id	sid	tid	token	lemma	pos
ajema-2627	1	1	113	113	NUM
ajema-2627	1	2	journal	journal	NOUN
ajema-2627	1	3	of	of	ADP
ajema-2627	1	4	engineering	engineering	NOUN
ajema-2627	1	5	,	,	PUNCT
ajema-2627	1	6	mechanics	mechanic	NOUN
ajema-2627	1	7	and	and	CCONJ
ajema-2627	1	8	architecture	architecture	NOUN
ajema-2627	1	9	www	www	NOUN
ajema-2627	1	10	.	.	PUNCT
ajema-2627	2	1	grnjournal.us	grnjournal.us	PROPN
ajema-2627	2	2	american	american	PROPN
ajema-2627	2	3	journal	journal	PROPN
ajema-2627	2	4	of	of	ADP
ajema-2627	2	5	engineering	engineering	NOUN
ajema-2627	2	6	,	,	PUNCT
ajema-2627	2	7	mechanics	mechanic	NOUN
ajema-2627	2	8	and	and	CCONJ
ajema-2627	2	9	architecture	architecture	NOUN
ajema-2627	2	10	volume	volume	NOUN
ajema-2627	2	11	1	1	NUM
ajema-2627	2	12	,	,	PUNCT
ajema-2627	2	13	issue	issue	NOUN
ajema-2627	2	14	8	8	NUM
ajema-2627	2	15	,	,	PUNCT
ajema-2627	2	16	2023	2023	NUM
ajema-2627	2	17	issn	issn	X
ajema-2627	2	18	(	(	PUNCT
ajema-2627	2	19	e	e	NOUN
ajema-2627	2	20	):	):	PUNCT
ajema-2627	2	21	2993	2993	NUM
ajema-2627	2	22	-	-	SYM
ajema-2627	2	23	2637	2637	NUM
ajema-2627	2	24	modern	modern	ADJ
ajema-2627	2	25	ios	ios	PROPN
ajema-2627	2	26	app	app	PROPN
ajema-2627	2	27	development	development	NOUN
ajema-2627	2	28	with	with	ADP
ajema-2627	2	29	swiftui	swiftui	NOUN
ajema-2627	2	30	and	and	CCONJ
ajema-2627	2	31	combine	combine	NOUN
ajema-2627	2	32	:	:	PUNCT
ajema-2627	2	33	a	a	DET
ajema-2627	2	34	declarative	declarative	ADJ
ajema-2627	2	35	approach	approach	NOUN
ajema-2627	2	36	to	to	ADP
ajema-2627	2	37	ui	ui	PROPN
ajema-2627	2	38	and	and	CCONJ
ajema-2627	2	39	state	state	PROPN
ajema-2627	2	40	hyunwoo	hyunwoo	PROPN
ajema-2627	2	41	jung	jung	PROPN
ajema-2627	2	42	,	,	PUNCT
ajema-2627	2	43	nari	nari	PROPN
ajema-2627	2	44	seo	seo	PROPN
ajema-2627	2	45	department	department	PROPN
ajema-2627	2	46	of	of	ADP
ajema-2627	2	47	software	software	NOUN
ajema-2627	2	48	and	and	CCONJ
ajema-2627	2	49	computer	computer	NOUN
ajema-2627	2	50	engineering	engineering	NOUN
ajema-2627	2	51	,	,	PUNCT
ajema-2627	2	52	yonsei	yonsei	PROPN
ajema-2627	2	53	university	university	PROPN
ajema-2627	2	54	,	,	PUNCT
ajema-2627	2	55	seoul	seoul	PROPN
ajema-2627	2	56	,	,	PUNCT
ajema-2627	2	57	south	south	PROPN
ajema-2627	2	58	korea	korea	PROPN
ajema-2627	2	59	abstract	abstract	NOUN
ajema-2627	2	60	:	:	PUNCT
ajema-2627	2	61	the	the	DET
ajema-2627	2	62	landscape	landscape	NOUN
ajema-2627	2	63	of	of	ADP
ajema-2627	2	64	ios	ios	PROPN
ajema-2627	2	65	app	app	PROPN
ajema-2627	2	66	development	development	NOUN
ajema-2627	2	67	has	have	AUX
ajema-2627	2	68	undergone	undergo	VERB
ajema-2627	2	69	a	a	DET
ajema-2627	2	70	paradigm	paradigm	NOUN
ajema-2627	2	71	shift	shift	NOUN
ajema-2627	2	72	with	with	ADP
ajema-2627	2	73	the	the	DET
ajema-2627	2	74	introduction	introduction	NOUN
ajema-2627	2	75	of	of	ADP
ajema-2627	2	76	swiftui	swiftui	NOUN
ajema-2627	2	77	and	and	CCONJ
ajema-2627	2	78	combine	combine	NOUN
ajema-2627	2	79	,	,	PUNCT
ajema-2627	2	80	ushering	usher	VERB
ajema-2627	2	81	in	in	ADP
ajema-2627	2	82	a	a	DET
ajema-2627	2	83	declarative	declarative	ADJ
ajema-2627	2	84	and	and	CCONJ
ajema-2627	2	85	reactive	reactive	ADJ
ajema-2627	2	86	programming	programming	NOUN
ajema-2627	2	87	model	model	NOUN
ajema-2627	2	88	that	that	PRON
ajema-2627	2	89	redefines	redefine	VERB
ajema-2627	2	90	how	how	SCONJ
ajema-2627	2	91	user	user	NOUN
ajema-2627	2	92	interfaces	interface	NOUN
ajema-2627	2	93	are	be	AUX
ajema-2627	2	94	built	build	VERB
ajema-2627	2	95	and	and	CCONJ
ajema-2627	2	96	managed	manage	VERB
ajema-2627	2	97	.	.	PUNCT
ajema-2627	3	1	this	this	DET
ajema-2627	3	2	article	article	NOUN
ajema-2627	3	3	explores	explore	VERB
ajema-2627	3	4	modern	modern	ADJ
ajema-2627	3	5	ios	ios	PROPN
ajema-2627	3	6	app	app	PROPN
ajema-2627	3	7	development	development	NOUN
ajema-2627	3	8	using	use	VERB
ajema-2627	3	9	swiftui	swiftui	NOUN
ajema-2627	3	10	and	and	CCONJ
ajema-2627	3	11	combine	combine	NOUN
ajema-2627	3	12	,	,	PUNCT
ajema-2627	3	13	focusing	focus	VERB
ajema-2627	3	14	on	on	ADP
ajema-2627	3	15	how	how	SCONJ
ajema-2627	3	16	these	these	DET
ajema-2627	3	17	technologies	technology	NOUN
ajema-2627	3	18	enable	enable	VERB
ajema-2627	3	19	a	a	DET
ajema-2627	3	20	more	more	ADV
ajema-2627	3	21	intuitive	intuitive	ADJ
ajema-2627	3	22	,	,	PUNCT
ajema-2627	3	23	maintainable	maintainable	ADJ
ajema-2627	3	24	,	,	PUNCT
ajema-2627	3	25	and	and	CCONJ
ajema-2627	3	26	scalable	scalable	ADJ
ajema-2627	3	27	architecture	architecture	NOUN
ajema-2627	3	28	.	.	PUNCT
ajema-2627	4	1	swiftui	swiftui	PROPN
ajema-2627	4	2	allows	allow	VERB
ajema-2627	4	3	developers	developer	NOUN
ajema-2627	4	4	to	to	PART
ajema-2627	4	5	describe	describe	VERB
ajema-2627	4	6	uis	uis	PROPN
ajema-2627	4	7	declaratively	declaratively	ADV
ajema-2627	4	8	,	,	PUNCT
ajema-2627	4	9	simplifying	simplify	VERB
ajema-2627	4	10	view	view	NOUN
ajema-2627	4	11	composition	composition	NOUN
ajema-2627	4	12	and	and	CCONJ
ajema-2627	4	13	reducing	reduce	VERB
ajema-2627	4	14	boilerplate	boilerplate	NOUN
ajema-2627	4	15	,	,	PUNCT
ajema-2627	4	16	while	while	SCONJ
ajema-2627	4	17	combine	combine	NOUN
ajema-2627	4	18	introduces	introduce	VERB
ajema-2627	4	19	a	a	DET
ajema-2627	4	20	robust	robust	ADJ
ajema-2627	4	21	framework	framework	NOUN
ajema-2627	4	22	for	for	ADP
ajema-2627	4	23	handling	handle	VERB
ajema-2627	4	24	asynchronous	asynchronous	ADJ
ajema-2627	4	25	events	event	NOUN
ajema-2627	4	26	and	and	CCONJ
ajema-2627	4	27	data	datum	NOUN
ajema-2627	4	28	streams	stream	VERB
ajema-2627	4	29	through	through	ADP
ajema-2627	4	30	publishers	publisher	NOUN
ajema-2627	4	31	and	and	CCONJ
ajema-2627	4	32	subscribers	subscriber	NOUN
ajema-2627	4	33	.	.	PUNCT
ajema-2627	5	1	together	together	ADV
ajema-2627	5	2	,	,	PUNCT
ajema-2627	5	3	they	they	PRON
ajema-2627	5	4	provide	provide	VERB
ajema-2627	5	5	a	a	DET
ajema-2627	5	6	unified	unified	ADJ
ajema-2627	5	7	approach	approach	NOUN
ajema-2627	5	8	to	to	ADP
ajema-2627	5	9	managing	manage	VERB
ajema-2627	5	10	state	state	NOUN
ajema-2627	5	11	,	,	PUNCT
ajema-2627	5	12	rendering	rendering	NOUN
ajema-2627	5	13	views	view	NOUN
ajema-2627	5	14	,	,	PUNCT
ajema-2627	5	15	and	and	CCONJ
ajema-2627	5	16	responding	respond	VERB
ajema-2627	5	17	to	to	ADP
ajema-2627	5	18	user	user	NOUN
ajema-2627	5	19	interactions	interaction	NOUN
ajema-2627	5	20	.	.	PUNCT
ajema-2627	6	1	we	we	PRON
ajema-2627	6	2	delve	delve	VERB
ajema-2627	6	3	into	into	ADP
ajema-2627	6	4	the	the	DET
ajema-2627	6	5	core	core	ADJ
ajema-2627	6	6	principles	principle	NOUN
ajema-2627	6	7	of	of	ADP
ajema-2627	6	8	declarative	declarative	ADJ
ajema-2627	6	9	ui	ui	NOUN
ajema-2627	6	10	design	design	NOUN
ajema-2627	6	11	,	,	PUNCT
ajema-2627	6	12	reactive	reactive	ADJ
ajema-2627	6	13	state	state	NOUN
ajema-2627	6	14	management	management	NOUN
ajema-2627	6	15	,	,	PUNCT
ajema-2627	6	16	and	and	CCONJ
ajema-2627	6	17	data	datum	NOUN
ajema-2627	6	18	flow	flow	NOUN
ajema-2627	6	19	with	with	ADP
ajema-2627	6	20	combine	combine	NOUN
ajema-2627	6	21	,	,	PUNCT
ajema-2627	6	22	illustrating	illustrate	VERB
ajema-2627	6	23	how	how	SCONJ
ajema-2627	6	24	these	these	DET
ajema-2627	6	25	tools	tool	NOUN
ajema-2627	6	26	work	work	VERB
ajema-2627	6	27	in	in	ADP
ajema-2627	6	28	tandem	tandem	NOUN
ajema-2627	6	29	to	to	PART
ajema-2627	6	30	produce	produce	VERB
ajema-2627	6	31	dynamic	dynamic	ADJ
ajema-2627	6	32	and	and	CCONJ
ajema-2627	6	33	responsive	responsive	ADJ
ajema-2627	6	34	ios	io	NOUN
ajema-2627	6	35	applications	application	NOUN
ajema-2627	6	36	.	.	PUNCT
ajema-2627	7	1	real	real	ADJ
ajema-2627	7	2	-	-	PUNCT
ajema-2627	7	3	world	world	NOUN
ajema-2627	7	4	development	development	NOUN
ajema-2627	7	5	patterns	pattern	NOUN
ajema-2627	7	6	,	,	PUNCT
ajema-2627	7	7	best	good	ADJ
ajema-2627	7	8	practices	practice	NOUN
ajema-2627	7	9	,	,	PUNCT
ajema-2627	7	10	and	and	CCONJ
ajema-2627	7	11	practical	practical	ADJ
ajema-2627	7	12	use	use	NOUN
ajema-2627	7	13	cases	case	NOUN
ajema-2627	7	14	are	be	AUX
ajema-2627	7	15	examined	examine	VERB
ajema-2627	7	16	to	to	PART
ajema-2627	7	17	highlight	highlight	VERB
ajema-2627	7	18	how	how	SCONJ
ajema-2627	7	19	developers	developer	NOUN
ajema-2627	7	20	can	can	AUX
ajema-2627	7	21	leverage	leverage	VERB
ajema-2627	7	22	these	these	DET
ajema-2627	7	23	frameworks	framework	NOUN
ajema-2627	7	24	to	to	PART
ajema-2627	7	25	streamline	streamline	VERB
ajema-2627	7	26	development	development	NOUN
ajema-2627	7	27	workflows	workflow	NOUN
ajema-2627	7	28	and	and	CCONJ
ajema-2627	7	29	improve	improve	VERB
ajema-2627	7	30	app	app	NOUN
ajema-2627	7	31	performance	performance	NOUN
ajema-2627	7	32	.	.	PUNCT
ajema-2627	8	1	by	by	ADP
ajema-2627	8	2	the	the	DET
ajema-2627	8	3	end	end	NOUN
ajema-2627	8	4	of	of	ADP
ajema-2627	8	5	this	this	DET
ajema-2627	8	6	article	article	NOUN
ajema-2627	8	7	,	,	PUNCT
ajema-2627	8	8	readers	reader	NOUN
ajema-2627	8	9	will	will	AUX
ajema-2627	8	10	gain	gain	VERB
ajema-2627	8	11	a	a	DET
ajema-2627	8	12	comprehensive	comprehensive	ADJ
ajema-2627	8	13	understanding	understanding	NOUN
ajema-2627	8	14	of	of	ADP
ajema-2627	8	15	how	how	SCONJ
ajema-2627	8	16	to	to	PART
ajema-2627	8	17	architect	architect	VERB
ajema-2627	8	18	modern	modern	ADJ
ajema-2627	8	19	ios	io	NOUN
ajema-2627	8	20	apps	app	NOUN
ajema-2627	8	21	that	that	PRON
ajema-2627	8	22	are	be	AUX
ajema-2627	8	23	both	both	ADV
ajema-2627	8	24	elegant	elegant	ADJ
ajema-2627	8	25	and	and	CCONJ
ajema-2627	8	26	robust	robust	ADJ
ajema-2627	8	27	—	—	PUNCT
ajema-2627	8	28	using	use	VERB
ajema-2627	8	29	swiftui	swiftui	NOUN
ajema-2627	8	30	and	and	CCONJ
ajema-2627	8	31	combine	combine	VERB
ajema-2627	8	32	as	as	ADP
ajema-2627	8	33	foundational	foundational	ADJ
ajema-2627	8	34	tools	tool	NOUN
ajema-2627	8	35	for	for	ADP
ajema-2627	8	36	building	build	VERB
ajema-2627	8	37	the	the	DET
ajema-2627	8	38	next	next	ADJ
ajema-2627	8	39	generation	generation	NOUN
ajema-2627	8	40	of	of	ADP
ajema-2627	8	41	apple	apple	NOUN
ajema-2627	8	42	platform	platform	NOUN
ajema-2627	8	43	experiences	experience	NOUN
ajema-2627	8	44	.	.	PUNCT
ajema-2627	9	1	1	1	X
ajema-2627	9	2	.	.	X
ajema-2627	9	3	introduction	introduction	NOUN
ajema-2627	9	4	1.1	1.1	NUM
ajema-2627	9	5	the	the	DET
ajema-2627	9	6	evolution	evolution	NOUN
ajema-2627	9	7	of	of	ADP
ajema-2627	9	8	ios	ios	PROPN
ajema-2627	9	9	development	development	NOUN
ajema-2627	9	10	:	:	PUNCT
ajema-2627	9	11	from	from	ADP
ajema-2627	9	12	uikit	uikit	NOUN
ajema-2627	9	13	to	to	ADP
ajema-2627	9	14	swiftui	swiftui	NOUN
ajema-2627	9	15	since	since	SCONJ
ajema-2627	9	16	the	the	DET
ajema-2627	9	17	inception	inception	NOUN
ajema-2627	9	18	of	of	ADP
ajema-2627	9	19	ios	io	NOUN
ajema-2627	9	20	,	,	PUNCT
ajema-2627	9	21	uikit	uikit	NOUN
ajema-2627	9	22	has	have	AUX
ajema-2627	9	23	served	serve	VERB
ajema-2627	9	24	as	as	ADP
ajema-2627	9	25	the	the	DET
ajema-2627	9	26	backbone	backbone	NOUN
ajema-2627	9	27	of	of	ADP
ajema-2627	9	28	user	user	NOUN
ajema-2627	9	29	interface	interface	NOUN
ajema-2627	9	30	development	development	NOUN
ajema-2627	9	31	—	—	PUNCT
ajema-2627	9	32	offering	offer	VERB
ajema-2627	9	33	imperative	imperative	ADJ
ajema-2627	9	34	tools	tool	NOUN
ajema-2627	9	35	and	and	CCONJ
ajema-2627	9	36	design	design	NOUN
ajema-2627	9	37	patterns	pattern	NOUN
ajema-2627	9	38	that	that	PRON
ajema-2627	9	39	,	,	PUNCT
ajema-2627	9	40	while	while	SCONJ
ajema-2627	9	41	powerful	powerful	ADJ
ajema-2627	9	42	,	,	PUNCT
ajema-2627	9	43	often	often	ADV
ajema-2627	9	44	required	require	VERB
ajema-2627	9	45	significant	significant	ADJ
ajema-2627	9	46	boilerplate	boilerplate	ADJ
ajema-2627	9	47	code	code	NOUN
ajema-2627	9	48	and	and	CCONJ
ajema-2627	9	49	manual	manual	ADJ
ajema-2627	9	50	state	state	NOUN
ajema-2627	9	51	synchronization	synchronization	NOUN
ajema-2627	9	52	.	.	PUNCT
ajema-2627	10	1	as	as	SCONJ
ajema-2627	10	2	applications	application	NOUN
ajema-2627	10	3	grew	grow	VERB
ajema-2627	10	4	in	in	ADP
ajema-2627	10	5	complexity	complexity	NOUN
ajema-2627	10	6	,	,	PUNCT
ajema-2627	10	7	maintaining	maintain	VERB
ajema-2627	10	8	clear	clear	ADJ
ajema-2627	10	9	separation	separation	NOUN
ajema-2627	10	10	of	of	ADP
ajema-2627	10	11	concerns	concern	NOUN
ajema-2627	10	12	and	and	CCONJ
ajema-2627	10	13	ensuring	ensure	VERB
ajema-2627	10	14	consistency	consistency	NOUN
ajema-2627	10	15	between	between	ADP
ajema-2627	10	16	ui	ui	PROPN
ajema-2627	10	17	and	and	CCONJ
ajema-2627	10	18	underlying	underlying	ADJ
ajema-2627	10	19	data	datum	NOUN
ajema-2627	10	20	became	become	VERB
ajema-2627	10	21	increasingly	increasingly	ADV
ajema-2627	10	22	difficult	difficult	ADJ
ajema-2627	10	23	.	.	PUNCT
ajema-2627	11	1	with	with	ADP
ajema-2627	11	2	the	the	DET
ajema-2627	11	3	introduction	introduction	NOUN
ajema-2627	11	4	of	of	ADP
ajema-2627	11	5	swiftui	swiftui	NOUN
ajema-2627	11	6	,	,	PUNCT
ajema-2627	11	7	apple	apple	PROPN
ajema-2627	11	8	presented	present	VERB
ajema-2627	11	9	a	a	DET
ajema-2627	11	10	radical	radical	ADJ
ajema-2627	11	11	departure	departure	NOUN
ajema-2627	11	12	from	from	ADP
ajema-2627	11	13	uikit	uikit	NOUN
ajema-2627	11	14	’s	’s	PART
ajema-2627	11	15	imperative	imperative	ADJ
ajema-2627	11	16	style	style	NOUN
ajema-2627	11	17	—	—	PUNCT
ajema-2627	11	18	embracing	embrace	VERB
ajema-2627	11	19	a	a	DET
ajema-2627	11	20	declarative	declarative	ADJ
ajema-2627	11	21	paradigm	paradigm	NOUN
ajema-2627	11	22	where	where	SCONJ
ajema-2627	11	23	developers	developer	NOUN
ajema-2627	11	24	describe	describe	VERB
ajema-2627	11	25	what	what	PRON
ajema-2627	11	26	the	the	DET
ajema-2627	11	27	ui	ui	PROPN
ajema-2627	11	28	should	should	AUX
ajema-2627	11	29	do	do	VERB
ajema-2627	11	30	in	in	ADP
ajema-2627	11	31	response	response	NOUN
ajema-2627	11	32	to	to	ADP
ajema-2627	11	33	state	state	NOUN
ajema-2627	11	34	changes	change	NOUN
ajema-2627	11	35	,	,	PUNCT
ajema-2627	11	36	rather	rather	ADV
ajema-2627	11	37	than	than	ADP
ajema-2627	11	38	how	how	SCONJ
ajema-2627	11	39	to	to	PART
ajema-2627	11	40	implement	implement	VERB
ajema-2627	11	41	those	those	DET
ajema-2627	11	42	changes	change	NOUN
ajema-2627	11	43	procedurally	procedurally	ADV
ajema-2627	11	44	.	.	PUNCT
ajema-2627	12	1	1.2	1.2	NUM
ajema-2627	12	2	the	the	DET
ajema-2627	12	3	rise	rise	NOUN
ajema-2627	12	4	of	of	ADP
ajema-2627	12	5	declarative	declarative	ADJ
ajema-2627	12	6	ui	ui	NOUN
ajema-2627	12	7	paradigms	paradigm	NOUN
ajema-2627	12	8	in	in	ADP
ajema-2627	12	9	mobile	mobile	ADJ
ajema-2627	12	10	development	development	NOUN
ajema-2627	12	11	the	the	DET
ajema-2627	12	12	declarative	declarative	ADJ
ajema-2627	12	13	approach	approach	NOUN
ajema-2627	12	14	to	to	ADP
ajema-2627	12	15	ui	ui	PROPN
ajema-2627	12	16	design	design	PROPN
ajema-2627	12	17	,	,	PUNCT
ajema-2627	12	18	popularized	popularize	VERB
ajema-2627	12	19	in	in	ADP
ajema-2627	12	20	web	web	NOUN
ajema-2627	12	21	development	development	NOUN
ajema-2627	12	22	by	by	ADP
ajema-2627	12	23	frameworks	framework	NOUN
ajema-2627	12	24	like	like	ADP
ajema-2627	12	25	react	react	NOUN
ajema-2627	12	26	,	,	PUNCT
ajema-2627	12	27	has	have	AUX
ajema-2627	12	28	found	find	VERB
ajema-2627	12	29	a	a	DET
ajema-2627	12	30	powerful	powerful	ADJ
ajema-2627	12	31	expression	expression	NOUN
ajema-2627	12	32	in	in	ADP
ajema-2627	12	33	swiftui	swiftui	NOUN
ajema-2627	12	34	.	.	PUNCT
ajema-2627	13	1	this	this	DET
ajema-2627	13	2	model	model	NOUN
ajema-2627	13	3	offers	offer	VERB
ajema-2627	13	4	several	several	ADJ
ajema-2627	13	5	key	key	ADJ
ajema-2627	13	6	advantages	advantage	NOUN
ajema-2627	13	7	:	:	PUNCT
ajema-2627	13	8	➢	➢	X
ajema-2627	13	9	simplified	simplify	VERB
ajema-2627	13	10	ui	ui	PROPN
ajema-2627	13	11	code	code	NOUN
ajema-2627	13	12	that	that	PRON
ajema-2627	13	13	’s	’	VERB
ajema-2627	13	14	easier	easy	ADJ
ajema-2627	13	15	to	to	PART
ajema-2627	13	16	read	read	VERB
ajema-2627	13	17	and	and	CCONJ
ajema-2627	13	18	reason	reason	VERB
ajema-2627	13	19	about	about	ADP
ajema-2627	13	20	114	114	NUM
ajema-2627	13	21	journal	journal	NOUN
ajema-2627	13	22	of	of	ADP
ajema-2627	13	23	engineering	engineering	NOUN
ajema-2627	13	24	,	,	PUNCT
ajema-2627	13	25	mechanics	mechanic	NOUN
ajema-2627	13	26	and	and	CCONJ
ajema-2627	13	27	architecture	architecture	NOUN
ajema-2627	13	28	www	www	NOUN
ajema-2627	13	29	.	.	PUNCT
ajema-2627	14	1	grnjournal.us	grnjournal.us	X
ajema-2627	14	2	➢	➢	VERB
ajema-2627	14	3	automatic	automatic	ADJ
ajema-2627	14	4	synchronization	synchronization	NOUN
ajema-2627	14	5	between	between	ADP
ajema-2627	14	6	views	view	NOUN
ajema-2627	14	7	and	and	CCONJ
ajema-2627	14	8	data	datum	NOUN
ajema-2627	14	9	➢	➢	VERB
ajema-2627	14	10	tighter	tight	ADJ
ajema-2627	14	11	integration	integration	NOUN
ajema-2627	14	12	with	with	ADP
ajema-2627	14	13	modern	modern	ADJ
ajema-2627	14	14	state	state	NOUN
ajema-2627	14	15	management	management	NOUN
ajema-2627	14	16	and	and	CCONJ
ajema-2627	14	17	lifecycle	lifecycle	NOUN
ajema-2627	14	18	handling	handle	VERB
ajema-2627	14	19	this	this	DET
ajema-2627	14	20	shift	shift	NOUN
ajema-2627	14	21	aligns	align	VERB
ajema-2627	14	22	with	with	ADP
ajema-2627	14	23	broader	broad	ADJ
ajema-2627	14	24	trends	trend	NOUN
ajema-2627	14	25	in	in	ADP
ajema-2627	14	26	software	software	NOUN
ajema-2627	14	27	engineering	engineering	NOUN
ajema-2627	14	28	that	that	PRON
ajema-2627	14	29	emphasize	emphasize	VERB
ajema-2627	14	30	reactivity	reactivity	NOUN
ajema-2627	14	31	,	,	PUNCT
ajema-2627	14	32	modularity	modularity	NOUN
ajema-2627	14	33	,	,	PUNCT
ajema-2627	14	34	and	and	CCONJ
ajema-2627	14	35	functional	functional	ADJ
ajema-2627	14	36	programming	programming	NOUN
ajema-2627	14	37	principles	principle	NOUN
ajema-2627	14	38	for	for	ADP
ajema-2627	14	39	building	build	VERB
ajema-2627	14	40	dynamic	dynamic	ADJ
ajema-2627	14	41	,	,	PUNCT
ajema-2627	14	42	interactive	interactive	ADJ
ajema-2627	14	43	user	user	NOUN
ajema-2627	14	44	experiences	experience	NOUN
ajema-2627	14	45	.	.	PUNCT
ajema-2627	15	1	1.3	1.3	NUM
ajema-2627	15	2	importance	importance	NOUN
ajema-2627	15	3	of	of	ADP
ajema-2627	15	4	reactive	reactive	ADJ
ajema-2627	15	5	programming	programming	NOUN
ajema-2627	15	6	and	and	CCONJ
ajema-2627	15	7	state	state	NOUN
ajema-2627	15	8	management	management	NOUN
ajema-2627	15	9	in	in	ADP
ajema-2627	15	10	modern	modern	ADJ
ajema-2627	15	11	apps	app	NOUN
ajema-2627	15	12	in	in	ADP
ajema-2627	15	13	tandem	tandem	NOUN
ajema-2627	15	14	with	with	ADP
ajema-2627	15	15	swiftui	swiftui	NOUN
ajema-2627	15	16	,	,	PUNCT
ajema-2627	15	17	apple	apple	NOUN
ajema-2627	15	18	introduced	introduce	VERB
ajema-2627	15	19	combine	combine	NOUN
ajema-2627	15	20	—	—	PUNCT
ajema-2627	15	21	a	a	DET
ajema-2627	15	22	reactive	reactive	ADJ
ajema-2627	15	23	framework	framework	NOUN
ajema-2627	15	24	designed	design	VERB
ajema-2627	15	25	to	to	PART
ajema-2627	15	26	manage	manage	VERB
ajema-2627	15	27	asynchronous	asynchronous	ADJ
ajema-2627	15	28	events	event	NOUN
ajema-2627	15	29	and	and	CCONJ
ajema-2627	15	30	data	datum	NOUN
ajema-2627	15	31	streams	stream	NOUN
ajema-2627	15	32	.	.	PUNCT
ajema-2627	16	1	combine	combine	VERB
ajema-2627	16	2	enables	enable	VERB
ajema-2627	16	3	developers	developer	NOUN
ajema-2627	16	4	to	to	PART
ajema-2627	16	5	bind	bind	VERB
ajema-2627	16	6	application	application	NOUN
ajema-2627	16	7	state	state	NOUN
ajema-2627	16	8	directly	directly	ADV
ajema-2627	16	9	to	to	ADP
ajema-2627	16	10	ui	ui	PROPN
ajema-2627	16	11	components	component	NOUN
ajema-2627	16	12	,	,	PUNCT
ajema-2627	16	13	handle	handle	VERB
ajema-2627	16	14	user	user	NOUN
ajema-2627	16	15	input	input	NOUN
ajema-2627	16	16	and	and	CCONJ
ajema-2627	16	17	network	network	NOUN
ajema-2627	16	18	responses	response	NOUN
ajema-2627	16	19	,	,	PUNCT
ajema-2627	16	20	and	and	CCONJ
ajema-2627	16	21	manage	manage	VERB
ajema-2627	16	22	data	data	NOUN
ajema-2627	16	23	transformations	transformation	NOUN
ajema-2627	16	24	in	in	ADP
ajema-2627	16	25	a	a	DET
ajema-2627	16	26	declarative	declarative	NOUN
ajema-2627	16	27	and	and	CCONJ
ajema-2627	16	28	composable	composable	ADJ
ajema-2627	16	29	way	way	NOUN
ajema-2627	16	30	.	.	PUNCT
ajema-2627	17	1	as	as	SCONJ
ajema-2627	17	2	mobile	mobile	ADJ
ajema-2627	17	3	applications	application	NOUN
ajema-2627	17	4	increasingly	increasingly	ADV
ajema-2627	17	5	rely	rely	VERB
ajema-2627	17	6	on	on	ADP
ajema-2627	17	7	real	real	ADJ
ajema-2627	17	8	-	-	PUNCT
ajema-2627	17	9	time	time	NOUN
ajema-2627	17	10	data	datum	NOUN
ajema-2627	17	11	,	,	PUNCT
ajema-2627	17	12	complex	complex	ADJ
ajema-2627	17	13	user	user	NOUN
ajema-2627	17	14	interactions	interaction	NOUN
ajema-2627	17	15	,	,	PUNCT
ajema-2627	17	16	and	and	CCONJ
ajema-2627	17	17	background	background	NOUN
ajema-2627	17	18	operations	operation	NOUN
ajema-2627	17	19	,	,	PUNCT
ajema-2627	17	20	reactive	reactive	ADJ
ajema-2627	17	21	programming	programming	NOUN
ajema-2627	17	22	is	be	AUX
ajema-2627	17	23	becoming	become	VERB
ajema-2627	17	24	indispensable	indispensable	ADJ
ajema-2627	17	25	for	for	ADP
ajema-2627	17	26	building	build	VERB
ajema-2627	17	27	maintainable	maintainable	ADJ
ajema-2627	17	28	,	,	PUNCT
ajema-2627	17	29	resilient	resilient	ADJ
ajema-2627	17	30	ios	io	NOUN
ajema-2627	17	31	apps	app	NOUN
ajema-2627	17	32	.	.	PUNCT
ajema-2627	18	1	swiftui	swiftui	PROPN
ajema-2627	18	2	and	and	CCONJ
ajema-2627	18	3	combine	combine	VERB
ajema-2627	18	4	together	together	ADV
ajema-2627	18	5	address	address	VERB
ajema-2627	18	6	these	these	DET
ajema-2627	18	7	needs	need	VERB
ajema-2627	18	8	holistically	holistically	ADV
ajema-2627	18	9	.	.	PUNCT
ajema-2627	19	1	1.4	1.4	NUM
ajema-2627	19	2	objective	objective	NOUN
ajema-2627	19	3	of	of	ADP
ajema-2627	19	4	the	the	DET
ajema-2627	19	5	article	article	NOUN
ajema-2627	19	6	this	this	DET
ajema-2627	19	7	article	article	NOUN
ajema-2627	19	8	aims	aim	VERB
ajema-2627	19	9	to	to	PART
ajema-2627	19	10	provide	provide	VERB
ajema-2627	19	11	a	a	DET
ajema-2627	19	12	comprehensive	comprehensive	ADJ
ajema-2627	19	13	exploration	exploration	NOUN
ajema-2627	19	14	of	of	ADP
ajema-2627	19	15	modern	modern	ADJ
ajema-2627	19	16	ios	ios	PROPN
ajema-2627	19	17	app	app	NOUN
ajema-2627	19	18	development	development	NOUN
ajema-2627	19	19	using	use	VERB
ajema-2627	19	20	swiftui	swiftui	NOUN
ajema-2627	19	21	and	and	CCONJ
ajema-2627	19	22	combine	combine	NOUN
ajema-2627	19	23	.	.	PUNCT
ajema-2627	20	1	readers	reader	NOUN
ajema-2627	20	2	will	will	AUX
ajema-2627	20	3	learn	learn	VERB
ajema-2627	20	4	how	how	SCONJ
ajema-2627	20	5	to	to	PART
ajema-2627	20	6	:	:	PUNCT
ajema-2627	20	7	1	1	X
ajema-2627	20	8	.	.	PUNCT
ajema-2627	20	9	structure	structure	NOUN
ajema-2627	20	10	swiftui	swiftui	NOUN
ajema-2627	20	11	-	-	PUNCT
ajema-2627	20	12	based	base	VERB
ajema-2627	20	13	interfaces	interface	NOUN
ajema-2627	20	14	for	for	ADP
ajema-2627	20	15	scalability	scalability	NOUN
ajema-2627	20	16	and	and	CCONJ
ajema-2627	20	17	reusability	reusability	NOUN
ajema-2627	20	18	2	2	NUM
ajema-2627	20	19	.	.	PUNCT
ajema-2627	21	1	use	use	NOUN
ajema-2627	21	2	combine	combine	NOUN
ajema-2627	21	3	to	to	PART
ajema-2627	21	4	manage	manage	VERB
ajema-2627	21	5	asynchronous	asynchronous	ADJ
ajema-2627	21	6	tasks	task	NOUN
ajema-2627	21	7	and	and	CCONJ
ajema-2627	21	8	data	datum	NOUN
ajema-2627	21	9	streams	stream	NOUN
ajema-2627	21	10	3	3	NUM
ajema-2627	21	11	.	.	PUNCT
ajema-2627	22	1	build	build	VERB
ajema-2627	22	2	reactive	reactive	ADJ
ajema-2627	22	3	architectures	architecture	NOUN
ajema-2627	22	4	where	where	SCONJ
ajema-2627	22	5	state	state	NOUN
ajema-2627	22	6	drives	drive	VERB
ajema-2627	22	7	the	the	DET
ajema-2627	22	8	ui	ui	PROPN
ajema-2627	22	9	4	4	NUM
ajema-2627	22	10	.	.	X
ajema-2627	22	11	adopt	adopt	VERB
ajema-2627	22	12	best	good	ADJ
ajema-2627	22	13	practices	practice	NOUN
ajema-2627	22	14	for	for	ADP
ajema-2627	22	15	performance	performance	NOUN
ajema-2627	22	16	,	,	PUNCT
ajema-2627	22	17	testing	testing	NOUN
ajema-2627	22	18	,	,	PUNCT
ajema-2627	22	19	and	and	CCONJ
ajema-2627	22	20	maintainability	maintainability	NOUN
ajema-2627	22	21	by	by	ADP
ajema-2627	22	22	the	the	DET
ajema-2627	22	23	end	end	NOUN
ajema-2627	22	24	,	,	PUNCT
ajema-2627	22	25	developers	developer	NOUN
ajema-2627	22	26	will	will	AUX
ajema-2627	22	27	be	be	AUX
ajema-2627	22	28	equipped	equip	VERB
ajema-2627	22	29	with	with	ADP
ajema-2627	22	30	the	the	DET
ajema-2627	22	31	foundational	foundational	ADJ
ajema-2627	22	32	knowledge	knowledge	NOUN
