id	sid	tid	token	lemma	pos
american_scientific_journal-11677	1	1	140	140	NUM
american_scientific_journal-11677	1	2	american	american	ADJ
american_scientific_journal-11677	1	3	academic	academic	ADJ
american_scientific_journal-11677	1	4	scientific	scientific	ADJ
american_scientific_journal-11677	1	5	research	research	NOUN
american_scientific_journal-11677	1	6	journal	journal	NOUN
american_scientific_journal-11677	1	7	for	for	ADP
american_scientific_journal-11677	1	8	engineering	engineering	NOUN
american_scientific_journal-11677	1	9	,	,	PUNCT
american_scientific_journal-11677	1	10	technology	technology	NOUN
american_scientific_journal-11677	1	11	,	,	PUNCT
american_scientific_journal-11677	1	12	and	and	CCONJ
american_scientific_journal-11677	1	13	sciences	sciences	PROPN
american_scientific_journal-11677	1	14	issn	issn	PROPN
american_scientific_journal-11677	1	15	(	(	PUNCT
american_scientific_journal-11677	1	16	print	print	NOUN
american_scientific_journal-11677	1	17	)	)	PUNCT
american_scientific_journal-11677	1	18	2313	2313	NUM
american_scientific_journal-11677	1	19	-	-	SYM
american_scientific_journal-11677	1	20	4410	4410	NUM
american_scientific_journal-11677	1	21	,	,	PUNCT
american_scientific_journal-11677	1	22	issn	issn	PROPN
american_scientific_journal-11677	1	23	(	(	PUNCT
american_scientific_journal-11677	1	24	online	online	ADJ
american_scientific_journal-11677	1	25	)	)	PUNCT
american_scientific_journal-11677	1	26	2313	2313	NUM
american_scientific_journal-11677	1	27	-	-	SYM
american_scientific_journal-11677	1	28	4402	4402	NUM
american_scientific_journal-11677	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11677	1	30	the	the	DET
american_scientific_journal-11677	1	31	impact	impact	NOUN
american_scientific_journal-11677	1	32	of	of	ADP
american_scientific_journal-11677	1	33	microservices	microservice	NOUN
american_scientific_journal-11677	1	34	architecture	architecture	NOUN
american_scientific_journal-11677	1	35	on	on	ADP
american_scientific_journal-11677	1	36	system	system	NOUN
american_scientific_journal-11677	1	37	scalability	scalability	NOUN
american_scientific_journal-11677	1	38	saurav	saurav	PROPN
american_scientific_journal-11677	1	39	sharma	sharma	PROPN
american_scientific_journal-11677	1	40	*	*	PUNCT
american_scientific_journal-11677	1	41	sr	sr	PROPN
american_scientific_journal-11677	1	42	software	software	NOUN
american_scientific_journal-11677	1	43	engineer	engineer	NOUN
american_scientific_journal-11677	1	44	,	,	PUNCT
american_scientific_journal-11677	1	45	bank	bank	PROPN
american_scientific_journal-11677	1	46	of	of	ADP
american_scientific_journal-11677	1	47	america	america	PROPN
american_scientific_journal-11677	1	48	,	,	PUNCT
american_scientific_journal-11677	1	49	dayton	dayton	PROPN
american_scientific_journal-11677	1	50	,	,	PUNCT
american_scientific_journal-11677	1	51	nj	nj	PROPN
american_scientific_journal-11677	1	52	,	,	PUNCT
american_scientific_journal-11677	1	53	usa	usa	PROPN
american_scientific_journal-11677	1	54	email	email	NOUN
american_scientific_journal-11677	1	55	:	:	PUNCT
american_scientific_journal-11677	1	56	saurav.sharma@hotmail.com	saurav.sharma@hotmail.com	X
american_scientific_journal-11677	1	57	abstract	abstract	ADV
american_scientific_journal-11677	1	58	this	this	DET
american_scientific_journal-11677	1	59	article	article	NOUN
american_scientific_journal-11677	1	60	analyzes	analyze	VERB
american_scientific_journal-11677	1	61	the	the	DET
american_scientific_journal-11677	1	62	impact	impact	NOUN
american_scientific_journal-11677	1	63	of	of	ADP
american_scientific_journal-11677	1	64	microservices	microservice	NOUN
american_scientific_journal-11677	1	65	architecture	architecture	NOUN
american_scientific_journal-11677	1	66	on	on	ADP
american_scientific_journal-11677	1	67	the	the	DET
american_scientific_journal-11677	1	68	scalability	scalability	NOUN
american_scientific_journal-11677	1	69	of	of	ADP
american_scientific_journal-11677	1	70	information	information	NOUN
american_scientific_journal-11677	1	71	systems	system	NOUN
american_scientific_journal-11677	1	72	,	,	PUNCT
american_scientific_journal-11677	1	73	drawing	draw	VERB
american_scientific_journal-11677	1	74	on	on	ADP
american_scientific_journal-11677	1	75	theoretical	theoretical	ADJ
american_scientific_journal-11677	1	76	foundations	foundation	NOUN
american_scientific_journal-11677	1	77	,	,	PUNCT
american_scientific_journal-11677	1	78	practical	practical	ADJ
american_scientific_journal-11677	1	79	experience	experience	NOUN
american_scientific_journal-11677	1	80	from	from	ADP
american_scientific_journal-11677	1	81	large	large	ADJ
american_scientific_journal-11677	1	82	-	-	PUNCT
american_scientific_journal-11677	1	83	scale	scale	NOUN
american_scientific_journal-11677	1	84	transitions	transition	NOUN
american_scientific_journal-11677	1	85	(	(	PUNCT
american_scientific_journal-11677	1	86	with	with	ADP
american_scientific_journal-11677	1	87	a	a	DET
american_scientific_journal-11677	1	88	focus	focus	NOUN
american_scientific_journal-11677	1	89	on	on	ADP
american_scientific_journal-11677	1	90	netflix	netflix	NOUN
american_scientific_journal-11677	1	91	as	as	ADP
american_scientific_journal-11677	1	92	a	a	DET
american_scientific_journal-11677	1	93	case	case	NOUN
american_scientific_journal-11677	1	94	study	study	NOUN
american_scientific_journal-11677	1	95	)	)	PUNCT
american_scientific_journal-11677	1	96	,	,	PUNCT
american_scientific_journal-11677	1	97	and	and	CCONJ
american_scientific_journal-11677	1	98	contemporary	contemporary	ADJ
american_scientific_journal-11677	1	99	performance	performance	NOUN
american_scientific_journal-11677	1	100	optimization	optimization	NOUN
american_scientific_journal-11677	1	101	methods	method	NOUN
american_scientific_journal-11677	1	102	.	.	PUNCT
american_scientific_journal-11677	2	1	the	the	DET
american_scientific_journal-11677	2	2	study	study	NOUN
american_scientific_journal-11677	2	3	includes	include	VERB
american_scientific_journal-11677	2	4	a	a	DET
american_scientific_journal-11677	2	5	comparative	comparative	ADJ
american_scientific_journal-11677	2	6	analysis	analysis	NOUN
american_scientific_journal-11677	2	7	of	of	ADP
american_scientific_journal-11677	2	8	monolithic	monolithic	ADJ
american_scientific_journal-11677	2	9	and	and	CCONJ
american_scientific_journal-11677	2	10	microservices	microservice	NOUN
american_scientific_journal-11677	2	11	-	-	PUNCT
american_scientific_journal-11677	2	12	based	base	VERB
american_scientific_journal-11677	2	13	approaches	approach	NOUN
american_scientific_journal-11677	2	14	,	,	PUNCT
american_scientific_journal-11677	2	15	highlighting	highlight	VERB
american_scientific_journal-11677	2	16	the	the	DET
american_scientific_journal-11677	2	17	advantages	advantage	NOUN
american_scientific_journal-11677	2	18	of	of	ADP
american_scientific_journal-11677	2	19	independent	independent	ADJ
american_scientific_journal-11677	2	20	scalability	scalability	NOUN
american_scientific_journal-11677	2	21	,	,	PUNCT
american_scientific_journal-11677	2	22	fault	fault	VERB
american_scientific_journal-11677	2	23	tolerance	tolerance	NOUN
american_scientific_journal-11677	2	24	,	,	PUNCT
american_scientific_journal-11677	2	25	and	and	CCONJ
american_scientific_journal-11677	2	26	development	development	NOUN
american_scientific_journal-11677	2	27	flexibility	flexibility	NOUN
american_scientific_journal-11677	2	28	.	.	PUNCT
american_scientific_journal-11677	3	1	the	the	DET
american_scientific_journal-11677	3	2	methodology	methodology	NOUN
american_scientific_journal-11677	3	3	combines	combine	VERB
american_scientific_journal-11677	3	4	comparative	comparative	ADJ
american_scientific_journal-11677	3	5	analysis	analysis	NOUN
american_scientific_journal-11677	3	6	of	of	ADP
american_scientific_journal-11677	3	7	publicly	publicly	ADV
american_scientific_journal-11677	3	8	available	available	ADJ
american_scientific_journal-11677	3	9	research	research	NOUN
american_scientific_journal-11677	3	10	,	,	PUNCT
american_scientific_journal-11677	3	11	case	case	NOUN
american_scientific_journal-11677	3	12	studies	study	NOUN
american_scientific_journal-11677	3	13	,	,	PUNCT
american_scientific_journal-11677	3	14	and	and	CCONJ
american_scientific_journal-11677	3	15	the	the	DET
american_scientific_journal-11677	3	16	evaluation	evaluation	NOUN
american_scientific_journal-11677	3	17	of	of	ADP
american_scientific_journal-11677	3	18	caching	cache	VERB
american_scientific_journal-11677	3	19	,	,	PUNCT
american_scientific_journal-11677	3	20	load	load	NOUN
american_scientific_journal-11677	3	21	balancing	balancing	NOUN
american_scientific_journal-11677	3	22	,	,	PUNCT
american_scientific_journal-11677	3	23	containerization	containerization	NOUN
american_scientific_journal-11677	3	24	,	,	PUNCT
american_scientific_journal-11677	3	25	and	and	CCONJ
american_scientific_journal-11677	3	26	monitoring	monitoring	NOUN
american_scientific_journal-11677	3	27	tools	tool	NOUN
american_scientific_journal-11677	3	28	.	.	PUNCT
american_scientific_journal-11677	4	1	the	the	DET
american_scientific_journal-11677	4	2	findings	finding	NOUN
american_scientific_journal-11677	4	3	show	show	VERB
american_scientific_journal-11677	4	4	that	that	SCONJ
american_scientific_journal-11677	4	5	integrating	integrate	VERB
american_scientific_journal-11677	4	6	microservices	microservice	NOUN
american_scientific_journal-11677	4	7	architecture	architecture	NOUN
american_scientific_journal-11677	4	8	with	with	ADP
american_scientific_journal-11677	4	9	modern	modern	ADJ
american_scientific_journal-11677	4	10	management	management	NOUN
american_scientific_journal-11677	4	11	technologies	technology	NOUN
american_scientific_journal-11677	4	12	significantly	significantly	ADV
american_scientific_journal-11677	4	13	enhances	enhance	VERB
american_scientific_journal-11677	4	14	the	the	DET
american_scientific_journal-11677	4	15	efficiency	efficiency	NOUN
american_scientific_journal-11677	4	16	of	of	ADP
american_scientific_journal-11677	4	17	distributed	distribute	VERB
american_scientific_journal-11677	4	18	systems	system	NOUN
american_scientific_journal-11677	4	19	—	—	PUNCT
american_scientific_journal-11677	4	20	an	an	DET
american_scientific_journal-11677	4	21	outcome	outcome	NOUN
american_scientific_journal-11677	4	22	that	that	PRON
american_scientific_journal-11677	4	23	is	be	AUX
american_scientific_journal-11677	4	24	increasingly	increasingly	ADV
american_scientific_journal-11677	4	25	vital	vital	ADJ
american_scientific_journal-11677	4	26	to	to	ADP
american_scientific_journal-11677	4	27	the	the	DET
american_scientific_journal-11677	4	28	advancement	advancement	NOUN
american_scientific_journal-11677	4	29	of	of	ADP
american_scientific_journal-11677	4	30	the	the	DET
american_scientific_journal-11677	4	31	digital	digital	ADJ
american_scientific_journal-11677	4	32	economy	economy	NOUN
american_scientific_journal-11677	4	33	.	.	PUNCT
american_scientific_journal-11677	5	1	the	the	DET
american_scientific_journal-11677	5	2	material	material	NOUN
american_scientific_journal-11677	5	3	presented	present	VERB
american_scientific_journal-11677	5	4	will	will	AUX
american_scientific_journal-11677	5	5	be	be	AUX
american_scientific_journal-11677	5	6	of	of	ADP
american_scientific_journal-11677	5	7	interest	interest	NOUN
american_scientific_journal-11677	5	8	to	to	ADP
american_scientific_journal-11677	5	9	researchers	researcher	NOUN
american_scientific_journal-11677	5	10	in	in	ADP
american_scientific_journal-11677	5	11	the	the	DET
american_scientific_journal-11677	5	12	field	field	NOUN
american_scientific_journal-11677	5	13	of	of	ADP
american_scientific_journal-11677	5	14	distributed	distribute	VERB
american_scientific_journal-11677	5	15	computing	computing	NOUN
american_scientific_journal-11677	5	16	,	,	PUNCT
american_scientific_journal-11677	5	17	software	software	NOUN
american_scientific_journal-11677	5	18	architects	architect	NOUN
american_scientific_journal-11677	5	19	,	,	PUNCT
american_scientific_journal-11677	5	20	and	and	CCONJ
american_scientific_journal-11677	5	21	it	it	PRON
american_scientific_journal-11677	5	22	infrastructure	infrastructure	NOUN
american_scientific_journal-11677	5	23	specialists	specialist	NOUN
american_scientific_journal-11677	5	24	seeking	seek	VERB
american_scientific_journal-11677	5	25	to	to	PART
american_scientific_journal-11677	5	26	improve	improve	VERB
american_scientific_journal-11677	5	27	system	system	NOUN
american_scientific_journal-11677	5	28	scalability	scalability	NOUN
american_scientific_journal-11677	5	29	through	through	ADP
american_scientific_journal-11677	5	30	the	the	DET
american_scientific_journal-11677	5	31	adoption	adoption	NOUN
american_scientific_journal-11677	5	32	of	of	ADP
american_scientific_journal-11677	5	33	microservices	microservice	NOUN
american_scientific_journal-11677	5	34	.	.	PUNCT
american_scientific_journal-11677	6	1	the	the	DET
american_scientific_journal-11677	6	2	publication	publication	NOUN
american_scientific_journal-11677	6	3	may	may	AUX
american_scientific_journal-11677	6	4	also	also	ADV
american_scientific_journal-11677	6	5	appeal	appeal	VERB
american_scientific_journal-11677	6	6	to	to	ADP
american_scientific_journal-11677	6	7	graduate	graduate	VERB
american_scientific_journal-11677	6	8	students	student	NOUN
american_scientific_journal-11677	6	9	and	and	CCONJ
american_scientific_journal-11677	6	10	professionals	professional	NOUN
american_scientific_journal-11677	6	11	aiming	aim	VERB
american_scientific_journal-11677	6	12	to	to	PART
american_scientific_journal-11677	6	13	conduct	conduct	VERB
american_scientific_journal-11677	6	14	indepth	indepth	ADJ
american_scientific_journal-11677	6	15	theoretical	theoretical	ADJ
american_scientific_journal-11677	6	16	and	and	CCONJ
american_scientific_journal-11677	6	17	engineering	engineering	NOUN
american_scientific_journal-11677	6	18	analyses	analysis	NOUN
american_scientific_journal-11677	6	19	of	of	ADP
american_scientific_journal-11677	6	20	dynamic	dynamic	ADJ
american_scientific_journal-11677	6	21	,	,	PUNCT
american_scientific_journal-11677	6	22	flexibly	flexibly	ADV
american_scientific_journal-11677	6	23	scalable	scalable	ADJ
american_scientific_journal-11677	6	24	solutions	solution	NOUN
american_scientific_journal-11677	6	25	for	for	ADP
american_scientific_journal-11677	6	26	modern	modern	ADJ
american_scientific_journal-11677	6	27	computing	computing	NOUN
american_scientific_journal-11677	6	28	systems	system	NOUN
american_scientific_journal-11677	6	29	.	.	PUNCT
american_scientific_journal-11677	7	1	keywords	keyword	NOUN
american_scientific_journal-11677	7	2	:	:	PUNCT
american_scientific_journal-11677	7	3	microservices	microservice	NOUN
american_scientific_journal-11677	7	4	architecture	architecture	NOUN
american_scientific_journal-11677	7	5	;	;	PUNCT
american_scientific_journal-11677	7	6	scalability	scalability	NOUN
american_scientific_journal-11677	7	7	;	;	PUNCT
american_scientific_journal-11677	7	8	performance	performance	NOUN
american_scientific_journal-11677	7	9	optimization	optimization	NOUN
american_scientific_journal-11677	7	10	;	;	PUNCT
american_scientific_journal-11677	7	11	cloud	cloud	NOUN
american_scientific_journal-11677	7	12	technologies	technology	NOUN
american_scientific_journal-11677	7	13	;	;	PUNCT
american_scientific_journal-11677	7	14	netflix	netflix	ADJ
american_scientific_journal-11677	7	15	case	case	NOUN
american_scientific_journal-11677	7	16	study	study	NOUN
american_scientific_journal-11677	7	17	.	.	PUNCT
american_scientific_journal-11677	8	1	1	1	X
american_scientific_journal-11677	8	2	.	.	X
american_scientific_journal-11677	8	3	introduction	introduction	NOUN
american_scientific_journal-11677	8	4	the	the	DET
american_scientific_journal-11677	8	5	digital	digital	ADJ
american_scientific_journal-11677	8	6	age	age	NOUN
american_scientific_journal-11677	8	7	is	be	AUX
american_scientific_journal-11677	8	8	marked	mark	VERB
american_scientific_journal-11677	8	9	by	by	ADP
american_scientific_journal-11677	8	10	an	an	DET
american_scientific_journal-11677	8	11	unprecedented	unprecedented	ADJ
american_scientific_journal-11677	8	12	surge	surge	NOUN
american_scientific_journal-11677	8	13	in	in	ADP
american_scientific_journal-11677	8	14	data	data	NOUN
american_scientific_journal-11677	8	15	generation	generation	NOUN
american_scientific_journal-11677	8	16	,	,	PUNCT
american_scientific_journal-11677	8	17	driving	drive	VERB
american_scientific_journal-11677	8	18	fundamental	fundamental	ADJ
american_scientific_journal-11677	8	19	shifts	shift	NOUN
american_scientific_journal-11677	8	20	in	in	ADP
american_scientific_journal-11677	8	21	how	how	SCONJ
american_scientific_journal-11677	8	22	it	it	PRON
american_scientific_journal-11677	8	23	infrastructures	infrastructure	NOUN
american_scientific_journal-11677	8	24	are	be	AUX
american_scientific_journal-11677	8	25	designed	design	VERB
american_scientific_journal-11677	8	26	and	and	CCONJ
american_scientific_journal-11677	8	27	optimized	optimize	VERB
american_scientific_journal-11677	8	28	.	.	PUNCT
american_scientific_journal-11677	9	1	each	each	DET
american_scientific_journal-11677	9	2	day	day	NOUN
american_scientific_journal-11677	9	3	,	,	PUNCT
american_scientific_journal-11677	9	4	2.5	2.5	NUM
american_scientific_journal-11677	9	5	quintillion	quintillion	NOUN
american_scientific_journal-11677	9	6	bytes	byte	NOUN
american_scientific_journal-11677	9	7	of	of	ADP
american_scientific_journal-11677	9	8	data	datum	NOUN
american_scientific_journal-11677	9	9	are	be	AUX
american_scientific_journal-11677	9	10	created	create	VERB
american_scientific_journal-11677	9	11	,	,	PUNCT
american_scientific_journal-11677	9	12	and	and	CCONJ
american_scientific_journal-11677	9	13	projections	projection	NOUN
american_scientific_journal-11677	9	14	indicate	indicate	VERB
american_scientific_journal-11677	9	15	that	that	SCONJ
american_scientific_journal-11677	9	16	by	by	ADP
american_scientific_journal-11677	9	17	2025	2025	NUM
american_scientific_journal-11677	9	18	,	,	PUNCT
american_scientific_journal-11677	9	19	global	global	ADJ
american_scientific_journal-11677	9	20	data	datum	NOUN
american_scientific_journal-11677	9	21	volume	volume	NOUN
american_scientific_journal-11677	9	22	will	will	AUX
american_scientific_journal-11677	9	23	reach	reach	VERB
american_scientific_journal-11677	9	24	181	181	NUM
american_scientific_journal-11677	9	25	zettabytes	zettabyte	NOUN
american_scientific_journal-11677	9	26	[	[	PUNCT
american_scientific_journal-11677	9	27	8	8	NUM
american_scientific_journal-11677	9	28	]	]	PUNCT
american_scientific_journal-11677	9	29	.	.	PUNCT
american_scientific_journal-11677	10	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11677	10	2	received	receive	VERB
american_scientific_journal-11677	10	3	:	:	PUNCT
american_scientific_journal-11677	10	4	4/4/2025	4/4/2025	NUM
american_scientific_journal-11677	10	5	accepted	accept	VERB
american_scientific_journal-11677	10	6	:	:	PUNCT
american_scientific_journal-11677	10	7	5/28/2025	5/28/2025	NUM
american_scientific_journal-11677	10	8	published	publish	VERB
american_scientific_journal-11677	10	9	:	:	PUNCT
american_scientific_journal-11677	10	10	6/7/2025	6/7/2025	NUM
american_scientific_journal-11677	10	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11677	10	12	*	*	PUNCT
american_scientific_journal-11677	10	13	corresponding	correspond	VERB
american_scientific_journal-11677	10	14	author	author	NOUN
american_scientific_journal-11677	10	15	.	.	PUNCT
american_scientific_journal-11677	11	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11677	11	2	american	american	PROPN
american_scientific_journal-11677	11	3	academic	academic	PROPN
american_scientific_journal-11677	11	4	scientific	scientific	ADJ
american_scientific_journal-11677	11	5	research	research	NOUN
american_scientific_journal-11677	11	6	journal	journal	NOUN
american_scientific_journal-11677	11	7	for	for	ADP
american_scientific_journal-11677	11	8	engineering	engineering	NOUN
american_scientific_journal-11677	11	9	,	,	PUNCT
american_scientific_journal-11677	11	10	technology	technology	NOUN
american_scientific_journal-11677	11	11	,	,	PUNCT
american_scientific_journal-11677	11	12	and	and	CCONJ
american_scientific_journal-11677	11	13	sciences	science	NOUN
american_scientific_journal-11677	11	14	(	(	PUNCT
american_scientific_journal-11677	11	15	asrjets	asrjet	NOUN
american_scientific_journal-11677	11	16	)	)	PUNCT
american_scientific_journal-11677	11	17	volume	volume	NOUN
american_scientific_journal-11677	11	18	102	102	NUM
american_scientific_journal-11677	11	19	,	,	PUNCT
american_scientific_journal-11677	11	20	no	no	DET
american_scientific_journal-11677	11	21	1	1	NUM
american_scientific_journal-11677	11	22	,	,	PUNCT
american_scientific_journal-11677	11	23	pp	pp	ADV
american_scientific_journal-11677	11	24	140	140	NUM
american_scientific_journal-11677	11	25	-	-	SYM
american_scientific_journal-11677	11	26	148	148	NUM
american_scientific_journal-11677	11	27	141	141	NUM
american_scientific_journal-11677	11	28	this	this	DET
american_scientific_journal-11677	11	29	transformation	transformation	NOUN
american_scientific_journal-11677	11	30	not	not	PART
american_scientific_journal-11677	11	31	only	only	ADV
american_scientific_journal-11677	11	32	boosts	boost	VERB
american_scientific_journal-11677	11	33	system	system	NOUN
american_scientific_journal-11677	11	34	performance	performance	NOUN
american_scientific_journal-11677	11	35	but	but	CCONJ
american_scientific_journal-11677	11	36	also	also	ADV
american_scientific_journal-11677	11	37	enhances	enhance	VERB
american_scientific_journal-11677	11	38	the	the	DET
american_scientific_journal-11677	11	39	adaptability	adaptability	NOUN
american_scientific_journal-11677	11	40	of	of	ADP
american_scientific_journal-11677	11	41	information	information	NOUN
american_scientific_journal-11677	11	42	systems	system	NOUN
american_scientific_journal-11677	11	43	in	in	ADP
american_scientific_journal-11677	11	44	the	the	DET
american_scientific_journal-11677	11	45	face	face	NOUN
american_scientific_journal-11677	11	46	of	of	ADP
american_scientific_journal-11677	11	47	ever	ever	ADV
american_scientific_journal-11677	11	48	-	-	PUNCT
american_scientific_journal-11677	11	49	evolving	evolve	VERB
american_scientific_journal-11677	11	50	business	business	NOUN
american_scientific_journal-11677	11	51	requirements	requirement	NOUN
american_scientific_journal-11677	11	52	.	.	PUNCT
american_scientific_journal-11677	12	1	the	the	DET
american_scientific_journal-11677	12	2	relevance	relevance	NOUN
american_scientific_journal-11677	12	3	of	of	ADP
american_scientific_journal-11677	12	4	this	this	DET
american_scientific_journal-11677	12	5	study	study	NOUN
american_scientific_journal-11677	12	6	lies	lie	VERB
american_scientific_journal-11677	12	7	in	in	ADP
american_scientific_journal-11677	12	8	the	the	DET
american_scientific_journal-11677	12	9	need	need	NOUN
american_scientific_journal-11677	12	10	to	to	PART
american_scientific_journal-11677	12	11	develop	develop	VERB
american_scientific_journal-11677	12	12	new	new	ADJ
american_scientific_journal-11677	12	13	methodological	methodological	ADJ
american_scientific_journal-11677	12	14	approaches	approach	NOUN
american_scientific_journal-11677	12	15	to	to	PART
american_scientific_journal-11677	12	16	improve	improve	VERB
american_scientific_journal-11677	12	17	system	system	NOUN
american_scientific_journal-11677	12	18	performance	performance	NOUN
american_scientific_journal-11677	12	19	and	and	CCONJ
american_scientific_journal-11677	12	20	scalability	scalability	NOUN
american_scientific_journal-11677	12	21	under	under	ADP
american_scientific_journal-11677	12	22	constant	constant	ADJ
american_scientific_journal-11677	12	23	change	change	NOUN
american_scientific_journal-11677	12	24	[	[	X
american_scientific_journal-11677	12	25	1	1	NUM
american_scientific_journal-11677	12	26	,	,	PUNCT
american_scientific_journal-11677	12	27	2	2	NUM
american_scientific_journal-11677	12	28	]	]	PUNCT
american_scientific_journal-11677	12	29	.	.	PUNCT
american_scientific_journal-11677	13	1	scientific	scientific	ADJ
american_scientific_journal-11677	13	2	literature	literature	NOUN
american_scientific_journal-11677	13	3	on	on	ADP
american_scientific_journal-11677	13	4	the	the	DET
american_scientific_journal-11677	13	5	impact	impact	NOUN
american_scientific_journal-11677	13	6	of	of	ADP
american_scientific_journal-11677	13	7	microservices	microservice	NOUN
american_scientific_journal-11677	13	8	architecture	architecture	NOUN
american_scientific_journal-11677	13	9	on	on	ADP
american_scientific_journal-11677	13	10	system	system	NOUN
american_scientific_journal-11677	13	11	scalability	scalability	NOUN
american_scientific_journal-11677	13	12	reflects	reflect	VERB
american_scientific_journal-11677	13	13	a	a	DET
american_scientific_journal-11677	13	14	wide	wide	ADJ
american_scientific_journal-11677	13	15	range	range	NOUN
american_scientific_journal-11677	13	16	of	of	ADP
american_scientific_journal-11677	13	17	perspectives	perspective	NOUN
american_scientific_journal-11677	13	18	and	and	CCONJ
american_scientific_journal-11677	13	19	methodological	methodological	ADJ
american_scientific_journal-11677	13	20	tools	tool	NOUN
american_scientific_journal-11677	13	21	,	,	PUNCT
american_scientific_journal-11677	13	22	underscoring	underscore	VERB
american_scientific_journal-11677	13	23	the	the	DET
american_scientific_journal-11677	13	24	interdisciplinary	interdisciplinary	ADJ
american_scientific_journal-11677	13	25	nature	nature	NOUN
american_scientific_journal-11677	13	26	of	of	ADP
american_scientific_journal-11677	13	27	research	research	NOUN
american_scientific_journal-11677	13	28	in	in	ADP
american_scientific_journal-11677	13	29	this	this	DET
american_scientific_journal-11677	13	30	area	area	NOUN
american_scientific_journal-11677	13	31	.	.	PUNCT
american_scientific_journal-11677	14	1	studies	study	NOUN
american_scientific_journal-11677	14	2	focusing	focus	VERB
american_scientific_journal-11677	14	3	on	on	ADP
american_scientific_journal-11677	14	4	the	the	DET
american_scientific_journal-11677	14	5	evolution	evolution	NOUN
american_scientific_journal-11677	14	6	of	of	ADP
