
american_scientific_journal-12063	67	1	thanks	thank	NOUN
american_scientific_journal-12063	67	2	to	to	ADP
american_scientific_journal-12063	67	3	this	this	DET
american_scientific_journal-12063	67	4	approach	approach	NOUN
american_scientific_journal-12063	67	5	,	,	PUNCT
american_scientific_journal-12063	67	6	many	many	ADJ
american_scientific_journal-12063	67	7	issues	issue	NOUN
american_scientific_journal-12063	67	8	characteristic	characteristic	ADJ
american_scientific_journal-12063	67	9	of	of	ADP
american_scientific_journal-12063	67	10	earlier	early	ADJ
american_scientific_journal-12063	67	11	generations	generation	NOUN
american_scientific_journal-12063	67	12	of	of	ADP
american_scientific_journal-12063	67	13	hybrid	hybrid	NOUN
american_scientific_journal-12063	67	14	landscapes	landscape	NOUN
american_scientific_journal-12063	67	15	disappear	disappear	VERB
american_scientific_journal-12063	67	16	—	—	PUNCT
american_scientific_journal-12063	67	17	from	from	ADP
american_scientific_journal-12063	67	18	challenges	challenge	NOUN
american_scientific_journal-12063	67	19	in	in	ADP
american_scientific_journal-12063	67	20	integration	integration	NOUN
american_scientific_journal-12063	67	21	and	and	CCONJ
american_scientific_journal-12063	67	22	accessrights	accessright	NOUN
american_scientific_journal-12063	67	23	reconciliation	reconciliation	NOUN
american_scientific_journal-12063	67	24	to	to	ADP
american_scientific_journal-12063	67	25	data	datum	NOUN
american_scientific_journal-12063	67	26	duplication	duplication	NOUN
american_scientific_journal-12063	67	27	and	and	CCONJ
american_scientific_journal-12063	67	28	multi	multi	ADJ
american_scientific_journal-12063	67	29	-	-	ADJ
american_scientific_journal-12063	67	30	tier	tier	ADJ
american_scientific_journal-12063	67	31	cost	cost	NOUN
american_scientific_journal-12063	67	32	accounting	accounting	NOUN
american_scientific_journal-12063	67	33	.	.	PUNCT
american_scientific_journal-12063	68	1	figure	figure	NOUN
american_scientific_journal-12063	68	2	3	3	NUM
american_scientific_journal-12063	68	3	demonstrates	demonstrate	VERB
american_scientific_journal-12063	68	4	how	how	SCONJ
american_scientific_journal-12063	68	5	the	the	DET
american_scientific_journal-12063	68	6	consolidation	consolidation	NOUN
american_scientific_journal-12063	68	7	of	of	ADP
american_scientific_journal-12063	68	8	services	service	NOUN
american_scientific_journal-12063	68	9	within	within	ADP
american_scientific_journal-12063	68	10	fabric	fabric	NOUN
american_scientific_journal-12063	68	11	simplifies	simplifie	NOUN
american_scientific_journal-12063	68	12	the	the	DET
american_scientific_journal-12063	68	13	data	data	NOUN
american_scientific_journal-12063	68	14	architecture	architecture	NOUN
american_scientific_journal-12063	68	15	,	,	PUNCT
american_scientific_journal-12063	68	16	making	make	VERB
american_scientific_journal-12063	68	17	it	it	PRON
american_scientific_journal-12063	68	18	more	more	ADV
american_scientific_journal-12063	68	19	transparent	transparent	ADJ
american_scientific_journal-12063	68	20	,	,	PUNCT
american_scientific_journal-12063	68	21	manageable	manageable	ADJ
american_scientific_journal-12063	68	22	and	and	CCONJ
american_scientific_journal-12063	68	23	easily	easily	ADV
american_scientific_journal-12063	68	24	scalable	scalable	ADJ
american_scientific_journal-12063	68	25	.	.	PUNCT
american_scientific_journal-12063	69	1	american	american	ADJ
american_scientific_journal-12063	69	2	academic	academic	ADJ
american_scientific_journal-12063	69	3	scientific	scientific	ADJ
american_scientific_journal-12063	69	4	research	research	NOUN
american_scientific_journal-12063	69	5	journal	journal	NOUN
american_scientific_journal-12063	69	6	for	for	ADP
american_scientific_journal-12063	69	7	engineering	engineering	NOUN
american_scientific_journal-12063	69	8	,	,	PUNCT
american_scientific_journal-12063	69	9	technology	technology	NOUN
american_scientific_journal-12063	69	10	,	,	PUNCT
american_scientific_journal-12063	69	11	and	and	CCONJ
american_scientific_journal-12063	69	12	sciences	science	NOUN
american_scientific_journal-12063	69	13	(	(	PUNCT
american_scientific_journal-12063	69	14	asrjets	asrjet	NOUN
american_scientific_journal-12063	69	15	)	)	PUNCT
american_scientific_journal-12063	69	16	volume	volume	NOUN
american_scientific_journal-12063	69	17	103	103	NUM
american_scientific_journal-12063	69	18	,	,	PUNCT
american_scientific_journal-12063	69	19	no	no	DET
american_scientific_journal-12063	69	20	1	1	NUM
american_scientific_journal-12063	69	21	,	,	PUNCT
american_scientific_journal-12063	69	22	pp	pp	ADV
american_scientific_journal-12063	69	23	248	248	NUM
american_scientific_journal-12063	69	24	-	-	SYM
american_scientific_journal-12063	69	25	258	258	NUM
american_scientific_journal-12063	69	26	254	254	NUM
american_scientific_journal-12063	69	27	figure	figure	NOUN
american_scientific_journal-12063	69	28	3	3	NUM
american_scientific_journal-12063	69	29	:	:	PUNCT
american_scientific_journal-12063	69	30	unified	unified	ADJ
american_scientific_journal-12063	69	31	analytics	analytic	NOUN
american_scientific_journal-12063	69	32	architecture	architecture	NOUN
american_scientific_journal-12063	69	33	with	with	ADP
american_scientific_journal-12063	69	34	microsoft	microsoft	PROPN
american_scientific_journal-12063	69	35	fabric	fabric	NOUN
american_scientific_journal-12063	69	36	[	[	X
american_scientific_journal-12063	69	37	8	8	NUM
american_scientific_journal-12063	69	38	,	,	PUNCT
american_scientific_journal-12063	69	39	9	9	NUM
american_scientific_journal-12063	69	40	]	]	PUNCT
american_scientific_journal-12063	69	41	for	for	ADP
american_scientific_journal-12063	69	42	the	the	DET
american_scientific_journal-12063	69	43	formalization	formalization	NOUN
american_scientific_journal-12063	69	44	of	of	ADP
american_scientific_journal-12063	69	45	the	the	DET
american_scientific_journal-12063	69	46	selection	selection	NOUN
american_scientific_journal-12063	69	47	among	among	ADP
american_scientific_journal-12063	69	48	these	these	DET
american_scientific_journal-12063	69	49	three	three	NUM
american_scientific_journal-12063	69	50	main	main	ADJ
american_scientific_journal-12063	69	51	approaches	approach	NOUN
american_scientific_journal-12063	69	52	(	(	PUNCT
american_scientific_journal-12063	69	53	pure	pure	ADJ
american_scientific_journal-12063	69	54	adf	adf	PROPN
american_scientific_journal-12063	69	55	,	,	PUNCT
american_scientific_journal-12063	69	56	hybrid	hybrid	ADJ
american_scientific_journal-12063	69	57	adf+databricks	adf+databrick	NOUN
american_scientific_journal-12063	69	58	and	and	CCONJ
american_scientific_journal-12063	69	59	unified	unified	ADJ
american_scientific_journal-12063	69	60	fabric	fabric	NOUN
american_scientific_journal-12063	69	61	)	)	PUNCT
american_scientific_journal-12063	69	62	a	a	DET
american_scientific_journal-12063	69	63	comparative	comparative	ADJ
american_scientific_journal-12063	69	64	evaluation	evaluation	NOUN
american_scientific_journal-12063	69	65	was	be	AUX
american_scientific_journal-12063	69	66	conducted	conduct	VERB
american_scientific_journal-12063	69	67	across	across	ADP
american_scientific_journal-12063	69	68	key	key	ADJ
american_scientific_journal-12063	69	69	criteria	criterion	NOUN
american_scientific_journal-12063	69	70	,	,	PUNCT
american_scientific_journal-12063	69	71	the	the	DET
american_scientific_journal-12063	69	72	results	result	NOUN
american_scientific_journal-12063	69	73	of	of	ADP
american_scientific_journal-12063	69	74	which	which	PRON
american_scientific_journal-12063	69	75	are	be	AUX
american_scientific_journal-12063	69	76	compiled	compile	VERB
american_scientific_journal-12063	69	77	in	in	ADP
american_scientific_journal-12063	69	78	table	table	NOUN
american_scientific_journal-12063	69	79	1	1	NUM
american_scientific_journal-12063	69	80	.	.	PUNCT
american_scientific_journal-12063	70	1	the	the	DET
american_scientific_journal-12063	70	2	analysis	analysis	NOUN
american_scientific_journal-12063	70	3	shows	show	VERB
american_scientific_journal-12063	70	4	that	that	SCONJ
american_scientific_journal-12063	70	5	there	there	PRON
american_scientific_journal-12063	70	6	is	be	VERB
american_scientific_journal-12063	70	7	no	no	DET
american_scientific_journal-12063	70	8	single	single	ADJ
american_scientific_journal-12063	70	9	best	good	ADJ
american_scientific_journal-12063	70	10	solution	solution	NOUN
american_scientific_journal-12063	70	11	.	.	PUNCT
american_scientific_journal-12063	71	1	the	the	DET
american_scientific_journal-12063	71	2	choice	choice	NOUN
american_scientific_journal-12063	71	3	represents	represent	VERB
american_scientific_journal-12063	71	4	a	a	DET
american_scientific_journal-12063	71	5	compromise	compromise	NOUN
american_scientific_journal-12063	71	6	and	and	CCONJ
american_scientific_journal-12063	71	7	depends	depend	VERB
american_scientific_journal-12063	71	8	heavily	heavily	ADV
american_scientific_journal-12063	71	9	on	on	ADP
american_scientific_journal-12063	71	10	the	the	DET
american_scientific_journal-12063	71	11	project	project	NOUN
american_scientific_journal-12063	71	12	context	context	NOUN
american_scientific_journal-12063	71	13	.	.	PUNCT
american_scientific_journal-12063	72	1	adf	adf	NOUN
american_scientific_journal-12063	72	2	is	be	AUX
american_scientific_journal-12063	72	3	ideal	ideal	ADJ
american_scientific_journal-12063	72	4	for	for	ADP
american_scientific_journal-12063	72	5	simple	simple	ADJ
american_scientific_journal-12063	72	6	orchestration	orchestration	NOUN
american_scientific_journal-12063	72	7	tasks	task	NOUN
american_scientific_journal-12063	72	8	,	,	PUNCT
american_scientific_journal-12063	72	9	databricks	databrick	NOUN
american_scientific_journal-12063	72	10	is	be	AUX
american_scientific_journal-12063	72	11	unparalleled	unparalleled	ADJ
american_scientific_journal-12063	72	12	in	in	ADP
american_scientific_journal-12063	72	13	complex	complex	ADJ
american_scientific_journal-12063	72	14	computations	computation	NOUN
american_scientific_journal-12063	72	15	,	,	PUNCT
american_scientific_journal-12063	72	16	and	and	CCONJ
american_scientific_journal-12063	72	17	fabric	fabric	NOUN
american_scientific_journal-12063	72	18	offers	offer	VERB
american_scientific_journal-12063	72	19	a	a	DET
american_scientific_journal-12063	72	20	balance	balance	NOUN
american_scientific_journal-12063	72	21	and	and	CCONJ
american_scientific_journal-12063	72	22	ease	ease	NOUN
american_scientific_journal-12063	72	23	of	of	ADP
american_scientific_journal-12063	72	24	integration	integration	NOUN