ajema-2627	22	33	and	and	CCONJ
ajema-2627	22	34	practical	practical	ADJ
ajema-2627	22	35	strategies	strategy	NOUN
ajema-2627	22	36	needed	need	VERB
ajema-2627	22	37	to	to	ADP
ajema-2627	22	38	harness	harness	ADJ
ajema-2627	22	39	swiftui	swiftui	NOUN
ajema-2627	22	40	and	and	CCONJ
ajema-2627	22	41	combine	combine	VERB
ajema-2627	22	42	as	as	ADP
ajema-2627	22	43	core	core	NOUN
ajema-2627	22	44	tools	tool	NOUN
ajema-2627	22	45	for	for	ADP
ajema-2627	22	46	building	build	VERB
ajema-2627	22	47	next	next	ADJ
ajema-2627	22	48	-	-	PUNCT
ajema-2627	22	49	generation	generation	NOUN
ajema-2627	22	50	ios	ios	PROPN
ajema-2627	22	51	applications	application	NOUN
ajema-2627	22	52	.	.	PUNCT
ajema-2627	23	1	2	2	X
ajema-2627	23	2	.	.	X
ajema-2627	23	3	foundations	foundation	NOUN
ajema-2627	23	4	of	of	ADP
ajema-2627	23	5	declarative	declarative	ADJ
ajema-2627	23	6	ui	ui	NOUN
ajema-2627	23	7	and	and	CCONJ
ajema-2627	23	8	reactive	reactive	ADJ
ajema-2627	23	9	state	state	NOUN
ajema-2627	23	10	2.1	2.1	NUM
ajema-2627	23	11	understanding	understand	VERB
ajema-2627	23	12	the	the	DET
ajema-2627	23	13	declarative	declarative	ADJ
ajema-2627	23	14	ui	ui	NOUN
ajema-2627	23	15	model	model	NOUN
ajema-2627	23	16	vs.	vs.	ADP
ajema-2627	23	17	imperative	imperative	ADJ
ajema-2627	23	18	ui	ui	PROPN
ajema-2627	23	19	programming	programming	NOUN
ajema-2627	23	20	traditional	traditional	ADJ
ajema-2627	23	21	ios	ios	PROPN
ajema-2627	23	22	development	development	NOUN
ajema-2627	23	23	with	with	ADP
ajema-2627	23	24	uikit	uikit	NOUN
ajema-2627	23	25	follows	follow	VERB
ajema-2627	23	26	an	an	DET
ajema-2627	23	27	imperative	imperative	ADJ
ajema-2627	23	28	paradigm	paradigm	NOUN
ajema-2627	23	29	,	,	PUNCT
ajema-2627	23	30	where	where	SCONJ
ajema-2627	23	31	developers	developer	NOUN
ajema-2627	23	32	explicitly	explicitly	ADV
ajema-2627	23	33	define	define	VERB
ajema-2627	23	34	how	how	SCONJ
ajema-2627	23	35	the	the	DET
ajema-2627	23	36	interface	interface	NOUN
ajema-2627	23	37	should	should	AUX
ajema-2627	23	38	behave	behave	VERB
ajema-2627	23	39	by	by	ADP
ajema-2627	23	40	modifying	modify	VERB
ajema-2627	23	41	ui	ui	ADJ
ajema-2627	23	42	elements	element	NOUN
ajema-2627	23	43	in	in	ADP
ajema-2627	23	44	response	response	NOUN
ajema-2627	23	45	to	to	ADP
ajema-2627	23	46	events	event	NOUN
ajema-2627	23	47	.	.	PUNCT
ajema-2627	24	1	this	this	PRON
ajema-2627	24	2	often	often	ADV
ajema-2627	24	3	leads	lead	VERB
ajema-2627	24	4	to	to	PART
ajema-2627	24	5	verbose	verbose	VERB
ajema-2627	24	6	codebases	codebase	NOUN
ajema-2627	24	7	with	with	ADP
ajema-2627	24	8	manual	manual	ADJ
ajema-2627	24	9	state	state	NOUN
ajema-2627	24	10	tracking	tracking	NOUN
ajema-2627	24	11	,	,	PUNCT
ajema-2627	24	12	which	which	PRON
ajema-2627	24	13	increases	increase	VERB
ajema-2627	24	14	the	the	DET
ajema-2627	24	15	risk	risk	NOUN
ajema-2627	24	16	of	of	ADP
ajema-2627	24	17	bugs	bug	NOUN
ajema-2627	24	18	,	,	PUNCT
ajema-2627	24	19	especially	especially	ADV
ajema-2627	24	20	in	in	ADP
ajema-2627	24	21	complex	complex	ADJ
ajema-2627	24	22	uis	uis	PROPN
ajema-2627	24	23	.	.	PUNCT
ajema-2627	25	1	in	in	ADP
ajema-2627	25	2	contrast	contrast	NOUN
ajema-2627	25	3	,	,	PUNCT
ajema-2627	25	4	declarative	declarative	ADJ
ajema-2627	25	5	ui	ui	NOUN
ajema-2627	25	6	programming	programming	NOUN
ajema-2627	25	7	—	—	PUNCT
ajema-2627	25	8	as	as	SCONJ
ajema-2627	25	9	enabled	enable	VERB
ajema-2627	25	10	by	by	ADP
ajema-2627	25	11	swiftui	swiftui	NOUN
ajema-2627	25	12	—	—	PUNCT
ajema-2627	25	13	focuses	focus	VERB
ajema-2627	25	14	on	on	ADP
ajema-2627	25	15	describing	describe	VERB
ajema-2627	25	16	what	what	PRON
ajema-2627	25	17	the	the	DET
ajema-2627	25	18	ui	ui	NOUN
ajema-2627	25	19	should	should	AUX
ajema-2627	25	20	look	look	VERB
ajema-2627	25	21	like	like	ADP
ajema-2627	25	22	for	for	ADP
ajema-2627	25	23	a	a	DET
ajema-2627	25	24	given	give	VERB
ajema-2627	25	25	application	application	NOUN
ajema-2627	25	26	state	state	NOUN
ajema-2627	25	27	.	.	PUNCT
ajema-2627	26	1	when	when	SCONJ
ajema-2627	26	2	the	the	DET
ajema-2627	26	3	state	state	NOUN
ajema-2627	26	4	changes	change	NOUN
ajema-2627	26	5	,	,	PUNCT
ajema-2627	26	6	swiftui	swiftui	X
ajema-2627	26	7	automatically	automatically	ADV
ajema-2627	26	8	re	re	VERB
ajema-2627	26	9	-	-	VERB
ajema-2627	26	10	renders	render	VERB
ajema-2627	26	11	the	the	DET
ajema-2627	26	12	affected	affected	ADJ
ajema-2627	26	13	views	view	NOUN
ajema-2627	26	14	to	to	PART
ajema-2627	26	15	reflect	reflect	VERB
ajema-2627	26	16	the	the	DET
ajema-2627	26	17	new	new	ADJ
ajema-2627	26	18	data	datum	NOUN
ajema-2627	26	19	.	.	PUNCT
ajema-2627	27	1	developers	developer	NOUN
ajema-2627	27	2	no	no	ADV
ajema-2627	27	3	longer	long	ADV
ajema-2627	27	4	need	need	VERB
ajema-2627	27	5	to	to	PART
ajema-2627	27	6	write	write	VERB
ajema-2627	27	7	logic	logic	NOUN
ajema-2627	27	8	to	to	PART
ajema-2627	27	9	manage	manage	VERB
ajema-2627	27	10	ui	ui	PROPN
ajema-2627	27	11	updates	update	NOUN
ajema-2627	27	12	manually	manually	ADV
ajema-2627	27	13	;	;	PUNCT
ajema-2627	27	14	the	the	DET
ajema-2627	27	15	system	system	NOUN
ajema-2627	27	16	handles	handle	VERB
ajema-2627	27	17	it	it	PRON
ajema-2627	27	18	reactively	reactively	ADV
ajema-2627	27	19	and	and	CCONJ
ajema-2627	27	20	predictably	predictably	ADV
ajema-2627	27	21	.	.	PUNCT
ajema-2627	28	1	this	this	DET
ajema-2627	28	2	shift	shift	NOUN
ajema-2627	28	3	results	result	NOUN
ajema-2627	28	4	in	in	ADP
ajema-2627	28	5	:	:	PUNCT
ajema-2627	28	6	➢	➢	X
ajema-2627	28	7	simpler	simple	ADJ
ajema-2627	28	8	and	and	CCONJ
ajema-2627	28	9	cleaner	clean	ADJ
ajema-2627	28	10	code	code	NOUN
ajema-2627	28	11	➢	➢	NOUN
ajema-2627	28	12	fewer	few	ADJ
ajema-2627	28	13	synchronization	synchronization	NOUN
ajema-2627	28	14	bugs	bug	NOUN
ajema-2627	28	15	➢	➢	VERB
ajema-2627	28	16	improved	improve	VERB
ajema-2627	28	17	maintainability	maintainability	NOUN
ajema-2627	28	18	and	and	CCONJ
ajema-2627	28	19	testability	testability	NOUN
ajema-2627	28	20	2.2	2.2	NUM
ajema-2627	28	21	core	core	NOUN
ajema-2627	28	22	principles	principle	NOUN
ajema-2627	28	23	of	of	ADP
ajema-2627	28	24	swiftui	swiftui	NOUN
ajema-2627	28	25	:	:	PUNCT
ajema-2627	28	26	data	data	NOUN
ajema-2627	28	27	-	-	PUNCT
ajema-2627	28	28	driven	drive	VERB
ajema-2627	28	29	views	view	NOUN
ajema-2627	28	30	,	,	PUNCT
ajema-2627	28	31	binding	binding	ADJ
ajema-2627	28	32	,	,	PUNCT
ajema-2627	28	33	and	and	CCONJ
ajema-2627	28	34	state	state	NOUN
ajema-2627	28	35	propagation	propagation	NOUN
ajema-2627	28	36	at	at	ADP
ajema-2627	28	37	its	its	PRON
ajema-2627	28	38	core	core	NOUN
ajema-2627	28	39	,	,	PUNCT
ajema-2627	28	40	swiftui	swiftui	PROPN
ajema-2627	28	41	is	be	AUX
ajema-2627	28	42	data	data	NOUN
ajema-2627	28	43	-	-	PUNCT
ajema-2627	28	44	driven	drive	VERB
ajema-2627	28	45	.	.	PUNCT
ajema-2627	29	1	it	it	PRON
ajema-2627	29	2	reacts	react	VERB
ajema-2627	29	3	to	to	PART
ajema-2627	29	4	changes	change	NOUN
ajema-2627	29	5	in	in	ADP
ajema-2627	29	6	data	datum	NOUN
ajema-2627	29	7	and	and	CCONJ
ajema-2627	29	8	updates	update	VERB
ajema-2627	29	9	the	the	DET
ajema-2627	29	10	ui	ui	PROPN
ajema-2627	29	11	accordingly	accordingly	ADV
ajema-2627	29	12	.	.	PUNCT
ajema-2627	30	1	the	the	DET
ajema-2627	30	2	key	key	ADJ
ajema-2627	30	3	building	building	NOUN
ajema-2627	30	4	blocks	block	NOUN
ajema-2627	30	5	that	that	PRON
ajema-2627	30	6	facilitate	facilitate	VERB
ajema-2627	30	7	this	this	DET
ajema-2627	30	8	behavior	behavior	NOUN
ajema-2627	30	9	include	include	VERB
ajema-2627	30	10	:	:	PUNCT
ajema-2627	30	11	1	1	X
ajema-2627	30	12	.	.	X
ajema-2627	30	13	@state	@state	NOUN
ajema-2627	30	14	–	–	PUNCT
ajema-2627	30	15	a	a	DET
ajema-2627	30	16	property	property	NOUN
ajema-2627	30	17	wrapper	wrapper	NOUN
ajema-2627	30	18	that	that	PRON
ajema-2627	30	19	stores	store	VERB
ajema-2627	30	20	view	view	VERB
ajema-2627	30	21	-	-	PUNCT
ajema-2627	30	22	local	local	ADJ
ajema-2627	30	23	state	state	NOUN
ajema-2627	30	24	and	and	CCONJ
ajema-2627	30	25	triggers	trigger	NOUN
ajema-2627	30	26	ui	ui	PROPN
ajema-2627	30	27	updates	update	NOUN
ajema-2627	30	28	when	when	SCONJ
ajema-2627	30	29	changed	change	VERB
ajema-2627	30	30	.	.	PUNCT
ajema-2627	31	1	115	115	NUM
ajema-2627	31	2	journal	journal	NOUN
ajema-2627	31	3	of	of	ADP
ajema-2627	31	4	engineering	engineering	NOUN
ajema-2627	31	5	,	,	PUNCT
ajema-2627	31	6	mechanics	mechanic	NOUN
ajema-2627	31	7	and	and	CCONJ
ajema-2627	31	8	architecture	architecture	NOUN
ajema-2627	31	9	www	www	NOUN
ajema-2627	31	10	.	.	PUNCT
ajema-2627	32	1	grnjournal.us	grnjournal.us	X
ajema-2627	32	2	2	2	NUM
ajema-2627	32	3	.	.	X
ajema-2627	33	1	@binding	@binde	VERB
ajema-2627	33	2	–	–	PUNCT
ajema-2627	33	3	enables	enable	VERB
ajema-2627	33	4	child	child	NOUN
ajema-2627	33	5	views	view	NOUN
ajema-2627	33	6	to	to	PART
ajema-2627	33	7	read	read	VERB
ajema-2627	33	8	and	and	CCONJ
ajema-2627	33	9	write	write	VERB
ajema-2627	33	10	state	state	NOUN
ajema-2627	33	11	owned	own	VERB
ajema-2627	33	12	by	by	ADP
ajema-2627	33	13	parent	parent	NOUN
ajema-2627	33	14	views	view	NOUN
ajema-2627	33	15	,	,	PUNCT
ajema-2627	33	16	promoting	promote	VERB
ajema-2627	33	17	unidirectional	unidirectional	ADJ
ajema-2627	33	18	data	datum	NOUN
ajema-2627	33	19	flow	flow	NOUN
ajema-2627	33	20	.	.	PUNCT
ajema-2627	34	1	3	3	X
ajema-2627	34	2	.	.	X
ajema-2627	34	3	@observedobject	@observedobject	PROPN
ajema-2627	34	4	/	/	SYM
ajema-2627	34	5	@stateobject	@stateobject	PROPN
ajema-2627	34	6	–	–	PUNCT
ajema-2627	34	7	for	for	ADP
ajema-2627	34	8	observing	observe	VERB
ajema-2627	34	9	external	external	ADJ
ajema-2627	34	10	models	model	NOUN
ajema-2627	34	11	that	that	PRON
ajema-2627	34	12	conform	conform	VERB
ajema-2627	34	13	to	to	ADP
ajema-2627	34	14	the	the	DET
ajema-2627	34	15	observableobject	observableobject	ADJ
ajema-2627	34	16	protocol	protocol	NOUN
ajema-2627	34	17	,	,	PUNCT
ajema-2627	34	18	allowing	allow	VERB
ajema-2627	34	19	views	view	NOUN
ajema-2627	34	20	to	to	PART
ajema-2627	34	21	react	react	VERB
ajema-2627	34	22	to	to	ADP
ajema-2627	34	23	changes	change	NOUN
ajema-2627	34	24	from	from	ADP
ajema-2627	34	25	shared	share	VERB
ajema-2627	34	26	data	datum	NOUN
ajema-2627	34	27	sources	source	NOUN
ajema-2627	34	28	.	.	PUNCT
ajema-2627	35	1	4	4	X
ajema-2627	35	2	.	.	X
ajema-2627	35	3	@environment	@environment	NOUN
ajema-2627	35	4	/	/	SYM
ajema-2627	35	5	@environmentobject	@environmentobject	PROPN
ajema-2627	35	6	–	–	PUNCT
ajema-2627	35	7	for	for	ADP
ajema-2627	35	8	accessing	access	VERB
ajema-2627	35	9	shared	share	VERB
ajema-2627	35	10	app	app	ADJ
ajema-2627	35	11	-	-	PUNCT
ajema-2627	35	12	wide	wide	ADJ
ajema-2627	35	13	values	value	NOUN
ajema-2627	35	14	and	and	CCONJ
ajema-2627	35	15	objects	object	NOUN
ajema-2627	35	16	in	in	ADP
ajema-2627	35	17	a	a	DET
ajema-2627	35	18	reactive	reactive	ADJ
ajema-2627	35	19	manner	manner	NOUN
ajema-2627	35	20	.	.	PUNCT
ajema-2627	36	1	these	these	DET
ajema-2627	36	2	tools	tool	NOUN
ajema-2627	36	3	empower	empower	VERB
ajema-2627	36	4	developers	developer	NOUN
ajema-2627	36	5	to	to	PART
ajema-2627	36	6	compose	compose	VERB
ajema-2627	36	7	responsive	responsive	ADJ
ajema-2627	36	8	uis	uis	PROPN
ajema-2627	36	9	that	that	PRON
ajema-2627	36	10	automatically	automatically	ADV
ajema-2627	36	11	reflect	reflect	VERB
ajema-2627	36	12	the	the	DET
ajema-2627	36	13	latest	late	ADJ
ajema-2627	36	14	data	datum	NOUN
ajema-2627	36	15	,	,	PUNCT
ajema-2627	36	16	eliminating	eliminate	VERB
ajema-2627	36	17	much	much	ADJ
ajema-2627	36	18	of	of	ADP
ajema-2627	36	19	the	the	DET
ajema-2627	36	20	boilerplate	boilerplate	NOUN
ajema-2627	36	21	required	require	VERB
ajema-2627	36	22	in	in	ADP
ajema-2627	36	23	uikit	uikit	NOUN
ajema-2627	36	24	-	-	PUNCT
ajema-2627	36	25	based	base	VERB
ajema-2627	36	26	apps	app	NOUN
ajema-2627	36	27	.	.	PUNCT
ajema-2627	37	1	2.3	2.3	NUM
ajema-2627	37	2	introduction	introduction	NOUN
ajema-2627	37	3	to	to	PART
ajema-2627	37	4	combine	combine	VERB
ajema-2627	37	5	:	:	PUNCT
ajema-2627	37	6	functional	functional	ADJ
ajema-2627	37	7	reactive	reactive	ADJ
ajema-2627	37	8	programming	programming	NOUN
ajema-2627	37	9	for	for	ADP
ajema-2627	37	10	apple	apple	NOUN
ajema-2627	37	11	platforms	platform	NOUN
ajema-2627	37	12	combine	combine	VERB
ajema-2627	37	13	is	be	AUX
ajema-2627	37	14	apple	apple	NOUN
ajema-2627	37	15	’s	’s	PART
ajema-2627	37	16	native	native	ADJ
ajema-2627	37	17	reactive	reactive	ADJ
ajema-2627	37	18	programming	programming	NOUN
ajema-2627	37	19	framework	framework	NOUN
ajema-2627	37	20	designed	design	VERB
ajema-2627	37	21	to	to	PART
ajema-2627	37	22	manage	manage	VERB
ajema-2627	37	23	asynchronous	asynchronous	ADJ
ajema-2627	37	24	operations	operation	NOUN
ajema-2627	37	25	such	such	ADJ
ajema-2627	37	26	as	as	ADP
ajema-2627	37	27	user	user	NOUN
ajema-2627	37	28	interactions	interaction	NOUN
ajema-2627	37	29	,	,	PUNCT
ajema-2627	37	30	network	network	NOUN
ajema-2627	37	31	responses	response	NOUN
ajema-2627	37	32	,	,	PUNCT
ajema-2627	37	33	and	and	CCONJ
ajema-2627	37	34	data	datum	NOUN
ajema-2627	37	35	streams	stream	NOUN
ajema-2627	37	36	in	in	ADP
ajema-2627	37	37	a	a	DET
ajema-2627	37	38	composable	composable	ADJ
ajema-2627	37	39	way	way	NOUN
ajema-2627	37	40	.	.	PUNCT
ajema-2627	38	1	its	its	PRON
ajema-2627	38	2	architecture	architecture	NOUN
ajema-2627	38	3	is	be	AUX
ajema-2627	38	4	centered	center	VERB
ajema-2627	38	5	around	around	ADP
ajema-2627	38	6	three	three	NUM
ajema-2627	38	7	key	key	ADJ
ajema-2627	38	8	concepts	concept	NOUN
ajema-2627	38	9	:	:	PUNCT
ajema-2627	38	10	1	1	X
ajema-2627	38	11	.	.	X
ajema-2627	38	12	publishers	publisher	NOUN
ajema-2627	38	13	–	–	PUNCT
ajema-2627	38	14	objects	object	VERB
ajema-2627	38	15	that	that	PRON
ajema-2627	38	16	emit	emit	VERB
ajema-2627	38	17	a	a	DET
ajema-2627	38	18	sequence	sequence	NOUN
ajema-2627	38	19	of	of	ADP
ajema-2627	38	20	values	value	NOUN
ajema-2627	38	21	over	over	ADP
ajema-2627	38	22	time	time	NOUN
ajema-2627	38	23	(	(	PUNCT
ajema-2627	38	24	e.g.	e.g.	ADV
ajema-2627	38	25	,	,	PUNCT
ajema-2627	38	26	data	datum	NOUN
ajema-2627	38	27	from	from	ADP
ajema-2627	38	28	an	an	DET
ajema-2627	38	29	api	api	NOUN
ajema-2627	38	30	,	,	PUNCT
ajema-2627	38	31	a	a	DET
ajema-2627	38	32	button	button	NOUN
ajema-2627	38	33	tap	tap	NOUN
ajema-2627	38	34	)	)	PUNCT
ajema-2627	38	35	.	.	PUNCT
ajema-2627	39	1	2	2	X
ajema-2627	39	2	.	.	X
ajema-2627	39	3	subscribers	subscriber	NOUN
ajema-2627	39	4	–	–	PUNCT
ajema-2627	39	5	objects	object	VERB
ajema-2627	39	6	that	that	PRON
ajema-2627	39	7	receive	receive	VERB
ajema-2627	39	8	and	and	CCONJ
ajema-2627	39	9	respond	respond	VERB
ajema-2627	39	10	to	to	ADP
ajema-2627	39	11	those	those	DET
ajema-2627	39	12	values	value	NOUN
ajema-2627	39	13	.	.	PUNCT
ajema-2627	40	1	3	3	X
ajema-2627	40	2	.	.	X
ajema-2627	40	3	operators	operator	NOUN
ajema-2627	40	4	–	–	PUNCT
ajema-2627	40	5	functions	function	NOUN
ajema-2627	40	6	that	that	PRON
ajema-2627	40	7	transform	transform	VERB
ajema-2627	40	8	,	,	PUNCT
ajema-2627	40	9	filter	filter	NOUN
ajema-2627	40	10	,	,	PUNCT
ajema-2627	40	11	and	and	CCONJ
ajema-2627	40	12	combine	combine	VERB
ajema-2627	40	13	streams	stream	NOUN
ajema-2627	40	14	in	in	ADP
ajema-2627	40	15	a	a	DET
ajema-2627	40	16	declarative	declarative	ADJ
ajema-2627	40	17	fashion	fashion	NOUN
ajema-2627	40	18	(	(	PUNCT
ajema-2627	40	19	e.g.	e.g.	ADV
ajema-2627	40	20	,	,	PUNCT
ajema-2627	40	21	map	map	NOUN
ajema-2627	40	22	,	,	PUNCT
ajema-2627	40	23	filter	filter	NOUN
ajema-2627	40	24	,	,	PUNCT
ajema-2627	40	25	combinelatest	combinelatest	NOUN
ajema-2627	40	26	)	)	PUNCT
ajema-2627	40	27	.	.	PUNCT
ajema-2627	41	1	combine	combine	VERB
ajema-2627	41	2	also	also	ADV
ajema-2627	41	3	supports	support	VERB
ajema-2627	41	4	powerful	powerful	ADJ
ajema-2627	41	5	error	error	NOUN
ajema-2627	41	6	handling	handling	NOUN
ajema-2627	41	7	,	,	PUNCT
ajema-2627	41	8	backpressure	backpressure	NOUN
ajema-2627	41	9	control	control	NOUN
ajema-2627	41	10	,	,	PUNCT
ajema-2627	41	11	and	and	CCONJ
ajema-2627	41	12	data	datum	NOUN
ajema-2627	41	13	stream	stream	NOUN
ajema-2627	41	14	composition	composition	NOUN
ajema-2627	41	15	,	,	PUNCT
ajema-2627	41	16	making	make	VERB
ajema-2627	41	17	it	it	PRON
ajema-2627	41	18	ideal	ideal	ADJ
ajema-2627	41	19	for	for	ADP
ajema-2627	41	20	managing	manage	VERB
ajema-2627	41	21	the	the	DET
ajema-2627	41	22	complex	complex	ADJ
ajema-2627	41	23	interactions	interaction	NOUN
ajema-2627	41	24	that	that	SCONJ
ajema-2627	41	25	modern	modern	ADJ
ajema-2627	41	26	mobile	mobile	ADJ
ajema-2627	41	27	apps	app	NOUN
ajema-2627	41	28	demand	demand	NOUN
ajema-2627	41	29	.	.	PUNCT
ajema-2627	42	1	2.4	2.4	NUM
ajema-2627	42	2	why	why	SCONJ
ajema-2627	42	3	combine	combine	VERB
ajema-2627	42	4	and	and	CCONJ
ajema-2627	42	5	swiftui	swiftui	NOUN
ajema-2627	42	6	are	be	AUX
ajema-2627	42	7	designed	design	VERB
ajema-2627	42	8	to	to	PART
ajema-2627	42	9	work	work	VERB
ajema-2627	42	10	seamlessly	seamlessly	ADV
ajema-2627	42	11	together	together	ADV
ajema-2627	42	12	apple	apple	NOUN
ajema-2627	42	13	designed	design	VERB
ajema-2627	42	14	swiftui	swiftui	NOUN
ajema-2627	42	15	and	and	CCONJ
ajema-2627	42	16	combine	combine	VERB
ajema-2627	42	17	to	to	PART
ajema-2627	42	18	be	be	AUX
ajema-2627	42	19	fully	fully	ADV
ajema-2627	42	20	interoperable	interoperable	ADJ
ajema-2627	42	21	,	,	PUNCT
ajema-2627	42	22	forming	form	VERB
ajema-2627	42	23	a	a	DET
ajema-2627	42	24	unified	unified	ADJ
ajema-2627	42	25	declarative	declarative	NOUN
ajema-2627	42	26	ecosystem	ecosystem	NOUN
ajema-2627	42	27	.	.	PUNCT
ajema-2627	43	1	this	this	DET
ajema-2627	43	2	synergy	synergy	NOUN
ajema-2627	43	3	means	mean	VERB
ajema-2627	43	4	developers	developer	NOUN
ajema-2627	43	5	can	can	AUX
ajema-2627	43	6	:	:	PUNCT
ajema-2627	43	7	➢	➢	AUX
ajema-2627	43	8	bind	bind	VERB
ajema-2627	43	9	publishers	publisher	NOUN
ajema-2627	43	10	directly	directly	ADV
ajema-2627	43	11	to	to	ADP
ajema-2627	43	12	swiftui	swiftui	ADJ
ajema-2627	43	13	views	view	NOUN
ajema-2627	43	14	using	use	VERB
ajema-2627	43	15	modifiers	modifier	NOUN
ajema-2627	43	16	like	like	ADP
ajema-2627	43	17	.onreceive	.onreceive	DET
ajema-2627	43	18	➢	➢	NOUN
ajema-2627	43	19	automatically	automatically	ADV
ajema-2627	43	20	update	update	VERB
ajema-2627	43	21	uis	uis	PROPN
ajema-2627	43	22	in	in	ADP
ajema-2627	43	23	response	response	NOUN
ajema-2627	43	24	to	to	PART
ajema-2627	43	25	combine	combine	VERB
ajema-2627	43	26	publishers	publisher	NOUN
ajema-2627	43	27	via	via	ADP
ajema-2627	43	28	@published	@published	ADJ
ajema-2627	43	29	and	and	CCONJ
ajema-2627	43	30	@observedobject	@observedobject	ADJ
ajema-2627	43	31	➢	➢	NOUN
ajema-2627	43	32	reduce	reduce	VERB
ajema-2627	43	33	the	the	DET
ajema-2627	43	34	need	need	NOUN
ajema-2627	43	35	for	for	ADP
ajema-2627	43	36	boilerplate	boilerplate	ADJ
ajema-2627	43	37	glue	glue	NOUN
ajema-2627	43	38	code	code	NOUN
ajema-2627	43	39	between	between	ADP
ajema-2627	43	40	logic	logic	NOUN
ajema-2627	43	41	and	and	CCONJ
ajema-2627	43	42	presentation	presentation	NOUN
ajema-2627	43	43	layers	layer	NOUN
ajema-2627	43	44	this	this	DET
ajema-2627	43	45	tight	tight	ADJ
ajema-2627	43	46	integration	integration	NOUN
ajema-2627	43	47	simplifies	simplifie	NOUN
ajema-2627	43	48	building	build	VERB
ajema-2627	43	49	responsive	responsive	ADJ
ajema-2627	43	50	,	,	PUNCT
ajema-2627	43	51	state	state	NOUN
ajema-2627	43	52	-	-	PUNCT
ajema-2627	43	53	aware	aware	ADJ
ajema-2627	43	54	interfaces	interface	NOUN
ajema-2627	43	55	that	that	PRON
ajema-2627	43	56	are	be	AUX
ajema-2627	43	57	robust	robust	ADJ
ajema-2627	43	58	,	,	PUNCT
ajema-2627	43	59	scalable	scalable	ADJ
ajema-2627	43	60	,	,	PUNCT
ajema-2627	43	61	and	and	CCONJ
ajema-2627	43	62	easy	easy	ADJ
ajema-2627	43	63	to	to	PART
ajema-2627	43	64	reason	reason	VERB
ajema-2627	43	65	about	about	ADP
ajema-2627	43	66	,	,	PUNCT
ajema-2627	43	67	especially	especially	ADV
ajema-2627	43	68	as	as	SCONJ
ajema-2627	43	69	app	app	PROPN
ajema-2627	43	70	complexity	complexity	NOUN
ajema-2627	43	71	grows	grow	VERB
ajema-2627	43	72	.	.	PUNCT
ajema-2627	44	1	3	3	X
ajema-2627	44	2	.	.	X
ajema-2627	44	3	getting	getting	AUX
ajema-2627	44	4	started	start	VERB
ajema-2627	44	5	with	with	ADP
ajema-2627	44	6	swiftui	swiftui	NOUN
ajema-2627	44	7	and	and	CCONJ
ajema-2627	44	8	combine	combine	VERB
ajema-2627	44	9	1	1	NUM
ajema-2627	44	10	.	.	PUNCT
ajema-2627	44	11	environment	environment	NOUN
ajema-2627	44	12	setup	setup	NOUN
ajema-2627	44	13	:	:	PUNCT
ajema-2627	44	14	begin	begin	VERB
ajema-2627	44	15	by	by	ADP
ajema-2627	44	16	installing	instal	VERB
ajema-2627	44	17	the	the	DET
ajema-2627	44	18	latest	late	ADJ
ajema-2627	44	19	version	version	NOUN
ajema-2627	44	20	of	of	ADP
ajema-2627	44	21	xcode	xcode	PROPN
ajema-2627	44	22	,	,	PUNCT
ajema-2627	44	23	which	which	PRON
ajema-2627	44	24	provides	provide	VERB
ajema-2627	44	25	full	full	ADJ
ajema-2627	44	26	support	support	NOUN
ajema-2627	44	27	for	for	ADP
ajema-2627	44	28	swiftui	swiftui	ADJ
ajema-2627	44	29	previews	preview	NOUN
ajema-2627	44	30	and	and	CCONJ
ajema-2627	44	31	combine	combine	VERB
ajema-2627	44	32	integration	integration	NOUN
ajema-2627	44	33	.	.	PUNCT
ajema-2627	45	1	ensure	ensure	VERB
ajema-2627	45	2	your	your	PRON
ajema-2627	45	3	macos	macos	NOUN
ajema-2627	45	4	is	be	AUX
ajema-2627	45	5	updated	update	VERB
ajema-2627	45	6	and	and	CCONJ
ajema-2627	45	7	swift	swift	ADJ
ajema-2627	45	8	5	5	NUM
ajema-2627	45	9	or	or	CCONJ
ajema-2627	45	10	higher	high	ADJ
ajema-2627	45	11	is	be	AUX
ajema-2627	45	12	selected	select	VERB
ajema-2627	45	13	to	to	PART
ajema-2627	45	14	support	support	VERB
ajema-2627	45	15	the	the	DET
ajema-2627	45	16	latest	late	ADJ
ajema-2627	45	17	declarative	declarative	ADJ
ajema-2627	45	18	and	and	CCONJ
ajema-2627	45	19	reactive	reactive	ADJ
ajema-2627	45	20	programming	programming	NOUN
ajema-2627	45	21	features	feature	NOUN
ajema-2627	45	22	.	.	PUNCT
ajema-2627	46	1	create	create	VERB
ajema-2627	46	2	a	a	DET
ajema-2627	46	3	new	new	ADJ
ajema-2627	46	4	project	project	NOUN
ajema-2627	46	5	using	use	VERB
ajema-2627	46	6	the	the	DET
ajema-2627	46	7	“	"	PUNCT
ajema-2627	46	8	app	app	ADJ
ajema-2627	46	9	”	"	PUNCT
ajema-2627	46	10	template	template	NOUN
ajema-2627	46	11	with	with	ADP
ajema-2627	46	12	swiftui	swiftui	ADJ
ajema-2627	46	13	interface	interface	NOUN
ajema-2627	46	14	.	.	PUNCT
ajema-2627	47	1	this	this	PRON
ajema-2627	47	2	sets	set	VERB
ajema-2627	47	3	up	up	ADP
ajema-2627	47	4	the	the	DET
ajema-2627	47	5	modern	modern	ADJ
ajema-2627	47	6	entry	entry	NOUN
ajema-2627	47	7	point	point	NOUN
ajema-2627	47	8	via	via	ADP
ajema-2627	47	9	the	the	DET
ajema-2627	47	10	@main	@main	PROPN
ajema-2627	47	11	annotation	annotation	NOUN
ajema-2627	47	12	,	,	PUNCT
ajema-2627	47	13	replacing	replace	VERB
ajema-2627	47	14	the	the	DET
ajema-2627	47	15	older	old	ADJ
ajema-2627	47	16	uikit	uikit	NOUN
ajema-2627	47	17	-	-	PUNCT
ajema-2627	47	18	based	base	VERB
ajema-2627	47	19	lifecycle	lifecycle	NOUN
ajema-2627	47	20	.	.	PUNCT
ajema-2627	48	1	2	2	X
ajema-2627	48	2	.	.	X
ajema-2627	48	3	understanding	understand	VERB
ajema-2627	48	4	project	project	NOUN
ajema-2627	48	5	structure	structure	NOUN
ajema-2627	48	6	:	:	PUNCT
ajema-2627	48	7	swiftui	swiftui	ADJ
ajema-2627	48	8	apps	app	NOUN
ajema-2627	48	9	are	be	AUX
ajema-2627	48	10	organized	organize	VERB
ajema-2627	48	11	differently	differently	ADV
ajema-2627	48	12	from	from	ADP
ajema-2627	48	13	uikit	uikit	NOUN
ajema-2627	48	14	apps	app	NOUN
ajema-2627	48	15	.	.	PUNCT
ajema-2627	49	1	the	the	DET
ajema-2627	49	2	app	app	PROPN
ajema-2627	49	3	’s	’s	PART
ajema-2627	49	4	main	main	ADJ
ajema-2627	49	5	entry	entry	NOUN
ajema-2627	49	6	is	be	AUX
ajema-2627	49	7	defined	define	VERB
ajema-2627	49	8	in	in	ADP
ajema-2627	49	9	a	a	DET
ajema-2627	49	10	lightweight	lightweight	ADJ
ajema-2627	49	11	swift	swift	ADJ
ajema-2627	49	12	struct	struct	NOUN
ajema-2627	49	13	conforming	conform	VERB
ajema-2627	49	14	to	to	ADP
ajema-2627	49	15	the	the	DET
ajema-2627	49	16	app	app	NOUN
ajema-2627	49	17	protocol	protocol	NOUN
ajema-2627	49	18	.	.	PUNCT
ajema-2627	50	1	views	view	NOUN
ajema-2627	50	2	are	be	AUX
ajema-2627	50	3	modular	modular	ADJ
ajema-2627	50	4	,	,	PUNCT
ajema-2627	50	5	data	datum	NOUN
ajema-2627	50	6	-	-	PUNCT
ajema-2627	50	7	driven	drive	VERB
ajema-2627	50	8	,	,	PUNCT
ajema-2627	50	9	and	and	CCONJ