american_scientific_journal-11677	14	7	architectural	architectural	ADJ
american_scientific_journal-11677	14	8	paradigms	paradigm	NOUN
american_scientific_journal-11677	14	9	in	in	ADP
american_scientific_journal-11677	14	10	large	large	ADJ
american_scientific_journal-11677	14	11	-	-	PUNCT
american_scientific_journal-11677	14	12	scale	scale	NOUN
american_scientific_journal-11677	14	13	information	information	NOUN
american_scientific_journal-11677	14	14	systems	system	NOUN
american_scientific_journal-11677	14	15	—	—	PUNCT
american_scientific_journal-11677	14	16	most	most	ADV
american_scientific_journal-11677	14	17	notably	notably	ADV
american_scientific_journal-11677	14	18	,	,	PUNCT
american_scientific_journal-11677	14	19	the	the	DET
american_scientific_journal-11677	14	20	netflix	netflix	ADJ
american_scientific_journal-11677	14	21	case	case	NOUN
american_scientific_journal-11677	14	22	—	—	PUNCT
american_scientific_journal-11677	14	23	demonstrate	demonstrate	VERB
american_scientific_journal-11677	14	24	how	how	SCONJ
american_scientific_journal-11677	14	25	organizations	organization	NOUN
american_scientific_journal-11677	14	26	transition	transition	VERB
american_scientific_journal-11677	14	27	from	from	ADP
american_scientific_journal-11677	14	28	monolithic	monolithic	ADJ
american_scientific_journal-11677	14	29	to	to	ADP
american_scientific_journal-11677	14	30	microservices	microservice	NOUN
american_scientific_journal-11677	14	31	-	-	PUNCT
american_scientific_journal-11677	14	32	based	base	VERB
american_scientific_journal-11677	14	33	architectures	architecture	NOUN
american_scientific_journal-11677	14	34	.	.	PUNCT
american_scientific_journal-11677	15	1	henríquez	henríquez	PROPN
american_scientific_journal-11677	15	2	c.	c.	PROPN
american_scientific_journal-11677	15	3	,	,	PUNCT
american_scientific_journal-11677	15	4	valencia	valencia	PROPN
american_scientific_journal-11677	15	5	j.	j.	PROPN
american_scientific_journal-11677	15	6	d.	d.	PROPN
american_scientific_journal-11677	15	7	r.	r.	PROPN
american_scientific_journal-11677	15	8	,	,	PUNCT
american_scientific_journal-11677	15	9	and	and	CCONJ
american_scientific_journal-11677	15	10	torres	torre	VERB
american_scientific_journal-11677	15	11	g.	g.	PROPN
american_scientific_journal-11677	15	12	s.	s.	PROPN
american_scientific_journal-11677	16	1	[	[	X
american_scientific_journal-11677	16	2	1	1	X
american_scientific_journal-11677	16	3	]	]	PUNCT
american_scientific_journal-11677	16	4	provide	provide	VERB
american_scientific_journal-11677	16	5	a	a	DET
american_scientific_journal-11677	16	6	detailed	detailed	ADJ
american_scientific_journal-11677	16	7	account	account	NOUN
american_scientific_journal-11677	16	8	of	of	ADP
american_scientific_journal-11677	16	9	structural	structural	ADJ
american_scientific_journal-11677	16	10	transformation	transformation	NOUN
american_scientific_journal-11677	16	11	,	,	PUNCT
american_scientific_journal-11677	16	12	emphasizing	emphasize	VERB
american_scientific_journal-11677	16	13	the	the	DET
american_scientific_journal-11677	16	14	importance	importance	NOUN
american_scientific_journal-11677	16	15	of	of	ADP
american_scientific_journal-11677	16	16	organizational	organizational	ADJ
american_scientific_journal-11677	16	17	shifts	shift	NOUN
american_scientific_journal-11677	16	18	required	require	VERB
american_scientific_journal-11677	16	19	to	to	PART
american_scientific_journal-11677	16	20	enable	enable	VERB
american_scientific_journal-11677	16	21	scalability	scalability	NOUN
american_scientific_journal-11677	16	22	.	.	PUNCT
american_scientific_journal-11677	17	1	similarly	similarly	ADV
american_scientific_journal-11677	17	2	,	,	PUNCT
american_scientific_journal-11677	17	3	rai	rai	PROPN
american_scientific_journal-11677	17	4	y.	y.	PROPN
american_scientific_journal-11677	18	1	[	[	X
american_scientific_journal-11677	18	2	3	3	X
american_scientific_journal-11677	18	3	]	]	PUNCT
american_scientific_journal-11677	18	4	offers	offer	VERB
american_scientific_journal-11677	18	5	a	a	DET
american_scientific_journal-11677	18	6	comparative	comparative	ADJ
american_scientific_journal-11677	18	7	analysis	analysis	NOUN
american_scientific_journal-11677	18	8	of	of	ADP
american_scientific_journal-11677	18	9	monolithic	monolithic	ADJ
american_scientific_journal-11677	18	10	and	and	CCONJ
american_scientific_journal-11677	18	11	microservices	microservice	NOUN
american_scientific_journal-11677	18	12	systems	system	NOUN
american_scientific_journal-11677	18	13	,	,	PUNCT
american_scientific_journal-11677	18	14	revealing	reveal	VERB
american_scientific_journal-11677	18	15	the	the	DET
american_scientific_journal-11677	18	16	advantages	advantage	NOUN
american_scientific_journal-11677	18	17	of	of	ADP
american_scientific_journal-11677	18	18	the	the	DET
american_scientific_journal-11677	18	19	latter	latter	ADJ
american_scientific_journal-11677	18	20	in	in	ADP
american_scientific_journal-11677	18	21	supporting	support	VERB
american_scientific_journal-11677	18	22	dynamic	dynamic	ADJ
american_scientific_journal-11677	18	23	scaling	scaling	NOUN
american_scientific_journal-11677	18	24	and	and	CCONJ
american_scientific_journal-11677	18	25	improving	improve	VERB
american_scientific_journal-11677	18	26	fault	fault	NOUN
american_scientific_journal-11677	18	27	tolerance	tolerance	NOUN
american_scientific_journal-11677	18	28	.	.	PUNCT
american_scientific_journal-11677	19	1	other	other	ADJ
american_scientific_journal-11677	19	2	studies	study	NOUN
american_scientific_journal-11677	19	3	focus	focus	VERB
american_scientific_journal-11677	19	4	on	on	ADP
american_scientific_journal-11677	19	5	performance	performance	NOUN
american_scientific_journal-11677	19	6	optimization	optimization	NOUN
american_scientific_journal-11677	19	7	methods	method	NOUN
american_scientific_journal-11677	19	8	for	for	ADP
american_scientific_journal-11677	19	9	web	web	NOUN
american_scientific_journal-11677	19	10	applications	application	NOUN
american_scientific_journal-11677	19	11	.	.	PUNCT
american_scientific_journal-11677	20	1	shethiya	shethiya	PROPN
american_scientific_journal-11677	20	2	a.	a.	PROPN
american_scientific_journal-11677	20	3	s.	s.	PROPN
american_scientific_journal-11677	21	1	[	[	X
american_scientific_journal-11677	21	2	2	2	X
american_scientific_journal-11677	21	3	]	]	PUNCT
american_scientific_journal-11677	21	4	provides	provide	VERB
american_scientific_journal-11677	21	5	practical	practical	ADJ
american_scientific_journal-11677	21	6	recommendations	recommendation	NOUN
american_scientific_journal-11677	21	7	for	for	ADP
american_scientific_journal-11677	21	8	enhancing	enhance	VERB
american_scientific_journal-11677	21	9	software	software	NOUN
american_scientific_journal-11677	21	10	solutions	solution	NOUN
american_scientific_journal-11677	21	11	,	,	PUNCT
american_scientific_journal-11677	21	12	aiming	aim	VERB
american_scientific_journal-11677	21	13	to	to	PART
american_scientific_journal-11677	21	14	improve	improve	VERB
american_scientific_journal-11677	21	15	scalability	scalability	NOUN
american_scientific_journal-11677	21	16	and	and	CCONJ
american_scientific_journal-11677	21	17	system	system	NOUN
american_scientific_journal-11677	21	18	performance	performance	NOUN
american_scientific_journal-11677	21	19	through	through	ADP
american_scientific_journal-11677	21	20	code	code	NOUN
american_scientific_journal-11677	21	21	optimization	optimization	NOUN
american_scientific_journal-11677	21	22	and	and	CCONJ
american_scientific_journal-11677	21	23	resource	resource	NOUN
american_scientific_journal-11677	21	24	-	-	PUNCT
american_scientific_journal-11677	21	25	efficient	efficient	ADJ
american_scientific_journal-11677	21	26	management	management	NOUN
american_scientific_journal-11677	21	27	.	.	PUNCT
american_scientific_journal-11677	22	1	this	this	DET
american_scientific_journal-11677	22	2	approach	approach	NOUN
american_scientific_journal-11677	22	3	highlights	highlight	VERB
american_scientific_journal-11677	22	4	the	the	DET
american_scientific_journal-11677	22	5	role	role	NOUN
american_scientific_journal-11677	22	6	of	of	ADP
american_scientific_journal-11677	22	7	system	system	NOUN
american_scientific_journal-11677	22	8	-	-	PUNCT
american_scientific_journal-11677	22	9	level	level	NOUN
american_scientific_journal-11677	22	10	optimization	optimization	NOUN
american_scientific_journal-11677	22	11	as	as	ADP
american_scientific_journal-11677	22	12	an	an	DET
american_scientific_journal-11677	22	13	integral	integral	ADJ
american_scientific_journal-11677	22	14	component	component	NOUN
american_scientific_journal-11677	22	15	of	of	ADP
american_scientific_journal-11677	22	16	the	the	DET
american_scientific_journal-11677	22	17	transition	transition	NOUN
american_scientific_journal-11677	22	18	to	to	ADP
american_scientific_journal-11677	22	19	microservices	microservice	NOUN
american_scientific_journal-11677	22	20	,	,	PUNCT
american_scientific_journal-11677	22	21	allowing	allow	VERB
american_scientific_journal-11677	22	22	for	for	ADP
american_scientific_journal-11677	22	23	faster	fast	ADJ
american_scientific_journal-11677	22	24	and	and	CCONJ
american_scientific_journal-11677	22	25	more	more	ADV
american_scientific_journal-11677	22	26	flexible	flexible	ADJ
american_scientific_journal-11677	22	27	responses	response	NOUN
american_scientific_journal-11677	22	28	to	to	AUX
american_scientific_journal-11677	22	29	workload	workload	NOUN
american_scientific_journal-11677	22	30	fluctuations	fluctuation	NOUN
american_scientific_journal-11677	22	31	.	.	PUNCT
american_scientific_journal-11677	23	1	another	another	DET
american_scientific_journal-11677	23	2	important	important	ADJ
american_scientific_journal-11677	23	3	line	line	NOUN
american_scientific_journal-11677	23	4	of	of	ADP
american_scientific_journal-11677	23	5	inquiry	inquiry	NOUN
american_scientific_journal-11677	23	6	addresses	address	NOUN
american_scientific_journal-11677	23	7	security	security	NOUN
american_scientific_journal-11677	23	8	and	and	CCONJ
american_scientific_journal-11677	23	9	the	the	DET
american_scientific_journal-11677	23	10	integration	integration	NOUN
american_scientific_journal-11677	23	11	of	of	ADP
american_scientific_journal-11677	23	12	modern	modern	ADJ
american_scientific_journal-11677	23	13	web	web	NOUN
american_scientific_journal-11677	23	14	technologies	technology	NOUN
american_scientific_journal-11677	23	15	.	.	PUNCT
american_scientific_journal-11677	24	1	yaghoubzadeh	yaghoubzadeh	ADJ
american_scientific_journal-11677	24	2	-	-	PUNCT
american_scientific_journal-11677	24	3	fard	fard	NOUN
american_scientific_journal-11677	24	4	m.	m.	NOUN
american_scientific_journal-11677	24	5	a.	a.	NOUN
american_scientific_journal-11677	24	6	and	and	CCONJ
american_scientific_journal-11677	24	7	his	his	PRON
american_scientific_journal-11677	24	8	colleagues	colleague	NOUN
american_scientific_journal-11677	25	1	[	[	X
american_scientific_journal-11677	25	2	5	5	NUM
american_scientific_journal-11677	25	3	]	]	PUNCT
american_scientific_journal-11677	25	4	explore	explore	VERB
american_scientific_journal-11677	25	5	the	the	DET
american_scientific_journal-11677	25	6	integration	integration	NOUN
american_scientific_journal-11677	25	7	of	of	ADP
american_scientific_journal-11677	25	8	bot	bot	NOUN
american_scientific_journal-11677	25	9	platforms	platform	NOUN
american_scientific_journal-11677	25	10	with	with	ADP
american_scientific_journal-11677	25	11	rest	rest	NOUN
american_scientific_journal-11677	25	12	apis	apis	ADJ
american_scientific_journal-11677	25	13	,	,	PUNCT
american_scientific_journal-11677	25	14	unlocking	unlock	VERB
american_scientific_journal-11677	25	15	new	new	ADJ
american_scientific_journal-11677	25	16	possibilities	possibility	NOUN
american_scientific_journal-11677	25	17	for	for	ADP
american_scientific_journal-11677	25	18	inter	inter	ADJ
american_scientific_journal-11677	25	19	-	-	ADJ
american_scientific_journal-11677	25	20	service	service	ADJ
american_scientific_journal-11677	25	21	communication	communication	NOUN
american_scientific_journal-11677	25	22	and	and	CCONJ
american_scientific_journal-11677	25	23	process	process	NOUN
american_scientific_journal-11677	25	24	automation	automation	NOUN
american_scientific_journal-11677	25	25	.	.	PUNCT
american_scientific_journal-11677	26	1	in	in	ADP
american_scientific_journal-11677	26	2	parallel	parallel	NOUN
american_scientific_journal-11677	26	3	,	,	PUNCT
american_scientific_journal-11677	26	4	vallabhaneni	vallabhaneni	PROPN
american_scientific_journal-11677	26	5	r.	r.	PROPN
american_scientific_journal-11677	26	6	and	and	CCONJ
american_scientific_journal-11677	26	7	his	his	PRON
american_scientific_journal-11677	26	8	colleagues	colleague	NOUN
american_scientific_journal-11677	26	9	[	[	X
american_scientific_journal-11677	26	10	6	6	NUM
american_scientific_journal-11677	26	11	]	]	PUNCT
american_scientific_journal-11677	26	12	examine	examine	NOUN
american_scientific_journal-11677	26	13	cloud	cloud	NOUN
american_scientific_journal-11677	26	14	security	security	NOUN
american_scientific_journal-11677	26	15	using	use	VERB
american_scientific_journal-11677	26	16	approaches	approach	NOUN
american_scientific_journal-11677	26	17	based	base	VERB
american_scientific_journal-11677	26	18	on	on	ADP
american_scientific_journal-11677	26	19	capsulenet	capsulenet	PROPN
american_scientific_journal-11677	26	20	and	and	CCONJ
american_scientific_journal-11677	26	21	owasp	owasp	PROPN
american_scientific_journal-11677	26	22	standards	standard	NOUN
american_scientific_journal-11677	26	23	,	,	PUNCT
american_scientific_journal-11677	26	24	underscoring	underscore	VERB
american_scientific_journal-11677	26	25	the	the	DET
american_scientific_journal-11677	26	26	importance	importance	NOUN
american_scientific_journal-11677	26	27	of	of	ADP
american_scientific_journal-11677	26	28	a	a	DET
american_scientific_journal-11677	26	29	comprehensive	comprehensive	ADJ
american_scientific_journal-11677	26	30	framework	framework	NOUN
american_scientific_journal-11677	26	31	in	in	ADP
american_scientific_journal-11677	26	32	which	which	PRON
american_scientific_journal-11677	26	33	scalability	scalability	NOUN
american_scientific_journal-11677	26	34	can	can	AUX
american_scientific_journal-11677	26	35	not	not	PART
american_scientific_journal-11677	26	36	be	be	AUX
american_scientific_journal-11677	26	37	separated	separate	VERB
american_scientific_journal-11677	26	38	from	from	ADP
american_scientific_journal-11677	26	39	data	datum	NOUN
american_scientific_journal-11677	26	40	security	security	NOUN
american_scientific_journal-11677	26	41	and	and	CCONJ
american_scientific_journal-11677	26	42	reliability	reliability	NOUN
american_scientific_journal-11677	26	43	.	.	PUNCT
american_scientific_journal-11677	27	1	additional	additional	ADJ
american_scientific_journal-11677	27	2	research	research	NOUN
american_scientific_journal-11677	27	3	has	have	AUX
american_scientific_journal-11677	27	4	focused	focus	VERB
american_scientific_journal-11677	27	5	on	on	ADP
american_scientific_journal-11677	27	6	the	the	DET
american_scientific_journal-11677	27	7	use	use	NOUN
american_scientific_journal-11677	27	8	of	of	ADP
american_scientific_journal-11677	27	9	machine	machine	NOUN
american_scientific_journal-11677	27	10	learning	learning	NOUN
american_scientific_journal-11677	27	11	and	and	CCONJ
american_scientific_journal-11677	27	12	artificial	artificial	ADJ
american_scientific_journal-11677	27	13	intelligence	intelligence	NOUN
american_scientific_journal-11677	27	14	to	to	PART
american_scientific_journal-11677	27	15	optimize	optimize	VERB
american_scientific_journal-11677	27	16	it	it	PRON
american_scientific_journal-11677	27	17	processes	process	NOUN
american_scientific_journal-11677	27	18	.	.	PUNCT
american_scientific_journal-11677	28	1	huma	huma	PROPN
american_scientific_journal-11677	28	2	z.	z.	PROPN
american_scientific_journal-11677	29	1	[	[	X
american_scientific_journal-11677	29	2	4	4	X
american_scientific_journal-11677	29	3	]	]	PUNCT
american_scientific_journal-11677	29	4	demonstrates	demonstrate	VERB
american_scientific_journal-11677	29	5	how	how	SCONJ
american_scientific_journal-11677	29	6	ai	ai	AUX
american_scientific_journal-11677	29	7	can	can	AUX
american_scientific_journal-11677	29	8	automate	automate	VERB
american_scientific_journal-11677	29	9	workflows	workflow	NOUN
american_scientific_journal-11677	29	10	and	and	CCONJ
american_scientific_journal-11677	29	11	forecast	forecast	NOUN
american_scientific_journal-11677	29	12	business	business	NOUN
american_scientific_journal-11677	29	13	trends	trend	NOUN
american_scientific_journal-11677	29	14	,	,	PUNCT
american_scientific_journal-11677	29	15	while	while	SCONJ
american_scientific_journal-11677	29	16	naseer	naseer	PROPN
american_scientific_journal-11677	29	17	i.	i.	PROPN
american_scientific_journal-11677	29	18	[	[	X
american_scientific_journal-11677	29	19	7	7	X
american_scientific_journal-11677	29	20	]	]	PUNCT
american_scientific_journal-11677	29	21	investigates	investigate	VERB
american_scientific_journal-11677	29	22	the	the	DET
american_scientific_journal-11677	29	23	potential	potential	NOUN
american_scientific_journal-11677	29	24	of	of	ADP
american_scientific_journal-11677	29	25	deep	deep	ADJ
american_scientific_journal-11677	29	26	learning	learning	NOUN
american_scientific_journal-11677	29	27	for	for	ADP
american_scientific_journal-11677	29	28	enhancing	enhance	VERB
american_scientific_journal-11677	29	29	cybersecurity	cybersecurity	NOUN
american_scientific_journal-11677	29	30	.	.	PUNCT
american_scientific_journal-11677	30	1	these	these	DET
american_scientific_journal-11677	30	2	models	model	NOUN
american_scientific_journal-11677	30	3	and	and	CCONJ
american_scientific_journal-11677	30	4	algorithms	algorithm	NOUN
american_scientific_journal-11677	30	5	not	not	PART
american_scientific_journal-11677	30	6	only	only	ADV
american_scientific_journal-11677	30	7	improve	improve	VERB
american_scientific_journal-11677	30	8	operational	operational	ADJ
american_scientific_journal-11677	30	9	control	control	NOUN
american_scientific_journal-11677	30	10	but	but	CCONJ
american_scientific_journal-11677	30	11	also	also	ADV
american_scientific_journal-11677	30	12	significantly	significantly	ADV
american_scientific_journal-11677	30	13	reduce	reduce	VERB
american_scientific_journal-11677	30	14	security	security	NOUN
american_scientific_journal-11677	30	15	risks	risk	NOUN
american_scientific_journal-11677	30	16	,	,	PUNCT
american_scientific_journal-11677	30	17	making	make	VERB
american_scientific_journal-11677	30	18	them	they	PRON
american_scientific_journal-11677	30	19	a	a	DET
american_scientific_journal-11677	30	20	promising	promising	ADJ
american_scientific_journal-11677	30	21	direction	direction	NOUN
american_scientific_journal-11677	30	22	for	for	ADP
american_scientific_journal-11677	30	23	integrated	integrate	VERB
american_scientific_journal-11677	30	24	scalability	scalability	NOUN
american_scientific_journal-11677	30	25	and	and	CCONJ
american_scientific_journal-11677	30	26	resilience	resilience	NOUN
american_scientific_journal-11677	30	27	strategies	strategy	NOUN
american_scientific_journal-11677	30	28	.	.	PUNCT
american_scientific_journal-11677	31	1	source	source	NOUN
american_scientific_journal-11677	31	2	[	[	X
american_scientific_journal-11677	31	3	8	8	NUM
american_scientific_journal-11677	31	4	]	]	PUNCT
american_scientific_journal-11677	31	5	,	,	PUNCT
american_scientific_journal-11677	31	6	as	as	SCONJ
american_scientific_journal-11677	31	7	published	publish	VERB
american_scientific_journal-11677	31	8	by	by	ADP
american_scientific_journal-11677	31	9	demandsage	demandsage	NOUN
american_scientific_journal-11677	31	10	,	,	PUNCT
american_scientific_journal-11677	31	11	was	be	AUX
american_scientific_journal-11677	31	12	used	use	VERB
american_scientific_journal-11677	31	13	to	to	PART
american_scientific_journal-11677	31	14	illustrate	illustrate	VERB
american_scientific_journal-11677	31	15	global	global	ADJ
american_scientific_journal-11677	31	16	data	datum	NOUN
american_scientific_journal-11677	31	17	creation	creation	NOUN
american_scientific_journal-11677	31	18	statistics	statistic	NOUN
american_scientific_journal-11677	31	19	.	.	PUNCT
american_scientific_journal-11677	32	1	thus	thus	ADV
american_scientific_journal-11677	32	2	,	,	PUNCT
american_scientific_journal-11677	32	3	the	the	DET
american_scientific_journal-11677	32	4	materials	material	NOUN
american_scientific_journal-11677	32	5	examined	examine	VERB
american_scientific_journal-11677	32	6	from	from	ADP
american_scientific_journal-11677	32	7	other	other	ADJ
american_scientific_journal-11677	32	8	studies	study	NOUN
american_scientific_journal-11677	32	9	exhibit	exhibit	VERB
american_scientific_journal-11677	32	10	certain	certain	ADJ
american_scientific_journal-11677	32	11	limitations	limitation	NOUN
american_scientific_journal-11677	32	12	.	.	PUNCT
american_scientific_journal-11677	33	1	for	for	ADP
american_scientific_journal-11677	33	2	example	example	NOUN
american_scientific_journal-11677	33	3	,	,	PUNCT
american_scientific_journal-11677	33	4	the	the	DET
american_scientific_journal-11677	33	5	work	work	NOUN
american_scientific_journal-11677	33	6	by	by	ADP
american_scientific_journal-11677	33	7	henríquez	henríquez	PROPN
american_scientific_journal-11677	33	8	c.	c.	PROPN
american_scientific_journal-11677	33	9	,	,	PUNCT
american_scientific_journal-11677	33	10	valencia	valencia	PROPN
american_scientific_journal-11677	33	11	j.	j.	PROPN
american_scientific_journal-11677	33	12	d.	d.	PROPN
american_scientific_journal-11677	33	13	r.	r.	PROPN
american_scientific_journal-11677	33	14	,	,	PUNCT
american_scientific_journal-11677	33	15	and	and	CCONJ
american_scientific_journal-11677	33	16	torres	torre	VERB
american_scientific_journal-11677	33	17	g.	g.	PROPN
american_scientific_journal-11677	33	18	s.	s.	PROPN
american_scientific_journal-11677	34	1	[	[	X
american_scientific_journal-11677	34	2	1	1	NUM
american_scientific_journal-11677	34	3	]	]	PUNCT
american_scientific_journal-11677	34	4	,	,	PUNCT
american_scientific_journal-11677	34	5	which	which	PRON
american_scientific_journal-11677	34	6	describes	describe	VERB
american_scientific_journal-11677	34	7	netflix	netflix	PROPN
american_scientific_journal-11677	34	8	’s	’s	PART
american_scientific_journal-11677	34	9	transformation	transformation	NOUN
american_scientific_journal-11677	34	10	,	,	PUNCT
american_scientific_journal-11677	34	11	provides	provide	VERB
american_scientific_journal-11677	34	12	invaluable	invaluable	ADJ
american_scientific_journal-11677	34	13	empirical	empirical	ADJ
american_scientific_journal-11677	34	14	data	datum	NOUN
american_scientific_journal-11677	34	15	on	on	ADP
american_scientific_journal-11677	34	16	structural	structural	ADJ
american_scientific_journal-11677	34	17	and	and	CCONJ
american_scientific_journal-11677	34	18	organizational	organizational	ADJ
american_scientific_journal-11677	34	19	shifts	shift	NOUN
american_scientific_journal-11677	34	20	.	.	PUNCT
american_scientific_journal-11677	35	1	shethiya	shethiya	PROPN
american_scientific_journal-11677	35	2	a.	a.	PROPN
american_scientific_journal-11677	35	3	s.	s.	PROPN
american_scientific_journal-11677	36	1	[	[	X
american_scientific_journal-11677	36	2	2	2	NUM
american_scientific_journal-11677	36	3	]	]	PUNCT
american_scientific_journal-11677	36	4	,	,	PUNCT
american_scientific_journal-11677	36	5	focusing	focus	VERB
american_scientific_journal-11677	36	6	on	on	ADP
american_scientific_journal-11677	36	7	practical	practical	ADJ
american_scientific_journal-11677	36	8	recommendations	recommendation	NOUN
american_scientific_journal-11677	36	9	for	for	ADP
american_scientific_journal-11677	36	10	optimizing	optimize	VERB
american_scientific_journal-11677	36	11	software	software	NOUN
american_scientific_journal-11677	36	12	solutions	solution	NOUN
american_scientific_journal-11677	36	13	,	,	PUNCT
american_scientific_journal-11677	36	14	underscores	underscore	VERB
american_scientific_journal-11677	36	15	the	the	DET
american_scientific_journal-11677	36	16	importance	importance	NOUN
american_scientific_journal-11677	36	17	of	of	ADP
american_scientific_journal-11677	36	18	a	a	DET
american_scientific_journal-11677	36	19	systemic	systemic	ADJ
american_scientific_journal-11677	36	20	approach	approach	NOUN
american_scientific_journal-11677	36	21	.	.	PUNCT
american_scientific_journal-11677	37	1	rai	rai	PROPN
american_scientific_journal-11677	38	1	y.	y.	PROPN
american_scientific_journal-11677	38	2	’s	’s	PART
american_scientific_journal-11677	38	3	comparative	comparative	ADJ
american_scientific_journal-11677	38	4	analysis	analysis	NOUN
american_scientific_journal-11677	38	5	of	of	ADP
american_scientific_journal-11677	38	6	monolithic	monolithic	ADJ
american_scientific_journal-11677	38	7	versus	versus	ADP
american_scientific_journal-11677	38	8	microservice	microservice	NOUN
american_scientific_journal-11677	38	9	architectures	architecture	NOUN
american_scientific_journal-11677	38	10	[	[	X
american_scientific_journal-11677	38	11	3	3	X
american_scientific_journal-11677	38	12	]	]	PUNCT
american_scientific_journal-11677	38	13	highlights	highlight	NOUN
american_scientific_journal-11677	38	14	the	the	DET
american_scientific_journal-11677	38	15	latter	latter	ADJ
american_scientific_journal-11677	38	16	’s	’s	PART
american_scientific_journal-11677	38	17	advantages	advantage	NOUN
american_scientific_journal-11677	38	18	in	in	ADP
american_scientific_journal-11677	38	19	dynamic	dynamic	ADJ
american_scientific_journal-11677	38	20	scaling	scaling	NOUN
american_scientific_journal-11677	38	21	and	and	CCONJ
american_scientific_journal-11677	38	22	resilience	resilience	NOUN
american_scientific_journal-11677	38	23	.	.	PUNCT
american_scientific_journal-11677	39	1	the	the	DET
american_scientific_journal-11677	39	2	studies	study	NOUN
american_scientific_journal-11677	39	3	by	by	ADP
american_scientific_journal-11677	39	4	yaghoub‐zadeh‐fard	yaghoub‐zadeh‐fard	PROPN
american_scientific_journal-11677	39	5	m.	m.	NOUN
american_scientific_journal-11677	39	6	a.	a.	NOUN
american_scientific_journal-11677	39	7	and	and	CCONJ
american_scientific_journal-11677	39	8	his	his	PRON
american_scientific_journal-11677	39	9	colleagues	colleague	NOUN