american_scientific_journal-12063	72	25	.	.	PUNCT
american_scientific_journal-12063	73	1	based	base	VERB
american_scientific_journal-12063	73	2	on	on	ADP
american_scientific_journal-12063	73	3	this	this	DET
american_scientific_journal-12063	73	4	analysis	analysis	NOUN
american_scientific_journal-12063	73	5	,	,	PUNCT
american_scientific_journal-12063	73	6	a	a	DET
american_scientific_journal-12063	73	7	decision	decision	NOUN
american_scientific_journal-12063	73	8	-	-	PUNCT
american_scientific_journal-12063	73	9	making	make	VERB
american_scientific_journal-12063	73	10	model	model	NOUN
american_scientific_journal-12063	73	11	in	in	ADP
american_scientific_journal-12063	73	12	the	the	DET
american_scientific_journal-12063	73	13	form	form	NOUN
american_scientific_journal-12063	73	14	of	of	ADP
american_scientific_journal-12063	73	15	a	a	DET
american_scientific_journal-12063	73	16	matrix	matrix	NOUN
american_scientific_journal-12063	73	17	can	can	AUX
american_scientific_journal-12063	73	18	be	be	AUX
american_scientific_journal-12063	73	19	proposed	propose	VERB
american_scientific_journal-12063	73	20	(	(	PUNCT
american_scientific_journal-12063	73	21	figure	figure	NOUN
american_scientific_journal-12063	73	22	4	4	NUM
american_scientific_journal-12063	73	23	)	)	PUNCT
american_scientific_journal-12063	73	24	.	.	PUNCT
american_scientific_journal-12063	74	1	this	this	DET
american_scientific_journal-12063	74	2	matrix	matrix	NOUN
american_scientific_journal-12063	74	3	maps	map	VERB
american_scientific_journal-12063	74	4	two	two	NUM
american_scientific_journal-12063	74	5	key	key	ADJ
american_scientific_journal-12063	74	6	project	project	NOUN
american_scientific_journal-12063	74	7	factors	factor	NOUN
american_scientific_journal-12063	74	8	:	:	PUNCT
american_scientific_journal-12063	74	9	the	the	DET
american_scientific_journal-12063	74	10	complexity	complexity	NOUN
american_scientific_journal-12063	74	11	of	of	ADP
american_scientific_journal-12063	74	12	the	the	DET
american_scientific_journal-12063	74	13	required	require	VERB
american_scientific_journal-12063	74	14	data	data	NOUN
american_scientific_journal-12063	74	15	transformations	transformation	NOUN
american_scientific_journal-12063	74	16	and	and	CCONJ
american_scientific_journal-12063	74	17	the	the	DET
american_scientific_journal-12063	74	18	need	need	NOUN
american_scientific_journal-12063	74	19	for	for	ADP
american_scientific_journal-12063	74	20	a	a	DET
american_scientific_journal-12063	74	21	unified	unified	ADJ
american_scientific_journal-12063	74	22	analytical	analytical	ADJ
american_scientific_journal-12063	74	23	environment	environment	NOUN
american_scientific_journal-12063	74	24	with	with	ADP
american_scientific_journal-12063	74	25	tight	tight	ADJ
american_scientific_journal-12063	74	26	integration	integration	NOUN
american_scientific_journal-12063	74	27	with	with	ADP
american_scientific_journal-12063	74	28	business	business	NOUN
american_scientific_journal-12063	74	29	intelligence	intelligence	NOUN
american_scientific_journal-12063	74	30	(	(	PUNCT
american_scientific_journal-12063	74	31	bi	bi	NOUN
american_scientific_journal-12063	74	32	)	)	PUNCT
american_scientific_journal-12063	74	33	tools	tool	NOUN
american_scientific_journal-12063	74	34	.	.	PUNCT
american_scientific_journal-12063	75	1	american	american	ADJ
american_scientific_journal-12063	75	2	academic	academic	ADJ
american_scientific_journal-12063	75	3	scientific	scientific	ADJ
american_scientific_journal-12063	75	4	research	research	NOUN
american_scientific_journal-12063	75	5	journal	journal	NOUN
american_scientific_journal-12063	75	6	for	for	ADP
american_scientific_journal-12063	75	7	engineering	engineering	NOUN
american_scientific_journal-12063	75	8	,	,	PUNCT
american_scientific_journal-12063	75	9	technology	technology	NOUN
american_scientific_journal-12063	75	10	,	,	PUNCT
american_scientific_journal-12063	75	11	and	and	CCONJ
american_scientific_journal-12063	75	12	sciences	science	NOUN
american_scientific_journal-12063	75	13	(	(	PUNCT
american_scientific_journal-12063	75	14	asrjets	asrjet	NOUN
american_scientific_journal-12063	75	15	)	)	PUNCT
american_scientific_journal-12063	75	16	volume	volume	NOUN
american_scientific_journal-12063	75	17	103	103	NUM
american_scientific_journal-12063	75	18	,	,	PUNCT
american_scientific_journal-12063	75	19	no	no	DET
american_scientific_journal-12063	75	20	1	1	NUM
american_scientific_journal-12063	75	21	,	,	PUNCT
american_scientific_journal-12063	75	22	pp	pp	ADV
american_scientific_journal-12063	75	23	248	248	NUM
american_scientific_journal-12063	75	24	-	-	SYM
american_scientific_journal-12063	75	25	258	258	NUM
american_scientific_journal-12063	75	26	255	255	NUM
american_scientific_journal-12063	75	27	table	table	NOUN
american_scientific_journal-12063	75	28	1	1	NUM
american_scientific_journal-12063	75	29	:	:	PUNCT
american_scientific_journal-12063	75	30	comparative	comparative	ADJ
american_scientific_journal-12063	75	31	analysis	analysis	NOUN
american_scientific_journal-12063	75	32	of	of	ADP
american_scientific_journal-12063	75	33	etl	etl	NOUN
american_scientific_journal-12063	75	34	automation	automation	NOUN
american_scientific_journal-12063	75	35	tools	tool	NOUN
american_scientific_journal-12063	75	36	in	in	ADP
american_scientific_journal-12063	75	37	azure	azure	NOUN
american_scientific_journal-12063	75	38	[	[	X
american_scientific_journal-12063	75	39	4	4	NUM
american_scientific_journal-12063	75	40	,	,	PUNCT
american_scientific_journal-12063	75	41	6	6	NUM
american_scientific_journal-12063	75	42	,	,	PUNCT
american_scientific_journal-12063	75	43	7	7	NUM
american_scientific_journal-12063	75	44	,	,	PUNCT
american_scientific_journal-12063	75	45	9	9	NUM
american_scientific_journal-12063	75	46	]	]	SYM
american_scientific_journal-12063	75	47	parameter	parameter	NOUN
american_scientific_journal-12063	75	48	azure	azure	NOUN
american_scientific_journal-12063	75	49	data	datum	NOUN
american_scientific_journal-12063	75	50	factory	factory	NOUN
american_scientific_journal-12063	75	51	(	(	PUNCT
american_scientific_journal-12063	75	52	adf	adf	NOUN
american_scientific_journal-12063	75	53	)	)	PUNCT
american_scientific_journal-12063	75	54	azure	azure	PROPN
american_scientific_journal-12063	75	55	databricks	databrick	NOUN
american_scientific_journal-12063	75	56	microsoft	microsoft	PROPN
american_scientific_journal-12063	75	57	fabric	fabric	PROPN
american_scientific_journal-12063	75	58	main	main	ADJ
american_scientific_journal-12063	75	59	scenario	scenario	NOUN
american_scientific_journal-12063	75	60	data	datum	NOUN
american_scientific_journal-12063	75	61	orchestration	orchestration	NOUN
american_scientific_journal-12063	75	62	,	,	PUNCT
american_scientific_journal-12063	75	63	simple	simple	ADJ
american_scientific_journal-12063	75	64	elt	elt	NOUN
american_scientific_journal-12063	75	65	operations	operation	NOUN
american_scientific_journal-12063	75	66	,	,	PUNCT
american_scientific_journal-12063	75	67	low	low	ADJ
american_scientific_journal-12063	75	68	-	-	PUNCT
american_scientific_journal-12063	75	69	code	code	NOUN
american_scientific_journal-12063	75	70	development	development	NOUN
american_scientific_journal-12063	75	71	.	.	PUNCT
american_scientific_journal-12063	76	1	large	large	ADJ
american_scientific_journal-12063	76	2	-	-	PUNCT
american_scientific_journal-12063	76	3	scale	scale	NOUN
american_scientific_journal-12063	76	4	big	big	ADJ
american_scientific_journal-12063	76	5	data	datum	NOUN
american_scientific_journal-12063	76	6	processing	processing	NOUN
american_scientific_journal-12063	76	7	,	,	PUNCT
american_scientific_journal-12063	76	8	complex	complex	ADJ
american_scientific_journal-12063	76	9	transformations	transformation	NOUN
american_scientific_journal-12063	76	10	,	,	PUNCT
american_scientific_journal-12063	76	11	ml	ml	NOUN
american_scientific_journal-12063	76	12	/	/	SYM
american_scientific_journal-12063	76	13	ai	ai	VERB
american_scientific_journal-12063	76	14	.	.	NOUN
american_scientific_journal-12063	76	15	unified	unified	ADJ
american_scientific_journal-12063	76	16	analytics	analytic	NOUN
american_scientific_journal-12063	76	17	from	from	ADP
american_scientific_journal-12063	76	18	ingestion	ingestion	NOUN
american_scientific_journal-12063	76	19	to	to	ADP
american_scientific_journal-12063	76	20	bi	bi	NOUN
american_scientific_journal-12063	76	21	,	,	PUNCT
american_scientific_journal-12063	76	22	collaboration	collaboration	NOUN
american_scientific_journal-12063	76	23	,	,	PUNCT
american_scientific_journal-12063	76	24	lakehouse	lakehouse	NOUN
american_scientific_journal-12063	76	25	.	.	PUNCT
american_scientific_journal-12063	77	1	required	require	VERB
american_scientific_journal-12063	77	2	skills	skill	NOUN
american_scientific_journal-12063	77	3	visual	visual	ADJ
american_scientific_journal-12063	77	4	interface	interface	NOUN
american_scientific_journal-12063	77	5	,	,	PUNCT
american_scientific_journal-12063	77	6	sql	sql	NOUN
american_scientific_journal-12063	77	7	knowledge	knowledge	NOUN
american_scientific_journal-12063	77	8	.	.	PUNCT
american_scientific_journal-12063	78	1	low	low	ADJ
american_scientific_journal-12063	78	2	entry	entry	NOUN
american_scientific_journal-12063	78	3	barrier	barrier	NOUN
american_scientific_journal-12063	78	4	.	.	PUNCT
american_scientific_journal-12063	79	1	programming	programming	NOUN
american_scientific_journal-12063	79	2	(	(	PUNCT
american_scientific_journal-12063	79	3	python	python	NOUN
american_scientific_journal-12063	79	4	/	/	SYM
american_scientific_journal-12063	79	5	pyspark	pyspark	NOUN
american_scientific_journal-12063	79	6	,	,	PUNCT
american_scientific_journal-12063	79	7	scala	scala	PROPN
american_scientific_journal-12063	79	8	)	)	PUNCT
american_scientific_journal-12063	79	9	,	,	PUNCT
american_scientific_journal-12063	79	10	apache	apache	NOUN
american_scientific_journal-12063	79	11	spark	spark	NOUN
american_scientific_journal-12063	79	12	,	,	PUNCT
american_scientific_journal-12063	79	13	data	datum	NOUN
american_scientific_journal-12063	79	14	engineering	engineering	NOUN
american_scientific_journal-12063	79	15	.	.	PUNCT
american_scientific_journal-12063	80	1	mixed	mixed	ADJ
american_scientific_journal-12063	80	2	:	:	PUNCT
american_scientific_journal-12063	80	3	visual	visual	ADJ
american_scientific_journal-12063	80	4	interface	interface	NOUN
american_scientific_journal-12063	80	5	+	+	CCONJ
american_scientific_journal-12063	80	6	spark	spark	NOUN
american_scientific_journal-12063	80	7	/	/	SYM
american_scientific_journal-12063	80	8	sql	sql	NOUN