ajema-2627	50	10	reactively	reactively	ADV
ajema-2627	50	11	composed	compose	VERB
ajema-2627	50	12	.	.	PUNCT
ajema-2627	51	1	business	business	NOUN
ajema-2627	51	2	logic	logic	NOUN
ajema-2627	51	3	is	be	AUX
ajema-2627	51	4	typically	typically	ADV
ajema-2627	51	5	abstracted	abstract	VERB
ajema-2627	51	6	into	into	ADP
ajema-2627	51	7	observable	observable	ADJ
ajema-2627	51	8	models	model	NOUN
ajema-2627	51	9	,	,	PUNCT
ajema-2627	51	10	and	and	CCONJ
ajema-2627	51	11	ui	ui	PROPN
ajema-2627	51	12	logic	logic	NOUN
ajema-2627	51	13	resides	reside	VERB
ajema-2627	51	14	in	in	ADP
ajema-2627	51	15	small	small	ADJ
ajema-2627	51	16	,	,	PUNCT
ajema-2627	51	17	reusable	reusable	ADJ
ajema-2627	51	18	swiftui	swiftui	ADJ
ajema-2627	51	19	components	component	NOUN
ajema-2627	51	20	.	.	PUNCT
ajema-2627	52	1	this	this	PRON
ajema-2627	52	2	encourages	encourage	VERB
ajema-2627	52	3	scalability	scalability	NOUN
ajema-2627	52	4	,	,	PUNCT
ajema-2627	52	5	readability	readability	NOUN
ajema-2627	52	6	,	,	PUNCT
ajema-2627	52	7	and	and	CCONJ
ajema-2627	52	8	better	well	ADJ
ajema-2627	52	9	separation	separation	NOUN
ajema-2627	52	10	of	of	ADP
ajema-2627	52	11	concerns	concern	NOUN
ajema-2627	52	12	.	.	PUNCT
ajema-2627	53	1	3	3	X
ajema-2627	53	2	.	.	X
ajema-2627	53	3	core	core	NOUN
ajema-2627	53	4	state	state	NOUN
ajema-2627	53	5	management	management	NOUN
ajema-2627	53	6	concepts	concept	NOUN
ajema-2627	53	7	:	:	PUNCT
ajema-2627	53	8	swiftui	swiftui	PROPN
ajema-2627	53	9	replaces	replace	VERB
ajema-2627	53	10	imperative	imperative	ADJ
ajema-2627	53	11	state	state	NOUN
ajema-2627	53	12	handling	handling	NOUN
ajema-2627	53	13	with	with	ADP
ajema-2627	53	14	declarative	declarative	ADJ
ajema-2627	53	15	data	datum	NOUN
ajema-2627	53	16	-	-	PUNCT
ajema-2627	53	17	binding	bind	VERB
ajema-2627	53	18	mechanisms	mechanism	NOUN
ajema-2627	53	19	.	.	PUNCT
ajema-2627	54	1	use	use	VERB
ajema-2627	54	2	@state	@state	NOUN
ajema-2627	54	3	for	for	ADP
ajema-2627	54	4	managing	manage	VERB
ajema-2627	54	5	local	local	ADJ
ajema-2627	54	6	,	,	PUNCT
ajema-2627	54	7	view	view	NOUN
ajema-2627	54	8	-	-	PUNCT
ajema-2627	54	9	scoped	scope	VERB
ajema-2627	54	10	variables	variable	NOUN
ajema-2627	54	11	.	.	PUNCT
ajema-2627	55	1	use	use	VERB
ajema-2627	55	2	@binding	@binde	VERB
ajema-2627	55	3	when	when	SCONJ
ajema-2627	55	4	passing	pass	VERB
ajema-2627	55	5	state	state	NOUN
ajema-2627	55	6	down	down	ADP
ajema-2627	55	7	to	to	ADP
ajema-2627	55	8	child	child	NOUN
ajema-2627	55	9	components	component	NOUN
ajema-2627	55	10	.	.	PUNCT
ajema-2627	56	1	use	use	VERB
ajema-2627	56	2	@observedobject	@observedobject	PROPN
ajema-2627	56	3	or	or	CCONJ
ajema-2627	56	4	@stateobject	@stateobject	PROPN
ajema-2627	56	5	to	to	PART
ajema-2627	56	6	observe	observe	VERB
ajema-2627	56	7	external	external	ADJ
ajema-2627	56	8	,	,	PUNCT
ajema-2627	56	9	shared	share	VERB
ajema-2627	56	10	data	data	NOUN
ajema-2627	56	11	models	model	NOUN
ajema-2627	56	12	.	.	PUNCT
ajema-2627	57	1	these	these	DET
ajema-2627	57	2	wrappers	wrapper	NOUN
ajema-2627	57	3	enable	enable	VERB
ajema-2627	57	4	automatic	automatic	ADJ
ajema-2627	57	5	ui	ui	NOUN
ajema-2627	57	6	updates	update	NOUN
ajema-2627	57	7	based	base	VERB
ajema-2627	57	8	on	on	ADP
ajema-2627	57	9	data	data	NOUN
ajema-2627	57	10	changes	change	NOUN
ajema-2627	57	11	,	,	PUNCT
ajema-2627	57	12	eliminating	eliminate	VERB
ajema-2627	57	13	the	the	DET
ajema-2627	57	14	need	need	NOUN
ajema-2627	57	15	for	for	ADP
ajema-2627	57	16	manual	manual	ADJ
ajema-2627	57	17	refresh	refresh	NOUN
ajema-2627	57	18	logic	logic	NOUN
ajema-2627	57	19	.	.	PUNCT
ajema-2627	58	1	116	116	NUM
ajema-2627	58	2	journal	journal	NOUN
ajema-2627	58	3	of	of	ADP
ajema-2627	58	4	engineering	engineering	NOUN
ajema-2627	58	5	,	,	PUNCT
ajema-2627	58	6	mechanics	mechanic	NOUN
ajema-2627	58	7	and	and	CCONJ
ajema-2627	58	8	architecture	architecture	NOUN
ajema-2627	58	9	www	www	NOUN
ajema-2627	58	10	.	.	PUNCT
ajema-2627	59	1	grnjournal.us	grnjournal.us	X
ajema-2627	59	2	4	4	NUM
ajema-2627	59	3	.	.	PUNCT
ajema-2627	59	4	introduction	introduction	NOUN
ajema-2627	59	5	to	to	PART
ajema-2627	59	6	combine	combine	VERB
ajema-2627	59	7	:	:	PUNCT
ajema-2627	59	8	combine	combine	VERB
ajema-2627	59	9	is	be	AUX
ajema-2627	59	10	a	a	DET
ajema-2627	59	11	native	native	ADJ
ajema-2627	59	12	apple	apple	NOUN
ajema-2627	59	13	framework	framework	NOUN
ajema-2627	59	14	for	for	ADP
ajema-2627	59	15	handling	handle	VERB
ajema-2627	59	16	asynchronous	asynchronous	ADJ
ajema-2627	59	17	data	datum	NOUN
ajema-2627	59	18	in	in	ADP
ajema-2627	59	19	a	a	DET
ajema-2627	59	20	reactive	reactive	NOUN
ajema-2627	59	21	,	,	PUNCT
ajema-2627	59	22	functional	functional	ADJ
ajema-2627	59	23	way	way	NOUN
ajema-2627	59	24	.	.	PUNCT
ajema-2627	60	1	publishers	publisher	NOUN
ajema-2627	60	2	emit	emit	VERB
ajema-2627	60	3	values	value	NOUN
ajema-2627	60	4	over	over	ADP
ajema-2627	60	5	time	time	NOUN
ajema-2627	60	6	(	(	PUNCT
ajema-2627	60	7	such	such	ADJ
ajema-2627	60	8	as	as	ADP
ajema-2627	60	9	user	user	NOUN
ajema-2627	60	10	inputs	input	NOUN
ajema-2627	60	11	or	or	CCONJ
ajema-2627	60	12	network	network	NOUN
ajema-2627	60	13	responses	response	NOUN
ajema-2627	60	14	)	)	PUNCT
ajema-2627	60	15	.	.	PUNCT
ajema-2627	61	1	subscribers	subscriber	NOUN
ajema-2627	61	2	consume	consume	VERB
ajema-2627	61	3	these	these	DET
ajema-2627	61	4	values	value	NOUN
ajema-2627	61	5	and	and	CCONJ
ajema-2627	61	6	react	react	VERB
ajema-2627	61	7	accordingly	accordingly	ADV
ajema-2627	61	8	.	.	PUNCT
ajema-2627	62	1	operators	operator	NOUN
ajema-2627	62	2	can	can	AUX
ajema-2627	62	3	be	be	AUX
ajema-2627	62	4	chained	chain	VERB
ajema-2627	62	5	to	to	PART
ajema-2627	62	6	transform	transform	VERB
ajema-2627	62	7	,	,	PUNCT
ajema-2627	62	8	debounce	debounce	NOUN
ajema-2627	62	9	,	,	PUNCT
ajema-2627	62	10	filter	filter	NOUN
ajema-2627	62	11	,	,	PUNCT
ajema-2627	62	12	or	or	CCONJ
ajema-2627	62	13	combine	combine	VERB
ajema-2627	62	14	data	datum	NOUN
ajema-2627	62	15	streams	stream	NOUN
ajema-2627	62	16	.	.	PUNCT
ajema-2627	63	1	this	this	DET
ajema-2627	63	2	pipeline	pipeline	NOUN
ajema-2627	63	3	-	-	PUNCT
ajema-2627	63	4	based	base	VERB
ajema-2627	63	5	model	model	NOUN
ajema-2627	63	6	reduces	reduce	VERB
ajema-2627	63	7	boilerplate	boilerplate	NOUN
ajema-2627	63	8	and	and	CCONJ
ajema-2627	63	9	increases	increase	VERB
ajema-2627	63	10	predictability	predictability	NOUN
ajema-2627	63	11	in	in	ADP
ajema-2627	63	12	state	state	NOUN
ajema-2627	63	13	updates	update	NOUN
ajema-2627	63	14	.	.	PUNCT
ajema-2627	64	1	5	5	X
ajema-2627	64	2	.	.	NOUN
ajema-2627	64	3	practical	practical	ADJ
ajema-2627	64	4	use	use	NOUN
ajema-2627	64	5	case	case	NOUN
ajema-2627	64	6	(	(	PUNCT
ajema-2627	64	7	no	no	DET
ajema-2627	64	8	code	code	NOUN
ajema-2627	64	9	):	):	PUNCT
ajema-2627	64	10	imagine	imagine	VERB
ajema-2627	64	11	a	a	DET
ajema-2627	64	12	search	search	NOUN
ajema-2627	64	13	bar	bar	NOUN
ajema-2627	64	14	in	in	ADP
ajema-2627	64	15	an	an	DET
ajema-2627	64	16	app	app	NOUN
ajema-2627	64	17	.	.	PUNCT
ajema-2627	65	1	each	each	DET
ajema-2627	65	2	keystroke	keystroke	PROPN
ajema-2627	65	3	creates	create	VERB
ajema-2627	65	4	a	a	DET
ajema-2627	65	5	data	data	NOUN
ajema-2627	65	6	stream	stream	NOUN
ajema-2627	65	7	via	via	ADP
ajema-2627	65	8	a	a	DET
ajema-2627	65	9	publisher	publisher	NOUN
ajema-2627	65	10	.	.	PUNCT
ajema-2627	66	1	combine	combine	VERB
ajema-2627	66	2	operators	operator	NOUN
ajema-2627	66	3	process	process	VERB
ajema-2627	66	4	that	that	DET
ajema-2627	66	5	stream	stream	NOUN
ajema-2627	66	6	—	—	PUNCT
ajema-2627	66	7	filtering	filter	VERB
ajema-2627	66	8	out	out	ADP
ajema-2627	66	9	short	short	ADJ
ajema-2627	66	10	inputs	input	NOUN
ajema-2627	66	11	,	,	PUNCT
ajema-2627	66	12	removing	remove	VERB
ajema-2627	66	13	duplicates	duplicate	NOUN
ajema-2627	66	14	,	,	PUNCT
ajema-2627	66	15	and	and	CCONJ
ajema-2627	66	16	adding	add	VERB
ajema-2627	66	17	debounce	debounce	NOUN
ajema-2627	66	18	logic	logic	NOUN
ajema-2627	66	19	.	.	PUNCT
ajema-2627	67	1	once	once	ADV
ajema-2627	67	2	processed	process	VERB
ajema-2627	67	3	,	,	PUNCT
ajema-2627	67	4	a	a	DET
ajema-2627	67	5	subscriber	subscriber	NOUN
ajema-2627	67	6	receives	receive	VERB
ajema-2627	67	7	the	the	DET
ajema-2627	67	8	final	final	ADJ
ajema-2627	67	9	value	value	NOUN
ajema-2627	67	10	and	and	CCONJ
ajema-2627	67	11	triggers	trigger	VERB
ajema-2627	67	12	an	an	DET
ajema-2627	67	13	api	api	NOUN
ajema-2627	67	14	call	call	NOUN
ajema-2627	67	15	or	or	CCONJ
ajema-2627	67	16	ui	ui	NOUN
ajema-2627	67	17	update	update	NOUN
ajema-2627	67	18	.	.	PUNCT
ajema-2627	68	1	this	this	DET
ajema-2627	68	2	entire	entire	ADJ
ajema-2627	68	3	flow	flow	NOUN
ajema-2627	68	4	remains	remain	VERB
ajema-2627	68	5	declarative	declarative	ADJ
ajema-2627	68	6	and	and	CCONJ
ajema-2627	68	7	cleanly	cleanly	ADV
ajema-2627	68	8	separated	separate	VERB
ajema-2627	68	9	from	from	ADP
ajema-2627	68	10	ui	ui	PROPN
ajema-2627	68	11	code	code	PROPN
ajema-2627	68	12	.	.	PUNCT
ajema-2627	69	1	6	6	NUM
ajema-2627	69	2	.	.	X
ajema-2627	69	3	swiftui	swiftui	PROPN
ajema-2627	69	4	+	+	CCONJ
ajema-2627	69	5	combine	combine	VERB
ajema-2627	69	6	synergy	synergy	NOUN
ajema-2627	69	7	:	:	PUNCT
ajema-2627	69	8	swiftui	swiftui	PROPN
ajema-2627	69	9	’s	’s	PART
ajema-2627	69	10	view	view	NOUN
ajema-2627	69	11	refresh	refresh	NOUN
ajema-2627	69	12	mechanism	mechanism	NOUN
ajema-2627	69	13	is	be	AUX
ajema-2627	69	14	tightly	tightly	ADV
ajema-2627	69	15	integrated	integrate	VERB
ajema-2627	69	16	with	with	ADP
ajema-2627	69	17	combine	combine	PROPN
ajema-2627	69	18	’s	’s	PART
ajema-2627	69	19	data	data	PROPN
ajema-2627	69	20	streams	stream	NOUN
ajema-2627	69	21	.	.	PUNCT
ajema-2627	70	1	combine	combine	PROPN
ajema-2627	70	2	handles	handle	VERB
ajema-2627	70	3	the	the	DET
ajema-2627	70	4	business	business	NOUN
ajema-2627	70	5	logic	logic	NOUN
ajema-2627	70	6	and	and	CCONJ
ajema-2627	70	7	state	state	NOUN
ajema-2627	70	8	changes	change	NOUN
ajema-2627	70	9	,	,	PUNCT
ajema-2627	70	10	while	while	SCONJ
ajema-2627	70	11	swiftui	swiftui	NOUN
ajema-2627	70	12	ensures	ensure	VERB
ajema-2627	70	13	the	the	DET
ajema-2627	70	14	ui	ui	PROPN
ajema-2627	70	15	reflects	reflect	VERB
ajema-2627	70	16	those	those	DET
ajema-2627	70	17	changes	change	NOUN
ajema-2627	70	18	in	in	ADP
ajema-2627	70	19	real	real	ADJ
ajema-2627	70	20	time	time	NOUN
ajema-2627	70	21	.	.	PUNCT
ajema-2627	71	1	the	the	DET
ajema-2627	71	2	result	result	NOUN
ajema-2627	71	3	is	be	AUX
ajema-2627	71	4	a	a	DET
ajema-2627	71	5	highly	highly	ADV
ajema-2627	71	6	responsive	responsive	ADJ
ajema-2627	71	7	user	user	NOUN
ajema-2627	71	8	experience	experience	NOUN
ajema-2627	71	9	,	,	PUNCT
ajema-2627	71	10	minimal	minimal	ADJ
ajema-2627	71	11	boilerplate	boilerplate	NOUN
ajema-2627	71	12	,	,	PUNCT
ajema-2627	71	13	and	and	CCONJ
ajema-2627	71	14	easier	easy	ADJ
ajema-2627	71	15	-	-	PUNCT
ajema-2627	71	16	to	to	PART
ajema-2627	71	17	-	-	PUNCT
ajema-2627	71	18	maintain	maintain	VERB
ajema-2627	71	19	codebases	codebase	NOUN
ajema-2627	71	20	.	.	PUNCT
ajema-2627	72	1	4	4	X
ajema-2627	72	2	.	.	X
ajema-2627	72	3	managing	manage	VERB
ajema-2627	72	4	state	state	NOUN
ajema-2627	72	5	in	in	ADP
ajema-2627	72	6	swiftui	swiftui	NOUN
ajema-2627	72	7	with	with	ADP
ajema-2627	72	8	combine	combine	NOUN
ajema-2627	72	9	1	1	NUM
ajema-2627	72	10	.	.	PUNCT
ajema-2627	72	11	understanding	understand	VERB
ajema-2627	72	12	swiftui	swiftui	PROPN
ajema-2627	72	13	’s	’s	PART
ajema-2627	72	14	state	state	NOUN
ajema-2627	72	15	bindings	binding	NOUN
ajema-2627	72	16	:	:	PUNCT
ajema-2627	72	17	state	state	NOUN
ajema-2627	72	18	management	management	NOUN
ajema-2627	72	19	in	in	ADP
ajema-2627	72	20	swiftui	swiftui	ADJ
ajema-2627	72	21	centers	center	NOUN
ajema-2627	72	22	around	around	ADP
ajema-2627	72	23	property	property	NOUN
ajema-2627	72	24	wrappers	wrapper	NOUN
ajema-2627	72	25	that	that	PRON
ajema-2627	72	26	define	define	VERB
ajema-2627	72	27	how	how	SCONJ
ajema-2627	72	28	data	datum	NOUN
ajema-2627	72	29	flows	flow	NOUN
ajema-2627	72	30	and	and	CCONJ
ajema-2627	72	31	how	how	SCONJ
ajema-2627	72	32	ui	ui	PROPN
ajema-2627	72	33	responds	respond	VERB
ajema-2627	72	34	.	.	PUNCT
ajema-2627	73	1	@published	@published	ADJ
ajema-2627	73	2	is	be	AUX
ajema-2627	73	3	used	use	VERB
ajema-2627	73	4	inside	inside	ADP
ajema-2627	73	5	a	a	DET
ajema-2627	73	6	viewmodel	viewmodel	NOUN
ajema-2627	73	7	to	to	PART
ajema-2627	73	8	automatically	automatically	ADV
ajema-2627	73	9	emit	emit	VERB
ajema-2627	73	10	changes	change	NOUN
ajema-2627	73	11	to	to	PART
ajema-2627	73	12	combine	combine	VERB
ajema-2627	73	13	subscribers	subscriber	NOUN
ajema-2627	73	14	.	.	PUNCT
ajema-2627	74	1	@stateobject	@stateobject	PROPN
ajema-2627	74	2	is	be	AUX
ajema-2627	74	3	used	use	VERB
ajema-2627	74	4	to	to	PART
ajema-2627	74	5	initialize	initialize	VERB
ajema-2627	74	6	and	and	CCONJ
ajema-2627	74	7	retain	retain	VERB
ajema-2627	74	8	a	a	DET
ajema-2627	74	9	viewmodel	viewmodel	NOUN
ajema-2627	74	10	within	within	ADP
ajema-2627	74	11	a	a	DET
ajema-2627	74	12	view	view	NOUN
ajema-2627	74	13	,	,	PUNCT
ajema-2627	74	14	ensuring	ensure	VERB
ajema-2627	74	15	it	it	PRON
ajema-2627	74	16	persists	persist	VERB
ajema-2627	74	17	for	for	ADP
ajema-2627	74	18	the	the	DET
ajema-2627	74	19	view	view	NOUN
ajema-2627	74	20	’s	’s	PART
ajema-2627	74	21	lifecycle	lifecycle	NOUN
ajema-2627	74	22	.	.	PUNCT
ajema-2627	75	1	@environmentobject	@environmentobject	AUX
ajema-2627	75	2	allows	allow	VERB
ajema-2627	75	3	the	the	DET
ajema-2627	75	4	same	same	ADJ
ajema-2627	75	5	viewmodel	viewmodel	NOUN
ajema-2627	75	6	to	to	PART
ajema-2627	75	7	be	be	AUX
ajema-2627	75	8	injected	inject	VERB
ajema-2627	75	9	across	across	ADP
ajema-2627	75	10	deeply	deeply	ADV
ajema-2627	75	11	nested	nested	ADJ
ajema-2627	75	12	views	view	NOUN
ajema-2627	75	13	,	,	PUNCT
ajema-2627	75	14	promoting	promote	VERB
ajema-2627	75	15	decoupled	decouple	VERB
ajema-2627	75	16	architecture	architecture	NOUN
ajema-2627	75	17	and	and	CCONJ
ajema-2627	75	18	centralized	centralized	ADJ
ajema-2627	75	19	state	state	NOUN
ajema-2627	75	20	access	access	NOUN
ajema-2627	75	21	.	.	PUNCT
ajema-2627	76	1	2	2	X
ajema-2627	76	2	.	.	X
ajema-2627	76	3	structuring	structure	VERB
ajema-2627	76	4	viewmodels	viewmodel	NOUN
ajema-2627	76	5	with	with	ADP
ajema-2627	76	6	observableobject	observableobject	NOUN
ajema-2627	76	7	:	:	PUNCT
ajema-2627	76	8	a	a	DET
ajema-2627	76	9	viewmodel	viewmodel	NOUN
ajema-2627	76	10	class	class	NOUN
ajema-2627	76	11	that	that	PRON
ajema-2627	76	12	conforms	conform	VERB
ajema-2627	76	13	to	to	ADP
ajema-2627	76	14	the	the	DET
ajema-2627	76	15	observableobject	observableobject	ADJ
ajema-2627	76	16	protocol	protocol	NOUN
ajema-2627	76	17	serves	serve	VERB
ajema-2627	76	18	as	as	ADP
ajema-2627	76	19	a	a	DET
ajema-2627	76	20	bridge	bridge	NOUN
ajema-2627	76	21	between	between	ADP
ajema-2627	76	22	your	your	PRON
ajema-2627	76	23	business	business	NOUN
ajema-2627	76	24	logic	logic	NOUN
ajema-2627	76	25	and	and	CCONJ
ajema-2627	76	26	swiftui	swiftui	ADJ
ajema-2627	76	27	views	view	NOUN
ajema-2627	76	28	.	.	PUNCT
ajema-2627	77	1	when	when	SCONJ
ajema-2627	77	2	properties	property	NOUN
ajema-2627	77	3	within	within	ADP
ajema-2627	77	4	the	the	DET
ajema-2627	77	5	viewmodel	viewmodel	NOUN
ajema-2627	77	6	are	be	AUX
ajema-2627	77	7	marked	mark	VERB
ajema-2627	77	8	with	with	ADP
ajema-2627	77	9	@published	@publishe	VERB
ajema-2627	77	10	,	,	PUNCT
ajema-2627	77	11	changes	change	NOUN
ajema-2627	77	12	to	to	ADP
ajema-2627	77	13	those	those	DET
ajema-2627	77	14	properties	property	NOUN
ajema-2627	77	15	automatically	automatically	ADV
ajema-2627	77	16	trigger	trigger	VERB
ajema-2627	77	17	ui	ui	NOUN
ajema-2627	77	18	updates	update	NOUN
ajema-2627	77	19	in	in	ADP
ajema-2627	77	20	views	view	NOUN
ajema-2627	77	21	observing	observe	VERB
ajema-2627	77	22	the	the	DET
ajema-2627	77	23	viewmodel	viewmodel	NOUN
ajema-2627	77	24	.	.	PUNCT
ajema-2627	78	1	this	this	DET
ajema-2627	78	2	design	design	NOUN
ajema-2627	78	3	enforces	enforce	VERB
ajema-2627	78	4	a	a	DET
ajema-2627	78	5	reactive	reactive	ADJ
ajema-2627	78	6	programming	programming	NOUN
ajema-2627	78	7	model	model	NOUN
ajema-2627	78	8	and	and	CCONJ
ajema-2627	78	9	enables	enable	VERB
ajema-2627	78	10	testable	testable	ADJ
ajema-2627	78	11	,	,	PUNCT
ajema-2627	78	12	modular	modular	ADJ
ajema-2627	78	13	business	business	NOUN
ajema-2627	78	14	logic	logic	NOUN
ajema-2627	78	15	.	.	PUNCT
ajema-2627	79	1	3	3	X
ajema-2627	79	2	.	.	X
ajema-2627	79	3	embracing	embrace	VERB
ajema-2627	79	4	one	one	NUM
ajema-2627	79	5	-	-	PUNCT
ajema-2627	79	6	way	way	NOUN
ajema-2627	79	7	data	datum	NOUN
ajema-2627	79	8	flow	flow	NOUN
ajema-2627	79	9	:	:	PUNCT
ajema-2627	79	10	swiftui	swiftui	PROPN
ajema-2627	79	11	is	be	AUX
ajema-2627	79	12	built	build	VERB
ajema-2627	79	13	on	on	ADP
ajema-2627	79	14	the	the	DET
ajema-2627	79	15	principle	principle	NOUN
ajema-2627	79	16	of	of	ADP
ajema-2627	79	17	one	one	NUM
ajema-2627	79	18	-	-	PUNCT
ajema-2627	79	19	way	way	NOUN
ajema-2627	79	20	data	datum	NOUN
ajema-2627	79	21	flow	flow	NOUN
ajema-2627	79	22	—	—	PUNCT
ajema-2627	79	23	from	from	ADP
ajema-2627	79	24	model	model	NOUN
ajema-2627	79	25	to	to	PART
ajema-2627	79	26	view	view	VERB
ajema-2627	79	27	.	.	PUNCT
ajema-2627	80	1	the	the	DET
ajema-2627	80	2	viewmodel	viewmodel	NOUN
ajema-2627	80	3	pushes	push	VERB
ajema-2627	80	4	changes	change	NOUN
ajema-2627	80	5	to	to	ADP
ajema-2627	80	6	the	the	DET
ajema-2627	80	7	view	view	NOUN
ajema-2627	80	8	through	through	ADP
ajema-2627	80	9	@published	@published	ADJ
ajema-2627	80	10	properties	property	NOUN
ajema-2627	80	11	,	,	PUNCT
ajema-2627	80	12	while	while	SCONJ
ajema-2627	80	13	the	the	DET
ajema-2627	80	14	view	view	NOUN
ajema-2627	80	15	reflects	reflect	VERB
ajema-2627	80	16	those	those	DET
ajema-2627	80	17	changes	change	NOUN
ajema-2627	80	18	without	without	ADP
ajema-2627	80	19	directly	directly	ADV
ajema-2627	80	20	modifying	modify	VERB
ajema-2627	80	21	the	the	DET
ajema-2627	80	22	model	model	NOUN
ajema-2627	80	23	.	.	PUNCT
ajema-2627	81	1	this	this	DET
ajema-2627	81	2	clear	clear	ADJ
ajema-2627	81	3	separation	separation	NOUN
ajema-2627	81	4	minimizes	minimize	VERB
ajema-2627	81	5	unintended	unintended	ADJ
ajema-2627	81	6	side	side	NOUN
ajema-2627	81	7	effects	effect	NOUN
ajema-2627	81	8	and	and	CCONJ
ajema-2627	81	9	keeps	keep	VERB
ajema-2627	81	10	application	application	NOUN
ajema-2627	81	11	logic	logic	NOUN
ajema-2627	81	12	predictable	predictable	ADJ
ajema-2627	81	13	and	and	CCONJ
ajema-2627	81	14	debuggable	debuggable	ADJ
ajema-2627	81	15	.	.	PUNCT
ajema-2627	82	1	4	4	X
ajema-2627	82	2	.	.	X
ajema-2627	82	3	implementing	implement	VERB
ajema-2627	82	4	two	two	NUM
ajema-2627	82	5	-	-	PUNCT
ajema-2627	82	6	way	way	NOUN
ajema-2627	82	7	bindings	binding	NOUN
ajema-2627	82	8	safely	safely	ADV
ajema-2627	82	9	:	:	PUNCT
ajema-2627	82	10	in	in	ADP
ajema-2627	82	11	some	some	DET
ajema-2627	82	12	cases	case	NOUN
ajema-2627	82	13	,	,	PUNCT
ajema-2627	82	14	user	user	NOUN
ajema-2627	82	15	inputs	input	NOUN
ajema-2627	82	16	in	in	ADP
ajema-2627	82	17	the	the	DET
ajema-2627	82	18	ui	ui	NOUN
ajema-2627	82	19	(	(	PUNCT
ajema-2627	82	20	such	such	ADJ
ajema-2627	82	21	as	as	ADP
ajema-2627	82	22	text	text	NOUN
ajema-2627	82	23	fields	field	NOUN
ajema-2627	82	24	or	or	CCONJ
ajema-2627	82	25	toggles	toggle	NOUN
ajema-2627	82	26	)	)	PUNCT
ajema-2627	82	27	must	must	AUX
ajema-2627	82	28	update	update	VERB
ajema-2627	82	29	the	the	DET
ajema-2627	82	30	underlying	underlie	VERB
ajema-2627	82	31	state	state	NOUN
ajema-2627	82	32	.	.	PUNCT
ajema-2627	83	1	swiftui	swiftui	PROPN
ajema-2627	83	2	enables	enable	VERB
ajema-2627	83	3	this	this	PRON
ajema-2627	83	4	through	through	ADP
ajema-2627	83	5	two	two	NUM
ajema-2627	83	6	-	-	PUNCT
ajema-2627	83	7	way	way	NOUN
ajema-2627	83	8	bindings	binding	NOUN
ajema-2627	83	9	using	use	VERB
ajema-2627	83	10	the	the	DET
ajema-2627	83	11	$	$	SYM
ajema-2627	83	12	prefix	prefix	NOUN
ajema-2627	83	13	.	.	PUNCT
ajema-2627	84	1	while	while	SCONJ
ajema-2627	84	2	convenient	convenient	ADJ
ajema-2627	84	3	,	,	PUNCT
ajema-2627	84	4	two	two	NUM
ajema-2627	84	5	-	-	PUNCT
ajema-2627	84	6	way	way	NOUN
ajema-2627	84	7	bindings	binding	NOUN
ajema-2627	84	8	should	should	AUX
ajema-2627	84	9	be	be	AUX
ajema-2627	84	10	carefully	carefully	ADV
ajema-2627	84	11	managed	manage	VERB
ajema-2627	84	12	within	within	ADP
ajema-2627	84	13	the	the	DET
ajema-2627	84	14	viewmodel	viewmodel	NOUN
ajema-2627	84	15	to	to	PART
ajema-2627	84	16	avoid	avoid	VERB
ajema-2627	84	17	tightly	tightly	ADV
ajema-2627	84	18	coupling	couple	VERB
ajema-2627	84	19	ui	ui	NOUN
ajema-2627	84	20	elements	element	NOUN
ajema-2627	84	21	and	and	CCONJ
ajema-2627	84	22	business	business	NOUN
ajema-2627	84	23	logic	logic	NOUN
ajema-2627	84	24	,	,	PUNCT
ajema-2627	84	25	preserving	preserve	VERB
ajema-2627	84	26	modularity	modularity	NOUN
ajema-2627	84	27	.	.	PUNCT
ajema-2627	85	1	5	5	X
ajema-2627	85	2	.	.	X
ajema-2627	85	3	enhancing	enhance	VERB
ajema-2627	85	4	responsiveness	responsiveness	NOUN
ajema-2627	85	5	with	with	ADP
ajema-2627	85	6	combine	combine	NOUN
ajema-2627	85	7	operators	operator	NOUN
ajema-2627	85	8	:	:	PUNCT
ajema-2627	85	9	combine	combine	AUX
ajema-2627	85	10	offers	offer	VERB
ajema-2627	85	11	powerful	powerful	ADJ
ajema-2627	85	12	tools	tool	NOUN
ajema-2627	85	13	to	to	PART
ajema-2627	85	14	refine	refine	VERB
ajema-2627	85	15	how	how	SCONJ
ajema-2627	85	16	user	user	NOUN
ajema-2627	85	17	inputs	input	NOUN
ajema-2627	85	18	and	and	CCONJ
ajema-2627	85	19	asynchronous	asynchronous	ADJ
ajema-2627	85	20	data	datum	NOUN
ajema-2627	85	21	are	be	AUX
ajema-2627	85	22	processed	process	VERB
ajema-2627	85	23	.	.	PUNCT
ajema-2627	86	1	operators	operator	NOUN
ajema-2627	86	2	like	like	ADP
ajema-2627	86	3	debounce	debounce	NOUN
ajema-2627	86	4	delay	delay	NOUN
ajema-2627	86	5	emissions	emission	NOUN
ajema-2627	86	6	to	to	PART
ajema-2627	86	7	avoid	avoid	VERB
ajema-2627	86	8	flooding	flood	VERB
ajema-2627	86	9	the	the	DET
ajema-2627	86	10	ui	ui	NOUN
ajema-2627	86	11	with	with	ADP
ajema-2627	86	12	frequent	frequent	ADJ
ajema-2627	86	13	updates	update	NOUN
ajema-2627	86	14	—	—	PUNCT
ajema-2627	86	15	ideal	ideal	ADJ
ajema-2627	86	16	for	for	ADP
ajema-2627	86	17	search	search	NOUN
ajema-2627	86	18	or	or	CCONJ
ajema-2627	86	19	form	form	NOUN
ajema-2627	86	20	inputs	input	NOUN
ajema-2627	86	21	.	.	PUNCT
ajema-2627	87	1	throttle	throttle	NOUN
ajema-2627	87	2	limits	limit	NOUN
ajema-2627	87	3	how	how	SCONJ
ajema-2627	87	4	often	often	ADV
ajema-2627	87	5	an	an	DET
ajema-2627	87	6	update	update	NOUN
ajema-2627	87	7	can	can	AUX
ajema-2627	87	8	occur	occur	VERB
ajema-2627	87	9	,	,	PUNCT
ajema-2627	87	10	helpful	helpful	ADJ
ajema-2627	87	11	in	in	ADP
ajema-2627	87	12	scenarios	scenario	NOUN
ajema-2627	87	13	with	with	ADP
ajema-2627	87	14	high	high	ADJ
ajema-2627	87	15	-	-	PUNCT
ajema-2627	87	16	frequency	frequency	NOUN
ajema-2627	87	17	data	datum	NOUN
ajema-2627	87	18	.	.	PUNCT
ajema-2627	88	1	other	other	ADJ
ajema-2627	88	2	operators	operator	NOUN
ajema-2627	88	3	like	like	ADP
ajema-2627	88	4	removeduplicates	removeduplicate	NOUN
ajema-2627	88	5	,	,	PUNCT
ajema-2627	88	6	map	map	NOUN
ajema-2627	88	7	,	,	PUNCT
ajema-2627	88	8	and	and	CCONJ
ajema-2627	88	9	flatmap	flatmap	NOUN
ajema-2627	88	10	are	be	AUX
ajema-2627	88	11	commonly	commonly	ADV
ajema-2627	88	12	used	use	VERB
ajema-2627	88	13	to	to	PART
ajema-2627	88	14	transform	transform	VERB
ajema-2627	88	15	and	and	CCONJ
ajema-2627	88	16	streamline	streamline	VERB
ajema-2627	88	17	reactive	reactive	ADJ
ajema-2627	88	18	flows	flow	NOUN
ajema-2627	88	19	,	,	PUNCT
ajema-2627	88	20	ensuring	ensure	VERB
ajema-2627	88	21	your	your	PRON
ajema-2627	88	22	ui	ui	NOUN
ajema-2627	88	23	remains	remain	VERB
ajema-2627	88	24	responsive	responsive	ADJ
ajema-2627	88	25	without	without	ADP
ajema-2627	88	26	sacrificing	sacrifice	VERB
ajema-2627	88	27	performance	performance	NOUN
ajema-2627	88	28	.	.	PUNCT
ajema-2627	89	1	6	6	X
ajema-2627	89	2	.	.	X
ajema-2627	89	3	combining	combine	VERB
ajema-2627	89	4	swiftui	swiftui	NOUN
ajema-2627	89	5	and	and	CCONJ
ajema-2627	89	6	combine	combine	VERB
ajema-2627	89	7	for	for	ADP
ajema-2627	89	8	elegant	elegant	ADJ
ajema-2627	89	9	state	state	NOUN
ajema-2627	89	10	management	management	NOUN
