id	sid	tid	token	lemma	pos
ajpdis-1597	1	1	170	170	NUM
ajpdis-1597	1	2	journal	journal	NOUN
ajpdis-1597	1	3	of	of	ADP
ajpdis-1597	1	4	public	public	ADJ
ajpdis-1597	1	5	diplomacy	diplomacy	NOUN
ajpdis-1597	1	6	and	and	CCONJ
ajpdis-1597	1	7	international	international	ADJ
ajpdis-1597	1	8	studies	study	NOUN
ajpdis-1597	1	9	www	www	PROPN
ajpdis-1597	1	10	.	.	PROPN
ajpdis-1597	2	1	grnjournal.us	grnjournal.us	PROPN
ajpdis-1597	2	2	american	american	PROPN
ajpdis-1597	2	3	journal	journal	PROPN
ajpdis-1597	2	4	of	of	ADP
ajpdis-1597	2	5	public	public	ADJ
ajpdis-1597	2	6	diplomacy	diplomacy	NOUN
ajpdis-1597	2	7	and	and	CCONJ
ajpdis-1597	2	8	international	international	ADJ
ajpdis-1597	2	9	studies	study	NOUN
ajpdis-1597	2	10	volume	volume	NOUN
ajpdis-1597	2	11	01	01	NUM
ajpdis-1597	2	12	,	,	PUNCT
ajpdis-1597	2	13	issue	issue	NOUN
ajpdis-1597	2	14	08	08	NUM
ajpdis-1597	2	15	,	,	PUNCT
ajpdis-1597	2	16	2023	2023	NUM
ajpdis-1597	2	17	issn	issn	X
ajpdis-1597	2	18	(	(	PUNCT
ajpdis-1597	2	19	e):2993	e):2993	PROPN
ajpdis-1597	2	20	-	-	PUNCT
ajpdis-1597	2	21	2157	2157	NUM
ajpdis-1597	2	22	applying	apply	VERB
ajpdis-1597	2	23	predictive	predictive	ADJ
ajpdis-1597	2	24	analytics	analytic	NOUN
ajpdis-1597	2	25	to	to	PART
ajpdis-1597	2	26	optimize	optimize	VERB
ajpdis-1597	2	27	government	government	NOUN
ajpdis-1597	2	28	operations	operation	NOUN
ajpdis-1597	2	29	and	and	CCONJ
ajpdis-1597	2	30	improve	improve	VERB
ajpdis-1597	2	31	public	public	ADJ
ajpdis-1597	2	32	service	service	NOUN
ajpdis-1597	2	33	delivery	delivery	NOUN
ajpdis-1597	2	34	in	in	ADP
ajpdis-1597	2	35	the	the	DET
ajpdis-1597	2	36	united	united	PROPN
ajpdis-1597	2	37	states	states	PROPN
ajpdis-1597	2	38	md	md	PROPN
ajpdis-1597	2	39	shahdat	shahdat	PROPN
ajpdis-1597	2	40	hossain	hossain	PROPN
ajpdis-1597	2	41	,	,	PUNCT
ajpdis-1597	2	42	md	md	PROPN
ajpdis-1597	2	43	whahidur	whahidur	PROPN
ajpdis-1597	2	44	rahman	rahman	PROPN
ajpdis-1597	2	45	,	,	PUNCT
ajpdis-1597	2	46	md	md	PROPN
ajpdis-1597	2	47	shahadat	shahadat	PROPN
ajpdis-1597	2	48	hossain	hossain	PROPN
ajpdis-1597	2	49	,	,	PUNCT
ajpdis-1597	2	50	mohammad	mohammad	PROPN
ajpdis-1597	2	51	ali	ali	PROPN
ajpdis-1597	2	52	college	college	PROPN
ajpdis-1597	2	53	of	of	ADP
ajpdis-1597	2	54	graduate	graduate	PROPN
ajpdis-1597	2	55	and	and	CCONJ
ajpdis-1597	2	56	professional	professional	ADJ
ajpdis-1597	2	57	studies	study	NOUN
ajpdis-1597	2	58	,	,	PUNCT
ajpdis-1597	2	59	trine	trine	PROPN
ajpdis-1597	2	60	university	university	NOUN
ajpdis-1597	2	61	abstract	abstract	NOUN
ajpdis-1597	2	62	:	:	PUNCT
ajpdis-1597	2	63	the	the	DET
ajpdis-1597	2	64	united	united	PROPN
ajpdis-1597	2	65	states	states	PROPN
ajpdis-1597	2	66	governmental	governmental	ADJ
ajpdis-1597	2	67	agencies	agency	NOUN
ajpdis-1597	2	68	are	be	AUX
ajpdis-1597	2	69	turning	turn	VERB
ajpdis-1597	2	70	to	to	ADP
ajpdis-1597	2	71	the	the	DET
ajpdis-1597	2	72	use	use	NOUN
ajpdis-1597	2	73	of	of	ADP
ajpdis-1597	2	74	data	data	NOUN
ajpdis-1597	2	75	-	-	PUNCT
ajpdis-1597	2	76	driven	drive	VERB
ajpdis-1597	2	77	strategies	strategy	NOUN
ajpdis-1597	2	78	to	to	PART
ajpdis-1597	2	79	improve	improve	VERB
ajpdis-1597	2	80	operational	operational	ADJ
ajpdis-1597	2	81	efficiency	efficiency	NOUN
ajpdis-1597	2	82	and	and	CCONJ
ajpdis-1597	2	83	increase	increase	VERB
ajpdis-1597	2	84	the	the	DET
ajpdis-1597	2	85	delivery	delivery	NOUN
ajpdis-1597	2	86	of	of	ADP
ajpdis-1597	2	87	public	public	ADJ
ajpdis-1597	2	88	services	service	NOUN
ajpdis-1597	2	89	.	.	PUNCT
ajpdis-1597	3	1	this	this	DET
ajpdis-1597	3	2	study	study	NOUN
ajpdis-1597	3	3	deploys	deploy	VERB
ajpdis-1597	3	4	predictive	predictive	ADJ
ajpdis-1597	3	5	analytics	analytic	NOUN
ajpdis-1597	3	6	to	to	ADP
ajpdis-1597	3	7	the	the	DET
ajpdis-1597	3	8	nyc	nyc	PROPN
ajpdis-1597	3	9	311	311	NUM
ajpdis-1597	3	10	customer	customer	NOUN
ajpdis-1597	3	11	service	service	NOUN
ajpdis-1597	3	12	requests	request	NOUN
ajpdis-1597	3	13	dataset	dataset	VERB
ajpdis-1597	3	14	,	,	PUNCT
ajpdis-1597	3	15	which	which	PRON
ajpdis-1597	3	16	is	be	AUX
ajpdis-1597	3	17	a	a	DET
ajpdis-1597	3	18	high	high	ADJ
ajpdis-1597	3	19	volume	volume	NOUN
ajpdis-1597	3	20	of	of	ADP
ajpdis-1597	3	21	administrative	administrative	ADJ
ajpdis-1597	3	22	data	datum	NOUN
ajpdis-1597	3	23	regarding	regard	VERB
ajpdis-1597	3	24	the	the	DET
ajpdis-1597	3	25	citizen	citizen	NOUN
ajpdis-1597	3	26	-	-	PUNCT
ajpdis-1597	3	27	reported	report	VERB
ajpdis-1597	3	28	non	non	ADJ
ajpdis-1597	3	29	-	-	ADJ
ajpdis-1597	3	30	urgent	urgent	ADJ
ajpdis-1597	3	31	problems	problem	NOUN
ajpdis-1597	3	32	to	to	PART
ajpdis-1597	3	33	determine	determine	VERB
ajpdis-1597	3	34	how	how	SCONJ
ajpdis-1597	3	35	sophisticated	sophisticated	ADJ
ajpdis-1597	3	36	analytical	analytical	ADJ
ajpdis-1597	3	37	methods	method	NOUN
ajpdis-1597	3	38	could	could	AUX
ajpdis-1597	3	39	streamline	streamline	VERB
ajpdis-1597	3	40	government	government	NOUN
ajpdis-1597	3	41	work	work	NOUN
ajpdis-1597	3	42	.	.	PUNCT
ajpdis-1597	4	1	the	the	DET
ajpdis-1597	4	2	dataset	dataset	NOUN
ajpdis-1597	4	3	provides	provide	VERB
ajpdis-1597	4	4	detailed	detailed	ADJ
ajpdis-1597	4	5	data	datum	NOUN
ajpdis-1597	4	6	of	of	ADP
ajpdis-1597	4	7	type	type	NOUN
ajpdis-1597	4	8	,	,	PUNCT
ajpdis-1597	4	9	agency	agency	NOUN
ajpdis-1597	4	10	,	,	PUNCT
ajpdis-1597	4	11	venue	venue	NOUN
ajpdis-1597	4	12	,	,	PUNCT
ajpdis-1597	4	13	and	and	CCONJ
ajpdis-1597	4	14	time	time	NOUN
ajpdis-1597	4	15	specific	specific	ADJ
ajpdis-1597	4	16	service	service	NOUN
ajpdis-1597	4	17	measures	measure	NOUN
ajpdis-1597	4	18	,	,	PUNCT
ajpdis-1597	4	19	which	which	PRON
ajpdis-1597	4	20	can	can	AUX
ajpdis-1597	4	21	be	be	AUX
ajpdis-1597	4	22	used	use	VERB
ajpdis-1597	4	23	to	to	PART
ajpdis-1597	4	24	perform	perform	VERB
ajpdis-1597	4	25	a	a	DET
ajpdis-1597	4	26	detailed	detailed	ADJ
ajpdis-1597	4	27	evaluation	evaluation	NOUN
ajpdis-1597	4	28	of	of	ADP
ajpdis-1597	4	29	the	the	DET
ajpdis-1597	4	30	dynamics	dynamic	NOUN
ajpdis-1597	4	31	of	of	ADP
ajpdis-1597	4	32	service	service	NOUN
ajpdis-1597	4	33	demand	demand	NOUN
ajpdis-1597	4	34	processes	process	NOUN
ajpdis-1597	4	35	and	and	CCONJ
ajpdis-1597	4	36	agency	agency	NOUN
ajpdis-1597	4	37	responsiveness	responsiveness	NOUN
ajpdis-1597	4	38	.	.	PUNCT
ajpdis-1597	5	1	the	the	DET
ajpdis-1597	5	2	research	research	NOUN
ajpdis-1597	5	3	will	will	AUX
ajpdis-1597	5	4	create	create	VERB
ajpdis-1597	5	5	a	a	DET
ajpdis-1597	5	6	new	new	ADJ
ajpdis-1597	5	7	performance	performance	NOUN
ajpdis-1597	5	8	measure	measure	NOUN
ajpdis-1597	5	9	,	,	PUNCT
ajpdis-1597	5	10	request_closing_time	request_closing_time	ADJ
ajpdis-1597	5	11	,	,	PUNCT
ajpdis-1597	5	12	to	to	PART
ajpdis-1597	5	13	identify	identify	VERB
ajpdis-1597	5	14	the	the	DET
ajpdis-1597	5	15	speed	speed	NOUN
ajpdis-1597	5	16	and	and	CCONJ
ajpdis-1597	5	17	performance	performance	NOUN
ajpdis-1597	5	18	efficiency	efficiency	NOUN
ajpdis-1597	5	19	of	of	ADP
ajpdis-1597	5	20	their	their	PRON
ajpdis-1597	5	21	services	service	NOUN
ajpdis-1597	5	22	by	by	ADP
ajpdis-1597	5	23	carrying	carry	VERB
ajpdis-1597	5	24	out	out	ADP
ajpdis-1597	5	25	extensive	extensive	ADJ
ajpdis-1597	5	26	data	datum	NOUN
ajpdis-1597	5	27	preprocessing	preprocessing	NOUN
ajpdis-1597	5	28	,	,	PUNCT
ajpdis-1597	5	29	temporal	temporal	ADJ
ajpdis-1597	5	30	transformation	transformation	NOUN
ajpdis-1597	5	31	,	,	PUNCT
ajpdis-1597	5	32	and	and	CCONJ
ajpdis-1597	5	33	feature	feature	VERB
ajpdis-1597	5	34	engineering.this	engineering.this	DET
ajpdis-1597	5	35	study	study	NOUN
ajpdis-1597	5	36	uses	use	VERB
ajpdis-1597	5	37	forecasting	forecasting	NOUN
ajpdis-1597	5	38	tools	tool	NOUN
ajpdis-1597	5	39	,	,	PUNCT
ajpdis-1597	5	40	such	such	ADJ
ajpdis-1597	5	41	as	as	ADP
ajpdis-1597	5	42	arima	arima	PROPN
ajpdis-1597	5	43	and	and	CCONJ
ajpdis-1597	5	44	lstm	lstm	PROPN
ajpdis-1597	5	45	,	,	PUNCT
ajpdis-1597	5	46	to	to	PART
ajpdis-1597	5	47	forecast	forecast	VERB
ajpdis-1597	5	48	the	the	DET
ajpdis-1597	5	49	volumes	volume	NOUN
ajpdis-1597	5	50	of	of	ADP
ajpdis-1597	5	51	service	service	NOUN
ajpdis-1597	5	52	requests	request	NOUN
ajpdis-1597	5	53	so	so	SCONJ
ajpdis-1597	5	54	that	that	SCONJ
ajpdis-1597	5	55	governmental	governmental	ADJ
ajpdis-1597	5	56	agencies	agency	NOUN
ajpdis-1597	5	57	can	can	AUX
ajpdis-1597	5	58	predict	predict	VERB
ajpdis-1597	5	59	the	the	DET
ajpdis-1597	5	60	changes	change	NOUN
ajpdis-1597	5	61	in	in	ADP
ajpdis-1597	5	62	workloads	workload	NOUN
ajpdis-1597	5	63	and	and	CCONJ
ajpdis-1597	5	64	resource	resource	NOUN
ajpdis-1597	5	65	allocation	allocation	NOUN
ajpdis-1597	5	66	effectively	effectively	ADV
ajpdis-1597	5	67	.	.	PUNCT
ajpdis-1597	6	1	service	service	NOUN
ajpdis-1597	6	2	delays	delay	NOUN
ajpdis-1597	6	3	and	and	CCONJ
ajpdis-1597	6	4	the	the	DET
ajpdis-1597	6	5	factors	factor	NOUN
ajpdis-1597	6	6	that	that	PRON
ajpdis-1597	6	7	have	have	VERB
ajpdis-1597	6	8	the	the	DET
ajpdis-1597	6	9	most	most	ADV
ajpdis-1597	6	10	significant	significant	ADJ
ajpdis-1597	6	11	impact	impact	NOUN
ajpdis-1597	6	12	on	on	ADP
ajpdis-1597	6	13	response	response	NOUN
ajpdis-1597	6	14	times	time	NOUN
ajpdis-1597	6	15	are	be	AUX
ajpdis-1597	6	16	predicted	predict	VERB
ajpdis-1597	6	17	using	use	VERB
ajpdis-1597	6	18	machine	machine	NOUN
ajpdis-1597	6	19	learning	learning	NOUN
ajpdis-1597	6	20	algorithms	algorithm	NOUN
ajpdis-1597	6	21	,	,	PUNCT
ajpdis-1597	6	22	including	include	VERB
ajpdis-1597	6	23	random	random	ADJ
ajpdis-1597	6	24	forest	forest	NOUN
ajpdis-1597	6	25	,	,	PUNCT
ajpdis-1597	6	26	svm	svm	PROPN
ajpdis-1597	6	27	,	,	PUNCT
ajpdis-1597	6	28	and	and	CCONJ
ajpdis-1597	6	29	the	the	DET
ajpdis-1597	6	30	xgboost	xgboost	NOUN
ajpdis-1597	6	31	.	.	PUNCT
ajpdis-1597	7	1	statistical	statistical	ADJ
ajpdis-1597	7	2	tests	test	NOUN
ajpdis-1597	7	3	also	also	ADV
ajpdis-1597	7	4	determine	determine	VERB
ajpdis-1597	7	5	that	that	SCONJ
ajpdis-1597	7	6	the	the	DET
ajpdis-1597	7	7	response	response	NOUN
ajpdis-1597	7	8	time	time	NOUN
ajpdis-1597	7	9	among	among	ADP
ajpdis-1597	7	10	complaints	complaint	NOUN
ajpdis-1597	7	11	of	of	ADP
ajpdis-1597	7	12	different	different	ADJ
ajpdis-1597	7	13	types	type	NOUN
ajpdis-1597	7	14	and	and	CCONJ
ajpdis-1597	7	15	the	the	DET
ajpdis-1597	7	16	correlations	correlation	NOUN
ajpdis-1597	7	17	between	between	ADP
ajpdis-1597	7	18	different	different	ADJ
ajpdis-1597	7	19	types	type	NOUN
ajpdis-1597	7	20	of	of	ADP
ajpdis-1597	7	21	complaints	complaint	NOUN
ajpdis-1597	7	22	and	and	CCONJ
ajpdis-1597	7	23	geographical	geographical	ADJ
ajpdis-1597	7	24	locations	location	NOUN
ajpdis-1597	7	25	are	be	AUX
ajpdis-1597	7	26	significantly	significantly	ADV
ajpdis-1597	7	27	different	different	ADJ
ajpdis-1597	7	28	.	.	PUNCT
ajpdis-1597	8	1	the	the	DET
ajpdis-1597	8	2	findings	finding	NOUN
ajpdis-1597	8	3	indicate	indicate	VERB
ajpdis-1597	8	4	evident	evident	ADJ
ajpdis-1597	8	5	time	time	NOUN
ajpdis-1597	8	6	trends	trend	NOUN
ajpdis-1597	8	7	,	,	PUNCT
ajpdis-1597	8	8	high	high	ADJ
ajpdis-1597	8	9	agency	agency	NOUN
ajpdis-1597	8	10	performance	performance	NOUN
ajpdis-1597	8	11	deviation	deviation	NOUN
ajpdis-1597	8	12	,	,	PUNCT
ajpdis-1597	8	13	and	and	CCONJ
ajpdis-1597	8	14	high	high	ADJ
ajpdis-1597	8	15	spatial	spatial	ADJ
ajpdis-1597	8	16	response	response	NOUN
ajpdis-1597	8	17	of	of	ADP
ajpdis-1597	8	18	the	the	DET
ajpdis-1597	8	19	citizen	citizen	PROPN
ajpdis-1597	8	20	service	service	NOUN
ajpdis-1597	8	21	needs	need	NOUN
ajpdis-1597	8	22	.	.	PUNCT
ajpdis-1597	9	1	this	this	DET
ajpdis-1597	9	2	study	study	NOUN
ajpdis-1597	9	3	has	have	AUX
ajpdis-1597	9	4	revealed	reveal	VERB
ajpdis-1597	9	5	the	the	DET
ajpdis-1597	9	6	benefits	benefit	NOUN
ajpdis-1597	9	7	of	of	ADP
ajpdis-1597	9	8	predictive	predictive	ADJ
ajpdis-1597	9	9	analytics	analytic	NOUN
ajpdis-1597	9	10	in	in	ADP
ajpdis-1597	9	11	facilitating	facilitate	VERB
ajpdis-1597	9	12	proactive	proactive	ADJ
ajpdis-1597	9	13	decision	decision	NOUN
ajpdis-1597	9	14	-	-	PUNCT
ajpdis-1597	9	15	making	making	NOUN
ajpdis-1597	9	16	,	,	PUNCT
ajpdis-1597	9	17	backlog	backlog	NOUN
ajpdis-1597	9	18	reduction	reduction	NOUN
ajpdis-1597	9	19	,	,	PUNCT
ajpdis-1597	9	20	and	and	CCONJ
ajpdis-1597	9	21	responsiveness	responsiveness	NOUN
ajpdis-1597	9	22	of	of	ADP
ajpdis-1597	9	23	services	service	NOUN
ajpdis-1597	9	24	in	in	ADP
ajpdis-1597	9	25	urban	urban	ADJ
ajpdis-1597	9	26	governments	government	NOUN
ajpdis-1597	9	27	.	.	PUNCT
ajpdis-1597	10	1	the	the	DET
ajpdis-1597	10	2	lessons	lesson	NOUN
ajpdis-1597	10	3	also	also	ADV
ajpdis-1597	10	4	offer	offer	VERB
ajpdis-1597	10	5	a	a	DET
ajpdis-1597	10	6	viable	viable	ADJ
ajpdis-1597	10	7	roadmap	roadmap	NOUN
ajpdis-1597	10	8	to	to	ADP
ajpdis-1597	10	9	the	the	DET
ajpdis-1597	10	10	incorporation	incorporation	NOUN
ajpdis-1597	10	11	of	of	ADP
ajpdis-1597	10	12	data	data	NOUN
ajpdis-1597	10	13	-	-	PUNCT
ajpdis-1597	10	14	driven	drive	VERB
ajpdis-1597	10	15	projections	projection	NOUN
ajpdis-1597	10	16	,	,	PUNCT
ajpdis-1597	10	17	categorizing	categorize	VERB
ajpdis-1597	10	18	,	,	PUNCT
ajpdis-1597	10	19	and	and	CCONJ
ajpdis-1597	10	20	statistical	statistical	ADJ
ajpdis-1597	10	21	evaluation	evaluation	NOUN
ajpdis-1597	10	22	into	into	ADP
ajpdis-1597	10	23	the	the	DET
ajpdis-1597	10	24	work	work	NOUN
ajpdis-1597	10	25	of	of	ADP
ajpdis-1597	10	26	the	the	DET
ajpdis-1597	10	27	u.s	u.s	PROPN
ajpdis-1597	10	28	.	.	PROPN
ajpdis-1597	10	29	government	government	NOUN
ajpdis-1597	10	30	.	.	PUNCT
ajpdis-1597	11	1	finally	finally	ADV
ajpdis-1597	11	2	,	,	PUNCT
ajpdis-1597	11	3	this	this	DET
ajpdis-1597	11	4	study	study	NOUN
ajpdis-1597	11	5	emphasizes	emphasize	VERB
ajpdis-1597	11	6	that	that	SCONJ
ajpdis-1597	11	7	predictive	predictive	ADJ
ajpdis-1597	11	8	analytics	analytic	NOUN
ajpdis-1597	11	9	may	may	AUX
ajpdis-1597	11	10	offer	offer	VERB
ajpdis-1597	11	11	a	a	DET
ajpdis-1597	11	12	significant	significant	ADJ
ajpdis-1597	11	13	change	change	NOUN
ajpdis-1597	11	14	in	in	ADP
ajpdis-1597	11	15	the	the	DET
ajpdis-1597	11	16	way	way	NOUN
ajpdis-1597	11	17	more	more	ADV
ajpdis-1597	11	18	efficient	efficient	ADJ
ajpdis-1597	11	19	,	,	PUNCT
ajpdis-1597	11	20	transparent	transparent	ADJ
ajpdis-1597	11	21	,	,	PUNCT
ajpdis-1597	11	22	and	and	CCONJ
ajpdis-1597	11	23	citizen	citizen	NOUN
ajpdis-1597	11	24	-	-	PUNCT
ajpdis-1597	11	25	centered	center	VERB
ajpdis-1597	11	26	government	government	NOUN
ajpdis-1597	11	27	services	service	NOUN
ajpdis-1597	11	28	are	be	AUX
ajpdis-1597	11	29	designed	design	VERB
ajpdis-1597	11	30	.	.	PUNCT
ajpdis-1597	12	1	keywords	keyword	NOUN
ajpdis-1597	12	2	:	:	PUNCT
ajpdis-1597	12	3	predictive	predictive	ADJ
ajpdis-1597	12	4	analytics	analytic	NOUN
ajpdis-1597	12	5	,	,	PUNCT
ajpdis-1597	12	6	public	public	ADJ
ajpdis-1597	12	7	service	service	NOUN
ajpdis-1597	12	8	delivery	delivery	NOUN
ajpdis-1597	12	9	,	,	PUNCT
ajpdis-1597	12	10	government	government	NOUN
ajpdis-1597	12	11	process	process	NOUN
ajpdis-1597	12	12	optimization	optimization	NOUN
ajpdis-1597	12	13	,	,	PUNCT
ajpdis-1597	12	14	machine	machine	NOUN
ajpdis-1597	12	15	learning	learning	NOUN
ajpdis-1597	12	16	within	within	ADP
ajpdis-1597	12	17	the	the	DET
ajpdis-1597	12	18	public	public	ADJ
ajpdis-1597	12	19	administration	administration	NOUN
ajpdis-1597	12	20	and	and	CCONJ
ajpdis-1597	12	21	response	response	NOUN
ajpdis-1597	12	22	time	time	NOUN
ajpdis-1597	12	23	analysis	analysis	NOUN
ajpdis-1597	12	24	of	of	ADP
ajpdis-1597	12	25	services	service	NOUN
ajpdis-1597	12	26	.	.	PUNCT
ajpdis-1597	13	1	i.	i.	PROPN
ajpdis-1597	13	2	introduction	introduction	PROPN
ajpdis-1597	13	3	a.	a.	NOUN
ajpdis-1597	13	4	background	background	NOUN
ajpdis-1597	13	5	the	the	DET
ajpdis-1597	13	6	governmental	governmental	ADJ
ajpdis-1597	13	7	organizations	organization	NOUN
ajpdis-1597	13	8	within	within	ADP
ajpdis-1597	13	9	the	the	DET
ajpdis-1597	13	10	united	united	PROPN
ajpdis-1597	13	11	states	states	PROPN
ajpdis-1597	13	12	are	be	AUX
ajpdis-1597	13	13	responsible	responsible	ADJ
ajpdis-1597	13	14	for	for	ADP
ajpdis-1597	13	15	a	a	DET
ajpdis-1597	13	16	broad	broad	ADJ
ajpdis-1597	13	17	spectrum	spectrum	NOUN
ajpdis-1597	13	18	of	of	ADP
ajpdis-1597	13	19	operational	operational	ADJ
ajpdis-1597	13	20	duties	duty	NOUN
ajpdis-1597	13	21	,	,	PUNCT
ajpdis-1597	13	22	in	in	ADP
ajpdis-1597	13	23	which	which	PRON
ajpdis-1597	13	24	they	they	PRON
ajpdis-1597	13	25	are	be	AUX
ajpdis-1597	13	26	involved	involve	VERB
ajpdis-1597	13	27	in	in	ADP
ajpdis-1597	13	28	the	the	DET
ajpdis-1597	13	29	issues	issue	NOUN
ajpdis-1597	13	30	of	of	ADP
ajpdis-1597	13	31	community	community	NOUN
ajpdis-1597	13	32	safety	safety	NOUN
ajpdis-1597	13	33	and	and	CCONJ
ajpdis-1597	13	34	sanitation	sanitation	NOUN
ajpdis-1597	13	35	,	,	PUNCT
ajpdis-1597	13	36	transportation	transportation	NOUN
ajpdis-1597	13	37	,	,	PUNCT
ajpdis-1597	13	38	housing	housing	NOUN
ajpdis-1597	13	39	,	,	PUNCT
ajpdis-1597	13	40	and	and	CCONJ
ajpdis-1597	13	41	community	community	NOUN
ajpdis-1597	13	42	needs	need	NOUN
ajpdis-1597	13	43	.	.	PUNCT
ajpdis-1597	14	1	due	due	ADP
ajpdis-1597	14	2	to	to	ADP
ajpdis-1597	14	3	the	the	DET
ajpdis-1597	14	4	increasing	increase	VERB
ajpdis-1597	14	5	complexity	complexity	NOUN
ajpdis-1597	14	6	of	of	ADP
ajpdis-1597	14	7	government	government	NOUN
ajpdis-1597	14	8	services	service	NOUN
ajpdis-1597	14	9	and	and	CCONJ
ajpdis-1597	14	10	the	the	DET
ajpdis-1597	14	11	growth	growth	NOUN
ajpdis-1597	14	12	of	of	ADP
ajpdis-1597	14	13	urban	urban	ADJ
ajpdis-1597	14	14	population	population	NOUN
ajpdis-1597	14	15	,	,	PUNCT
ajpdis-1597	14	16	old	old	ADJ
ajpdis-1597	14	17	reactive	reactive	ADJ
ajpdis-1597	14	18	models	model	NOUN
ajpdis-1597	14	19	of	of	ADP
ajpdis-1597	14	20	dealing	deal	VERB
ajpdis-1597	14	21	with	with	ADP
ajpdis-1597	14	22	demand	demand	NOUN
ajpdis-1597	14	23	for	for	ADP
ajpdis-1597	14	24	public	public	ADJ
ajpdis-1597	14	25	services	service	NOUN
ajpdis-1597	14	26	are	be	AUX
ajpdis-1597	14	27	no	no	ADV
ajpdis-1597	14	28	longer	long	ADV
ajpdis-1597	14	29	adequate	adequate	ADJ
ajpdis-1597	14	30	[	[	X
ajpdis-1597	14	31	1	1	NUM
ajpdis-1597	14	32	]	]	PUNCT
ajpdis-1597	14	33	.	.	PUNCT
ajpdis-1597	15	1	the	the	DET
ajpdis-1597	15	2	modern	modern	ADJ
ajpdis-1597	15	3	citizen	citizen	NOUN
ajpdis-1597	15	4	is	be	AUX
ajpdis-1597	15	5	a	a	DET
ajpdis-1597	15	6	demanding	demand	VERB
ajpdis-1597	15	7	client	client	NOUN
ajpdis-1597	15	8	that	that	PRON
ajpdis-1597	15	9	wants	want	VERB
ajpdis-1597	15	10	to	to	PART
ajpdis-1597	15	11	have	have	VERB
ajpdis-1597	15	12	quicker	quick	ADJ
ajpdis-1597	15	13	,	,	PUNCT
ajpdis-1597	15	14	more	more	ADV
ajpdis-1597	15	15	open	open	ADJ
ajpdis-1597	15	16	and	and	CCONJ
ajpdis-1597	15	17	efficient	efficient	ADJ
ajpdis-1597	15	18	government	government	NOUN
ajpdis-1597	15	19	services	service	NOUN
ajpdis-1597	15	20	,	,	PUNCT
ajpdis-1597	15	21	which	which	PRON
ajpdis-1597	15	22	puts	put	VERB
ajpdis-1597	15	23	under	under	ADP
ajpdis-1597	15	24	pressure	pressure	NOUN
ajpdis-1597	15	25	the	the	DET
ajpdis-1597	15	26	government	government	NOUN
ajpdis-1597	15	27	institutions	institution	NOUN
ajpdis-1597	15	28	to	to	PART
ajpdis-1597	15	29	implement	implement	VERB
ajpdis-1597	15	30	modern	modern	ADJ
ajpdis-1597	15	31	strategies	strategy	NOUN
ajpdis-1597	15	32	based	base	VERB
ajpdis-1597	15	33	on	on	ADP
ajpdis-1597	15	34	data	datum	NOUN
ajpdis-1597	15	35	.	.	PUNCT
ajpdis-1597	16	1	predictive	predictive	ADJ
ajpdis-1597	16	2	analytics	analytic	NOUN
ajpdis-1597	16	3	has	have	VERB
ajpdis-1597	16	4	171	171	NUM
ajpdis-1597	16	5	journal	journal	NOUN
ajpdis-1597	16	6	of	of	ADP
ajpdis-1597	16	7	public	public	ADJ
ajpdis-1597	16	8	diplomacy	diplomacy	NOUN
ajpdis-1597	16	9	and	and	CCONJ
ajpdis-1597	16	10	international	international	ADJ
ajpdis-1597	16	11	studies	study	NOUN
ajpdis-1597	16	12	www	www	PROPN
ajpdis-1597	16	13	.	.	PUNCT
ajpdis-1597	17	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	17	2	become	become	VERB
ajpdis-1597	17	3	one	one	NUM
ajpdis-1597	17	4	of	of	ADP
ajpdis-1597	17	5	the	the	DET
ajpdis-1597	17	6	most	most	ADV
ajpdis-1597	17	7	efficient	efficient	ADJ
ajpdis-1597	17	8	tools	tool	NOUN
ajpdis-1597	17	9	that	that	PRON
ajpdis-1597	17	10	can	can	AUX
ajpdis-1597	17	11	change	change	VERB
ajpdis-1597	17	12	the	the	DET
ajpdis-1597	17	13	way	way	NOUN
ajpdis-1597	17	14	things	thing	NOUN
ajpdis-1597	17	15	are	be	AUX
ajpdis-1597	17	16	done	do	VERB
ajpdis-1597	17	17	in	in	ADP
ajpdis-1597	17	18	the	the	DET
ajpdis-1597	17	19	government	government	NOUN
ajpdis-1597	17	20	by	by	ADP
ajpdis-1597	17	21	allowing	allow	VERB
ajpdis-1597	17	22	agencies	agency	NOUN
ajpdis-1597	17	23	to	to	PART
ajpdis-1597	17	24	foresee	foresee	VERB
ajpdis-1597	17	25	the	the	DET
ajpdis-1597	17	26	problem	problem	NOUN
ajpdis-1597	17	27	even	even	ADV
ajpdis-1597	17	28	before	before	SCONJ
ajpdis-1597	17	29	it	it	PRON
ajpdis-1597	17	30	explodes	explode	VERB
ajpdis-1597	17	31	,	,	PUNCT
ajpdis-1597	17	32	recognize	recognize	VERB
ajpdis-1597	17	33	trends	trend	NOUN
ajpdis-1597	17	34	of	of	ADP
ajpdis-1597	17	35	service	service	NOUN
ajpdis-1597	17	36	bottlenecks	bottleneck	NOUN
ajpdis-1597	17	37	recurring	recur	VERB
ajpdis-1597	17	38	,	,	PUNCT
ajpdis-1597	17	39	and	and	CCONJ
ajpdis-1597	17	40	the	the	DET
ajpdis-1597	17	41	allocation	allocation	NOUN
ajpdis-1597	17	42	of	of	ADP
ajpdis-1597	17	43	resources	resource	NOUN
ajpdis-1597	17	44	[	[	X
ajpdis-1597	17	45	2	2	NUM
ajpdis-1597	17	46	]	]	PUNCT
ajpdis-1597	17	47	.	.	PUNCT
ajpdis-1597	18	1	compared	compare	VERB
ajpdis-1597	18	2	to	to	ADP
ajpdis-1597	18	3	descriptive	descriptive	ADJ
ajpdis-1597	18	4	analytics	analytic	NOUN
ajpdis-1597	18	5	that	that	PRON
ajpdis-1597	18	6	is	be	AUX
ajpdis-1597	18	7	only	only	ADV
ajpdis-1597	18	8	used	use	VERB
ajpdis-1597	18	9	to	to	PART
ajpdis-1597	18	10	summarize	summarize	VERB
ajpdis-1597	18	11	historical	historical	ADJ
ajpdis-1597	18	12	trends	trend	NOUN
ajpdis-1597	18	13	,	,	PUNCT
ajpdis-1597	18	14	predictive	predictive	ADJ
ajpdis-1597	18	15	analytics	analytic	NOUN
ajpdis-1597	18	16	involves	involve	VERB
ajpdis-1597	18	17	statistical	statistical	ADJ
ajpdis-1597	18	18	modeling	modeling	NOUN
ajpdis-1597	18	19	and	and	CCONJ
ajpdis-1597	18	20	machine	machine	NOUN
ajpdis-1597	18	21	learning	learn	VERB
ajpdis-1597	18	22	to	to	PART
ajpdis-1597	18	23	predict	predict	VERB
ajpdis-1597	18	24	the	the	DET
ajpdis-1597	18	25	future	future	NOUN
ajpdis-1597	18	26	and	and	CCONJ
ajpdis-1597	18	27	give	give	VERB
ajpdis-1597	18	28	actionable	actionable	ADJ
ajpdis-1597	18	29	inferences	inference	NOUN
ajpdis-1597	18	30	to	to	PART
ajpdis-1597	18	31	improve	improve	VERB
ajpdis-1597	18	32	operations	operation	NOUN
ajpdis-1597	18	33	.	.	PUNCT
ajpdis-1597	19	1	the	the	DET
ajpdis-1597	19	2	urban	urban	PROPN
ajpdis-1597	19	3	service	service	NOUN
ajpdis-1597	19	4	systems	system	NOUN
ajpdis-1597	19	5	,	,	PUNCT
ajpdis-1597	19	6	especially	especially	ADV
ajpdis-1597	19	7	311	311	NUM
ajpdis-1597	19	8	non	non	ADJ
ajpdis-1597	19	9	-	-	ADJ
ajpdis-1597	19	10	emergency	emergency	ADJ
ajpdis-1597	19	11	reporting	reporting	NOUN
ajpdis-1597	19	12	systems	system	NOUN
ajpdis-1597	19	13	result	result	VERB
ajpdis-1597	19	14	in	in	ADP
ajpdis-1597	19	15	huge	huge	ADJ
ajpdis-1597	19	16	volumes	volume	NOUN
ajpdis-1597	19	17	of	of	ADP
ajpdis-1597	19	18	administrative	administrative	ADJ
ajpdis-1597	19	19	information	information	NOUN
ajpdis-1597	19	20	that	that	PRON
ajpdis-1597	19	21	capture	capture	VERB
ajpdis-1597	19	22	real	real	ADJ
ajpdis-1597	19	23	-	-	PUNCT
ajpdis-1597	19	24	time	time	NOUN
ajpdis-1597	19	25	issues	issue	NOUN
ajpdis-1597	19	26	of	of	ADP
ajpdis-1597	19	27	concern	concern	NOUN
ajpdis-1597	19	28	by	by	ADP
ajpdis-1597	19	29	the	the	DET
ajpdis-1597	19	30	citizens	citizen	NOUN
ajpdis-1597	19	31	[	[	X
ajpdis-1597	19	32	3	3	NUM
ajpdis-1597	19	33	]	]	PUNCT
ajpdis-1597	19	34	.	.	PUNCT
ajpdis-1597	20	1	the	the	DET
ajpdis-1597	20	2	nyc	nyc	PROPN
ajpdis-1597	20	3	311	311	NUM
ajpdis-1597	20	4	customer	customer	NOUN
ajpdis-1597	20	5	service	service	NOUN
ajpdis-1597	20	6	requests	request	NOUN
ajpdis-1597	20	7	data	datum	NOUN
ajpdis-1597	20	8	is	be	AUX
ajpdis-1597	20	9	among	among	ADP
ajpdis-1597	20	10	the	the	DET
ajpdis-1597	20	11	most	most	ADV
ajpdis-1597	20	12	extensive	extensive	ADJ
ajpdis-1597	20	13	and	and	CCONJ
ajpdis-1597	20	14	vastly	vastly	ADV
ajpdis-1597	20	15	researched	research	VERB
ajpdis-1597	20	16	datasets	dataset	NOUN
ajpdis-1597	20	17	in	in	ADP
ajpdis-1597	20	18	the	the	DET
ajpdis-1597	20	19	area	area	NOUN
ajpdis-1597	20	20	of	of	ADP
ajpdis-1597	20	21	the	the	DET
ajpdis-1597	20	22	united	united	PROPN
ajpdis-1597	20	23	states	states	PROPN
ajpdis-1597	20	24	of	of	ADP
ajpdis-1597	20	25	america	america	PROPN
ajpdis-1597	20	26	that	that	PRON
ajpdis-1597	20	27	offers	offer	VERB
ajpdis-1597	20	28	a	a	DET
ajpdis-1597	20	29	rare	rare	ADJ
ajpdis-1597	20	30	and	and	CCONJ
ajpdis-1597	20	31	exclusive	exclusive	ADJ
ajpdis-1597	20	32	perspective	perspective	NOUN
ajpdis-1597	20	33	on	on	ADP
ajpdis-1597	20	34	how	how	SCONJ
ajpdis-1597	20	35	predictive	predictive	ADJ
ajpdis-1597	20	36	analytics	analytic	NOUN
ajpdis-1597	20	37	may	may	AUX
ajpdis-1597	20	38	improve	improve	VERB
ajpdis-1597	20	39	the	the	DET
ajpdis-1597	20	40	functioning	functioning	NOUN
ajpdis-1597	20	41	of	of	ADP
ajpdis-1597	20	42	a	a	DET
ajpdis-1597	20	43	government	government	NOUN
ajpdis-1597	20	44	.	.	PUNCT
ajpdis-1597	21	1	it	it	PRON
ajpdis-1597	21	2	logs	log	VERB
ajpdis-1597	21	3	millions	million	NOUN
ajpdis-1597	21	4	of	of	ADP
ajpdis-1597	21	5	service	service	NOUN
ajpdis-1597	21	6	requests	request	NOUN
ajpdis-1597	21	7	each	each	DET
ajpdis-1597	21	8	year	year	NOUN
ajpdis-1597	21	9	,	,	PUNCT
ajpdis-1597	21	10	including	include	VERB
ajpdis-1597	21	11	the	the	DET
ajpdis-1597	21	12	type	type	NOUN
ajpdis-1597	21	13	of	of	ADP
ajpdis-1597	21	14	complaints	complaint	NOUN
ajpdis-1597	21	15	,	,	PUNCT
ajpdis-1597	21	16	time	time	NOUN
ajpdis-1597	21	17	,	,	PUNCT
ajpdis-1597	21	18	agency	agency	NOUN
ajpdis-1597	21	19	response	response	NOUN
ajpdis-1597	21	20	,	,	PUNCT
ajpdis-1597	21	21	place	place	NOUN
ajpdis-1597	21	22	,	,	PUNCT
ajpdis-1597	21	23	and	and	CCONJ
ajpdis-1597	21	24	results	result	NOUN
ajpdis-1597	21	25	.	.	PUNCT
ajpdis-1597	22	1	through	through	ADP
ajpdis-1597	22	2	this	this	DET
ajpdis-1597	22	3	dataset	dataset	NOUN
ajpdis-1597	22	4	,	,	PUNCT
ajpdis-1597	22	5	the	the	DET
ajpdis-1597	22	6	researchers	researcher	NOUN
ajpdis-1597	22	7	will	will	AUX
ajpdis-1597	22	8	be	be	AUX
ajpdis-1597	22	9	able	able	ADJ
ajpdis-1597	22	10	to	to	PART
ajpdis-1597	22	11	determine	determine	VERB
ajpdis-1597	22	12	the	the	DET
ajpdis-1597	22	13	speed	speed	NOUN
ajpdis-1597	22	14	of	of	ADP
ajpdis-1597	22	15	response	response	NOUN
ajpdis-1597	22	16	of	of	ADP
ajpdis-1597	22	17	the	the	DET
ajpdis-1597	22	18	governmental	governmental	ADJ
ajpdis-1597	22	19	agencies	agency	NOUN
ajpdis-1597	22	20	to	to	ADP
ajpdis-1597	22	21	the	the	DET
ajpdis-1597	22	22	requests	request	NOUN
ajpdis-1597	22	23	and	and	CCONJ
ajpdis-1597	22	24	the	the	DET
ajpdis-1597	22	25	most	most	ADV
ajpdis-1597	22	26	common	common	ADJ
ajpdis-1597	22	27	types	type	NOUN
ajpdis-1597	22	28	of	of	ADP
ajpdis-1597	22	29	problems	problem	NOUN
ajpdis-1597	22	30	as	as	ADV
ajpdis-1597	22	31	well	well	ADV
ajpdis-1597	22	32	as	as	ADP
ajpdis-1597	22	33	the	the	DET
ajpdis-1597	22	34	factors	factor	NOUN
ajpdis-1597	22	35	that	that	PRON
ajpdis-1597	22	36	affect	affect	VERB
ajpdis-1597	22	37	delays	delay	NOUN
ajpdis-1597	22	38	or	or	CCONJ
ajpdis-1597	22	39	inefficiencies	inefficiency	NOUN
ajpdis-1597	22	40	[	[	X
ajpdis-1597	22	41	4	4	NUM
ajpdis-1597	22	42	]	]	PUNCT
ajpdis-1597	22	43	.	.	PUNCT
ajpdis-1597	23	1	this	this	DET
ajpdis-1597	23	2	history	history	NOUN
ajpdis-1597	23	3	identifies	identify	VERB
ajpdis-1597	23	4	the	the	DET
ajpdis-1597	23	5	necessity	necessity	NOUN
ajpdis-1597	23	6	of	of	ADP
ajpdis-1597	23	7	government	government	NOUN
ajpdis-1597	23	8	modernization	modernization	NOUN
ajpdis-1597	23	9	which	which	PRON
ajpdis-1597	23	10	implies	imply	VERB
ajpdis-1597	23	11	predictive	predictive	ADJ
ajpdis-1597	23	12	modelling	modelling	NOUN
ajpdis-1597	23	13	,	,	PUNCT
ajpdis-1597	23	14	so	so	SCONJ
ajpdis-1597	23	15	that	that	SCONJ
ajpdis-1597	23	16	the	the	DET
ajpdis-1597	23	17	transformation	transformation	NOUN
ajpdis-1597	23	18	of	of	ADP
ajpdis-1597	23	19	the	the	DET
ajpdis-1597	23	20	system	system	NOUN
ajpdis-1597	23	21	of	of	ADP
ajpdis-1597	23	22	providing	provide	VERB
ajpdis-1597	23	23	public	public	ADJ
ajpdis-1597	23	24	services	service	NOUN
ajpdis-1597	23	25	to	to	ADP
ajpdis-1597	23	26	the	the	DET
ajpdis-1597	23	27	proactive	proactive	ADJ
ajpdis-1597	23	28	,	,	PUNCT
ajpdis-1597	23	29	citizenfocused	citizenfocused	ADJ
ajpdis-1597	23	30	system	system	NOUN
ajpdis-1597	23	31	,	,	PUNCT
ajpdis-1597	23	32	enhances	enhance	VERB
ajpdis-1597	23	33	satisfaction	satisfaction	NOUN
ajpdis-1597	23	34	,	,	PUNCT
ajpdis-1597	23	35	fairness	fairness	NOUN
ajpdis-1597	23	36	,	,	PUNCT
ajpdis-1597	23	37	and	and	CCONJ
ajpdis-1597	23	38	transparency	transparency	NOUN
ajpdis-1597	23	39	of	of	ADP
ajpdis-1597	23	40	operations	operation	NOUN
ajpdis-1597	23	41	.	.	PUNCT
ajpdis-1597	24	1	b.	b.	PROPN
ajpdis-1597	24	2	significance	significance	NOUN
ajpdis-1597	24	3	of	of	ADP
ajpdis-1597	24	4	predictive	predictive	ADJ
ajpdis-1597	24	5	analytics	analytic	NOUN
ajpdis-1597	24	6	in	in	ADP
ajpdis-1597	24	7	public	public	ADJ
ajpdis-1597	24	8	service	service	NOUN
ajpdis-1597	24	9	delivery	delivery	NOUN
ajpdis-1597	24	10	predictive	predictive	ADJ
ajpdis-1597	24	11	analytics	analytic	NOUN
ajpdis-1597	24	12	is	be	AUX
ajpdis-1597	24	13	an	an	DET
ajpdis-1597	24	14	important	important	ADJ
ajpdis-1597	24	15	tool	tool	NOUN
ajpdis-1597	24	16	in	in	ADP
ajpdis-1597	24	17	reinventing	reinvent	VERB
ajpdis-1597	24	18	the	the	DET
ajpdis-1597	24	19	delivery	delivery	NOUN
ajpdis-1597	24	20	of	of	ADP
ajpdis-1597	24	21	public	public	ADJ
ajpdis-1597	24	22	services	service	NOUN
ajpdis-1597	24	23	by	by	ADP
ajpdis-1597	24	24	providing	provide	VERB
ajpdis-1597	24	25	evidence	evidence	NOUN
ajpdis-1597	24	26	-	-	PUNCT
ajpdis-1597	24	27	based	base	VERB
ajpdis-1597	24	28	propositions	proposition	NOUN
ajpdis-1597	24	29	that	that	PRON
ajpdis-1597	24	30	enable	enable	VERB
ajpdis-1597	24	31	government	government	NOUN
ajpdis-1597	24	32	agencies	agency	NOUN
ajpdis-1597	24	33	to	to	PART
ajpdis-1597	24	34	leave	leave	VERB
ajpdis-1597	24	35	the	the	DET
ajpdis-1597	24	36	traditional	traditional	ADJ
ajpdis-1597	24	37	approach	approach	NOUN
ajpdis-1597	24	38	of	of	ADP
ajpdis-1597	24	39	reactive	reactive	ADJ
ajpdis-1597	24	40	services	service	NOUN
ajpdis-1597	24	41	.	.	PUNCT
ajpdis-1597	25	1	some	some	PRON
ajpdis-1597	25	2	of	of	ADP
ajpdis-1597	25	3	the	the	DET
ajpdis-1597	25	4	problems	problem	NOUN
ajpdis-1597	25	5	encountered	encounter	VERB
ajpdis-1597	25	6	by	by	ADP
ajpdis-1597	25	7	the	the	DET
ajpdis-1597	25	8	system	system	NOUN
ajpdis-1597	25	9	of	of	ADP
ajpdis-1597	25	10	public	public	ADJ
ajpdis-1597	25	11	services	service	NOUN
ajpdis-1597	25	12	in	in	ADP
ajpdis-1597	25	13	america	america	PROPN
ajpdis-1597	25	14	include	include	VERB
ajpdis-1597	25	15	unpredictable	unpredictable	ADJ
ajpdis-1597	25	16	demand	demand	NOUN
ajpdis-1597	25	17	,	,	PUNCT
ajpdis-1597	25	18	insufficient	insufficient	ADJ
ajpdis-1597	25	19	number	number	NOUN
ajpdis-1597	25	20	of	of	ADP
ajpdis-1597	25	21	available	available	ADJ
ajpdis-1597	25	22	staff	staff	NOUN
ajpdis-1597	25	23	,	,	PUNCT
ajpdis-1597	25	24	inadequate	inadequate	ADJ
ajpdis-1597	25	25	response	response	NOUN
ajpdis-1597	25	26	time	time	NOUN
ajpdis-1597	25	27	,	,	PUNCT
ajpdis-1597	25	28	and	and	CCONJ
ajpdis-1597	25	29	the	the	DET
ajpdis-1597	25	30	ever	ever	ADV
ajpdis-1597	25	31	increasing	increase	VERB
ajpdis-1597	25	32	accountability	accountability	NOUN
ajpdis-1597	25	33	demands	demand	NOUN
ajpdis-1597	25	34	.	.	PUNCT
ajpdis-1597	26	1	predictive	predictive	ADJ
ajpdis-1597	26	2	analytics	analytic	NOUN
ajpdis-1597	26	3	helps	help	VERB
ajpdis-1597	26	4	agencies	agency	NOUN
ajpdis-1597	26	5	to	to	PART
ajpdis-1597	26	6	predict	predict	VERB
ajpdis-1597	26	7	the	the	DET
ajpdis-1597	26	8	moments	moment	NOUN
ajpdis-1597	26	9	when	when	SCONJ
ajpdis-1597	26	10	they	they	PRON
ajpdis-1597	26	11	can	can	AUX
ajpdis-1597	26	12	expect	expect	VERB
ajpdis-1597	26	13	the	the	DET
ajpdis-1597	26	14	most	most	ADJ
ajpdis-1597	26	15	service	service	NOUN
ajpdis-1597	26	16	requests	request	NOUN
ajpdis-1597	26	17	,	,	PUNCT
ajpdis-1597	26	18	and	and	CCONJ
ajpdis-1597	26	19	those	those	PRON
ajpdis-1597	26	20	when	when	SCONJ
ajpdis-1597	26	21	new	new	ADJ
ajpdis-1597	26	22	trends	trend	NOUN
ajpdis-1597	26	23	of	of	ADP
ajpdis-1597	26	24	citizen	citizen	NOUN
ajpdis-1597	26	25	complaints	complaint	NOUN
ajpdis-1597	26	26	emerge	emerge	VERB
ajpdis-1597	26	27	,	,	PUNCT
ajpdis-1597	26	28	and	and	CCONJ
ajpdis-1597	26	29	resources	resource	NOUN
ajpdis-1597	26	30	are	be	AUX
ajpdis-1597	26	31	managed	manage	VERB
ajpdis-1597	26	32	better	well	ADV
ajpdis-1597	26	33	[	[	X
ajpdis-1597	26	34	5	5	NUM
ajpdis-1597	26	35	]	]	PUNCT
ajpdis-1597	26	36	.	.	PUNCT
ajpdis-1597	27	1	agencies	agency	NOUN
ajpdis-1597	27	2	will	will	AUX
ajpdis-1597	27	3	facilitate	facilitate	VERB
ajpdis-1597	27	4	faster	fast	ADJ
ajpdis-1597	27	5	reduction	reduction	NOUN
ajpdis-1597	27	6	of	of	ADP
ajpdis-1597	27	7	backlog	backlog	NOUN
ajpdis-1597	27	8	,	,	PUNCT
ajpdis-1597	27	9	response	response	NOUN
ajpdis-1597	27	10	time	time	NOUN
ajpdis-1597	27	11	and	and	CCONJ
ajpdis-1597	27	12	quality	quality	NOUN
ajpdis-1597	27	13	of	of	ADP
ajpdis-1597	27	14	service	service	NOUN
ajpdis-1597	27	15	delivery	delivery	NOUN
ajpdis-1597	27	16	by	by	ADP
ajpdis-1597	27	17	foreseeing	foresee	VERB
ajpdis-1597	27	18	the	the	DET
ajpdis-1597	27	19	needs	need	NOUN
ajpdis-1597	27	20	such	such	ADJ
ajpdis-1597	27	21	as	as	ADP
ajpdis-1597	27	22	services	service	NOUN
ajpdis-1597	27	23	before	before	SCONJ
ajpdis-1597	27	24	they	they	PRON
ajpdis-1597	27	25	are	be	AUX
ajpdis-1597	27	26	needed	need	VERB
ajpdis-1597	27	27	and	and	CCONJ
ajpdis-1597	27	28	minimizing	minimize	VERB
ajpdis-1597	27	29	them	they	PRON
ajpdis-1597	27	30	.	.	PUNCT
ajpdis-1597	28	1	the	the	DET
ajpdis-1597	28	2	urban	urban	ADJ
ajpdis-1597	28	3	environment	environment	NOUN
ajpdis-1597	28	4	has	have	VERB
ajpdis-1597	28	5	high	high	ADJ
ajpdis-1597	28	6	complexity	complexity	NOUN
ajpdis-1597	28	7	in	in	ADP
ajpdis-1597	28	8	service	service	NOUN
ajpdis-1597	28	9	demands	demand	NOUN
ajpdis-1597	28	10	because	because	SCONJ
ajpdis-1597	28	11	of	of	ADP
ajpdis-1597	28	12	the	the	DET
ajpdis-1597	28	13	varying	vary	VERB
ajpdis-1597	28	14	socioeconomic	socioeconomic	ADJ
ajpdis-1597	28	15	factors	factor	NOUN
ajpdis-1597	28	16	and	and	CCONJ
ajpdis-1597	28	17	high	high	ADJ
ajpdis-1597	28	18	population	population	NOUN
ajpdis-1597	28	19	density	density	NOUN
ajpdis-1597	28	20	in	in	ADP
ajpdis-1597	28	21	the	the	DET
ajpdis-1597	28	22	neighborhood	neighborhood	NOUN
ajpdis-1597	28	23	.	.	PUNCT
ajpdis-1597	29	1	predictive	predictive	ADJ
ajpdis-1597	29	2	modeling	modeling	NOUN
ajpdis-1597	29	3	enables	enable	VERB
ajpdis-1597	29	4	those	those	PRON
ajpdis-1597	29	5	involved	involve	VERB
ajpdis-1597	29	6	in	in	ADP
ajpdis-1597	29	7	government	government	NOUN
ajpdis-1597	29	8	to	to	PART
ajpdis-1597	29	9	determine	determine	VERB
ajpdis-1597	29	10	the	the	DET
ajpdis-1597	29	11	communities	community	NOUN
ajpdis-1597	29	12	that	that	PRON
ajpdis-1597	29	13	are	be	AUX
ajpdis-1597	29	14	getting	get	VERB
ajpdis-1597	29	15	more	more	ADJ
ajpdis-1597	29	16	delays	delay	NOUN
ajpdis-1597	29	17	in	in	ADP
ajpdis-1597	29	18	the	the	DET
ajpdis-1597	29	19	services	service	NOUN
ajpdis-1597	29	20	and	and	CCONJ
ajpdis-1597	29	21	those	those	PRON
ajpdis-1597	29	22	that	that	PRON
ajpdis-1597	29	23	need	need	VERB
ajpdis-1597	29	24	urgent	urgent	ADJ
ajpdis-1597	29	25	actions	action	NOUN
ajpdis-1597	29	26	taken	take	VERB
ajpdis-1597	29	27	and	and	CCONJ
ajpdis-1597	29	28	the	the	DET
ajpdis-1597	29	29	kind	kind	NOUN
ajpdis-1597	29	30	of	of	ADP
ajpdis-1597	29	31	interventions	intervention	NOUN
ajpdis-1597	29	32	that	that	PRON
ajpdis-1597	29	33	would	would	AUX
ajpdis-1597	29	34	be	be	AUX
ajpdis-1597	29	35	most	most	ADV
ajpdis-1597	29	36	appropriate	appropriate	ADJ
ajpdis-1597	29	37	.	.	PUNCT
ajpdis-1597	30	1	e.g.	e.g.	ADV
ajpdis-1597	30	2	,	,	PUNCT
ajpdis-1597	30	3	the	the	DET
ajpdis-1597	30	4	forecasting	forecasting	NOUN
ajpdis-1597	30	5	models	model	NOUN
ajpdis-1597	30	6	could	could	AUX
ajpdis-1597	30	7	indicate	indicate	VERB
ajpdis-1597	30	8	seasonal	seasonal	ADJ
ajpdis-1597	30	9	or	or	CCONJ
ajpdis-1597	30	10	geographic	geographic	ADJ
ajpdis-1597	30	11	trends	trend	NOUN
ajpdis-1597	30	12	in	in	ADP
ajpdis-1597	30	13	the	the	DET
ajpdis-1597	30	14	noise	noise	NOUN
ajpdis-1597	30	15	complaints	complaint	NOUN
ajpdis-1597	30	16	,	,	PUNCT
ajpdis-1597	30	17	sanitation	sanitation	NOUN
ajpdis-1597	30	18	issues	issue	NOUN
ajpdis-1597	30	19	or	or	CCONJ
ajpdis-1597	30	20	illegal	illegal	ADJ
ajpdis-1597	30	21	parking	parking	NOUN
ajpdis-1597	30	22	,	,	PUNCT
ajpdis-1597	30	23	and	and	CCONJ
ajpdis-1597	30	24	allow	allow	VERB
ajpdis-1597	30	25	the	the	DET
ajpdis-1597	30	26	agencies	agency	NOUN
ajpdis-1597	30	27	to	to	PART
ajpdis-1597	30	28	optimize	optimize	VERB
ajpdis-1597	30	29	the	the	DET
ajpdis-1597	30	30	patrols	patrol	NOUN
ajpdis-1597	30	31	,	,	PUNCT
ajpdis-1597	30	32	staffing	staffing	NOUN
ajpdis-1597	30	33	schedules	schedule	NOUN
ajpdis-1597	30	34	and	and	CCONJ
ajpdis-1597	30	35	workflow	workflow	NOUN
ajpdis-1597	30	36	allocations	allocation	NOUN
ajpdis-1597	30	37	[	[	X
ajpdis-1597	30	38	6	6	NUM
ajpdis-1597	30	39	]	]	PUNCT
ajpdis-1597	30	40	.	.	PUNCT
ajpdis-1597	31	1	predictive	predictive	ADJ
ajpdis-1597	31	2	analytics	analytic	NOUN
ajpdis-1597	31	3	will	will	AUX
ajpdis-1597	31	4	assist	assist	VERB
ajpdis-1597	31	5	in	in	ADP
ajpdis-1597	31	6	providing	provide	VERB
ajpdis-1597	31	7	more	more	ADV
ajpdis-1597	31	8	equitable	equitable	ADJ
ajpdis-1597	31	9	services	service	NOUN
ajpdis-1597	31	10	by	by	ADP
ajpdis-1597	31	11	showing	show	VERB
ajpdis-1597	31	12	inequalities	inequality	NOUN
ajpdis-1597	31	13	between	between	ADP
ajpdis-1597	31	14	neighborhoods	neighborhood	NOUN
ajpdis-1597	31	15	and	and	CCONJ
ajpdis-1597	31	16	assist	assist	VERB
ajpdis-1597	31	17	policymakers	policymaker	NOUN
ajpdis-1597	31	18	in	in	ADP
ajpdis-1597	31	19	prioritizing	prioritize	VERB
ajpdis-1597	31	20	underserved	underserved	ADJ
ajpdis-1597	31	21	regions	region	NOUN
ajpdis-1597	31	22	.	.	PUNCT
ajpdis-1597	32	1	the	the	DET
ajpdis-1597	32	2	other	other	ADJ
ajpdis-1597	32	3	important	important	ADJ
ajpdis-1597	32	4	value	value	NOUN
ajpdis-1597	32	5	is	be	AUX
ajpdis-1597	32	6	in	in	ADP
ajpdis-1597	32	7	enhancing	enhance	VERB
ajpdis-1597	32	8	accountability	accountability	NOUN
ajpdis-1597	32	9	and	and	CCONJ
ajpdis-1597	32	10	transparency	transparency	NOUN
ajpdis-1597	32	11	.	.	PUNCT
ajpdis-1597	33	1	predictive	predictive	ADJ
ajpdis-1597	33	2	models	model	NOUN
ajpdis-1597	33	3	can	can	AUX
ajpdis-1597	33	4	give	give	VERB
ajpdis-1597	33	5	quantifiable	quantifiable	ADJ
ajpdis-1597	33	6	performance	performance	NOUN
ajpdis-1597	33	7	measures	measure	NOUN
ajpdis-1597	33	8	by	by	ADP
ajpdis-1597	33	9	which	which	PRON
ajpdis-1597	33	10	agencies	agency	NOUN
ajpdis-1597	33	11	can	can	AUX
ajpdis-1597	33	12	measure	measure	VERB
ajpdis-1597	33	13	their	their	PRON
ajpdis-1597	33	14	efficiency	efficiency	NOUN
ajpdis-1597	33	15	and	and	CCONJ
ajpdis-1597	33	16	determine	determine	VERB
ajpdis-1597	33	17	internal	internal	ADJ
ajpdis-1597	33	18	areas	area	NOUN
ajpdis-1597	33	19	of	of	ADP
ajpdis-1597	33	20	weakness	weakness	NOUN
ajpdis-1597	33	21	in	in	ADP
ajpdis-1597	33	22	operations	operation	NOUN
ajpdis-1597	33	23	.	.	PUNCT
ajpdis-1597	34	1	this	this	PRON
ajpdis-1597	34	2	encourages	encourage	VERB
ajpdis-1597	34	3	factual	factual	ADJ
ajpdis-1597	34	4	governance	governance	NOUN
ajpdis-1597	34	5	and	and	CCONJ
ajpdis-1597	34	6	development	development	NOUN
ajpdis-1597	34	7	of	of	ADP
ajpdis-1597	34	8	trust	trust	NOUN
ajpdis-1597	34	9	among	among	ADP
ajpdis-1597	34	10	the	the	DET
ajpdis-1597	34	11	citizens	citizen	NOUN
ajpdis-1597	34	12	.	.	PUNCT
ajpdis-1597	35	1	predictive	predictive	ADJ
ajpdis-1597	35	2	analytics	analytic	NOUN
ajpdis-1597	35	3	promotes	promote	VERB
ajpdis-1597	35	4	inter	inter	ADJ
ajpdis-1597	35	5	-	-	ADJ
ajpdis-1597	35	6	agency	agency	ADJ
ajpdis-1597	35	7	coordination	coordination	NOUN
ajpdis-1597	35	8	by	by	ADP
ajpdis-1597	35	9	generating	generate	VERB
ajpdis-1597	35	10	dependencies	dependency	NOUN
ajpdis-1597	35	11	between	between	ADP
ajpdis-1597	35	12	the	the	DET
ajpdis-1597	35	13	service	service	NOUN
ajpdis-1597	35	14	requests	request	NOUN
ajpdis-1597	35	15	and	and	CCONJ
ajpdis-1597	35	16	response	response	NOUN
ajpdis-1597	35	17	behaviors	behavior	NOUN
ajpdis-1597	35	18	.	.	PUNCT
ajpdis-1597	36	1	predictive	predictive	ADJ
ajpdis-1597	36	2	analytics	analytic	NOUN
ajpdis-1597	36	3	is	be	AUX
ajpdis-1597	36	4	not	not	PART
ajpdis-1597	36	5	only	only	ADV
ajpdis-1597	36	6	significant	significant	ADJ
ajpdis-1597	36	7	as	as	ADP
ajpdis-1597	36	8	a	a	DET
ajpdis-1597	36	9	tool	tool	NOUN
ajpdis-1597	36	10	of	of	ADP
ajpdis-1597	36	11	predicting	predict	VERB
ajpdis-1597	36	12	and	and	CCONJ
ajpdis-1597	36	13	forecasting	forecasting	NOUN
ajpdis-1597	36	14	but	but	CCONJ
ajpdis-1597	36	15	also	also	ADV
ajpdis-1597	36	16	transforms	transform	VERB
ajpdis-1597	36	17	governmental	governmental	ADJ
ajpdis-1597	36	18	operations	operation	NOUN
ajpdis-1597	36	19	,	,	PUNCT
ajpdis-1597	36	20	makes	make	VERB
ajpdis-1597	36	21	them	they	PRON
ajpdis-1597	36	22	more	more	ADV
ajpdis-1597	36	23	satisfying	satisfying	ADJ
ajpdis-1597	36	24	to	to	ADP
ajpdis-1597	36	25	citizens	citizen	NOUN
ajpdis-1597	36	26	,	,	PUNCT
ajpdis-1597	36	27	less	less	ADV
ajpdis-1597	36	28	wasteful	wasteful	ADJ
ajpdis-1597	36	29	,	,	PUNCT
ajpdis-1597	36	30	and	and	CCONJ
ajpdis-1597	36	31	preconditions	precondition	VERB
ajpdis-1597	36	32	the	the	DET
ajpdis-1597	36	33	development	development	NOUN
ajpdis-1597	36	34	of	of	ADP
ajpdis-1597	36	35	a	a	DET
ajpdis-1597	36	36	modern	modern	ADJ
ajpdis-1597	36	37	,	,	PUNCT
ajpdis-1597	36	38	efficient	efficient	ADJ
ajpdis-1597	36	39	,	,	PUNCT
ajpdis-1597	36	40	and	and	CCONJ
ajpdis-1597	36	41	equal	equal	ADJ
ajpdis-1597	36	42	public	public	ADJ
ajpdis-1597	36	43	service	service	NOUN
ajpdis-1597	36	44	ecosystem	ecosystem	NOUN
ajpdis-1597	36	45	.	.	PUNCT
ajpdis-1597	37	1	c.	c.	NOUN
ajpdis-1597	37	2	overview	overview	NOUN
ajpdis-1597	37	3	of	of	ADP
ajpdis-1597	37	4	the	the	DET
ajpdis-1597	37	5	case	case	NOUN
ajpdis-1597	37	6	study	study	NOUN
ajpdis-1597	37	7	of	of	ADP
ajpdis-1597	37	8	nyc	nyc	PROPN
ajpdis-1597	37	9	311	311	NUM
ajpdis-1597	37	10	the	the	DET
ajpdis-1597	37	11	customer	customer	NOUN
ajpdis-1597	37	12	service	service	NOUN
ajpdis-1597	37	13	requests	request	NOUN
ajpdis-1597	37	14	system	system	NOUN
ajpdis-1597	37	15	of	of	ADP
ajpdis-1597	37	16	nyc	nyc	PROPN
ajpdis-1597	37	17	311	311	NUM
ajpdis-1597	37	18	serves	serve	VERB
ajpdis-1597	37	19	as	as	ADP
ajpdis-1597	37	20	a	a	DET
ajpdis-1597	37	21	perfect	perfect	ADJ
ajpdis-1597	37	22	example	example	NOUN
ajpdis-1597	37	23	of	of	ADP
ajpdis-1597	37	24	how	how	SCONJ
ajpdis-1597	37	25	future	future	ADJ
ajpdis-1597	37	26	analytics	analytic	NOUN
ajpdis-1597	37	27	should	should	AUX
ajpdis-1597	37	28	be	be	AUX
ajpdis-1597	37	29	implemented	implement	VERB
ajpdis-1597	37	30	to	to	PART
ajpdis-1597	37	31	improve	improve	VERB
ajpdis-1597	37	32	the	the	DET
ajpdis-1597	37	33	work	work	NOUN
ajpdis-1597	37	34	of	of	ADP
ajpdis-1597	37	35	the	the	DET
ajpdis-1597	37	36	government	government	NOUN
ajpdis-1597	37	37	and	and	CCONJ
ajpdis-1597	37	38	the	the	DET
ajpdis-1597	37	39	delivery	delivery	NOUN
ajpdis-1597	37	40	of	of	ADP
ajpdis-1597	37	41	services	service	NOUN
ajpdis-1597	37	42	to	to	ADP
ajpdis-1597	37	43	the	the	DET
ajpdis-1597	37	44	population	population	NOUN
ajpdis-1597	37	45	.	.	PUNCT
ajpdis-1597	38	1	having	having	AUX
ajpdis-1597	38	2	been	be	AUX
ajpdis-1597	38	3	founded	found	VERB
ajpdis-1597	38	4	to	to	PART
ajpdis-1597	38	5	provide	provide	VERB
ajpdis-1597	38	6	the	the	DET
ajpdis-1597	38	7	residents	resident	NOUN
ajpdis-1597	38	8	with	with	ADP
ajpdis-1597	38	9	easy	easy	ADJ
ajpdis-1597	38	10	access	access	NOUN
ajpdis-1597	38	11	to	to	ADP
ajpdis-1597	38	12	nonemergencies	nonemergencie	NOUN
ajpdis-1597	38	13	governmental	governmental	ADJ
ajpdis-1597	38	14	services	service	NOUN
ajpdis-1597	38	15	,	,	PUNCT
ajpdis-1597	38	16	nyc	nyc	PROPN
ajpdis-1597	38	17	311	311	NUM
ajpdis-1597	38	18	receives	receive	VERB
ajpdis-1597	38	19	many	many	ADJ
ajpdis-1597	38	20	millions	million	NOUN
ajpdis-1597	38	21	of	of	ADP
ajpdis-1597	38	22	complaints	complaint	NOUN
ajpdis-1597	38	23	,	,	PUNCT
ajpdis-1597	38	24	inquiries	inquiry	NOUN
ajpdis-1597	38	25	,	,	PUNCT
ajpdis-1597	38	26	and	and	CCONJ
ajpdis-1597	38	27	requests	request	NOUN
ajpdis-1597	38	28	of	of	ADP
ajpdis-1597	38	29	services	service	NOUN
ajpdis-1597	38	30	annually	annually	ADV
ajpdis-1597	38	31	[	[	X
ajpdis-1597	38	32	7	7	NUM
ajpdis-1597	38	33	]	]	PUNCT
ajpdis-1597	38	34	.	.	PUNCT
ajpdis-1597	39	1	the	the	DET
ajpdis-1597	39	2	dataset	dataset	NOUN
ajpdis-1597	39	3	is	be	AUX
ajpdis-1597	39	4	extensive	extensive	ADJ
ajpdis-1597	39	5	,	,	PUNCT
ajpdis-1597	39	6	and	and	CCONJ
ajpdis-1597	39	7	it	it	PRON
ajpdis-1597	39	8	encompasses	encompass	VERB
ajpdis-1597	39	9	the	the	DET
ajpdis-1597	39	10	following	following	NOUN
ajpdis-1597	39	11	:	:	PUNCT
ajpdis-1597	39	12	illegal	illegal	ADJ
ajpdis-1597	39	13	parking	parking	NOUN
ajpdis-1597	39	14	,	,	PUNCT
ajpdis-1597	39	15	noise	noise	NOUN
ajpdis-1597	39	16	disturbance	disturbance	NOUN
ajpdis-1597	39	17	,	,	PUNCT
ajpdis-1597	39	18	sanitation	sanitation	NOUN
ajpdis-1597	39	19	,	,	PUNCT
ajpdis-1597	39	20	infrastructure	infrastructure	NOUN
ajpdis-1597	39	21	flaws	flaw	NOUN
ajpdis-1597	39	22	,	,	PUNCT
ajpdis-1597	39	23	and	and	CCONJ
ajpdis-1597	39	24	environmental	environmental	ADJ
ajpdis-1597	39	25	risks	risk	NOUN
ajpdis-1597	39	26	.	.	PUNCT
ajpdis-1597	40	1	each	each	DET
ajpdis-1597	40	2	request	request	NOUN
ajpdis-1597	40	3	is	be	AUX
ajpdis-1597	40	4	registered	register	VERB
ajpdis-1597	40	5	with	with	ADP
ajpdis-1597	40	6	certain	certain	ADJ
ajpdis-1597	40	7	specifics	specific	NOUN
ajpdis-1597	40	8	like	like	ADP
ajpdis-1597	40	9	the	the	DET
ajpdis-1597	40	10	type	type	NOUN
ajpdis-1597	40	11	of	of	ADP
ajpdis-1597	40	12	complaint	complaint	NOUN
ajpdis-1597	40	13	,	,	PUNCT
ajpdis-1597	40	14	the	the	DET
ajpdis-1597	40	15	agency	agency	NOUN
ajpdis-1597	40	16	,	,	PUNCT
ajpdis-1597	40	17	which	which	PRON
ajpdis-1597	40	18	has	have	VERB
ajpdis-1597	40	19	to	to	ADP
ajpdis-1597	40	20	172	172	NUM
ajpdis-1597	40	21	journal	journal	NOUN
ajpdis-1597	40	22	of	of	ADP
ajpdis-1597	40	23	public	public	ADJ
ajpdis-1597	40	24	diplomacy	diplomacy	NOUN
ajpdis-1597	40	25	and	and	CCONJ
ajpdis-1597	40	26	international	international	ADJ
ajpdis-1597	40	27	studies	study	NOUN
ajpdis-1597	40	28	www	www	PROPN
ajpdis-1597	40	29	.	.	PUNCT
ajpdis-1597	41	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	41	2	handle	handle	VERB
ajpdis-1597	41	3	it	it	PRON
ajpdis-1597	41	4	,	,	PUNCT
ajpdis-1597	41	5	geographic	geographic	ADJ
ajpdis-1597	41	6	position	position	NOUN
ajpdis-1597	41	7	,	,	PUNCT
ajpdis-1597	41	8	the	the	DET
ajpdis-1597	41	9	creation	creation	NOUN
ajpdis-1597	41	10	time	time	NOUN
ajpdis-1597	41	11	,	,	PUNCT
ajpdis-1597	41	12	and	and	CCONJ
ajpdis-1597	41	13	closure	closure	NOUN
ajpdis-1597	41	14	time	time	NOUN
ajpdis-1597	41	15	,	,	PUNCT
ajpdis-1597	41	16	and	and	CCONJ
ajpdis-1597	41	17	the	the	DET
ajpdis-1597	41	18	description	description	NOUN
ajpdis-1597	41	19	of	of	ADP
ajpdis-1597	41	20	the	the	DET
ajpdis-1597	41	21	issue	issue	NOUN
ajpdis-1597	41	22	.	.	PUNCT
ajpdis-1597	42	1	this	this	PRON
ajpdis-1597	42	2	is	be	AUX
ajpdis-1597	42	3	the	the	DET
ajpdis-1597	42	4	reason	reason	NOUN
ajpdis-1597	42	5	why	why	SCONJ
ajpdis-1597	42	6	the	the	DET
ajpdis-1597	42	7	nyc	nyc	PROPN
ajpdis-1597	42	8	311	311	NUM
ajpdis-1597	42	9	data	datum	NOUN
ajpdis-1597	42	10	is	be	AUX
ajpdis-1597	42	11	among	among	ADP
ajpdis-1597	42	12	the	the	DET
ajpdis-1597	42	13	most	most	ADV
ajpdis-1597	42	14	abundant	abundant	ADJ
ajpdis-1597	42	15	public	public	ADJ
ajpdis-1597	42	16	-	-	PUNCT
ajpdis-1597	42	17	service	service	NOUN
ajpdis-1597	42	18	datasets	dataset	NOUN
ajpdis-1597	42	19	in	in	ADP
ajpdis-1597	42	20	the	the	DET
ajpdis-1597	42	21	united	united	PROPN
ajpdis-1597	42	22	states	states	PROPN
ajpdis-1597	42	23	.	.	PUNCT
ajpdis-1597	43	1	the	the	DET
ajpdis-1597	43	2	government	government	NOUN
ajpdis-1597	43	3	responsiveness	responsiveness	NOUN
ajpdis-1597	43	4	,	,	PUNCT
ajpdis-1597	43	5	operational	operational	ADJ
ajpdis-1597	43	6	efficiency	efficiency	NOUN
ajpdis-1597	43	7	,	,	PUNCT
ajpdis-1597	43	8	and	and	CCONJ
ajpdis-1597	43	9	service	service	NOUN
ajpdis-1597	43	10	demand	demand	NOUN
ajpdis-1597	43	11	behavior	behavior	NOUN
ajpdis-1597	43	12	patterns	pattern	NOUN
ajpdis-1597	43	13	could	could	AUX
ajpdis-1597	43	14	be	be	AUX
ajpdis-1597	43	15	studied	study	VERB
ajpdis-1597	43	16	by	by	ADP
ajpdis-1597	43	17	researchers	researcher	NOUN
ajpdis-1597	43	18	on	on	ADP
ajpdis-1597	43	19	the	the	DET
ajpdis-1597	43	20	basis	basis	NOUN
ajpdis-1597	43	21	of	of	ADP
ajpdis-1597	43	22	the	the	DET
ajpdis-1597	43	23	nyc	nyc	PROPN
ajpdis-1597	43	24	311	311	NUM
ajpdis-1597	43	25	case	case	NOUN
ajpdis-1597	43	26	study	study	NOUN
ajpdis-1597	43	27	as	as	SCONJ
ajpdis-1597	43	28	it	it	PRON
ajpdis-1597	43	29	provides	provide	VERB
ajpdis-1597	43	30	an	an	DET
ajpdis-1597	43	31	opportunity	opportunity	NOUN
ajpdis-1597	43	32	to	to	PART
ajpdis-1597	43	33	consider	consider	VERB
ajpdis-1597	43	34	them	they	PRON
ajpdis-1597	43	35	at	at	ADP
ajpdis-1597	43	36	the	the	DET
ajpdis-1597	43	37	large	large	ADJ
ajpdis-1597	43	38	scale	scale	NOUN
ajpdis-1597	43	39	[	[	X
ajpdis-1597	43	40	8	8	NUM
ajpdis-1597	43	41	]	]	PUNCT
ajpdis-1597	43	42	.	.	PUNCT
ajpdis-1597	44	1	the	the	DET
ajpdis-1597	44	2	dataset	dataset	NOUN
ajpdis-1597	44	3	is	be	AUX
ajpdis-1597	44	4	representative	representative	ADJ
ajpdis-1597	44	5	of	of	ADP
ajpdis-1597	44	6	a	a	DET
ajpdis-1597	44	7	wide	wide	ADJ
ajpdis-1597	44	8	range	range	NOUN
ajpdis-1597	44	9	of	of	ADP
ajpdis-1597	44	10	demographic	demographic	ADJ
ajpdis-1597	44	11	,	,	PUNCT
ajpdis-1597	44	12	socioeconomic	socioeconomic	ADJ
ajpdis-1597	44	13	,	,	PUNCT
ajpdis-1597	44	14	and	and	CCONJ
ajpdis-1597	44	15	environmental	environmental	ADJ
ajpdis-1597	44	16	circumstances	circumstance	NOUN
ajpdis-1597	44	17	since	since	SCONJ
ajpdis-1597	44	18	all	all	DET
ajpdis-1597	44	19	the	the	DET
ajpdis-1597	44	20	boroughs	borough	NOUN
ajpdis-1597	44	21	have	have	AUX
ajpdis-1597	44	22	been	be	AUX
ajpdis-1597	44	23	considered	consider	VERB
ajpdis-1597	44	24	in	in	ADP
ajpdis-1597	44	25	new	new	PROPN
ajpdis-1597	44	26	york	york	PROPN
ajpdis-1597	44	27	city	city	PROPN
ajpdis-1597	44	28	.	.	PUNCT
ajpdis-1597	45	1	this	this	DET
ajpdis-1597	45	2	variation	variation	NOUN
ajpdis-1597	45	3	promotes	promote	VERB
ajpdis-1597	45	4	the	the	DET
ajpdis-1597	45	5	generalizability	generalizability	NOUN
ajpdis-1597	45	6	of	of	ADP
ajpdis-1597	45	7	results	result	NOUN
ajpdis-1597	45	8	in	in	ADP
ajpdis-1597	45	9	other	other	ADJ
ajpdis-1597	45	10	u.s	u.s	PROPN
ajpdis-1597	45	11	.	.	PROPN
ajpdis-1597	45	12	cities	city	NOUN
ajpdis-1597	45	13	that	that	PRON
ajpdis-1597	45	14	have	have	VERB
ajpdis-1597	45	15	service	service	NOUN
ajpdis-1597	45	16	structures	structure	NOUN
ajpdis-1597	45	17	similar	similar	ADJ
ajpdis-1597	45	18	to	to	ADP
ajpdis-1597	45	19	those	those	PRON
ajpdis-1597	45	20	[	[	X
ajpdis-1597	45	21	9	9	NUM
ajpdis-1597	45	22	]	]	PUNCT
ajpdis-1597	45	23	.	.	PUNCT
ajpdis-1597	46	1	the	the	DET
ajpdis-1597	46	2	data	data	NOUN
ajpdis-1597	46	3	contains	contain	VERB
ajpdis-1597	46	4	accurate	accurate	ADJ
ajpdis-1597	46	5	time	time	NOUN
ajpdis-1597	46	6	-	-	PUNCT
ajpdis-1597	46	7	related	relate	VERB
ajpdis-1597	46	8	indicators	indicator	NOUN
ajpdis-1597	46	9	,	,	PUNCT
ajpdis-1597	46	10	and	and	CCONJ
ajpdis-1597	46	11	this	this	PRON
ajpdis-1597	46	12	is	be	AUX
ajpdis-1597	46	13	appropriate	appropriate	ADJ
ajpdis-1597	46	14	in	in	ADP
ajpdis-1597	46	15	time	time	NOUN
ajpdis-1597	46	16	-	-	PUNCT
ajpdis-1597	46	17	series	series	NOUN
ajpdis-1597	46	18	projection	projection	NOUN
ajpdis-1597	46	19	,	,	PUNCT
ajpdis-1597	46	20	trend	trend	NOUN
ajpdis-1597	46	21	,	,	PUNCT
ajpdis-1597	46	22	and	and	CCONJ
ajpdis-1597	46	23	seasonal	seasonal	ADJ
ajpdis-1597	46	24	pattern	pattern	NOUN
ajpdis-1597	46	25	identification	identification	NOUN
ajpdis-1597	46	26	.	.	PUNCT
ajpdis-1597	47	1	there	there	PRON
ajpdis-1597	47	2	are	be	VERB
ajpdis-1597	47	3	also	also	ADV
ajpdis-1597	47	4	possibilities	possibility	NOUN
ajpdis-1597	47	5	to	to	PART
ajpdis-1597	47	6	examine	examine	VERB
ajpdis-1597	47	7	inter	inter	ADJ
ajpdis-1597	47	8	-	-	ADJ
ajpdis-1597	47	9	agency	agency	ADJ
ajpdis-1597	47	10	performance	performance	NOUN
ajpdis-1597	47	11	based	base	VERB
ajpdis-1597	47	12	on	on	ADP
ajpdis-1597	47	13	the	the	DET
ajpdis-1597	47	14	data	datum	NOUN
ajpdis-1597	47	15	since	since	SCONJ
ajpdis-1597	47	16	several	several	ADJ
ajpdis-1597	47	17	of	of	ADP
ajpdis-1597	47	18	the	the	DET
ajpdis-1597	47	19	departments	department	NOUN
ajpdis-1597	47	20	(	(	PUNCT
ajpdis-1597	47	21	the	the	DET
ajpdis-1597	47	22	nypd	nypd	PROPN
ajpdis-1597	47	23	,	,	PUNCT
ajpdis-1597	47	24	department	department	NOUN
ajpdis-1597	47	25	of	of	ADP
ajpdis-1597	47	26	sanitation	sanitation	NOUN
ajpdis-1597	47	27	,	,	PUNCT
ajpdis-1597	47	28	and	and	CCONJ
ajpdis-1597	47	29	department	department	NOUN
ajpdis-1597	47	30	of	of	ADP
ajpdis-1597	47	31	buildings	building	NOUN
ajpdis-1597	47	32	)	)	PUNCT
ajpdis-1597	47	33	are	be	AUX
ajpdis-1597	47	34	involved	involve	VERB
ajpdis-1597	47	35	in	in	ADP
ajpdis-1597	47	36	response	response	NOUN
ajpdis-1597	47	37	to	to	ADP
ajpdis-1597	47	38	various	various	ADJ
ajpdis-1597	47	39	types	type	NOUN
ajpdis-1597	47	40	of	of	ADP
ajpdis-1597	47	41	requests	request	NOUN
ajpdis-1597	47	42	.	.	PUNCT
ajpdis-1597	48	1	the	the	DET
ajpdis-1597	48	2	study	study	NOUN
ajpdis-1597	48	3	can	can	AUX
ajpdis-1597	48	4	accentuate	accentuate	VERB
ajpdis-1597	48	5	the	the	DET
ajpdis-1597	48	6	operational	operational	ADJ
ajpdis-1597	48	7	bottlenecks	bottleneck	NOUN
ajpdis-1597	48	8	and	and	CCONJ
ajpdis-1597	48	9	inefficiencies	inefficiency	NOUN
ajpdis-1597	48	10	by	by	ADP
ajpdis-1597	48	11	examining	examine	VERB
ajpdis-1597	48	12	the	the	DET
ajpdis-1597	48	13	difference	difference	NOUN
ajpdis-1597	48	14	in	in	ADP
ajpdis-1597	48	15	response	response	NOUN
ajpdis-1597	48	16	time	time	NOUN
ajpdis-1597	48	17	among	among	ADP
ajpdis-1597	48	18	agencies	agency	NOUN
ajpdis-1597	48	19	,	,	PUNCT
ajpdis-1597	48	20	the	the	DET
ajpdis-1597	48	21	type	type	NOUN
ajpdis-1597	48	22	of	of	ADP
ajpdis-1597	48	23	complaints	complaint	NOUN
ajpdis-1597	48	24	and	and	CCONJ
ajpdis-1597	48	25	place	place	NOUN
ajpdis-1597	48	26	being	be	AUX
ajpdis-1597	48	27	served	serve	VERB
ajpdis-1597	48	28	.	.	PUNCT
ajpdis-1597	49	1	thus	thus	ADV
ajpdis-1597	49	2	,	,	PUNCT
ajpdis-1597	49	3	nyc	nyc	PROPN
ajpdis-1597	49	4	311	311	NUM
ajpdis-1597	49	5	is	be	AUX
ajpdis-1597	49	6	both	both	PRON
ajpdis-1597	49	7	a	a	DET
ajpdis-1597	49	8	storage	storage	NOUN
ajpdis-1597	49	9	of	of	ADP
ajpdis-1597	49	10	the	the	DET
ajpdis-1597	49	11	public	public	ADJ
ajpdis-1597	49	12	-	-	PUNCT
ajpdis-1597	49	13	service	service	NOUN
ajpdis-1597	49	14	events	event	NOUN
ajpdis-1597	49	15	and	and	CCONJ
ajpdis-1597	49	16	an	an	DET
ajpdis-1597	49	17	operational	operational	ADJ
ajpdis-1597	49	18	,	,	PUNCT
ajpdis-1597	49	19	real	real	ADJ
ajpdis-1597	49	20	-	-	PUNCT
ajpdis-1597	49	21	life	life	NOUN
ajpdis-1597	49	22	system	system	NOUN
ajpdis-1597	49	23	where	where	SCONJ
ajpdis-1597	49	24	the	the	DET
ajpdis-1597	49	25	predictive	predictive	ADJ
ajpdis-1597	49	26	analytics	analytic	NOUN
ajpdis-1597	49	27	might	might	AUX
ajpdis-1597	49	28	prove	prove	VERB
ajpdis-1597	49	29	to	to	PART
ajpdis-1597	49	30	be	be	AUX
ajpdis-1597	49	31	revealing	reveal	VERB
ajpdis-1597	49	32	insights	insight	NOUN
ajpdis-1597	49	33	that	that	PRON
ajpdis-1597	49	34	can	can	AUX
ajpdis-1597	49	35	be	be	AUX
ajpdis-1597	49	36	used	use	VERB
ajpdis-1597	49	37	in	in	ADP
ajpdis-1597	49	38	better	well	ADJ
ajpdis-1597	49	39	resource	resource	NOUN
ajpdis-1597	49	40	planning	planning	NOUN
ajpdis-1597	49	41	,	,	PUNCT
ajpdis-1597	49	42	quicker	quick	ADJ
ajpdis-1597	49	43	response	response	NOUN
ajpdis-1597	49	44	actions	action	NOUN
ajpdis-1597	49	45	,	,	PUNCT
ajpdis-1597	49	46	and	and	CCONJ
ajpdis-1597	49	47	more	more	ADV
ajpdis-1597	49	48	efficient	efficient	ADJ
ajpdis-1597	49	49	service	service	NOUN
ajpdis-1597	49	50	delivery	delivery	NOUN
ajpdis-1597	49	51	strategies	strategy	NOUN
ajpdis-1597	49	52	of	of	ADP
ajpdis-1597	49	53	the	the	DET
ajpdis-1597	49	54	government	government	NOUN
ajpdis-1597	49	55	organization	organization	NOUN
ajpdis-1597	49	56	.	.	PUNCT
ajpdis-1597	50	1	d.	d.	PROPN
ajpdis-1597	50	2	problem	problem	PROPN
ajpdis-1597	50	3	statement	statement	VERB
ajpdis-1597	50	4	the	the	DET
ajpdis-1597	50	5	existence	existence	NOUN
ajpdis-1597	50	6	of	of	ADP
ajpdis-1597	50	7	a	a	DET
ajpdis-1597	50	8	large	large	ADJ
ajpdis-1597	50	9	administrative	administrative	ADJ
ajpdis-1597	50	10	data	datum	NOUN
ajpdis-1597	50	11	does	do	AUX
ajpdis-1597	50	12	not	not	PART
ajpdis-1597	50	13	guarantee	guarantee	VERB
ajpdis-1597	50	14	that	that	SCONJ
ajpdis-1597	50	15	many	many	ADJ
ajpdis-1597	50	16	u.s	u.s	PROPN
ajpdis-1597	50	17	.	.	PROPN
ajpdis-1597	50	18	government	government	NOUN
ajpdis-1597	50	19	agencies	agency	NOUN
ajpdis-1597	50	20	can	can	AUX
ajpdis-1597	50	21	turn	turn	VERB
ajpdis-1597	50	22	this	this	DET
ajpdis-1597	50	23	data	datum	NOUN
ajpdis-1597	50	24	into	into	ADP
ajpdis-1597	50	25	a	a	DET
ajpdis-1597	50	26	strategy	strategy	NOUN
ajpdis-1597	50	27	that	that	PRON
ajpdis-1597	50	28	will	will	AUX
ajpdis-1597	50	29	enhance	enhance	VERB
ajpdis-1597	50	30	efficiency	efficiency	NOUN
ajpdis-1597	50	31	and	and	CCONJ
ajpdis-1597	50	32	citizen	citizen	NOUN
ajpdis-1597	50	33	satisfaction	satisfaction	NOUN
ajpdis-1597	50	34	.	.	PUNCT
ajpdis-1597	51	1	the	the	DET
ajpdis-1597	51	2	nyc	nyc	PROPN
ajpdis-1597	51	3	311	311	NUM
ajpdis-1597	51	4	system	system	NOUN
ajpdis-1597	51	5	has	have	AUX
ajpdis-1597	51	6	been	be	AUX
ajpdis-1597	51	7	getting	get	VERB
ajpdis-1597	51	8	millions	million	NOUN
ajpdis-1597	51	9	of	of	ADP
ajpdis-1597	51	10	service	service	NOUN
ajpdis-1597	51	11	requests	request	NOUN
ajpdis-1597	51	12	per	per	ADP
ajpdis-1597	51	13	year	year	NOUN
ajpdis-1597	51	14	,	,	PUNCT
ajpdis-1597	51	15	but	but	CCONJ
ajpdis-1597	51	16	the	the	DET
ajpdis-1597	51	17	response	response	NOUN
ajpdis-1597	51	18	time	time	NOUN
ajpdis-1597	51	19	,	,	PUNCT
ajpdis-1597	51	20	effectiveness	effectiveness	NOUN
ajpdis-1597	51	21	of	of	ADP
ajpdis-1597	51	22	the	the	DET
ajpdis-1597	51	23	agencies	agency	NOUN
ajpdis-1597	51	24	,	,	PUNCT
ajpdis-1597	51	25	and	and	CCONJ
ajpdis-1597	51	26	availability	availability	NOUN
ajpdis-1597	51	27	of	of	ADP
ajpdis-1597	51	28	services	service	NOUN
ajpdis-1597	51	29	vary	vary	VERB
ajpdis-1597	51	30	widely	widely	ADV
ajpdis-1597	51	31	between	between	ADP
ajpdis-1597	51	32	neighborhoods	neighborhood	NOUN
ajpdis-1597	51	33	.	.	PUNCT
ajpdis-1597	52	1	such	such	ADJ
ajpdis-1597	52	2	inconsistencies	inconsistency	NOUN
ajpdis-1597	52	3	indicate	indicate	VERB
ajpdis-1597	52	4	areas	area	NOUN
ajpdis-1597	52	5	of	of	ADP
ajpdis-1597	52	6	operation	operation	NOUN
ajpdis-1597	52	7	that	that	PRON
ajpdis-1597	52	8	hinder	hinder	VERB
ajpdis-1597	52	9	quality	quality	NOUN
ajpdis-1597	52	10	of	of	ADP
ajpdis-1597	52	11	service	service	NOUN
ajpdis-1597	52	12	provision	provision	NOUN
ajpdis-1597	52	13	[	[	X
ajpdis-1597	52	14	10	10	NUM
ajpdis-1597	52	15	]	]	PUNCT
ajpdis-1597	52	16	.	.	PUNCT
ajpdis-1597	53	1	furthermore	furthermore	ADV
ajpdis-1597	53	2	,	,	PUNCT
ajpdis-1597	53	3	government	government	NOUN
ajpdis-1597	53	4	departments	department	NOUN
ajpdis-1597	53	5	do	do	AUX
ajpdis-1597	53	6	not	not	PART
ajpdis-1597	53	7	always	always	ADV
ajpdis-1597	53	8	have	have	VERB
ajpdis-1597	53	9	forecasting	forecasting	NOUN
ajpdis-1597	53	10	applications	application	NOUN
ajpdis-1597	53	11	that	that	PRON
ajpdis-1597	53	12	can	can	AUX
ajpdis-1597	53	13	predict	predict	VERB
ajpdis-1597	53	14	the	the	DET
ajpdis-1597	53	15	level	level	NOUN
ajpdis-1597	53	16	of	of	ADP
ajpdis-1597	53	17	demand	demand	NOUN
ajpdis-1597	53	18	in	in	ADP
ajpdis-1597	53	19	the	the	DET
ajpdis-1597	53	20	services	service	NOUN
ajpdis-1597	53	21	,	,	PUNCT
ajpdis-1597	53	22	detect	detect	VERB
ajpdis-1597	53	23	new	new	ADJ
ajpdis-1597	53	24	trends	trend	NOUN
ajpdis-1597	53	25	of	of	ADP
ajpdis-1597	53	26	complaints	complaint	NOUN
ajpdis-1597	53	27	,	,	PUNCT
ajpdis-1597	53	28	and	and	CCONJ
ajpdis-1597	53	29	manage	manage	VERB
ajpdis-1597	53	30	the	the	DET
ajpdis-1597	53	31	allocation	allocation	NOUN
ajpdis-1597	53	32	of	of	ADP
ajpdis-1597	53	33	resources	resource	NOUN
ajpdis-1597	53	34	.	.	PUNCT
ajpdis-1597	54	1	consequently	consequently	ADV
ajpdis-1597	54	2	,	,	PUNCT
ajpdis-1597	54	3	there	there	PRON
ajpdis-1597	54	4	is	be	VERB
ajpdis-1597	54	5	a	a	DET
ajpdis-1597	54	6	low	low	ADJ
ajpdis-1597	54	7	level	level	NOUN
ajpdis-1597	54	8	of	of	ADP
ajpdis-1597	54	9	service	service	NOUN
ajpdis-1597	54	10	response	response	NOUN
ajpdis-1597	54	11	that	that	PRON
ajpdis-1597	54	12	is	be	AUX
ajpdis-1597	54	13	proactive	proactive	ADJ
ajpdis-1597	54	14	instead	instead	ADV
ajpdis-1597	54	15	of	of	ADP
ajpdis-1597	54	16	reactive	reactive	NOUN
ajpdis-1597	54	17	.	.	PUNCT
ajpdis-1597	55	1	the	the	DET
ajpdis-1597	55	2	main	main	ADJ
ajpdis-1597	55	3	issue	issue	NOUN
ajpdis-1597	55	4	of	of	ADP
ajpdis-1597	55	5	the	the	DET
ajpdis-1597	55	6	research	research	NOUN
ajpdis-1597	55	7	is	be	AUX
ajpdis-1597	55	8	how	how	SCONJ
ajpdis-1597	55	9	predictive	predictive	ADJ
ajpdis-1597	55	10	analytics	analytic	NOUN
ajpdis-1597	55	11	can	can	AUX
ajpdis-1597	55	12	be	be	AUX
ajpdis-1597	55	13	used	use	VERB
ajpdis-1597	55	14	on	on	ADP
ajpdis-1597	55	15	the	the	DET