american_scientific_journal-12063	80	9	knowledge	knowledge	NOUN
american_scientific_journal-12063	80	10	.	.	PUNCT
american_scientific_journal-12063	81	1	simplified	simplified	ADJ
american_scientific_journal-12063	81	2	onboarding	onboarding	NOUN
american_scientific_journal-12063	81	3	.	.	PUNCT
american_scientific_journal-12063	82	1	performance	performance	NOUN
american_scientific_journal-12063	82	2	limited	limit	VERB
american_scientific_journal-12063	82	3	for	for	ADP
american_scientific_journal-12063	82	4	complex	complex	ADJ
american_scientific_journal-12063	82	5	transformations	transformation	NOUN
american_scientific_journal-12063	82	6	(	(	PUNCT
american_scientific_journal-12063	82	7	uses	use	VERB
american_scientific_journal-12063	82	8	mapping	mapping	NOUN
american_scientific_journal-12063	82	9	data	datum	NOUN
american_scientific_journal-12063	82	10	flows	flow	NOUN
american_scientific_journal-12063	82	11	based	base	VERB
american_scientific_journal-12063	82	12	on	on	ADP
american_scientific_journal-12063	82	13	spark	spark	NOUN
american_scientific_journal-12063	82	14	,	,	PUNCT
american_scientific_journal-12063	82	15	but	but	CCONJ
american_scientific_journal-12063	82	16	with	with	ADP
american_scientific_journal-12063	82	17	less	less	ADJ
american_scientific_journal-12063	82	18	flexibility	flexibility	NOUN
american_scientific_journal-12063	82	19	)	)	PUNCT
american_scientific_journal-12063	82	20	.	.	PUNCT
american_scientific_journal-12063	83	1	highest	high	ADJ
american_scientific_journal-12063	83	2	,	,	PUNCT
american_scientific_journal-12063	83	3	fine	fine	ADV
american_scientific_journal-12063	83	4	-	-	PUNCT
american_scientific_journal-12063	83	5	tuned	tune	VERB
american_scientific_journal-12063	83	6	spark	spark	NOUN
american_scientific_journal-12063	83	7	clusters	cluster	NOUN
american_scientific_journal-12063	83	8	for	for	ADP
american_scientific_journal-12063	83	9	maximum	maximum	ADJ
american_scientific_journal-12063	83	10	performance	performance	NOUN
american_scientific_journal-12063	83	11	.	.	PUNCT
american_scientific_journal-12063	84	1	high	high	ADJ
american_scientific_journal-12063	84	2	(	(	PUNCT
american_scientific_journal-12063	84	3	uses	use	VERB
american_scientific_journal-12063	84	4	optimized	optimize	VERB
american_scientific_journal-12063	84	5	spark	spark	NOUN
american_scientific_journal-12063	84	6	)	)	PUNCT
american_scientific_journal-12063	84	7	,	,	PUNCT
american_scientific_journal-12063	84	8	but	but	CCONJ
american_scientific_journal-12063	84	9	may	may	AUX
american_scientific_journal-12063	84	10	lag	lag	VERB
american_scientific_journal-12063	84	11	behind	behind	ADV
american_scientific_journal-12063	84	12	a	a	DET
american_scientific_journal-12063	84	13	finely	finely	ADV
american_scientific_journal-12063	84	14	tuned	tune	VERB
american_scientific_journal-12063	84	15	databricks	databrick	NOUN
american_scientific_journal-12063	84	16	.	.	PUNCT
american_scientific_journal-12063	85	1	cost	cost	NOUN
american_scientific_journal-12063	85	2	model	model	NOUN
american_scientific_journal-12063	85	3	pay	pay	VERB
american_scientific_journal-12063	85	4	-	-	PUNCT
american_scientific_journal-12063	85	5	per	per	ADP
american_scientific_journal-12063	85	6	-	-	PUNCT
american_scientific_journal-12063	85	7	activity	activity	NOUN
american_scientific_journal-12063	85	8	execution	execution	NOUN
american_scientific_journal-12063	85	9	,	,	PUNCT
american_scientific_journal-12063	85	10	integration	integration	NOUN
american_scientific_journal-12063	85	11	runtime	runtime	NOUN
american_scientific_journal-12063	85	12	hours	hour	NOUN
american_scientific_journal-12063	85	13	.	.	PUNCT
american_scientific_journal-12063	86	1	pay	pay	VERB
american_scientific_journal-12063	86	2	-	-	PUNCT
american_scientific_journal-12063	86	3	per	per	ADP
american_scientific_journal-12063	86	4	-	-	PUNCT
american_scientific_journal-12063	86	5	cluster	cluster	NOUN
american_scientific_journal-12063	86	6	runtime	runtime	NOUN
american_scientific_journal-12063	86	7	(	(	PUNCT
american_scientific_journal-12063	86	8	dbu	dbu	PROPN
american_scientific_journal-12063	86	9	–	–	PUNCT
american_scientific_journal-12063	86	10	databricks	databrick	NOUN
american_scientific_journal-12063	86	11	unit	unit	NOUN
american_scientific_journal-12063	86	12	)	)	PUNCT
american_scientific_journal-12063	86	13	.	.	PUNCT
american_scientific_journal-12063	87	1	requires	require	VERB
american_scientific_journal-12063	87	2	monitoring	monitor	VERB
american_scientific_journal-12063	87	3	.	.	PUNCT
american_scientific_journal-12063	88	1	single	single	ADJ
american_scientific_journal-12063	88	2	capacity	capacity	NOUN
american_scientific_journal-12063	88	3	-	-	PUNCT
american_scientific_journal-12063	88	4	based	base	VERB
american_scientific_journal-12063	88	5	model	model	NOUN
american_scientific_journal-12063	88	6	(	(	PUNCT
american_scientific_journal-12063	88	7	capacity	capacity	NOUN
american_scientific_journal-12063	88	8	units	unit	NOUN
american_scientific_journal-12063	88	9	)	)	PUNCT
american_scientific_journal-12063	88	10	.	.	PUNCT
american_scientific_journal-12063	89	1	more	more	ADV
american_scientific_journal-12063	89	2	predictable	predictable	ADJ
american_scientific_journal-12063	89	3	.	.	PUNCT
american_scientific_journal-12063	90	1	integration	integration	NOUN
american_scientific_journal-12063	90	2	excellent	excellent	ADJ
american_scientific_journal-12063	90	3	with	with	ADP
american_scientific_journal-12063	90	4	sources	source	NOUN
american_scientific_journal-12063	90	5	,	,	PUNCT
american_scientific_journal-12063	90	6	but	but	CCONJ
american_scientific_journal-12063	90	7	requires	require	VERB
american_scientific_journal-12063	90	8	manual	manual	ADJ
american_scientific_journal-12063	90	9	integration	integration	NOUN
american_scientific_journal-12063	90	10	with	with	ADP
american_scientific_journal-12063	90	11	other	other	ADJ
american_scientific_journal-12063	90	12	services	service	NOUN
american_scientific_journal-12063	90	13	(	(	PUNCT
american_scientific_journal-12063	90	14	databricks	databrick	NOUN
american_scientific_journal-12063	90	15	,	,	PUNCT
american_scientific_journal-12063	90	16	synapse	synapse	NOUN
american_scientific_journal-12063	90	17	)	)	PUNCT
american_scientific_journal-12063	90	18	.	.	PUNCT
american_scientific_journal-12063	91	1	native	native	ADJ
american_scientific_journal-12063	91	2	integration	integration	NOUN
american_scientific_journal-12063	91	3	with	with	ADP
american_scientific_journal-12063	91	4	data	data	NOUN
american_scientific_journal-12063	91	5	lake	lake	NOUN
american_scientific_journal-12063	91	6	,	,	PUNCT
american_scientific_journal-12063	91	7	but	but	CCONJ
american_scientific_journal-12063	91	8	requires	require	VERB
american_scientific_journal-12063	91	9	setup	setup	NOUN
american_scientific_journal-12063	91	10	for	for	ADP
american_scientific_journal-12063	91	11	connectivity	connectivity	NOUN
american_scientific_journal-12063	91	12	to	to	ADP
american_scientific_journal-12063	91	13	other	other	ADJ
american_scientific_journal-12063	91	14	services	service	NOUN
american_scientific_journal-12063	91	15	.	.	PUNCT
american_scientific_journal-12063	92	1	seamless	seamless	ADJ
american_scientific_journal-12063	92	2	internal	internal	ADJ
american_scientific_journal-12063	92	3	integration	integration	NOUN
american_scientific_journal-12063	92	4	of	of	ADP
american_scientific_journal-12063	92	5	all	all	DET
american_scientific_journal-12063	92	6	components	component	NOUN
american_scientific_journal-12063	92	7	.	.	PUNCT
american_scientific_journal-12063	93	1	unified	unify	VERB
american_scientific_journal-12063	93	2	interface	interface	NOUN
american_scientific_journal-12063	93	3	.	.	PUNCT
american_scientific_journal-12063	94	1	ai	ai	VERB
american_scientific_journal-12063	94	2	/	/	SYM
american_scientific_journal-12063	94	3	ml	ml	NOUN
american_scientific_journal-12063	94	4	integration	integration	NOUN
american_scientific_journal-12063	94	5	limited	limit	VERB
american_scientific_journal-12063	94	6	(	(	PUNCT
american_scientific_journal-12063	94	7	execution	execution	NOUN
american_scientific_journal-12063	94	8	of	of	ADP
american_scientific_journal-12063	94	9	azure	azure	NOUN
american_scientific_journal-12063	94	10	ml	ml	ADP
american_scientific_journal-12063	94	11	pipelines	pipeline	NOUN
american_scientific_journal-12063	94	12	)	)	PUNCT
american_scientific_journal-12063	94	13	.	.	PUNCT
american_scientific_journal-12063	95	1	best	good	ADJ
american_scientific_journal-12063	95	2	-	-	PUNCT
american_scientific_journal-12063	95	3	in	in	ADP
american_scientific_journal-12063	95	4	-	-	PUNCT
american_scientific_journal-12063	95	5	class	class	NOUN
american_scientific_journal-12063	95	6	.	.	PUNCT
american_scientific_journal-12063	96	1	native	native	ADJ
american_scientific_journal-12063	96	2	mlflow	mlflow	PROPN
american_scientific_journal-12063	96	3	support	support	NOUN
american_scientific_journal-12063	96	4	,	,	PUNCT
american_scientific_journal-12063	96	5	integration	integration	NOUN
american_scientific_journal-12063	96	6	with	with	ADP
american_scientific_journal-12063	96	7	azure	azure	NOUN
american_scientific_journal-12063	96	8	ai	ai	PROPN
american_scientific_journal-12063	96	9	studio	studio	NOUN
american_scientific_journal-12063	96	10	.	.	PUNCT
american_scientific_journal-12063	97	1	deep	deep	ADJ
american_scientific_journal-12063	97	2	expertise	expertise	NOUN
american_scientific_journal-12063	97	3	in	in	ADP
american_scientific_journal-12063	97	4	model	model	NOUN
american_scientific_journal-12063	97	5	building	building	NOUN
american_scientific_journal-12063	97	6	with	with	ADP
american_scientific_journal-12063	97	7	keras	keras	PROPN
american_scientific_journal-12063	97	8	,	,	PUNCT
american_scientific_journal-12063	97	9	tensorflow	tensorflow	NOUN
american_scientific_journal-12063	97	10	,	,	PUNCT
american_scientific_journal-12063	97	11	scikit	scikit	NOUN
american_scientific_journal-12063	97	12	-	-	PUNCT
american_scientific_journal-12063	97	13	learn	learn	VERB
american_scientific_journal-12063	97	14	integrated	integrated	ADJ
american_scientific_journal-12063	97	15	capabilities	capability	NOUN
american_scientific_journal-12063	97	16	,	,	PUNCT
american_scientific_journal-12063	97	17	including	include	VERB
american_scientific_journal-12063	97	18	copilot	copilot	NOUN
american_scientific_journal-12063	97	19	.	.	PUNCT
american_scientific_journal-12063	98	1	simplifies	simplifie	NOUN
american_scientific_journal-12063	98	2	ai	ai	VERB
american_scientific_journal-12063	98	3	adoption	adoption	NOUN
american_scientific_journal-12063	98	4	.	.	PUNCT