ajema-2627	89	11	:	:	PUNCT
ajema-2627	89	12	the	the	DET
ajema-2627	89	13	integration	integration	NOUN
ajema-2627	89	14	of	of	ADP
ajema-2627	89	15	combine	combine	NOUN
ajema-2627	89	16	’s	’s	PART
ajema-2627	89	17	publishers	publisher	NOUN
ajema-2627	89	18	and	and	CCONJ
ajema-2627	89	19	swiftui	swiftui	PROPN
ajema-2627	89	20	’s	’s	PART
ajema-2627	89	21	declarative	declarative	ADJ
ajema-2627	89	22	bindings	binding	NOUN
ajema-2627	89	23	results	result	NOUN
ajema-2627	89	24	in	in	ADP
ajema-2627	89	25	a	a	DET
ajema-2627	89	26	robust	robust	ADJ
ajema-2627	89	27	,	,	PUNCT
ajema-2627	89	28	flexible	flexible	ADJ
ajema-2627	89	29	state	state	NOUN
ajema-2627	89	30	system	system	NOUN
ajema-2627	89	31	.	.	PUNCT
ajema-2627	90	1	whether	whether	SCONJ
ajema-2627	90	2	managing	manage	VERB
ajema-2627	90	3	local	local	ADJ
ajema-2627	90	4	state	state	NOUN
ajema-2627	90	5	,	,	PUNCT
ajema-2627	90	6	synchronizing	synchronize	VERB
ajema-2627	90	7	across	across	ADP
ajema-2627	90	8	shared	share	VERB
ajema-2627	90	9	views	view	NOUN
ajema-2627	90	10	,	,	PUNCT
ajema-2627	90	11	or	or	CCONJ
ajema-2627	90	12	handling	handle	VERB
ajema-2627	90	13	asynchronous	asynchronous	ADJ
ajema-2627	90	14	data	datum	NOUN
ajema-2627	90	15	streams	stream	NOUN
ajema-2627	90	16	,	,	PUNCT
ajema-2627	90	17	the	the	DET
ajema-2627	90	18	combined	combined	ADJ
ajema-2627	90	19	use	use	NOUN
ajema-2627	90	20	of	of	ADP
ajema-2627	90	21	@published	@published	ADJ
ajema-2627	90	22	,	,	PUNCT
ajema-2627	90	23	observableobject	observableobject	ADJ
ajema-2627	90	24	,	,	PUNCT
ajema-2627	90	25	and	and	CCONJ
ajema-2627	90	26	combine	combine	VERB
ajema-2627	90	27	pipelines	pipeline	NOUN
ajema-2627	90	28	provides	provide	VERB
ajema-2627	90	29	a	a	DET
ajema-2627	90	30	scalable	scalable	ADJ
ajema-2627	90	31	and	and	CCONJ
ajema-2627	90	32	maintainable	maintainable	ADJ
ajema-2627	90	33	architecture	architecture	NOUN
ajema-2627	90	34	for	for	ADP
ajema-2627	90	35	modern	modern	ADJ
ajema-2627	90	36	ios	io	NOUN
ajema-2627	90	37	applications	application	NOUN
ajema-2627	90	38	.	.	PUNCT
ajema-2627	91	1	117	117	NUM
ajema-2627	91	2	journal	journal	NOUN
ajema-2627	91	3	of	of	ADP
ajema-2627	91	4	engineering	engineering	NOUN
ajema-2627	91	5	,	,	PUNCT
ajema-2627	91	6	mechanics	mechanic	NOUN
ajema-2627	91	7	and	and	CCONJ
ajema-2627	91	8	architecture	architecture	NOUN
ajema-2627	91	9	www	www	NOUN
ajema-2627	91	10	.	.	PUNCT
ajema-2627	92	1	grnjournal.us	grnjournal.us	X
ajema-2627	92	2	5	5	X
ajema-2627	92	3	.	.	PUNCT
ajema-2627	93	1	building	build	VERB
ajema-2627	93	2	a	a	DET
ajema-2627	93	3	real	real	ADJ
ajema-2627	93	4	-	-	PUNCT
ajema-2627	93	5	world	world	NOUN
ajema-2627	93	6	feature	feature	NOUN
ajema-2627	93	7	:	:	PUNCT
ajema-2627	93	8	end	end	NOUN
ajema-2627	93	9	-	-	PUNCT
ajema-2627	93	10	to	to	ADP
ajema-2627	93	11	-	-	PUNCT
ajema-2627	93	12	end	end	NOUN
ajema-2627	93	13	example	example	NOUN
ajema-2627	93	14	1	1	NUM
ajema-2627	93	15	.	.	X
ajema-2627	93	16	defining	define	VERB
ajema-2627	93	17	the	the	DET
ajema-2627	93	18	use	use	NOUN
ajema-2627	93	19	case	case	NOUN
ajema-2627	93	20	–	–	PUNCT
ajema-2627	93	21	real	real	ADJ
ajema-2627	93	22	-	-	PUNCT
ajema-2627	93	23	time	time	NOUN
ajema-2627	93	24	search	search	NOUN
ajema-2627	93	25	application	application	NOUN
ajema-2627	93	26	:	:	PUNCT
ajema-2627	93	27	to	to	PART
ajema-2627	93	28	demonstrate	demonstrate	VERB
ajema-2627	93	29	swiftui	swiftui	NOUN
ajema-2627	93	30	and	and	CCONJ
ajema-2627	93	31	combine	combine	VERB
ajema-2627	93	32	in	in	ADP
ajema-2627	93	33	action	action	NOUN
ajema-2627	93	34	,	,	PUNCT
ajema-2627	93	35	consider	consider	VERB
ajema-2627	93	36	a	a	DET
ajema-2627	93	37	real	real	ADJ
ajema-2627	93	38	-	-	PUNCT
ajema-2627	93	39	world	world	NOUN
ajema-2627	93	40	example	example	NOUN
ajema-2627	93	41	:	:	PUNCT
ajema-2627	93	42	a	a	DET
ajema-2627	93	43	real	real	ADJ
ajema-2627	93	44	-	-	PUNCT
ajema-2627	93	45	time	time	NOUN
ajema-2627	93	46	search	search	NOUN
ajema-2627	93	47	interface	interface	NOUN
ajema-2627	93	48	for	for	ADP
ajema-2627	93	49	something	something	PRON
ajema-2627	93	50	like	like	ADP
ajema-2627	93	51	movie	movie	NOUN
ajema-2627	93	52	titles	title	NOUN
ajema-2627	93	53	,	,	PUNCT
ajema-2627	93	54	weather	weather	NOUN
ajema-2627	93	55	data	datum	NOUN
ajema-2627	93	56	,	,	PUNCT
ajema-2627	93	57	or	or	CCONJ
ajema-2627	93	58	github	github	PROPN
ajema-2627	93	59	repositories	repository	NOUN
ajema-2627	93	60	.	.	PUNCT
ajema-2627	94	1	the	the	DET
ajema-2627	94	2	goal	goal	NOUN
ajema-2627	94	3	is	be	AUX
ajema-2627	94	4	to	to	PART
ajema-2627	94	5	provide	provide	VERB
ajema-2627	94	6	users	user	NOUN
ajema-2627	94	7	with	with	ADP
ajema-2627	94	8	instantaneous	instantaneous	ADJ
ajema-2627	94	9	results	result	NOUN
ajema-2627	94	10	as	as	SCONJ
ajema-2627	94	11	they	they	PRON
ajema-2627	94	12	type	type	VERB
ajema-2627	94	13	,	,	PUNCT
ajema-2627	94	14	leveraging	leverage	VERB
ajema-2627	94	15	reactive	reactive	ADJ
ajema-2627	94	16	programming	programming	NOUN
ajema-2627	94	17	to	to	PART
ajema-2627	94	18	manage	manage	VERB
ajema-2627	94	19	network	network	NOUN
ajema-2627	94	20	requests	request	NOUN
ajema-2627	94	21	,	,	PUNCT
ajema-2627	94	22	ui	ui	PROPN
ajema-2627	94	23	states	state	NOUN
ajema-2627	94	24	,	,	PUNCT
ajema-2627	94	25	and	and	CCONJ
ajema-2627	94	26	performance	performance	NOUN
ajema-2627	94	27	optimizations	optimization	NOUN
ajema-2627	94	28	.	.	PUNCT
ajema-2627	95	1	2	2	X
ajema-2627	95	2	.	.	X
ajema-2627	95	3	designing	design	VERB
ajema-2627	95	4	the	the	DET
ajema-2627	95	5	ui	ui	NOUN
ajema-2627	95	6	with	with	ADP
ajema-2627	95	7	swiftui	swiftui	ADJ
ajema-2627	95	8	view	view	NOUN
ajema-2627	95	9	hierarchy	hierarchy	NOUN
ajema-2627	95	10	:	:	PUNCT
ajema-2627	95	11	start	start	VERB
ajema-2627	95	12	by	by	ADP
ajema-2627	95	13	organizing	organize	VERB
ajema-2627	95	14	the	the	DET
ajema-2627	95	15	swiftui	swiftui	ADJ
ajema-2627	95	16	view	view	NOUN
ajema-2627	95	17	structure	structure	NOUN
ajema-2627	95	18	.	.	PUNCT
ajema-2627	96	1	a	a	DET
ajema-2627	96	2	typical	typical	ADJ
ajema-2627	96	3	layout	layout	NOUN
ajema-2627	96	4	includes	include	VERB
ajema-2627	96	5	a	a	DET
ajema-2627	96	6	text	text	NOUN
ajema-2627	96	7	input	input	NOUN
ajema-2627	96	8	field	field	NOUN
ajema-2627	96	9	for	for	ADP
ajema-2627	96	10	the	the	DET
ajema-2627	96	11	query	query	NOUN
ajema-2627	96	12	,	,	PUNCT
ajema-2627	96	13	a	a	DET
ajema-2627	96	14	loading	loading	NOUN
ajema-2627	96	15	indicator	indicator	NOUN
ajema-2627	96	16	,	,	PUNCT
ajema-2627	96	17	a	a	DET
ajema-2627	96	18	dynamic	dynamic	ADJ
ajema-2627	96	19	list	list	NOUN
ajema-2627	96	20	to	to	PART
ajema-2627	96	21	display	display	VERB
ajema-2627	96	22	search	search	NOUN
ajema-2627	96	23	results	result	NOUN
ajema-2627	96	24	,	,	PUNCT
ajema-2627	96	25	and	and	CCONJ
ajema-2627	96	26	a	a	DET
ajema-2627	96	27	conditional	conditional	ADJ
ajema-2627	96	28	error	error	NOUN
ajema-2627	96	29	message	message	NOUN
ajema-2627	96	30	view	view	NOUN
ajema-2627	96	31	.	.	PUNCT
ajema-2627	97	1	each	each	DET
ajema-2627	97	2	ui	ui	PROPN
ajema-2627	97	3	component	component	NOUN
ajema-2627	97	4	is	be	AUX
ajema-2627	97	5	driven	drive	VERB
ajema-2627	97	6	by	by	ADP
ajema-2627	97	7	data	datum	NOUN
ajema-2627	97	8	bindings	binding	NOUN
ajema-2627	97	9	to	to	ADP
ajema-2627	97	10	a	a	DET
ajema-2627	97	11	shared	share	VERB
ajema-2627	97	12	viewmodel	viewmodel	NOUN
ajema-2627	97	13	,	,	PUNCT
ajema-2627	97	14	ensuring	ensure	VERB
ajema-2627	97	15	a	a	DET
ajema-2627	97	16	declarative	declarative	NOUN
ajema-2627	97	17	,	,	PUNCT
ajema-2627	97	18	reactive	reactive	ADJ
ajema-2627	97	19	flow	flow	NOUN
ajema-2627	97	20	between	between	ADP
ajema-2627	97	21	data	datum	NOUN
ajema-2627	97	22	and	and	CCONJ
ajema-2627	97	23	presentation	presentation	NOUN
ajema-2627	97	24	.	.	PUNCT
ajema-2627	98	1	3	3	X
ajema-2627	98	2	.	.	X
ajema-2627	98	3	connecting	connect	VERB
ajema-2627	98	4	combine	combine	NOUN
ajema-2627	98	5	for	for	ADP
ajema-2627	98	6	reactive	reactive	ADJ
ajema-2627	98	7	network	network	NOUN
ajema-2627	98	8	requests	request	NOUN
ajema-2627	98	9	:	:	PUNCT
ajema-2627	98	10	the	the	DET
ajema-2627	98	11	search	search	NOUN
ajema-2627	98	12	query	query	NOUN
ajema-2627	98	13	entered	enter	VERB
ajema-2627	98	14	by	by	ADP
ajema-2627	98	15	the	the	DET
ajema-2627	98	16	user	user	NOUN
ajema-2627	98	17	is	be	AUX
ajema-2627	98	18	observed	observe	VERB
ajema-2627	98	19	via	via	ADP
ajema-2627	98	20	a	a	DET
ajema-2627	98	21	combine	combine	NOUN
ajema-2627	98	22	publisher	publisher	NOUN
ajema-2627	98	23	.	.	PUNCT
ajema-2627	99	1	using	use	VERB
ajema-2627	99	2	operators	operator	NOUN
ajema-2627	99	3	like	like	ADP
ajema-2627	99	4	debounce	debounce	NOUN
ajema-2627	99	5	(	(	PUNCT
ajema-2627	99	6	to	to	PART
ajema-2627	99	7	delay	delay	VERB
ajema-2627	99	8	execution	execution	NOUN
ajema-2627	99	9	while	while	SCONJ
ajema-2627	99	10	the	the	DET
ajema-2627	99	11	user	user	NOUN
ajema-2627	99	12	is	be	AUX
ajema-2627	99	13	still	still	ADV
ajema-2627	99	14	typing	type	VERB
ajema-2627	99	15	)	)	PUNCT
ajema-2627	99	16	and	and	CCONJ
ajema-2627	99	17	removeduplicates	removeduplicate	NOUN
ajema-2627	99	18	(	(	PUNCT
ajema-2627	99	19	to	to	PART
ajema-2627	99	20	avoid	avoid	VERB
ajema-2627	99	21	repeated	repeat	VERB
ajema-2627	99	22	api	api	NOUN
ajema-2627	99	23	calls	call	NOUN
ajema-2627	99	24	for	for	ADP
ajema-2627	99	25	the	the	DET
ajema-2627	99	26	same	same	ADJ
ajema-2627	99	27	input	input	NOUN
ajema-2627	99	28	)	)	PUNCT
ajema-2627	99	29	,	,	PUNCT
ajema-2627	99	30	the	the	DET
ajema-2627	99	31	viewmodel	viewmodel	NOUN
ajema-2627	99	32	triggers	trigger	NOUN
ajema-2627	99	33	asynchronous	asynchronous	ADJ
ajema-2627	99	34	api	api	NOUN
ajema-2627	99	35	calls	call	NOUN
ajema-2627	99	36	.	.	PUNCT
ajema-2627	100	1	the	the	DET
ajema-2627	100	2	results	result	NOUN
ajema-2627	100	3	,	,	PUNCT
ajema-2627	100	4	errors	error	NOUN
ajema-2627	100	5	,	,	PUNCT
ajema-2627	100	6	or	or	CCONJ
ajema-2627	100	7	loading	load	VERB
ajema-2627	100	8	state	state	NOUN
ajema-2627	100	9	are	be	AUX
ajema-2627	100	10	all	all	ADV
ajema-2627	100	11	published	publish	VERB
ajema-2627	100	12	and	and	CCONJ
ajema-2627	100	13	bound	bind	VERB
ajema-2627	100	14	to	to	ADP
ajema-2627	100	15	the	the	DET
ajema-2627	100	16	swiftui	swiftui	PROPN
ajema-2627	100	17	view	view	NOUN
ajema-2627	100	18	,	,	PUNCT
ajema-2627	100	19	ensuring	ensure	VERB
ajema-2627	100	20	instant	instant	ADJ
ajema-2627	100	21	feedback	feedback	NOUN
ajema-2627	100	22	without	without	ADP
ajema-2627	100	23	manual	manual	ADJ
ajema-2627	100	24	refresh	refresh	NOUN
ajema-2627	100	25	logic	logic	NOUN
ajema-2627	100	26	.	.	PUNCT
ajema-2627	101	1	4	4	X
ajema-2627	101	2	.	.	X
ajema-2627	101	3	managing	manage	VERB
ajema-2627	101	4	loading	loading	NOUN
ajema-2627	101	5	,	,	PUNCT
ajema-2627	101	6	success	success	NOUN
ajema-2627	101	7	,	,	PUNCT
ajema-2627	101	8	and	and	CCONJ
ajema-2627	101	9	error	error	NOUN
ajema-2627	101	10	states	state	NOUN
ajema-2627	101	11	:	:	PUNCT
ajema-2627	101	12	the	the	DET
ajema-2627	101	13	viewmodel	viewmodel	NOUN
ajema-2627	101	14	maintains	maintain	VERB
ajema-2627	101	15	an	an	DET
ajema-2627	101	16	enum	enum	NOUN
ajema-2627	101	17	or	or	CCONJ
ajema-2627	101	18	a	a	DET
ajema-2627	101	19	group	group	NOUN
ajema-2627	101	20	of	of	ADP
ajema-2627	101	21	properties	property	NOUN
ajema-2627	101	22	to	to	PART
ajema-2627	101	23	represent	represent	VERB
ajema-2627	101	24	various	various	ADJ
ajema-2627	101	25	ui	ui	PROPN
ajema-2627	101	26	states	state	NOUN
ajema-2627	101	27	:	:	PUNCT
ajema-2627	101	28	loading	loading	NOUN
ajema-2627	101	29	,	,	PUNCT
ajema-2627	101	30	success	success	NOUN
ajema-2627	101	31	(	(	PUNCT
ajema-2627	101	32	with	with	ADP
ajema-2627	101	33	results	result	NOUN
ajema-2627	101	34	)	)	PUNCT
ajema-2627	101	35	,	,	PUNCT
ajema-2627	101	36	or	or	CCONJ
ajema-2627	101	37	error	error	NOUN
ajema-2627	101	38	(	(	PUNCT
ajema-2627	101	39	with	with	ADP
ajema-2627	101	40	message	message	NOUN
ajema-2627	101	41	)	)	PUNCT
ajema-2627	101	42	.	.	PUNCT
ajema-2627	102	1	swiftui	swiftui	PROPN
ajema-2627	102	2	dynamically	dynamically	ADV
ajema-2627	102	3	adapts	adapt	VERB
ajema-2627	102	4	based	base	VERB
ajema-2627	102	5	on	on	ADP
ajema-2627	102	6	the	the	DET
ajema-2627	102	7	current	current	ADJ
ajema-2627	102	8	state	state	NOUN
ajema-2627	102	9	—	—	PUNCT
ajema-2627	102	10	showing	show	VERB
ajema-2627	102	11	a	a	DET
ajema-2627	102	12	progress	progress	NOUN
ajema-2627	102	13	indicator	indicator	NOUN
ajema-2627	102	14	during	during	ADP
ajema-2627	102	15	fetch	fetch	NOUN
ajema-2627	102	16	,	,	PUNCT
ajema-2627	102	17	rendering	render	VERB
ajema-2627	102	18	results	result	NOUN
ajema-2627	102	19	upon	upon	SCONJ
ajema-2627	102	20	success	success	NOUN
ajema-2627	102	21	,	,	PUNCT
ajema-2627	102	22	or	or	CCONJ
ajema-2627	102	23	presenting	present	VERB
ajema-2627	102	24	a	a	DET
ajema-2627	102	25	user	user	NOUN
ajema-2627	102	26	-	-	PUNCT
ajema-2627	102	27	friendly	friendly	ADJ
ajema-2627	102	28	error	error	NOUN
ajema-2627	102	29	message	message	NOUN
ajema-2627	102	30	when	when	SCONJ
ajema-2627	102	31	needed	need	VERB
ajema-2627	102	32	.	.	PUNCT
ajema-2627	103	1	this	this	DET
ajema-2627	103	2	pattern	pattern	NOUN
ajema-2627	103	3	improves	improve	VERB
ajema-2627	103	4	user	user	NOUN
ajema-2627	103	5	experience	experience	NOUN
ajema-2627	103	6	and	and	CCONJ
ajema-2627	103	7	maintains	maintain	VERB
ajema-2627	103	8	clarity	clarity	NOUN
ajema-2627	103	9	in	in	ADP
ajema-2627	103	10	both	both	DET
ajema-2627	103	11	ui	ui	NOUN
ajema-2627	103	12	and	and	CCONJ
ajema-2627	103	13	logic	logic	NOUN
ajema-2627	103	14	layers	layer	NOUN
ajema-2627	103	15	.	.	PUNCT
ajema-2627	104	1	5	5	X
ajema-2627	104	2	.	.	X
ajema-2627	104	3	implementing	implement	VERB
ajema-2627	104	4	caching	cache	VERB
ajema-2627	104	5	and	and	CCONJ
ajema-2627	104	6	request	request	NOUN
ajema-2627	104	7	cancellation	cancellation	NOUN
ajema-2627	104	8	:	:	PUNCT
ajema-2627	104	9	to	to	PART
ajema-2627	104	10	reduce	reduce	VERB
ajema-2627	104	11	unnecessary	unnecessary	ADJ
ajema-2627	104	12	network	network	NOUN
ajema-2627	104	13	usage	usage	NOUN
ajema-2627	104	14	,	,	PUNCT
ajema-2627	104	15	local	local	ADJ
ajema-2627	104	16	caching	cache	VERB
ajema-2627	104	17	strategies	strategy	NOUN
ajema-2627	104	18	can	can	AUX
ajema-2627	104	19	be	be	AUX
ajema-2627	104	20	integrated	integrate	VERB
ajema-2627	104	21	.	.	PUNCT
ajema-2627	105	1	when	when	SCONJ
ajema-2627	105	2	the	the	DET
ajema-2627	105	3	same	same	ADJ
ajema-2627	105	4	query	query	NOUN
ajema-2627	105	5	is	be	AUX
ajema-2627	105	6	re	re	VERB
ajema-2627	105	7	-	-	VERB
ajema-2627	105	8	entered	enter	VERB
ajema-2627	105	9	,	,	PUNCT
ajema-2627	105	10	cached	cache	VERB
ajema-2627	105	11	results	result	NOUN
ajema-2627	105	12	are	be	AUX
ajema-2627	105	13	served	serve	VERB
ajema-2627	105	14	instantly	instantly	ADV
ajema-2627	105	15	.	.	PUNCT
ajema-2627	106	1	combine	combine	VERB
ajema-2627	106	2	enables	enable	VERB
ajema-2627	106	3	request	request	NOUN
ajema-2627	106	4	cancellation	cancellation	NOUN
ajema-2627	106	5	using	use	VERB
ajema-2627	106	6	switchtolatest	switchtolatest	NOUN
ajema-2627	106	7	—	—	PUNCT
ajema-2627	106	8	ensuring	ensure	VERB
ajema-2627	106	9	only	only	ADV
ajema-2627	106	10	the	the	DET
ajema-2627	106	11	most	most	ADV
ajema-2627	106	12	recent	recent	ADJ
ajema-2627	106	13	query	query	NOUN
ajema-2627	106	14	results	result	NOUN
ajema-2627	106	15	are	be	AUX
ajema-2627	106	16	fetched	fetch	VERB
ajema-2627	106	17	,	,	PUNCT
ajema-2627	106	18	and	and	CCONJ
ajema-2627	106	19	obsolete	obsolete	ADJ
ajema-2627	106	20	requests	request	NOUN
ajema-2627	106	21	are	be	AUX
ajema-2627	106	22	dropped	drop	VERB
ajema-2627	106	23	,	,	PUNCT
ajema-2627	106	24	maintaining	maintain	VERB
ajema-2627	106	25	app	app	NOUN
ajema-2627	106	26	efficiency	efficiency	NOUN
ajema-2627	106	27	and	and	CCONJ
ajema-2627	106	28	preventing	prevent	VERB
ajema-2627	106	29	ui	ui	PROPN
ajema-2627	106	30	flicker	flicker	NOUN
ajema-2627	106	31	or	or	CCONJ
ajema-2627	106	32	stale	stale	ADJ
ajema-2627	106	33	data	datum	NOUN
ajema-2627	106	34	.	.	PUNCT
ajema-2627	107	1	6	6	X
ajema-2627	107	2	.	.	X
ajema-2627	107	3	adding	add	VERB
ajema-2627	107	4	retry	retry	NOUN
ajema-2627	107	5	and	and	CCONJ
ajema-2627	107	6	robust	robust	ADJ
ajema-2627	107	7	error	error	NOUN
ajema-2627	107	8	handling	handling	NOUN
ajema-2627	107	9	:	:	PUNCT
ajema-2627	107	10	for	for	ADP
ajema-2627	107	11	intermittent	intermittent	ADJ
ajema-2627	107	12	network	network	NOUN
ajema-2627	107	13	failures	failure	NOUN
ajema-2627	107	14	or	or	CCONJ
ajema-2627	107	15	timeouts	timeout	NOUN
ajema-2627	107	16	,	,	PUNCT
ajema-2627	107	17	combine	combine	PROPN
ajema-2627	107	18	’s	’s	PART
ajema-2627	107	19	retry	retry	ADJ
ajema-2627	107	20	operator	operator	NOUN
ajema-2627	107	21	can	can	AUX
ajema-2627	107	22	reattempt	reattempt	VERB
ajema-2627	107	23	failed	fail	VERB
ajema-2627	107	24	requests	request	NOUN
ajema-2627	107	25	automatically	automatically	ADV
ajema-2627	107	26	.	.	PUNCT
ajema-2627	108	1	coupled	couple	VERB
ajema-2627	108	2	with	with	ADP
ajema-2627	108	3	smart	smart	ADJ
ajema-2627	108	4	error	error	NOUN
ajema-2627	108	5	messaging	messaging	NOUN
ajema-2627	108	6	in	in	ADP
ajema-2627	108	7	the	the	DET
ajema-2627	108	8	ui	ui	NOUN
ajema-2627	108	9	,	,	PUNCT
ajema-2627	108	10	this	this	PRON
ajema-2627	108	11	helps	helps	AUX
ajema-2627	108	12	maintain	maintain	VERB
ajema-2627	108	13	reliability	reliability	NOUN
ajema-2627	108	14	and	and	CCONJ
ajema-2627	108	15	resilience	resilience	NOUN
ajema-2627	108	16	in	in	ADP
ajema-2627	108	17	the	the	DET
ajema-2627	108	18	app	app	NOUN
ajema-2627	108	19	,	,	PUNCT
ajema-2627	108	20	especially	especially	ADV
ajema-2627	108	21	for	for	ADP
ajema-2627	108	22	users	user	NOUN
ajema-2627	108	23	in	in	ADP
ajema-2627	108	24	low	low	ADJ
ajema-2627	108	25	-	-	PUNCT
ajema-2627	108	26	connectivity	connectivity	NOUN
ajema-2627	108	27	environments	environment	NOUN
ajema-2627	108	28	.	.	PUNCT
ajema-2627	109	1	7	7	X
ajema-2627	109	2	.	.	X
ajema-2627	109	3	delivering	deliver	VERB
ajema-2627	109	4	a	a	DET
ajema-2627	109	5	cohesive	cohesive	ADJ
ajema-2627	109	6	and	and	CCONJ
ajema-2627	109	7	maintainable	maintainable	ADJ
ajema-2627	109	8	feature	feature	NOUN
ajema-2627	109	9	:	:	PUNCT
ajema-2627	109	10	the	the	DET
ajema-2627	109	11	integration	integration	NOUN
ajema-2627	109	12	of	of	ADP
ajema-2627	109	13	swiftui	swiftui	PROPN
ajema-2627	109	14	’s	’s	PART
ajema-2627	109	15	declarative	declarative	ADJ
ajema-2627	109	16	layout	layout	NOUN
ajema-2627	109	17	system	system	NOUN
ajema-2627	109	18	with	with	ADP
ajema-2627	109	19	combine	combine	PROPN
ajema-2627	109	20	’s	’s	PART
ajema-2627	109	21	reactive	reactive	ADJ
ajema-2627	109	22	data	datum	NOUN
ajema-2627	109	23	flow	flow	NOUN
ajema-2627	109	24	results	result	NOUN
ajema-2627	109	25	in	in	ADP
ajema-2627	109	26	a	a	DET
ajema-2627	109	27	robust	robust	ADJ
ajema-2627	109	28	feature	feature	NOUN
ajema-2627	109	29	that	that	PRON
ajema-2627	109	30	is	be	AUX
ajema-2627	109	31	modular	modular	ADJ
ajema-2627	109	32	,	,	PUNCT
ajema-2627	109	33	testable	testable	ADJ
ajema-2627	109	34	,	,	PUNCT
ajema-2627	109	35	and	and	CCONJ
ajema-2627	109	36	responsive	responsive	ADJ
ajema-2627	109	37	.	.	PUNCT
ajema-2627	110	1	each	each	DET
ajema-2627	110	2	component	component	NOUN
ajema-2627	110	3	—	—	PUNCT
ajema-2627	110	4	ui	ui	PROPN
ajema-2627	110	5	layout	layout	NOUN
ajema-2627	110	6	,	,	PUNCT
ajema-2627	110	7	state	state	NOUN
ajema-2627	110	8	handling	handling	NOUN
ajema-2627	110	9	,	,	PUNCT
ajema-2627	110	10	and	and	CCONJ
ajema-2627	110	11	asynchronous	asynchronous	ADJ
ajema-2627	110	12	logic	logic	NOUN
ajema-2627	110	13	—	—	PUNCT
ajema-2627	110	14	is	be	AUX
ajema-2627	110	15	cleanly	cleanly	ADV
ajema-2627	110	16	separated	separate	VERB
ajema-2627	110	17	,	,	PUNCT
ajema-2627	110	18	promoting	promote	VERB
ajema-2627	110	19	maintainability	maintainability	NOUN
ajema-2627	110	20	and	and	CCONJ
ajema-2627	110	21	scalability	scalability	NOUN
ajema-2627	110	22	in	in	ADP
ajema-2627	110	23	larger	large	ADJ
ajema-2627	110	24	applications	application	NOUN
ajema-2627	110	25	.	.	PUNCT
ajema-2627	111	1	6	6	NUM
ajema-2627	111	2	.	.	X
ajema-2627	111	3	error	error	NOUN
ajema-2627	111	4	handling	handling	NOUN
ajema-2627	111	5	and	and	CCONJ
ajema-2627	111	6	debugging	debugging	NOUN
ajema-2627	111	7	with	with	ADP
ajema-2627	111	8	combine	combine	NOUN
ajema-2627	111	9	1	1	NUM
ajema-2627	111	10	.	.	PUNCT
ajema-2627	112	1	understanding	understand	VERB
ajema-2627	112	2	the	the	DET
ajema-2627	112	3	role	role	NOUN
ajema-2627	112	4	of	of	ADP
ajema-2627	112	5	error	error	NOUN
ajema-2627	112	6	handling	handling	NOUN
ajema-2627	112	7	in	in	ADP
ajema-2627	112	8	combine	combine	NOUN
ajema-2627	112	9	pipelines	pipeline	NOUN
ajema-2627	112	10	:	:	PUNCT
ajema-2627	112	11	in	in	ADP
ajema-2627	112	12	reactive	reactive	ADJ
ajema-2627	112	13	programming	programming	NOUN
ajema-2627	112	14	with	with	ADP
ajema-2627	112	15	combine	combine	NOUN
ajema-2627	112	16	,	,	PUNCT
ajema-2627	112	17	error	error	NOUN
ajema-2627	112	18	handling	handling	NOUN
ajema-2627	112	19	is	be	AUX
ajema-2627	112	20	crucial	crucial	ADJ
ajema-2627	112	21	for	for	ADP
ajema-2627	112	22	building	build	VERB
ajema-2627	112	23	robust	robust	ADJ
ajema-2627	112	24	,	,	PUNCT
ajema-2627	112	25	faulttolerant	faulttolerant	ADJ
ajema-2627	112	26	applications	application	NOUN
ajema-2627	112	27	.	.	PUNCT
ajema-2627	113	1	since	since	SCONJ
ajema-2627	113	2	publishers	publisher	NOUN
ajema-2627	113	3	in	in	ADP
ajema-2627	113	4	combine	combine	NOUN
ajema-2627	113	5	can	can	AUX
ajema-2627	113	6	emit	emit	VERB
ajema-2627	113	7	error	error	NOUN
ajema-2627	113	8	events	event	NOUN
ajema-2627	113	9	,	,	PUNCT
ajema-2627	113	10	managing	manage	VERB
ajema-2627	113	11	those	those	PRON
ajema-2627	113	12	gracefully	gracefully	ADV
ajema-2627	113	13	ensures	ensure	VERB
ajema-2627	113	14	that	that	SCONJ
ajema-2627	113	15	ui	ui	PROPN
ajema-2627	113	16	responsiveness	responsiveness	NOUN
ajema-2627	113	17	and	and	CCONJ
ajema-2627	113	18	app	app	NOUN
ajema-2627	113	19	stability	stability	NOUN
ajema-2627	113	20	are	be	AUX
ajema-2627	113	21	maintained	maintain	VERB
ajema-2627	113	22	—	—	PUNCT
ajema-2627	113	23	even	even	ADV
ajema-2627	113	24	when	when	SCONJ
ajema-2627	113	25	network	network	NOUN
ajema-2627	113	26	failures	failure	NOUN
ajema-2627	113	27	or	or	CCONJ
ajema-2627	113	28	data	datum	NOUN
ajema-2627	113	29	inconsistencies	inconsistency	NOUN
ajema-2627	113	30	occur	occur	VERB
ajema-2627	113	31	.	.	PUNCT
ajema-2627	114	1	118	118	NUM
ajema-2627	114	2	journal	journal	NOUN
ajema-2627	114	3	of	of	ADP
ajema-2627	114	4	engineering	engineering	NOUN
ajema-2627	114	5	,	,	PUNCT
ajema-2627	114	6	mechanics	mechanic	NOUN
ajema-2627	114	7	and	and	CCONJ
ajema-2627	114	8	architecture	architecture	NOUN
ajema-2627	114	9	www	www	NOUN
ajema-2627	114	10	.	.	PUNCT
ajema-2627	115	1	grnjournal.us	grnjournal.us	X
ajema-2627	115	2	2	2	X
ajema-2627	115	3	.	.	PUNCT
ajema-2627	115	4	core	core	NOUN
ajema-2627	115	5	error	error	NOUN
ajema-2627	115	6	handling	handling	NOUN
ajema-2627	115	7	strategies	strategy	NOUN
ajema-2627	115	8	in	in	ADP
ajema-2627	115	9	combine	combine	NOUN
ajema-2627	115	10	:	:	PUNCT
ajema-2627	115	11	combine	combine	VERB
ajema-2627	115	12	offers	offer	VERB
ajema-2627	115	13	operators	operator	NOUN
ajema-2627	115	14	such	such	ADJ
ajema-2627	115	15	as	as	ADP
ajema-2627	115	16	.catch	.catch	PROPN
ajema-2627	115	17	,	,	PUNCT
ajema-2627	115	18	.retry	.retry	PROPN
ajema-2627	115	19	,	,	PUNCT
ajema-2627	115	20	and	and	CCONJ
ajema-2627	115	21	.replaceerror	.replaceerror	NOUN
ajema-2627	115	22	to	to	PART
ajema-2627	115	23	manage	manage	VERB
ajema-2627	115	24	errors	error	NOUN
ajema-2627	115	25	within	within	ADP
ajema-2627	115	26	a	a	DET
ajema-2627	115	27	pipeline	pipeline	NOUN
ajema-2627	115	28	.	.	PUNCT
ajema-2627	116	1	each	each	PRON
ajema-2627	116	2	serves	serve	VERB
ajema-2627	116	3	a	a	DET
ajema-2627	116	4	distinct	distinct	ADJ
ajema-2627	116	5	purpose	purpose	NOUN
ajema-2627	116	6	:	:	PUNCT
ajema-2627	116	7	➢	➢	NOUN
ajema-2627	116	8	.catch	.catch	PUNCT
ajema-2627	116	9	allows	allow	VERB
ajema-2627	116	10	you	you	PRON
ajema-2627	116	11	to	to	PART
ajema-2627	116	12	intercept	intercept	VERB
ajema-2627	116	13	and	and	CCONJ
ajema-2627	116	14	replace	replace	VERB