american_scientific_journal-11677	39	10	[	[	X
american_scientific_journal-11677	39	11	5	5	NUM
american_scientific_journal-11677	39	12	]	]	PUNCT
american_scientific_journal-11677	39	13	and	and	CCONJ
american_scientific_journal-11677	39	14	vallabhaneni	vallabhaneni	PROPN
american_scientific_journal-11677	39	15	r.	r.	PROPN
american_scientific_journal-11677	39	16	and	and	CCONJ
american_scientific_journal-11677	39	17	his	his	PRON
american_scientific_journal-11677	39	18	american	american	ADJ
american_scientific_journal-11677	39	19	academic	academic	ADJ
american_scientific_journal-11677	39	20	scientific	scientific	ADJ
american_scientific_journal-11677	39	21	research	research	NOUN
american_scientific_journal-11677	39	22	journal	journal	NOUN
american_scientific_journal-11677	39	23	for	for	ADP
american_scientific_journal-11677	39	24	engineering	engineering	NOUN
american_scientific_journal-11677	39	25	,	,	PUNCT
american_scientific_journal-11677	39	26	technology	technology	NOUN
american_scientific_journal-11677	39	27	,	,	PUNCT
american_scientific_journal-11677	39	28	and	and	CCONJ
american_scientific_journal-11677	39	29	sciences	science	NOUN
american_scientific_journal-11677	39	30	(	(	PUNCT
american_scientific_journal-11677	39	31	asrjets	asrjet	NOUN
american_scientific_journal-11677	39	32	)	)	PUNCT
american_scientific_journal-11677	39	33	volume	volume	NOUN
american_scientific_journal-11677	39	34	102	102	NUM
american_scientific_journal-11677	39	35	,	,	PUNCT
american_scientific_journal-11677	39	36	no	no	DET
american_scientific_journal-11677	39	37	1	1	NUM
american_scientific_journal-11677	39	38	,	,	PUNCT
american_scientific_journal-11677	39	39	pp	pp	ADV
american_scientific_journal-11677	39	40	140	140	NUM
american_scientific_journal-11677	39	41	-	-	SYM
american_scientific_journal-11677	39	42	148	148	NUM
american_scientific_journal-11677	39	43	142	142	NUM
american_scientific_journal-11677	39	44	colleagues	colleague	NOUN
american_scientific_journal-11677	39	45	[	[	X
american_scientific_journal-11677	39	46	6	6	NUM
american_scientific_journal-11677	39	47	]	]	PUNCT
american_scientific_journal-11677	39	48	,	,	PUNCT
american_scientific_journal-11677	39	49	which	which	PRON
american_scientific_journal-11677	39	50	address	address	NOUN
american_scientific_journal-11677	39	51	integration	integration	NOUN
american_scientific_journal-11677	39	52	and	and	CCONJ
american_scientific_journal-11677	39	53	security	security	NOUN
american_scientific_journal-11677	39	54	concerns	concern	NOUN
american_scientific_journal-11677	39	55	,	,	PUNCT
american_scientific_journal-11677	39	56	point	point	VERB
american_scientific_journal-11677	39	57	to	to	ADP
american_scientific_journal-11677	39	58	critical	critical	ADJ
american_scientific_journal-11677	39	59	adjacent	adjacent	ADJ
american_scientific_journal-11677	39	60	domains	domain	NOUN
american_scientific_journal-11677	39	61	.	.	PUNCT
american_scientific_journal-11677	40	1	acknowledging	acknowledge	VERB
american_scientific_journal-11677	40	2	the	the	DET
american_scientific_journal-11677	40	3	significance	significance	NOUN
american_scientific_journal-11677	40	4	of	of	ADP
american_scientific_journal-11677	40	5	these	these	DET
american_scientific_journal-11677	40	6	contributions	contribution	NOUN
american_scientific_journal-11677	40	7	,	,	PUNCT
american_scientific_journal-11677	40	8	the	the	DET
american_scientific_journal-11677	40	9	present	present	ADJ
american_scientific_journal-11677	40	10	research	research	NOUN
american_scientific_journal-11677	40	11	aims	aim	VERB
american_scientific_journal-11677	40	12	not	not	PART
american_scientific_journal-11677	40	13	merely	merely	ADV
american_scientific_journal-11677	40	14	to	to	PART
american_scientific_journal-11677	40	15	aggregate	aggregate	VERB
american_scientific_journal-11677	40	16	their	their	PRON
american_scientific_journal-11677	40	17	findings	finding	NOUN
american_scientific_journal-11677	40	18	but	but	CCONJ
american_scientific_journal-11677	40	19	to	to	PART
american_scientific_journal-11677	40	20	build	build	VERB
american_scientific_journal-11677	40	21	upon	upon	SCONJ
american_scientific_journal-11677	40	22	them	they	PRON
american_scientific_journal-11677	40	23	,	,	PUNCT
american_scientific_journal-11677	40	24	crafting	craft	VERB
american_scientific_journal-11677	40	25	a	a	DET
american_scientific_journal-11677	40	26	more	more	ADV
american_scientific_journal-11677	40	27	comprehensive	comprehensive	ADJ
american_scientific_journal-11677	40	28	picture	picture	NOUN
american_scientific_journal-11677	40	29	enriched	enrich	VERB
american_scientific_journal-11677	40	30	by	by	ADP
american_scientific_journal-11677	40	31	analysis	analysis	NOUN
american_scientific_journal-11677	40	32	of	of	ADP
american_scientific_journal-11677	40	33	contemporary	contemporary	ADJ
american_scientific_journal-11677	40	34	tools	tool	NOUN
american_scientific_journal-11677	40	35	and	and	CCONJ
american_scientific_journal-11677	40	36	methodologies	methodology	NOUN
american_scientific_journal-11677	40	37	—	—	PUNCT
american_scientific_journal-11677	40	38	and	and	CCONJ
american_scientific_journal-11677	40	39	to	to	PART
american_scientific_journal-11677	40	40	test	test	VERB
american_scientific_journal-11677	40	41	the	the	DET
american_scientific_journal-11677	40	42	hypothesis	hypothesis	NOUN
american_scientific_journal-11677	40	43	that	that	PRON
american_scientific_journal-11677	40	44	microservice	microservice	NOUN
american_scientific_journal-11677	40	45	architectures	architecture	NOUN
american_scientific_journal-11677	40	46	combined	combine	VERB
american_scientific_journal-11677	40	47	with	with	ADP
american_scientific_journal-11677	40	48	automation	automation	NOUN
american_scientific_journal-11677	40	49	can	can	AUX
american_scientific_journal-11677	40	50	yield	yield	VERB
american_scientific_journal-11677	40	51	an	an	DET
american_scientific_journal-11677	40	52	integrated	integrate	VERB
american_scientific_journal-11677	40	53	improvement	improvement	NOUN
american_scientific_journal-11677	40	54	in	in	ADP
american_scientific_journal-11677	40	55	information‐system	information‐system	NOUN
american_scientific_journal-11677	40	56	performance	performance	NOUN
american_scientific_journal-11677	40	57	.	.	PUNCT
american_scientific_journal-11677	41	1	the	the	DET
american_scientific_journal-11677	41	2	objective	objective	NOUN
american_scientific_journal-11677	41	3	of	of	ADP
american_scientific_journal-11677	41	4	this	this	DET
american_scientific_journal-11677	41	5	study	study	NOUN
american_scientific_journal-11677	41	6	is	be	AUX
american_scientific_journal-11677	41	7	to	to	PART
american_scientific_journal-11677	41	8	analyze	analyze	VERB
american_scientific_journal-11677	41	9	the	the	DET
american_scientific_journal-11677	41	10	impact	impact	NOUN
american_scientific_journal-11677	41	11	of	of	ADP
american_scientific_journal-11677	41	12	microservices	microservice	NOUN
american_scientific_journal-11677	41	13	architecture	architecture	NOUN
american_scientific_journal-11677	41	14	on	on	ADP
american_scientific_journal-11677	41	15	the	the	DET
american_scientific_journal-11677	41	16	scalability	scalability	NOUN
american_scientific_journal-11677	41	17	of	of	ADP
american_scientific_journal-11677	41	18	information	information	NOUN
american_scientific_journal-11677	41	19	systems	system	NOUN
american_scientific_journal-11677	41	20	.	.	PUNCT
american_scientific_journal-11677	42	1	the	the	DET
american_scientific_journal-11677	42	2	novelty	novelty	NOUN
american_scientific_journal-11677	42	3	of	of	ADP
american_scientific_journal-11677	42	4	this	this	DET
american_scientific_journal-11677	42	5	research	research	NOUN
american_scientific_journal-11677	42	6	lies	lie	VERB
american_scientific_journal-11677	42	7	in	in	ADP
american_scientific_journal-11677	42	8	its	its	PRON
american_scientific_journal-11677	42	9	proposal	proposal	NOUN
american_scientific_journal-11677	42	10	to	to	PART
american_scientific_journal-11677	42	11	use	use	VERB
american_scientific_journal-11677	42	12	an	an	DET
american_scientific_journal-11677	42	13	integrated	integrate	VERB
american_scientific_journal-11677	42	14	methodology	methodology	NOUN
american_scientific_journal-11677	42	15	that	that	PRON
american_scientific_journal-11677	42	16	combines	combine	VERB
american_scientific_journal-11677	42	17	technical	technical	ADJ
american_scientific_journal-11677	42	18	,	,	PUNCT
american_scientific_journal-11677	42	19	organizational	organizational	ADJ
american_scientific_journal-11677	42	20	,	,	PUNCT
american_scientific_journal-11677	42	21	and	and	CCONJ
american_scientific_journal-11677	42	22	managerial	managerial	ADJ
american_scientific_journal-11677	42	23	aspects	aspect	NOUN
american_scientific_journal-11677	42	24	of	of	ADP
american_scientific_journal-11677	42	25	transitioning	transition	VERB
american_scientific_journal-11677	42	26	from	from	ADP
american_scientific_journal-11677	42	27	monolithic	monolithic	ADJ
american_scientific_journal-11677	42	28	to	to	ADP
american_scientific_journal-11677	42	29	microservices	microservice	NOUN
american_scientific_journal-11677	42	30	architecture	architecture	NOUN
american_scientific_journal-11677	42	31	.	.	PUNCT
american_scientific_journal-11677	43	1	this	this	DET
american_scientific_journal-11677	43	2	approach	approach	NOUN
american_scientific_journal-11677	43	3	supports	support	VERB
american_scientific_journal-11677	43	4	optimized	optimize	VERB
american_scientific_journal-11677	43	5	scaling	scaling	NOUN
american_scientific_journal-11677	43	6	processes	process	NOUN
american_scientific_journal-11677	43	7	while	while	SCONJ
american_scientific_journal-11677	43	8	also	also	ADV
american_scientific_journal-11677	43	9	reducing	reduce	VERB
american_scientific_journal-11677	43	10	operational	operational	ADJ
american_scientific_journal-11677	43	11	risks	risk	NOUN
american_scientific_journal-11677	43	12	.	.	PUNCT
american_scientific_journal-11677	44	1	the	the	DET
american_scientific_journal-11677	44	2	author	author	NOUN
american_scientific_journal-11677	44	3	’s	’s	PART
american_scientific_journal-11677	44	4	hypothesis	hypothesis	NOUN
american_scientific_journal-11677	44	5	is	be	AUX
american_scientific_journal-11677	44	6	that	that	SCONJ
american_scientific_journal-11677	44	7	applying	apply	VERB
american_scientific_journal-11677	44	8	microservices	microservice	NOUN
american_scientific_journal-11677	44	9	architecture	architecture	NOUN
american_scientific_journal-11677	44	10	in	in	ADP
american_scientific_journal-11677	44	11	combination	combination	NOUN
american_scientific_journal-11677	44	12	with	with	ADP
american_scientific_journal-11677	44	13	automated	automate	VERB
american_scientific_journal-11677	44	14	migration	migration	NOUN
american_scientific_journal-11677	44	15	tools	tool	NOUN
american_scientific_journal-11677	44	16	and	and	CCONJ
american_scientific_journal-11677	44	17	modern	modern	ADJ
american_scientific_journal-11677	44	18	monitoring	monitoring	NOUN
american_scientific_journal-11677	44	19	systems	system	NOUN
american_scientific_journal-11677	44	20	enhances	enhance	VERB
american_scientific_journal-11677	44	21	the	the	DET
american_scientific_journal-11677	44	22	scalability	scalability	NOUN
american_scientific_journal-11677	44	23	and	and	CCONJ
american_scientific_journal-11677	44	24	fault	fault	VERB
american_scientific_journal-11677	44	25	tolerance	tolerance	NOUN
american_scientific_journal-11677	44	26	of	of	ADP
american_scientific_journal-11677	44	27	information	information	NOUN
american_scientific_journal-11677	44	28	systems	system	NOUN
american_scientific_journal-11677	44	29	compared	compare	VERB
american_scientific_journal-11677	44	30	to	to	ADP
american_scientific_journal-11677	44	31	traditional	traditional	ADJ
american_scientific_journal-11677	44	32	monolithic	monolithic	ADJ
american_scientific_journal-11677	44	33	solutions	solution	NOUN
american_scientific_journal-11677	44	34	.	.	PUNCT
american_scientific_journal-11677	45	1	the	the	DET
american_scientific_journal-11677	45	2	methodology	methodology	NOUN
american_scientific_journal-11677	45	3	is	be	AUX
american_scientific_journal-11677	45	4	based	base	VERB
american_scientific_journal-11677	45	5	on	on	ADP
american_scientific_journal-11677	45	6	a	a	DET
american_scientific_journal-11677	45	7	review	review	NOUN
american_scientific_journal-11677	45	8	and	and	CCONJ
american_scientific_journal-11677	45	9	analysis	analysis	NOUN
american_scientific_journal-11677	45	10	of	of	ADP
american_scientific_journal-11677	45	11	existing	exist	VERB
american_scientific_journal-11677	45	12	literature	literature	NOUN
american_scientific_journal-11677	45	13	.	.	PUNCT
american_scientific_journal-11677	46	1	2	2	X
american_scientific_journal-11677	46	2	.	.	X
american_scientific_journal-11677	46	3	theoretical	theoretical	ADJ
american_scientific_journal-11677	46	4	foundations	foundation	NOUN
american_scientific_journal-11677	46	5	of	of	ADP
american_scientific_journal-11677	46	6	microservices	microservice	NOUN
american_scientific_journal-11677	46	7	architecture	architecture	NOUN
american_scientific_journal-11677	46	8	and	and	CCONJ
american_scientific_journal-11677	46	9	scalability	scalability	NOUN
american_scientific_journal-11677	46	10	microservices	microservice	NOUN
american_scientific_journal-11677	46	11	architecture	architecture	NOUN
american_scientific_journal-11677	46	12	is	be	AUX
american_scientific_journal-11677	46	13	a	a	DET
american_scientific_journal-11677	46	14	paradigm	paradigm	NOUN
american_scientific_journal-11677	46	15	for	for	ADP
american_scientific_journal-11677	46	16	building	build	VERB
american_scientific_journal-11677	46	17	information	information	NOUN
american_scientific_journal-11677	46	18	systems	system	NOUN
american_scientific_journal-11677	46	19	in	in	ADP
american_scientific_journal-11677	46	20	which	which	PRON
american_scientific_journal-11677	46	21	an	an	DET
american_scientific_journal-11677	46	22	application	application	NOUN
american_scientific_journal-11677	46	23	is	be	AUX
american_scientific_journal-11677	46	24	divided	divide	VERB
american_scientific_journal-11677	46	25	into	into	ADP
american_scientific_journal-11677	46	26	a	a	DET
american_scientific_journal-11677	46	27	collection	collection	NOUN
american_scientific_journal-11677	46	28	of	of	ADP
american_scientific_journal-11677	46	29	small	small	ADJ
american_scientific_journal-11677	46	30	,	,	PUNCT
american_scientific_journal-11677	46	31	autonomous	autonomous	ADJ
american_scientific_journal-11677	46	32	services	service	NOUN
american_scientific_journal-11677	46	33	that	that	PRON
american_scientific_journal-11677	46	34	interact	interact	VERB
american_scientific_journal-11677	46	35	through	through	ADP
american_scientific_journal-11677	46	36	well	well	ADV
american_scientific_journal-11677	46	37	-	-	PUNCT
american_scientific_journal-11677	46	38	defined	define	VERB
american_scientific_journal-11677	46	39	apis	apis	ADJ
american_scientific_journal-11677	46	40	.	.	PUNCT
american_scientific_journal-11677	47	1	this	this	DET
american_scientific_journal-11677	47	2	approach	approach	NOUN
american_scientific_journal-11677	47	3	enables	enable	VERB
american_scientific_journal-11677	47	4	independent	independent	ADJ
american_scientific_journal-11677	47	5	deployment	deployment	NOUN
american_scientific_journal-11677	47	6	,	,	PUNCT
american_scientific_journal-11677	47	7	simplifies	simplify	VERB
american_scientific_journal-11677	47	8	the	the	DET
american_scientific_journal-11677	47	9	scaling	scaling	NOUN
american_scientific_journal-11677	47	10	of	of	ADP
american_scientific_journal-11677	47	11	individual	individual	ADJ
american_scientific_journal-11677	47	12	components	component	NOUN
american_scientific_journal-11677	47	13	,	,	PUNCT
american_scientific_journal-11677	47	14	and	and	CCONJ
american_scientific_journal-11677	47	15	enhances	enhance	VERB
american_scientific_journal-11677	47	16	the	the	DET
american_scientific_journal-11677	47	17	overall	overall	ADJ
american_scientific_journal-11677	47	18	fault	fault	NOUN
american_scientific_journal-11677	47	19	tolerance	tolerance	NOUN
american_scientific_journal-11677	47	20	of	of	ADP
american_scientific_journal-11677	47	21	the	the	DET
american_scientific_journal-11677	47	22	system	system	NOUN
american_scientific_journal-11677	47	23	[	[	X
american_scientific_journal-11677	47	24	2	2	NUM
american_scientific_journal-11677	47	25	]	]	PUNCT
american_scientific_journal-11677	47	26	.	.	PUNCT
american_scientific_journal-11677	48	1	in	in	ADP
american_scientific_journal-11677	48	2	the	the	DET
american_scientific_journal-11677	48	3	face	face	NOUN
american_scientific_journal-11677	48	4	of	of	ADP
american_scientific_journal-11677	48	5	increasing	increase	VERB
american_scientific_journal-11677	48	6	loads	load	NOUN
american_scientific_journal-11677	48	7	,	,	PUNCT
american_scientific_journal-11677	48	8	growing	grow	VERB
american_scientific_journal-11677	48	9	functional	functional	ADJ
american_scientific_journal-11677	48	10	complexity	complexity	NOUN
american_scientific_journal-11677	48	11	,	,	PUNCT
american_scientific_journal-11677	48	12	and	and	CCONJ
american_scientific_journal-11677	48	13	the	the	DET
american_scientific_journal-11677	48	14	need	need	NOUN
american_scientific_journal-11677	48	15	for	for	ADP
american_scientific_journal-11677	48	16	rapid	rapid	ADJ
american_scientific_journal-11677	48	17	adaptation	adaptation	NOUN
american_scientific_journal-11677	48	18	to	to	ADP
american_scientific_journal-11677	48	19	changing	change	VERB
american_scientific_journal-11677	48	20	business	business	NOUN
american_scientific_journal-11677	48	21	conditions	condition	NOUN
american_scientific_journal-11677	48	22	,	,	PUNCT
american_scientific_journal-11677	48	23	the	the	DET
american_scientific_journal-11677	48	24	use	use	NOUN
american_scientific_journal-11677	48	25	of	of	ADP
american_scientific_journal-11677	48	26	microservices	microservice	NOUN
american_scientific_journal-11677	48	27	becomes	become	VERB
american_scientific_journal-11677	48	28	a	a	DET
american_scientific_journal-11677	48	29	strategically	strategically	ADV
american_scientific_journal-11677	48	30	important	important	ADJ
american_scientific_journal-11677	48	31	solution	solution	NOUN
american_scientific_journal-11677	48	32	for	for	ADP
american_scientific_journal-11677	48	33	large	large	ADJ
american_scientific_journal-11677	48	34	-	-	PUNCT
american_scientific_journal-11677	48	35	scale	scale	NOUN
american_scientific_journal-11677	48	36	information	information	NOUN
american_scientific_journal-11677	48	37	systems	system	NOUN
american_scientific_journal-11677	48	38	.	.	PUNCT
american_scientific_journal-11677	49	1	the	the	DET
american_scientific_journal-11677	49	2	key	key	ADJ
american_scientific_journal-11677	49	3	principles	principle	NOUN
american_scientific_journal-11677	49	4	of	of	ADP
american_scientific_journal-11677	49	5	microservices	microservice	NOUN
american_scientific_journal-11677	49	6	architecture	architecture	NOUN
american_scientific_journal-11677	49	7	are	be	AUX
american_scientific_journal-11677	49	8	illustrated	illustrate	VERB
american_scientific_journal-11677	49	9	in	in	ADP
american_scientific_journal-11677	49	10	figure	figure	NOUN
american_scientific_journal-11677	49	11	1	1	NUM
american_scientific_journal-11677	49	12	.	.	PUNCT
american_scientific_journal-11677	50	1	american	american	ADJ
american_scientific_journal-11677	50	2	academic	academic	ADJ
american_scientific_journal-11677	50	3	scientific	scientific	ADJ
american_scientific_journal-11677	50	4	research	research	NOUN
american_scientific_journal-11677	50	5	journal	journal	NOUN
american_scientific_journal-11677	50	6	for	for	ADP
american_scientific_journal-11677	50	7	engineering	engineering	NOUN
american_scientific_journal-11677	50	8	,	,	PUNCT
american_scientific_journal-11677	50	9	technology	technology	NOUN
american_scientific_journal-11677	50	10	,	,	PUNCT
american_scientific_journal-11677	50	11	and	and	CCONJ
american_scientific_journal-11677	50	12	sciences	science	NOUN
american_scientific_journal-11677	50	13	(	(	PUNCT
american_scientific_journal-11677	50	14	asrjets	asrjet	NOUN
american_scientific_journal-11677	50	15	)	)	PUNCT
american_scientific_journal-11677	50	16	volume	volume	NOUN
american_scientific_journal-11677	50	17	102	102	NUM
american_scientific_journal-11677	50	18	,	,	PUNCT
american_scientific_journal-11677	50	19	no	no	DET
american_scientific_journal-11677	50	20	1	1	NUM
american_scientific_journal-11677	50	21	,	,	PUNCT
american_scientific_journal-11677	50	22	pp	pp	ADV
american_scientific_journal-11677	50	23	140	140	NUM
american_scientific_journal-11677	50	24	-	-	SYM
american_scientific_journal-11677	50	25	148	148	NUM
american_scientific_journal-11677	50	26	143	143	NUM
american_scientific_journal-11677	50	27	figure	figure	NOUN
american_scientific_journal-11677	50	28	1	1	NUM
american_scientific_journal-11677	50	29	:	:	PUNCT
american_scientific_journal-11677	50	30	principles	principle	NOUN
american_scientific_journal-11677	50	31	of	of	ADP
american_scientific_journal-11677	50	32	microservices	microservice	NOUN
american_scientific_journal-11677	50	33	architecture	architecture	NOUN
american_scientific_journal-11677	50	34	[	[	X
american_scientific_journal-11677	50	35	3	3	NUM
american_scientific_journal-11677	50	36	]	]	PUNCT
american_scientific_journal-11677	50	37	.	.	PUNCT
american_scientific_journal-11677	51	1	in	in	ADP
american_scientific_journal-11677	51	2	contrast	contrast	NOUN
american_scientific_journal-11677	51	3	,	,	PUNCT
american_scientific_journal-11677	51	4	monolithic	monolithic	ADJ
american_scientific_journal-11677	51	5	architecture	architecture	NOUN
american_scientific_journal-11677	51	6	is	be	AUX
american_scientific_journal-11677	51	7	characterized	characterize	VERB
american_scientific_journal-11677	51	8	by	by	ADP
american_scientific_journal-11677	51	9	a	a	DET
american_scientific_journal-11677	51	10	single	single	ADJ
american_scientific_journal-11677	51	11	,	,	PUNCT
american_scientific_journal-11677	51	12	tightly	tightly	ADV
american_scientific_journal-11677	51	13	coupled	couple	VERB
american_scientific_journal-11677	51	14	codebase	codebase	ADJ
american_scientific_journal-11677	51	15	where	where	SCONJ
american_scientific_journal-11677	51	16	changes	change	NOUN
american_scientific_journal-11677	51	17	to	to	ADP
american_scientific_journal-11677	51	18	one	one	NUM
american_scientific_journal-11677	51	19	component	component	NOUN
american_scientific_journal-11677	51	20	can	can	AUX
american_scientific_journal-11677	51	21	adversely	adversely	ADV
american_scientific_journal-11677	51	22	affect	affect	VERB
american_scientific_journal-11677	51	23	the	the	DET
american_scientific_journal-11677	51	24	entire	entire	ADJ
american_scientific_journal-11677	51	25	application	application	NOUN
american_scientific_journal-11677	51	26	.	.	PUNCT
american_scientific_journal-11677	52	1	the	the	DET
american_scientific_journal-11677	52	2	limited	limited	ADJ
american_scientific_journal-11677	52	3	modularity	modularity	NOUN
american_scientific_journal-11677	52	4	of	of	ADP
american_scientific_journal-11677	52	5	monolithic	monolithic	ADJ
american_scientific_journal-11677	52	6	systems	system	NOUN
american_scientific_journal-11677	52	7	complicates	complicate	VERB
american_scientific_journal-11677	52	8	adaptation	adaptation	NOUN
american_scientific_journal-11677	52	9	to	to	ADP
american_scientific_journal-11677	52	10	evolving	evolve	VERB
american_scientific_journal-11677	52	11	requirements	requirement	NOUN
american_scientific_journal-11677	52	12	and	and	CCONJ
american_scientific_journal-11677	52	13	restricts	restrict	VERB
american_scientific_journal-11677	52	14	the	the	DET
american_scientific_journal-11677	52	15	ability	ability	NOUN
american_scientific_journal-11677	52	16	to	to	PART
american_scientific_journal-11677	52	17	scale	scale	VERB
american_scientific_journal-11677	52	18	individual	individual	ADJ
american_scientific_journal-11677	52	19	functional	functional	ADJ
american_scientific_journal-11677	52	20	units	unit	NOUN
american_scientific_journal-11677	52	21	independently	independently	ADV
american_scientific_journal-11677	52	22	[	[	X
american_scientific_journal-11677	52	23	3	3	NUM
american_scientific_journal-11677	52	24	]	]	PUNCT
american_scientific_journal-11677	52	25	.	.	PUNCT
american_scientific_journal-11677	53	1	to	to	PART
american_scientific_journal-11677	53	2	better	well	ADV
american_scientific_journal-11677	53	3	understand	understand	VERB
american_scientific_journal-11677	53	4	the	the	DET
american_scientific_journal-11677	53	5	differences	difference	NOUN
american_scientific_journal-11677	53	6	between	between	ADP
american_scientific_journal-11677	53	7	monolithic	monolithic	ADJ
american_scientific_journal-11677	53	8	and	and	CCONJ
american_scientific_journal-11677	53	9	microservices	microservice	NOUN
american_scientific_journal-11677	53	10	architectures	architecture	NOUN
american_scientific_journal-11677	53	11	,	,	PUNCT
american_scientific_journal-11677	53	12	a	a	DET
american_scientific_journal-11677	53	13	comparative	comparative	ADJ
american_scientific_journal-11677	53	14	overview	overview	NOUN
american_scientific_journal-11677	53	15	is	be	AUX
american_scientific_journal-11677	53	16	presented	present	VERB
american_scientific_journal-11677	53	17	in	in	ADP
american_scientific_journal-11677	53	18	table	table	NOUN
american_scientific_journal-11677	53	19	1	1	NUM
american_scientific_journal-11677	53	20	.	.	PUNCT
american_scientific_journal-11677	54	1	as	as	SCONJ
american_scientific_journal-11677	54	2	shown	show	VERB
american_scientific_journal-11677	54	3	in	in	ADP
american_scientific_journal-11677	54	4	table	table	NOUN
american_scientific_journal-11677	54	5	1	1	NUM
american_scientific_journal-11677	54	6	,	,	PUNCT
american_scientific_journal-11677	54	7	microservices	microservice	NOUN
american_scientific_journal-11677	54	8	architecture	architecture	NOUN
american_scientific_journal-11677	54	9	provides	provide	VERB
american_scientific_journal-11677	54	10	clear	clear	ADJ
american_scientific_journal-11677	54	11	advantages	advantage	NOUN
american_scientific_journal-11677	54	12	in	in	ADP
american_scientific_journal-11677	54	13	terms	term	NOUN
american_scientific_journal-11677	54	14	of	of	ADP