american_scientific_journal-12063	99	1	american	american	ADJ
american_scientific_journal-12063	99	2	academic	academic	ADJ
american_scientific_journal-12063	99	3	scientific	scientific	ADJ
american_scientific_journal-12063	99	4	research	research	NOUN
american_scientific_journal-12063	99	5	journal	journal	NOUN
american_scientific_journal-12063	99	6	for	for	ADP
american_scientific_journal-12063	99	7	engineering	engineering	NOUN
american_scientific_journal-12063	99	8	,	,	PUNCT
american_scientific_journal-12063	99	9	technology	technology	NOUN
american_scientific_journal-12063	99	10	,	,	PUNCT
american_scientific_journal-12063	99	11	and	and	CCONJ
american_scientific_journal-12063	99	12	sciences	science	NOUN
american_scientific_journal-12063	99	13	(	(	PUNCT
american_scientific_journal-12063	99	14	asrjets	asrjet	NOUN
american_scientific_journal-12063	99	15	)	)	PUNCT
american_scientific_journal-12063	99	16	volume	volume	NOUN
american_scientific_journal-12063	99	17	103	103	NUM
american_scientific_journal-12063	99	18	,	,	PUNCT
american_scientific_journal-12063	99	19	no	no	DET
american_scientific_journal-12063	99	20	1	1	NUM
american_scientific_journal-12063	99	21	,	,	PUNCT
american_scientific_journal-12063	99	22	pp	pp	ADV
american_scientific_journal-12063	99	23	248	248	NUM
american_scientific_journal-12063	99	24	-	-	SYM
american_scientific_journal-12063	99	25	258	258	NUM
american_scientific_journal-12063	99	26	256	256	NUM
american_scientific_journal-12063	99	27	figure	figure	NOUN
american_scientific_journal-12063	99	28	4	4	NUM
american_scientific_journal-12063	99	29	:	:	PUNCT
american_scientific_journal-12063	99	30	decision	decision	NOUN
american_scientific_journal-12063	99	31	matrix	matrix	NOUN
american_scientific_journal-12063	99	32	for	for	ADP
american_scientific_journal-12063	99	33	choosing	choose	VERB
american_scientific_journal-12063	99	34	an	an	DET
american_scientific_journal-12063	99	35	etl	etl	NOUN
american_scientific_journal-12063	99	36	automation	automation	NOUN
american_scientific_journal-12063	99	37	tool	tool	NOUN
american_scientific_journal-12063	99	38	in	in	ADP
american_scientific_journal-12063	99	39	azure	azure	NOUN
american_scientific_journal-12063	99	40	[	[	X
american_scientific_journal-12063	99	41	4	4	NUM
american_scientific_journal-12063	99	42	,	,	PUNCT
american_scientific_journal-12063	99	43	6,7	6,7	NUM
american_scientific_journal-12063	99	44	]	]	PUNCT
american_scientific_journal-12063	99	45	thus	thus	ADV
american_scientific_journal-12063	99	46	,	,	PUNCT
american_scientific_journal-12063	99	47	based	base	VERB
american_scientific_journal-12063	99	48	on	on	ADP
american_scientific_journal-12063	99	49	figure	figure	NOUN
american_scientific_journal-12063	99	50	4	4	NUM
american_scientific_journal-12063	99	51	,	,	PUNCT
american_scientific_journal-12063	99	52	it	it	PRON
american_scientific_journal-12063	99	53	should	should	AUX
american_scientific_journal-12063	99	54	be	be	AUX
american_scientific_journal-12063	99	55	noted	note	VERB
american_scientific_journal-12063	99	56	that	that	SCONJ
american_scientific_journal-12063	99	57	the	the	DET
american_scientific_journal-12063	99	58	axis	axis	ADJ
american_scientific_journal-12063	99	59	transformation	transformation	NOUN
american_scientific_journal-12063	99	60	complexity	complexity	NOUN
american_scientific_journal-12063	99	61	should	should	AUX
american_scientific_journal-12063	99	62	be	be	AUX
american_scientific_journal-12063	99	63	operationalized	operationalize	VERB
american_scientific_journal-12063	99	64	through	through	ADP
american_scientific_journal-12063	99	65	a	a	DET
american_scientific_journal-12063	99	66	set	set	NOUN
american_scientific_journal-12063	99	67	of	of	ADP
american_scientific_journal-12063	99	68	indicators	indicator	NOUN
american_scientific_journal-12063	99	69	:	:	PUNCT
american_scientific_journal-12063	99	70	the	the	DET
american_scientific_journal-12063	99	71	share	share	NOUN
american_scientific_journal-12063	99	72	of	of	ADP
american_scientific_journal-12063	99	73	stateful	stateful	ADJ
american_scientific_journal-12063	99	74	operations	operation	NOUN
american_scientific_journal-12063	99	75	,	,	PUNCT
american_scientific_journal-12063	99	76	sensitivity	sensitivity	NOUN
american_scientific_journal-12063	99	77	to	to	ADP
american_scientific_journal-12063	99	78	the	the	DET
american_scientific_journal-12063	99	79	quality	quality	NOUN
american_scientific_journal-12063	99	80	of	of	ADP
american_scientific_journal-12063	99	81	the	the	DET
american_scientific_journal-12063	99	82	distributed	distribute	VERB
american_scientific_journal-12063	99	83	scheduler	scheduler	NOUN
american_scientific_journal-12063	99	84	,	,	PUNCT
american_scientific_journal-12063	99	85	the	the	DET
american_scientific_journal-12063	99	86	requirement	requirement	NOUN
american_scientific_journal-12063	99	87	for	for	ADP
american_scientific_journal-12063	99	88	reusability	reusability	NOUN
american_scientific_journal-12063	99	89	of	of	ADP
american_scientific_journal-12063	99	90	code	code	NOUN
american_scientific_journal-12063	99	91	artifacts	artifact	NOUN
american_scientific_journal-12063	99	92	,	,	PUNCT
american_scientific_journal-12063	99	93	and	and	CCONJ
american_scientific_journal-12063	99	94	the	the	DET
american_scientific_journal-12063	99	95	intensity	intensity	NOUN
american_scientific_journal-12063	99	96	of	of	ADP
american_scientific_journal-12063	99	97	interaction	interaction	NOUN
american_scientific_journal-12063	99	98	with	with	ADP
american_scientific_journal-12063	99	99	external	external	ADJ
american_scientific_journal-12063	99	100	libraries	library	NOUN
american_scientific_journal-12063	99	101	.	.	PUNCT
american_scientific_journal-12063	100	1	the	the	DET
american_scientific_journal-12063	100	2	axis	axis	NOUN
american_scientific_journal-12063	100	3	need	need	NOUN
american_scientific_journal-12063	100	4	for	for	ADP
american_scientific_journal-12063	100	5	a	a	DET
american_scientific_journal-12063	100	6	unified	unified	ADJ
american_scientific_journal-12063	100	7	analytical	analytical	ADJ
american_scientific_journal-12063	100	8	environment	environment	NOUN
american_scientific_journal-12063	100	9	is	be	AUX
american_scientific_journal-12063	100	10	advisable	advisable	ADJ
american_scientific_journal-12063	100	11	to	to	PART
american_scientific_journal-12063	100	12	measure	measure	VERB
american_scientific_journal-12063	100	13	not	not	PART
american_scientific_journal-12063	100	14	only	only	ADV
american_scientific_journal-12063	100	15	by	by	ADP
american_scientific_journal-12063	100	16	the	the	DET
american_scientific_journal-12063	100	17	breadth	breadth	NOUN
american_scientific_journal-12063	100	18	of	of	ADP
american_scientific_journal-12063	100	19	the	the	DET
american_scientific_journal-12063	100	20	stack	stack	NOUN
american_scientific_journal-12063	100	21	but	but	CCONJ
american_scientific_journal-12063	100	22	also	also	ADV
american_scientific_journal-12063	100	23	by	by	ADP
american_scientific_journal-12063	100	24	coordination	coordination	NOUN
american_scientific_journal-12063	100	25	costs	cost	NOUN
american_scientific_journal-12063	100	26	between	between	ADP
american_scientific_journal-12063	100	27	teams	team	NOUN
american_scientific_journal-12063	100	28	(	(	PUNCT
american_scientific_journal-12063	100	29	the	the	DET
american_scientific_journal-12063	100	30	number	number	NOUN
american_scientific_journal-12063	100	31	of	of	ADP
american_scientific_journal-12063	100	32	integration	integration	NOUN
american_scientific_journal-12063	100	33	boundary	boundary	ADJ
american_scientific_journal-12063	100	34	touchpoints	touchpoint	NOUN
american_scientific_journal-12063	100	35	,	,	PUNCT
american_scientific_journal-12063	100	36	divergence	divergence	NOUN
american_scientific_journal-12063	100	37	of	of	ADP
american_scientific_journal-12063	100	38	access	access	NOUN
american_scientific_journal-12063	100	39	policies	policy	NOUN
american_scientific_journal-12063	100	40	,	,	PUNCT
american_scientific_journal-12063	100	41	duplication	duplication	NOUN
american_scientific_journal-12063	100	42	of	of	ADP
american_scientific_journal-12063	100	43	storage	storage	NOUN
american_scientific_journal-12063	100	44	layers	layer	NOUN
american_scientific_journal-12063	100	45	)	)	PUNCT
american_scientific_journal-12063	100	46	.	.	PUNCT
american_scientific_journal-12063	101	1	projecting	project	VERB
american_scientific_journal-12063	101	2	real	real	ADJ
american_scientific_journal-12063	101	3	projects	project	NOUN
american_scientific_journal-12063	101	4	onto	onto	ADP
american_scientific_journal-12063	101	5	this	this	DET
american_scientific_journal-12063	101	6	plane	plane	NOUN
american_scientific_journal-12063	101	7	shows	show	VERB
american_scientific_journal-12063	101	8	:	:	PUNCT
american_scientific_journal-12063	101	9	at	at	ADP
american_scientific_journal-12063	101	10	high	high	ADJ
american_scientific_journal-12063	101	11	values	value	NOUN
american_scientific_journal-12063	101	12	of	of	ADP
american_scientific_journal-12063	101	13	both	both	DET
american_scientific_journal-12063	101	14	axes	axis	NOUN
american_scientific_journal-12063	101	15	,	,	PUNCT
american_scientific_journal-12063	101	16	fabric	fabric	NOUN
american_scientific_journal-12063	101	17	minimizes	minimize	VERB
american_scientific_journal-12063	101	18	alignment	alignment	NOUN
american_scientific_journal-12063	101	19	cost	cost	NOUN
american_scientific_journal-12063	101	20	,	,	PUNCT
american_scientific_journal-12063	101	21	whereas	whereas	SCONJ
american_scientific_journal-12063	101	22	under	under	ADP
american_scientific_journal-12063	101	23	extreme	extreme	ADJ
american_scientific_journal-12063	101	24	computational	computational	ADJ
american_scientific_journal-12063	101	25	saturation	saturation	NOUN
american_scientific_journal-12063	101	26	and	and	CCONJ
american_scientific_journal-12063	101	27	moderate	moderate	ADJ
american_scientific_journal-12063	101	28	integration	integration	NOUN
american_scientific_journal-12063	101	29	connectedness	connectedness	NOUN
american_scientific_journal-12063	101	30	,	,	PUNCT
american_scientific_journal-12063	101	31	the	the	DET
american_scientific_journal-12063	101	32	advantage	advantage	NOUN
american_scientific_journal-12063	101	33	remains	remain	VERB
american_scientific_journal-12063	101	34	with	with	ADP
american_scientific_journal-12063	101	35	databricks	databrick	NOUN
american_scientific_journal-12063	101	36	under	under	ADP
american_scientific_journal-12063	101	37	adf	adf	PROPN
american_scientific_journal-12063	101	38	orchestration	orchestration	NOUN