ajema-2627	116	15	an	an	DET
ajema-2627	116	16	error	error	NOUN
ajema-2627	116	17	with	with	ADP
ajema-2627	116	18	a	a	DET
ajema-2627	116	19	new	new	ADJ
ajema-2627	116	20	publisher	publisher	NOUN
ajema-2627	116	21	.	.	PUNCT
ajema-2627	117	1	➢	➢	VERB
ajema-2627	117	2	.retry	.retry	PROPN
ajema-2627	117	3	automatically	automatically	ADV
ajema-2627	117	4	reattempts	reattempt	VERB
ajema-2627	117	5	a	a	DET
ajema-2627	117	6	failed	fail	VERB
ajema-2627	117	7	operation	operation	NOUN
ajema-2627	117	8	a	a	DET
ajema-2627	117	9	specified	specified	ADJ
ajema-2627	117	10	number	number	NOUN
ajema-2627	117	11	of	of	ADP
ajema-2627	117	12	times	time	NOUN
ajema-2627	117	13	before	before	ADP
ajema-2627	117	14	failing	fail	VERB
ajema-2627	117	15	definitively	definitively	ADV
ajema-2627	117	16	.	.	PUNCT
ajema-2627	118	1	➢	➢	PROPN
ajema-2627	118	2	.replaceerror	.replaceerror	NUM
ajema-2627	118	3	substitutes	substitute	VERB
ajema-2627	118	4	a	a	DET
ajema-2627	118	5	default	default	NOUN
ajema-2627	118	6	value	value	NOUN
ajema-2627	118	7	in	in	ADP
ajema-2627	118	8	case	case	NOUN
ajema-2627	118	9	of	of	ADP
ajema-2627	118	10	an	an	DET
ajema-2627	118	11	error	error	NOUN
ajema-2627	118	12	,	,	PUNCT
ajema-2627	118	13	allowing	allow	VERB
ajema-2627	118	14	the	the	DET
ajema-2627	118	15	stream	stream	NOUN
ajema-2627	118	16	to	to	PART
ajema-2627	118	17	complete	complete	VERB
ajema-2627	118	18	without	without	ADP
ajema-2627	118	19	interruption	interruption	NOUN
ajema-2627	118	20	.	.	PUNCT
ajema-2627	119	1	these	these	DET
ajema-2627	119	2	tools	tool	NOUN
ajema-2627	119	3	help	help	VERB
ajema-2627	119	4	ensure	ensure	VERB
ajema-2627	119	5	the	the	DET
ajema-2627	119	6	user	user	NOUN
ajema-2627	119	7	experience	experience	NOUN
ajema-2627	119	8	remains	remain	VERB
ajema-2627	119	9	smooth	smooth	ADJ
ajema-2627	119	10	,	,	PUNCT
ajema-2627	119	11	even	even	ADV
ajema-2627	119	12	when	when	SCONJ
ajema-2627	119	13	back	back	NOUN
ajema-2627	119	14	-	-	PUNCT
ajema-2627	119	15	end	end	NOUN
ajema-2627	119	16	services	service	NOUN
ajema-2627	119	17	fail	fail	VERB
ajema-2627	119	18	intermittently	intermittently	ADV
ajema-2627	119	19	.	.	PUNCT
ajema-2627	120	1	3	3	X
ajema-2627	120	2	.	.	X
ajema-2627	120	3	designing	design	VERB
ajema-2627	120	4	user	user	NOUN
ajema-2627	120	5	-	-	PUNCT
ajema-2627	120	6	centric	centric	ADJ
ajema-2627	120	7	error	error	NOUN
ajema-2627	120	8	responses	response	NOUN
ajema-2627	120	9	:	:	PUNCT
ajema-2627	120	10	rather	rather	ADV
ajema-2627	120	11	than	than	ADP
ajema-2627	120	12	showing	show	VERB
ajema-2627	120	13	generic	generic	ADJ
ajema-2627	120	14	error	error	NOUN
ajema-2627	120	15	messages	message	NOUN
ajema-2627	120	16	,	,	PUNCT
ajema-2627	120	17	combine	combine	VERB
ajema-2627	120	18	pipelines	pipeline	NOUN
ajema-2627	120	19	can	can	AUX
ajema-2627	120	20	be	be	AUX
ajema-2627	120	21	structured	structure	VERB
ajema-2627	120	22	to	to	PART
ajema-2627	120	23	differentiate	differentiate	VERB
ajema-2627	120	24	between	between	ADP
ajema-2627	120	25	various	various	ADJ
ajema-2627	120	26	failure	failure	NOUN
ajema-2627	120	27	scenarios	scenario	NOUN
ajema-2627	120	28	(	(	PUNCT
ajema-2627	120	29	e.g.	e.g.	ADV
ajema-2627	120	30	,	,	PUNCT
ajema-2627	120	31	timeouts	timeout	NOUN
ajema-2627	120	32	,	,	PUNCT
ajema-2627	120	33	invalid	invalid	ADJ
ajema-2627	120	34	responses	response	NOUN
ajema-2627	120	35	,	,	PUNCT
ajema-2627	120	36	no	no	DET
ajema-2627	120	37	internet	internet	NOUN
ajema-2627	120	38	)	)	PUNCT
ajema-2627	120	39	.	.	PUNCT
ajema-2627	121	1	this	this	PRON
ajema-2627	121	2	enables	enable	VERB
ajema-2627	121	3	you	you	PRON
ajema-2627	121	4	to	to	PART
ajema-2627	121	5	tailor	tailor	VERB
ajema-2627	121	6	error	error	NOUN
ajema-2627	121	7	messages	message	NOUN
ajema-2627	121	8	and	and	CCONJ
ajema-2627	121	9	actions	action	NOUN
ajema-2627	121	10	(	(	PUNCT
ajema-2627	121	11	e.g.	e.g.	ADV
ajema-2627	121	12	,	,	PUNCT
ajema-2627	121	13	“	"	PUNCT
ajema-2627	121	14	retry	retry	ADJ
ajema-2627	121	15	,	,	PUNCT
ajema-2627	121	16	”	"	PUNCT
ajema-2627	121	17	“	"	PUNCT
ajema-2627	121	18	check	check	VERB
ajema-2627	121	19	connection	connection	NOUN
ajema-2627	121	20	”	"	PUNCT
ajema-2627	121	21	)	)	PUNCT
ajema-2627	121	22	to	to	ADP
ajema-2627	121	23	the	the	DET
ajema-2627	121	24	situation	situation	NOUN
ajema-2627	121	25	,	,	PUNCT
ajema-2627	121	26	improving	improve	VERB
ajema-2627	121	27	usability	usability	NOUN
ajema-2627	121	28	and	and	CCONJ
ajema-2627	121	29	trust	trust	NOUN
ajema-2627	121	30	.	.	PUNCT
ajema-2627	122	1	4	4	X
ajema-2627	122	2	.	.	X
ajema-2627	122	3	debugging	debug	VERB
ajema-2627	122	4	combine	combine	VERB
ajema-2627	122	5	pipelines	pipeline	NOUN
ajema-2627	122	6	with	with	ADP
ajema-2627	122	7	built	build	VERB
ajema-2627	122	8	-	-	PUNCT
ajema-2627	122	9	in	in	ADP
ajema-2627	122	10	tools	tool	NOUN
ajema-2627	122	11	:	:	PUNCT
ajema-2627	122	12	combine	combine	VERB
ajema-2627	122	13	provides	provide	VERB
ajema-2627	122	14	utilities	utility	NOUN
ajema-2627	122	15	like	like	ADP
ajema-2627	122	16	.print	.print	ADP
ajema-2627	122	17	(	(	PUNCT
ajema-2627	122	18	)	)	PUNCT
ajema-2627	122	19	and	and	CCONJ
ajema-2627	122	20	.handleevents	.handleevent	NOUN
ajema-2627	122	21	(	(	PUNCT
ajema-2627	122	22	)	)	PUNCT
ajema-2627	122	23	to	to	PART
ajema-2627	122	24	inspect	inspect	VERB
ajema-2627	122	25	pipeline	pipeline	NOUN
ajema-2627	122	26	activity	activity	NOUN
ajema-2627	122	27	without	without	ADP
ajema-2627	122	28	disrupting	disrupt	VERB
ajema-2627	122	29	logic	logic	NOUN
ajema-2627	122	30	.	.	PUNCT
ajema-2627	123	1	➢	➢	VERB
ajema-2627	123	2	.print	.print	NOUN
ajema-2627	123	3	(	(	PUNCT
ajema-2627	123	4	)	)	PUNCT
ajema-2627	123	5	outputs	output	VERB
ajema-2627	123	6	all	all	DET
ajema-2627	123	7	events	event	NOUN
ajema-2627	123	8	from	from	ADP
ajema-2627	123	9	a	a	DET
ajema-2627	123	10	publisher	publisher	NOUN
ajema-2627	123	11	(	(	PUNCT
ajema-2627	123	12	subscription	subscription	NOUN
ajema-2627	123	13	,	,	PUNCT
ajema-2627	123	14	value	value	NOUN
ajema-2627	123	15	,	,	PUNCT
ajema-2627	123	16	completion	completion	NOUN
ajema-2627	123	17	,	,	PUNCT
ajema-2627	123	18	failure	failure	NOUN
ajema-2627	123	19	)	)	PUNCT
ajema-2627	123	20	to	to	ADP
ajema-2627	123	21	the	the	DET
ajema-2627	123	22	console	console	NOUN
ajema-2627	123	23	.	.	PUNCT
ajema-2627	124	1	➢	➢	VERB
ajema-2627	124	2	.handleevents	.handleevent	NOUN
ajema-2627	124	3	(	(	PUNCT
ajema-2627	124	4	)	)	PUNCT
ajema-2627	124	5	allows	allow	VERB
ajema-2627	124	6	you	you	PRON
ajema-2627	124	7	to	to	PART
ajema-2627	124	8	hook	hook	VERB
ajema-2627	124	9	into	into	ADP
ajema-2627	124	10	lifecycle	lifecycle	NOUN
ajema-2627	124	11	events	event	NOUN
ajema-2627	124	12	like	like	ADP
ajema-2627	124	13	subscription	subscription	NOUN
ajema-2627	124	14	,	,	PUNCT
ajema-2627	124	15	output	output	NOUN
ajema-2627	124	16	emission	emission	NOUN
ajema-2627	124	17	,	,	PUNCT
ajema-2627	124	18	completion	completion	NOUN
ajema-2627	124	19	,	,	PUNCT
ajema-2627	124	20	and	and	CCONJ
ajema-2627	124	21	cancellation	cancellation	NOUN
ajema-2627	124	22	,	,	PUNCT
ajema-2627	124	23	offering	offer	VERB
ajema-2627	124	24	granular	granular	ADJ
ajema-2627	124	25	control	control	NOUN
ajema-2627	124	26	over	over	ADP
ajema-2627	124	27	debugging	debugging	NOUN
ajema-2627	124	28	and	and	CCONJ
ajema-2627	124	29	side	side	NOUN
ajema-2627	124	30	-	-	PUNCT
ajema-2627	124	31	effects	effect	NOUN
ajema-2627	124	32	.	.	PUNCT
ajema-2627	125	1	these	these	DET
ajema-2627	125	2	tools	tool	NOUN
ajema-2627	125	3	are	be	AUX
ajema-2627	125	4	indispensable	indispensable	ADJ
ajema-2627	125	5	when	when	SCONJ
ajema-2627	125	6	tracing	trace	VERB
ajema-2627	125	7	the	the	DET
ajema-2627	125	8	flow	flow	NOUN
ajema-2627	125	9	of	of	ADP
ajema-2627	125	10	data	datum	NOUN
ajema-2627	125	11	and	and	CCONJ
ajema-2627	125	12	pinpointing	pinpoint	VERB
ajema-2627	125	13	issues	issue	NOUN
ajema-2627	125	14	during	during	ADP
ajema-2627	125	15	development	development	NOUN
ajema-2627	125	16	.	.	PUNCT
ajema-2627	126	1	5	5	X
ajema-2627	126	2	.	.	X
ajema-2627	126	3	tracing	trace	VERB
ajema-2627	126	4	subscription	subscription	NOUN
ajema-2627	126	5	chains	chain	NOUN
ajema-2627	126	6	and	and	CCONJ
ajema-2627	126	7	diagnosing	diagnosing	NOUN
ajema-2627	126	8	failures	failure	NOUN
ajema-2627	126	9	:	:	PUNCT
ajema-2627	126	10	because	because	SCONJ
ajema-2627	126	11	combine	combine	NOUN
ajema-2627	126	12	chains	chain	NOUN
ajema-2627	126	13	can	can	AUX
ajema-2627	126	14	be	be	AUX
ajema-2627	126	15	complex	complex	ADJ
ajema-2627	126	16	,	,	PUNCT
ajema-2627	126	17	tracing	trace	VERB
ajema-2627	126	18	where	where	SCONJ
ajema-2627	126	19	and	and	CCONJ
ajema-2627	126	20	why	why	SCONJ
ajema-2627	126	21	a	a	DET
ajema-2627	126	22	failure	failure	NOUN
ajema-2627	126	23	occurs	occur	VERB
ajema-2627	126	24	can	can	AUX
ajema-2627	126	25	be	be	AUX
ajema-2627	126	26	challenging	challenge	VERB
ajema-2627	126	27	.	.	PUNCT
ajema-2627	127	1	a	a	DET
ajema-2627	127	2	systematic	systematic	ADJ
ajema-2627	127	3	debugging	debugging	NOUN
ajema-2627	127	4	approach	approach	NOUN
ajema-2627	127	5	—	—	PUNCT
ajema-2627	127	6	starting	start	VERB
ajema-2627	127	7	from	from	ADP
ajema-2627	127	8	the	the	DET
ajema-2627	127	9	ui	ui	PROPN
ajema-2627	127	10	interaction	interaction	NOUN
ajema-2627	127	11	and	and	CCONJ
ajema-2627	127	12	moving	move	VERB
ajema-2627	127	13	downstream	downstream	ADV
ajema-2627	127	14	to	to	ADP
ajema-2627	127	15	the	the	DET
ajema-2627	127	16	network	network	NOUN
ajema-2627	127	17	layer	layer	NOUN
ajema-2627	127	18	—	—	PUNCT
ajema-2627	127	19	helps	helps	AUX
ajema-2627	127	20	isolate	isolate	VERB
ajema-2627	127	21	issues	issue	NOUN
ajema-2627	127	22	.	.	PUNCT
ajema-2627	128	1	visualizing	visualize	VERB
ajema-2627	128	2	the	the	DET
ajema-2627	128	3	chain	chain	NOUN
ajema-2627	128	4	of	of	ADP
ajema-2627	128	5	publishers	publisher	NOUN
ajema-2627	128	6	and	and	CCONJ
ajema-2627	128	7	subscribers	subscriber	NOUN
ajema-2627	128	8	also	also	ADV
ajema-2627	128	9	aids	aid	VERB
ajema-2627	128	10	in	in	ADP
ajema-2627	128	11	understanding	understand	VERB
ajema-2627	128	12	how	how	SCONJ
ajema-2627	128	13	data	datum	NOUN
ajema-2627	128	14	flows	flow	NOUN
ajema-2627	128	15	and	and	CCONJ
ajema-2627	128	16	where	where	SCONJ
ajema-2627	128	17	unexpected	unexpected	ADJ
ajema-2627	128	18	behaviors	behavior	NOUN
ajema-2627	128	19	emerge	emerge	VERB
ajema-2627	128	20	.	.	PUNCT
ajema-2627	129	1	6	6	X
ajema-2627	129	2	.	.	X
ajema-2627	129	3	logging	log	VERB
ajema-2627	129	4	and	and	CCONJ
ajema-2627	129	5	observability	observability	NOUN
ajema-2627	129	6	in	in	ADP
ajema-2627	129	7	production	production	NOUN
ajema-2627	129	8	environments	environment	NOUN
ajema-2627	129	9	:	:	PUNCT
ajema-2627	129	10	in	in	SCONJ
ajema-2627	129	11	production	production	NOUN
ajema-2627	129	12	builds	build	VERB
ajema-2627	129	13	,	,	PUNCT
ajema-2627	129	14	instead	instead	ADV
ajema-2627	129	15	of	of	ADP
ajema-2627	129	16	verbose	verbose	PROPN
ajema-2627	129	17	console	console	NOUN
ajema-2627	129	18	output	output	NOUN
ajema-2627	129	19	,	,	PUNCT
ajema-2627	129	20	structured	structure	VERB
ajema-2627	129	21	logging	logging	NOUN
ajema-2627	129	22	frameworks	framework	NOUN
ajema-2627	129	23	can	can	AUX
ajema-2627	129	24	capture	capture	VERB
ajema-2627	129	25	combine	combine	VERB
ajema-2627	129	26	events	event	NOUN
ajema-2627	129	27	for	for	ADP
ajema-2627	129	28	analysis	analysis	NOUN
ajema-2627	129	29	.	.	PUNCT
ajema-2627	130	1	errors	error	NOUN
ajema-2627	130	2	can	can	AUX
ajema-2627	130	3	be	be	AUX
ajema-2627	130	4	logged	log	VERB
ajema-2627	130	5	with	with	ADP
ajema-2627	130	6	metadata	metadata	NOUN
ajema-2627	130	7	like	like	ADP
ajema-2627	130	8	timestamps	timestamp	NOUN
ajema-2627	130	9	,	,	PUNCT
ajema-2627	130	10	user	user	NOUN
ajema-2627	130	11	actions	action	NOUN
ajema-2627	130	12	,	,	PUNCT
ajema-2627	130	13	and	and	CCONJ
ajema-2627	130	14	device	device	NOUN
ajema-2627	130	15	conditions	condition	NOUN
ajema-2627	130	16	to	to	PART
ajema-2627	130	17	help	help	VERB
ajema-2627	130	18	engineers	engineer	NOUN
ajema-2627	130	19	reproduce	reproduce	VERB
ajema-2627	130	20	and	and	CCONJ
ajema-2627	130	21	resolve	resolve	VERB
ajema-2627	130	22	issues	issue	NOUN
ajema-2627	130	23	post	post	ADJ
ajema-2627	130	24	-	-	NOUN
ajema-2627	130	25	deployment	deployment	ADJ
ajema-2627	130	26	.	.	PUNCT
ajema-2627	131	1	7	7	X
ajema-2627	131	2	.	.	X
ajema-2627	131	3	building	build	VERB
ajema-2627	131	4	resilient	resilient	ADJ
ajema-2627	131	5	pipelines	pipeline	NOUN
ajema-2627	131	6	with	with	ADP
ajema-2627	131	7	defensive	defensive	ADJ
ajema-2627	131	8	design	design	NOUN
ajema-2627	131	9	:	:	PUNCT
ajema-2627	131	10	a	a	DET
ajema-2627	131	11	mature	mature	ADJ
ajema-2627	131	12	combine	combine	NOUN
ajema-2627	131	13	setup	setup	NOUN
ajema-2627	131	14	does	do	AUX
ajema-2627	131	15	n’t	not	PART
ajema-2627	131	16	just	just	ADV
ajema-2627	131	17	recover	recover	VERB
ajema-2627	131	18	from	from	ADP
ajema-2627	131	19	errors	error	NOUN
ajema-2627	131	20	—	—	PUNCT
ajema-2627	131	21	it	it	PRON
ajema-2627	131	22	anticipates	anticipate	VERB
ajema-2627	131	23	them	they	PRON
ajema-2627	131	24	.	.	PUNCT
ajema-2627	132	1	defensive	defensive	ADJ
ajema-2627	132	2	patterns	pattern	NOUN
ajema-2627	132	3	,	,	PUNCT
ajema-2627	132	4	like	like	ADP
ajema-2627	132	5	validating	validate	VERB
ajema-2627	132	6	user	user	NOUN
ajema-2627	132	7	input	input	NOUN
ajema-2627	132	8	before	before	ADP
ajema-2627	132	9	triggering	trigger	VERB
ajema-2627	132	10	requests	request	NOUN
ajema-2627	132	11	or	or	CCONJ
ajema-2627	132	12	adding	add	VERB
ajema-2627	132	13	timeouts	timeout	NOUN
ajema-2627	132	14	for	for	ADP
ajema-2627	132	15	long	long	ADJ
ajema-2627	132	16	operations	operation	NOUN
ajema-2627	132	17	,	,	PUNCT
ajema-2627	132	18	reduce	reduce	VERB
ajema-2627	132	19	the	the	DET
ajema-2627	132	20	likelihood	likelihood	NOUN
ajema-2627	132	21	of	of	ADP
ajema-2627	132	22	errors	error	NOUN
ajema-2627	132	23	surfacing	surface	VERB
ajema-2627	132	24	in	in	ADP
ajema-2627	132	25	the	the	DET
ajema-2627	132	26	first	first	ADJ
ajema-2627	132	27	place	place	NOUN
ajema-2627	132	28	,	,	PUNCT
ajema-2627	132	29	thereby	thereby	ADV
ajema-2627	132	30	enhancing	enhance	VERB
ajema-2627	132	31	reliability	reliability	NOUN
ajema-2627	132	32	.	.	PUNCT
ajema-2627	133	1	7	7	X
ajema-2627	133	2	.	.	X
ajema-2627	133	3	advanced	advanced	ADJ
ajema-2627	133	4	patterns	pattern	NOUN
ajema-2627	133	5	and	and	CCONJ
ajema-2627	133	6	architectures	architecture	NOUN
ajema-2627	133	7	harnessing	harness	VERB
ajema-2627	133	8	the	the	DET
ajema-2627	133	9	full	full	ADJ
ajema-2627	133	10	power	power	NOUN
ajema-2627	133	11	of	of	ADP
ajema-2627	133	12	swiftui	swiftui	NOUN
ajema-2627	133	13	and	and	CCONJ
ajema-2627	133	14	combine	combine	VERB
ajema-2627	133	15	for	for	ADP
ajema-2627	133	16	scalable	scalable	ADJ
ajema-2627	133	17	,	,	PUNCT
ajema-2627	133	18	maintainable	maintainable	ADJ
ajema-2627	133	19	,	,	PUNCT
ajema-2627	133	20	and	and	CCONJ
ajema-2627	133	21	modular	modular	ADJ
ajema-2627	133	22	ios	ios	PROPN
ajema-2627	133	23	applications	application	NOUN
ajema-2627	133	24	.	.	PUNCT
ajema-2627	134	1	119	119	NUM
ajema-2627	134	2	journal	journal	NOUN
ajema-2627	134	3	of	of	ADP
ajema-2627	134	4	engineering	engineering	NOUN
ajema-2627	134	5	,	,	PUNCT
ajema-2627	134	6	mechanics	mechanic	NOUN
ajema-2627	134	7	and	and	CCONJ
ajema-2627	134	8	architecture	architecture	NOUN
ajema-2627	134	9	www	www	NOUN
ajema-2627	134	10	.	.	PUNCT
ajema-2627	135	1	grnjournal.us	grnjournal.us	X
ajema-2627	135	2	1	1	X
ajema-2627	135	3	.	.	X
ajema-2627	135	4	combining	combine	VERB
ajema-2627	135	5	multiple	multiple	ADJ
ajema-2627	135	6	publishers	publisher	NOUN
ajema-2627	135	7	for	for	ADP
ajema-2627	135	8	complex	complex	ADJ
ajema-2627	135	9	data	datum	NOUN
ajema-2627	135	10	flows	flow	NOUN
ajema-2627	135	11	in	in	ADP
ajema-2627	135	12	real	real	ADJ
ajema-2627	135	13	-	-	PUNCT
ajema-2627	135	14	world	world	NOUN
ajema-2627	135	15	applications	application	NOUN
ajema-2627	135	16	,	,	PUNCT
ajema-2627	135	17	data	datum	NOUN
ajema-2627	135	18	often	often	ADV
ajema-2627	135	19	comes	come	VERB
ajema-2627	135	20	from	from	ADP
ajema-2627	135	21	multiple	multiple	ADJ
ajema-2627	135	22	sources	source	NOUN
ajema-2627	135	23	or	or	CCONJ
ajema-2627	135	24	streams	stream	NOUN
ajema-2627	135	25	.	.	PUNCT
ajema-2627	136	1	combine	combine	PROPN
ajema-2627	136	2	provides	provide	VERB
ajema-2627	136	3	powerful	powerful	ADJ
ajema-2627	136	4	operators	operator	NOUN
ajema-2627	136	5	such	such	ADJ
ajema-2627	136	6	as	as	ADP
ajema-2627	136	7	zip	zip	NOUN
ajema-2627	136	8	,	,	PUNCT
ajema-2627	136	9	merge	merge	VERB
ajema-2627	136	10	,	,	PUNCT
ajema-2627	136	11	and	and	CCONJ
ajema-2627	136	12	combinelatest	combinelat	ADJ
ajema-2627	136	13	to	to	PART
ajema-2627	136	14	manage	manage	VERB
ajema-2627	136	15	these	these	DET
ajema-2627	136	16	concurrent	concurrent	ADJ
ajema-2627	136	17	data	datum	NOUN
ajema-2627	136	18	streams	stream	NOUN
ajema-2627	136	19	.	.	PUNCT
ajema-2627	137	1	➢	➢	NOUN
ajema-2627	137	2	zip	zip	NOUN
ajema-2627	137	3	waits	wait	NOUN
ajema-2627	137	4	for	for	SCONJ
ajema-2627	137	5	all	all	DET
ajema-2627	137	6	combined	combine	VERB
ajema-2627	137	7	publishers	publisher	NOUN
ajema-2627	137	8	to	to	PART
ajema-2627	137	9	emit	emit	VERB
ajema-2627	137	10	before	before	ADP
ajema-2627	137	11	forwarding	forward	VERB
ajema-2627	137	12	the	the	DET
ajema-2627	137	13	values	value	NOUN
ajema-2627	137	14	as	as	ADP
ajema-2627	137	15	tuples	tuple	NOUN
ajema-2627	137	16	,	,	PUNCT
ajema-2627	137	17	useful	useful	ADJ
ajema-2627	137	18	for	for	ADP
ajema-2627	137	19	synchronizing	synchronize	VERB
ajema-2627	137	20	paired	pair	VERB
ajema-2627	137	21	data	datum	NOUN
ajema-2627	137	22	.	.	PUNCT
ajema-2627	138	1	➢	➢	PROPN
ajema-2627	138	2	merge	merge	NOUN
ajema-2627	138	3	emits	emit	NOUN
ajema-2627	138	4	values	value	NOUN
ajema-2627	138	5	as	as	SCONJ
ajema-2627	138	6	they	they	PRON
ajema-2627	138	7	arrive	arrive	VERB
ajema-2627	138	8	from	from	ADP
ajema-2627	138	9	any	any	PRON
ajema-2627	138	10	of	of	ADP
ajema-2627	138	11	the	the	DET
ajema-2627	138	12	combined	combine	VERB
ajema-2627	138	13	publishers	publisher	NOUN
ajema-2627	138	14	,	,	PUNCT
ajema-2627	138	15	suitable	suitable	ADJ
ajema-2627	138	16	for	for	ADP
ajema-2627	138	17	handling	handle	VERB
ajema-2627	138	18	similar	similar	ADJ
ajema-2627	138	19	events	event	NOUN
ajema-2627	138	20	from	from	ADP
ajema-2627	138	21	different	different	ADJ
ajema-2627	138	22	sources	source	NOUN
ajema-2627	138	23	.	.	PUNCT
ajema-2627	139	1	➢	➢	VERB
ajema-2627	139	2	combinelatest	combinelatest	ADJ
ajema-2627	139	3	emits	emit	VERB
ajema-2627	139	4	the	the	DET
ajema-2627	139	5	latest	late	ADJ
ajema-2627	139	6	value	value	NOUN
ajema-2627	139	7	from	from	ADP
ajema-2627	139	8	each	each	DET
ajema-2627	139	9	publisher	publisher	NOUN
ajema-2627	139	10	whenever	whenever	SCONJ
ajema-2627	139	11	any	any	PRON
ajema-2627	139	12	of	of	ADP
ajema-2627	139	13	them	they	PRON
ajema-2627	139	14	emits	emit	VERB
ajema-2627	139	15	a	a	DET
ajema-2627	139	16	new	new	ADJ
ajema-2627	139	17	value	value	NOUN
ajema-2627	139	18	—	—	PUNCT
ajema-2627	139	19	ideal	ideal	ADJ
ajema-2627	139	20	for	for	ADP
ajema-2627	139	21	responsive	responsive	ADJ
ajema-2627	139	22	uis	uis	PROPN
ajema-2627	139	23	that	that	PRON
ajema-2627	139	24	depend	depend	VERB
ajema-2627	139	25	on	on	ADP
ajema-2627	139	26	multiple	multiple	ADJ
ajema-2627	139	27	changing	change	VERB
ajema-2627	139	28	inputs	input	NOUN
ajema-2627	139	29	.	.	PUNCT
ajema-2627	140	1	these	these	DET
ajema-2627	140	2	operators	operator	NOUN
ajema-2627	140	3	enable	enable	VERB
ajema-2627	140	4	the	the	DET
ajema-2627	140	5	creation	creation	NOUN
ajema-2627	140	6	of	of	ADP
ajema-2627	140	7	reactive	reactive	NOUN
ajema-2627	140	8	,	,	PUNCT
ajema-2627	140	9	event	event	NOUN
ajema-2627	140	10	-	-	PUNCT
ajema-2627	140	11	driven	drive	VERB
ajema-2627	140	12	architectures	architecture	NOUN
ajema-2627	140	13	that	that	PRON
ajema-2627	140	14	can	can	AUX
ajema-2627	140	15	process	process	VERB
ajema-2627	140	16	diverse	diverse	ADJ
ajema-2627	140	17	data	datum	NOUN
ajema-2627	140	18	sources	source	NOUN
ajema-2627	140	19	efficiently	efficiently	ADV
ajema-2627	140	20	.	.	PUNCT
ajema-2627	141	1	2	2	X
ajema-2627	141	2	.	.	X
ajema-2627	141	3	adopting	adopt	VERB
ajema-2627	141	4	mvvm	mvvm	PROPN
ajema-2627	141	5	for	for	ADP
ajema-2627	141	6	testability	testability	NOUN
ajema-2627	141	7	and	and	CCONJ
ajema-2627	141	8	scalability	scalability	NOUN
ajema-2627	141	9	the	the	DET
ajema-2627	141	10	model	model	NOUN
ajema-2627	141	11	-	-	PUNCT
ajema-2627	141	12	view	view	NOUN
ajema-2627	141	13	-	-	PUNCT
ajema-2627	141	14	viewmodel	viewmodel	NOUN
ajema-2627	141	15	(	(	PUNCT
ajema-2627	141	16	mvvm	mvvm	PROPN
ajema-2627	141	17	)	)	PUNCT
ajema-2627	141	18	architecture	architecture	NOUN
ajema-2627	141	19	fits	fit	VERB
ajema-2627	141	20	naturally	naturally	ADV
ajema-2627	141	21	with	with	ADP
ajema-2627	141	22	swiftui	swiftui	PROPN
ajema-2627	141	23	’s	’s	PART
ajema-2627	141	24	declarative	declarative	ADJ
ajema-2627	141	25	paradigm	paradigm	NOUN
ajema-2627	141	26	.	.	PUNCT
ajema-2627	142	1	by	by	ADP
ajema-2627	142	2	separating	separate	VERB
ajema-2627	142	3	concerns	concern	NOUN
ajema-2627	142	4	:	:	PUNCT
ajema-2627	142	5	➢	➢	NOUN
ajema-2627	142	6	model	model	NOUN
ajema-2627	142	7	manages	manage	VERB
ajema-2627	142	8	raw	raw	ADJ
ajema-2627	142	9	data	datum	NOUN
ajema-2627	142	10	and	and	CCONJ
ajema-2627	142	11	business	business	NOUN
ajema-2627	142	12	logic	logic	NOUN
ajema-2627	142	13	.	.	PUNCT
ajema-2627	143	1	➢	➢	VERB
ajema-2627	143	2	viewmodel	viewmodel	PROPN
ajema-2627	143	3	handles	handle	NOUN
ajema-2627	143	4	state	state	NOUN
ajema-2627	143	5	,	,	PUNCT
ajema-2627	143	6	transforms	transform	VERB
ajema-2627	143	7	data	datum	NOUN
ajema-2627	143	8	using	use	VERB
ajema-2627	143	9	combine	combine	NOUN
ajema-2627	143	10	,	,	PUNCT
ajema-2627	143	11	and	and	CCONJ
ajema-2627	143	12	exposes	expose	VERB
ajema-2627	143	13	bindable	bindable	ADJ
ajema-2627	143	14	properties	property	NOUN
ajema-2627	143	15	.	.	PUNCT
ajema-2627	144	1	➢	➢	PROPN
ajema-2627	144	2	view	view	NOUN
ajema-2627	144	3	observes	observe	VERB
ajema-2627	144	4	changes	change	NOUN
ajema-2627	144	5	via	via	ADP
ajema-2627	144	6	property	property	NOUN
ajema-2627	144	7	wrappers	wrapper	NOUN
ajema-2627	144	8	like	like	ADP
ajema-2627	144	9	@stateobject	@stateobject	PROPN
ajema-2627	144	10	or	or	CCONJ
ajema-2627	144	11	@observedobject	@observedobject	PROPN
ajema-2627	144	12	.	.	PUNCT
ajema-2627	145	1	this	this	DET
ajema-2627	145	2	separation	separation	NOUN
ajema-2627	145	3	makes	make	VERB
ajema-2627	145	4	applications	application	NOUN
ajema-2627	145	5	easier	easy	ADJ
ajema-2627	145	6	to	to	PART
ajema-2627	145	7	test	test	VERB
ajema-2627	145	8	,	,	PUNCT
ajema-2627	145	9	scale	scale	NOUN
ajema-2627	145	10	,	,	PUNCT
ajema-2627	145	11	and	and	CCONJ
ajema-2627	145	12	maintain	maintain	VERB
ajema-2627	145	13	.	.	PUNCT
ajema-2627	146	1	viewmodels	viewmodel	NOUN
ajema-2627	146	2	act	act	VERB
ajema-2627	146	3	as	as	ADP
ajema-2627	146	4	the	the	DET
ajema-2627	146	5	orchestrators	orchestrator	NOUN
ajema-2627	146	6	between	between	ADP
ajema-2627	146	7	ui	ui	PROPN
ajema-2627	146	8	and	and	CCONJ
ajema-2627	146	9	backend	backend	VERB
ajema-2627	146	10	logic	logic	NOUN
ajema-2627	146	11	,	,	PUNCT
ajema-2627	146	12	allowing	allow	VERB
ajema-2627	146	13	teams	team	NOUN
ajema-2627	146	14	to	to	PART
ajema-2627	146	15	work	work	VERB
ajema-2627	146	16	in	in	ADP
ajema-2627	146	17	parallel	parallel	NOUN
ajema-2627	146	18	while	while	SCONJ
ajema-2627	146	19	reducing	reduce	VERB
ajema-2627	146	20	coupling	coupling	NOUN
ajema-2627	146	21	.	.	PUNCT
ajema-2627	147	1	3	3	X
ajema-2627	147	2	.	.	X
ajema-2627	147	3	modularizing	modularize	VERB
ajema-2627	147	4	code	code	NOUN
ajema-2627	147	5	with	with	ADP
ajema-2627	147	6	protocols	protocol	NOUN
ajema-2627	147	7	,	,	PUNCT
ajema-2627	147	8	generics	generic	NOUN
ajema-2627	147	9	,	,	PUNCT
ajema-2627	147	10	and	and	CCONJ
ajema-2627	147	11	reusability	reusability	NOUN
ajema-2627	147	12	advanced	advanced	ADJ
ajema-2627	147	13	swift	swift	ADJ
ajema-2627	147	14	developers	developer	NOUN
ajema-2627	147	15	use	use	VERB
ajema-2627	147	16	protocols	protocol	NOUN
ajema-2627	147	17	and	and	CCONJ