ajpdis-1597	55	16	nyc	nyc	PROPN
ajpdis-1597	55	17	311	311	NUM
ajpdis-1597	55	18	data	datum	NOUN
ajpdis-1597	55	19	to	to	ADP
ajpdis-1597	55	20	better	well	ADJ
ajpdis-1597	55	21	government	government	NOUN
ajpdis-1597	55	22	operations	operation	NOUN
ajpdis-1597	55	23	and	and	CCONJ
ajpdis-1597	55	24	further	far	ADV
ajpdis-1597	55	25	improve	improve	VERB
ajpdis-1597	55	26	the	the	DET
ajpdis-1597	55	27	outcomes	outcome	NOUN
ajpdis-1597	55	28	of	of	ADP
ajpdis-1597	55	29	the	the	DET
ajpdis-1597	55	30	delivery	delivery	NOUN
ajpdis-1597	55	31	of	of	ADP
ajpdis-1597	55	32	the	the	DET
ajpdis-1597	55	33	services	service	NOUN
ajpdis-1597	55	34	to	to	ADP
ajpdis-1597	55	35	the	the	DET
ajpdis-1597	55	36	citizens	citizen	NOUN
ajpdis-1597	55	37	.	.	PUNCT
ajpdis-1597	56	1	e.	e.	PROPN
ajpdis-1597	56	2	objective	objective	PROPN
ajpdis-1597	56	3	of	of	ADP
ajpdis-1597	56	4	the	the	DET
ajpdis-1597	56	5	study	study	NOUN
ajpdis-1597	56	6	the	the	DET
ajpdis-1597	56	7	objectives	objective	NOUN
ajpdis-1597	56	8	of	of	ADP
ajpdis-1597	56	9	the	the	DET
ajpdis-1597	56	10	studies	study	NOUN
ajpdis-1597	56	11	are	be	AUX
ajpdis-1597	56	12	below	below	ADV
ajpdis-1597	56	13	:	:	PUNCT
ajpdis-1597	56	14	➢	➢	VERB
ajpdis-1597	56	15	to	to	PART
ajpdis-1597	56	16	examine	examine	VERB
ajpdis-1597	56	17	time	time	NOUN
ajpdis-1597	56	18	,	,	PUNCT
ajpdis-1597	56	19	spatial	spatial	ADJ
ajpdis-1597	56	20	and	and	CCONJ
ajpdis-1597	56	21	categorical	categorical	ADJ
ajpdis-1597	56	22	trends	trend	NOUN
ajpdis-1597	56	23	in	in	ADP
ajpdis-1597	56	24	service	service	NOUN
ajpdis-1597	56	25	requests	request	NOUN
ajpdis-1597	56	26	of	of	ADP
ajpdis-1597	56	27	nyc	nyc	PROPN
ajpdis-1597	56	28	311	311	NUM
ajpdis-1597	56	29	.	.	PUNCT
ajpdis-1597	57	1	➢	➢	NOUN
ajpdis-1597	57	2	to	to	PART
ajpdis-1597	57	3	use	use	VERB
ajpdis-1597	57	4	the	the	DET
ajpdis-1597	57	5	predictive	predictive	ADJ
ajpdis-1597	57	6	time	time	NOUN
ajpdis-1597	57	7	-	-	PUNCT
ajpdis-1597	57	8	series	series	NOUN
ajpdis-1597	57	9	modeling	modeling	NOUN
ajpdis-1597	57	10	to	to	PART
ajpdis-1597	57	11	predict	predict	VERB
ajpdis-1597	57	12	the	the	DET
ajpdis-1597	57	13	volume	volume	NOUN
ajpdis-1597	57	14	of	of	ADP
ajpdis-1597	57	15	complaints	complaint	NOUN
ajpdis-1597	57	16	.	.	PUNCT
ajpdis-1597	58	1	➢	➢	VERB
ajpdis-1597	58	2	to	to	PART
ajpdis-1597	58	3	forecast	forecast	VERB
ajpdis-1597	58	4	the	the	DET
ajpdis-1597	58	5	response	response	NOUN
ajpdis-1597	58	6	time	time	NOUN
ajpdis-1597	58	7	of	of	ADP
ajpdis-1597	58	8	the	the	DET
ajpdis-1597	58	9	service	service	NOUN
ajpdis-1597	58	10	through	through	ADP
ajpdis-1597	58	11	machine	machine	NOUN
ajpdis-1597	58	12	learning	learning	NOUN
ajpdis-1597	58	13	.	.	PUNCT
ajpdis-1597	59	1	➢	➢	VERB
ajpdis-1597	59	2	to	to	PART
ajpdis-1597	59	3	explore	explore	VERB
ajpdis-1597	59	4	differences	difference	NOUN
ajpdis-1597	59	5	in	in	ADP
ajpdis-1597	59	6	performance	performance	NOUN
ajpdis-1597	59	7	in	in	ADP
ajpdis-1597	59	8	different	different	ADJ
ajpdis-1597	59	9	types	type	NOUN
ajpdis-1597	59	10	of	of	ADP
ajpdis-1597	59	11	complaints	complaint	NOUN
ajpdis-1597	59	12	and	and	CCONJ
ajpdis-1597	59	13	places	place	NOUN
ajpdis-1597	59	14	.	.	PUNCT
ajpdis-1597	60	1	➢	➢	NOUN
ajpdis-1597	60	2	to	to	PART
ajpdis-1597	60	3	determine	determine	VERB
ajpdis-1597	60	4	important	important	ADJ
ajpdis-1597	60	5	contributors	contributor	NOUN
ajpdis-1597	60	6	towards	towards	ADP
ajpdis-1597	60	7	delays	delay	NOUN
ajpdis-1597	60	8	in	in	ADP
ajpdis-1597	60	9	the	the	DET
ajpdis-1597	60	10	response	response	NOUN
ajpdis-1597	60	11	of	of	ADP
ajpdis-1597	60	12	the	the	DET
ajpdis-1597	60	13	public	public	ADJ
ajpdis-1597	60	14	service	service	NOUN
ajpdis-1597	60	15	.	.	PUNCT
ajpdis-1597	61	1	➢	➢	NOUN
ajpdis-1597	61	2	to	to	PART
ajpdis-1597	61	3	prescribe	prescribe	VERB
ajpdis-1597	61	4	evidence	evidence	NOUN
ajpdis-1597	61	5	-	-	PUNCT
ajpdis-1597	61	6	based	base	VERB
ajpdis-1597	61	7	plans	plan	NOUN
ajpdis-1597	61	8	to	to	PART
ajpdis-1597	61	9	streamline	streamline	VERB
ajpdis-1597	61	10	the	the	DET
ajpdis-1597	61	11	delivery	delivery	NOUN
ajpdis-1597	61	12	of	of	ADP
ajpdis-1597	61	13	u.s	u.s	PROPN
ajpdis-1597	61	14	government	government	NOUN
ajpdis-1597	61	15	services	service	NOUN
ajpdis-1597	61	16	.	.	PUNCT
ajpdis-1597	62	1	f.	f.	PROPN
ajpdis-1597	62	2	research	research	PROPN
ajpdis-1597	62	3	questions	question	NOUN
ajpdis-1597	62	4	this	this	DET
ajpdis-1597	62	5	study	study	NOUN
ajpdis-1597	62	6	examines	examine	VERB
ajpdis-1597	62	7	the	the	DET
ajpdis-1597	62	8	predictive	predictive	ADJ
ajpdis-1597	62	9	analytics	analytic	NOUN
ajpdis-1597	62	10	that	that	PRON
ajpdis-1597	62	11	can	can	AUX
ajpdis-1597	62	12	be	be	AUX
ajpdis-1597	62	13	used	use	VERB
ajpdis-1597	62	14	to	to	PART
ajpdis-1597	62	15	identify	identify	VERB
ajpdis-1597	62	16	patterns	pattern	NOUN
ajpdis-1597	62	17	and	and	CCONJ
ajpdis-1597	62	18	optimize	optimize	VERB
ajpdis-1597	62	19	operations	operation	NOUN
ajpdis-1597	62	20	,	,	PUNCT
ajpdis-1597	62	21	to	to	PART
ajpdis-1597	62	22	increase	increase	VERB
ajpdis-1597	62	23	government	government	NOUN
ajpdis-1597	62	24	responsiveness	responsiveness	NOUN
ajpdis-1597	62	25	based	base	VERB
ajpdis-1597	62	26	on	on	ADP
ajpdis-1597	62	27	nyc	nyc	PROPN
ajpdis-1597	62	28	311	311	NUM
ajpdis-1597	62	29	service	service	NOUN
ajpdis-1597	62	30	data	datum	NOUN
ajpdis-1597	62	31	.	.	PUNCT
ajpdis-1597	63	1	following	follow	VERB
ajpdis-1597	63	2	the	the	DET
ajpdis-1597	63	3	research	research	NOUN
ajpdis-1597	63	4	questions	question	NOUN
ajpdis-1597	63	5	that	that	PRON
ajpdis-1597	63	6	guides	guide	VERB
ajpdis-1597	63	7	to	to	ADP
ajpdis-1597	63	8	this	this	DET
ajpdis-1597	63	9	study	study	NOUN
ajpdis-1597	63	10	:	:	PUNCT
ajpdis-1597	63	11	1	1	X
ajpdis-1597	63	12	.	.	X
ajpdis-1597	63	13	how	how	SCONJ
ajpdis-1597	63	14	will	will	AUX
ajpdis-1597	63	15	predictive	predictive	VERB
ajpdis-1597	63	16	analytics	analytic	NOUN
ajpdis-1597	63	17	help	help	VERB
ajpdis-1597	63	18	detect	detect	VERB
ajpdis-1597	63	19	the	the	DET
ajpdis-1597	63	20	trends	trend	NOUN
ajpdis-1597	63	21	and	and	CCONJ
ajpdis-1597	63	22	inefficiencies	inefficiency	NOUN
ajpdis-1597	63	23	in	in	ADP
ajpdis-1597	63	24	nyc	nyc	PROPN
ajpdis-1597	63	25	311	311	NUM
ajpdis-1597	63	26	service	service	NOUN
ajpdis-1597	63	27	requests	request	NOUN
ajpdis-1597	63	28	?	?	PUNCT
ajpdis-1597	64	1	2	2	X
ajpdis-1597	64	2	.	.	X
ajpdis-1597	64	3	what	what	PRON
ajpdis-1597	64	4	predictive	predictive	ADJ
ajpdis-1597	64	5	models	model	NOUN
ajpdis-1597	64	6	are	be	AUX
ajpdis-1597	64	7	the	the	DET
ajpdis-1597	64	8	best	good	ADJ
ajpdis-1597	64	9	predictors	predictor	NOUN
ajpdis-1597	64	10	of	of	ADP
ajpdis-1597	64	11	service	service	NOUN
ajpdis-1597	64	12	demand	demand	NOUN
ajpdis-1597	64	13	and	and	CCONJ
ajpdis-1597	64	14	response	response	NOUN
ajpdis-1597	64	15	times	time	NOUN
ajpdis-1597	64	16	?	?	PUNCT
ajpdis-1597	65	1	3	3	X
ajpdis-1597	65	2	.	.	X
ajpdis-1597	65	3	what	what	PRON
ajpdis-1597	65	4	is	be	AUX
ajpdis-1597	65	5	the	the	DET
ajpdis-1597	65	6	impact	impact	NOUN
ajpdis-1597	65	7	of	of	ADP
ajpdis-1597	65	8	complaint	complaint	NOUN
ajpdis-1597	65	9	type	type	NOUN
ajpdis-1597	65	10	and	and	CCONJ
ajpdis-1597	65	11	location	location	NOUN
ajpdis-1597	65	12	on	on	ADP
ajpdis-1597	65	13	the	the	DET
ajpdis-1597	65	14	differences	difference	NOUN
ajpdis-1597	65	15	in	in	ADP
ajpdis-1597	65	16	government	government	NOUN
ajpdis-1597	65	17	service	service	NOUN
ajpdis-1597	65	18	performance	performance	NOUN
ajpdis-1597	65	19	?	?	PUNCT
ajpdis-1597	66	1	173	173	NUM
ajpdis-1597	66	2	journal	journal	NOUN
ajpdis-1597	66	3	of	of	ADP
ajpdis-1597	66	4	public	public	ADJ
ajpdis-1597	66	5	diplomacy	diplomacy	NOUN
ajpdis-1597	66	6	and	and	CCONJ
ajpdis-1597	66	7	international	international	ADJ
ajpdis-1597	66	8	studies	study	NOUN
ajpdis-1597	66	9	www	www	PROPN
ajpdis-1597	66	10	.	.	PROPN
ajpdis-1597	67	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	67	2	g.	g.	NOUN
ajpdis-1597	67	3	significance	significance	NOUN
ajpdis-1597	67	4	of	of	ADP
ajpdis-1597	67	5	the	the	DET
ajpdis-1597	67	6	study	study	NOUN
ajpdis-1597	67	7	this	this	DET
ajpdis-1597	67	8	study	study	NOUN
ajpdis-1597	67	9	is	be	AUX
ajpdis-1597	67	10	important	important	ADJ
ajpdis-1597	67	11	in	in	SCONJ
ajpdis-1597	67	12	that	that	SCONJ
ajpdis-1597	67	13	it	it	PRON
ajpdis-1597	67	14	will	will	AUX
ajpdis-1597	67	15	show	show	VERB
ajpdis-1597	67	16	how	how	SCONJ
ajpdis-1597	67	17	predictive	predictive	ADJ
ajpdis-1597	67	18	analytics	analytic	NOUN
ajpdis-1597	67	19	will	will	AUX
ajpdis-1597	67	20	change	change	VERB
ajpdis-1597	67	21	the	the	DET
ajpdis-1597	67	22	manner	manner	NOUN
ajpdis-1597	67	23	in	in	ADP
ajpdis-1597	67	24	which	which	PRON
ajpdis-1597	67	25	people	people	NOUN
ajpdis-1597	67	26	receive	receive	VERB
ajpdis-1597	67	27	public	public	ADJ
ajpdis-1597	67	28	services	service	NOUN
ajpdis-1597	67	29	and	and	CCONJ
ajpdis-1597	67	30	how	how	SCONJ
ajpdis-1597	67	31	government	government	NOUN
ajpdis-1597	67	32	functions	function	NOUN
ajpdis-1597	67	33	in	in	ADP
ajpdis-1597	67	34	the	the	DET
ajpdis-1597	67	35	usa	usa	PROPN
ajpdis-1597	67	36	.	.	PROPN
ajpdis-1597	67	37	through	through	ADP
ajpdis-1597	67	38	a	a	DET
ajpdis-1597	67	39	study	study	NOUN
ajpdis-1597	67	40	of	of	ADP
ajpdis-1597	67	41	one	one	NUM
ajpdis-1597	67	42	of	of	ADP
ajpdis-1597	67	43	the	the	DET
ajpdis-1597	67	44	largest	large	ADJ
ajpdis-1597	67	45	and	and	CCONJ
ajpdis-1597	67	46	most	most	ADV
ajpdis-1597	67	47	comprehensive	comprehensive	ADJ
ajpdis-1597	67	48	datasets	dataset	NOUN
ajpdis-1597	67	49	on	on	ADP
ajpdis-1597	67	50	the	the	DET
ajpdis-1597	67	51	topic	topic	NOUN
ajpdis-1597	67	52	,	,	PUNCT
ajpdis-1597	67	53	including	include	VERB
ajpdis-1597	67	54	nyc	nyc	PROPN
ajpdis-1597	67	55	311	311	NUM
ajpdis-1597	67	56	,	,	PUNCT
ajpdis-1597	67	57	this	this	DET
ajpdis-1597	67	58	study	study	NOUN
ajpdis-1597	67	59	will	will	AUX
ajpdis-1597	67	60	give	give	VERB
ajpdis-1597	67	61	evidence	evidence	NOUN
ajpdis-1597	67	62	of	of	ADP
ajpdis-1597	67	63	how	how	SCONJ
ajpdis-1597	67	64	data	data	NOUN
ajpdis-1597	67	65	-	-	PUNCT
ajpdis-1597	67	66	driven	drive	VERB
ajpdis-1597	67	67	models	model	NOUN
ajpdis-1597	67	68	can	can	AUX
ajpdis-1597	67	69	enhance	enhance	VERB
ajpdis-1597	67	70	responsiveness	responsiveness	NOUN
ajpdis-1597	67	71	,	,	PUNCT
ajpdis-1597	67	72	transparency	transparency	NOUN
ajpdis-1597	67	73	,	,	PUNCT
ajpdis-1597	67	74	and	and	CCONJ
ajpdis-1597	67	75	operational	operational	ADJ
ajpdis-1597	67	76	planning	planning	NOUN
ajpdis-1597	67	77	in	in	ADP
ajpdis-1597	67	78	governmental	governmental	ADJ
ajpdis-1597	67	79	institutions	institution	NOUN
ajpdis-1597	67	80	[	[	X
ajpdis-1597	67	81	11	11	NUM
ajpdis-1597	67	82	]	]	PUNCT
ajpdis-1597	67	83	.	.	PUNCT
ajpdis-1597	68	1	the	the	DET
ajpdis-1597	68	2	results	result	NOUN
ajpdis-1597	68	3	can	can	AUX
ajpdis-1597	68	4	enable	enable	VERB
ajpdis-1597	68	5	the	the	DET
ajpdis-1597	68	6	agencies	agency	NOUN
ajpdis-1597	68	7	to	to	PART
ajpdis-1597	68	8	change	change	VERB
ajpdis-1597	68	9	the	the	DET
ajpdis-1597	68	10	reactive	reactive	ADJ
ajpdis-1597	68	11	approach	approach	NOUN
ajpdis-1597	68	12	of	of	ADP
ajpdis-1597	68	13	managing	manage	VERB
ajpdis-1597	68	14	the	the	DET
ajpdis-1597	68	15	services	service	NOUN
ajpdis-1597	68	16	to	to	ADP
ajpdis-1597	68	17	an	an	DET
ajpdis-1597	68	18	active	active	ADJ
ajpdis-1597	68	19	approach	approach	NOUN
ajpdis-1597	68	20	where	where	SCONJ
ajpdis-1597	68	21	services	service	NOUN
ajpdis-1597	68	22	anticipate	anticipate	VERB
ajpdis-1597	68	23	the	the	DET
ajpdis-1597	68	24	needs	need	NOUN
ajpdis-1597	68	25	of	of	ADP
ajpdis-1597	68	26	the	the	DET
ajpdis-1597	68	27	citizens	citizen	NOUN
ajpdis-1597	68	28	and	and	CCONJ
ajpdis-1597	68	29	use	use	VERB
ajpdis-1597	68	30	the	the	DET
ajpdis-1597	68	31	resources	resource	NOUN
ajpdis-1597	68	32	effectively	effectively	ADV
ajpdis-1597	68	33	.	.	PUNCT
ajpdis-1597	69	1	the	the	DET
ajpdis-1597	69	2	predictive	predictive	ADJ
ajpdis-1597	69	3	models	model	NOUN
ajpdis-1597	69	4	created	create	VERB
ajpdis-1597	69	5	as	as	ADP
ajpdis-1597	69	6	a	a	DET
ajpdis-1597	69	7	part	part	NOUN
ajpdis-1597	69	8	of	of	ADP
ajpdis-1597	69	9	this	this	DET
ajpdis-1597	69	10	research	research	NOUN
ajpdis-1597	69	11	would	would	AUX
ajpdis-1597	69	12	help	help	VERB
ajpdis-1597	69	13	the	the	DET
ajpdis-1597	69	14	departments	department	NOUN
ajpdis-1597	69	15	in	in	ADP
ajpdis-1597	69	16	the	the	DET
ajpdis-1597	69	17	government	government	NOUN
ajpdis-1597	69	18	predict	predict	VERB
ajpdis-1597	69	19	the	the	DET
ajpdis-1597	69	20	demand	demand	NOUN
ajpdis-1597	69	21	of	of	ADP
ajpdis-1597	69	22	the	the	DET
ajpdis-1597	69	23	services	service	NOUN
ajpdis-1597	69	24	,	,	PUNCT
ajpdis-1597	69	25	the	the	DET
ajpdis-1597	69	26	peak	peak	NOUN
ajpdis-1597	69	27	hours	hour	NOUN
ajpdis-1597	69	28	of	of	ADP
ajpdis-1597	69	29	action	action	NOUN
ajpdis-1597	69	30	and	and	CCONJ
ajpdis-1597	69	31	prepare	prepare	VERB
ajpdis-1597	69	32	the	the	DET
ajpdis-1597	69	33	staff	staff	NOUN
ajpdis-1597	69	34	and	and	CCONJ
ajpdis-1597	69	35	resources	resource	NOUN
ajpdis-1597	69	36	respectively	respectively	ADV
ajpdis-1597	69	37	.	.	PUNCT
ajpdis-1597	70	1	also	also	ADV
ajpdis-1597	70	2	,	,	PUNCT
ajpdis-1597	70	3	the	the	DET
ajpdis-1597	70	4	predictors	predictor	NOUN
ajpdis-1597	70	5	of	of	ADP
ajpdis-1597	70	6	response	response	NOUN
ajpdis-1597	70	7	time	time	NOUN
ajpdis-1597	70	8	can	can	AUX
ajpdis-1597	70	9	be	be	AUX
ajpdis-1597	70	10	used	use	VERB
ajpdis-1597	70	11	to	to	PART
ajpdis-1597	70	12	indicate	indicate	VERB
ajpdis-1597	70	13	specific	specific	ADJ
ajpdis-1597	70	14	delays	delay	NOUN
ajpdis-1597	70	15	that	that	PRON
ajpdis-1597	70	16	are	be	AUX
ajpdis-1597	70	17	persistent	persistent	ADJ
ajpdis-1597	70	18	in	in	ADP
ajpdis-1597	70	19	nature	nature	NOUN
ajpdis-1597	70	20	and	and	CCONJ
ajpdis-1597	70	21	therefore	therefore	ADV
ajpdis-1597	70	22	specific	specific	ADJ
ajpdis-1597	70	23	interventions	intervention	NOUN
ajpdis-1597	70	24	can	can	AUX
ajpdis-1597	70	25	be	be	AUX
ajpdis-1597	70	26	made	make	VERB
ajpdis-1597	70	27	to	to	PART
ajpdis-1597	70	28	minimize	minimize	VERB
ajpdis-1597	70	29	the	the	DET
ajpdis-1597	70	30	inefficiencies	inefficiency	NOUN
ajpdis-1597	70	31	.	.	PUNCT
ajpdis-1597	71	1	another	another	DET
ajpdis-1597	71	2	contribution	contribution	NOUN
ajpdis-1597	71	3	that	that	PRON
ajpdis-1597	71	4	the	the	DET
ajpdis-1597	71	5	study	study	NOUN
ajpdis-1597	71	6	makes	make	VERB
ajpdis-1597	71	7	to	to	ADP
ajpdis-1597	71	8	the	the	DET
ajpdis-1597	71	9	equity	equity	NOUN
ajpdis-1597	71	10	in	in	ADP
ajpdis-1597	71	11	service	service	NOUN
ajpdis-1597	71	12	delivery	delivery	NOUN
ajpdis-1597	71	13	is	be	AUX
ajpdis-1597	71	14	that	that	SCONJ
ajpdis-1597	71	15	the	the	DET
ajpdis-1597	71	16	study	study	NOUN
ajpdis-1597	71	17	identifies	identify	VERB
ajpdis-1597	71	18	the	the	DET
ajpdis-1597	71	19	geographic	geographic	ADJ
ajpdis-1597	71	20	disparities	disparity	NOUN
ajpdis-1597	71	21	and	and	CCONJ
ajpdis-1597	71	22	assists	assist	VERB
ajpdis-1597	71	23	policy	policy	NOUN
ajpdis-1597	71	24	makers	maker	NOUN
ajpdis-1597	71	25	to	to	PART
ajpdis-1597	71	26	prioritize	prioritize	VERB
ajpdis-1597	71	27	the	the	DET
ajpdis-1597	71	28	underserved	underserved	ADJ
ajpdis-1597	71	29	populations	population	NOUN
ajpdis-1597	71	30	[	[	X
ajpdis-1597	71	31	12	12	NUM
ajpdis-1597	71	32	]	]	PUNCT
ajpdis-1597	71	33	.	.	PUNCT
ajpdis-1597	72	1	in	in	ADP
ajpdis-1597	72	2	addition	addition	NOUN
ajpdis-1597	72	3	to	to	ADP
ajpdis-1597	72	4	short	short	ADJ
ajpdis-1597	72	5	term	term	NOUN
ajpdis-1597	72	6	operational	operational	ADJ
ajpdis-1597	72	7	gains	gain	NOUN
ajpdis-1597	72	8	,	,	PUNCT
ajpdis-1597	72	9	the	the	DET
ajpdis-1597	72	10	study	study	NOUN
ajpdis-1597	72	11	enables	enable	VERB
ajpdis-1597	72	12	the	the	DET
ajpdis-1597	72	13	long	long	ADJ
ajpdis-1597	72	14	term	term	NOUN
ajpdis-1597	72	15	strategic	strategic	ADJ
ajpdis-1597	72	16	planning	planning	NOUN
ajpdis-1597	72	17	in	in	ADP
ajpdis-1597	72	18	terms	term	NOUN
ajpdis-1597	72	19	of	of	ADP
ajpdis-1597	72	20	providing	provide	VERB
ajpdis-1597	72	21	replicable	replicable	ADJ
ajpdis-1597	72	22	analytical	analytical	ADJ
ajpdis-1597	72	23	frameworks	framework	NOUN
ajpdis-1597	72	24	that	that	PRON
ajpdis-1597	72	25	can	can	AUX
ajpdis-1597	72	26	be	be	AUX
ajpdis-1597	72	27	incorporated	incorporate	VERB
ajpdis-1597	72	28	in	in	ADP
ajpdis-1597	72	29	other	other	ADJ
ajpdis-1597	72	30	cities	city	NOUN
ajpdis-1597	72	31	across	across	ADP
ajpdis-1597	72	32	the	the	DET
ajpdis-1597	72	33	united	united	PROPN
ajpdis-1597	72	34	states	states	PROPN
ajpdis-1597	72	35	.	.	PUNCT
ajpdis-1597	73	1	as	as	ADV
ajpdis-1597	73	2	more	more	ADJ
ajpdis-1597	73	3	and	and	CCONJ
ajpdis-1597	73	4	more	more	ADJ
ajpdis-1597	73	5	governments	government	NOUN
ajpdis-1597	73	6	are	be	AUX
ajpdis-1597	73	7	adopting	adopt	VERB
ajpdis-1597	73	8	the	the	DET
ajpdis-1597	73	9	digital	digital	ADJ
ajpdis-1597	73	10	transformation	transformation	NOUN
ajpdis-1597	73	11	,	,	PUNCT
ajpdis-1597	73	12	the	the	DET
ajpdis-1597	73	13	relevance	relevance	NOUN
ajpdis-1597	73	14	of	of	ADP
ajpdis-1597	73	15	this	this	DET
ajpdis-1597	73	16	research	research	NOUN
ajpdis-1597	73	17	is	be	AUX
ajpdis-1597	73	18	that	that	SCONJ
ajpdis-1597	73	19	it	it	PRON
ajpdis-1597	73	20	offers	offer	VERB
ajpdis-1597	73	21	a	a	DET
ajpdis-1597	73	22	realistic	realistic	ADJ
ajpdis-1597	73	23	roadmap	roadmap	NOUN
ajpdis-1597	73	24	on	on	ADP
ajpdis-1597	73	25	how	how	SCONJ
ajpdis-1597	73	26	predictive	predictive	ADJ
ajpdis-1597	73	27	analytics	analytic	NOUN
ajpdis-1597	73	28	can	can	AUX
ajpdis-1597	73	29	be	be	AUX
ajpdis-1597	73	30	implemented	implement	VERB
ajpdis-1597	73	31	into	into	ADP
ajpdis-1597	73	32	the	the	DET
ajpdis-1597	73	33	daily	daily	ADJ
ajpdis-1597	73	34	operations	operation	NOUN
ajpdis-1597	73	35	of	of	ADP
ajpdis-1597	73	36	the	the	DET
ajpdis-1597	73	37	governmental	governmental	ADJ
ajpdis-1597	73	38	administration	administration	NOUN
ajpdis-1597	73	39	and	and	CCONJ
ajpdis-1597	73	40	eventually	eventually	ADV
ajpdis-1597	73	41	translates	translate	VERB
ajpdis-1597	73	42	to	to	ADP
ajpdis-1597	73	43	better	well	ADJ
ajpdis-1597	73	44	satisfaction	satisfaction	NOUN
ajpdis-1597	73	45	among	among	ADP
ajpdis-1597	73	46	citizens	citizen	NOUN
ajpdis-1597	73	47	and	and	CCONJ
ajpdis-1597	73	48	increased	increase	VERB
ajpdis-1597	73	49	trust	trust	NOUN
ajpdis-1597	73	50	in	in	ADP
ajpdis-1597	73	51	government	government	NOUN
ajpdis-1597	73	52	services	service	NOUN
ajpdis-1597	73	53	.	.	PUNCT
ajpdis-1597	74	1	ii	ii	PROPN
ajpdis-1597	74	2	.	.	PUNCT
ajpdis-1597	75	1	literature	literature	PROPN
ajpdis-1597	75	2	review	review	VERB
ajpdis-1597	75	3	a.	a.	NOUN
ajpdis-1597	75	4	conceptual	conceptual	ADJ
ajpdis-1597	75	5	understanding	understanding	NOUN
ajpdis-1597	75	6	of	of	ADP
ajpdis-1597	75	7	predictive	predictive	ADJ
ajpdis-1597	75	8	analytics	analytic	NOUN
ajpdis-1597	75	9	in	in	ADP
ajpdis-1597	75	10	public	public	ADJ
ajpdis-1597	75	11	administration	administration	NOUN
ajpdis-1597	75	12	predictive	predictive	ADJ
ajpdis-1597	75	13	analytics	analytic	NOUN
ajpdis-1597	75	14	is	be	AUX
ajpdis-1597	75	15	a	a	DET
ajpdis-1597	75	16	technique	technique	NOUN
ajpdis-1597	75	17	of	of	ADP
ajpdis-1597	75	18	using	use	VERB
ajpdis-1597	75	19	data	datum	NOUN
ajpdis-1597	75	20	in	in	ADP
ajpdis-1597	75	21	order	order	NOUN
ajpdis-1597	75	22	to	to	PART
ajpdis-1597	75	23	predict	predict	VERB
ajpdis-1597	75	24	upcoming	upcoming	ADJ
ajpdis-1597	75	25	events	event	NOUN
ajpdis-1597	75	26	or	or	CCONJ
ajpdis-1597	75	27	trends	trend	NOUN
ajpdis-1597	75	28	based	base	VERB
ajpdis-1597	75	29	on	on	ADP
ajpdis-1597	75	30	historical	historical	ADJ
ajpdis-1597	75	31	data	datum	NOUN
ajpdis-1597	75	32	,	,	PUNCT
ajpdis-1597	75	33	statistical	statistical	ADJ
ajpdis-1597	75	34	modeling	modeling	NOUN
ajpdis-1597	75	35	,	,	PUNCT
ajpdis-1597	75	36	and	and	CCONJ
ajpdis-1597	75	37	machine	machine	NOUN
ajpdis-1597	75	38	learning	learn	VERB
ajpdis-1597	75	39	algorithms	algorithm	NOUN
ajpdis-1597	75	40	[	[	X
ajpdis-1597	75	41	13	13	NUM
ajpdis-1597	75	42	]	]	PUNCT
ajpdis-1597	75	43	.	.	PUNCT
ajpdis-1597	76	1	predictive	predictive	ADJ
ajpdis-1597	76	2	analytics	analytic	NOUN
ajpdis-1597	76	3	has	have	AUX
ajpdis-1597	76	4	become	become	VERB
ajpdis-1597	76	5	a	a	DET
ajpdis-1597	76	6	critical	critical	ADJ
ajpdis-1597	76	7	instrument	instrument	NOUN
ajpdis-1597	76	8	in	in	ADP
ajpdis-1597	76	9	the	the	DET
ajpdis-1597	76	10	context	context	NOUN
ajpdis-1597	76	11	of	of	ADP
ajpdis-1597	76	12	public	public	ADJ
ajpdis-1597	76	13	administration	administration	NOUN
ajpdis-1597	76	14	to	to	PART
ajpdis-1597	76	15	assist	assist	VERB
ajpdis-1597	76	16	the	the	DET
ajpdis-1597	76	17	process	process	NOUN
ajpdis-1597	76	18	of	of	ADP
ajpdis-1597	76	19	evidence	evidence	NOUN
ajpdis-1597	76	20	-	-	PUNCT
ajpdis-1597	76	21	based	base	VERB
ajpdis-1597	76	22	decision	decision	NOUN
ajpdis-1597	76	23	-	-	PUNCT
ajpdis-1597	76	24	making	making	NOUN
ajpdis-1597	76	25	and	and	CCONJ
ajpdis-1597	76	26	enhance	enhance	VERB
ajpdis-1597	76	27	service	service	NOUN
ajpdis-1597	76	28	delivery	delivery	NOUN
ajpdis-1597	76	29	.	.	PUNCT
ajpdis-1597	77	1	the	the	DET
ajpdis-1597	77	2	daily	daily	ADJ
ajpdis-1597	77	3	government	government	NOUN
ajpdis-1597	77	4	dealings	dealing	NOUN
ajpdis-1597	77	5	produce	produce	VERB
ajpdis-1597	77	6	a	a	DET
ajpdis-1597	77	7	lot	lot	NOUN
ajpdis-1597	77	8	of	of	ADP
ajpdis-1597	77	9	administrative	administrative	ADJ
ajpdis-1597	77	10	information	information	NOUN
ajpdis-1597	77	11	by	by	ADP
ajpdis-1597	77	12	way	way	NOUN
ajpdis-1597	77	13	of	of	ADP
ajpdis-1597	77	14	routine	routine	ADJ
ajpdis-1597	77	15	interactions	interaction	NOUN
ajpdis-1597	77	16	with	with	ADP
ajpdis-1597	77	17	citizens	citizen	NOUN
ajpdis-1597	77	18	such	such	ADJ
ajpdis-1597	77	19	as	as	ADP
ajpdis-1597	77	20	service	service	NOUN
ajpdis-1597	77	21	requests	request	NOUN
ajpdis-1597	77	22	,	,	PUNCT
ajpdis-1597	77	23	complaints	complaint	NOUN
ajpdis-1597	77	24	,	,	PUNCT
ajpdis-1597	77	25	census	census	NOUN
ajpdis-1597	77	26	data	datum	NOUN
ajpdis-1597	77	27	,	,	PUNCT
ajpdis-1597	77	28	and	and	CCONJ
ajpdis-1597	77	29	operational	operational	ADJ
ajpdis-1597	77	30	statistics	statistic	NOUN
ajpdis-1597	77	31	.	.	PUNCT
ajpdis-1597	78	1	predictive	predictive	ADJ
ajpdis-1597	78	2	analytics	analytic	NOUN
ajpdis-1597	78	3	makes	make	VERB
ajpdis-1597	78	4	use	use	NOUN
ajpdis-1597	78	5	of	of	ADP
ajpdis-1597	78	6	this	this	PRON
ajpdis-1597	78	7	by	by	ADP
ajpdis-1597	78	8	turning	turn	VERB
ajpdis-1597	78	9	this	this	DET
ajpdis-1597	78	10	information	information	NOUN
ajpdis-1597	78	11	into	into	ADP
ajpdis-1597	78	12	actionable	actionable	ADJ
ajpdis-1597	78	13	information	information	NOUN
ajpdis-1597	78	14	that	that	PRON
ajpdis-1597	78	15	aids	aid	VERB
ajpdis-1597	78	16	policy	policy	NOUN
ajpdis-1597	78	17	makers	maker	NOUN
ajpdis-1597	78	18	and	and	CCONJ
ajpdis-1597	78	19	service	service	NOUN
ajpdis-1597	78	20	agencies	agency	NOUN
ajpdis-1597	78	21	to	to	PART
ajpdis-1597	78	22	plan	plan	VERB
ajpdis-1597	78	23	[	[	X
ajpdis-1597	78	24	14	14	NUM
ajpdis-1597	78	25	]	]	PUNCT
ajpdis-1597	78	26	.	.	PUNCT
ajpdis-1597	79	1	predictive	predictive	ADJ
ajpdis-1597	79	2	analytics	analytic	NOUN
ajpdis-1597	79	3	is	be	AUX
ajpdis-1597	79	4	a	a	DET
ajpdis-1597	79	5	concept	concept	NOUN
ajpdis-1597	79	6	based	base	VERB
ajpdis-1597	79	7	on	on	ADP
ajpdis-1597	79	8	the	the	DET
ajpdis-1597	79	9	idea	idea	NOUN
ajpdis-1597	79	10	of	of	ADP
ajpdis-1597	79	11	finding	find	VERB
ajpdis-1597	79	12	a	a	DET
ajpdis-1597	79	13	pattern	pattern	NOUN
ajpdis-1597	79	14	in	in	ADP
ajpdis-1597	79	15	historical	historical	ADJ
ajpdis-1597	79	16	events	event	NOUN
ajpdis-1597	79	17	that	that	PRON
ajpdis-1597	79	18	can	can	AUX
ajpdis-1597	79	19	predict	predict	VERB
ajpdis-1597	79	20	their	their	PRON
ajpdis-1597	79	21	occurrence	occurrence	NOUN
ajpdis-1597	79	22	in	in	ADP
ajpdis-1597	79	23	the	the	DET
ajpdis-1597	79	24	future	future	NOUN
ajpdis-1597	79	25	so	so	SCONJ
ajpdis-1597	79	26	that	that	SCONJ
ajpdis-1597	79	27	governments	government	NOUN
ajpdis-1597	79	28	will	will	AUX
ajpdis-1597	79	29	start	start	VERB
ajpdis-1597	79	30	to	to	PART
ajpdis-1597	79	31	respond	respond	VERB
ajpdis-1597	79	32	actively	actively	ADV
ajpdis-1597	79	33	to	to	ADP
ajpdis-1597	79	34	the	the	DET
ajpdis-1597	79	35	environment	environment	NOUN
ajpdis-1597	79	36	instead	instead	ADV
ajpdis-1597	79	37	of	of	ADP
ajpdis-1597	79	38	being	be	AUX
ajpdis-1597	79	39	reactive	reactive	ADJ
ajpdis-1597	79	40	to	to	ADP
ajpdis-1597	79	41	it	it	PRON
ajpdis-1597	79	42	.	.	PUNCT
ajpdis-1597	80	1	predictive	predictive	ADJ
ajpdis-1597	80	2	analytics	analytic	NOUN
ajpdis-1597	80	3	are	be	AUX
ajpdis-1597	80	4	used	use	VERB
ajpdis-1597	80	5	in	in	ADP
ajpdis-1597	80	6	public	public	ADJ
ajpdis-1597	80	7	administration	administration	NOUN
ajpdis-1597	80	8	in	in	ADP
ajpdis-1597	80	9	the	the	DET
ajpdis-1597	80	10	fields	field	NOUN
ajpdis-1597	80	11	of	of	ADP
ajpdis-1597	80	12	resource	resource	NOUN
ajpdis-1597	80	13	allocation	allocation	NOUN
ajpdis-1597	80	14	,	,	PUNCT
ajpdis-1597	80	15	workload	workload	NOUN
ajpdis-1597	80	16	prediction	prediction	NOUN
ajpdis-1597	80	17	,	,	PUNCT
ajpdis-1597	80	18	fraud	fraud	NOUN
ajpdis-1597	80	19	detection	detection	NOUN
ajpdis-1597	80	20	,	,	PUNCT
ajpdis-1597	80	21	infrastructure	infrastructure	NOUN
ajpdis-1597	80	22	maintenance	maintenance	NOUN
ajpdis-1597	80	23	,	,	PUNCT
ajpdis-1597	80	24	and	and	CCONJ
ajpdis-1597	80	25	optimization	optimization	NOUN
ajpdis-1597	80	26	of	of	ADP
ajpdis-1597	80	27	emergency	emergency	NOUN
ajpdis-1597	80	28	response	response	NOUN
ajpdis-1597	80	29	and	and	CCONJ
ajpdis-1597	80	30	maximization	maximization	NOUN
ajpdis-1597	80	31	of	of	ADP
ajpdis-1597	80	32	citizen	citizen	NOUN
ajpdis-1597	80	33	satisfaction	satisfaction	NOUN
ajpdis-1597	80	34	[	[	X
ajpdis-1597	80	35	15	15	NUM
ajpdis-1597	80	36	]	]	PUNCT
ajpdis-1597	80	37	.	.	PUNCT
ajpdis-1597	81	1	these	these	DET
ajpdis-1597	81	2	applications	application	NOUN
ajpdis-1597	81	3	are	be	AUX
ajpdis-1597	81	4	based	base	VERB
ajpdis-1597	81	5	on	on	ADP
ajpdis-1597	81	6	an	an	DET
ajpdis-1597	81	7	ensemble	ensemble	NOUN
ajpdis-1597	81	8	of	of	ADP
ajpdis-1597	81	9	statistical	statistical	ADJ
ajpdis-1597	81	10	approaches	approach	NOUN
ajpdis-1597	81	11	,	,	PUNCT
ajpdis-1597	81	12	machine	machine	NOUN
ajpdis-1597	81	13	learning	learning	NOUN
ajpdis-1597	81	14	models	model	NOUN
ajpdis-1597	81	15	and	and	CCONJ
ajpdis-1597	81	16	temporal	temporal	ADJ
ajpdis-1597	81	17	forecasting	forecasting	NOUN
ajpdis-1597	81	18	approaches	approach	NOUN
ajpdis-1597	81	19	that	that	PRON
ajpdis-1597	81	20	have	have	VERB
ajpdis-1597	81	21	the	the	DET
ajpdis-1597	81	22	potential	potential	NOUN
ajpdis-1597	81	23	to	to	PART
ajpdis-1597	81	24	process	process	VERB
ajpdis-1597	81	25	large	large	ADJ
ajpdis-1597	81	26	amounts	amount	NOUN
ajpdis-1597	81	27	of	of	ADP
ajpdis-1597	81	28	structured	structured	ADJ
ajpdis-1597	81	29	and	and	CCONJ
ajpdis-1597	81	30	unstructured	unstructured	ADJ
ajpdis-1597	81	31	information	information	NOUN
ajpdis-1597	81	32	.	.	PUNCT
ajpdis-1597	82	1	in	in	ADP
ajpdis-1597	82	2	conceptual	conceptual	ADJ
ajpdis-1597	82	3	terms	term	NOUN
ajpdis-1597	82	4	,	,	PUNCT
ajpdis-1597	82	5	predictive	predictive	ADJ
ajpdis-1597	82	6	analytics	analytic	NOUN
ajpdis-1597	82	7	also	also	ADV
ajpdis-1597	82	8	enforces	enforce	VERB
ajpdis-1597	82	9	operational	operational	ADJ
ajpdis-1597	82	10	transparency	transparency	NOUN
ajpdis-1597	82	11	in	in	ADP
ajpdis-1597	82	12	that	that	SCONJ
ajpdis-1597	82	13	it	it	PRON
ajpdis-1597	82	14	can	can	AUX
ajpdis-1597	82	15	offer	offer	VERB
ajpdis-1597	82	16	measurable	measurable	ADJ
ajpdis-1597	82	17	performance	performance	NOUN
ajpdis-1597	82	18	indicators	indicator	NOUN
ajpdis-1597	82	19	which	which	PRON
ajpdis-1597	82	20	the	the	DET
ajpdis-1597	82	21	agencies	agency	NOUN
ajpdis-1597	82	22	can	can	AUX
ajpdis-1597	82	23	track	track	VERB
ajpdis-1597	82	24	over	over	ADP
ajpdis-1597	82	25	time	time	NOUN
ajpdis-1597	82	26	[	[	X
ajpdis-1597	82	27	16	16	NUM
ajpdis-1597	82	28	]	]	PUNCT
ajpdis-1597	82	29	.	.	PUNCT
ajpdis-1597	83	1	predictive	predictive	ADJ
ajpdis-1597	83	2	analytics	analytic	NOUN
ajpdis-1597	83	3	can	can	AUX
ajpdis-1597	83	4	be	be	AUX
ajpdis-1597	83	5	used	use	VERB
ajpdis-1597	83	6	in	in	ADP
ajpdis-1597	83	7	the	the	DET
ajpdis-1597	83	8	city	city	NOUN
ajpdis-1597	83	9	to	to	PART
ajpdis-1597	83	10	direct	direct	VERB
ajpdis-1597	83	11	governments	government	NOUN
ajpdis-1597	83	12	in	in	ADP
ajpdis-1597	83	13	determining	determine	VERB
ajpdis-1597	83	14	the	the	DET
ajpdis-1597	83	15	most	most	ADV
ajpdis-1597	83	16	urgent	urgent	ADJ
ajpdis-1597	83	17	problems	problem	NOUN
ajpdis-1597	83	18	to	to	PART
ajpdis-1597	83	19	address	address	VERB
ajpdis-1597	83	20	and	and	CCONJ
ajpdis-1597	83	21	allocate	allocate	VERB
ajpdis-1597	83	22	resources	resource	NOUN
ajpdis-1597	83	23	where	where	SCONJ
ajpdis-1597	83	24	they	they	PRON
ajpdis-1597	83	25	are	be	AUX
ajpdis-1597	83	26	most	most	ADV
ajpdis-1597	83	27	in	in	ADP
ajpdis-1597	83	28	demand	demand	NOUN
ajpdis-1597	83	29	.	.	PUNCT
ajpdis-1597	84	1	predictive	predictive	ADJ
ajpdis-1597	84	2	analytics	analytic	NOUN
ajpdis-1597	84	3	establishes	establish	VERB
ajpdis-1597	84	4	a	a	DET
ajpdis-1597	84	5	rational	rational	ADJ
ajpdis-1597	84	6	method	method	NOUN
ajpdis-1597	84	7	of	of	ADP
ajpdis-1597	84	8	service	service	NOUN
ajpdis-1597	84	9	inefficiencies	inefficiency	NOUN
ajpdis-1597	84	10	by	by	ADP
ajpdis-1597	84	11	measuring	measure	VERB
ajpdis-1597	84	12	the	the	DET
ajpdis-1597	84	13	relationship	relationship	NOUN
ajpdis-1597	84	14	between	between	ADP
ajpdis-1597	84	15	the	the	DET
ajpdis-1597	84	16	response	response	NOUN
ajpdis-1597	84	17	times	time	NOUN
ajpdis-1597	84	18	of	of	ADP
ajpdis-1597	84	19	the	the	DET
ajpdis-1597	84	20	services	service	NOUN
ajpdis-1597	84	21	,	,	PUNCT
ajpdis-1597	84	22	workload	workload	NOUN
ajpdis-1597	84	23	changes	change	NOUN
ajpdis-1597	84	24	,	,	PUNCT
ajpdis-1597	84	25	geographic	geographic	ADJ
ajpdis-1597	84	26	trends	trend	NOUN
ajpdis-1597	84	27	,	,	PUNCT
ajpdis-1597	84	28	and	and	CCONJ
ajpdis-1597	84	29	other	other	ADJ
ajpdis-1597	84	30	service	service	NOUN
ajpdis-1597	84	31	variables	variable	NOUN
ajpdis-1597	84	32	[	[	X
ajpdis-1597	84	33	17	17	NUM
ajpdis-1597	84	34	]	]	PUNCT
ajpdis-1597	84	35	.	.	PUNCT
ajpdis-1597	85	1	this	this	DET
ajpdis-1597	85	2	theoretical	theoretical	ADJ
ajpdis-1597	85	3	basis	basis	NOUN
ajpdis-1597	85	4	makes	make	VERB
ajpdis-1597	85	5	predictive	predictive	ADJ
ajpdis-1597	85	6	analytics	analytic	NOUN
ajpdis-1597	85	7	a	a	DET
ajpdis-1597	85	8	revolutionary	revolutionary	ADJ
ajpdis-1597	85	9	solution	solution	NOUN
ajpdis-1597	85	10	in	in	ADP
ajpdis-1597	85	11	cases	case	NOUN
ajpdis-1597	85	12	where	where	SCONJ
ajpdis-1597	85	13	governments	government	NOUN
ajpdis-1597	85	14	are	be	AUX
ajpdis-1597	85	15	trying	try	VERB
ajpdis-1597	85	16	to	to	PART
ajpdis-1597	85	17	modernize	modernize	VERB
ajpdis-1597	85	18	its	its	PRON
ajpdis-1597	85	19	operations	operation	NOUN
ajpdis-1597	85	20	,	,	PUNCT
ajpdis-1597	85	21	minimize	minimize	VERB
ajpdis-1597	85	22	delays	delay	NOUN
ajpdis-1597	85	23	,	,	PUNCT
ajpdis-1597	85	24	and	and	CCONJ
ajpdis-1597	85	25	offer	offer	VERB
ajpdis-1597	85	26	more	more	ADJ
ajpdis-1597	85	27	fair	fair	ADJ
ajpdis-1597	85	28	services	service	NOUN
ajpdis-1597	85	29	.	.	PUNCT
ajpdis-1597	86	1	the	the	DET
ajpdis-1597	86	2	concept	concept	NOUN
ajpdis-1597	86	3	of	of	ADP
ajpdis-1597	86	4	predictive	predictive	ADJ
ajpdis-1597	86	5	analytics	analytic	NOUN
ajpdis-1597	86	6	is	be	AUX
ajpdis-1597	86	7	growing	grow	VERB
ajpdis-1597	86	8	in	in	ADP
ajpdis-1597	86	9	importance	importance	NOUN
ajpdis-1597	86	10	as	as	ADP
ajpdis-1597	86	11	a	a	DET
ajpdis-1597	86	12	key	key	NOUN
ajpdis-1597	86	13	to	to	ADP
ajpdis-1597	86	14	operational	operational	ADJ
ajpdis-1597	86	15	excellence	excellence	NOUN
ajpdis-1597	86	16	in	in	ADP
ajpdis-1597	86	17	government	government	NOUN
ajpdis-1597	86	18	systems	system	NOUN
ajpdis-1597	86	19	as	as	ADP
ajpdis-1597	86	20	the	the	DET
ajpdis-1597	86	21	volume	volume	NOUN
ajpdis-1597	86	22	and	and	CCONJ
ajpdis-1597	86	23	complexity	complexity	NOUN
ajpdis-1597	86	24	of	of	ADP
ajpdis-1597	86	25	the	the	DET
ajpdis-1597	86	26	public	public	ADJ
ajpdis-1597	86	27	-	-	PUNCT
ajpdis-1597	86	28	sector	sector	NOUN
ajpdis-1597	86	29	data	datum	NOUN
ajpdis-1597	86	30	is	be	AUX
ajpdis-1597	86	31	growing	grow	VERB
ajpdis-1597	86	32	.	.	PUNCT
ajpdis-1597	87	1	b.	b.	PROPN
ajpdis-1597	87	2	public	public	ADJ
ajpdis-1597	87	3	service	service	NOUN
ajpdis-1597	87	4	delivery	delivery	NOUN
ajpdis-1597	87	5	systems	system	NOUN
ajpdis-1597	87	6	in	in	ADP
ajpdis-1597	87	7	the	the	DET
ajpdis-1597	87	8	u.s	u.s	PROPN
ajpdis-1597	87	9	.	.	PROPN
ajpdis-1597	87	10	government	government	NOUN
ajpdis-1597	87	11	operations	operation	NOUN
ajpdis-1597	87	12	the	the	DET
ajpdis-1597	87	13	united	united	PROPN
ajpdis-1597	87	14	states	states	PROPN
ajpdis-1597	87	15	has	have	VERB
ajpdis-1597	87	16	a	a	DET
ajpdis-1597	87	17	broad	broad	ADJ
ajpdis-1597	87	18	list	list	NOUN
ajpdis-1597	87	19	of	of	ADP
ajpdis-1597	87	20	functions	function	NOUN
ajpdis-1597	87	21	covered	cover	VERB
ajpdis-1597	87	22	by	by	ADP
ajpdis-1597	87	23	public	public	ADJ
ajpdis-1597	87	24	service	service	NOUN
ajpdis-1597	87	25	delivery	delivery	NOUN
ajpdis-1597	87	26	systems	system	NOUN
ajpdis-1597	87	27	;	;	PUNCT
ajpdis-1597	87	28	these	these	PRON
ajpdis-1597	87	29	are	be	AUX
ajpdis-1597	87	30	public	public	ADJ
ajpdis-1597	87	31	safety	safety	NOUN
ajpdis-1597	87	32	,	,	PUNCT
ajpdis-1597	87	33	sanitation	sanitation	NOUN
ajpdis-1597	87	34	,	,	PUNCT
ajpdis-1597	87	35	housing	housing	NOUN
ajpdis-1597	87	36	,	,	PUNCT
ajpdis-1597	87	37	transportation	transportation	NOUN
ajpdis-1597	87	38	,	,	PUNCT
ajpdis-1597	87	39	environmental	environmental	ADJ
ajpdis-1597	87	40	management	management	NOUN
ajpdis-1597	87	41	and	and	CCONJ
ajpdis-1597	87	42	community	community	NOUN
ajpdis-1597	87	43	174	174	NUM
ajpdis-1597	87	44	journal	journal	NOUN
ajpdis-1597	87	45	of	of	ADP
ajpdis-1597	87	46	public	public	ADJ
ajpdis-1597	87	47	diplomacy	diplomacy	NOUN
ajpdis-1597	87	48	and	and	CCONJ
ajpdis-1597	87	49	international	international	ADJ
ajpdis-1597	87	50	studies	study	NOUN
ajpdis-1597	87	51	www	www	PROPN
ajpdis-1597	87	52	.	.	PUNCT
ajpdis-1597	88	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	88	2	engagement	engagement	NOUN
ajpdis-1597	88	3	[	[	X
ajpdis-1597	88	4	18	18	NUM
ajpdis-1597	88	5	]	]	PUNCT
ajpdis-1597	88	6	.	.	PUNCT
ajpdis-1597	89	1	these	these	DET
ajpdis-1597	89	2	systems	system	NOUN
ajpdis-1597	89	3	will	will	AUX
ajpdis-1597	89	4	be	be	AUX
ajpdis-1597	89	5	sensitive	sensitive	ADJ
ajpdis-1597	89	6	in	in	ADP
ajpdis-1597	89	7	responding	respond	VERB
ajpdis-1597	89	8	to	to	ADP
ajpdis-1597	89	9	the	the	DET
ajpdis-1597	89	10	needs	need	NOUN
ajpdis-1597	89	11	of	of	ADP
ajpdis-1597	89	12	the	the	DET
ajpdis-1597	89	13	citizens	citizen	NOUN
ajpdis-1597	89	14	in	in	ADP
ajpdis-1597	89	15	a	a	DET
ajpdis-1597	89	16	timely	timely	ADJ
ajpdis-1597	89	17	and	and	CCONJ
ajpdis-1597	89	18	efficient	efficient	ADJ
ajpdis-1597	89	19	manner	manner	NOUN
ajpdis-1597	89	20	to	to	PART
ajpdis-1597	89	21	ensure	ensure	VERB
ajpdis-1597	89	22	that	that	SCONJ
ajpdis-1597	89	23	the	the	DET
ajpdis-1597	89	24	agencies	agency	NOUN
ajpdis-1597	89	25	at	at	ADP
ajpdis-1597	89	26	local	local	ADJ
ajpdis-1597	89	27	,	,	PUNCT
ajpdis-1597	89	28	state	state	NOUN
ajpdis-1597	89	29	,	,	PUNCT
ajpdis-1597	89	30	and	and	CCONJ
ajpdis-1597	89	31	federal	federal	ADJ
ajpdis-1597	89	32	levels	level	NOUN
ajpdis-1597	89	33	accomplish	accomplish	VERB
ajpdis-1597	89	34	their	their	PRON
ajpdis-1597	89	35	administrative	administrative	ADJ
ajpdis-1597	89	36	obligations	obligation	NOUN
ajpdis-1597	89	37	.	.	PUNCT
ajpdis-1597	90	1	nevertheless	nevertheless	ADV
ajpdis-1597	90	2	,	,	PUNCT
ajpdis-1597	90	3	the	the	DET
ajpdis-1597	90	4	u.s	u.s	PROPN
ajpdis-1597	90	5	.	.	PROPN
ajpdis-1597	90	6	public	public	ADJ
ajpdis-1597	90	7	service	service	NOUN
ajpdis-1597	90	8	systems	system	NOUN
ajpdis-1597	90	9	frequently	frequently	ADV
ajpdis-1597	90	10	face	face	VERB
ajpdis-1597	90	11	problems	problem	NOUN
ajpdis-1597	90	12	like	like	ADP
ajpdis-1597	90	13	the	the	DET
ajpdis-1597	90	14	rise	rise	NOUN
ajpdis-1597	90	15	of	of	ADP
ajpdis-1597	90	16	service	service	NOUN
ajpdis-1597	90	17	volume	volume	NOUN
ajpdis-1597	90	18	,	,	PUNCT
ajpdis-1597	90	19	the	the	DET
ajpdis-1597	90	20	use	use	NOUN
ajpdis-1597	90	21	of	of	ADP
ajpdis-1597	90	22	old	old	ADJ
ajpdis-1597	90	23	operating	operating	NOUN
ajpdis-1597	90	24	procedures	procedure	NOUN
ajpdis-1597	90	25	,	,	PUNCT
ajpdis-1597	90	26	the	the	DET
ajpdis-1597	90	27	level	level	NOUN
ajpdis-1597	90	28	of	of	ADP
ajpdis-1597	90	29	work	work	NOUN
ajpdis-1597	90	30	imbalance	imbalance	NOUN
ajpdis-1597	90	31	,	,	PUNCT
ajpdis-1597	90	32	and	and	CCONJ
ajpdis-1597	90	33	unequal	unequal	ADJ
ajpdis-1597	90	34	allocation	allocation	NOUN
ajpdis-1597	90	35	of	of	ADP
ajpdis-1597	90	36	resources	resource	NOUN
ajpdis-1597	90	37	between	between	ADP
ajpdis-1597	90	38	geographical	geographical	ADJ
ajpdis-1597	90	39	area	area	NOUN
ajpdis-1597	90	40	divisions	division	NOUN
ajpdis-1597	90	41	.	.	PUNCT
ajpdis-1597	91	1	due	due	ADP
ajpdis-1597	91	2	to	to	ADP
ajpdis-1597	91	3	the	the	DET
ajpdis-1597	91	4	increase	increase	NOUN
ajpdis-1597	91	5	in	in	ADP
ajpdis-1597	91	6	population	population	NOUN
ajpdis-1597	91	7	in	in	ADP
ajpdis-1597	91	8	cities	city	NOUN
ajpdis-1597	91	9	and	and	CCONJ
ajpdis-1597	91	10	the	the	DET
ajpdis-1597	91	11	demand	demand	NOUN
ajpdis-1597	91	12	to	to	PART
ajpdis-1597	91	13	have	have	AUX
ajpdis-1597	91	14	efficient	efficient	ADJ
ajpdis-1597	91	15	service	service	NOUN
ajpdis-1597	91	16	delivery	delivery	NOUN
ajpdis-1597	91	17	,	,	PUNCT
ajpdis-1597	91	18	the	the	DET
ajpdis-1597	91	19	traditional	traditional	ADJ
ajpdis-1597	91	20	service	service	NOUN
ajpdis-1597	91	21	management	management	NOUN
ajpdis-1597	91	22	strategies	strategy	NOUN
ajpdis-1597	91	23	will	will	AUX
ajpdis-1597	91	24	no	no	ADV
ajpdis-1597	91	25	longer	long	ADV
ajpdis-1597	91	26	be	be	AUX
ajpdis-1597	91	27	adequate	adequate	ADJ
ajpdis-1597	91	28	[	[	X
ajpdis-1597	91	29	19	19	NUM
ajpdis-1597	91	30	]	]	PUNCT
ajpdis-1597	91	31	.	.	PUNCT
ajpdis-1597	92	1	this	this	PRON
ajpdis-1597	92	2	has	have	AUX
ajpdis-1597	92	3	emphasized	emphasize	VERB
ajpdis-1597	92	4	that	that	SCONJ
ajpdis-1597	92	5	there	there	PRON
ajpdis-1597	92	6	is	be	VERB
ajpdis-1597	92	7	a	a	DET
ajpdis-1597	92	8	need	need	NOUN
ajpdis-1597	92	9	to	to	PART
ajpdis-1597	92	10	have	have	AUX
ajpdis-1597	92	11	more	more	ADV
ajpdis-1597	92	12	technologically	technologically	ADV
ajpdis-1597	92	13	higher	high	ADJ
ajpdis-1597	92	14	solutions	solution	NOUN
ajpdis-1597	92	15	that	that	PRON
ajpdis-1597	92	16	can	can	AUX
ajpdis-1597	92	17	help	help	VERB
ajpdis-1597	92	18	in	in	ADP
ajpdis-1597	92	19	real	real	ADJ
ajpdis-1597	92	20	time	time	NOUN
ajpdis-1597	92	21	monitoring	monitoring	NOUN
ajpdis-1597	92	22	,	,	PUNCT
ajpdis-1597	92	23	intelligent	intelligent	ADJ
ajpdis-1597	92	24	routing	routing	NOUN
ajpdis-1597	92	25	and	and	CCONJ
ajpdis-1597	92	26	performance	performance	NOUN
ajpdis-1597	92	27	forecasting	forecasting	NOUN
ajpdis-1597	92	28	.	.	PUNCT
ajpdis-1597	93	1	the	the	DET
ajpdis-1597	93	2	operation	operation	NOUN
ajpdis-1597	93	3	of	of	ADP
ajpdis-1597	93	4	the	the	DET
ajpdis-1597	93	5	delivery	delivery	NOUN
ajpdis-1597	93	6	of	of	ADP
ajpdis-1597	93	7	the	the	DET
ajpdis-1597	93	8	public	public	ADJ
ajpdis-1597	93	9	service	service	NOUN
ajpdis-1597	93	10	depends	depend	VERB
ajpdis-1597	93	11	greatly	greatly	ADV
ajpdis-1597	93	12	on	on	ADP
ajpdis-1597	93	13	the	the	DET
ajpdis-1597	93	14	coordination	coordination	NOUN
ajpdis-1597	93	15	of	of	ADP
ajpdis-1597	93	16	the	the	DET
ajpdis-1597	93	17	different	different	ADJ
ajpdis-1597	93	18	governmental	governmental	ADJ
ajpdis-1597	93	19	agencies	agency	NOUN
ajpdis-1597	93	20	that	that	PRON
ajpdis-1597	93	21	deal	deal	VERB
ajpdis-1597	93	22	with	with	ADP
ajpdis-1597	93	23	different	different	ADJ
ajpdis-1597	93	24	types	type	NOUN
ajpdis-1597	93	25	of	of	ADP
ajpdis-1597	93	26	service	service	NOUN
ajpdis-1597	93	27	requests	request	NOUN
ajpdis-1597	93	28	[	[	X
ajpdis-1597	93	29	20	20	NUM
ajpdis-1597	93	30	]	]	PUNCT
ajpdis-1597	93	31	.	.	PUNCT
ajpdis-1597	94	1	application	application	NOUN
ajpdis-1597	94	2	systems	system	NOUN
ajpdis-1597	94	3	such	such	ADJ
ajpdis-1597	94	4	as	as	ADP
ajpdis-1597	94	5	311	311	NUM
ajpdis-1597	94	6	systems	system	NOUN
ajpdis-1597	94	7	have	have	AUX
ajpdis-1597	94	8	been	be	AUX
ajpdis-1597	94	9	established	establish	VERB
ajpdis-1597	94	10	to	to	PART
ajpdis-1597	94	11	consolidate	consolidate	VERB
ajpdis-1597	94	12	the	the	DET
ajpdis-1597	94	13	non	non	ADJ
ajpdis-1597	94	14	-	-	ADJ
ajpdis-1597	94	15	emergency	emergency	ADJ
ajpdis-1597	94	16	citizen	citizen	NOUN
ajpdis-1597	94	17	issues	issue	NOUN
ajpdis-1597	94	18	,	,	PUNCT
ajpdis-1597	94	19	and	and	CCONJ
ajpdis-1597	94	20	it	it	PRON
ajpdis-1597	94	21	provides	provide	VERB
ajpdis-1597	94	22	a	a	DET
ajpdis-1597	94	23	formal	formal	ADJ
ajpdis-1597	94	24	communication	communication	NOUN
ajpdis-1597	94	25	line	line	NOUN
ajpdis-1597	94	26	between	between	ADP
ajpdis-1597	94	27	people	people	NOUN
ajpdis-1597	94	28	and	and	CCONJ
ajpdis-1597	94	29	government	government	NOUN
ajpdis-1597	94	30	departments	department	NOUN
ajpdis-1597	94	31	.	.	PUNCT
ajpdis-1597	95	1	such	such	ADJ
ajpdis-1597	95	2	systems	system	NOUN
ajpdis-1597	95	3	produce	produce	VERB
ajpdis-1597	95	4	massive	massive	ADJ
ajpdis-1597	95	5	and	and	CCONJ
ajpdis-1597	95	6	varied	varied	ADJ
ajpdis-1597	95	7	datasets	dataset	NOUN
ajpdis-1597	95	8	,	,	PUNCT
ajpdis-1597	95	9	which	which	PRON
ajpdis-1597	95	10	can	can	AUX
ajpdis-1597	95	11	give	give	VERB
ajpdis-1597	95	12	information	information	NOUN
ajpdis-1597	95	13	about	about	ADP
ajpdis-1597	95	14	the	the	DET
ajpdis-1597	95	15	priorities	priority	NOUN
ajpdis-1597	95	16	of	of	ADP
ajpdis-1597	95	17	citizens	citizen	NOUN
ajpdis-1597	95	18	,	,	PUNCT
ajpdis-1597	95	19	their	their	PRON
ajpdis-1597	95	20	common	common	ADJ
ajpdis-1597	95	21	community	community	NOUN
ajpdis-1597	95	22	problems	problem	NOUN
ajpdis-1597	95	23	,	,	PUNCT
ajpdis-1597	95	24	and	and	CCONJ
ajpdis-1597	95	25	the	the	DET
ajpdis-1597	95	26	performance	performance	NOUN
ajpdis-1597	95	27	of	of	ADP
ajpdis-1597	95	28	the	the	DET
ajpdis-1597	95	29	agencies	agency	NOUN
ajpdis-1597	95	30	.	.	PUNCT
ajpdis-1597	96	1	under	under	ADP
ajpdis-1597	96	2	this	this	DET
ajpdis-1597	96	3	system	system	NOUN
ajpdis-1597	96	4	,	,	PUNCT
ajpdis-1597	96	5	the	the	DET
ajpdis-1597	96	6	provision	provision	NOUN
ajpdis-1597	96	7	of	of	ADP
ajpdis-1597	96	8	public	public	ADJ
ajpdis-1597	96	9	services	service	NOUN
ajpdis-1597	96	10	is	be	AUX
ajpdis-1597	96	11	measured	measure	VERB
ajpdis-1597	96	12	using	use	VERB
ajpdis-1597	96	13	response	response	NOUN
ajpdis-1597	96	14	time	time	NOUN
ajpdis-1597	96	15	,	,	PUNCT
ajpdis-1597	96	16	accuracy	accuracy	NOUN
ajpdis-1597	96	17	in	in	ADP
ajpdis-1597	96	18	resolving	resolve	VERB
ajpdis-1597	96	19	cases	case	NOUN
ajpdis-1597	96	20	,	,	PUNCT
ajpdis-1597	96	21	ability	ability	NOUN
ajpdis-1597	96	22	to	to	PART
ajpdis-1597	96	23	handle	handle	VERB
ajpdis-1597	96	24	workload	workload	NOUN
ajpdis-1597	96	25	and	and	CCONJ
ajpdis-1597	96	26	satisfaction	satisfaction	NOUN
ajpdis-1597	96	27	by	by	ADP
ajpdis-1597	96	28	the	the	DET
ajpdis-1597	96	29	citizens	citizen	NOUN
ajpdis-1597	96	30	[	[	X
ajpdis-1597	96	31	21	21	NUM
ajpdis-1597	96	32	]	]	PUNCT
ajpdis-1597	96	33	.	.	PUNCT
ajpdis-1597	97	1	delays	delay	NOUN
ajpdis-1597	97	2	in	in	ADP
ajpdis-1597	97	3	responding	respond	VERB
ajpdis-1597	97	4	to	to	ADP
ajpdis-1597	97	5	the	the	DET
ajpdis-1597	97	6	services	service	NOUN
ajpdis-1597	97	7	and	and	CCONJ
ajpdis-1597	97	8	neighborhood	neighborhood	NOUN
ajpdis-1597	97	9	discrepancies	discrepancy	NOUN
ajpdis-1597	97	10	are	be	AUX
ajpdis-1597	97	11	typical	typical	ADJ
ajpdis-1597	97	12	issues	issue	NOUN
ajpdis-1597	97	13	.	.	PUNCT
ajpdis-1597	98	1	implementing	implement	VERB
ajpdis-1597	98	2	predictive	predictive	ADJ
ajpdis-1597	98	3	analytics	analytic	NOUN
ajpdis-1597	98	4	within	within	ADP
ajpdis-1597	98	5	the	the	DET
ajpdis-1597	98	6	systems	system	NOUN
ajpdis-1597	98	7	of	of	ADP
ajpdis-1597	98	8	the	the	DET
ajpdis-1597	98	9	public	public	ADJ
ajpdis-1597	98	10	services	service	NOUN
ajpdis-1597	98	11	will	will	AUX
ajpdis-1597	98	12	enable	enable	VERB
ajpdis-1597	98	13	governments	government	NOUN
ajpdis-1597	98	14	to	to	PART
ajpdis-1597	98	15	anticipate	anticipate	VERB
ajpdis-1597	98	16	the	the	DET
ajpdis-1597	98	17	increase	increase	NOUN
ajpdis-1597	98	18	in	in	ADP
ajpdis-1597	98	19	demand	demand	NOUN
ajpdis-1597	98	20	and	and	CCONJ
ajpdis-1597	98	21	allocate	allocate	VERB
ajpdis-1597	98	22	the	the	DET
ajpdis-1597	98	23	resources	resource	NOUN
ajpdis-1597	98	24	on	on	ADP
ajpdis-1597	98	25	time	time	NOUN
ajpdis-1597	98	26	and	and	CCONJ
ajpdis-1597	98	27	decrease	decrease	VERB
ajpdis-1597	98	28	the	the	DET
ajpdis-1597	98	29	backlog	backlog	NOUN
ajpdis-1597	98	30	of	of	ADP
ajpdis-1597	98	31	the	the	DET
ajpdis-1597	98	32	services	service	NOUN
ajpdis-1597	98	33	.	.	PUNCT
ajpdis-1597	99	1	the	the	DET
ajpdis-1597	99	2	study	study	NOUN
ajpdis-1597	99	3	of	of	ADP
ajpdis-1597	99	4	historical	historical	ADJ
ajpdis-1597	99	5	trends	trend	NOUN
ajpdis-1597	99	6	will	will	AUX
ajpdis-1597	99	7	enable	enable	VERB
ajpdis-1597	99	8	agencies	agency	NOUN
ajpdis-1597	99	9	to	to	PART
ajpdis-1597	99	10	anticipate	anticipate	VERB
ajpdis-1597	99	11	the	the	DET
ajpdis-1597	99	12	type	type	NOUN
ajpdis-1597	99	13	of	of	ADP
ajpdis-1597	99	14	complaint	complaint	NOUN
ajpdis-1597	99	15	to	to	PART
ajpdis-1597	99	16	include	include	VERB
ajpdis-1597	99	17	,	,	PUNCT
ajpdis-1597	99	18	the	the	DET
ajpdis-1597	99	19	area	area	NOUN
ajpdis-1597	99	20	that	that	PRON
ajpdis-1597	99	21	may	may	AUX
ajpdis-1597	99	22	see	see	VERB
ajpdis-1597	99	23	a	a	DET
ajpdis-1597	99	24	rise	rise	NOUN
ajpdis-1597	99	25	in	in	ADP
ajpdis-1597	99	26	complaints	complaint	NOUN
ajpdis-1597	99	27	and	and	CCONJ
ajpdis-1597	99	28	how	how	SCONJ
ajpdis-1597	99	29	to	to	PART
ajpdis-1597	99	30	distribute	distribute	VERB
ajpdis-1597	99	31	the	the	DET
ajpdis-1597	99	32	resources	resource	NOUN
ajpdis-1597	99	33	such	such	ADJ
ajpdis-1597	99	34	as	as	ADP
ajpdis-1597	99	35	staff	staff	NOUN
ajpdis-1597	99	36	and	and	CCONJ
ajpdis-1597	99	37	equipment	equipment	NOUN
ajpdis-1597	99	38	.	.	PUNCT
ajpdis-1597	100	1	within	within	ADP
ajpdis-1597	100	2	a	a	DET
ajpdis-1597	100	3	wider	wide	ADJ
ajpdis-1597	100	4	view	view	NOUN
ajpdis-1597	100	5	of	of	ADP
ajpdis-1597	100	6	the	the	DET
ajpdis-1597	100	7	u.s	u.s	PROPN
ajpdis-1597	100	8	.	.	PROPN
ajpdis-1597	100	9	government	government	NOUN
ajpdis-1597	100	10	operations	operation	NOUN
ajpdis-1597	100	11	,	,	PUNCT
ajpdis-1597	100	12	predictive	predictive	ADJ
ajpdis-1597	100	13	analytics	analytic	NOUN
ajpdis-1597	100	14	can	can	AUX
ajpdis-1597	100	15	help	help	VERB
ajpdis-1597	100	16	modernize	modernize	VERB
ajpdis-1597	100	17	the	the	DET
ajpdis-1597	100	18	system	system	NOUN
ajpdis-1597	100	19	of	of	ADP
ajpdis-1597	100	20	providing	provide	VERB
ajpdis-1597	100	21	public	public	ADJ
ajpdis-1597	100	22	services	service	NOUN
ajpdis-1597	100	23	by	by	ADP
ajpdis-1597	100	24	facilitating	facilitate	VERB
ajpdis-1597	100	25	strategic	strategic	ADJ
ajpdis-1597	100	26	planning	planning	NOUN
ajpdis-1597	100	27	,	,	PUNCT
ajpdis-1597	100	28	enhancing	enhance	VERB
ajpdis-1597	100	29	accountability	accountability	NOUN
ajpdis-1597	100	30	and	and	CCONJ
ajpdis-1597	100	31	equitable	equitable	ADJ
ajpdis-1597	100	32	access	access	NOUN
ajpdis-1597	100	33	to	to	ADP
ajpdis-1597	100	34	the	the	DET
ajpdis-1597	100	35	necessary	necessary	ADJ
ajpdis-1597	100	36	services	service	NOUN
ajpdis-1597	100	37	.	.	PUNCT
ajpdis-1597	101	1	in	in	ADP
ajpdis-1597	101	2	this	this	DET
ajpdis-1597	101	3	regard	regard	NOUN
ajpdis-1597	101	4	,	,	PUNCT
ajpdis-1597	101	5	the	the	DET
ajpdis-1597	101	6	introduction	introduction	NOUN
ajpdis-1597	101	7	of	of	ADP
ajpdis-1597	101	8	the	the	DET
ajpdis-1597	101	9	predictive	predictive	ADJ
ajpdis-1597	101	10	approach	approach	NOUN
ajpdis-1597	101	11	into	into	ADP
ajpdis-1597	101	12	the	the	DET
ajpdis-1597	101	13	system	system	NOUN
ajpdis-1597	101	14	of	of	ADP
ajpdis-1597	101	15	public	public	ADJ
ajpdis-1597	101	16	services	service	NOUN
ajpdis-1597	101	17	is	be	AUX
ajpdis-1597	101	18	necessary	necessary	ADJ
ajpdis-1597	101	19	to	to	PART
ajpdis-1597	101	20	solve	solve	VERB
ajpdis-1597	101	21	the	the	DET
ajpdis-1597	101	22	increased	increase	VERB
ajpdis-1597	101	23	complexity	complexity	NOUN
ajpdis-1597	101	24	of	of	ADP
ajpdis-1597	101	25	the	the	DET
ajpdis-1597	101	26	functioning	functioning	NOUN
ajpdis-1597	101	27	of	of	ADP
ajpdis-1597	101	28	the	the	DET
ajpdis-1597	101	29	contemporary	contemporary	ADJ
ajpdis-1597	101	30	government	government	NOUN
ajpdis-1597	101	31	.	.	PUNCT
ajpdis-1597	102	1	c.	c.	PROPN
ajpdis-1597	102	2	data	data	PROPN
ajpdis-1597	102	3	-	-	PUNCT
ajpdis-1597	102	4	driven	drive	VERB
ajpdis-1597	102	5	governance	governance	NOUN
ajpdis-1597	102	6	and	and	CCONJ
ajpdis-1597	102	7	the	the	DET
ajpdis-1597	102	8	expansion	expansion	NOUN
ajpdis-1597	102	9	of	of	ADP
ajpdis-1597	102	10	administrative	administrative	ADJ
ajpdis-1597	102	11	data	datum	NOUN
ajpdis-1597	102	12	the	the	DET
ajpdis-1597	102	13	ability	ability	NOUN
ajpdis-1597	102	14	to	to	PART
ajpdis-1597	102	15	govern	govern	VERB
ajpdis-1597	102	16	with	with	ADP
ajpdis-1597	102	17	the	the	DET
ajpdis-1597	102	18	help	help	NOUN
ajpdis-1597	102	19	of	of	ADP
ajpdis-1597	102	20	data	datum	NOUN
ajpdis-1597	102	21	has	have	AUX
ajpdis-1597	102	22	become	become	VERB
ajpdis-1597	102	23	a	a	DET
ajpdis-1597	102	24	characteristic	characteristic	ADJ
ajpdis-1597	102	25	attribute	attribute	NOUN
ajpdis-1597	102	26	of	of	ADP
ajpdis-1597	102	27	the	the	DET
ajpdis-1597	102	28	contemporary	contemporary	ADJ
ajpdis-1597	102	29	public	public	PROPN
ajpdis-1597	102	30	administration	administration	NOUN
ajpdis-1597	102	31	that	that	PRON
ajpdis-1597	102	32	is	be	AUX
ajpdis-1597	102	33	facilitated	facilitate	VERB
ajpdis-1597	102	34	by	by	ADP
ajpdis-1597	102	35	the	the	DET
ajpdis-1597	102	36	active	active	ADJ
ajpdis-1597	102	37	growth	growth	NOUN
ajpdis-1597	102	38	of	of	ADP
ajpdis-1597	102	39	the	the	DET
ajpdis-1597	102	40	administrative	administrative	ADJ
ajpdis-1597	102	41	data	datum	NOUN
ajpdis-1597	102	42	that	that	PRON
ajpdis-1597	102	43	is	be	AUX
ajpdis-1597	102	44	gathered	gather	VERB
ajpdis-1597	102	45	by	by	ADP
ajpdis-1597	102	46	means	mean	NOUN
ajpdis-1597	102	47	of	of	ADP
ajpdis-1597	102	48	digital	digital	ADJ
ajpdis-1597	102	49	government	government	NOUN
ajpdis-1597	102	50	.	.	PUNCT
ajpdis-1597	103	1	the	the	DET
ajpdis-1597	103	2	fact	fact	NOUN
ajpdis-1597	103	3	that	that	SCONJ
ajpdis-1597	103	4	administrative	administrative	ADJ
ajpdis-1597	103	5	datasets	dataset	NOUN
ajpdis-1597	103	6	have	have	AUX
ajpdis-1597	103	7	records	record	NOUN
ajpdis-1597	103	8	of	of	ADP
ajpdis-1597	103	9	services	service	NOUN
ajpdis-1597	103	10	offered	offer	VERB
ajpdis-1597	103	11	,	,	PUNCT
ajpdis-1597	103	12	records	record	NOUN
ajpdis-1597	103	13	of	of	ADP
ajpdis-1597	103	14	complaints	complaint	NOUN
ajpdis-1597	103	15	,	,	PUNCT
ajpdis-1597	103	16	operational	operational	ADJ
ajpdis-1597	103	17	performance	performance	NOUN
ajpdis-1597	103	18	parameters	parameter	NOUN
ajpdis-1597	103	19	,	,	PUNCT
ajpdis-1597	103	20	and	and	CCONJ
ajpdis-1597	103	21	geospatial	geospatial	ADJ
ajpdis-1597	103	22	data	datum	NOUN
ajpdis-1597	103	23	makes	make	VERB
ajpdis-1597	103	24	these	these	DET
ajpdis-1597	103	25	data	datum	NOUN
ajpdis-1597	103	26	sets	set	VERB
ajpdis-1597	103	27	an	an	DET
ajpdis-1597	103	28	abundant	abundant	ADJ
ajpdis-1597	103	29	source	source	NOUN
ajpdis-1597	103	30	of	of	ADP
ajpdis-1597	103	31	information	information	NOUN
ajpdis-1597	103	32	about	about	ADP
ajpdis-1597	103	33	the	the	DET
ajpdis-1597	103	34	functioning	functioning	NOUN
ajpdis-1597	103	35	of	of	ADP
ajpdis-1597	103	36	government	government	NOUN
ajpdis-1597	103	37	agencies	agency	NOUN
ajpdis-1597	103	38	and	and	CCONJ
ajpdis-1597	103	39	how	how	SCONJ
ajpdis-1597	103	40	citizens	citizen	NOUN
ajpdis-1597	103	41	engage	engage	VERB
ajpdis-1597	103	42	with	with	ADP
ajpdis-1597	103	43	the	the	DET
ajpdis-1597	103	44	public	public	ADJ
ajpdis-1597	103	45	services	service	NOUN
ajpdis-1597	104	1	[	[	X
ajpdis-1597	104	2	22	22	NUM
ajpdis-1597	104	3	]	]	PUNCT
ajpdis-1597	104	4	.	.	PUNCT
ajpdis-1597	105	1	such	such	ADJ
ajpdis-1597	105	2	data	datum	NOUN
ajpdis-1597	105	3	has	have	AUX
ajpdis-1597	105	4	promoted	promote	VERB
ajpdis-1597	105	5	the	the	DET
ajpdis-1597	105	6	transition	transition	NOUN
ajpdis-1597	105	7	to	to	ADP
ajpdis-1597	105	8	a	a	DET
ajpdis-1597	105	9	non	non	ADJ
ajpdis-1597	105	10	-	-	ADJ
ajpdis-1597	105	11	intuitive	intuitive	ADJ
ajpdis-1597	105	12	decision	decision	NOUN
ajpdis-1597	105	13	-	-	PUNCT
ajpdis-1597	105	14	making	make	VERB
ajpdis-1597	105	15	strategy	strategy	NOUN
ajpdis-1597	105	16	to	to	ADP
ajpdis-1597	105	17	analytics	analytic	NOUN
ajpdis-1597	105	18	-	-	PUNCT
ajpdis-1597	105	19	focused	focus	VERB
ajpdis-1597	105	20	strategies	strategy	NOUN
ajpdis-1597	105	21	,	,	PUNCT
ajpdis-1597	105	22	which	which	PRON
ajpdis-1597	105	23	are	be	AUX
ajpdis-1597	105	24	based	base	VERB
ajpdis-1597	105	25	on	on	ADP
ajpdis-1597	105	26	empirical	empirical	ADJ
ajpdis-1597	105	27	evidence	evidence	NOUN
ajpdis-1597	105	28	.	.	PUNCT
ajpdis-1597	106	1	this	this	PRON
ajpdis-1597	106	2	has	have	AUX
ajpdis-1597	106	3	been	be	AUX
ajpdis-1597	106	4	enhanced	enhance	VERB
ajpdis-1597	106	5	by	by	ADP
ajpdis-1597	106	6	the	the	DET
ajpdis-1597	106	7	investments	investment	NOUN
ajpdis-1597	106	8	in	in	ADP
ajpdis-1597	106	9	the	the	DET
ajpdis-1597	106	10	digital	digital	ADJ
ajpdis-1597	106	11	infrastructure	infrastructure	NOUN
ajpdis-1597	106	12	,	,	PUNCT
ajpdis-1597	106	13	open	open	ADJ
ajpdis-1597	106	14	data	datum	NOUN
ajpdis-1597	106	15	portals	portal	NOUN
ajpdis-1597	106	16	and	and	CCONJ
ajpdis-1597	106	17	smart	smart	ADJ
ajpdis-1597	106	18	city	city	NOUN
ajpdis-1597	106	19	programs	program	NOUN
ajpdis-1597	106	20	throughout	throughout	ADP
ajpdis-1597	106	21	the	the	DET
ajpdis-1597	106	22	united	united	PROPN
ajpdis-1597	106	23	states	states	PROPN
ajpdis-1597	106	24	.	.	PUNCT
ajpdis-1597	107	1	data	data	NOUN
ajpdis-1597	107	2	-	-	PUNCT
ajpdis-1597	107	3	driven	drive	VERB
ajpdis-1597	107	4	governance	governance	NOUN
ajpdis-1597	107	5	helps	help	VERB
ajpdis-1597	107	6	the	the	DET
ajpdis-1597	107	7	agencies	agency	NOUN
ajpdis-1597	107	8	to	to	PART
ajpdis-1597	107	9	measure	measure	VERB
ajpdis-1597	107	10	performance	performance	NOUN
ajpdis-1597	107	11	measures	measure	NOUN
ajpdis-1597	107	12	more	more	ADV
ajpdis-1597	107	13	closely	closely	ADV
ajpdis-1597	107	14	,	,	PUNCT
ajpdis-1597	107	15	uncover	uncover	VERB
ajpdis-1597	107	16	inefficiencies	inefficiency	NOUN
ajpdis-1597	107	17	and	and	CCONJ
ajpdis-1597	107	18	add	add	VERB
ajpdis-1597	107	19	accountability	accountability	NOUN
ajpdis-1597	107	20	.	.	PUNCT
ajpdis-1597	108	1	as	as	ADP
ajpdis-1597	108	2	an	an	DET
ajpdis-1597	108	3	illustration	illustration	NOUN
ajpdis-1597	108	4	,	,	PUNCT
ajpdis-1597	108	5	a	a	DET
ajpdis-1597	108	6	supervisor	supervisor	NOUN
ajpdis-1597	108	7	can	can	AUX
ajpdis-1597	108	8	observe	observe	VERB
ajpdis-1597	108	9	status	status	NOUN
ajpdis-1597	108	10	of	of	ADP
ajpdis-1597	108	11	service	service	NOUN
ajpdis-1597	108	12	requests	request	NOUN
ajpdis-1597	108	13	in	in	ADP
ajpdis-1597	108	14	real	real	ADJ
ajpdis-1597	108	15	-	-	PUNCT
ajpdis-1597	108	16	time	time	NOUN
ajpdis-1597	108	17	,	,	PUNCT
ajpdis-1597	108	18	identify	identify	VERB
ajpdis-1597	108	19	emerging	emerge	VERB
ajpdis-1597	108	20	bottlenecks	bottleneck	NOUN
ajpdis-1597	108	21	as	as	ADV
ajpdis-1597	108	22	well	well	ADV
ajpdis-1597	108	23	as	as	ADP
ajpdis-1597	108	24	assess	assess	VERB
ajpdis-1597	108	25	whether	whether	SCONJ
ajpdis-1597	108	26	tasks	task	NOUN
ajpdis-1597	108	27	are	be	AUX
ajpdis-1597	108	28	being	be	AUX
ajpdis-1597	108	29	accomplished	accomplish	VERB
ajpdis-1597	108	30	within	within	ADP
ajpdis-1597	108	31	anticipated	anticipate	VERB
ajpdis-1597	108	32	schedules	schedule	NOUN
ajpdis-1597	108	33	using	use	VERB
ajpdis-1597	108	34	real	real	ADJ
ajpdis-1597	108	35	-	-	PUNCT
ajpdis-1597	108	36	time	time	NOUN
ajpdis-1597	108	37	dashboards	dashboard	NOUN
ajpdis-1597	108	38	.	.	PUNCT
ajpdis-1597	109	1	historical	historical	ADJ
ajpdis-1597	109	2	data	datum	NOUN
ajpdis-1597	109	3	can	can	AUX
ajpdis-1597	109	4	be	be	AUX
ajpdis-1597	109	5	used	use	VERB
ajpdis-1597	109	6	in	in	ADP
ajpdis-1597	109	7	more	more	ADJ
ajpdis-1597	109	8	in	in	ADP
ajpdis-1597	109	9	-	-	PUNCT
ajpdis-1597	109	10	depth	depth	NOUN
ajpdis-1597	109	11	analysis	analysis	NOUN
ajpdis-1597	109	12	,	,	PUNCT
ajpdis-1597	109	13	including	include	VERB
ajpdis-1597	109	14	finding	find	VERB
ajpdis-1597	109	15	out	out	ADP
ajpdis-1597	109	16	long	long	ADJ
ajpdis-1597	109	17	-	-	PUNCT
ajpdis-1597	109	18	term	term	NOUN
ajpdis-1597	109	19	tendencies	tendency	NOUN
ajpdis-1597	109	20	or	or	CCONJ
ajpdis-1597	109	21	revealing	reveal	VERB
ajpdis-1597	109	22	spatial	spatial	ADJ
ajpdis-1597	109	23	inequities	inequity	NOUN
ajpdis-1597	109	24	of	of	ADP
ajpdis-1597	109	25	service	service	NOUN
ajpdis-1597	109	26	availability	availability	NOUN
ajpdis-1597	109	27	[	[	X
ajpdis-1597	109	28	23	23	NUM
ajpdis-1597	109	29	]	]	PUNCT
ajpdis-1597	109	30	.	.	PUNCT
ajpdis-1597	110	1	administrative	administrative	ADJ
ajpdis-1597	110	2	data	datum	NOUN
ajpdis-1597	110	3	expansion	expansion	NOUN
ajpdis-1597	110	4	also	also	ADV
ajpdis-1597	110	5	facilitates	facilitate	VERB
ajpdis-1597	110	6	transparency	transparency	NOUN
ajpdis-1597	110	7	as	as	SCONJ
ajpdis-1597	110	8	the	the	DET
ajpdis-1597	110	9	performance	performance	NOUN
ajpdis-1597	110	10	information	information	NOUN
ajpdis-1597	110	11	can	can	AUX
ajpdis-1597	110	12	be	be	AUX
ajpdis-1597	110	13	accessed	access	VERB
ajpdis-1597	110	14	by	by	ADP
ajpdis-1597	110	15	people	people	NOUN
ajpdis-1597	110	16	and	and	CCONJ
ajpdis-1597	110	17	enhances	enhance	VERB
ajpdis-1597	110	18	confidence	confidence	NOUN
ajpdis-1597	110	19	in	in	ADP
ajpdis-1597	110	20	the	the	DET
ajpdis-1597	110	21	government	government	NOUN
ajpdis-1597	110	22	operations	operation	NOUN
ajpdis-1597	110	23	.	.	PUNCT
ajpdis-1597	111	1	with	with	ADP
ajpdis-1597	111	2	increasing	increase	VERB
ajpdis-1597	111	3	amount	amount	NOUN
ajpdis-1597	111	4	of	of	ADP
ajpdis-1597	111	5	administrative	administrative	ADJ
ajpdis-1597	111	6	data	datum	NOUN
ajpdis-1597	111	7	comes	come	VERB
ajpdis-1597	111	8	the	the	DET
ajpdis-1597	111	9	challenges	challenge	NOUN
ajpdis-1597	111	10	to	to	PART
ajpdis-1597	111	11	include	include	VERB
ajpdis-1597	111	12	quality	quality	NOUN
ajpdis-1597	111	13	of	of	ADP
ajpdis-1597	111	14	data	datum	NOUN
ajpdis-1597	111	15	,	,	PUNCT
ajpdis-1597	111	16	integration	integration	NOUN
ajpdis-1597	111	17	,	,	PUNCT
ajpdis-1597	111	18	missing	miss	VERB
ajpdis-1597	111	19	values	value	NOUN
ajpdis-1597	111	20	and	and	CCONJ
ajpdis-1597	111	21	inconsistencies	inconsistency	NOUN
ajpdis-1597	111	22	between	between	ADP
ajpdis-1597	111	23	agency	agency	NOUN
ajpdis-1597	111	24	reporting	reporting	NOUN
ajpdis-1597	111	25	systems	system	NOUN
ajpdis-1597	111	26	.	.	PUNCT
ajpdis-1597	112	1	these	these	DET
ajpdis-1597	112	2	problems	problem	NOUN
ajpdis-1597	112	3	may	may	AUX
ajpdis-1597	112	4	impact	impact	VERB
ajpdis-1597	112	5	the	the	DET
ajpdis-1597	112	6	quality	quality	NOUN
ajpdis-1597	112	7	of	of	ADP
ajpdis-1597	112	8	analysis	analysis	NOUN
ajpdis-1597	112	9	and	and	CCONJ
ajpdis-1597	112	10	reduce	reduce	VERB
ajpdis-1597	112	11	the	the	DET
ajpdis-1597	112	12	predictive	predictive	ADJ
ajpdis-1597	112	13	model	model	NOUN
ajpdis-1597	112	14	accuracy	accuracy	NOUN
ajpdis-1597	112	15	.	.	PUNCT
ajpdis-1597	113	1	the	the	DET
ajpdis-1597	113	2	possible	possible	ADJ
ajpdis-1597	113	3	advantages	advantage	NOUN
ajpdis-1597	113	4	of	of	ADP
ajpdis-1597	113	5	data	data	NOUN
ajpdis-1597	113	6	-	-	PUNCT
ajpdis-1597	113	7	driven	drive	VERB
ajpdis-1597	113	8	governance	governance	NOUN
ajpdis-1597	113	9	still	still	ADV
ajpdis-1597	113	10	are	be	AUX
ajpdis-1597	113	11	significant	significant	ADJ
ajpdis-1597	113	12	despite	despite	SCONJ
ajpdis-1597	113	13	these	these	DET
ajpdis-1597	113	14	difficulties	difficulty	NOUN
ajpdis-1597	113	15	.	.	PUNCT
ajpdis-1597	114	1	administrative	administrative	ADJ
ajpdis-1597	114	2	data	datum	NOUN
ajpdis-1597	114	3	can	can	AUX
ajpdis-1597	114	4	provide	provide	VERB
ajpdis-1597	114	5	insights	insight	NOUN
ajpdis-1597	114	6	on	on	ADP
ajpdis-1597	114	7	the	the	DET
ajpdis-1597	114	8	opportunities	opportunity	NOUN
ajpdis-1597	114	9	to	to	PART
ajpdis-1597	114	10	improve	improve	VERB
ajpdis-1597	114	11	the	the	DET
ajpdis-1597	114	12	operations	operation	NOUN
ajpdis-1597	114	13	and	and	CCONJ
ajpdis-1597	114	14	allocate	allocate	VERB
ajpdis-1597	114	15	its	its	PRON
ajpdis-1597	114	16	resources	resource	NOUN
ajpdis-1597	114	17	more	more	ADV
ajpdis-1597	114	18	efficiently	efficiently	ADV
ajpdis-1597	114	19	,	,	PUNCT
ajpdis-1597	114	20	with	with	ADP
ajpdis-1597	114	21	appropriate	appropriate	ADJ
ajpdis-1597	114	22	data	datum	NOUN
ajpdis-1597	114	23	preprocessing	preprocessing	NOUN
ajpdis-1597	114	24	,	,	PUNCT
ajpdis-1597	114	25	standardized	standardized	ADJ
ajpdis-1597	114	26	protocols	protocol	NOUN
ajpdis-1597	114	27	,	,	PUNCT
ajpdis-1597	114	28	and	and	CCONJ
ajpdis-1597	114	29	powerful	powerful	ADJ
ajpdis-1597	114	30	analytical	analytical	ADJ
ajpdis-1597	114	31	tools	tool	NOUN
ajpdis-1597	114	32	.	.	PUNCT
ajpdis-1597	115	1	moreover	moreover	ADV
ajpdis-1597	115	2	,	,	PUNCT
ajpdis-1597	115	3	when	when	SCONJ
ajpdis-1597	115	4	based	base	VERB
ajpdis-1597	115	5	on	on	ADP
ajpdis-1597	115	6	predictive	predictive	ADJ
ajpdis-1597	115	7	analytics	analytic	NOUN