american_scientific_journal-12063	101	39	.	.	PUNCT
american_scientific_journal-12063	102	1	the	the	DET
american_scientific_journal-12063	102	2	performance	performance	NOUN
american_scientific_journal-12063	102	3	–	–	PUNCT
american_scientific_journal-12063	102	4	cost	cost	NOUN
american_scientific_journal-12063	102	5	trade	trade	NOUN
american_scientific_journal-12063	102	6	-	-	PUNCT
american_scientific_journal-12063	102	7	off	off	NOUN
american_scientific_journal-12063	102	8	in	in	ADP
american_scientific_journal-12063	102	9	azure	azure	ADJ
american_scientific_journal-12063	102	10	manifests	manifest	NOUN
american_scientific_journal-12063	102	11	at	at	ADP
american_scientific_journal-12063	102	12	different	different	ADJ
american_scientific_journal-12063	102	13	points	point	NOUN
american_scientific_journal-12063	102	14	along	along	ADP
american_scientific_journal-12063	102	15	the	the	DET
american_scientific_journal-12063	102	16	elasticity	elasticity	NOUN
american_scientific_journal-12063	102	17	–	–	PUNCT
american_scientific_journal-12063	102	18	predictability	predictability	NOUN
american_scientific_journal-12063	102	19	curve	curve	NOUN
american_scientific_journal-12063	102	20	.	.	PUNCT
american_scientific_journal-12063	103	1	in	in	ADP
american_scientific_journal-12063	103	2	adf	adf	PROPN
american_scientific_journal-12063	103	3	,	,	PUNCT
american_scientific_journal-12063	103	4	the	the	DET
american_scientific_journal-12063	103	5	upper	upper	ADJ
american_scientific_journal-12063	103	6	bound	bound	NOUN
american_scientific_journal-12063	103	7	of	of	ADP
american_scientific_journal-12063	103	8	scaling	scaling	NOUN
american_scientific_journal-12063	103	9	is	be	AUX
american_scientific_journal-12063	103	10	constrained	constrain	VERB
american_scientific_journal-12063	103	11	by	by	ADP
american_scientific_journal-12063	103	12	the	the	DET
american_scientific_journal-12063	103	13	flexibility	flexibility	NOUN
american_scientific_journal-12063	103	14	of	of	ADP
american_scientific_journal-12063	103	15	mapping	mapping	NOUN
american_scientific_journal-12063	103	16	data	datum	NOUN
american_scientific_journal-12063	103	17	flows	flow	NOUN
american_scientific_journal-12063	103	18	and	and	CCONJ
american_scientific_journal-12063	103	19	the	the	DET
american_scientific_journal-12063	103	20	throughput	throughput	NOUN
american_scientific_journal-12063	103	21	of	of	ADP
american_scientific_journal-12063	103	22	integration	integration	NOUN
american_scientific_journal-12063	103	23	runtime	runtime	NOUN
american_scientific_journal-12063	103	24	;	;	PUNCT
american_scientific_journal-12063	103	25	in	in	ADP
american_scientific_journal-12063	103	26	the	the	DET
american_scientific_journal-12063	103	27	adf+databricks	adf+databrick	NOUN
american_scientific_journal-12063	103	28	bundle	bundle	NOUN
american_scientific_journal-12063	103	29	,	,	PUNCT
american_scientific_journal-12063	103	30	the	the	DET
american_scientific_journal-12063	103	31	key	key	ADJ
american_scientific_journal-12063	103	32	lever	lever	NOUN
american_scientific_journal-12063	103	33	is	be	AUX
american_scientific_journal-12063	103	34	job	job	NOUN
american_scientific_journal-12063	103	35	profiling	profiling	NOUN
american_scientific_journal-12063	103	36	(	(	PUNCT
american_scientific_journal-12063	103	37	cluster	cluster	NOUN
american_scientific_journal-12063	103	38	size	size	NOUN
american_scientific_journal-12063	103	39	,	,	PUNCT
american_scientific_journal-12063	103	40	auto	auto	NOUN
american_scientific_journal-12063	103	41	-	-	PUNCT
american_scientific_journal-12063	103	42	scaling	scaling	NOUN
american_scientific_journal-12063	103	43	,	,	PUNCT
american_scientific_journal-12063	103	44	american	american	ADJ
american_scientific_journal-12063	103	45	academic	academic	ADJ
american_scientific_journal-12063	103	46	scientific	scientific	ADJ
american_scientific_journal-12063	103	47	research	research	NOUN
american_scientific_journal-12063	103	48	journal	journal	NOUN
american_scientific_journal-12063	103	49	for	for	ADP
american_scientific_journal-12063	103	50	engineering	engineering	NOUN
american_scientific_journal-12063	103	51	,	,	PUNCT
american_scientific_journal-12063	103	52	technology	technology	NOUN
american_scientific_journal-12063	103	53	,	,	PUNCT
american_scientific_journal-12063	103	54	and	and	CCONJ
american_scientific_journal-12063	103	55	sciences	science	NOUN
american_scientific_journal-12063	103	56	(	(	PUNCT
american_scientific_journal-12063	103	57	asrjets	asrjet	NOUN
american_scientific_journal-12063	103	58	)	)	PUNCT
american_scientific_journal-12063	103	59	volume	volume	NOUN
american_scientific_journal-12063	103	60	103	103	NUM
american_scientific_journal-12063	103	61	,	,	PUNCT
american_scientific_journal-12063	103	62	no	no	DET
american_scientific_journal-12063	103	63	1	1	NUM
american_scientific_journal-12063	103	64	,	,	PUNCT
american_scientific_journal-12063	103	65	pp	pp	ADV
american_scientific_journal-12063	103	66	248	248	NUM
american_scientific_journal-12063	103	67	-	-	SYM
american_scientific_journal-12063	103	68	258	258	NUM
american_scientific_journal-12063	103	69	257	257	NUM
american_scientific_journal-12063	103	70	shuffle	shuffle	NOUN
american_scientific_journal-12063	103	71	caching	cache	VERB
american_scientific_journal-12063	103	72	)	)	PUNCT
american_scientific_journal-12063	103	73	and	and	CCONJ
american_scientific_journal-12063	103	74	dbu	dbu	PROPN
american_scientific_journal-12063	103	75	management	management	NOUN
american_scientific_journal-12063	103	76	discipline	discipline	NOUN
american_scientific_journal-12063	103	77	;	;	PUNCT
american_scientific_journal-12063	103	78	in	in	ADP
american_scientific_journal-12063	103	79	fabric	fabric	NOUN
american_scientific_journal-12063	103	80	,	,	PUNCT
american_scientific_journal-12063	103	81	predictability	predictability	NOUN
american_scientific_journal-12063	103	82	is	be	AUX
american_scientific_journal-12063	103	83	achieved	achieve	VERB
american_scientific_journal-12063	103	84	through	through	ADP
american_scientific_journal-12063	103	85	the	the	DET
american_scientific_journal-12063	103	86	capacity	capacity	NOUN
american_scientific_journal-12063	103	87	model	model	NOUN
american_scientific_journal-12063	103	88	and	and	CCONJ
american_scientific_journal-12063	103	89	the	the	DET
american_scientific_journal-12063	103	90	uniform	uniform	PROPN
american_scientific_journal-12063	103	91	telemetry	telemetry	PROPN
american_scientific_journal-12063	103	92	of	of	ADP
american_scientific_journal-12063	103	93	onelake	onelake	NOUN
american_scientific_journal-12063	103	94	,	,	PUNCT
american_scientific_journal-12063	103	95	however	however	ADV
american_scientific_journal-12063	103	96	for	for	ADP
american_scientific_journal-12063	103	97	narrowly	narrowly	ADV
american_scientific_journal-12063	103	98	tailored	tailor	VERB
american_scientific_journal-12063	103	99	optimization	optimization	NOUN
american_scientific_journal-12063	103	100	tasks	task	NOUN
american_scientific_journal-12063	103	101	there	there	PRON
american_scientific_journal-12063	103	102	may	may	AUX
american_scientific_journal-12063	103	103	be	be	AUX
american_scientific_journal-12063	103	104	a	a	DET
american_scientific_journal-12063	103	105	lag	lag	NOUN
american_scientific_journal-12063	103	106	behind	behind	ADP
american_scientific_journal-12063	103	107	manually	manually	ADV
american_scientific_journal-12063	103	108	tuned	tune	VERB
american_scientific_journal-12063	103	109	databricks	databrick	NOUN
american_scientific_journal-12063	103	110	clusters	cluster	NOUN
american_scientific_journal-12063	103	111	.	.	PUNCT
american_scientific_journal-12063	104	1	practically	practically	ADV
american_scientific_journal-12063	104	2	,	,	PUNCT
american_scientific_journal-12063	104	3	this	this	PRON
american_scientific_journal-12063	104	4	means	mean	VERB
american_scientific_journal-12063	104	5	the	the	DET
american_scientific_journal-12063	104	6	choice	choice	NOUN
american_scientific_journal-12063	104	7	should	should	AUX
american_scientific_journal-12063	104	8	be	be	AUX
american_scientific_journal-12063	104	9	made	make	VERB
american_scientific_journal-12063	104	10	by	by	ADP
american_scientific_journal-12063	104	11	minimizing	minimize	VERB
american_scientific_journal-12063	104	12	total	total	ADJ
american_scientific_journal-12063	104	13	cost	cost	NOUN
american_scientific_journal-12063	104	14	of	of	ADP
american_scientific_journal-12063	104	15	ownership	ownership	NOUN
american_scientific_journal-12063	104	16	:	:	PUNCT
american_scientific_journal-12063	104	17	compute	compute	NOUN
american_scientific_journal-12063	104	18	cost	cost	NOUN
american_scientific_journal-12063	104	19	+	+	CCONJ
american_scientific_journal-12063	104	20	coordination	coordination	NOUN
american_scientific_journal-12063	104	21	+	+	CCONJ
american_scientific_journal-12063	104	22	observability	observability	NOUN
american_scientific_journal-12063	104	23	+	+	CCONJ
american_scientific_journal-12063	104	24	risk	risk	NOUN
american_scientific_journal-12063	104	25	of	of	ADP
american_scientific_journal-12063	104	26	defects	defect	NOUN
american_scientific_journal-12063	104	27	under	under	ADP
american_scientific_journal-12063	104	28	schema	schema	NOUN
american_scientific_journal-12063	104	29	changes	change	NOUN
american_scientific_journal-12063	104	30	(	(	PUNCT
american_scientific_journal-12063	104	31	schema	schema	NOUN
american_scientific_journal-12063	104	32	drift	drift	NOUN
american_scientific_journal-12063	104	33	)	)	PUNCT
american_scientific_journal-12063	104	34	.	.	PUNCT
american_scientific_journal-12063	105	1	finally	finally	ADV
american_scientific_journal-12063	105	2	,	,	PUNCT
american_scientific_journal-12063	105	3	migration	migration	NOUN
american_scientific_journal-12063	105	4	scenarios	scenario	NOUN
american_scientific_journal-12063	105	5	are	be	AUX
american_scientific_journal-12063	105	6	reasonably	reasonably	ADV
american_scientific_journal-12063	105	7	formalized	formalize	VERB
american_scientific_journal-12063	105	8	as	as	ADP
american_scientific_journal-12063	105	9	a	a	DET
american_scientific_journal-12063	105	10	stepwise	stepwise	ADJ
american_scientific_journal-12063	105	11	transition	transition	NOUN
american_scientific_journal-12063	105	12	:	:	PUNCT
american_scientific_journal-12063	106	1	1	1	X
american_scientific_journal-12063	106	2	.	.	X
american_scientific_journal-12063	106	3	identification	identification	NOUN
american_scientific_journal-12063	106	4	of	of	ADP
american_scientific_journal-12063	106	5	hot	hot	ADJ
american_scientific_journal-12063	106	6	data	datum	NOUN