ajema-2627	147	18	generics	generic	NOUN
ajema-2627	147	19	to	to	PART
ajema-2627	147	20	write	write	VERB
ajema-2627	147	21	flexible	flexible	ADJ
ajema-2627	147	22	,	,	PUNCT
ajema-2627	147	23	modular	modular	ADJ
ajema-2627	147	24	code	code	NOUN
ajema-2627	147	25	.	.	PUNCT
ajema-2627	148	1	in	in	ADP
ajema-2627	148	2	a	a	DET
ajema-2627	148	3	combine	combine	NOUN
ajema-2627	148	4	-	-	PUNCT
ajema-2627	148	5	based	base	VERB
ajema-2627	148	6	architecture	architecture	NOUN
ajema-2627	148	7	,	,	PUNCT
ajema-2627	148	8	services	service	NOUN
ajema-2627	148	9	and	and	CCONJ
ajema-2627	148	10	data	datum	NOUN
ajema-2627	148	11	sources	source	NOUN
ajema-2627	148	12	can	can	AUX
ajema-2627	148	13	conform	conform	VERB
ajema-2627	148	14	to	to	ADP
ajema-2627	148	15	common	common	ADJ
ajema-2627	148	16	protocols	protocol	NOUN
ajema-2627	148	17	,	,	PUNCT
ajema-2627	148	18	allowing	allow	VERB
ajema-2627	148	19	them	they	PRON
ajema-2627	148	20	to	to	PART
ajema-2627	148	21	be	be	AUX
ajema-2627	148	22	easily	easily	ADV
ajema-2627	148	23	swapped	swap	VERB
ajema-2627	148	24	for	for	ADP
ajema-2627	148	25	mocks	mock	NOUN
ajema-2627	148	26	or	or	CCONJ
ajema-2627	148	27	alternative	alternative	ADJ
ajema-2627	148	28	implementations	implementation	NOUN
ajema-2627	148	29	.	.	PUNCT
ajema-2627	149	1	reusable	reusable	ADJ
ajema-2627	149	2	components	component	NOUN
ajema-2627	149	3	—	—	PUNCT
ajema-2627	149	4	such	such	ADJ
ajema-2627	149	5	as	as	ADP
ajema-2627	149	6	network	network	NOUN
ajema-2627	149	7	clients	client	NOUN
ajema-2627	149	8	,	,	PUNCT
ajema-2627	149	9	ui	ui	NOUN
ajema-2627	149	10	elements	element	NOUN
ajema-2627	149	11	,	,	PUNCT
ajema-2627	149	12	or	or	CCONJ
ajema-2627	149	13	data	datum	NOUN
ajema-2627	149	14	transformers	transformer	NOUN
ajema-2627	149	15	—	—	PUNCT
ajema-2627	149	16	enhance	enhance	VERB
ajema-2627	149	17	consistency	consistency	NOUN
ajema-2627	149	18	and	and	CCONJ
ajema-2627	149	19	speed	speed	VERB
ajema-2627	149	20	up	up	ADP
ajema-2627	149	21	development	development	NOUN
ajema-2627	149	22	by	by	ADP
ajema-2627	149	23	abstracting	abstract	VERB
ajema-2627	149	24	shared	share	VERB
ajema-2627	149	25	functionality	functionality	NOUN
ajema-2627	149	26	across	across	ADP
ajema-2627	149	27	the	the	DET
ajema-2627	149	28	app	app	NOUN
ajema-2627	149	29	.	.	PROPN
ajema-2627	150	1	4	4	X
ajema-2627	150	2	.	.	X
ajema-2627	150	3	leveraging	leverage	VERB
ajema-2627	150	4	dependency	dependency	NOUN
ajema-2627	150	5	injection	injection	NOUN
ajema-2627	150	6	for	for	ADP
ajema-2627	150	7	loose	loose	ADJ
ajema-2627	150	8	coupling	couple	VERB
ajema-2627	150	9	dependency	dependency	NOUN
ajema-2627	150	10	injection	injection	NOUN
ajema-2627	150	11	(	(	PUNCT
ajema-2627	150	12	di	di	NOUN
ajema-2627	150	13	)	)	PUNCT
ajema-2627	150	14	is	be	AUX
ajema-2627	150	15	critical	critical	ADJ
ajema-2627	150	16	in	in	ADP
ajema-2627	150	17	large	large	ADJ
ajema-2627	150	18	-	-	PUNCT
ajema-2627	150	19	scale	scale	NOUN
ajema-2627	150	20	apps	app	NOUN
ajema-2627	150	21	to	to	PART
ajema-2627	150	22	keep	keep	VERB
ajema-2627	150	23	components	component	NOUN
ajema-2627	150	24	loosely	loosely	ADV
ajema-2627	150	25	coupled	couple	VERB
ajema-2627	150	26	and	and	CCONJ
ajema-2627	150	27	highly	highly	ADV
ajema-2627	150	28	testable	testable	ADJ
ajema-2627	150	29	.	.	PUNCT
ajema-2627	151	1	in	in	ADP
ajema-2627	151	2	combine	combine	PROPN
ajema-2627	151	3	architectures	architecture	NOUN
ajema-2627	151	4	:	:	PUNCT
ajema-2627	151	5	➢	➢	NOUN
ajema-2627	151	6	services	service	NOUN
ajema-2627	151	7	(	(	PUNCT
ajema-2627	151	8	e.g.	e.g.	ADV
ajema-2627	151	9	,	,	PUNCT
ajema-2627	151	10	api	api	NOUN
ajema-2627	151	11	clients	client	NOUN
ajema-2627	151	12	,	,	PUNCT
ajema-2627	151	13	repositories	repository	NOUN
ajema-2627	151	14	)	)	PUNCT
ajema-2627	151	15	can	can	AUX
ajema-2627	151	16	be	be	AUX
ajema-2627	151	17	injected	inject	VERB
ajema-2627	151	18	into	into	ADP
ajema-2627	151	19	viewmodels	viewmodel	NOUN
ajema-2627	151	20	.	.	PUNCT
ajema-2627	152	1	➢	➢	X
ajema-2627	152	2	di	di	NOUN
ajema-2627	152	3	containers	container	NOUN
ajema-2627	152	4	or	or	CCONJ
ajema-2627	152	5	property	property	NOUN
ajema-2627	152	6	wrappers	wrapper	NOUN
ajema-2627	152	7	(	(	PUNCT
ajema-2627	152	8	e.g.	e.g.	ADV
ajema-2627	152	9	,	,	PUNCT
ajema-2627	152	10	@environment	@environment	NOUN
ajema-2627	152	11	)	)	PUNCT
ajema-2627	152	12	can	can	AUX
ajema-2627	152	13	simplify	simplify	VERB
ajema-2627	152	14	dependency	dependency	NOUN
ajema-2627	152	15	management	management	NOUN
ajema-2627	152	16	.	.	PUNCT
ajema-2627	153	1	➢	➢	VERB
ajema-2627	153	2	this	this	DET
ajema-2627	153	3	approach	approach	NOUN
ajema-2627	153	4	improves	improve	VERB
ajema-2627	153	5	maintainability	maintainability	NOUN
ajema-2627	153	6	and	and	CCONJ
ajema-2627	153	7	allows	allow	VERB
ajema-2627	153	8	you	you	PRON
ajema-2627	153	9	to	to	PART
ajema-2627	153	10	easily	easily	ADV
ajema-2627	153	11	switch	switch	VERB
ajema-2627	153	12	between	between	ADP
ajema-2627	153	13	production	production	NOUN
ajema-2627	153	14	and	and	CCONJ
ajema-2627	153	15	mock	mock	ADJ
ajema-2627	153	16	services	service	NOUN
ajema-2627	153	17	for	for	ADP
ajema-2627	153	18	testing	testing	NOUN
ajema-2627	153	19	.	.	PUNCT
ajema-2627	154	1	when	when	SCONJ
ajema-2627	154	2	integrated	integrate	VERB
ajema-2627	154	3	with	with	ADP
ajema-2627	154	4	swiftui	swiftui	PROPN
ajema-2627	154	5	’s	’s	PART
ajema-2627	154	6	environment	environment	NOUN
ajema-2627	154	7	system	system	NOUN
ajema-2627	154	8	and	and	CCONJ
ajema-2627	154	9	combine	combine	NOUN
ajema-2627	154	10	’s	’s	PART
ajema-2627	154	11	publisher	publisher	NOUN
ajema-2627	154	12	-	-	PUNCT
ajema-2627	154	13	driven	drive	VERB
ajema-2627	154	14	design	design	NOUN
ajema-2627	154	15	,	,	PUNCT
ajema-2627	154	16	di	di	PROPN
ajema-2627	154	17	supports	support	VERB
ajema-2627	154	18	a	a	DET
ajema-2627	154	19	clean	clean	ADJ
ajema-2627	154	20	,	,	PUNCT
ajema-2627	154	21	composable	composable	ADJ
ajema-2627	154	22	app	app	NOUN
ajema-2627	154	23	structure	structure	NOUN
ajema-2627	154	24	5	5	NUM
ajema-2627	154	25	.	.	PUNCT
ajema-2627	154	26	integrating	integrate	VERB
ajema-2627	154	27	combine	combine	NOUN
ajema-2627	154	28	with	with	ADP
ajema-2627	154	29	core	core	NOUN
ajema-2627	154	30	data	datum	NOUN
ajema-2627	154	31	,	,	PUNCT
ajema-2627	154	32	cloudkit	cloudkit	ADJ
ajema-2627	154	33	,	,	PUNCT
ajema-2627	154	34	and	and	CCONJ
ajema-2627	154	35	third	third	ADJ
ajema-2627	154	36	-	-	PUNCT
ajema-2627	154	37	party	party	NOUN
ajema-2627	154	38	sdks	sdks	NOUN
ajema-2627	154	39	combine	combine	NOUN
ajema-2627	154	40	can	can	AUX
ajema-2627	154	41	be	be	AUX
ajema-2627	154	42	seamlessly	seamlessly	ADV
ajema-2627	154	43	integrated	integrate	VERB
ajema-2627	154	44	with	with	ADP
ajema-2627	154	45	apple	apple	NOUN
ajema-2627	154	46	frameworks	framework	NOUN
ajema-2627	154	47	like	like	ADP
ajema-2627	154	48	core	core	NOUN
ajema-2627	154	49	data	datum	NOUN
ajema-2627	154	50	and	and	CCONJ
ajema-2627	154	51	cloudkit	cloudkit	NOUN
ajema-2627	154	52	,	,	PUNCT
ajema-2627	154	53	as	as	ADV
ajema-2627	154	54	well	well	ADV
ajema-2627	154	55	as	as	ADP
ajema-2627	154	56	third	third	ADJ
ajema-2627	154	57	-	-	PUNCT
ajema-2627	154	58	party	party	NOUN
ajema-2627	154	59	sdks	sdks	NOUN
ajema-2627	154	60	that	that	PRON
ajema-2627	154	61	support	support	VERB
ajema-2627	154	62	asynchronous	asynchronous	ADJ
ajema-2627	154	63	operations	operation	NOUN
ajema-2627	154	64	.	.	PUNCT
ajema-2627	155	1	➢	➢	VERB
ajema-2627	155	2	core	core	NOUN
ajema-2627	155	3	data	datum	NOUN
ajema-2627	155	4	publishers	publisher	NOUN
ajema-2627	155	5	allow	allow	VERB
ajema-2627	155	6	you	you	PRON
ajema-2627	155	7	to	to	PART
ajema-2627	155	8	observe	observe	VERB
ajema-2627	155	9	data	datum	NOUN
ajema-2627	155	10	changes	change	NOUN
ajema-2627	155	11	and	and	CCONJ
ajema-2627	155	12	reflect	reflect	VERB
ajema-2627	155	13	them	they	PRON
ajema-2627	155	14	in	in	ADP
ajema-2627	155	15	real	real	ADJ
ajema-2627	155	16	time	time	NOUN
ajema-2627	155	17	on	on	ADP
ajema-2627	155	18	the	the	DET
ajema-2627	155	19	ui	ui	PROPN
ajema-2627	155	20	.	.	PROPN
ajema-2627	156	1	120	120	NUM
ajema-2627	156	2	journal	journal	NOUN
ajema-2627	156	3	of	of	ADP
ajema-2627	156	4	engineering	engineering	NOUN
ajema-2627	156	5	,	,	PUNCT
ajema-2627	156	6	mechanics	mechanic	NOUN
ajema-2627	156	7	and	and	CCONJ
ajema-2627	156	8	architecture	architecture	NOUN
ajema-2627	156	9	www	www	NOUN
ajema-2627	156	10	.	.	PUNCT
ajema-2627	157	1	grnjournal.us	grnjournal.us	X
ajema-2627	157	2	➢	➢	NOUN
ajema-2627	157	3	cloudkit	cloudkit	NOUN
ajema-2627	157	4	can	can	AUX
ajema-2627	157	5	be	be	AUX
ajema-2627	157	6	wrapped	wrap	VERB
ajema-2627	157	7	with	with	ADP
ajema-2627	157	8	custom	custom	NOUN
ajema-2627	157	9	combine	combine	NOUN
ajema-2627	157	10	publishers	publisher	NOUN
ajema-2627	157	11	to	to	PART
ajema-2627	157	12	handle	handle	VERB
ajema-2627	157	13	icloud	icloud	PROPN
ajema-2627	157	14	sync	sync	NOUN
ajema-2627	157	15	and	and	CCONJ
ajema-2627	157	16	remote	remote	ADJ
ajema-2627	157	17	data	datum	NOUN
ajema-2627	157	18	fetching	fetch	VERB
ajema-2627	157	19	.	.	PUNCT
ajema-2627	158	1	➢	➢	PROPN
ajema-2627	158	2	for	for	ADP
ajema-2627	158	3	sdks	sdks	NOUN
ajema-2627	158	4	that	that	PRON
ajema-2627	158	5	use	use	VERB
ajema-2627	158	6	callbacks	callback	NOUN
ajema-2627	158	7	or	or	CCONJ
ajema-2627	158	8	promises	promise	NOUN
ajema-2627	158	9	,	,	PUNCT
ajema-2627	158	10	custom	custom	NOUN
ajema-2627	158	11	publishers	publisher	NOUN
ajema-2627	158	12	can	can	AUX
ajema-2627	158	13	be	be	AUX
ajema-2627	158	14	created	create	VERB
ajema-2627	158	15	using	use	VERB
ajema-2627	158	16	future	future	NOUN
ajema-2627	158	17	or	or	CCONJ
ajema-2627	158	18	passthroughsubject	passthroughsubject	NOUN
ajema-2627	158	19	.	.	PUNCT
ajema-2627	159	1	this	this	PRON
ajema-2627	159	2	ensures	ensure	VERB
ajema-2627	159	3	a	a	DET
ajema-2627	159	4	unified	unified	ADJ
ajema-2627	159	5	reactive	reactive	ADJ
ajema-2627	159	6	programming	programming	NOUN
ajema-2627	159	7	model	model	NOUN
ajema-2627	159	8	across	across	ADP
ajema-2627	159	9	all	all	DET
ajema-2627	159	10	layers	layer	NOUN
ajema-2627	159	11	of	of	ADP
ajema-2627	159	12	your	your	PRON
ajema-2627	159	13	app	app	NOUN
ajema-2627	159	14	—	—	PUNCT
ajema-2627	159	15	from	from	ADP
ajema-2627	159	16	ui	ui	NOUN
ajema-2627	159	17	to	to	ADP
ajema-2627	159	18	data	data	NOUN
ajema-2627	159	19	persistence	persistence	NOUN
ajema-2627	159	20	and	and	CCONJ
ajema-2627	159	21	network	network	NOUN
ajema-2627	159	22	operations	operation	NOUN
ajema-2627	159	23	.	.	PUNCT
ajema-2627	160	1	8	8	X
ajema-2627	160	2	.	.	PUNCT
ajema-2627	160	3	performance	performance	NOUN
ajema-2627	160	4	considerations	consideration	NOUN
ajema-2627	160	5	and	and	CCONJ
ajema-2627	160	6	best	good	ADJ
ajema-2627	160	7	practices	practice	NOUN
ajema-2627	160	8	ensuring	ensure	VERB
ajema-2627	160	9	responsive	responsive	ADJ
ajema-2627	160	10	,	,	PUNCT
ajema-2627	160	11	efficient	efficient	ADJ
ajema-2627	160	12	,	,	PUNCT
ajema-2627	160	13	and	and	CCONJ
ajema-2627	160	14	scalable	scalable	ADJ
ajema-2627	160	15	swiftui	swiftui	ADJ
ajema-2627	160	16	apps	app	NOUN
ajema-2627	160	17	powered	power	VERB
ajema-2627	160	18	by	by	ADP
ajema-2627	160	19	combine	combine	NOUN
ajema-2627	160	20	.	.	PUNCT
ajema-2627	161	1	1	1	X
ajema-2627	161	2	.	.	X
ajema-2627	161	3	efficient	efficient	ADJ
ajema-2627	161	4	rendering	rendering	NOUN
ajema-2627	161	5	and	and	CCONJ
ajema-2627	161	6	view	view	NOUN
ajema-2627	161	7	updates	update	NOUN
ajema-2627	161	8	in	in	ADP
ajema-2627	161	9	swiftui	swiftui	ADJ
ajema-2627	161	10	swiftui	swiftui	PROPN
ajema-2627	161	11	's	's	PART
ajema-2627	161	12	declarative	declarative	ADJ
ajema-2627	161	13	nature	nature	NOUN
ajema-2627	161	14	is	be	AUX
ajema-2627	161	15	designed	design	VERB
ajema-2627	161	16	to	to	PART
ajema-2627	161	17	reduce	reduce	VERB
ajema-2627	161	18	the	the	DET
ajema-2627	161	19	need	need	NOUN
ajema-2627	161	20	for	for	ADP
ajema-2627	161	21	manual	manual	ADJ
ajema-2627	161	22	ui	ui	PROPN
ajema-2627	161	23	updates	update	VERB
ajema-2627	161	24	.	.	PUNCT
ajema-2627	162	1	however	however	ADV
ajema-2627	162	2	,	,	PUNCT
ajema-2627	162	3	performance	performance	NOUN
ajema-2627	162	4	issues	issue	NOUN
ajema-2627	162	5	can	can	AUX
ajema-2627	162	6	still	still	ADV
ajema-2627	162	7	arise	arise	VERB
ajema-2627	162	8	if	if	SCONJ
ajema-2627	162	9	views	view	NOUN
ajema-2627	162	10	are	be	AUX
ajema-2627	162	11	not	not	PART
ajema-2627	162	12	structured	structure	VERB
ajema-2627	162	13	efficiently	efficiently	ADV
ajema-2627	162	14	.	.	PUNCT
ajema-2627	163	1	to	to	PART
ajema-2627	163	2	optimize	optimize	VERB
ajema-2627	163	3	rendering	rendering	NOUN
ajema-2627	163	4	:	:	PUNCT
ajema-2627	163	5	➢	➢	VERB
ajema-2627	163	6	minimize	minimize	VERB
ajema-2627	163	7	deep	deep	ADJ
ajema-2627	163	8	view	view	NOUN
ajema-2627	163	9	hierarchies	hierarchy	NOUN
ajema-2627	163	10	by	by	ADP
ajema-2627	163	11	composing	compose	VERB
ajema-2627	163	12	smaller	small	ADJ
ajema-2627	163	13	views	view	NOUN
ajema-2627	163	14	.	.	PUNCT
ajema-2627	164	1	➢	➢	NOUN
ajema-2627	164	2	use	use	VERB
ajema-2627	164	3	@stateobject	@stateobject	PROPN
ajema-2627	164	4	instead	instead	ADV
ajema-2627	164	5	of	of	ADP
ajema-2627	164	6	@observedobject	@observedobject	PROPN
ajema-2627	164	7	when	when	SCONJ
ajema-2627	164	8	a	a	DET
ajema-2627	164	9	view	view	NOUN
ajema-2627	164	10	should	should	AUX
ajema-2627	164	11	own	own	VERB
ajema-2627	164	12	its	its	PRON
ajema-2627	164	13	state	state	NOUN
ajema-2627	164	14	to	to	PART
ajema-2627	164	15	avoid	avoid	VERB
ajema-2627	164	16	unnecessary	unnecessary	ADJ
ajema-2627	164	17	reinitialization	reinitialization	NOUN
ajema-2627	164	18	.	.	PUNCT
ajema-2627	165	1	➢	➢	VERB
ajema-2627	165	2	leverage	leverage	NOUN
ajema-2627	165	3	equatableview	equatableview	NOUN
ajema-2627	165	4	and	and	CCONJ
ajema-2627	165	5	.id	.id	PROPN
ajema-2627	165	6	(	(	PUNCT
ajema-2627	165	7	)	)	PUNCT
ajema-2627	165	8	to	to	PART
ajema-2627	165	9	help	help	VERB
ajema-2627	165	10	swiftui	swiftui	NOUN
ajema-2627	165	11	determine	determine	VERB
ajema-2627	165	12	when	when	SCONJ
ajema-2627	165	13	to	to	PART
ajema-2627	165	14	re	re	VERB
ajema-2627	165	15	-	-	VERB
ajema-2627	165	16	render	render	VERB
ajema-2627	165	17	.	.	PUNCT
ajema-2627	165	18	➢	➢	NOUN
ajema-2627	165	19	avoid	avoid	VERB
ajema-2627	165	20	overusing	overuse	VERB
ajema-2627	165	21	expensive	expensive	ADJ
ajema-2627	165	22	layout	layout	NOUN
ajema-2627	165	23	operations	operation	NOUN
ajema-2627	165	24	(	(	PUNCT
ajema-2627	165	25	e.g.	e.g.	ADV
ajema-2627	165	26	,	,	PUNCT
ajema-2627	165	27	geometry	geometry	NOUN
ajema-2627	165	28	readers	reader	NOUN
ajema-2627	165	29	)	)	PUNCT
ajema-2627	165	30	unless	unless	SCONJ
ajema-2627	165	31	necessary	necessary	ADJ
ajema-2627	165	32	.	.	PUNCT
ajema-2627	166	1	the	the	DET
ajema-2627	166	2	goal	goal	NOUN
ajema-2627	166	3	is	be	AUX
ajema-2627	166	4	to	to	PART
ajema-2627	166	5	reduce	reduce	VERB
ajema-2627	166	6	the	the	DET
ajema-2627	166	7	frequency	frequency	NOUN
ajema-2627	166	8	and	and	CCONJ
ajema-2627	166	9	cost	cost	NOUN
ajema-2627	166	10	of	of	ADP
ajema-2627	166	11	view	view	NOUN
ajema-2627	166	12	invalidation	invalidation	NOUN
ajema-2627	166	13	and	and	CCONJ
ajema-2627	166	14	ensure	ensure	VERB
ajema-2627	166	15	updates	update	NOUN
ajema-2627	166	16	are	be	AUX
ajema-2627	166	17	strictly	strictly	ADV
ajema-2627	166	18	data	data	NOUN
ajema-2627	166	19	-	-	PUNCT
ajema-2627	166	20	driven	drive	VERB
ajema-2627	166	21	.	.	PUNCT
ajema-2627	167	1	2	2	X
ajema-2627	167	2	.	.	X
ajema-2627	167	3	avoiding	avoid	VERB
ajema-2627	167	4	memory	memory	NOUN
ajema-2627	167	5	leaks	leak	NOUN
ajema-2627	167	6	and	and	CCONJ
ajema-2627	167	7	retain	retain	VERB
ajema-2627	167	8	cycles	cycle	NOUN
ajema-2627	167	9	in	in	ADP
ajema-2627	167	10	combine	combine	NOUN
ajema-2627	167	11	combine	combine	VERB
ajema-2627	167	12	introduces	introduce	NOUN
ajema-2627	167	13	powerful	powerful	ADJ
ajema-2627	167	14	capabilities	capability	NOUN
ajema-2627	167	15	,	,	PUNCT
ajema-2627	167	16	but	but	CCONJ
ajema-2627	167	17	improper	improper	ADJ
ajema-2627	167	18	use	use	NOUN
ajema-2627	167	19	of	of	ADP
ajema-2627	167	20	closures	closure	NOUN
ajema-2627	167	21	or	or	CCONJ
ajema-2627	167	22	long	long	ADV
ajema-2627	167	23	-	-	PUNCT
ajema-2627	167	24	lived	live	VERB
ajema-2627	167	25	publishers	publisher	NOUN
ajema-2627	167	26	can	can	AUX
ajema-2627	167	27	lead	lead	VERB
ajema-2627	167	28	to	to	ADP
ajema-2627	167	29	memory	memory	NOUN
ajema-2627	167	30	leaks	leak	NOUN
ajema-2627	167	31	.	.	PUNCT
ajema-2627	168	1	to	to	PART
ajema-2627	168	2	avoid	avoid	VERB
ajema-2627	168	3	these	these	DET
ajema-2627	168	4	issues	issue	NOUN
ajema-2627	168	5	:	:	PUNCT
ajema-2627	168	6	➢	➢	AUX
ajema-2627	168	7	use	use	VERB
ajema-2627	168	8	[	[	X
ajema-2627	168	9	weak	weak	ADJ
ajema-2627	168	10	self	self	NOUN
ajema-2627	168	11	]	]	PUNCT
ajema-2627	168	12	or	or	CCONJ
ajema-2627	168	13	[	[	X
ajema-2627	168	14	unowned	unowned	ADJ
ajema-2627	168	15	self	self	NOUN
ajema-2627	168	16	]	]	PUNCT
ajema-2627	168	17	in	in	ADP
ajema-2627	168	18	combine	combine	NOUN
ajema-2627	168	19	subscription	subscription	NOUN
ajema-2627	168	20	closures	closure	NOUN
ajema-2627	168	21	to	to	PART
ajema-2627	168	22	prevent	prevent	VERB
ajema-2627	168	23	retain	retain	VERB
ajema-2627	168	24	cycles	cycle	NOUN
ajema-2627	168	25	.	.	PUNCT
ajema-2627	169	1	➢	➢	AUX
ajema-2627	169	2	cancel	cancel	VERB
ajema-2627	169	3	subscriptions	subscription	NOUN
ajema-2627	169	4	when	when	SCONJ
ajema-2627	169	5	they	they	PRON
ajema-2627	169	6	are	be	AUX
ajema-2627	169	7	no	no	ADV
ajema-2627	169	8	longer	long	ADV
ajema-2627	169	9	needed	need	VERB
ajema-2627	169	10	using	use	VERB
ajema-2627	169	11	anycancellable	anycancellable	ADJ
ajema-2627	169	12	and	and	CCONJ
ajema-2627	169	13	.store(in	.store(in	PUNCT
ajema-2627	169	14	:)	:)	INTJ
ajema-2627	169	15	.	.	PUNCT
ajema-2627	169	16	➢	➢	VERB
ajema-2627	169	17	ensure	ensure	VERB
ajema-2627	169	18	that	that	SCONJ
ajema-2627	169	19	subjects	subject	NOUN
ajema-2627	169	20	and	and	CCONJ
ajema-2627	169	21	publishers	publisher	NOUN
ajema-2627	169	22	are	be	AUX
ajema-2627	169	23	deallocated	deallocate	VERB
ajema-2627	169	24	properly	properly	ADV
ajema-2627	169	25	by	by	ADP
ajema-2627	169	26	using	use	VERB
ajema-2627	169	27	weak	weak	ADJ
ajema-2627	169	28	references	reference	NOUN
ajema-2627	169	29	in	in	ADP
ajema-2627	169	30	viewmodels	viewmodel	NOUN
ajema-2627	169	31	or	or	CCONJ
ajema-2627	169	32	services	service	NOUN
ajema-2627	169	33	.	.	PUNCT
ajema-2627	170	1	clean	clean	ADJ
ajema-2627	170	2	subscription	subscription	NOUN
ajema-2627	170	3	management	management	NOUN
ajema-2627	170	4	not	not	PART
ajema-2627	170	5	only	only	ADV
ajema-2627	170	6	improves	improve	VERB
ajema-2627	170	7	memory	memory	NOUN
ajema-2627	170	8	use	use	NOUN
ajema-2627	170	9	but	but	CCONJ
ajema-2627	170	10	also	also	ADV
ajema-2627	170	11	enhances	enhance	VERB
ajema-2627	170	12	app	app	NOUN
ajema-2627	170	13	stability	stability	NOUN
ajema-2627	170	14	.	.	PUNCT
ajema-2627	171	1	3	3	X
ajema-2627	171	2	.	.	X
ajema-2627	171	3	optimizing	optimize	VERB
ajema-2627	171	4	combine	combine	NOUN
ajema-2627	171	5	pipelines	pipeline	NOUN
ajema-2627	171	6	for	for	ADP
ajema-2627	171	7	ui	ui	PROPN
ajema-2627	171	8	responsiveness	responsiveness	PROPN
ajema-2627	171	9	reactive	reactive	ADJ
ajema-2627	171	10	pipelines	pipeline	NOUN
ajema-2627	171	11	can	can	AUX
ajema-2627	171	12	quickly	quickly	ADV
ajema-2627	171	13	become	become	VERB
ajema-2627	171	14	bottlenecks	bottleneck	NOUN
ajema-2627	171	15	if	if	SCONJ
ajema-2627	171	16	not	not	PART
ajema-2627	171	17	thoughtfully	thoughtfully	ADV
ajema-2627	171	18	constructed	construct	VERB
ajema-2627	171	19	.	.	PUNCT
ajema-2627	172	1	to	to	PART
ajema-2627	172	2	ensure	ensure	VERB
ajema-2627	172	3	ui	ui	PROPN
ajema-2627	172	4	stays	stay	VERB
ajema-2627	172	5	smooth	smooth	ADJ
ajema-2627	172	6	and	and	CCONJ
ajema-2627	172	7	reactive	reactive	ADJ
ajema-2627	172	8	:	:	PUNCT
ajema-2627	172	9	➢	➢	VERB
ajema-2627	172	10	use	use	NOUN
ajema-2627	172	11	operators	operator	NOUN
ajema-2627	172	12	like	like	ADP
ajema-2627	172	13	.debounce	.debounce	NOUN
ajema-2627	172	14	(	(	PUNCT
ajema-2627	172	15	)	)	PUNCT
ajema-2627	172	16	and	and	CCONJ
ajema-2627	172	17	.throttle	.throttle	NUM
ajema-2627	172	18	(	(	PUNCT
ajema-2627	172	19	)	)	PUNCT
ajema-2627	172	20	to	to	PART
ajema-2627	172	21	reduce	reduce	VERB
ajema-2627	172	22	the	the	DET
ajema-2627	172	23	frequency	frequency	NOUN
ajema-2627	172	24	of	of	ADP
ajema-2627	172	25	updates	update	NOUN
ajema-2627	172	26	for	for	ADP
ajema-2627	172	27	highvolume	highvolume	NOUN
ajema-2627	172	28	events	event	NOUN
ajema-2627	172	29	(	(	PUNCT
ajema-2627	172	30	e.g.	e.g.	ADV
ajema-2627	172	31	,	,	PUNCT
ajema-2627	172	32	text	text	NOUN
ajema-2627	172	33	inputs	input	NOUN
ajema-2627	172	34	,	,	PUNCT
ajema-2627	172	35	scrolls	scroll	NOUN
ajema-2627	172	36	)	)	PUNCT
ajema-2627	172	37	.	.	PUNCT
ajema-2627	173	1	➢	➢	PROPN
ajema-2627	173	2	perform	perform	VERB
ajema-2627	173	3	heavy	heavy	ADJ
ajema-2627	173	4	computations	computation	NOUN
ajema-2627	173	5	or	or	CCONJ
ajema-2627	173	6	i	i	PRON
ajema-2627	173	7	/	/	SYM
ajema-2627	173	8	o	o	NOUN
ajema-2627	173	9	tasks	task	NOUN
ajema-2627	173	10	off	off	ADP
ajema-2627	173	11	the	the	DET
ajema-2627	173	12	main	main	ADJ
ajema-2627	173	13	thread	thread	NOUN
ajema-2627	173	14	using	use	VERB
ajema-2627	173	15	.subscribe(on	.subscribe(on	PUNCT
ajema-2627	173	16	:)	:)	INTJ
ajema-2627	173	17	and	and	CCONJ
ajema-2627	173	18	.receive(on	.receive(on	PUNCT
ajema-2627	173	19	:)	:)	INTJ
ajema-2627	173	20	to	to	PART
ajema-2627	173	21	keep	keep	VERB
ajema-2627	173	22	ui	ui	NOUN
ajema-2627	173	23	rendering	rendering	NOUN
ajema-2627	173	24	unblocked	unblock	VERB
ajema-2627	173	25	.	.	PUNCT
ajema-2627	174	1	➢	➢	PROPN
ajema-2627	174	2	break	break	VERB
ajema-2627	174	3	down	down	ADP
ajema-2627	174	4	complex	complex	ADJ
ajema-2627	174	5	chains	chain	NOUN
ajema-2627	174	6	into	into	ADP
ajema-2627	174	7	modular	modular	ADJ
ajema-2627	174	8	,	,	PUNCT
ajema-2627	174	9	testable	testable	ADJ
ajema-2627	174	10	segments	segment	NOUN
ajema-2627	174	11	to	to	PART
ajema-2627	174	12	isolate	isolate	VERB
ajema-2627	174	13	performance	performance	NOUN
ajema-2627	174	14	-	-	PUNCT
ajema-2627	174	15	critical	critical	ADJ
ajema-2627	174	16	logic	logic	NOUN
ajema-2627	174	17	.	.	PUNCT
ajema-2627	175	1	➢	➢	PROPN
ajema-2627	175	2	avoid	avoid	VERB
ajema-2627	175	3	chaining	chain	VERB
ajema-2627	175	4	excessive	excessive	ADJ
ajema-2627	175	5	transformations	transformation	NOUN
ajema-2627	175	6	in	in	ADP
ajema-2627	175	7	a	a	DET
ajema-2627	175	8	single	single	ADJ
ajema-2627	175	9	pipeline	pipeline	NOUN
ajema-2627	175	10	unless	unless	SCONJ
ajema-2627	175	11	necessary	necessary	ADJ
ajema-2627	175	12	—	—	PUNCT
ajema-2627	175	13	sometimes	sometimes	ADV
ajema-2627	175	14	smaller	small	ADJ
ajema-2627	175	15	,	,	PUNCT
ajema-2627	175	16	dedicated	dedicated	ADJ
ajema-2627	175	17	publishers	publisher	NOUN
ajema-2627	175	18	are	be	AUX
ajema-2627	175	19	more	more	ADV
ajema-2627	175	20	manageable	manageable	ADJ
ajema-2627	175	21	.	.	PUNCT
ajema-2627	176	1	a	a	DET
ajema-2627	176	2	responsive	responsive	ADJ
ajema-2627	176	3	combine	combine	NOUN
ajema-2627	176	4	pipeline	pipeline	NOUN
ajema-2627	176	5	ensures	ensure	VERB
ajema-2627	176	6	that	that	SCONJ
ajema-2627	176	7	the	the	DET
ajema-2627	176	8	user	user	NOUN
ajema-2627	176	9	interface	interface	NOUN
ajema-2627	176	10	remains	remain	VERB
ajema-2627	176	11	snappy	snappy	ADJ
ajema-2627	176	12	under	under	ADP
ajema-2627	176	13	dynamic	dynamic	ADJ
ajema-2627	176	14	conditions	condition	NOUN
ajema-2627	176	15	.	.	PUNCT
ajema-2627	177	1	121	121	NUM
ajema-2627	177	2	journal	journal	NOUN
ajema-2627	177	3	of	of	ADP
ajema-2627	177	4	engineering	engineering	NOUN
ajema-2627	177	5	,	,	PUNCT
ajema-2627	177	6	mechanics	mechanic	NOUN
ajema-2627	177	7	and	and	CCONJ
ajema-2627	177	8	architecture	architecture	NOUN
ajema-2627	177	9	www	www	NOUN
ajema-2627	177	10	.	.	PUNCT
ajema-2627	178	1	grnjournal.us	grnjournal.us	X
ajema-2627	178	2	4	4	NUM
ajema-2627	178	3	.	.	PUNCT
ajema-2627	178	4	lazy	lazy	ADJ
ajema-2627	178	5	views	view	NOUN
ajema-2627	178	6	,	,	PUNCT
ajema-2627	178	7	@mainactor	@mainactor	NOUN
ajema-2627	178	8	,	,	PUNCT