ajpdis-1597	115	8	and	and	CCONJ
ajpdis-1597	115	9	administrative	administrative	ADJ
ajpdis-1597	115	10	data	datum	NOUN
ajpdis-1597	115	11	,	,	PUNCT
ajpdis-1597	115	12	governments	government	NOUN
ajpdis-1597	115	13	will	will	AUX
ajpdis-1597	115	14	be	be	AUX
ajpdis-1597	115	15	able	able	ADJ
ajpdis-1597	115	16	to	to	PART
ajpdis-1597	115	17	predict	predict	VERB
ajpdis-1597	115	18	future	future	ADJ
ajpdis-1597	115	19	demands	demand	NOUN
ajpdis-1597	115	20	of	of	ADP
ajpdis-1597	115	21	services	service	NOUN
ajpdis-1597	115	22	and	and	CCONJ
ajpdis-1597	115	23	more	more	ADV
ajpdis-1597	115	24	accurately	accurately	ADV
ajpdis-1597	115	25	estimate	estimate	VERB
ajpdis-1597	115	26	the	the	DET
ajpdis-1597	115	27	effects	effect	NOUN
ajpdis-1597	115	28	of	of	ADP
ajpdis-1597	115	29	policies	policy	NOUN
ajpdis-1597	115	30	.	.	PUNCT
ajpdis-1597	116	1	in	in	ADP
ajpdis-1597	116	2	general	general	ADJ
ajpdis-1597	116	3	,	,	PUNCT
ajpdis-1597	116	4	the	the	DET
ajpdis-1597	116	5	use	use	NOUN
ajpdis-1597	116	6	of	of	ADP
ajpdis-1597	116	7	data	datum	NOUN
ajpdis-1597	116	8	to	to	PART
ajpdis-1597	116	9	govern	govern	VERB
ajpdis-1597	116	10	175	175	NUM
ajpdis-1597	116	11	journal	journal	NOUN
ajpdis-1597	116	12	of	of	ADP
ajpdis-1597	116	13	public	public	ADJ
ajpdis-1597	116	14	diplomacy	diplomacy	NOUN
ajpdis-1597	116	15	and	and	CCONJ
ajpdis-1597	116	16	international	international	ADJ
ajpdis-1597	116	17	studies	study	NOUN
ajpdis-1597	116	18	www	www	PROPN
ajpdis-1597	116	19	.	.	PUNCT
ajpdis-1597	117	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	117	2	increases	increase	VERB
ajpdis-1597	117	3	the	the	DET
ajpdis-1597	117	4	capacity	capacity	NOUN
ajpdis-1597	117	5	to	to	PART
ajpdis-1597	117	6	make	make	VERB
ajpdis-1597	117	7	decisions	decision	NOUN
ajpdis-1597	117	8	and	and	CCONJ
ajpdis-1597	117	9	promotes	promote	VERB
ajpdis-1597	117	10	the	the	DET
ajpdis-1597	117	11	creation	creation	NOUN
ajpdis-1597	117	12	of	of	ADP
ajpdis-1597	117	13	more	more	ADV
ajpdis-1597	117	14	responsive	responsive	ADJ
ajpdis-1597	117	15	and	and	CCONJ
ajpdis-1597	117	16	accountable	accountable	ADJ
ajpdis-1597	117	17	public	public	ADJ
ajpdis-1597	117	18	service	service	NOUN
ajpdis-1597	117	19	systems	system	NOUN
ajpdis-1597	117	20	.	.	PUNCT
ajpdis-1597	118	1	d.	d.	PROPN
ajpdis-1597	118	2	predictive	predictive	PROPN
ajpdis-1597	118	3	models	model	NOUN
ajpdis-1597	118	4	and	and	CCONJ
ajpdis-1597	118	5	techniques	technique	NOUN
ajpdis-1597	118	6	(	(	PUNCT
ajpdis-1597	118	7	300	300	NUM
ajpdis-1597	118	8	words	word	NOUN
ajpdis-1597	118	9	)	)	PUNCT
ajpdis-1597	118	10	in	in	ADP
ajpdis-1597	118	11	government	government	NOUN
ajpdis-1597	118	12	service	service	NOUN
ajpdis-1597	118	13	optimization	optimization	NOUN
ajpdis-1597	118	14	.	.	PUNCT
ajpdis-1597	119	1	predictive	predictive	ADJ
ajpdis-1597	119	2	modeling	modeling	NOUN
ajpdis-1597	119	3	is	be	AUX
ajpdis-1597	119	4	now	now	ADV
ajpdis-1597	119	5	an	an	DET
ajpdis-1597	119	6	essential	essential	ADJ
ajpdis-1597	119	7	part	part	NOUN
ajpdis-1597	119	8	of	of	ADP
ajpdis-1597	119	9	the	the	DET
ajpdis-1597	119	10	optimization	optimization	NOUN
ajpdis-1597	119	11	of	of	ADP
ajpdis-1597	119	12	government	government	NOUN
ajpdis-1597	119	13	service	service	NOUN
ajpdis-1597	119	14	that	that	PRON
ajpdis-1597	119	15	can	can	AUX
ajpdis-1597	119	16	provide	provide	VERB
ajpdis-1597	119	17	the	the	DET
ajpdis-1597	119	18	means	mean	NOUN
ajpdis-1597	119	19	to	to	PART
ajpdis-1597	119	20	make	make	VERB
ajpdis-1597	119	21	the	the	DET
ajpdis-1597	119	22	service	service	NOUN
ajpdis-1597	119	23	more	more	ADV
ajpdis-1597	119	24	efficient	efficient	ADJ
ajpdis-1597	119	25	,	,	PUNCT
ajpdis-1597	119	26	accurate	accurate	ADJ
ajpdis-1597	119	27	,	,	PUNCT
ajpdis-1597	119	28	and	and	CCONJ
ajpdis-1597	119	29	long	long	ADJ
ajpdis-1597	119	30	-	-	PUNCT
ajpdis-1597	119	31	term	term	NOUN
ajpdis-1597	119	32	[	[	X
ajpdis-1597	119	33	22	22	NUM
ajpdis-1597	119	34	]	]	PUNCT
ajpdis-1597	119	35	.	.	PUNCT
ajpdis-1597	120	1	different	different	ADJ
ajpdis-1597	120	2	machine	machine	NOUN
ajpdis-1597	120	3	learning	learning	NOUN
ajpdis-1597	120	4	models	model	NOUN
ajpdis-1597	120	5	and	and	CCONJ
ajpdis-1597	120	6	statistical	statistical	ADJ
ajpdis-1597	120	7	models	model	NOUN
ajpdis-1597	120	8	are	be	AUX
ajpdis-1597	120	9	used	use	VERB
ajpdis-1597	120	10	to	to	PART
ajpdis-1597	120	11	process	process	VERB
ajpdis-1597	120	12	historical	historical	ADJ
ajpdis-1597	120	13	service	service	NOUN
ajpdis-1597	120	14	data	datum	NOUN
ajpdis-1597	120	15	and	and	CCONJ
ajpdis-1597	120	16	produce	produce	VERB
ajpdis-1597	120	17	predictions	prediction	NOUN
ajpdis-1597	120	18	or	or	CCONJ
ajpdis-1597	120	19	classification	classification	NOUN
ajpdis-1597	120	20	,	,	PUNCT
ajpdis-1597	120	21	which	which	PRON
ajpdis-1597	120	22	are	be	AUX
ajpdis-1597	120	23	used	use	VERB
ajpdis-1597	120	24	in	in	ADP
ajpdis-1597	120	25	operational	operational	ADJ
ajpdis-1597	120	26	decision	decision	NOUN
ajpdis-1597	120	27	-	-	PUNCT
ajpdis-1597	120	28	making	making	NOUN
ajpdis-1597	120	29	.	.	PUNCT
ajpdis-1597	121	1	time	time	NOUN
ajpdis-1597	121	2	-	-	PUNCT
ajpdis-1597	121	3	series	series	NOUN
ajpdis-1597	121	4	forecasting	forecasting	NOUN
ajpdis-1597	121	5	models	model	NOUN
ajpdis-1597	121	6	,	,	PUNCT
ajpdis-1597	121	7	like	like	ADP
ajpdis-1597	121	8	arima	arima	NOUN
ajpdis-1597	121	9	and	and	CCONJ
ajpdis-1597	121	10	exponential	exponential	ADJ
ajpdis-1597	121	11	smoothing	smoothing	NOUN
ajpdis-1597	121	12	,	,	PUNCT
ajpdis-1597	121	13	are	be	AUX
ajpdis-1597	121	14	a	a	DET
ajpdis-1597	121	15	rather	rather	ADV
ajpdis-1597	121	16	popular	popular	ADJ
ajpdis-1597	121	17	method	method	NOUN
ajpdis-1597	121	18	of	of	ADP
ajpdis-1597	121	19	predicting	predict	VERB
ajpdis-1597	121	20	the	the	DET
ajpdis-1597	121	21	number	number	NOUN
ajpdis-1597	121	22	of	of	ADP
ajpdis-1597	121	23	requests	request	NOUN
ajpdis-1597	121	24	that	that	SCONJ
ajpdis-1597	121	25	the	the	DET
ajpdis-1597	121	26	service	service	NOUN
ajpdis-1597	121	27	will	will	AUX
ajpdis-1597	121	28	receive	receive	VERB
ajpdis-1597	121	29	,	,	PUNCT
ajpdis-1597	121	30	so	so	SCONJ
ajpdis-1597	121	31	the	the	DET
ajpdis-1597	121	32	agencies	agency	NOUN
ajpdis-1597	121	33	can	can	AUX
ajpdis-1597	121	34	prepare	prepare	VERB
ajpdis-1597	121	35	for	for	ADP
ajpdis-1597	121	36	the	the	DET
ajpdis-1597	121	37	workload	workload	NOUN
ajpdis-1597	121	38	changes	change	NOUN
ajpdis-1597	121	39	[	[	X
ajpdis-1597	121	40	24	24	NUM
ajpdis-1597	121	41	]	]	PUNCT
ajpdis-1597	121	42	.	.	PUNCT
ajpdis-1597	122	1	these	these	DET
ajpdis-1597	122	2	models	model	NOUN
ajpdis-1597	122	3	recognize	recognize	VERB
ajpdis-1597	122	4	seasonality	seasonality	NOUN
ajpdis-1597	122	5	,	,	PUNCT
ajpdis-1597	122	6	trends	trend	NOUN
ajpdis-1597	122	7	,	,	PUNCT
ajpdis-1597	122	8	and	and	CCONJ
ajpdis-1597	122	9	regular	regular	ADJ
ajpdis-1597	122	10	patterns	pattern	NOUN
ajpdis-1597	122	11	of	of	ADP
ajpdis-1597	122	12	the	the	DET
ajpdis-1597	122	13	historical	historical	ADJ
ajpdis-1597	122	14	data	datum	NOUN
ajpdis-1597	122	15	and	and	CCONJ
ajpdis-1597	122	16	therefore	therefore	ADV
ajpdis-1597	122	17	give	give	VERB
ajpdis-1597	122	18	an	an	DET
ajpdis-1597	122	19	understanding	understanding	NOUN
ajpdis-1597	122	20	of	of	ADP
ajpdis-1597	122	21	times	time	NOUN
ajpdis-1597	122	22	of	of	ADP
ajpdis-1597	122	23	high	high	ADJ
ajpdis-1597	122	24	demand	demand	NOUN
ajpdis-1597	122	25	.	.	PUNCT
ajpdis-1597	123	1	machine	machine	NOUN
ajpdis-1597	123	2	learning	learn	VERB
ajpdis-1597	123	3	algorithms	algorithm	NOUN
ajpdis-1597	123	4	also	also	ADV
ajpdis-1597	123	5	enhance	enhance	VERB
ajpdis-1597	123	6	predictive	predictive	ADJ
ajpdis-1597	123	7	aptitudes	aptitude	NOUN
ajpdis-1597	123	8	by	by	ADP
ajpdis-1597	123	9	embedding	embed	VERB
ajpdis-1597	123	10	multifaceted	multifaceted	ADJ
ajpdis-1597	123	11	and	and	CCONJ
ajpdis-1597	123	12	non	non	ADJ
ajpdis-1597	123	13	-	-	ADJ
ajpdis-1597	123	14	linear	linear	ADJ
ajpdis-1597	123	15	connections	connection	NOUN
ajpdis-1597	123	16	within	within	ADP
ajpdis-1597	123	17	big	big	ADJ
ajpdis-1597	123	18	datasets	dataset	NOUN
ajpdis-1597	123	19	.	.	PUNCT
ajpdis-1597	124	1	random	random	ADJ
ajpdis-1597	124	2	forest	forest	NOUN
ajpdis-1597	124	3	,	,	PUNCT
ajpdis-1597	124	4	xgboost	xgboost	ADV
ajpdis-1597	124	5	,	,	PUNCT
ajpdis-1597	124	6	support	support	VERB
ajpdis-1597	124	7	vector	vector	NOUN
ajpdis-1597	124	8	machines	machine	NOUN
ajpdis-1597	124	9	,	,	PUNCT
ajpdis-1597	124	10	and	and	CCONJ
ajpdis-1597	124	11	gradient	gradient	ADJ
ajpdis-1597	124	12	boosting	boosting	NOUN
ajpdis-1597	124	13	are	be	AUX
ajpdis-1597	124	14	examples	example	NOUN
ajpdis-1597	124	15	of	of	ADP
ajpdis-1597	124	16	algorithms	algorithm	NOUN
ajpdis-1597	124	17	that	that	PRON
ajpdis-1597	124	18	are	be	AUX
ajpdis-1597	124	19	used	use	VERB
ajpdis-1597	124	20	commonly	commonly	ADV
ajpdis-1597	124	21	in	in	ADP
ajpdis-1597	124	22	classification	classification	NOUN
ajpdis-1597	124	23	and	and	CCONJ
ajpdis-1597	124	24	regression	regression	NOUN
ajpdis-1597	124	25	.	.	PUNCT
ajpdis-1597	125	1	the	the	DET
ajpdis-1597	125	2	models	model	NOUN
ajpdis-1597	125	3	may	may	AUX
ajpdis-1597	125	4	be	be	AUX
ajpdis-1597	125	5	used	use	VERB
ajpdis-1597	125	6	in	in	ADP
ajpdis-1597	125	7	government	government	NOUN
ajpdis-1597	125	8	activities	activity	NOUN
ajpdis-1597	125	9	to	to	PART
ajpdis-1597	125	10	predict	predict	VERB
ajpdis-1597	125	11	response	response	NOUN
ajpdis-1597	125	12	times	time	NOUN
ajpdis-1597	125	13	,	,	PUNCT
ajpdis-1597	125	14	find	find	VERB
ajpdis-1597	125	15	high	high	ADJ
ajpdis-1597	125	16	-	-	PUNCT
ajpdis-1597	125	17	risk	risk	NOUN
ajpdis-1597	125	18	service	service	NOUN
ajpdis-1597	125	19	requests	request	NOUN
ajpdis-1597	125	20	,	,	PUNCT
ajpdis-1597	125	21	detect	detect	VERB
ajpdis-1597	125	22	inefficiency	inefficiency	NOUN
ajpdis-1597	125	23	,	,	PUNCT
ajpdis-1597	125	24	and	and	CCONJ
ajpdis-1597	125	25	category	category	NOUN
ajpdis-1597	125	26	types	type	NOUN
ajpdis-1597	125	27	of	of	ADP
ajpdis-1597	125	28	complaints	complaint	NOUN
ajpdis-1597	125	29	based	base	VERB
ajpdis-1597	125	30	on	on	ADP
ajpdis-1597	125	31	various	various	ADJ
ajpdis-1597	125	32	input	input	NOUN
ajpdis-1597	125	33	variables	variable	NOUN
ajpdis-1597	125	34	.	.	PUNCT
ajpdis-1597	126	1	also	also	ADV
ajpdis-1597	126	2	,	,	PUNCT
ajpdis-1597	126	3	the	the	DET
ajpdis-1597	126	4	clustering	clustering	ADJ
ajpdis-1597	126	5	methods	method	NOUN
ajpdis-1597	126	6	,	,	PUNCT
ajpdis-1597	126	7	such	such	ADJ
ajpdis-1597	126	8	as	as	ADP
ajpdis-1597	126	9	k	k	NOUN
ajpdis-1597	126	10	-	-	PUNCT
ajpdis-1597	126	11	means	mean	NOUN
ajpdis-1597	126	12	and	and	CCONJ
ajpdis-1597	126	13	hierarchical	hierarchical	ADJ
ajpdis-1597	126	14	clustering	clustering	NOUN
ajpdis-1597	126	15	,	,	PUNCT
ajpdis-1597	126	16	help	help	VERB
ajpdis-1597	126	17	to	to	PART
ajpdis-1597	126	18	find	find	VERB
ajpdis-1597	126	19	groups	group	NOUN
ajpdis-1597	126	20	of	of	ADP
ajpdis-1597	126	21	neighborhoods	neighborhood	NOUN
ajpdis-1597	126	22	with	with	ADP
ajpdis-1597	126	23	similar	similar	ADJ
ajpdis-1597	126	24	service	service	NOUN
ajpdis-1597	126	25	demands	demand	NOUN
ajpdis-1597	126	26	to	to	PART
ajpdis-1597	126	27	facilitate	facilitate	VERB
ajpdis-1597	126	28	a	a	DET
ajpdis-1597	126	29	selective	selective	ADJ
ajpdis-1597	126	30	distribution	distribution	NOUN
ajpdis-1597	126	31	of	of	ADP
ajpdis-1597	126	32	resources	resource	NOUN
ajpdis-1597	126	33	.	.	PUNCT
ajpdis-1597	127	1	interpretability	interpretability	NOUN
ajpdis-1597	127	2	in	in	ADP
ajpdis-1597	127	3	predictive	predictive	ADJ
ajpdis-1597	127	4	modeling	modeling	NOUN
ajpdis-1597	127	5	in	in	ADP
ajpdis-1597	127	6	government	government	NOUN
ajpdis-1597	127	7	settings	setting	NOUN
ajpdis-1597	127	8	also	also	ADV
ajpdis-1597	127	9	requires	require	VERB
ajpdis-1597	127	10	the	the	DET
ajpdis-1597	127	11	feature	feature	NOUN
ajpdis-1597	127	12	of	of	ADP
ajpdis-1597	127	13	predictive	predictive	ADJ
ajpdis-1597	127	14	modeling	modeling	NOUN
ajpdis-1597	127	15	to	to	PART
ajpdis-1597	127	16	focus	focus	VERB
ajpdis-1597	127	17	on	on	ADP
ajpdis-1597	127	18	justification	justification	NOUN
ajpdis-1597	127	19	of	of	ADP
ajpdis-1597	127	20	decisions	decision	NOUN
ajpdis-1597	127	21	that	that	PRON
ajpdis-1597	127	22	impact	impact	NOUN
ajpdis-1597	127	23	on	on	ADP
ajpdis-1597	127	24	services	service	NOUN
ajpdis-1597	127	25	delivered	deliver	VERB
ajpdis-1597	127	26	to	to	ADP
ajpdis-1597	127	27	people	people	NOUN
ajpdis-1597	127	28	.	.	PUNCT
ajpdis-1597	128	1	the	the	DET
ajpdis-1597	128	2	ranking	ranking	NOUN
ajpdis-1597	128	3	of	of	ADP
ajpdis-1597	128	4	feature	feature	NOUN
ajpdis-1597	128	5	importance	importance	NOUN
ajpdis-1597	128	6	’s	’s	PART
ajpdis-1597	128	7	,	,	PUNCT
ajpdis-1597	128	8	decision	decision	NOUN
ajpdis-1597	128	9	trees	tree	NOUN
ajpdis-1597	128	10	,	,	PUNCT
ajpdis-1597	128	11	and	and	CCONJ
ajpdis-1597	128	12	interpretable	interpretable	ADJ
ajpdis-1597	128	13	regression	regression	NOUN
ajpdis-1597	128	14	models	model	NOUN
ajpdis-1597	128	15	are	be	AUX
ajpdis-1597	128	16	techniques	technique	NOUN
ajpdis-1597	128	17	that	that	PRON
ajpdis-1597	128	18	enable	enable	VERB
ajpdis-1597	128	19	the	the	DET
ajpdis-1597	128	20	analysts	analyst	NOUN
ajpdis-1597	128	21	to	to	PART
ajpdis-1597	128	22	describe	describe	VERB
ajpdis-1597	128	23	the	the	DET
ajpdis-1597	128	24	critical	critical	ADJ
ajpdis-1597	128	25	components	component	NOUN
ajpdis-1597	128	26	of	of	ADP
ajpdis-1597	128	27	delayed	delay	VERB
ajpdis-1597	128	28	responses	response	NOUN
ajpdis-1597	128	29	or	or	CCONJ
ajpdis-1597	128	30	heavy	heavy	ADJ
ajpdis-1597	128	31	service	service	NOUN
ajpdis-1597	128	32	demand	demand	NOUN
ajpdis-1597	128	33	[	[	X
ajpdis-1597	128	34	25	25	NUM
ajpdis-1597	128	35	]	]	PUNCT
ajpdis-1597	128	36	.	.	PUNCT
ajpdis-1597	129	1	the	the	DET
ajpdis-1597	129	2	other	other	ADJ
ajpdis-1597	129	3	key	key	ADJ
ajpdis-1597	129	4	constituent	constituent	NOUN
ajpdis-1597	129	5	is	be	AUX
ajpdis-1597	129	6	that	that	PRON
ajpdis-1597	129	7	of	of	ADP
ajpdis-1597	129	8	spatial	spatial	ADJ
ajpdis-1597	129	9	modeling	modeling	NOUN
ajpdis-1597	129	10	,	,	PUNCT
ajpdis-1597	129	11	which	which	PRON
ajpdis-1597	129	12	entails	entail	VERB
ajpdis-1597	129	13	the	the	DET
ajpdis-1597	129	14	integration	integration	NOUN
ajpdis-1597	129	15	of	of	ADP
ajpdis-1597	129	16	geographic	geographic	ADJ
ajpdis-1597	129	17	information	information	NOUN
ajpdis-1597	129	18	systems	system	NOUN
ajpdis-1597	129	19	(	(	PUNCT
ajpdis-1597	129	20	gis	gis	NOUN
ajpdis-1597	129	21	)	)	PUNCT
ajpdis-1597	129	22	with	with	ADP
ajpdis-1597	129	23	predictive	predictive	ADJ
ajpdis-1597	129	24	analytics	analytic	NOUN
ajpdis-1597	129	25	to	to	PART
ajpdis-1597	129	26	determine	determine	VERB
ajpdis-1597	129	27	the	the	DET
ajpdis-1597	129	28	spatial	spatial	ADJ
ajpdis-1597	129	29	trends	trend	NOUN
ajpdis-1597	129	30	of	of	ADP
ajpdis-1597	129	31	service	service	NOUN
ajpdis-1597	129	32	delivery	delivery	NOUN
ajpdis-1597	129	33	.	.	PUNCT
ajpdis-1597	130	1	predictive	predictive	ADJ
ajpdis-1597	130	2	models	model	NOUN
ajpdis-1597	130	3	can	can	AUX
ajpdis-1597	130	4	be	be	AUX
ajpdis-1597	130	5	used	use	VERB
ajpdis-1597	130	6	to	to	PART
ajpdis-1597	130	7	give	give	VERB
ajpdis-1597	130	8	correct	correct	ADJ
ajpdis-1597	130	9	insights	insight	NOUN
ajpdis-1597	130	10	that	that	PRON
ajpdis-1597	130	11	can	can	AUX
ajpdis-1597	130	12	be	be	AUX
ajpdis-1597	130	13	used	use	VERB
ajpdis-1597	130	14	by	by	ADP
ajpdis-1597	130	15	the	the	DET
ajpdis-1597	130	16	agencies	agency	NOUN
ajpdis-1597	130	17	to	to	PART
ajpdis-1597	130	18	minimize	minimize	VERB
ajpdis-1597	130	19	delays	delay	NOUN
ajpdis-1597	130	20	in	in	ADP
ajpdis-1597	130	21	operations	operation	NOUN
ajpdis-1597	130	22	and	and	CCONJ
ajpdis-1597	130	23	staffing	staffing	NOUN
ajpdis-1597	130	24	,	,	PUNCT
ajpdis-1597	130	25	and	and	CCONJ
ajpdis-1597	130	26	be	be	AUX
ajpdis-1597	130	27	proactive	proactive	ADJ
ajpdis-1597	130	28	to	to	ADP
ajpdis-1597	130	29	the	the	DET
ajpdis-1597	130	30	needs	need	NOUN
ajpdis-1597	130	31	of	of	ADP
ajpdis-1597	130	32	the	the	DET
ajpdis-1597	130	33	citizens	citizen	NOUN
ajpdis-1597	130	34	that	that	PRON
ajpdis-1597	130	35	are	be	AUX
ajpdis-1597	130	36	done	do	VERB
ajpdis-1597	130	37	correctly	correctly	ADV
ajpdis-1597	130	38	.	.	PUNCT
ajpdis-1597	131	1	the	the	DET
ajpdis-1597	131	2	combination	combination	NOUN
ajpdis-1597	131	3	of	of	ADP
ajpdis-1597	131	4	several	several	ADJ
ajpdis-1597	131	5	modeling	modeling	NOUN
ajpdis-1597	131	6	methods	method	NOUN
ajpdis-1597	131	7	can	can	AUX
ajpdis-1597	131	8	help	help	VERB
ajpdis-1597	131	9	governments	government	NOUN
ajpdis-1597	131	10	to	to	PART
ajpdis-1597	131	11	develop	develop	VERB
ajpdis-1597	131	12	strong	strong	ADJ
ajpdis-1597	131	13	frameworks	framework	NOUN
ajpdis-1597	131	14	that	that	PRON
ajpdis-1597	131	15	would	would	AUX
ajpdis-1597	131	16	promote	promote	VERB
ajpdis-1597	131	17	strategic	strategic	ADJ
ajpdis-1597	131	18	planning	planning	NOUN
ajpdis-1597	131	19	and	and	CCONJ
ajpdis-1597	131	20	boost	boost	VERB
ajpdis-1597	131	21	the	the	DET
ajpdis-1597	131	22	overall	overall	ADJ
ajpdis-1597	131	23	service	service	NOUN
ajpdis-1597	131	24	delivery	delivery	NOUN
ajpdis-1597	131	25	.	.	PUNCT
ajpdis-1597	132	1	e.	e.	PROPN
ajpdis-1597	132	2	insights	insight	NOUN
ajpdis-1597	132	3	from	from	ADP
ajpdis-1597	132	4	urban	urban	ADJ
ajpdis-1597	132	5	service	service	NOUN
ajpdis-1597	132	6	systems	system	NOUN
ajpdis-1597	132	7	:	:	PUNCT
ajpdis-1597	132	8	the	the	DET
ajpdis-1597	132	9	role	role	NOUN
ajpdis-1597	132	10	of	of	ADP
ajpdis-1597	132	11	311	311	NUM
ajpdis-1597	132	12	data	datum	NOUN
ajpdis-1597	132	13	the	the	DET
ajpdis-1597	132	14	city	city	NOUN
ajpdis-1597	132	15	service	service	NOUN
ajpdis-1597	132	16	systems	system	NOUN
ajpdis-1597	132	17	in	in	ADP
ajpdis-1597	132	18	large	large	ADJ
ajpdis-1597	132	19	cities	city	NOUN
ajpdis-1597	132	20	in	in	ADP
ajpdis-1597	132	21	the	the	DET
ajpdis-1597	132	22	united	united	PROPN
ajpdis-1597	132	23	states	states	PROPN
ajpdis-1597	132	24	depend	depend	VERB
ajpdis-1597	132	25	much	much	ADJ
ajpdis-1597	132	26	on	on	ADP
ajpdis-1597	132	27	311	311	NUM
ajpdis-1597	132	28	systems	system	NOUN
ajpdis-1597	132	29	to	to	PART
ajpdis-1597	132	30	gather	gather	VERB
ajpdis-1597	132	31	,	,	PUNCT
ajpdis-1597	132	32	sort	sort	NOUN
ajpdis-1597	132	33	and	and	CCONJ
ajpdis-1597	132	34	direct	direct	ADJ
ajpdis-1597	132	35	non	non	ADJ
ajpdis-1597	132	36	-	-	ADJ
ajpdis-1597	132	37	emergency	emergency	ADJ
ajpdis-1597	132	38	service	service	NOUN
ajpdis-1597	132	39	requests	request	NOUN
ajpdis-1597	132	40	by	by	ADP
ajpdis-1597	132	41	the	the	DET
ajpdis-1597	132	42	residents	resident	NOUN
ajpdis-1597	132	43	.	.	PUNCT
ajpdis-1597	133	1	these	these	PRON
ajpdis-1597	133	2	are	be	AUX
ajpdis-1597	133	3	the	the	DET
ajpdis-1597	133	4	main	main	ADJ
ajpdis-1597	133	5	communicative	communicative	ADJ
ajpdis-1597	133	6	hubs	hub	NOUN
ajpdis-1597	133	7	between	between	ADP
ajpdis-1597	133	8	citizens	citizen	NOUN
ajpdis-1597	133	9	and	and	CCONJ
ajpdis-1597	133	10	the	the	DET
ajpdis-1597	133	11	government	government	NOUN
ajpdis-1597	133	12	agencies	agency	NOUN
ajpdis-1597	133	13	,	,	PUNCT
ajpdis-1597	133	14	which	which	PRON
ajpdis-1597	133	15	involve	involve	VERB
ajpdis-1597	133	16	noises	noise	NOUN
ajpdis-1597	133	17	,	,	PUNCT
ajpdis-1597	133	18	sanitation	sanitation	NOUN
ajpdis-1597	133	19	,	,	PUNCT
ajpdis-1597	133	20	broken	broken	ADJ
ajpdis-1597	133	21	infrastructures	infrastructure	NOUN
ajpdis-1597	133	22	,	,	PUNCT
ajpdis-1597	133	23	environmental	environmental	ADJ
ajpdis-1597	133	24	risks	risk	NOUN
ajpdis-1597	133	25	,	,	PUNCT
ajpdis-1597	133	26	and	and	CCONJ
ajpdis-1597	133	27	car	car	NOUN
ajpdis-1597	133	28	parking	parking	NOUN
ajpdis-1597	133	29	.	.	PUNCT
ajpdis-1597	134	1	new	new	PROPN
ajpdis-1597	134	2	york	york	PROPN
ajpdis-1597	134	3	city	city	PROPN
ajpdis-1597	134	4	being	be	AUX
ajpdis-1597	134	5	one	one	NUM
ajpdis-1597	134	6	of	of	ADP
ajpdis-1597	134	7	the	the	DET
ajpdis-1597	134	8	largest	large	ADJ
ajpdis-1597	134	9	and	and	CCONJ
ajpdis-1597	134	10	busiest	busy	ADJ
ajpdis-1597	134	11	systems	system	NOUN
ajpdis-1597	134	12	,	,	PUNCT
ajpdis-1597	134	13	its	its	PRON
ajpdis-1597	134	14	311	311	NUM
ajpdis-1597	134	15	platform	platform	NOUN
ajpdis-1597	134	16	produces	produce	VERB
ajpdis-1597	134	17	millions	million	NOUN
ajpdis-1597	134	18	of	of	ADP
ajpdis-1597	134	19	service	service	NOUN
ajpdis-1597	134	20	records	record	NOUN
ajpdis-1597	134	21	annually	annually	ADV
ajpdis-1597	134	22	,	,	PUNCT
ajpdis-1597	134	23	which	which	PRON
ajpdis-1597	134	24	is	be	AUX
ajpdis-1597	134	25	informative	informative	ADJ
ajpdis-1597	134	26	on	on	ADP
ajpdis-1597	134	27	how	how	SCONJ
ajpdis-1597	134	28	the	the	DET
ajpdis-1597	134	29	city	city	NOUN
ajpdis-1597	134	30	of	of	ADP
ajpdis-1597	134	31	new	new	PROPN
ajpdis-1597	134	32	york	york	PROPN
ajpdis-1597	134	33	operates	operate	VERB
ajpdis-1597	134	34	in	in	ADP
ajpdis-1597	134	35	the	the	DET
ajpdis-1597	134	36	delivery	delivery	NOUN
ajpdis-1597	134	37	of	of	ADP
ajpdis-1597	134	38	its	its	PRON
ajpdis-1597	134	39	public	public	ADJ
ajpdis-1597	134	40	services	service	NOUN
ajpdis-1597	134	41	[	[	X
ajpdis-1597	134	42	25].the	25].the	DET
ajpdis-1597	134	43	information	information	NOUN
ajpdis-1597	134	44	of	of	ADP
ajpdis-1597	134	45	311	311	NUM
ajpdis-1597	134	46	captures	capture	NOUN
ajpdis-1597	134	47	the	the	DET
ajpdis-1597	134	48	exact	exact	ADJ
ajpdis-1597	134	49	data	datum	NOUN
ajpdis-1597	134	50	of	of	ADP
ajpdis-1597	134	51	the	the	DET
ajpdis-1597	134	52	type	type	NOUN
ajpdis-1597	134	53	of	of	ADP
ajpdis-1597	134	54	a	a	DET
ajpdis-1597	134	55	complaint	complaint	NOUN
ajpdis-1597	134	56	,	,	PUNCT
ajpdis-1597	134	57	exact	exact	ADJ
ajpdis-1597	134	58	geographic	geographic	ADJ
ajpdis-1597	134	59	location	location	NOUN
ajpdis-1597	134	60	and	and	CCONJ
ajpdis-1597	134	61	time	time	NOUN
ajpdis-1597	134	62	stamps	stamp	NOUN
ajpdis-1597	134	63	,	,	PUNCT
ajpdis-1597	134	64	agencies	agency	NOUN
ajpdis-1597	134	65	involved	involve	VERB
ajpdis-1597	134	66	and	and	CCONJ
ajpdis-1597	134	67	resolution	resolution	NOUN
ajpdis-1597	134	68	.	.	PUNCT
ajpdis-1597	135	1	such	such	ADJ
ajpdis-1597	135	2	granularity	granularity	NOUN
ajpdis-1597	135	3	allows	allow	VERB
ajpdis-1597	135	4	the	the	DET
ajpdis-1597	135	5	full	full	ADJ
ajpdis-1597	135	6	analysis	analysis	NOUN
ajpdis-1597	135	7	of	of	ADP
ajpdis-1597	135	8	the	the	DET
ajpdis-1597	135	9	patterns	pattern	NOUN
ajpdis-1597	135	10	of	of	ADP
ajpdis-1597	135	11	service	service	NOUN
ajpdis-1597	135	12	demand	demand	NOUN
ajpdis-1597	135	13	,	,	PUNCT
ajpdis-1597	135	14	the	the	DET
ajpdis-1597	135	15	priorities	priority	NOUN
ajpdis-1597	135	16	of	of	ADP
ajpdis-1597	135	17	citizens	citizen	NOUN
ajpdis-1597	135	18	,	,	PUNCT
ajpdis-1597	135	19	and	and	CCONJ
ajpdis-1597	135	20	the	the	DET
ajpdis-1597	135	21	responsiveness	responsiveness	NOUN
ajpdis-1597	135	22	of	of	ADP
ajpdis-1597	135	23	the	the	DET
ajpdis-1597	135	24	government	government	NOUN
ajpdis-1597	135	25	.	.	PUNCT
ajpdis-1597	136	1	researchers	researcher	NOUN
ajpdis-1597	136	2	analyze	analyze	VERB
ajpdis-1597	136	3	the	the	DET
ajpdis-1597	136	4	spatial	spatial	ADJ
ajpdis-1597	136	5	variation	variation	NOUN
ajpdis-1597	136	6	in	in	ADP
ajpdis-1597	136	7	access	access	NOUN
ajpdis-1597	136	8	to	to	ADP
ajpdis-1597	136	9	the	the	DET
ajpdis-1597	136	10	services	service	NOUN
ajpdis-1597	136	11	using	use	VERB
ajpdis-1597	136	12	the	the	DET
ajpdis-1597	136	13	311	311	NUM
ajpdis-1597	136	14	data	datum	NOUN
ajpdis-1597	136	15	,	,	PUNCT
ajpdis-1597	136	16	comparing	compare	VERB
ajpdis-1597	136	17	the	the	DET
ajpdis-1597	136	18	amount	amount	NOUN
ajpdis-1597	136	19	of	of	ADP
ajpdis-1597	136	20	complaints	complaint	NOUN
ajpdis-1597	136	21	received	receive	VERB
ajpdis-1597	136	22	in	in	ADP
ajpdis-1597	136	23	different	different	ADJ
ajpdis-1597	136	24	boroughs	borough	NOUN
ajpdis-1597	136	25	,	,	PUNCT
ajpdis-1597	136	26	neighborhoods	neighborhood	NOUN
ajpdis-1597	136	27	,	,	PUNCT
ajpdis-1597	136	28	and	and	CCONJ
ajpdis-1597	136	29	zip	zip	NOUN
ajpdis-1597	136	30	codes	code	NOUN
ajpdis-1597	136	31	.	.	PUNCT
ajpdis-1597	137	1	the	the	DET
ajpdis-1597	137	2	temporal	temporal	ADJ
ajpdis-1597	137	3	analyses	analysis	NOUN
ajpdis-1597	137	4	determine	determine	VERB
ajpdis-1597	137	5	daily	daily	ADV
ajpdis-1597	137	6	,	,	PUNCT
ajpdis-1597	137	7	weekly	weekly	ADJ
ajpdis-1597	137	8	,	,	PUNCT
ajpdis-1597	137	9	and	and	CCONJ
ajpdis-1597	137	10	seasonal	seasonal	ADJ
ajpdis-1597	137	11	changes	change	NOUN
ajpdis-1597	137	12	to	to	PART
ajpdis-1597	137	13	assist	assist	VERB
ajpdis-1597	137	14	the	the	DET
ajpdis-1597	137	15	agencies	agency	NOUN
ajpdis-1597	137	16	in	in	ADP
ajpdis-1597	137	17	scheduling	scheduling	NOUN
ajpdis-1597	137	18	staff	staff	NOUN
ajpdis-1597	137	19	to	to	ADP
ajpdis-1597	137	20	the	the	DET
ajpdis-1597	137	21	peak	peak	NOUN
ajpdis-1597	137	22	demand	demand	NOUN
ajpdis-1597	137	23	levels	level	NOUN
ajpdis-1597	137	24	[	[	X
ajpdis-1597	137	25	26].response	26].response	NOUN
ajpdis-1597	137	26	-	-	PUNCT
ajpdis-1597	137	27	time	time	NOUN
ajpdis-1597	137	28	calculations	calculation	NOUN
ajpdis-1597	137	29	also	also	ADV
ajpdis-1597	137	30	help	help	VERB
ajpdis-1597	137	31	in	in	ADP
ajpdis-1597	137	32	understanding	understand	VERB
ajpdis-1597	137	33	how	how	SCONJ
ajpdis-1597	137	34	the	the	DET
ajpdis-1597	137	35	company	company	NOUN
ajpdis-1597	137	36	performs	perform	VERB
ajpdis-1597	137	37	in	in	ADP
ajpdis-1597	137	38	operations	operation	NOUN
ajpdis-1597	137	39	.	.	PUNCT
ajpdis-1597	138	1	the	the	DET
ajpdis-1597	138	2	difference	difference	NOUN
ajpdis-1597	138	3	in	in	ADP
ajpdis-1597	138	4	response	response	NOUN
ajpdis-1597	138	5	times	time	NOUN
ajpdis-1597	138	6	may	may	AUX
ajpdis-1597	138	7	indicate	indicate	VERB
ajpdis-1597	138	8	the	the	DET
ajpdis-1597	138	9	inefficiency	inefficiency	NOUN
ajpdis-1597	138	10	,	,	PUNCT
ajpdis-1597	138	11	lack	lack	NOUN
ajpdis-1597	138	12	of	of	ADP
ajpdis-1597	138	13	resources	resource	NOUN
ajpdis-1597	138	14	,	,	PUNCT
ajpdis-1597	138	15	or	or	CCONJ
ajpdis-1597	138	16	the	the	DET
ajpdis-1597	138	17	systemic	systemic	ADJ
ajpdis-1597	138	18	delay	delay	NOUN
ajpdis-1597	138	19	in	in	ADP
ajpdis-1597	138	20	some	some	DET
ajpdis-1597	138	21	types	type	NOUN
ajpdis-1597	138	22	of	of	ADP
ajpdis-1597	138	23	complaints	complaint	NOUN
ajpdis-1597	138	24	or	or	CCONJ
ajpdis-1597	138	25	even	even	ADV
ajpdis-1597	138	26	regions	region	NOUN
ajpdis-1597	138	27	.	.	PUNCT
ajpdis-1597	139	1	these	these	DET
ajpdis-1597	139	2	lessons	lesson	NOUN
ajpdis-1597	139	3	can	can	AUX
ajpdis-1597	139	4	assist	assist	VERB
ajpdis-1597	139	5	agencies	agency	NOUN
ajpdis-1597	139	6	in	in	ADP
ajpdis-1597	139	7	setting	set	VERB
ajpdis-1597	139	8	priorities	priority	NOUN
ajpdis-1597	139	9	on	on	ADP
ajpdis-1597	139	10	high	high	ADJ
ajpdis-1597	139	11	-	-	PUNCT
ajpdis-1597	139	12	impact	impact	NOUN
ajpdis-1597	139	13	issues	issue	NOUN
ajpdis-1597	139	14	,	,	PUNCT
ajpdis-1597	139	15	allocation	allocation	NOUN
ajpdis-1597	139	16	of	of	ADP
ajpdis-1597	139	17	resources	resource	NOUN
ajpdis-1597	139	18	and	and	CCONJ
ajpdis-1597	139	19	targeted	target	VERB
ajpdis-1597	139	20	policy	policy	NOUN
ajpdis-1597	139	21	interventions	intervention	NOUN
ajpdis-1597	139	22	[	[	X
ajpdis-1597	139	23	27	27	NUM
ajpdis-1597	139	24	]	]	PUNCT
ajpdis-1597	139	25	.	.	PUNCT
ajpdis-1597	140	1	the	the	DET
ajpdis-1597	140	2	predictive	predictive	ADJ
ajpdis-1597	140	3	modeling	modeling	NOUN
ajpdis-1597	140	4	activities	activity	NOUN
ajpdis-1597	140	5	are	be	AUX
ajpdis-1597	140	6	backed	back	VERB
ajpdis-1597	140	7	with	with	ADP
ajpdis-1597	140	8	the	the	DET
ajpdis-1597	140	9	help	help	NOUN
ajpdis-1597	140	10	of	of	ADP
ajpdis-1597	140	11	machine	machine	NOUN
ajpdis-1597	140	12	learning	learning	NOUN
ajpdis-1597	140	13	and	and	CCONJ
ajpdis-1597	140	14	statistical	statistical	ADJ
ajpdis-1597	140	15	analysis	analysis	NOUN
ajpdis-1597	140	16	of	of	ADP
ajpdis-1597	140	17	311	311	NUM
ajpdis-1597	140	18	data	datum	NOUN
ajpdis-1597	140	19	.	.	PUNCT
ajpdis-1597	141	1	the	the	DET
ajpdis-1597	141	2	ability	ability	NOUN
ajpdis-1597	141	3	to	to	PART
ajpdis-1597	141	4	predict	predict	VERB
ajpdis-1597	141	5	a	a	DET
ajpdis-1597	141	6	future	future	ADJ
ajpdis-1597	141	7	number	number	NOUN
ajpdis-1597	141	8	of	of	ADP
ajpdis-1597	141	9	complaints	complaint	NOUN
ajpdis-1597	141	10	makes	make	VERB
ajpdis-1597	141	11	it	it	PRON
ajpdis-1597	141	12	possible	possible	ADJ
ajpdis-1597	141	13	to	to	PART
ajpdis-1597	141	14	plan	plan	VERB
ajpdis-1597	141	15	in	in	ADP
ajpdis-1597	141	16	advance	advance	NOUN
ajpdis-1597	141	17	and	and	CCONJ
ajpdis-1597	141	18	classifying	classify	VERB
ajpdis-1597	141	19	models	model	NOUN
ajpdis-1597	141	20	allows	allow	VERB
ajpdis-1597	141	21	determining	determine	VERB
ajpdis-1597	141	22	what	what	PRON
ajpdis-1597	141	23	kinds	kind	NOUN
ajpdis-1597	141	24	of	of	ADP
ajpdis-1597	141	25	complaints	complaint	NOUN
ajpdis-1597	141	26	can	can	AUX
ajpdis-1597	141	27	be	be	AUX
ajpdis-1597	141	28	addressed	address	VERB
ajpdis-1597	141	29	urgently	urgently	ADV
ajpdis-1597	141	30	.	.	PUNCT
ajpdis-1597	142	1	these	these	DET
ajpdis-1597	142	2	applications	application	NOUN
ajpdis-1597	142	3	make	make	VERB
ajpdis-1597	142	4	311	311	NUM
ajpdis-1597	142	5	data	datum	NOUN
ajpdis-1597	142	6	a	a	DET
ajpdis-1597	142	7	critical	critical	ADJ
ajpdis-1597	142	8	tool	tool	NOUN
ajpdis-1597	142	9	to	to	PART
ajpdis-1597	142	10	optimize	optimize	VERB
ajpdis-1597	142	11	urban	urban	ADJ
ajpdis-1597	142	12	services	service	NOUN
ajpdis-1597	142	13	,	,	PUNCT
ajpdis-1597	142	14	and	and	CCONJ
ajpdis-1597	142	15	it	it	PRON
ajpdis-1597	142	16	provides	provide	VERB
ajpdis-1597	142	17	a	a	DET
ajpdis-1597	142	18	flexible	flexible	ADJ
ajpdis-1597	142	19	and	and	CCONJ
ajpdis-1597	142	20	reconfigurable	reconfigurable	ADJ
ajpdis-1597	142	21	structure	structure	NOUN
ajpdis-1597	142	22	to	to	PART
ajpdis-1597	142	23	be	be	AUX
ajpdis-1597	142	24	used	use	VERB
ajpdis-1597	142	25	by	by	ADP
ajpdis-1597	142	26	other	other	ADJ
ajpdis-1597	142	27	cities	city	NOUN
ajpdis-1597	142	28	[	[	X
ajpdis-1597	142	29	28	28	NUM
ajpdis-1597	142	30	]	]	PUNCT
ajpdis-1597	142	31	.	.	PUNCT
ajpdis-1597	143	1	on	on	ADP
ajpdis-1597	143	2	the	the	DET
ajpdis-1597	143	3	whole	whole	NOUN
ajpdis-1597	143	4	,	,	PUNCT
ajpdis-1597	143	5	311	311	NUM
ajpdis-1597	143	6	datasets	dataset	NOUN
ajpdis-1597	143	7	176	176	NUM
ajpdis-1597	143	8	journal	journal	NOUN
ajpdis-1597	143	9	of	of	ADP
ajpdis-1597	143	10	public	public	ADJ
ajpdis-1597	143	11	diplomacy	diplomacy	NOUN
ajpdis-1597	143	12	and	and	CCONJ
ajpdis-1597	143	13	international	international	ADJ
ajpdis-1597	143	14	studies	study	NOUN
ajpdis-1597	143	15	www	www	PROPN
ajpdis-1597	143	16	.	.	PUNCT
ajpdis-1597	144	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	144	2	present	present	ADJ
ajpdis-1597	144	3	deep	deep	ADJ
ajpdis-1597	144	4	,	,	PUNCT
ajpdis-1597	144	5	real	real	ADJ
ajpdis-1597	144	6	-	-	PUNCT
ajpdis-1597	144	7	time	time	NOUN
ajpdis-1597	144	8	data	datum	NOUN
ajpdis-1597	144	9	on	on	ADP
ajpdis-1597	144	10	the	the	DET
ajpdis-1597	144	11	relationship	relationship	NOUN
ajpdis-1597	144	12	between	between	ADP
ajpdis-1597	144	13	citizens	citizen	NOUN
ajpdis-1597	144	14	and	and	CCONJ
ajpdis-1597	144	15	governments	government	NOUN
ajpdis-1597	144	16	,	,	PUNCT
ajpdis-1597	144	17	and	and	CCONJ
ajpdis-1597	144	18	this	this	DET
ajpdis-1597	144	19	data	data	NOUN
ajpdis-1597	144	20	is	be	AUX
ajpdis-1597	144	21	an	an	DET
ajpdis-1597	144	22	essential	essential	ADJ
ajpdis-1597	144	23	part	part	NOUN
ajpdis-1597	144	24	of	of	ADP
ajpdis-1597	144	25	contemporary	contemporary	ADJ
ajpdis-1597	144	26	urban	urban	PROPN
ajpdis-1597	144	27	management	management	NOUN
ajpdis-1597	144	28	and	and	CCONJ
ajpdis-1597	144	29	the	the	DET
ajpdis-1597	144	30	enhancement	enhancement	NOUN
ajpdis-1597	144	31	of	of	ADP
ajpdis-1597	144	32	the	the	DET
ajpdis-1597	144	33	provision	provision	NOUN
ajpdis-1597	144	34	of	of	ADP
ajpdis-1597	144	35	the	the	DET
ajpdis-1597	144	36	population	population	NOUN
ajpdis-1597	144	37	.	.	PUNCT
ajpdis-1597	145	1	f.	f.	PROPN
ajpdis-1597	145	2	gaps	gap	NOUN
ajpdis-1597	145	3	in	in	ADP
ajpdis-1597	145	4	modern	modern	ADJ
ajpdis-1597	145	5	public	public	ADJ
ajpdis-1597	145	6	service	service	NOUN
ajpdis-1597	145	7	analytics	analytic	NOUN
ajpdis-1597	145	8	research	research	NOUN
ajpdis-1597	145	9	despite	despite	SCONJ
ajpdis-1597	145	10	the	the	DET
ajpdis-1597	145	11	importance	importance	NOUN
ajpdis-1597	145	12	that	that	SCONJ
ajpdis-1597	145	13	predictive	predictive	ADJ
ajpdis-1597	145	14	analytics	analytic	NOUN
ajpdis-1597	145	15	has	have	AUX
ajpdis-1597	145	16	acquired	acquire	VERB
ajpdis-1597	145	17	in	in	ADP
ajpdis-1597	145	18	managing	manage	VERB
ajpdis-1597	145	19	the	the	DET
ajpdis-1597	145	20	public	public	ADJ
ajpdis-1597	145	21	sector	sector	NOUN
ajpdis-1597	145	22	,	,	PUNCT
ajpdis-1597	145	23	there	there	PRON
ajpdis-1597	145	24	are	be	VERB
ajpdis-1597	145	25	still	still	ADV
ajpdis-1597	145	26	various	various	ADJ
ajpdis-1597	145	27	gaps	gap	NOUN
ajpdis-1597	145	28	in	in	ADP
ajpdis-1597	145	29	the	the	DET
ajpdis-1597	145	30	implementation	implementation	NOUN
ajpdis-1597	145	31	of	of	ADP
ajpdis-1597	145	32	the	the	DET
ajpdis-1597	145	33	sophisticated	sophisticated	ADJ
ajpdis-1597	145	34	methods	method	NOUN
ajpdis-1597	145	35	of	of	ADP
ajpdis-1597	145	36	analysis	analysis	NOUN
ajpdis-1597	145	37	to	to	ADP
ajpdis-1597	145	38	government	government	NOUN
ajpdis-1597	145	39	service	service	NOUN
ajpdis-1597	145	40	systems	system	NOUN
ajpdis-1597	145	41	.	.	PUNCT
ajpdis-1597	146	1	a	a	DET
ajpdis-1597	146	2	key	key	ADJ
ajpdis-1597	146	3	knowledge	knowledge	NOUN
ajpdis-1597	146	4	gap	gap	NOUN
ajpdis-1597	146	5	is	be	AUX
ajpdis-1597	146	6	the	the	DET
ajpdis-1597	146	7	lack	lack	NOUN
ajpdis-1597	146	8	of	of	ADP
ajpdis-1597	146	9	predictive	predictive	ADJ
ajpdis-1597	146	10	modeling	modeling	NOUN
ajpdis-1597	146	11	as	as	ADP
ajpdis-1597	146	12	part	part	NOUN
ajpdis-1597	146	13	of	of	ADP
ajpdis-1597	146	14	the	the	DET
ajpdis-1597	146	15	everyday	everyday	ADJ
ajpdis-1597	146	16	operation	operation	NOUN
ajpdis-1597	146	17	of	of	ADP
ajpdis-1597	146	18	government	government	NOUN
ajpdis-1597	146	19	.	.	PUNCT
ajpdis-1597	147	1	most	most	ADJ
ajpdis-1597	147	2	agencies	agency	NOUN
ajpdis-1597	147	3	depend	depend	VERB
ajpdis-1597	147	4	mostly	mostly	ADV
ajpdis-1597	147	5	on	on	ADP
ajpdis-1597	147	6	descriptive	descriptive	ADJ
ajpdis-1597	147	7	statistics	statistic	NOUN
ajpdis-1597	147	8	and	and	CCONJ
ajpdis-1597	147	9	the	the	DET
ajpdis-1597	147	10	conventional	conventional	ADJ
ajpdis-1597	147	11	methods	method	NOUN
ajpdis-1597	147	12	of	of	ADP
ajpdis-1597	147	13	reporting	reporting	NOUN
ajpdis-1597	147	14	that	that	PRON
ajpdis-1597	147	15	are	be	AUX
ajpdis-1597	147	16	used	use	VERB
ajpdis-1597	147	17	to	to	PART
ajpdis-1597	147	18	summarize	summarize	VERB
ajpdis-1597	147	19	the	the	DET
ajpdis-1597	147	20	past	past	ADJ
ajpdis-1597	147	21	events	event	NOUN
ajpdis-1597	147	22	but	but	CCONJ
ajpdis-1597	147	23	not	not	PART
ajpdis-1597	147	24	project	project	VERB
ajpdis-1597	147	25	what	what	DET
ajpdis-1597	147	26	service	service	NOUN
ajpdis-1597	147	27	is	be	AUX
ajpdis-1597	147	28	going	go	VERB
ajpdis-1597	147	29	to	to	PART
ajpdis-1597	147	30	be	be	AUX
ajpdis-1597	147	31	required	require	VERB
ajpdis-1597	147	32	in	in	ADP
ajpdis-1597	147	33	the	the	DET
ajpdis-1597	147	34	future	future	NOUN
ajpdis-1597	147	35	.	.	PUNCT
ajpdis-1597	148	1	this	this	PRON
ajpdis-1597	148	2	restricts	restrict	VERB
ajpdis-1597	148	3	proactive	proactive	ADJ
ajpdis-1597	148	4	planning	planning	NOUN
ajpdis-1597	148	5	and	and	CCONJ
ajpdis-1597	148	6	also	also	ADV
ajpdis-1597	148	7	adds	add	VERB
ajpdis-1597	148	8	to	to	ADP
ajpdis-1597	148	9	inefficiencies	inefficiency	NOUN
ajpdis-1597	148	10	by	by	ADP
ajpdis-1597	148	11	the	the	DET
ajpdis-1597	148	12	occurrence	occurrence	NOUN
ajpdis-1597	148	13	of	of	ADP
ajpdis-1597	148	14	sudden	sudden	ADJ
ajpdis-1597	148	15	rise	rise	NOUN
ajpdis-1597	148	16	of	of	ADP
ajpdis-1597	148	17	demand	demand	NOUN
ajpdis-1597	148	18	[	[	X
ajpdis-1597	148	19	29].the	29].the	DET
ajpdis-1597	148	20	other	other	ADJ
ajpdis-1597	148	21	gap	gap	NOUN
ajpdis-1597	148	22	is	be	AUX
ajpdis-1597	148	23	related	relate	VERB
ajpdis-1597	148	24	to	to	ADP
ajpdis-1597	148	25	the	the	DET
ajpdis-1597	148	26	disparate	disparate	ADJ
ajpdis-1597	148	27	nature	nature	NOUN
ajpdis-1597	148	28	of	of	ADP
ajpdis-1597	148	29	adoption	adoption	NOUN
ajpdis-1597	148	30	of	of	ADP
ajpdis-1597	148	31	predictive	predictive	ADJ
ajpdis-1597	148	32	analytics	analytic	NOUN
ajpdis-1597	148	33	in	in	ADP
ajpdis-1597	148	34	various	various	ADJ
ajpdis-1597	148	35	government	government	NOUN
ajpdis-1597	148	36	departments	department	NOUN
ajpdis-1597	148	37	.	.	PUNCT
ajpdis-1597	149	1	some	some	DET
ajpdis-1597	149	2	sectors	sector	NOUN
ajpdis-1597	149	3	like	like	ADP
ajpdis-1597	149	4	transportation	transportation	NOUN
ajpdis-1597	149	5	and	and	CCONJ
ajpdis-1597	149	6	public	public	ADJ
ajpdis-1597	149	7	safety	safety	NOUN
ajpdis-1597	149	8	have	have	AUX
ajpdis-1597	149	9	developed	develop	VERB
ajpdis-1597	149	10	analytic	analytic	ADJ
ajpdis-1597	149	11	infrastructures	infrastructure	NOUN
ajpdis-1597	149	12	,	,	PUNCT
ajpdis-1597	149	13	but	but	CCONJ
ajpdis-1597	149	14	other	other	ADJ
ajpdis-1597	149	15	areas	area	NOUN
ajpdis-1597	149	16	like	like	ADP
ajpdis-1597	149	17	community	community	NOUN
ajpdis-1597	149	18	services	service	NOUN
ajpdis-1597	149	19	and	and	CCONJ
ajpdis-1597	149	20	non	non	ADJ
ajpdis-1597	149	21	-	-	ADJ
ajpdis-1597	149	22	emergency	emergency	ADJ
ajpdis-1597	149	23	response	response	NOUN
ajpdis-1597	149	24	systems	system	NOUN
ajpdis-1597	149	25	have	have	AUX
ajpdis-1597	149	26	not	not	PART
ajpdis-1597	149	27	been	be	AUX
ajpdis-1597	149	28	developed	develop	VERB
ajpdis-1597	149	29	yet	yet	ADV
ajpdis-1597	149	30	.	.	PUNCT
ajpdis-1597	150	1	this	this	PRON
ajpdis-1597	150	2	brings	bring	VERB
ajpdis-1597	150	3	about	about	ADP
ajpdis-1597	150	4	discrepancies	discrepancy	NOUN
ajpdis-1597	150	5	of	of	ADP
ajpdis-1597	150	6	service	service	NOUN
ajpdis-1597	150	7	quality	quality	NOUN
ajpdis-1597	150	8	and	and	CCONJ
ajpdis-1597	150	9	performance	performance	NOUN
ajpdis-1597	150	10	.	.	PUNCT
ajpdis-1597	151	1	in	in	ADP
ajpdis-1597	151	2	addition	addition	NOUN
ajpdis-1597	151	3	,	,	PUNCT
ajpdis-1597	151	4	lots	lot	NOUN
ajpdis-1597	151	5	of	of	ADP
ajpdis-1597	151	6	data	datum	NOUN
ajpdis-1597	151	7	in	in	ADP
ajpdis-1597	151	8	the	the	DET
ajpdis-1597	151	9	public	public	ADJ
ajpdis-1597	151	10	-	-	PUNCT
ajpdis-1597	151	11	sector	sector	NOUN
ajpdis-1597	151	12	is	be	AUX
ajpdis-1597	151	13	of	of	ADP
ajpdis-1597	151	14	missing	missing	ADJ
ajpdis-1597	151	15	or	or	CCONJ
ajpdis-1597	151	16	unstructured	unstructured	ADJ
ajpdis-1597	151	17	data	datum	NOUN
ajpdis-1597	151	18	or	or	CCONJ
ajpdis-1597	151	19	has	have	VERB
ajpdis-1597	151	20	a	a	DET
ajpdis-1597	151	21	different	different	ADJ
ajpdis-1597	151	22	formatting	formatting	NOUN
ajpdis-1597	151	23	,	,	PUNCT
ajpdis-1597	151	24	this	this	PRON
ajpdis-1597	151	25	makes	make	VERB
ajpdis-1597	151	26	it	it	PRON
ajpdis-1597	151	27	difficult	difficult	ADJ
ajpdis-1597	151	28	to	to	PART
ajpdis-1597	151	29	preprocess	preprocess	VERB
ajpdis-1597	151	30	the	the	DET
ajpdis-1597	151	31	data	datum	NOUN
ajpdis-1597	151	32	and	and	CCONJ
ajpdis-1597	151	33	the	the	DET
ajpdis-1597	151	34	predictive	predictive	ADJ
ajpdis-1597	151	35	models	model	NOUN
ajpdis-1597	151	36	are	be	AUX
ajpdis-1597	151	37	less	less	ADV
ajpdis-1597	151	38	accurate	accurate	ADJ
ajpdis-1597	151	39	.	.	PUNCT
ajpdis-1597	152	1	even	even	ADV
ajpdis-1597	152	2	though	though	SCONJ
ajpdis-1597	152	3	311	311	NUM
ajpdis-1597	152	4	data	datum	NOUN
ajpdis-1597	152	5	can	can	AUX
ajpdis-1597	152	6	show	show	VERB
ajpdis-1597	152	7	very	very	ADV
ajpdis-1597	152	8	evident	evident	ADJ
ajpdis-1597	152	9	spatial	spatial	ADJ
ajpdis-1597	152	10	patterns	pattern	NOUN
ajpdis-1597	152	11	,	,	PUNCT
ajpdis-1597	152	12	there	there	PRON
ajpdis-1597	152	13	are	be	VERB
ajpdis-1597	152	14	not	not	PART
ajpdis-1597	152	15	many	many	ADJ
ajpdis-1597	152	16	studies	study	NOUN
ajpdis-1597	152	17	that	that	PRON
ajpdis-1597	152	18	investigate	investigate	VERB
ajpdis-1597	152	19	how	how	SCONJ
ajpdis-1597	152	20	predictive	predictive	ADJ
ajpdis-1597	152	21	analytics	analytic	NOUN
ajpdis-1597	152	22	can	can	AUX
ajpdis-1597	152	23	be	be	AUX
ajpdis-1597	152	24	applied	apply	VERB
ajpdis-1597	152	25	to	to	PART
ajpdis-1597	152	26	facilitate	facilitate	VERB
ajpdis-1597	152	27	fair	fair	ADJ
ajpdis-1597	152	28	service	service	NOUN
ajpdis-1597	152	29	distribution	distribution	NOUN
ajpdis-1597	152	30	within	within	ADP
ajpdis-1597	152	31	underserved	underserved	ADJ
ajpdis-1597	152	32	neighborhoods	neighborhood	NOUN
ajpdis-1597	152	33	.	.	PUNCT
ajpdis-1597	153	1	also	also	ADV
ajpdis-1597	153	2	,	,	PUNCT
ajpdis-1597	153	3	the	the	DET
ajpdis-1597	153	4	literature	literature	NOUN
ajpdis-1597	153	5	at	at	ADP
ajpdis-1597	153	6	hand	hand	NOUN
ajpdis-1597	153	7	tends	tend	VERB
ajpdis-1597	153	8	to	to	PART
ajpdis-1597	153	9	ignore	ignore	VERB
ajpdis-1597	153	10	the	the	DET
ajpdis-1597	153	11	operational	operational	ADJ
ajpdis-1597	153	12	constraints	constraint	NOUN
ajpdis-1597	153	13	that	that	PRON
ajpdis-1597	153	14	government	government	NOUN
ajpdis-1597	153	15	agencies	agency	NOUN
ajpdis-1597	153	16	have	have	VERB
ajpdis-1597	153	17	,	,	PUNCT
ajpdis-1597	153	18	including	include	VERB
ajpdis-1597	153	19	the	the	DET
ajpdis-1597	153	20	staffing	staffing	NOUN
ajpdis-1597	153	21	limits	limit	NOUN
ajpdis-1597	153	22	,	,	PUNCT
ajpdis-1597	153	23	policy	policy	NOUN
ajpdis-1597	153	24	limits	limit	NOUN
ajpdis-1597	153	25	,	,	PUNCT
ajpdis-1597	153	26	and	and	CCONJ
ajpdis-1597	153	27	resources	resource	NOUN
ajpdis-1597	153	28	availability	availability	NOUN
ajpdis-1597	153	29	,	,	PUNCT
ajpdis-1597	153	30	which	which	PRON
ajpdis-1597	153	31	should	should	AUX
ajpdis-1597	153	32	be	be	AUX
ajpdis-1597	153	33	taken	take	VERB
ajpdis-1597	153	34	into	into	ADP
ajpdis-1597	153	35	consideration	consideration	NOUN
ajpdis-1597	153	36	in	in	ADP
ajpdis-1597	153	37	the	the	DET
ajpdis-1597	153	38	implementation	implementation	NOUN
ajpdis-1597	153	39	of	of	ADP
ajpdis-1597	153	40	predictive	predictive	ADJ
ajpdis-1597	153	41	solutions	solution	NOUN
ajpdis-1597	153	42	.	.	PUNCT
ajpdis-1597	154	1	there	there	PRON
ajpdis-1597	154	2	is	be	VERB
ajpdis-1597	154	3	little	little	ADJ
ajpdis-1597	154	4	research	research	NOUN
ajpdis-1597	154	5	in	in	ADP
ajpdis-1597	154	6	which	which	PRON
ajpdis-1597	154	7	the	the	DET
ajpdis-1597	154	8	predictive	predictive	ADJ
ajpdis-1597	154	9	models	model	NOUN
ajpdis-1597	154	10	have	have	AUX
ajpdis-1597	154	11	been	be	AUX
ajpdis-1597	154	12	assessed	assess	VERB
ajpdis-1597	154	13	based	base	VERB
ajpdis-1597	154	14	on	on	ADP
ajpdis-1597	154	15	long	long	ADJ
ajpdis-1597	154	16	-	-	PUNCT
ajpdis-1597	154	17	term	term	NOUN
ajpdis-1597	154	18	sustainability	sustainability	NOUN
ajpdis-1597	154	19	in	in	ADP
ajpdis-1597	154	20	the	the	DET
ajpdis-1597	154	21	realworld	realworld	PROPN
ajpdis-1597	154	22	government	government	NOUN
ajpdis-1597	154	23	setting	set	VERB
ajpdis-1597	154	24	[	[	X
ajpdis-1597	154	25	30	30	NUM
ajpdis-1597	154	26	]	]	PUNCT
ajpdis-1597	154	27	.	.	PUNCT
ajpdis-1597	155	1	there	there	PRON
ajpdis-1597	155	2	are	be	VERB
ajpdis-1597	155	3	many	many	ADJ
ajpdis-1597	155	4	problems	problem	NOUN
ajpdis-1597	155	5	like	like	ADP
ajpdis-1597	155	6	model	model	NOUN
ajpdis-1597	155	7	drift	drift	NOUN
ajpdis-1597	155	8	,	,	PUNCT
ajpdis-1597	155	9	services	service	NOUN
ajpdis-1597	155	10	behavior	behavior	NOUN
ajpdis-1597	155	11	changes	change	NOUN
ajpdis-1597	155	12	,	,	PUNCT
ajpdis-1597	155	13	and	and	CCONJ
ajpdis-1597	155	14	data	datum	NOUN
ajpdis-1597	155	15	updates	update	NOUN
ajpdis-1597	155	16	that	that	PRON
ajpdis-1597	155	17	need	need	VERB
ajpdis-1597	155	18	to	to	PART
ajpdis-1597	155	19	be	be	AUX
ajpdis-1597	155	20	constantly	constantly	ADV
ajpdis-1597	155	21	monitored	monitor	VERB
ajpdis-1597	155	22	,	,	PUNCT
ajpdis-1597	155	23	but	but	CCONJ
ajpdis-1597	155	24	they	they	PRON
ajpdis-1597	155	25	are	be	AUX
ajpdis-1597	155	26	seldom	seldom	ADV
ajpdis-1597	155	27	reported	report	VERB
ajpdis-1597	155	28	in	in	ADP
ajpdis-1597	155	29	the	the	DET
ajpdis-1597	155	30	scholarly	scholarly	ADJ
ajpdis-1597	155	31	literature	literature	NOUN
ajpdis-1597	155	32	.	.	PUNCT
ajpdis-1597	156	1	these	these	DET
ajpdis-1597	156	2	gaps	gap	NOUN
ajpdis-1597	156	3	point	point	VERB
ajpdis-1597	156	4	to	to	ADP
ajpdis-1597	156	5	the	the	DET
ajpdis-1597	156	6	necessity	necessity	NOUN
ajpdis-1597	156	7	of	of	ADP
ajpdis-1597	156	8	a	a	DET
ajpdis-1597	156	9	study	study	NOUN
ajpdis-1597	156	10	which	which	PRON
ajpdis-1597	156	11	would	would	AUX
ajpdis-1597	156	12	integrate	integrate	VERB
ajpdis-1597	156	13	the	the	DET
ajpdis-1597	156	14	strength	strength	NOUN
ajpdis-1597	156	15	of	of	ADP
ajpdis-1597	156	16	predictive	predictive	ADJ
ajpdis-1597	156	17	modeling	modeling	NOUN
ajpdis-1597	156	18	with	with	ADP
ajpdis-1597	156	19	feasible	feasible	ADJ
ajpdis-1597	156	20	operational	operational	ADJ
ajpdis-1597	156	21	analysis	analysis	NOUN
ajpdis-1597	156	22	so	so	SCONJ
ajpdis-1597	156	23	that	that	SCONJ
ajpdis-1597	156	24	the	the	DET
ajpdis-1597	156	25	insights	insight	NOUN
ajpdis-1597	156	26	derived	derive	VERB
ajpdis-1597	156	27	out	out	ADP
ajpdis-1597	156	28	of	of	ADP
ajpdis-1597	156	29	the	the	DET
ajpdis-1597	156	30	administrative	administrative	ADJ
ajpdis-1597	156	31	data	datum	NOUN
ajpdis-1597	156	32	can	can	AUX
ajpdis-1597	156	33	be	be	AUX
ajpdis-1597	156	34	translated	translate	VERB
ajpdis-1597	156	35	into	into	ADP
ajpdis-1597	156	36	relevant	relevant	ADJ
ajpdis-1597	156	37	changes	change	NOUN
ajpdis-1597	156	38	in	in	ADP
ajpdis-1597	156	39	the	the	DET
ajpdis-1597	156	40	delivery	delivery	NOUN
ajpdis-1597	156	41	of	of	ADP
ajpdis-1597	156	42	public	public	ADJ
ajpdis-1597	156	43	services	service	NOUN
ajpdis-1597	156	44	.	.	PUNCT
ajpdis-1597	157	1	g.	g.	PROPN
ajpdis-1597	157	2	empirical	empirical	ADJ
ajpdis-1597	157	3	study	study	NOUN
ajpdis-1597	157	4	the	the	DET
ajpdis-1597	157	5	article	article	NOUN
ajpdis-1597	157	6	“	"	PUNCT
ajpdis-1597	157	7	logistic	logistic	ADJ
ajpdis-1597	157	8	regression	regression	NOUN
ajpdis-1597	157	9	and	and	CCONJ
ajpdis-1597	157	10	predictive	predictive	ADJ
ajpdis-1597	157	11	analysis	analysis	NOUN
ajpdis-1597	157	12	for	for	ADP
ajpdis-1597	157	13	ai	ai	ADJ
ajpdis-1597	157	14	strategies	strategy	NOUN
ajpdis-1597	157	15	in	in	ADP
ajpdis-1597	157	16	public	public	ADJ
ajpdis-1597	157	17	services	service	NOUN
ajpdis-1597	157	18	”	"	PUNCT
ajpdis-1597	157	19	by	by	ADP
ajpdis-1597	157	20	prabhat	prabhat	PROPN
ajpdis-1597	157	21	mittal	mittal	PROPN
ajpdis-1597	157	22	and	and	CCONJ
ajpdis-1597	157	23	suruchi	suruchi	ADJ
ajpdis-1597	157	24	gautam	gautam	PROPN
ajpdis-1597	157	25	provides	provide	VERB
ajpdis-1597	157	26	an	an	DET
ajpdis-1597	157	27	empirical	empirical	ADJ
ajpdis-1597	157	28	evaluation	evaluation	NOUN
ajpdis-1597	157	29	of	of	ADP
ajpdis-1597	157	30	how	how	SCONJ
ajpdis-1597	157	31	technological	technological	ADJ
ajpdis-1597	157	32	readiness	readiness	NOUN
ajpdis-1597	157	33	influences	influence	VERB
ajpdis-1597	157	34	the	the	DET
ajpdis-1597	157	35	adoption	adoption	NOUN
ajpdis-1597	157	36	of	of	ADP
ajpdis-1597	157	37	artificial	artificial	ADJ
ajpdis-1597	157	38	intelligence	intelligence	NOUN
ajpdis-1597	157	39	within	within	ADP
ajpdis-1597	157	40	government	government	NOUN
ajpdis-1597	157	41	service	service	NOUN
ajpdis-1597	157	42	systems	system	NOUN
ajpdis-1597	157	43	.	.	PUNCT
ajpdis-1597	158	1	in	in	ADP
ajpdis-1597	158	2	their	their	PRON
ajpdis-1597	158	3	research	research	NOUN
ajpdis-1597	158	4	,	,	PUNCT
ajpdis-1597	158	5	mittal	mittal	NOUN
ajpdis-1597	158	6	and	and	CCONJ
ajpdis-1597	158	7	gautam	gautam	PROPN
ajpdis-1597	158	8	use	use	VERB
ajpdis-1597	158	9	logistic	logistic	ADJ
ajpdis-1597	158	10	regression	regression	NOUN
ajpdis-1597	158	11	on	on	ADP
ajpdis-1597	158	12	the	the	DET
ajpdis-1597	158	13	artificial	artificial	ADJ
ajpdis-1597	158	14	intelligence	intelligence	NOUN
ajpdis-1597	158	15	readiness	readiness	NOUN
ajpdis-1597	158	16	index	index	NOUN
ajpdis-1597	158	17	on	on	ADP
ajpdis-1597	158	18	a	a	DET
ajpdis-1597	158	19	sample	sample	NOUN
ajpdis-1597	158	20	of	of	ADP
ajpdis-1597	158	21	100	100	NUM
ajpdis-1597	158	22	countries	country	NOUN
ajpdis-1597	158	23	to	to	PART
ajpdis-1597	158	24	explore	explore	VERB
ajpdis-1597	158	25	the	the	DET
ajpdis-1597	158	26	probability	probability	NOUN
ajpdis-1597	158	27	of	of	ADP
ajpdis-1597	158	28	governments	government	NOUN
ajpdis-1597	158	29	adopting	adopt	VERB
ajpdis-1597	158	30	aidistributed	aidistribute	VERB
ajpdis-1597	158	31	instruments	instrument	NOUN
ajpdis-1597	158	32	in	in	ADP
ajpdis-1597	158	33	the	the	DET
ajpdis-1597	158	34	operations	operation	NOUN
ajpdis-1597	158	35	of	of	ADP
ajpdis-1597	158	36	the	the	DET
ajpdis-1597	158	37	public	public	ADJ
ajpdis-1597	158	38	sector	sector	NOUN
ajpdis-1597	158	39	.	.	PUNCT
ajpdis-1597	159	1	their	their	PRON
ajpdis-1597	159	2	empirical	empirical	ADJ
ajpdis-1597	159	3	evidence	evidence	NOUN
ajpdis-1597	159	4	reveals	reveal	VERB
ajpdis-1597	159	5	that	that	SCONJ
ajpdis-1597	159	6	the	the	DET
ajpdis-1597	159	7	countries	country	NOUN
ajpdis-1597	159	8	that	that	PRON
ajpdis-1597	159	9	have	have	VERB
ajpdis-1597	159	10	a	a	DET
ajpdis-1597	159	11	high	high	ADJ
ajpdis-1597	159	12	level	level	NOUN
ajpdis-1597	159	13	of	of	ADP
ajpdis-1597	159	14	data	datum	NOUN
ajpdis-1597	159	15	management	management	NOUN
ajpdis-1597	159	16	,	,	PUNCT
ajpdis-1597	159	17	digital	digital	ADJ
ajpdis-1597	159	18	infrastructure	infrastructure	NOUN
ajpdis-1597	159	19	,	,	PUNCT
ajpdis-1597	159	20	technological	technological	ADJ
ajpdis-1597	159	21	skills	skill	NOUN
ajpdis-1597	159	22	,	,	PUNCT
ajpdis-1597	159	23	and	and	CCONJ
ajpdis-1597	159	24	innovation	innovation	NOUN
ajpdis-1597	159	25	capacity	capacity	NOUN
ajpdis-1597	159	26	are	be	AUX
ajpdis-1597	159	27	much	much	ADV
ajpdis-1597	159	28	more	more	ADV
ajpdis-1597	159	29	likely	likely	ADJ
ajpdis-1597	159	30	to	to	PART
ajpdis-1597	159	31	introduce	introduce	VERB
ajpdis-1597	159	32	the	the	DET
ajpdis-1597	159	33	ai	ai	ADJ
ajpdis-1597	159	34	-	-	PUNCT
ajpdis-1597	159	35	enabled	enable	VERB
ajpdis-1597	159	36	models	model	NOUN
ajpdis-1597	159	37	of	of	ADP
ajpdis-1597	159	38	providing	provide	VERB
ajpdis-1597	159	39	the	the	DET
ajpdis-1597	159	40	services	service	NOUN
ajpdis-1597	159	41	to	to	ADP
ajpdis-1597	159	42	the	the	DET
ajpdis-1597	159	43	population	population	NOUN
ajpdis-1597	159	44	.	.	PUNCT
ajpdis-1597	160	1	as	as	SCONJ
ajpdis-1597	160	2	they	they	PRON
ajpdis-1597	160	3	put	put	VERB
ajpdis-1597	160	4	it	it	PRON
ajpdis-1597	160	5	,	,	PUNCT
ajpdis-1597	160	6	the	the	DET
ajpdis-1597	160	7	maturity	maturity	NOUN
ajpdis-1597	160	8	of	of	ADP
ajpdis-1597	160	9	the	the	DET
ajpdis-1597	160	10	digital	digital	ADJ
ajpdis-1597	160	11	governance	governance	NOUN
ajpdis-1597	160	12	capability	capability	NOUN
ajpdis-1597	160	13	of	of	ADP
ajpdis-1597	160	14	the	the	DET
ajpdis-1597	160	15	nation	nation	NOUN
ajpdis-1597	160	16	-	-	PUNCT
ajpdis-1597	160	17	level	level	NOUN
ajpdis-1597	160	18	data	datum	NOUN
ajpdis-1597	160	19	and	and	CCONJ
ajpdis-1597	160	20	the	the	DET
ajpdis-1597	160	21	increase	increase	NOUN
ajpdis-1597	160	22	in	in	ADP
ajpdis-1597	160	23	the	the	DET
ajpdis-1597	160	24	odds	odd	NOUN
ajpdis-1597	160	25	of	of	ADP
ajpdis-1597	160	26	the	the	DET
ajpdis-1597	160	27	adoption	adoption	NOUN
ajpdis-1597	160	28	of	of	ADP
ajpdis-1597	160	29	ai	ai	ADJ
ajpdis-1597	160	30	-	-	PUNCT
ajpdis-1597	160	31	powered	powered	ADJ
ajpdis-1597	160	32	public	public	ADJ
ajpdis-1597	160	33	services	service	NOUN
ajpdis-1597	160	34	increase	increase	VERB
ajpdis-1597	160	35	significantly	significantly	ADV
ajpdis-1597	160	36	.	.	PUNCT
ajpdis-1597	161	1	mittal	mittal	PROPN
ajpdis-1597	161	2	and	and	CCONJ
ajpdis-1597	161	3	gautam	gautam	PROPN
ajpdis-1597	161	4	also	also	ADV
ajpdis-1597	161	5	point	point	VERB
ajpdis-1597	161	6	out	out	ADP
ajpdis-1597	161	7	that	that	SCONJ
ajpdis-1597	161	8	predictive	predictive	ADJ
ajpdis-1597	161	9	analytics	analytic	NOUN
ajpdis-1597	161	10	have	have	VERB
ajpdis-1597	161	11	a	a	DET
ajpdis-1597	161	12	structural	structural	ADJ
ajpdis-1597	161	13	part	part	NOUN
ajpdis-1597	161	14	in	in	ADP
ajpdis-1597	161	15	facilitating	facilitate	VERB
ajpdis-1597	161	16	proactive	proactive	ADJ
ajpdis-1597	161	17	decision	decision	NOUN
ajpdis-1597	161	18	-	-	PUNCT
ajpdis-1597	161	19	making	making	NOUN
ajpdis-1597	161	20	in	in	ADP
ajpdis-1597	161	21	government	government	NOUN
ajpdis-1597	161	22	,	,	PUNCT
ajpdis-1597	161	23	optimization	optimization	NOUN
ajpdis-1597	161	24	of	of	ADP
ajpdis-1597	161	25	resources	resource	NOUN
ajpdis-1597	161	26	and	and	CCONJ
ajpdis-1597	161	27	efficient	efficient	ADJ
ajpdis-1597	161	28	service	service	NOUN
ajpdis-1597	161	29	delivery	delivery	NOUN
ajpdis-1597	162	1	[	[	X
ajpdis-1597	162	2	1	1	NUM
ajpdis-1597	162	3	]	]	PUNCT
ajpdis-1597	162	4	.	.	PUNCT
ajpdis-1597	163	1	they	they	PRON
ajpdis-1597	163	2	,	,	PUNCT
ajpdis-1597	163	3	however	however	ADV
ajpdis-1597	163	4	,	,	PUNCT
ajpdis-1597	163	5	highlight	highlight	VERB
ajpdis-1597	163	6	that	that	SCONJ
ajpdis-1597	163	7	technological	technological	ADJ
ajpdis-1597	163	8	infrastructure	infrastructure	NOUN
ajpdis-1597	163	9	is	be	AUX
ajpdis-1597	163	10	not	not	PART
ajpdis-1597	163	11	a	a	DET
ajpdis-1597	163	12	sufficient	sufficient	ADJ
ajpdis-1597	163	13	condition	condition	NOUN
ajpdis-1597	163	14	as	as	SCONJ
ajpdis-1597	163	15	the	the	DET
ajpdis-1597	163	16	effective	effective	ADJ
ajpdis-1597	163	17	implementation	implementation	NOUN
ajpdis-1597	163	18	of	of	ADP
ajpdis-1597	163	19	ai	ai	NOUN
ajpdis-1597	163	20	is	be	AUX
ajpdis-1597	163	21	conditioned	condition	VERB
ajpdis-1597	163	22	by	by	ADP
ajpdis-1597	163	23	the	the	DET
ajpdis-1597	163	24	correspondence	correspondence	NOUN
ajpdis-1597	163	25	of	of	ADP
ajpdis-1597	163	26	the	the	DET
ajpdis-1597	163	27	data	data	NOUN
ajpdis-1597	163	28	preparation	preparation	NOUN
ajpdis-1597	163	29	with	with	ADP
ajpdis-1597	163	30	organizational	organizational	ADJ
ajpdis-1597	163	31	competence	competence	NOUN
ajpdis-1597	163	32	and	and	CCONJ
ajpdis-1597	163	33	institutional	institutional	ADJ
ajpdis-1597	163	34	readiness	readiness	NOUN
ajpdis-1597	163	35	to	to	ADP
ajpdis-1597	163	36	innovations	innovation	NOUN
ajpdis-1597	163	37	.	.	PUNCT
ajpdis-1597	164	1	the	the	DET
ajpdis-1597	164	2	work	work	NOUN
ajpdis-1597	164	3	is	be	AUX
ajpdis-1597	164	4	very	very	ADV
ajpdis-1597	164	5	relevant	relevant	ADJ
ajpdis-1597	164	6	to	to	ADP
ajpdis-1597	164	7	the	the	DET
ajpdis-1597	164	8	current	current	ADJ
ajpdis-1597	164	9	study	study	NOUN
ajpdis-1597	164	10	as	as	SCONJ
ajpdis-1597	164	11	it	it	PRON
ajpdis-1597	164	12	presents	present	VERB
ajpdis-1597	164	13	evidence	evidence	NOUN
ajpdis-1597	164	14	of	of	ADP
ajpdis-1597	164	15	the	the	DET
ajpdis-1597	164	16	practical	practical	ADJ
ajpdis-1597	164	17	significance	significance	NOUN
ajpdis-1597	164	18	of	of	ADP
ajpdis-1597	164	19	predictive	predictive	ADJ
ajpdis-1597	164	20	modelling	modelling	NOUN
ajpdis-1597	164	21	and	and	CCONJ
ajpdis-1597	164	22	logistical	logistical	ADJ
ajpdis-1597	164	23	regression	regression	NOUN
ajpdis-1597	164	24	in	in	ADP
ajpdis-1597	164	25	the	the	DET
ajpdis-1597	164	26	evaluation	evaluation	NOUN
ajpdis-1597	164	27	and	and	CCONJ
ajpdis-1597	164	28	enhancement	enhancement	NOUN
ajpdis-1597	164	29	of	of	ADP
ajpdis-1597	164	30	the	the	DET
ajpdis-1597	164	31	performance	performance	NOUN
ajpdis-1597	164	32	of	of	ADP
ajpdis-1597	164	33	government	government	NOUN
ajpdis-1597	164	34	operation	operation	NOUN
ajpdis-1597	164	35	in	in	ADP
ajpdis-1597	164	36	terms	term	NOUN
ajpdis-1597	164	37	of	of	ADP
ajpdis-1597	164	38	operation	operation	NOUN
ajpdis-1597	164	39	.	.	PUNCT
ajpdis-1597	165	1	the	the	DET
ajpdis-1597	165	2	article	article	NOUN
ajpdis-1597	165	3	“	"	PUNCT
ajpdis-1597	165	4	data	datum	NOUN
ajpdis-1597	165	5	analytics	analytic	NOUN
ajpdis-1597	165	6	in	in	ADP
ajpdis-1597	165	7	public	public	ADJ
ajpdis-1597	165	8	health	health	NOUN
ajpdis-1597	165	9	,	,	PUNCT
ajpdis-1597	165	10	a	a	DET
ajpdis-1597	165	11	usa	usa	PROPN
ajpdis-1597	165	12	perspective	perspective	NOUN
ajpdis-1597	165	13	:	:	PUNCT
ajpdis-1597	165	14	a	a	DET
ajpdis-1597	165	15	review	review	NOUN
ajpdis-1597	165	16	”	"	PUNCT
ajpdis-1597	165	17	by	by	ADP
ajpdis-1597	165	18	babarinde	babarinde	ADJ
ajpdis-1597	165	19	a.	a.	NOUN
ajpdis-1597	165	20	o.	o.	PROPN
ajpdis-1597	165	21	,	,	PUNCT
ajpdis-1597	165	22	ayo	ayo	PROPN
ajpdis-1597	165	23	-	-	PUNCT
ajpdis-1597	165	24	farai	farai	NUM
ajpdis-1597	165	25	o.	o.	NOUN
ajpdis-1597	165	26	,	,	PUNCT
ajpdis-1597	165	27	maduka	maduka	PROPN
ajpdis-1597	165	28	c.	c.	PROPN
ajpdis-1597	165	29	p.	p.	PROPN
ajpdis-1597	165	30	,	,	PUNCT
ajpdis-1597	165	31	okongwu	okongwu	ADV
ajpdis-1597	165	32	c.	c.	PROPN
ajpdis-1597	165	33	c.	c.	PROPN
ajpdis-1597	165	34	,	,	PUNCT
ajpdis-1597	165	35	and	and	CCONJ
ajpdis-1597	165	36	sodamade	sodamade	NOUN
ajpdis-1597	165	37	o.	o.	PROPN
ajpdis-1597	165	38	presents	present	VERB
ajpdis-1597	165	39	a	a	DET
ajpdis-1597	165	40	comprehensive	comprehensive	ADJ
ajpdis-1597	165	41	exploration	exploration	NOUN
ajpdis-1597	165	42	of	of	ADP
ajpdis-1597	165	43	how	how	SCONJ
ajpdis-1597	165	44	data	datum	NOUN
ajpdis-1597	165	45	analytics	analytic	NOUN
ajpdis-1597	165	46	is	be	AUX
ajpdis-1597	165	47	transforming	transform	VERB
ajpdis-1597	165	48	public	public	ADJ
ajpdis-1597	165	49	health	health	NOUN
ajpdis-1597	165	50	operations	operation	NOUN
ajpdis-1597	165	51	across	across	ADP
ajpdis-1597	165	52	the	the	DET
ajpdis-1597	165	53	united	united	ADJ
ajpdis-1597	165	54	177	177	NUM
ajpdis-1597	165	55	journal	journal	NOUN
ajpdis-1597	165	56	of	of	ADP
ajpdis-1597	165	57	public	public	ADJ
ajpdis-1597	165	58	diplomacy	diplomacy	NOUN
ajpdis-1597	165	59	and	and	CCONJ
ajpdis-1597	165	60	international	international	ADJ
ajpdis-1597	165	61	studies	study	NOUN
ajpdis-1597	165	62	www	www	PROPN
ajpdis-1597	165	63	.	.	PUNCT
ajpdis-1597	166	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	166	2	states	state	NOUN
ajpdis-1597	166	3	.	.	PUNCT
ajpdis-1597	167	1	the	the	DET
ajpdis-1597	167	2	authors	author	NOUN
ajpdis-1597	167	3	discuss	discuss	VERB
ajpdis-1597	167	4	the	the	DET
ajpdis-1597	167	5	use	use	NOUN
ajpdis-1597	167	6	of	of	ADP
ajpdis-1597	167	7	statistical	statistical	ADJ
ajpdis-1597	167	8	methods	method	NOUN
ajpdis-1597	167	9	,	,	PUNCT
ajpdis-1597	167	10	computing	compute	VERB
ajpdis-1597	167	11	algorithms	algorithm	NOUN
ajpdis-1597	167	12	,	,	PUNCT
ajpdis-1597	167	13	and	and	CCONJ
ajpdis-1597	167	14	other	other	ADJ
ajpdis-1597	167	15	sophisticated	sophisticated	ADJ
ajpdis-1597	167	16	analytical	analytical	ADJ
ajpdis-1597	167	17	tools	tool	NOUN
ajpdis-1597	167	18	to	to	PART
ajpdis-1597	167	19	reveal	reveal	VERB
ajpdis-1597	167	20	the	the	DET
ajpdis-1597	167	21	latent	latent	NOUN
ajpdis-1597	167	22	patterns	pattern	NOUN
ajpdis-1597	167	23	,	,	PUNCT
ajpdis-1597	167	24	forecast	forecast	VERB
ajpdis-1597	167	25	the	the	DET
ajpdis-1597	167	26	new	new	ADJ
ajpdis-1597	167	27	trends	trend	NOUN
ajpdis-1597	167	28	in	in	ADP
ajpdis-1597	167	29	health	health	NOUN
ajpdis-1597	167	30	,	,	PUNCT
ajpdis-1597	167	31	and	and	CCONJ
ajpdis-1597	167	32	facilitate	facilitate	VERB
ajpdis-1597	167	33	the	the	DET
ajpdis-1597	167	34	use	use	NOUN
ajpdis-1597	167	35	of	of	ADP
ajpdis-1597	167	36	data	datum	NOUN
ajpdis-1597	167	37	in	in	ADP
ajpdis-1597	167	38	making	make	VERB
ajpdis-1597	167	39	decisions	decision	NOUN
ajpdis-1597	167	40	[	[	X
ajpdis-1597	167	41	2	2	NUM
ajpdis-1597	167	42	]	]	PUNCT
ajpdis-1597	167	43	.	.	PUNCT
ajpdis-1597	168	1	their	their	PRON
ajpdis-1597	168	2	review	review	NOUN
ajpdis-1597	168	3	points	point	VERB
ajpdis-1597	168	4	at	at	ADP
ajpdis-1597	168	5	the	the	DET
ajpdis-1597	168	6	fact	fact	NOUN
ajpdis-1597	168	7	that	that	SCONJ
ajpdis-1597	168	8	the	the	DET
ajpdis-1597	168	9	implementation	implementation	NOUN
ajpdis-1597	168	10	of	of	ADP
ajpdis-1597	168	11	data	datum	NOUN
ajpdis-1597	168	12	analytics	analytic	NOUN
ajpdis-1597	168	13	improves	improve	VERB
ajpdis-1597	168	14	disease	disease	NOUN
ajpdis-1597	168	15	surveillance	surveillance	NOUN
ajpdis-1597	168	16	systems	system	NOUN
ajpdis-1597	168	17	,	,	PUNCT
ajpdis-1597	168	18	makes	make	VERB
ajpdis-1597	168	19	the	the	DET
ajpdis-1597	168	20	process	process	NOUN
ajpdis-1597	168	21	of	of	ADP
ajpdis-1597	168	22	outbreak	outbreak	NOUN
ajpdis-1597	168	23	identification	identification	NOUN
ajpdis-1597	168	24	more	more	ADV
ajpdis-1597	168	25	effective	effective	ADJ
ajpdis-1597	168	26	,	,	PUNCT
ajpdis-1597	168	27	and	and	CCONJ
ajpdis-1597	168	28	allows	allow	VERB
ajpdis-1597	168	29	health	health	NOUN
ajpdis-1597	168	30	agencies	agency	NOUN
ajpdis-1597	168	31	to	to	PART
ajpdis-1597	168	32	spend	spend	VERB
ajpdis-1597	168	33	resources	resource	NOUN
ajpdis-1597	168	34	more	more	ADV
ajpdis-1597	168	35	effectively	effectively	ADV
ajpdis-1597	168	36	.	.	PUNCT
ajpdis-1597	169	1	in	in	ADP
ajpdis-1597	169	2	their	their	PRON
ajpdis-1597	169	3	results	result	NOUN
ajpdis-1597	169	4	,	,	PUNCT
ajpdis-1597	169	5	insights	insight	NOUN
ajpdis-1597	169	6	based	base	VERB
ajpdis-1597	169	7	on	on	ADP
ajpdis-1597	169	8	analytics	analytic	NOUN
ajpdis-1597	169	9	foster	foster	VERB
ajpdis-1597	169	10	early	early	ADJ
ajpdis-1597	169	11	intervention	intervention	NOUN
ajpdis-1597	169	12	,	,	PUNCT
ajpdis-1597	169	13	enhance	enhance	VERB
ajpdis-1597	169	14	a	a	DET
ajpdis-1597	169	15	targeted	target	VERB
ajpdis-1597	169	16	response	response	NOUN
ajpdis-1597	169	17	,	,	PUNCT
ajpdis-1597	169	18	and	and	CCONJ
ajpdis-1597	169	19	assist	assist	VERB
ajpdis-1597	169	20	in	in	ADP
ajpdis-1597	169	21	the	the	DET
ajpdis-1597	169	22	formulation	formulation	NOUN
ajpdis-1597	169	23	of	of	ADP
ajpdis-1597	169	24	evidence	evidence	NOUN
ajpdis-1597	169	25	-	-	PUNCT