american_scientific_journal-12063	106	7	paths	path	NOUN
american_scientific_journal-12063	106	8	and	and	CCONJ
american_scientific_journal-12063	106	9	their	their	PRON
american_scientific_journal-12063	106	10	dependencies	dependency	NOUN
american_scientific_journal-12063	106	11	;	;	PUNCT
american_scientific_journal-12063	106	12	2	2	X
american_scientific_journal-12063	106	13	.	.	X
american_scientific_journal-12063	106	14	alignment	alignment	NOUN
american_scientific_journal-12063	106	15	of	of	ADP
american_scientific_journal-12063	106	16	security	security	NOUN
american_scientific_journal-12063	106	17	policies	policy	NOUN
american_scientific_journal-12063	106	18	and	and	CCONJ
american_scientific_journal-12063	106	19	data	datum	NOUN
american_scientific_journal-12063	106	20	lineage	lineage	NOUN
american_scientific_journal-12063	106	21	;	;	PUNCT
american_scientific_journal-12063	106	22	3	3	X
american_scientific_journal-12063	106	23	.	.	NOUN
american_scientific_journal-12063	106	24	phased	phase	VERB
american_scientific_journal-12063	106	25	consolidation	consolidation	NOUN
american_scientific_journal-12063	106	26	of	of	ADP
american_scientific_journal-12063	106	27	artifacts	artifact	NOUN
american_scientific_journal-12063	106	28	into	into	ADP
american_scientific_journal-12063	106	29	onelake	onelake	NOUN
american_scientific_journal-12063	106	30	and	and	CCONJ
american_scientific_journal-12063	106	31	unification	unification	NOUN
american_scientific_journal-12063	106	32	of	of	ADP
american_scientific_journal-12063	106	33	observability	observability	NOUN
american_scientific_journal-12063	106	34	pipelines	pipeline	NOUN
american_scientific_journal-12063	106	35	;	;	PUNCT
american_scientific_journal-12063	106	36	4	4	X
american_scientific_journal-12063	106	37	.	.	X
american_scientific_journal-12063	106	38	migration	migration	NOUN
american_scientific_journal-12063	106	39	of	of	ADP
american_scientific_journal-12063	106	40	computationally	computationally	ADV
american_scientific_journal-12063	106	41	heavy	heavy	ADJ
american_scientific_journal-12063	106	42	steps	step	NOUN
american_scientific_journal-12063	106	43	with	with	ADP
american_scientific_journal-12063	106	44	an	an	DET
american_scientific_journal-12063	106	45	assessment	assessment	NOUN
american_scientific_journal-12063	106	46	of	of	ADP
american_scientific_journal-12063	106	47	the	the	DET
american_scientific_journal-12063	106	48	benefit	benefit	NOUN
american_scientific_journal-12063	106	49	.	.	PUNCT
american_scientific_journal-12063	107	1	such	such	DET
american_scientific_journal-12063	107	2	a	a	DET
american_scientific_journal-12063	107	3	strategy	strategy	NOUN
american_scientific_journal-12063	107	4	reduces	reduce	VERB
american_scientific_journal-12063	107	5	operational	operational	ADJ
american_scientific_journal-12063	107	6	risk	risk	NOUN
american_scientific_journal-12063	107	7	and	and	CCONJ
american_scientific_journal-12063	107	8	increases	increase	VERB
american_scientific_journal-12063	107	9	the	the	DET
american_scientific_journal-12063	107	10	reproducibility	reproducibility	NOUN
american_scientific_journal-12063	107	11	and	and	CCONJ
american_scientific_journal-12063	107	12	manageability	manageability	NOUN
american_scientific_journal-12063	107	13	of	of	ADP
american_scientific_journal-12063	107	14	pipelines	pipeline	NOUN
american_scientific_journal-12063	107	15	under	under	ADP
american_scientific_journal-12063	107	16	conditions	condition	NOUN
american_scientific_journal-12063	107	17	of	of	ADP
american_scientific_journal-12063	107	18	the	the	DET
american_scientific_journal-12063	107	19	continuous	continuous	ADJ
american_scientific_journal-12063	107	20	evolution	evolution	NOUN
american_scientific_journal-12063	107	21	of	of	ADP
american_scientific_journal-12063	107	22	azure	azure	ADJ
american_scientific_journal-12063	107	23	services	service	NOUN
american_scientific_journal-12063	107	24	.	.	PUNCT
american_scientific_journal-12063	108	1	4	4	X
american_scientific_journal-12063	108	2	.	.	X
american_scientific_journal-12063	108	3	conclusion	conclusion	NOUN
american_scientific_journal-12063	108	4	within	within	ADP
american_scientific_journal-12063	108	5	the	the	DET
american_scientific_journal-12063	108	6	scope	scope	NOUN
american_scientific_journal-12063	108	7	of	of	ADP
american_scientific_journal-12063	108	8	this	this	DET
american_scientific_journal-12063	108	9	work	work	NOUN
american_scientific_journal-12063	108	10	,	,	PUNCT
american_scientific_journal-12063	108	11	three	three	NUM
american_scientific_journal-12063	108	12	successive	successive	ADJ
american_scientific_journal-12063	108	13	stages	stage	NOUN
american_scientific_journal-12063	108	14	of	of	ADP
american_scientific_journal-12063	108	15	architectural	architectural	ADJ
american_scientific_journal-12063	108	16	development	development	NOUN
american_scientific_journal-12063	108	17	were	be	AUX
american_scientific_journal-12063	108	18	identified	identify	VERB
american_scientific_journal-12063	108	19	:	:	PUNCT
american_scientific_journal-12063	108	20	at	at	ADP
american_scientific_journal-12063	108	21	the	the	DET
american_scientific_journal-12063	108	22	first	first	ADJ
american_scientific_journal-12063	108	23	stageazure	stageazure	NOUN
american_scientific_journal-12063	108	24	data	datum	NOUN
american_scientific_journal-12063	108	25	factory	factory	NOUN
american_scientific_journal-12063	108	26	serves	serve	VERB
american_scientific_journal-12063	108	27	as	as	ADP
american_scientific_journal-12063	108	28	the	the	DET
american_scientific_journal-12063	108	29	central	central	ADJ
american_scientific_journal-12063	108	30	orchestrator	orchestrator	NOUN
american_scientific_journal-12063	108	31	;	;	PUNCT
american_scientific_journal-12063	108	32	at	at	ADP
american_scientific_journal-12063	108	33	the	the	DET
american_scientific_journal-12063	108	34	second	second	ADJ
american_scientific_journal-12063	108	35	stagehybrid	stagehybrid	NOUN
american_scientific_journal-12063	108	36	solutions	solution	NOUN
american_scientific_journal-12063	108	37	are	be	AUX
american_scientific_journal-12063	108	38	formed	form	VERB
american_scientific_journal-12063	108	39	in	in	ADP
american_scientific_journal-12063	108	40	which	which	PRON
american_scientific_journal-12063	108	41	azure	azure	NOUN
american_scientific_journal-12063	108	42	databricks	databrick	NOUN
american_scientific_journal-12063	108	43	is	be	AUX
american_scientific_journal-12063	108	44	engaged	engage	VERB
american_scientific_journal-12063	108	45	to	to	PART
american_scientific_journal-12063	108	46	process	process	VERB
american_scientific_journal-12063	108	47	complex	complex	ADJ
american_scientific_journal-12063	108	48	computational	computational	ADJ
american_scientific_journal-12063	108	49	tasks	task	NOUN
american_scientific_journal-12063	108	50	;	;	PUNCT
american_scientific_journal-12063	108	51	at	at	ADP
american_scientific_journal-12063	108	52	the	the	DET
american_scientific_journal-12063	108	53	third	third	ADJ
american_scientific_journal-12063	108	54	and	and	CCONJ
american_scientific_journal-12063	108	55	current	current	ADJ
american_scientific_journal-12063	108	56	stagefull	stagefull	NOUN
american_scientific_journal-12063	108	57	consolidation	consolidation	NOUN
american_scientific_journal-12063	108	58	of	of	ADP
american_scientific_journal-12063	108	59	all	all	DET
american_scientific_journal-12063	108	60	components	component	NOUN
american_scientific_journal-12063	108	61	within	within	ADP
american_scientific_journal-12063	108	62	the	the	DET
american_scientific_journal-12063	108	63	microsoft	microsoft	PROPN
american_scientific_journal-12063	108	64	fabric	fabric	PROPN
american_scientific_journal-12063	108	65	environment	environment	NOUN
american_scientific_journal-12063	108	66	is	be	AUX
american_scientific_journal-12063	108	67	achieved	achieve	VERB
american_scientific_journal-12063	108	68	.	.	PUNCT
american_scientific_journal-12063	109	1	the	the	DET
american_scientific_journal-12063	109	2	primary	primary	ADJ
american_scientific_journal-12063	109	3	factors	factor	NOUN
american_scientific_journal-12063	109	4	underpinning	underpin	VERB
american_scientific_journal-12063	109	5	this	this	DET
american_scientific_journal-12063	109	6	transformation	transformation	NOUN
american_scientific_journal-12063	109	7	are	be	AUX
american_scientific_journal-12063	109	8	the	the	DET
american_scientific_journal-12063	109	9	aim	aim	NOUN
american_scientific_journal-12063	109	10	to	to	PART
american_scientific_journal-12063	109	11	reduce	reduce	VERB
american_scientific_journal-12063	109	12	the	the	DET
american_scientific_journal-12063	109	13	complexity	complexity	NOUN
american_scientific_journal-12063	109	14	of	of	ADP
american_scientific_journal-12063	109	15	managing	manage	VERB
american_scientific_journal-12063	109	16	heterogeneous	heterogeneous	ADJ
american_scientific_journal-12063	109	17	solutions	solution	NOUN
american_scientific_journal-12063	109	18	,	,	PUNCT
american_scientific_journal-12063	109	19	expand	expand	VERB
american_scientific_journal-12063	109	20	user	user	NOUN
american_scientific_journal-12063	109	21	capabilities	capability	NOUN
american_scientific_journal-12063	109	22	through	through	ADP
american_scientific_journal-12063	109	23	low	low	ADJ
american_scientific_journal-12063	109	24	-	-	PUNCT
american_scientific_journal-12063	109	25	code	code	NOUN
american_scientific_journal-12063	109	26	tools	tool	NOUN
american_scientific_journal-12063	109	27	and	and	CCONJ
american_scientific_journal-12063	109	28	provide	provide	VERB
american_scientific_journal-12063	109	29	business	business	NOUN
american_scientific_journal-12063	109	30	with	with	ADP
american_scientific_journal-12063	109	31	accelerated	accelerate	VERB
american_scientific_journal-12063	109	32	integrated	integrate	VERB
american_scientific_journal-12063	109	33	access	access	NOUN
american_scientific_journal-12063	109	34	to	to	ADP
american_scientific_journal-12063	109	35	realtime	realtime	VERB
american_scientific_journal-12063	109	36	analytics	analytic	NOUN
american_scientific_journal-12063	109	37	a	a	DET
american_scientific_journal-12063	109	38	limitation	limitation	NOUN
american_scientific_journal-12063	109	39	of	of	ADP
american_scientific_journal-12063	109	40	the	the	DET
american_scientific_journal-12063	109	41	present	present	ADJ
american_scientific_journal-12063	109	42	work	work	NOUN
american_scientific_journal-12063	109	43	is	be	AUX
american_scientific_journal-12063	109	44	the	the	DET
american_scientific_journal-12063	109	45	rapid	rapid	ADJ
american_scientific_journal-12063	109	46	pace	pace	NOUN