ajema-2627	178	9	and	and	CCONJ
ajema-2627	178	10	swiftui	swiftui	NOUN
ajema-2627	178	11	concurrency	concurrency	NOUN
ajema-2627	178	12	swiftui	swiftui	NOUN
ajema-2627	178	13	supports	support	VERB
ajema-2627	178	14	advanced	advanced	ADJ
ajema-2627	178	15	concurrency	concurrency	NOUN
ajema-2627	178	16	patterns	pattern	NOUN
ajema-2627	178	17	that	that	PRON
ajema-2627	178	18	promote	promote	VERB
ajema-2627	178	19	both	both	DET
ajema-2627	178	20	performance	performance	NOUN
ajema-2627	178	21	and	and	CCONJ
ajema-2627	178	22	safety	safety	NOUN
ajema-2627	178	23	:	:	PUNCT
ajema-2627	178	24	➢	➢	VERB
ajema-2627	178	25	use	use	VERB
ajema-2627	178	26	lazy	lazy	ADJ
ajema-2627	178	27	views	view	NOUN
ajema-2627	178	28	like	like	ADP
ajema-2627	178	29	lazyvstack	lazyvstack	NOUN
ajema-2627	178	30	,	,	PUNCT
ajema-2627	178	31	lazyhstack	lazyhstack	NOUN
ajema-2627	178	32	,	,	PUNCT
ajema-2627	178	33	and	and	CCONJ
ajema-2627	178	34	lazygrid	lazygrid	VERB
ajema-2627	178	35	to	to	PART
ajema-2627	178	36	defer	defer	VERB
ajema-2627	178	37	rendering	rendering	NOUN
ajema-2627	178	38	until	until	SCONJ
ajema-2627	178	39	the	the	DET
ajema-2627	178	40	user	user	NOUN
ajema-2627	178	41	interacts	interact	VERB
ajema-2627	178	42	with	with	ADP
ajema-2627	178	43	them	they	PRON
ajema-2627	178	44	—	—	PUNCT
ajema-2627	178	45	ideal	ideal	ADJ
ajema-2627	178	46	for	for	ADP
ajema-2627	178	47	large	large	ADJ
ajema-2627	178	48	lists	list	NOUN
ajema-2627	178	49	or	or	CCONJ
ajema-2627	178	50	content	content	NOUN
ajema-2627	178	51	-	-	PUNCT
ajema-2627	178	52	heavy	heavy	ADJ
ajema-2627	178	53	views	view	NOUN
ajema-2627	178	54	.	.	PUNCT
ajema-2627	179	1	➢	➢	AUX
ajema-2627	179	2	annotate	annotate	VERB
ajema-2627	179	3	functions	function	NOUN
ajema-2627	179	4	that	that	PRON
ajema-2627	179	5	update	update	VERB
ajema-2627	179	6	the	the	DET
ajema-2627	179	7	ui	ui	NOUN
ajema-2627	179	8	with	with	ADP
ajema-2627	179	9	@mainactor	@mainactor	NOUN
ajema-2627	179	10	to	to	PART
ajema-2627	179	11	ensure	ensure	VERB
ajema-2627	179	12	they	they	PRON
ajema-2627	179	13	are	be	AUX
ajema-2627	179	14	executed	execute	VERB
ajema-2627	179	15	on	on	ADP
ajema-2627	179	16	the	the	DET
ajema-2627	179	17	main	main	ADJ
ajema-2627	179	18	thread	thread	NOUN
ajema-2627	179	19	without	without	ADP
ajema-2627	179	20	blocking	block	VERB
ajema-2627	179	21	user	user	NOUN
ajema-2627	179	22	interactions	interaction	NOUN
ajema-2627	179	23	.	.	PUNCT
ajema-2627	180	1	➢	➢	NOUN
ajema-2627	180	2	combine	combine	NOUN
ajema-2627	180	3	can	can	AUX
ajema-2627	180	4	interoperate	interoperate	VERB
ajema-2627	180	5	with	with	ADP
ajema-2627	180	6	swift	swift	PROPN
ajema-2627	180	7	’s	’s	PART
ajema-2627	180	8	structured	structured	ADJ
ajema-2627	180	9	concurrency	concurrency	NOUN
ajema-2627	180	10	(	(	PUNCT
ajema-2627	180	11	async	async	NOUN
ajema-2627	180	12	/	/	SYM
ajema-2627	180	13	await	await	NOUN
ajema-2627	180	14	)	)	PUNCT
ajema-2627	180	15	,	,	PUNCT
ajema-2627	180	16	which	which	PRON
ajema-2627	180	17	provides	provide	VERB
ajema-2627	180	18	fine	fine	ADV
ajema-2627	180	19	-	-	PUNCT
ajema-2627	180	20	grained	grain	VERB
ajema-2627	180	21	control	control	NOUN
ajema-2627	180	22	over	over	ADP
ajema-2627	180	23	asynchronous	asynchronous	ADJ
ajema-2627	180	24	workloads	workload	NOUN
ajema-2627	180	25	.	.	PUNCT
ajema-2627	181	1	➢	➢	AUX
ajema-2627	181	2	adopt	adopt	VERB
ajema-2627	181	3	task	task	NOUN
ajema-2627	181	4	{	{	PUNCT
ajema-2627	181	5	}	}	PUNCT
ajema-2627	181	6	blocks	block	NOUN
ajema-2627	181	7	for	for	ADP
ajema-2627	181	8	launching	launch	VERB
ajema-2627	181	9	asynchronous	asynchronous	ADJ
ajema-2627	181	10	tasks	task	NOUN
ajema-2627	181	11	within	within	ADP
ajema-2627	181	12	views	view	NOUN
ajema-2627	181	13	,	,	PUNCT
ajema-2627	181	14	and	and	CCONJ
ajema-2627	181	15	use	use	VERB
ajema-2627	181	16	task.cancel	task.cancel	PROPN
ajema-2627	181	17	(	(	PUNCT
ajema-2627	181	18	)	)	PUNCT
ajema-2627	181	19	for	for	ADP
ajema-2627	181	20	cleanup	cleanup	NOUN
ajema-2627	181	21	on	on	ADP
ajema-2627	181	22	deinit	deinit	NOUN
ajema-2627	181	23	or	or	CCONJ
ajema-2627	181	24	view	view	VERB
ajema-2627	181	25	disappearances	disappearance	NOUN
ajema-2627	181	26	.	.	PUNCT
ajema-2627	182	1	proper	proper	ADJ
ajema-2627	182	2	concurrency	concurrency	NOUN
ajema-2627	182	3	management	management	NOUN
ajema-2627	182	4	results	result	NOUN
ajema-2627	182	5	in	in	ADP
ajema-2627	182	6	better	well	ADJ
ajema-2627	182	7	responsiveness	responsiveness	NOUN
ajema-2627	182	8	,	,	PUNCT
ajema-2627	182	9	smoother	smooth	ADJ
ajema-2627	182	10	animations	animation	NOUN
ajema-2627	182	11	,	,	PUNCT
ajema-2627	182	12	and	and	CCONJ
ajema-2627	182	13	reduced	reduce	VERB
ajema-2627	182	14	ui	ui	PROPN
ajema-2627	182	15	thread	thread	NOUN
ajema-2627	182	16	contention	contention	NOUN
ajema-2627	182	17	.	.	PUNCT
ajema-2627	183	1	9	9	X
ajema-2627	183	2	.	.	X
ajema-2627	183	3	testing	test	VERB
ajema-2627	183	4	swiftui	swiftui	NOUN
ajema-2627	183	5	+	+	CCONJ
ajema-2627	183	6	combine	combine	VERB
ajema-2627	183	7	code	code	NOUN
ajema-2627	183	8	ensuring	ensure	VERB
ajema-2627	183	9	reliability	reliability	NOUN
ajema-2627	183	10	,	,	PUNCT
ajema-2627	183	11	correctness	correctness	NOUN
ajema-2627	183	12	,	,	PUNCT
ajema-2627	183	13	and	and	CCONJ
ajema-2627	183	14	maintainability	maintainability	NOUN
ajema-2627	183	15	in	in	ADP
ajema-2627	183	16	reactive	reactive	NOUN
ajema-2627	183	17	,	,	PUNCT
ajema-2627	183	18	declarative	declarative	ADJ
ajema-2627	183	19	ios	io	NOUN
ajema-2627	183	20	applications	application	NOUN
ajema-2627	183	21	.	.	PUNCT
ajema-2627	184	1	1	1	X
ajema-2627	184	2	.	.	X
ajema-2627	184	3	unit	unit	NOUN
ajema-2627	184	4	testing	testing	NOUN
ajema-2627	184	5	combine	combine	VERB
ajema-2627	184	6	pipelines	pipeline	NOUN
ajema-2627	184	7	and	and	CCONJ
ajema-2627	184	8	viewmodels	viewmodel	NOUN
ajema-2627	184	9	combine	combine	NOUN
ajema-2627	184	10	's	's	PART
ajema-2627	184	11	declarative	declarative	ADJ
ajema-2627	184	12	and	and	CCONJ
ajema-2627	184	13	reactive	reactive	ADJ
ajema-2627	184	14	nature	nature	NOUN
ajema-2627	184	15	requires	require	VERB
ajema-2627	184	16	a	a	DET
ajema-2627	184	17	shift	shift	NOUN
ajema-2627	184	18	in	in	ADP
ajema-2627	184	19	testing	testing	NOUN
ajema-2627	184	20	mindset	mindset	NOUN
ajema-2627	184	21	.	.	PUNCT
ajema-2627	185	1	instead	instead	ADV
ajema-2627	185	2	of	of	ADP
ajema-2627	185	3	testing	test	VERB
ajema-2627	185	4	imperative	imperative	ADJ
ajema-2627	185	5	sequences	sequence	NOUN
ajema-2627	185	6	,	,	PUNCT
ajema-2627	185	7	you	you	PRON
ajema-2627	185	8	verify	verify	VERB
ajema-2627	185	9	the	the	DET
ajema-2627	185	10	emissions	emission	NOUN
ajema-2627	185	11	and	and	CCONJ
ajema-2627	185	12	transformations	transformation	NOUN
ajema-2627	185	13	over	over	ADP
ajema-2627	185	14	time	time	NOUN
ajema-2627	185	15	.	.	PUNCT
ajema-2627	186	1	key	key	ADJ
ajema-2627	186	2	practices	practice	NOUN
ajema-2627	186	3	include	include	VERB
ajema-2627	186	4	:	:	PUNCT
ajema-2627	186	5	➢	➢	VERB
ajema-2627	186	6	testing	test	VERB
ajema-2627	186	7	viewmodel	viewmodel	NOUN
ajema-2627	186	8	logic	logic	NOUN
ajema-2627	186	9	in	in	ADP
ajema-2627	186	10	isolation	isolation	NOUN
ajema-2627	186	11	by	by	ADP
ajema-2627	186	12	asserting	assert	VERB
ajema-2627	186	13	state	state	NOUN
ajema-2627	186	14	changes	change	NOUN
ajema-2627	186	15	from	from	ADP
ajema-2627	186	16	published	publish	VERB
ajema-2627	186	17	properties	property	NOUN
ajema-2627	186	18	.	.	PUNCT
ajema-2627	187	1	➢	➢	NOUN
ajema-2627	187	2	using	use	VERB
ajema-2627	187	3	xctestexpectation	xctestexpectation	NOUN
ajema-2627	187	4	and	and	CCONJ
ajema-2627	187	5	wait(for	wait(for	VERB
ajema-2627	187	6	:)	:)	INTJ
ajema-2627	187	7	to	to	PART
ajema-2627	187	8	observe	observe	VERB
ajema-2627	187	9	asynchronous	asynchronous	ADJ
ajema-2627	187	10	publisher	publisher	NOUN
ajema-2627	187	11	outputs	output	NOUN
ajema-2627	187	12	.	.	PUNCT
ajema-2627	188	1	➢	➢	VERB
ajema-2627	188	2	verifying	verify	VERB
ajema-2627	188	3	the	the	DET
ajema-2627	188	4	order	order	NOUN
ajema-2627	188	5	and	and	CCONJ
ajema-2627	188	6	timing	timing	NOUN
ajema-2627	188	7	of	of	ADP
ajema-2627	188	8	events	event	NOUN
ajema-2627	188	9	through	through	ADP
ajema-2627	188	10	combine	combine	NOUN
ajema-2627	188	11	test	test	NOUN
ajema-2627	188	12	helpers	helper	NOUN
ajema-2627	188	13	or	or	CCONJ
ajema-2627	188	14	custom	custom	NOUN
ajema-2627	188	15	subscribers	subscriber	NOUN
ajema-2627	188	16	.	.	PUNCT
ajema-2627	189	1	by	by	ADP
ajema-2627	189	2	isolating	isolate	VERB
ajema-2627	189	3	business	business	NOUN
ajema-2627	189	4	logic	logic	NOUN
ajema-2627	189	5	in	in	ADP
ajema-2627	189	6	observableobject	observableobject	NOUN
ajema-2627	189	7	-	-	PUNCT
ajema-2627	189	8	conforming	conform	VERB
ajema-2627	189	9	viewmodels	viewmodel	NOUN
ajema-2627	189	10	,	,	PUNCT
ajema-2627	189	11	it	it	PRON
ajema-2627	189	12	's	be	AUX
ajema-2627	189	13	easier	easy	ADJ
ajema-2627	189	14	to	to	PART
ajema-2627	189	15	create	create	VERB
ajema-2627	189	16	deterministic	deterministic	ADJ
ajema-2627	189	17	,	,	PUNCT
ajema-2627	189	18	repeatable	repeatable	ADJ
ajema-2627	189	19	unit	unit	NOUN
ajema-2627	189	20	tests	test	NOUN
ajema-2627	189	21	that	that	PRON
ajema-2627	189	22	assert	assert	VERB
ajema-2627	189	23	data	datum	NOUN
ajema-2627	189	24	flow	flow	NOUN
ajema-2627	189	25	correctness	correctness	NOUN
ajema-2627	189	26	.	.	PUNCT
ajema-2627	190	1	2	2	X
ajema-2627	190	2	.	.	X
ajema-2627	190	3	writing	write	VERB
ajema-2627	190	4	ui	ui	NOUN
ajema-2627	190	5	tests	test	NOUN
ajema-2627	190	6	for	for	ADP
ajema-2627	190	7	swiftui	swiftui	ADJ
ajema-2627	190	8	views	view	NOUN
ajema-2627	190	9	swiftui	swiftui	PROPN
ajema-2627	190	10	's	's	PART
ajema-2627	190	11	declarative	declarative	ADJ
ajema-2627	190	12	approach	approach	NOUN
ajema-2627	190	13	lends	lend	VERB
ajema-2627	190	14	itself	itself	PRON
ajema-2627	190	15	well	well	ADV
ajema-2627	190	16	to	to	ADP
ajema-2627	190	17	automated	automate	VERB
ajema-2627	190	18	ui	ui	NOUN
ajema-2627	190	19	testing	testing	NOUN
ajema-2627	190	20	using	use	VERB
ajema-2627	190	21	xctest	xct	ADJ
ajema-2627	190	22	and	and	CCONJ
ajema-2627	190	23	xcuitest	xcuitest	ADJ
ajema-2627	190	24	:	:	PUNCT
ajema-2627	190	25	➢	➢	NOUN
ajema-2627	190	26	focus	focus	VERB
ajema-2627	190	27	on	on	ADP
ajema-2627	190	28	testing	testing	NOUN
ajema-2627	190	29	view	view	NOUN
ajema-2627	190	30	rendering	render	VERB
ajema-2627	190	31	based	base	VERB
ajema-2627	190	32	on	on	ADP
ajema-2627	190	33	different	different	ADJ
ajema-2627	190	34	states	state	NOUN
ajema-2627	190	35	rather	rather	ADV
ajema-2627	190	36	than	than	ADP
ajema-2627	190	37	interactions	interaction	NOUN
ajema-2627	190	38	alone	alone	ADV
ajema-2627	190	39	.	.	PUNCT
ajema-2627	191	1	➢	➢	PROPN
ajema-2627	191	2	use	use	VERB
ajema-2627	191	3	accessibility	accessibility	NOUN
ajema-2627	191	4	identifiers	identifier	NOUN
ajema-2627	191	5	to	to	PART
ajema-2627	191	6	reliably	reliably	ADV
ajema-2627	191	7	locate	locate	VERB
ajema-2627	191	8	and	and	CCONJ
ajema-2627	191	9	interact	interact	VERB
ajema-2627	191	10	with	with	ADP
ajema-2627	191	11	ui	ui	PROPN
ajema-2627	191	12	elements	element	NOUN
ajema-2627	191	13	.	.	PUNCT
ajema-2627	192	1	➢	➢	AUX
ajema-2627	192	2	simulate	simulate	VERB
ajema-2627	192	3	navigation	navigation	NOUN
ajema-2627	192	4	,	,	PUNCT
ajema-2627	192	5	taps	tap	NOUN
ajema-2627	192	6	,	,	PUNCT
ajema-2627	192	7	and	and	CCONJ
ajema-2627	192	8	data	data	NOUN
ajema-2627	192	9	-	-	PUNCT
ajema-2627	192	10	entry	entry	NOUN
ajema-2627	192	11	flows	flow	NOUN
ajema-2627	192	12	to	to	PART
ajema-2627	192	13	test	test	VERB
ajema-2627	192	14	real	real	ADJ
ajema-2627	192	15	-	-	PUNCT
ajema-2627	192	16	world	world	NOUN
ajema-2627	192	17	usage	usage	NOUN
ajema-2627	192	18	paths	path	NOUN
ajema-2627	192	19	.	.	PUNCT
ajema-2627	193	1	ui	ui	PROPN
ajema-2627	193	2	tests	test	NOUN
ajema-2627	193	3	validate	validate	VERB
ajema-2627	193	4	the	the	DET
ajema-2627	193	5	user	user	NOUN
ajema-2627	193	6	experience	experience	NOUN
ajema-2627	193	7	holistically	holistically	ADV
ajema-2627	193	8	,	,	PUNCT
ajema-2627	193	9	ensuring	ensure	VERB
ajema-2627	193	10	that	that	SCONJ
ajema-2627	193	11	interface	interface	NOUN
ajema-2627	193	12	logic	logic	NOUN
ajema-2627	193	13	aligns	align	VERB
ajema-2627	193	14	with	with	ADP
ajema-2627	193	15	the	the	DET
ajema-2627	193	16	underlying	underlie	VERB
ajema-2627	193	17	combine	combine	NOUN
ajema-2627	193	18	-	-	PUNCT
ajema-2627	193	19	driven	drive	VERB
ajema-2627	193	20	data	datum	NOUN
ajema-2627	193	21	flow	flow	NOUN
ajema-2627	193	22	.	.	PUNCT
ajema-2627	194	1	3	3	X
ajema-2627	194	2	.	.	X
ajema-2627	194	3	using	use	VERB
ajema-2627	194	4	xctest	xct	ADJ
ajema-2627	194	5	and	and	CCONJ
ajema-2627	194	6	combine	combine	VERB
ajema-2627	194	7	expectations	expectation	NOUN
ajema-2627	194	8	xctest	xctest	PROPN
ajema-2627	194	9	works	work	VERB
ajema-2627	194	10	hand	hand	NOUN
ajema-2627	194	11	-	-	PUNCT
ajema-2627	194	12	in	in	ADP
ajema-2627	194	13	-	-	PUNCT
ajema-2627	194	14	hand	hand	NOUN
ajema-2627	194	15	with	with	ADP
ajema-2627	194	16	combine	combine	NOUN
ajema-2627	194	17	when	when	SCONJ
ajema-2627	194	18	properly	properly	ADV
ajema-2627	194	19	extended	extend	VERB
ajema-2627	194	20	with	with	ADP
ajema-2627	194	21	combine	combine	NOUN
ajema-2627	194	22	-	-	PUNCT
ajema-2627	194	23	specific	specific	ADJ
ajema-2627	194	24	testing	testing	NOUN
ajema-2627	194	25	tools	tool	NOUN
ajema-2627	194	26	:	:	PUNCT
ajema-2627	194	27	➢	➢	VERB
ajema-2627	194	28	use	use	VERB
ajema-2627	194	29	xctestcase+combineexpectations	xctestcase+combineexpectations	PROPN
ajema-2627	194	30	libraries	library	NOUN
ajema-2627	194	31	to	to	PART
ajema-2627	194	32	simplify	simplify	VERB
ajema-2627	194	33	assertions	assertion	NOUN
ajema-2627	194	34	on	on	ADP
ajema-2627	194	35	publisher	publisher	NOUN
ajema-2627	194	36	output	output	NOUN
ajema-2627	194	37	.	.	PUNCT
ajema-2627	195	1	➢	➢	PROPN
ajema-2627	195	2	capture	capture	VERB
ajema-2627	195	3	emitted	emitted	ADJ
ajema-2627	195	4	values	value	NOUN
ajema-2627	195	5	using	use	VERB
ajema-2627	195	6	.sink	.sink	PUNCT
ajema-2627	195	7	and	and	CCONJ
ajema-2627	195	8	test	test	NOUN
ajema-2627	195	9	sequence	sequence	NOUN
ajema-2627	195	10	completion	completion	NOUN
ajema-2627	195	11	or	or	CCONJ
ajema-2627	195	12	failure	failure	NOUN
ajema-2627	195	13	events	event	NOUN
ajema-2627	195	14	.	.	PUNCT
ajema-2627	196	1	➢	➢	PROPN
ajema-2627	196	2	verify	verify	VERB
ajema-2627	196	3	proper	proper	ADJ
ajema-2627	196	4	subscription	subscription	NOUN
ajema-2627	196	5	cancellation	cancellation	NOUN
ajema-2627	196	6	and	and	CCONJ
ajema-2627	196	7	error	error	NOUN
ajema-2627	196	8	propagation	propagation	NOUN
ajema-2627	196	9	through	through	ADP
ajema-2627	196	10	@published	@published	ADJ
ajema-2627	196	11	and	and	CCONJ
ajema-2627	196	12	other	other	ADJ
ajema-2627	196	13	state	state	NOUN
ajema-2627	196	14	publishers	publisher	NOUN
ajema-2627	196	15	.	.	PUNCT
ajema-2627	197	1	with	with	ADP
ajema-2627	197	2	these	these	DET
ajema-2627	197	3	tools	tool	NOUN
ajema-2627	197	4	,	,	PUNCT
ajema-2627	197	5	it	it	PRON
ajema-2627	197	6	's	be	AUX
ajema-2627	197	7	possible	possible	ADJ
ajema-2627	197	8	to	to	PART
ajema-2627	197	9	test	test	VERB
ajema-2627	197	10	combine	combine	VERB
ajema-2627	197	11	streams	stream	NOUN
ajema-2627	197	12	much	much	ADV
ajema-2627	197	13	like	like	ADP
ajema-2627	197	14	any	any	DET
ajema-2627	197	15	asynchronous	asynchronous	ADJ
ajema-2627	197	16	workflow	workflow	NOUN
ajema-2627	197	17	—	—	PUNCT
ajema-2627	197	18	systematically	systematically	ADV
ajema-2627	197	19	and	and	CCONJ
ajema-2627	197	20	predictably	predictably	ADV
ajema-2627	197	21	.	.	PUNCT
ajema-2627	198	1	122	122	NUM
ajema-2627	198	2	journal	journal	NOUN
ajema-2627	198	3	of	of	ADP
ajema-2627	198	4	engineering	engineering	NOUN
ajema-2627	198	5	,	,	PUNCT
ajema-2627	198	6	mechanics	mechanic	NOUN
ajema-2627	198	7	and	and	CCONJ
ajema-2627	198	8	architecture	architecture	NOUN
ajema-2627	198	9	www	www	NOUN
ajema-2627	198	10	.	.	PUNCT
ajema-2627	199	1	grnjournal.us	grnjournal.us	X
ajema-2627	199	2	4	4	NUM
ajema-2627	199	3	.	.	PUNCT
ajema-2627	199	4	strategies	strategy	NOUN
ajema-2627	199	5	for	for	ADP
ajema-2627	199	6	mocking	mock	VERB
ajema-2627	199	7	network	network	NOUN
ajema-2627	199	8	requests	request	NOUN
ajema-2627	199	9	and	and	CCONJ
ajema-2627	199	10	asynchronous	asynchronous	ADJ
ajema-2627	199	11	data	datum	NOUN
ajema-2627	199	12	combine	combine	PROPN
ajema-2627	199	13	's	's	PART
ajema-2627	199	14	flexibility	flexibility	NOUN
ajema-2627	199	15	allows	allow	VERB
ajema-2627	199	16	for	for	ADP
ajema-2627	199	17	controlled	control	VERB
ajema-2627	199	18	testing	testing	NOUN
ajema-2627	199	19	of	of	ADP
ajema-2627	199	20	asynchronous	asynchronous	ADJ
ajema-2627	199	21	behavior	behavior	NOUN
ajema-2627	199	22	through	through	ADP
ajema-2627	199	23	mocking	mock	VERB
ajema-2627	199	24	and	and	CCONJ
ajema-2627	199	25	dependency	dependency	NOUN
ajema-2627	199	26	injection	injection	NOUN
ajema-2627	199	27	:	:	PUNCT
ajema-2627	199	28	➢	➢	NOUN
ajema-2627	199	29	replace	replace	VERB
ajema-2627	199	30	real	real	ADJ
ajema-2627	199	31	services	service	NOUN
ajema-2627	199	32	with	with	ADP
ajema-2627	199	33	mock	mock	ADJ
ajema-2627	199	34	publishers	publisher	NOUN
ajema-2627	199	35	emitting	emit	VERB
ajema-2627	199	36	predefined	predefine	VERB
ajema-2627	199	37	values	value	NOUN
ajema-2627	199	38	or	or	CCONJ
ajema-2627	199	39	errors	error	NOUN
ajema-2627	199	40	.	.	PUNCT
ajema-2627	200	1	➢	➢	NOUN
ajema-2627	200	2	use	use	VERB
ajema-2627	200	3	passthroughsubject	passthroughsubject	NOUN
ajema-2627	200	4	or	or	CCONJ
ajema-2627	200	5	currentvaluesubject	currentvaluesubject	NOUN
ajema-2627	200	6	to	to	PART
ajema-2627	200	7	simulate	simulate	VERB
ajema-2627	200	8	asynchronous	asynchronous	ADJ
ajema-2627	200	9	api	api	NOUN
ajema-2627	200	10	responses	response	NOUN
ajema-2627	200	11	during	during	ADP
ajema-2627	200	12	tests	test	NOUN
ajema-2627	200	13	.	.	PUNCT
ajema-2627	201	1	➢	➢	VERB
ajema-2627	201	2	leverage	leverage	NOUN
ajema-2627	201	3	protocols	protocol	NOUN
ajema-2627	201	4	to	to	ADP
ajema-2627	201	5	abstract	abstract	ADJ
ajema-2627	201	6	networking	network	VERB
ajema-2627	201	7	logic	logic	NOUN
ajema-2627	201	8	and	and	CCONJ
ajema-2627	201	9	inject	inject	VERB
ajema-2627	201	10	mock	mock	ADJ
ajema-2627	201	11	implementations	implementation	NOUN
ajema-2627	201	12	into	into	ADP
ajema-2627	201	13	the	the	DET
ajema-2627	201	14	viewmodel	viewmodel	NOUN
ajema-2627	201	15	or	or	CCONJ
ajema-2627	201	16	service	service	NOUN
ajema-2627	201	17	layer	layer	NOUN
ajema-2627	201	18	.	.	PUNCT
ajema-2627	202	1	mocking	mock	VERB
ajema-2627	202	2	external	external	ADJ
ajema-2627	202	3	dependencies	dependency	NOUN
ajema-2627	202	4	ensures	ensure	VERB
ajema-2627	202	5	tests	test	NOUN
ajema-2627	202	6	are	be	AUX
ajema-2627	202	7	fast	fast	ADJ
ajema-2627	202	8	,	,	PUNCT
ajema-2627	202	9	stable	stable	ADJ
ajema-2627	202	10	,	,	PUNCT
ajema-2627	202	11	and	and	CCONJ
ajema-2627	202	12	decoupled	decouple	VERB
ajema-2627	202	13	from	from	ADP
ajema-2627	202	14	backend	backend	ADJ
ajema-2627	202	15	availability	availability	NOUN
ajema-2627	202	16	or	or	CCONJ
ajema-2627	202	17	network	network	NOUN
ajema-2627	202	18	speed	speed	NOUN
ajema-2627	202	19	.	.	PUNCT
ajema-2627	203	1	conclusion	conclusion	NOUN
ajema-2627	203	2	1	1	NUM
ajema-2627	203	3	.	.	PUNCT
ajema-2627	203	4	recap	recap	NOUN
ajema-2627	203	5	of	of	ADP
ajema-2627	203	6	swiftui	swiftui	NOUN
ajema-2627	203	7	and	and	CCONJ
ajema-2627	203	8	combine	combine	VERB
ajema-2627	203	9	in	in	ADP
ajema-2627	203	10	modern	modern	ADJ
ajema-2627	203	11	ios	io	NOUN
ajema-2627	203	12	development	development	NOUN
ajema-2627	203	13	swiftui	swiftui	NOUN
ajema-2627	203	14	and	and	CCONJ
ajema-2627	203	15	combine	combine	NOUN
ajema-2627	203	16	represent	represent	VERB
ajema-2627	203	17	a	a	DET
ajema-2627	203	18	fundamental	fundamental	ADJ
ajema-2627	203	19	shift	shift	NOUN
ajema-2627	203	20	in	in	ADP
ajema-2627	203	21	how	how	SCONJ
ajema-2627	203	22	developers	developer	NOUN
ajema-2627	203	23	build	build	VERB
ajema-2627	203	24	ios	io	NOUN
ajema-2627	203	25	applications	application	NOUN
ajema-2627	203	26	—	—	PUNCT
ajema-2627	203	27	moving	move	VERB
ajema-2627	203	28	away	away	ADV
ajema-2627	203	29	from	from	ADP
ajema-2627	203	30	imperative	imperative	ADJ
ajema-2627	203	31	,	,	PUNCT
ajema-2627	203	32	event	event	NOUN
ajema-2627	203	33	-	-	PUNCT
ajema-2627	203	34	driven	drive	VERB
ajema-2627	203	35	paradigms	paradigm	NOUN
ajema-2627	203	36	toward	toward	ADP
ajema-2627	203	37	a	a	DET
ajema-2627	203	38	declarative	declarative	NOUN
ajema-2627	203	39	,	,	PUNCT
ajema-2627	203	40	reactive	reactive	ADJ
ajema-2627	203	41	model	model	NOUN
ajema-2627	203	42	that	that	PRON
ajema-2627	203	43	is	be	AUX
ajema-2627	203	44	more	more	ADV
ajema-2627	203	45	expressive	expressive	ADJ
ajema-2627	203	46	,	,	PUNCT
ajema-2627	203	47	maintainable	maintainable	ADJ
ajema-2627	203	48	,	,	PUNCT
ajema-2627	203	49	and	and	CCONJ
ajema-2627	203	50	testable	testable	ADJ
ajema-2627	203	51	.	.	PUNCT
ajema-2627	204	1	by	by	ADP
ajema-2627	204	2	embracing	embrace	VERB
ajema-2627	204	3	swiftui	swiftui	PROPN
ajema-2627	204	4	’s	’s	PART
ajema-2627	204	5	data	data	NOUN
ajema-2627	204	6	-	-	PUNCT
ajema-2627	204	7	driven	drive	VERB
ajema-2627	204	8	ui	ui	NOUN
ajema-2627	204	9	and	and	CCONJ
ajema-2627	204	10	combine	combine	PROPN
ajema-2627	204	11	’s	’s	PART
ajema-2627	204	12	robust	robust	ADJ
ajema-2627	204	13	reactive	reactive	ADJ
ajema-2627	204	14	pipelines	pipeline	NOUN
ajema-2627	204	15	,	,	PUNCT
ajema-2627	204	16	developers	developer	NOUN
ajema-2627	204	17	can	can	AUX
ajema-2627	204	18	achieve	achieve	VERB
ajema-2627	204	19	a	a	DET
ajema-2627	204	20	seamless	seamless	ADJ
ajema-2627	204	21	connection	connection	NOUN
ajema-2627	204	22	between	between	ADP
ajema-2627	204	23	application	application	NOUN
ajema-2627	204	24	state	state	NOUN
ajema-2627	204	25	and	and	CCONJ
ajema-2627	204	26	user	user	NOUN
ajema-2627	204	27	interface	interface	NOUN
ajema-2627	204	28	.	.	PUNCT
ajema-2627	205	1	this	this	DET
ajema-2627	205	2	synergy	synergy	NOUN
ajema-2627	205	3	leads	lead	VERB
ajema-2627	205	4	to	to	ADP
ajema-2627	205	5	cleaner	clean	ADJ
ajema-2627	205	6	architecture	architecture	NOUN
ajema-2627	205	7	,	,	PUNCT
ajema-2627	205	8	reduced	reduce	VERB
ajema-2627	205	9	boilerplate	boilerplate	ADJ
ajema-2627	205	10	,	,	PUNCT
ajema-2627	205	11	and	and	CCONJ
ajema-2627	205	12	more	more	ADV
ajema-2627	205	13	predictable	predictable	ADJ
ajema-2627	205	14	behavior	behavior	NOUN
ajema-2627	205	15	across	across	ADP
ajema-2627	205	16	the	the	DET
ajema-2627	205	17	app	app	NOUN
ajema-2627	205	18	lifecycle	lifecycle	NOUN
ajema-2627	205	19	.	.	PUNCT
ajema-2627	206	1	2	2	X
ajema-2627	206	2	.	.	X
ajema-2627	206	3	key	key	ADJ
ajema-2627	206	4	benefits	benefit	NOUN
ajema-2627	206	5	of	of	ADP
ajema-2627	206	6	declarative	declarative	ADJ
ajema-2627	206	7	ui	ui	NOUN
ajema-2627	206	8	and	and	CCONJ
ajema-2627	206	9	reactive	reactive	ADJ
ajema-2627	206	10	state	state	NOUN
ajema-2627	206	11	management	management	NOUN
ajema-2627	206	12	the	the	DET
ajema-2627	206	13	declarative	declarative	ADJ
ajema-2627	206	14	nature	nature	NOUN
ajema-2627	206	15	of	of	ADP
ajema-2627	206	16	swiftui	swiftui	NOUN
ajema-2627	206	17	allows	allow	VERB
ajema-2627	206	18	developers	developer	NOUN
ajema-2627	206	19	to	to	PART
ajema-2627	206	20	describe	describe	VERB
ajema-2627	206	21	the	the	DET
ajema-2627	206	22	"	"	PUNCT
ajema-2627	206	23	what	what	PRON
ajema-2627	206	24	"	"	PUNCT
ajema-2627	206	25	rather	rather	ADV
ajema-2627	206	26	than	than	ADP
ajema-2627	206	27	the	the	DET
ajema-2627	206	28	"	"	PUNCT
ajema-2627	206	29	how	how	SCONJ
ajema-2627	206	30	,	,	PUNCT
ajema-2627	206	31	"	"	PUNCT
ajema-2627	206	32	resulting	result	VERB
ajema-2627	206	33	in	in	ADP
ajema-2627	206	34	interfaces	interface	NOUN
ajema-2627	206	35	that	that	PRON
ajema-2627	206	36	automatically	automatically	ADV
ajema-2627	206	37	react	react	VERB
ajema-2627	206	38	to	to	ADP
ajema-2627	206	39	state	state	NOUN
ajema-2627	206	40	changes	change	NOUN
ajema-2627	206	41	without	without	ADP
ajema-2627	206	42	manual	manual	ADJ
ajema-2627	206	43	updates	update	NOUN
ajema-2627	206	44	.	.	PUNCT
ajema-2627	207	1	combine	combine	VERB