ajpdis-1597	169	26	based	base	VERB
ajpdis-1597	169	27	policies	policy	NOUN
ajpdis-1597	169	28	.	.	PUNCT
ajpdis-1597	170	1	the	the	DET
ajpdis-1597	170	2	need	need	NOUN
ajpdis-1597	170	3	to	to	PART
ajpdis-1597	170	4	unite	unite	VERB
ajpdis-1597	170	5	various	various	ADJ
ajpdis-1597	170	6	datasets	dataset	NOUN
ajpdis-1597	170	7	to	to	PART
ajpdis-1597	170	8	create	create	VERB
ajpdis-1597	170	9	more	more	ADV
ajpdis-1597	170	10	correct	correct	ADJ
ajpdis-1597	170	11	and	and	CCONJ
ajpdis-1597	170	12	practical	practical	ADJ
ajpdis-1597	170	13	insights	insight	NOUN
ajpdis-1597	170	14	is	be	AUX
ajpdis-1597	170	15	also	also	ADV
ajpdis-1597	170	16	highlighted	highlight	VERB
ajpdis-1597	170	17	as	as	ADP
ajpdis-1597	170	18	the	the	DET
ajpdis-1597	170	19	necessity	necessity	NOUN
ajpdis-1597	170	20	of	of	ADP
ajpdis-1597	170	21	the	the	DET
ajpdis-1597	170	22	study	study	NOUN
ajpdis-1597	170	23	that	that	PRON
ajpdis-1597	170	24	includes	include	VERB
ajpdis-1597	170	25	electronic	electronic	ADJ
ajpdis-1597	170	26	health	health	NOUN
ajpdis-1597	170	27	records	record	NOUN
ajpdis-1597	170	28	,	,	PUNCT
ajpdis-1597	170	29	environmental	environmental	ADJ
ajpdis-1597	170	30	indicators	indicator	NOUN
ajpdis-1597	170	31	,	,	PUNCT
ajpdis-1597	170	32	and	and	CCONJ
ajpdis-1597	170	33	demographic	demographic	ADJ
ajpdis-1597	170	34	information	information	NOUN
ajpdis-1597	170	35	.	.	PUNCT
ajpdis-1597	171	1	babarinde	babarinde	ADJ
ajpdis-1597	171	2	and	and	CCONJ
ajpdis-1597	171	3	coauthors	coauthor	NOUN
ajpdis-1597	171	4	also	also	ADV
ajpdis-1597	171	5	suggest	suggest	VERB
ajpdis-1597	171	6	that	that	SCONJ
ajpdis-1597	171	7	data	datum	NOUN
ajpdis-1597	171	8	analytics	analytic	NOUN
ajpdis-1597	171	9	is	be	AUX
ajpdis-1597	171	10	important	important	ADJ
ajpdis-1597	171	11	in	in	ADP
ajpdis-1597	171	12	not	not	PART
ajpdis-1597	171	13	just	just	ADV
ajpdis-1597	171	14	epidemiology	epidemiology	NOUN
ajpdis-1597	171	15	but	but	CCONJ
ajpdis-1597	171	16	also	also	ADV
ajpdis-1597	171	17	lessening	lessen	VERB
ajpdis-1597	171	18	health	health	NOUN
ajpdis-1597	171	19	disparities	disparity	NOUN
ajpdis-1597	171	20	,	,	PUNCT
ajpdis-1597	171	21	streamlining	streamline	VERB
ajpdis-1597	171	22	service	service	NOUN
ajpdis-1597	171	23	delivery	delivery	NOUN
ajpdis-1597	171	24	,	,	PUNCT
ajpdis-1597	171	25	and	and	CCONJ
ajpdis-1597	171	26	enhancing	enhance	VERB
ajpdis-1597	171	27	population	population	NOUN
ajpdis-1597	171	28	-	-	PUNCT
ajpdis-1597	171	29	level	level	NOUN
ajpdis-1597	171	30	health	health	NOUN
ajpdis-1597	171	31	outcomes	outcome	NOUN
ajpdis-1597	171	32	.	.	PUNCT
ajpdis-1597	172	1	this	this	DET
ajpdis-1597	172	2	article	article	NOUN
ajpdis-1597	172	3	is	be	AUX
ajpdis-1597	172	4	pertinent	pertinent	ADJ
ajpdis-1597	172	5	to	to	ADP
ajpdis-1597	172	6	the	the	DET
ajpdis-1597	172	7	current	current	ADJ
ajpdis-1597	172	8	study	study	NOUN
ajpdis-1597	172	9	due	due	ADP
ajpdis-1597	172	10	to	to	ADP
ajpdis-1597	172	11	the	the	DET
ajpdis-1597	172	12	fact	fact	NOUN
ajpdis-1597	172	13	it	it	PRON
ajpdis-1597	172	14	demonstrates	demonstrate	VERB
ajpdis-1597	172	15	how	how	SCONJ
ajpdis-1597	172	16	predictive	predictive	ADJ
ajpdis-1597	172	17	analytics	analytic	NOUN
ajpdis-1597	172	18	can	can	AUX
ajpdis-1597	172	19	enhance	enhance	VERB
ajpdis-1597	172	20	operations	operation	NOUN
ajpdis-1597	172	21	within	within	ADP
ajpdis-1597	172	22	the	the	DET
ajpdis-1597	172	23	public	public	ADJ
ajpdis-1597	172	24	sector	sector	NOUN
ajpdis-1597	172	25	and	and	CCONJ
ajpdis-1597	172	26	provides	provide	VERB
ajpdis-1597	172	27	parallels	parallel	NOUN
ajpdis-1597	172	28	to	to	ADP
ajpdis-1597	172	29	how	how	SCONJ
ajpdis-1597	172	30	similar	similar	ADJ
ajpdis-1597	172	31	analytical	analytical	ADJ
ajpdis-1597	172	32	systems	system	NOUN
ajpdis-1597	172	33	can	can	AUX
ajpdis-1597	172	34	benefit	benefit	VERB
ajpdis-1597	172	35	government	government	NOUN
ajpdis-1597	172	36	service	service	NOUN
ajpdis-1597	172	37	delivery	delivery	NOUN
ajpdis-1597	172	38	by	by	ADP
ajpdis-1597	172	39	enhancing	enhance	VERB
ajpdis-1597	172	40	it	it	PRON
ajpdis-1597	172	41	using	use	VERB
ajpdis-1597	172	42	such	such	DET
ajpdis-1597	172	43	a	a	DET
ajpdis-1597	172	44	system	system	NOUN
ajpdis-1597	172	45	as	as	ADP
ajpdis-1597	172	46	nyc	nyc	PROPN
ajpdis-1597	172	47	311	311	NUM
ajpdis-1597	172	48	.	.	PUNCT
ajpdis-1597	173	1	the	the	DET
ajpdis-1597	173	2	article	article	NOUN
ajpdis-1597	173	3	“	"	PUNCT
ajpdis-1597	173	4	big	big	ADJ
ajpdis-1597	173	5	data	datum	NOUN
ajpdis-1597	173	6	analytics	analytic	NOUN
ajpdis-1597	173	7	in	in	ADP
ajpdis-1597	173	8	healthcare	healthcare	PROPN
ajpdis-1597	173	9	:	:	PUNCT
ajpdis-1597	173	10	a	a	DET
ajpdis-1597	173	11	comparative	comparative	ADJ
ajpdis-1597	173	12	review	review	NOUN
ajpdis-1597	173	13	of	of	ADP
ajpdis-1597	173	14	usa	usa	PROPN
ajpdis-1597	173	15	and	and	CCONJ
ajpdis-1597	173	16	global	global	ADJ
ajpdis-1597	173	17	use	use	NOUN
ajpdis-1597	173	18	cases	case	NOUN
ajpdis-1597	173	19	”	"	PUNCT
ajpdis-1597	173	20	by	by	ADP
ajpdis-1597	173	21	chinekwu	chinekwu	PROPN
ajpdis-1597	173	22	somtochukwu	somtochukwu	PROPN
ajpdis-1597	173	23	odionu	odionu	NOUN
ajpdis-1597	173	24	and	and	CCONJ
ajpdis-1597	173	25	chidera	chidera	PROPN
ajpdis-1597	173	26	victoria	victoria	PROPN
ajpdis-1597	173	27	ibeh	ibeh	PROPN
ajpdis-1597	173	28	provides	provide	VERB
ajpdis-1597	173	29	a	a	DET
ajpdis-1597	173	30	detailed	detailed	ADJ
ajpdis-1597	173	31	comparative	comparative	ADJ
ajpdis-1597	173	32	analysis	analysis	NOUN
ajpdis-1597	173	33	of	of	ADP
ajpdis-1597	173	34	how	how	SCONJ
ajpdis-1597	173	35	big	big	ADJ
ajpdis-1597	173	36	data	data	NOUN
ajpdis-1597	173	37	technologies	technology	NOUN
ajpdis-1597	173	38	are	be	AUX
ajpdis-1597	173	39	transforming	transform	VERB
ajpdis-1597	173	40	healthcare	healthcare	NOUN
ajpdis-1597	173	41	operations	operation	NOUN
ajpdis-1597	173	42	in	in	ADP
ajpdis-1597	173	43	the	the	DET
ajpdis-1597	173	44	united	united	PROPN
ajpdis-1597	173	45	states	states	PROPN
ajpdis-1597	173	46	and	and	CCONJ
ajpdis-1597	173	47	other	other	ADJ
ajpdis-1597	173	48	parts	part	NOUN
ajpdis-1597	173	49	of	of	ADP
ajpdis-1597	173	50	the	the	DET
ajpdis-1597	173	51	world	world	NOUN
ajpdis-1597	173	52	.	.	PUNCT
ajpdis-1597	174	1	odionu	odionu	NOUN
ajpdis-1597	174	2	and	and	CCONJ
ajpdis-1597	174	3	ibeh	ibeh	NOUN
ajpdis-1597	174	4	discuss	discuss	VERB
ajpdis-1597	174	5	the	the	DET
ajpdis-1597	174	6	opportunities	opportunity	NOUN
ajpdis-1597	174	7	of	of	ADP
ajpdis-1597	174	8	the	the	DET
ajpdis-1597	174	9	u.s	u.s	PROPN
ajpdis-1597	174	10	.	.	PROPN
ajpdis-1597	174	11	healthcare	healthcare	PROPN
ajpdis-1597	174	12	industry	industry	NOUN
ajpdis-1597	174	13	to	to	PART
ajpdis-1597	174	14	use	use	VERB
ajpdis-1597	174	15	its	its	PRON
ajpdis-1597	174	16	excellent	excellent	ADJ
ajpdis-1597	174	17	digital	digital	ADJ
ajpdis-1597	174	18	infrastructure	infrastructure	NOUN
ajpdis-1597	174	19	to	to	PART
ajpdis-1597	174	20	incorporate	incorporate	VERB
ajpdis-1597	174	21	electronic	electronic	ADJ
ajpdis-1597	174	22	health	health	NOUN
ajpdis-1597	174	23	records	record	NOUN
ajpdis-1597	174	24	,	,	PUNCT
ajpdis-1597	174	25	administrative	administrative	ADJ
ajpdis-1597	174	26	data	datum	NOUN
ajpdis-1597	174	27	,	,	PUNCT
ajpdis-1597	174	28	and	and	CCONJ
ajpdis-1597	174	29	real	real	ADJ
ajpdis-1597	174	30	-	-	PUNCT
ajpdis-1597	174	31	time	time	NOUN
ajpdis-1597	174	32	patient	patient	ADJ
ajpdis-1597	174	33	data	datum	NOUN
ajpdis-1597	174	34	into	into	ADP
ajpdis-1597	174	35	analytics	analytic	NOUN
ajpdis-1597	174	36	systems	system	NOUN
ajpdis-1597	174	37	that	that	PRON
ajpdis-1597	174	38	can	can	AUX
ajpdis-1597	174	39	be	be	AUX
ajpdis-1597	174	40	used	use	VERB
ajpdis-1597	174	41	to	to	PART
ajpdis-1597	174	42	improve	improve	VERB
ajpdis-1597	174	43	decision	decision	NOUN
ajpdis-1597	174	44	-	-	PUNCT
ajpdis-1597	174	45	making	making	NOUN
ajpdis-1597	174	46	and	and	CCONJ
ajpdis-1597	174	47	operational	operational	ADJ
ajpdis-1597	174	48	performance	performance	NOUN
ajpdis-1597	174	49	.	.	PUNCT
ajpdis-1597	175	1	they	they	PRON
ajpdis-1597	175	2	note	note	VERB
ajpdis-1597	175	3	that	that	SCONJ
ajpdis-1597	175	4	big	big	ADJ
ajpdis-1597	175	5	data	datum	NOUN
ajpdis-1597	175	6	analytics	analytic	NOUN
ajpdis-1597	175	7	is	be	AUX
ajpdis-1597	175	8	the	the	DET
ajpdis-1597	175	9	way	way	NOUN
ajpdis-1597	175	10	forward	forward	ADV
ajpdis-1597	175	11	in	in	ADP
ajpdis-1597	175	12	enhancing	enhance	VERB
ajpdis-1597	175	13	the	the	DET
ajpdis-1597	175	14	outcomes	outcome	NOUN
ajpdis-1597	175	15	of	of	ADP
ajpdis-1597	175	16	patients	patient	NOUN
ajpdis-1597	175	17	by	by	ADP
ajpdis-1597	175	18	enabling	enable	VERB
ajpdis-1597	175	19	the	the	DET
ajpdis-1597	175	20	early	early	ADJ
ajpdis-1597	175	21	identification	identification	NOUN
ajpdis-1597	175	22	of	of	ADP
ajpdis-1597	175	23	diseases	disease	NOUN
ajpdis-1597	175	24	,	,	PUNCT
ajpdis-1597	175	25	a	a	DET
ajpdis-1597	175	26	personalized	personalized	ADJ
ajpdis-1597	175	27	approach	approach	NOUN
ajpdis-1597	175	28	to	to	ADP
ajpdis-1597	175	29	treatment	treatment	NOUN
ajpdis-1597	175	30	,	,	PUNCT
ajpdis-1597	175	31	and	and	CCONJ
ajpdis-1597	175	32	the	the	DET
ajpdis-1597	175	33	optimization	optimization	NOUN
ajpdis-1597	175	34	of	of	ADP
ajpdis-1597	175	35	resource	resource	NOUN
ajpdis-1597	175	36	allocation	allocation	NOUN
ajpdis-1597	175	37	[	[	X
ajpdis-1597	175	38	3	3	NUM
ajpdis-1597	175	39	]	]	PUNCT
ajpdis-1597	175	40	.	.	PUNCT
ajpdis-1597	176	1	another	another	DET
ajpdis-1597	176	2	aspect	aspect	NOUN
ajpdis-1597	176	3	the	the	DET
ajpdis-1597	176	4	authors	author	NOUN
ajpdis-1597	176	5	address	address	VERB
ajpdis-1597	176	6	is	be	AUX
ajpdis-1597	176	7	the	the	DET
ajpdis-1597	176	8	regulatory	regulatory	ADJ
ajpdis-1597	176	9	frameworks	framework	NOUN
ajpdis-1597	176	10	and	and	CCONJ
ajpdis-1597	176	11	privacy	privacy	NOUN
ajpdis-1597	176	12	concerns	concern	NOUN
ajpdis-1597	176	13	that	that	PRON
ajpdis-1597	176	14	inform	inform	VERB
ajpdis-1597	176	15	the	the	DET
ajpdis-1597	176	16	concept	concept	NOUN
ajpdis-1597	176	17	of	of	ADP
ajpdis-1597	176	18	big	big	ADJ
ajpdis-1597	176	19	data	datum	NOUN
ajpdis-1597	176	20	adoption	adoption	NOUN
ajpdis-1597	176	21	in	in	ADP
ajpdis-1597	176	22	the	the	DET
ajpdis-1597	176	23	healthcare	healthcare	NOUN
ajpdis-1597	176	24	setting	setting	NOUN
ajpdis-1597	176	25	of	of	ADP
ajpdis-1597	176	26	the	the	DET
ajpdis-1597	176	27	usa	usa	PROPN
ajpdis-1597	176	28	.	.	PUNCT
ajpdis-1597	177	1	conversely	conversely	ADV
ajpdis-1597	177	2	,	,	PUNCT
ajpdis-1597	177	3	their	their	PRON
ajpdis-1597	177	4	worldwide	worldwide	ADJ
ajpdis-1597	177	5	analysis	analysis	NOUN
ajpdis-1597	177	6	shows	show	VERB
ajpdis-1597	177	7	that	that	SCONJ
ajpdis-1597	177	8	several	several	ADJ
ajpdis-1597	177	9	nations	nation	NOUN
ajpdis-1597	177	10	are	be	AUX
ajpdis-1597	177	11	struggling	struggle	VERB
ajpdis-1597	177	12	with	with	ADP
ajpdis-1597	177	13	numerous	numerous	ADJ
ajpdis-1597	177	14	issues	issue	NOUN
ajpdis-1597	177	15	including	include	VERB
ajpdis-1597	177	16	ineffective	ineffective	ADJ
ajpdis-1597	177	17	infrastructures	infrastructure	NOUN
ajpdis-1597	177	18	,	,	PUNCT
ajpdis-1597	177	19	poor	poor	ADJ
ajpdis-1597	177	20	data	datum	NOUN
ajpdis-1597	177	21	governance	governance	NOUN
ajpdis-1597	177	22	tools	tool	NOUN
ajpdis-1597	177	23	,	,	PUNCT
ajpdis-1597	177	24	and	and	CCONJ
ajpdis-1597	177	25	decreased	decrease	VERB
ajpdis-1597	177	26	digital	digital	ADJ
ajpdis-1597	177	27	maturity	maturity	NOUN
ajpdis-1597	177	28	,	,	PUNCT
ajpdis-1597	177	29	which	which	PRON
ajpdis-1597	177	30	do	do	AUX
ajpdis-1597	177	31	not	not	PART
ajpdis-1597	177	32	support	support	VERB
ajpdis-1597	177	33	the	the	DET
ajpdis-1597	177	34	successful	successful	ADJ
ajpdis-1597	177	35	execution	execution	NOUN
ajpdis-1597	177	36	of	of	ADP
ajpdis-1597	177	37	big	big	ADJ
ajpdis-1597	177	38	data	datum	NOUN
ajpdis-1597	177	39	analytics	analytic	NOUN
ajpdis-1597	177	40	.	.	PUNCT
ajpdis-1597	178	1	the	the	DET
ajpdis-1597	178	2	paper	paper	NOUN
ajpdis-1597	178	3	highlights	highlight	NOUN
ajpdis-1597	178	4	that	that	SCONJ
ajpdis-1597	178	5	in	in	ADP
ajpdis-1597	178	6	spite	spite	NOUN
ajpdis-1597	178	7	of	of	ADP
ajpdis-1597	178	8	such	such	ADJ
ajpdis-1597	178	9	obstacles	obstacle	NOUN
ajpdis-1597	178	10	,	,	PUNCT
ajpdis-1597	178	11	healthcare	healthcare	NOUN
ajpdis-1597	178	12	organizations	organization	NOUN
ajpdis-1597	178	13	all	all	ADV
ajpdis-1597	178	14	over	over	ADP
ajpdis-1597	178	15	the	the	DET
ajpdis-1597	178	16	world	world	NOUN
ajpdis-1597	178	17	are	be	AUX
ajpdis-1597	178	18	recognizing	recognize	VERB
ajpdis-1597	178	19	the	the	DET
ajpdis-1597	178	20	importance	importance	NOUN
ajpdis-1597	178	21	of	of	ADP
ajpdis-1597	178	22	data	data	NOUN
ajpdis-1597	178	23	-	-	PUNCT
ajpdis-1597	178	24	driven	drive	VERB
ajpdis-1597	178	25	insights	insight	NOUN
ajpdis-1597	178	26	when	when	SCONJ
ajpdis-1597	178	27	it	it	PRON
ajpdis-1597	178	28	comes	come	VERB
ajpdis-1597	178	29	to	to	ADP
ajpdis-1597	178	30	the	the	DET
ajpdis-1597	178	31	advancement	advancement	NOUN
ajpdis-1597	178	32	of	of	ADP
ajpdis-1597	178	33	service	service	NOUN
ajpdis-1597	178	34	delivery	delivery	NOUN
ajpdis-1597	178	35	.	.	PUNCT
ajpdis-1597	179	1	the	the	DET
ajpdis-1597	179	2	article	article	NOUN
ajpdis-1597	179	3	is	be	AUX
ajpdis-1597	179	4	applicable	applicable	ADJ
ajpdis-1597	179	5	to	to	ADP
ajpdis-1597	179	6	the	the	DET
ajpdis-1597	179	7	current	current	ADJ
ajpdis-1597	179	8	study	study	NOUN
ajpdis-1597	179	9	as	as	SCONJ
ajpdis-1597	179	10	it	it	PRON
ajpdis-1597	179	11	shows	show	VERB
ajpdis-1597	179	12	how	how	SCONJ
ajpdis-1597	179	13	sophisticated	sophisticated	ADJ
ajpdis-1597	179	14	analytics	analytic	NOUN
ajpdis-1597	179	15	can	can	AUX
ajpdis-1597	179	16	be	be	AUX
ajpdis-1597	179	17	used	use	VERB
ajpdis-1597	179	18	to	to	PART
ajpdis-1597	179	19	reinforce	reinforce	VERB
ajpdis-1597	179	20	operations	operation	NOUN
ajpdis-1597	179	21	of	of	ADP
ajpdis-1597	179	22	the	the	DET
ajpdis-1597	179	23	public	public	ADJ
ajpdis-1597	179	24	sector	sector	NOUN
ajpdis-1597	179	25	,	,	PUNCT
ajpdis-1597	179	26	which	which	PRON
ajpdis-1597	179	27	also	also	ADV
ajpdis-1597	179	28	provides	provide	VERB
ajpdis-1597	179	29	some	some	DET
ajpdis-1597	179	30	parallels	parallel	NOUN
ajpdis-1597	179	31	to	to	ADP
ajpdis-1597	179	32	how	how	SCONJ
ajpdis-1597	179	33	predictive	predictive	ADJ
ajpdis-1597	179	34	analytics	analytic	NOUN
ajpdis-1597	179	35	could	could	AUX
ajpdis-1597	179	36	be	be	AUX
ajpdis-1597	179	37	used	use	VERB
ajpdis-1597	179	38	to	to	PART
ajpdis-1597	179	39	enhance	enhance	VERB
ajpdis-1597	179	40	government	government	NOUN
ajpdis-1597	179	41	services	service	NOUN
ajpdis-1597	179	42	,	,	PUNCT
ajpdis-1597	179	43	namely	namely	ADV
ajpdis-1597	179	44	the	the	DET
ajpdis-1597	179	45	nyc	nyc	PROPN
ajpdis-1597	179	46	311	311	NUM
ajpdis-1597	179	47	system	system	NOUN
ajpdis-1597	179	48	.	.	PUNCT
ajpdis-1597	180	1	the	the	DET
ajpdis-1597	180	2	article	article	NOUN
ajpdis-1597	180	3	“	"	PUNCT
ajpdis-1597	180	4	artificial	artificial	ADJ
ajpdis-1597	180	5	intelligence	intelligence	NOUN
ajpdis-1597	180	6	and	and	CCONJ
ajpdis-1597	180	7	public	public	ADJ
ajpdis-1597	180	8	management	management	NOUN
ajpdis-1597	180	9	and	and	CCONJ
ajpdis-1597	180	10	governance	governance	NOUN
ajpdis-1597	180	11	in	in	ADP
ajpdis-1597	180	12	developed	develop	VERB
ajpdis-1597	180	13	and	and	CCONJ
ajpdis-1597	180	14	developing	develop	VERB
ajpdis-1597	180	15	market	market	NOUN
ajpdis-1597	180	16	economies	economy	NOUN
ajpdis-1597	180	17	”	"	PUNCT
ajpdis-1597	180	18	by	by	ADP
ajpdis-1597	180	19	agba	agba	PROPN
ajpdis-1597	180	20	m.	m.	NOUN
ajpdis-1597	180	21	s.	s.	PROPN
ajpdis-1597	180	22	,	,	PUNCT
ajpdis-1597	180	23	agba	agba	PROPN
ajpdis-1597	180	24	g.	g.	PROPN
ajpdis-1597	180	25	e.	e.	PROPN
ajpdis-1597	180	26	m.	m.	PROPN
ajpdis-1597	180	27	,	,	PUNCT
ajpdis-1597	180	28	and	and	CCONJ
ajpdis-1597	180	29	obeten	obeten	VERB
ajpdis-1597	180	30	a.	a.	PROPN
ajpdis-1597	180	31	w.	w.	PROPN
ajpdis-1597	180	32	provides	provide	VERB
ajpdis-1597	180	33	an	an	DET
ajpdis-1597	180	34	in	in	ADP
ajpdis-1597	180	35	-	-	PUNCT
ajpdis-1597	180	36	depth	depth	NOUN
ajpdis-1597	180	37	examination	examination	NOUN
ajpdis-1597	180	38	of	of	ADP
ajpdis-1597	180	39	how	how	SCONJ
ajpdis-1597	180	40	artificial	artificial	ADJ
ajpdis-1597	180	41	intelligence	intelligence	NOUN
ajpdis-1597	180	42	is	be	AUX
ajpdis-1597	180	43	reshaping	reshape	VERB
ajpdis-1597	180	44	public	public	ADJ
ajpdis-1597	180	45	administration	administration	NOUN
ajpdis-1597	180	46	across	across	ADP
ajpdis-1597	180	47	different	different	ADJ
ajpdis-1597	180	48	economic	economic	ADJ
ajpdis-1597	180	49	contexts	contexts	NOUN
ajpdis-1597	180	50	.	.	PUNCT
ajpdis-1597	181	1	the	the	DET
ajpdis-1597	181	2	authors	author	NOUN
ajpdis-1597	181	3	examine	examine	VERB
ajpdis-1597	181	4	the	the	DET
ajpdis-1597	181	5	trend	trend	NOUN
ajpdis-1597	181	6	in	in	ADP
ajpdis-1597	181	7	the	the	DET
ajpdis-1597	181	8	use	use	NOUN
ajpdis-1597	181	9	of	of	ADP
ajpdis-1597	181	10	ai	ai	PROPN
ajpdis-1597	181	11	technologies	technology	NOUN
ajpdis-1597	181	12	by	by	ADP
ajpdis-1597	181	13	governments	government	NOUN
ajpdis-1597	181	14	to	to	PART
ajpdis-1597	181	15	enhance	enhance	VERB
ajpdis-1597	181	16	efficiency	efficiency	NOUN
ajpdis-1597	181	17	,	,	PUNCT
ajpdis-1597	181	18	transparency	transparency	NOUN
ajpdis-1597	181	19	and	and	CCONJ
ajpdis-1597	181	20	improve	improve	VERB
ajpdis-1597	181	21	accountability	accountability	NOUN
ajpdis-1597	181	22	in	in	ADP
ajpdis-1597	181	23	the	the	DET
ajpdis-1597	181	24	operations	operation	NOUN
ajpdis-1597	181	25	of	of	ADP
ajpdis-1597	181	26	the	the	DET
ajpdis-1597	181	27	public	public	ADJ
ajpdis-1597	181	28	services	service	NOUN
ajpdis-1597	181	29	.	.	PUNCT
ajpdis-1597	182	1	their	their	PRON
ajpdis-1597	182	2	analysis	analysis	NOUN
ajpdis-1597	182	3	points	point	NOUN
ajpdis-1597	182	4	to	to	ADP
ajpdis-1597	182	5	the	the	DET
ajpdis-1597	182	6	fact	fact	NOUN
ajpdis-1597	182	7	that	that	SCONJ
ajpdis-1597	182	8	developed	develop	VERB
ajpdis-1597	182	9	economies	economy	NOUN
ajpdis-1597	182	10	enjoy	enjoy	VERB
ajpdis-1597	182	11	a	a	DET
ajpdis-1597	182	12	robust	robust	ADJ
ajpdis-1597	182	13	digital	digital	ADJ
ajpdis-1597	182	14	framework	framework	NOUN
ajpdis-1597	182	15	and	and	CCONJ
ajpdis-1597	182	16	high	high	ADJ
ajpdis-1597	182	17	-	-	PUNCT
ajpdis-1597	182	18	order	order	NOUN
ajpdis-1597	182	19	data	datum	NOUN
ajpdis-1597	182	20	ecosystem	ecosystem	NOUN
ajpdis-1597	182	21	that	that	PRON
ajpdis-1597	182	22	underpins	underpin	VERB
ajpdis-1597	182	23	ai	ai	ADJ
ajpdis-1597	182	24	-	-	PUNCT
ajpdis-1597	182	25	based	base	VERB
ajpdis-1597	182	26	decision	decision	NOUN
ajpdis-1597	182	27	-	-	PUNCT
ajpdis-1597	182	28	making	making	NOUN
ajpdis-1597	182	29	,	,	PUNCT
ajpdis-1597	182	30	predictive	predictive	ADJ
ajpdis-1597	182	31	modelling	modelling	NOUN
ajpdis-1597	182	32	and	and	CCONJ
ajpdis-1597	182	33	automation	automation	NOUN
ajpdis-1597	182	34	of	of	ADP
ajpdis-1597	182	35	administration	administration	NOUN
ajpdis-1597	182	36	.	.	PUNCT
ajpdis-1597	183	1	by	by	ADP
ajpdis-1597	183	2	contrast	contrast	NOUN
ajpdis-1597	183	3	,	,	PUNCT
ajpdis-1597	183	4	developing	develop	VERB
ajpdis-1597	183	5	economies	economy	NOUN
ajpdis-1597	183	6	are	be	AUX
ajpdis-1597	183	7	increasingly	increasingly	ADV
ajpdis-1597	183	8	interested	interested	ADJ
ajpdis-1597	183	9	in	in	ADP
ajpdis-1597	183	10	the	the	DET
ajpdis-1597	183	11	use	use	NOUN
ajpdis-1597	183	12	of	of	ADP
ajpdis-1597	183	13	ai	ai	NOUN
ajpdis-1597	183	14	but	but	CCONJ
ajpdis-1597	183	15	are	be	AUX
ajpdis-1597	183	16	experiencing	experience	VERB
ajpdis-1597	183	17	chronic	chronic	ADJ
ajpdis-1597	183	18	challenges	challenge	NOUN
ajpdis-1597	183	19	,	,	PUNCT
ajpdis-1597	183	20	such	such	ADJ
ajpdis-1597	183	21	as	as	ADP
ajpdis-1597	183	22	ethical	ethical	ADJ
ajpdis-1597	183	23	issues	issue	NOUN
ajpdis-1597	183	24	,	,	PUNCT
ajpdis-1597	183	25	data	datum	NOUN
ajpdis-1597	183	26	security	security	NOUN
ajpdis-1597	183	27	challenges	challenge	NOUN
ajpdis-1597	183	28	,	,	PUNCT
ajpdis-1597	183	29	lack	lack	NOUN
ajpdis-1597	183	30	of	of	ADP
ajpdis-1597	183	31	technological	technological	ADJ
ajpdis-1597	183	32	capability	capability	NOUN
ajpdis-1597	183	33	and	and	CCONJ
ajpdis-1597	183	34	cost	cost	NOUN
ajpdis-1597	183	35	of	of	ADP
ajpdis-1597	183	36	implementation	implementation	NOUN
ajpdis-1597	183	37	[	[	X
ajpdis-1597	183	38	4	4	NUM
ajpdis-1597	183	39	]	]	PUNCT
ajpdis-1597	183	40	.	.	PUNCT
ajpdis-1597	184	1	the	the	DET
ajpdis-1597	184	2	article	article	NOUN
ajpdis-1597	184	3	points	point	VERB
ajpdis-1597	184	4	out	out	ADP
ajpdis-1597	184	5	that	that	SCONJ
ajpdis-1597	184	6	although	although	SCONJ
ajpdis-1597	184	7	ai	ai	NOUN
ajpdis-1597	184	8	has	have	VERB
ajpdis-1597	184	9	significant	significant	ADJ
ajpdis-1597	184	10	potential	potential	NOUN
ajpdis-1597	184	11	to	to	PART
ajpdis-1597	184	12	streamline	streamline	VERB
ajpdis-1597	184	13	workflows	workflow	NOUN
ajpdis-1597	184	14	in	in	ADP
ajpdis-1597	184	15	the	the	DET
ajpdis-1597	184	16	public	public	ADJ
ajpdis-1597	184	17	sector	sector	NOUN
ajpdis-1597	184	18	,	,	PUNCT
ajpdis-1597	184	19	it	it	PRON
ajpdis-1597	184	20	needs	need	VERB
ajpdis-1597	184	21	well	well	ADV
ajpdis-1597	184	22	-	-	PUNCT
ajpdis-1597	184	23	established	establish	VERB
ajpdis-1597	184	24	governance	governance	NOUN
ajpdis-1597	184	25	policies	policy	NOUN
ajpdis-1597	184	26	to	to	PART
ajpdis-1597	184	27	reduce	reduce	VERB
ajpdis-1597	184	28	its	its	PRON
ajpdis-1597	184	29	risks	risk	NOUN
ajpdis-1597	184	30	,	,	PUNCT
ajpdis-1597	184	31	including	include	VERB
ajpdis-1597	184	32	the	the	DET
ajpdis-1597	184	33	risk	risk	NOUN
ajpdis-1597	184	34	of	of	ADP
ajpdis-1597	184	35	algorithmic	algorithmic	ADJ
ajpdis-1597	184	36	bias	bias	NOUN
ajpdis-1597	184	37	and	and	CCONJ
ajpdis-1597	184	38	the	the	DET
ajpdis-1597	184	39	risk	risk	NOUN
ajpdis-1597	184	40	of	of	ADP
ajpdis-1597	184	41	abuse	abuse	NOUN
ajpdis-1597	184	42	of	of	ADP
ajpdis-1597	184	43	citizen	citizen	PROPN
ajpdis-1597	184	44	data	data	PROPN
ajpdis-1597	184	45	.	.	PUNCT
ajpdis-1597	185	1	agba	agba	PROPN
ajpdis-1597	185	2	and	and	CCONJ
ajpdis-1597	185	3	colleagues	colleague	NOUN
ajpdis-1597	185	4	come	come	VERB
ajpdis-1597	185	5	to	to	ADP
ajpdis-1597	185	6	the	the	DET
ajpdis-1597	185	7	conclusion	conclusion	NOUN
ajpdis-1597	185	8	that	that	SCONJ
ajpdis-1597	185	9	inner	inner	ADJ
ajpdis-1597	185	10	harmony	harmony	NOUN
ajpdis-1597	185	11	between	between	ADP
ajpdis-1597	185	12	technological	technological	ADJ
ajpdis-1597	185	13	innovation	innovation	NOUN
ajpdis-1597	185	14	and	and	CCONJ
ajpdis-1597	185	15	institutional	institutional	ADJ
ajpdis-1597	185	16	preparation	preparation	NOUN
ajpdis-1597	185	17	and	and	CCONJ
ajpdis-1597	185	18	ethical	ethical	ADJ
ajpdis-1597	185	19	protection	protection	NOUN
ajpdis-1597	185	20	is	be	AUX
ajpdis-1597	185	21	the	the	DET
ajpdis-1597	185	22	key	key	NOUN
ajpdis-1597	185	23	to	to	ADP
ajpdis-1597	185	24	the	the	DET
ajpdis-1597	185	25	successful	successful	ADJ
ajpdis-1597	185	26	implementation	implementation	NOUN
ajpdis-1597	185	27	of	of	ADP
ajpdis-1597	185	28	ai	ai	VERB
ajpdis-1597	185	29	in	in	ADP
ajpdis-1597	185	30	the	the	DET
ajpdis-1597	185	31	governance	governance	NOUN
ajpdis-1597	185	32	of	of	ADP
ajpdis-1597	185	33	populations	population	NOUN
ajpdis-1597	185	34	.	.	PUNCT
ajpdis-1597	186	1	this	this	DET
ajpdis-1597	186	2	paper	paper	NOUN
ajpdis-1597	186	3	can	can	AUX
ajpdis-1597	186	4	be	be	AUX
ajpdis-1597	186	5	applied	apply	VERB
ajpdis-1597	186	6	to	to	ADP
ajpdis-1597	186	7	the	the	DET
ajpdis-1597	186	8	current	current	ADJ
ajpdis-1597	186	9	study	study	NOUN
ajpdis-1597	186	10	since	since	SCONJ
ajpdis-1597	186	11	it	it	PRON
ajpdis-1597	186	12	proves	prove	VERB
ajpdis-1597	186	13	how	how	SCONJ
ajpdis-1597	186	14	predictive	predictive	ADJ
ajpdis-1597	186	15	and	and	CCONJ
ajpdis-1597	186	16	intelligent	intelligent	ADJ
ajpdis-1597	186	17	systems	system	NOUN
ajpdis-1597	186	18	can	can	AUX
ajpdis-1597	186	19	radically	radically	ADV
ajpdis-1597	186	20	transform	transform	VERB
ajpdis-1597	186	21	operations	operation	NOUN
ajpdis-1597	186	22	of	of	ADP
ajpdis-1597	186	23	the	the	DET
ajpdis-1597	186	24	public	public	ADJ
ajpdis-1597	186	25	sector	sector	NOUN
ajpdis-1597	186	26	in	in	ADP
ajpdis-1597	186	27	line	line	NOUN
ajpdis-1597	186	28	with	with	ADP
ajpdis-1597	186	29	similar	similar	ADJ
ajpdis-1597	186	30	analytical	analytical	ADJ
ajpdis-1597	186	31	considerations	consideration	NOUN
ajpdis-1597	186	32	applied	apply	VERB
ajpdis-1597	186	33	to	to	ADP
ajpdis-1597	186	34	the	the	DET
ajpdis-1597	186	35	investigation	investigation	NOUN
ajpdis-1597	186	36	of	of	ADP
ajpdis-1597	186	37	government	government	NOUN
ajpdis-1597	186	38	service	service	NOUN
ajpdis-1597	186	39	delivery	delivery	NOUN
ajpdis-1597	186	40	using	use	VERB
ajpdis-1597	186	41	the	the	DET
ajpdis-1597	186	42	nyc	nyc	PROPN
ajpdis-1597	186	43	311	311	NUM
ajpdis-1597	186	44	data	datum	NOUN
ajpdis-1597	186	45	.	.	PUNCT
ajpdis-1597	187	1	178	178	NUM
ajpdis-1597	187	2	journal	journal	NOUN
ajpdis-1597	187	3	of	of	ADP
ajpdis-1597	187	4	public	public	ADJ
ajpdis-1597	187	5	diplomacy	diplomacy	NOUN
ajpdis-1597	187	6	and	and	CCONJ
ajpdis-1597	187	7	international	international	ADJ
ajpdis-1597	187	8	studies	study	NOUN
ajpdis-1597	187	9	www	www	PROPN
ajpdis-1597	187	10	.	.	PUNCT
ajpdis-1597	188	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	188	2	the	the	DET
ajpdis-1597	188	3	article	article	NOUN
ajpdis-1597	188	4	“	"	PUNCT
ajpdis-1597	188	5	the	the	DET
ajpdis-1597	188	6	new	new	ADJ
ajpdis-1597	188	7	public	public	ADJ
ajpdis-1597	188	8	analytics	analytic	NOUN
ajpdis-1597	188	9	as	as	ADP
ajpdis-1597	188	10	an	an	DET
ajpdis-1597	188	11	emerging	emerge	VERB
ajpdis-1597	188	12	paradigm	paradigm	NOUN
ajpdis-1597	188	13	in	in	ADP
ajpdis-1597	188	14	public	public	ADJ
ajpdis-1597	188	15	sector	sector	NOUN
ajpdis-1597	188	16	administration	administration	NOUN
ajpdis-1597	188	17	”	"	PUNCT
ajpdis-1597	188	18	by	by	ADP
ajpdis-1597	188	19	karen	karen	PROPN
ajpdis-1597	188	20	yeung	yeung	PROPN
ajpdis-1597	188	21	offers	offer	VERB
ajpdis-1597	188	22	an	an	DET
ajpdis-1597	188	23	in	in	ADP
ajpdis-1597	188	24	-	-	PUNCT
ajpdis-1597	188	25	depth	depth	NOUN
ajpdis-1597	188	26	examination	examination	NOUN
ajpdis-1597	188	27	of	of	ADP
ajpdis-1597	188	28	the	the	DET
ajpdis-1597	188	29	growing	grow	VERB
ajpdis-1597	188	30	reliance	reliance	NOUN
ajpdis-1597	188	31	on	on	ADP
ajpdis-1597	188	32	data	datum	NOUN
ajpdis-1597	188	33	analytics	analytic	NOUN
ajpdis-1597	188	34	and	and	CCONJ
ajpdis-1597	188	35	algorithmic	algorithmic	ADJ
ajpdis-1597	188	36	systems	system	NOUN
ajpdis-1597	188	37	within	within	ADP
ajpdis-1597	188	38	contemporary	contemporary	ADJ
ajpdis-1597	188	39	public	public	ADJ
ajpdis-1597	188	40	administration	administration	NOUN
ajpdis-1597	188	41	.	.	PUNCT
ajpdis-1597	189	1	to	to	PART
ajpdis-1597	189	2	explain	explain	VERB
ajpdis-1597	189	3	the	the	DET
ajpdis-1597	189	4	process	process	NOUN
ajpdis-1597	189	5	of	of	ADP
ajpdis-1597	189	6	changing	change	VERB
ajpdis-1597	189	7	traditional	traditional	ADJ
ajpdis-1597	189	8	bureaucratic	bureaucratic	ADJ
ajpdis-1597	189	9	decision	decision	NOUN
ajpdis-1597	189	10	-	-	PUNCT
ajpdis-1597	189	11	making	making	NOUN
ajpdis-1597	189	12	to	to	ADP
ajpdis-1597	189	13	the	the	DET
ajpdis-1597	189	14	governance	governance	NOUN
ajpdis-1597	189	15	based	base	VERB
ajpdis-1597	189	16	on	on	ADP
ajpdis-1597	189	17	the	the	DET
ajpdis-1597	189	18	data	datum	NOUN
ajpdis-1597	189	19	,	,	PUNCT
ajpdis-1597	189	20	which	which	PRON
ajpdis-1597	189	21	is	be	AUX
ajpdis-1597	189	22	also	also	ADV
ajpdis-1597	189	23	computationally	computationally	ADV
ajpdis-1597	189	24	supported	support	VERB
ajpdis-1597	189	25	,	,	PUNCT
ajpdis-1597	189	26	yeung	yeung	PROPN
ajpdis-1597	189	27	proposes	propose	VERB
ajpdis-1597	189	28	the	the	DET
ajpdis-1597	189	29	concept	concept	NOUN
ajpdis-1597	189	30	of	of	ADP
ajpdis-1597	189	31	the	the	DET
ajpdis-1597	189	32	new	new	ADJ
ajpdis-1597	189	33	public	public	ADJ
ajpdis-1597	189	34	analytics	analytic	NOUN
ajpdis-1597	189	35	.	.	PUNCT
ajpdis-1597	190	1	in	in	ADP
ajpdis-1597	190	2	her	her	PRON
ajpdis-1597	190	3	analysis	analysis	NOUN
ajpdis-1597	190	4	,	,	PUNCT
ajpdis-1597	190	5	she	she	PRON
ajpdis-1597	190	6	identifies	identify	VERB
ajpdis-1597	190	7	that	that	SCONJ
ajpdis-1597	190	8	more	more	ADJ
ajpdis-1597	190	9	and	and	CCONJ
ajpdis-1597	190	10	more	more	ADJ
ajpdis-1597	190	11	governments	government	NOUN
ajpdis-1597	190	12	are	be	AUX
ajpdis-1597	190	13	using	use	VERB
ajpdis-1597	190	14	predictive	predictive	ADJ
ajpdis-1597	190	15	models	model	NOUN
ajpdis-1597	190	16	,	,	PUNCT
ajpdis-1597	190	17	automated	automate	VERB
ajpdis-1597	190	18	risk	risk	NOUN
ajpdis-1597	190	19	scoring	scoring	NOUN
ajpdis-1597	190	20	systems	system	NOUN
ajpdis-1597	190	21	,	,	PUNCT
ajpdis-1597	190	22	and	and	CCONJ
ajpdis-1597	190	23	real	real	ADJ
ajpdis-1597	190	24	-	-	PUNCT
ajpdis-1597	190	25	time	time	NOUN
ajpdis-1597	190	26	analytics	analytic	NOUN
ajpdis-1597	190	27	dashboards	dashboard	NOUN
ajpdis-1597	190	28	to	to	PART
ajpdis-1597	190	29	enhance	enhance	VERB
ajpdis-1597	190	30	efficiency	efficiency	NOUN
ajpdis-1597	190	31	,	,	PUNCT
ajpdis-1597	190	32	simplify	simplify	ADJ
ajpdis-1597	190	33	operations	operation	NOUN
ajpdis-1597	190	34	,	,	PUNCT
ajpdis-1597	190	35	and	and	CCONJ
ajpdis-1597	190	36	process	process	VERB
ajpdis-1597	190	37	large	large	ADJ
ajpdis-1597	190	38	amounts	amount	NOUN
ajpdis-1597	190	39	of	of	ADP
ajpdis-1597	190	40	administrative	administrative	ADJ
ajpdis-1597	190	41	data	datum	NOUN
ajpdis-1597	190	42	.	.	PUNCT
ajpdis-1597	191	1	yeung	yeung	PROPN
ajpdis-1597	191	2	suggests	suggest	VERB
ajpdis-1597	191	3	that	that	SCONJ
ajpdis-1597	191	4	such	such	ADJ
ajpdis-1597	191	5	data	data	NOUN
ajpdis-1597	191	6	science	science	NOUN
ajpdis-1597	191	7	,	,	PUNCT
ajpdis-1597	191	8	machine	machine	NOUN
ajpdis-1597	191	9	learning	learning	NOUN
ajpdis-1597	191	10	,	,	PUNCT
ajpdis-1597	191	11	and	and	CCONJ
ajpdis-1597	191	12	statistical	statistical	ADJ
ajpdis-1597	191	13	modeling	modeling	NOUN
ajpdis-1597	191	14	-	-	PUNCT
ajpdis-1597	191	15	based	base	VERB
ajpdis-1597	191	16	methods	method	NOUN
ajpdis-1597	191	17	of	of	ADP
ajpdis-1597	191	18	analysis	analysis	NOUN
ajpdis-1597	191	19	can	can	AUX
ajpdis-1597	191	20	yield	yield	VERB
ajpdis-1597	191	21	actionable	actionable	ADJ
ajpdis-1597	191	22	insights	insight	NOUN
ajpdis-1597	191	23	to	to	PART
ajpdis-1597	191	24	improve	improve	VERB
ajpdis-1597	191	25	resource	resource	NOUN
ajpdis-1597	191	26	allocation	allocation	NOUN
ajpdis-1597	191	27	,	,	PUNCT
ajpdis-1597	191	28	service	service	NOUN
ajpdis-1597	191	29	prioritization	prioritization	NOUN
ajpdis-1597	191	30	,	,	PUNCT
ajpdis-1597	191	31	and	and	CCONJ
ajpdis-1597	191	32	responsiveness	responsiveness	NOUN
ajpdis-1597	191	33	in	in	ADP
ajpdis-1597	191	34	operations	operation	NOUN
ajpdis-1597	191	35	in	in	ADP
ajpdis-1597	191	36	the	the	DET
ajpdis-1597	191	37	public	public	ADJ
ajpdis-1597	191	38	sector	sector	NOUN
ajpdis-1597	191	39	.	.	PUNCT
ajpdis-1597	192	1	she	she	PRON
ajpdis-1597	192	2	shows	show	VERB
ajpdis-1597	192	3	that	that	SCONJ
ajpdis-1597	192	4	her	her	PRON
ajpdis-1597	192	5	work	work	NOUN
ajpdis-1597	192	6	has	have	VERB
ajpdis-1597	192	7	severe	severe	ADJ
ajpdis-1597	192	8	weaknesses	weakness	NOUN
ajpdis-1597	192	9	,	,	PUNCT
ajpdis-1597	192	10	which	which	PRON
ajpdis-1597	192	11	consist	consist	VERB
ajpdis-1597	192	12	of	of	ADP
ajpdis-1597	192	13	the	the	PRON
ajpdis-1597	192	14	in	in	ADP
ajpdis-1597	192	15	transparency	transparency	NOUN
ajpdis-1597	192	16	of	of	ADP
ajpdis-1597	192	17	algorithmic	algorithmic	ADJ
ajpdis-1597	192	18	operations	operation	NOUN
ajpdis-1597	192	19	,	,	PUNCT
ajpdis-1597	192	20	the	the	DET
ajpdis-1597	192	21	possibility	possibility	NOUN
ajpdis-1597	192	22	of	of	ADP
ajpdis-1597	192	23	discriminatory	discriminatory	ADJ
ajpdis-1597	192	24	results	result	NOUN
ajpdis-1597	192	25	,	,	PUNCT
ajpdis-1597	192	26	and	and	CCONJ
ajpdis-1597	192	27	the	the	DET
ajpdis-1597	192	28	dampening	dampening	NOUN
ajpdis-1597	192	29	of	of	ADP
ajpdis-1597	192	30	social	social	ADJ
ajpdis-1597	192	31	responsibility	responsibility	NOUN
ajpdis-1597	192	32	in	in	ADP
ajpdis-1597	192	33	the	the	DET
ajpdis-1597	192	34	event	event	NOUN
ajpdis-1597	192	35	that	that	SCONJ
ajpdis-1597	192	36	decisionmaking	decisionmake	VERB
ajpdis-1597	192	37	is	be	AUX
ajpdis-1597	192	38	automated	automate	VERB
ajpdis-1597	192	39	or	or	CCONJ
ajpdis-1597	192	40	semi	semi	ADJ
ajpdis-1597	192	41	-	-	ADJ
ajpdis-1597	192	42	automated	automated	ADJ
ajpdis-1597	192	43	[	[	X
ajpdis-1597	192	44	5	5	NUM
ajpdis-1597	192	45	]	]	PUNCT
ajpdis-1597	192	46	.	.	PUNCT
ajpdis-1597	193	1	according	accord	VERB
ajpdis-1597	193	2	to	to	ADP
ajpdis-1597	193	3	yeung	yeung	PROPN
ajpdis-1597	193	4	,	,	PUNCT
ajpdis-1597	193	5	there	there	PRON
ajpdis-1597	193	6	should	should	AUX
ajpdis-1597	193	7	be	be	AUX
ajpdis-1597	193	8	a	a	DET
ajpdis-1597	193	9	high	high	ADJ
ajpdis-1597	193	10	level	level	NOUN
ajpdis-1597	193	11	of	of	ADP
ajpdis-1597	193	12	legal	legal	ADJ
ajpdis-1597	193	13	,	,	PUNCT
ajpdis-1597	193	14	ethical	ethical	ADJ
ajpdis-1597	193	15	,	,	PUNCT
ajpdis-1597	193	16	and	and	CCONJ
ajpdis-1597	193	17	regulatory	regulatory	ADJ
ajpdis-1597	193	18	protection	protection	NOUN
ajpdis-1597	193	19	that	that	PRON
ajpdis-1597	193	20	will	will	AUX
ajpdis-1597	193	21	make	make	VERB
ajpdis-1597	193	22	sure	sure	ADJ
ajpdis-1597	193	23	that	that	SCONJ
ajpdis-1597	193	24	the	the	DET
ajpdis-1597	193	25	public	public	ADJ
ajpdis-1597	193	26	analytics	analytic	NOUN
ajpdis-1597	193	27	systems	system	NOUN
ajpdis-1597	193	28	are	be	AUX
ajpdis-1597	193	29	transparent	transparent	ADJ
ajpdis-1597	193	30	,	,	PUNCT
ajpdis-1597	193	31	fair	fair	ADJ
ajpdis-1597	193	32	,	,	PUNCT
ajpdis-1597	193	33	and	and	CCONJ
ajpdis-1597	193	34	democratically	democratically	ADV
ajpdis-1597	193	35	controlled	control	VERB
ajpdis-1597	193	36	.	.	PUNCT
ajpdis-1597	194	1	this	this	DET
ajpdis-1597	194	2	article	article	NOUN
ajpdis-1597	194	3	is	be	AUX
ajpdis-1597	194	4	also	also	ADV
ajpdis-1597	194	5	very	very	ADV
ajpdis-1597	194	6	applicable	applicable	ADJ
ajpdis-1597	194	7	in	in	ADP
ajpdis-1597	194	8	the	the	DET
ajpdis-1597	194	9	current	current	ADJ
ajpdis-1597	194	10	research	research	NOUN
ajpdis-1597	194	11	since	since	SCONJ
ajpdis-1597	194	12	it	it	PRON
ajpdis-1597	194	13	presents	present	VERB
ajpdis-1597	194	14	both	both	CCONJ
ajpdis-1597	194	15	empirical	empirical	ADJ
ajpdis-1597	194	16	and	and	CCONJ
ajpdis-1597	194	17	conceptual	conceptual	ADJ
ajpdis-1597	194	18	evidence	evidence	NOUN
ajpdis-1597	194	19	of	of	ADP
ajpdis-1597	194	20	how	how	SCONJ
ajpdis-1597	194	21	predictive	predictive	ADJ
ajpdis-1597	194	22	analytics	analytic	NOUN
ajpdis-1597	194	23	is	be	AUX
ajpdis-1597	194	24	transforming	transform	VERB
ajpdis-1597	194	25	the	the	DET
ajpdis-1597	194	26	operations	operation	NOUN
ajpdis-1597	194	27	of	of	ADP
ajpdis-1597	194	28	the	the	DET
ajpdis-1597	194	29	public	public	ADJ
ajpdis-1597	194	30	-	-	PUNCT
ajpdis-1597	194	31	sector	sector	NOUN
ajpdis-1597	194	32	with	with	ADP
ajpdis-1597	194	33	the	the	DET
ajpdis-1597	194	34	aim	aim	NOUN
ajpdis-1597	194	35	of	of	ADP
ajpdis-1597	194	36	providing	provide	VERB
ajpdis-1597	194	37	greater	great	ADJ
ajpdis-1597	194	38	applicability	applicability	NOUN
ajpdis-1597	194	39	of	of	ADP
ajpdis-1597	194	40	such	such	ADJ
ajpdis-1597	194	41	data	data	NOUN
ajpdis-1597	194	42	-	-	PUNCT
ajpdis-1597	194	43	driven	drive	VERB
ajpdis-1597	194	44	methods	method	NOUN
ajpdis-1597	194	45	to	to	ADP
ajpdis-1597	194	46	the	the	DET
ajpdis-1597	194	47	optimization	optimization	NOUN
ajpdis-1597	194	48	of	of	ADP
ajpdis-1597	194	49	governmental	governmental	ADJ
ajpdis-1597	194	50	service	service	NOUN
ajpdis-1597	194	51	systems	system	NOUN
ajpdis-1597	194	52	like	like	ADP
ajpdis-1597	194	53	that	that	PRON
ajpdis-1597	194	54	of	of	ADP
ajpdis-1597	194	55	nyc	nyc	PROPN
ajpdis-1597	194	56	311	311	NUM
ajpdis-1597	194	57	.	.	PUNCT
ajpdis-1597	194	58	iii	iii	PROPN
ajpdis-1597	194	59	.	.	PROPN
ajpdis-1597	194	60	methodology	methodology	NOUN
ajpdis-1597	194	61	the	the	DET
ajpdis-1597	194	62	methodology	methodology	NOUN
ajpdis-1597	194	63	and	and	CCONJ
ajpdis-1597	194	64	approach	approach	NOUN
ajpdis-1597	194	65	that	that	PRON
ajpdis-1597	194	66	will	will	AUX
ajpdis-1597	194	67	be	be	AUX
ajpdis-1597	194	68	used	use	VERB
ajpdis-1597	194	69	to	to	PART
ajpdis-1597	194	70	explore	explore	VERB
ajpdis-1597	194	71	the	the	DET
ajpdis-1597	194	72	possibilities	possibility	NOUN
ajpdis-1597	194	73	of	of	ADP
ajpdis-1597	194	74	using	use	VERB
ajpdis-1597	194	75	predictive	predictive	ADJ
ajpdis-1597	194	76	analytics	analytic	NOUN
ajpdis-1597	194	77	to	to	PART
ajpdis-1597	194	78	streamline	streamline	VERB
ajpdis-1597	194	79	government	government	NOUN
ajpdis-1597	194	80	processes	process	NOUN
ajpdis-1597	194	81	,	,	PUNCT
ajpdis-1597	194	82	optimize	optimize	VERB
ajpdis-1597	194	83	the	the	DET
ajpdis-1597	194	84	delivery	delivery	NOUN
ajpdis-1597	194	85	of	of	ADP
ajpdis-1597	194	86	government	government	NOUN
ajpdis-1597	194	87	-	-	PUNCT
ajpdis-1597	194	88	related	relate	VERB
ajpdis-1597	194	89	services	service	NOUN
ajpdis-1597	194	90	to	to	ADP
ajpdis-1597	194	91	the	the	DET
ajpdis-1597	194	92	people	people	NOUN
ajpdis-1597	194	93	based	base	VERB
ajpdis-1597	194	94	on	on	ADP
ajpdis-1597	194	95	the	the	DET
ajpdis-1597	194	96	nyc	nyc	PROPN
ajpdis-1597	194	97	311	311	NUM
ajpdis-1597	194	98	customer	customer	NOUN
ajpdis-1597	194	99	service	service	NOUN
ajpdis-1597	194	100	requests	request	NOUN
ajpdis-1597	194	101	dataset	dataset	VERB
ajpdis-1597	194	102	.	.	PUNCT
ajpdis-1597	195	1	the	the	DET
ajpdis-1597	195	2	methodology	methodology	NOUN
ajpdis-1597	195	3	combines	combine	VERB
ajpdis-1597	195	4	quantitative	quantitative	ADJ
ajpdis-1597	195	5	analysis	analysis	NOUN
ajpdis-1597	195	6	,	,	PUNCT
ajpdis-1597	195	7	machine	machine	NOUN
ajpdis-1597	195	8	-	-	PUNCT
ajpdis-1597	195	9	learning	learn	VERB
ajpdis-1597	195	10	modeling	modeling	NOUN
ajpdis-1597	195	11	,	,	PUNCT
ajpdis-1597	195	12	statistical	statistical	ADJ
ajpdis-1597	195	13	testing	testing	NOUN
ajpdis-1597	195	14	and	and	CCONJ
ajpdis-1597	195	15	the	the	DET
ajpdis-1597	195	16	performance	performance	NOUN
ajpdis-1597	195	17	estimation	estimation	NOUN
ajpdis-1597	195	18	based	base	VERB
ajpdis-1597	195	19	on	on	ADP
ajpdis-1597	195	20	the	the	DET
ajpdis-1597	195	21	data	datum	NOUN
ajpdis-1597	195	22	.	.	PUNCT
ajpdis-1597	196	1	it	it	PRON
ajpdis-1597	196	2	explains	explain	VERB
ajpdis-1597	196	3	the	the	DET
ajpdis-1597	196	4	sources	source	NOUN
ajpdis-1597	196	5	of	of	ADP
ajpdis-1597	196	6	data	datum	NOUN
ajpdis-1597	196	7	,	,	PUNCT
ajpdis-1597	196	8	pre	pre	ADJ
ajpdis-1597	196	9	-	-	ADJ
ajpdis-1597	196	10	processing	processing	ADJ
ajpdis-1597	196	11	,	,	PUNCT
ajpdis-1597	196	12	features	feature	VERB
ajpdis-1597	196	13	engineering	engineering	NOUN
ajpdis-1597	196	14	,	,	PUNCT
ajpdis-1597	196	15	and	and	CCONJ
ajpdis-1597	196	16	model	model	NOUN
ajpdis-1597	196	17	choice	choice	NOUN
ajpdis-1597	196	18	,	,	PUNCT
ajpdis-1597	196	19	metrics	metric	NOUN
ajpdis-1597	196	20	used	use	VERB
ajpdis-1597	196	21	to	to	PART
ajpdis-1597	196	22	evaluate	evaluate	VERB
ajpdis-1597	196	23	the	the	DET
ajpdis-1597	196	24	model	model	NOUN
ajpdis-1597	196	25	,	,	PUNCT
ajpdis-1597	196	26	and	and	CCONJ
ajpdis-1597	196	27	ethical	ethical	ADJ
ajpdis-1597	196	28	issues	issue	NOUN
ajpdis-1597	196	29	considered	consider	VERB
ajpdis-1597	196	30	in	in	ADP
ajpdis-1597	196	31	the	the	DET
ajpdis-1597	196	32	study	study	NOUN
ajpdis-1597	196	33	[	[	X
ajpdis-1597	196	34	31	31	NUM
ajpdis-1597	196	35	]	]	PUNCT
ajpdis-1597	196	36	.	.	PUNCT
ajpdis-1597	197	1	the	the	DET
ajpdis-1597	197	2	chapter	chapter	NOUN
ajpdis-1597	197	3	is	be	AUX
ajpdis-1597	197	4	also	also	ADV
ajpdis-1597	197	5	very	very	ADV
ajpdis-1597	197	6	explanative	explanative	ADJ
ajpdis-1597	197	7	on	on	ADP
ajpdis-1597	197	8	how	how	SCONJ
ajpdis-1597	197	9	the	the	DET
ajpdis-1597	197	10	temporal	temporal	ADJ
ajpdis-1597	197	11	,	,	PUNCT
ajpdis-1597	197	12	spatial	spatial	ADJ
ajpdis-1597	197	13	,	,	PUNCT
ajpdis-1597	197	14	and	and	CCONJ
ajpdis-1597	197	15	categorical	categorical	ADJ
ajpdis-1597	197	16	variables	variable	NOUN
ajpdis-1597	197	17	were	be	AUX
ajpdis-1597	197	18	converted	convert	VERB
ajpdis-1597	197	19	to	to	PART
ajpdis-1597	197	20	facilitate	facilitate	VERB
ajpdis-1597	197	21	the	the	DET
ajpdis-1597	197	22	forecasting	forecasting	NOUN
ajpdis-1597	197	23	and	and	CCONJ
ajpdis-1597	197	24	classification	classification	NOUN
ajpdis-1597	197	25	task	task	NOUN
ajpdis-1597	197	26	.	.	PUNCT
ajpdis-1597	198	1	through	through	ADP
ajpdis-1597	198	2	the	the	DET
ajpdis-1597	198	3	use	use	NOUN
ajpdis-1597	198	4	of	of	ADP
ajpdis-1597	198	5	a	a	DET
ajpdis-1597	198	6	systematic	systematic	ADJ
ajpdis-1597	198	7	methodological	methodological	ADJ
ajpdis-1597	198	8	technique	technique	NOUN
ajpdis-1597	198	9	,	,	PUNCT
ajpdis-1597	198	10	the	the	DET
ajpdis-1597	198	11	research	research	NOUN
ajpdis-1597	198	12	is	be	AUX
ajpdis-1597	198	13	accurate	accurate	ADJ
ajpdis-1597	198	14	,	,	PUNCT
ajpdis-1597	198	15	replicable	replicable	ADJ
ajpdis-1597	198	16	and	and	CCONJ
ajpdis-1597	198	17	reliable	reliable	ADJ
ajpdis-1597	198	18	in	in	ADP
ajpdis-1597	198	19	evaluating	evaluate	VERB
ajpdis-1597	198	20	response	response	NOUN
ajpdis-1597	198	21	time	time	NOUN
ajpdis-1597	198	22	patterns	pattern	NOUN
ajpdis-1597	198	23	,	,	PUNCT
ajpdis-1597	198	24	predicting	predict	VERB
ajpdis-1597	198	25	the	the	DET
ajpdis-1597	198	26	service	service	NOUN
ajpdis-1597	198	27	demand	demand	NOUN
ajpdis-1597	198	28	as	as	ADV
ajpdis-1597	198	29	well	well	ADV
ajpdis-1597	198	30	as	as	ADP
ajpdis-1597	198	31	identifying	identify	VERB
ajpdis-1597	198	32	operation	operation	NOUN
ajpdis-1597	198	33	inefficient	inefficient	ADJ
ajpdis-1597	198	34	areas	area	NOUN
ajpdis-1597	198	35	in	in	ADP
ajpdis-1597	198	36	the	the	DET
ajpdis-1597	198	37	systems	system	NOUN
ajpdis-1597	198	38	of	of	ADP
ajpdis-1597	198	39	service	service	NOUN
ajpdis-1597	198	40	delivery	delivery	NOUN
ajpdis-1597	198	41	by	by	ADP
ajpdis-1597	198	42	the	the	DET
ajpdis-1597	198	43	public	public	ADJ
ajpdis-1597	198	44	sector	sector	NOUN
ajpdis-1597	198	45	.	.	PUNCT
ajpdis-1597	199	1	a.	a.	NOUN
ajpdis-1597	199	2	research	research	PROPN
ajpdis-1597	199	3	design	design	VERB
ajpdis-1597	199	4	the	the	DET
ajpdis-1597	199	5	research	research	NOUN
ajpdis-1597	199	6	design	design	NOUN
ajpdis-1597	199	7	adopted	adopt	VERB
ajpdis-1597	199	8	in	in	ADP
ajpdis-1597	199	9	the	the	DET
ajpdis-1597	199	10	study	study	NOUN
ajpdis-1597	199	11	follows	follow	VERB
ajpdis-1597	199	12	the	the	DET
ajpdis-1597	199	13	quantitative	quantitative	ADJ
ajpdis-1597	199	14	research	research	NOUN
ajpdis-1597	199	15	design	design	NOUN
ajpdis-1597	199	16	with	with	ADP
ajpdis-1597	199	17	predictive	predictive	ADJ
ajpdis-1597	199	18	modeling	modeling	NOUN
ajpdis-1597	199	19	and	and	CCONJ
ajpdis-1597	199	20	analysis	analysis	NOUN
ajpdis-1597	199	21	to	to	PART
ajpdis-1597	199	22	analyze	analyze	VERB
ajpdis-1597	199	23	the	the	DET
ajpdis-1597	199	24	efficiency	efficiency	NOUN
ajpdis-1597	199	25	of	of	ADP
ajpdis-1597	199	26	the	the	DET
ajpdis-1597	199	27	operations	operation	NOUN
ajpdis-1597	199	28	of	of	ADP
ajpdis-1597	199	29	the	the	DET
ajpdis-1597	199	30	government	government	NOUN
ajpdis-1597	199	31	in	in	ADP
ajpdis-1597	199	32	the	the	DET
ajpdis-1597	199	33	light	light	NOUN
ajpdis-1597	199	34	of	of	ADP
ajpdis-1597	199	35	nyc	nyc	PROPN
ajpdis-1597	199	36	311	311	NUM
ajpdis-1597	199	37	data	datum	NOUN
ajpdis-1597	199	38	.	.	PUNCT
ajpdis-1597	200	1	this	this	DET
ajpdis-1597	200	2	design	design	NOUN
ajpdis-1597	200	3	suits	suit	VERB
ajpdis-1597	200	4	the	the	DET
ajpdis-1597	200	5	large	large	ADJ
ajpdis-1597	200	6	-	-	PUNCT
ajpdis-1597	200	7	scale	scale	NOUN
ajpdis-1597	200	8	administrative	administrative	ADJ
ajpdis-1597	200	9	data	datum	NOUN
ajpdis-1597	200	10	analysis	analysis	NOUN
ajpdis-1597	200	11	and	and	CCONJ
ajpdis-1597	200	12	the	the	DET
ajpdis-1597	200	13	identification	identification	NOUN
ajpdis-1597	200	14	of	of	ADP
ajpdis-1597	200	15	patterns	pattern	NOUN
ajpdis-1597	200	16	that	that	PRON
ajpdis-1597	200	17	impact	impact	VERB
ajpdis-1597	200	18	the	the	DET
ajpdis-1597	200	19	delivery	delivery	NOUN
ajpdis-1597	200	20	of	of	ADP
ajpdis-1597	200	21	the	the	DET
ajpdis-1597	200	22	populace	populace	NOUN
ajpdis-1597	200	23	service	service	NOUN
ajpdis-1597	200	24	.	.	PUNCT
ajpdis-1597	201	1	the	the	DET
ajpdis-1597	201	2	study	study	NOUN
ajpdis-1597	201	3	is	be	AUX
ajpdis-1597	201	4	an	an	DET
ajpdis-1597	201	5	empirical	empirical	ADJ
ajpdis-1597	201	6	,	,	PUNCT
ajpdis-1597	201	7	data	data	NOUN
ajpdis-1597	201	8	-	-	PUNCT
ajpdis-1597	201	9	driven	drive	VERB
ajpdis-1597	201	10	research	research	NOUN
ajpdis-1597	201	11	whereby	whereby	SCONJ
ajpdis-1597	201	12	variable	variable	ADJ
ajpdis-1597	201	13	relationships	relationship	NOUN
ajpdis-1597	201	14	are	be	AUX
ajpdis-1597	201	15	quantified	quantify	VERB
ajpdis-1597	201	16	,	,	PUNCT
ajpdis-1597	201	17	modelled	model	VERB
ajpdis-1597	201	18	and	and	CCONJ
ajpdis-1597	201	19	tested	test	VERB
ajpdis-1597	201	20	using	use	VERB
ajpdis-1597	201	21	computational	computational	ADJ
ajpdis-1597	201	22	methods	method	NOUN
ajpdis-1597	201	23	[	[	X
ajpdis-1597	201	24	32	32	NUM
ajpdis-1597	201	25	]	]	PUNCT
ajpdis-1597	201	26	.	.	PUNCT
ajpdis-1597	202	1	with	with	ADP
ajpdis-1597	202	2	this	this	DET
ajpdis-1597	202	3	design	design	NOUN
ajpdis-1597	202	4	,	,	PUNCT
ajpdis-1597	202	5	the	the	DET
ajpdis-1597	202	6	historical	historical	ADJ
ajpdis-1597	202	7	records	record	NOUN
ajpdis-1597	202	8	of	of	ADP
ajpdis-1597	202	9	service	service	NOUN
ajpdis-1597	202	10	requests	request	NOUN
ajpdis-1597	202	11	are	be	AUX
ajpdis-1597	202	12	utilized	utilize	VERB
ajpdis-1597	202	13	to	to	PART
ajpdis-1597	202	14	determine	determine	VERB
ajpdis-1597	202	15	the	the	DET
ajpdis-1597	202	16	role	role	NOUN
ajpdis-1597	202	17	played	play	VERB
ajpdis-1597	202	18	by	by	ADP
ajpdis-1597	202	19	the	the	DET
ajpdis-1597	202	20	types	type	NOUN
ajpdis-1597	202	21	of	of	ADP
ajpdis-1597	202	22	complaints	complaint	NOUN
ajpdis-1597	202	23	,	,	PUNCT
ajpdis-1597	202	24	time	time	NOUN
ajpdis-1597	202	25	,	,	PUNCT
ajpdis-1597	202	26	place	place	NOUN
ajpdis-1597	202	27	,	,	PUNCT
ajpdis-1597	202	28	and	and	CCONJ
ajpdis-1597	202	29	agency	agency	NOUN
ajpdis-1597	202	30	placement	placement	NOUN
ajpdis-1597	202	31	in	in	ADP
ajpdis-1597	202	32	driving	drive	VERB
ajpdis-1597	202	33	the	the	DET
ajpdis-1597	202	34	differences	difference	NOUN
ajpdis-1597	202	35	in	in	ADP
ajpdis-1597	202	36	service	service	NOUN
ajpdis-1597	202	37	performance	performance	NOUN
ajpdis-1597	202	38	.	.	PUNCT
ajpdis-1597	203	1	research	research	NOUN
ajpdis-1597	203	2	design	design	NOUN
ajpdis-1597	203	3	involves	involve	VERB
ajpdis-1597	203	4	descriptive	descriptive	ADJ
ajpdis-1597	203	5	analysis	analysis	NOUN
ajpdis-1597	203	6	,	,	PUNCT
ajpdis-1597	203	7	predictive	predictive	ADJ
ajpdis-1597	203	8	forecasting	forecasting	NOUN
ajpdis-1597	203	9	,	,	PUNCT
ajpdis-1597	203	10	classification	classification	NOUN
ajpdis-1597	203	11	modeling	modeling	NOUN
ajpdis-1597	203	12	and	and	CCONJ
ajpdis-1597	203	13	inferential	inferential	ADJ
ajpdis-1597	203	14	statistical	statistical	ADJ
ajpdis-1597	203	15	testing	testing	NOUN
ajpdis-1597	203	16	[	[	X
ajpdis-1597	203	17	33	33	NUM
ajpdis-1597	203	18	]	]	PUNCT
ajpdis-1597	203	19	.	.	PUNCT
ajpdis-1597	204	1	descriptive	descriptive	ADJ
ajpdis-1597	204	2	analysis	analysis	NOUN
ajpdis-1597	204	3	summarizes	summarize	VERB
ajpdis-1597	204	4	the	the	DET
ajpdis-1597	204	5	distributions	distribution	NOUN
ajpdis-1597	204	6	of	of	ADP
ajpdis-1597	204	7	complaints	complaint	NOUN
ajpdis-1597	204	8	,	,	PUNCT
ajpdis-1597	204	9	temporal	temporal	ADJ
ajpdis-1597	204	10	variations	variation	NOUN
ajpdis-1597	204	11	and	and	CCONJ
ajpdis-1597	204	12	geographic	geographic	ADJ
ajpdis-1597	204	13	variations	variation	NOUN
ajpdis-1597	204	14	.	.	PUNCT
ajpdis-1597	205	1	predictive	predictive	ADJ
ajpdis-1597	205	2	models	model	NOUN
ajpdis-1597	205	3	are	be	AUX
ajpdis-1597	205	4	used	use	VERB
ajpdis-1597	205	5	to	to	PART
ajpdis-1597	205	6	predict	predict	VERB
ajpdis-1597	205	7	the	the	DET
ajpdis-1597	205	8	future	future	ADJ
ajpdis-1597	205	9	service	service	NOUN
ajpdis-1597	205	10	requests	request	NOUN
ajpdis-1597	205	11	and	and	CCONJ
ajpdis-1597	205	12	estimate	estimate	VERB
ajpdis-1597	205	13	the	the	DET
ajpdis-1597	205	14	service	service	NOUN
ajpdis-1597	205	15	response	response	NOUN
ajpdis-1597	205	16	time	time	NOUN
ajpdis-1597	205	17	.	.	PUNCT
ajpdis-1597	206	1	classification	classification	NOUN
ajpdis-1597	206	2	models	model	NOUN
ajpdis-1597	206	3	identify	identify	VERB
ajpdis-1597	206	4	the	the	DET
ajpdis-1597	206	5	features	feature	NOUN
ajpdis-1597	206	6	that	that	PRON
ajpdis-1597	206	7	have	have	VERB
ajpdis-1597	206	8	an	an	DET
ajpdis-1597	206	9	impact	impact	NOUN
ajpdis-1597	206	10	on	on	ADP
ajpdis-1597	206	11	delays	delay	NOUN
ajpdis-1597	206	12	or	or	CCONJ
ajpdis-1597	206	13	timely	timely	ADJ
ajpdis-1597	206	14	closures	closure	NOUN
ajpdis-1597	206	15	.	.	PUNCT
ajpdis-1597	207	1	the	the	DET
ajpdis-1597	207	2	difference	difference	NOUN
ajpdis-1597	207	3	between	between	ADP
ajpdis-1597	207	4	the	the	DET
ajpdis-1597	207	5	levels	level	NOUN
ajpdis-1597	207	6	of	of	ADP
ajpdis-1597	207	7	complaints	complaint	NOUN
ajpdis-1597	207	8	of	of	ADP
ajpdis-1597	207	9	varying	vary	VERB
ajpdis-1597	207	10	type	type	NOUN
ajpdis-1597	207	11	or	or	CCONJ
ajpdis-1597	207	12	place	place	NOUN
ajpdis-1597	207	13	is	be	AUX
ajpdis-1597	207	14	verified	verify	VERB
ajpdis-1597	207	15	by	by	ADP
ajpdis-1597	207	16	statistical	statistical	ADJ
ajpdis-1597	207	17	hypothesis	hypothesis	NOUN
ajpdis-1597	207	18	testing	testing	NOUN
ajpdis-1597	207	19	.	.	PUNCT
ajpdis-1597	208	1	this	this	PRON
ajpdis-1597	208	2	is	be	AUX
ajpdis-1597	208	3	a	a	DET
ajpdis-1597	208	4	multidimensional	multidimensional	ADJ
ajpdis-1597	208	5	strategy	strategy	NOUN
ajpdis-1597	208	6	that	that	PRON
ajpdis-1597	208	7	guarantees	guarantee	VERB
ajpdis-1597	208	8	a	a	DET
ajpdis-1597	208	9	very	very	ADV
ajpdis-1597	208	10	elaborate	elaborate	ADJ
ajpdis-1597	208	11	comprehension	comprehension	NOUN
ajpdis-1597	208	12	of	of	ADP
ajpdis-1597	208	13	operation	operation	NOUN
ajpdis-1597	208	14	behavior	behavior	NOUN
ajpdis-1597	208	15	.	.	PUNCT
ajpdis-1597	209	1	systematic	systematic	ADJ
ajpdis-1597	209	2	validation	validation	NOUN
ajpdis-1597	209	3	procedures	procedure	NOUN
ajpdis-1597	209	4	also	also	ADV
ajpdis-1597	209	5	form	form	VERB
ajpdis-1597	209	6	part	part	NOUN
ajpdis-1597	209	7	of	of	ADP
ajpdis-1597	209	8	the	the	DET
ajpdis-1597	209	9	research	research	NOUN
ajpdis-1597	209	10	design	design	NOUN
ajpdis-1597	209	11	in	in	ADP
ajpdis-1597	209	12	order	order	NOUN
ajpdis-1597	209	13	to	to	PART
ajpdis-1597	209	14	give	give	VERB
ajpdis-1597	209	15	strength	strength	NOUN
ajpdis-1597	209	16	.	.	PUNCT
ajpdis-1597	210	1	temporal	temporal	ADJ
ajpdis-1597	210	2	segmentation	segmentation	NOUN
ajpdis-1597	210	3	eliminates	eliminate	VERB
ajpdis-1597	210	4	the	the	DET
ajpdis-1597	210	5	leakage	leakage	NOUN
ajpdis-1597	210	6	of	of	ADP
ajpdis-1597	210	7	data	datum	NOUN
ajpdis-1597	210	8	in	in	ADP
ajpdis-1597	210	9	the	the	DET
ajpdis-1597	210	10	forecasting	forecasting	NOUN
ajpdis-1597	210	11	.	.	PUNCT
ajpdis-1597	211	1	the	the	DET
ajpdis-1597	211	2	consistency	consistency	NOUN
ajpdis-1597	211	3	of	of	ADP
ajpdis-1597	211	4	the	the	DET
ajpdis-1597	211	5	models	model	NOUN
ajpdis-1597	211	6	is	be	AUX
ajpdis-1597	211	7	tested	test	VERB
ajpdis-1597	211	8	by	by	ADP
ajpdis-1597	211	9	cross	cross	NOUN
ajpdis-1597	211	10	-	-	ADJ
ajpdis-1597	211	11	validation	validation	ADJ
ajpdis-1597	211	12	[	[	X
ajpdis-1597	211	13	34	34	NUM
ajpdis-1597	211	14	]	]	PUNCT
ajpdis-1597	211	15	.	.	PUNCT
ajpdis-1597	212	1	to	to	PART
ajpdis-1597	212	2	measure	measure	VERB
ajpdis-1597	212	3	performance	performance	NOUN
ajpdis-1597	212	4	,	,	PUNCT
ajpdis-1597	212	5	the	the	DET
ajpdis-1597	212	6	objective	objective	ADJ
ajpdis-1597	212	7	metrics	metric	NOUN
ajpdis-1597	212	8	such	such	ADJ
ajpdis-1597	212	9	as	as	ADP
ajpdis-1597	212	10	accuracy	accuracy	NOUN
ajpdis-1597	212	11	,	,	PUNCT
ajpdis-1597	212	12	auc	auc	NOUN
ajpdis-1597	212	13	,	,	PUNCT
ajpdis-1597	212	14	mean	mean	VERB
ajpdis-1597	212	15	absolute	absolute	ADJ
ajpdis-1597	212	16	error	error	NOUN
ajpdis-1597	212	17	,	,	PUNCT
ajpdis-1597	212	18	and	and	CCONJ
ajpdis-1597	212	19	response	response	NOUN
ajpdis-1597	212	20	-	-	PUNCT
ajpdis-1597	212	21	time	time	NOUN
ajpdis-1597	212	22	variance	variance	NOUN
ajpdis-1597	212	23	are	be	AUX
ajpdis-1597	212	24	used	use	VERB
ajpdis-1597	212	25	.	.	PUNCT
ajpdis-1597	213	1	the	the	DET
ajpdis-1597	213	2	use	use	NOUN
ajpdis-1597	213	3	of	of	ADP
ajpdis-1597	213	4	the	the	DET
ajpdis-1597	213	5	administrative	administrative	ADJ
ajpdis-1597	213	6	179	179	NUM
ajpdis-1597	213	7	journal	journal	NOUN
ajpdis-1597	213	8	of	of	ADP
ajpdis-1597	213	9	public	public	ADJ
ajpdis-1597	213	10	diplomacy	diplomacy	NOUN
ajpdis-1597	213	11	and	and	CCONJ
ajpdis-1597	213	12	international	international	ADJ
ajpdis-1597	213	13	studies	study	NOUN
ajpdis-1597	213	14	www	www	PROPN
ajpdis-1597	213	15	.	.	PUNCT
ajpdis-1597	214	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	214	2	data	datum	NOUN
ajpdis-1597	214	3	available	available	ADJ
ajpdis-1597	214	4	in	in	ADP
ajpdis-1597	214	5	the	the	DET
ajpdis-1597	214	6	public	public	NOUN
ajpdis-1597	214	7	follows	follow	VERB
ajpdis-1597	214	8	ethical	ethical	ADJ
ajpdis-1597	214	9	and	and	CCONJ
ajpdis-1597	214	10	privacy	privacy	NOUN
ajpdis-1597	214	11	considerations	consideration	NOUN
ajpdis-1597	214	12	in	in	ADP
ajpdis-1597	214	13	order	order	NOUN
ajpdis-1597	214	14	to	to	PART
ajpdis-1597	214	15	preserve	preserve	VERB
ajpdis-1597	214	16	integrity	integrity	NOUN
ajpdis-1597	214	17	.	.	PUNCT
ajpdis-1597	215	1	this	this	DET
ajpdis-1597	215	2	research	research	NOUN
ajpdis-1597	215	3	design	design	NOUN
ajpdis-1597	215	4	offers	offer	VERB
ajpdis-1597	215	5	a	a	DET
ajpdis-1597	215	6	systematic	systematic	ADJ
ajpdis-1597	215	7	analytical	analytical	ADJ
ajpdis-1597	215	8	framework	framework	NOUN
ajpdis-1597	215	9	that	that	PRON
ajpdis-1597	215	10	can	can	AUX
ajpdis-1597	215	11	produce	produce	VERB
ajpdis-1597	215	12	actionable	actionable	ADJ
ajpdis-1597	215	13	information	information	NOUN
ajpdis-1597	215	14	about	about	ADP
ajpdis-1597	215	15	the	the	DET
ajpdis-1597	215	16	performance	performance	NOUN
ajpdis-1597	215	17	of	of	ADP
ajpdis-1597	215	18	the	the	DET
ajpdis-1597	215	19	public	public	ADJ
ajpdis-1597	215	20	service	service	NOUN
ajpdis-1597	215	21	delivery	delivery	NOUN
ajpdis-1597	215	22	,	,	PUNCT
ajpdis-1597	215	23	so	so	SCONJ
ajpdis-1597	215	24	that	that	SCONJ
ajpdis-1597	215	25	governments	government	NOUN
ajpdis-1597	215	26	may	may	AUX
ajpdis-1597	215	27	assess	assess	VERB
ajpdis-1597	215	28	the	the	DET
ajpdis-1597	215	29	inefficiencies	inefficiency	NOUN
ajpdis-1597	215	30	,	,	PUNCT
ajpdis-1597	215	31	predict	predict	VERB
ajpdis-1597	215	32	the	the	DET
ajpdis-1597	215	33	service	service	NOUN
ajpdis-1597	215	34	trends	trend	NOUN
ajpdis-1597	215	35	,	,	PUNCT
ajpdis-1597	215	36	and	and	CCONJ
ajpdis-1597	215	37	assist	assist	VERB
ajpdis-1597	215	38	with	with	ADP
ajpdis-1597	215	39	the	the	DET
ajpdis-1597	215	40	data	data	NOUN
ajpdis-1597	215	41	-	-	PUNCT
ajpdis-1597	215	42	driven	drive	VERB
ajpdis-1597	215	43	operational	operational	ADJ
ajpdis-1597	215	44	planning	planning	NOUN
ajpdis-1597	215	45	.	.	PUNCT
ajpdis-1597	216	1	b.	b.	PROPN
ajpdis-1597	216	2	data	data	PROPN
ajpdis-1597	216	3	source	source	NOUN
ajpdis-1597	216	4	and	and	CCONJ
ajpdis-1597	216	5	description	description	NOUN
ajpdis-1597	216	6	the	the	DET
ajpdis-1597	216	7	dataset	dataset	NOUN
ajpdis-1597	216	8	of	of	ADP
ajpdis-1597	216	9	this	this	DET
ajpdis-1597	216	10	study	study	NOUN
ajpdis-1597	216	11	is	be	AUX
ajpdis-1597	216	12	the	the	DET
ajpdis-1597	216	13	nyc	nyc	PROPN
ajpdis-1597	216	14	311	311	NUM
ajpdis-1597	216	15	customer	customer	NOUN
ajpdis-1597	216	16	service	service	NOUN
ajpdis-1597	216	17	requests	request	NOUN
ajpdis-1597	216	18	dataset	dataset	VERB
ajpdis-1597	216	19	,	,	PUNCT
ajpdis-1597	216	20	which	which	PRON
ajpdis-1597	216	21	was	be	AUX
ajpdis-1597	216	22	sourced	source	VERB
ajpdis-1597	216	23	out	out	ADP
ajpdis-1597	216	24	of	of	ADP
ajpdis-1597	216	25	a	a	DET
ajpdis-1597	216	26	public	public	ADJ
ajpdis-1597	216	27	repository	repository	NOUN
ajpdis-1597	216	28	and	and	CCONJ
ajpdis-1597	216	29	is	be	AUX
ajpdis-1597	216	30	commonly	commonly	ADV
ajpdis-1597	216	31	known	know	VERB
ajpdis-1597	216	32	as	as	ADP
ajpdis-1597	216	33	a	a	DET
ajpdis-1597	216	34	holistic	holistic	ADJ
ajpdis-1597	216	35	repository	repository	NOUN
ajpdis-1597	216	36	of	of	ADP
ajpdis-1597	216	37	the	the	DET
ajpdis-1597	216	38	interactions	interaction	NOUN
ajpdis-1597	216	39	of	of	ADP
ajpdis-1597	216	40	non	non	ADJ
ajpdis-1597	216	41	-	-	ADJ
ajpdis-1597	216	42	emergency	emergency	ADJ
ajpdis-1597	216	43	services	service	NOUN
ajpdis-1597	216	44	[	[	X
ajpdis-1597	216	45	35	35	NUM
ajpdis-1597	216	46	]	]	PUNCT
ajpdis-1597	216	47	.	.	PUNCT
ajpdis-1597	217	1	the	the	DET
ajpdis-1597	217	2	data	datum	NOUN
ajpdis-1597	217	3	set	set	VERB
ajpdis-1597	217	4	includes	include	VERB
ajpdis-1597	217	5	millions	million	NOUN
ajpdis-1597	217	6	of	of	ADP
ajpdis-1597	217	7	service	service	NOUN
ajpdis-1597	217	8	request	request	NOUN
ajpdis-1597	217	9	logs	log	NOUN
ajpdis-1597	217	10	filed	file	VERB
ajpdis-1597	217	11	by	by	ADP
ajpdis-1597	217	12	the	the	DET
ajpdis-1597	217	13	residents	resident	NOUN
ajpdis-1597	217	14	and	and	CCONJ
ajpdis-1597	217	15	with	with	ADP
ajpdis-1597	217	16	a	a	DET
ajpdis-1597	217	17	wide	wide	ADJ
ajpdis-1597	217	18	variety	variety	NOUN
ajpdis-1597	217	19	of	of	ADP
ajpdis-1597	217	20	types	type	NOUN
ajpdis-1597	217	21	of	of	ADP
ajpdis-1597	217	22	complaints	complaint	NOUN
ajpdis-1597	217	23	,	,	PUNCT
ajpdis-1597	217	24	including	include	VERB
ajpdis-1597	217	25	noise	noise	NOUN
ajpdis-1597	217	26	disturbances	disturbance	NOUN
ajpdis-1597	217	27	,	,	PUNCT
ajpdis-1597	217	28	sanitation	sanitation	NOUN
ajpdis-1597	217	29	,	,	PUNCT
ajpdis-1597	217	30	illegal	illegal	ADJ
ajpdis-1597	217	31	parking	parking	NOUN
ajpdis-1597	217	32	,	,	PUNCT
ajpdis-1597	217	33	and	and	CCONJ
ajpdis-1597	217	34	environment	environment	NOUN
ajpdis-1597	217	35	-	-	PUNCT
ajpdis-1597	217	36	related	relate	VERB
ajpdis-1597	217	37	complaints	complaint	NOUN
ajpdis-1597	217	38	.	.	PUNCT
ajpdis-1597	218	1	attributes	attribute	NOUN
ajpdis-1597	218	2	contained	contain	VERB
ajpdis-1597	218	3	in	in	ADP
ajpdis-1597	218	4	each	each	DET
ajpdis-1597	218	5	record	record	NOUN
ajpdis-1597	218	6	are	be	AUX
ajpdis-1597	218	7	complaint	complaint	NOUN
ajpdis-1597	218	8	category	category	NOUN
ajpdis-1597	218	9	,	,	PUNCT
ajpdis-1597	218	10	geographic	geographic	ADJ
ajpdis-1597	218	11	coordinates	coordinate	NOUN
ajpdis-1597	218	12	,	,	PUNCT
ajpdis-1597	218	13	zip	zip	NOUN
ajpdis-1597	218	14	code	code	NOUN
ajpdis-1597	218	15	,	,	PUNCT
ajpdis-1597	218	16	request	request	VERB
ajpdis-1597	218	17	creation	creation	NOUN
ajpdis-1597	218	18	and	and	CCONJ
ajpdis-1597	218	19	closure	closure	NOUN
ajpdis-1597	218	20	time	time	NOUN
ajpdis-1597	218	21	,	,	PUNCT
ajpdis-1597	218	22	agency	agency	NOUN
ajpdis-1597	218	23	assignment	assignment	NOUN
ajpdis-1597	218	24	,	,	PUNCT
ajpdis-1597	218	25	service	service	NOUN
ajpdis-1597	218	26	descriptors	descriptor	NOUN
ajpdis-1597	218	27	and	and	CCONJ
ajpdis-1597	218	28	location	location	NOUN
ajpdis-1597	218	29	type	type	NOUN
ajpdis-1597	218	30	.	.	PUNCT
ajpdis-1597	219	1	the	the	DET
ajpdis-1597	219	2	amount	amount	NOUN
ajpdis-1597	219	3	of	of	ADP
ajpdis-1597	219	4	information	information	NOUN
ajpdis-1597	219	5	in	in	ADP
ajpdis-1597	219	6	this	this	DET
ajpdis-1597	219	7	detail	detail	NOUN
ajpdis-1597	219	8	renders	render	VERB
ajpdis-1597	219	9	the	the	DET
ajpdis-1597	219	10	data	datum	NOUN
ajpdis-1597	219	11	to	to	PART
ajpdis-1597	219	12	be	be	AUX
ajpdis-1597	219	13	used	use	VERB
ajpdis-1597	219	14	in	in	ADP
ajpdis-1597	219	15	predictive	predictive	ADJ
ajpdis-1597	219	16	analytics	analytic	NOUN
ajpdis-1597	219	17	and	and	CCONJ
ajpdis-1597	219	18	government	government	NOUN
ajpdis-1597	219	19	operations	operation	NOUN
ajpdis-1597	219	20	research	research	NOUN
ajpdis-1597	219	21	.	.	PUNCT
ajpdis-1597	220	1	the	the	DET
ajpdis-1597	220	2	data	datum	NOUN
ajpdis-1597	220	3	set	set	VERB
ajpdis-1597	220	4	is	be	AUX
ajpdis-1597	220	5	one	one	NUM
ajpdis-1597	220	6	calendar	calendar	NOUN
ajpdis-1597	220	7	year	year	NOUN
ajpdis-1597	220	8	and	and	CCONJ
ajpdis-1597	220	9	reflects	reflect	VERB
ajpdis-1597	220	10	the	the	DET
ajpdis-1597	220	11	dynamism	dynamism	NOUN
ajpdis-1597	220	12	of	of	ADP
ajpdis-1597	220	13	the	the	DET
ajpdis-1597	220	14	demand	demand	NOUN
ajpdis-1597	220	15	of	of	ADP
ajpdis-1597	220	16	urban	urban	ADJ
ajpdis-1597	220	17	services	service	NOUN
ajpdis-1597	220	18	.	.	PUNCT
ajpdis-1597	221	1	the	the	DET
ajpdis-1597	221	2	timerelated	timerelate	VERB
ajpdis-1597	221	3	fields	field	NOUN
ajpdis-1597	221	4	allow	allow	VERB
ajpdis-1597	221	5	us	we	PRON
ajpdis-1597	221	6	to	to	PART
ajpdis-1597	221	7	investigate	investigate	VERB
ajpdis-1597	221	8	the	the	DET
ajpdis-1597	221	9	daily	daily	ADJ
ajpdis-1597	221	10	,	,	PUNCT
ajpdis-1597	221	11	weekly	weekly	ADJ
ajpdis-1597	221	12	,	,	PUNCT
ajpdis-1597	221	13	and	and	CCONJ
ajpdis-1597	221	14	seasonal	seasonal	ADJ
ajpdis-1597	221	15	patterns	pattern	NOUN
ajpdis-1597	221	16	of	of	ADP
ajpdis-1597	221	17	services	service	NOUN
ajpdis-1597	221	18	.	.	PUNCT
ajpdis-1597	222	1	location	location	NOUN
ajpdis-1597	222	2	indicators	indicator	NOUN
ajpdis-1597	222	3	are	be	AUX
ajpdis-1597	222	4	used	use	VERB
ajpdis-1597	222	5	to	to	PART
ajpdis-1597	222	6	make	make	VERB
ajpdis-1597	222	7	spatial	spatial	ADJ