american_scientific_journal-11677	54	15	flexibility	flexibility	NOUN
american_scientific_journal-11677	54	16	,	,	PUNCT
american_scientific_journal-11677	54	17	scalability	scalability	NOUN
american_scientific_journal-11677	54	18	,	,	PUNCT
american_scientific_journal-11677	54	19	and	and	CCONJ
american_scientific_journal-11677	54	20	fault	fault	VERB
american_scientific_journal-11677	54	21	tolerance	tolerance	NOUN
american_scientific_journal-11677	54	22	when	when	SCONJ
american_scientific_journal-11677	54	23	compared	compare	VERB
american_scientific_journal-11677	54	24	to	to	ADP
american_scientific_journal-11677	54	25	monolithic	monolithic	ADJ
american_scientific_journal-11677	54	26	solutions	solution	NOUN
american_scientific_journal-11677	54	27	.	.	PUNCT
american_scientific_journal-11677	55	1	however	however	ADV
american_scientific_journal-11677	55	2	,	,	PUNCT
american_scientific_journal-11677	55	3	this	this	DET
american_scientific_journal-11677	55	4	architectural	architectural	ADJ
american_scientific_journal-11677	55	5	model	model	NOUN
american_scientific_journal-11677	55	6	requires	require	VERB
american_scientific_journal-11677	55	7	the	the	DET
american_scientific_journal-11677	55	8	adoption	adoption	NOUN
american_scientific_journal-11677	55	9	of	of	ADP
american_scientific_journal-11677	55	10	modern	modern	ADJ
american_scientific_journal-11677	55	11	orchestration	orchestration	NOUN
american_scientific_journal-11677	55	12	and	and	CCONJ
american_scientific_journal-11677	55	13	monitoring	monitoring	NOUN
american_scientific_journal-11677	55	14	tools	tool	NOUN
american_scientific_journal-11677	55	15	,	,	PUNCT
american_scientific_journal-11677	55	16	as	as	ADV
american_scientific_journal-11677	55	17	well	well	ADV
american_scientific_journal-11677	55	18	as	as	ADP
american_scientific_journal-11677	55	19	a	a	DET
american_scientific_journal-11677	55	20	well	well	ADV
american_scientific_journal-11677	55	21	-	-	PUNCT
american_scientific_journal-11677	55	22	organized	organize	VERB
american_scientific_journal-11677	55	23	communication	communication	NOUN
american_scientific_journal-11677	55	24	framework	framework	NOUN
american_scientific_journal-11677	55	25	between	between	ADP
american_scientific_journal-11677	55	26	services	service	NOUN
american_scientific_journal-11677	55	27	to	to	PART
american_scientific_journal-11677	55	28	prevent	prevent	VERB
american_scientific_journal-11677	55	29	latency	latency	NOUN
american_scientific_journal-11677	55	30	in	in	ADP
american_scientific_journal-11677	55	31	inter	inter	ADJ
american_scientific_journal-11677	55	32	-	-	ADJ
american_scientific_journal-11677	55	33	service	service	ADJ
american_scientific_journal-11677	55	34	interactions	interaction	NOUN
american_scientific_journal-11677	55	35	.	.	PUNCT
american_scientific_journal-11677	56	1	decomposing	decompose	VERB
american_scientific_journal-11677	56	2	the	the	DET
american_scientific_journal-11677	56	3	system	system	NOUN
american_scientific_journal-11677	56	4	into	into	ADP
american_scientific_journal-11677	56	5	independent	independent	ADJ
american_scientific_journal-11677	56	6	,	,	PUNCT
american_scientific_journal-11677	56	7	autonomous	autonomous	ADJ
american_scientific_journal-11677	56	8	services	service	NOUN
american_scientific_journal-11677	56	9	not	not	PART
american_scientific_journal-11677	56	10	only	only	ADV
american_scientific_journal-11677	56	11	simplifies	simplify	VERB
american_scientific_journal-11677	56	12	the	the	DET
american_scientific_journal-11677	56	13	development	development	NOUN
american_scientific_journal-11677	56	14	and	and	CCONJ
american_scientific_journal-11677	56	15	updating	updating	NOUN
american_scientific_journal-11677	56	16	of	of	ADP
american_scientific_journal-11677	56	17	individual	individual	ADJ
american_scientific_journal-11677	56	18	components	component	NOUN
american_scientific_journal-11677	56	19	but	but	CCONJ
american_scientific_journal-11677	56	20	also	also	ADV
american_scientific_journal-11677	56	21	—	—	PUNCT
american_scientific_journal-11677	56	22	crucial	crucial	ADJ
american_scientific_journal-11677	56	23	for	for	ADP
american_scientific_journal-11677	56	24	scalability	scalability	NOUN
american_scientific_journal-11677	56	25	—	—	PUNCT
american_scientific_journal-11677	56	26	enables	enable	VERB
american_scientific_journal-11677	56	27	resources	resource	NOUN
american_scientific_journal-11677	56	28	to	to	PART
american_scientific_journal-11677	56	29	be	be	AUX
american_scientific_journal-11677	56	30	allocated	allocate	VERB
american_scientific_journal-11677	56	31	and	and	CCONJ
american_scientific_journal-11677	56	32	capacity	capacity	NOUN
american_scientific_journal-11677	56	33	to	to	PART
american_scientific_journal-11677	56	34	be	be	AUX
american_scientific_journal-11677	56	35	increased	increase	VERB
american_scientific_journal-11677	56	36	precisely	precisely	ADV
american_scientific_journal-11677	56	37	for	for	ADP
american_scientific_journal-11677	56	38	those	those	DET
american_scientific_journal-11677	56	39	services	service	NOUN
american_scientific_journal-11677	56	40	experiencing	experience	VERB
american_scientific_journal-11677	56	41	peak	peak	NOUN
american_scientific_journal-11677	56	42	demand	demand	NOUN
american_scientific_journal-11677	56	43	.	.	PUNCT
american_scientific_journal-11677	57	1	unlike	unlike	ADP
american_scientific_journal-11677	57	2	monolithic	monolithic	ADJ
american_scientific_journal-11677	57	3	systems	system	NOUN
american_scientific_journal-11677	57	4	,	,	PUNCT
american_scientific_journal-11677	57	5	where	where	SCONJ
american_scientific_journal-11677	57	6	scaling	scaling	NOUN
american_scientific_journal-11677	57	7	often	often	ADV
american_scientific_journal-11677	57	8	requires	require	VERB
american_scientific_journal-11677	57	9	replicating	replicate	VERB
american_scientific_journal-11677	57	10	the	the	DET
american_scientific_journal-11677	57	11	entire	entire	ADJ
american_scientific_journal-11677	57	12	application	application	NOUN
american_scientific_journal-11677	57	13	,	,	PUNCT
american_scientific_journal-11677	57	14	microservices	microservice	NOUN
american_scientific_journal-11677	57	15	support	support	VERB
american_scientific_journal-11677	57	16	horizontal	horizontal	ADJ
american_scientific_journal-11677	57	17	scaling	scaling	NOUN
american_scientific_journal-11677	57	18	with	with	ADP
american_scientific_journal-11677	57	19	greater	great	ADJ
american_scientific_journal-11677	57	20	efficiency	efficiency	NOUN
american_scientific_journal-11677	57	21	and	and	CCONJ
american_scientific_journal-11677	57	22	lower	low	ADJ
american_scientific_journal-11677	57	23	cost	cost	NOUN
american_scientific_journal-11677	57	24	.	.	PUNCT
american_scientific_journal-11677	58	1	it	it	PRON
american_scientific_journal-11677	58	2	has	have	AUX
american_scientific_journal-11677	58	3	also	also	ADV
american_scientific_journal-11677	58	4	been	be	AUX
american_scientific_journal-11677	58	5	demonstrated	demonstrate	VERB
american_scientific_journal-11677	58	6	that	that	SCONJ
american_scientific_journal-11677	58	7	enhanced	enhance	VERB
american_scientific_journal-11677	58	8	fault	fault	NOUN
american_scientific_journal-11677	58	9	tolerance	tolerance	NOUN
american_scientific_journal-11677	58	10	—	—	PUNCT
american_scientific_journal-11677	58	11	achieved	achieve	VERB
american_scientific_journal-11677	58	12	by	by	ADP
american_scientific_journal-11677	58	13	isolating	isolate	VERB
american_scientific_journal-11677	58	14	failures	failure	NOUN
american_scientific_journal-11677	58	15	within	within	ADP
american_scientific_journal-11677	58	16	a	a	DET
american_scientific_journal-11677	58	17	single	single	ADJ
american_scientific_journal-11677	58	18	service	service	NOUN
american_scientific_journal-11677	58	19	without	without	ADP
american_scientific_journal-11677	58	20	triggering	trigger	VERB
american_scientific_journal-11677	58	21	a	a	DET
american_scientific_journal-11677	58	22	cascade	cascade	NOUN
american_scientific_journal-11677	58	23	throughout	throughout	ADP
american_scientific_journal-11677	58	24	the	the	DET
american_scientific_journal-11677	58	25	system	system	NOUN
american_scientific_journal-11677	58	26	—	—	PUNCT
american_scientific_journal-11677	58	27	is	be	AUX
american_scientific_journal-11677	58	28	an	an	DET
american_scientific_journal-11677	58	29	inherent	inherent	ADJ
american_scientific_journal-11677	58	30	benefit	benefit	NOUN
american_scientific_journal-11677	58	31	of	of	ADP
american_scientific_journal-11677	58	32	a	a	DET
american_scientific_journal-11677	58	33	well	well	ADV
american_scientific_journal-11677	58	34	-	-	PUNCT
american_scientific_journal-11677	58	35	designed	design	VERB
american_scientific_journal-11677	58	36	microservice	microservice	NOUN
american_scientific_journal-11677	58	37	architecture	architecture	NOUN
american_scientific_journal-11677	58	38	.	.	PUNCT
american_scientific_journal-11677	59	1	p	p	X
american_scientific_journal-11677	59	2	ri	ri	PROPN
american_scientific_journal-11677	59	3	n	n	CCONJ
american_scientific_journal-11677	59	4	ci	ci	PROPN
american_scientific_journal-11677	59	5	p	p	X
american_scientific_journal-11677	59	6	le	le	PROPN
american_scientific_journal-11677	59	7	s	s	PROPN
american_scientific_journal-11677	59	8	o	o	X
american_scientific_journal-11677	59	9	f	f	X
american_scientific_journal-11677	59	10	m	m	VERB
american_scientific_journal-11677	59	11	ic	ic	INTJ
american_scientific_journal-11677	59	12	ro	ro	INTJ
american_scientific_journal-11677	59	13	-s	-s	INTJ
american_scientific_journal-11677	60	1	er	er	INTJ
american_scientific_journal-11677	60	2	v	v	INTJ
american_scientific_journal-11677	60	3	ic	ic	PROPN
american_scientific_journal-11677	60	4	e	e	PROPN
american_scientific_journal-11677	60	5	ar	ar	PROPN
american_scientific_journal-11677	60	6	ch	ch	PROPN
american_scientific_journal-11677	60	7	it	it	PRON
american_scientific_journal-11677	60	8	ec	ec	PROPN
american_scientific_journal-11677	60	9	tu	tu	X
american_scientific_journal-11677	60	10	re	re	PROPN
american_scientific_journal-11677	60	11	independence	independence	NOUN
american_scientific_journal-11677	60	12	of	of	ADP
american_scientific_journal-11677	60	13	services	service	NOUN
american_scientific_journal-11677	60	14	.	.	PUNCT
american_scientific_journal-11677	61	1	each	each	DET
american_scientific_journal-11677	61	2	microservice	microservice	NOUN
american_scientific_journal-11677	61	3	is	be	AUX
american_scientific_journal-11677	61	4	an	an	DET
american_scientific_journal-11677	61	5	autonomous	autonomous	ADJ
american_scientific_journal-11677	61	6	unit	unit	NOUN
american_scientific_journal-11677	61	7	with	with	ADP
american_scientific_journal-11677	61	8	its	its	PRON
american_scientific_journal-11677	61	9	own	own	ADJ
american_scientific_journal-11677	61	10	set	set	NOUN
american_scientific_journal-11677	61	11	of	of	ADP
american_scientific_journal-11677	61	12	functions	function	NOUN
american_scientific_journal-11677	61	13	and	and	CCONJ
american_scientific_journal-11677	61	14	,	,	PUNCT
american_scientific_journal-11677	61	15	often	often	ADV
american_scientific_journal-11677	61	16	,	,	PUNCT
american_scientific_journal-11677	61	17	its	its	PRON
american_scientific_journal-11677	61	18	own	own	ADJ
american_scientific_journal-11677	61	19	data	datum	NOUN
american_scientific_journal-11677	61	20	warehouse	warehouse	NOUN
american_scientific_journal-11677	61	21	,	,	PUNCT
american_scientific_journal-11677	61	22	which	which	PRON
american_scientific_journal-11677	61	23	allows	allow	VERB
american_scientific_journal-11677	61	24	teams	team	NOUN
american_scientific_journal-11677	61	25	to	to	PART
american_scientific_journal-11677	61	26	develop	develop	VERB
american_scientific_journal-11677	61	27	and	and	CCONJ
american_scientific_journal-11677	61	28	deploy	deploy	VERB
american_scientific_journal-11677	61	29	services	service	NOUN
american_scientific_journal-11677	61	30	independently	independently	ADV
american_scientific_journal-11677	61	31	of	of	ADP
american_scientific_journal-11677	61	32	each	each	DET
american_scientific_journal-11677	61	33	other	other	ADJ
american_scientific_journal-11677	61	34	.	.	PUNCT
american_scientific_journal-11677	61	35	flexibility	flexibility	NOUN
american_scientific_journal-11677	61	36	and	and	CCONJ
american_scientific_journal-11677	61	37	scalability	scalability	NOUN
american_scientific_journal-11677	61	38	.	.	PUNCT
american_scientific_journal-11677	62	1	microservices	microservice	NOUN
american_scientific_journal-11677	62	2	can	can	AUX
american_scientific_journal-11677	62	3	scale	scale	VERB
american_scientific_journal-11677	62	4	horizontally	horizontally	ADV
american_scientific_journal-11677	62	5	,	,	PUNCT
american_scientific_journal-11677	62	6	which	which	PRON
american_scientific_journal-11677	62	7	allows	allow	VERB
american_scientific_journal-11677	62	8	you	you	PRON
american_scientific_journal-11677	62	9	to	to	PART
american_scientific_journal-11677	62	10	use	use	VERB
american_scientific_journal-11677	62	11	additional	additional	ADJ
american_scientific_journal-11677	62	12	resources	resource	NOUN
american_scientific_journal-11677	62	13	only	only	ADV
american_scientific_journal-11677	62	14	for	for	ADP
american_scientific_journal-11677	62	15	those	those	DET
american_scientific_journal-11677	62	16	components	component	NOUN
american_scientific_journal-11677	62	17	that	that	PRON
american_scientific_journal-11677	62	18	are	be	AUX
american_scientific_journal-11677	62	19	under	under	ADP
american_scientific_journal-11677	62	20	increased	increase	VERB
american_scientific_journal-11677	62	21	load	load	NOUN
american_scientific_journal-11677	62	22	,	,	PUNCT
american_scientific_journal-11677	62	23	without	without	ADP
american_scientific_journal-11677	62	24	having	have	VERB
american_scientific_journal-11677	62	25	to	to	PART
american_scientific_journal-11677	62	26	scale	scale	VERB
american_scientific_journal-11677	62	27	the	the	DET
american_scientific_journal-11677	62	28	entire	entire	ADJ
american_scientific_journal-11677	62	29	system	system	NOUN
american_scientific_journal-11677	62	30	.	.	PUNCT
american_scientific_journal-11677	63	1	•	•	NUM
american_scientific_journal-11677	63	2	fault	fault	NOUN
american_scientific_journal-11677	63	3	tolerance	tolerance	NOUN
american_scientific_journal-11677	63	4	and	and	CCONJ
american_scientific_journal-11677	63	5	fault	fault	VERB
american_scientific_journal-11677	63	6	isolation	isolation	NOUN
american_scientific_journal-11677	63	7	.	.	PUNCT
american_scientific_journal-11677	64	1	if	if	SCONJ
american_scientific_journal-11677	64	2	problems	problem	NOUN
american_scientific_journal-11677	64	3	occur	occur	VERB
american_scientific_journal-11677	64	4	in	in	ADP
american_scientific_journal-11677	64	5	one	one	NUM
american_scientific_journal-11677	64	6	of	of	ADP
american_scientific_journal-11677	64	7	the	the	DET
american_scientific_journal-11677	64	8	services	service	NOUN
american_scientific_journal-11677	64	9	,	,	PUNCT
american_scientific_journal-11677	64	10	a	a	DET
american_scientific_journal-11677	64	11	failure	failure	NOUN
american_scientific_journal-11677	64	12	does	do	AUX
american_scientific_journal-11677	64	13	not	not	PART
american_scientific_journal-11677	64	14	lead	lead	VERB
american_scientific_journal-11677	64	15	to	to	ADP
american_scientific_journal-11677	64	16	a	a	DET
american_scientific_journal-11677	64	17	complete	complete	ADJ
american_scientific_journal-11677	64	18	shutdown	shutdown	NOUN
american_scientific_journal-11677	64	19	of	of	ADP
american_scientific_journal-11677	64	20	the	the	DET
american_scientific_journal-11677	64	21	system	system	NOUN
american_scientific_journal-11677	64	22	,	,	PUNCT
american_scientific_journal-11677	64	23	as	as	SCONJ
american_scientific_journal-11677	64	24	the	the	DET
american_scientific_journal-11677	64	25	remaining	remain	VERB
american_scientific_journal-11677	64	26	components	component	NOUN
american_scientific_journal-11677	64	27	continue	continue	VERB
american_scientific_journal-11677	64	28	to	to	PART
american_scientific_journal-11677	64	29	function	function	VERB
american_scientific_journal-11677	64	30	,	,	PUNCT
american_scientific_journal-11677	64	31	which	which	PRON
american_scientific_journal-11677	64	32	increases	increase	VERB
american_scientific_journal-11677	64	33	the	the	DET
american_scientific_journal-11677	64	34	overall	overall	ADJ
american_scientific_journal-11677	64	35	reliability	reliability	NOUN
american_scientific_journal-11677	64	36	of	of	ADP
american_scientific_journal-11677	64	37	the	the	DET
american_scientific_journal-11677	64	38	system	system	NOUN
american_scientific_journal-11677	64	39	.	.	PUNCT
american_scientific_journal-11677	65	1	american	american	ADJ
american_scientific_journal-11677	65	2	academic	academic	ADJ
american_scientific_journal-11677	65	3	scientific	scientific	ADJ
american_scientific_journal-11677	65	4	research	research	NOUN
american_scientific_journal-11677	65	5	journal	journal	NOUN
american_scientific_journal-11677	65	6	for	for	ADP
american_scientific_journal-11677	65	7	engineering	engineering	NOUN
american_scientific_journal-11677	65	8	,	,	PUNCT
american_scientific_journal-11677	65	9	technology	technology	NOUN
american_scientific_journal-11677	65	10	,	,	PUNCT
american_scientific_journal-11677	65	11	and	and	CCONJ
american_scientific_journal-11677	65	12	sciences	science	NOUN
american_scientific_journal-11677	65	13	(	(	PUNCT
american_scientific_journal-11677	65	14	asrjets	asrjet	NOUN
american_scientific_journal-11677	65	15	)	)	PUNCT
american_scientific_journal-11677	65	16	volume	volume	NOUN
american_scientific_journal-11677	65	17	102	102	NUM
american_scientific_journal-11677	65	18	,	,	PUNCT
american_scientific_journal-11677	65	19	no	no	DET
american_scientific_journal-11677	65	20	1	1	NUM
american_scientific_journal-11677	65	21	,	,	PUNCT
american_scientific_journal-11677	65	22	pp	pp	ADV
american_scientific_journal-11677	65	23	140	140	NUM
american_scientific_journal-11677	65	24	-	-	SYM
american_scientific_journal-11677	65	25	148	148	NUM
american_scientific_journal-11677	65	26	144	144	NUM
american_scientific_journal-11677	65	27	table	table	NOUN
american_scientific_journal-11677	65	28	1	1	NUM
american_scientific_journal-11677	65	29	:	:	PUNCT
american_scientific_journal-11677	65	30	comparative	comparative	ADJ
american_scientific_journal-11677	65	31	analysis	analysis	NOUN
american_scientific_journal-11677	65	32	of	of	ADP
american_scientific_journal-11677	65	33	monolithic	monolithic	ADJ
american_scientific_journal-11677	65	34	and	and	CCONJ
american_scientific_journal-11677	65	35	microservices	microservice	NOUN
american_scientific_journal-11677	65	36	architecture	architecture	NOUN
american_scientific_journal-11677	65	37	[	[	X
american_scientific_journal-11677	65	38	2	2	NUM
american_scientific_journal-11677	65	39	,	,	PUNCT
american_scientific_journal-11677	65	40	3	3	NUM
american_scientific_journal-11677	65	41	]	]	PUNCT
american_scientific_journal-11677	65	42	.	.	PUNCT
american_scientific_journal-11677	66	1	key	key	ADJ
american_scientific_journal-11677	66	2	characteristics	characteristic	NOUN
american_scientific_journal-11677	66	3	monolithic	monolithic	ADJ
american_scientific_journal-11677	66	4	architecture	architecture	NOUN
american_scientific_journal-11677	66	5	microservices	microservice	NOUN
american_scientific_journal-11677	66	6	architecture	architecture	NOUN
american_scientific_journal-11677	66	7	modularity	modularity	NOUN
american_scientific_journal-11677	66	8	unified	unify	VERB
american_scientific_journal-11677	66	9	codebase	codebase	ADJ
american_scientific_journal-11677	66	10	,	,	PUNCT
american_scientific_journal-11677	66	11	tightly	tightly	ADV
american_scientific_journal-11677	66	12	integrated	integrate	VERB
american_scientific_journal-11677	66	13	components	component	NOUN
american_scientific_journal-11677	66	14	divided	divide	VERB
american_scientific_journal-11677	66	15	into	into	ADP
american_scientific_journal-11677	66	16	independent	independent	ADJ
american_scientific_journal-11677	66	17	,	,	PUNCT
american_scientific_journal-11677	66	18	specialized	specialized	ADJ
american_scientific_journal-11677	66	19	services	service	NOUN
american_scientific_journal-11677	66	20	scalability	scalability	NOUN
american_scientific_journal-11677	66	21	horizontal	horizontal	ADJ
american_scientific_journal-11677	66	22	scaling	scaling	NOUN
american_scientific_journal-11677	66	23	is	be	AUX
american_scientific_journal-11677	66	24	difficult	difficult	ADJ
american_scientific_journal-11677	66	25	;	;	PUNCT
american_scientific_journal-11677	66	26	the	the	DET
american_scientific_journal-11677	66	27	entire	entire	ADJ
american_scientific_journal-11677	66	28	system	system	NOUN
american_scientific_journal-11677	66	29	must	must	AUX
american_scientific_journal-11677	66	30	scale	scale	VERB
american_scientific_journal-11677	66	31	together	together	ADV
american_scientific_journal-11677	66	32	each	each	DET
american_scientific_journal-11677	66	33	service	service	NOUN
american_scientific_journal-11677	66	34	can	can	AUX
american_scientific_journal-11677	66	35	be	be	AUX
american_scientific_journal-11677	66	36	scaled	scale	VERB
american_scientific_journal-11677	66	37	independently	independently	ADV
american_scientific_journal-11677	66	38	based	base	VERB
american_scientific_journal-11677	66	39	on	on	ADP
american_scientific_journal-11677	66	40	demand	demand	NOUN
american_scientific_journal-11677	66	41	fault	fault	VERB
american_scientific_journal-11677	66	42	tolerance	tolerance	NOUN
american_scientific_journal-11677	66	43	failure	failure	NOUN
american_scientific_journal-11677	66	44	in	in	ADP
american_scientific_journal-11677	66	45	one	one	NUM
american_scientific_journal-11677	66	46	component	component	NOUN
american_scientific_journal-11677	66	47	can	can	AUX
american_scientific_journal-11677	66	48	crash	crash	VERB
american_scientific_journal-11677	66	49	the	the	DET
american_scientific_journal-11677	66	50	entire	entire	ADJ
american_scientific_journal-11677	66	51	application	application	NOUN
american_scientific_journal-11677	66	52	failure	failure	NOUN
american_scientific_journal-11677	66	53	is	be	AUX
american_scientific_journal-11677	66	54	isolated	isolate	VERB
american_scientific_journal-11677	66	55	;	;	PUNCT
american_scientific_journal-11677	66	56	a	a	DET
american_scientific_journal-11677	66	57	single	single	ADJ
american_scientific_journal-11677	66	58	service	service	NOUN
american_scientific_journal-11677	66	59	failure	failure	NOUN
american_scientific_journal-11677	66	60	does	do	AUX
american_scientific_journal-11677	66	61	not	not	PART
american_scientific_journal-11677	66	62	affect	affect	VERB
american_scientific_journal-11677	66	63	the	the	DET
american_scientific_journal-11677	66	64	whole	whole	ADJ
american_scientific_journal-11677	66	65	system	system	NOUN
american_scientific_journal-11677	66	66	deployment	deployment	NOUN
american_scientific_journal-11677	66	67	flexibility	flexibility	NOUN
american_scientific_journal-11677	66	68	component	component	NOUN
american_scientific_journal-11677	66	69	dependencies	dependency	NOUN
american_scientific_journal-11677	66	70	complicate	complicate	VERB
american_scientific_journal-11677	66	71	updates	update	NOUN
american_scientific_journal-11677	66	72	independent	independent	ADJ
american_scientific_journal-11677	66	73	deployment	deployment	NOUN
american_scientific_journal-11677	66	74	allows	allow	VERB
american_scientific_journal-11677	66	75	updates	update	NOUN
american_scientific_journal-11677	66	76	without	without	ADP
american_scientific_journal-11677	66	77	system	system	NOUN
american_scientific_journal-11677	66	78	downtime	downtime	NOUN
american_scientific_journal-11677	66	79	team	team	NOUN
american_scientific_journal-11677	66	80	management	management	NOUN
american_scientific_journal-11677	66	81	centralized	centralize	VERB
american_scientific_journal-11677	66	82	management	management	NOUN
american_scientific_journal-11677	66	83	limits	limit	VERB
american_scientific_journal-11677	66	84	autonomy	autonomy	NOUN
american_scientific_journal-11677	66	85	independent	independent	ADJ
american_scientific_journal-11677	66	86	teams	team	NOUN
american_scientific_journal-11677	66	87	per	per	ADP
american_scientific_journal-11677	66	88	service	service	NOUN
american_scientific_journal-11677	66	89	accelerate	accelerate	NOUN
american_scientific_journal-11677	66	90	development	development	NOUN
american_scientific_journal-11677	66	91	3	3	NUM
american_scientific_journal-11677	66	92	.	.	PUNCT
american_scientific_journal-11677	66	93	practical	practical	ADJ
american_scientific_journal-11677	66	94	analysis	analysis	NOUN
american_scientific_journal-11677	66	95	through	through	ADP
american_scientific_journal-11677	66	96	a	a	DET
american_scientific_journal-11677	66	97	case	case	NOUN
american_scientific_journal-11677	66	98	study	study	NOUN
american_scientific_journal-11677	66	99	:	:	PUNCT
american_scientific_journal-11677	66	100	the	the	DET
american_scientific_journal-11677	66	101	netflix	netflix	PROPN
american_scientific_journal-11677	66	102	transition	transition	NOUN
american_scientific_journal-11677	66	103	the	the	DET
american_scientific_journal-11677	66	104	transition	transition	NOUN
american_scientific_journal-11677	66	105	of	of	ADP
american_scientific_journal-11677	66	106	netflix	netflix	NOUN
american_scientific_journal-11677	66	107	from	from	ADP
american_scientific_journal-11677	66	108	a	a	DET
american_scientific_journal-11677	66	109	monolithic	monolithic	ADJ
american_scientific_journal-11677	66	110	architecture	architecture	NOUN
american_scientific_journal-11677	66	111	to	to	ADP
american_scientific_journal-11677	66	112	a	a	DET
american_scientific_journal-11677	66	113	microservices	microservice	NOUN
american_scientific_journal-11677	66	114	-	-	PUNCT
american_scientific_journal-11677	66	115	based	base	VERB
american_scientific_journal-11677	66	116	model	model	NOUN
american_scientific_journal-11677	66	117	stands	stand	VERB
american_scientific_journal-11677	66	118	as	as	ADP
american_scientific_journal-11677	66	119	one	one	NUM
american_scientific_journal-11677	66	120	of	of	ADP
american_scientific_journal-11677	66	121	the	the	DET
american_scientific_journal-11677	66	122	most	most	ADV
american_scientific_journal-11677	66	123	extensively	extensively	ADV