american_scientific_journal-12063	109	47	of	of	ADP
american_scientific_journal-12063	109	48	evolution	evolution	NOUN
american_scientific_journal-12063	109	49	of	of	ADP
american_scientific_journal-12063	109	50	cloud	cloud	NOUN
american_scientific_journal-12063	109	51	services	service	NOUN
american_scientific_journal-12063	109	52	which	which	PRON
american_scientific_journal-12063	109	53	can	can	AUX
american_scientific_journal-12063	109	54	in	in	ADP
american_scientific_journal-12063	109	55	a	a	DET
american_scientific_journal-12063	109	56	short	short	ADJ
american_scientific_journal-12063	109	57	time	time	NOUN
american_scientific_journal-12063	109	58	lead	lead	VERB
american_scientific_journal-12063	109	59	to	to	ADP
american_scientific_journal-12063	109	60	the	the	DET
american_scientific_journal-12063	109	61	emergence	emergence	NOUN
american_scientific_journal-12063	109	62	of	of	ADP
american_scientific_journal-12063	109	63	new	new	ADJ
american_scientific_journal-12063	109	64	features	feature	NOUN
american_scientific_journal-12063	109	65	or	or	CCONJ
american_scientific_journal-12063	109	66	services	service	NOUN
american_scientific_journal-12063	109	67	capable	capable	ADJ
american_scientific_journal-12063	109	68	of	of	ADP
american_scientific_journal-12063	109	69	altering	alter	VERB
american_scientific_journal-12063	109	70	the	the	DET
american_scientific_journal-12063	109	71	current	current	ADJ
american_scientific_journal-12063	109	72	balance	balance	NOUN
american_scientific_journal-12063	109	73	of	of	ADP
american_scientific_journal-12063	109	74	capabilities	capability	NOUN
american_scientific_journal-12063	109	75	.	.	PUNCT
american_scientific_journal-12063	110	1	as	as	ADP
american_scientific_journal-12063	110	2	directions	direction	NOUN
american_scientific_journal-12063	110	3	for	for	ADP
american_scientific_journal-12063	110	4	further	further	ADJ
american_scientific_journal-12063	110	5	research	research	NOUN
american_scientific_journal-12063	110	6	,	,	PUNCT
american_scientific_journal-12063	110	7	it	it	PRON
american_scientific_journal-12063	110	8	is	be	AUX
american_scientific_journal-12063	110	9	proposed	propose	VERB
american_scientific_journal-12063	110	10	to	to	PART
american_scientific_journal-12063	110	11	conduct	conduct	VERB
american_scientific_journal-12063	110	12	quantitative	quantitative	ADJ
american_scientific_journal-12063	110	13	comparisons	comparison	NOUN
american_scientific_journal-12063	110	14	of	of	ADP
american_scientific_journal-12063	110	15	performance	performance	NOUN
american_scientific_journal-12063	110	16	metrics	metric	NOUN
american_scientific_journal-12063	110	17	and	and	CCONJ
american_scientific_journal-12063	110	18	total	total	ADJ
american_scientific_journal-12063	110	19	cost	cost	NOUN
american_scientific_journal-12063	110	20	of	of	ADP
american_scientific_journal-12063	110	21	ownership	ownership	NOUN
american_scientific_journal-12063	110	22	(	(	PUNCT
american_scientific_journal-12063	110	23	tco	tco	NOUN
american_scientific_journal-12063	110	24	)	)	PUNCT
american_scientific_journal-12063	110	25	when	when	SCONJ
american_scientific_journal-12063	110	26	implementing	implement	VERB
american_scientific_journal-12063	110	27	typical	typical	ADJ
american_scientific_journal-12063	110	28	etl	etl	ADJ
american_scientific_journal-12063	110	29	scenarios	scenario	NOUN
american_scientific_journal-12063	110	30	on	on	ADP
american_scientific_journal-12063	110	31	the	the	DET
american_scientific_journal-12063	110	32	microsoft	microsoft	PROPN
american_scientific_journal-12063	110	33	fabric	fabric	NOUN
american_scientific_journal-12063	110	34	platform	platform	NOUN
american_scientific_journal-12063	110	35	in	in	ADP
american_scientific_journal-12063	110	36	comparison	comparison	NOUN
american_scientific_journal-12063	110	37	with	with	ADP
american_scientific_journal-12063	110	38	the	the	DET
american_scientific_journal-12063	110	39	hybrid	hybrid	ADJ
american_scientific_journal-12063	110	40	adf	adf	PROPN
american_scientific_journal-12063	110	41	+	+	CCONJ
american_scientific_journal-12063	110	42	databricks	databrick	NOUN
american_scientific_journal-12063	110	43	architecture	architecture	NOUN
american_scientific_journal-12063	110	44	as	as	ADV
american_scientific_journal-12063	110	45	well	well	ADV
american_scientific_journal-12063	110	46	as	as	ADP
american_scientific_journal-12063	110	47	to	to	PART
american_scientific_journal-12063	110	48	evaluate	evaluate	VERB
american_scientific_journal-12063	110	49	the	the	DET
american_scientific_journal-12063	110	50	impact	impact	NOUN
american_scientific_journal-12063	110	51	of	of	ADP
american_scientific_journal-12063	110	52	built	build	VERB
american_scientific_journal-12063	110	53	-	-	PUNCT
american_scientific_journal-12063	110	54	in	in	ADP
american_scientific_journal-12063	110	55	ai	ai	NOUN
american_scientific_journal-12063	110	56	tools	tool	NOUN
american_scientific_journal-12063	110	57	such	such	ADJ
american_scientific_journal-12063	110	58	as	as	ADP
american_scientific_journal-12063	110	59	copilot	copilot	NOUN
american_scientific_journal-12063	110	60	on	on	ADP
american_scientific_journal-12063	110	61	the	the	DET
american_scientific_journal-12063	110	62	efficiency	efficiency	NOUN
american_scientific_journal-12063	110	63	of	of	ADP
american_scientific_journal-12063	110	64	development	development	NOUN
american_scientific_journal-12063	110	65	and	and	CCONJ
american_scientific_journal-12063	110	66	maintenance	maintenance	NOUN
american_scientific_journal-12063	110	67	of	of	ADP
american_scientific_journal-12063	110	68	data	datum	NOUN
american_scientific_journal-12063	110	69	pipelines	pipeline	NOUN
american_scientific_journal-12063	110	70	.	.	PUNCT
american_scientific_journal-12063	111	1	references	reference	NOUN
american_scientific_journal-12063	111	2	[	[	X
american_scientific_journal-12063	111	3	1	1	NUM
american_scientific_journal-12063	111	4	]	]	PUNCT
american_scientific_journal-12063	111	5	.	.	PUNCT
american_scientific_journal-12063	112	1	reinsel	reinsel	PROPN
american_scientific_journal-12063	112	2	,	,	PUNCT
american_scientific_journal-12063	112	3	d.	d.	PROPN
american_scientific_journal-12063	112	4	,	,	PUNCT
american_scientific_journal-12063	112	5	gantz	gantz	PROPN
american_scientific_journal-12063	112	6	,	,	PUNCT
american_scientific_journal-12063	112	7	j.	j.	PROPN
american_scientific_journal-12063	112	8	,	,	PUNCT
american_scientific_journal-12063	112	9	&	&	CCONJ
american_scientific_journal-12063	112	10	rydning	rydning	NOUN
american_scientific_journal-12063	112	11	,	,	PUNCT
american_scientific_journal-12063	112	12	j.	j.	PROPN
american_scientific_journal-12063	112	13	(	(	PUNCT
american_scientific_journal-12063	112	14	2018	2018	NUM
american_scientific_journal-12063	112	15	)	)	PUNCT
american_scientific_journal-12063	112	16	.	.	PUNCT
american_scientific_journal-12063	113	1	the	the	DET
american_scientific_journal-12063	113	2	digitization	digitization	NOUN
american_scientific_journal-12063	113	3	of	of	ADP
american_scientific_journal-12063	113	4	the	the	DET
american_scientific_journal-12063	113	5	world	world	NOUN
american_scientific_journal-12063	113	6	–	–	PUNCT
american_scientific_journal-12063	113	7	from	from	ADP
american_scientific_journal-12063	113	8	edge	edge	NOUN
american_scientific_journal-12063	113	9	to	to	ADP
american_scientific_journal-12063	113	10	core	core	NOUN
american_scientific_journal-12063	113	11	.	.	PUNCT
american_scientific_journal-12063	114	1	idc	idc	PROPN
american_scientific_journal-12063	114	2	.	.	PUNCT
american_scientific_journal-12063	115	1	https://www.seagate.com/files/www-content/our-story/trends/files/idc-seagate-dataagewhitepaper.pdf	https://www.seagate.com/files/www-content/our-story/trends/files/idc-seagate-dataagewhitepaper.pdf	PROPN
american_scientific_journal-12063	115	2	(	(	PUNCT
american_scientific_journal-12063	115	3	date	date	NOUN
american_scientific_journal-12063	115	4	of	of	ADP
american_scientific_journal-12063	115	5	request	request	NOUN
american_scientific_journal-12063	115	6	:	:	PUNCT
american_scientific_journal-12063	115	7	05.05.2025	05.05.2025	NUM
american_scientific_journal-12063	115	8	)	)	PUNCT
american_scientific_journal-12063	115	9	.	.	PUNCT
american_scientific_journal-12063	116	1	[	[	X
american_scientific_journal-12063	116	2	2	2	NUM
american_scientific_journal-12063	116	3	]	]	PUNCT
american_scientific_journal-12063	116	4	.	.	PUNCT
american_scientific_journal-12063	117	1	nambiar	nambiar	PROPN
american_scientific_journal-12063	117	2	,	,	PUNCT
american_scientific_journal-12063	117	3	a.	a.	PROPN
american_scientific_journal-12063	117	4	,	,	PUNCT
american_scientific_journal-12063	117	5	&	&	CCONJ
american_scientific_journal-12063	117	6	mundra	mundra	PROPN
american_scientific_journal-12063	117	7	,	,	PUNCT
american_scientific_journal-12063	117	8	d.	d.	PROPN
american_scientific_journal-12063	117	9	(	(	PUNCT
american_scientific_journal-12063	117	10	2022	2022	NUM
american_scientific_journal-12063	117	11	)	)	PUNCT
american_scientific_journal-12063	117	12	.	.	PUNCT
american_scientific_journal-12063	118	1	an	an	DET
american_scientific_journal-12063	118	2	overview	overview	NOUN
american_scientific_journal-12063	118	3	of	of	ADP
american_scientific_journal-12063	118	4	data	datum	NOUN
american_scientific_journal-12063	118	5	warehouse	warehouse	NOUN
american_scientific_journal-12063	118	6	and	and	CCONJ
american_scientific_journal-12063	118	7	data	datum	NOUN
american_scientific_journal-12063	118	8	lake	lake	NOUN
american_scientific_journal-12063	118	9	in	in	ADP
american_scientific_journal-12063	118	10	modern	modern	ADJ
american_scientific_journal-12063	118	11	enterprise	enterprise	NOUN
american_scientific_journal-12063	118	12	data	datum	NOUN
american_scientific_journal-12063	118	13	management	management	NOUN
american_scientific_journal-12063	118	14	.	.	PUNCT
american_scientific_journal-12063	119	1	big	big	ADJ
american_scientific_journal-12063	119	2	data	datum	NOUN
american_scientific_journal-12063	119	3	and	and	CCONJ
american_scientific_journal-12063	119	4	cognitive	cognitive	ADJ
american_scientific_journal-12063	119	5	computing	computing	NOUN
american_scientific_journal-12063	119	6	,	,	PUNCT
american_scientific_journal-12063	119	7	6(4	6(4	NUM
american_scientific_journal-12063	119	8	)	)	PUNCT
american_scientific_journal-12063	119	9	,	,	PUNCT
american_scientific_journal-12063	119	10	1–24	1–24	PROPN
american_scientific_journal-12063	119	11	.	.	PUNCT
american_scientific_journal-12063	120	1	https://doi.org/10.3390/bdcc6040132	https://doi.org/10.3390/bdcc6040132	PROPN