ajpdis-1597	222	8	comparisons	comparison	NOUN
ajpdis-1597	222	9	between	between	ADP
ajpdis-1597	222	10	boroughs	borough	NOUN
ajpdis-1597	222	11	and	and	CCONJ
ajpdis-1597	222	12	neighborhoods	neighborhood	NOUN
ajpdis-1597	222	13	.	.	PUNCT
ajpdis-1597	223	1	descriptors	descriptor	NOUN
ajpdis-1597	223	2	of	of	ADP
ajpdis-1597	223	3	complaints	complaint	NOUN
ajpdis-1597	223	4	contain	contain	VERB
ajpdis-1597	223	5	finer	fine	ADJ
ajpdis-1597	223	6	details	detail	NOUN
ajpdis-1597	223	7	of	of	ADP
ajpdis-1597	223	8	citizen	citizen	NOUN
ajpdis-1597	223	9	interests	interest	NOUN
ajpdis-1597	223	10	and	and	CCONJ
ajpdis-1597	223	11	agency	agency	NOUN
ajpdis-1597	223	12	operations	operation	NOUN
ajpdis-1597	223	13	.	.	PUNCT
ajpdis-1597	224	1	the	the	DET
ajpdis-1597	224	2	scale	scale	NOUN
ajpdis-1597	224	3	of	of	ADP
ajpdis-1597	224	4	the	the	DET
ajpdis-1597	224	5	dataset	dataset	NOUN
ajpdis-1597	224	6	provides	provide	VERB
ajpdis-1597	224	7	the	the	DET
ajpdis-1597	224	8	statistical	statistical	ADJ
ajpdis-1597	224	9	reliability	reliability	NOUN
ajpdis-1597	224	10	and	and	CCONJ
ajpdis-1597	224	11	permits	permit	VERB
ajpdis-1597	224	12	applying	apply	VERB
ajpdis-1597	224	13	machine	machine	NOUN
ajpdis-1597	224	14	-	-	PUNCT
ajpdis-1597	224	15	learning	learn	VERB
ajpdis-1597	224	16	models	model	NOUN
ajpdis-1597	224	17	that	that	PRON
ajpdis-1597	224	18	need	need	VERB
ajpdis-1597	224	19	huge	huge	ADJ
ajpdis-1597	224	20	training	training	NOUN
ajpdis-1597	224	21	samples	sample	NOUN
ajpdis-1597	224	22	[	[	X
ajpdis-1597	224	23	26	26	NUM
ajpdis-1597	224	24	]	]	PUNCT
ajpdis-1597	224	25	.	.	PUNCT
ajpdis-1597	225	1	areas	area	NOUN
ajpdis-1597	225	2	of	of	ADP
ajpdis-1597	225	3	data	datum	NOUN
ajpdis-1597	225	4	quality	quality	NOUN
ajpdis-1597	225	5	take	take	VERB
ajpdis-1597	225	6	into	into	ADP
ajpdis-1597	225	7	consideration	consideration	NOUN
ajpdis-1597	225	8	missing	miss	VERB
ajpdis-1597	225	9	data	datum	NOUN
ajpdis-1597	225	10	,	,	PUNCT
ajpdis-1597	225	11	lack	lack	NOUN
ajpdis-1597	225	12	of	of	ADP
ajpdis-1597	225	13	consistency	consistency	NOUN
ajpdis-1597	225	14	in	in	ADP
ajpdis-1597	225	15	timestamps	timestamp	NOUN
ajpdis-1597	225	16	,	,	PUNCT
ajpdis-1597	225	17	and	and	CCONJ
ajpdis-1597	225	18	unfinished	unfinished	ADJ
ajpdis-1597	225	19	fields	field	NOUN
ajpdis-1597	225	20	of	of	ADP
ajpdis-1597	225	21	location	location	NOUN
ajpdis-1597	225	22	.	.	PUNCT
ajpdis-1597	226	1	these	these	DET
ajpdis-1597	226	2	problems	problem	NOUN
ajpdis-1597	226	3	are	be	AUX
ajpdis-1597	226	4	solved	solve	VERB
ajpdis-1597	226	5	by	by	ADP
ajpdis-1597	226	6	means	mean	NOUN
ajpdis-1597	226	7	of	of	ADP
ajpdis-1597	226	8	regular	regular	ADJ
ajpdis-1597	226	9	cleaning	cleaning	NOUN
ajpdis-1597	226	10	and	and	CCONJ
ajpdis-1597	226	11	preprocessing	preprocessing	NOUN
ajpdis-1597	226	12	.	.	PUNCT
ajpdis-1597	227	1	the	the	DET
ajpdis-1597	227	2	duplicate	duplicate	ADJ
ajpdis-1597	227	3	entries	entry	NOUN
ajpdis-1597	227	4	are	be	AUX
ajpdis-1597	227	5	eliminated	eliminate	VERB
ajpdis-1597	227	6	,	,	PUNCT
ajpdis-1597	227	7	invalid	invalid	ADJ
ajpdis-1597	227	8	time	time	NOUN
ajpdis-1597	227	9	is	be	AUX
ajpdis-1597	227	10	fixed	fix	VERB
ajpdis-1597	227	11	or	or	CCONJ
ajpdis-1597	227	12	deleted	delete	VERB
ajpdis-1597	227	13	and	and	CCONJ
ajpdis-1597	227	14	missing	miss	VERB
ajpdis-1597	227	15	fields	field	NOUN
ajpdis-1597	227	16	are	be	AUX
ajpdis-1597	227	17	addressed	address	VERB
ajpdis-1597	227	18	by	by	ADP
ajpdis-1597	227	19	means	mean	NOUN
ajpdis-1597	227	20	of	of	ADP
ajpdis-1597	227	21	imputation	imputation	NOUN
ajpdis-1597	227	22	or	or	CCONJ
ajpdis-1597	227	23	exclusion	exclusion	NOUN
ajpdis-1597	227	24	criteria	criterion	NOUN
ajpdis-1597	227	25	.	.	PUNCT
ajpdis-1597	228	1	other	other	ADJ
ajpdis-1597	228	2	derived	derive	VERB
ajpdis-1597	228	3	variables	variable	NOUN
ajpdis-1597	228	4	like	like	ADP
ajpdis-1597	228	5	request_closing_time	request_closing_time	ADV
ajpdis-1597	228	6	give	give	VERB
ajpdis-1597	228	7	fundamental	fundamental	ADJ
ajpdis-1597	228	8	pointers	pointer	NOUN
ajpdis-1597	228	9	to	to	ADP
ajpdis-1597	228	10	agency	agency	NOUN
ajpdis-1597	228	11	effectiveness	effectiveness	NOUN
ajpdis-1597	228	12	.	.	PUNCT
ajpdis-1597	229	1	its	its	PRON
ajpdis-1597	229	2	openness	openness	NOUN
ajpdis-1597	229	3	as	as	ADP
ajpdis-1597	229	4	a	a	DET
ajpdis-1597	229	5	dataset	dataset	NOUN
ajpdis-1597	229	6	makes	make	VERB
ajpdis-1597	229	7	it	it	PRON
ajpdis-1597	229	8	transparent	transparent	ADJ
ajpdis-1597	229	9	and	and	CCONJ
ajpdis-1597	229	10	reproducible	reproducible	ADJ
ajpdis-1597	229	11	,	,	PUNCT
ajpdis-1597	229	12	which	which	PRON
ajpdis-1597	229	13	is	be	AUX
ajpdis-1597	229	14	optimal	optimal	ADJ
ajpdis-1597	229	15	in	in	ADP
ajpdis-1597	229	16	addressing	address	VERB
ajpdis-1597	229	17	academic	academic	ADJ
ajpdis-1597	229	18	research	research	NOUN
ajpdis-1597	229	19	.	.	PUNCT
ajpdis-1597	230	1	the	the	DET
ajpdis-1597	230	2	fact	fact	NOUN
ajpdis-1597	230	3	that	that	SCONJ
ajpdis-1597	230	4	it	it	PRON
ajpdis-1597	230	5	is	be	AUX
ajpdis-1597	230	6	administrative	administrative	ADJ
ajpdis-1597	230	7	as	as	ADV
ajpdis-1597	230	8	well	well	ADV
ajpdis-1597	230	9	indicates	indicate	VERB
ajpdis-1597	230	10	and	and	CCONJ
ajpdis-1597	230	11	shows	show	VERB
ajpdis-1597	230	12	real	real	ADJ
ajpdis-1597	230	13	-	-	PUNCT
ajpdis-1597	230	14	life	life	NOUN
ajpdis-1597	230	15	government	government	NOUN
ajpdis-1597	230	16	performance	performance	NOUN
ajpdis-1597	230	17	whereby	whereby	SCONJ
ajpdis-1597	230	18	the	the	DET
ajpdis-1597	230	19	operational	operational	ADJ
ajpdis-1597	230	20	behavior	behavior	NOUN
ajpdis-1597	230	21	and	and	CCONJ
ajpdis-1597	230	22	trends	trend	NOUN
ajpdis-1597	230	23	in	in	ADP
ajpdis-1597	230	24	service	service	NOUN
ajpdis-1597	230	25	delivery	delivery	NOUN
ajpdis-1597	230	26	can	can	AUX
ajpdis-1597	230	27	be	be	AUX
ajpdis-1597	230	28	analyzed	analyze	VERB
ajpdis-1597	230	29	.	.	PUNCT
ajpdis-1597	231	1	in	in	ADP
ajpdis-1597	231	2	general	general	ADJ
ajpdis-1597	231	3	,	,	PUNCT
ajpdis-1597	231	4	the	the	DET
ajpdis-1597	231	5	data	datum	NOUN
ajpdis-1597	231	6	set	set	VERB
ajpdis-1597	231	7	is	be	AUX
ajpdis-1597	231	8	an	an	DET
ajpdis-1597	231	9	excellent	excellent	ADJ
ajpdis-1597	231	10	source	source	NOUN
ajpdis-1597	231	11	of	of	ADP
ajpdis-1597	231	12	predictive	predictive	ADJ
ajpdis-1597	231	13	modelling	modelling	NOUN
ajpdis-1597	231	14	and	and	CCONJ
ajpdis-1597	231	15	governmental	governmental	ADJ
ajpdis-1597	231	16	analysis	analysis	NOUN
ajpdis-1597	231	17	.	.	PUNCT
ajpdis-1597	232	1	c.	c.	NOUN
ajpdis-1597	232	2	data	datum	NOUN
ajpdis-1597	232	3	preprocessing	preprocessing	NOUN
ajpdis-1597	232	4	and	and	CCONJ
ajpdis-1597	232	5	feature	feature	NOUN
ajpdis-1597	232	6	engineering	engineer	VERB
ajpdis-1597	232	7	the	the	DET
ajpdis-1597	232	8	preprocessing	preprocessing	NOUN
ajpdis-1597	232	9	of	of	ADP
ajpdis-1597	232	10	data	datum	NOUN
ajpdis-1597	232	11	is	be	AUX
ajpdis-1597	232	12	very	very	ADV
ajpdis-1597	232	13	necessary	necessary	ADJ
ajpdis-1597	232	14	to	to	PART
ajpdis-1597	232	15	provide	provide	VERB
ajpdis-1597	232	16	accuracy	accuracy	NOUN
ajpdis-1597	232	17	and	and	CCONJ
ajpdis-1597	232	18	consistency	consistency	NOUN
ajpdis-1597	232	19	in	in	ADP
ajpdis-1597	232	20	predictive	predictive	ADJ
ajpdis-1597	232	21	analysis	analysis	NOUN
ajpdis-1597	232	22	[	[	X
ajpdis-1597	232	23	36	36	NUM
ajpdis-1597	232	24	]	]	PUNCT
ajpdis-1597	232	25	.	.	PUNCT
ajpdis-1597	233	1	the	the	DET
ajpdis-1597	233	2	preprocess	preprocess	NOUN
ajpdis-1597	233	3	stage	stage	NOUN
ajpdis-1597	233	4	commences	commence	VERB
ajpdis-1597	233	5	with	with	ADP
ajpdis-1597	233	6	the	the	DET
ajpdis-1597	233	7	transformations	transformation	NOUN
ajpdis-1597	233	8	of	of	ADP
ajpdis-1597	233	9	the	the	DET
ajpdis-1597	233	10	created	create	VERB
ajpdis-1597	233	11	date	date	NOUN
ajpdis-1597	233	12	and	and	CCONJ
ajpdis-1597	233	13	closed	close	VERB
ajpdis-1597	233	14	date	date	NOUN
ajpdis-1597	233	15	fields	field	NOUN
ajpdis-1597	233	16	to	to	ADP
ajpdis-1597	233	17	normal	normal	ADJ
ajpdis-1597	233	18	date	date	NOUN
ajpdis-1597	233	19	time	time	NOUN
ajpdis-1597	233	20	formatting	format	VERB
ajpdis-1597	233	21	.	.	PUNCT
ajpdis-1597	234	1	request_closing_time	request_closing_time	PROPN
ajpdis-1597	234	2	is	be	AUX
ajpdis-1597	234	3	a	a	DET
ajpdis-1597	234	4	derivative	derivative	ADJ
ajpdis-1597	234	5	variable	variable	NOUN
ajpdis-1597	234	6	which	which	PRON
ajpdis-1597	234	7	is	be	AUX
ajpdis-1597	234	8	calculated	calculate	VERB
ajpdis-1597	234	9	using	use	VERB
ajpdis-1597	234	10	these	these	DET
ajpdis-1597	234	11	timestamps	timestamp	NOUN
ajpdis-1597	234	12	to	to	PART
ajpdis-1597	234	13	determine	determine	VERB
ajpdis-1597	234	14	the	the	DET
ajpdis-1597	234	15	number	number	NOUN
ajpdis-1597	234	16	of	of	ADP
ajpdis-1597	234	17	hours	hour	NOUN
ajpdis-1597	234	18	used	use	VERB
ajpdis-1597	234	19	to	to	PART
ajpdis-1597	234	20	complete	complete	VERB
ajpdis-1597	234	21	a	a	DET
ajpdis-1597	234	22	service	service	NOUN
ajpdis-1597	234	23	request	request	NOUN
ajpdis-1597	234	24	.	.	PUNCT
ajpdis-1597	235	1	the	the	DET
ajpdis-1597	235	2	records	record	NOUN
ajpdis-1597	235	3	that	that	PRON
ajpdis-1597	235	4	contain	contain	VERB
ajpdis-1597	235	5	wrong	wrong	ADJ
ajpdis-1597	235	6	or	or	CCONJ
ajpdis-1597	235	7	absent	absent	ADJ
ajpdis-1597	235	8	timestamps	timestamp	NOUN
ajpdis-1597	235	9	are	be	AUX
ajpdis-1597	235	10	filtered	filter	VERB
ajpdis-1597	235	11	or	or	CCONJ
ajpdis-1597	235	12	imputed	impute	VERB
ajpdis-1597	235	13	based	base	VERB
ajpdis-1597	235	14	on	on	ADP
ajpdis-1597	235	15	the	the	DET
ajpdis-1597	235	16	severity	severity	NOUN
ajpdis-1597	235	17	.	.	PUNCT
ajpdis-1597	236	1	categorical	categorical	ADJ
ajpdis-1597	236	2	variables	variable	NOUN
ajpdis-1597	236	3	that	that	PRON
ajpdis-1597	236	4	include	include	VERB
ajpdis-1597	236	5	complaint	complaint	NOUN
ajpdis-1597	236	6	type	type	NOUN
ajpdis-1597	236	7	,	,	PUNCT
ajpdis-1597	236	8	agency	agency	NOUN
ajpdis-1597	236	9	name	name	NOUN
ajpdis-1597	236	10	,	,	PUNCT
ajpdis-1597	236	11	and	and	CCONJ
ajpdis-1597	236	12	location	location	NOUN
ajpdis-1597	236	13	type	type	NOUN
ajpdis-1597	236	14	are	be	AUX
ajpdis-1597	236	15	coded	code	VERB
ajpdis-1597	236	16	using	use	VERB
ajpdis-1597	236	17	numerical	numerical	ADJ
ajpdis-1597	236	18	methods	method	NOUN
ajpdis-1597	236	19	that	that	PRON
ajpdis-1597	236	20	are	be	AUX
ajpdis-1597	236	21	utilized	utilize	VERB
ajpdis-1597	236	22	in	in	ADP
ajpdis-1597	236	23	machinelearning	machinelearning	NOUN
ajpdis-1597	236	24	models	model	NOUN
ajpdis-1597	236	25	such	such	ADJ
ajpdis-1597	236	26	as	as	ADP
ajpdis-1597	236	27	one	one	NUM
ajpdis-1597	236	28	-	-	PUNCT
ajpdis-1597	236	29	hot	hot	ADJ
ajpdis-1597	236	30	encoding	encoding	NOUN
ajpdis-1597	236	31	and	and	CCONJ
ajpdis-1597	236	32	label	label	NOUN
ajpdis-1597	236	33	encoding	encode	VERB
ajpdis-1597	236	34	[	[	X
ajpdis-1597	236	35	37	37	NUM
ajpdis-1597	236	36	]	]	PUNCT
ajpdis-1597	236	37	.	.	PUNCT
ajpdis-1597	237	1	there	there	PRON
ajpdis-1597	237	2	are	be	VERB
ajpdis-1597	237	3	no	no	DET
ajpdis-1597	237	4	values	value	NOUN
ajpdis-1597	237	5	in	in	ADP
ajpdis-1597	237	6	other	other	ADJ
ajpdis-1597	237	7	fields	field	NOUN
ajpdis-1597	237	8	(	(	PUNCT
ajpdis-1597	237	9	zip	zip	NOUN
ajpdis-1597	237	10	codes	code	NOUN
ajpdis-1597	237	11	,	,	PUNCT
ajpdis-1597	237	12	descriptors	descriptor	NOUN
ajpdis-1597	237	13	,	,	PUNCT
ajpdis-1597	237	14	location	location	NOUN
ajpdis-1597	237	15	types	type	NOUN
ajpdis-1597	237	16	)	)	PUNCT
ajpdis-1597	237	17	which	which	PRON
ajpdis-1597	237	18	are	be	AUX
ajpdis-1597	237	19	thoroughly	thoroughly	ADV
ajpdis-1597	237	20	checked	check	VERB
ajpdis-1597	237	21	.	.	PUNCT
ajpdis-1597	238	1	in	in	ADP
ajpdis-1597	238	2	case	case	NOUN
ajpdis-1597	238	3	it	it	PRON
ajpdis-1597	238	4	is	be	AUX
ajpdis-1597	238	5	systematic	systematic	ADJ
ajpdis-1597	238	6	missingness	missingness	NOUN
ajpdis-1597	238	7	,	,	PUNCT
ajpdis-1597	238	8	the	the	DET
ajpdis-1597	238	9	rows	row	NOUN
ajpdis-1597	238	10	with	with	ADP
ajpdis-1597	238	11	missing	miss	VERB
ajpdis-1597	238	12	values	value	NOUN
ajpdis-1597	238	13	are	be	AUX
ajpdis-1597	238	14	not	not	PART
ajpdis-1597	238	15	considered	consider	VERB
ajpdis-1597	238	16	,	,	PUNCT
ajpdis-1597	238	17	and	and	CCONJ
ajpdis-1597	238	18	in	in	ADP
ajpdis-1597	238	19	other	other	ADJ
ajpdis-1597	238	20	cases	case	NOUN
ajpdis-1597	238	21	,	,	PUNCT
ajpdis-1597	238	22	statistical	statistical	ADJ
ajpdis-1597	238	23	imputation	imputation	NOUN
ajpdis-1597	238	24	techniques	technique	NOUN
ajpdis-1597	238	25	are	be	AUX
ajpdis-1597	238	26	used	use	VERB
ajpdis-1597	238	27	.	.	PUNCT
ajpdis-1597	239	1	geospatial	geospatial	ADJ
ajpdis-1597	239	2	disciplines	discipline	NOUN
ajpdis-1597	239	3	have	have	AUX
ajpdis-1597	239	4	been	be	AUX
ajpdis-1597	239	5	standardized	standardize	VERB
ajpdis-1597	239	6	,	,	PUNCT
ajpdis-1597	239	7	so	so	SCONJ
ajpdis-1597	239	8	that	that	SCONJ
ajpdis-1597	239	9	they	they	PRON
ajpdis-1597	239	10	work	work	VERB
ajpdis-1597	239	11	together	together	ADV
ajpdis-1597	239	12	across	across	ADP
ajpdis-1597	239	13	analyses	analysis	NOUN
ajpdis-1597	239	14	.	.	PUNCT
ajpdis-1597	240	1	statistical	statistical	ADJ
ajpdis-1597	240	2	thresholds	threshold	NOUN
ajpdis-1597	240	3	identify	identify	VERB
ajpdis-1597	240	4	the	the	DET
ajpdis-1597	240	5	outliers	outlier	NOUN
ajpdis-1597	240	6	of	of	ADP
ajpdis-1597	240	7	the	the	DET
ajpdis-1597	240	8	response	response	NOUN
ajpdis-1597	240	9	time	time	NOUN
ajpdis-1597	240	10	in	in	ADP
ajpdis-1597	240	11	order	order	NOUN
ajpdis-1597	240	12	to	to	PART
ajpdis-1597	240	13	avoid	avoid	VERB
ajpdis-1597	240	14	distortion	distortion	NOUN
ajpdis-1597	240	15	of	of	ADP
ajpdis-1597	240	16	the	the	DET
ajpdis-1597	240	17	model	model	NOUN
ajpdis-1597	240	18	.	.	PUNCT
ajpdis-1597	241	1	the	the	DET
ajpdis-1597	241	2	feature	feature	NOUN
ajpdis-1597	241	3	engineering	engineering	NOUN
ajpdis-1597	241	4	is	be	AUX
ajpdis-1597	241	5	used	use	VERB
ajpdis-1597	241	6	to	to	PART
ajpdis-1597	241	7	increase	increase	VERB
ajpdis-1597	241	8	the	the	DET
ajpdis-1597	241	9	predictive	predictive	ADJ
ajpdis-1597	241	10	accuracy	accuracy	NOUN
ajpdis-1597	241	11	by	by	ADP
ajpdis-1597	241	12	adding	add	VERB
ajpdis-1597	241	13	new	new	ADJ
ajpdis-1597	241	14	variables	variable	NOUN
ajpdis-1597	241	15	that	that	PRON
ajpdis-1597	241	16	reflect	reflect	VERB
ajpdis-1597	241	17	the	the	DET
ajpdis-1597	241	18	dynamic	dynamic	NOUN
ajpdis-1597	241	19	of	of	ADP
ajpdis-1597	241	20	time	time	NOUN
ajpdis-1597	241	21	,	,	PUNCT
ajpdis-1597	241	22	space	space	NOUN
ajpdis-1597	241	23	,	,	PUNCT
ajpdis-1597	241	24	and	and	CCONJ
ajpdis-1597	241	25	operations	operation	NOUN
ajpdis-1597	241	26	.	.	PUNCT
ajpdis-1597	242	1	such	such	ADJ
ajpdis-1597	242	2	engineered	engineer	VERB
ajpdis-1597	242	3	features	feature	NOUN
ajpdis-1597	242	4	are	be	AUX
ajpdis-1597	242	5	hour	hour	NOUN
ajpdis-1597	242	6	of	of	ADP
ajpdis-1597	242	7	day	day	NOUN
ajpdis-1597	242	8	,	,	PUNCT
ajpdis-1597	242	9	day	day	NOUN
ajpdis-1597	242	10	of	of	ADP
ajpdis-1597	242	11	week	week	NOUN
ajpdis-1597	242	12	,	,	PUNCT
ajpdis-1597	242	13	weekend	weekend	NOUN
ajpdis-1597	242	14	markers	marker	NOUN
ajpdis-1597	242	15	,	,	PUNCT
ajpdis-1597	242	16	month	month	NOUN
ajpdis-1597	242	17	,	,	PUNCT
ajpdis-1597	242	18	season	season	NOUN
ajpdis-1597	242	19	and	and	CCONJ
ajpdis-1597	242	20	borough	borough	NOUN
ajpdis-1597	242	21	markers	marker	NOUN
ajpdis-1597	242	22	.	.	PUNCT
ajpdis-1597	243	1	the	the	DET
ajpdis-1597	243	2	spatial	spatial	ADJ
ajpdis-1597	243	3	clusters	cluster	NOUN
ajpdis-1597	243	4	are	be	AUX
ajpdis-1597	243	5	built	build	VERB
ajpdis-1597	243	6	based	base	VERB
ajpdis-1597	243	7	on	on	ADP
ajpdis-1597	243	8	zip	zip	NOUN
ajpdis-1597	243	9	codes	code	NOUN
ajpdis-1597	243	10	or	or	CCONJ
ajpdis-1597	243	11	coordinates	coordinate	NOUN
ajpdis-1597	243	12	to	to	PART
ajpdis-1597	243	13	cluster	cluster	VERB
ajpdis-1597	243	14	different	different	ADJ
ajpdis-1597	243	15	service	service	NOUN
ajpdis-1597	243	16	environments	environment	NOUN
ajpdis-1597	243	17	together	together	ADV
ajpdis-1597	243	18	.	.	PUNCT
ajpdis-1597	244	1	the	the	DET
ajpdis-1597	244	2	hierarchies	hierarchy	NOUN
ajpdis-1597	244	3	of	of	ADP
ajpdis-1597	244	4	complaint	complaint	NOUN
ajpdis-1597	244	5	categories	category	NOUN
ajpdis-1597	244	6	are	be	AUX
ajpdis-1597	244	7	created	create	VERB
ajpdis-1597	244	8	in	in	ADP
ajpdis-1597	244	9	such	such	DET
ajpdis-1597	244	10	a	a	DET
ajpdis-1597	244	11	manner	manner	NOUN
ajpdis-1597	244	12	that	that	PRON
ajpdis-1597	244	13	they	they	PRON
ajpdis-1597	244	14	can	can	AUX
ajpdis-1597	244	15	minimize	minimize	VERB
ajpdis-1597	244	16	the	the	DET
ajpdis-1597	244	17	dimensions	dimension	NOUN
ajpdis-1597	244	18	,	,	PUNCT
ajpdis-1597	244	19	but	but	CCONJ
ajpdis-1597	244	20	be	be	AUX
ajpdis-1597	244	21	able	able	ADJ
ajpdis-1597	244	22	to	to	PART
ajpdis-1597	244	23	capture	capture	VERB
ajpdis-1597	244	24	significant	significant	ADJ
ajpdis-1597	244	25	behavioral	behavioral	ADJ
ajpdis-1597	244	26	trends	trend	NOUN
ajpdis-1597	244	27	[	[	X
ajpdis-1597	244	28	38].interaction	38].interaction	PROPN
ajpdis-1597	244	29	characteristics	characteristic	NOUN
ajpdis-1597	244	30	are	be	AUX
ajpdis-1597	244	31	also	also	ADV
ajpdis-1597	244	32	studied	study	VERB
ajpdis-1597	244	33	including	include	VERB
ajpdis-1597	244	34	the	the	DET
ajpdis-1597	244	35	combination	combination	NOUN
ajpdis-1597	244	36	of	of	ADP
ajpdis-1597	244	37	complaint	complaint	NOUN
ajpdis-1597	244	38	type	type	NOUN
ajpdis-1597	244	39	and	and	CCONJ
ajpdis-1597	244	40	location	location	NOUN
ajpdis-1597	244	41	or	or	CCONJ
ajpdis-1597	244	42	agency	agency	NOUN
ajpdis-1597	244	43	assignment	assignment	NOUN
ajpdis-1597	244	44	to	to	PART
ajpdis-1597	244	45	identify	identify	VERB
ajpdis-1597	244	46	the	the	DET
ajpdis-1597	244	47	structured	structured	ADJ
ajpdis-1597	244	48	influence	influence	NOUN
ajpdis-1597	244	49	on	on	ADP
ajpdis-1597	244	50	the	the	DET
ajpdis-1597	244	51	response	response	NOUN
ajpdis-1597	244	52	times	time	NOUN
ajpdis-1597	244	53	.	.	PUNCT
ajpdis-1597	245	1	continuous	continuous	ADJ
ajpdis-1597	245	2	variables	variable	NOUN
ajpdis-1597	245	3	are	be	AUX
ajpdis-1597	245	4	normalized	normalize	VERB
ajpdis-1597	245	5	or	or	CCONJ
ajpdis-1597	245	6	scaled	scale	VERB
ajpdis-1597	245	7	to	to	PART
ajpdis-1597	245	8	run	run	VERB
ajpdis-1597	245	9	algorithms	algorithm	NOUN
ajpdis-1597	245	10	that	that	PRON
ajpdis-1597	245	11	are	be	AUX
ajpdis-1597	245	12	sensitive	sensitive	ADJ
ajpdis-1597	245	13	to	to	ADP
ajpdis-1597	245	14	the	the	DET
ajpdis-1597	245	15	magnitude	magnitude	NOUN
ajpdis-1597	245	16	differences	difference	NOUN
ajpdis-1597	245	17	.	.	PUNCT
ajpdis-1597	246	1	organized	organize	VERB
ajpdis-1597	246	2	preprocessing	preprocessing	NOUN
ajpdis-1597	246	3	and	and	CCONJ
ajpdis-1597	246	4	feature	feature	NOUN
ajpdis-1597	246	5	engineering	engineer	VERB
ajpdis-1597	246	6	180	180	NUM
ajpdis-1597	246	7	journal	journal	NOUN
ajpdis-1597	246	8	of	of	ADP
ajpdis-1597	246	9	public	public	ADJ
ajpdis-1597	246	10	diplomacy	diplomacy	NOUN
ajpdis-1597	246	11	and	and	CCONJ
ajpdis-1597	246	12	international	international	ADJ
ajpdis-1597	246	13	studies	study	NOUN
ajpdis-1597	246	14	www	www	PROPN
ajpdis-1597	246	15	.	.	PUNCT
ajpdis-1597	247	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	247	2	can	can	AUX
ajpdis-1597	247	3	transform	transform	VERB
ajpdis-1597	247	4	the	the	DET
ajpdis-1597	247	5	data	datum	NOUN
ajpdis-1597	247	6	to	to	PART
ajpdis-1597	247	7	be	be	AUX
ajpdis-1597	247	8	appropriate	appropriate	ADJ
ajpdis-1597	247	9	to	to	ADP
ajpdis-1597	247	10	strong	strong	ADJ
ajpdis-1597	247	11	predictive	predictive	ADJ
ajpdis-1597	247	12	modeling	modeling	NOUN
ajpdis-1597	247	13	and	and	CCONJ
ajpdis-1597	247	14	allow	allow	VERB
ajpdis-1597	247	15	machinelearning	machinelearning	NOUN
ajpdis-1597	247	16	models	model	NOUN
ajpdis-1597	247	17	and	and	CCONJ
ajpdis-1597	247	18	statistical	statistical	ADJ
ajpdis-1597	247	19	experiments	experiment	NOUN
ajpdis-1597	247	20	to	to	PART
ajpdis-1597	247	21	effectively	effectively	ADV
ajpdis-1597	247	22	work	work	VERB
ajpdis-1597	247	23	and	and	CCONJ
ajpdis-1597	247	24	deliver	deliver	VERB
ajpdis-1597	247	25	actionable	actionable	ADJ
ajpdis-1597	247	26	information	information	NOUN
ajpdis-1597	247	27	.	.	PUNCT
ajpdis-1597	248	1	d.	d.	PROPN
ajpdis-1597	248	2	predictive	predictive	PROPN
ajpdis-1597	248	3	modeling	modeling	NOUN
ajpdis-1597	248	4	techniques	technique	NOUN
ajpdis-1597	248	5	at	at	ADP
ajpdis-1597	248	6	the	the	DET
ajpdis-1597	248	7	core	core	NOUN
ajpdis-1597	248	8	of	of	ADP
ajpdis-1597	248	9	the	the	DET
ajpdis-1597	248	10	estimation	estimation	NOUN
ajpdis-1597	248	11	of	of	ADP
ajpdis-1597	248	12	the	the	DET
ajpdis-1597	248	13	efficacy	efficacy	NOUN
ajpdis-1597	248	14	of	of	ADP
ajpdis-1597	248	15	analytics	analytic	NOUN
ajpdis-1597	248	16	to	to	PART
ajpdis-1597	248	17	advance	advance	VERB
ajpdis-1597	248	18	the	the	DET
ajpdis-1597	248	19	operations	operation	NOUN
ajpdis-1597	248	20	of	of	ADP
ajpdis-1597	248	21	the	the	DET
ajpdis-1597	248	22	public	public	ADJ
ajpdis-1597	248	23	sector	sector	NOUN
ajpdis-1597	248	24	is	be	AUX
ajpdis-1597	248	25	predictive	predictive	ADJ
ajpdis-1597	248	26	modeling	modeling	NOUN
ajpdis-1597	248	27	[	[	X
ajpdis-1597	248	28	39	39	NUM
ajpdis-1597	248	29	]	]	PUNCT
ajpdis-1597	248	30	.	.	PUNCT
ajpdis-1597	249	1	the	the	DET
ajpdis-1597	249	2	paper	paper	NOUN
ajpdis-1597	249	3	uses	use	VERB
ajpdis-1597	249	4	various	various	ADJ
ajpdis-1597	249	5	machine	machine	NOUN
ajpdis-1597	249	6	-	-	PUNCT
ajpdis-1597	249	7	learning	learn	VERB
ajpdis-1597	249	8	and	and	CCONJ
ajpdis-1597	249	9	statistical	statistical	ADJ
ajpdis-1597	249	10	models	model	NOUN
ajpdis-1597	249	11	to	to	PART
ajpdis-1597	249	12	predict	predict	VERB
ajpdis-1597	249	13	the	the	DET
ajpdis-1597	249	14	number	number	NOUN
ajpdis-1597	249	15	of	of	ADP
ajpdis-1597	249	16	complaints	complaint	NOUN
ajpdis-1597	249	17	and	and	CCONJ
ajpdis-1597	249	18	predict	predict	VERB
ajpdis-1597	249	19	the	the	DET
ajpdis-1597	249	20	responsiveness	responsiveness	NOUN
ajpdis-1597	249	21	of	of	ADP
ajpdis-1597	249	22	the	the	DET
ajpdis-1597	249	23	service	service	NOUN
ajpdis-1597	249	24	.	.	PUNCT
ajpdis-1597	250	1	to	to	PART
ajpdis-1597	250	2	forecast	forecast	VERB
ajpdis-1597	250	3	tasks	task	NOUN
ajpdis-1597	250	4	,	,	PUNCT
ajpdis-1597	250	5	time	time	NOUN
ajpdis-1597	250	6	-	-	PUNCT
ajpdis-1597	250	7	series	series	NOUN
ajpdis-1597	250	8	modeling	modeling	NOUN
ajpdis-1597	250	9	through	through	ADP
ajpdis-1597	250	10	the	the	DET
ajpdis-1597	250	11	arima	arima	NOUN
ajpdis-1597	250	12	and	and	CCONJ
ajpdis-1597	250	13	exponential	exponential	NOUN
ajpdis-1597	250	14	-	-	PUNCT
ajpdis-1597	250	15	smoothing	smooth	VERB
ajpdis-1597	250	16	models	model	NOUN
ajpdis-1597	250	17	are	be	AUX
ajpdis-1597	250	18	applied	apply	VERB
ajpdis-1597	250	19	to	to	PART
ajpdis-1597	250	20	identify	identify	VERB
ajpdis-1597	250	21	the	the	DET
ajpdis-1597	250	22	patterns	pattern	NOUN
ajpdis-1597	250	23	of	of	ADP
ajpdis-1597	250	24	time	time	NOUN
ajpdis-1597	250	25	,	,	PUNCT
ajpdis-1597	250	26	seasonality	seasonality	NOUN
ajpdis-1597	250	27	,	,	PUNCT
ajpdis-1597	250	28	and	and	CCONJ
ajpdis-1597	250	29	long	long	ADJ
ajpdis-1597	250	30	-	-	PUNCT
ajpdis-1597	250	31	term	term	NOUN
ajpdis-1597	250	32	trends	trend	NOUN
ajpdis-1597	250	33	.	.	PUNCT
ajpdis-1597	251	1	the	the	DET
ajpdis-1597	251	2	models	model	NOUN
ajpdis-1597	251	3	help	help	VERB
ajpdis-1597	251	4	the	the	DET
ajpdis-1597	251	5	agencies	agency	NOUN
ajpdis-1597	251	6	to	to	PART
ajpdis-1597	251	7	predict	predict	VERB
ajpdis-1597	251	8	changes	change	NOUN
ajpdis-1597	251	9	in	in	ADP
ajpdis-1597	251	10	demand	demand	NOUN
ajpdis-1597	251	11	of	of	ADP
ajpdis-1597	251	12	services	service	NOUN
ajpdis-1597	251	13	and	and	CCONJ
ajpdis-1597	251	14	prepare	prepare	VERB
ajpdis-1597	251	15	to	to	PART
ajpdis-1597	251	16	meet	meet	VERB
ajpdis-1597	251	17	the	the	DET
ajpdis-1597	251	18	demand	demand	NOUN
ajpdis-1597	251	19	.	.	PUNCT
ajpdis-1597	252	1	in	in	ADP
ajpdis-1597	252	2	classification	classification	NOUN
ajpdis-1597	252	3	and	and	CCONJ
ajpdis-1597	252	4	regression	regression	NOUN
ajpdis-1597	252	5	,	,	PUNCT
ajpdis-1597	252	6	machine	machine	NOUN
ajpdis-1597	252	7	-	-	PUNCT
ajpdis-1597	252	8	learning	learn	VERB
ajpdis-1597	252	9	models	model	NOUN
ajpdis-1597	252	10	such	such	ADJ
ajpdis-1597	252	11	as	as	ADP
ajpdis-1597	252	12	the	the	DET
ajpdis-1597	252	13	logistic	logistic	ADJ
ajpdis-1597	252	14	regression	regression	NOUN
ajpdis-1597	252	15	,	,	PUNCT
ajpdis-1597	252	16	random	random	ADJ
ajpdis-1597	252	17	forest	forest	NOUN
ajpdis-1597	252	18	,	,	PUNCT
ajpdis-1597	252	19	support	support	NOUN
ajpdis-1597	252	20	vectors	vector	NOUN
ajpdis-1597	252	21	machines	machine	NOUN
ajpdis-1597	252	22	,	,	PUNCT
ajpdis-1597	252	23	gradient	gradient	NOUN
ajpdis-1597	252	24	boosting	boosting	NOUN
ajpdis-1597	252	25	and	and	CCONJ
ajpdis-1597	252	26	xgboost	xgboost	NOUN
ajpdis-1597	252	27	are	be	AUX
ajpdis-1597	252	28	implemented	implement	VERB
ajpdis-1597	252	29	[	[	X
ajpdis-1597	252	30	40	40	NUM
ajpdis-1597	252	31	]	]	PUNCT
ajpdis-1597	252	32	.	.	PUNCT
ajpdis-1597	253	1	the	the	DET
ajpdis-1597	253	2	response	response	NOUN
ajpdis-1597	253	3	time	time	NOUN
ajpdis-1597	253	4	in	in	ADP
ajpdis-1597	253	5	the	the	DET
ajpdis-1597	253	6	length	length	NOUN
ajpdis-1597	253	7	of	of	ADP
ajpdis-1597	253	8	service	service	NOUN
ajpdis-1597	253	9	is	be	AUX
ajpdis-1597	253	10	estimated	estimate	VERB
ajpdis-1597	253	11	using	use	VERB
ajpdis-1597	253	12	regression	regression	NOUN
ajpdis-1597	253	13	models	model	NOUN
ajpdis-1597	253	14	and	and	CCONJ
ajpdis-1597	253	15	the	the	DET
ajpdis-1597	253	16	classification	classification	NOUN
ajpdis-1597	253	17	models	model	NOUN
ajpdis-1597	253	18	determine	determine	VERB
ajpdis-1597	253	19	whether	whether	SCONJ
ajpdis-1597	253	20	a	a	DET
ajpdis-1597	253	21	request	request	NOUN
ajpdis-1597	253	22	belongs	belong	VERB
ajpdis-1597	253	23	to	to	ADP
ajpdis-1597	253	24	short	short	ADJ
ajpdis-1597	253	25	,	,	PUNCT
ajpdis-1597	253	26	medium	medium	ADJ
ajpdis-1597	253	27	and	and	CCONJ
ajpdis-1597	253	28	long	long	ADJ
ajpdis-1597	253	29	delays	delay	NOUN
ajpdis-1597	253	30	.	.	PUNCT
ajpdis-1597	254	1	the	the	DET
ajpdis-1597	254	2	application	application	NOUN
ajpdis-1597	254	3	of	of	ADP
ajpdis-1597	254	4	several	several	ADJ
ajpdis-1597	254	5	models	model	NOUN
ajpdis-1597	254	6	enables	enable	VERB
ajpdis-1597	254	7	the	the	DET
ajpdis-1597	254	8	performance	performance	NOUN
ajpdis-1597	254	9	to	to	PART
ajpdis-1597	254	10	be	be	AUX
ajpdis-1597	254	11	compared	compare	VERB
ajpdis-1597	254	12	with	with	ADP
ajpdis-1597	254	13	each	each	DET
ajpdis-1597	254	14	other	other	ADJ
ajpdis-1597	254	15	and	and	CCONJ
ajpdis-1597	254	16	the	the	DET
ajpdis-1597	254	17	best	good	ADJ
ajpdis-1597	254	18	method	method	NOUN
ajpdis-1597	254	19	to	to	PART
ajpdis-1597	254	20	be	be	AUX
ajpdis-1597	254	21	chosen	choose	VERB
ajpdis-1597	254	22	.	.	PUNCT
ajpdis-1597	255	1	the	the	DET
ajpdis-1597	255	2	model	model	NOUN
ajpdis-1597	255	3	training	training	NOUN
ajpdis-1597	255	4	process	process	NOUN
ajpdis-1597	255	5	is	be	AUX
ajpdis-1597	255	6	organized	organize	VERB
ajpdis-1597	255	7	into	into	ADP
ajpdis-1597	255	8	a	a	DET
ajpdis-1597	255	9	series	series	NOUN
ajpdis-1597	255	10	of	of	ADP
ajpdis-1597	255	11	steps	step	NOUN
ajpdis-1597	255	12	that	that	PRON
ajpdis-1597	255	13	include	include	VERB
ajpdis-1597	255	14	data	datum	NOUN
ajpdis-1597	255	15	division	division	NOUN
ajpdis-1597	255	16	into	into	ADP
ajpdis-1597	255	17	training	training	NOUN
ajpdis-1597	255	18	and	and	CCONJ
ajpdis-1597	255	19	testing	testing	NOUN
ajpdis-1597	255	20	,	,	PUNCT
ajpdis-1597	255	21	cross	cross	NOUN
ajpdis-1597	255	22	-	-	NOUN
ajpdis-1597	255	23	validation	validation	NOUN
ajpdis-1597	255	24	to	to	PART
ajpdis-1597	255	25	check	check	VERB
ajpdis-1597	255	26	the	the	DET
ajpdis-1597	255	27	stability	stability	NOUN
ajpdis-1597	255	28	,	,	PUNCT
ajpdis-1597	255	29	and	and	CCONJ
ajpdis-1597	255	30	hyper	hyper	ADJ
ajpdis-1597	255	31	parameter	parameter	NOUN
ajpdis-1597	255	32	optimization	optimization	NOUN
ajpdis-1597	255	33	to	to	PART
ajpdis-1597	255	34	help	help	VERB
ajpdis-1597	255	35	in	in	ADP
ajpdis-1597	255	36	improving	improve	VERB
ajpdis-1597	255	37	the	the	DET
ajpdis-1597	255	38	performance	performance	NOUN
ajpdis-1597	255	39	.	.	PUNCT
ajpdis-1597	256	1	the	the	DET
ajpdis-1597	256	2	analysis	analysis	NOUN
ajpdis-1597	256	3	of	of	ADP
ajpdis-1597	256	4	the	the	DET
ajpdis-1597	256	5	importance	importance	NOUN
ajpdis-1597	256	6	of	of	ADP
ajpdis-1597	256	7	features	feature	NOUN
ajpdis-1597	256	8	is	be	AUX
ajpdis-1597	256	9	performed	perform	VERB
ajpdis-1597	256	10	to	to	PART
ajpdis-1597	256	11	determine	determine	VERB
ajpdis-1597	256	12	the	the	DET
ajpdis-1597	256	13	variables	variable	NOUN
ajpdis-1597	256	14	that	that	PRON
ajpdis-1597	256	15	have	have	VERB
ajpdis-1597	256	16	the	the	DET
ajpdis-1597	256	17	greatest	great	ADJ
ajpdis-1597	256	18	effect	effect	NOUN
ajpdis-1597	256	19	on	on	ADP
ajpdis-1597	256	20	delays	delay	NOUN
ajpdis-1597	256	21	or	or	CCONJ
ajpdis-1597	256	22	high	high	ADJ
ajpdis-1597	256	23	-	-	PUNCT
ajpdis-1597	256	24	demand	demand	NOUN
ajpdis-1597	256	25	periods	period	NOUN
ajpdis-1597	256	26	.	.	PUNCT
ajpdis-1597	257	1	the	the	DET
ajpdis-1597	257	2	evaluation	evaluation	NOUN
ajpdis-1597	257	3	metrics	metric	NOUN
ajpdis-1597	257	4	are	be	AUX
ajpdis-1597	257	5	accuracy	accuracy	NOUN
ajpdis-1597	257	6	,	,	PUNCT
ajpdis-1597	257	7	f1	f1	NOUN
ajpdis-1597	257	8	-	-	PUNCT
ajpdis-1597	257	9	score	score	NOUN
ajpdis-1597	257	10	,	,	PUNCT
ajpdis-1597	257	11	auc	auc	NOUN
ajpdis-1597	257	12	of	of	ADP
ajpdis-1597	257	13	classification	classification	NOUN
ajpdis-1597	257	14	models	model	NOUN
ajpdis-1597	257	15	and	and	CCONJ
ajpdis-1597	257	16	mae	mae	PROPN
ajpdis-1597	257	17	or	or	CCONJ
ajpdis-1597	257	18	rmse	rmse	NOUN
ajpdis-1597	257	19	of	of	ADP
ajpdis-1597	257	20	regression	regression	NOUN
ajpdis-1597	257	21	models	model	NOUN
ajpdis-1597	257	22	.	.	PUNCT
ajpdis-1597	258	1	the	the	DET
ajpdis-1597	258	2	performance	performance	NOUN
ajpdis-1597	258	3	forecasting	forecasting	NOUN
ajpdis-1597	258	4	is	be	AUX
ajpdis-1597	258	5	done	do	VERB
ajpdis-1597	258	6	based	base	VERB
ajpdis-1597	258	7	on	on	ADP
ajpdis-1597	258	8	mape	mape	NOUN
ajpdis-1597	258	9	,	,	PUNCT
ajpdis-1597	258	10	prediction	prediction	NOUN
ajpdis-1597	258	11	intervals	interval	NOUN
ajpdis-1597	258	12	,	,	PUNCT
ajpdis-1597	258	13	and	and	CCONJ
ajpdis-1597	258	14	the	the	DET
ajpdis-1597	258	15	residual	residual	ADJ
ajpdis-1597	258	16	diagnostics	diagnostic	NOUN
ajpdis-1597	258	17	.	.	PUNCT
ajpdis-1597	259	1	feature	feature	NOUN
ajpdis-1597	259	2	contributions	contribution	NOUN
ajpdis-1597	259	3	and	and	CCONJ
ajpdis-1597	259	4	partial	partial	ADJ
ajpdis-1597	259	5	-	-	PUNCT
ajpdis-1597	259	6	dependence	dependence	NOUN
ajpdis-1597	259	7	analysis	analysis	NOUN
ajpdis-1597	259	8	are	be	AUX
ajpdis-1597	259	9	interpretability	interpretability	NOUN
ajpdis-1597	259	10	techniques	technique	NOUN
ajpdis-1597	259	11	that	that	PRON
ajpdis-1597	259	12	are	be	AUX
ajpdis-1597	259	13	employed	employ	VERB
ajpdis-1597	259	14	to	to	PART
ajpdis-1597	259	15	learn	learn	VERB
ajpdis-1597	259	16	about	about	ADP
ajpdis-1597	259	17	the	the	DET
ajpdis-1597	259	18	relationship	relationship	NOUN
ajpdis-1597	259	19	between	between	ADP
ajpdis-1597	259	20	model	model	NOUN
ajpdis-1597	259	21	outputs	output	NOUN
ajpdis-1597	259	22	and	and	CCONJ
ajpdis-1597	259	23	operational	operational	ADJ
ajpdis-1597	259	24	behavior	behavior	NOUN
ajpdis-1597	259	25	[	[	X
ajpdis-1597	259	26	41	41	NUM
ajpdis-1597	259	27	]	]	PUNCT
ajpdis-1597	259	28	.	.	PUNCT
ajpdis-1597	260	1	predictive	predictive	ADJ
ajpdis-1597	260	2	modeling	modeling	NOUN
ajpdis-1597	260	3	offers	offer	VERB
ajpdis-1597	260	4	the	the	DET
ajpdis-1597	260	5	analytic	analytic	ADJ
ajpdis-1597	260	6	basis	basis	NOUN
ajpdis-1597	260	7	of	of	ADP
ajpdis-1597	260	8	the	the	DET
ajpdis-1597	260	9	interpretation	interpretation	NOUN
ajpdis-1597	260	10	of	of	ADP
ajpdis-1597	260	11	the	the	DET
ajpdis-1597	260	12	performance	performance	NOUN
ajpdis-1597	260	13	bottlenecks	bottleneck	NOUN
ajpdis-1597	260	14	and	and	CCONJ
ajpdis-1597	260	15	the	the	DET
ajpdis-1597	260	16	implementation	implementation	NOUN
ajpdis-1597	260	17	of	of	ADP
ajpdis-1597	260	18	the	the	DET
ajpdis-1597	260	19	proactive	proactive	ADJ
ajpdis-1597	260	20	strategies	strategy	NOUN
ajpdis-1597	260	21	of	of	ADP
ajpdis-1597	260	22	service	service	NOUN
ajpdis-1597	260	23	.	.	PUNCT
ajpdis-1597	261	1	flowchart	flowchart	NOUN
ajpdis-1597	261	2	1	1	NUM
ajpdis-1597	261	3	:	:	PUNCT
ajpdis-1597	261	4	this	this	DET
ajpdis-1597	261	5	flowchart	flowchart	NOUN
ajpdis-1597	261	6	display	display	NOUN
ajpdis-1597	261	7	on	on	ADP
ajpdis-1597	261	8	the	the	DET
ajpdis-1597	261	9	evaluation	evaluation	NOUN
ajpdis-1597	261	10	model	model	NOUN
ajpdis-1597	261	11	the	the	DET
ajpdis-1597	261	12	following	follow	VERB
ajpdis-1597	261	13	diagram	diagram	NOUN
ajpdis-1597	261	14	shows	show	VERB
ajpdis-1597	261	15	the	the	DET
ajpdis-1597	261	16	end	end	NOUN
ajpdis-1597	261	17	-	-	PUNCT
ajpdis-1597	261	18	to	to	ADP
ajpdis-1597	261	19	-	-	PUNCT
ajpdis-1597	261	20	end	end	NOUN
ajpdis-1597	261	21	workflow	workflow	NOUN
ajpdis-1597	261	22	that	that	PRON
ajpdis-1597	261	23	will	will	AUX
ajpdis-1597	261	24	be	be	AUX
ajpdis-1597	261	25	used	use	VERB
ajpdis-1597	261	26	to	to	PART
ajpdis-1597	261	27	develop	develop	VERB
ajpdis-1597	261	28	and	and	CCONJ
ajpdis-1597	261	29	test	test	VERB
ajpdis-1597	261	30	predictive	predictive	ADJ
ajpdis-1597	261	31	models	model	NOUN
ajpdis-1597	261	32	in	in	ADP
ajpdis-1597	261	33	the	the	DET
ajpdis-1597	261	34	study	study	NOUN
ajpdis-1597	261	35	.	.	PUNCT
ajpdis-1597	262	1	it	it	PRON
ajpdis-1597	262	2	starts	start	VERB
ajpdis-1597	262	3	by	by	ADP
ajpdis-1597	262	4	defining	define	VERB
ajpdis-1597	262	5	the	the	DET
ajpdis-1597	262	6	problem	problem	NOUN
ajpdis-1597	262	7	and	and	CCONJ
ajpdis-1597	262	8	moves	move	NOUN
ajpdis-1597	262	9	on	on	ADP
ajpdis-1597	262	10	to	to	ADP
ajpdis-1597	262	11	the	the	DET
ajpdis-1597	262	12	data	datum	NOUN
ajpdis-1597	262	13	collection	collection	NOUN
ajpdis-1597	262	14	,	,	PUNCT
ajpdis-1597	262	15	preprocessing	preprocessing	NOUN
ajpdis-1597	262	16	,	,	PUNCT
ajpdis-1597	262	17	and	and	CCONJ
ajpdis-1597	262	18	training	train	VERB
ajpdis-1597	262	19	a	a	DET
ajpdis-1597	262	20	model	model	NOUN
ajpdis-1597	262	21	.	.	PUNCT
ajpdis-1597	263	1	the	the	DET
ajpdis-1597	263	2	evaluation	evaluation	NOUN
ajpdis-1597	263	3	phase	phase	NOUN
ajpdis-1597	263	4	measures	measure	VERB
ajpdis-1597	263	5	the	the	DET
ajpdis-1597	263	6	performance	performance	NOUN
ajpdis-1597	263	7	181	181	NUM
ajpdis-1597	263	8	journal	journal	NOUN
ajpdis-1597	263	9	of	of	ADP
ajpdis-1597	263	10	public	public	ADJ
ajpdis-1597	263	11	diplomacy	diplomacy	NOUN
ajpdis-1597	263	12	and	and	CCONJ
ajpdis-1597	263	13	international	international	ADJ
ajpdis-1597	263	14	studies	study	NOUN
ajpdis-1597	263	15	www	www	PROPN
ajpdis-1597	263	16	.	.	PROPN
ajpdis-1597	264	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	264	2	of	of	ADP
ajpdis-1597	264	3	a	a	DET
ajpdis-1597	264	4	model	model	NOUN
ajpdis-1597	264	5	based	base	VERB
ajpdis-1597	264	6	on	on	ADP
ajpdis-1597	264	7	accuracy	accuracy	NOUN
ajpdis-1597	264	8	measures	measure	NOUN
ajpdis-1597	264	9	,	,	PUNCT
ajpdis-1597	264	10	validation	validation	NOUN
ajpdis-1597	264	11	steps	step	NOUN
ajpdis-1597	264	12	and	and	CCONJ
ajpdis-1597	264	13	measurement	measurement	NOUN
ajpdis-1597	264	14	of	of	ADP
ajpdis-1597	264	15	errors	error	NOUN
ajpdis-1597	264	16	.	.	PUNCT
ajpdis-1597	265	1	lastly	lastly	ADV
ajpdis-1597	265	2	,	,	PUNCT
ajpdis-1597	265	3	the	the	DET
ajpdis-1597	265	4	implementation	implementation	NOUN
ajpdis-1597	265	5	phase	phase	NOUN
ajpdis-1597	265	6	is	be	AUX
ajpdis-1597	265	7	the	the	DET
ajpdis-1597	265	8	manner	manner	NOUN
ajpdis-1597	265	9	in	in	ADP
ajpdis-1597	265	10	which	which	PRON
ajpdis-1597	265	11	analytical	analytical	ADJ
ajpdis-1597	265	12	deliverables	deliverable	NOUN
ajpdis-1597	265	13	can	can	AUX
ajpdis-1597	265	14	be	be	AUX
ajpdis-1597	265	15	useful	useful	ADJ
ajpdis-1597	265	16	in	in	ADP
ajpdis-1597	265	17	operational	operational	ADJ
ajpdis-1597	265	18	decision	decision	NOUN
ajpdis-1597	265	19	-	-	PUNCT
ajpdis-1597	265	20	making	making	NOUN
ajpdis-1597	265	21	in	in	ADP
ajpdis-1597	265	22	government	government	NOUN
ajpdis-1597	265	23	service	service	NOUN
ajpdis-1597	265	24	provision	provision	NOUN
ajpdis-1597	265	25	.	.	PUNCT
ajpdis-1597	266	1	such	such	DET
ajpdis-1597	266	2	a	a	DET
ajpdis-1597	266	3	systematic	systematic	ADJ
ajpdis-1597	266	4	flow	flow	NOUN
ajpdis-1597	266	5	makes	make	VERB
ajpdis-1597	266	6	predictive	predictive	ADJ
ajpdis-1597	266	7	analytics	analytic	NOUN
ajpdis-1597	266	8	highly	highly	ADV
ajpdis-1597	266	9	systematic	systematic	ADJ
ajpdis-1597	266	10	and	and	CCONJ
ajpdis-1597	266	11	reproducible	reproducible	ADJ
ajpdis-1597	266	12	,	,	PUNCT
ajpdis-1597	266	13	and	and	CCONJ
ajpdis-1597	266	14	makes	make	VERB
ajpdis-1597	266	15	every	every	DET
ajpdis-1597	266	16	step	step	NOUN
ajpdis-1597	266	17	,	,	PUNCT
ajpdis-1597	266	18	between	between	ADP
ajpdis-1597	266	19	raw	raw	ADJ
ajpdis-1597	266	20	data	datum	NOUN
ajpdis-1597	266	21	and	and	CCONJ
ajpdis-1597	266	22	operational	operational	ADJ
ajpdis-1597	266	23	insight	insight	NOUN
ajpdis-1597	266	24	,	,	PUNCT
ajpdis-1597	266	25	have	have	VERB
ajpdis-1597	266	26	a	a	DET
ajpdis-1597	266	27	clear	clear	ADJ
ajpdis-1597	266	28	and	and	CCONJ
ajpdis-1597	266	29	repeatable	repeatable	ADJ
ajpdis-1597	266	30	approach	approach	NOUN
ajpdis-1597	266	31	.	.	PUNCT
ajpdis-1597	267	1	flowchart	flowchart	NOUN
ajpdis-1597	267	2	2	2	NUM
ajpdis-1597	267	3	:	:	PUNCT
ajpdis-1597	267	4	this	this	DET
ajpdis-1597	267	5	chart	chart	NOUN
ajpdis-1597	267	6	represents	represent	VERB
ajpdis-1597	267	7	to	to	ADP
ajpdis-1597	267	8	the	the	DET
ajpdis-1597	267	9	svm	svm	ADJ
ajpdis-1597	267	10	model	model	NOUN
ajpdis-1597	267	11	the	the	DET
ajpdis-1597	267	12	diagram	diagram	NOUN
ajpdis-1597	267	13	below	below	ADV
ajpdis-1597	267	14	shows	show	VERB
ajpdis-1597	267	15	the	the	DET
ajpdis-1597	267	16	entire	entire	ADJ
ajpdis-1597	267	17	workflow	workflow	NOUN
ajpdis-1597	267	18	of	of	ADP
ajpdis-1597	267	19	the	the	DET
ajpdis-1597	267	20	support	support	NOUN
ajpdis-1597	267	21	vector	vector	NOUN
ajpdis-1597	267	22	machine	machine	NOUN
ajpdis-1597	267	23	(	(	PUNCT
ajpdis-1597	267	24	svm	svm	ADJ
ajpdis-1597	267	25	)	)	PUNCT
ajpdis-1597	267	26	model	model	NOUN
ajpdis-1597	267	27	employed	employ	VERB
ajpdis-1597	267	28	in	in	ADP
ajpdis-1597	267	29	the	the	DET
ajpdis-1597	267	30	research	research	NOUN
ajpdis-1597	267	31	.	.	PUNCT
ajpdis-1597	268	1	it	it	PRON
ajpdis-1597	268	2	starts	start	VERB
ajpdis-1597	268	3	with	with	ADP
ajpdis-1597	268	4	input	input	NOUN
ajpdis-1597	268	5	data	datum	NOUN
ajpdis-1597	268	6	then	then	ADV
ajpdis-1597	268	7	preprocessing	preprocesse	VERB
ajpdis-1597	268	8	activities	activity	NOUN
ajpdis-1597	268	9	like	like	ADP
ajpdis-1597	268	10	encoding	encoding	NOUN
ajpdis-1597	268	11	,	,	PUNCT
ajpdis-1597	268	12	scaling	scale	VERB
ajpdis-1597	268	13	and	and	CCONJ
ajpdis-1597	268	14	cleaning	cleaning	NOUN
ajpdis-1597	268	15	.	.	PUNCT
ajpdis-1597	269	1	the	the	DET
ajpdis-1597	269	2	data	data	NOUN
ajpdis-1597	269	3	is	be	AUX
ajpdis-1597	269	4	then	then	ADV
ajpdis-1597	269	5	separated	separate	VERB
ajpdis-1597	269	6	into	into	ADP
ajpdis-1597	269	7	training	training	NOUN
ajpdis-1597	269	8	and	and	CCONJ
ajpdis-1597	269	9	testing	testing	NOUN
ajpdis-1597	269	10	data	datum	NOUN
ajpdis-1597	269	11	.	.	PUNCT
ajpdis-1597	270	1	the	the	DET
ajpdis-1597	270	2	trained	train	VERB
ajpdis-1597	270	3	svm	svm	NOUN
ajpdis-1597	270	4	classifier	classifier	NOUN
ajpdis-1597	270	5	is	be	AUX
ajpdis-1597	270	6	based	base	VERB
ajpdis-1597	270	7	on	on	ADP
ajpdis-1597	270	8	the	the	DET
ajpdis-1597	270	9	processed	process	VERB
ajpdis-1597	270	10	features	feature	NOUN
ajpdis-1597	270	11	in	in	ADP
ajpdis-1597	270	12	order	order	NOUN
ajpdis-1597	270	13	to	to	PART
ajpdis-1597	270	14	determine	determine	VERB
ajpdis-1597	270	15	the	the	DET
ajpdis-1597	270	16	optimal	optimal	ADJ
ajpdis-1597	270	17	decision	decision	NOUN
ajpdis-1597	270	18	boundaries	boundary	NOUN
ajpdis-1597	270	19	.	.	PUNCT
ajpdis-1597	271	1	the	the	DET
ajpdis-1597	271	2	testing	testing	NOUN
ajpdis-1597	271	3	step	step	NOUN
ajpdis-1597	271	4	evaluates	evaluate	VERB
ajpdis-1597	271	5	the	the	DET
ajpdis-1597	271	6	generalization	generalization	NOUN
ajpdis-1597	271	7	performance	performance	NOUN
ajpdis-1597	271	8	and	and	CCONJ
ajpdis-1597	271	9	eventual	eventual	ADJ
ajpdis-1597	271	10	predictions	prediction	NOUN
ajpdis-1597	271	11	are	be	AUX
ajpdis-1597	271	12	raised	raise	VERB
ajpdis-1597	271	13	on	on	ADP
ajpdis-1597	271	14	classification	classification	NOUN
ajpdis-1597	271	15	activities	activity	NOUN
ajpdis-1597	271	16	like	like	ADP
ajpdis-1597	271	17	estimating	estimate	VERB
ajpdis-1597	271	18	response	response	NOUN
ajpdis-1597	271	19	-	-	PUNCT
ajpdis-1597	271	20	time	time	NOUN
ajpdis-1597	271	21	categories	category	NOUN
ajpdis-1597	271	22	.	.	PUNCT
ajpdis-1597	272	1	this	this	DET
ajpdis-1597	272	2	graphical	graphical	ADJ
ajpdis-1597	272	3	illustration	illustration	NOUN
ajpdis-1597	272	4	explains	explain	VERB
ajpdis-1597	272	5	why	why	SCONJ
ajpdis-1597	272	6	svm	svm	PROPN
ajpdis-1597	272	7	can	can	AUX
ajpdis-1597	272	8	be	be	AUX
ajpdis-1597	272	9	a	a	DET
ajpdis-1597	272	10	part	part	NOUN
ajpdis-1597	272	11	of	of	ADP
ajpdis-1597	272	12	the	the	DET
ajpdis-1597	272	13	analytical	analytical	ADJ
ajpdis-1597	272	14	system	system	NOUN
ajpdis-1597	272	15	and	and	CCONJ
ajpdis-1597	272	16	help	help	VERB
ajpdis-1597	272	17	optimize	optimize	VERB
ajpdis-1597	272	18	the	the	DET
ajpdis-1597	272	19	provision	provision	NOUN
ajpdis-1597	272	20	of	of	ADP
ajpdis-1597	272	21	quality	quality	NOUN
ajpdis-1597	272	22	and	and	CCONJ
ajpdis-1597	272	23	evidence	evidence	NOUN
ajpdis-1597	272	24	-	-	PUNCT
ajpdis-1597	272	25	based	base	VERB
ajpdis-1597	272	26	publicly	publicly	ADV
ajpdis-1597	272	27	beneficial	beneficial	ADJ
ajpdis-1597	272	28	services	service	NOUN
ajpdis-1597	272	29	.	.	PUNCT
ajpdis-1597	273	1	e.	e.	PROPN
ajpdis-1597	273	2	statistical	statistical	ADJ
ajpdis-1597	273	3	tests	test	NOUN
ajpdis-1597	273	4	and	and	CCONJ
ajpdis-1597	273	5	validation	validation	NOUN
ajpdis-1597	273	6	the	the	DET
ajpdis-1597	273	7	inferential	inferential	ADJ
ajpdis-1597	273	8	statistical	statistical	ADJ
ajpdis-1597	273	9	tests	test	NOUN
ajpdis-1597	273	10	are	be	AUX
ajpdis-1597	273	11	applied	apply	VERB
ajpdis-1597	273	12	to	to	PART
ajpdis-1597	273	13	prove	prove	VERB
ajpdis-1597	273	14	observed	observed	ADJ
ajpdis-1597	273	15	differences	difference	NOUN
ajpdis-1597	273	16	in	in	ADP
ajpdis-1597	273	17	service	service	NOUN
ajpdis-1597	273	18	delivery	delivery	NOUN
ajpdis-1597	273	19	patterns	pattern	NOUN
ajpdis-1597	273	20	to	to	PART
ajpdis-1597	273	21	be	be	AUX
ajpdis-1597	273	22	statistically	statistically	ADV
ajpdis-1597	273	23	significant	significant	ADJ
ajpdis-1597	273	24	.	.	PUNCT
ajpdis-1597	274	1	this	this	DET
ajpdis-1597	274	2	study	study	NOUN
ajpdis-1597	274	3	is	be	AUX
ajpdis-1597	274	4	guided	guide	VERB
ajpdis-1597	274	5	by	by	ADP
ajpdis-1597	274	6	two	two	NUM
ajpdis-1597	274	7	major	major	ADJ
ajpdis-1597	274	8	tests	test	NOUN
ajpdis-1597	274	9	anova	anova	PROPN
ajpdis-1597	274	10	and	and	CCONJ
ajpdis-1597	274	11	chisquare	chisquare	PROPN
ajpdis-1597	274	12	.	.	PUNCT
ajpdis-1597	275	1	anova	anova	PROPN
ajpdis-1597	275	2	will	will	AUX
ajpdis-1597	275	3	be	be	AUX
ajpdis-1597	275	4	used	use	VERB
ajpdis-1597	275	5	to	to	PART
ajpdis-1597	275	6	establish	establish	VERB
ajpdis-1597	275	7	whether	whether	SCONJ
ajpdis-1597	275	8	the	the	DET
ajpdis-1597	275	9	mean	mean	ADJ
ajpdis-1597	275	10	time	time	NOUN
ajpdis-1597	275	11	of	of	ADP
ajpdis-1597	275	12	service	service	NOUN
ajpdis-1597	275	13	response	response	NOUN
ajpdis-1597	275	14	to	to	ADP
ajpdis-1597	275	15	different	different	ADJ
ajpdis-1597	275	16	types	type	NOUN
ajpdis-1597	275	17	of	of	ADP
ajpdis-1597	275	18	complaints	complaint	NOUN
ajpdis-1597	275	19	is	be	AUX
ajpdis-1597	275	20	significantly	significantly	ADV
ajpdis-1597	275	21	different	different	ADJ
ajpdis-1597	275	22	.	.	PUNCT
ajpdis-1597	276	1	the	the	DET
ajpdis-1597	276	2	use	use	NOUN
ajpdis-1597	276	3	of	of	ADP
ajpdis-1597	276	4	this	this	DET
ajpdis-1597	276	5	test	test	NOUN
ajpdis-1597	276	6	is	be	AUX
ajpdis-1597	276	7	appropriate	appropriate	ADJ
ajpdis-1597	276	8	since	since	SCONJ
ajpdis-1597	276	9	it	it	PRON
ajpdis-1597	276	10	is	be	AUX
ajpdis-1597	276	11	used	use	VERB
ajpdis-1597	276	12	to	to	PART
ajpdis-1597	276	13	compare	compare	VERB
ajpdis-1597	276	14	various	various	ADJ
ajpdis-1597	276	15	categorical	categorical	ADJ
ajpdis-1597	276	16	groups	group	NOUN
ajpdis-1597	276	17	to	to	ADP
ajpdis-1597	276	18	a	a	DET
ajpdis-1597	276	19	continuous	continuous	ADJ
ajpdis-1597	276	20	outcome	outcome	NOUN
ajpdis-1597	276	21	variable	variable	NOUN
ajpdis-1597	276	22	.	.	PUNCT
ajpdis-1597	277	1	one	one	NUM
ajpdis-1597	277	2	of	of	ADP
ajpdis-1597	277	3	the	the	DET
ajpdis-1597	277	4	substantial	substantial	ADJ
ajpdis-1597	277	5	anova	anova	PROPN
ajpdis-1597	277	6	results	result	NOUN
ajpdis-1597	277	7	proves	prove	VERB
ajpdis-1597	277	8	that	that	SCONJ
ajpdis-1597	277	9	the	the	DET
ajpdis-1597	277	10	types	type	NOUN
ajpdis-1597	277	11	of	of	ADP
ajpdis-1597	277	12	complaints	complaint	NOUN
ajpdis-1597	277	13	have	have	VERB
ajpdis-1597	277	14	an	an	DET
ajpdis-1597	277	15	impact	impact	NOUN
ajpdis-1597	277	16	on	on	ADP
ajpdis-1597	277	17	the	the	DET
ajpdis-1597	277	18	delayed	delay	VERB
ajpdis-1597	277	19	response	response	NOUN
ajpdis-1597	277	20	or	or	CCONJ
ajpdis-1597	277	21	prompt	prompt	ADJ
ajpdis-1597	277	22	response	response	NOUN
ajpdis-1597	277	23	attitude	attitude	NOUN
ajpdis-1597	277	24	.	.	PUNCT
ajpdis-1597	278	1	predictive	predictive	ADJ
ajpdis-1597	278	2	results	result	NOUN
ajpdis-1597	278	3	are	be	AUX
ajpdis-1597	278	4	reliable	reliable	ADJ
ajpdis-1597	278	5	due	due	ADP
ajpdis-1597	278	6	to	to	ADP
ajpdis-1597	278	7	validation	validation	NOUN
ajpdis-1597	278	8	procedures	procedure	NOUN
ajpdis-1597	278	9	.	.	PUNCT
ajpdis-1597	279	1	the	the	DET
ajpdis-1597	279	2	crossvalidation	crossvalidation	NOUN
ajpdis-1597	279	3	tools	tool	NOUN
ajpdis-1597	279	4	are	be	AUX
ajpdis-1597	279	5	used	use	VERB
ajpdis-1597	279	6	to	to	PART
ajpdis-1597	279	7	evaluate	evaluate	VERB
ajpdis-1597	279	8	model	model	NOUN
ajpdis-1597	279	9	stability	stability	NOUN
ajpdis-1597	279	10	when	when	SCONJ
ajpdis-1597	279	11	using	use	VERB
ajpdis-1597	279	12	more	more	ADJ
ajpdis-1597	279	13	than	than	ADP
ajpdis-1597	279	14	one	one	NUM
ajpdis-1597	279	15	data	datum	NOUN
ajpdis-1597	279	16	fold	fold	VERB
ajpdis-1597	279	17	.	.	PUNCT
ajpdis-1597	280	1	the	the	DET
ajpdis-1597	280	2	accuracy	accuracy	NOUN
ajpdis-1597	280	3	of	of	ADP
ajpdis-1597	280	4	classification	classification	NOUN
ajpdis-1597	280	5	is	be	AUX
ajpdis-1597	280	6	confirmed	confirm	VERB
ajpdis-1597	280	7	by	by	ADP
ajpdis-1597	280	8	the	the	DET
ajpdis-1597	280	9	confusion	confusion	NOUN
ajpdis-1597	280	10	-	-	PUNCT
ajpdis-1597	280	11	matrix	matrix	NOUN
ajpdis-1597	280	12	analysis	analysis	NOUN
ajpdis-1597	280	13	,	,	PUNCT
ajpdis-1597	280	14	whereas	whereas	SCONJ
ajpdis-1597	280	15	the	the	DET
ajpdis-1597	280	16	reliability	reliability	NOUN
ajpdis-1597	280	17	of	of	ADP
ajpdis-1597	280	18	the	the	DET
ajpdis-1597	280	19	predicted	predict	VERB
ajpdis-1597	280	20	probabilities	probability	NOUN
ajpdis-1597	280	21	is	be	AUX
ajpdis-1597	280	22	tested	test	VERB
ajpdis-1597	280	23	by	by	ADP
ajpdis-1597	280	24	the	the	DET
ajpdis-1597	280	25	calibration	calibration	NOUN
ajpdis-1597	280	26	curves	curve	NOUN
ajpdis-1597	280	27	.	.	PUNCT
ajpdis-1597	281	1	regression	regression	NOUN
ajpdis-1597	281	2	and	and	CCONJ
ajpdis-1597	281	3	forecasting	forecast	VERB
ajpdis-1597	281	4	182	182	NUM
ajpdis-1597	281	5	journal	journal	NOUN
ajpdis-1597	281	6	of	of	ADP
ajpdis-1597	281	7	public	public	ADJ
ajpdis-1597	281	8	diplomacy	diplomacy	NOUN
ajpdis-1597	281	9	and	and	CCONJ
ajpdis-1597	281	10	international	international	ADJ
ajpdis-1597	281	11	studies	study	NOUN
ajpdis-1597	281	12	www	www	PROPN
ajpdis-1597	281	13	.	.	PUNCT
ajpdis-1597	282	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	282	2	models	model	VERB
ajpdis-1597	282	3	residual	residual	ADJ
ajpdis-1597	282	4	diagnostics	diagnostic	NOUN
ajpdis-1597	282	5	assess	assess	VERB
ajpdis-1597	282	6	the	the	DET
ajpdis-1597	282	7	quality	quality	NOUN
ajpdis-1597	282	8	of	of	ADP
ajpdis-1597	282	9	a	a	DET
ajpdis-1597	282	10	model	model	NOUN
ajpdis-1597	282	11	,	,	PUNCT
ajpdis-1597	282	12	normality	normality	NOUN
ajpdis-1597	282	13	,	,	PUNCT
ajpdis-1597	282	14	and	and	CCONJ
ajpdis-1597	282	15	heteroscedasticity	heteroscedasticity	NOUN
ajpdis-1597	282	16	.	.	PUNCT
ajpdis-1597	283	1	such	such	ADJ
ajpdis-1597	283	2	methods	method	NOUN
ajpdis-1597	283	3	of	of	ADP
ajpdis-1597	283	4	validation	validation	NOUN
ajpdis-1597	283	5	also	also	ADV
ajpdis-1597	283	6	make	make	VERB
ajpdis-1597	283	7	predictive	predictive	ADJ
ajpdis-1597	283	8	information	information	NOUN
ajpdis-1597	283	9	data	data	NOUN
ajpdis-1597	283	10	-	-	PUNCT
ajpdis-1597	283	11	driven	drive	VERB
ajpdis-1597	283	12	,	,	PUNCT
ajpdis-1597	283	13	consistent	consistent	ADJ
ajpdis-1597	283	14	,	,	PUNCT
ajpdis-1597	283	15	and	and	CCONJ
ajpdis-1597	283	16	generalizable	generalizable	ADJ
ajpdis-1597	283	17	.	.	PUNCT
ajpdis-1597	284	1	a	a	DET
ajpdis-1597	284	2	combination	combination	NOUN
ajpdis-1597	284	3	of	of	ADP
ajpdis-1597	284	4	statistical	statistical	ADJ
ajpdis-1597	284	5	testing	testing	NOUN
ajpdis-1597	284	6	and	and	CCONJ
ajpdis-1597	284	7	validation	validation	NOUN
ajpdis-1597	284	8	helps	help	VERB
ajpdis-1597	284	9	to	to	PART
ajpdis-1597	284	10	improve	improve	VERB
ajpdis-1597	284	11	the	the	DET
ajpdis-1597	284	12	credibility	credibility	NOUN
ajpdis-1597	284	13	of	of	ADP
ajpdis-1597	284	14	findings	finding	NOUN
ajpdis-1597	284	15	,	,	PUNCT
ajpdis-1597	284	16	and	and	CCONJ
ajpdis-1597	284	17	the	the	DET
ajpdis-1597	284	18	study	study	NOUN
ajpdis-1597	284	19	is	be	AUX
ajpdis-1597	284	20	able	able	ADJ
ajpdis-1597	284	21	to	to	PART
ajpdis-1597	284	22	make	make	VERB
ajpdis-1597	284	23	meaningful	meaningful	ADJ
ajpdis-1597	284	24	conclusions	conclusion	NOUN
ajpdis-1597	284	25	on	on	ADP
ajpdis-1597	284	26	the	the	DET
ajpdis-1597	284	27	issue	issue	NOUN
ajpdis-1597	284	28	of	of	ADP
ajpdis-1597	284	29	operational	operational	ADJ
ajpdis-1597	284	30	inefficiencies	inefficiency	NOUN
ajpdis-1597	284	31	and	and	CCONJ
ajpdis-1597	284	32	service	service	NOUN
ajpdis-1597	284	33	performance	performance	NOUN
ajpdis-1597	284	34	.	.	PUNCT
ajpdis-1597	285	1	f.	f.	PROPN
ajpdis-1597	285	2	ethical	ethical	ADJ
ajpdis-1597	285	3	considerations	consideration	NOUN
ajpdis-1597	285	4	there	there	PRON
ajpdis-1597	285	5	are	be	VERB
ajpdis-1597	285	6	ethical	ethical	ADJ
ajpdis-1597	285	7	factors	factor	NOUN
ajpdis-1597	285	8	to	to	PART
ajpdis-1597	285	9	consider	consider	VERB
ajpdis-1597	285	10	when	when	SCONJ
ajpdis-1597	285	11	using	use	VERB
ajpdis-1597	285	12	predictive	predictive	ADJ
ajpdis-1597	285	13	analytics	analytic	NOUN
ajpdis-1597	285	14	on	on	ADP
ajpdis-1597	285	15	data	datum	NOUN
ajpdis-1597	285	16	in	in	ADP
ajpdis-1597	285	17	the	the	DET
ajpdis-1597	285	18	public	public	ADJ
ajpdis-1597	285	19	sector	sector	NOUN
ajpdis-1597	285	20	.	.	PUNCT
ajpdis-1597	286	1	the	the	DET
ajpdis-1597	286	2	nyc	nyc	PROPN
ajpdis-1597	286	3	311	311	NUM
ajpdis-1597	286	4	dataset	dataset	NOUN
ajpdis-1597	286	5	is	be	AUX
ajpdis-1597	286	6	publicly	publicly	ADV
ajpdis-1597	286	7	available	available	ADJ
ajpdis-1597	286	8	but	but	CCONJ
ajpdis-1597	286	9	it	it	PRON
ajpdis-1597	286	10	encompasses	encompass	VERB
ajpdis-1597	286	11	data	datum	NOUN
ajpdis-1597	286	12	that	that	PRON
ajpdis-1597	286	13	is	be	AUX
ajpdis-1597	286	14	related	relate	VERB
ajpdis-1597	286	15	to	to	ADP
ajpdis-1597	286	16	the	the	DET
ajpdis-1597	286	17	activities	activity	NOUN
ajpdis-1597	286	18	of	of	ADP
ajpdis-1597	286	19	citizens	citizen	NOUN
ajpdis-1597	286	20	,	,	PUNCT
ajpdis-1597	286	21	places	place	NOUN
ajpdis-1597	286	22	and	and	CCONJ
ajpdis-1597	286	23	interactions	interaction	NOUN
ajpdis-1597	286	24	between	between	ADP
ajpdis-1597	286	25	the	the	DET
ajpdis-1597	286	26	governments	government	NOUN
ajpdis-1597	286	27	.	.	PUNCT
ajpdis-1597	287	1	thus	thus	ADV
ajpdis-1597	287	2	,	,	PUNCT
ajpdis-1597	287	3	the	the	DET
ajpdis-1597	287	4	principle	principle	NOUN
ajpdis-1597	287	5	of	of	ADP
ajpdis-1597	287	6	confidentiality	confidentiality	NOUN
ajpdis-1597	287	7	and	and	CCONJ
ajpdis-1597	287	8	responsible	responsible	ADJ
ajpdis-1597	287	9	data	datum	NOUN
ajpdis-1597	287	10	processing	processing	NOUN
ajpdis-1597	287	11	is	be	AUX
ajpdis-1597	287	12	considered	consider	VERB
ajpdis-1597	287	13	in	in	ADP
ajpdis-1597	287	14	the	the	DET
ajpdis-1597	287	15	course	course	NOUN
ajpdis-1597	287	16	of	of	ADP
ajpdis-1597	287	17	the	the	DET
ajpdis-1597	287	18	study	study	NOUN
ajpdis-1597	287	19	.	.	PUNCT
ajpdis-1597	288	1	no	no	DET
ajpdis-1597	288	2	personal	personal	ADJ
ajpdis-1597	288	3	identifying	identify	VERB
ajpdis-1597	288	4	data	datum	NOUN
ajpdis-1597	288	5	are	be	AUX
ajpdis-1597	288	6	given	give	VERB
ajpdis-1597	288	7	and	and	CCONJ
ajpdis-1597	288	8	all	all	DET
ajpdis-1597	288	9	analyses	analysis	NOUN
ajpdis-1597	288	10	are	be	AUX
ajpdis-1597	288	11	done	do	VERB
ajpdis-1597	288	12	at	at	ADP
ajpdis-1597	288	13	aggregate	aggregate	ADJ
ajpdis-1597	288	14	levels	level	NOUN
ajpdis-1597	288	15	to	to	PART
ajpdis-1597	288	16	ensure	ensure	VERB
ajpdis-1597	288	17	that	that	SCONJ
ajpdis-1597	288	18	sensitive	sensitive	ADJ
ajpdis-1597	288	19	data	datum	NOUN
ajpdis-1597	288	20	are	be	AUX
ajpdis-1597	288	21	not	not	PART
ajpdis-1597	288	22	abused	abuse	VERB
ajpdis-1597	288	23	.	.	PUNCT
ajpdis-1597	289	1	predictive	predictive	ADJ
ajpdis-1597	289	2	modeling	modeling	NOUN
ajpdis-1597	289	3	is	be	AUX
ajpdis-1597	289	4	guided	guide	VERB
ajpdis-1597	289	5	by	by	ADP
ajpdis-1597	289	6	fairness	fairness	NOUN
ajpdis-1597	289	7	and	and	CCONJ
ajpdis-1597	289	8	non	non	NOUN
ajpdis-1597	289	9	-	-	NOUN
ajpdis-1597	289	10	discrimination	discrimination	NOUN
ajpdis-1597	289	11	.	.	PUNCT
ajpdis-1597	290	1	algorithms	algorithm	NOUN
ajpdis-1597	290	2	can	can	AUX
ajpdis-1597	290	3	also	also	ADV
ajpdis-1597	290	4	propagate	propagate	VERB
ajpdis-1597	290	5	prejudices	prejudice	NOUN
ajpdis-1597	290	6	unknowingly	unknowingly	ADV
ajpdis-1597	290	7	in	in	ADP
ajpdis-1597	290	8	case	case	NOUN
ajpdis-1597	290	9	trends	trend	NOUN
ajpdis-1597	290	10	in	in	ADP
ajpdis-1597	290	11	past	past	ADJ
ajpdis-1597	290	12	data	datum	NOUN
ajpdis-1597	290	13	capture	capture	VERB
ajpdis-1597	290	14	unequal	unequal	ADJ
ajpdis-1597	290	15	service	service	NOUN
ajpdis-1597	290	16	distribution	distribution	NOUN
ajpdis-1597	290	17	.	.	PUNCT
ajpdis-1597	291	1	to	to	PART
ajpdis-1597	291	2	prevent	prevent	VERB
ajpdis-1597	291	3	this	this	PRON
ajpdis-1597	291	4	,	,	PUNCT
ajpdis-1597	291	5	fairness	fairness	NOUN
ajpdis-1597	291	6	checks	check	NOUN
ajpdis-1597	291	7	are	be	AUX
ajpdis-1597	291	8	conducted	conduct	VERB
ajpdis-1597	291	9	whereby	whereby	SCONJ
ajpdis-1597	291	10	the	the	DET
ajpdis-1597	291	11	models	model	NOUN
ajpdis-1597	291	12	do	do	AUX
ajpdis-1597	291	13	not	not	PART
ajpdis-1597	291	14	discriminate	discriminate	VERB
ajpdis-1597	291	15	against	against	ADP
ajpdis-1597	291	16	particular	particular	ADJ
ajpdis-1597	291	17	neighborhoods	neighborhood	NOUN
ajpdis-1597	291	18	or	or	CCONJ
ajpdis-1597	291	19	categories	category	NOUN
ajpdis-1597	291	20	of	of	ADP
ajpdis-1597	291	21	complaints	complaint	NOUN
ajpdis-1597	291	22	.	.	PUNCT
ajpdis-1597	292	1	the	the	DET
ajpdis-1597	292	2	selection	selection	NOUN
ajpdis-1597	292	3	of	of	ADP
ajpdis-1597	292	4	features	feature	NOUN
ajpdis-1597	292	5	,	,	PUNCT
ajpdis-1597	292	6	and	and	CCONJ
ajpdis-1597	292	7	interpretation	interpretation	NOUN
ajpdis-1597	292	8	of	of	ADP
ajpdis-1597	292	9	the	the	DET
ajpdis-1597	292	10	models	model	NOUN
ajpdis-1597	292	11	are	be	AUX
ajpdis-1597	292	12	closely	closely	ADV
ajpdis-1597	292	13	considered	consider	VERB
ajpdis-1597	292	14	so	so	SCONJ
ajpdis-1597	292	15	that	that	SCONJ
ajpdis-1597	292	16	they	they	PRON
ajpdis-1597	292	17	do	do	AUX
ajpdis-1597	292	18	not	not	PART
ajpdis-1597	292	19	propagate	propagate	VERB
ajpdis-1597	292	20	the	the	DET
ajpdis-1597	292	21	structural	structural	ADJ
ajpdis-1597	292	22	inequities	inequity	NOUN
ajpdis-1597	292	23	.	.	PUNCT
ajpdis-1597	293	1	transparency	transparency	NOUN
ajpdis-1597	293	2	is	be	AUX
ajpdis-1597	293	3	ensured	ensure	VERB
ajpdis-1597	293	4	through	through	ADP
ajpdis-1597	293	5	recording	record	VERB
ajpdis-1597	293	6	modeling	modeling	NOUN
ajpdis-1597	293	7	processes	process	NOUN
ajpdis-1597	293	8	,	,	PUNCT
ajpdis-1597	293	9	preprocessing	preprocesse	VERB
ajpdis-1597	293	10	decision	decision	NOUN
ajpdis-1597	293	11	and	and	CCONJ
ajpdis-1597	293	12	analysis	analysis	NOUN
ajpdis-1597	293	13	assumptions	assumption	NOUN
ajpdis-1597	293	14	.	.	PUNCT
ajpdis-1597	294	1	this	this	PRON
ajpdis-1597	294	2	makes	make	VERB
ajpdis-1597	294	3	sure	sure	ADJ
ajpdis-1597	294	4	that	that	SCONJ
ajpdis-1597	294	5	predictive	predictive	ADJ
ajpdis-1597	294	6	insights	insight	NOUN
ajpdis-1597	294	7	can	can	AUX
ajpdis-1597	294	8	be	be	AUX
ajpdis-1597	294	9	explained	explain	VERB
ajpdis-1597	294	10	and	and	CCONJ
ajpdis-1597	294	11	subject	subject	ADJ
ajpdis-1597	294	12	to	to	ADP
ajpdis-1597	294	13	criticism	criticism	NOUN
ajpdis-1597	294	14	.	.	PUNCT
ajpdis-1597	295	1	the	the	DET
ajpdis-1597	295	2	issue	issue	NOUN
ajpdis-1597	295	3	of	of	ADP
ajpdis-1597	295	4	the	the	DET
ajpdis-1597	295	5	possible	possible	ADJ
ajpdis-1597	295	6	effect	effect	NOUN
ajpdis-1597	295	7	of	of	ADP
ajpdis-1597	295	8	predictive	predictive	ADJ
ajpdis-1597	295	9	analytics	analytic	NOUN
ajpdis-1597	295	10	on	on	ADP
ajpdis-1597	295	11	the	the	DET
ajpdis-1597	295	12	trust	trust	NOUN
ajpdis-1597	295	13	of	of	ADP
ajpdis-1597	295	14	the	the	DET
ajpdis-1597	295	15	population	population	NOUN
ajpdis-1597	295	16	is	be	AUX
ajpdis-1597	295	17	also	also	ADV
ajpdis-1597	295	18	ethically	ethically	ADV
ajpdis-1597	295	19	prone	prone	ADJ
ajpdis-1597	295	20	.	.	PUNCT
ajpdis-1597	296	1	government	government	NOUN
ajpdis-1597	296	2	organizations	organization	NOUN
ajpdis-1597	296	3	should	should	AUX
ajpdis-1597	296	4	provide	provide	VERB
ajpdis-1597	296	5	assurance	assurance	NOUN
ajpdis-1597	296	6	that	that	PRON
ajpdis-1597	296	7	automation	automation	NOUN
ajpdis-1597	296	8	or	or	CCONJ
ajpdis-1597	296	9	predictive	predictive	ADJ
ajpdis-1597	296	10	technologies	technology	NOUN
ajpdis-1597	296	11	will	will	AUX
ajpdis-1597	296	12	not	not	PART
ajpdis-1597	296	13	diminish	diminish	VERB
ajpdis-1597	296	14	accountability	accountability	NOUN
ajpdis-1597	296	15	and	and	CCONJ
ajpdis-1597	296	16	decrease	decrease	VERB
ajpdis-1597	296	17	human	human	ADJ
ajpdis-1597	296	18	supervision	supervision	NOUN
ajpdis-1597	296	19	of	of	ADP
ajpdis-1597	296	20	the	the	DET
ajpdis-1597	296	21	key	key	ADJ
ajpdis-1597	296	22	decision	decision	NOUN
ajpdis-1597	296	23	-	-	PUNCT
ajpdis-1597	296	24	making	make	VERB
ajpdis-1597	296	25	processes	process	NOUN
ajpdis-1597	296	26	.	.	PUNCT
ajpdis-1597	297	1	in	in	ADP
ajpdis-1597	297	2	this	this	DET
ajpdis-1597	297	3	research	research	NOUN
ajpdis-1597	297	4	design	design	NOUN
ajpdis-1597	297	5	,	,	PUNCT
ajpdis-1597	297	6	ethical	ethical	ADJ
ajpdis-1597	297	7	principles	principle	NOUN
ajpdis-1597	297	8	are	be	AUX
ajpdis-1597	297	9	followed	follow	VERB
ajpdis-1597	297	10	by	by	ADP
ajpdis-1597	297	11	keeping	keep	VERB
ajpdis-1597	297	12	data	datum	NOUN
ajpdis-1597	297	13	intact	intact	ADJ
ajpdis-1597	297	14	,	,	PUNCT
ajpdis-1597	297	15	focusing	focus	VERB
ajpdis-1597	297	16	on	on	ADP
ajpdis-1597	297	17	fairness	fairness	NOUN
ajpdis-1597	297	18	,	,	PUNCT
ajpdis-1597	297	19	and	and	CCONJ
ajpdis-1597	297	20	avoiding	avoid	VERB
ajpdis-1597	297	21	lack	lack	NOUN
ajpdis-1597	297	22	of	of	ADP
ajpdis-1597	297	23	transparency	transparency	NOUN
ajpdis-1597	297	24	in	in	ADP
ajpdis-1597	297	25	every	every	DET
ajpdis-1597	297	26	methodological	methodological	ADJ
ajpdis-1597	297	27	process	process	NOUN
ajpdis-1597	297	28	.	.	PUNCT
ajpdis-1597	298	1	those	those	DET
ajpdis-1597	298	2	measures	measure	NOUN
ajpdis-1597	298	3	will	will	AUX
ajpdis-1597	298	4	guarantee	guarantee	VERB
ajpdis-1597	298	5	the	the	DET
ajpdis-1597	298	6	appropriate	appropriate	ADJ
ajpdis-1597	298	7	use	use	NOUN
ajpdis-1597	298	8	of	of	ADP
ajpdis-1597	298	9	predictive	predictive	ADJ
ajpdis-1597	298	10	analytics	analytic	NOUN
ajpdis-1597	298	11	within	within	ADP
ajpdis-1597	298	12	the	the	DET
ajpdis-1597	298	13	context	context	NOUN
ajpdis-1597	298	14	of	of	ADP
ajpdis-1597	298	15	the	the	DET
ajpdis-1597	298	16	public	public	ADJ
ajpdis-1597	298	17	sector	sector	NOUN
ajpdis-1597	298	18	.	.	PUNCT
ajpdis-1597	299	1	g.	g.	PROPN
ajpdis-1597	299	2	limitations	limitation	NOUN
ajpdis-1597	299	3	even	even	ADV
ajpdis-1597	299	4	though	though	SCONJ
ajpdis-1597	299	5	the	the	DET
ajpdis-1597	299	6	methodology	methodology	NOUN
ajpdis-1597	299	7	employed	employ	VERB
ajpdis-1597	299	8	in	in	ADP
ajpdis-1597	299	9	this	this	DET
ajpdis-1597	299	10	research	research	NOUN
ajpdis-1597	299	11	provides	provide	VERB
ajpdis-1597	299	12	a	a	DET
ajpdis-1597	299	13	thorough	thorough	ADJ
ajpdis-1597	299	14	analytical	analytical	ADJ
ajpdis-1597	299	15	model	model	NOUN
ajpdis-1597	299	16	of	of	ADP
ajpdis-1597	299	17	assessing	assess	VERB
ajpdis-1597	299	18	the	the	DET
ajpdis-1597	299	19	delivery	delivery	NOUN
ajpdis-1597	299	20	of	of	ADP
ajpdis-1597	299	21	public	public	ADJ
ajpdis-1597	299	22	services	service	NOUN
ajpdis-1597	299	23	using	use	VERB
ajpdis-1597	299	24	the	the	DET
ajpdis-1597	299	25	data	datum	NOUN
ajpdis-1597	299	26	collected	collect	VERB