american_scientific_journal-11677	66	124	documented	document	VERB
american_scientific_journal-11677	66	125	case	case	NOUN
american_scientific_journal-11677	66	126	studies	study	NOUN
american_scientific_journal-11677	66	127	in	in	ADP
american_scientific_journal-11677	66	128	the	the	DET
american_scientific_journal-11677	66	129	realm	realm	NOUN
american_scientific_journal-11677	66	130	of	of	ADP
american_scientific_journal-11677	66	131	scalable	scalable	ADJ
american_scientific_journal-11677	66	132	information	information	NOUN
american_scientific_journal-11677	66	133	systems	system	NOUN
american_scientific_journal-11677	66	134	.	.	PUNCT
american_scientific_journal-11677	67	1	this	this	DET
american_scientific_journal-11677	67	2	transformation	transformation	NOUN
american_scientific_journal-11677	67	3	illustrates	illustrate	VERB
american_scientific_journal-11677	67	4	how	how	SCONJ
american_scientific_journal-11677	67	5	a	a	DET
american_scientific_journal-11677	67	6	large	large	ADJ
american_scientific_journal-11677	67	7	-	-	PUNCT
american_scientific_journal-11677	67	8	scale	scale	NOUN
american_scientific_journal-11677	67	9	enterprise	enterprise	NOUN
american_scientific_journal-11677	67	10	can	can	AUX
american_scientific_journal-11677	67	11	overcome	overcome	VERB
american_scientific_journal-11677	67	12	the	the	DET
american_scientific_journal-11677	67	13	limitations	limitation	NOUN
american_scientific_journal-11677	67	14	of	of	ADP
american_scientific_journal-11677	67	15	monolithic	monolithic	ADJ
american_scientific_journal-11677	67	16	systems	system	NOUN
american_scientific_journal-11677	67	17	by	by	ADP
american_scientific_journal-11677	67	18	decomposing	decompose	VERB
american_scientific_journal-11677	67	19	its	its	PRON
american_scientific_journal-11677	67	20	architecture	architecture	NOUN
american_scientific_journal-11677	67	21	into	into	ADP
american_scientific_journal-11677	67	22	independently	independently	ADV
american_scientific_journal-11677	67	23	functioning	function	VERB
american_scientific_journal-11677	67	24	services	service	NOUN
american_scientific_journal-11677	67	25	—	—	PUNCT
american_scientific_journal-11677	67	26	thereby	thereby	ADV
american_scientific_journal-11677	67	27	improving	improve	VERB
american_scientific_journal-11677	67	28	fault	fault	NOUN
american_scientific_journal-11677	67	29	tolerance	tolerance	NOUN
american_scientific_journal-11677	67	30	,	,	PUNCT
american_scientific_journal-11677	67	31	development	development	NOUN
american_scientific_journal-11677	67	32	agility	agility	NOUN
american_scientific_journal-11677	67	33	,	,	PUNCT
american_scientific_journal-11677	67	34	and	and	CCONJ
american_scientific_journal-11677	67	35	scalability	scalability	NOUN
american_scientific_journal-11677	67	36	[	[	X
american_scientific_journal-11677	67	37	1	1	NUM
american_scientific_journal-11677	67	38	]	]	PUNCT
american_scientific_journal-11677	67	39	.	.	PUNCT
american_scientific_journal-11677	68	1	originally	originally	ADV
american_scientific_journal-11677	68	2	,	,	PUNCT
american_scientific_journal-11677	68	3	netflix	netflix	PROPN
american_scientific_journal-11677	68	4	operated	operate	VERB
american_scientific_journal-11677	68	5	on	on	ADP
american_scientific_journal-11677	68	6	a	a	DET
american_scientific_journal-11677	68	7	centralized	centralized	ADJ
american_scientific_journal-11677	68	8	monolithic	monolithic	ADJ
american_scientific_journal-11677	68	9	architecture	architecture	NOUN
american_scientific_journal-11677	68	10	.	.	PUNCT
american_scientific_journal-11677	69	1	while	while	SCONJ
american_scientific_journal-11677	69	2	this	this	DET
american_scientific_journal-11677	69	3	setup	setup	NOUN
american_scientific_journal-11677	69	4	allowed	allow	VERB
american_scientific_journal-11677	69	5	for	for	ADP
american_scientific_journal-11677	69	6	rapid	rapid	ADJ
american_scientific_journal-11677	69	7	development	development	NOUN
american_scientific_journal-11677	69	8	and	and	CCONJ
american_scientific_journal-11677	69	9	integration	integration	NOUN
american_scientific_journal-11677	69	10	in	in	ADP
american_scientific_journal-11677	69	11	the	the	DET
american_scientific_journal-11677	69	12	early	early	ADJ
american_scientific_journal-11677	69	13	stages	stage	NOUN
american_scientific_journal-11677	69	14	,	,	PUNCT
american_scientific_journal-11677	69	15	it	it	PRON
american_scientific_journal-11677	69	16	posed	pose	VERB
american_scientific_journal-11677	69	17	significant	significant	ADJ
american_scientific_journal-11677	69	18	challenges	challenge	NOUN
american_scientific_journal-11677	69	19	when	when	SCONJ
american_scientific_journal-11677	69	20	the	the	DET
american_scientific_journal-11677	69	21	company	company	NOUN
american_scientific_journal-11677	69	22	sought	seek	VERB
american_scientific_journal-11677	69	23	to	to	PART
american_scientific_journal-11677	69	24	scale	scale	VERB
american_scientific_journal-11677	69	25	operations	operation	NOUN
american_scientific_journal-11677	69	26	and	and	CCONJ
american_scientific_journal-11677	69	27	ensure	ensure	VERB
american_scientific_journal-11677	69	28	fault	fault	NOUN
american_scientific_journal-11677	69	29	resilience	resilience	NOUN
american_scientific_journal-11677	69	30	.	.	PUNCT
american_scientific_journal-11677	70	1	as	as	SCONJ
american_scientific_journal-11677	70	2	its	its	PRON
american_scientific_journal-11677	70	3	user	user	NOUN
american_scientific_journal-11677	70	4	base	base	NOUN
american_scientific_journal-11677	70	5	grew	grow	VERB
american_scientific_journal-11677	70	6	and	and	CCONJ
american_scientific_journal-11677	70	7	system	system	NOUN
american_scientific_journal-11677	70	8	functionality	functionality	NOUN
american_scientific_journal-11677	70	9	expanded	expand	VERB
american_scientific_journal-11677	70	10	,	,	PUNCT
american_scientific_journal-11677	70	11	the	the	DET
american_scientific_journal-11677	70	12	need	need	NOUN
american_scientific_journal-11677	70	13	emerged	emerge	VERB
american_scientific_journal-11677	70	14	for	for	ADP
american_scientific_journal-11677	70	15	a	a	DET
american_scientific_journal-11677	70	16	more	more	ADV
american_scientific_journal-11677	70	17	adaptable	adaptable	ADJ
american_scientific_journal-11677	70	18	approach	approach	NOUN
american_scientific_journal-11677	70	19	capable	capable	ADJ
american_scientific_journal-11677	70	20	of	of	ADP
american_scientific_journal-11677	70	21	responding	respond	VERB
american_scientific_journal-11677	70	22	to	to	ADP
american_scientific_journal-11677	70	23	dynamic	dynamic	ADJ
american_scientific_journal-11677	70	24	load	load	NOUN
american_scientific_journal-11677	70	25	fluctuations	fluctuation	NOUN
american_scientific_journal-11677	70	26	and	and	CCONJ
american_scientific_journal-11677	70	27	evolving	evolve	VERB
american_scientific_journal-11677	70	28	technological	technological	ADJ
american_scientific_journal-11677	70	29	demands	demand	NOUN
american_scientific_journal-11677	70	30	.	.	PUNCT
american_scientific_journal-11677	71	1	it	it	PRON
american_scientific_journal-11677	71	2	was	be	AUX
american_scientific_journal-11677	71	3	at	at	ADP
american_scientific_journal-11677	71	4	this	this	DET
american_scientific_journal-11677	71	5	point	point	NOUN
american_scientific_journal-11677	71	6	that	that	SCONJ
american_scientific_journal-11677	71	7	netflix	netflix	PROPN
american_scientific_journal-11677	71	8	initiated	initiate	VERB
american_scientific_journal-11677	71	9	a	a	DET
american_scientific_journal-11677	71	10	gradual	gradual	ADJ
american_scientific_journal-11677	71	11	migration	migration	NOUN
american_scientific_journal-11677	71	12	to	to	ADP
american_scientific_journal-11677	71	13	microservices	microservice	NOUN
american_scientific_journal-11677	71	14	,	,	PUNCT
american_scientific_journal-11677	71	15	allowing	allow	VERB
american_scientific_journal-11677	71	16	for	for	ADP
american_scientific_journal-11677	71	17	modular	modular	ADJ
american_scientific_journal-11677	71	18	decomposition	decomposition	NOUN
american_scientific_journal-11677	71	19	and	and	CCONJ
american_scientific_journal-11677	71	20	the	the	DET
american_scientific_journal-11677	71	21	adoption	adoption	NOUN
american_scientific_journal-11677	71	22	of	of	ADP
american_scientific_journal-11677	71	23	horizontal	horizontal	ADJ
american_scientific_journal-11677	71	24	scaling	scale	VERB
american_scientific_journal-11677	71	25	strategies	strategy	NOUN
american_scientific_journal-11677	71	26	[	[	X
american_scientific_journal-11677	71	27	3	3	NUM
american_scientific_journal-11677	71	28	]	]	PUNCT
american_scientific_journal-11677	71	29	.	.	PUNCT
american_scientific_journal-11677	72	1	during	during	ADP
american_scientific_journal-11677	72	2	this	this	DET
american_scientific_journal-11677	72	3	transformation	transformation	NOUN
american_scientific_journal-11677	72	4	,	,	PUNCT
american_scientific_journal-11677	72	5	netflix	netflix	PROPN
american_scientific_journal-11677	72	6	implemented	implement	VERB
american_scientific_journal-11677	72	7	several	several	ADJ
american_scientific_journal-11677	72	8	key	key	ADJ
american_scientific_journal-11677	72	9	initiatives	initiative	NOUN
american_scientific_journal-11677	72	10	:	:	PUNCT
american_scientific_journal-11677	72	11	●	●	PUNCT
american_scientific_journal-11677	72	12	migration	migration	NOUN
american_scientific_journal-11677	72	13	to	to	ADP
american_scientific_journal-11677	72	14	a	a	DET
american_scientific_journal-11677	72	15	cloud	cloud	ADJ
american_scientific_journal-11677	72	16	infrastructure	infrastructure	NOUN
american_scientific_journal-11677	72	17	:	:	PUNCT
american_scientific_journal-11677	72	18	the	the	DET
american_scientific_journal-11677	72	19	shift	shift	NOUN
american_scientific_journal-11677	72	20	to	to	ADP
american_scientific_journal-11677	72	21	amazon	amazon	PROPN
american_scientific_journal-11677	72	22	web	web	NOUN
american_scientific_journal-11677	72	23	services	service	NOUN
american_scientific_journal-11677	72	24	(	(	PUNCT
american_scientific_journal-11677	72	25	aws	aw	NOUN
american_scientific_journal-11677	72	26	)	)	PUNCT
american_scientific_journal-11677	72	27	marked	mark	VERB
american_scientific_journal-11677	72	28	a	a	DET
american_scientific_journal-11677	72	29	foundational	foundational	ADJ
american_scientific_journal-11677	72	30	step	step	NOUN
american_scientific_journal-11677	72	31	,	,	PUNCT
american_scientific_journal-11677	72	32	enabling	enable	VERB
american_scientific_journal-11677	72	33	the	the	DET
american_scientific_journal-11677	72	34	company	company	NOUN
american_scientific_journal-11677	72	35	to	to	PART
american_scientific_journal-11677	72	36	achieve	achieve	VERB
american_scientific_journal-11677	72	37	high	high	ADJ
american_scientific_journal-11677	72	38	availability	availability	NOUN
american_scientific_journal-11677	72	39	and	and	CCONJ
american_scientific_journal-11677	72	40	reliability	reliability	NOUN
american_scientific_journal-11677	72	41	through	through	ADP
american_scientific_journal-11677	72	42	cloud	cloud	ADJ
american_scientific_journal-11677	72	43	-	-	PUNCT
american_scientific_journal-11677	72	44	native	native	ADJ
american_scientific_journal-11677	72	45	capabilities	capability	NOUN
american_scientific_journal-11677	72	46	.	.	PUNCT
american_scientific_journal-11677	73	1	●	●	PUNCT
american_scientific_journal-11677	73	2	functional	functional	ADJ
american_scientific_journal-11677	73	3	decomposition	decomposition	NOUN
american_scientific_journal-11677	73	4	:	:	PUNCT
american_scientific_journal-11677	73	5	the	the	DET
american_scientific_journal-11677	73	6	separation	separation	NOUN
american_scientific_journal-11677	73	7	of	of	ADP
american_scientific_journal-11677	73	8	services	service	NOUN
american_scientific_journal-11677	73	9	—	—	PUNCT
american_scientific_journal-11677	73	10	such	such	ADJ
american_scientific_journal-11677	73	11	as	as	ADP
american_scientific_journal-11677	73	12	authentication	authentication	NOUN
american_scientific_journal-11677	73	13	,	,	PUNCT
american_scientific_journal-11677	73	14	content	content	NOUN
american_scientific_journal-11677	73	15	catalog	catalog	NOUN
american_scientific_journal-11677	73	16	management	management	NOUN
american_scientific_journal-11677	73	17	,	,	PUNCT
american_scientific_journal-11677	73	18	and	and	CCONJ
american_scientific_journal-11677	73	19	recommendation	recommendation	NOUN
american_scientific_journal-11677	73	20	engines	engine	NOUN
american_scientific_journal-11677	73	21	—	—	PUNCT
american_scientific_journal-11677	73	22	allowed	allow	VERB
american_scientific_journal-11677	73	23	autonomous	autonomous	ADJ
american_scientific_journal-11677	73	24	teams	team	NOUN
american_scientific_journal-11677	73	25	to	to	PART
american_scientific_journal-11677	73	26	manage	manage	VERB
american_scientific_journal-11677	73	27	development	development	NOUN
american_scientific_journal-11677	73	28	cycles	cycle	NOUN
american_scientific_journal-11677	73	29	independently	independently	ADV
american_scientific_journal-11677	73	30	,	,	PUNCT
american_scientific_journal-11677	73	31	accelerating	accelerate	VERB
american_scientific_journal-11677	73	32	update	update	NOUN
american_scientific_journal-11677	73	33	deployment	deployment	NOUN
american_scientific_journal-11677	73	34	.	.	PUNCT
american_scientific_journal-11677	74	1	●	●	PUNCT
american_scientific_journal-11677	74	2	deployment	deployment	NOUN
american_scientific_journal-11677	74	3	of	of	ADP
american_scientific_journal-11677	74	4	resilience	resilience	NOUN
american_scientific_journal-11677	74	5	tools	tool	NOUN
american_scientific_journal-11677	74	6	:	:	PUNCT
american_scientific_journal-11677	74	7	tools	tool	NOUN
american_scientific_journal-11677	74	8	like	like	ADP
american_scientific_journal-11677	74	9	chaos	chaos	NOUN
american_scientific_journal-11677	74	10	monkey	monkey	NOUN
american_scientific_journal-11677	74	11	and	and	CCONJ
american_scientific_journal-11677	74	12	spinnaker	spinnaker	NOUN
american_scientific_journal-11677	74	13	were	be	AUX
american_scientific_journal-11677	74	14	integrated	integrate	VERB
american_scientific_journal-11677	74	15	to	to	PART
american_scientific_journal-11677	74	16	test	test	VERB
american_scientific_journal-11677	74	17	failure	failure	NOUN
american_scientific_journal-11677	74	18	scenarios	scenario	NOUN
american_scientific_journal-11677	74	19	and	and	CCONJ
american_scientific_journal-11677	74	20	automate	automate	ADJ
american_scientific_journal-11677	74	21	deployments	deployment	NOUN
american_scientific_journal-11677	74	22	,	,	PUNCT
american_scientific_journal-11677	74	23	significantly	significantly	ADV
american_scientific_journal-11677	74	24	reducing	reduce	VERB
american_scientific_journal-11677	74	25	the	the	DET
american_scientific_journal-11677	74	26	risk	risk	NOUN
american_scientific_journal-11677	74	27	of	of	ADP
american_scientific_journal-11677	74	28	outages	outage	NOUN
american_scientific_journal-11677	74	29	.	.	PUNCT
american_scientific_journal-11677	75	1	american	american	ADJ
american_scientific_journal-11677	75	2	academic	academic	ADJ
american_scientific_journal-11677	75	3	scientific	scientific	ADJ
american_scientific_journal-11677	75	4	research	research	NOUN
american_scientific_journal-11677	75	5	journal	journal	NOUN
american_scientific_journal-11677	75	6	for	for	ADP
american_scientific_journal-11677	75	7	engineering	engineering	NOUN
american_scientific_journal-11677	75	8	,	,	PUNCT
american_scientific_journal-11677	75	9	technology	technology	NOUN
american_scientific_journal-11677	75	10	,	,	PUNCT
american_scientific_journal-11677	75	11	and	and	CCONJ
american_scientific_journal-11677	75	12	sciences	science	NOUN
american_scientific_journal-11677	75	13	(	(	PUNCT
american_scientific_journal-11677	75	14	asrjets	asrjet	NOUN
american_scientific_journal-11677	75	15	)	)	PUNCT
american_scientific_journal-11677	75	16	volume	volume	NOUN
american_scientific_journal-11677	75	17	102	102	NUM
american_scientific_journal-11677	75	18	,	,	PUNCT
american_scientific_journal-11677	75	19	no	no	DET
american_scientific_journal-11677	75	20	1	1	NUM
american_scientific_journal-11677	75	21	,	,	PUNCT
american_scientific_journal-11677	75	22	pp	pp	ADV
american_scientific_journal-11677	75	23	140	140	NUM
american_scientific_journal-11677	75	24	-	-	SYM
american_scientific_journal-11677	75	25	148	148	NUM
american_scientific_journal-11677	75	26	145	145	NUM
american_scientific_journal-11677	75	27	●	●	NUM
american_scientific_journal-11677	75	28	orchestration	orchestration	NOUN
american_scientific_journal-11677	75	29	and	and	CCONJ
american_scientific_journal-11677	75	30	monitoring	monitoring	NOUN
american_scientific_journal-11677	75	31	of	of	ADP
american_scientific_journal-11677	75	32	microservices	microservice	NOUN
american_scientific_journal-11677	75	33	:	:	PUNCT
american_scientific_journal-11677	75	34	to	to	PART
american_scientific_journal-11677	75	35	manage	manage	VERB
american_scientific_journal-11677	75	36	its	its	PRON
american_scientific_journal-11677	75	37	increasingly	increasingly	ADV
american_scientific_journal-11677	75	38	complex	complex	ADJ
american_scientific_journal-11677	75	39	microservices	microservice	NOUN
american_scientific_journal-11677	75	40	ecosystem	ecosystem	NOUN
american_scientific_journal-11677	75	41	,	,	PUNCT
american_scientific_journal-11677	75	42	netflix	netflix	NOUN
american_scientific_journal-11677	75	43	developed	develop	VERB
american_scientific_journal-11677	75	44	and	and	CCONJ
american_scientific_journal-11677	75	45	adopted	adopt	VERB
american_scientific_journal-11677	75	46	solutions	solution	NOUN
american_scientific_journal-11677	75	47	such	such	ADJ
american_scientific_journal-11677	75	48	as	as	ADP
american_scientific_journal-11677	75	49	conductor	conductor	NOUN
american_scientific_journal-11677	75	50	for	for	ADP
american_scientific_journal-11677	75	51	workflow	workflow	NOUN
american_scientific_journal-11677	75	52	orchestration	orchestration	NOUN
american_scientific_journal-11677	75	53	and	and	CCONJ
american_scientific_journal-11677	75	54	ndbench	ndbench	NOUN
american_scientific_journal-11677	75	55	for	for	ADP
american_scientific_journal-11677	75	56	performance	performance	NOUN
american_scientific_journal-11677	75	57	benchmarking	benchmarke	VERB
american_scientific_journal-11677	75	58	.	.	PUNCT
american_scientific_journal-11677	76	1	these	these	DET
american_scientific_journal-11677	76	2	tools	tool	NOUN
american_scientific_journal-11677	76	3	supported	support	VERB
american_scientific_journal-11677	76	4	real	real	ADJ
american_scientific_journal-11677	76	5	-	-	PUNCT
american_scientific_journal-11677	76	6	time	time	NOUN
american_scientific_journal-11677	76	7	issue	issue	NOUN
american_scientific_journal-11677	76	8	detection	detection	NOUN
american_scientific_journal-11677	76	9	and	and	CCONJ
american_scientific_journal-11677	76	10	system	system	NOUN
american_scientific_journal-11677	76	11	optimization	optimization	NOUN
american_scientific_journal-11677	76	12	.	.	PUNCT
american_scientific_journal-11677	77	1	the	the	DET
american_scientific_journal-11677	77	2	main	main	ADJ
american_scientific_journal-11677	77	3	stages	stage	NOUN
american_scientific_journal-11677	77	4	of	of	ADP
american_scientific_journal-11677	77	5	this	this	DET
american_scientific_journal-11677	77	6	transformation	transformation	NOUN
american_scientific_journal-11677	77	7	,	,	PUNCT
american_scientific_journal-11677	77	8	along	along	ADP
american_scientific_journal-11677	77	9	with	with	ADP
american_scientific_journal-11677	77	10	the	the	DET
american_scientific_journal-11677	77	11	core	core	NOUN
american_scientific_journal-11677	77	12	technologies	technology	NOUN
american_scientific_journal-11677	77	13	used	use	VERB
american_scientific_journal-11677	77	14	and	and	CCONJ
american_scientific_journal-11677	77	15	the	the	DET
american_scientific_journal-11677	77	16	benefits	benefit	NOUN
american_scientific_journal-11677	77	17	achieved	achieve	VERB
american_scientific_journal-11677	77	18	,	,	PUNCT
american_scientific_journal-11677	77	19	are	be	AUX
american_scientific_journal-11677	77	20	summarized	summarize	VERB
american_scientific_journal-11677	77	21	in	in	ADP
american_scientific_journal-11677	77	22	table	table	NOUN
american_scientific_journal-11677	77	23	2	2	NUM
american_scientific_journal-11677	77	24	.	.	PUNCT
american_scientific_journal-11677	77	25	table	table	NOUN
american_scientific_journal-11677	77	26	2	2	NUM
american_scientific_journal-11677	77	27	:	:	PUNCT
american_scientific_journal-11677	77	28	netflix	netflix	ADJ
american_scientific_journal-11677	77	29	transition	transition	NOUN
american_scientific_journal-11677	77	30	stages	stage	NOUN
american_scientific_journal-11677	77	31	from	from	ADP
american_scientific_journal-11677	77	32	monolithic	monolithic	ADJ
american_scientific_journal-11677	77	33	architecture	architecture	NOUN
american_scientific_journal-11677	77	34	to	to	ADP
american_scientific_journal-11677	77	35	microservices	microservice	NOUN
american_scientific_journal-11677	77	36	architecture	architecture	NOUN
american_scientific_journal-11677	77	37	[	[	X
american_scientific_journal-11677	77	38	1	1	NUM
american_scientific_journal-11677	77	39	]	]	PUNCT
american_scientific_journal-11677	77	40	transition	transition	NOUN
american_scientific_journal-11677	77	41	stage	stage	NOUN
american_scientific_journal-11677	77	42	key	key	ADJ
american_scientific_journal-11677	77	43	changes	change	NOUN
american_scientific_journal-11677	77	44	technologies	technology	NOUN
american_scientific_journal-11677	77	45	/	/	SYM
american_scientific_journal-11677	77	46	tools	tool	NOUN
american_scientific_journal-11677	77	47	used	use	VERB
american_scientific_journal-11677	77	48	benefits	benefit	NOUN
american_scientific_journal-11677	77	49	/	/	SYM
american_scientific_journal-11677	77	50	solutions	solution	NOUN
american_scientific_journal-11677	77	51	centralized	centralize	VERB
american_scientific_journal-11677	77	52	monolith	monolith	NOUN
american_scientific_journal-11677	77	53	unified	unified	ADJ
american_scientific_journal-11677	77	54	codebase	codebase	ADJ
american_scientific_journal-11677	77	55	,	,	PUNCT
american_scientific_journal-11677	77	56	limited	limited	ADJ
american_scientific_journal-11677	77	57	flexibility	flexibility	NOUN
american_scientific_journal-11677	77	58	and	and	CCONJ
american_scientific_journal-11677	77	59	scalability	scalability	NOUN
american_scientific_journal-11677	77	60	on	on	ADP
american_scientific_journal-11677	77	61	-	-	PUNCT
american_scientific_journal-11677	77	62	premises	premise	NOUN
american_scientific_journal-11677	77	63	infrastructure	infrastructure	NOUN
american_scientific_journal-11677	77	64	rapid	rapid	ADJ
american_scientific_journal-11677	77	65	development	development	NOUN
american_scientific_journal-11677	77	66	,	,	PUNCT
american_scientific_journal-11677	77	67	but	but	CCONJ
american_scientific_journal-11677	77	68	scaling	scale	VERB
american_scientific_journal-11677	77	69	limitations	limitation	NOUN
american_scientific_journal-11677	77	70	cloud	cloud	NOUN
american_scientific_journal-11677	77	71	migration	migration	NOUN
american_scientific_journal-11677	77	72	transition	transition	NOUN
american_scientific_journal-11677	77	73	to	to	ADP
american_scientific_journal-11677	77	74	aws	aw	NOUN
american_scientific_journal-11677	77	75	for	for	ADP
american_scientific_journal-11677	77	76	fault	fault	NOUN
american_scientific_journal-11677	77	77	tolerance	tolerance	NOUN
american_scientific_journal-11677	77	78	and	and	CCONJ
american_scientific_journal-11677	77	79	high	high	ADJ
american_scientific_journal-11677	77	80	availability	availability	NOUN
american_scientific_journal-11677	77	81	amazon	amazon	NOUN
american_scientific_journal-11677	77	82	web	web	NOUN
american_scientific_journal-11677	77	83	services	service	NOUN
american_scientific_journal-11677	77	84	(	(	PUNCT
american_scientific_journal-11677	77	85	aws	aw	NOUN
american_scientific_journal-11677	77	86	)	)	PUNCT
american_scientific_journal-11677	77	87	scalable	scalable	ADJ
american_scientific_journal-11677	77	88	infrastructure	infrastructure	NOUN
american_scientific_journal-11677	77	89	,	,	PUNCT
american_scientific_journal-11677	77	90	improved	improve	VERB
american_scientific_journal-11677	77	91	availability	availability	NOUN
american_scientific_journal-11677	77	92	early	early	ADJ
american_scientific_journal-11677	77	93	decomposition	decomposition	NOUN
american_scientific_journal-11677	77	94	gradual	gradual	ADJ
american_scientific_journal-11677	77	95	separation	separation	NOUN
american_scientific_journal-11677	77	96	into	into	ADP
american_scientific_journal-11677	77	97	independent	independent	ADJ
american_scientific_journal-11677	77	98	services	service	NOUN
american_scientific_journal-11677	77	99	modularization	modularization	NOUN
american_scientific_journal-11677	77	100	,	,	PUNCT
american_scientific_journal-11677	77	101	dedicated	dedicated	ADJ
american_scientific_journal-11677	77	102	apis	apis	ADJ
american_scientific_journal-11677	77	103	team	team	NOUN
american_scientific_journal-11677	77	104	autonomy	autonomy	NOUN
american_scientific_journal-11677	77	105	,	,	PUNCT
american_scientific_journal-11677	77	106	faster	fast	ADJ
american_scientific_journal-11677	77	107	deployment	deployment	NOUN
american_scientific_journal-11677	77	108	cycles	cycle	NOUN
american_scientific_journal-11677	77	109	fault	fault	VERB
american_scientific_journal-11677	77	110	tolerance	tolerance	NOUN
american_scientific_journal-11677	77	111	integration	integration	NOUN
american_scientific_journal-11677	77	112	adoption	adoption	NOUN
american_scientific_journal-11677	77	113	of	of	ADP
american_scientific_journal-11677	77	114	tools	tool	NOUN
american_scientific_journal-11677	77	115	for	for	ADP
american_scientific_journal-11677	77	116	resilience	resilience	NOUN
american_scientific_journal-11677	77	117	testing	testing	NOUN
american_scientific_journal-11677	77	118	and	and	CCONJ
american_scientific_journal-11677	77	119	process	process	NOUN
american_scientific_journal-11677	77	120	automation	automation	NOUN
american_scientific_journal-11677	77	121	chaos	chaos	NOUN
american_scientific_journal-11677	77	122	monkey	monkey	NOUN
american_scientific_journal-11677	77	123	,	,	PUNCT
american_scientific_journal-11677	77	124	spinnaker	spinnaker	NOUN
american_scientific_journal-11677	77	125	reduced	reduce	VERB