american_scientific_journal-12063	121	1	[	[	X
american_scientific_journal-12063	121	2	3	3	NUM
american_scientific_journal-12063	121	3	]	]	PUNCT
american_scientific_journal-12063	121	4	.	.	PUNCT
american_scientific_journal-12063	122	1	pavao	pavao	PROPN
american_scientific_journal-12063	122	2	,	,	PUNCT
american_scientific_journal-12063	122	3	a.	a.	NOUN
american_scientific_journal-12063	122	4	,	,	PUNCT
american_scientific_journal-12063	122	5	abid	abid	PROPN
american_scientific_journal-12063	122	6	,	,	PUNCT
american_scientific_journal-12063	122	7	a.	a.	NOUN
american_scientific_journal-12063	122	8	,	,	PUNCT
american_scientific_journal-12063	122	9	racah	racah	NOUN
american_scientific_journal-12063	122	10	,	,	PUNCT
american_scientific_journal-12063	122	11	e.	e.	PROPN
american_scientific_journal-12063	122	12	,	,	PUNCT
american_scientific_journal-12063	122	13	roesch	roesch	PROPN
american_scientific_journal-12063	122	14	,	,	PUNCT
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american_scientific_journal-12063	122	16	,	,	PUNCT
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american_scientific_journal-12063	122	18	,	,	PUNCT
american_scientific_journal-12063	122	19	j.	j.	PROPN
american_scientific_journal-12063	122	20	,	,	PUNCT
american_scientific_journal-12063	122	21	&	&	CCONJ
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american_scientific_journal-12063	122	23	,	,	PUNCT
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american_scientific_journal-12063	122	25	(	(	PUNCT
american_scientific_journal-12063	122	26	2023	2023	NUM
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american_scientific_journal-12063	122	28	.	.	PUNCT
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american_scientific_journal-12063	123	2	competitions	competitions	PROPN
american_scientific_journal-12063	123	3	:	:	PUNCT
american_scientific_journal-12063	123	4	an	an	DET
american_scientific_journal-12063	123	5	open	open	ADJ
american_scientific_journal-12063	123	6	source	source	NOUN
american_scientific_journal-12063	123	7	platform	platform	NOUN
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american_scientific_journal-12063	123	9	organize	organize	VERB
american_scientific_journal-12063	123	10	scientific	scientific	ADJ
american_scientific_journal-12063	123	11	challenges	challenge	NOUN
american_scientific_journal-12063	123	12	.	.	PUNCT
american_scientific_journal-12063	124	1	journal	journal	NOUN
american_scientific_journal-12063	124	2	of	of	ADP
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american_scientific_journal-12063	124	4	learning	learn	VERB
american_scientific_journal-12063	124	5	research	research	NOUN
american_scientific_journal-12063	124	6	,	,	PUNCT
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american_scientific_journal-12063	124	10	american	american	PROPN
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american_scientific_journal-12063	124	12	scientific	scientific	ADJ
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american_scientific_journal-12063	124	14	journal	journal	NOUN
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american_scientific_journal-12063	124	17	,	,	PUNCT
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american_scientific_journal-12063	124	19	,	,	PUNCT
american_scientific_journal-12063	124	20	and	and	CCONJ
american_scientific_journal-12063	124	21	sciences	science	NOUN
american_scientific_journal-12063	124	22	(	(	PUNCT
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american_scientific_journal-12063	124	24	)	)	PUNCT
american_scientific_journal-12063	124	25	volume	volume	NOUN
american_scientific_journal-12063	124	26	103	103	NUM
american_scientific_journal-12063	124	27	,	,	PUNCT
american_scientific_journal-12063	124	28	no	no	DET
american_scientific_journal-12063	124	29	1	1	NUM
american_scientific_journal-12063	124	30	,	,	PUNCT
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american_scientific_journal-12063	124	32	248	248	NUM
american_scientific_journal-12063	124	33	-	-	SYM
american_scientific_journal-12063	124	34	258	258	NUM
american_scientific_journal-12063	124	35	258	258	NUM
american_scientific_journal-12063	124	36	24(198	24(198	NOUN
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american_scientific_journal-12063	124	38	,	,	PUNCT
american_scientific_journal-12063	124	39	1	1	NUM
american_scientific_journal-12063	124	40	-	-	SYM
american_scientific_journal-12063	124	41	6	6	NUM
american_scientific_journal-12063	124	42	.	.	PUNCT
american_scientific_journal-12063	125	1	[	[	X
american_scientific_journal-12063	125	2	4	4	NUM
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american_scientific_journal-12063	125	4	.	.	PUNCT
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american_scientific_journal-12063	126	2	,	,	PUNCT
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american_scientific_journal-12063	126	4	,	,	PUNCT
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american_scientific_journal-12063	126	6	,	,	PUNCT
american_scientific_journal-12063	126	7	t.	t.	PROPN
american_scientific_journal-12063	126	8	,	,	PUNCT
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american_scientific_journal-12063	126	10	,	,	PUNCT
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american_scientific_journal-12063	126	12	,	,	PUNCT
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american_scientific_journal-12063	126	14	,	,	PUNCT
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american_scientific_journal-12063	126	16	,	,	PUNCT
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american_scientific_journal-12063	126	18	,	,	PUNCT
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american_scientific_journal-12063	126	20	,	,	PUNCT
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american_scientific_journal-12063	126	22	,	,	PUNCT
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american_scientific_journal-12063	126	25	,	,	PUNCT
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american_scientific_journal-12063	126	27	&	&	CCONJ
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american_scientific_journal-12063	126	29	,	,	PUNCT
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american_scientific_journal-12063	127	2	:	:	PUNCT
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american_scientific_journal-12063	127	16	.	.	PUNCT
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american_scientific_journal-12063	128	4	,	,	PUNCT
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american_scientific_journal-12063	128	6	,	,	PUNCT
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american_scientific_journal-12063	128	8	.	.	PUNCT
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american_scientific_journal-12063	129	4	.	.	PUNCT
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american_scientific_journal-12063	130	2	,	,	PUNCT
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american_scientific_journal-12063	130	4	,	,	PUNCT
american_scientific_journal-12063	130	5	&	&	CCONJ
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american_scientific_journal-12063	130	7	,	,	PUNCT
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american_scientific_journal-12063	131	11	to	to	ADP
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american_scientific_journal-12063	131	13	.	.	PUNCT
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american_scientific_journal-12063	132	5	,	,	PUNCT
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american_scientific_journal-12063	132	7	.	.	PUNCT
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american_scientific_journal-12063	135	5	,	,	PUNCT
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american_scientific_journal-12063	135	7	,	,	PUNCT
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american_scientific_journal-12063	135	10	,	,	PUNCT
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american_scientific_journal-12063	135	15	,	,	PUNCT
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american_scientific_journal-12063	135	20	,	,	PUNCT
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american_scientific_journal-12063	135	23	,	,	PUNCT
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american_scientific_journal-12063	136	14	.	.	PUNCT
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american_scientific_journal-12063	144	12	.	.	PUNCT
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american_scientific_journal-12063	145	10	,	,	PUNCT
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american_scientific_journal-12063	145	13	,	,	PUNCT
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american_scientific_journal-12063	148	17	,	,	PUNCT
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american_scientific_journal-12063	148	22	&	&	CCONJ
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american_scientific_journal-12063	148	24	,	,	PUNCT
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american_scientific_journal-12063	149	7	,	,	PUNCT
american_scientific_journal-12063	149	8	applications	application	NOUN
american_scientific_journal-12063	149	9	,	,	PUNCT
american_scientific_journal-12063	149	10	and	and	CCONJ
american_scientific_journal-12063	149	11	integration	integration	NOUN
american_scientific_journal-12063	149	12	of	of	ADP
american_scientific_journal-12063	149	13	blockchain	blockchain	PROPN
american_scientific_journal-12063	149	14	technology	technology	PROPN
american_scientific_journal-12063	149	15	with	with	ADP
american_scientific_journal-12063	149	16	cloud	cloud	NOUN
american_scientific_journal-12063	149	17	computing	computing	NOUN
american_scientific_journal-12063	149	18	.	.	PUNCT
american_scientific_journal-12063	150	1	future	future	ADJ
american_scientific_journal-12063	150	2	internet	internet	NOUN
american_scientific_journal-12063	150	3	,	,	PUNCT
american_scientific_journal-12063	150	4	14(11	14(11	NUM
american_scientific_journal-12063	150	5	)	)	PUNCT
american_scientific_journal-12063	150	6	,	,	PUNCT
american_scientific_journal-12063	150	7	1–22	1–22	PROPN
american_scientific_journal-12063	150	8	.	.	PUNCT
american_scientific_journal-12063	151	1	https://doi.org/10.3390/fi14110341	https://doi.org/10.3390/fi14110341	X
american_scientific_journal-12063	152	1	https://doi.org/10.3390/e23060759	https://doi.org/10.3390/e23060759	PROPN
american_scientific_journal-12063	152	2	https://doi.org/10.5281/zenodo.11502585	https://doi.org/10.5281/zenodo.11502585	NOUN
american_scientific_journal-12063	152	3	https://doi.org/10.3390/fi14110341	https://doi.org/10.3390/fi14110341	PRON