ajpdis-1597	299	27	by	by	ADP
ajpdis-1597	299	28	nyc	nyc	PROPN
ajpdis-1597	299	29	311	311	NUM
ajpdis-1597	299	30	,	,	PUNCT
ajpdis-1597	299	31	there	there	PRON
ajpdis-1597	299	32	are	be	VERB
ajpdis-1597	299	33	a	a	DET
ajpdis-1597	299	34	few	few	ADJ
ajpdis-1597	299	35	constraints	constraint	NOUN
ajpdis-1597	299	36	that	that	PRON
ajpdis-1597	299	37	are	be	AUX
ajpdis-1597	299	38	worth	worth	ADJ
ajpdis-1597	299	39	noting	note	VERB
ajpdis-1597	299	40	.	.	PUNCT
ajpdis-1597	300	1	first	first	ADV
ajpdis-1597	300	2	,	,	PUNCT
ajpdis-1597	300	3	the	the	DET
ajpdis-1597	300	4	data	data	NOUN
ajpdis-1597	300	5	is	be	AUX
ajpdis-1597	300	6	restricted	restrict	VERB
ajpdis-1597	300	7	to	to	ADP
ajpdis-1597	300	8	the	the	DET
ajpdis-1597	300	9	reported	report	VERB
ajpdis-1597	300	10	service	service	NOUN
ajpdis-1597	300	11	requests	request	NOUN
ajpdis-1597	300	12	and	and	CCONJ
ajpdis-1597	300	13	could	could	AUX
ajpdis-1597	300	14	not	not	PART
ajpdis-1597	300	15	be	be	AUX
ajpdis-1597	300	16	a	a	DET
ajpdis-1597	300	17	complete	complete	ADJ
ajpdis-1597	300	18	measure	measure	NOUN
ajpdis-1597	300	19	of	of	ADP
ajpdis-1597	300	20	unreported	unreported	ADJ
ajpdis-1597	300	21	problems	problem	NOUN
ajpdis-1597	300	22	and	and	CCONJ
ajpdis-1597	300	23	informal	informal	ADJ
ajpdis-1597	300	24	complaints	complaint	NOUN
ajpdis-1597	300	25	,	,	PUNCT
ajpdis-1597	300	26	which	which	PRON
ajpdis-1597	300	27	might	might	AUX
ajpdis-1597	300	28	be	be	AUX
ajpdis-1597	300	29	a	a	DET
ajpdis-1597	300	30	source	source	NOUN
ajpdis-1597	300	31	of	of	ADP
ajpdis-1597	300	32	bias	bias	NOUN
ajpdis-1597	300	33	in	in	ADP
ajpdis-1597	300	34	the	the	DET
ajpdis-1597	300	35	analysis	analysis	NOUN
ajpdis-1597	300	36	.	.	PUNCT
ajpdis-1597	301	1	second	second	ADJ
ajpdis-1597	301	2	,	,	PUNCT
ajpdis-1597	301	3	the	the	DET
ajpdis-1597	301	4	predictive	predictive	ADJ
ajpdis-1597	301	5	models	model	NOUN
ajpdis-1597	301	6	can	can	AUX
ajpdis-1597	301	7	be	be	AUX
ajpdis-1597	301	8	misleading	mislead	VERB
ajpdis-1597	301	9	due	due	ADJ
ajpdis-1597	301	10	to	to	ADP
ajpdis-1597	301	11	missing	miss	VERB
ajpdis-1597	301	12	values	value	NOUN
ajpdis-1597	301	13	,	,	PUNCT
ajpdis-1597	301	14	deficient	deficient	ADJ
ajpdis-1597	301	15	timestamps	timestamp	NOUN
ajpdis-1597	301	16	,	,	PUNCT
ajpdis-1597	301	17	and	and	CCONJ
ajpdis-1597	301	18	irregularities	irregularity	NOUN
ajpdis-1597	301	19	in	in	ADP
ajpdis-1597	301	20	the	the	DET
ajpdis-1597	301	21	location	location	NOUN
ajpdis-1597	301	22	data	datum	NOUN
ajpdis-1597	301	23	,	,	PUNCT
ajpdis-1597	301	24	even	even	ADV
ajpdis-1597	301	25	though	though	SCONJ
ajpdis-1597	301	26	they	they	PRON
ajpdis-1597	301	27	are	be	AUX
ajpdis-1597	301	28	preprocessed	preprocesse	VERB
ajpdis-1597	301	29	.	.	PUNCT
ajpdis-1597	302	1	third	third	ADJ
ajpdis-1597	302	2	,	,	PUNCT
ajpdis-1597	302	3	the	the	DET
ajpdis-1597	302	4	dataset	dataset	NOUN
ajpdis-1597	302	5	reflects	reflect	VERB
ajpdis-1597	302	6	a	a	DET
ajpdis-1597	302	7	definite	definite	ADJ
ajpdis-1597	302	8	geographic	geographic	ADJ
ajpdis-1597	302	9	and	and	CCONJ
ajpdis-1597	302	10	administrative	administrative	ADJ
ajpdis-1597	302	11	setting	setting	NOUN
ajpdis-1597	302	12	,	,	PUNCT
ajpdis-1597	302	13	and	and	CCONJ
ajpdis-1597	302	14	the	the	DET
ajpdis-1597	302	15	results	result	NOUN
ajpdis-1597	302	16	might	might	AUX
ajpdis-1597	302	17	not	not	PART
ajpdis-1597	302	18	be	be	AUX
ajpdis-1597	302	19	entirely	entirely	ADV
ajpdis-1597	302	20	generalizable	generalizable	ADJ
ajpdis-1597	302	21	to	to	ADP
ajpdis-1597	302	22	cities	city	NOUN
ajpdis-1597	302	23	and	and	CCONJ
ajpdis-1597	302	24	smaller	small	ADJ
ajpdis-1597	302	25	regions	region	NOUN
ajpdis-1597	302	26	where	where	SCONJ
ajpdis-1597	302	27	the	the	DET
ajpdis-1597	302	28	structure	structure	NOUN
ajpdis-1597	302	29	of	of	ADP
ajpdis-1597	302	30	services	service	NOUN
ajpdis-1597	302	31	is	be	AUX
ajpdis-1597	302	32	different	different	ADJ
ajpdis-1597	302	33	.	.	PUNCT
ajpdis-1597	303	1	fourth	fourth	ADJ
ajpdis-1597	303	2	,	,	PUNCT
ajpdis-1597	303	3	machine	machine	NOUN
ajpdis-1597	303	4	-	-	PUNCT
ajpdis-1597	303	5	learning	learn	VERB
ajpdis-1597	303	6	models	model	NOUN
ajpdis-1597	303	7	applied	apply	VERB
ajpdis-1597	303	8	in	in	ADP
ajpdis-1597	303	9	the	the	DET
ajpdis-1597	303	10	research	research	NOUN
ajpdis-1597	303	11	rely	rely	VERB
ajpdis-1597	303	12	on	on	ADP
ajpdis-1597	303	13	past	past	ADJ
ajpdis-1597	303	14	trends	trend	NOUN
ajpdis-1597	303	15	,	,	PUNCT
ajpdis-1597	303	16	which	which	PRON
ajpdis-1597	303	17	can	can	AUX
ajpdis-1597	303	18	vary	vary	VERB
ajpdis-1597	303	19	in	in	ADP
ajpdis-1597	303	20	response	response	NOUN
ajpdis-1597	303	21	to	to	ADP
ajpdis-1597	303	22	policy	policy	NOUN
ajpdis-1597	303	23	changes	change	NOUN
ajpdis-1597	303	24	,	,	PUNCT
ajpdis-1597	303	25	seasonal	seasonal	ADJ
ajpdis-1597	303	26	occurrences	occurrence	NOUN
ajpdis-1597	303	27	or	or	CCONJ
ajpdis-1597	303	28	unexpected	unexpected	ADJ
ajpdis-1597	303	29	upheavals	upheaval	NOUN
ajpdis-1597	303	30	and	and	CCONJ
ajpdis-1597	303	31	can	can	AUX
ajpdis-1597	303	32	decrease	decrease	VERB
ajpdis-1597	303	33	predictive	predictive	ADJ
ajpdis-1597	303	34	accuracy	accuracy	NOUN
ajpdis-1597	303	35	over	over	ADP
ajpdis-1597	303	36	time	time	NOUN
ajpdis-1597	303	37	.	.	PUNCT
ajpdis-1597	304	1	the	the	DET
ajpdis-1597	304	2	lack	lack	NOUN
ajpdis-1597	304	3	of	of	ADP
ajpdis-1597	304	4	comprehensive	comprehensive	ADJ
ajpdis-1597	304	5	data	datum	NOUN
ajpdis-1597	304	6	on	on	ADP
ajpdis-1597	304	7	agency	agency	NOUN
ajpdis-1597	304	8	-	-	PUNCT
ajpdis-1597	304	9	level	level	NOUN
ajpdis-1597	304	10	operational	operational	ADJ
ajpdis-1597	304	11	data	datum	NOUN
ajpdis-1597	304	12	,	,	PUNCT
ajpdis-1597	304	13	including	include	VERB
ajpdis-1597	304	14	staffing	staffing	NOUN
ajpdis-1597	304	15	or	or	CCONJ
ajpdis-1597	304	16	internal	internal	ADJ
ajpdis-1597	304	17	workflow	workflow	NOUN
ajpdis-1597	304	18	data	datum	NOUN
ajpdis-1597	304	19	,	,	PUNCT
ajpdis-1597	304	20	impedes	impede	VERB
ajpdis-1597	304	21	the	the	DET
ajpdis-1597	304	22	possibility	possibility	NOUN
ajpdis-1597	304	23	of	of	ADP
ajpdis-1597	304	24	explaining	explain	VERB
ajpdis-1597	304	25	variations	variation	NOUN
ajpdis-1597	304	26	in	in	ADP
ajpdis-1597	304	27	response	response	NOUN
ajpdis-1597	304	28	times	time	NOUN
ajpdis-1597	304	29	in	in	ADP
ajpdis-1597	304	30	detail	detail	NOUN
ajpdis-1597	304	31	.	.	PUNCT
ajpdis-1597	305	1	lastly	lastly	ADV
ajpdis-1597	305	2	,	,	PUNCT
ajpdis-1597	305	3	predictive	predictive	ADJ
ajpdis-1597	305	4	models	model	NOUN
ajpdis-1597	305	5	can	can	AUX
ajpdis-1597	305	6	also	also	ADV
ajpdis-1597	305	7	be	be	AUX
ajpdis-1597	305	8	biased	bias	VERB
ajpdis-1597	305	9	by	by	ADP
ajpdis-1597	305	10	the	the	DET
ajpdis-1597	305	11	historical	historical	ADJ
ajpdis-1597	305	12	data	datum	NOUN
ajpdis-1597	305	13	and	and	CCONJ
ajpdis-1597	305	14	thus	thus	ADV
ajpdis-1597	305	15	fairness	fairness	NOUN
ajpdis-1597	305	16	and	and	CCONJ
ajpdis-1597	305	17	interpretability	interpretability	NOUN
ajpdis-1597	305	18	remain	remain	VERB
ajpdis-1597	305	19	a	a	DET
ajpdis-1597	305	20	concern	concern	NOUN
ajpdis-1597	305	21	.	.	PUNCT
ajpdis-1597	306	1	these	these	DET
ajpdis-1597	306	2	constraints	constraint	NOUN
ajpdis-1597	306	3	indicate	indicate	VERB
ajpdis-1597	306	4	that	that	SCONJ
ajpdis-1597	306	5	results	result	NOUN
ajpdis-1597	306	6	should	should	AUX
ajpdis-1597	306	7	be	be	AUX
ajpdis-1597	306	8	interpreted	interpret	VERB
ajpdis-1597	306	9	cautiously	cautiously	ADV
ajpdis-1597	306	10	and	and	CCONJ
ajpdis-1597	306	11	provide	provide	VERB
ajpdis-1597	306	12	the	the	DET
ajpdis-1597	306	13	possibilities	possibility	NOUN
ajpdis-1597	306	14	of	of	ADP
ajpdis-1597	306	15	the	the	DET
ajpdis-1597	306	16	future	future	ADJ
ajpdis-1597	306	17	research	research	NOUN
ajpdis-1597	306	18	with	with	ADP
ajpdis-1597	306	19	larger	large	ADJ
ajpdis-1597	306	20	datasets	dataset	NOUN
ajpdis-1597	306	21	or	or	CCONJ
ajpdis-1597	306	22	combined	combine	VERB
ajpdis-1597	306	23	records	record	NOUN
ajpdis-1597	306	24	of	of	ADP
ajpdis-1597	306	25	administrations	administration	NOUN
ajpdis-1597	306	26	.	.	PUNCT
ajpdis-1597	307	1	183	183	NUM
ajpdis-1597	307	2	journal	journal	NOUN
ajpdis-1597	307	3	of	of	ADP
ajpdis-1597	307	4	public	public	ADJ
ajpdis-1597	307	5	diplomacy	diplomacy	NOUN
ajpdis-1597	307	6	and	and	CCONJ
ajpdis-1597	307	7	international	international	ADJ
ajpdis-1597	307	8	studies	study	NOUN
ajpdis-1597	307	9	www	www	PROPN
ajpdis-1597	307	10	.	.	PUNCT
ajpdis-1597	307	11	grnjournal.us	grnjournal.us	SYM
ajpdis-1597	307	12	iv	iv	X
ajpdis-1597	307	13	.	.	PUNCT
ajpdis-1597	307	14	dataset	dataset	PROPN
ajpdis-1597	307	15	a.	a.	NOUN
ajpdis-1597	307	16	screenshot	screenshot	NOUN
ajpdis-1597	307	17	of	of	ADP
ajpdis-1597	307	18	dataset	dataset	NOUN
ajpdis-1597	307	19	(	(	PUNCT
ajpdis-1597	307	20	source	source	NOUN
ajpdis-1597	307	21	link	link	NOUN
ajpdis-1597	307	22	:	:	PUNCT
ajpdis-1597	307	23	https://www.kaggle.com/datasets/shubhammore12/nyc-311-customer-servicerequests-analysis	https://www.kaggle.com/datasets/shubhammore12/nyc-311-customer-servicerequests-analysis	NUM
ajpdis-1597	307	24	)	)	PUNCT
ajpdis-1597	307	25	b.	b.	PROPN
ajpdis-1597	307	26	dataset	dataset	PROPN
ajpdis-1597	307	27	overview	overview	VERB
ajpdis-1597	307	28	the	the	DET
ajpdis-1597	307	29	dataset	dataset	NOUN
ajpdis-1597	307	30	in	in	ADP
ajpdis-1597	307	31	this	this	DET
ajpdis-1597	307	32	study	study	NOUN
ajpdis-1597	307	33	is	be	AUX
ajpdis-1597	307	34	the	the	DET
ajpdis-1597	307	35	nyc	nyc	PROPN
ajpdis-1597	307	36	311	311	NUM
ajpdis-1597	307	37	customer	customer	NOUN
ajpdis-1597	307	38	service	service	NOUN
ajpdis-1597	307	39	requests	request	NOUN
ajpdis-1597	307	40	dataset	dataset	VERB
ajpdis-1597	307	41	,	,	PUNCT
ajpdis-1597	307	42	which	which	PRON
ajpdis-1597	307	43	is	be	AUX
ajpdis-1597	307	44	a	a	DET
ajpdis-1597	307	45	complete	complete	ADJ
ajpdis-1597	307	46	administrative	administrative	ADJ
ajpdis-1597	307	47	record	record	NOUN
ajpdis-1597	307	48	of	of	ADP
ajpdis-1597	307	49	millions	million	NOUN
ajpdis-1597	307	50	of	of	ADP
ajpdis-1597	307	51	non	non	ADJ
ajpdis-1597	307	52	-	-	ADJ
ajpdis-1597	307	53	emergency	emergency	ADJ
ajpdis-1597	307	54	service	service	NOUN
ajpdis-1597	307	55	requests	request	NOUN
ajpdis-1597	307	56	made	make	VERB
ajpdis-1597	307	57	by	by	ADP
ajpdis-1597	307	58	residents	resident	NOUN
ajpdis-1597	307	59	of	of	ADP
ajpdis-1597	307	60	the	the	DET
ajpdis-1597	307	61	entirety	entirety	NOUN
ajpdis-1597	307	62	of	of	ADP
ajpdis-1597	307	63	new	new	PROPN
ajpdis-1597	307	64	york	york	PROPN
ajpdis-1597	307	65	city	city	PROPN
ajpdis-1597	307	66	.	.	PUNCT
ajpdis-1597	308	1	this	this	DET
ajpdis-1597	308	2	data	datum	NOUN
ajpdis-1597	308	3	set	set	VERB
ajpdis-1597	308	4	offers	offer	VERB
ajpdis-1597	308	5	a	a	DET
ajpdis-1597	308	6	very	very	ADV
ajpdis-1597	308	7	useful	useful	ADJ
ajpdis-1597	308	8	basis	basis	NOUN
ajpdis-1597	308	9	of	of	ADP
ajpdis-1597	308	10	the	the	DET
ajpdis-1597	308	11	investigation	investigation	NOUN
ajpdis-1597	308	12	of	of	ADP
ajpdis-1597	308	13	actual	actual	ADJ
ajpdis-1597	308	14	patterns	pattern	NOUN
ajpdis-1597	308	15	of	of	ADP
ajpdis-1597	308	16	the	the	DET
ajpdis-1597	308	17	delivery	delivery	NOUN
ajpdis-1597	308	18	of	of	ADP
ajpdis-1597	308	19	public	public	ADJ
ajpdis-1597	308	20	services	service	NOUN
ajpdis-1597	308	21	,	,	PUNCT
ajpdis-1597	308	22	governmental	governmental	ADJ
ajpdis-1597	308	23	responsiveness	responsiveness	NOUN
ajpdis-1597	308	24	,	,	PUNCT
ajpdis-1597	308	25	and	and	CCONJ
ajpdis-1597	308	26	efficiency	efficiency	NOUN
ajpdis-1597	308	27	of	of	ADP
ajpdis-1597	308	28	operations	operation	NOUN
ajpdis-1597	308	29	in	in	ADP
ajpdis-1597	308	30	a	a	DET
ajpdis-1597	308	31	large	large	ADJ
ajpdis-1597	308	32	metropolitan	metropolitan	ADJ
ajpdis-1597	308	33	context	context	NOUN
ajpdis-1597	308	34	.	.	PUNCT
ajpdis-1597	309	1	it	it	PRON
ajpdis-1597	309	2	has	have	VERB
ajpdis-1597	309	3	comprehensive	comprehensive	ADJ
ajpdis-1597	309	4	attributes	attribute	NOUN
ajpdis-1597	309	5	such	such	ADJ
ajpdis-1597	309	6	as	as	ADP
ajpdis-1597	309	7	the	the	DET
ajpdis-1597	309	8	kind	kind	NOUN
ajpdis-1597	309	9	of	of	ADP
ajpdis-1597	309	10	complaint	complaint	NOUN
ajpdis-1597	309	11	,	,	PUNCT
ajpdis-1597	309	12	agency	agency	NOUN
ajpdis-1597	309	13	,	,	PUNCT
ajpdis-1597	309	14	which	which	PRON
ajpdis-1597	309	15	will	will	AUX
ajpdis-1597	309	16	work	work	VERB
ajpdis-1597	309	17	on	on	ADP
ajpdis-1597	309	18	the	the	DET
ajpdis-1597	309	19	request	request	NOUN
ajpdis-1597	309	20	,	,	PUNCT
ajpdis-1597	309	21	the	the	DET
ajpdis-1597	309	22	nature	nature	NOUN
ajpdis-1597	309	23	of	of	ADP
ajpdis-1597	309	24	the	the	DET
ajpdis-1597	309	25	problem	problem	NOUN
ajpdis-1597	309	26	through	through	ADP
ajpdis-1597	309	27	descriptors	descriptor	NOUN
ajpdis-1597	309	28	,	,	PUNCT
ajpdis-1597	309	29	geographic	geographic	ADJ
ajpdis-1597	309	30	like	like	ADP
ajpdis-1597	309	31	borough	borough	NOUN
ajpdis-1597	309	32	,	,	PUNCT
ajpdis-1597	309	33	latitude	latitude	NOUN
ajpdis-1597	309	34	,	,	PUNCT
ajpdis-1597	309	35	longitude	longitude	NOUN
ajpdis-1597	309	36	and	and	CCONJ
ajpdis-1597	309	37	zip	zip	NOUN
ajpdis-1597	309	38	code	code	NOUN
ajpdis-1597	309	39	,	,	PUNCT
ajpdis-1597	309	40	and	and	CCONJ
ajpdis-1597	309	41	time	time	NOUN
ajpdis-1597	309	42	based	base	VERB
ajpdis-1597	309	43	variables	variable	NOUN
ajpdis-1597	309	44	such	such	ADJ
ajpdis-1597	309	45	as	as	ADP
ajpdis-1597	309	46	created	create	VERB
ajpdis-1597	309	47	date	date	NOUN
ajpdis-1597	309	48	,	,	PUNCT
ajpdis-1597	309	49	closed	close	VERB
ajpdis-1597	309	50	date	date	NOUN
ajpdis-1597	309	51	,	,	PUNCT
ajpdis-1597	309	52	and	and	CCONJ
ajpdis-1597	309	53	resolution	resolution	NOUN
ajpdis-1597	309	54	timestamps	timestamp	NOUN
ajpdis-1597	309	55	.	.	PUNCT
ajpdis-1597	310	1	both	both	DET
ajpdis-1597	310	2	temporal	temporal	ADJ
ajpdis-1597	310	3	and	and	CCONJ
ajpdis-1597	310	4	spatial	spatial	ADJ
ajpdis-1597	310	5	information	information	NOUN
ajpdis-1597	310	6	may	may	AUX
ajpdis-1597	310	7	be	be	AUX
ajpdis-1597	310	8	used	use	VERB
ajpdis-1597	310	9	,	,	PUNCT
ajpdis-1597	310	10	which	which	PRON
ajpdis-1597	310	11	makes	make	VERB
ajpdis-1597	310	12	it	it	PRON
ajpdis-1597	310	13	possible	possible	ADJ
ajpdis-1597	310	14	to	to	PART
ajpdis-1597	310	15	take	take	VERB
ajpdis-1597	310	16	a	a	DET
ajpdis-1597	310	17	closer	close	ADJ
ajpdis-1597	310	18	look	look	NOUN
ajpdis-1597	310	19	at	at	ADP
ajpdis-1597	310	20	the	the	DET
ajpdis-1597	310	21	dynamics	dynamic	NOUN
ajpdis-1597	310	22	of	of	ADP
ajpdis-1597	310	23	service	service	NOUN
ajpdis-1597	310	24	demand	demand	NOUN
ajpdis-1597	310	25	on	on	ADP
ajpdis-1597	310	26	a	a	DET
ajpdis-1597	310	27	daily	daily	ADJ
ajpdis-1597	310	28	,	,	PUNCT
ajpdis-1597	310	29	weekly	weekly	ADJ
ajpdis-1597	310	30	,	,	PUNCT
ajpdis-1597	310	31	seasonal	seasonal	ADJ
ajpdis-1597	310	32	,	,	PUNCT
ajpdis-1597	310	33	and	and	CCONJ
ajpdis-1597	310	34	neighborhood	neighborhood	NOUN
ajpdis-1597	310	35	level	level	NOUN
ajpdis-1597	310	36	.	.	PUNCT
ajpdis-1597	311	1	the	the	DET
ajpdis-1597	311	2	richness	richness	NOUN
ajpdis-1597	311	3	of	of	ADP
ajpdis-1597	311	4	the	the	DET
ajpdis-1597	311	5	variety	variety	NOUN
ajpdis-1597	311	6	of	of	ADP
ajpdis-1597	311	7	services	service	NOUN
ajpdis-1597	311	8	is	be	AUX
ajpdis-1597	311	9	one	one	NUM
ajpdis-1597	311	10	of	of	ADP
ajpdis-1597	311	11	the	the	DET
ajpdis-1597	311	12	main	main	ADJ
ajpdis-1597	311	13	advantages	advantage	NOUN
ajpdis-1597	311	14	of	of	ADP
ajpdis-1597	311	15	this	this	DET
ajpdis-1597	311	16	data	datum	NOUN
ajpdis-1597	311	17	as	as	SCONJ
ajpdis-1597	311	18	it	it	PRON
ajpdis-1597	311	19	includes	include	VERB
ajpdis-1597	311	20	noise	noise	NOUN
ajpdis-1597	311	21	complaints	complaint	NOUN
ajpdis-1597	311	22	,	,	PUNCT
ajpdis-1597	311	23	sanitation	sanitation	NOUN
ajpdis-1597	311	24	problems	problem	NOUN
ajpdis-1597	311	25	,	,	PUNCT
ajpdis-1597	311	26	water	water	NOUN
ajpdis-1597	311	27	leakage	leakage	NOUN
ajpdis-1597	311	28	,	,	PUNCT
ajpdis-1597	311	29	illegal	illegal	ADJ
ajpdis-1597	311	30	parking	parking	NOUN
ajpdis-1597	311	31	,	,	PUNCT
ajpdis-1597	311	32	infrastructure	infrastructure	NOUN
ajpdis-1597	311	33	issues	issue	NOUN
ajpdis-1597	311	34	,	,	PUNCT
ajpdis-1597	311	35	heating	heating	NOUN
ajpdis-1597	311	36	,	,	PUNCT
ajpdis-1597	311	37	and	and	CCONJ
ajpdis-1597	311	38	other	other	ADJ
ajpdis-1597	311	39	communityrelated	communityrelate	VERB
ajpdis-1597	311	40	concerns	concern	NOUN
ajpdis-1597	311	41	,	,	PUNCT
ajpdis-1597	311	42	which	which	PRON
ajpdis-1597	311	43	is	be	AUX
ajpdis-1597	311	44	the	the	DET
ajpdis-1597	311	45	highest	high	ADJ
ajpdis-1597	311	46	possible	possible	ADJ
ajpdis-1597	311	47	representation	representation	NOUN
ajpdis-1597	311	48	of	of	ADP
ajpdis-1597	311	49	the	the	DET
ajpdis-1597	311	50	workload	workload	NOUN
ajpdis-1597	311	51	of	of	ADP
ajpdis-1597	311	52	various	various	ADJ
ajpdis-1597	311	53	governmental	governmental	ADJ
ajpdis-1597	311	54	bodies	body	NOUN
ajpdis-1597	311	55	.	.	PUNCT
ajpdis-1597	312	1	to	to	PART
ajpdis-1597	312	2	do	do	VERB
ajpdis-1597	312	3	predictive	predictive	ADJ
ajpdis-1597	312	4	analytics	analytic	NOUN
ajpdis-1597	312	5	in	in	ADP
ajpdis-1597	312	6	the	the	DET
ajpdis-1597	312	7	current	current	ADJ
ajpdis-1597	312	8	study	study	NOUN
ajpdis-1597	312	9	,	,	PUNCT
ajpdis-1597	312	10	the	the	DET
ajpdis-1597	312	11	data	datum	NOUN
ajpdis-1597	312	12	can	can	AUX
ajpdis-1597	312	13	be	be	AUX
ajpdis-1597	312	14	examined	examine	VERB
ajpdis-1597	312	15	in	in	ADP
ajpdis-1597	312	16	several	several	ADJ
ajpdis-1597	312	17	layers	layer	NOUN
ajpdis-1597	312	18	such	such	ADJ
ajpdis-1597	312	19	as	as	ADP
ajpdis-1597	312	20	response	response	NOUN
ajpdis-1597	312	21	-	-	PUNCT
ajpdis-1597	312	22	time	time	NOUN
ajpdis-1597	312	23	prediction	prediction	NOUN
ajpdis-1597	312	24	,	,	PUNCT
ajpdis-1597	312	25	service	service	NOUN
ajpdis-1597	312	26	delay	delay	NOUN
ajpdis-1597	312	27	categorization	categorization	NOUN
ajpdis-1597	312	28	,	,	PUNCT
ajpdis-1597	312	29	and	and	CCONJ
ajpdis-1597	312	30	the	the	DET
ajpdis-1597	312	31	factors	factor	NOUN
ajpdis-1597	312	32	that	that	PRON
ajpdis-1597	312	33	cause	cause	VERB
ajpdis-1597	312	34	service	service	NOUN
ajpdis-1597	312	35	backlogs	backlog	NOUN
ajpdis-1597	312	36	.	.	PUNCT
ajpdis-1597	313	1	the	the	DET
ajpdis-1597	313	2	sample	sample	NOUN
ajpdis-1597	313	3	is	be	AUX
ajpdis-1597	313	4	optimal	optimal	ADJ
ajpdis-1597	313	5	in	in	ADP
ajpdis-1597	313	6	modeling	modeling	NOUN
ajpdis-1597	313	7	since	since	SCONJ
ajpdis-1597	313	8	it	it	PRON
ajpdis-1597	313	9	is	be	AUX
ajpdis-1597	313	10	sufficiently	sufficiently	ADV
ajpdis-1597	313	11	large	large	ADJ
ajpdis-1597	313	12	to	to	PART
ajpdis-1597	313	13	be	be	AUX
ajpdis-1597	313	14	used	use	VERB
ajpdis-1597	313	15	with	with	ADP
ajpdis-1597	313	16	machine	machine	NOUN
ajpdis-1597	313	17	-	-	PUNCT
ajpdis-1597	313	18	learning	learn	VERB
ajpdis-1597	313	19	models	model	NOUN
ajpdis-1597	313	20	,	,	PUNCT
ajpdis-1597	313	21	rich	rich	ADJ
ajpdis-1597	313	22	in	in	ADP
ajpdis-1597	313	23	both	both	CCONJ
ajpdis-1597	313	24	categorical	categorical	ADJ
ajpdis-1597	313	25	and	and	CCONJ
ajpdis-1597	313	26	numerical	numerical	ADJ
ajpdis-1597	313	27	variables	variable	NOUN
ajpdis-1597	313	28	,	,	PUNCT
ajpdis-1597	313	29	and	and	CCONJ
ajpdis-1597	313	30	was	be	AUX
ajpdis-1597	313	31	not	not	PART
ajpdis-1597	313	32	created	create	VERB
ajpdis-1597	313	33	through	through	ADP
ajpdis-1597	313	34	a	a	DET
ajpdis-1597	313	35	simulation	simulation	NOUN
ajpdis-1597	313	36	or	or	CCONJ
ajpdis-1597	313	37	survey	survey	NOUN
ajpdis-1597	313	38	but	but	CCONJ
ajpdis-1597	313	39	instead	instead	ADV
ajpdis-1597	313	40	through	through	ADP
ajpdis-1597	313	41	real	real	ADJ
ajpdis-1597	313	42	operational	operational	ADJ
ajpdis-1597	313	43	setting	setting	NOUN
ajpdis-1597	313	44	.	.	PUNCT
ajpdis-1597	314	1	its	its	PRON
ajpdis-1597	314	2	reliability	reliability	NOUN
ajpdis-1597	314	3	can	can	AUX
ajpdis-1597	314	4	be	be	AUX
ajpdis-1597	314	5	improved	improve	VERB
ajpdis-1597	314	6	by	by	ADP
ajpdis-1597	314	7	the	the	DET
ajpdis-1597	314	8	preprocessing	preprocessing	NOUN
ajpdis-1597	314	9	steps	step	NOUN
ajpdis-1597	314	10	that	that	PRON
ajpdis-1597	314	11	treat	treat	VERB
ajpdis-1597	314	12	missing	miss	VERB
ajpdis-1597	314	13	values	value	NOUN
ajpdis-1597	314	14	,	,	PUNCT
ajpdis-1597	314	15	irregular	irregular	ADJ
ajpdis-1597	314	16	timestamps	timestamp	NOUN
ajpdis-1597	314	17	,	,	PUNCT
ajpdis-1597	314	18	location	location	NOUN
ajpdis-1597	314	19	identifiers	identifier	NOUN
ajpdis-1597	314	20	,	,	PUNCT
ajpdis-1597	314	21	and	and	CCONJ
ajpdis-1597	314	22	derive	derive	VERB
ajpdis-1597	314	23	new	new	ADJ
ajpdis-1597	314	24	characteristics	characteristic	NOUN
ajpdis-1597	314	25	of	of	ADP
ajpdis-1597	314	26	the	the	DET
ajpdis-1597	314	27	analysis	analysis	NOUN
ajpdis-1597	314	28	,	,	PUNCT
ajpdis-1597	314	29	including	include	VERB
ajpdis-1597	314	30	request_closing_time	request_closing_time	ADJ
ajpdis-1597	314	31	,	,	PUNCT
ajpdis-1597	314	32	day	day	NOUN
ajpdis-1597	314	33	of	of	ADP
ajpdis-1597	314	34	week	week	NOUN
ajpdis-1597	314	35	,	,	PUNCT
ajpdis-1597	314	36	month	month	NOUN
ajpdis-1597	314	37	,	,	PUNCT
ajpdis-1597	314	38	season	season	NOUN
ajpdis-1597	314	39	and	and	CCONJ
ajpdis-1597	314	40	borough	borough	NOUN
ajpdis-1597	314	41	groupings	grouping	NOUN
ajpdis-1597	314	42	.	.	PUNCT
ajpdis-1597	315	1	these	these	PRON
ajpdis-1597	315	2	are	be	AUX
ajpdis-1597	315	3	artificial	artificial	ADJ
ajpdis-1597	315	4	characteristics	characteristic	NOUN
ajpdis-1597	315	5	that	that	PRON
ajpdis-1597	315	6	enable	enable	VERB
ajpdis-1597	315	7	the	the	DET
ajpdis-1597	315	8	dataset	dataset	NOUN
ajpdis-1597	315	9	to	to	PART
ajpdis-1597	315	10	make	make	VERB
ajpdis-1597	315	11	better	well	ADJ
ajpdis-1597	315	12	predictions	prediction	NOUN
ajpdis-1597	315	13	and	and	CCONJ
ajpdis-1597	315	14	reveal	reveal	VERB
ajpdis-1597	315	15	any	any	DET
ajpdis-1597	315	16	underlying	underlying	ADJ
ajpdis-1597	315	17	operational	operational	ADJ
ajpdis-1597	315	18	patterns	pattern	NOUN
ajpdis-1597	315	19	.	.	PUNCT
ajpdis-1597	316	1	since	since	SCONJ
ajpdis-1597	316	2	nyc	nyc	PROPN
ajpdis-1597	316	3	311	311	NUM
ajpdis-1597	316	4	is	be	AUX
ajpdis-1597	316	5	a	a	DET
ajpdis-1597	316	6	front	front	ADJ
ajpdis-1597	316	7	-	-	PUNCT
ajpdis-1597	316	8	facing	face	VERB
ajpdis-1597	316	9	system	system	NOUN
ajpdis-1597	316	10	,	,	PUNCT
ajpdis-1597	316	11	the	the	DET
ajpdis-1597	316	12	data	datum	NOUN
ajpdis-1597	316	13	also	also	ADV
ajpdis-1597	316	14	presents	present	VERB
ajpdis-1597	316	15	the	the	DET
ajpdis-1597	316	16	priorities	priority	NOUN
ajpdis-1597	316	17	of	of	ADP
ajpdis-1597	316	18	the	the	DET
ajpdis-1597	316	19	citizens	citizen	NOUN
ajpdis-1597	316	20	and	and	CCONJ
ajpdis-1597	316	21	also	also	ADV
ajpdis-1597	316	22	the	the	DET
ajpdis-1597	316	23	trends	trend	NOUN
ajpdis-1597	316	24	of	of	ADP
ajpdis-1597	316	25	the	the	DET
ajpdis-1597	316	26	complaints	complaint	NOUN
ajpdis-1597	316	27	,	,	PUNCT
ajpdis-1597	316	28	thus	thus	ADV
ajpdis-1597	316	29	,	,	PUNCT
ajpdis-1597	316	30	it	it	PRON
ajpdis-1597	316	31	becomes	become	VERB
ajpdis-1597	316	32	possible	possible	ADJ
ajpdis-1597	316	33	to	to	PART
ajpdis-1597	316	34	evaluate	evaluate	VERB
ajpdis-1597	316	35	the	the	DET
ajpdis-1597	316	36	responsiveness	responsiveness	NOUN
ajpdis-1597	316	37	of	of	ADP
ajpdis-1597	316	38	the	the	DET
ajpdis-1597	316	39	government	government	NOUN
ajpdis-1597	316	40	concerning	concern	VERB
ajpdis-1597	316	41	the	the	DET
ajpdis-1597	316	42	needs	need	NOUN
ajpdis-1597	316	43	of	of	ADP
ajpdis-1597	316	44	citizens	citizen	NOUN
ajpdis-1597	316	45	.	.	PUNCT
ajpdis-1597	317	1	it	it	PRON
ajpdis-1597	317	2	has	have	VERB
ajpdis-1597	317	3	excellent	excellent	ADJ
ajpdis-1597	317	4	transparency	transparency	NOUN
ajpdis-1597	317	5	,	,	PUNCT
ajpdis-1597	317	6	reproducibility	reproducibility	NOUN
ajpdis-1597	317	7	,	,	PUNCT
ajpdis-1597	317	8	and	and	CCONJ
ajpdis-1597	317	9	suitability	suitability	NOUN
ajpdis-1597	317	10	in	in	ADP
ajpdis-1597	317	11	academic	academic	ADJ
ajpdis-1597	317	12	research	research	NOUN
ajpdis-1597	317	13	because	because	SCONJ
ajpdis-1597	317	14	it	it	PRON
ajpdis-1597	317	15	is	be	AUX
ajpdis-1597	317	16	publicly	publicly	ADV
ajpdis-1597	317	17	available	available	ADJ
ajpdis-1597	317	18	,	,	PUNCT
ajpdis-1597	317	19	and	and	CCONJ
ajpdis-1597	317	20	thus	thus	ADV
ajpdis-1597	317	21	,	,	PUNCT
ajpdis-1597	317	22	is	be	AUX
ajpdis-1597	317	23	one	one	NUM
ajpdis-1597	317	24	of	of	ADP
ajpdis-1597	317	25	the	the	DET
ajpdis-1597	317	26	most	most	ADV
ajpdis-1597	317	27	common	common	ADJ
ajpdis-1597	317	28	datasets	dataset	NOUN
ajpdis-1597	317	29	used	use	VERB
ajpdis-1597	317	30	to	to	PART
ajpdis-1597	317	31	assess	assess	VERB
ajpdis-1597	317	32	systems	system	NOUN
ajpdis-1597	317	33	of	of	ADP
ajpdis-1597	317	34	public	public	ADJ
ajpdis-1597	317	35	services	service	NOUN
ajpdis-1597	317	36	.	.	PUNCT
ajpdis-1597	318	1	altogether	altogether	ADV
ajpdis-1597	318	2	,	,	PUNCT
ajpdis-1597	318	3	the	the	DET
ajpdis-1597	318	4	nyc	nyc	PROPN
ajpdis-1597	318	5	311	311	NUM
ajpdis-1597	318	6	data	datum	NOUN
ajpdis-1597	318	7	can	can	AUX
ajpdis-1597	318	8	be	be	AUX
ajpdis-1597	318	9	taken	take	VERB
ajpdis-1597	318	10	as	as	ADP
ajpdis-1597	318	11	a	a	DET
ajpdis-1597	318	12	solid	solid	ADJ
ajpdis-1597	318	13	base	base	NOUN
ajpdis-1597	318	14	of	of	ADP
ajpdis-1597	318	15	predictive	predictive	ADJ
ajpdis-1597	318	16	analytics	analytic	NOUN
ajpdis-1597	318	17	that	that	PRON
ajpdis-1597	318	18	is	be	AUX
ajpdis-1597	318	19	characterized	characterize	VERB
ajpdis-1597	318	20	by	by	ADP
ajpdis-1597	318	21	the	the	DET
ajpdis-1597	318	22	aggregation	aggregation	NOUN
ajpdis-1597	318	23	of	of	ADP
ajpdis-1597	318	24	large	large	ADJ
ajpdis-1597	318	25	-	-	PUNCT
ajpdis-1597	318	26	scale	scale	NOUN
ajpdis-1597	318	27	administrative	administrative	ADJ
ajpdis-1597	318	28	level	level	NOUN
ajpdis-1597	318	29	with	with	ADP
ajpdis-1597	318	30	time	time	NOUN
ajpdis-1597	318	31	,	,	PUNCT
ajpdis-1597	318	32	space	space	NOUN
ajpdis-1597	318	33	,	,	PUNCT
ajpdis-1597	318	34	and	and	CCONJ
ajpdis-1597	318	35	operation	operation	NOUN
ajpdis-1597	318	36	level	level	NOUN
ajpdis-1597	318	37	that	that	PRON
ajpdis-1597	318	38	are	be	AUX
ajpdis-1597	318	39	important	important	ADJ
ajpdis-1597	318	40	to	to	PART
ajpdis-1597	318	41	comprehend	comprehend	VERB
ajpdis-1597	318	42	and	and	CCONJ
ajpdis-1597	318	43	enhance	enhance	VERB
ajpdis-1597	318	44	government	government	NOUN
ajpdis-1597	318	45	service	service	NOUN
ajpdis-1597	318	46	delivery	delivery	NOUN
ajpdis-1597	318	47	.	.	PUNCT
ajpdis-1597	319	1	https://www.kaggle.com/datasets/shubhammore12/nyc-311-customer-service-requests-analysis	https://www.kaggle.com/datasets/shubhammore12/nyc-311-customer-service-requests-analysis	PROPN
ajpdis-1597	319	2	https://www.kaggle.com/datasets/shubhammore12/nyc-311-customer-service-requests-analysis	https://www.kaggle.com/datasets/shubhammore12/nyc-311-customer-service-requests-analysis	PROPN
ajpdis-1597	319	3	184	184	NUM
ajpdis-1597	319	4	journal	journal	NOUN
ajpdis-1597	319	5	of	of	ADP
ajpdis-1597	319	6	public	public	ADJ
ajpdis-1597	319	7	diplomacy	diplomacy	NOUN
ajpdis-1597	319	8	and	and	CCONJ
ajpdis-1597	319	9	international	international	ADJ
ajpdis-1597	319	10	studies	study	NOUN
ajpdis-1597	319	11	www	www	PROPN
ajpdis-1597	319	12	.	.	PUNCT
ajpdis-1597	320	1	grnjournal.us	grnjournal.us	NUM
ajpdis-1597	320	2	iv	iv	PROPN
ajpdis-1597	320	3	.	.	PROPN
ajpdis-1597	320	4	results	result	VERB
ajpdis-1597	320	5	the	the	DET
ajpdis-1597	320	6	section	section	NOUN
ajpdis-1597	320	7	contains	contain	VERB
ajpdis-1597	320	8	the	the	DET
ajpdis-1597	320	9	analytical	analytical	ADJ
ajpdis-1597	320	10	results	result	NOUN
ajpdis-1597	320	11	of	of	ADP
ajpdis-1597	320	12	the	the	DET
ajpdis-1597	320	13	work	work	NOUN
ajpdis-1597	320	14	with	with	ADP
ajpdis-1597	320	15	the	the	DET
ajpdis-1597	320	16	dataset	dataset	NOUN
ajpdis-1597	320	17	of	of	ADP
ajpdis-1597	320	18	the	the	DET
ajpdis-1597	320	19	nyc	nyc	PROPN
ajpdis-1597	320	20	311	311	NUM
ajpdis-1597	320	21	service	service	NOUN
ajpdis-1597	320	22	request	request	NOUN
ajpdis-1597	320	23	,	,	PUNCT
ajpdis-1597	320	24	which	which	PRON
ajpdis-1597	320	25	uses	use	VERB
ajpdis-1597	320	26	predictive	predictive	ADJ
ajpdis-1597	320	27	analytics	analytic	NOUN
ajpdis-1597	320	28	to	to	PART
ajpdis-1597	320	29	assess	assess	VERB
ajpdis-1597	320	30	and	and	CCONJ
ajpdis-1597	320	31	improve	improve	VERB
ajpdis-1597	320	32	the	the	DET
ajpdis-1597	320	33	efficiency	efficiency	NOUN
ajpdis-1597	320	34	of	of	ADP
ajpdis-1597	320	35	the	the	DET
ajpdis-1597	320	36	work	work	NOUN
ajpdis-1597	320	37	of	of	ADP
ajpdis-1597	320	38	the	the	DET
ajpdis-1597	320	39	government	government	NOUN
ajpdis-1597	320	40	and	and	CCONJ
ajpdis-1597	320	41	the	the	DET
ajpdis-1597	320	42	level	level	NOUN
ajpdis-1597	320	43	of	of	ADP
ajpdis-1597	320	44	the	the	DET
ajpdis-1597	320	45	delivery	delivery	NOUN
ajpdis-1597	320	46	of	of	ADP
ajpdis-1597	320	47	the	the	DET
ajpdis-1597	320	48	services	service	NOUN
ajpdis-1597	320	49	in	in	ADP
ajpdis-1597	320	50	the	the	DET
ajpdis-1597	320	51	united	united	PROPN
ajpdis-1597	320	52	states	states	PROPN
ajpdis-1597	320	53	.	.	PUNCT
ajpdis-1597	321	1	the	the	DET
ajpdis-1597	321	2	findings	finding	NOUN
ajpdis-1597	321	3	indicate	indicate	VERB
ajpdis-1597	321	4	essential	essential	ADJ
ajpdis-1597	321	5	tendencies	tendency	NOUN
ajpdis-1597	321	6	,	,	PUNCT
ajpdis-1597	321	7	patterns	pattern	NOUN
ajpdis-1597	321	8	of	of	ADP
ajpdis-1597	321	9	complaints	complaint	NOUN
ajpdis-1597	321	10	,	,	PUNCT
ajpdis-1597	321	11	geographical	geographical	ADJ
ajpdis-1597	321	12	inequity	inequity	NOUN
ajpdis-1597	321	13	,	,	PUNCT
ajpdis-1597	321	14	and	and	CCONJ
ajpdis-1597	321	15	service	service	NOUN
ajpdis-1597	321	16	response	response	NOUN
ajpdis-1597	321	17	patterns	pattern	NOUN
ajpdis-1597	321	18	among	among	ADP
ajpdis-1597	321	19	the	the	DET
ajpdis-1597	321	20	significant	significant	ADJ
ajpdis-1597	321	21	categories	category	NOUN
ajpdis-1597	321	22	of	of	ADP
ajpdis-1597	321	23	requests	request	NOUN
ajpdis-1597	321	24	.	.	PUNCT
ajpdis-1597	322	1	the	the	DET
ajpdis-1597	322	2	relationships	relationship	NOUN
ajpdis-1597	322	3	in	in	ADP
ajpdis-1597	322	4	the	the	DET
ajpdis-1597	322	5	data	datum	NOUN
ajpdis-1597	322	6	were	be	AUX
ajpdis-1597	322	7	discovered	discover	VERB
ajpdis-1597	322	8	with	with	ADP
ajpdis-1597	322	9	the	the	DET
ajpdis-1597	322	10	help	help	NOUN
ajpdis-1597	322	11	of	of	ADP
ajpdis-1597	322	12	visual	visual	ADJ
ajpdis-1597	322	13	analytics	analytic	NOUN
ajpdis-1597	322	14	,	,	PUNCT
ajpdis-1597	322	15	descriptive	descriptive	ADJ
ajpdis-1597	322	16	statistics	statistic	NOUN
ajpdis-1597	322	17	,	,	PUNCT
ajpdis-1597	322	18	and	and	CCONJ
ajpdis-1597	322	19	machine	machine	NOUN
ajpdis-1597	322	20	learning	learning	NOUN
ajpdis-1597	322	21	models	model	NOUN
ajpdis-1597	322	22	that	that	PRON
ajpdis-1597	322	23	revealed	reveal	VERB
ajpdis-1597	322	24	the	the	DET
ajpdis-1597	322	25	performance	performance	NOUN
ajpdis-1597	322	26	gaps	gap	NOUN
ajpdis-1597	322	27	in	in	ADP
ajpdis-1597	322	28	service	service	NOUN
ajpdis-1597	322	29	resolution	resolution	NOUN
ajpdis-1597	322	30	processes	process	NOUN
ajpdis-1597	322	31	.	.	PUNCT
ajpdis-1597	323	1	the	the	DET
ajpdis-1597	323	2	lessons	lesson	NOUN
ajpdis-1597	323	3	indicate	indicate	VERB
ajpdis-1597	323	4	how	how	SCONJ
ajpdis-1597	323	5	the	the	DET
ajpdis-1597	323	6	data	data	NOUN
ajpdis-1597	323	7	-	-	PUNCT
ajpdis-1597	323	8	driven	drive	VERB
ajpdis-1597	323	9	approaches	approach	NOUN
ajpdis-1597	323	10	can	can	AUX
ajpdis-1597	323	11	enhance	enhance	VERB
ajpdis-1597	323	12	the	the	DET
ajpdis-1597	323	13	decision	decision	NOUN
ajpdis-1597	323	14	-	-	PUNCT
ajpdis-1597	323	15	making	make	VERB
ajpdis-1597	323	16	process	process	NOUN
ajpdis-1597	323	17	,	,	PUNCT
ajpdis-1597	323	18	streamline	streamline	VERB
ajpdis-1597	323	19	resources	resource	NOUN
ajpdis-1597	323	20	distribution	distribution	NOUN
ajpdis-1597	323	21	,	,	PUNCT
ajpdis-1597	323	22	and	and	CCONJ
ajpdis-1597	323	23	proactive	proactive	ADJ
ajpdis-1597	323	24	approach	approach	NOUN
ajpdis-1597	323	25	to	to	ADP
ajpdis-1597	323	26	services	service	NOUN
ajpdis-1597	323	27	.	.	PUNCT
ajpdis-1597	324	1	all	all	DET
ajpdis-1597	324	2	the	the	DET
ajpdis-1597	324	3	charts	chart	NOUN
ajpdis-1597	324	4	and	and	CCONJ
ajpdis-1597	324	5	analysis	analysis	NOUN
ajpdis-1597	324	6	add	add	VERB
ajpdis-1597	324	7	to	to	ADP
ajpdis-1597	324	8	the	the	DET
ajpdis-1597	324	9	realization	realization	NOUN
ajpdis-1597	324	10	of	of	ADP
ajpdis-1597	324	11	how	how	SCONJ
ajpdis-1597	324	12	predictive	predictive	ADJ
ajpdis-1597	324	13	analytics	analytic	NOUN
ajpdis-1597	324	14	will	will	AUX
ajpdis-1597	324	15	enhance	enhance	VERB
ajpdis-1597	324	16	responsiveness	responsiveness	NOUN
ajpdis-1597	324	17	,	,	PUNCT
ajpdis-1597	324	18	transparency	transparency	NOUN
ajpdis-1597	324	19	,	,	PUNCT
ajpdis-1597	324	20	and	and	CCONJ
ajpdis-1597	324	21	the	the	DET
ajpdis-1597	324	22	general	general	ADJ
ajpdis-1597	324	23	efficiency	efficiency	NOUN
ajpdis-1597	324	24	of	of	ADP
ajpdis-1597	324	25	the	the	DET
ajpdis-1597	324	26	working	working	NOUN
ajpdis-1597	324	27	process	process	NOUN
ajpdis-1597	324	28	in	in	ADP
ajpdis-1597	324	29	the	the	DET
ajpdis-1597	324	30	sphere	sphere	NOUN
ajpdis-1597	324	31	of	of	ADP
ajpdis-1597	324	32	the	the	DET
ajpdis-1597	324	33	public	public	ADJ
ajpdis-1597	324	34	sector	sector	NOUN
ajpdis-1597	324	35	.	.	PUNCT
ajpdis-1597	325	1	a.	a.	NOUN
ajpdis-1597	325	2	distribution	distribution	NOUN
ajpdis-1597	325	3	of	of	ADP
ajpdis-1597	325	4	complaint	complaint	NOUN
ajpdis-1597	325	5	types	type	NOUN
ajpdis-1597	325	6	figure	figure	VERB
ajpdis-1597	325	7	1	1	NUM
ajpdis-1597	325	8	:	:	PUNCT
ajpdis-1597	325	9	this	this	DET
ajpdis-1597	325	10	image	image	NOUN
ajpdis-1597	325	11	shows	show	VERB
ajpdis-1597	325	12	the	the	PRON
ajpdis-1597	325	13	most	most	ADV
ajpdis-1597	325	14	frequently	frequently	ADV
ajpdis-1597	325	15	reported	report	VERB
ajpdis-1597	325	16	nyc	nyc	PROPN
ajpdis-1597	325	17	311	311	NUM
ajpdis-1597	325	18	complaint	complaint	NOUN
ajpdis-1597	325	19	categories	category	NOUN
ajpdis-1597	325	20	the	the	DET
ajpdis-1597	325	21	chart	chart	NOUN
ajpdis-1597	325	22	illustrates	illustrate	VERB
ajpdis-1597	325	23	the	the	DET
ajpdis-1597	325	24	frequency	frequency	NOUN
ajpdis-1597	325	25	distribution	distribution	NOUN
ajpdis-1597	325	26	of	of	ADP
ajpdis-1597	325	27	the	the	DET
ajpdis-1597	325	28	commonest	commonest	NOUN
ajpdis-1597	325	29	types	type	NOUN
ajpdis-1597	325	30	of	of	ADP
ajpdis-1597	325	31	complaints	complaint	NOUN
ajpdis-1597	325	32	that	that	PRON
ajpdis-1597	325	33	were	be	AUX
ajpdis-1597	325	34	reported	report	VERB
ajpdis-1597	325	35	in	in	ADP
ajpdis-1597	325	36	the	the	DET
ajpdis-1597	325	37	nyc	nyc	PROPN
ajpdis-1597	325	38	311	311	NUM
ajpdis-1597	325	39	service	service	NOUN
ajpdis-1597	325	40	request	request	NOUN
ajpdis-1597	325	41	data	datum	NOUN
ajpdis-1597	325	42	.	.	PUNCT
ajpdis-1597	326	1	the	the	DET
ajpdis-1597	326	2	findings	finding	NOUN
ajpdis-1597	326	3	reveal	reveal	VERB
ajpdis-1597	326	4	that	that	SCONJ
ajpdis-1597	326	5	noise	noise	NOUN
ajpdis-1597	326	6	complaints	complaint	NOUN
ajpdis-1597	326	7	,	,	PUNCT
ajpdis-1597	326	8	illegal	illegal	ADJ
ajpdis-1597	326	9	parking	parking	NOUN
ajpdis-1597	326	10	,	,	PUNCT
ajpdis-1597	326	11	and	and	CCONJ
ajpdis-1597	326	12	blocked	block	VERB
ajpdis-1597	326	13	driveways	driveway	NOUN
ajpdis-1597	326	14	make	make	VERB
ajpdis-1597	326	15	up	up	ADP
ajpdis-1597	326	16	the	the	DET
ajpdis-1597	326	17	bulk	bulk	NOUN
ajpdis-1597	326	18	of	of	ADP
ajpdis-1597	326	19	the	the	DET
ajpdis-1597	326	20	requests	request	NOUN
ajpdis-1597	326	21	with	with	ADP
ajpdis-1597	326	22	the	the	DET
ajpdis-1597	326	23	highest	high	ADJ
ajpdis-1597	326	24	proportion	proportion	NOUN
ajpdis-1597	326	25	of	of	ADP
ajpdis-1597	326	26	the	the	DET
ajpdis-1597	326	27	total	total	ADJ
ajpdis-1597	326	28	requests	request	NOUN
ajpdis-1597	326	29	in	in	ADP
ajpdis-1597	326	30	all	all	DET
ajpdis-1597	326	31	the	the	DET
ajpdis-1597	326	32	boroughs	borough	NOUN
ajpdis-1597	326	33	.	.	PUNCT
ajpdis-1597	327	1	these	these	DET
ajpdis-1597	327	2	complaints	complaint	NOUN
ajpdis-1597	327	3	are	be	AUX
ajpdis-1597	327	4	concentrated	concentrate	VERB
ajpdis-1597	327	5	,	,	PUNCT
ajpdis-1597	327	6	which	which	PRON
ajpdis-1597	327	7	throws	throw	VERB
ajpdis-1597	327	8	light	light	NOUN
ajpdis-1597	327	9	on	on	ADP
ajpdis-1597	327	10	the	the	DET
ajpdis-1597	327	11	recurrent	recurrent	ADJ
ajpdis-1597	327	12	issues	issue	NOUN
ajpdis-1597	327	13	of	of	ADP
ajpdis-1597	327	14	the	the	DET
ajpdis-1597	327	15	city	city	NOUN
ajpdis-1597	327	16	agencies	agency	NOUN
ajpdis-1597	327	17	that	that	PRON
ajpdis-1597	327	18	must	must	AUX
ajpdis-1597	327	19	be	be	AUX
ajpdis-1597	327	20	handled	handle	VERB
ajpdis-1597	327	21	by	by	ADP
ajpdis-1597	327	22	the	the	DET
ajpdis-1597	327	23	state	state	NOUN
ajpdis-1597	327	24	agencies	agency	NOUN
ajpdis-1597	327	25	through	through	ADP
ajpdis-1597	327	26	their	their	PRON
ajpdis-1597	327	27	public	public	ADJ
ajpdis-1597	327	28	services	service	NOUN
ajpdis-1597	327	29	.	.	PUNCT
ajpdis-1597	328	1	the	the	DET
ajpdis-1597	328	2	fact	fact	NOUN
ajpdis-1597	328	3	that	that	SCONJ
ajpdis-1597	328	4	noise	noise	VERB
ajpdis-1597	328	5	related	relate	VERB
ajpdis-1597	328	6	problems	problem	NOUN
ajpdis-1597	328	7	are	be	AUX
ajpdis-1597	328	8	high	high	ADJ
ajpdis-1597	328	9	indicates	indicate	VERB
ajpdis-1597	328	10	that	that	SCONJ
ajpdis-1597	328	11	there	there	PRON
ajpdis-1597	328	12	exists	exist	VERB
ajpdis-1597	328	13	a	a	DET
ajpdis-1597	328	14	long	long	ADJ
ajpdis-1597	328	15	term	term	NOUN
ajpdis-1597	328	16	problem	problem	NOUN
ajpdis-1597	328	17	of	of	ADP
ajpdis-1597	328	18	urban	urban	ADJ
ajpdis-1597	328	19	disturbance	disturbance	NOUN
ajpdis-1597	328	20	whereas	whereas	SCONJ
ajpdis-1597	328	21	there	there	PRON
ajpdis-1597	328	22	is	be	VERB
ajpdis-1597	328	23	illegal	illegal	ADJ
ajpdis-1597	328	24	parking	parking	NOUN
ajpdis-1597	328	25	and	and	CCONJ
ajpdis-1597	328	26	driveway	driveway	NOUN
ajpdis-1597	328	27	obstructions	obstruction	NOUN
ajpdis-1597	328	28	which	which	PRON
ajpdis-1597	328	29	are	be	AUX
ajpdis-1597	328	30	indicators	indicator	NOUN
ajpdis-1597	328	31	of	of	ADP
ajpdis-1597	328	32	the	the	DET
ajpdis-1597	328	33	fact	fact	NOUN
ajpdis-1597	328	34	that	that	SCONJ
ajpdis-1597	328	35	there	there	PRON
ajpdis-1597	328	36	is	be	VERB
ajpdis-1597	328	37	a	a	DET
ajpdis-1597	328	38	problem	problem	NOUN
ajpdis-1597	328	39	of	of	ADP
ajpdis-1597	328	40	transportation	transportation	NOUN
ajpdis-1597	328	41	and	and	CCONJ
ajpdis-1597	328	42	mobility	mobility	NOUN
ajpdis-1597	328	43	.	.	PUNCT
ajpdis-1597	329	1	regarding	regard	VERB
ajpdis-1597	329	2	a	a	DET
ajpdis-1597	329	3	public	public	ADJ
ajpdis-1597	329	4	administration	administration	NOUN
ajpdis-1597	329	5	,	,	PUNCT
ajpdis-1597	329	6	it	it	PRON
ajpdis-1597	329	7	is	be	AUX
ajpdis-1597	329	8	the	the	DET
ajpdis-1597	329	9	most	most	ADV
ajpdis-1597	329	10	common	common	ADJ
ajpdis-1597	329	11	complaint	complaint	NOUN
ajpdis-1597	329	12	category	category	NOUN
ajpdis-1597	329	13	that	that	PRON
ajpdis-1597	329	14	should	should	AUX
ajpdis-1597	329	15	be	be	AUX
ajpdis-1597	329	16	identified	identify	VERB
ajpdis-1597	329	17	to	to	PART
ajpdis-1597	329	18	be	be	AUX
ajpdis-1597	329	19	given	give	VERB
ajpdis-1597	329	20	out	out	ADP
ajpdis-1597	329	21	as	as	ADP
ajpdis-1597	329	22	a	a	DET
ajpdis-1597	329	23	base	base	NOUN
ajpdis-1597	329	24	on	on	ADP
ajpdis-1597	329	25	resource	resource	NOUN
ajpdis-1597	329	26	allocation	allocation	NOUN
ajpdis-1597	329	27	,	,	PUNCT
ajpdis-1597	329	28	operational	operational	ADJ
ajpdis-1597	329	29	planning	planning	NOUN
ajpdis-1597	329	30	and	and	CCONJ
ajpdis-1597	329	31	policy	policy	NOUN
ajpdis-1597	329	32	prioritization	prioritization	NOUN
ajpdis-1597	329	33	.	.	PUNCT
ajpdis-1597	330	1	workforce	workforce	NOUN
ajpdis-1597	330	2	scheduling	scheduling	NOUN
ajpdis-1597	330	3	,	,	PUNCT
ajpdis-1597	330	4	community	community	NOUN
ajpdis-1597	330	5	outreach	outreach	NOUN
ajpdis-1597	330	6	programs	program	NOUN
ajpdis-1597	330	7	and	and	CCONJ
ajpdis-1597	330	8	targeted	target	VERB
ajpdis-1597	330	9	enforcement	enforcement	NOUN
ajpdis-1597	330	10	are	be	AUX
ajpdis-1597	330	11	strategic	strategic	ADJ
ajpdis-1597	330	12	measures	measure	NOUN
ajpdis-1597	330	13	that	that	PRON
ajpdis-1597	330	14	can	can	AUX
ajpdis-1597	330	15	be	be	AUX
ajpdis-1597	330	16	applied	apply	VERB
ajpdis-1597	330	17	by	by	ADP
ajpdis-1597	330	18	agencies	agency	NOUN
ajpdis-1597	330	19	to	to	PART
ajpdis-1597	330	20	respond	respond	VERB
ajpdis-1597	330	21	to	to	ADP
ajpdis-1597	330	22	high	high	ADJ
ajpdis-1597	330	23	demand	demand	NOUN
ajpdis-1597	330	24	service	service	NOUN
ajpdis-1597	330	25	areas	area	NOUN
ajpdis-1597	330	26	[	[	X
ajpdis-1597	330	27	38	38	NUM
ajpdis-1597	330	28	]	]	PUNCT
ajpdis-1597	330	29	.	.	PUNCT
ajpdis-1597	331	1	this	this	DET
ajpdis-1597	331	2	chart	chart	NOUN
ajpdis-1597	331	3	shows	show	VERB
ajpdis-1597	331	4	the	the	DET
ajpdis-1597	331	5	ability	ability	NOUN
ajpdis-1597	331	6	of	of	ADP
ajpdis-1597	331	7	predictive	predictive	ADJ
ajpdis-1597	331	8	analytics	analytic	NOUN
ajpdis-1597	331	9	to	to	PART
ajpdis-1597	331	10	identify	identify	VERB
ajpdis-1597	331	11	latent	latent	ADJ
ajpdis-1597	331	12	trends	trend	NOUN
ajpdis-1597	331	13	in	in	ADP
ajpdis-1597	331	14	issues	issue	NOUN
ajpdis-1597	331	15	reported	report	VERB
ajpdis-1597	331	16	by	by	ADP
ajpdis-1597	331	17	citizens	citizen	NOUN
ajpdis-1597	331	18	so	so	SCONJ
ajpdis-1597	331	19	that	that	SCONJ
ajpdis-1597	331	20	government	government	NOUN
ajpdis-1597	331	21	agencies	agency	NOUN
ajpdis-1597	331	22	can	can	AUX
ajpdis-1597	331	23	learn	learn	VERB
ajpdis-1597	331	24	when	when	SCONJ
ajpdis-1597	331	25	there	there	PRON
ajpdis-1597	331	26	will	will	AUX
ajpdis-1597	331	27	be	be	AUX
ajpdis-1597	331	28	a	a	DET
ajpdis-1597	331	29	surge	surge	NOUN
ajpdis-1597	331	30	in	in	ADP
ajpdis-1597	331	31	demand	demand	NOUN
ajpdis-1597	331	32	and	and	CCONJ
ajpdis-1597	331	33	take	take	VERB
ajpdis-1597	331	34	proactive	proactive	ADJ
ajpdis-1597	331	35	service	service	NOUN
ajpdis-1597	331	36	steps	step	NOUN
ajpdis-1597	331	37	.	.	PUNCT
ajpdis-1597	332	1	finally	finally	ADV
ajpdis-1597	332	2	,	,	PUNCT
ajpdis-1597	332	3	the	the	DET
ajpdis-1597	332	4	insight	insight	NOUN
ajpdis-1597	332	5	on	on	ADP
ajpdis-1597	332	6	the	the	DET
ajpdis-1597	332	7	complaint	complaint	NOUN
ajpdis-1597	332	8	distribution	distribution	NOUN
ajpdis-1597	332	9	is	be	AUX
ajpdis-1597	332	10	essential	essential	ADJ
ajpdis-1597	332	11	in	in	ADP
ajpdis-1597	332	12	streamlining	streamline	VERB
ajpdis-1597	332	13	response	response	NOUN
ajpdis-1597	332	14	operations	operation	NOUN
ajpdis-1597	332	15	and	and	CCONJ
ajpdis-1597	332	16	responsiveness	responsiveness	NOUN
ajpdis-1597	332	17	of	of	ADP
ajpdis-1597	332	18	the	the	DET
ajpdis-1597	332	19	city	city	NOUN
ajpdis-1597	332	20	activities	activity	NOUN
ajpdis-1597	332	21	,	,	PUNCT
ajpdis-1597	332	22	which	which	PRON
ajpdis-1597	332	23	lead	lead	VERB
ajpdis-1597	332	24	to	to	ADP
ajpdis-1597	332	25	the	the	DET
ajpdis-1597	332	26	improvement	improvement	NOUN
ajpdis-1597	332	27	of	of	ADP
ajpdis-1597	332	28	the	the	DET
ajpdis-1597	332	29	delivery	delivery	NOUN
ajpdis-1597	332	30	of	of	ADP
ajpdis-1597	332	31	the	the	DET
ajpdis-1597	332	32	public	public	ADJ
ajpdis-1597	332	33	service	service	NOUN
ajpdis-1597	332	34	.	.	PUNCT
ajpdis-1597	333	1	b.	b.	NOUN
ajpdis-1597	333	2	analysis	analysis	NOUN
ajpdis-1597	333	3	of	of	ADP
ajpdis-1597	333	4	average	average	ADJ
ajpdis-1597	333	5	service	service	NOUN
ajpdis-1597	333	6	request	request	NOUN
ajpdis-1597	333	7	closing	closing	NOUN
ajpdis-1597	333	8	times	time	NOUN
ajpdis-1597	333	9	185	185	NUM
ajpdis-1597	333	10	journal	journal	NOUN
ajpdis-1597	333	11	of	of	ADP
ajpdis-1597	333	12	public	public	ADJ
ajpdis-1597	333	13	diplomacy	diplomacy	NOUN
ajpdis-1597	333	14	and	and	CCONJ
ajpdis-1597	333	15	international	international	ADJ
ajpdis-1597	333	16	studies	study	NOUN
ajpdis-1597	333	17	www	www	PROPN
ajpdis-1597	333	18	.	.	PUNCT
ajpdis-1597	334	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	334	2	figure	figure	NOUN
ajpdis-1597	334	3	2	2	NUM
ajpdis-1597	334	4	:	:	PUNCT
ajpdis-1597	334	5	this	this	DET
ajpdis-1597	334	6	image	image	NOUN
ajpdis-1597	334	7	illustrates	illustrate	VERB
ajpdis-1597	334	8	on	on	ADP
ajpdis-1597	334	9	the	the	DET
ajpdis-1597	334	10	average	average	ADJ
ajpdis-1597	334	11	service	service	NOUN
ajpdis-1597	334	12	request	request	NOUN
ajpdis-1597	334	13	closing	closing	NOUN
ajpdis-1597	334	14	time	time	NOUN
ajpdis-1597	334	15	across	across	ADP
ajpdis-1597	334	16	major	major	ADJ
ajpdis-1597	334	17	complaint	complaint	NOUN
ajpdis-1597	334	18	types	type	NOUN
ajpdis-1597	334	19	the	the	DET
ajpdis-1597	334	20	chart	chart	NOUN
ajpdis-1597	334	21	will	will	AUX
ajpdis-1597	334	22	compare	compare	VERB
ajpdis-1597	334	23	the	the	DET
ajpdis-1597	334	24	mean	mean	ADJ
ajpdis-1597	334	25	time	time	NOUN
ajpdis-1597	334	26	the	the	DET
ajpdis-1597	334	27	requests	request	NOUN
ajpdis-1597	334	28	are	be	AUX
ajpdis-1597	334	29	closed	close	VERB
ajpdis-1597	334	30	in	in	ADP
ajpdis-1597	334	31	large	large	ADJ
ajpdis-1597	334	32	categories	category	NOUN
ajpdis-1597	334	33	of	of	ADP
ajpdis-1597	334	34	complaints	complaint	NOUN
ajpdis-1597	334	35	.	.	PUNCT
ajpdis-1597	335	1	the	the	DET
ajpdis-1597	335	2	analysis	analysis	NOUN
ajpdis-1597	335	3	reveals	reveal	VERB
ajpdis-1597	335	4	that	that	SCONJ
ajpdis-1597	335	5	there	there	PRON
ajpdis-1597	335	6	is	be	VERB
ajpdis-1597	335	7	significant	significant	ADJ
ajpdis-1597	335	8	fluctuation	fluctuation	NOUN
ajpdis-1597	335	9	in	in	ADP
ajpdis-1597	335	10	the	the	DET
ajpdis-1597	335	11	resolution	resolution	NOUN
ajpdis-1597	335	12	time	time	NOUN
ajpdis-1597	335	13	,	,	PUNCT
ajpdis-1597	335	14	and	and	CCONJ
ajpdis-1597	335	15	some	some	DET
ajpdis-1597	335	16	complaints	complaint	NOUN
ajpdis-1597	335	17	,	,	PUNCT
ajpdis-1597	335	18	in	in	ADP
ajpdis-1597	335	19	particular	particular	ADJ
ajpdis-1597	335	20	,	,	PUNCT
ajpdis-1597	335	21	plumbing	plumbing	NOUN
ajpdis-1597	335	22	,	,	PUNCT
ajpdis-1597	335	23	heating	heating	NOUN
ajpdis-1597	335	24	related	relate	VERB
ajpdis-1597	335	25	,	,	PUNCT
ajpdis-1597	335	26	and	and	CCONJ
ajpdis-1597	335	27	environmental	environmental	ADJ
ajpdis-1597	335	28	hazards	hazard	NOUN
ajpdis-1597	335	29	,	,	PUNCT
ajpdis-1597	335	30	require	require	VERB
ajpdis-1597	335	31	significantly	significantly	ADV
ajpdis-1597	335	32	more	more	ADJ
ajpdis-1597	335	33	time	time	NOUN
ajpdis-1597	335	34	to	to	PART
ajpdis-1597	335	35	resolve	resolve	VERB
ajpdis-1597	335	36	than	than	ADP
ajpdis-1597	335	37	noise	noise	NOUN
ajpdis-1597	335	38	or	or	CCONJ
ajpdis-1597	335	39	illegal	illegal	ADJ
ajpdis-1597	335	40	parking	parking	NOUN
ajpdis-1597	335	41	complaints	complaint	NOUN
ajpdis-1597	335	42	.	.	PUNCT
ajpdis-1597	336	1	these	these	DET
ajpdis-1597	336	2	disparities	disparity	NOUN
ajpdis-1597	336	3	show	show	VERB
ajpdis-1597	336	4	differences	difference	NOUN
ajpdis-1597	336	5	in	in	ADP
ajpdis-1597	336	6	service	service	NOUN
ajpdis-1597	336	7	complexity	complexity	NOUN
ajpdis-1597	336	8	,	,	PUNCT
ajpdis-1597	336	9	agency	agency	NOUN
ajpdis-1597	336	10	workload	workload	NOUN
ajpdis-1597	336	11	and	and	CCONJ
ajpdis-1597	336	12	resource	resource	NOUN
ajpdis-1597	336	13	limitations	limitation	NOUN
ajpdis-1597	336	14	.	.	PUNCT
ajpdis-1597	337	1	delays	delay	NOUN
ajpdis-1597	337	2	in	in	ADP
ajpdis-1597	337	3	the	the	DET
ajpdis-1597	337	4	closing	closing	NOUN
ajpdis-1597	337	5	time	time	NOUN
ajpdis-1597	337	6	in	in	ADP
ajpdis-1597	337	7	safety	safety	NOUN
ajpdis-1597	337	8	-	-	PUNCT
ajpdis-1597	337	9	critical	critical	ADJ
ajpdis-1597	337	10	categories	category	NOUN
ajpdis-1597	337	11	can	can	AUX
ajpdis-1597	337	12	imply	imply	VERB
ajpdis-1597	337	13	an	an	DET
ajpdis-1597	337	14	inefficient	inefficient	ADJ
ajpdis-1597	337	15	structure	structure	NOUN
ajpdis-1597	337	16	,	,	PUNCT
ajpdis-1597	337	17	delays	delay	NOUN
ajpdis-1597	337	18	in	in	ADP
ajpdis-1597	337	19	the	the	DET
ajpdis-1597	337	20	process	process	NOUN
ajpdis-1597	337	21	,	,	PUNCT
ajpdis-1597	337	22	or	or	CCONJ
ajpdis-1597	337	23	a	a	DET
ajpdis-1597	337	24	lack	lack	NOUN
ajpdis-1597	337	25	of	of	ADP
ajpdis-1597	337	26	workforce	workforce	NOUN
ajpdis-1597	337	27	strength	strength	NOUN
ajpdis-1597	337	28	.	.	PUNCT
ajpdis-1597	338	1	this	this	DET
ajpdis-1597	338	2	chart	chart	NOUN
ajpdis-1597	338	3	gives	give	VERB
ajpdis-1597	338	4	important	important	ADJ
ajpdis-1597	338	5	operation	operation	NOUN
ajpdis-1597	338	6	information	information	NOUN
ajpdis-1597	338	7	regarding	regard	VERB
ajpdis-1597	338	8	performance	performance	NOUN
ajpdis-1597	338	9	because	because	SCONJ
ajpdis-1597	338	10	it	it	PRON
ajpdis-1597	338	11	quantifies	quantify	VERB
ajpdis-1597	338	12	and	and	CCONJ
ajpdis-1597	338	13	compares	compare	VERB
ajpdis-1597	338	14	service	service	NOUN
ajpdis-1597	338	15	duration	duration	NOUN
ajpdis-1597	338	16	[	[	X
ajpdis-1597	338	17	39	39	NUM
ajpdis-1597	338	18	]	]	PUNCT
ajpdis-1597	338	19	.	.	PUNCT
ajpdis-1597	339	1	these	these	DET
ajpdis-1597	339	2	patterns	pattern	NOUN
ajpdis-1597	339	3	can	can	AUX
ajpdis-1597	339	4	also	also	ADV
ajpdis-1597	339	5	be	be	AUX
ajpdis-1597	339	6	applied	apply	VERB
ajpdis-1597	339	7	to	to	ADP
ajpdis-1597	339	8	predictive	predictive	ADJ
ajpdis-1597	339	9	analytics	analytic	NOUN
ajpdis-1597	339	10	to	to	PART
ajpdis-1597	339	11	forecast	forecast	VERB
ajpdis-1597	339	12	the	the	DET
ajpdis-1597	339	13	work	work	NOUN
ajpdis-1597	339	14	of	of	ADP
ajpdis-1597	339	15	the	the	DET
ajpdis-1597	339	16	agencies	agency	NOUN
ajpdis-1597	339	17	,	,	PUNCT
ajpdis-1597	339	18	make	make	VERB
ajpdis-1597	339	19	an	an	DET
ajpdis-1597	339	20	estimate	estimate	NOUN
ajpdis-1597	339	21	of	of	ADP
ajpdis-1597	339	22	the	the	DET
ajpdis-1597	339	23	time	time	NOUN
ajpdis-1597	339	24	of	of	ADP
ajpdis-1597	339	25	their	their	PRON
ajpdis-1597	339	26	elimination	elimination	NOUN
ajpdis-1597	339	27	,	,	PUNCT
ajpdis-1597	339	28	and	and	CCONJ
ajpdis-1597	339	29	determine	determine	VERB
ajpdis-1597	339	30	areas	area	NOUN
ajpdis-1597	339	31	of	of	ADP
ajpdis-1597	339	32	inefficiency	inefficiency	NOUN
ajpdis-1597	339	33	in	in	ADP
ajpdis-1597	339	34	the	the	DET
ajpdis-1597	339	35	service	service	NOUN
ajpdis-1597	339	36	channel	channel	NOUN
ajpdis-1597	339	37	.	.	PUNCT
ajpdis-1597	340	1	this	this	PRON
ajpdis-1597	340	2	assists	assist	VERB
ajpdis-1597	340	3	the	the	DET
ajpdis-1597	340	4	government	government	NOUN
ajpdis-1597	340	5	in	in	ADP
ajpdis-1597	340	6	the	the	DET
ajpdis-1597	340	7	making	making	NOUN
ajpdis-1597	340	8	of	of	ADP
ajpdis-1597	340	9	decisions	decision	NOUN
ajpdis-1597	340	10	where	where	SCONJ
ajpdis-1597	340	11	specific	specific	ADJ
ajpdis-1597	340	12	interventions	intervention	NOUN
ajpdis-1597	340	13	should	should	AUX
ajpdis-1597	340	14	be	be	AUX
ajpdis-1597	340	15	implemented	implement	VERB
ajpdis-1597	340	16	to	to	PART
ajpdis-1597	340	17	enhance	enhance	VERB
ajpdis-1597	340	18	responsiveness	responsiveness	NOUN
ajpdis-1597	340	19	of	of	ADP
ajpdis-1597	340	20	the	the	DET
ajpdis-1597	340	21	services	service	NOUN
ajpdis-1597	340	22	.	.	PUNCT
ajpdis-1597	341	1	knowledge	knowledge	NOUN
ajpdis-1597	341	2	of	of	ADP
ajpdis-1597	341	3	closing	close	VERB
ajpdis-1597	341	4	-	-	PUNCT
ajpdis-1597	341	5	time	time	NOUN
ajpdis-1597	341	6	variability	variability	NOUN
ajpdis-1597	341	7	will	will	AUX
ajpdis-1597	341	8	enable	enable	VERB
ajpdis-1597	341	9	the	the	DET
ajpdis-1597	341	10	agencies	agency	NOUN
ajpdis-1597	341	11	to	to	PART
ajpdis-1597	341	12	compare	compare	VERB
ajpdis-1597	341	13	their	their	PRON
ajpdis-1597	341	14	performance	performance	NOUN
ajpdis-1597	341	15	and	and	CCONJ
ajpdis-1597	341	16	determine	determine	VERB
ajpdis-1597	341	17	whether	whether	SCONJ
ajpdis-1597	341	18	the	the	DET
ajpdis-1597	341	19	existing	exist	VERB
ajpdis-1597	341	20	operational	operational	ADJ
ajpdis-1597	341	21	models	model	NOUN
ajpdis-1597	341	22	match	match	VERB
ajpdis-1597	341	23	service	service	NOUN
ajpdis-1597	341	24	expectations	expectation	NOUN
ajpdis-1597	341	25	.	.	PUNCT
ajpdis-1597	342	1	the	the	DET
ajpdis-1597	342	2	analysis	analysis	NOUN
ajpdis-1597	342	3	ultimately	ultimately	ADV
ajpdis-1597	342	4	aids	aid	VERB
ajpdis-1597	342	5	in	in	ADP
ajpdis-1597	342	6	the	the	DET
ajpdis-1597	342	7	policy	policy	NOUN
ajpdis-1597	342	8	improvements	improvement	NOUN
ajpdis-1597	342	9	,	,	PUNCT
ajpdis-1597	342	10	assisting	assist	VERB
ajpdis-1597	342	11	in	in	ADP
ajpdis-1597	342	12	minimizing	minimize	VERB
ajpdis-1597	342	13	delays	delay	NOUN
ajpdis-1597	342	14	,	,	PUNCT
ajpdis-1597	342	15	and	and	CCONJ
ajpdis-1597	342	16	making	make	VERB
ajpdis-1597	342	17	the	the	DET
ajpdis-1597	342	18	government	government	NOUN
ajpdis-1597	342	19	service	service	NOUN
ajpdis-1597	342	20	ecosystem	ecosystem	NOUN
ajpdis-1597	342	21	more	more	ADV
ajpdis-1597	342	22	efficient	efficient	ADJ
ajpdis-1597	342	23	.	.	PUNCT
ajpdis-1597	343	1	c.	c.	NOUN
ajpdis-1597	343	2	monthly	monthly	ADJ
ajpdis-1597	343	3	trends	trend	NOUN
ajpdis-1597	343	4	in	in	ADP
ajpdis-1597	343	5	311	311	NUM
ajpdis-1597	343	6	service	service	NOUN
ajpdis-1597	343	7	requests	request	NOUN
ajpdis-1597	343	8	figure	figure	VERB
ajpdis-1597	343	9	3	3	NUM
ajpdis-1597	343	10	:	:	PUNCT
ajpdis-1597	343	11	this	this	DET
ajpdis-1597	343	12	image	image	NOUN
ajpdis-1597	343	13	demonstrates	demonstrate	VERB
ajpdis-1597	343	14	the	the	DET
ajpdis-1597	343	15	monthly	monthly	ADJ
ajpdis-1597	343	16	fluctuation	fluctuation	NOUN
ajpdis-1597	343	17	in	in	ADP
ajpdis-1597	343	18	nyc	nyc	PROPN
ajpdis-1597	343	19	311	311	NUM
ajpdis-1597	343	20	service	service	NOUN
ajpdis-1597	343	21	request	request	NOUN
ajpdis-1597	343	22	volume	volume	NOUN
ajpdis-1597	343	23	186	186	NUM
ajpdis-1597	343	24	journal	journal	NOUN
ajpdis-1597	343	25	of	of	ADP
ajpdis-1597	343	26	public	public	ADJ
ajpdis-1597	343	27	diplomacy	diplomacy	NOUN
ajpdis-1597	343	28	and	and	CCONJ
ajpdis-1597	343	29	international	international	ADJ
ajpdis-1597	343	30	studies	study	NOUN
ajpdis-1597	343	31	www	www	PROPN
ajpdis-1597	343	32	.	.	PUNCT
ajpdis-1597	344	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	344	2	the	the	DET
ajpdis-1597	344	3	monthly	monthly	ADJ
ajpdis-1597	344	4	trend	trend	NOUN
ajpdis-1597	344	5	graph	graph	NOUN
ajpdis-1597	344	6	represents	represent	VERB
ajpdis-1597	344	7	the	the	DET
ajpdis-1597	344	8	variations	variation	NOUN
ajpdis-1597	344	9	in	in	ADP
ajpdis-1597	344	10	the	the	DET
ajpdis-1597	344	11	volume	volume	NOUN
ajpdis-1597	344	12	of	of	ADP
ajpdis-1597	344	13	service	service	NOUN
ajpdis-1597	344	14	requests	request	NOUN
ajpdis-1597	344	15	throughout	throughout	ADP
ajpdis-1597	344	16	the	the	DET
ajpdis-1597	344	17	year	year	NOUN
ajpdis-1597	344	18	.	.	PUNCT
ajpdis-1597	345	1	complaints	complaint	NOUN
ajpdis-1597	345	2	frequency	frequency	NOUN
ajpdis-1597	345	3	peaks	peak	NOUN
ajpdis-1597	345	4	are	be	AUX
ajpdis-1597	345	5	expected	expect	VERB
ajpdis-1597	345	6	to	to	PART
ajpdis-1597	345	7	happen	happen	VERB
ajpdis-1597	345	8	in	in	ADP
ajpdis-1597	345	9	warmer	warm	ADJ
ajpdis-1597	345	10	months	month	NOUN
ajpdis-1597	345	11	such	such	ADJ
ajpdis-1597	345	12	as	as	ADP
ajpdis-1597	345	13	noise	noise	NOUN
ajpdis-1597	345	14	complaints	complaint	NOUN
ajpdis-1597	345	15	,	,	PUNCT
ajpdis-1597	345	16	disturbances	disturbance	NOUN
ajpdis-1597	345	17	of	of	ADP
ajpdis-1597	345	18	the	the	DET
ajpdis-1597	345	19	street	street	NOUN
ajpdis-1597	345	20	,	,	PUNCT
ajpdis-1597	345	21	and	and	CCONJ
ajpdis-1597	345	22	outdoor	outdoor	ADJ
ajpdis-1597	345	23	property	property	NOUN
ajpdis-1597	345	24	complaints	complaint	NOUN
ajpdis-1597	345	25	,	,	PUNCT
ajpdis-1597	345	26	whereas	whereas	SCONJ
ajpdis-1597	345	27	cold	cold	ADJ
ajpdis-1597	345	28	months	month	NOUN
ajpdis-1597	345	29	would	would	AUX
ajpdis-1597	345	30	have	have	VERB
ajpdis-1597	345	31	fewer	few	ADJ
ajpdis-1597	345	32	complaints	complaint	NOUN
ajpdis-1597	345	33	.	.	PUNCT
ajpdis-1597	346	1	these	these	DET
ajpdis-1597	346	2	tendencies	tendency	NOUN
ajpdis-1597	346	3	present	present	VERB
ajpdis-1597	346	4	the	the	DET
ajpdis-1597	346	5	tendencies	tendency	NOUN
ajpdis-1597	346	6	of	of	ADP
ajpdis-1597	346	7	behavior	behavior	NOUN
ajpdis-1597	346	8	in	in	ADP
ajpdis-1597	346	9	seasons	season	NOUN
ajpdis-1597	346	10	among	among	ADP
ajpdis-1597	346	11	residents	resident	NOUN
ajpdis-1597	346	12	and	and	CCONJ
ajpdis-1597	346	13	forecast	forecast	VERB
ajpdis-1597	346	14	able	able	ADJ
ajpdis-1597	346	15	patterns	pattern	NOUN
ajpdis-1597	346	16	in	in	ADP
ajpdis-1597	346	17	governmental	governmental	ADJ
ajpdis-1597	346	18	service	service	NOUN
ajpdis-1597	346	19	requirements	requirement	NOUN
ajpdis-1597	346	20	.	.	PUNCT
ajpdis-1597	347	1	this	this	DET
ajpdis-1597	347	2	visualization	visualization	NOUN
ajpdis-1597	347	3	justifies	justify	VERB
ajpdis-1597	347	4	the	the	DET
ajpdis-1597	347	5	application	application	NOUN
ajpdis-1597	347	6	of	of	ADP
ajpdis-1597	347	7	predictive	predictive	ADJ
ajpdis-1597	347	8	analytics	analytic	NOUN
ajpdis-1597	347	9	to	to	PART
ajpdis-1597	347	10	determine	determine	VERB
ajpdis-1597	347	11	the	the	DET
ajpdis-1597	347	12	service	service	NOUN
ajpdis-1597	347	13	peaks	peak	NOUN
ajpdis-1597	347	14	in	in	ADP
ajpdis-1597	347	15	the	the	DET
ajpdis-1597	347	16	future	future	NOUN
ajpdis-1597	347	17	and	and	CCONJ
ajpdis-1597	347	18	handle	handle	VERB
ajpdis-1597	347	19	the	the	DET
ajpdis-1597	347	20	workforce	workforce	NOUN
ajpdis-1597	347	21	capacity	capacity	NOUN
ajpdis-1597	347	22	based	base	VERB
ajpdis-1597	347	23	on	on	ADP
ajpdis-1597	347	24	it	it	PRON
ajpdis-1597	347	25	.	.	PUNCT
ajpdis-1597	348	1	seasonal	seasonal	ADJ
ajpdis-1597	348	2	forecasting	forecasting	NOUN
ajpdis-1597	348	3	allows	allow	VERB
ajpdis-1597	348	4	agencies	agency	NOUN
ajpdis-1597	348	5	to	to	PART
ajpdis-1597	348	6	hire	hire	VERB
ajpdis-1597	348	7	more	more	ADJ
ajpdis-1597	348	8	field	field	NOUN
ajpdis-1597	348	9	officers	officer	NOUN
ajpdis-1597	348	10	,	,	PUNCT
ajpdis-1597	348	11	plan	plan	VERB
ajpdis-1597	348	12	more	more	ADJ
ajpdis-1597	348	13	call	call	NOUN
ajpdis-1597	348	14	-	-	PUNCT
ajpdis-1597	348	15	handling	handling	NOUN
ajpdis-1597	348	16	capacity	capacity	NOUN
ajpdis-1597	348	17	or	or	CCONJ
ajpdis-1597	348	18	even	even	ADV
ajpdis-1597	348	19	focus	focus	VERB
ajpdis-1597	348	20	on	on	ADP
ajpdis-1597	348	21	some	some	DET
ajpdis-1597	348	22	type	type	NOUN
ajpdis-1597	348	23	of	of	ADP
ajpdis-1597	348	24	complaints	complaint	NOUN
ajpdis-1597	348	25	during	during	ADP
ajpdis-1597	348	26	times	time	NOUN
ajpdis-1597	348	27	of	of	ADP
ajpdis-1597	348	28	known	known	ADJ
ajpdis-1597	348	29	demand	demand	NOUN
ajpdis-1597	348	30	[	[	X
ajpdis-1597	348	31	40	40	NUM
ajpdis-1597	348	32	]	]	PUNCT
ajpdis-1597	348	33	.	.	PUNCT
ajpdis-1597	349	1	the	the	DET
ajpdis-1597	349	2	policymakers	policymaker	NOUN
ajpdis-1597	349	3	can	can	AUX
ajpdis-1597	349	4	also	also	ADV
ajpdis-1597	349	5	use	use	VERB
ajpdis-1597	349	6	this	this	DET
ajpdis-1597	349	7	chart	chart	NOUN
ajpdis-1597	349	8	to	to	PART
ajpdis-1597	349	9	determine	determine	VERB
ajpdis-1597	349	10	the	the	DET
ajpdis-1597	349	11	most	most	ADV
ajpdis-1597	349	12	appropriate	appropriate	ADJ
ajpdis-1597	349	13	time	time	NOUN
ajpdis-1597	349	14	to	to	PART
ajpdis-1597	349	15	implement	implement	VERB
ajpdis-1597	349	16	certain	certain	ADJ
ajpdis-1597	349	17	interventions	intervention	NOUN
ajpdis-1597	349	18	like	like	ADP
ajpdis-1597	349	19	noise	noise	NOUN
ajpdis-1597	349	20	reduction	reduction	NOUN
ajpdis-1597	349	21	programs	program	NOUN
ajpdis-1597	349	22	or	or	CCONJ
ajpdis-1597	349	23	parking	parking	NOUN
ajpdis-1597	349	24	enforcement	enforcement	NOUN
ajpdis-1597	349	25	campaigns	campaign	NOUN
ajpdis-1597	349	26	.	.	PUNCT
ajpdis-1597	350	1	the	the	DET
ajpdis-1597	350	2	monthly	monthly	ADJ
ajpdis-1597	350	3	trend	trend	NOUN
ajpdis-1597	350	4	analysis	analysis	NOUN
ajpdis-1597	350	5	,	,	PUNCT
ajpdis-1597	350	6	as	as	ADP
ajpdis-1597	350	7	a	a	DET
ajpdis-1597	350	8	strong	strong	ADJ
ajpdis-1597	350	9	tool	tool	NOUN
ajpdis-1597	350	10	to	to	PART
ajpdis-1597	350	11	complement	complement	VERB
ajpdis-1597	350	12	operational	operational	ADJ
ajpdis-1597	350	13	planning	planning	NOUN
ajpdis-1597	350	14	,	,	PUNCT
ajpdis-1597	350	15	will	will	AUX
ajpdis-1597	350	16	ensure	ensure	VERB
ajpdis-1597	350	17	that	that	SCONJ
ajpdis-1597	350	18	there	there	PRON
ajpdis-1597	350	19	is	be	VERB
ajpdis-1597	350	20	a	a	DET
ajpdis-1597	350	21	match	match	NOUN
ajpdis-1597	350	22	between	between	ADP
ajpdis-1597	350	23	resource	resource	NOUN
ajpdis-1597	350	24	distribution	distribution	NOUN
ajpdis-1597	350	25	and	and	CCONJ
ajpdis-1597	350	26	the	the	DET
ajpdis-1597	350	27	real	real	ADJ
ajpdis-1597	350	28	-	-	PUNCT
ajpdis-1597	350	29	time	time	NOUN
ajpdis-1597	350	30	and	and	CCONJ
ajpdis-1597	350	31	forecasted	forecast	VERB
ajpdis-1597	350	32	community	community	NOUN
ajpdis-1597	350	33	needs	need	NOUN
ajpdis-1597	350	34	,	,	PUNCT
ajpdis-1597	350	35	which	which	PRON
ajpdis-1597	350	36	will	will	AUX
ajpdis-1597	350	37	promote	promote	VERB
ajpdis-1597	350	38	the	the	DET
ajpdis-1597	350	39	reliability	reliability	NOUN
ajpdis-1597	350	40	of	of	ADP
ajpdis-1597	350	41	the	the	DET
ajpdis-1597	350	42	public	public	ADJ
ajpdis-1597	350	43	service	service	NOUN
ajpdis-1597	350	44	.	.	PUNCT
ajpdis-1597	351	1	d.	d.	PROPN
ajpdis-1597	351	2	geographical	geographical	ADJ
ajpdis-1597	351	3	distribution	distribution	NOUN
ajpdis-1597	351	4	of	of	ADP
ajpdis-1597	351	5	complaints	complaint	NOUN
ajpdis-1597	351	6	by	by	ADP
ajpdis-1597	351	7	zip	zip	NOUN
ajpdis-1597	351	8	code	code	NOUN
ajpdis-1597	351	9	figure	figure	NOUN
ajpdis-1597	351	10	4	4	NUM
ajpdis-1597	351	11	:	:	PUNCT
ajpdis-1597	351	12	this	this	DET
ajpdis-1597	351	13	image	image	NOUN
ajpdis-1597	351	14	shows	show	VERB
ajpdis-1597	351	15	the	the	DET
ajpdis-1597	351	16	geographic	geographic	ADJ