american_scientific_journal-11677	77	126	system	system	NOUN
american_scientific_journal-11677	77	127	failure	failure	NOUN
american_scientific_journal-11677	77	128	risk	risk	NOUN
american_scientific_journal-11677	77	129	,	,	PUNCT
american_scientific_journal-11677	77	130	automated	automate	VERB
american_scientific_journal-11677	77	131	deployment	deployment	NOUN
american_scientific_journal-11677	77	132	optimization	optimization	NOUN
american_scientific_journal-11677	77	133	&	&	CCONJ
american_scientific_journal-11677	77	134	orchestration	orchestration	NOUN
american_scientific_journal-11677	77	135	development	development	NOUN
american_scientific_journal-11677	77	136	of	of	ADP
american_scientific_journal-11677	77	137	tools	tool	NOUN
american_scientific_journal-11677	77	138	for	for	ADP
american_scientific_journal-11677	77	139	managing	manage	VERB
american_scientific_journal-11677	77	140	complex	complex	ADJ
american_scientific_journal-11677	77	141	microservices	microservice	NOUN
american_scientific_journal-11677	77	142	ecosystems	ecosystem	NOUN
american_scientific_journal-11677	77	143	netflix	netflix	NOUN
american_scientific_journal-11677	77	144	conductor	conductor	NOUN
american_scientific_journal-11677	77	145	,	,	PUNCT
american_scientific_journal-11677	77	146	ndbench	ndbench	VERB
american_scientific_journal-11677	77	147	,	,	PUNCT
american_scientific_journal-11677	77	148	monitoring	monitoring	NOUN
american_scientific_journal-11677	77	149	tools	tool	NOUN
american_scientific_journal-11677	77	150	(	(	PUNCT
american_scientific_journal-11677	77	151	atlas	atlas	PROPN
american_scientific_journal-11677	77	152	,	,	PUNCT
american_scientific_journal-11677	77	153	elk	elk	PROPN
american_scientific_journal-11677	77	154	)	)	PUNCT
american_scientific_journal-11677	77	155	improved	improved	ADJ
american_scientific_journal-11677	77	156	manageability	manageability	NOUN
american_scientific_journal-11677	77	157	,	,	PUNCT
american_scientific_journal-11677	77	158	faster	fast	ADJ
american_scientific_journal-11677	77	159	problem	problem	NOUN
american_scientific_journal-11677	77	160	detection	detection	NOUN
american_scientific_journal-11677	77	161	and	and	CCONJ
american_scientific_journal-11677	77	162	resolution	resolution	NOUN
american_scientific_journal-11677	77	163	this	this	DET
american_scientific_journal-11677	77	164	case	case	NOUN
american_scientific_journal-11677	77	165	study	study	NOUN
american_scientific_journal-11677	77	166	demonstrates	demonstrate	VERB
american_scientific_journal-11677	77	167	how	how	SCONJ
american_scientific_journal-11677	77	168	transitioning	transition	VERB
american_scientific_journal-11677	77	169	from	from	ADP
american_scientific_journal-11677	77	170	a	a	DET
american_scientific_journal-11677	77	171	monolithic	monolithic	ADJ
american_scientific_journal-11677	77	172	to	to	ADP
american_scientific_journal-11677	77	173	a	a	DET
american_scientific_journal-11677	77	174	microservices	microservice	NOUN
american_scientific_journal-11677	77	175	architecture	architecture	NOUN
american_scientific_journal-11677	77	176	can	can	AUX
american_scientific_journal-11677	77	177	fundamentally	fundamentally	ADV
american_scientific_journal-11677	77	178	reshape	reshape	VERB
american_scientific_journal-11677	77	179	the	the	DET
american_scientific_journal-11677	77	180	development	development	NOUN
american_scientific_journal-11677	77	181	and	and	CCONJ
american_scientific_journal-11677	77	182	operational	operational	ADJ
american_scientific_journal-11677	77	183	practices	practice	NOUN
american_scientific_journal-11677	77	184	of	of	ADP
american_scientific_journal-11677	77	185	large	large	ADJ
american_scientific_journal-11677	77	186	-	-	PUNCT
american_scientific_journal-11677	77	187	scale	scale	NOUN
american_scientific_journal-11677	77	188	distributed	distribute	VERB
american_scientific_journal-11677	77	189	systems	system	NOUN
american_scientific_journal-11677	77	190	.	.	PUNCT
american_scientific_journal-11677	78	1	netflix	netflix	PROPN
american_scientific_journal-11677	78	2	’s	’s	PART
american_scientific_journal-11677	78	3	shift	shift	NOUN
american_scientific_journal-11677	78	4	from	from	ADP
american_scientific_journal-11677	78	5	a	a	DET
american_scientific_journal-11677	78	6	monolithic	monolithic	ADJ
american_scientific_journal-11677	78	7	to	to	ADP
american_scientific_journal-11677	78	8	a	a	DET
american_scientific_journal-11677	78	9	cloud	cloud	NOUN
american_scientific_journal-11677	78	10	-	-	PUNCT
american_scientific_journal-11677	78	11	oriented	orient	VERB
american_scientific_journal-11677	78	12	microservice	microservice	NOUN
american_scientific_journal-11677	78	13	architecture	architecture	NOUN
american_scientific_journal-11677	78	14	was	be	AUX
american_scientific_journal-11677	78	15	not	not	PART
american_scientific_journal-11677	78	16	a	a	DET
american_scientific_journal-11677	78	17	one	one	NUM
american_scientific_journal-11677	78	18	-	-	PUNCT
american_scientific_journal-11677	78	19	off	off	NOUN
american_scientific_journal-11677	78	20	event	event	NOUN
american_scientific_journal-11677	78	21	but	but	CCONJ
american_scientific_journal-11677	78	22	a	a	DET
american_scientific_journal-11677	78	23	carefully	carefully	ADV
american_scientific_journal-11677	78	24	planned	plan	VERB
american_scientific_journal-11677	78	25	,	,	PUNCT
american_scientific_journal-11677	78	26	phased	phase	VERB
american_scientific_journal-11677	78	27	strategy	strategy	NOUN
american_scientific_journal-11677	78	28	.	.	PUNCT
american_scientific_journal-11677	79	1	this	this	DET
american_scientific_journal-11677	79	2	approach	approach	NOUN
american_scientific_journal-11677	79	3	encompassed	encompass	VERB
american_scientific_journal-11677	79	4	migration	migration	NOUN
american_scientific_journal-11677	79	5	to	to	ADP
american_scientific_journal-11677	79	6	a	a	DET
american_scientific_journal-11677	79	7	cloud	cloud	ADJ
american_scientific_journal-11677	79	8	infrastructure	infrastructure	NOUN
american_scientific_journal-11677	79	9	(	(	PUNCT
american_scientific_journal-11677	79	10	aws	aws	NOUN
american_scientific_journal-11677	79	11	)	)	PUNCT
american_scientific_journal-11677	79	12	,	,	PUNCT
american_scientific_journal-11677	79	13	systematic	systematic	ADJ
american_scientific_journal-11677	79	14	functional	functional	ADJ
american_scientific_journal-11677	79	15	decomposition	decomposition	NOUN
american_scientific_journal-11677	79	16	,	,	PUNCT
american_scientific_journal-11677	79	17	and	and	CCONJ
american_scientific_journal-11677	79	18	—	—	PUNCT
american_scientific_journal-11677	79	19	crucially	crucially	ADV
american_scientific_journal-11677	79	20	—	—	PUNCT
american_scientific_journal-11677	79	21	the	the	DET
american_scientific_journal-11677	79	22	development	development	NOUN
american_scientific_journal-11677	79	23	and	and	CCONJ
american_scientific_journal-11677	79	24	deployment	deployment	NOUN
american_scientific_journal-11677	79	25	of	of	ADP
american_scientific_journal-11677	79	26	bespoke	bespoke	NOUN
american_scientific_journal-11677	79	27	resilience	resilience	NOUN
american_scientific_journal-11677	79	28	tools	tool	NOUN
american_scientific_journal-11677	79	29	(	(	PUNCT
american_scientific_journal-11677	79	30	such	such	ADJ
american_scientific_journal-11677	79	31	as	as	ADP
american_scientific_journal-11677	79	32	chaos	chaos	NOUN
american_scientific_journal-11677	79	33	monkey	monkey	NOUN
american_scientific_journal-11677	79	34	)	)	PUNCT
american_scientific_journal-11677	79	35	and	and	CCONJ
american_scientific_journal-11677	79	36	orchestration	orchestration	NOUN
american_scientific_journal-11677	79	37	frameworks	framework	NOUN
american_scientific_journal-11677	79	38	(	(	PUNCT
american_scientific_journal-11677	79	39	for	for	ADP
american_scientific_journal-11677	79	40	example	example	NOUN
american_scientific_journal-11677	79	41	,	,	PUNCT
american_scientific_journal-11677	79	42	conductor	conductor	NOUN
american_scientific_journal-11677	79	43	)	)	PUNCT
american_scientific_journal-11677	79	44	.	.	PUNCT
american_scientific_journal-11677	80	1	their	their	PRON
american_scientific_journal-11677	80	2	experience	experience	NOUN
american_scientific_journal-11677	80	3	underscores	underscore	VERB
american_scientific_journal-11677	80	4	that	that	SCONJ
american_scientific_journal-11677	80	5	the	the	DET
american_scientific_journal-11677	80	6	success	success	NOUN
american_scientific_journal-11677	80	7	of	of	ADP
american_scientific_journal-11677	80	8	such	such	DET
american_scientific_journal-11677	80	9	a	a	DET
american_scientific_journal-11677	80	10	transformation	transformation	NOUN
american_scientific_journal-11677	80	11	hinges	hinge	NOUN
american_scientific_journal-11677	80	12	not	not	PART
american_scientific_journal-11677	80	13	only	only	ADV
american_scientific_journal-11677	80	14	on	on	ADP
american_scientific_journal-11677	80	15	selecting	select	VERB
american_scientific_journal-11677	80	16	an	an	DET
american_scientific_journal-11677	80	17	architectural	architectural	ADJ
american_scientific_journal-11677	80	18	pattern	pattern	NOUN
american_scientific_journal-11677	80	19	but	but	CCONJ
american_scientific_journal-11677	80	20	also	also	ADV
american_scientific_journal-11677	80	21	on	on	ADP
american_scientific_journal-11677	80	22	committing	commit	VERB
american_scientific_journal-11677	80	23	to	to	PART
american_scientific_journal-11677	80	24	build	build	VERB
american_scientific_journal-11677	80	25	a	a	DET
american_scientific_journal-11677	80	26	supporting	support	VERB
american_scientific_journal-11677	80	27	ecosystem	ecosystem	NOUN
american_scientific_journal-11677	80	28	—	—	PUNCT
american_scientific_journal-11677	80	29	complete	complete	ADJ
american_scientific_journal-11677	80	30	with	with	ADP
american_scientific_journal-11677	80	31	deployment	deployment	NOUN
american_scientific_journal-11677	80	32	automation	automation	NOUN
american_scientific_journal-11677	80	33	,	,	PUNCT
american_scientific_journal-11677	80	34	comprehensive	comprehensive	ADJ
american_scientific_journal-11677	80	35	monitoring	monitoring	NOUN
american_scientific_journal-11677	80	36	,	,	PUNCT
american_scientific_journal-11677	80	37	and	and	CCONJ
american_scientific_journal-11677	80	38	a	a	DET
american_scientific_journal-11677	80	39	devops	devop	NOUN
american_scientific_journal-11677	80	40	culture	culture	NOUN
american_scientific_journal-11677	80	41	.	.	PUNCT
american_scientific_journal-11677	81	1	netflix	netflix	PROPN
american_scientific_journal-11677	81	2	’s	’s	PART
american_scientific_journal-11677	81	3	results	result	NOUN
american_scientific_journal-11677	81	4	vividly	vividly	ADV
american_scientific_journal-11677	81	5	illustrate	illustrate	VERB
american_scientific_journal-11677	81	6	how	how	SCONJ
american_scientific_journal-11677	81	7	microservices	microservice	NOUN
american_scientific_journal-11677	81	8	deliver	deliver	VERB
american_scientific_journal-11677	81	9	not	not	PART
american_scientific_journal-11677	81	10	only	only	ADV
american_scientific_journal-11677	81	11	technical	technical	ADJ
american_scientific_journal-11677	81	12	scalability	scalability	NOUN
american_scientific_journal-11677	81	13	but	but	CCONJ
american_scientific_journal-11677	81	14	also	also	ADV
american_scientific_journal-11677	81	15	business	business	NOUN
american_scientific_journal-11677	81	16	agility	agility	NOUN
american_scientific_journal-11677	81	17	,	,	PUNCT
american_scientific_journal-11677	81	18	enabling	enable	VERB
american_scientific_journal-11677	81	19	faster	fast	ADJ
american_scientific_journal-11677	81	20	roll	roll	NOUN
american_scientific_journal-11677	81	21	-	-	PUNCT
american_scientific_journal-11677	81	22	out	out	NOUN
american_scientific_journal-11677	81	23	of	of	ADP
american_scientific_journal-11677	81	24	new	new	ADJ
american_scientific_journal-11677	81	25	features	feature	NOUN
american_scientific_journal-11677	81	26	and	and	CCONJ
american_scientific_journal-11677	81	27	rapid	rapid	ADJ
american_scientific_journal-11677	81	28	adaptation	adaptation	NOUN
american_scientific_journal-11677	81	29	to	to	ADP
american_scientific_journal-11677	81	30	evolving	evolve	VERB
american_scientific_journal-11677	81	31	user	user	NOUN
american_scientific_journal-11677	81	32	demands	demand	NOUN
american_scientific_journal-11677	81	33	.	.	PUNCT
american_scientific_journal-11677	82	1	american	american	ADJ
american_scientific_journal-11677	82	2	academic	academic	ADJ
american_scientific_journal-11677	82	3	scientific	scientific	ADJ
american_scientific_journal-11677	82	4	research	research	NOUN
american_scientific_journal-11677	82	5	journal	journal	NOUN
american_scientific_journal-11677	82	6	for	for	ADP
american_scientific_journal-11677	82	7	engineering	engineering	NOUN
american_scientific_journal-11677	82	8	,	,	PUNCT
american_scientific_journal-11677	82	9	technology	technology	NOUN
american_scientific_journal-11677	82	10	,	,	PUNCT
american_scientific_journal-11677	82	11	and	and	CCONJ
american_scientific_journal-11677	82	12	sciences	science	NOUN
american_scientific_journal-11677	82	13	(	(	PUNCT
american_scientific_journal-11677	82	14	asrjets	asrjet	NOUN
american_scientific_journal-11677	82	15	)	)	PUNCT
american_scientific_journal-11677	82	16	volume	volume	NOUN
american_scientific_journal-11677	82	17	102	102	NUM
american_scientific_journal-11677	82	18	,	,	PUNCT
american_scientific_journal-11677	82	19	no	no	DET
american_scientific_journal-11677	82	20	1	1	NUM
american_scientific_journal-11677	82	21	,	,	PUNCT
american_scientific_journal-11677	82	22	pp	pp	ADV
american_scientific_journal-11677	82	23	140	140	NUM
american_scientific_journal-11677	82	24	-	-	SYM
american_scientific_journal-11677	82	25	148	148	NUM
american_scientific_journal-11677	82	26	146	146	NUM
american_scientific_journal-11677	82	27	4	4	NUM
american_scientific_journal-11677	82	28	.	.	PUNCT
american_scientific_journal-11677	82	29	performance	performance	NOUN
american_scientific_journal-11677	82	30	optimization	optimization	NOUN
american_scientific_journal-11677	82	31	and	and	CCONJ
american_scientific_journal-11677	82	32	scalability	scalability	NOUN
american_scientific_journal-11677	82	33	management	management	NOUN
american_scientific_journal-11677	82	34	in	in	ADP
american_scientific_journal-11677	82	35	modern	modern	ADJ
american_scientific_journal-11677	82	36	information	information	NOUN
american_scientific_journal-11677	82	37	systems	system	NOUN
american_scientific_journal-11677	82	38	,	,	PUNCT
american_scientific_journal-11677	82	39	performance	performance	NOUN
american_scientific_journal-11677	82	40	optimization	optimization	NOUN
american_scientific_journal-11677	82	41	and	and	CCONJ
american_scientific_journal-11677	82	42	effective	effective	ADJ
american_scientific_journal-11677	82	43	scalability	scalability	NOUN
american_scientific_journal-11677	82	44	management	management	NOUN
american_scientific_journal-11677	82	45	are	be	AUX
american_scientific_journal-11677	82	46	critical	critical	ADJ
american_scientific_journal-11677	82	47	to	to	ADP
american_scientific_journal-11677	82	48	ensuring	ensure	VERB
american_scientific_journal-11677	82	49	a	a	DET
american_scientific_journal-11677	82	50	stable	stable	ADJ
american_scientific_journal-11677	82	51	system	system	NOUN
american_scientific_journal-11677	82	52	and	and	CCONJ
american_scientific_journal-11677	82	53	a	a	DET
american_scientific_journal-11677	82	54	high	high	ADJ
american_scientific_journal-11677	82	55	-	-	PUNCT
american_scientific_journal-11677	82	56	quality	quality	NOUN
american_scientific_journal-11677	82	57	user	user	NOUN
american_scientific_journal-11677	82	58	experience	experience	NOUN
american_scientific_journal-11677	82	59	.	.	PUNCT
american_scientific_journal-11677	83	1	microservices	microservice	NOUN
american_scientific_journal-11677	83	2	architecture	architecture	NOUN
american_scientific_journal-11677	83	3	addresses	address	VERB
american_scientific_journal-11677	83	4	these	these	DET
american_scientific_journal-11677	83	5	challenges	challenge	NOUN
american_scientific_journal-11677	83	6	by	by	ADP
american_scientific_journal-11677	83	7	decomposing	decompose	VERB
american_scientific_journal-11677	83	8	functionality	functionality	NOUN
american_scientific_journal-11677	83	9	into	into	ADP
american_scientific_journal-11677	83	10	independent	independent	ADJ
american_scientific_journal-11677	83	11	services	service	NOUN
american_scientific_journal-11677	83	12	,	,	PUNCT
american_scientific_journal-11677	83	13	which	which	PRON
american_scientific_journal-11677	83	14	enables	enable	VERB
american_scientific_journal-11677	83	15	targeted	target	VERB
american_scientific_journal-11677	83	16	scaling	scaling	NOUN
american_scientific_journal-11677	83	17	,	,	PUNCT
american_scientific_journal-11677	83	18	improves	improve	VERB
american_scientific_journal-11677	83	19	fault	fault	NOUN
american_scientific_journal-11677	83	20	tolerance	tolerance	NOUN
american_scientific_journal-11677	83	21	,	,	PUNCT
american_scientific_journal-11677	83	22	and	and	CCONJ
american_scientific_journal-11677	83	23	accelerates	accelerate	VERB
american_scientific_journal-11677	83	24	deployment	deployment	NOUN
american_scientific_journal-11677	83	25	cycles	cycle	NOUN
american_scientific_journal-11677	83	26	.	.	PUNCT
american_scientific_journal-11677	84	1	this	this	DET
american_scientific_journal-11677	84	2	approach	approach	NOUN
american_scientific_journal-11677	84	3	is	be	AUX
american_scientific_journal-11677	84	4	supported	support	VERB
american_scientific_journal-11677	84	5	by	by	ADP
american_scientific_journal-11677	84	6	research	research	NOUN
american_scientific_journal-11677	84	7	highlighting	highlight	VERB
american_scientific_journal-11677	84	8	the	the	DET
american_scientific_journal-11677	84	9	advantages	advantage	NOUN
american_scientific_journal-11677	84	10	of	of	ADP
american_scientific_journal-11677	84	11	horizontal	horizontal	ADJ
american_scientific_journal-11677	84	12	scaling	scaling	NOUN
american_scientific_journal-11677	84	13	,	,	PUNCT
american_scientific_journal-11677	84	14	load	load	NOUN
american_scientific_journal-11677	84	15	distribution	distribution	NOUN
american_scientific_journal-11677	84	16	,	,	PUNCT
american_scientific_journal-11677	84	17	and	and	CCONJ
american_scientific_journal-11677	84	18	the	the	DET
american_scientific_journal-11677	84	19	integration	integration	NOUN
american_scientific_journal-11677	84	20	of	of	ADP
american_scientific_journal-11677	84	21	modern	modern	ADJ
american_scientific_journal-11677	84	22	monitoring	monitoring	NOUN
american_scientific_journal-11677	84	23	and	and	CCONJ
american_scientific_journal-11677	84	24	optimization	optimization	NOUN
american_scientific_journal-11677	84	25	tools	tool	NOUN
american_scientific_journal-11677	84	26	[	[	X
american_scientific_journal-11677	84	27	2	2	NUM
american_scientific_journal-11677	84	28	,	,	PUNCT
american_scientific_journal-11677	84	29	4	4	NUM
american_scientific_journal-11677	84	30	]	]	PUNCT
american_scientific_journal-11677	84	31	.	.	PUNCT
american_scientific_journal-11677	85	1	one	one	NUM
american_scientific_journal-11677	85	2	of	of	ADP
american_scientific_journal-11677	85	3	the	the	DET
american_scientific_journal-11677	85	4	primary	primary	ADJ
american_scientific_journal-11677	85	5	optimization	optimization	NOUN
american_scientific_journal-11677	85	6	techniques	technique	NOUN
american_scientific_journal-11677	85	7	is	be	AUX
american_scientific_journal-11677	85	8	caching	cache	VERB
american_scientific_journal-11677	85	9	.	.	PUNCT
american_scientific_journal-11677	86	1	caching	cache	VERB
american_scientific_journal-11677	86	2	reduces	reduce	VERB
american_scientific_journal-11677	86	3	database	database	NOUN
american_scientific_journal-11677	86	4	load	load	NOUN
american_scientific_journal-11677	86	5	,	,	PUNCT
american_scientific_journal-11677	86	6	accelerates	accelerate	VERB
american_scientific_journal-11677	86	7	request	request	NOUN
american_scientific_journal-11677	86	8	processing	processing	NOUN
american_scientific_journal-11677	86	9	,	,	PUNCT
american_scientific_journal-11677	86	10	and	and	CCONJ
american_scientific_journal-11677	86	11	enhances	enhance	VERB
american_scientific_journal-11677	86	12	application	application	NOUN
american_scientific_journal-11677	86	13	performance	performance	NOUN
american_scientific_journal-11677	86	14	.	.	PUNCT
american_scientific_journal-11677	87	1	solutions	solution	NOUN
american_scientific_journal-11677	87	2	such	such	ADJ
american_scientific_journal-11677	87	3	as	as	ADP
american_scientific_journal-11677	87	4	redis	redis	NOUN
american_scientific_journal-11677	87	5	and	and	CCONJ
american_scientific_journal-11677	87	6	memcached	memcached	ADJ
american_scientific_journal-11677	87	7	not	not	PART
american_scientific_journal-11677	87	8	only	only	ADV
american_scientific_journal-11677	87	9	cache	cache	NOUN
american_scientific_journal-11677	87	10	api	api	NOUN
american_scientific_journal-11677	87	11	responses	response	NOUN
american_scientific_journal-11677	87	12	but	but	CCONJ
american_scientific_journal-11677	87	13	also	also	ADV
american_scientific_journal-11677	87	14	session	session	NOUN
american_scientific_journal-11677	87	15	data	datum	NOUN
american_scientific_journal-11677	87	16	,	,	PUNCT
american_scientific_journal-11677	87	17	a	a	DET
american_scientific_journal-11677	87	18	practice	practice	NOUN
american_scientific_journal-11677	87	19	well	well	ADV
american_scientific_journal-11677	87	20	-	-	PUNCT
american_scientific_journal-11677	87	21	supported	support	VERB
american_scientific_journal-11677	87	22	in	in	ADP
american_scientific_journal-11677	87	23	web	web	NOUN
american_scientific_journal-11677	87	24	application	application	NOUN
american_scientific_journal-11677	87	25	optimization	optimization	NOUN
american_scientific_journal-11677	87	26	literature	literature	NOUN
american_scientific_journal-11677	87	27	[	[	X
american_scientific_journal-11677	87	28	6	6	NUM
american_scientific_journal-11677	87	29	]	]	PUNCT
american_scientific_journal-11677	87	30	.	.	PUNCT
american_scientific_journal-11677	88	1	alongside	alongside	ADP
american_scientific_journal-11677	88	2	caching	cache	VERB
american_scientific_journal-11677	88	3	,	,	PUNCT
american_scientific_journal-11677	88	4	load	load	NOUN
american_scientific_journal-11677	88	5	balancing	balancing	NOUN
american_scientific_journal-11677	88	6	technologies	technology	NOUN
american_scientific_journal-11677	88	7	play	play	VERB
american_scientific_journal-11677	88	8	a	a	DET
american_scientific_journal-11677	88	9	vital	vital	ADJ
american_scientific_journal-11677	88	10	role	role	NOUN
american_scientific_journal-11677	88	11	in	in	ADP
american_scientific_journal-11677	88	12	distributing	distribute	VERB
american_scientific_journal-11677	88	13	incoming	incoming	ADJ
american_scientific_journal-11677	88	14	traffic	traffic	NOUN
american_scientific_journal-11677	88	15	across	across	ADP
american_scientific_journal-11677	88	16	multiple	multiple	ADJ
american_scientific_journal-11677	88	17	servers	server	NOUN
american_scientific_journal-11677	88	18	.	.	PUNCT
american_scientific_journal-11677	89	1	modern	modern	ADJ
american_scientific_journal-11677	89	2	cloud	cloud	NOUN
american_scientific_journal-11677	89	3	platforms	platform	NOUN
american_scientific_journal-11677	89	4	like	like	ADP
american_scientific_journal-11677	89	5	aws	aw	NOUN
american_scientific_journal-11677	89	6	,	,	PUNCT
american_scientific_journal-11677	89	7	azure	azure	NOUN
american_scientific_journal-11677	89	8	,	,	PUNCT
american_scientific_journal-11677	89	9	and	and	CCONJ
american_scientific_journal-11677	89	10	google	google	PROPN
american_scientific_journal-11677	89	11	cloud	cloud	NOUN
american_scientific_journal-11677	89	12	offer	offer	NOUN
american_scientific_journal-11677	89	13	built	build	VERB
american_scientific_journal-11677	89	14	-	-	PUNCT
american_scientific_journal-11677	89	15	in	in	ADP
american_scientific_journal-11677	89	16	scaling	scaling	NOUN
american_scientific_journal-11677	89	17	and	and	CCONJ
american_scientific_journal-11677	89	18	balancing	balance	VERB
american_scientific_journal-11677	89	19	solutions	solution	NOUN
american_scientific_journal-11677	89	20	that	that	PRON
american_scientific_journal-11677	89	21	ensure	ensure	VERB
american_scientific_journal-11677	89	22	high	high	ADJ
american_scientific_journal-11677	89	23	availability	availability	NOUN
american_scientific_journal-11677	89	24	and	and	CCONJ
american_scientific_journal-11677	89	25	system	system	NOUN
american_scientific_journal-11677	89	26	stability	stability	NOUN
american_scientific_journal-11677	89	27	[	[	X
american_scientific_journal-11677	89	28	2	2	NUM
american_scientific_journal-11677	89	29	,	,	PUNCT
american_scientific_journal-11677	89	30	5	5	NUM
american_scientific_journal-11677	89	31	]	]	PUNCT
american_scientific_journal-11677	89	32	.	.	PUNCT
american_scientific_journal-11677	90	1	additionally	additionally	ADV
american_scientific_journal-11677	90	2	,	,	PUNCT
american_scientific_journal-11677	90	3	optimizing	optimize	VERB
american_scientific_journal-11677	90	4	apis	apis	PROPN
american_scientific_journal-11677	90	5	and	and	CCONJ
american_scientific_journal-11677	90	6	adopting	adopt	VERB
american_scientific_journal-11677	90	7	modern	modern	ADJ
american_scientific_journal-11677	90	8	communication	communication	NOUN
american_scientific_journal-11677	90	9	protocols	protocol	NOUN
american_scientific_journal-11677	90	10	(	(	PUNCT
american_scientific_journal-11677	90	11	such	such	ADJ
american_scientific_journal-11677	90	12	as	as	ADP
american_scientific_journal-11677	90	13	http/2	http/2	NOUN
american_scientific_journal-11677	90	14	and	and	CCONJ
american_scientific_journal-11677	90	15	http/3	http/3	NUM
american_scientific_journal-11677	90	16	)	)	PUNCT
american_scientific_journal-11677	90	17	help	help	AUX
american_scientific_journal-11677	90	18	reduce	reduce	VERB
american_scientific_journal-11677	90	19	latency	latency	NOUN
american_scientific_journal-11677	90	20	in	in	ADP
american_scientific_journal-11677	90	21	inter	inter	ADJ
american_scientific_journal-11677	90	22	-	-	ADJ
american_scientific_journal-11677	90	23	service	service	ADJ
american_scientific_journal-11677	90	24	communication	communication	NOUN
american_scientific_journal-11677	90	25	.	.	PUNCT