ajema-2627	207	2	complements	complement	NOUN
ajema-2627	207	3	this	this	PRON
ajema-2627	207	4	by	by	ADP
ajema-2627	207	5	managing	manage	VERB
ajema-2627	207	6	asynchronous	asynchronous	ADJ
ajema-2627	207	7	streams	stream	NOUN
ajema-2627	207	8	such	such	ADJ
ajema-2627	207	9	as	as	ADP
ajema-2627	207	10	user	user	NOUN
ajema-2627	207	11	input	input	NOUN
ajema-2627	207	12	,	,	PUNCT
ajema-2627	207	13	network	network	NOUN
ajema-2627	207	14	data	datum	NOUN
ajema-2627	207	15	,	,	PUNCT
ajema-2627	207	16	and	and	CCONJ
ajema-2627	207	17	system	system	NOUN
ajema-2627	207	18	events	event	NOUN
ajema-2627	207	19	—	—	PUNCT
ajema-2627	207	20	enabling	enable	VERB
ajema-2627	207	21	smooth	smooth	ADJ
ajema-2627	207	22	,	,	PUNCT
ajema-2627	207	23	responsive	responsive	ADJ
ajema-2627	207	24	user	user	NOUN
ajema-2627	207	25	experiences	experience	NOUN
ajema-2627	207	26	.	.	PUNCT
ajema-2627	208	1	together	together	ADV
ajema-2627	208	2	,	,	PUNCT
ajema-2627	208	3	they	they	PRON
ajema-2627	208	4	encourage	encourage	VERB
ajema-2627	208	5	unidirectional	unidirectional	ADJ
ajema-2627	208	6	data	datum	NOUN
ajema-2627	208	7	flow	flow	NOUN
ajema-2627	208	8	,	,	PUNCT
ajema-2627	208	9	encapsulated	encapsulate	VERB
ajema-2627	208	10	state	state	NOUN
ajema-2627	208	11	,	,	PUNCT
ajema-2627	208	12	and	and	CCONJ
ajema-2627	208	13	modular	modular	ADJ
ajema-2627	208	14	design	design	NOUN
ajema-2627	208	15	,	,	PUNCT
ajema-2627	208	16	all	all	PRON
ajema-2627	208	17	of	of	ADP
ajema-2627	208	18	which	which	PRON
ajema-2627	208	19	are	be	AUX
ajema-2627	208	20	essential	essential	ADJ
ajema-2627	208	21	for	for	ADP
ajema-2627	208	22	building	build	VERB
ajema-2627	208	23	scalable	scalable	ADJ
ajema-2627	208	24	and	and	CCONJ
ajema-2627	208	25	maintainable	maintainable	ADJ
ajema-2627	208	26	apps	app	NOUN
ajema-2627	208	27	in	in	ADP
ajema-2627	208	28	today	today	NOUN
ajema-2627	208	29	’s	’s	PART
ajema-2627	208	30	fast	fast	ADV
ajema-2627	208	31	-	-	PUNCT
ajema-2627	208	32	paced	pace	VERB
ajema-2627	208	33	development	development	NOUN
ajema-2627	208	34	environments	environment	NOUN
ajema-2627	208	35	.	.	PUNCT
ajema-2627	209	1	3	3	X
ajema-2627	209	2	.	.	NOUN
ajema-2627	209	3	final	final	ADJ
ajema-2627	209	4	thoughts	thought	NOUN
ajema-2627	209	5	and	and	CCONJ
ajema-2627	209	6	production	production	NOUN
ajema-2627	209	7	considerations	consideration	NOUN
ajema-2627	209	8	adopting	adopt	VERB
ajema-2627	209	9	swiftui	swiftui	NOUN
ajema-2627	209	10	and	and	CCONJ
ajema-2627	209	11	combine	combine	NOUN
ajema-2627	209	12	is	be	AUX
ajema-2627	209	13	not	not	PART
ajema-2627	209	14	just	just	ADV
ajema-2627	209	15	about	about	ADP
ajema-2627	209	16	modern	modern	ADJ
ajema-2627	209	17	syntax	syntax	NOUN
ajema-2627	209	18	—	—	PUNCT
ajema-2627	209	19	it	it	PRON
ajema-2627	209	20	’s	’	VERB
ajema-2627	209	21	a	a	DET
ajema-2627	209	22	strategic	strategic	ADJ
ajema-2627	209	23	decision	decision	NOUN
ajema-2627	209	24	that	that	PRON
ajema-2627	209	25	aligns	align	VERB
ajema-2627	209	26	development	development	NOUN
ajema-2627	209	27	workflows	workflow	NOUN
ajema-2627	209	28	with	with	ADP
ajema-2627	209	29	the	the	DET
ajema-2627	209	30	demands	demand	NOUN
ajema-2627	209	31	of	of	ADP
ajema-2627	209	32	cross	cross	ADJ
ajema-2627	209	33	-	-	ADJ
ajema-2627	209	34	device	device	ADJ
ajema-2627	209	35	support	support	NOUN
ajema-2627	209	36	,	,	PUNCT
ajema-2627	209	37	real	real	ADJ
ajema-2627	209	38	-	-	PUNCT
ajema-2627	209	39	time	time	NOUN
ajema-2627	209	40	responsiveness	responsiveness	NOUN
ajema-2627	209	41	,	,	PUNCT
ajema-2627	209	42	and	and	CCONJ
ajema-2627	209	43	dynamic	dynamic	ADJ
ajema-2627	209	44	ui	ui	NOUN
ajema-2627	209	45	composition	composition	NOUN
ajema-2627	209	46	.	.	PUNCT
ajema-2627	210	1	while	while	SCONJ
ajema-2627	210	2	these	these	DET
ajema-2627	210	3	technologies	technology	NOUN
ajema-2627	210	4	continue	continue	VERB
ajema-2627	210	5	to	to	PART
ajema-2627	210	6	mature	mature	VERB
ajema-2627	210	7	,	,	PUNCT
ajema-2627	210	8	they	they	PRON
ajema-2627	210	9	are	be	AUX
ajema-2627	210	10	already	already	ADV
ajema-2627	210	11	production	production	NOUN
ajema-2627	210	12	-	-	PUNCT
ajema-2627	210	13	ready	ready	ADJ
ajema-2627	210	14	for	for	ADP
ajema-2627	210	15	many	many	ADJ
ajema-2627	210	16	use	use	NOUN
ajema-2627	210	17	cases	case	NOUN
ajema-2627	210	18	,	,	PUNCT
ajema-2627	210	19	especially	especially	ADV
ajema-2627	210	20	in	in	ADP
ajema-2627	210	21	new	new	ADJ
ajema-2627	210	22	apps	app	NOUN
ajema-2627	210	23	or	or	CCONJ
ajema-2627	210	24	modular	modular	ADJ
ajema-2627	210	25	redesigns	redesign	NOUN
ajema-2627	210	26	.	.	PUNCT
ajema-2627	211	1	to	to	PART
ajema-2627	211	2	succeed	succeed	VERB
ajema-2627	211	3	in	in	ADP
ajema-2627	211	4	production	production	NOUN
ajema-2627	211	5	,	,	PUNCT
ajema-2627	211	6	developers	developer	NOUN
ajema-2627	211	7	should	should	AUX
ajema-2627	211	8	follow	follow	VERB
ajema-2627	211	9	best	good	ADJ
ajema-2627	211	10	practices	practice	NOUN
ajema-2627	211	11	around	around	ADP
ajema-2627	211	12	architecture	architecture	NOUN
ajema-2627	211	13	(	(	PUNCT
ajema-2627	211	14	e.g.	e.g.	ADJ
ajema-2627	211	15	,	,	PUNCT
ajema-2627	211	16	mvvm	mvvm	PROPN
ajema-2627	211	17	)	)	PUNCT
ajema-2627	211	18	,	,	PUNCT
ajema-2627	211	19	performance	performance	NOUN
ajema-2627	211	20	optimization	optimization	NOUN
ajema-2627	211	21	,	,	PUNCT
ajema-2627	211	22	testing	testing	NOUN
ajema-2627	211	23	,	,	PUNCT
ajema-2627	211	24	and	and	CCONJ
ajema-2627	211	25	state	state	NOUN
ajema-2627	211	26	management	management	NOUN
ajema-2627	211	27	.	.	PUNCT
ajema-2627	212	1	moreover	moreover	ADV
ajema-2627	212	2	,	,	PUNCT
ajema-2627	212	3	gradual	gradual	ADJ
ajema-2627	212	4	migration	migration	NOUN
ajema-2627	212	5	strategies	strategy	NOUN
ajema-2627	212	6	and	and	CCONJ
ajema-2627	212	7	thorough	thorough	ADJ
ajema-2627	212	8	prototyping	prototyping	NOUN
ajema-2627	212	9	can	can	AUX
ajema-2627	212	10	ease	ease	VERB
ajema-2627	212	11	the	the	DET
ajema-2627	212	12	transition	transition	NOUN
ajema-2627	212	13	for	for	ADP
ajema-2627	212	14	legacy	legacy	NOUN
ajema-2627	212	15	uikit	uikit	NOUN
ajema-2627	212	16	-	-	PUNCT
ajema-2627	212	17	based	base	VERB
ajema-2627	212	18	teams	team	NOUN
ajema-2627	212	19	.	.	PUNCT
ajema-2627	213	1	in	in	ADP
ajema-2627	213	2	summary	summary	NOUN
ajema-2627	213	3	,	,	PUNCT
ajema-2627	213	4	swiftui	swiftui	NOUN
ajema-2627	213	5	and	and	CCONJ
ajema-2627	213	6	combine	combine	VERB
ajema-2627	213	7	empower	empower	NOUN
ajema-2627	213	8	developers	developer	NOUN
ajema-2627	213	9	to	to	PART
ajema-2627	213	10	build	build	VERB
ajema-2627	213	11	intuitive	intuitive	ADJ
ajema-2627	213	12	,	,	PUNCT
ajema-2627	213	13	resilient	resilient	ADJ
ajema-2627	213	14	,	,	PUNCT
ajema-2627	213	15	and	and	CCONJ
ajema-2627	213	16	scalable	scalable	ADJ
ajema-2627	213	17	ios	io	NOUN
ajema-2627	213	18	applications	application	NOUN
ajema-2627	213	19	.	.	PUNCT
ajema-2627	214	1	with	with	ADP
ajema-2627	214	2	the	the	DET
ajema-2627	214	3	right	right	ADJ
ajema-2627	214	4	design	design	NOUN
ajema-2627	214	5	mindset	mindset	NOUN
ajema-2627	214	6	and	and	CCONJ
ajema-2627	214	7	tooling	tooling	NOUN
ajema-2627	214	8	discipline	discipline	NOUN
ajema-2627	214	9	,	,	PUNCT
ajema-2627	214	10	this	this	DET
ajema-2627	214	11	stack	stack	NOUN
ajema-2627	214	12	can	can	AUX
ajema-2627	214	13	significantly	significantly	ADV
ajema-2627	214	14	elevate	elevate	VERB
ajema-2627	214	15	both	both	CCONJ
ajema-2627	214	16	the	the	DET
ajema-2627	214	17	developer	developer	NOUN
ajema-2627	214	18	experience	experience	NOUN
ajema-2627	214	19	and	and	CCONJ
ajema-2627	214	20	the	the	DET
ajema-2627	214	21	end	end	NOUN
ajema-2627	214	22	-	-	PUNCT
ajema-2627	214	23	user	user	NOUN
ajema-2627	214	24	experience	experience	NOUN
ajema-2627	214	25	in	in	ADP
ajema-2627	214	26	modern	modern	ADJ
ajema-2627	214	27	mobile	mobile	ADJ
ajema-2627	214	28	development	development	NOUN
ajema-2627	214	29	.	.	PUNCT
ajema-2627	215	1	references	reference	NOUN
ajema-2627	215	2	:	:	PUNCT
ajema-2627	215	3	1	1	X
ajema-2627	215	4	.	.	X
ajema-2627	215	5	jena	jena	PROPN
ajema-2627	215	6	,	,	PUNCT
ajema-2627	215	7	j.	j.	PROPN
ajema-2627	215	8	,	,	PUNCT
ajema-2627	215	9	&	&	CCONJ
ajema-2627	215	10	gudimetla	gudimetla	PROPN
ajema-2627	215	11	,	,	PUNCT
ajema-2627	215	12	s.	s.	PROPN
ajema-2627	215	13	(	(	PUNCT
ajema-2627	215	14	2018	2018	NUM
ajema-2627	215	15	)	)	PUNCT
ajema-2627	215	16	.	.	PUNCT
ajema-2627	216	1	the	the	DET
ajema-2627	216	2	impact	impact	NOUN
ajema-2627	216	3	of	of	ADP
ajema-2627	216	4	gdpr	gdpr	NOUN
ajema-2627	216	5	on	on	ADP
ajema-2627	216	6	us	us	PROPN
ajema-2627	216	7	businesses	business	NOUN
ajema-2627	216	8	:	:	PUNCT
ajema-2627	216	9	key	key	ADJ
ajema-2627	216	10	considerations	consideration	NOUN
ajema-2627	216	11	for	for	ADP
ajema-2627	216	12	compliance	compliance	NOUN
ajema-2627	216	13	.	.	PUNCT
ajema-2627	217	1	international	international	ADJ
ajema-2627	217	2	journal	journal	NOUN
ajema-2627	217	3	of	of	ADP
ajema-2627	217	4	computer	computer	NOUN
ajema-2627	217	5	engineering	engineering	NOUN
ajema-2627	217	6	and	and	CCONJ
ajema-2627	217	7	technology	technology	NOUN
ajema-2627	217	8	,	,	PUNCT
ajema-2627	217	9	9(6	9(6	NUM
ajema-2627	217	10	)	)	PUNCT
ajema-2627	217	11	,	,	PUNCT
ajema-2627	217	12	309319	309319	NUM
ajema-2627	217	13	.	.	PUNCT
ajema-2627	218	1	2	2	NUM
ajema-2627	218	2	.	.	X
ajema-2627	218	3	mohan	mohan	PROPN
ajema-2627	218	4	babu	babu	PROPN
ajema-2627	218	5	,	,	PUNCT
ajema-2627	218	6	talluri	talluri	NOUN
ajema-2627	218	7	durvasulu	durvasulu	VERB
ajema-2627	218	8	(	(	PUNCT
ajema-2627	218	9	2018	2018	NUM
ajema-2627	218	10	)	)	PUNCT
ajema-2627	218	11	.	.	PUNCT
ajema-2627	219	1	advanced	advanced	ADJ
ajema-2627	219	2	python	python	PROPN
ajema-2627	219	3	scripting	scripting	NOUN
ajema-2627	219	4	for	for	ADP
ajema-2627	219	5	storage	storage	NOUN
ajema-2627	219	6	automation	automation	NOUN
ajema-2627	219	7	.	.	PUNCT
ajema-2627	220	1	turkish	turkish	ADJ
ajema-2627	220	2	journal	journal	NOUN
ajema-2627	220	3	of	of	ADP
ajema-2627	220	4	computer	computer	NOUN
ajema-2627	220	5	and	and	CCONJ
ajema-2627	220	6	mathematics	mathematic	NOUN
ajema-2627	220	7	education	education	NOUN
ajema-2627	220	8	9	9	NUM
ajema-2627	220	9	(	(	PUNCT
ajema-2627	220	10	1):643	1):643	NUM
ajema-2627	220	11	-	-	PUNCT
ajema-2627	220	12	652	652	NUM
ajema-2627	220	13	.	.	PUNCT
ajema-2627	221	1	123	123	NUM
ajema-2627	221	2	journal	journal	NOUN
ajema-2627	221	3	of	of	ADP
ajema-2627	221	4	engineering	engineering	NOUN
ajema-2627	221	5	,	,	PUNCT
ajema-2627	221	6	mechanics	mechanic	NOUN
ajema-2627	221	7	and	and	CCONJ
ajema-2627	221	8	architecture	architecture	NOUN
ajema-2627	221	9	www	www	NOUN
ajema-2627	221	10	.	.	PROPN
ajema-2627	222	1	grnjournal.us	grnjournal.us	X
ajema-2627	222	2	3	3	X
ajema-2627	222	3	.	.	PUNCT
ajema-2627	222	4	kotha	kotha	PROPN
ajema-2627	222	5	,	,	PUNCT
ajema-2627	222	6	n.	n.	PROPN
ajema-2627	222	7	r.	r.	PROPN
ajema-2627	222	8	network	network	PROPN
ajema-2627	222	9	segmentation	segmentation	NOUN
ajema-2627	222	10	as	as	ADP
ajema-2627	222	11	a	a	DET
ajema-2627	222	12	defense	defense	NOUN
ajema-2627	222	13	mechanism	mechanism	NOUN
ajema-2627	222	14	for	for	ADP
ajema-2627	222	15	securing	secure	VERB
ajema-2627	222	16	enterprise	enterprise	NOUN
ajema-2627	222	17	networks	network	NOUN
ajema-2627	222	18	.	.	PUNCT
ajema-2627	223	1	turkish	turkish	ADJ
ajema-2627	223	2	journal	journal	NOUN
ajema-2627	223	3	of	of	ADP
ajema-2627	223	4	computer	computer	NOUN
ajema-2627	223	5	and	and	CCONJ
ajema-2627	223	6	mathematics	mathematics	PROPN
ajema-2627	223	7	education	education	NOUN
ajema-2627	223	8	(	(	PUNCT
ajema-2627	223	9	turcomat	turcomat	NOUN
ajema-2627	223	10	)	)	PUNCT
ajema-2627	223	11	issn	issn	PROPN
ajema-2627	223	12	,	,	PUNCT
ajema-2627	223	13	3048	3048	NUM
ajema-2627	223	14	,	,	PUNCT
ajema-2627	223	15	4855	4855	NUM
ajema-2627	223	16	.	.	PUNCT
ajema-2627	224	1	4	4	X
ajema-2627	224	2	.	.	X
ajema-2627	224	3	sivasatyanarayanareddy	sivasatyanarayanareddy	NOUN
ajema-2627	224	4	,	,	PUNCT
ajema-2627	224	5	munnangi	munnangi	PROPN
ajema-2627	224	6	(	(	PUNCT
ajema-2627	224	7	2021	2021	NUM
ajema-2627	224	8	)	)	PUNCT
ajema-2627	224	9	.	.	PUNCT
ajema-2627	225	1	decentralizing	decentralize	VERB
ajema-2627	225	2	workflows	workflow	NOUN
ajema-2627	225	3	:	:	PUNCT
ajema-2627	225	4	blockchain	blockchain	PROPN
ajema-2627	225	5	meets	meet	VERB
ajema-2627	225	6	bpm	bpm	NOUN
ajema-2627	225	7	for	for	ADP
ajema-2627	225	8	secure	secure	ADJ
ajema-2627	225	9	transactions	transaction	NOUN
ajema-2627	225	10	.	.	PUNCT
ajema-2627	226	1	international	international	ADJ
ajema-2627	226	2	journal	journal	NOUN
ajema-2627	226	3	of	of	ADP
ajema-2627	226	4	intelligent	intelligent	ADJ
ajema-2627	226	5	systems	system	NOUN
ajema-2627	226	6	and	and	CCONJ
ajema-2627	226	7	applications	application	NOUN
ajema-2627	226	8	in	in	ADP
ajema-2627	226	9	engineering	engineering	NOUN
ajema-2627	226	10	9	9	NUM
ajema-2627	226	11	(	(	PUNCT
ajema-2627	226	12	4):324	4):324	NOUN
ajema-2627	226	13	-	-	PUNCT
ajema-2627	226	14	339	339	NUM
ajema-2627	226	15	.	.	NOUN
ajema-2627	227	1	5	5	NUM
ajema-2627	227	2	.	.	X
ajema-2627	227	3	kolla	kolla	NOUN
ajema-2627	227	4	,	,	PUNCT
ajema-2627	227	5	s.	s.	PROPN
ajema-2627	227	6	(	(	PUNCT
ajema-2627	227	7	2020	2020	NUM
ajema-2627	227	8	)	)	PUNCT
ajema-2627	227	9	.	.	PUNCT
ajema-2627	228	1	remote	remote	ADJ
ajema-2627	228	2	access	access	NOUN
ajema-2627	228	3	solutions	solution	NOUN
ajema-2627	228	4	:	:	PUNCT
ajema-2627	228	5	transforming	transform	VERB
ajema-2627	228	6	it	it	PRON
ajema-2627	228	7	for	for	ADP
ajema-2627	228	8	the	the	DET
ajema-2627	228	9	modern	modern	ADJ
ajema-2627	228	10	workforce	workforce	NOUN
ajema-2627	228	11	.	.	PUNCT
ajema-2627	229	1	international	international	ADJ
ajema-2627	229	2	journal	journal	PROPN
ajema-2627	229	3	of	of	ADP
ajema-2627	229	4	innovative	innovative	ADJ
ajema-2627	229	5	research	research	NOUN
ajema-2627	229	6	in	in	ADP
ajema-2627	229	7	science	science	NOUN
ajema-2627	229	8	,	,	PUNCT
ajema-2627	229	9	engineering	engineering	NOUN
ajema-2627	229	10	and	and	CCONJ
ajema-2627	229	11	technology	technology	NOUN
ajema-2627	229	12	,	,	PUNCT
ajema-2627	229	13	9(10	9(10	NUM
ajema-2627	229	14	)	)	PUNCT
ajema-2627	229	15	,	,	PUNCT
ajema-2627	229	16	9960	9960	NUM
ajema-2627	229	17	-	-	SYM
ajema-2627	229	18	9967	9967	NUM
ajema-2627	229	19	.	.	PUNCT
ajema-2627	230	1	https://www.ijirset.com/upload/2020/october/104_remote.pdf	https://www.ijirset.com/upload/2020/october/104_remote.pdf	NOUN
ajema-2627	230	2	6	6	NUM
ajema-2627	230	3	.	.	PUNCT
ajema-2627	231	1	vangavolu	vangavolu	PROPN
ajema-2627	231	2	,	,	PUNCT
ajema-2627	231	3	s.	s.	PROPN
ajema-2627	231	4	v.	v.	PROPN
ajema-2627	231	5	(	(	PUNCT
ajema-2627	231	6	2019	2019	NUM
ajema-2627	231	7	)	)	PUNCT
ajema-2627	231	8	.	.	PUNCT
ajema-2627	232	1	state	state	NOUN
ajema-2627	232	2	management	management	NOUN
ajema-2627	232	3	in	in	ADP
ajema-2627	232	4	large	large	ADJ
ajema-2627	232	5	-	-	PUNCT
ajema-2627	232	6	scale	scale	NOUN
ajema-2627	232	7	angular	angular	ADJ
ajema-2627	232	8	applications	application	NOUN
ajema-2627	232	9	.	.	PUNCT
ajema-2627	233	1	international	international	ADJ
ajema-2627	233	2	journal	journal	NOUN
ajema-2627	233	3	of	of	ADP
ajema-2627	233	4	innovative	innovative	ADJ
ajema-2627	233	5	research	research	NOUN
ajema-2627	233	6	in	in	ADP
ajema-2627	233	7	science	science	NOUN
ajema-2627	233	8	,	,	PUNCT
ajema-2627	233	9	engineering	engineering	NOUN
ajema-2627	233	10	and	and	CCONJ
ajema-2627	233	11	technology	technology	NOUN
ajema-2627	233	12	,	,	PUNCT
ajema-2627	233	13	8(7	8(7	NUM
ajema-2627	233	14	)	)	PUNCT
ajema-2627	233	15	,	,	PUNCT
ajema-2627	233	16	7591	7591	NUM
ajema-2627	233	17	-	-	SYM
ajema-2627	233	18	7596	7596	NUM
ajema-2627	233	19	.	.	PUNCT
ajema-2627	234	1	7	7	X
ajema-2627	234	2	.	.	X
ajema-2627	234	3	goli	goli	NOUN
ajema-2627	234	4	,	,	PUNCT
ajema-2627	234	5	v.	v.	PROPN
ajema-2627	234	6	(	(	PUNCT
ajema-2627	234	7	2018	2018	NUM
ajema-2627	234	8	)	)	PUNCT
ajema-2627	234	9	.	.	PUNCT
ajema-2627	235	1	optimizing	optimize	VERB
ajema-2627	235	2	and	and	CCONJ
ajema-2627	235	3	scaling	scale	VERB
ajema-2627	235	4	large	large	ADJ
ajema-2627	235	5	-	-	PUNCT
ajema-2627	235	6	scale	scale	NOUN
ajema-2627	235	7	angular	angular	ADJ
ajema-2627	235	8	applications	application	NOUN
ajema-2627	235	9	:	:	PUNCT
ajema-2627	235	10	performance	performance	NOUN
ajema-2627	235	11	,	,	PUNCT
ajema-2627	235	12	side	side	NOUN
ajema-2627	235	13	effects	effect	NOUN
ajema-2627	235	14	,	,	PUNCT
ajema-2627	235	15	data	datum	NOUN
ajema-2627	235	16	flow	flow	NOUN
ajema-2627	235	17	,	,	PUNCT
ajema-2627	235	18	and	and	CCONJ
ajema-2627	235	19	testing	testing	NOUN
ajema-2627	235	20	.	.	PUNCT
ajema-2627	236	1	international	international	ADJ
ajema-2627	236	2	journal	journal	NOUN
ajema-2627	236	3	of	of	ADP
ajema-2627	236	4	innovative	innovative	ADJ
ajema-2627	236	5	research	research	NOUN
ajema-2627	236	6	in	in	ADP
ajema-2627	236	7	science	science	NOUN
ajema-2627	236	8	,	,	PUNCT
ajema-2627	236	9	engineering	engineering	NOUN
ajema-2627	236	10	and	and	CCONJ
ajema-2627	236	11	technology	technology	NOUN
ajema-2627	236	12	,	,	PUNCT
ajema-2627	236	13	7(10.15680	7(10.15680	PROPN
ajema-2627	236	14	)	)	PUNCT
ajema-2627	236	15	.	.	PUNCT
ajema-2627	237	1	8	8	X
ajema-2627	237	2	.	.	X
ajema-2627	237	3	rachakatla	rachakatla	NOUN
ajema-2627	237	4	,	,	PUNCT
ajema-2627	237	5	s.	s.	PROPN
ajema-2627	237	6	k.	k.	PROPN
ajema-2627	237	7	,	,	PUNCT
ajema-2627	237	8	ravichandran	ravichandran	NOUN
ajema-2627	237	9	,	,	PUNCT
ajema-2627	237	10	p.	p.	NOUN
ajema-2627	237	11	,	,	PUNCT
ajema-2627	237	12	&	&	CCONJ
ajema-2627	237	13	machireddy	machireddy	PROPN
ajema-2627	237	14	,	,	PUNCT
ajema-2627	237	15	j.	j.	PROPN
ajema-2627	237	16	r.	r.	PROPN
ajema-2627	237	17	(	(	PUNCT
ajema-2627	237	18	2021	2021	NUM
ajema-2627	237	19	)	)	PUNCT
ajema-2627	237	20	.	.	PUNCT
ajema-2627	238	1	the	the	DET
ajema-2627	238	2	role	role	NOUN
ajema-2627	238	3	of	of	ADP
ajema-2627	238	4	machine	machine	NOUN
ajema-2627	238	5	learning	learn	VERB
ajema-2627	238	6	in	in	ADP
ajema-2627	238	7	data	datum	NOUN
ajema-2627	238	8	warehousing	warehousing	NOUN
ajema-2627	238	9	:	:	PUNCT
ajema-2627	238	10	enhancing	enhance	VERB
ajema-2627	238	11	data	data	NOUN
ajema-2627	238	12	integration	integration	NOUN
ajema-2627	238	13	and	and	CCONJ
ajema-2627	238	14	query	query	NOUN
ajema-2627	238	15	optimization	optimization	NOUN
ajema-2627	238	16	.	.	PUNCT
ajema-2627	239	1	journal	journal	NOUN
ajema-2627	239	2	of	of	ADP
ajema-2627	239	3	bioinformatics	bioinformatics	NOUN
ajema-2627	239	4	and	and	CCONJ
ajema-2627	239	5	artificial	artificial	ADJ
ajema-2627	239	6	intelligence	intelligence	NOUN
ajema-2627	239	7	,	,	PUNCT
ajema-2627	239	8	1(1	1(1	NUM
ajema-2627	239	9	)	)	PUNCT
ajema-2627	239	10	,	,	PUNCT
ajema-2627	239	11	82	82	NUM
ajema-2627	239	12	-	-	SYM
ajema-2627	239	13	103	103	NUM
ajema-2627	239	14	.	.	PUNCT
ajema-2627	240	1	9	9	NUM
ajema-2627	240	2	.	.	X
ajema-2627	240	3	rele	rele	PROPN
ajema-2627	240	4	,	,	PUNCT
ajema-2627	240	5	m.	m.	NOUN
ajema-2627	240	6	,	,	PUNCT
ajema-2627	240	7	&	&	CCONJ
ajema-2627	240	8	patil	patil	PROPN
ajema-2627	240	9	,	,	PUNCT
ajema-2627	240	10	d.	d.	PROPN
ajema-2627	240	11	(	(	PUNCT
ajema-2627	240	12	2022	2022	NUM
ajema-2627	240	13	,	,	PUNCT
ajema-2627	240	14	july	july	PROPN
ajema-2627	240	15	)	)	PUNCT
ajema-2627	240	16	.	.	PUNCT
ajema-2627	241	1	rf	rf	NOUN
ajema-2627	241	2	energy	energy	NOUN
ajema-2627	241	3	harvesting	harvesting	NOUN
ajema-2627	241	4	system	system	NOUN
ajema-2627	241	5	:	:	PUNCT
ajema-2627	241	6	design	design	NOUN
ajema-2627	241	7	of	of	ADP
ajema-2627	241	8	antenna	antenna	NOUN
ajema-2627	241	9	,	,	PUNCT
ajema-2627	241	10	rectenna	rectenna	NOUN
ajema-2627	241	11	,	,	PUNCT
ajema-2627	241	12	and	and	CCONJ
ajema-2627	241	13	improving	improve	VERB
ajema-2627	241	14	rectenna	rectenna	NOUN
ajema-2627	241	15	conversion	conversion	NOUN
ajema-2627	241	16	efficiency	efficiency	NOUN
ajema-2627	241	17	.	.	PUNCT
ajema-2627	242	1	in	in	ADP
ajema-2627	242	2	2022	2022	NUM
ajema-2627	242	3	international	international	ADJ
ajema-2627	242	4	conference	conference	NOUN
ajema-2627	242	5	on	on	ADP
ajema-2627	242	6	inventive	inventive	ADJ
ajema-2627	242	7	computation	computation	NOUN
ajema-2627	242	8	technologies	technology	NOUN
ajema-2627	242	9	(	(	PUNCT
ajema-2627	242	10	icict	icict	NOUN
ajema-2627	242	11	)	)	PUNCT
ajema-2627	242	12	(	(	PUNCT
ajema-2627	242	13	pp	pp	X
ajema-2627	242	14	.	.	PUNCT
ajema-2627	243	1	604	604	NUM
ajema-2627	243	2	-	-	NUM
ajema-2627	243	3	612	612	NUM
ajema-2627	243	4	)	)	PUNCT
ajema-2627	243	5	.	.	PUNCT
ajema-2627	244	1	ieee	ieee	PROPN
ajema-2627	244	2	.	.	PUNCT
ajema-2627	245	1	10	10	NUM
ajema-2627	245	2	.	.	X
ajema-2627	246	1	rele	rele	PROPN
ajema-2627	246	2	,	,	PUNCT
ajema-2627	246	3	m.	m.	NOUN
ajema-2627	246	4	,	,	PUNCT
ajema-2627	246	5	&	&	CCONJ
ajema-2627	246	6	patil	patil	PROPN
ajema-2627	246	7	,	,	PUNCT
ajema-2627	246	8	d.	d.	PROPN
ajema-2627	246	9	(	(	PUNCT
ajema-2627	246	10	2023	2023	NUM
ajema-2627	246	11	,	,	PUNCT
ajema-2627	246	12	september	september	PROPN
ajema-2627	246	13	)	)	PUNCT
ajema-2627	246	14	.	.	PUNCT
ajema-2627	247	1	prediction	prediction	NOUN
ajema-2627	247	2	of	of	ADP
ajema-2627	247	3	open	open	ADJ
ajema-2627	247	4	slots	slot	NOUN
ajema-2627	247	5	in	in	ADP
ajema-2627	247	6	bicycle	bicycle	NOUN
ajema-2627	247	7	parking	parking	NOUN
ajema-2627	247	8	stations	station	NOUN
ajema-2627	247	9	using	use	VERB
ajema-2627	247	10	the	the	DET
ajema-2627	247	11	decision	decision	NOUN
ajema-2627	247	12	tree	tree	NOUN
ajema-2627	247	13	method	method	NOUN
ajema-2627	247	14	.	.	PUNCT
ajema-2627	248	1	in	in	ADP
ajema-2627	248	2	2023	2023	NUM
ajema-2627	248	3	third	third	ADJ
ajema-2627	248	4	international	international	ADJ
ajema-2627	248	5	conference	conference	NOUN
ajema-2627	248	6	on	on	ADP
ajema-2627	248	7	ubiquitous	ubiquitous	ADJ
ajema-2627	248	8	computing	computing	NOUN
ajema-2627	248	9	and	and	CCONJ
ajema-2627	248	10	intelligent	intelligent	ADJ
ajema-2627	248	11	information	information	NOUN
ajema-2627	248	12	systems	system	NOUN
ajema-2627	248	13	(	(	PUNCT
ajema-2627	248	14	icuis	icuis	PROPN
ajema-2627	248	15	)	)	PUNCT
ajema-2627	248	16	(	(	PUNCT
ajema-2627	248	17	pp	pp	NOUN
ajema-2627	248	18	.	.	PUNCT
ajema-2627	249	1	6	6	NUM
ajema-2627	249	2	-	-	SYM
ajema-2627	249	3	10	10	NUM
ajema-2627	249	4	)	)	PUNCT
ajema-2627	249	5	.	.	PUNCT
ajema-2627	250	1	ieee	ieee	PROPN
ajema-2627	250	2	.	.	PUNCT
ajema-2627	251	1	11	11	NUM
ajema-2627	251	2	.	.	PUNCT
ajema-2627	252	1	machireddy	machireddy	PROPN
ajema-2627	252	2	,	,	PUNCT
ajema-2627	252	3	j.	j.	PROPN
ajema-2627	252	4	r.	r.	PROPN
ajema-2627	252	5	(	(	PUNCT
ajema-2627	252	6	2021	2021	NUM
ajema-2627	252	7	)	)	PUNCT
ajema-2627	252	8	.	.	PUNCT
ajema-2627	253	1	architecting	architecte	VERB
ajema-2627	253	2	intelligent	intelligent	ADJ
ajema-2627	253	3	data	datum	NOUN
ajema-2627	253	4	pipelines	pipeline	NOUN
ajema-2627	253	5	:	:	PUNCT
ajema-2627	253	6	utilizing	utilize	VERB
ajema-2627	253	7	cloud	cloud	ADJ
ajema-2627	253	8	-	-	PUNCT
ajema-2627	253	9	native	native	ADJ
ajema-2627	253	10	rpa	rpa	NOUN
ajema-2627	253	11	and	and	CCONJ
ajema-2627	253	12	ai	ai	VERB
ajema-2627	253	13	for	for	ADP
ajema-2627	253	14	automated	automate	VERB
ajema-2627	253	15	data	datum	NOUN
ajema-2627	253	16	warehousing	warehousing	NOUN
ajema-2627	253	17	and	and	CCONJ
ajema-2627	253	18	advanced	advanced	ADJ
ajema-2627	253	19	analytics	analytic	NOUN
ajema-2627	253	20	.	.	PUNCT
ajema-2627	254	1	african	african	ADJ
ajema-2627	254	2	journal	journal	PROPN
ajema-2627	254	3	of	of	ADP
ajema-2627	254	4	artificial	artificial	ADJ
ajema-2627	254	5	intelligence	intelligence	NOUN
ajema-2627	254	6	and	and	CCONJ
ajema-2627	254	7	sustainable	sustainable	ADJ
ajema-2627	254	8	development	development	NOUN
ajema-2627	254	9	,	,	PUNCT
ajema-2627	254	10	1(2	1(2	NUM
ajema-2627	254	11	)	)	PUNCT
ajema-2627	254	12	,	,	PUNCT
ajema-2627	254	13	127	127	NUM
ajema-2627	254	14	-	-	SYM
ajema-2627	254	15	152	152	NUM
ajema-2627	254	16	.	.	PUNCT
ajema-2627	255	1	https://www.ijirset.com/upload/2020/october/104_remote.pdf	https://www.ijirset.com/upload/2020/october/104_remote.pdf	NOUN
ajema-2627	255	2	https://www.ijirset.com/upload/2020/october/104_remote.pdf	https://www.ijirset.com/upload/2020/october/104_remote.pdf	NOUN