ajpdis-1597	351	17	distribution	distribution	NOUN
ajpdis-1597	351	18	of	of	ADP
ajpdis-1597	351	19	complaints	complaint	NOUN
ajpdis-1597	351	20	across	across	ADP
ajpdis-1597	351	21	zip	zip	NOUN
ajpdis-1597	351	22	code	code	NOUN
ajpdis-1597	351	23	areas	area	NOUN
ajpdis-1597	351	24	this	this	DET
ajpdis-1597	351	25	heatmap	heatmap	NOUN
ajpdis-1597	351	26	shows	show	VERB
ajpdis-1597	351	27	temporal	temporal	ADJ
ajpdis-1597	351	28	differences	difference	NOUN
ajpdis-1597	351	29	in	in	ADP
ajpdis-1597	351	30	service	service	NOUN
ajpdis-1597	351	31	requests	request	NOUN
ajpdis-1597	351	32	per	per	ADP
ajpdis-1597	351	33	zip	zip	NOUN
ajpdis-1597	351	34	code	code	NOUN
ajpdis-1597	351	35	,	,	PUNCT
ajpdis-1597	351	36	in	in	ADP
ajpdis-1597	351	37	which	which	PRON
ajpdis-1597	351	38	neighborhoods	neighborhood	NOUN
ajpdis-1597	351	39	are	be	AUX
ajpdis-1597	351	40	characterized	characterize	VERB
ajpdis-1597	351	41	by	by	ADP
ajpdis-1597	351	42	excessive	excessive	ADJ
ajpdis-1597	351	43	numbers	number	NOUN
ajpdis-1597	351	44	of	of	ADP
ajpdis-1597	351	45	complaints	complaint	NOUN
ajpdis-1597	351	46	.	.	PUNCT
ajpdis-1597	352	1	regions	region	NOUN
ajpdis-1597	352	2	where	where	SCONJ
ajpdis-1597	352	3	complaints	complaint	NOUN
ajpdis-1597	352	4	are	be	AUX
ajpdis-1597	352	5	high	high	ADJ
ajpdis-1597	352	6	in	in	ADP
ajpdis-1597	352	7	number	number	NOUN
ajpdis-1597	352	8	are	be	AUX
ajpdis-1597	352	9	often	often	ADV
ajpdis-1597	352	10	of	of	ADP
ajpdis-1597	352	11	high	high	ADJ
ajpdis-1597	352	12	density	density	NOUN
ajpdis-1597	352	13	population	population	NOUN
ajpdis-1597	352	14	,	,	PUNCT
ajpdis-1597	352	15	mixed	mixed	ADJ
ajpdis-1597	352	16	-	-	PUNCT
ajpdis-1597	352	17	use	use	NOUN
ajpdis-1597	352	18	,	,	PUNCT
ajpdis-1597	352	19	or	or	CCONJ
ajpdis-1597	352	20	less	less	ADV
ajpdis-1597	352	21	developed	developed	ADJ
ajpdis-1597	352	22	socioeconomically	socioeconomically	ADV
ajpdis-1597	352	23	.	.	PUNCT
ajpdis-1597	353	1	geographic	geographic	ADJ
ajpdis-1597	353	2	patterns	pattern	NOUN
ajpdis-1597	353	3	are	be	AUX
ajpdis-1597	353	4	required	require	VERB
ajpdis-1597	353	5	to	to	PART
ajpdis-1597	353	6	understand	understand	VERB
ajpdis-1597	353	7	where	where	SCONJ
ajpdis-1597	353	8	organizations	organization	NOUN
ajpdis-1597	353	9	should	should	AUX
ajpdis-1597	353	10	improve	improve	VERB
ajpdis-1597	353	11	their	their	PRON
ajpdis-1597	353	12	services	service	NOUN
ajpdis-1597	353	13	because	because	SCONJ
ajpdis-1597	353	14	they	they	PRON
ajpdis-1597	353	15	enable	enable	VERB
ajpdis-1597	353	16	agencies	agency	NOUN
ajpdis-1597	353	17	to	to	PART
ajpdis-1597	353	18	recognize	recognize	VERB
ajpdis-1597	353	19	areas	area	NOUN
ajpdis-1597	353	20	with	with	ADP
ajpdis-1597	353	21	low	low	ADJ
ajpdis-1597	353	22	coverage	coverage	NOUN
ajpdis-1597	353	23	,	,	PUNCT
ajpdis-1597	353	24	hotspots	hotspot	NOUN
ajpdis-1597	353	25	,	,	PUNCT
ajpdis-1597	353	26	and	and	CCONJ
ajpdis-1597	353	27	areas	area	NOUN
ajpdis-1597	353	28	of	of	ADP
ajpdis-1597	353	29	operations	operation	NOUN
ajpdis-1597	353	30	.	.	PUNCT
ajpdis-1597	354	1	predictive	predictive	ADJ
ajpdis-1597	354	2	analytics	analytic	NOUN
ajpdis-1597	354	3	also	also	ADV
ajpdis-1597	354	4	adds	add	VERB
ajpdis-1597	354	5	to	to	ADP
ajpdis-1597	354	6	this	this	DET
ajpdis-1597	354	7	understanding	understanding	NOUN
ajpdis-1597	354	8	by	by	ADP
ajpdis-1597	354	9	making	make	VERB
ajpdis-1597	354	10	geospatial	geospatial	ADJ
ajpdis-1597	354	11	forecasting	forecasting	NOUN
ajpdis-1597	354	12	possible	possible	ADJ
ajpdis-1597	354	13	to	to	PART
ajpdis-1597	354	14	predict	predict	VERB
ajpdis-1597	354	15	complaint	complaint	NOUN
ajpdis-1597	354	16	surges	surge	NOUN
ajpdis-1597	354	17	within	within	ADP
ajpdis-1597	354	18	particular	particular	ADJ
ajpdis-1597	354	19	locations	location	NOUN
ajpdis-1597	354	20	.	.	PUNCT
ajpdis-1597	355	1	by	by	ADP
ajpdis-1597	355	2	conducting	conduct	VERB
ajpdis-1597	355	3	such	such	ADJ
ajpdis-1597	355	4	analysis	analysis	NOUN
ajpdis-1597	355	5	,	,	PUNCT
ajpdis-1597	355	6	the	the	DET
ajpdis-1597	355	7	government	government	NOUN
ajpdis-1597	355	8	agencies	agency	NOUN
ajpdis-1597	355	9	will	will	AUX
ajpdis-1597	355	10	be	be	AUX
ajpdis-1597	355	11	able	able	ADJ
ajpdis-1597	355	12	to	to	PART
ajpdis-1597	355	13	introduce	introduce	VERB
ajpdis-1597	355	14	localized	localized	ADJ
ajpdis-1597	355	15	interventions	intervention	NOUN
ajpdis-1597	355	16	,	,	PUNCT
ajpdis-1597	355	17	including	include	VERB
ajpdis-1597	355	18	specific	specific	ADJ
ajpdis-1597	355	19	patrols	patrol	NOUN
ajpdis-1597	355	20	,	,	PUNCT
ajpdis-1597	355	21	building	build	VERB
ajpdis-1597	355	22	awareness	awareness	NOUN
ajpdis-1597	355	23	,	,	PUNCT
ajpdis-1597	355	24	or	or	CCONJ
ajpdis-1597	355	25	improvement	improvement	NOUN
ajpdis-1597	355	26	of	of	ADP
ajpdis-1597	355	27	infrastructures	infrastructure	NOUN
ajpdis-1597	355	28	.	.	PUNCT
ajpdis-1597	356	1	geographically	geographically	ADV
ajpdis-1597	356	2	aware	aware	ADJ
ajpdis-1597	356	3	solutions	solution	NOUN
ajpdis-1597	356	4	can	can	AUX
ajpdis-1597	356	5	guarantee	guarantee	VERB
ajpdis-1597	356	6	fair	fair	ADJ
ajpdis-1597	356	7	service	service	NOUN
ajpdis-1597	356	8	provision	provision	NOUN
ajpdis-1597	356	9	,	,	PUNCT
ajpdis-1597	356	10	as	as	ADV
ajpdis-1597	356	11	well	well	ADV
ajpdis-1597	356	12	as	as	ADP
ajpdis-1597	356	13	minimize	minimize	VERB
ajpdis-1597	356	14	geographic	geographic	ADJ
ajpdis-1597	356	15	inequalities	inequality	NOUN
ajpdis-1597	356	16	in	in	ADP
ajpdis-1597	356	17	governmental	governmental	ADJ
ajpdis-1597	356	18	responsiveness	responsiveness	NOUN
ajpdis-1597	356	19	.	.	PUNCT
ajpdis-1597	357	1	this	this	DET
ajpdis-1597	357	2	diagram	diagram	NOUN
ajpdis-1597	357	3	shows	show	VERB
ajpdis-1597	357	4	how	how	SCONJ
ajpdis-1597	357	5	geospatial	geospatial	ADJ
ajpdis-1597	357	6	analytics	analytic	NOUN
ajpdis-1597	357	7	can	can	AUX
ajpdis-1597	357	8	be	be	AUX
ajpdis-1597	357	9	used	use	VERB
ajpdis-1597	357	10	as	as	ADP
ajpdis-1597	357	11	a	a	DET
ajpdis-1597	357	12	platform	platform	NOUN
ajpdis-1597	357	13	of	of	ADP
ajpdis-1597	357	14	data	data	NOUN
ajpdis-1597	357	15	-	-	PUNCT
ajpdis-1597	357	16	driven	drive	VERB
ajpdis-1597	357	17	city	city	NOUN
ajpdis-1597	357	18	planning	planning	NOUN
ajpdis-1597	357	19	and	and	CCONJ
ajpdis-1597	357	20	improved	improve	VERB
ajpdis-1597	357	21	civil	civil	ADJ
ajpdis-1597	357	22	administration	administration	NOUN
ajpdis-1597	357	23	.	.	PUNCT
ajpdis-1597	358	1	187	187	NUM
ajpdis-1597	358	2	journal	journal	NOUN
ajpdis-1597	358	3	of	of	ADP
ajpdis-1597	358	4	public	public	ADJ
ajpdis-1597	358	5	diplomacy	diplomacy	NOUN
ajpdis-1597	358	6	and	and	CCONJ
ajpdis-1597	358	7	international	international	ADJ
ajpdis-1597	358	8	studies	study	NOUN
ajpdis-1597	358	9	www	www	PROPN
ajpdis-1597	358	10	.	.	PROPN
ajpdis-1597	359	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	359	2	e.	e.	PROPN
ajpdis-1597	359	3	predictive	predictive	PROPN
ajpdis-1597	359	4	modeling	modeling	PROPN
ajpdis-1597	359	5	:	:	PUNCT
ajpdis-1597	359	6	svm	svm	VERB
ajpdis-1597	359	7	classification	classification	NOUN
ajpdis-1597	359	8	results	result	NOUN
ajpdis-1597	359	9	figure	figure	VERB
ajpdis-1597	359	10	5	5	NUM
ajpdis-1597	359	11	:	:	PUNCT
ajpdis-1597	359	12	this	this	DET
ajpdis-1597	359	13	image	image	NOUN
ajpdis-1597	359	14	represent	represent	VERB
ajpdis-1597	359	15	to	to	ADP
ajpdis-1597	359	16	the	the	DET
ajpdis-1597	359	17	svm	svm	PROPN
ajpdis-1597	359	18	model	model	PROPN
ajpdis-1597	359	19	’s	’s	PART
ajpdis-1597	359	20	predicted	predict	VERB
ajpdis-1597	359	21	versus	versus	ADP
ajpdis-1597	359	22	actual	actual	ADJ
ajpdis-1597	359	23	closing	closing	NOUN
ajpdis-1597	359	24	-	-	PUNCT
ajpdis-1597	359	25	time	time	NOUN
ajpdis-1597	359	26	classifications	classification	NOUN
ajpdis-1597	359	27	this	this	DET
ajpdis-1597	359	28	figure	figure	NOUN
ajpdis-1597	359	29	shows	show	VERB
ajpdis-1597	359	30	a	a	DET
ajpdis-1597	359	31	confusion	confusion	NOUN
ajpdis-1597	359	32	matrix	matrix	NOUN
ajpdis-1597	359	33	of	of	ADP
ajpdis-1597	359	34	a	a	DET
ajpdis-1597	359	35	support	support	NOUN
ajpdis-1597	359	36	vector	vector	NOUN
ajpdis-1597	359	37	machine	machine	NOUN
ajpdis-1597	359	38	(	(	PUNCT
ajpdis-1597	359	39	svm	svm	ADJ
ajpdis-1597	359	40	)	)	PUNCT
ajpdis-1597	359	41	model	model	NOUN
ajpdis-1597	359	42	applied	apply	VERB
ajpdis-1597	359	43	to	to	PART
ajpdis-1597	359	44	categorize	categorize	VERB
ajpdis-1597	359	45	service	service	NOUN
ajpdis-1597	359	46	requests	request	NOUN
ajpdis-1597	359	47	as	as	ADP
ajpdis-1597	359	48	short	short	ADJ
ajpdis-1597	359	49	,	,	PUNCT
ajpdis-1597	359	50	medium	medium	ADJ
ajpdis-1597	359	51	and	and	CCONJ
ajpdis-1597	359	52	long	long	ADJ
ajpdis-1597	359	53	resolution	resolution	NOUN
ajpdis-1597	359	54	time	time	NOUN
ajpdis-1597	359	55	.	.	PUNCT
ajpdis-1597	360	1	in	in	ADP
ajpdis-1597	360	2	spite	spite	NOUN
ajpdis-1597	360	3	of	of	ADP
ajpdis-1597	360	4	the	the	DET
ajpdis-1597	360	5	general	general	ADJ
ajpdis-1597	360	6	accuracy	accuracy	NOUN
ajpdis-1597	360	7	of	of	ADP
ajpdis-1597	360	8	medium	medium	NOUN
ajpdis-1597	360	9	,	,	PUNCT
ajpdis-1597	360	10	the	the	DET
ajpdis-1597	360	11	data	datum	NOUN
ajpdis-1597	360	12	points	point	VERB
ajpdis-1597	360	13	to	to	ADP
ajpdis-1597	360	14	the	the	DET
ajpdis-1597	360	15	possibility	possibility	NOUN
ajpdis-1597	360	16	of	of	ADP
ajpdis-1597	360	17	the	the	DET
ajpdis-1597	360	18	model	model	NOUN
ajpdis-1597	360	19	to	to	PART
ajpdis-1597	360	20	correctly	correctly	ADV
ajpdis-1597	360	21	identify	identify	VERB
ajpdis-1597	360	22	those	those	DET
ajpdis-1597	360	23	cases	case	NOUN
ajpdis-1597	360	24	that	that	PRON
ajpdis-1597	360	25	belong	belong	VERB
ajpdis-1597	360	26	to	to	ADP
ajpdis-1597	360	27	the	the	DET
ajpdis-1597	360	28	short	short	ADJ
ajpdis-1597	360	29	-	-	PUNCT
ajpdis-1597	360	30	duration	duration	NOUN
ajpdis-1597	360	31	category	category	NOUN
ajpdis-1597	360	32	,	,	PUNCT
ajpdis-1597	360	33	whereas	whereas	SCONJ
ajpdis-1597	360	34	it	it	PRON
ajpdis-1597	360	35	experiences	experience	VERB
ajpdis-1597	360	36	difficulties	difficulty	NOUN
ajpdis-1597	360	37	in	in	ADP
ajpdis-1597	360	38	the	the	DET
ajpdis-1597	360	39	categories	category	NOUN
ajpdis-1597	360	40	of	of	ADP
ajpdis-1597	360	41	medium	medium	NOUN
ajpdis-1597	360	42	and	and	CCONJ
ajpdis-1597	360	43	long	long	ADJ
ajpdis-1597	360	44	because	because	SCONJ
ajpdis-1597	360	45	of	of	ADP
ajpdis-1597	360	46	the	the	DET
ajpdis-1597	360	47	overlap	overlap	NOUN
ajpdis-1597	360	48	in	in	ADP
ajpdis-1597	360	49	the	the	DET
ajpdis-1597	360	50	patterns	pattern	NOUN
ajpdis-1597	360	51	of	of	ADP
ajpdis-1597	360	52	resolution	resolution	NOUN
ajpdis-1597	360	53	.	.	PUNCT
ajpdis-1597	361	1	the	the	DET
ajpdis-1597	361	2	predictive	predictive	ADJ
ajpdis-1597	361	3	modelling	model	VERB
ajpdis-1597	361	4	exercise	exercise	NOUN
ajpdis-1597	361	5	shows	show	VERB
ajpdis-1597	361	6	how	how	SCONJ
ajpdis-1597	361	7	machine	machine	NOUN
ajpdis-1597	361	8	learning	learning	NOUN
ajpdis-1597	361	9	can	can	AUX
ajpdis-1597	361	10	enable	enable	VERB
ajpdis-1597	361	11	government	government	NOUN
ajpdis-1597	361	12	agencies	agency	NOUN
ajpdis-1597	361	13	to	to	PART
ajpdis-1597	361	14	predict	predict	VERB
ajpdis-1597	361	15	the	the	DET
ajpdis-1597	361	16	workloads	workload	NOUN
ajpdis-1597	361	17	in	in	ADP
ajpdis-1597	361	18	operations	operation	NOUN
ajpdis-1597	361	19	.	.	PUNCT
ajpdis-1597	362	1	the	the	DET
ajpdis-1597	362	2	awareness	awareness	NOUN
ajpdis-1597	362	3	of	of	ADP
ajpdis-1597	362	4	the	the	DET
ajpdis-1597	362	5	requests	request	NOUN
ajpdis-1597	362	6	that	that	PRON
ajpdis-1597	362	7	would	would	AUX
ajpdis-1597	362	8	more	more	ADV
ajpdis-1597	362	9	often	often	ADV
ajpdis-1597	362	10	than	than	SCONJ
ajpdis-1597	362	11	not	not	PART
ajpdis-1597	362	12	be	be	AUX
ajpdis-1597	362	13	delayed	delay	VERB
ajpdis-1597	362	14	will	will	AUX
ajpdis-1597	362	15	enable	enable	VERB
ajpdis-1597	362	16	the	the	DET
ajpdis-1597	362	17	agencies	agency	NOUN
ajpdis-1597	362	18	to	to	PART
ajpdis-1597	362	19	identify	identify	VERB
ajpdis-1597	362	20	in	in	ADP
ajpdis-1597	362	21	advance	advance	NOUN
ajpdis-1597	362	22	the	the	DET
ajpdis-1597	362	23	cases	case	NOUN
ajpdis-1597	362	24	that	that	PRON
ajpdis-1597	362	25	are	be	AUX
ajpdis-1597	362	26	of	of	ADP
ajpdis-1597	362	27	high	high	ADJ
ajpdis-1597	362	28	urgency	urgency	NOUN
ajpdis-1597	362	29	and	and	CCONJ
ajpdis-1597	362	30	long	long	ADJ
ajpdis-1597	362	31	duration	duration	NOUN
ajpdis-1597	362	32	.	.	PUNCT
ajpdis-1597	363	1	resolving	resolve	VERB
ajpdis-1597	363	2	predictive	predictive	ADJ
ajpdis-1597	363	3	power	power	NOUN
ajpdis-1597	363	4	,	,	PUNCT
ajpdis-1597	363	5	by	by	ADP
ajpdis-1597	363	6	adding	add	VERB
ajpdis-1597	363	7	extra	extra	ADJ
ajpdis-1597	363	8	characteristics	characteristic	NOUN
ajpdis-1597	363	9	or	or	CCONJ
ajpdis-1597	363	10	by	by	ADP
ajpdis-1597	363	11	subdividing	subdivide	VERB
ajpdis-1597	363	12	categorization	categorization	NOUN
ajpdis-1597	363	13	,	,	PUNCT
ajpdis-1597	363	14	may	may	AUX
ajpdis-1597	363	15	assist	assist	VERB
ajpdis-1597	363	16	in	in	ADP
ajpdis-1597	363	17	maximizing	maximize	VERB
ajpdis-1597	363	18	schedule	schedule	NOUN
ajpdis-1597	363	19	,	,	PUNCT
ajpdis-1597	363	20	decrease	decrease	VERB
ajpdis-1597	363	21	service	service	NOUN
ajpdis-1597	363	22	queues	queue	NOUN
ajpdis-1597	363	23	,	,	PUNCT
ajpdis-1597	363	24	and	and	CCONJ
ajpdis-1597	363	25	enhance	enhance	VERB
ajpdis-1597	363	26	timeintensive	timeintensive	ADJ
ajpdis-1597	363	27	decision	decision	NOUN
ajpdis-1597	363	28	-	-	PUNCT
ajpdis-1597	363	29	making	making	NOUN
ajpdis-1597	363	30	[	[	X
ajpdis-1597	363	31	42	42	NUM
ajpdis-1597	363	32	]	]	PUNCT
ajpdis-1597	363	33	.	.	PUNCT
ajpdis-1597	364	1	the	the	DET
ajpdis-1597	364	2	value	value	NOUN
ajpdis-1597	364	3	of	of	ADP
ajpdis-1597	364	4	predictive	predictive	ADJ
ajpdis-1597	364	5	analytics	analytic	NOUN
ajpdis-1597	364	6	as	as	ADP
ajpdis-1597	364	7	a	a	DET
ajpdis-1597	364	8	strategic	strategic	ADJ
ajpdis-1597	364	9	tool	tool	NOUN
ajpdis-1597	364	10	in	in	ADP
ajpdis-1597	364	11	enhancing	enhance	VERB
ajpdis-1597	364	12	operational	operational	ADJ
ajpdis-1597	364	13	efficiency	efficiency	NOUN
ajpdis-1597	364	14	in	in	ADP
ajpdis-1597	364	15	the	the	DET
ajpdis-1597	364	16	public	public	ADJ
ajpdis-1597	364	17	service	service	NOUN
ajpdis-1597	364	18	environment	environment	NOUN
ajpdis-1597	364	19	is	be	AUX
ajpdis-1597	364	20	highlighted	highlight	VERB
ajpdis-1597	364	21	by	by	ADP
ajpdis-1597	364	22	the	the	DET
ajpdis-1597	364	23	svm	svm	ADJ
ajpdis-1597	364	24	results	result	NOUN
ajpdis-1597	364	25	.	.	PUNCT
ajpdis-1597	365	1	f.	f.	PROPN
ajpdis-1597	365	2	variation	variation	PROPN
ajpdis-1597	365	3	in	in	ADP
ajpdis-1597	365	4	response	response	NOUN
ajpdis-1597	365	5	times	time	NOUN
ajpdis-1597	365	6	across	across	ADP
ajpdis-1597	365	7	complaint	complaint	NOUN
ajpdis-1597	365	8	types	type	NOUN
ajpdis-1597	365	9	figure	figure	VERB
ajpdis-1597	365	10	6	6	NUM
ajpdis-1597	365	11	:	:	PUNCT
ajpdis-1597	365	12	this	this	DET
ajpdis-1597	365	13	image	image	NOUN
ajpdis-1597	365	14	demonstrates	demonstrate	VERB
ajpdis-1597	365	15	the	the	DET
ajpdis-1597	365	16	variation	variation	NOUN
ajpdis-1597	365	17	in	in	ADP
ajpdis-1597	365	18	service	service	NOUN
ajpdis-1597	365	19	request	request	NOUN
ajpdis-1597	365	20	closing	closing	NOUN
ajpdis-1597	365	21	times	time	NOUN
ajpdis-1597	365	22	across	across	ADP
ajpdis-1597	365	23	top	top	ADJ
ajpdis-1597	365	24	complaint	complaint	NOUN
ajpdis-1597	365	25	categories	category	NOUN
ajpdis-1597	365	26	188	188	NUM
ajpdis-1597	365	27	journal	journal	NOUN
ajpdis-1597	365	28	of	of	ADP
ajpdis-1597	365	29	public	public	ADJ
ajpdis-1597	365	30	diplomacy	diplomacy	NOUN
ajpdis-1597	365	31	and	and	CCONJ
ajpdis-1597	365	32	international	international	ADJ
ajpdis-1597	365	33	studies	study	NOUN
ajpdis-1597	365	34	www	www	PROPN
ajpdis-1597	365	35	.	.	PUNCT
ajpdis-1597	366	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	366	2	this	this	DET
ajpdis-1597	366	3	chart	chart	NOUN
ajpdis-1597	366	4	is	be	AUX
ajpdis-1597	366	5	a	a	DET
ajpdis-1597	366	6	boxplot	boxplot	NOUN
ajpdis-1597	366	7	which	which	PRON
ajpdis-1597	366	8	shows	show	VERB
ajpdis-1597	366	9	the	the	DET
ajpdis-1597	366	10	spread	spread	NOUN
ajpdis-1597	366	11	of	of	ADP
ajpdis-1597	366	12	the	the	DET
ajpdis-1597	366	13	closing	closing	NOUN
ajpdis-1597	366	14	time	time	NOUN
ajpdis-1597	366	15	of	of	ADP
ajpdis-1597	366	16	service	service	NOUN
ajpdis-1597	366	17	requests	request	NOUN
ajpdis-1597	366	18	in	in	ADP
ajpdis-1597	366	19	the	the	DET
ajpdis-1597	366	20	most	most	ADV
ajpdis-1597	366	21	frequent	frequent	ADJ
ajpdis-1597	366	22	complaints	complaint	NOUN
ajpdis-1597	366	23	with	with	ADP
ajpdis-1597	366	24	statistical	statistical	ADJ
ajpdis-1597	366	25	testing	testing	NOUN
ajpdis-1597	366	26	of	of	ADP
ajpdis-1597	366	27	anova	anova	PROPN
ajpdis-1597	366	28	.	.	PUNCT
ajpdis-1597	367	1	according	accord	VERB
ajpdis-1597	367	2	to	to	ADP
ajpdis-1597	367	3	the	the	DET
ajpdis-1597	367	4	results	result	NOUN
ajpdis-1597	367	5	of	of	ADP
ajpdis-1597	367	6	the	the	DET
ajpdis-1597	367	7	anova	anova	PROPN
ajpdis-1597	367	8	,	,	PUNCT
ajpdis-1597	367	9	the	the	DET
ajpdis-1597	367	10	difference	difference	NOUN
ajpdis-1597	367	11	in	in	ADP
ajpdis-1597	367	12	the	the	DET
ajpdis-1597	367	13	mean	mean	ADJ
ajpdis-1597	367	14	closing	closing	NOUN
ajpdis-1597	367	15	times	time	NOUN
ajpdis-1597	367	16	of	of	ADP
ajpdis-1597	367	17	the	the	DET
ajpdis-1597	367	18	different	different	ADJ
ajpdis-1597	367	19	types	type	NOUN
ajpdis-1597	367	20	of	of	ADP
ajpdis-1597	367	21	complaints	complaint	NOUN
ajpdis-1597	367	22	is	be	AUX
ajpdis-1597	367	23	statistically	statistically	ADV
ajpdis-1597	367	24	significant	significant	ADJ
ajpdis-1597	367	25	,	,	PUNCT
ajpdis-1597	367	26	which	which	PRON
ajpdis-1597	367	27	proves	prove	VERB
ajpdis-1597	367	28	that	that	SCONJ
ajpdis-1597	367	29	not	not	PART
ajpdis-1597	367	30	all	all	DET
ajpdis-1597	367	31	services	service	NOUN
ajpdis-1597	367	32	are	be	AUX
ajpdis-1597	367	33	handled	handle	VERB
ajpdis-1597	367	34	in	in	ADP
ajpdis-1597	367	35	the	the	DET
ajpdis-1597	367	36	same	same	ADJ
ajpdis-1597	367	37	manner	manner	NOUN
ajpdis-1597	367	38	and	and	CCONJ
ajpdis-1597	367	39	that	that	SCONJ
ajpdis-1597	367	40	the	the	DET
ajpdis-1597	367	41	effectiveness	effectiveness	NOUN
ajpdis-1597	367	42	of	of	ADP
ajpdis-1597	367	43	a	a	DET
ajpdis-1597	367	44	different	different	ADJ
ajpdis-1597	367	45	service	service	NOUN
ajpdis-1597	367	46	can	can	AUX
ajpdis-1597	367	47	differ	differ	VERB
ajpdis-1597	367	48	.	.	PUNCT
ajpdis-1597	368	1	this	this	DET
ajpdis-1597	368	2	observation	observation	NOUN
ajpdis-1597	368	3	is	be	AUX
ajpdis-1597	368	4	an	an	DET
ajpdis-1597	368	5	indication	indication	NOUN
ajpdis-1597	368	6	of	of	ADP
ajpdis-1597	368	7	inconsistency	inconsistency	NOUN
ajpdis-1597	368	8	in	in	ADP
ajpdis-1597	368	9	operations	operation	NOUN
ajpdis-1597	368	10	between	between	ADP
ajpdis-1597	368	11	the	the	DET
ajpdis-1597	368	12	agencies	agency	NOUN
ajpdis-1597	368	13	,	,	PUNCT
ajpdis-1597	368	14	resource	resource	NOUN
ajpdis-1597	368	15	limitations	limitation	NOUN
ajpdis-1597	368	16	and	and	CCONJ
ajpdis-1597	368	17	complexity	complexity	NOUN
ajpdis-1597	368	18	of	of	ADP
ajpdis-1597	368	19	services	service	NOUN
ajpdis-1597	368	20	.	.	PUNCT
ajpdis-1597	369	1	policy	policy	NOUN
ajpdis-1597	369	2	wise	wise	ADJ
ajpdis-1597	369	3	,	,	PUNCT
ajpdis-1597	369	4	the	the	DET
ajpdis-1597	369	5	categories	category	NOUN
ajpdis-1597	369	6	with	with	ADP
ajpdis-1597	369	7	much	much	ADV
ajpdis-1597	369	8	longer	long	ADJ
ajpdis-1597	369	9	resolution	resolution	NOUN
ajpdis-1597	369	10	times	time	NOUN
ajpdis-1597	369	11	can	can	AUX
ajpdis-1597	369	12	be	be	AUX
ajpdis-1597	369	13	identified	identify	VERB
ajpdis-1597	369	14	,	,	PUNCT
ajpdis-1597	369	15	and	and	CCONJ
ajpdis-1597	369	16	specific	specific	ADJ
ajpdis-1597	369	17	interventions	intervention	NOUN
ajpdis-1597	369	18	can	can	AUX
ajpdis-1597	369	19	be	be	AUX
ajpdis-1597	369	20	used	use	VERB
ajpdis-1597	369	21	to	to	PART
ajpdis-1597	369	22	optimize	optimize	VERB
ajpdis-1597	369	23	the	the	DET
ajpdis-1597	369	24	workflows	workflow	NOUN
ajpdis-1597	369	25	and	and	CCONJ
ajpdis-1597	369	26	enhance	enhance	VERB
ajpdis-1597	369	27	the	the	DET
ajpdis-1597	369	28	success	success	NOUN
ajpdis-1597	369	29	of	of	ADP
ajpdis-1597	369	30	the	the	DET
ajpdis-1597	369	31	services	service	NOUN
ajpdis-1597	369	32	.	.	PUNCT
ajpdis-1597	370	1	the	the	DET
ajpdis-1597	370	2	results	result	NOUN
ajpdis-1597	370	3	of	of	ADP
ajpdis-1597	370	4	anova	anova	PROPN
ajpdis-1597	370	5	can	can	AUX
ajpdis-1597	370	6	also	also	ADV
ajpdis-1597	370	7	be	be	AUX
ajpdis-1597	370	8	used	use	VERB
ajpdis-1597	370	9	as	as	ADP
ajpdis-1597	370	10	a	a	DET
ajpdis-1597	370	11	guide	guide	NOUN
ajpdis-1597	370	12	on	on	ADP
ajpdis-1597	370	13	determining	determine	VERB
ajpdis-1597	370	14	whether	whether	SCONJ
ajpdis-1597	370	15	the	the	DET
ajpdis-1597	370	16	standards	standard	NOUN
ajpdis-1597	370	17	of	of	ADP
ajpdis-1597	370	18	agency	agency	NOUN
ajpdis-1597	370	19	performance	performance	NOUN
ajpdis-1597	370	20	are	be	AUX
ajpdis-1597	370	21	in	in	ADP
ajpdis-1597	370	22	sync	sync	NOUN
ajpdis-1597	370	23	with	with	ADP
ajpdis-1597	370	24	the	the	DET
ajpdis-1597	370	25	expectations	expectation	NOUN
ajpdis-1597	370	26	of	of	ADP
ajpdis-1597	370	27	the	the	DET
ajpdis-1597	370	28	citizens	citizen	NOUN
ajpdis-1597	370	29	.	.	PUNCT
ajpdis-1597	371	1	through	through	ADP
ajpdis-1597	371	2	use	use	NOUN
ajpdis-1597	371	3	of	of	ADP
ajpdis-1597	371	4	statistical	statistical	ADJ
ajpdis-1597	371	5	testing	testing	NOUN
ajpdis-1597	371	6	on	on	ADP
ajpdis-1597	371	7	data	datum	NOUN
ajpdis-1597	371	8	of	of	ADP
ajpdis-1597	371	9	the	the	DET
ajpdis-1597	371	10	operations	operation	NOUN
ajpdis-1597	371	11	,	,	PUNCT
ajpdis-1597	371	12	the	the	DET
ajpdis-1597	371	13	government	government	NOUN
ajpdis-1597	371	14	managers	manager	NOUN
ajpdis-1597	371	15	understand	understand	VERB
ajpdis-1597	371	16	better	well	ADV
ajpdis-1597	371	17	on	on	ADP
ajpdis-1597	371	18	the	the	DET
ajpdis-1597	371	19	areas	area	NOUN
ajpdis-1597	371	20	of	of	ADP
ajpdis-1597	371	21	operation	operation	NOUN
ajpdis-1597	371	22	of	of	ADP
ajpdis-1597	371	23	the	the	DET
ajpdis-1597	371	24	countries	country	NOUN
ajpdis-1597	371	25	that	that	PRON
ajpdis-1597	371	26	need	need	VERB
ajpdis-1597	371	27	immediate	immediate	ADJ
ajpdis-1597	371	28	reform	reform	NOUN
ajpdis-1597	371	29	and	and	CCONJ
ajpdis-1597	371	30	the	the	DET
ajpdis-1597	371	31	processes	process	NOUN
ajpdis-1597	371	32	that	that	PRON
ajpdis-1597	371	33	are	be	AUX
ajpdis-1597	371	34	operating	operate	VERB
ajpdis-1597	371	35	effectively	effectively	ADV
ajpdis-1597	371	36	[	[	X
ajpdis-1597	371	37	43	43	NUM
ajpdis-1597	371	38	]	]	PUNCT
ajpdis-1597	371	39	.	.	PUNCT
ajpdis-1597	372	1	the	the	DET
ajpdis-1597	372	2	analysis	analysis	NOUN
ajpdis-1597	372	3	itself	itself	PRON
ajpdis-1597	372	4	will	will	AUX
ajpdis-1597	372	5	be	be	AUX
ajpdis-1597	372	6	beneficial	beneficial	ADJ
ajpdis-1597	372	7	in	in	ADP
ajpdis-1597	372	8	terms	term	NOUN
ajpdis-1597	372	9	of	of	ADP
ajpdis-1597	372	10	solving	solve	VERB
ajpdis-1597	372	11	the	the	DET
ajpdis-1597	372	12	issue	issue	NOUN
ajpdis-1597	372	13	of	of	ADP
ajpdis-1597	372	14	service	service	NOUN
ajpdis-1597	372	15	reliability	reliability	NOUN
ajpdis-1597	372	16	and	and	CCONJ
ajpdis-1597	372	17	increasing	increase	VERB
ajpdis-1597	372	18	the	the	DET
ajpdis-1597	372	19	trust	trust	NOUN
ajpdis-1597	372	20	of	of	ADP
ajpdis-1597	372	21	the	the	DET
ajpdis-1597	372	22	population	population	NOUN
ajpdis-1597	372	23	in	in	ADP
ajpdis-1597	372	24	the	the	DET
ajpdis-1597	372	25	digital	digital	ADJ
ajpdis-1597	372	26	system	system	NOUN
ajpdis-1597	372	27	of	of	ADP
ajpdis-1597	372	28	governance	governance	NOUN
ajpdis-1597	372	29	.	.	PUNCT
ajpdis-1597	373	1	vi	vi	X
ajpdis-1597	373	2	.	.	NOUN
ajpdis-1597	373	3	discussion	discussion	NOUN
ajpdis-1597	373	4	and	and	CCONJ
ajpdis-1597	373	5	analysis	analysis	NOUN
ajpdis-1597	373	6	this	this	DET
ajpdis-1597	373	7	section	section	NOUN
ajpdis-1597	373	8	elaborates	elaborate	VERB
ajpdis-1597	373	9	the	the	DET
ajpdis-1597	373	10	analytical	analytical	ADJ
ajpdis-1597	373	11	findings	finding	NOUN
ajpdis-1597	373	12	of	of	ADP
ajpdis-1597	373	13	the	the	DET
ajpdis-1597	373	14	nyc	nyc	PROPN
ajpdis-1597	373	15	311	311	NUM
ajpdis-1597	373	16	data	datum	NOUN
ajpdis-1597	373	17	to	to	PART
ajpdis-1597	373	18	assess	assess	VERB
ajpdis-1597	373	19	how	how	SCONJ
ajpdis-1597	373	20	predictive	predictive	ADJ
ajpdis-1597	373	21	analytics	analytic	NOUN
ajpdis-1597	373	22	can	can	AUX
ajpdis-1597	373	23	positively	positively	ADV
ajpdis-1597	373	24	impact	impact	VERB
ajpdis-1597	373	25	the	the	DET
ajpdis-1597	373	26	government	government	NOUN
ajpdis-1597	373	27	process	process	NOUN
ajpdis-1597	373	28	and	and	CCONJ
ajpdis-1597	373	29	service	service	NOUN
ajpdis-1597	373	30	delivery	delivery	NOUN
ajpdis-1597	373	31	to	to	ADP
ajpdis-1597	373	32	the	the	DET
ajpdis-1597	373	33	population	population	NOUN
ajpdis-1597	374	1	[	[	X
ajpdis-1597	374	2	30	30	NUM
ajpdis-1597	374	3	]	]	PUNCT
ajpdis-1597	374	4	.	.	PUNCT
ajpdis-1597	375	1	the	the	DET
ajpdis-1597	375	2	results	result	NOUN
ajpdis-1597	375	3	indicate	indicate	VERB
ajpdis-1597	375	4	that	that	SCONJ
ajpdis-1597	375	5	citizen	citizen	NOUN
ajpdis-1597	375	6	-	-	PUNCT
ajpdis-1597	375	7	reported	report	VERB
ajpdis-1597	375	8	problems	problem	NOUN
ajpdis-1597	375	9	have	have	VERB
ajpdis-1597	375	10	regular	regular	ADJ
ajpdis-1597	375	11	patterns	pattern	NOUN
ajpdis-1597	375	12	and	and	CCONJ
ajpdis-1597	375	13	over	over	ADP
ajpdis-1597	375	14	time	time	NOUN
ajpdis-1597	375	15	,	,	PUNCT
ajpdis-1597	375	16	space	space	NOUN
ajpdis-1597	375	17	,	,	PUNCT
ajpdis-1597	375	18	and	and	CCONJ
ajpdis-1597	375	19	type	type	NOUN
ajpdis-1597	375	20	of	of	ADP
ajpdis-1597	375	21	services	service	NOUN
ajpdis-1597	375	22	,	,	PUNCT
ajpdis-1597	375	23	which	which	PRON
ajpdis-1597	375	24	makes	make	VERB
ajpdis-1597	375	25	it	it	PRON
ajpdis-1597	375	26	possible	possible	ADJ
ajpdis-1597	375	27	to	to	PART
ajpdis-1597	375	28	predict	predict	VERB
ajpdis-1597	375	29	the	the	DET
ajpdis-1597	375	30	demand	demand	NOUN
ajpdis-1597	375	31	of	of	ADP
ajpdis-1597	375	32	services	service	NOUN
ajpdis-1597	375	33	and	and	CCONJ
ajpdis-1597	375	34	the	the	DET
ajpdis-1597	375	35	operations	operation	NOUN
ajpdis-1597	375	36	bottlenecks	bottleneck	NOUN
ajpdis-1597	375	37	.	.	PUNCT
ajpdis-1597	376	1	the	the	DET
ajpdis-1597	376	2	analysis	analysis	NOUN
ajpdis-1597	376	3	relates	relate	VERB
ajpdis-1597	376	4	the	the	DET
ajpdis-1597	376	5	empirical	empirical	ADJ
ajpdis-1597	376	6	findings	finding	NOUN
ajpdis-1597	376	7	to	to	ADP
ajpdis-1597	376	8	the	the	DET
ajpdis-1597	376	9	general	general	ADJ
ajpdis-1597	376	10	implication	implication	NOUN
ajpdis-1597	376	11	of	of	ADP
ajpdis-1597	376	12	data	data	NOUN
ajpdis-1597	376	13	-	-	PUNCT
ajpdis-1597	376	14	driven	drive	VERB
ajpdis-1597	376	15	governance	governance	NOUN
ajpdis-1597	376	16	,	,	PUNCT
ajpdis-1597	376	17	resource	resource	NOUN
ajpdis-1597	376	18	optimization	optimization	NOUN
ajpdis-1597	376	19	,	,	PUNCT
ajpdis-1597	376	20	and	and	CCONJ
ajpdis-1597	376	21	efficient	efficient	ADJ
ajpdis-1597	376	22	use	use	NOUN
ajpdis-1597	376	23	of	of	ADP
ajpdis-1597	376	24	services	service	NOUN
ajpdis-1597	376	25	in	in	ADP
ajpdis-1597	376	26	the	the	DET
ajpdis-1597	376	27	united	united	PROPN
ajpdis-1597	376	28	states[21	states[21	PROPN
ajpdis-1597	376	29	]	]	PUNCT
ajpdis-1597	376	30	.	.	PUNCT
ajpdis-1597	377	1	this	this	DET
ajpdis-1597	377	2	discussion	discussion	NOUN
ajpdis-1597	377	3	by	by	ADP
ajpdis-1597	377	4	analyzing	analyze	VERB
ajpdis-1597	377	5	trend	trend	NOUN
ajpdis-1597	377	6	behavior	behavior	NOUN
ajpdis-1597	377	7	,	,	PUNCT
ajpdis-1597	377	8	workload	workload	NOUN
ajpdis-1597	377	9	allocation	allocation	NOUN
ajpdis-1597	377	10	,	,	PUNCT
ajpdis-1597	377	11	model	model	NOUN
ajpdis-1597	377	12	performance	performance	NOUN
ajpdis-1597	377	13	,	,	PUNCT
ajpdis-1597	377	14	and	and	CCONJ
ajpdis-1597	377	15	spatial	spatial	ADJ
ajpdis-1597	377	16	differences	difference	NOUN
ajpdis-1597	377	17	emphasize	emphasize	VERB
ajpdis-1597	377	18	how	how	SCONJ
ajpdis-1597	377	19	government	government	NOUN
ajpdis-1597	377	20	agencies	agency	NOUN
ajpdis-1597	377	21	can	can	AUX
ajpdis-1597	377	22	use	use	VERB
ajpdis-1597	377	23	raw	raw	ADJ
ajpdis-1597	377	24	data	datum	NOUN
ajpdis-1597	377	25	into	into	ADP
ajpdis-1597	377	26	useful	useful	ADJ
ajpdis-1597	377	27	intelligence	intelligence	NOUN
ajpdis-1597	377	28	.	.	PUNCT
ajpdis-1597	378	1	the	the	DET
ajpdis-1597	378	2	section	section	NOUN
ajpdis-1597	378	3	also	also	ADV
ajpdis-1597	378	4	cogitates	cogitate	VERB
ajpdis-1597	378	5	over	over	ADP
ajpdis-1597	378	6	obstacles	obstacle	NOUN
ajpdis-1597	378	7	,	,	PUNCT
ajpdis-1597	378	8	restrictions	restriction	NOUN
ajpdis-1597	378	9	,	,	PUNCT
ajpdis-1597	378	10	and	and	CCONJ
ajpdis-1597	378	11	work	work	NOUN
ajpdis-1597	378	12	possibilities	possibility	NOUN
ajpdis-1597	378	13	which	which	PRON
ajpdis-1597	378	14	are	be	AUX
ajpdis-1597	378	15	presented	present	VERB
ajpdis-1597	378	16	by	by	ADP
ajpdis-1597	378	17	the	the	DET
ajpdis-1597	378	18	introduction	introduction	NOUN
ajpdis-1597	378	19	of	of	ADP
ajpdis-1597	378	20	predictive	predictive	ADJ
ajpdis-1597	378	21	models	model	NOUN
ajpdis-1597	378	22	into	into	ADP
ajpdis-1597	378	23	the	the	DET
ajpdis-1597	378	24	work	work	NOUN
ajpdis-1597	378	25	processes	process	NOUN
ajpdis-1597	378	26	of	of	ADP
ajpdis-1597	378	27	the	the	DET
ajpdis-1597	378	28	public	public	ADJ
ajpdis-1597	378	29	services	service	NOUN
ajpdis-1597	378	30	.	.	PUNCT
ajpdis-1597	379	1	a.	a.	NOUN
ajpdis-1597	379	2	interpretation	interpretation	NOUN
ajpdis-1597	379	3	of	of	ADP
ajpdis-1597	379	4	complaint	complaint	NOUN
ajpdis-1597	379	5	distribution	distribution	NOUN
ajpdis-1597	379	6	patterns	pattern	NOUN
ajpdis-1597	379	7	the	the	DET
ajpdis-1597	379	8	shares	share	NOUN
ajpdis-1597	379	9	of	of	ADP
ajpdis-1597	379	10	the	the	DET
ajpdis-1597	379	11	nyc	nyc	PROPN
ajpdis-1597	379	12	311	311	NUM
ajpdis-1597	379	13	complaint	complaint	NOUN
ajpdis-1597	379	14	types	type	NOUN
ajpdis-1597	379	15	give	give	VERB
ajpdis-1597	379	16	a	a	DET
ajpdis-1597	379	17	good	good	ADJ
ajpdis-1597	379	18	understanding	understanding	NOUN
ajpdis-1597	379	19	on	on	ADP
ajpdis-1597	379	20	the	the	DET
ajpdis-1597	379	21	frequent	frequent	ADJ
ajpdis-1597	379	22	issues	issue	NOUN
ajpdis-1597	379	23	of	of	ADP
ajpdis-1597	379	24	the	the	DET
ajpdis-1597	379	25	public	public	ADJ
ajpdis-1597	379	26	services	service	NOUN
ajpdis-1597	379	27	and	and	CCONJ
ajpdis-1597	379	28	priorities	priority	NOUN
ajpdis-1597	379	29	of	of	ADP
ajpdis-1597	379	30	the	the	DET
ajpdis-1597	379	31	citizens	citizen	NOUN
ajpdis-1597	379	32	.	.	PUNCT
ajpdis-1597	380	1	it	it	PRON
ajpdis-1597	380	2	was	be	AUX
ajpdis-1597	380	3	found	find	VERB
ajpdis-1597	380	4	that	that	SCONJ
ajpdis-1597	380	5	noise	noise	NOUN
ajpdis-1597	380	6	complaints	complaint	NOUN
ajpdis-1597	380	7	,	,	PUNCT
ajpdis-1597	380	8	illegal	illegal	ADJ
ajpdis-1597	380	9	parking	parking	NOUN
ajpdis-1597	380	10	,	,	PUNCT
ajpdis-1597	380	11	and	and	CCONJ
ajpdis-1597	380	12	blocked	block	VERB
ajpdis-1597	380	13	driveway	driveway	NOUN
ajpdis-1597	380	14	occurrences	occurrence	NOUN
ajpdis-1597	380	15	are	be	AUX
ajpdis-1597	380	16	the	the	DET
ajpdis-1597	380	17	commonest	commonest	NOUN
ajpdis-1597	380	18	cases	case	NOUN
ajpdis-1597	380	19	reported	report	VERB
ajpdis-1597	380	20	.	.	PUNCT
ajpdis-1597	381	1	this	this	DET
ajpdis-1597	381	2	cluster	cluster	NOUN
ajpdis-1597	381	3	suggests	suggest	VERB
ajpdis-1597	381	4	that	that	SCONJ
ajpdis-1597	381	5	there	there	PRON
ajpdis-1597	381	6	is	be	VERB
ajpdis-1597	381	7	a	a	DET
ajpdis-1597	381	8	consistent	consistent	ADJ
ajpdis-1597	381	9	trend	trend	NOUN
ajpdis-1597	381	10	of	of	ADP
ajpdis-1597	381	11	city	city	NOUN
ajpdis-1597	381	12	inconvenience	inconvenience	NOUN
ajpdis-1597	381	13	and	and	CCONJ
ajpdis-1597	381	14	this	this	PRON
ajpdis-1597	381	15	means	mean	VERB
ajpdis-1597	381	16	that	that	SCONJ
ajpdis-1597	381	17	the	the	DET
ajpdis-1597	381	18	demand	demand	NOUN
ajpdis-1597	381	19	of	of	ADP
ajpdis-1597	381	20	municipal	municipal	ADJ
ajpdis-1597	381	21	services	service	NOUN
ajpdis-1597	381	22	is	be	AUX
ajpdis-1597	381	23	dominated	dominate	VERB
ajpdis-1597	381	24	by	by	ADP
ajpdis-1597	381	25	enforcement	enforcement	NOUN
ajpdis-1597	381	26	-	-	PUNCT
ajpdis-1597	381	27	related	relate	VERB
ajpdis-1597	381	28	and	and	CCONJ
ajpdis-1597	381	29	quality	quality	NOUN
ajpdis-1597	381	30	-	-	PUNCT
ajpdis-1597	381	31	of	of	ADP
ajpdis-1597	381	32	-	-	PUNCT
ajpdis-1597	381	33	life	life	NOUN
ajpdis-1597	381	34	concerns	concern	NOUN
ajpdis-1597	381	35	.	.	PUNCT
ajpdis-1597	382	1	in	in	ADP
ajpdis-1597	382	2	the	the	DET
ajpdis-1597	382	3	governance	governance	NOUN
ajpdis-1597	382	4	aspect	aspect	NOUN
ajpdis-1597	382	5	,	,	PUNCT
ajpdis-1597	382	6	these	these	DET
ajpdis-1597	382	7	findings	finding	NOUN
ajpdis-1597	382	8	indicate	indicate	VERB
ajpdis-1597	382	9	that	that	SCONJ
ajpdis-1597	382	10	the	the	DET
ajpdis-1597	382	11	high	high	ADJ
ajpdis-1597	382	12	frequency	frequency	NOUN
ajpdis-1597	382	13	categories	category	NOUN
ajpdis-1597	382	14	of	of	ADP
ajpdis-1597	382	15	complaints	complaint	NOUN
ajpdis-1597	382	16	should	should	AUX
ajpdis-1597	382	17	be	be	AUX
ajpdis-1597	382	18	given	give	VERB
ajpdis-1597	382	19	priority	priority	NOUN
ajpdis-1597	382	20	in	in	ADP
ajpdis-1597	382	21	planning	planning	NOUN
ajpdis-1597	382	22	resources	resource	NOUN
ajpdis-1597	382	23	,	,	PUNCT
ajpdis-1597	382	24	staffing	staffing	NOUN
ajpdis-1597	382	25	and	and	CCONJ
ajpdis-1597	382	26	whenever	whenever	SCONJ
ajpdis-1597	382	27	making	make	VERB
ajpdis-1597	382	28	policy	policy	NOUN
ajpdis-1597	382	29	.	.	PUNCT
ajpdis-1597	383	1	the	the	DET
ajpdis-1597	383	2	preeminence	preeminence	NOUN
ajpdis-1597	383	3	of	of	ADP
ajpdis-1597	383	4	noise	noise	NOUN
ajpdis-1597	383	5	complaints	complaint	NOUN
ajpdis-1597	383	6	,	,	PUNCT
ajpdis-1597	383	7	e.g.	e.g.	ADV
ajpdis-1597	383	8	,	,	PUNCT
ajpdis-1597	383	9	could	could	AUX
ajpdis-1597	383	10	be	be	AUX
ajpdis-1597	383	11	an	an	DET
ajpdis-1597	383	12	indication	indication	NOUN
ajpdis-1597	383	13	of	of	ADP
ajpdis-1597	383	14	population	population	NOUN
ajpdis-1597	383	15	density	density	NOUN
ajpdis-1597	383	16	,	,	PUNCT
ajpdis-1597	383	17	night	night	NOUN
ajpdis-1597	383	18	life	life	NOUN
ajpdis-1597	383	19	activity	activity	NOUN
ajpdis-1597	383	20	,	,	PUNCT
ajpdis-1597	383	21	and	and	CCONJ
ajpdis-1597	383	22	lack	lack	NOUN
ajpdis-1597	383	23	of	of	ADP
ajpdis-1597	383	24	enforcement	enforcement	NOUN
ajpdis-1597	383	25	coverage	coverage	NOUN
ajpdis-1597	383	26	within	within	ADP
ajpdis-1597	383	27	certain	certain	ADJ
ajpdis-1597	383	28	areas	area	NOUN
ajpdis-1597	383	29	[	[	X
ajpdis-1597	383	30	42	42	NUM
ajpdis-1597	383	31	]	]	PUNCT
ajpdis-1597	383	32	.	.	PUNCT
ajpdis-1597	384	1	in	in	ADP
ajpdis-1597	384	2	a	a	DET
ajpdis-1597	384	3	similar	similar	ADJ
ajpdis-1597	384	4	vein	vein	NOUN
ajpdis-1597	384	5	,	,	PUNCT
ajpdis-1597	384	6	the	the	DET
ajpdis-1597	384	7	transportation	transportation	NOUN
ajpdis-1597	384	8	infractions	infraction	NOUN
ajpdis-1597	384	9	emphasize	emphasize	VERB
ajpdis-1597	384	10	the	the	DET
ajpdis-1597	384	11	repeated	repeat	VERB
ajpdis-1597	384	12	mobility	mobility	NOUN
ajpdis-1597	384	13	issues	issue	NOUN
ajpdis-1597	384	14	that	that	PRON
ajpdis-1597	384	15	become	become	VERB
ajpdis-1597	384	16	a	a	DET
ajpdis-1597	384	17	harassment	harassment	NOUN
ajpdis-1597	384	18	to	to	ADP
ajpdis-1597	384	19	the	the	DET
ajpdis-1597	384	20	infrastructure	infrastructure	NOUN
ajpdis-1597	384	21	and	and	CCONJ
ajpdis-1597	384	22	the	the	DET
ajpdis-1597	384	23	police	police	NOUN
ajpdis-1597	384	24	force	force	NOUN
ajpdis-1597	384	25	.the	.the	X
ajpdis-1597	384	26	forecasting	forecasting	NOUN
ajpdis-1597	384	27	ability	ability	NOUN
ajpdis-1597	384	28	of	of	ADP
ajpdis-1597	384	29	this	this	DET
ajpdis-1597	384	30	distribution	distribution	NOUN
ajpdis-1597	384	31	is	be	AUX
ajpdis-1597	384	32	important	important	ADJ
ajpdis-1597	384	33	.	.	PUNCT
ajpdis-1597	385	1	high	high	ADJ
ajpdis-1597	385	2	-	-	PUNCT
ajpdis-1597	385	3	frequency	frequency	NOUN
ajpdis-1597	385	4	categories	category	NOUN
ajpdis-1597	385	5	are	be	AUX
ajpdis-1597	385	6	perfect	perfect	ADJ
ajpdis-1597	385	7	candidates	candidate	NOUN
ajpdis-1597	385	8	of	of	ADP
ajpdis-1597	385	9	predictive	predictive	ADJ
ajpdis-1597	385	10	forecasting	forecasting	NOUN
ajpdis-1597	385	11	,	,	PUNCT
ajpdis-1597	385	12	they	they	PRON
ajpdis-1597	385	13	yield	yield	VERB
ajpdis-1597	385	14	enough	enough	ADJ
ajpdis-1597	385	15	history	history	NOUN
ajpdis-1597	385	16	data	datum	NOUN
ajpdis-1597	385	17	to	to	ADP
ajpdis-1597	385	18	model	model	NOUN
ajpdis-1597	385	19	trends	trend	NOUN
ajpdis-1597	385	20	,	,	PUNCT
ajpdis-1597	385	21	to	to	PART
ajpdis-1597	385	22	anticipate	anticipate	VERB
ajpdis-1597	385	23	surges	surge	NOUN
ajpdis-1597	385	24	and	and	CCONJ
ajpdis-1597	385	25	also	also	ADV
ajpdis-1597	385	26	to	to	PART
ajpdis-1597	385	27	determine	determine	VERB
ajpdis-1597	385	28	influencing	influence	VERB
ajpdis-1597	385	29	factors	factor	NOUN
ajpdis-1597	385	30	like	like	ADP
ajpdis-1597	385	31	seasonal	seasonal	ADJ
ajpdis-1597	385	32	peaks	peak	NOUN
ajpdis-1597	385	33	,	,	PUNCT
ajpdis-1597	385	34	local	local	ADJ
ajpdis-1597	385	35	events	event	NOUN
ajpdis-1597	385	36	,	,	PUNCT
ajpdis-1597	385	37	or	or	CCONJ
ajpdis-1597	385	38	time	time	NOUN
ajpdis-1597	385	39	-	-	PUNCT
ajpdis-1597	385	40	of	of	ADP
ajpdis-1597	385	41	-	-	PUNCT
ajpdis-1597	385	42	day	day	NOUN
ajpdis-1597	385	43	trends	trend	NOUN
ajpdis-1597	385	44	[	[	X
ajpdis-1597	385	45	44	44	NUM
ajpdis-1597	385	46	]	]	PUNCT
ajpdis-1597	385	47	.	.	PUNCT
ajpdis-1597	386	1	as	as	ADP
ajpdis-1597	386	2	an	an	DET
ajpdis-1597	386	3	example	example	NOUN
ajpdis-1597	386	4	,	,	PUNCT
ajpdis-1597	386	5	noise	noise	NOUN
ajpdis-1597	386	6	complaints	complaint	NOUN
ajpdis-1597	386	7	would	would	AUX
ajpdis-1597	386	8	be	be	AUX
ajpdis-1597	386	9	higher	high	ADJ
ajpdis-1597	386	10	in	in	ADP
ajpdis-1597	386	11	the	the	DET
ajpdis-1597	386	12	warmer	warm	ADJ
ajpdis-1597	386	13	months	month	NOUN
ajpdis-1597	386	14	,	,	PUNCT
ajpdis-1597	386	15	whereas	whereas	SCONJ
ajpdis-1597	386	16	illegal	illegal	ADJ
ajpdis-1597	386	17	parking	parking	NOUN
ajpdis-1597	386	18	would	would	AUX
ajpdis-1597	386	19	be	be	AUX
ajpdis-1597	386	20	higher	high	ADJ
ajpdis-1597	386	21	during	during	ADP
ajpdis-1597	386	22	holidays	holiday	NOUN
ajpdis-1597	386	23	or	or	CCONJ
ajpdis-1597	386	24	weekends	weekend	NOUN
ajpdis-1597	386	25	.	.	PUNCT
ajpdis-1597	387	1	knowledge	knowledge	NOUN
ajpdis-1597	387	2	of	of	ADP
ajpdis-1597	387	3	these	these	DET
ajpdis-1597	387	4	trends	trend	NOUN
ajpdis-1597	387	5	enables	enable	VERB
ajpdis-1597	387	6	government	government	NOUN
ajpdis-1597	387	7	agencies	agency	NOUN
ajpdis-1597	387	8	to	to	PART
ajpdis-1597	387	9	take	take	VERB
ajpdis-1597	387	10	proactive	proactive	ADJ
ajpdis-1597	387	11	actions	action	NOUN
ajpdis-1597	387	12	to	to	PART
ajpdis-1597	387	13	curb	curb	VERB
ajpdis-1597	387	14	the	the	DET
ajpdis-1597	387	15	service	service	NOUN
ajpdis-1597	387	16	demand	demand	NOUN
ajpdis-1597	387	17	that	that	PRON
ajpdis-1597	387	18	may	may	AUX
ajpdis-1597	387	19	arise	arise	VERB
ajpdis-1597	387	20	,	,	PUNCT
ajpdis-1597	387	21	i.e.	i.e.	X
ajpdis-1597	387	22	scheduled	schedule	VERB
ajpdis-1597	387	23	patrols	patrol	NOUN
ajpdis-1597	387	24	,	,	PUNCT
ajpdis-1597	387	25	specific	specific	ADJ
ajpdis-1597	387	26	enforcement	enforcement	NOUN
ajpdis-1597	387	27	actions	action	NOUN
ajpdis-1597	387	28	,	,	PUNCT
ajpdis-1597	387	29	or	or	CCONJ
ajpdis-1597	387	30	even	even	ADV
ajpdis-1597	387	31	electronic	electronic	ADJ
ajpdis-1597	387	32	surveillance	surveillance	NOUN
ajpdis-1597	387	33	.	.	PUNCT
ajpdis-1597	388	1	this	this	DET
ajpdis-1597	388	2	allocation	allocation	NOUN
ajpdis-1597	388	3	indicates	indicate	VERB
ajpdis-1597	388	4	communal	communal	ADJ
ajpdis-1597	388	5	stress	stress	NOUN
ajpdis-1597	388	6	aspects	aspect	NOUN
ajpdis-1597	388	7	,	,	PUNCT
ajpdis-1597	388	8	which	which	PRON
ajpdis-1597	388	9	extend	extend	VERB
ajpdis-1597	388	10	beyond	beyond	ADP
ajpdis-1597	388	11	the	the	DET
ajpdis-1597	388	12	functioning	function	VERB
ajpdis-1597	388	13	areas	area	NOUN
ajpdis-1597	388	14	.	.	PUNCT
ajpdis-1597	389	1	the	the	DET
ajpdis-1597	389	2	recurring	recur	VERB
ajpdis-1597	389	3	problems	problem	NOUN
ajpdis-1597	389	4	within	within	ADP
ajpdis-1597	389	5	the	the	DET
ajpdis-1597	389	6	same	same	ADJ
ajpdis-1597	389	7	categories	category	NOUN
ajpdis-1597	389	8	might	might	AUX
ajpdis-1597	389	9	be	be	AUX
ajpdis-1597	389	10	signs	sign	NOUN
ajpdis-1597	389	11	of	of	ADP
ajpdis-1597	389	12	systematic	systematic	ADJ
ajpdis-1597	389	13	problems	problem	NOUN
ajpdis-1597	389	14	that	that	PRON
ajpdis-1597	389	15	can	can	AUX
ajpdis-1597	389	16	not	not	PART
ajpdis-1597	389	17	be	be	AUX
ajpdis-1597	389	18	solved	solve	VERB
ajpdis-1597	389	19	by	by	ADP
ajpdis-1597	389	20	the	the	DET
ajpdis-1597	389	21	reactions	reaction	NOUN
ajpdis-1597	389	22	of	of	ADP
ajpdis-1597	389	23	service	service	NOUN
ajpdis-1597	389	24	provision	provision	NOUN
ajpdis-1597	389	25	.	.	PUNCT
ajpdis-1597	390	1	the	the	DET
ajpdis-1597	390	2	results	result	NOUN
ajpdis-1597	390	3	are	be	AUX
ajpdis-1597	390	4	that	that	SCONJ
ajpdis-1597	390	5	predictive	predictive	ADJ
ajpdis-1597	390	6	analytics	analytic	NOUN
ajpdis-1597	390	7	optimizes	optimize	VERB
ajpdis-1597	390	8	operations	operation	NOUN
ajpdis-1597	390	9	on	on	ADP
ajpdis-1597	390	10	a	a	DET
ajpdis-1597	390	11	daily	daily	ADJ
ajpdis-1597	390	12	basis	basis	NOUN
ajpdis-1597	390	13	but	but	CCONJ
ajpdis-1597	390	14	also	also	ADV
ajpdis-1597	390	15	helps	help	VERB
ajpdis-1597	390	16	to	to	PART
ajpdis-1597	390	17	formulate	formulate	VERB
ajpdis-1597	390	18	strategic	strategic	ADJ
ajpdis-1597	390	19	decisions	decision	NOUN
ajpdis-1597	390	20	concerning	concern	VERB
ajpdis-1597	390	21	community	community	NOUN
ajpdis-1597	390	22	welfare	welfare	NOUN
ajpdis-1597	390	23	,	,	PUNCT
ajpdis-1597	390	24	regulatory	regulatory	ADJ
ajpdis-1597	390	25	performance	performance	NOUN
ajpdis-1597	390	26	,	,	PUNCT
ajpdis-1597	390	27	and	and	CCONJ
ajpdis-1597	390	28	long	long	ADJ
ajpdis-1597	390	29	-	-	PUNCT
ajpdis-1597	390	30	term	term	NOUN
ajpdis-1597	390	31	urban	urban	ADJ
ajpdis-1597	390	32	development	development	NOUN
ajpdis-1597	391	1	[	[	X
ajpdis-1597	391	2	55	55	NUM
ajpdis-1597	391	3	]	]	PUNCT
ajpdis-1597	391	4	.	.	PUNCT
ajpdis-1597	392	1	altogether	altogether	ADV
ajpdis-1597	392	2	,	,	PUNCT
ajpdis-1597	392	3	the	the	DET
ajpdis-1597	392	4	complaint	complaint	NOUN
ajpdis-1597	392	5	distribution	distribution	NOUN
ajpdis-1597	392	6	can	can	AUX
ajpdis-1597	392	7	be	be	AUX
ajpdis-1597	392	8	regarded	regard	VERB
ajpdis-1597	392	9	as	as	ADP
ajpdis-1597	392	10	a	a	DET
ajpdis-1597	392	11	background	background	NOUN
ajpdis-1597	392	12	diagnostic	diagnostic	ADJ
ajpdis-1597	392	13	instrument	instrument	NOUN
ajpdis-1597	392	14	that	that	PRON
ajpdis-1597	392	15	allows	allow	VERB
ajpdis-1597	392	16	identifying	identify	VERB
ajpdis-1597	392	17	the	the	DET
ajpdis-1597	392	18	significant	significant	ADJ
ajpdis-1597	392	19	points	point	NOUN
ajpdis-1597	392	20	of	of	ADP
ajpdis-1597	392	21	contact	contact	NOUN
ajpdis-1597	392	22	with	with	ADP
ajpdis-1597	392	23	the	the	DET
ajpdis-1597	392	24	public	public	ADJ
ajpdis-1597	392	25	services	service	NOUN
ajpdis-1597	392	26	and	and	CCONJ
ajpdis-1597	392	27	making	make	VERB
ajpdis-1597	392	28	the	the	DET
ajpdis-1597	392	29	data	data	NOUN
ajpdis-1597	392	30	-	-	PUNCT
ajpdis-1597	392	31	driven	drive	VERB
ajpdis-1597	392	32	decisions	decision	NOUN
ajpdis-1597	392	33	related	relate	VERB
ajpdis-1597	392	34	to	to	ADP
ajpdis-1597	392	35	governance	governance	NOUN
ajpdis-1597	392	36	.	.	PUNCT
ajpdis-1597	393	1	189	189	NUM
ajpdis-1597	393	2	journal	journal	NOUN
ajpdis-1597	393	3	of	of	ADP
ajpdis-1597	393	4	public	public	ADJ
ajpdis-1597	393	5	diplomacy	diplomacy	NOUN
ajpdis-1597	393	6	and	and	CCONJ
ajpdis-1597	393	7	international	international	ADJ
ajpdis-1597	393	8	studies	study	NOUN
ajpdis-1597	393	9	www	www	PROPN
ajpdis-1597	393	10	.	.	PROPN
ajpdis-1597	394	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	394	2	b.	b.	NOUN
ajpdis-1597	394	3	analysis	analysis	NOUN
ajpdis-1597	394	4	of	of	ADP
ajpdis-1597	394	5	service	service	NOUN
ajpdis-1597	394	6	resolution	resolution	NOUN
ajpdis-1597	394	7	efficiency	efficiency	NOUN
ajpdis-1597	394	8	the	the	DET
ajpdis-1597	394	9	analysis	analysis	NOUN
ajpdis-1597	394	10	of	of	ADP
ajpdis-1597	394	11	the	the	DET
ajpdis-1597	394	12	mean	mean	ADJ
ajpdis-1597	394	13	request	request	NOUN
ajpdis-1597	394	14	closing	closing	NOUN
ajpdis-1597	394	15	time	time	NOUN
ajpdis-1597	394	16	revealed	reveal	VERB
ajpdis-1597	394	17	that	that	SCONJ
ajpdis-1597	394	18	there	there	PRON
ajpdis-1597	394	19	were	be	VERB
ajpdis-1597	394	20	significant	significant	ADJ
ajpdis-1597	394	21	differences	difference	NOUN
ajpdis-1597	394	22	between	between	ADP
ajpdis-1597	394	23	the	the	DET
ajpdis-1597	394	24	duration	duration	NOUN
ajpdis-1597	394	25	of	of	ADP
ajpdis-1597	394	26	the	the	DET
ajpdis-1597	394	27	request	request	NOUN
ajpdis-1597	394	28	closing	close	VERB
ajpdis-1597	394	29	in	in	ADP
ajpdis-1597	394	30	various	various	ADJ
ajpdis-1597	394	31	complaint	complaint	NOUN
ajpdis-1597	394	32	groups	group	NOUN
ajpdis-1597	394	33	,	,	PUNCT
ajpdis-1597	394	34	which	which	PRON
ajpdis-1597	394	35	demonstrates	demonstrate	VERB
ajpdis-1597	394	36	the	the	DET
ajpdis-1597	394	37	structural	structural	ADJ
ajpdis-1597	394	38	inefficiencies	inefficiency	NOUN
ajpdis-1597	394	39	of	of	ADP
ajpdis-1597	394	40	the	the	DET
ajpdis-1597	394	41	workflow	workflow	NOUN
ajpdis-1597	394	42	in	in	ADP
ajpdis-1597	394	43	the	the	DET
ajpdis-1597	394	44	public	public	ADJ
ajpdis-1597	394	45	service	service	NOUN
ajpdis-1597	394	46	.	.	PUNCT
ajpdis-1597	395	1	certain	certain	ADJ
ajpdis-1597	395	2	types	type	NOUN
ajpdis-1597	395	3	of	of	ADP
ajpdis-1597	395	4	requests	request	NOUN
ajpdis-1597	395	5	like	like	ADP
ajpdis-1597	395	6	plumbing	plumbing	NOUN
ajpdis-1597	395	7	,	,	PUNCT
ajpdis-1597	395	8	heating	heating	NOUN
ajpdis-1597	395	9	or	or	CCONJ
ajpdis-1597	395	10	environmental	environmental	ADJ
ajpdis-1597	395	11	risk	risk	NOUN
ajpdis-1597	395	12	were	be	AUX
ajpdis-1597	395	13	found	find	VERB
ajpdis-1597	395	14	to	to	PART
ajpdis-1597	395	15	take	take	VERB
ajpdis-1597	395	16	significantly	significantly	ADV
ajpdis-1597	395	17	longer	long	ADJ
ajpdis-1597	395	18	time	time	NOUN
ajpdis-1597	395	19	to	to	PART
ajpdis-1597	395	20	be	be	AUX
ajpdis-1597	395	21	resolved	resolve	VERB
ajpdis-1597	395	22	than	than	ADP
ajpdis-1597	395	23	noise	noise	NOUN
ajpdis-1597	395	24	or	or	CCONJ
ajpdis-1597	395	25	parking	parking	NOUN
ajpdis-1597	395	26	-	-	PUNCT
ajpdis-1597	395	27	complaints	complaint	NOUN
ajpdis-1597	395	28	[	[	X
ajpdis-1597	395	29	45	45	NUM
ajpdis-1597	395	30	]	]	PUNCT
ajpdis-1597	395	31	.	.	PUNCT
ajpdis-1597	396	1	these	these	DET
ajpdis-1597	396	2	mismatches	mismatch	NOUN
ajpdis-1597	396	3	demonstrate	demonstrate	VERB
ajpdis-1597	396	4	variations	variation	NOUN
ajpdis-1597	396	5	in	in	ADP
ajpdis-1597	396	6	the	the	DET
ajpdis-1597	396	7	complexity	complexity	NOUN
ajpdis-1597	396	8	of	of	ADP
ajpdis-1597	396	9	the	the	DET
ajpdis-1597	396	10	service	service	NOUN
ajpdis-1597	396	11	,	,	PUNCT
ajpdis-1597	396	12	inter	inter	ADJ
ajpdis-1597	396	13	-	-	ADJ
ajpdis-1597	396	14	agency	agency	ADJ
ajpdis-1597	396	15	coordination	coordination	NOUN
ajpdis-1597	396	16	needs	need	NOUN
ajpdis-1597	396	17	,	,	PUNCT
ajpdis-1597	396	18	the	the	DET
ajpdis-1597	396	19	availability	availability	NOUN
ajpdis-1597	396	20	of	of	ADP
ajpdis-1597	396	21	the	the	DET
ajpdis-1597	396	22	workforce	workforce	NOUN
ajpdis-1597	396	23	,	,	PUNCT
ajpdis-1597	396	24	and	and	CCONJ
ajpdis-1597	396	25	workforce	workforce	NOUN
ajpdis-1597	396	26	bottlenecks	bottleneck	NOUN
ajpdis-1597	396	27	.	.	PUNCT
ajpdis-1597	397	1	problems	problem	NOUN
ajpdis-1597	397	2	that	that	PRON
ajpdis-1597	397	3	require	require	VERB
ajpdis-1597	397	4	technical	technical	ADJ
ajpdis-1597	397	5	fixes	fix	NOUN
ajpdis-1597	397	6	or	or	CCONJ
ajpdis-1597	397	7	checks	check	NOUN
ajpdis-1597	397	8	are	be	AUX
ajpdis-1597	397	9	longer	long	ADJ
ajpdis-1597	397	10	in	in	ADP
ajpdis-1597	397	11	nature	nature	NOUN
ajpdis-1597	397	12	,	,	PUNCT
ajpdis-1597	397	13	but	but	CCONJ
ajpdis-1597	397	14	the	the	DET
ajpdis-1597	397	15	magnitude	magnitude	NOUN
ajpdis-1597	397	16	of	of	ADP
ajpdis-1597	397	17	variability	variability	NOUN
ajpdis-1597	397	18	implies	imply	VERB
ajpdis-1597	397	19	that	that	SCONJ
ajpdis-1597	397	20	there	there	PRON
ajpdis-1597	397	21	are	be	VERB
ajpdis-1597	397	22	procedural	procedural	ADJ
ajpdis-1597	397	23	obstacles	obstacle	NOUN
ajpdis-1597	397	24	that	that	PRON
ajpdis-1597	397	25	also	also	ADV
ajpdis-1597	397	26	generate	generate	VERB
ajpdis-1597	397	27	delays	delay	NOUN
ajpdis-1597	397	28	.	.	PUNCT
ajpdis-1597	398	1	predictive	predictive	ADJ
ajpdis-1597	398	2	analytics	analytic	NOUN
ajpdis-1597	398	3	perspective	perspective	VERB
ajpdis-1597	398	4	resolution	resolution	NOUN
ajpdis-1597	398	5	-	-	PUNCT
ajpdis-1597	398	6	time	time	NOUN
ajpdis-1597	398	7	variance	variance	NOUN
ajpdis-1597	398	8	can	can	AUX
ajpdis-1597	398	9	be	be	AUX
ajpdis-1597	398	10	used	use	VERB
ajpdis-1597	398	11	to	to	PART
ajpdis-1597	398	12	predict	predict	VERB
ajpdis-1597	398	13	the	the	DET
ajpdis-1597	398	14	creation	creation	NOUN
ajpdis-1597	398	15	of	of	ADP
ajpdis-1597	398	16	service	service	NOUN
ajpdis-1597	398	17	forecasting	forecasting	NOUN
ajpdis-1597	398	18	models	model	NOUN
ajpdis-1597	398	19	,	,	PUNCT
ajpdis-1597	398	20	which	which	PRON
ajpdis-1597	398	21	can	can	AUX
ajpdis-1597	398	22	predict	predict	VERB
ajpdis-1597	398	23	how	how	SCONJ
ajpdis-1597	398	24	work	work	NOUN
ajpdis-1597	398	25	will	will	AUX
ajpdis-1597	398	26	be	be	AUX
ajpdis-1597	398	27	distributed	distribute	VERB
ajpdis-1597	398	28	and	and	CCONJ
ajpdis-1597	398	29	other	other	ADJ
ajpdis-1597	398	30	high	high	ADJ
ajpdis-1597	398	31	-	-	PUNCT
ajpdis-1597	398	32	risk	risk	NOUN
ajpdis-1597	398	33	cases	case	NOUN
ajpdis-1597	398	34	with	with	ADP
ajpdis-1597	398	35	substantial	substantial	ADJ
ajpdis-1597	398	36	chances	chance	NOUN
ajpdis-1597	398	37	of	of	ADP
ajpdis-1597	398	38	delays	delay	NOUN
ajpdis-1597	398	39	.	.	PUNCT
ajpdis-1597	399	1	as	as	ADP
ajpdis-1597	399	2	an	an	DET
ajpdis-1597	399	3	example	example	NOUN
ajpdis-1597	399	4	,	,	PUNCT
ajpdis-1597	399	5	the	the	DET
ajpdis-1597	399	6	cases	case	NOUN
ajpdis-1597	399	7	,	,	PUNCT
ajpdis-1597	399	8	which	which	PRON
ajpdis-1597	399	9	were	be	AUX
ajpdis-1597	399	10	traditionally	traditionally	ADV
ajpdis-1597	399	11	linked	link	VERB
ajpdis-1597	399	12	to	to	ADP
ajpdis-1597	399	13	a	a	DET
ajpdis-1597	399	14	long	long	ADJ
ajpdis-1597	399	15	closure	closure	NOUN
ajpdis-1597	399	16	duration	duration	NOUN
ajpdis-1597	399	17	,	,	PUNCT
ajpdis-1597	399	18	may	may	AUX
ajpdis-1597	399	19	be	be	AUX
ajpdis-1597	399	20	designated	designate	VERB
ajpdis-1597	399	21	as	as	ADP
ajpdis-1597	399	22	priority	priority	NOUN
ajpdis-1597	399	23	cases	case	NOUN
ajpdis-1597	399	24	that	that	PRON
ajpdis-1597	399	25	need	need	VERB
ajpdis-1597	399	26	extra	extra	ADJ
ajpdis-1597	399	27	resources	resource	NOUN
ajpdis-1597	399	28	,	,	PUNCT
ajpdis-1597	399	29	expedited	expedite	VERB
ajpdis-1597	399	30	delivery	delivery	NOUN
ajpdis-1597	399	31	,	,	PUNCT
ajpdis-1597	399	32	or	or	CCONJ
ajpdis-1597	399	33	special	special	ADJ
ajpdis-1597	399	34	work	work	NOUN
ajpdis-1597	399	35	teams	team	NOUN
ajpdis-1597	399	36	[	[	X
ajpdis-1597	399	37	46	46	NUM
ajpdis-1597	399	38	]	]	PUNCT
ajpdis-1597	399	39	.	.	PUNCT
ajpdis-1597	400	1	the	the	DET
ajpdis-1597	400	2	predictive	predictive	ADJ
ajpdis-1597	400	3	modeling	modeling	NOUN
ajpdis-1597	400	4	can	can	AUX
ajpdis-1597	400	5	also	also	ADV
ajpdis-1597	400	6	be	be	AUX
ajpdis-1597	400	7	used	use	VERB
ajpdis-1597	400	8	to	to	PART
ajpdis-1597	400	9	detect	detect	VERB
ajpdis-1597	400	10	early	early	ADJ
ajpdis-1597	400	11	signs	sign	NOUN
ajpdis-1597	400	12	of	of	ADP
ajpdis-1597	400	13	a	a	DET
ajpdis-1597	400	14	long	long	ADJ
ajpdis-1597	400	15	-	-	PUNCT
ajpdis-1597	400	16	term	term	NOUN
ajpdis-1597	400	17	resolution	resolution	NOUN
ajpdis-1597	400	18	,	,	PUNCT
ajpdis-1597	400	19	including	include	VERB
ajpdis-1597	400	20	but	but	CCONJ
ajpdis-1597	400	21	not	not	PART
ajpdis-1597	400	22	limited	limit	VERB
ajpdis-1597	400	23	to	to	AUX
ajpdis-1597	400	24	complaint	complaint	NOUN
ajpdis-1597	400	25	type	type	NOUN
ajpdis-1597	400	26	,	,	PUNCT
ajpdis-1597	400	27	location	location	NOUN
ajpdis-1597	400	28	,	,	PUNCT
ajpdis-1597	400	29	agency	agency	NOUN
ajpdis-1597	400	30	workload	workload	NOUN
ajpdis-1597	400	31	or	or	CCONJ
ajpdis-1597	400	32	time	time	NOUN
ajpdis-1597	400	33	of	of	ADP
ajpdis-1597	400	34	submission	submission	NOUN
ajpdis-1597	400	35	,	,	PUNCT
ajpdis-1597	400	36	which	which	PRON
ajpdis-1597	400	37	allow	allow	VERB
ajpdis-1597	400	38	pre	pre	ADJ
ajpdis-1597	400	39	-	-	ADJ
ajpdis-1597	400	40	emptive	emptive	ADJ
ajpdis-1597	400	41	planning	planning	NOUN
ajpdis-1597	400	42	.	.	PUNCT
ajpdis-1597	401	1	the	the	DET
ajpdis-1597	401	2	review	review	NOUN
ajpdis-1597	401	3	also	also	ADV
ajpdis-1597	401	4	illustrates	illustrate	VERB
ajpdis-1597	401	5	ways	way	NOUN
ajpdis-1597	401	6	of	of	ADP
ajpdis-1597	401	7	enhancing	enhance	VERB
ajpdis-1597	401	8	accountability	accountability	NOUN
ajpdis-1597	401	9	and	and	CCONJ
ajpdis-1597	401	10	benchmarking	benchmarking	NOUN
ajpdis-1597	401	11	of	of	ADP
ajpdis-1597	401	12	performance	performance	NOUN
ajpdis-1597	401	13	.	.	PUNCT
ajpdis-1597	402	1	agencies	agency	NOUN
ajpdis-1597	402	2	are	be	AUX
ajpdis-1597	402	3	able	able	ADJ
ajpdis-1597	402	4	to	to	PART
ajpdis-1597	402	5	see	see	VERB
ajpdis-1597	402	6	their	their	PRON
ajpdis-1597	402	7	average	average	ADJ
ajpdis-1597	402	8	resolution	resolution	NOUN
ajpdis-1597	402	9	times	time	NOUN
ajpdis-1597	402	10	compared	compare	VERB
ajpdis-1597	402	11	to	to	ADP
ajpdis-1597	402	12	those	those	PRON
ajpdis-1597	402	13	of	of	ADP
ajpdis-1597	402	14	cities	city	NOUN
ajpdis-1597	402	15	or	or	CCONJ
ajpdis-1597	402	16	may	may	AUX
ajpdis-1597	402	17	track	track	VERB
ajpdis-1597	402	18	trends	trend	NOUN
ajpdis-1597	402	19	across	across	ADP
ajpdis-1597	402	20	time	time	NOUN
ajpdis-1597	402	21	to	to	PART
ajpdis-1597	402	22	detect	detect	VERB
ajpdis-1597	402	23	either	either	CCONJ
ajpdis-1597	402	24	progress	progress	NOUN
ajpdis-1597	402	25	or	or	CCONJ
ajpdis-1597	402	26	decline	decline	NOUN
ajpdis-1597	402	27	.	.	PUNCT
ajpdis-1597	403	1	the	the	DET
ajpdis-1597	403	2	complaints	complaint	NOUN
ajpdis-1597	403	3	having	have	VERB
ajpdis-1597	403	4	abnormally	abnormally	ADV
ajpdis-1597	403	5	long	long	ADJ
ajpdis-1597	403	6	resolution	resolution	NOUN
ajpdis-1597	403	7	times	time	NOUN
ajpdis-1597	403	8	can	can	AUX
ajpdis-1597	403	9	indicate	indicate	VERB
ajpdis-1597	403	10	inefficiencies	inefficiency	NOUN
ajpdis-1597	403	11	like	like	ADP
ajpdis-1597	403	12	understaffed	understaffed	ADJ
ajpdis-1597	403	13	departments	department	NOUN
ajpdis-1597	403	14	,	,	PUNCT
ajpdis-1597	403	15	old	old	ADJ
ajpdis-1597	403	16	workflow	workflow	NOUN
ajpdis-1597	403	17	,	,	PUNCT
ajpdis-1597	403	18	or	or	CCONJ
ajpdis-1597	403	19	too	too	ADV
ajpdis-1597	403	20	many	many	ADJ
ajpdis-1597	403	21	administrative	administrative	ADJ
ajpdis-1597	403	22	procedures	procedure	NOUN
ajpdis-1597	403	23	.	.	PUNCT
ajpdis-1597	404	1	the	the	DET
ajpdis-1597	404	2	issue	issue	NOUN
ajpdis-1597	404	3	of	of	ADP
ajpdis-1597	404	4	these	these	DET
ajpdis-1597	404	5	challenges	challenge	NOUN
ajpdis-1597	404	6	leads	lead	VERB
ajpdis-1597	404	7	to	to	ADP
ajpdis-1597	404	8	more	more	ADV
ajpdis-1597	404	9	responsive	responsive	ADJ
ajpdis-1597	404	10	and	and	CCONJ
ajpdis-1597	404	11	citizenfocused	citizenfocused	ADJ
ajpdis-1597	404	12	service	service	NOUN
ajpdis-1597	404	13	provision	provision	NOUN
ajpdis-1597	404	14	.	.	PUNCT
ajpdis-1597	405	1	also	also	ADV
ajpdis-1597	405	2	,	,	PUNCT
ajpdis-1597	405	3	the	the	DET
ajpdis-1597	405	4	difference	difference	NOUN
ajpdis-1597	405	5	in	in	ADP
ajpdis-1597	405	6	the	the	DET
ajpdis-1597	405	7	time	time	NOUN
ajpdis-1597	405	8	of	of	ADP
ajpdis-1597	405	9	resolution	resolution	NOUN
ajpdis-1597	405	10	provides	provide	VERB
ajpdis-1597	405	11	the	the	DET
ajpdis-1597	405	12	idea	idea	NOUN
ajpdis-1597	405	13	of	of	ADP
ajpdis-1597	405	14	community	community	NOUN
ajpdis-1597	405	15	impact	impact	NOUN
ajpdis-1597	405	16	.	.	PUNCT
ajpdis-1597	406	1	long	long	ADJ
ajpdis-1597	406	2	waits	wait	NOUN
ajpdis-1597	406	3	can	can	AUX
ajpdis-1597	406	4	cause	cause	VERB
ajpdis-1597	406	5	low	low	ADJ
ajpdis-1597	406	6	confidence	confidence	NOUN
ajpdis-1597	406	7	in	in	ADP
ajpdis-1597	406	8	the	the	DET
ajpdis-1597	406	9	community	community	NOUN
ajpdis-1597	406	10	and	and	CCONJ
ajpdis-1597	406	11	service	service	NOUN
ajpdis-1597	406	12	imbalances	imbalance	NOUN
ajpdis-1597	406	13	,	,	PUNCT
ajpdis-1597	406	14	especially	especially	ADV
ajpdis-1597	406	15	in	in	ADP
ajpdis-1597	406	16	communities	community	NOUN
ajpdis-1597	406	17	with	with	ADP
ajpdis-1597	406	18	a	a	DET
ajpdis-1597	406	19	high	high	ADJ
ajpdis-1597	406	20	rate	rate	NOUN
ajpdis-1597	406	21	of	of	ADP
ajpdis-1597	406	22	long	long	ADJ
ajpdis-1597	406	23	waits	wait	NOUN
ajpdis-1597	406	24	.	.	PUNCT
ajpdis-1597	407	1	with	with	ADP
ajpdis-1597	407	2	the	the	DET
ajpdis-1597	407	3	incorporation	incorporation	NOUN
ajpdis-1597	407	4	of	of	ADP
ajpdis-1597	407	5	predictive	predictive	ADJ
ajpdis-1597	407	6	analytics	analytic	NOUN
ajpdis-1597	407	7	into	into	ADP
ajpdis-1597	407	8	the	the	DET
ajpdis-1597	407	9	systems	system	NOUN
ajpdis-1597	407	10	of	of	ADP
ajpdis-1597	407	11	case	case	NOUN
ajpdis-1597	407	12	management	management	NOUN
ajpdis-1597	407	13	,	,	PUNCT
ajpdis-1597	407	14	governmental	governmental	ADJ
ajpdis-1597	407	15	agencies	agency	NOUN
ajpdis-1597	407	16	can	can	AUX
ajpdis-1597	407	17	facilitate	facilitate	VERB
ajpdis-1597	407	18	a	a	DET
ajpdis-1597	407	19	more	more	ADV
ajpdis-1597	407	20	fair	fair	ADJ
ajpdis-1597	407	21	service	service	NOUN
ajpdis-1597	407	22	delivery	delivery	NOUN
ajpdis-1597	407	23	,	,	PUNCT
ajpdis-1597	407	24	reduce	reduce	VERB
ajpdis-1597	407	25	operational	operational	ADJ
ajpdis-1597	407	26	backlog	backlog	NOUN
ajpdis-1597	407	27	,	,	PUNCT
ajpdis-1597	407	28	and	and	CCONJ
ajpdis-1597	407	29	increase	increase	VERB
ajpdis-1597	407	30	transparency	transparency	NOUN
ajpdis-1597	407	31	.	.	PUNCT
ajpdis-1597	408	1	finally	finally	ADV
ajpdis-1597	408	2	,	,	PUNCT
ajpdis-1597	408	3	it	it	PRON
ajpdis-1597	408	4	is	be	AUX
ajpdis-1597	408	5	essential	essential	ADJ
ajpdis-1597	408	6	to	to	PART
ajpdis-1597	408	7	learn	learn	VERB
ajpdis-1597	408	8	and	and	CCONJ
ajpdis-1597	408	9	solve	solve	VERB
ajpdis-1597	408	10	the	the	DET
ajpdis-1597	408	11	differences	difference	NOUN
ajpdis-1597	408	12	in	in	ADP
ajpdis-1597	408	13	the	the	DET
ajpdis-1597	408	14	resolution	resolution	NOUN
ajpdis-1597	408	15	-	-	PUNCT
ajpdis-1597	408	16	time	time	NOUN
ajpdis-1597	408	17	in	in	ADP
ajpdis-1597	408	18	order	order	NOUN
ajpdis-1597	408	19	to	to	PART
ajpdis-1597	408	20	enhance	enhance	VERB
ajpdis-1597	408	21	the	the	DET
ajpdis-1597	408	22	overall	overall	ADJ
ajpdis-1597	408	23	efficiency	efficiency	NOUN
ajpdis-1597	408	24	of	of	ADP
ajpdis-1597	408	25	services	service	NOUN
ajpdis-1597	408	26	and	and	CCONJ
ajpdis-1597	408	27	provide	provide	VERB
ajpdis-1597	408	28	a	a	DET
ajpdis-1597	408	29	timely	timely	ADJ
ajpdis-1597	408	30	answer	answer	NOUN
ajpdis-1597	408	31	to	to	ADP
ajpdis-1597	408	32	the	the	DET
ajpdis-1597	408	33	needs	need	NOUN
ajpdis-1597	408	34	of	of	ADP
ajpdis-1597	408	35	people	people	NOUN
ajpdis-1597	408	36	.	.	PUNCT
ajpdis-1597	409	1	c.	c.	PROPN
ajpdis-1597	409	2	seasonal	seasonal	PROPN
ajpdis-1597	409	3	and	and	CCONJ
ajpdis-1597	409	4	temporal	temporal	ADJ
ajpdis-1597	409	5	service	service	NOUN
ajpdis-1597	409	6	demand	demand	NOUN
ajpdis-1597	409	7	interpretation	interpretation	NOUN
ajpdis-1597	409	8	the	the	DET
ajpdis-1597	409	9	monthly	monthly	ADJ
ajpdis-1597	409	10	trend	trend	NOUN
ajpdis-1597	409	11	analysis	analysis	NOUN
ajpdis-1597	409	12	presented	present	VERB
ajpdis-1597	409	13	in	in	ADP
ajpdis-1597	409	14	the	the	DET
ajpdis-1597	409	15	form	form	NOUN
ajpdis-1597	409	16	of	of	ADP
ajpdis-1597	409	17	a	a	DET
ajpdis-1597	409	18	trend	trend	NOUN
ajpdis-1597	409	19	line	line	NOUN
ajpdis-1597	409	20	shows	show	VERB
ajpdis-1597	409	21	that	that	SCONJ
ajpdis-1597	409	22	there	there	PRON
ajpdis-1597	409	23	are	be	VERB
ajpdis-1597	409	24	significant	significant	ADJ
ajpdis-1597	409	25	changes	change	NOUN
ajpdis-1597	409	26	in	in	ADP
ajpdis-1597	409	27	the	the	DET
ajpdis-1597	409	28	volume	volume	NOUN
ajpdis-1597	409	29	of	of	ADP
ajpdis-1597	409	30	service	service	NOUN
ajpdis-1597	409	31	requests	request	NOUN
ajpdis-1597	409	32	in	in	ADP
ajpdis-1597	409	33	the	the	DET
ajpdis-1597	409	34	month	month	NOUN
ajpdis-1597	409	35	,	,	PUNCT
ajpdis-1597	409	36	which	which	PRON
ajpdis-1597	409	37	has	have	VERB
ajpdis-1597	409	38	strong	strong	ADJ
ajpdis-1597	409	39	seasonal	seasonal	ADJ
ajpdis-1597	409	40	tendencies	tendency	NOUN
ajpdis-1597	409	41	that	that	PRON
ajpdis-1597	409	42	are	be	AUX
ajpdis-1597	409	43	important	important	ADJ
ajpdis-1597	409	44	to	to	ADP
ajpdis-1597	409	45	the	the	DET
ajpdis-1597	409	46	government	government	NOUN
ajpdis-1597	409	47	activities	activity	NOUN
ajpdis-1597	409	48	[	[	X
ajpdis-1597	409	49	47	47	NUM
ajpdis-1597	409	50	]	]	PUNCT
ajpdis-1597	409	51	.	.	PUNCT
ajpdis-1597	410	1	there	there	PRON
ajpdis-1597	410	2	was	be	VERB
ajpdis-1597	410	3	also	also	ADV
ajpdis-1597	410	4	a	a	DET
ajpdis-1597	410	5	marked	mark	VERB
ajpdis-1597	410	6	increase	increase	NOUN
ajpdis-1597	410	7	in	in	ADP
ajpdis-1597	410	8	the	the	DET
ajpdis-1597	410	9	volume	volume	NOUN
ajpdis-1597	410	10	of	of	ADP
ajpdis-1597	410	11	complaints	complaint	NOUN