american_scientific_journal-11677	91	1	containerization	containerization	NOUN
american_scientific_journal-11677	91	2	and	and	CCONJ
american_scientific_journal-11677	91	3	orchestration	orchestration	NOUN
american_scientific_journal-11677	91	4	technologies	technology	NOUN
american_scientific_journal-11677	91	5	(	(	PUNCT
american_scientific_journal-11677	91	6	e.g.	e.g.	ADV
american_scientific_journal-11677	91	7	,	,	PUNCT
american_scientific_journal-11677	91	8	docker	docker	NOUN
american_scientific_journal-11677	91	9	and	and	CCONJ
american_scientific_journal-11677	91	10	kubernetes	kubernete	NOUN
american_scientific_journal-11677	91	11	)	)	PUNCT
american_scientific_journal-11677	91	12	enable	enable	VERB
american_scientific_journal-11677	91	13	rapid	rapid	ADJ
american_scientific_journal-11677	91	14	deployment	deployment	NOUN
american_scientific_journal-11677	91	15	and	and	CCONJ
american_scientific_journal-11677	91	16	service	service	NOUN
american_scientific_journal-11677	91	17	updates	update	NOUN
american_scientific_journal-11677	91	18	,	,	PUNCT
american_scientific_journal-11677	91	19	significantly	significantly	ADV
american_scientific_journal-11677	91	20	improving	improve	VERB
american_scientific_journal-11677	91	21	responsiveness	responsiveness	NOUN
american_scientific_journal-11677	91	22	and	and	CCONJ
american_scientific_journal-11677	91	23	control	control	NOUN
american_scientific_journal-11677	91	24	over	over	ADP
american_scientific_journal-11677	91	25	system	system	NOUN
american_scientific_journal-11677	91	26	scalability	scalability	NOUN
american_scientific_journal-11677	91	27	[	[	X
american_scientific_journal-11677	91	28	7	7	NUM
american_scientific_journal-11677	91	29	]	]	PUNCT
american_scientific_journal-11677	91	30	.	.	PUNCT
american_scientific_journal-11677	92	1	continuous	continuous	ADJ
american_scientific_journal-11677	92	2	performance	performance	NOUN
american_scientific_journal-11677	92	3	monitoring	monitoring	NOUN
american_scientific_journal-11677	92	4	using	use	VERB
american_scientific_journal-11677	92	5	specialized	specialized	ADJ
american_scientific_journal-11677	92	6	tools	tool	NOUN
american_scientific_journal-11677	92	7	such	such	ADJ
american_scientific_journal-11677	92	8	as	as	ADP
american_scientific_journal-11677	92	9	prometheus	prometheus	NOUN
american_scientific_journal-11677	92	10	,	,	PUNCT
american_scientific_journal-11677	92	11	grafana	grafana	NOUN
american_scientific_journal-11677	92	12	,	,	PUNCT
american_scientific_journal-11677	92	13	ndbench	ndbench	VERB
american_scientific_journal-11677	92	14	,	,	PUNCT
american_scientific_journal-11677	92	15	and	and	CCONJ
american_scientific_journal-11677	92	16	the	the	DET
american_scientific_journal-11677	92	17	elk	elk	NOUN
american_scientific_journal-11677	92	18	stack	stack	NOUN
american_scientific_journal-11677	92	19	is	be	AUX
american_scientific_journal-11677	92	20	also	also	ADV
american_scientific_journal-11677	92	21	crucial	crucial	ADJ
american_scientific_journal-11677	92	22	,	,	PUNCT
american_scientific_journal-11677	92	23	allowing	allow	VERB
american_scientific_journal-11677	92	24	teams	team	NOUN
american_scientific_journal-11677	92	25	to	to	PART
american_scientific_journal-11677	92	26	quickly	quickly	ADV
american_scientific_journal-11677	92	27	identify	identify	VERB
american_scientific_journal-11677	92	28	and	and	CCONJ
american_scientific_journal-11677	92	29	resolve	resolve	VERB
american_scientific_journal-11677	92	30	bottlenecks	bottleneck	NOUN
american_scientific_journal-11677	92	31	.	.	PUNCT
american_scientific_journal-11677	93	1	the	the	DET
american_scientific_journal-11677	93	2	following	follow	VERB
american_scientific_journal-11677	93	3	table	table	NOUN
american_scientific_journal-11677	93	4	summarizes	summarize	VERB
american_scientific_journal-11677	93	5	the	the	DET
american_scientific_journal-11677	93	6	main	main	ADJ
american_scientific_journal-11677	93	7	strategies	strategy	NOUN
american_scientific_journal-11677	93	8	for	for	ADP
american_scientific_journal-11677	93	9	optimizing	optimize	VERB
american_scientific_journal-11677	93	10	performance	performance	NOUN
american_scientific_journal-11677	93	11	and	and	CCONJ
american_scientific_journal-11677	93	12	managing	managing	NOUN
american_scientific_journal-11677	93	13	scalability	scalability	NOUN
american_scientific_journal-11677	93	14	,	,	PUNCT
american_scientific_journal-11677	93	15	including	include	VERB
american_scientific_journal-11677	93	16	descriptions	description	NOUN
american_scientific_journal-11677	93	17	,	,	PUNCT
american_scientific_journal-11677	93	18	examples	example	NOUN
american_scientific_journal-11677	93	19	of	of	ADP
american_scientific_journal-11677	93	20	tools	tool	NOUN
american_scientific_journal-11677	93	21	,	,	PUNCT
american_scientific_journal-11677	93	22	and	and	CCONJ
american_scientific_journal-11677	93	23	the	the	DET
american_scientific_journal-11677	93	24	resulting	result	VERB
american_scientific_journal-11677	93	25	benefits	benefit	NOUN
american_scientific_journal-11677	93	26	:	:	PUNCT
american_scientific_journal-11677	93	27	table	table	NOUN
american_scientific_journal-11677	93	28	3	3	NUM
american_scientific_journal-11677	93	29	:	:	PUNCT
american_scientific_journal-11677	93	30	main	main	ADJ
american_scientific_journal-11677	93	31	strategies	strategy	NOUN
american_scientific_journal-11677	93	32	for	for	ADP
american_scientific_journal-11677	93	33	performance	performance	NOUN
american_scientific_journal-11677	93	34	optimization	optimization	NOUN
american_scientific_journal-11677	93	35	and	and	CCONJ
american_scientific_journal-11677	93	36	scalability	scalability	NOUN
american_scientific_journal-11677	93	37	management	management	NOUN
american_scientific_journal-11677	93	38	[	[	X
american_scientific_journal-11677	93	39	2	2	NUM
american_scientific_journal-11677	93	40	,	,	PUNCT
american_scientific_journal-11677	93	41	5	5	NUM
american_scientific_journal-11677	93	42	,	,	PUNCT
american_scientific_journal-11677	93	43	6	6	NUM
american_scientific_journal-11677	93	44	,	,	PUNCT
american_scientific_journal-11677	93	45	7	7	NUM
american_scientific_journal-11677	93	46	]	]	PUNCT
american_scientific_journal-11677	93	47	strategy	strategy	NOUN
american_scientific_journal-11677	93	48	description	description	NOUN
american_scientific_journal-11677	93	49	examples	example	NOUN
american_scientific_journal-11677	93	50	/	/	SYM
american_scientific_journal-11677	93	51	tools	tool	NOUN
american_scientific_journal-11677	93	52	effect	effect	VERB
american_scientific_journal-11677	93	53	caching	cache	VERB
american_scientific_journal-11677	93	54	storing	store	VERB
american_scientific_journal-11677	93	55	frequently	frequently	ADV
american_scientific_journal-11677	93	56	requested	request	VERB
american_scientific_journal-11677	93	57	data	datum	NOUN
american_scientific_journal-11677	93	58	for	for	ADP
american_scientific_journal-11677	93	59	faster	fast	ADJ
american_scientific_journal-11677	93	60	access	access	NOUN
american_scientific_journal-11677	93	61	,	,	PUNCT
american_scientific_journal-11677	93	62	reducing	reduce	VERB
american_scientific_journal-11677	93	63	database	database	NOUN
american_scientific_journal-11677	93	64	load	load	NOUN
american_scientific_journal-11677	93	65	redis	redis	NOUN
american_scientific_journal-11677	93	66	,	,	PUNCT
american_scientific_journal-11677	93	67	memcached	memcache	VERB
american_scientific_journal-11677	93	68	faster	fast	ADJ
american_scientific_journal-11677	93	69	request	request	NOUN
american_scientific_journal-11677	93	70	processing	processing	NOUN
american_scientific_journal-11677	93	71	,	,	PUNCT
american_scientific_journal-11677	93	72	reduced	reduce	VERB
american_scientific_journal-11677	93	73	response	response	NOUN
american_scientific_journal-11677	93	74	time	time	NOUN
american_scientific_journal-11677	93	75	load	load	NOUN
american_scientific_journal-11677	93	76	balancing	balance	VERB
american_scientific_journal-11677	93	77	distributing	distribute	VERB
american_scientific_journal-11677	93	78	incoming	incoming	ADJ
american_scientific_journal-11677	93	79	traffic	traffic	NOUN
american_scientific_journal-11677	93	80	across	across	ADP
american_scientific_journal-11677	93	81	multiple	multiple	ADJ
american_scientific_journal-11677	93	82	servers	server	NOUN
american_scientific_journal-11677	93	83	to	to	PART
american_scientific_journal-11677	93	84	prevent	prevent	VERB
american_scientific_journal-11677	93	85	overload	overload	NOUN
american_scientific_journal-11677	93	86	aws	aws	PROPN
american_scientific_journal-11677	93	87	elb	elb	PROPN
american_scientific_journal-11677	93	88	,	,	PUNCT
american_scientific_journal-11677	93	89	google	google	PROPN
american_scientific_journal-11677	93	90	cloud	cloud	PROPN
american_scientific_journal-11677	93	91	load	load	NOUN
american_scientific_journal-11677	93	92	balancer	balancer	NOUN
american_scientific_journal-11677	93	93	increased	increase	VERB
american_scientific_journal-11677	93	94	availability	availability	NOUN
american_scientific_journal-11677	93	95	and	and	CCONJ
american_scientific_journal-11677	93	96	fault	fault	VERB
american_scientific_journal-11677	93	97	tolerance	tolerance	NOUN
american_scientific_journal-11677	93	98	,	,	PUNCT
american_scientific_journal-11677	93	99	balanced	balanced	ADJ
american_scientific_journal-11677	93	100	resource	resource	NOUN
american_scientific_journal-11677	93	101	usage	usage	NOUN
american_scientific_journal-11677	93	102	api	api	NOUN
american_scientific_journal-11677	93	103	optimization	optimization	NOUN
american_scientific_journal-11677	93	104	enhancing	enhance	VERB
american_scientific_journal-11677	93	105	data	datum	NOUN
american_scientific_journal-11677	93	106	exchange	exchange	NOUN
american_scientific_journal-11677	93	107	efficiency	efficiency	NOUN
american_scientific_journal-11677	93	108	between	between	ADP
american_scientific_journal-11677	93	109	services	service	NOUN
american_scientific_journal-11677	93	110	through	through	ADP
american_scientific_journal-11677	93	111	better	well	ADJ
american_scientific_journal-11677	93	112	protocols	protocol	NOUN
american_scientific_journal-11677	93	113	http/2	http/2	NOUN
american_scientific_journal-11677	93	114	,	,	PUNCT
american_scientific_journal-11677	93	115	http/3	http/3	PROPN
american_scientific_journal-11677	93	116	,	,	PUNCT
american_scientific_journal-11677	93	117	graphql	graphql	NOUN
american_scientific_journal-11677	93	118	lower	low	ADJ
american_scientific_journal-11677	93	119	latency	latency	NOUN
american_scientific_journal-11677	93	120	,	,	PUNCT
american_scientific_journal-11677	93	121	improved	improve	VERB
american_scientific_journal-11677	93	122	bandwidth	bandwidth	ADJ
american_scientific_journal-11677	93	123	utilization	utilization	NOUN
american_scientific_journal-11677	93	124	containerization	containerization	NOUN
american_scientific_journal-11677	93	125	&	&	CCONJ
american_scientific_journal-11677	93	126	orchestration	orchestration	NOUN
american_scientific_journal-11677	93	127	automated	automate	VERB
american_scientific_journal-11677	93	128	deployment	deployment	NOUN
american_scientific_journal-11677	93	129	,	,	PUNCT
american_scientific_journal-11677	93	130	updates	update	NOUN
american_scientific_journal-11677	93	131	,	,	PUNCT
american_scientific_journal-11677	93	132	and	and	CCONJ
american_scientific_journal-11677	93	133	scaling	scaling	NOUN
american_scientific_journal-11677	93	134	of	of	ADP
american_scientific_journal-11677	93	135	services	service	NOUN
american_scientific_journal-11677	93	136	using	use	VERB
american_scientific_journal-11677	93	137	containers	container	NOUN
american_scientific_journal-11677	93	138	docker	docker	PROPN
american_scientific_journal-11677	93	139	,	,	PUNCT
american_scientific_journal-11677	93	140	kubernetes	kubernete	VERB
american_scientific_journal-11677	93	141	rapid	rapid	ADJ
american_scientific_journal-11677	93	142	scaling	scaling	NOUN
american_scientific_journal-11677	93	143	,	,	PUNCT
american_scientific_journal-11677	93	144	simplified	simplify	VERB
american_scientific_journal-11677	93	145	infrastructure	infrastructure	NOUN
american_scientific_journal-11677	93	146	management	management	NOUN
american_scientific_journal-11677	93	147	monitoring	monitoring	NOUN
american_scientific_journal-11677	93	148	&	&	CCONJ
american_scientific_journal-11677	93	149	analytics	analytic	NOUN
american_scientific_journal-11677	93	150	continuous	continuous	ADJ
american_scientific_journal-11677	93	151	observation	observation	NOUN
american_scientific_journal-11677	93	152	of	of	ADP
american_scientific_journal-11677	93	153	system	system	NOUN
american_scientific_journal-11677	93	154	performance	performance	NOUN
american_scientific_journal-11677	93	155	to	to	PART
american_scientific_journal-11677	93	156	detect	detect	VERB
american_scientific_journal-11677	93	157	and	and	CCONJ
american_scientific_journal-11677	93	158	resolve	resolve	VERB
american_scientific_journal-11677	93	159	issues	issue	NOUN
american_scientific_journal-11677	93	160	early	early	ADJ
american_scientific_journal-11677	93	161	prometheus	prometheus	NOUN
american_scientific_journal-11677	93	162	,	,	PUNCT
american_scientific_journal-11677	93	163	grafana	grafana	NOUN
american_scientific_journal-11677	93	164	,	,	PUNCT
american_scientific_journal-11677	93	165	ndbench	ndbench	VERB
american_scientific_journal-11677	93	166	,	,	PUNCT
american_scientific_journal-11677	93	167	elk	elk	NOUN
american_scientific_journal-11677	93	168	stack	stack	VERB
american_scientific_journal-11677	93	169	early	early	ADJ
american_scientific_journal-11677	93	170	failure	failure	NOUN
american_scientific_journal-11677	93	171	detection	detection	NOUN
american_scientific_journal-11677	93	172	,	,	PUNCT
american_scientific_journal-11677	93	173	improved	improve	VERB
american_scientific_journal-11677	93	174	system	system	NOUN
american_scientific_journal-11677	93	175	reliability	reliability	NOUN
american_scientific_journal-11677	93	176	the	the	DET
american_scientific_journal-11677	93	177	integrated	integrate	VERB
american_scientific_journal-11677	93	178	use	use	NOUN
american_scientific_journal-11677	93	179	of	of	ADP
american_scientific_journal-11677	93	180	these	these	DET
american_scientific_journal-11677	93	181	strategies	strategy	NOUN
american_scientific_journal-11677	93	182	not	not	PART
american_scientific_journal-11677	93	183	only	only	ADV
american_scientific_journal-11677	93	184	boosts	boost	VERB
american_scientific_journal-11677	93	185	system	system	NOUN
american_scientific_journal-11677	93	186	performance	performance	NOUN
american_scientific_journal-11677	93	187	but	but	CCONJ
american_scientific_journal-11677	93	188	also	also	ADV
american_scientific_journal-11677	93	189	enhances	enhance	VERB
american_scientific_journal-11677	93	190	scalability	scalability	NOUN
american_scientific_journal-11677	93	191	—	—	PUNCT
american_scientific_journal-11677	93	192	key	key	ADJ
american_scientific_journal-11677	93	193	to	to	ADP
american_scientific_journal-11677	93	194	american	american	ADJ
american_scientific_journal-11677	93	195	academic	academic	ADJ
american_scientific_journal-11677	93	196	scientific	scientific	ADJ
american_scientific_journal-11677	93	197	research	research	NOUN
american_scientific_journal-11677	93	198	journal	journal	NOUN
american_scientific_journal-11677	93	199	for	for	ADP
american_scientific_journal-11677	93	200	engineering	engineering	NOUN
american_scientific_journal-11677	93	201	,	,	PUNCT
american_scientific_journal-11677	93	202	technology	technology	NOUN
american_scientific_journal-11677	93	203	,	,	PUNCT
american_scientific_journal-11677	93	204	and	and	CCONJ
american_scientific_journal-11677	93	205	sciences	science	NOUN
american_scientific_journal-11677	93	206	(	(	PUNCT
american_scientific_journal-11677	93	207	asrjets	asrjet	NOUN
american_scientific_journal-11677	93	208	)	)	PUNCT
american_scientific_journal-11677	93	209	volume	volume	NOUN
american_scientific_journal-11677	93	210	102	102	NUM
american_scientific_journal-11677	93	211	,	,	PUNCT
american_scientific_journal-11677	93	212	no	no	DET
american_scientific_journal-11677	93	213	1	1	NUM
american_scientific_journal-11677	93	214	,	,	PUNCT
american_scientific_journal-11677	93	215	pp	pp	ADV
american_scientific_journal-11677	93	216	140	140	NUM
american_scientific_journal-11677	93	217	-	-	SYM
american_scientific_journal-11677	93	218	148	148	NUM
american_scientific_journal-11677	93	219	147	147	NUM
american_scientific_journal-11677	93	220	meeting	meeting	NOUN
american_scientific_journal-11677	93	221	growing	grow	VERB
american_scientific_journal-11677	93	222	user	user	NOUN
american_scientific_journal-11677	93	223	demands	demand	NOUN
american_scientific_journal-11677	93	224	.	.	PUNCT
american_scientific_journal-11677	94	1	studies	study	NOUN
american_scientific_journal-11677	94	2	confirm	confirm	VERB
american_scientific_journal-11677	94	3	that	that	SCONJ
american_scientific_journal-11677	94	4	combining	combine	VERB
american_scientific_journal-11677	94	5	modern	modern	ADJ
american_scientific_journal-11677	94	6	optimization	optimization	NOUN
american_scientific_journal-11677	94	7	methods	method	NOUN
american_scientific_journal-11677	94	8	with	with	ADP
american_scientific_journal-11677	94	9	effective	effective	ADJ
american_scientific_journal-11677	94	10	scalability	scalability	NOUN
american_scientific_journal-11677	94	11	management	management	NOUN
american_scientific_journal-11677	94	12	helps	helps	AUX
american_scientific_journal-11677	94	13	reduce	reduce	VERB
american_scientific_journal-11677	94	14	operational	operational	ADJ
american_scientific_journal-11677	94	15	costs	cost	NOUN
american_scientific_journal-11677	94	16	and	and	CCONJ
american_scientific_journal-11677	94	17	increase	increase	VERB
american_scientific_journal-11677	94	18	the	the	DET
american_scientific_journal-11677	94	19	responsiveness	responsiveness	NOUN
american_scientific_journal-11677	94	20	of	of	ADP
american_scientific_journal-11677	94	21	information	information	NOUN
american_scientific_journal-11677	94	22	systems	system	NOUN
american_scientific_journal-11677	94	23	.	.	PUNCT
american_scientific_journal-11677	95	1	thus	thus	ADV
american_scientific_journal-11677	95	2	,	,	PUNCT
american_scientific_journal-11677	95	3	techniques	technique	NOUN
american_scientific_journal-11677	95	4	such	such	ADJ
american_scientific_journal-11677	95	5	as	as	ADP
american_scientific_journal-11677	95	6	intelligent	intelligent	ADJ
american_scientific_journal-11677	95	7	caching	caching	NOUN
american_scientific_journal-11677	95	8	(	(	PUNCT
american_scientific_journal-11677	95	9	e.g.	e.g.	ADV
american_scientific_journal-11677	95	10	,	,	PUNCT
american_scientific_journal-11677	95	11	redis	redi	NOUN
american_scientific_journal-11677	95	12	or	or	CCONJ
american_scientific_journal-11677	95	13	memcached	memcache	VERB
american_scientific_journal-11677	95	14	)	)	PUNCT
american_scientific_journal-11677	95	15	,	,	PUNCT
american_scientific_journal-11677	95	16	efficient	efficient	ADJ
american_scientific_journal-11677	95	17	load	load	NOUN
american_scientific_journal-11677	95	18	balancing	balance	VERB
american_scientific_journal-11677	95	19	(	(	PUNCT
american_scientific_journal-11677	95	20	using	use	VERB
american_scientific_journal-11677	95	21	aws	aws	NOUN
american_scientific_journal-11677	95	22	elb	elb	PROPN
american_scientific_journal-11677	95	23	,	,	PUNCT
american_scientific_journal-11677	95	24	google	google	PROPN
american_scientific_journal-11677	95	25	cloud	cloud	PROPN
american_scientific_journal-11677	95	26	load	load	NOUN
american_scientific_journal-11677	95	27	balancer	balancer	NOUN
american_scientific_journal-11677	95	28	,	,	PUNCT
american_scientific_journal-11677	95	29	etc	etc	X
american_scientific_journal-11677	95	30	.	.	X
american_scientific_journal-11677	95	31	)	)	PUNCT
american_scientific_journal-11677	95	32	,	,	PUNCT
american_scientific_journal-11677	95	33	api	api	NOUN
american_scientific_journal-11677	95	34	optimization	optimization	NOUN
american_scientific_journal-11677	95	35	with	with	ADP
american_scientific_journal-11677	95	36	modern	modern	ADJ
american_scientific_journal-11677	95	37	protocols	protocol	NOUN
american_scientific_journal-11677	95	38	(	(	PUNCT
american_scientific_journal-11677	95	39	http/2	http/2	NOUN
american_scientific_journal-11677	95	40	,	,	PUNCT
american_scientific_journal-11677	95	41	http/3	http/3	NOUN
american_scientific_journal-11677	95	42	)	)	PUNCT
american_scientific_journal-11677	95	43	,	,	PUNCT
american_scientific_journal-11677	95	44	and	and	CCONJ
american_scientific_journal-11677	95	45	the	the	DET
american_scientific_journal-11677	95	46	adoption	adoption	NOUN
american_scientific_journal-11677	95	47	of	of	ADP
american_scientific_journal-11677	95	48	containerization	containerization	NOUN
american_scientific_journal-11677	95	49	(	(	PUNCT
american_scientific_journal-11677	95	50	docker	docker	PROPN
american_scientific_journal-11677	95	51	)	)	PUNCT
american_scientific_journal-11677	95	52	and	and	CCONJ
american_scientific_journal-11677	95	53	orchestration	orchestration	NOUN
american_scientific_journal-11677	95	54	(	(	PUNCT
american_scientific_journal-11677	95	55	kubernetes	kubernetes	PROPN
american_scientific_journal-11677	95	56	)	)	PUNCT
american_scientific_journal-11677	95	57	are	be	AUX
american_scientific_journal-11677	95	58	not	not	PART
american_scientific_journal-11677	95	59	merely	merely	ADV
american_scientific_journal-11677	95	60	auxiliary	auxiliary	ADJ
american_scientific_journal-11677	95	61	measures	measure	NOUN
american_scientific_journal-11677	95	62	but	but	CCONJ
american_scientific_journal-11677	95	63	essential	essential	ADJ
american_scientific_journal-11677	95	64	components	component	NOUN
american_scientific_journal-11677	95	65	for	for	ADP
american_scientific_journal-11677	95	66	sustaining	sustain	VERB
american_scientific_journal-11677	95	67	high	high	ADJ
american_scientific_journal-11677	95	68	performance	performance	NOUN
american_scientific_journal-11677	95	69	and	and	CCONJ
american_scientific_journal-11677	95	70	manageable	manageable	ADJ
american_scientific_journal-11677	95	71	scalability	scalability	NOUN
american_scientific_journal-11677	95	72	in	in	ADP
american_scientific_journal-11677	95	73	distributed	distribute	VERB
american_scientific_journal-11677	95	74	systems	system	NOUN
american_scientific_journal-11677	95	75	.	.	PUNCT
american_scientific_journal-11677	96	1	the	the	DET
american_scientific_journal-11677	96	2	integrated	integrate	VERB
american_scientific_journal-11677	96	3	application	application	NOUN
american_scientific_journal-11677	96	4	of	of	ADP
american_scientific_journal-11677	96	5	these	these	DET
american_scientific_journal-11677	96	6	strategies	strategy	NOUN
american_scientific_journal-11677	96	7	minimizes	minimize	VERB
american_scientific_journal-11677	96	8	latency	latency	NOUN
american_scientific_journal-11677	96	9	,	,	PUNCT
american_scientific_journal-11677	96	10	ensures	ensure	VERB
american_scientific_journal-11677	96	11	service	service	NOUN
american_scientific_journal-11677	96	12	stability	stability	NOUN
american_scientific_journal-11677	96	13	,	,	PUNCT
american_scientific_journal-11677	96	14	and	and	CCONJ
american_scientific_journal-11677	96	15	enables	enable	VERB
american_scientific_journal-11677	96	16	the	the	DET
american_scientific_journal-11677	96	17	system	system	NOUN
american_scientific_journal-11677	96	18	to	to	PART
american_scientific_journal-11677	96	19	elastically	elastically	ADV
american_scientific_journal-11677	96	20	respond	respond	VERB
american_scientific_journal-11677	96	21	to	to	ADP
american_scientific_journal-11677	96	22	fluctuating	fluctuate	VERB
american_scientific_journal-11677	96	23	demand	demand	NOUN
american_scientific_journal-11677	96	24	.	.	PUNCT
american_scientific_journal-11677	97	1	5	5	X
american_scientific_journal-11677	97	2	.	.	X
american_scientific_journal-11677	97	3	conclusion	conclusion	NOUN
american_scientific_journal-11677	97	4	the	the	DET
american_scientific_journal-11677	97	5	conducted	conduct	VERB
american_scientific_journal-11677	97	6	study	study	NOUN
american_scientific_journal-11677	97	7	demonstrates	demonstrate	VERB
american_scientific_journal-11677	97	8	that	that	SCONJ
american_scientific_journal-11677	97	9	transitioning	transition	VERB
american_scientific_journal-11677	97	10	from	from	ADP
american_scientific_journal-11677	97	11	a	a	DET
american_scientific_journal-11677	97	12	monolithic	monolithic	ADJ
american_scientific_journal-11677	97	13	to	to	ADP
american_scientific_journal-11677	97	14	a	a	DET
american_scientific_journal-11677	97	15	microservices	microservice	NOUN
american_scientific_journal-11677	97	16	architecture	architecture	NOUN
american_scientific_journal-11677	97	17	is	be	AUX
american_scientific_journal-11677	97	18	a	a	DET
american_scientific_journal-11677	97	19	strategically	strategically	ADV
american_scientific_journal-11677	97	20	significant	significant	ADJ
american_scientific_journal-11677	97	21	step	step	NOUN
american_scientific_journal-11677	97	22	toward	toward	ADP
american_scientific_journal-11677	97	23	achieving	achieve	VERB
american_scientific_journal-11677	97	24	high	high	ADJ
american_scientific_journal-11677	97	25	scalability	scalability	NOUN
american_scientific_journal-11677	97	26	and	and	CCONJ
american_scientific_journal-11677	97	27	performance	performance	NOUN
american_scientific_journal-11677	97	28	in	in	ADP
american_scientific_journal-11677	97	29	modern	modern	ADJ
american_scientific_journal-11677	97	30	information	information	NOUN
american_scientific_journal-11677	97	31	systems	system	NOUN
american_scientific_journal-11677	97	32	.	.	PUNCT
american_scientific_journal-11677	98	1	the	the	DET
american_scientific_journal-11677	98	2	theoretical	theoretical	ADJ
american_scientific_journal-11677	98	3	analysis	analysis	NOUN
american_scientific_journal-11677	98	4	confirmed	confirm	VERB
american_scientific_journal-11677	98	5	that	that	SCONJ
american_scientific_journal-11677	98	6	service	service	NOUN
american_scientific_journal-11677	98	7	independence	independence	NOUN
american_scientific_journal-11677	98	8	,	,	PUNCT
american_scientific_journal-11677	98	9	the	the	DET
american_scientific_journal-11677	98	10	ability	ability	NOUN
american_scientific_journal-11677	98	11	to	to	PART
american_scientific_journal-11677	98	12	scale	scale	VERB
american_scientific_journal-11677	98	13	horizontally	horizontally	ADV
american_scientific_journal-11677	98	14	,	,	PUNCT
american_scientific_journal-11677	98	15	and	and	CCONJ
american_scientific_journal-11677	98	16	improved	improve	VERB
american_scientific_journal-11677	98	17	fault	fault	NOUN
american_scientific_journal-11677	98	18	tolerance	tolerance	NOUN
american_scientific_journal-11677	98	19	are	be	AUX
american_scientific_journal-11677	98	20	key	key	ADJ
american_scientific_journal-11677	98	21	advantages	advantage	NOUN
american_scientific_journal-11677	98	22	of	of	ADP
american_scientific_journal-11677	98	23	the	the	DET
american_scientific_journal-11677	98	24	microservices	microservice	NOUN
american_scientific_journal-11677	98	25	approach	approach	NOUN
american_scientific_journal-11677	98	26	.	.	PUNCT
american_scientific_journal-11677	99	1	the	the	DET
american_scientific_journal-11677	99	2	practical	practical	ADJ
american_scientific_journal-11677	99	3	case	case	NOUN
american_scientific_journal-11677	99	4	study	study	NOUN
american_scientific_journal-11677	99	5	of	of	ADP
american_scientific_journal-11677	99	6	netflix	netflix	PROPN
american_scientific_journal-11677	99	7	illustrated	illustrate	VERB
american_scientific_journal-11677	99	8	how	how	SCONJ
american_scientific_journal-11677	99	9	a	a	DET
american_scientific_journal-11677	99	10	comprehensive	comprehensive	ADJ
american_scientific_journal-11677	99	11	infrastructure	infrastructure	NOUN
american_scientific_journal-11677	99	12	transformation	transformation	NOUN
american_scientific_journal-11677	99	13	—	—	PUNCT
american_scientific_journal-11677	99	14	including	include	VERB
american_scientific_journal-11677	99	15	cloud	cloud	NOUN
american_scientific_journal-11677	99	16	migration	migration	NOUN
american_scientific_journal-11677	99	17	,	,	PUNCT
american_scientific_journal-11677	99	18	functional	functional	ADJ
american_scientific_journal-11677	99	19	decomposition	decomposition	NOUN
american_scientific_journal-11677	99	20	,	,	PUNCT
american_scientific_journal-11677	99	21	and	and	CCONJ
american_scientific_journal-11677	99	22	the	the	DET
american_scientific_journal-11677	99	23	implementation	implementation	NOUN
american_scientific_journal-11677	99	24	of	of	ADP
american_scientific_journal-11677	99	25	specialized	specialized	ADJ
american_scientific_journal-11677	99	26	tools	tool	NOUN
american_scientific_journal-11677	99	27	—	—	PUNCT
american_scientific_journal-11677	99	28	can	can	AUX
american_scientific_journal-11677	99	29	ensure	ensure	VERB
american_scientific_journal-11677	99	30	system	system	NOUN
american_scientific_journal-11677	99	31	stability	stability	NOUN
american_scientific_journal-11677	99	32	even	even	ADV
american_scientific_journal-11677	99	33	under	under	ADP
american_scientific_journal-11677	99	34	heavy	heavy	ADJ
american_scientific_journal-11677	99	35	load	load	NOUN
american_scientific_journal-11677	99	36	conditions	condition	NOUN
american_scientific_journal-11677	99	37	.	.	PUNCT
american_scientific_journal-11677	100	1	however	however	ADV
american_scientific_journal-11677	100	2	,	,	PUNCT
american_scientific_journal-11677	100	3	despite	despite	SCONJ
american_scientific_journal-11677	100	4	these	these	DET
american_scientific_journal-11677	100	5	findings	finding	NOUN
american_scientific_journal-11677	100	6	,	,	PUNCT
american_scientific_journal-11677	100	7	the	the	DET
american_scientific_journal-11677	100	8	present	present	ADJ
american_scientific_journal-11677	100	9	study	study	NOUN
american_scientific_journal-11677	100	10	has	have	VERB
american_scientific_journal-11677	100	11	several	several	ADJ
american_scientific_journal-11677	100	12	limitations	limitation	NOUN
american_scientific_journal-11677	100	13	that	that	PRON
american_scientific_journal-11677	100	14	must	must	AUX
american_scientific_journal-11677	100	15	be	be	AUX
american_scientific_journal-11677	100	16	acknowledged	acknowledge	VERB
american_scientific_journal-11677	100	17	when	when	SCONJ
american_scientific_journal-11677	100	18	interpreting	interpret	VERB
american_scientific_journal-11677	100	19	the	the	DET
american_scientific_journal-11677	100	20	results	result	NOUN
american_scientific_journal-11677	100	21	and	and	CCONJ
american_scientific_journal-11677	100	22	planning	plan	VERB
american_scientific_journal-11677	100	23	future	future	ADJ
american_scientific_journal-11677	100	24	research	research	NOUN
american_scientific_journal-11677	100	25	.	.	PUNCT
american_scientific_journal-11677	101	1	first	first	ADV
american_scientific_journal-11677	101	2	,	,	PUNCT
american_scientific_journal-11677	101	3	the	the	DET
american_scientific_journal-11677	101	4	methodology	methodology	NOUN
american_scientific_journal-11677	101	5	is	be	AUX
american_scientific_journal-11677	101	6	predominantly	predominantly	ADV
american_scientific_journal-11677	101	7	based	base	VERB
american_scientific_journal-11677	101	8	on	on	ADP
american_scientific_journal-11677	101	9	analysis	analysis	NOUN
american_scientific_journal-11677	101	10	of	of	ADP
american_scientific_journal-11677	101	11	existing	exist	VERB
american_scientific_journal-11677	101	12	literature	literature	NOUN
american_scientific_journal-11677	101	13	and	and	CCONJ
american_scientific_journal-11677	101	14	publicly	publicly	ADV
american_scientific_journal-11677	101	15	available	available	ADJ
american_scientific_journal-11677	101	16	case	case	NOUN
american_scientific_journal-11677	101	17	studies	study	NOUN
american_scientific_journal-11677	101	18	—	—	PUNCT
american_scientific_journal-11677	101	19	most	most	ADV
american_scientific_journal-11677	101	20	notably	notably	ADV
american_scientific_journal-11677	101	21	the	the	DET
american_scientific_journal-11677	101	22	netflix	netflix	ADJ
american_scientific_journal-11677	101	23	example	example	NOUN
american_scientific_journal-11677	101	24	.	.	PUNCT
american_scientific_journal-11677	102	1	while	while	SCONJ
american_scientific_journal-11677	102	2	this	this	DET
american_scientific_journal-11677	102	3	case	case	NOUN
american_scientific_journal-11677	102	4	is	be	AUX
american_scientific_journal-11677	102	5	emblematic	emblematic	ADJ
american_scientific_journal-11677	102	6	,	,	PUNCT
american_scientific_journal-11677	102	7	extrapolating	extrapolate	VERB
american_scientific_journal-11677	102	8	its	its	PRON
american_scientific_journal-11677	102	9	outcomes	outcome	NOUN
american_scientific_journal-11677	102	10	to	to	ADP
american_scientific_journal-11677	102	11	organizations	organization	NOUN
american_scientific_journal-11677	102	12	of	of	ADP
american_scientific_journal-11677	102	13	different	different	ADJ
american_scientific_journal-11677	102	14	scale	scale	NOUN
american_scientific_journal-11677	102	15	,	,	PUNCT
american_scientific_journal-11677	102	16	domain	domain	NOUN
american_scientific_journal-11677	102	17	,	,	PUNCT
american_scientific_journal-11677	102	18	or	or	CCONJ
american_scientific_journal-11677	102	19	with	with	ADP
american_scientific_journal-11677	102	20	distinct	distinct	ADJ
american_scientific_journal-11677	102	21	technological	technological	ADJ
american_scientific_journal-11677	102	22	and	and	CCONJ
american_scientific_journal-11677	102	23	cultural	cultural	ADJ
american_scientific_journal-11677	102	24	foundations	foundation	NOUN
american_scientific_journal-11677	102	25	will	will	AUX
american_scientific_journal-11677	102	26	require	require	VERB
american_scientific_journal-11677	102	27	additional	additional	ADJ
american_scientific_journal-11677	102	28	validation	validation	NOUN
american_scientific_journal-11677	102	29	.	.	PUNCT
american_scientific_journal-11677	103	1	second	second	ADJ
american_scientific_journal-11677	103	2	,	,	PUNCT
american_scientific_journal-11677	103	3	this	this	DET
american_scientific_journal-11677	103	4	work	work	NOUN
american_scientific_journal-11677	103	5	concentrates	concentrate	VERB
american_scientific_journal-11677	103	6	primarily	primarily	ADV
american_scientific_journal-11677	103	7	on	on	ADP
american_scientific_journal-11677	103	8	the	the	DET
american_scientific_journal-11677	103	9	technical	technical	ADJ
american_scientific_journal-11677	103	10	dimensions	dimension	NOUN
american_scientific_journal-11677	103	11	of	of	ADP
american_scientific_journal-11677	103	12	scalability	scalability	NOUN
american_scientific_journal-11677	103	13	and	and	CCONJ
american_scientific_journal-11677	103	14	performance	performance	NOUN
american_scientific_journal-11677	103	15	optimization	optimization	NOUN
american_scientific_journal-11677	103	16	,	,	PUNCT
american_scientific_journal-11677	103	17	whereas	whereas	SCONJ
american_scientific_journal-11677	103	18	the	the	DET
american_scientific_journal-11677	103	19	organizational	organizational	ADJ
american_scientific_journal-11677	103	20	and	and	CCONJ
american_scientific_journal-11677	103	21	economic	economic	ADJ
american_scientific_journal-11677	103	22	challenges	challenge	NOUN
american_scientific_journal-11677	103	23	(	(	PUNCT
american_scientific_journal-11677	103	24	for	for	ADP
american_scientific_journal-11677	103	25	example	example	NOUN
american_scientific_journal-11677	103	26	,	,	PUNCT
american_scientific_journal-11677	103	27	total	total	ADJ
american_scientific_journal-11677	103	28	cost	cost	NOUN
american_scientific_journal-11677	103	29	of	of	ADP
american_scientific_journal-11677	103	30	ownership	ownership	NOUN
american_scientific_journal-11677	103	31	)	)	PUNCT
american_scientific_journal-11677	103	32	and	and	CCONJ
american_scientific_journal-11677	103	33	the	the	DET
american_scientific_journal-11677	103	34	cultural	cultural	ADJ
american_scientific_journal-11677	103	35	hurdles	hurdle	NOUN
american_scientific_journal-11677	103	36	associated	associate	VERB
american_scientific_journal-11677	103	37	with	with	ADP
american_scientific_journal-11677	103	38	adopting	adopt	VERB
american_scientific_journal-11677	103	39	and	and	CCONJ
american_scientific_journal-11677	103	40	operating	operate	VERB
american_scientific_journal-11677	103	41	a	a	DET
american_scientific_journal-11677	103	42	microservice	microservice	NOUN
american_scientific_journal-11677	103	43	architecture	architecture	NOUN
american_scientific_journal-11677	103	44	are	be	AUX
american_scientific_journal-11677	103	45	addressed	address	VERB
american_scientific_journal-11677	103	46	in	in	ADP
american_scientific_journal-11677	103	47	less	less	ADJ
american_scientific_journal-11677	103	48	detail	detail	NOUN
american_scientific_journal-11677	103	49	,	,	PUNCT
american_scientific_journal-11677	103	50	even	even	ADV
american_scientific_journal-11677	103	51	though	though	SCONJ
american_scientific_journal-11677	103	52	they	they	PRON
american_scientific_journal-11677	103	53	are	be	AUX
american_scientific_journal-11677	103	54	critical	critical	ADJ
american_scientific_journal-11677	103	55	to	to	ADP
american_scientific_journal-11677	103	56	successful	successful	ADJ
american_scientific_journal-11677	103	57	implementation	implementation	NOUN
american_scientific_journal-11677	103	58	.	.	PUNCT
american_scientific_journal-11677	104	1	further	further	ADJ
american_scientific_journal-11677	104	2	emphasis	emphasis	NOUN
american_scientific_journal-11677	104	3	on	on	ADP
american_scientific_journal-11677	104	4	performance	performance	NOUN
american_scientific_journal-11677	104	5	optimization	optimization	NOUN
american_scientific_journal-11677	104	6	strategies	strategy	NOUN
american_scientific_journal-11677	104	7	,	,	PUNCT
american_scientific_journal-11677	104	8	such	such	ADJ
american_scientific_journal-11677	104	9	as	as	ADP
american_scientific_journal-11677	104	10	caching	cache	VERB
american_scientific_journal-11677	104	11	,	,	PUNCT
american_scientific_journal-11677	104	12	load	load	NOUN
american_scientific_journal-11677	104	13	balancing	balancing	NOUN
american_scientific_journal-11677	104	14	,	,	PUNCT
american_scientific_journal-11677	104	15	and	and	CCONJ
american_scientific_journal-11677	104	16	the	the	DET
american_scientific_journal-11677	104	17	adoption	adoption	NOUN
american_scientific_journal-11677	104	18	of	of	ADP
american_scientific_journal-11677	104	19	modern	modern	ADJ
american_scientific_journal-11677	104	20	communication	communication	NOUN
american_scientific_journal-11677	104	21	protocols	protocol	NOUN
american_scientific_journal-11677	104	22	,	,	PUNCT
american_scientific_journal-11677	104	23	helps	help	VERB
american_scientific_journal-11677	104	24	minimize	minimize	VERB
american_scientific_journal-11677	104	25	latency	latency	NOUN
american_scientific_journal-11677	104	26	and	and	CCONJ
american_scientific_journal-11677	104	27	maintain	maintain	VERB
american_scientific_journal-11677	104	28	consistent	consistent	ADJ
american_scientific_journal-11677	104	29	service	service	NOUN
american_scientific_journal-11677	104	30	operation	operation	NOUN
american_scientific_journal-11677	104	31	.	.	PUNCT
american_scientific_journal-11677	105	1	the	the	DET
american_scientific_journal-11677	105	2	author	author	NOUN
american_scientific_journal-11677	105	3	’s	’s	PART
american_scientific_journal-11677	105	4	hypothesis	hypothesis	NOUN
american_scientific_journal-11677	105	5	—	—	PUNCT
american_scientific_journal-11677	105	6	that	that	SCONJ
american_scientific_journal-11677	105	7	the	the	DET
american_scientific_journal-11677	105	8	use	use	NOUN
american_scientific_journal-11677	105	9	of	of	ADP
american_scientific_journal-11677	105	10	modern	modern	ADJ
american_scientific_journal-11677	105	11	automated	automate	VERB
american_scientific_journal-11677	105	12	monitoring	monitoring	NOUN
american_scientific_journal-11677	105	13	and	and	CCONJ
american_scientific_journal-11677	105	14	orchestration	orchestration	NOUN
american_scientific_journal-11677	105	15	tools	tool	NOUN
american_scientific_journal-11677	105	16	contributes	contribute	VERB
american_scientific_journal-11677	105	17	to	to	ADP
american_scientific_journal-11677	105	18	increased	increase	VERB
american_scientific_journal-11677	105	19	system	system	NOUN
american_scientific_journal-11677	105	20	efficiency	efficiency	NOUN
american_scientific_journal-11677	105	21	and	and	CCONJ
american_scientific_journal-11677	105	22	resilience	resilience	NOUN
american_scientific_journal-11677	105	23	—	—	PUNCT
american_scientific_journal-11677	105	24	was	be	AUX
american_scientific_journal-11677	105	25	supported	support	VERB
american_scientific_journal-11677	105	26	by	by	ADP
american_scientific_journal-11677	105	27	both	both	DET
american_scientific_journal-11677	105	28	theoretical	theoretical	ADJ
american_scientific_journal-11677	105	29	insights	insight	NOUN
american_scientific_journal-11677	105	30	and	and	CCONJ
american_scientific_journal-11677	105	31	empirical	empirical	ADJ
american_scientific_journal-11677	105	32	evidence	evidence	NOUN
american_scientific_journal-11677	105	33	from	from	ADP
american_scientific_journal-11677	105	34	the	the	DET
american_scientific_journal-11677	105	35	case	case	NOUN
american_scientific_journal-11677	105	36	study	study	NOUN
american_scientific_journal-11677	105	37	.	.	PUNCT
american_scientific_journal-11677	106	1	the	the	DET
american_scientific_journal-11677	106	2	findings	finding	NOUN
american_scientific_journal-11677	106	3	hold	hold	VERB
american_scientific_journal-11677	106	4	practical	practical	ADJ
american_scientific_journal-11677	106	5	value	value	NOUN
american_scientific_journal-11677	106	6	for	for	ADP
american_scientific_journal-11677	106	7	organizations	organization	NOUN
american_scientific_journal-11677	106	8	pursuing	pursue	VERB
american_scientific_journal-11677	106	9	digital	digital	ADJ
american_scientific_journal-11677	106	10	transformation	transformation	NOUN
american_scientific_journal-11677	106	11	and	and	CCONJ
american_scientific_journal-11677	106	12	provide	provide	VERB
american_scientific_journal-11677	106	13	a	a	DET
american_scientific_journal-11677	106	14	foundation	foundation	NOUN
american_scientific_journal-11677	106	15	for	for	ADP
american_scientific_journal-11677	106	16	further	further	ADJ
american_scientific_journal-11677	106	17	research	research	NOUN
american_scientific_journal-11677	106	18	into	into	ADP
american_scientific_journal-11677	106	19	it	it	PRON
american_scientific_journal-11677	106	20	infrastructure	infrastructure	NOUN
american_scientific_journal-11677	106	21	optimization	optimization	NOUN
american_scientific_journal-11677	106	22	.	.	PUNCT
american_scientific_journal-11677	107	1	references	reference	NOUN
american_scientific_journal-11677	107	2	[	[	X
american_scientific_journal-11677	107	3	1	1	NUM
american_scientific_journal-11677	107	4	]	]	PUNCT
american_scientific_journal-11677	107	5	.	.	PUNCT
american_scientific_journal-11677	108	1	henríquez	henríquez	PROPN
american_scientific_journal-11677	108	2	c.	c.	PROPN
american_scientific_journal-11677	108	3	,	,	PUNCT
american_scientific_journal-11677	108	4	valencia	valencia	PROPN
american_scientific_journal-11677	108	5	j.	j.	PROPN
american_scientific_journal-11677	108	6	d.	d.	PROPN
american_scientific_journal-11677	108	7	r.	r.	PROPN
american_scientific_journal-11677	108	8	,	,	PUNCT
american_scientific_journal-11677	108	9	torres	torre	VERB
american_scientific_journal-11677	108	10	g.	g.	PROPN
american_scientific_journal-11677	108	11	s.	s.	PROPN
american_scientific_journal-11677	108	12	architectural	architectural	PROPN
american_scientific_journal-11677	108	13	evolution	evolution	NOUN
american_scientific_journal-11677	108	14	at	at	ADP
american_scientific_journal-11677	108	15	netflix	netflix	PROPN
american_scientific_journal-11677	108	16	:	:	PUNCT
american_scientific_journal-11677	108	17	a	a	DET
american_scientific_journal-11677	108	18	case	case	NOUN
american_scientific_journal-11677	108	19	study	study	NOUN
american_scientific_journal-11677	108	20	on	on	ADP
american_scientific_journal-11677	108	21	microservices	microservice	NOUN
american_scientific_journal-11677	108	22	and	and	CCONJ
american_scientific_journal-11677	108	23	the	the	DET
american_scientific_journal-11677	108	24	transformation	transformation	NOUN
american_scientific_journal-11677	108	25	from	from	ADP
american_scientific_journal-11677	108	26	monolithic	monolithic	ADJ
american_scientific_journal-11677	108	27	to	to	ADP
american_scientific_journal-11677	108	28	scalable	scalable	ADJ
american_scientific_journal-11677	108	29	systems	system	NOUN
american_scientific_journal-11677	108	30	//prospectiva	//prospectiva	NOUN
american_scientific_journal-11677	108	31	.	.	PUNCT
american_scientific_journal-11677	109	1	–	–	PUNCT
american_scientific_journal-11677	109	2	2025	2025	NUM
american_scientific_journal-11677	109	3	.	.	PUNCT
american_scientific_journal-11677	110	1	–	–	PUNCT
american_scientific_journal-11677	110	2	vol	vol	NOUN
american_scientific_journal-11677	110	3	.	.	PUNCT
american_scientific_journal-11677	111	1	23	23	NUM
american_scientific_journal-11677	111	2	(	(	PUNCT
american_scientific_journal-11677	111	3	1	1	NUM
american_scientific_journal-11677	111	4	)	)	PUNCT
american_scientific_journal-11677	111	5	.	.	PUNCT
american_scientific_journal-11677	112	1	–	–	PUNCT
american_scientific_journal-11677	112	2	pp.1	pp.1	NOUN
american_scientific_journal-11677	112	3	-	-	PUNCT
american_scientific_journal-11677	112	4	14	14	NUM
american_scientific_journal-11677	112	5	.	.	PUNCT
american_scientific_journal-11677	113	1	american	american	ADJ
american_scientific_journal-11677	113	2	academic	academic	ADJ
american_scientific_journal-11677	113	3	scientific	scientific	ADJ
american_scientific_journal-11677	113	4	research	research	NOUN
american_scientific_journal-11677	113	5	journal	journal	NOUN
american_scientific_journal-11677	113	6	for	for	ADP
american_scientific_journal-11677	113	7	engineering	engineering	NOUN
american_scientific_journal-11677	113	8	,	,	PUNCT
american_scientific_journal-11677	113	9	technology	technology	NOUN
american_scientific_journal-11677	113	10	,	,	PUNCT
american_scientific_journal-11677	113	11	and	and	CCONJ
american_scientific_journal-11677	113	12	sciences	science	NOUN
american_scientific_journal-11677	113	13	(	(	PUNCT
american_scientific_journal-11677	113	14	asrjets	asrjet	NOUN
american_scientific_journal-11677	113	15	)	)	PUNCT
american_scientific_journal-11677	113	16	volume	volume	NOUN
american_scientific_journal-11677	113	17	102	102	NUM
american_scientific_journal-11677	113	18	,	,	PUNCT
american_scientific_journal-11677	113	19	no	no	DET
american_scientific_journal-11677	113	20	1	1	NUM
american_scientific_journal-11677	113	21	,	,	PUNCT
american_scientific_journal-11677	113	22	pp	pp	ADV
american_scientific_journal-11677	113	23	140	140	NUM
american_scientific_journal-11677	113	24	-	-	SYM
american_scientific_journal-11677	113	25	148	148	NUM
american_scientific_journal-11677	113	26	148	148	NUM
american_scientific_journal-11677	114	1	[	[	X
american_scientific_journal-11677	114	2	2	2	NUM
american_scientific_journal-11677	114	3	]	]	PUNCT
american_scientific_journal-11677	114	4	.	.	PUNCT
american_scientific_journal-11677	115	1	shethiya	shethiya	PROPN
american_scientific_journal-11677	115	2	a.	a.	PROPN
american_scientific_journal-11677	115	3	s.	s.	PROPN
american_scientific_journal-11677	115	4	scalability	scalability	PROPN
american_scientific_journal-11677	115	5	and	and	CCONJ
american_scientific_journal-11677	115	6	performance	performance	NOUN
american_scientific_journal-11677	115	7	optimization	optimization	NOUN
american_scientific_journal-11677	115	8	in	in	ADP
american_scientific_journal-11677	115	9	web	web	NOUN
american_scientific_journal-11677	115	10	application	application	NOUN
american_scientific_journal-11677	115	11	development	development	NOUN
american_scientific_journal-11677	115	12	//integrated	//integrated	PUNCT
american_scientific_journal-11677	115	13	journal	journal	PROPN
american_scientific_journal-11677	115	14	of	of	ADP
american_scientific_journal-11677	115	15	science	science	NOUN
american_scientific_journal-11677	115	16	and	and	CCONJ
american_scientific_journal-11677	115	17	technology	technology	NOUN
american_scientific_journal-11677	115	18	.	.	PUNCT
american_scientific_journal-11677	116	1	–	–	PUNCT
american_scientific_journal-11677	116	2	2025	2025	NUM
american_scientific_journal-11677	116	3	.	.	PUNCT
american_scientific_journal-11677	117	1	–	–	PUNCT
american_scientific_journal-11677	117	2	vol	vol	NOUN
american_scientific_journal-11677	117	3	.	.	NOUN
american_scientific_journal-11677	117	4	2	2	NUM
american_scientific_journal-11677	117	5	(	(	PUNCT
american_scientific_journal-11677	117	6	1	1	NUM
american_scientific_journal-11677	117	7	)	)	PUNCT
american_scientific_journal-11677	117	8	.	.	PUNCT
american_scientific_journal-11677	118	1	–	–	PUNCT
american_scientific_journal-11677	118	2	pp	pp	ADJ
american_scientific_journal-11677	118	3	.	.	PUNCT
american_scientific_journal-11677	119	1	1	1	NUM
american_scientific_journal-11677	119	2	-	-	SYM
american_scientific_journal-11677	119	3	7	7	NUM
american_scientific_journal-11677	119	4	.	.	PUNCT
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american_scientific_journal-11677	120	2	3	3	NUM
american_scientific_journal-11677	120	3	]	]	PUNCT
american_scientific_journal-11677	120	4	.	.	PUNCT
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american_scientific_journal-11677	121	5	:	:	PUNCT
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american_scientific_journal-11677	121	15	.	.	PUNCT
american_scientific_journal-11677	122	1	2023	2023	NUM
american_scientific_journal-11677	122	2	.	.	PUNCT
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american_scientific_journal-11677	123	2	4	4	NUM
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american_scientific_journal-11677	123	4	.	.	PUNCT
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american_scientific_journal-11677	124	19	.	.	PUNCT
american_scientific_journal-11677	125	1	–	–	PUNCT
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american_scientific_journal-11677	126	1	–	–	PUNCT
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american_scientific_journal-11677	126	5	(	(	PUNCT
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american_scientific_journal-11677	126	7	)	)	PUNCT
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american_scientific_journal-11677	127	1	–	–	PUNCT
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american_scientific_journal-11677	127	3	.	.	PUNCT
american_scientific_journal-11677	128	1	100	100	NUM
american_scientific_journal-11677	128	2	-	-	SYM
american_scientific_journal-11677	128	3	108	108	NUM
american_scientific_journal-11677	128	4	.	.	PUNCT
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american_scientific_journal-11677	129	4	.	.	PUNCT
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american_scientific_journal-11677	130	2	-	-	PUNCT
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american_scientific_journal-11677	130	4	-	-	PUNCT
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american_scientific_journal-11677	130	10	.	.	PUNCT
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american_scientific_journal-11677	132	5	conference	conference	NOUN
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american_scientific_journal-11677	132	7	.	.	PUNCT
american_scientific_journal-11677	132	8	–	–	PUNCT
american_scientific_journal-11677	132	9	2020	2020	NUM
american_scientific_journal-11677	132	10	.	.	PUNCT
american_scientific_journal-11677	133	1	–	–	PUNCT
american_scientific_journal-11677	133	2	pp	pp	ADJ
american_scientific_journal-11677	133	3	.	.	PUNCT
american_scientific_journal-11677	134	1	245	245	NUM
american_scientific_journal-11677	134	2	-	-	SYM
american_scientific_journal-11677	134	3	248	248	NUM
american_scientific_journal-11677	134	4	.	.	PUNCT
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american_scientific_journal-11677	135	4	.	.	PUNCT
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american_scientific_journal-11677	137	1	–	–	PUNCT
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american_scientific_journal-11677	138	1	–	–	PUNCT
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american_scientific_journal-11677	139	1	–	–	PUNCT
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american_scientific_journal-11677	146	2	-	-	SYM
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