ajpdis-1597	410	12	in	in	ADP
ajpdis-1597	410	13	warmer	warm	ADJ
ajpdis-1597	410	14	months	month	NOUN
ajpdis-1597	410	15	,	,	PUNCT
ajpdis-1597	410	16	especially	especially	ADV
ajpdis-1597	410	17	those	those	PRON
ajpdis-1597	410	18	connected	connect	VERB
ajpdis-1597	410	19	to	to	ADP
ajpdis-1597	410	20	noise	noise	NOUN
ajpdis-1597	410	21	,	,	PUNCT
ajpdis-1597	410	22	disturbances	disturbance	NOUN
ajpdis-1597	410	23	on	on	ADP
ajpdis-1597	410	24	the	the	DET
ajpdis-1597	410	25	streets	street	NOUN
ajpdis-1597	410	26	and	and	CCONJ
ajpdis-1597	410	27	those	those	PRON
ajpdis-1597	410	28	on	on	ADP
ajpdis-1597	410	29	the	the	DET
ajpdis-1597	410	30	street	street	NOUN
ajpdis-1597	410	31	level	level	NOUN
ajpdis-1597	410	32	,	,	PUNCT
ajpdis-1597	410	33	and	and	CCONJ
ajpdis-1597	410	34	winter	winter	NOUN
ajpdis-1597	410	35	months	month	NOUN
ajpdis-1597	410	36	were	be	AUX
ajpdis-1597	410	37	less	less	ADV
ajpdis-1597	410	38	active	active	ADJ
ajpdis-1597	410	39	.	.	PUNCT
ajpdis-1597	411	1	these	these	DET
ajpdis-1597	411	2	changes	change	NOUN
ajpdis-1597	411	3	are	be	AUX
ajpdis-1597	411	4	in	in	ADP
ajpdis-1597	411	5	line	line	NOUN
ajpdis-1597	411	6	with	with	ADP
ajpdis-1597	411	7	the	the	DET
ajpdis-1597	411	8	behavior	behavior	NOUN
ajpdis-1597	411	9	of	of	ADP
ajpdis-1597	411	10	the	the	DET
ajpdis-1597	411	11	residents	resident	NOUN
ajpdis-1597	411	12	,	,	PUNCT
ajpdis-1597	411	13	the	the	DET
ajpdis-1597	411	14	weather	weather	NOUN
ajpdis-1597	411	15	,	,	PUNCT
ajpdis-1597	411	16	and	and	CCONJ
ajpdis-1597	411	17	the	the	DET
ajpdis-1597	411	18	levels	level	NOUN
ajpdis-1597	411	19	of	of	ADP
ajpdis-1597	411	20	social	social	ADJ
ajpdis-1597	411	21	activity	activity	NOUN
ajpdis-1597	411	22	.	.	PUNCT
ajpdis-1597	412	1	as	as	ADP
ajpdis-1597	412	2	an	an	DET
ajpdis-1597	412	3	example	example	NOUN
ajpdis-1597	412	4	,	,	PUNCT
ajpdis-1597	412	5	outdoor	outdoor	ADJ
ajpdis-1597	412	6	events	event	NOUN
ajpdis-1597	412	7	,	,	PUNCT
ajpdis-1597	412	8	nighttime	nighttime	ADJ
ajpdis-1597	412	9	events	event	NOUN
ajpdis-1597	412	10	and	and	CCONJ
ajpdis-1597	412	11	movement	movement	NOUN
ajpdis-1597	412	12	on	on	ADP
ajpdis-1597	412	13	the	the	DET
ajpdis-1597	412	14	street	street	NOUN
ajpdis-1597	412	15	are	be	AUX
ajpdis-1597	412	16	more	more	ADV
ajpdis-1597	412	17	likely	likely	ADJ
ajpdis-1597	412	18	to	to	PART
ajpdis-1597	412	19	rise	rise	VERB
ajpdis-1597	412	20	during	during	ADP
ajpdis-1597	412	21	spring	spring	NOUN
ajpdis-1597	412	22	and	and	CCONJ
ajpdis-1597	412	23	summer	summer	NOUN
ajpdis-1597	412	24	which	which	PRON
ajpdis-1597	412	25	inherently	inherently	ADV
ajpdis-1597	412	26	raises	raise	VERB
ajpdis-1597	412	27	complaint	complaint	NOUN
ajpdis-1597	412	28	submissions.this	submissions.this	DET
ajpdis-1597	412	29	time	time	NOUN
ajpdis-1597	412	30	series	series	NOUN
ajpdis-1597	412	31	action	action	NOUN
ajpdis-1597	412	32	is	be	AUX
ajpdis-1597	412	33	of	of	ADP
ajpdis-1597	412	34	great	great	ADJ
ajpdis-1597	412	35	importance	importance	NOUN
ajpdis-1597	412	36	to	to	ADP
ajpdis-1597	412	37	predictive	predictive	ADJ
ajpdis-1597	412	38	analytics	analytic	NOUN
ajpdis-1597	412	39	[	[	X
ajpdis-1597	412	40	48	48	NUM
ajpdis-1597	412	41	]	]	PUNCT
ajpdis-1597	412	42	.	.	PUNCT
ajpdis-1597	413	1	the	the	DET
ajpdis-1597	413	2	agencies	agency	NOUN
ajpdis-1597	413	3	will	will	AUX
ajpdis-1597	413	4	be	be	AUX
ajpdis-1597	413	5	able	able	ADJ
ajpdis-1597	413	6	to	to	PART
ajpdis-1597	413	7	predict	predict	VERB
ajpdis-1597	413	8	demand	demand	NOUN
ajpdis-1597	413	9	cycles	cycle	NOUN
ajpdis-1597	413	10	by	by	ADP
ajpdis-1597	413	11	including	include	VERB
ajpdis-1597	413	12	historical	historical	ADJ
ajpdis-1597	413	13	seasonal	seasonal	ADJ
ajpdis-1597	413	14	trends	trend	NOUN
ajpdis-1597	413	15	into	into	ADP
ajpdis-1597	413	16	their	their	PRON
ajpdis-1597	413	17	forecasting	forecasting	NOUN
ajpdis-1597	413	18	models	model	NOUN
ajpdis-1597	413	19	and	and	CCONJ
ajpdis-1597	413	20	respond	respond	VERB
ajpdis-1597	413	21	to	to	ADP
ajpdis-1597	413	22	them	they	PRON
ajpdis-1597	413	23	by	by	ADP
ajpdis-1597	413	24	increasing	increase	VERB
ajpdis-1597	413	25	or	or	CCONJ
ajpdis-1597	413	26	decreasing	decrease	VERB
ajpdis-1597	413	27	operational	operational	ADJ
ajpdis-1597	413	28	capacity	capacity	NOUN
ajpdis-1597	413	29	.	.	PUNCT
ajpdis-1597	414	1	as	as	ADP
ajpdis-1597	414	2	an	an	DET
ajpdis-1597	414	3	example	example	NOUN
ajpdis-1597	414	4	,	,	PUNCT
ajpdis-1597	414	5	staffing	staffing	NOUN
ajpdis-1597	414	6	of	of	ADP
ajpdis-1597	414	7	the	the	DET
ajpdis-1597	414	8	workforce	workforce	NOUN
ajpdis-1597	414	9	and	and	CCONJ
ajpdis-1597	414	10	inspection	inspection	NOUN
ajpdis-1597	414	11	and	and	CCONJ
ajpdis-1597	414	12	hotline	hotline	NOUN
ajpdis-1597	414	13	can	can	AUX
ajpdis-1597	414	14	be	be	AUX
ajpdis-1597	414	15	augmented	augment	VERB
ajpdis-1597	414	16	prior	prior	ADV
ajpdis-1597	414	17	to	to	PART
ajpdis-1597	414	18	anticipate	anticipate	VERB
ajpdis-1597	414	19	complaints	complaint	NOUN
ajpdis-1597	414	20	spikes	spike	NOUN
ajpdis-1597	414	21	.	.	PUNCT
ajpdis-1597	415	1	this	this	PRON
ajpdis-1597	415	2	will	will	AUX
ajpdis-1597	415	3	keep	keep	VERB
ajpdis-1597	415	4	the	the	DET
ajpdis-1597	415	5	agencies	agency	NOUN
ajpdis-1597	415	6	sufficiently	sufficiently	ADV
ajpdis-1597	415	7	ready	ready	ADJ
ajpdis-1597	415	8	at	at	ADP
ajpdis-1597	415	9	times	time	NOUN
ajpdis-1597	415	10	of	of	ADP
ajpdis-1597	415	11	high	high	ADJ
ajpdis-1597	415	12	volume	volume	NOUN
ajpdis-1597	415	13	months	month	NOUN
ajpdis-1597	415	14	to	to	PART
ajpdis-1597	415	15	respond	respond	VERB
ajpdis-1597	415	16	better	well	ADV
ajpdis-1597	415	17	and	and	CCONJ
ajpdis-1597	415	18	minimize	minimize	VERB
ajpdis-1597	415	19	delays	delay	NOUN
ajpdis-1597	415	20	in	in	ADP
ajpdis-1597	415	21	services	service	NOUN
ajpdis-1597	415	22	.	.	PUNCT
ajpdis-1597	416	1	on	on	ADP
ajpdis-1597	416	2	the	the	DET
ajpdis-1597	416	3	other	other	ADJ
ajpdis-1597	416	4	hand	hand	NOUN
ajpdis-1597	416	5	,	,	PUNCT
ajpdis-1597	416	6	during	during	ADP
ajpdis-1597	416	7	low	low	ADJ
ajpdis-1597	416	8	-	-	PUNCT
ajpdis-1597	416	9	demand	demand	NOUN
ajpdis-1597	416	10	seasons	season	NOUN
ajpdis-1597	416	11	,	,	PUNCT
ajpdis-1597	416	12	it	it	PRON
ajpdis-1597	416	13	is	be	AUX
ajpdis-1597	416	14	possible	possible	ADJ
ajpdis-1597	416	15	to	to	PART
ajpdis-1597	416	16	perform	perform	VERB
ajpdis-1597	416	17	training	training	NOUN
ajpdis-1597	416	18	,	,	PUNCT
ajpdis-1597	416	19	administration	administration	NOUN
ajpdis-1597	416	20	,	,	PUNCT
ajpdis-1597	416	21	and	and	CCONJ
ajpdis-1597	416	22	maintenance	maintenance	NOUN
ajpdis-1597	416	23	activities	activity	NOUN
ajpdis-1597	416	24	that	that	PRON
ajpdis-1597	416	25	would	would	AUX
ajpdis-1597	416	26	have	have	AUX
ajpdis-1597	416	27	been	be	AUX
ajpdis-1597	416	28	hard	hard	ADJ
ajpdis-1597	416	29	in	in	ADP
ajpdis-1597	416	30	high	high	ADJ
ajpdis-1597	416	31	demand	demand	NOUN
ajpdis-1597	416	32	months	month	NOUN
ajpdis-1597	416	33	.	.	PUNCT
ajpdis-1597	417	1	budgetary	budgetary	ADJ
ajpdis-1597	417	2	and	and	CCONJ
ajpdis-1597	417	3	strategic	strategic	ADJ
ajpdis-1597	417	4	planning	planning	NOUN
ajpdis-1597	417	5	are	be	AUX
ajpdis-1597	417	6	other	other	ADJ
ajpdis-1597	417	7	activities	activity	NOUN
ajpdis-1597	417	8	facilitated	facilitate	VERB
ajpdis-1597	417	9	by	by	ADP
ajpdis-1597	417	10	temporal	temporal	ADJ
ajpdis-1597	417	11	analysis	analysis	NOUN
ajpdis-1597	417	12	.	.	PUNCT
ajpdis-1597	418	1	the	the	DET
ajpdis-1597	418	2	government	government	NOUN
ajpdis-1597	418	3	departments	department	NOUN
ajpdis-1597	418	4	will	will	AUX
ajpdis-1597	418	5	be	be	AUX
ajpdis-1597	418	6	able	able	ADJ
ajpdis-1597	418	7	to	to	PART
ajpdis-1597	418	8	streamline	streamline	VERB
ajpdis-1597	418	9	their	their	PRON
ajpdis-1597	418	10	annual	annual	ADJ
ajpdis-1597	418	11	resource	resource	NOUN
ajpdis-1597	418	12	allocation	allocation	NOUN
ajpdis-1597	418	13	based	base	VERB
ajpdis-1597	418	14	on	on	ADP
ajpdis-1597	418	15	the	the	DET
ajpdis-1597	418	16	predictive	predictive	ADJ
ajpdis-1597	418	17	analysis	analysis	NOUN
ajpdis-1597	418	18	so	so	SCONJ
ajpdis-1597	418	19	that	that	SCONJ
ajpdis-1597	418	20	the	the	DET
ajpdis-1597	418	21	operational	operational	ADJ
ajpdis-1597	418	22	costs	cost	NOUN
ajpdis-1597	418	23	are	be	AUX
ajpdis-1597	418	24	based	base	VERB
ajpdis-1597	418	25	on	on	ADP
ajpdis-1597	418	26	the	the	DET
ajpdis-1597	418	27	real	real	ADJ
ajpdis-1597	418	28	service	service	NOUN
ajpdis-1597	418	29	demand	demand	NOUN
ajpdis-1597	418	30	.	.	PUNCT
ajpdis-1597	419	1	the	the	DET
ajpdis-1597	419	2	monthly	monthly	ADJ
ajpdis-1597	419	3	trends	trend	NOUN
ajpdis-1597	419	4	are	be	AUX
ajpdis-1597	419	5	useful	useful	ADJ
ajpdis-1597	419	6	in	in	ADP
ajpdis-1597	419	7	determining	determine	VERB
ajpdis-1597	419	8	the	the	DET
ajpdis-1597	419	9	times	time	NOUN
ajpdis-1597	419	10	of	of	ADP
ajpdis-1597	419	11	systemic	systemic	ADJ
ajpdis-1597	419	12	stress	stress	NOUN
ajpdis-1597	419	13	,	,	PUNCT
ajpdis-1597	419	14	and	and	CCONJ
ajpdis-1597	419	15	the	the	DET
ajpdis-1597	419	16	agencies	agency	NOUN
ajpdis-1597	419	17	can	can	AUX
ajpdis-1597	419	18	develop	develop	VERB
ajpdis-1597	419	19	prevention	prevention	NOUN
ajpdis-1597	419	20	measures	measure	NOUN
ajpdis-1597	419	21	like	like	ADP
ajpdis-1597	419	22	noise	noise	NOUN
ajpdis-1597	419	23	reduction	reduction	NOUN
ajpdis-1597	419	24	campaigns	campaign	NOUN
ajpdis-1597	419	25	,	,	PUNCT
ajpdis-1597	419	26	parking	parking	NOUN
ajpdis-1597	419	27	regulation	regulation	NOUN
ajpdis-1597	419	28	campaigns	campaign	NOUN
ajpdis-1597	419	29	,	,	PUNCT
ajpdis-1597	419	30	or	or	CCONJ
ajpdis-1597	419	31	community	community	NOUN
ajpdis-1597	419	32	awareness	awareness	NOUN
ajpdis-1597	419	33	exercises	exercise	NOUN
ajpdis-1597	419	34	during	during	ADP
ajpdis-1597	419	35	the	the	DET
ajpdis-1597	419	36	high	high	ADJ
ajpdis-1597	419	37	seasons	season	NOUN
ajpdis-1597	419	38	.	.	PUNCT
ajpdis-1597	420	1	the	the	DET
ajpdis-1597	420	2	temporal	temporal	ADJ
ajpdis-1597	420	3	information	information	NOUN
ajpdis-1597	420	4	is	be	AUX
ajpdis-1597	420	5	valuable	valuable	ADJ
ajpdis-1597	420	6	to	to	ADP
ajpdis-1597	420	7	the	the	DET
ajpdis-1597	420	8	citizens	citizen	NOUN
ajpdis-1597	420	9	and	and	CCONJ
ajpdis-1597	420	10	policymakers	policymaker	NOUN
ajpdis-1597	420	11	.	.	PUNCT
ajpdis-1597	421	1	learning	learn	VERB
ajpdis-1597	421	2	patterns	pattern	NOUN
ajpdis-1597	421	3	of	of	ADP
ajpdis-1597	421	4	predictable	predictable	ADJ
ajpdis-1597	421	5	fluctuations	fluctuation	NOUN
ajpdis-1597	421	6	helps	help	VERB
ajpdis-1597	421	7	in	in	ADP
ajpdis-1597	421	8	effective	effective	ADJ
ajpdis-1597	421	9	communication	communication	NOUN
ajpdis-1597	421	10	on	on	ADP
ajpdis-1597	421	11	the	the	DET
ajpdis-1597	421	12	delays	delay	NOUN
ajpdis-1597	421	13	or	or	CCONJ
ajpdis-1597	421	14	service	service	NOUN
ajpdis-1597	421	15	pressures	pressure	NOUN
ajpdis-1597	421	16	and	and	CCONJ
ajpdis-1597	421	17	realistic	realistic	ADJ
ajpdis-1597	421	18	expectations	expectation	NOUN
ajpdis-1597	421	19	among	among	ADP
ajpdis-1597	421	20	residents	resident	NOUN
ajpdis-1597	421	21	are	be	AUX
ajpdis-1597	421	22	190	190	NUM
ajpdis-1597	421	23	journal	journal	NOUN
ajpdis-1597	421	24	of	of	ADP
ajpdis-1597	421	25	public	public	ADJ
ajpdis-1597	421	26	diplomacy	diplomacy	NOUN
ajpdis-1597	421	27	and	and	CCONJ
ajpdis-1597	421	28	international	international	ADJ
ajpdis-1597	421	29	studies	study	NOUN
ajpdis-1597	421	30	www	www	PROPN
ajpdis-1597	421	31	.	.	PUNCT
ajpdis-1597	422	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	422	2	encouraged	encourage	VERB
ajpdis-1597	422	3	.	.	PUNCT
ajpdis-1597	423	1	this	this	DET
ajpdis-1597	423	2	analysis	analysis	NOUN
ajpdis-1597	423	3	supports	support	VERB
ajpdis-1597	423	4	the	the	DET
ajpdis-1597	423	5	strength	strength	NOUN
ajpdis-1597	423	6	of	of	ADP
ajpdis-1597	423	7	the	the	DET
ajpdis-1597	423	8	idea	idea	NOUN
ajpdis-1597	423	9	of	of	ADP
ajpdis-1597	423	10	predictive	predictive	ADJ
ajpdis-1597	423	11	analytics	analytic	NOUN
ajpdis-1597	423	12	in	in	ADP
ajpdis-1597	423	13	changing	change	VERB
ajpdis-1597	423	14	the	the	DET
ajpdis-1597	423	15	way	way	NOUN
ajpdis-1597	423	16	people	people	NOUN
ajpdis-1597	423	17	receive	receive	VERB
ajpdis-1597	423	18	services	service	NOUN
ajpdis-1597	423	19	as	as	ADP
ajpdis-1597	423	20	a	a	DET
ajpdis-1597	423	21	reactive	reactive	ADJ
ajpdis-1597	423	22	abdication	abdication	NOUN
ajpdis-1597	423	23	to	to	PART
ajpdis-1597	423	24	proactive	proactive	ADJ
ajpdis-1597	423	25	beyond	beyond	ADP
ajpdis-1597	423	26	enabling	enable	VERB
ajpdis-1597	423	27	governments	government	NOUN
ajpdis-1597	423	28	to	to	PART
ajpdis-1597	423	29	predict	predict	VERB
ajpdis-1597	423	30	their	their	PRON
ajpdis-1597	423	31	needs	need	NOUN
ajpdis-1597	423	32	and	and	CCONJ
ajpdis-1597	423	33	allocate	allocate	VERB
ajpdis-1597	423	34	resources	resource	NOUN
ajpdis-1597	423	35	more	more	ADV
ajpdis-1597	423	36	precisely	precisely	ADV
ajpdis-1597	423	37	.	.	PUNCT
ajpdis-1597	424	1	in	in	ADP
ajpdis-1597	424	2	the	the	DET
ajpdis-1597	424	3	end	end	NOUN
ajpdis-1597	424	4	,	,	PUNCT
ajpdis-1597	424	5	the	the	DET
ajpdis-1597	424	6	article	article	NOUN
ajpdis-1597	424	7	emphasizes	emphasize	VERB
ajpdis-1597	424	8	the	the	DET
ajpdis-1597	424	9	relevance	relevance	NOUN
ajpdis-1597	424	10	of	of	ADP
ajpdis-1597	424	11	matching	match	VERB
ajpdis-1597	424	12	the	the	DET
ajpdis-1597	424	13	capacity	capacity	NOUN
ajpdis-1597	424	14	to	to	PART
ajpdis-1597	424	15	provide	provide	VERB
ajpdis-1597	424	16	people	people	NOUN
ajpdis-1597	424	17	with	with	ADP
ajpdis-1597	424	18	services	service	NOUN
ajpdis-1597	424	19	with	with	ADP
ajpdis-1597	424	20	dynamism	dynamism	NOUN
ajpdis-1597	424	21	and	and	CCONJ
ajpdis-1597	424	22	datadriven	datadriven	ADJ
ajpdis-1597	424	23	insights	insight	NOUN
ajpdis-1597	424	24	.	.	PUNCT
ajpdis-1597	425	1	d.	d.	PROPN
ajpdis-1597	425	2	geographic	geographic	ADJ
ajpdis-1597	425	3	disparities	disparity	NOUN
ajpdis-1597	425	4	and	and	CCONJ
ajpdis-1597	425	5	spatial	spatial	ADJ
ajpdis-1597	425	6	service	service	NOUN
ajpdis-1597	425	7	demand	demand	VERB
ajpdis-1597	425	8	the	the	DET
ajpdis-1597	425	9	heatmap	heatmap	NOUN
ajpdis-1597	425	10	of	of	ADP
ajpdis-1597	425	11	complaints	complaint	NOUN
ajpdis-1597	425	12	by	by	ADP
ajpdis-1597	425	13	zip	zip	NOUN
ajpdis-1597	425	14	code	code	NOUN
ajpdis-1597	425	15	demonstrated	demonstrate	VERB
ajpdis-1597	425	16	that	that	SCONJ
ajpdis-1597	425	17	there	there	PRON
ajpdis-1597	425	18	was	be	VERB
ajpdis-1597	425	19	a	a	DET
ajpdis-1597	425	20	significant	significant	ADJ
ajpdis-1597	425	21	level	level	NOUN
ajpdis-1597	425	22	of	of	ADP
ajpdis-1597	425	23	geographic	geographic	ADJ
ajpdis-1597	425	24	inequality	inequality	NOUN
ajpdis-1597	425	25	in	in	ADP
ajpdis-1597	425	26	the	the	DET
ajpdis-1597	425	27	demand	demand	NOUN
ajpdis-1597	425	28	of	of	ADP
ajpdis-1597	425	29	the	the	DET
ajpdis-1597	425	30	services	service	NOUN
ajpdis-1597	425	31	which	which	PRON
ajpdis-1597	425	32	meant	mean	VERB
ajpdis-1597	425	33	that	that	SCONJ
ajpdis-1597	425	34	some	some	DET
ajpdis-1597	425	35	neighborhoods	neighborhood	NOUN
ajpdis-1597	425	36	report	report	VERB
ajpdis-1597	425	37	more	more	ADJ
ajpdis-1597	425	38	incidents	incident	NOUN
ajpdis-1597	425	39	on	on	ADP
ajpdis-1597	425	40	a	a	DET
ajpdis-1597	425	41	regular	regular	ADJ
ajpdis-1597	425	42	basis	basis	NOUN
ajpdis-1597	426	1	[	[	X
ajpdis-1597	426	2	49	49	NUM
ajpdis-1597	426	3	]	]	PUNCT
ajpdis-1597	426	4	.	.	PUNCT
ajpdis-1597	427	1	hotspots	hotspot	NOUN
ajpdis-1597	427	2	became	become	VERB
ajpdis-1597	427	3	apparent	apparent	ADJ
ajpdis-1597	427	4	in	in	ADP
ajpdis-1597	427	5	high	high	ADJ
ajpdis-1597	427	6	-	-	PUNCT
ajpdis-1597	427	7	density	density	NOUN
ajpdis-1597	427	8	regions	region	NOUN
ajpdis-1597	427	9	,	,	PUNCT
ajpdis-1597	427	10	commercial	commercial	ADJ
ajpdis-1597	427	11	areas	area	NOUN
ajpdis-1597	427	12	,	,	PUNCT
ajpdis-1597	427	13	and	and	CCONJ
ajpdis-1597	427	14	in	in	ADP
ajpdis-1597	427	15	socioeconomically	socioeconomically	ADV
ajpdis-1597	427	16	vulnerable	vulnerable	ADJ
ajpdis-1597	427	17	areas	area	NOUN
ajpdis-1597	427	18	.	.	PUNCT
ajpdis-1597	428	1	these	these	DET
ajpdis-1597	428	2	geographic	geographic	ADJ
ajpdis-1597	428	3	trends	trend	NOUN
ajpdis-1597	428	4	are	be	AUX
ajpdis-1597	428	5	indicators	indicator	NOUN
ajpdis-1597	428	6	of	of	ADP
ajpdis-1597	428	7	variation	variation	NOUN
ajpdis-1597	428	8	in	in	ADP
ajpdis-1597	428	9	population	population	NOUN
ajpdis-1597	428	10	density	density	NOUN
ajpdis-1597	428	11	,	,	PUNCT
ajpdis-1597	428	12	enforcement	enforcement	NOUN
ajpdis-1597	428	13	,	,	PUNCT
ajpdis-1597	428	14	quality	quality	NOUN
ajpdis-1597	428	15	-	-	PUNCT
ajpdis-1597	428	16	of	of	ADP
ajpdis-1597	428	17	-	-	PUNCT
ajpdis-1597	428	18	life	life	NOUN
ajpdis-1597	428	19	,	,	PUNCT
ajpdis-1597	428	20	and	and	CCONJ
ajpdis-1597	428	21	local	local	ADJ
ajpdis-1597	428	22	infrastructure	infrastructure	NOUN
ajpdis-1597	428	23	issues	issue	NOUN
ajpdis-1597	428	24	.	.	PUNCT
ajpdis-1597	429	1	it	it	PRON
ajpdis-1597	429	2	is	be	AUX
ajpdis-1597	429	3	important	important	ADJ
ajpdis-1597	429	4	to	to	PART
ajpdis-1597	429	5	find	find	VERB
ajpdis-1597	429	6	spatial	spatial	ADJ
ajpdis-1597	429	7	differences	difference	NOUN
ajpdis-1597	429	8	to	to	PART
ajpdis-1597	429	9	be	be	AUX
ajpdis-1597	429	10	able	able	ADJ
ajpdis-1597	429	11	to	to	PART
ajpdis-1597	429	12	distribute	distribute	VERB
ajpdis-1597	429	13	the	the	DET
ajpdis-1597	429	14	public	public	ADJ
ajpdis-1597	429	15	services	service	NOUN
ajpdis-1597	429	16	fairly	fairly	ADV
ajpdis-1597	429	17	.	.	PUNCT
ajpdis-1597	430	1	predictive	predictive	ADJ
ajpdis-1597	430	2	analytics	analytic	NOUN
ajpdis-1597	430	3	expands	expand	VERB
ajpdis-1597	430	4	on	on	ADP
ajpdis-1597	430	5	this	this	DET
ajpdis-1597	430	6	spatial	spatial	ADJ
ajpdis-1597	430	7	knowledge	knowledge	NOUN
ajpdis-1597	430	8	by	by	ADP
ajpdis-1597	430	9	supporting	support	VERB
ajpdis-1597	430	10	geospatial	geospatial	ADJ
ajpdis-1597	430	11	forecasting	forecasting	NOUN
ajpdis-1597	430	12	models	model	NOUN
ajpdis-1597	430	13	that	that	PRON
ajpdis-1597	430	14	are	be	AUX
ajpdis-1597	430	15	able	able	ADJ
ajpdis-1597	430	16	to	to	PART
ajpdis-1597	430	17	forecast	forecast	VERB
ajpdis-1597	430	18	occurrences	occurrence	NOUN
ajpdis-1597	430	19	of	of	ADP
ajpdis-1597	430	20	future	future	ADJ
ajpdis-1597	430	21	complaint	complaint	NOUN
ajpdis-1597	430	22	surges	surge	VERB
ajpdis-1597	430	23	with	with	ADP
ajpdis-1597	430	24	reference	reference	NOUN
ajpdis-1597	430	25	to	to	ADP
ajpdis-1597	430	26	historical	historical	ADJ
ajpdis-1597	430	27	data	datum	NOUN
ajpdis-1597	430	28	and	and	CCONJ
ajpdis-1597	430	29	neighborhood	neighborhood	NOUN
ajpdis-1597	430	30	features	feature	NOUN
ajpdis-1597	430	31	.	.	PUNCT
ajpdis-1597	431	1	such	such	ADJ
ajpdis-1597	431	2	predictions	prediction	NOUN
ajpdis-1597	431	3	assist	assist	VERB
ajpdis-1597	431	4	the	the	DET
ajpdis-1597	431	5	agencies	agency	NOUN
ajpdis-1597	431	6	in	in	ADP
ajpdis-1597	431	7	assigning	assign	VERB
ajpdis-1597	431	8	resources	resource	NOUN
ajpdis-1597	431	9	where	where	SCONJ
ajpdis-1597	431	10	they	they	PRON
ajpdis-1597	431	11	are	be	AUX
ajpdis-1597	431	12	most	most	ADV
ajpdis-1597	431	13	required	require	VERB
ajpdis-1597	431	14	,	,	PUNCT
ajpdis-1597	431	15	cutting	cut	VERB
ajpdis-1597	431	16	down	down	ADP
ajpdis-1597	431	17	on	on	ADP
ajpdis-1597	431	18	the	the	DET
ajpdis-1597	431	19	delays	delay	NOUN
ajpdis-1597	431	20	in	in	ADP
ajpdis-1597	431	21	delivering	deliver	VERB
ajpdis-1597	431	22	services	service	NOUN
ajpdis-1597	431	23	and	and	CCONJ
ajpdis-1597	431	24	enhancing	enhance	VERB
ajpdis-1597	431	25	the	the	DET
ajpdis-1597	431	26	satisfaction	satisfaction	NOUN
ajpdis-1597	431	27	of	of	ADP
ajpdis-1597	431	28	the	the	DET
ajpdis-1597	431	29	populace	populace	NOUN
ajpdis-1597	431	30	.	.	PUNCT
ajpdis-1597	432	1	as	as	ADP
ajpdis-1597	432	2	an	an	DET
ajpdis-1597	432	3	illustration	illustration	NOUN
ajpdis-1597	432	4	,	,	PUNCT
ajpdis-1597	432	5	areas	area	NOUN
ajpdis-1597	432	6	where	where	SCONJ
ajpdis-1597	432	7	many	many	ADJ
ajpdis-1597	432	8	noise	noise	NOUN
ajpdis-1597	432	9	violations	violation	NOUN
ajpdis-1597	432	10	are	be	AUX
ajpdis-1597	432	11	detected	detect	VERB
ajpdis-1597	432	12	can	can	AUX
ajpdis-1597	432	13	be	be	AUX
ajpdis-1597	432	14	targeted	target	VERB
ajpdis-1597	432	15	by	by	ADP
ajpdis-1597	432	16	introducing	introduce	VERB
ajpdis-1597	432	17	enforcement	enforcement	NOUN
ajpdis-1597	432	18	or	or	CCONJ
ajpdis-1597	432	19	community	community	NOUN
ajpdis-1597	432	20	outreach	outreach	NOUN
ajpdis-1597	432	21	activities	activity	NOUN
ajpdis-1597	432	22	,	,	PUNCT
ajpdis-1597	432	23	whereas	whereas	SCONJ
ajpdis-1597	432	24	geographic	geographic	ADJ
ajpdis-1597	432	25	areas	area	NOUN
ajpdis-1597	432	26	with	with	ADP
ajpdis-1597	432	27	frequent	frequent	ADJ
ajpdis-1597	432	28	infrastructure	infrastructure	NOUN
ajpdis-1597	432	29	breakdowns	breakdown	NOUN
ajpdis-1597	432	30	might	might	AUX
ajpdis-1597	432	31	need	need	VERB
ajpdis-1597	432	32	a	a	DET
ajpdis-1597	432	33	long	long	ADJ
ajpdis-1597	432	34	-	-	PUNCT
ajpdis-1597	432	35	term	term	NOUN
ajpdis-1597	432	36	capital	capital	NOUN
ajpdis-1597	432	37	investment	investment	NOUN
ajpdis-1597	432	38	.	.	PUNCT
ajpdis-1597	433	1	systemic	systemic	ADJ
ajpdis-1597	433	2	inequalities	inequality	NOUN
ajpdis-1597	433	3	also	also	ADV
ajpdis-1597	433	4	can	can	AUX
ajpdis-1597	433	5	be	be	AUX
ajpdis-1597	433	6	seen	see	VERB
ajpdis-1597	433	7	through	through	ADP
ajpdis-1597	433	8	geographic	geographic	ADJ
ajpdis-1597	433	9	analysis	analysis	NOUN
ajpdis-1597	433	10	.	.	PUNCT
ajpdis-1597	434	1	the	the	DET
ajpdis-1597	434	2	concentration	concentration	NOUN
ajpdis-1597	434	3	of	of	ADP
ajpdis-1597	434	4	complaints	complaint	NOUN
ajpdis-1597	434	5	within	within	ADP
ajpdis-1597	434	6	certain	certain	ADJ
ajpdis-1597	434	7	zip	zip	NOUN
ajpdis-1597	434	8	codes	code	NOUN
ajpdis-1597	434	9	could	could	AUX
ajpdis-1597	434	10	indicate	indicate	VERB
ajpdis-1597	434	11	the	the	DET
ajpdis-1597	434	12	presence	presence	NOUN
ajpdis-1597	434	13	of	of	ADP
ajpdis-1597	434	14	other	other	ADJ
ajpdis-1597	434	15	issues	issue	NOUN
ajpdis-1597	434	16	like	like	ADP
ajpdis-1597	434	17	the	the	DET
ajpdis-1597	434	18	aging	age	VERB
ajpdis-1597	434	19	infrastructure	infrastructure	NOUN
ajpdis-1597	434	20	,	,	PUNCT
ajpdis-1597	434	21	insufficient	insufficient	ADJ
ajpdis-1597	434	22	enforcement	enforcement	NOUN
ajpdis-1597	434	23	,	,	PUNCT
ajpdis-1597	434	24	or	or	CCONJ
ajpdis-1597	434	25	the	the	DET
ajpdis-1597	434	26	presence	presence	NOUN
ajpdis-1597	434	27	of	of	ADP
ajpdis-1597	434	28	socioeconomic	socioeconomic	ADJ
ajpdis-1597	434	29	differences	difference	NOUN
ajpdis-1597	434	30	that	that	PRON
ajpdis-1597	434	31	affect	affect	VERB
ajpdis-1597	434	32	the	the	DET
ajpdis-1597	434	33	quality	quality	NOUN
ajpdis-1597	434	34	of	of	ADP
ajpdis-1597	434	35	the	the	DET
ajpdis-1597	434	36	services	service	NOUN
ajpdis-1597	434	37	[	[	X
ajpdis-1597	434	38	50	50	NUM
ajpdis-1597	434	39	]	]	PUNCT
ajpdis-1597	434	40	.	.	PUNCT
ajpdis-1597	435	1	these	these	DET
ajpdis-1597	435	2	patterns	pattern	NOUN
ajpdis-1597	435	3	can	can	AUX
ajpdis-1597	435	4	enable	enable	VERB
ajpdis-1597	435	5	policymakers	policymaker	NOUN
ajpdis-1597	435	6	to	to	PART
ajpdis-1597	435	7	not	not	PART
ajpdis-1597	435	8	only	only	ADV
ajpdis-1597	435	9	eliminate	eliminate	VERB
ajpdis-1597	435	10	operational	operational	ADJ
ajpdis-1597	435	11	inefficiencies	inefficiency	NOUN
ajpdis-1597	435	12	but	but	CCONJ
ajpdis-1597	435	13	also	also	ADV
ajpdis-1597	435	14	resolve	resolve	VERB
ajpdis-1597	435	15	the	the	DET
ajpdis-1597	435	16	more	more	ADV
ajpdis-1597	435	17	critical	critical	ADJ
ajpdis-1597	435	18	policy	policy	NOUN
ajpdis-1597	435	19	issues	issue	NOUN
ajpdis-1597	435	20	in	in	ADP
ajpdis-1597	435	21	regard	regard	NOUN
ajpdis-1597	435	22	to	to	ADP
ajpdis-1597	435	23	city	city	NOUN
ajpdis-1597	435	24	equity	equity	NOUN
ajpdis-1597	435	25	and	and	CCONJ
ajpdis-1597	435	26	social	social	ADJ
ajpdis-1597	435	27	justice	justice	NOUN
ajpdis-1597	435	28	.	.	PUNCT
ajpdis-1597	436	1	the	the	DET
ajpdis-1597	436	2	cross	cross	ADJ
ajpdis-1597	436	3	-	-	ADJ
ajpdis-1597	436	4	agency	agency	ADJ
ajpdis-1597	436	5	coordination	coordination	NOUN
ajpdis-1597	436	6	is	be	AUX
ajpdis-1597	436	7	also	also	ADV
ajpdis-1597	436	8	supported	support	VERB
ajpdis-1597	436	9	by	by	ADP
ajpdis-1597	436	10	spatial	spatial	ADJ
ajpdis-1597	436	11	trends	trend	NOUN
ajpdis-1597	436	12	.	.	PUNCT
ajpdis-1597	437	1	this	this	DET
ajpdis-1597	437	2	information	information	NOUN
ajpdis-1597	437	3	can	can	AUX
ajpdis-1597	437	4	be	be	AUX
ajpdis-1597	437	5	used	use	VERB
ajpdis-1597	437	6	to	to	PART
ajpdis-1597	437	7	carry	carry	VERB
ajpdis-1597	437	8	out	out	ADP
ajpdis-1597	437	9	joint	joint	ADJ
ajpdis-1597	437	10	interventions	intervention	NOUN
ajpdis-1597	437	11	in	in	ADP
ajpdis-1597	437	12	the	the	DET
ajpdis-1597	437	13	hotspots	hotspot	NOUN
ajpdis-1597	437	14	areas	area	NOUN
ajpdis-1597	437	15	by	by	ADP
ajpdis-1597	437	16	police	police	NOUN
ajpdis-1597	437	17	departments	department	NOUN
ajpdis-1597	437	18	,	,	PUNCT
ajpdis-1597	437	19	sanitation	sanitation	NOUN
ajpdis-1597	437	20	units	unit	NOUN
ajpdis-1597	437	21	,	,	PUNCT
ajpdis-1597	437	22	transportation	transportation	NOUN
ajpdis-1597	437	23	authorities	authority	NOUN
ajpdis-1597	437	24	,	,	PUNCT
ajpdis-1597	437	25	and	and	CCONJ
ajpdis-1597	437	26	housing	housing	NOUN
ajpdis-1597	437	27	agencies	agency	NOUN
ajpdis-1597	437	28	.	.	PUNCT
ajpdis-1597	438	1	predictive	predictive	ADJ
ajpdis-1597	438	2	heatmaps	heatmap	NOUN
ajpdis-1597	438	3	allow	allow	VERB
ajpdis-1597	438	4	the	the	DET
ajpdis-1597	438	5	deployment	deployment	NOUN
ajpdis-1597	438	6	of	of	ADP
ajpdis-1597	438	7	resources	resource	NOUN
ajpdis-1597	438	8	in	in	ADP
ajpdis-1597	438	9	a	a	DET
ajpdis-1597	438	10	dynamic	dynamic	ADJ
ajpdis-1597	438	11	way	way	NOUN
ajpdis-1597	438	12	,	,	PUNCT
ajpdis-1597	438	13	with	with	ADP
ajpdis-1597	438	14	proactive	proactive	ADJ
ajpdis-1597	438	15	assignment	assignment	NOUN
ajpdis-1597	438	16	of	of	ADP
ajpdis-1597	438	17	staff	staff	NOUN
ajpdis-1597	438	18	and	and	CCONJ
ajpdis-1597	438	19	patrols	patrol	NOUN
ajpdis-1597	438	20	being	be	AUX
ajpdis-1597	438	21	made	make	VERB
ajpdis-1597	438	22	based	base	VERB
ajpdis-1597	438	23	on	on	ADP
ajpdis-1597	438	24	the	the	DET
ajpdis-1597	438	25	activity	activity	NOUN
ajpdis-1597	438	26	forecasts	forecast	NOUN
ajpdis-1597	438	27	,	,	PUNCT
ajpdis-1597	438	28	as	as	SCONJ
ajpdis-1597	438	29	opposed	oppose	VERB
ajpdis-1597	438	30	to	to	ADP
ajpdis-1597	438	31	fixed	fix	VERB
ajpdis-1597	438	32	schedules	schedule	NOUN
ajpdis-1597	438	33	.	.	PUNCT
ajpdis-1597	439	1	there	there	PRON
ajpdis-1597	439	2	is	be	VERB
ajpdis-1597	439	3	the	the	DET
ajpdis-1597	439	4	geographic	geographic	ADJ
ajpdis-1597	439	5	analysis	analysis	NOUN
ajpdis-1597	439	6	that	that	PRON
ajpdis-1597	439	7	focuses	focus	VERB
ajpdis-1597	439	8	on	on	ADP
ajpdis-1597	439	9	the	the	DET
ajpdis-1597	439	10	significance	significance	NOUN
ajpdis-1597	439	11	of	of	ADP
ajpdis-1597	439	12	localized	localized	ADJ
ajpdis-1597	439	13	governance	governance	NOUN
ajpdis-1597	439	14	.	.	PUNCT
ajpdis-1597	440	1	knowing	know	VERB
ajpdis-1597	440	2	the	the	DET
ajpdis-1597	440	3	locality	locality	NOUN
ajpdis-1597	440	4	of	of	ADP
ajpdis-1597	440	5	the	the	DET
ajpdis-1597	440	6	most	most	ADV
ajpdis-1597	440	7	common	common	ADJ
ajpdis-1597	440	8	problems	problem	NOUN
ajpdis-1597	440	9	in	in	ADP
ajpdis-1597	440	10	a	a	DET
ajpdis-1597	440	11	population	population	NOUN
ajpdis-1597	440	12	enables	enable	VERB
ajpdis-1597	440	13	addressing	address	VERB
ajpdis-1597	440	14	them	they	PRON
ajpdis-1597	440	15	focused	focused	ADJ
ajpdis-1597	440	16	,	,	PUNCT
ajpdis-1597	440	17	having	have	VERB
ajpdis-1597	440	18	more	more	ADV
ajpdis-1597	440	19	intelligent	intelligent	ADJ
ajpdis-1597	440	20	budgets	budget	NOUN
ajpdis-1597	440	21	,	,	PUNCT
ajpdis-1597	440	22	and	and	CCONJ
ajpdis-1597	440	23	interventions	intervention	NOUN
ajpdis-1597	440	24	based	base	VERB
ajpdis-1597	440	25	on	on	ADP
ajpdis-1597	440	26	the	the	DET
ajpdis-1597	440	27	communities	community	NOUN
ajpdis-1597	440	28	.	.	PUNCT
ajpdis-1597	441	1	spatial	spatial	ADJ
ajpdis-1597	441	2	predictive	predictive	ADJ
ajpdis-1597	441	3	analytics	analytic	NOUN
ajpdis-1597	441	4	therefore	therefore	ADV
ajpdis-1597	441	5	enhances	enhance	VERB
ajpdis-1597	441	6	the	the	DET
ajpdis-1597	441	7	capacity	capacity	NOUN
ajpdis-1597	441	8	of	of	ADP
ajpdis-1597	441	9	the	the	DET
ajpdis-1597	441	10	policymakers	policymaker	NOUN
ajpdis-1597	441	11	to	to	PART
ajpdis-1597	441	12	facilitate	facilitate	VERB
ajpdis-1597	441	13	fair	fair	ADJ
ajpdis-1597	441	14	and	and	CCONJ
ajpdis-1597	441	15	effective	effective	ADJ
ajpdis-1597	441	16	delivery	delivery	NOUN
ajpdis-1597	441	17	of	of	ADP
ajpdis-1597	441	18	social	social	ADJ
ajpdis-1597	441	19	services	service	NOUN
ajpdis-1597	441	20	within	within	ADP
ajpdis-1597	441	21	the	the	DET
ajpdis-1597	441	22	various	various	ADJ
ajpdis-1597	441	23	urban	urban	ADJ
ajpdis-1597	441	24	contexts	contexts	NOUN
ajpdis-1597	441	25	.	.	PUNCT
ajpdis-1597	442	1	e.	e.	PROPN
ajpdis-1597	442	2	machine	machine	PROPN
ajpdis-1597	442	3	learning	learning	PROPN
ajpdis-1597	442	4	model	model	NOUN
ajpdis-1597	442	5	evaluation	evaluation	NOUN
ajpdis-1597	442	6	and	and	CCONJ
ajpdis-1597	442	7	implications	implication	NOUN
ajpdis-1597	442	8	the	the	DET
ajpdis-1597	442	9	support	support	NOUN
ajpdis-1597	442	10	vector	vector	NOUN
ajpdis-1597	442	11	machine	machine	NOUN
ajpdis-1597	442	12	(	(	PUNCT
ajpdis-1597	442	13	svm	svm	PROPN
ajpdis-1597	442	14	)	)	PUNCT
ajpdis-1597	442	15	model	model	NOUN
ajpdis-1597	442	16	of	of	ADP
ajpdis-1597	442	17	classification	classification	NOUN
ajpdis-1597	442	18	was	be	AUX
ajpdis-1597	442	19	used	use	VERB
ajpdis-1597	442	20	to	to	PART
ajpdis-1597	442	21	determine	determine	VERB
ajpdis-1597	442	22	whether	whether	SCONJ
ajpdis-1597	442	23	service	service	NOUN
ajpdis-1597	442	24	requests	request	NOUN
ajpdis-1597	442	25	were	be	AUX
ajpdis-1597	442	26	going	go	VERB
ajpdis-1597	442	27	to	to	PART
ajpdis-1597	442	28	be	be	AUX
ajpdis-1597	442	29	short	short	ADJ
ajpdis-1597	442	30	,	,	PUNCT
ajpdis-1597	442	31	medium	medium	ADJ
ajpdis-1597	442	32	,	,	PUNCT
ajpdis-1597	442	33	and	and	CCONJ
ajpdis-1597	442	34	long	long	ADJ
ajpdis-1597	442	35	closing	closing	NOUN
ajpdis-1597	442	36	-	-	PUNCT
ajpdis-1597	442	37	time	time	NOUN
ajpdis-1597	442	38	requests	request	NOUN
ajpdis-1597	442	39	[	[	X
ajpdis-1597	442	40	50	50	NUM
ajpdis-1597	442	41	]	]	PUNCT
ajpdis-1597	442	42	.	.	PUNCT
ajpdis-1597	443	1	the	the	DET
ajpdis-1597	443	2	performance	performance	NOUN
ajpdis-1597	443	3	as	as	SCONJ
ajpdis-1597	443	4	indicated	indicate	VERB
ajpdis-1597	443	5	in	in	ADP
ajpdis-1597	443	6	the	the	DET
ajpdis-1597	443	7	confusion	confusion	NOUN
ajpdis-1597	443	8	matrix	matrix	NOUN
ajpdis-1597	443	9	was	be	AUX
ajpdis-1597	443	10	moderate	moderate	ADJ
ajpdis-1597	443	11	with	with	ADP
ajpdis-1597	443	12	the	the	DET
ajpdis-1597	443	13	model	model	NOUN
ajpdis-1597	443	14	being	be	AUX
ajpdis-1597	443	15	more	more	ADV
ajpdis-1597	443	16	accurate	accurate	ADJ
ajpdis-1597	443	17	when	when	SCONJ
ajpdis-1597	443	18	predicting	predict	VERB
ajpdis-1597	443	19	short	short	ADJ
ajpdis-1597	443	20	duration	duration	NOUN
ajpdis-1597	443	21	cases	case	NOUN
ajpdis-1597	443	22	but	but	CCONJ
ajpdis-1597	443	23	with	with	ADP
ajpdis-1597	443	24	the	the	DET
ajpdis-1597	443	25	difficulty	difficulty	NOUN
ajpdis-1597	443	26	in	in	ADP
ajpdis-1597	443	27	distinguishing	distinguish	VERB
ajpdis-1597	443	28	between	between	ADP
ajpdis-1597	443	29	medium	medium	NOUN
ajpdis-1597	443	30	and	and	CCONJ
ajpdis-1597	443	31	long	long	ADJ
ajpdis-1597	443	32	.	.	PUNCT
ajpdis-1597	444	1	this	this	DET
ajpdis-1597	444	2	finding	finding	NOUN
ajpdis-1597	444	3	highlights	highlight	VERB
ajpdis-1597	444	4	the	the	DET
ajpdis-1597	444	5	pitfalls	pitfall	NOUN
ajpdis-1597	444	6	that	that	PRON
ajpdis-1597	444	7	are	be	AUX
ajpdis-1597	444	8	usually	usually	ADV
ajpdis-1597	444	9	present	present	ADJ
ajpdis-1597	444	10	in	in	ADP
ajpdis-1597	444	11	datasets	dataset	NOUN
ajpdis-1597	444	12	of	of	ADP
ajpdis-1597	444	13	the	the	DET
ajpdis-1597	444	14	public	public	ADJ
ajpdis-1597	444	15	service	service	NOUN
ajpdis-1597	444	16	:	:	PUNCT
ajpdis-1597	444	17	overlapping	overlap	VERB
ajpdis-1597	444	18	tendency	tendency	NOUN
ajpdis-1597	444	19	,	,	PUNCT
ajpdis-1597	444	20	the	the	DET
ajpdis-1597	444	21	lack	lack	NOUN
ajpdis-1597	444	22	of	of	ADP
ajpdis-1597	444	23	distinctive	distinctive	ADJ
ajpdis-1597	444	24	features	feature	NOUN
ajpdis-1597	444	25	,	,	PUNCT
ajpdis-1597	444	26	and	and	CCONJ
ajpdis-1597	444	27	the	the	DET
ajpdis-1597	444	28	fact	fact	NOUN
ajpdis-1597	444	29	that	that	SCONJ
ajpdis-1597	444	30	government	government	NOUN
ajpdis-1597	444	31	processes	process	NOUN
ajpdis-1597	444	32	are	be	AUX
ajpdis-1597	444	33	always	always	ADV
ajpdis-1597	444	34	variable	variable	ADJ
ajpdis-1597	444	35	.	.	PUNCT
ajpdis-1597	445	1	regardless	regardless	ADV
ajpdis-1597	445	2	of	of	ADP
ajpdis-1597	445	3	such	such	ADJ
ajpdis-1597	445	4	constraints	constraint	NOUN
ajpdis-1597	445	5	,	,	PUNCT
ajpdis-1597	445	6	the	the	DET
ajpdis-1597	445	7	model	model	NOUN
ajpdis-1597	445	8	points	point	VERB
ajpdis-1597	445	9	to	to	ADP
ajpdis-1597	445	10	the	the	DET
ajpdis-1597	445	11	opportunities	opportunity	NOUN
ajpdis-1597	445	12	of	of	ADP
ajpdis-1597	445	13	machine	machine	NOUN
ajpdis-1597	445	14	learning	learning	NOUN
ajpdis-1597	445	15	that	that	PRON
ajpdis-1597	445	16	can	can	AUX
ajpdis-1597	445	17	be	be	AUX
ajpdis-1597	445	18	employed	employ	VERB
ajpdis-1597	445	19	to	to	PART
ajpdis-1597	445	20	manage	manage	VERB
ajpdis-1597	445	21	the	the	DET
ajpdis-1597	445	22	services	service	NOUN
ajpdis-1597	445	23	more	more	ADV
ajpdis-1597	445	24	efficiently	efficiently	ADV
ajpdis-1597	445	25	.	.	PUNCT
ajpdis-1597	446	1	as	as	ADP
ajpdis-1597	446	2	more	more	ADJ
ajpdis-1597	446	3	features	feature	NOUN
ajpdis-1597	446	4	are	be	AUX
ajpdis-1597	446	5	included	include	VERB
ajpdis-1597	446	6	such	such	ADJ
ajpdis-1597	446	7	as	as	ADP
ajpdis-1597	446	8	agency	agency	NOUN
ajpdis-1597	446	9	workload	workload	NOUN
ajpdis-1597	446	10	,	,	PUNCT
ajpdis-1597	446	11	time	time	NOUN
ajpdis-1597	446	12	-	-	PUNCT
ajpdis-1597	446	13	of	of	ADP
ajpdis-1597	446	14	-	-	PUNCT
ajpdis-1597	446	15	day	day	NOUN
ajpdis-1597	446	16	indicators	indicator	NOUN
ajpdis-1597	446	17	,	,	PUNCT
ajpdis-1597	446	18	staffing	staffing	NOUN
ajpdis-1597	446	19	levels	level	NOUN
ajpdis-1597	446	20	or	or	CCONJ
ajpdis-1597	446	21	weather	weather	NOUN
ajpdis-1597	446	22	conditions	condition	NOUN
ajpdis-1597	446	23	model	model	NOUN
ajpdis-1597	446	24	accuracy	accuracy	NOUN
ajpdis-1597	446	25	may	may	AUX
ajpdis-1597	446	26	be	be	AUX
ajpdis-1597	446	27	highly	highly	ADV
ajpdis-1597	446	28	enhanced	enhance	VERB
ajpdis-1597	446	29	.	.	PUNCT
ajpdis-1597	447	1	improved	improved	ADJ
ajpdis-1597	447	2	prediction	prediction	NOUN
ajpdis-1597	447	3	will	will	AUX
ajpdis-1597	447	4	assist	assist	VERB
ajpdis-1597	447	5	the	the	DET
ajpdis-1597	447	6	agencies	agency	NOUN
ajpdis-1597	447	7	to	to	PART
ajpdis-1597	447	8	predict	predict	VERB
ajpdis-1597	447	9	which	which	DET
ajpdis-1597	447	10	requests	request	NOUN
ajpdis-1597	447	11	are	be	AUX
ajpdis-1597	447	12	most	most	ADV
ajpdis-1597	447	13	likely	likely	ADJ
ajpdis-1597	447	14	to	to	PART
ajpdis-1597	447	15	be	be	AUX
ajpdis-1597	447	16	delayed	delay	VERB
ajpdis-1597	447	17	so	so	SCONJ
ajpdis-1597	447	18	that	that	SCONJ
ajpdis-1597	447	19	they	they	PRON
ajpdis-1597	447	20	will	will	AUX
ajpdis-1597	447	21	be	be	AUX
ajpdis-1597	447	22	able	able	ADJ
ajpdis-1597	447	23	to	to	PART
ajpdis-1597	447	24	preemptively	preemptively	ADV
ajpdis-1597	447	25	assign	assign	VERB
ajpdis-1597	447	26	resources	resource	NOUN
ajpdis-1597	447	27	and	and	CCONJ
ajpdis-1597	447	28	prioritize	prioritize	VERB
ajpdis-1597	447	29	them	they	PRON
ajpdis-1597	447	30	.	.	PUNCT
ajpdis-1597	448	1	valuable	valuable	ADJ
ajpdis-1597	448	2	operational	operational	ADJ
ajpdis-1597	448	3	insights	insight	NOUN
ajpdis-1597	448	4	are	be	AUX
ajpdis-1597	448	5	obtained	obtain	VERB
ajpdis-1597	448	6	through	through	ADP
ajpdis-1597	448	7	model	model	NOUN
ajpdis-1597	448	8	interpretation	interpretation	NOUN
ajpdis-1597	448	9	[	[	X
ajpdis-1597	448	10	51	51	NUM
ajpdis-1597	448	11	]	]	PUNCT
ajpdis-1597	448	12	.	.	PUNCT
ajpdis-1597	449	1	misclassification	misclassification	NOUN
ajpdis-1597	449	2	patterns	pattern	NOUN
ajpdis-1597	449	3	allow	allow	VERB
ajpdis-1597	449	4	seeing	see	VERB
ajpdis-1597	449	5	where	where	SCONJ
ajpdis-1597	449	6	more	more	ADJ
ajpdis-1597	449	7	data	datum	NOUN
ajpdis-1597	449	8	can	can	AUX
ajpdis-1597	449	9	be	be	AUX
ajpdis-1597	449	10	collected	collect	VERB
ajpdis-1597	449	11	or	or	CCONJ
ajpdis-1597	449	12	the	the	DET
ajpdis-1597	449	13	process	process	NOUN
ajpdis-1597	449	14	standardized	standardize	VERB
ajpdis-1597	449	15	.	.	PUNCT
ajpdis-1597	450	1	as	as	ADP
ajpdis-1597	450	2	an	an	DET
ajpdis-1597	450	3	example	example	NOUN
ajpdis-1597	450	4	,	,	PUNCT
ajpdis-1597	450	5	the	the	DET
ajpdis-1597	450	6	fact	fact	NOUN
ajpdis-1597	450	7	that	that	SCONJ
ajpdis-1597	450	8	the	the	DET
ajpdis-1597	450	9	resolution	resolution	NOUN
ajpdis-1597	450	10	time	time	NOUN
ajpdis-1597	450	11	on	on	ADP
ajpdis-1597	450	12	some	some	DET
ajpdis-1597	450	13	types	type	NOUN
ajpdis-1597	450	14	of	of	ADP
ajpdis-1597	450	15	complaints	complaint	NOUN
ajpdis-1597	450	16	is	be	AUX
ajpdis-1597	450	17	similar	similar	ADJ
ajpdis-1597	450	18	could	could	AUX
ajpdis-1597	450	19	indicate	indicate	VERB
ajpdis-1597	450	20	inconsistent	inconsistent	ADJ
ajpdis-1597	450	21	prioritization	prioritization	NOUN
ajpdis-1597	450	22	processes	process	NOUN
ajpdis-1597	450	23	and	and	CCONJ
ajpdis-1597	450	24	not	not	PART
ajpdis-1597	450	25	actual	actual	ADJ
ajpdis-1597	450	26	service	service	NOUN
ajpdis-1597	450	27	similarities	similarity	NOUN
ajpdis-1597	450	28	.	.	PUNCT
ajpdis-1597	451	1	outputs	output	NOUN
ajpdis-1597	451	2	of	of	ADP
ajpdis-1597	451	3	predictive	predictive	ADJ
ajpdis-1597	451	4	models	model	NOUN
ajpdis-1597	451	5	can	can	AUX
ajpdis-1597	451	6	thus	thus	ADV
ajpdis-1597	451	7	guide	guide	VERB
ajpdis-1597	451	8	managers	manager	NOUN
ajpdis-1597	451	9	on	on	ADP
ajpdis-1597	451	10	systemic	systemic	ADJ
ajpdis-1597	451	11	problems	problem	NOUN
ajpdis-1597	451	12	that	that	PRON
ajpdis-1597	451	13	need	need	VERB
ajpdis-1597	451	14	an	an	DET
ajpdis-1597	451	15	administrative	administrative	ADJ
ajpdis-1597	451	16	or	or	CCONJ
ajpdis-1597	451	17	procedural	procedural	ADJ
ajpdis-1597	451	18	intervention	intervention	NOUN
ajpdis-1597	451	19	.	.	PUNCT
ajpdis-1597	452	1	191	191	NUM
ajpdis-1597	452	2	journal	journal	NOUN
ajpdis-1597	452	3	of	of	ADP
ajpdis-1597	452	4	public	public	ADJ
ajpdis-1597	452	5	diplomacy	diplomacy	NOUN
ajpdis-1597	452	6	and	and	CCONJ
ajpdis-1597	452	7	international	international	ADJ
ajpdis-1597	452	8	studies	study	NOUN
ajpdis-1597	452	9	www	www	PROPN
ajpdis-1597	452	10	.	.	PUNCT
ajpdis-1597	453	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	453	2	considering	consider	VERB
ajpdis-1597	453	3	a	a	DET
ajpdis-1597	453	4	policy	policy	NOUN
ajpdis-1597	453	5	perspective	perspective	NOUN
ajpdis-1597	453	6	,	,	PUNCT
ajpdis-1597	453	7	machine	machine	NOUN
ajpdis-1597	453	8	learning	learning	NOUN
ajpdis-1597	453	9	has	have	VERB
ajpdis-1597	453	10	a	a	DET
ajpdis-1597	453	11	revolutionary	revolutionary	ADJ
ajpdis-1597	453	12	possibility	possibility	NOUN
ajpdis-1597	453	13	to	to	ADP
ajpdis-1597	453	14	contemporary	contemporary	ADJ
ajpdis-1597	453	15	governance	governance	NOUN
ajpdis-1597	453	16	.	.	PUNCT
ajpdis-1597	454	1	service	service	NOUN
ajpdis-1597	454	2	backlog	backlog	NOUN
ajpdis-1597	454	3	can	can	AUX
ajpdis-1597	454	4	be	be	AUX
ajpdis-1597	454	5	minimized	minimize	VERB
ajpdis-1597	454	6	and	and	CCONJ
ajpdis-1597	454	7	response	response	NOUN
ajpdis-1597	454	8	efficiency	efficiency	NOUN
ajpdis-1597	454	9	enhanced	enhance	VERB
ajpdis-1597	454	10	through	through	ADP
ajpdis-1597	454	11	predictive	predictive	ADJ
ajpdis-1597	454	12	routing	routing	NOUN
ajpdis-1597	454	13	of	of	ADP
ajpdis-1597	454	14	cases	case	NOUN
ajpdis-1597	454	15	,	,	PUNCT
ajpdis-1597	454	16	automated	automate	VERB
ajpdis-1597	454	17	triage	triage	NOUN
ajpdis-1597	454	18	systems	system	NOUN
ajpdis-1597	454	19	and	and	CCONJ
ajpdis-1597	454	20	dynamic	dynamic	ADJ
ajpdis-1597	454	21	scheduling	scheduling	NOUN
ajpdis-1597	454	22	tools	tool	NOUN
ajpdis-1597	454	23	.	.	PUNCT
ajpdis-1597	455	1	the	the	DET
ajpdis-1597	455	2	svm	svm	PROPN
ajpdis-1597	455	3	model	model	NOUN
ajpdis-1597	455	4	employed	employ	VERB
ajpdis-1597	455	5	in	in	ADP
ajpdis-1597	455	6	the	the	DET
ajpdis-1597	455	7	present	present	ADJ
ajpdis-1597	455	8	research	research	NOUN
ajpdis-1597	455	9	reflects	reflect	VERB
ajpdis-1597	455	10	an	an	DET
ajpdis-1597	455	11	initial	initial	ADJ
ajpdis-1597	455	12	implementation	implementation	NOUN
ajpdis-1597	455	13	,	,	PUNCT
ajpdis-1597	455	14	which	which	PRON
ajpdis-1597	455	15	reflects	reflect	VERB
ajpdis-1597	455	16	the	the	DET
ajpdis-1597	455	17	viability	viability	NOUN
ajpdis-1597	455	18	of	of	ADP
ajpdis-1597	455	19	predictive	predictive	ADJ
ajpdis-1597	455	20	decision	decision	NOUN
ajpdis-1597	455	21	support	support	NOUN
ajpdis-1597	455	22	inclusion	inclusion	NOUN
ajpdis-1597	455	23	into	into	ADP
ajpdis-1597	455	24	the	the	DET
ajpdis-1597	455	25	workflow	workflow	NOUN
ajpdis-1597	455	26	in	in	ADP
ajpdis-1597	455	27	the	the	DET
ajpdis-1597	455	28	public	public	ADJ
ajpdis-1597	455	29	services	service	NOUN
ajpdis-1597	455	30	.	.	PUNCT
ajpdis-1597	456	1	predictive	predictive	ADJ
ajpdis-1597	456	2	analytics	analytic	NOUN
ajpdis-1597	456	3	enhances	enhance	VERB
ajpdis-1597	456	4	accountability	accountability	NOUN
ajpdis-1597	456	5	through	through	ADP
ajpdis-1597	456	6	the	the	DET
ajpdis-1597	456	7	provision	provision	NOUN
ajpdis-1597	456	8	of	of	ADP
ajpdis-1597	456	9	quantifiable	quantifiable	ADJ
ajpdis-1597	456	10	performance	performance	NOUN
ajpdis-1597	456	11	indicators	indicator	NOUN
ajpdis-1597	456	12	.	.	PUNCT
ajpdis-1597	457	1	agencies	agency	NOUN
ajpdis-1597	457	2	will	will	AUX
ajpdis-1597	457	3	be	be	AUX
ajpdis-1597	457	4	able	able	ADJ
ajpdis-1597	457	5	to	to	PART
ajpdis-1597	457	6	monitor	monitor	VERB
ajpdis-1597	457	7	the	the	DET
ajpdis-1597	457	8	accuracy	accuracy	NOUN
ajpdis-1597	457	9	of	of	ADP
ajpdis-1597	457	10	predictions	prediction	NOUN
ajpdis-1597	457	11	and	and	CCONJ
ajpdis-1597	457	12	determine	determine	VERB
ajpdis-1597	457	13	the	the	DET
ajpdis-1597	457	14	regions	region	NOUN
ajpdis-1597	457	15	where	where	SCONJ
ajpdis-1597	457	16	the	the	DET
ajpdis-1597	457	17	operational	operational	ADJ
ajpdis-1597	457	18	enhancement	enhancement	NOUN
ajpdis-1597	457	19	can	can	AUX
ajpdis-1597	457	20	positively	positively	ADV
ajpdis-1597	457	21	transform	transform	VERB
ajpdis-1597	457	22	the	the	DET
ajpdis-1597	457	23	model	model	NOUN
ajpdis-1597	457	24	behavior	behavior	NOUN
ajpdis-1597	457	25	over	over	ADP
ajpdis-1597	457	26	a	a	DET
ajpdis-1597	457	27	period	period	NOUN
ajpdis-1597	457	28	of	of	ADP
ajpdis-1597	457	29	time	time	NOUN
ajpdis-1597	457	30	.	.	PUNCT
ajpdis-1597	458	1	finally	finally	ADV
ajpdis-1597	458	2	,	,	PUNCT
ajpdis-1597	458	3	the	the	DET
ajpdis-1597	458	4	results	result	NOUN
ajpdis-1597	458	5	help	help	AUX
ajpdis-1597	458	6	identify	identify	VERB
ajpdis-1597	458	7	both	both	CCONJ
ajpdis-1597	458	8	the	the	DET
ajpdis-1597	458	9	possibilities	possibility	NOUN
ajpdis-1597	458	10	and	and	CCONJ
ajpdis-1597	458	11	the	the	DET
ajpdis-1597	458	12	threats	threat	NOUN
ajpdis-1597	458	13	of	of	ADP
ajpdis-1597	458	14	the	the	DET
ajpdis-1597	458	15	machine	machine	NOUN
ajpdis-1597	458	16	learning	learn	VERB
ajpdis-1597	458	17	implementation	implementation	NOUN
ajpdis-1597	458	18	in	in	ADP
ajpdis-1597	458	19	the	the	DET
ajpdis-1597	458	20	field	field	NOUN
ajpdis-1597	458	21	of	of	ADP
ajpdis-1597	458	22	government	government	NOUN
ajpdis-1597	458	23	and	and	CCONJ
ajpdis-1597	458	24	stress	stress	VERB
ajpdis-1597	458	25	the	the	DET
ajpdis-1597	458	26	importance	importance	NOUN
ajpdis-1597	458	27	of	of	ADP
ajpdis-1597	458	28	constantly	constantly	ADV
ajpdis-1597	458	29	improving	improve	VERB
ajpdis-1597	458	30	the	the	DET
ajpdis-1597	458	31	data	datum	NOUN
ajpdis-1597	458	32	and	and	CCONJ
ajpdis-1597	458	33	the	the	DET
ajpdis-1597	458	34	models	model	NOUN
ajpdis-1597	458	35	.	.	PUNCT
ajpdis-1597	459	1	f.	f.	PROPN
ajpdis-1597	459	2	operational	operational	PROPN
ajpdis-1597	459	3	and	and	CCONJ
ajpdis-1597	459	4	policy	policy	NOUN
ajpdis-1597	459	5	implications	implication	NOUN
ajpdis-1597	459	6	of	of	ADP
ajpdis-1597	459	7	predictive	predictive	ADJ
ajpdis-1597	459	8	analytics	analytic	NOUN
ajpdis-1597	459	9	in	in	ADP
ajpdis-1597	459	10	public	public	ADJ
ajpdis-1597	459	11	services	service	NOUN
ajpdis-1597	459	12	the	the	DET
ajpdis-1597	459	13	findings	finding	NOUN
ajpdis-1597	459	14	of	of	ADP
ajpdis-1597	459	15	this	this	DET
ajpdis-1597	459	16	paper	paper	NOUN
ajpdis-1597	459	17	indicate	indicate	VERB
ajpdis-1597	459	18	that	that	SCONJ
ajpdis-1597	459	19	predictive	predictive	ADJ
ajpdis-1597	459	20	analytics	analytic	NOUN
ajpdis-1597	459	21	can	can	AUX
ajpdis-1597	459	22	have	have	VERB
ajpdis-1597	459	23	immense	immense	ADJ
ajpdis-1597	459	24	implications	implication	NOUN
ajpdis-1597	459	25	on	on	ADP
ajpdis-1597	459	26	the	the	DET
ajpdis-1597	459	27	transformation	transformation	NOUN
ajpdis-1597	459	28	of	of	ADP
ajpdis-1597	459	29	the	the	DET
ajpdis-1597	459	30	operational	operational	ADJ
ajpdis-1597	459	31	efficiency	efficiency	NOUN
ajpdis-1597	459	32	and	and	CCONJ
ajpdis-1597	459	33	policymaking	policymaking	NOUN
ajpdis-1597	459	34	in	in	ADP
ajpdis-1597	459	35	the	the	DET
ajpdis-1597	459	36	context	context	NOUN
ajpdis-1597	459	37	of	of	ADP
ajpdis-1597	459	38	the	the	DET
ajpdis-1597	459	39	public	public	ADJ
ajpdis-1597	459	40	sector	sector	NOUN
ajpdis-1597	459	41	.	.	PUNCT
ajpdis-1597	460	1	through	through	ADP
ajpdis-1597	460	2	the	the	DET
ajpdis-1597	460	3	patterns	pattern	NOUN
ajpdis-1597	460	4	of	of	ADP
ajpdis-1597	460	5	the	the	DET
ajpdis-1597	460	6	complaints	complaint	NOUN
ajpdis-1597	460	7	,	,	PUNCT
ajpdis-1597	460	8	geographic	geographic	ADJ
ajpdis-1597	460	9	distribution	distribution	NOUN
ajpdis-1597	460	10	,	,	PUNCT
ajpdis-1597	460	11	and	and	CCONJ
ajpdis-1597	460	12	service	service	NOUN
ajpdis-1597	460	13	resolution	resolution	NOUN
ajpdis-1597	460	14	behavior	behavior	NOUN
ajpdis-1597	460	15	,	,	PUNCT
ajpdis-1597	460	16	the	the	DET
ajpdis-1597	460	17	government	government	NOUN
ajpdis-1597	460	18	agencies	agency	NOUN
ajpdis-1597	460	19	can	can	AUX
ajpdis-1597	460	20	have	have	VERB
ajpdis-1597	460	21	a	a	DET
ajpdis-1597	460	22	better	well	ADJ
ajpdis-1597	460	23	knowledge	knowledge	NOUN
ajpdis-1597	460	24	of	of	ADP
ajpdis-1597	460	25	the	the	DET
ajpdis-1597	460	26	needs	need	NOUN
ajpdis-1597	460	27	of	of	ADP
ajpdis-1597	460	28	the	the	DET
ajpdis-1597	460	29	citizens	citizen	NOUN
ajpdis-1597	460	30	and	and	CCONJ
ajpdis-1597	460	31	gaps	gap	NOUN
ajpdis-1597	460	32	in	in	ADP
ajpdis-1597	460	33	service	service	NOUN
ajpdis-1597	460	34	provision	provision	NOUN
ajpdis-1597	460	35	[	[	X
ajpdis-1597	460	36	52	52	NUM
ajpdis-1597	460	37	]	]	PUNCT
ajpdis-1597	460	38	.	.	PUNCT
ajpdis-1597	461	1	the	the	DET
ajpdis-1597	461	2	insight	insight	NOUN
ajpdis-1597	461	3	facilitates	facilitate	VERB
ajpdis-1597	461	4	evidence	evidence	NOUN
ajpdis-1597	461	5	-	-	PUNCT
ajpdis-1597	461	6	based	base	VERB
ajpdis-1597	461	7	planning	planning	NOUN
ajpdis-1597	461	8	which	which	PRON
ajpdis-1597	461	9	enables	enable	VERB
ajpdis-1597	461	10	leaders	leader	NOUN
ajpdis-1597	461	11	to	to	PART
ajpdis-1597	461	12	use	use	VERB
ajpdis-1597	461	13	resources	resource	NOUN
ajpdis-1597	461	14	better	well	ADV
ajpdis-1597	461	15	,	,	PUNCT
ajpdis-1597	461	16	it	it	PRON
ajpdis-1597	461	17	simplifies	simplify	VERB
ajpdis-1597	461	18	processes	process	NOUN
ajpdis-1597	461	19	,	,	PUNCT
ajpdis-1597	461	20	and	and	CCONJ
ajpdis-1597	461	21	shortens	shorten	VERB
ajpdis-1597	461	22	service	service	NOUN
ajpdis-1597	461	23	waiting	waiting	NOUN
ajpdis-1597	461	24	times	time	NOUN
ajpdis-1597	461	25	across	across	ADP
ajpdis-1597	461	26	high	high	ADJ
ajpdis-1597	461	27	demand	demand	NOUN
ajpdis-1597	461	28	categories	category	NOUN
ajpdis-1597	461	29	.	.	PUNCT
ajpdis-1597	462	1	predictive	predictive	ADJ
ajpdis-1597	462	2	analytics	analytic	NOUN
ajpdis-1597	462	3	also	also	ADV
ajpdis-1597	462	4	enhances	enhance	VERB
ajpdis-1597	462	5	proactive	proactive	ADJ
ajpdis-1597	462	6	governance	governance	NOUN
ajpdis-1597	462	7	.	.	PUNCT
ajpdis-1597	463	1	agencies	agency	NOUN
ajpdis-1597	463	2	can	can	AUX
ajpdis-1597	463	3	predict	predict	VERB
ajpdis-1597	463	4	the	the	DET
ajpdis-1597	463	5	needs	need	NOUN
ajpdis-1597	463	6	of	of	ADP
ajpdis-1597	463	7	service	service	NOUN
ajpdis-1597	463	8	provision	provision	NOUN
ajpdis-1597	463	9	using	use	VERB
ajpdis-1597	463	10	historical	historical	ADJ
ajpdis-1597	463	11	trends	trend	NOUN
ajpdis-1597	463	12	rather	rather	ADV
ajpdis-1597	463	13	than	than	ADP
ajpdis-1597	463	14	reacting	react	VERB
ajpdis-1597	463	15	to	to	ADP
ajpdis-1597	463	16	problems	problem	NOUN
ajpdis-1597	463	17	reported	report	VERB
ajpdis-1597	463	18	by	by	ADP
ajpdis-1597	463	19	citizens	citizen	NOUN
ajpdis-1597	463	20	and	and	CCONJ
ajpdis-1597	463	21	can	can	AUX
ajpdis-1597	463	22	redeploy	redeploy	VERB
ajpdis-1597	463	23	staff	staff	NOUN
ajpdis-1597	463	24	.	.	PUNCT
ajpdis-1597	464	1	such	such	ADJ
ajpdis-1597	464	2	active	active	ADJ
ajpdis-1597	464	3	models	model	NOUN
ajpdis-1597	464	4	create	create	VERB
ajpdis-1597	464	5	less	less	ADJ
ajpdis-1597	464	6	pressure	pressure	NOUN
ajpdis-1597	464	7	on	on	ADP
ajpdis-1597	464	8	the	the	DET
ajpdis-1597	464	9	emergency	emergency	NOUN
ajpdis-1597	464	10	hotlines	hotline	NOUN
ajpdis-1597	464	11	,	,	PUNCT
ajpdis-1597	464	12	lesser	less	ADJ
ajpdis-1597	464	13	problems	problem	NOUN
ajpdis-1597	464	14	in	in	ADP
ajpdis-1597	464	15	the	the	DET
ajpdis-1597	464	16	services	service	NOUN
ajpdis-1597	464	17	and	and	CCONJ
ajpdis-1597	464	18	higher	high	ADJ
ajpdis-1597	464	19	satisfaction	satisfaction	NOUN
ajpdis-1597	464	20	of	of	ADP
ajpdis-1597	464	21	the	the	DET
ajpdis-1597	464	22	citizens	citizen	NOUN
ajpdis-1597	464	23	.	.	PUNCT
ajpdis-1597	465	1	an	an	DET
ajpdis-1597	465	2	example	example	NOUN
ajpdis-1597	465	3	of	of	ADP
ajpdis-1597	465	4	this	this	PRON
ajpdis-1597	465	5	is	be	AUX
ajpdis-1597	465	6	seasonal	seasonal	ADJ
ajpdis-1597	465	7	forecasting	forecasting	NOUN
ajpdis-1597	465	8	to	to	PART
ajpdis-1597	465	9	allow	allow	VERB
ajpdis-1597	465	10	fine	fine	ADJ
ajpdis-1597	465	11	staffing	staffing	NOUN
ajpdis-1597	465	12	changes	change	NOUN
ajpdis-1597	465	13	and	and	CCONJ
ajpdis-1597	465	14	spatial	spatial	ADJ
ajpdis-1597	465	15	analysis	analysis	NOUN
ajpdis-1597	465	16	to	to	PART
ajpdis-1597	465	17	target	target	VERB
ajpdis-1597	465	18	specific	specific	ADJ
ajpdis-1597	465	19	neighborhoods	neighborhood	NOUN
ajpdis-1597	465	20	with	with	ADP
ajpdis-1597	465	21	service	service	NOUN
ajpdis-1597	465	22	issues	issue	NOUN
ajpdis-1597	465	23	that	that	PRON
ajpdis-1597	465	24	persistently	persistently	ADV
ajpdis-1597	465	25	pose	pose	VERB
ajpdis-1597	465	26	a	a	DET
ajpdis-1597	465	27	problem	problem	NOUN
ajpdis-1597	465	28	.	.	PUNCT
ajpdis-1597	466	1	on	on	ADP
ajpdis-1597	466	2	the	the	DET
ajpdis-1597	466	3	strategic	strategic	ADJ
ajpdis-1597	466	4	level	level	NOUN
ajpdis-1597	466	5	,	,	PUNCT
ajpdis-1597	466	6	predictive	predictive	ADJ
ajpdis-1597	466	7	analytics	analytic	NOUN
ajpdis-1597	466	8	strengthens	strengthen	VERB
ajpdis-1597	466	9	the	the	DET
ajpdis-1597	466	10	transparency	transparency	NOUN
ajpdis-1597	466	11	,	,	PUNCT
ajpdis-1597	466	12	performance	performance	NOUN
ajpdis-1597	466	13	analysis	analysis	NOUN
ajpdis-1597	466	14	,	,	PUNCT
ajpdis-1597	466	15	and	and	CCONJ
ajpdis-1597	466	16	policy	policy	NOUN
ajpdis-1597	466	17	improvement	improvement	NOUN
ajpdis-1597	466	18	.	.	PUNCT
ajpdis-1597	467	1	continuous	continuous	ADJ
ajpdis-1597	467	2	updates	update	NOUN
ajpdis-1597	467	3	on	on	ADP
ajpdis-1597	467	4	the	the	DET
ajpdis-1597	467	5	service	service	NOUN
ajpdis-1597	467	6	performance	performance	NOUN
ajpdis-1597	467	7	can	can	AUX
ajpdis-1597	467	8	be	be	AUX
ajpdis-1597	467	9	given	give	VERB
ajpdis-1597	467	10	by	by	ADP
ajpdis-1597	467	11	public	public	ADJ
ajpdis-1597	467	12	dashboards	dashboard	NOUN
ajpdis-1597	467	13	,	,	PUNCT
ajpdis-1597	467	14	real	real	ADJ
ajpdis-1597	467	15	-	-	PUNCT
ajpdis-1597	467	16	time	time	NOUN
ajpdis-1597	467	17	monitoring	monitoring	NOUN
ajpdis-1597	467	18	,	,	PUNCT
ajpdis-1597	467	19	and	and	CCONJ
ajpdis-1597	467	20	ai	ai	AUX
ajpdis-1597	467	21	-	-	PUNCT
ajpdis-1597	467	22	driven	drive	VERB
ajpdis-1597	467	23	reporting	reporting	NOUN
ajpdis-1597	467	24	tools	tool	NOUN
ajpdis-1597	467	25	,	,	PUNCT
ajpdis-1597	467	26	allowing	allow	VERB
ajpdis-1597	467	27	the	the	DET
ajpdis-1597	467	28	agencies	agency	NOUN
ajpdis-1597	467	29	to	to	PART
ajpdis-1597	467	30	detect	detect	VERB
ajpdis-1597	467	31	bottlenecks	bottleneck	NOUN
ajpdis-1597	467	32	faster	fast	ADV
ajpdis-1597	467	33	[	[	X
ajpdis-1597	467	34	53	53	NUM
ajpdis-1597	467	35	]	]	PUNCT
ajpdis-1597	467	36	.	.	PUNCT
ajpdis-1597	468	1	this	this	PRON
ajpdis-1597	468	2	will	will	AUX
ajpdis-1597	468	3	result	result	VERB
ajpdis-1597	468	4	in	in	ADP
ajpdis-1597	468	5	increased	increase	VERB
ajpdis-1597	468	6	accountability	accountability	NOUN
ajpdis-1597	468	7	as	as	ADV
ajpdis-1597	468	8	well	well	ADV
ajpdis-1597	468	9	as	as	ADP
ajpdis-1597	468	10	restoring	restore	VERB
ajpdis-1597	468	11	the	the	DET
ajpdis-1597	468	12	lost	lost	ADJ
ajpdis-1597	468	13	confidence	confidence	NOUN
ajpdis-1597	468	14	by	by	ADP
ajpdis-1597	468	15	people	people	NOUN
ajpdis-1597	468	16	in	in	ADP
ajpdis-1597	468	17	the	the	DET
ajpdis-1597	468	18	government	government	NOUN
ajpdis-1597	468	19	institutions	institution	NOUN
ajpdis-1597	468	20	.	.	PUNCT
ajpdis-1597	469	1	predictive	predictive	ADJ
ajpdis-1597	469	2	insights	insight	NOUN
ajpdis-1597	469	3	are	be	AUX
ajpdis-1597	469	4	also	also	ADV
ajpdis-1597	469	5	used	use	VERB
ajpdis-1597	469	6	in	in	ADP
ajpdis-1597	469	7	long	long	ADJ
ajpdis-1597	469	8	-	-	PUNCT
ajpdis-1597	469	9	term	term	NOUN
ajpdis-1597	469	10	planning	planning	NOUN
ajpdis-1597	469	11	and	and	CCONJ
ajpdis-1597	469	12	make	make	VERB
ajpdis-1597	469	13	investments	investment	NOUN
ajpdis-1597	469	14	in	in	ADP
ajpdis-1597	469	15	infrastructure	infrastructure	NOUN
ajpdis-1597	469	16	,	,	PUNCT
ajpdis-1597	469	17	implement	implement	VERB
ajpdis-1597	469	18	regulations	regulation	NOUN
ajpdis-1597	469	19	,	,	PUNCT
ajpdis-1597	469	20	and	and	CCONJ
ajpdis-1597	469	21	community	community	NOUN
ajpdis-1597	469	22	-	-	PUNCT
ajpdis-1597	469	23	oriented	orient	VERB
ajpdis-1597	469	24	initiatives	initiative	NOUN
ajpdis-1597	469	25	.	.	PUNCT
ajpdis-1597	470	1	the	the	DET
ajpdis-1597	470	2	ethical	ethical	ADJ
ajpdis-1597	470	3	,	,	PUNCT
ajpdis-1597	470	4	operational	operational	ADJ
ajpdis-1597	470	5	and	and	CCONJ
ajpdis-1597	470	6	governance	governance	NOUN
ajpdis-1597	470	7	implications	implication	NOUN
ajpdis-1597	470	8	are	be	AUX
ajpdis-1597	470	9	also	also	ADV
ajpdis-1597	470	10	brought	bring	VERB
ajpdis-1597	470	11	up	up	ADP
ajpdis-1597	470	12	when	when	SCONJ
ajpdis-1597	470	13	predictive	predictive	ADJ
ajpdis-1597	470	14	analytics	analytic	NOUN
ajpdis-1597	470	15	are	be	AUX
ajpdis-1597	470	16	integrated	integrate	VERB
ajpdis-1597	470	17	.	.	PUNCT
ajpdis-1597	471	1	the	the	DET
ajpdis-1597	471	2	data	datum	NOUN
ajpdis-1597	471	3	quality	quality	NOUN
ajpdis-1597	471	4	,	,	PUNCT
ajpdis-1597	471	5	model	model	NOUN
ajpdis-1597	471	6	partiality	partiality	NOUN
ajpdis-1597	471	7	,	,	PUNCT
ajpdis-1597	471	8	privacy	privacy	NOUN
ajpdis-1597	471	9	,	,	PUNCT
ajpdis-1597	471	10	and	and	CCONJ
ajpdis-1597	471	11	staff	staff	NOUN
ajpdis-1597	471	12	preparedness	preparedness	NOUN
ajpdis-1597	471	13	are	be	AUX
ajpdis-1597	471	14	the	the	DET
ajpdis-1597	471	15	problems	problem	NOUN
ajpdis-1597	471	16	that	that	PRON
ajpdis-1597	471	17	need	need	VERB
ajpdis-1597	471	18	to	to	PART
ajpdis-1597	471	19	be	be	AUX
ajpdis-1597	471	20	resolved	resolve	VERB
ajpdis-1597	471	21	in	in	ADP
ajpdis-1597	471	22	order	order	NOUN
ajpdis-1597	471	23	to	to	PART
ajpdis-1597	471	24	introduce	introduce	VERB
ajpdis-1597	471	25	impartial	impartial	ADJ
ajpdis-1597	471	26	and	and	CCONJ
ajpdis-1597	471	27	moral	moral	ADJ
ajpdis-1597	471	28	use	use	NOUN
ajpdis-1597	471	29	of	of	ADP
ajpdis-1597	471	30	analytics	analytic	NOUN
ajpdis-1597	471	31	instruments	instrument	NOUN
ajpdis-1597	471	32	.	.	PUNCT
ajpdis-1597	472	1	data	datum	NOUN
ajpdis-1597	472	2	literacy	literacy	NOUN
ajpdis-1597	472	3	training	training	NOUN
ajpdis-1597	472	4	of	of	ADP
ajpdis-1597	472	5	the	the	DET
ajpdis-1597	472	6	public	public	ADJ
ajpdis-1597	472	7	servants	servant	NOUN
ajpdis-1597	472	8	and	and	CCONJ
ajpdis-1597	472	9	introducing	introduce	VERB
ajpdis-1597	472	10	clear	clear	ADJ
ajpdis-1597	472	11	ethical	ethical	ADJ
ajpdis-1597	472	12	principles	principle	NOUN
ajpdis-1597	472	13	are	be	AUX
ajpdis-1597	472	14	the	the	DET
ajpdis-1597	472	15	important	important	ADJ
ajpdis-1597	472	16	steps	step	NOUN
ajpdis-1597	472	17	on	on	ADP
ajpdis-1597	472	18	the	the	DET
ajpdis-1597	472	19	way	way	NOUN
ajpdis-1597	472	20	to	to	ADP
ajpdis-1597	472	21	successful	successful	ADJ
ajpdis-1597	472	22	implementation	implementation	NOUN
ajpdis-1597	472	23	.	.	PUNCT
ajpdis-1597	473	1	predictive	predictive	ADJ
ajpdis-1597	473	2	analytics	analytic	NOUN
ajpdis-1597	473	3	is	be	AUX
ajpdis-1597	473	4	a	a	DET
ajpdis-1597	473	5	potent	potent	ADJ
ajpdis-1597	473	6	tool	tool	NOUN
ajpdis-1597	473	7	of	of	ADP
ajpdis-1597	473	8	improving	improve	VERB
ajpdis-1597	473	9	the	the	DET
ajpdis-1597	473	10	administration	administration	NOUN
ajpdis-1597	473	11	of	of	ADP
ajpdis-1597	473	12	the	the	DET
ajpdis-1597	473	13	population	population	NOUN
ajpdis-1597	473	14	.	.	PUNCT
ajpdis-1597	474	1	with	with	ADP
ajpdis-1597	474	2	the	the	DET
ajpdis-1597	474	3	help	help	NOUN
ajpdis-1597	474	4	of	of	ADP
ajpdis-1597	474	5	data	data	NOUN
ajpdis-1597	474	6	-	-	PUNCT
ajpdis-1597	474	7	driven	drive	VERB
ajpdis-1597	474	8	insights	insight	NOUN
ajpdis-1597	474	9	,	,	PUNCT
ajpdis-1597	474	10	government	government	NOUN
ajpdis-1597	474	11	agencies	agency	NOUN
ajpdis-1597	474	12	may	may	AUX
ajpdis-1597	474	13	streamline	streamline	VERB
ajpdis-1597	474	14	their	their	PRON
ajpdis-1597	474	15	operations	operation	NOUN
ajpdis-1597	474	16	,	,	PUNCT
ajpdis-1597	474	17	enhance	enhance	VERB
ajpdis-1597	474	18	their	their	PRON
ajpdis-1597	474	19	service	service	NOUN
ajpdis-1597	474	20	provision	provision	NOUN
ajpdis-1597	474	21	,	,	PUNCT
ajpdis-1597	474	22	and	and	CCONJ
ajpdis-1597	474	23	pursue	pursue	VERB
ajpdis-1597	474	24	citizen	citizen	NOUN
ajpdis-1597	474	25	-	-	PUNCT
ajpdis-1597	474	26	focused	focus	VERB
ajpdis-1597	474	27	governance	governance	NOUN
ajpdis-1597	474	28	practices	practice	NOUN
ajpdis-1597	474	29	in	in	ADP
ajpdis-1597	474	30	the	the	DET
ajpdis-1597	474	31	united	united	PROPN
ajpdis-1597	474	32	states	states	PROPN
ajpdis-1597	474	33	.	.	PUNCT
ajpdis-1597	475	1	g.	g.	PROPN
ajpdis-1597	475	2	ethical	ethical	ADJ
ajpdis-1597	475	3	concerns	concern	NOUN
ajpdis-1597	475	4	implementation	implementation	NOUN
ajpdis-1597	475	5	of	of	ADP
ajpdis-1597	475	6	predictive	predictive	ADJ
ajpdis-1597	475	7	analytics	analytic	NOUN
ajpdis-1597	475	8	in	in	ADP
ajpdis-1597	475	9	service	service	NOUN
ajpdis-1597	475	10	delivery	delivery	NOUN
ajpdis-1597	475	11	poses	pose	VERB
ajpdis-1597	475	12	a	a	DET
ajpdis-1597	475	13	number	number	NOUN
ajpdis-1597	475	14	of	of	ADP
ajpdis-1597	475	15	ethical	ethical	ADJ
ajpdis-1597	475	16	issues	issue	NOUN
ajpdis-1597	475	17	that	that	PRON
ajpdis-1597	475	18	should	should	AUX
ajpdis-1597	475	19	be	be	AUX
ajpdis-1597	475	20	taken	take	VERB
ajpdis-1597	475	21	into	into	ADP
ajpdis-1597	475	22	consideration	consideration	NOUN
ajpdis-1597	475	23	to	to	PART
ajpdis-1597	475	24	have	have	VERB
ajpdis-1597	475	25	accountable	accountable	ADJ
ajpdis-1597	475	26	and	and	CCONJ
ajpdis-1597	475	27	fair	fair	ADJ
ajpdis-1597	475	28	governance	governance	NOUN
ajpdis-1597	475	29	.	.	PUNCT
ajpdis-1597	476	1	a	a	DET
ajpdis-1597	476	2	significant	significant	ADJ
ajpdis-1597	476	3	concern	concern	NOUN
ajpdis-1597	476	4	is	be	AUX
ajpdis-1597	476	5	related	relate	VERB
ajpdis-1597	476	6	to	to	ADP
ajpdis-1597	476	7	data	data	NOUN
ajpdis-1597	476	8	privacy	privacy	NOUN
ajpdis-1597	476	9	,	,	PUNCT
ajpdis-1597	476	10	where	where	SCONJ
ajpdis-1597	476	11	the	the	DET
ajpdis-1597	476	12	information	information	NOUN
ajpdis-1597	476	13	reported	report	VERB
ajpdis-1597	476	14	by	by	ADP
ajpdis-1597	476	15	citizens	citizen	NOUN
ajpdis-1597	476	16	should	should	AUX
ajpdis-1597	476	17	be	be	AUX
ajpdis-1597	476	18	gathered	gather	VERB
ajpdis-1597	476	19	via	via	ADP
ajpdis-1597	476	20	such	such	DET
ajpdis-1597	476	21	a	a	DET
ajpdis-1597	476	22	platform	platform	NOUN
ajpdis-1597	476	23	as	as	ADP
ajpdis-1597	476	24	nyc	nyc	PROPN
ajpdis-1597	476	25	311	311	NUM
ajpdis-1597	476	26	and	and	CCONJ
ajpdis-1597	476	27	might	might	AUX
ajpdis-1597	476	28	include	include	VERB
ajpdis-1597	476	29	sensitive	sensitive	ADJ
ajpdis-1597	476	30	location	location	NOUN
ajpdis-1597	476	31	-	-	PUNCT
ajpdis-1597	476	32	related	relate	VERB
ajpdis-1597	476	33	or	or	CCONJ
ajpdis-1597	476	34	personal	personal	ADJ
ajpdis-1597	476	35	identifiers	identifier	NOUN
ajpdis-1597	476	36	.	.	PUNCT
ajpdis-1597	477	1	to	to	PART
ajpdis-1597	477	2	ensure	ensure	VERB
ajpdis-1597	477	3	that	that	SCONJ
ajpdis-1597	477	4	the	the	DET
ajpdis-1597	477	5	trust	trust	NOUN
ajpdis-1597	477	6	of	of	ADP
ajpdis-1597	477	7	the	the	DET
ajpdis-1597	477	8	population	population	NOUN
ajpdis-1597	477	9	is	be	AUX
ajpdis-1597	477	10	not	not	PART
ajpdis-1597	477	11	violated	violate	VERB
ajpdis-1597	477	12	,	,	PUNCT
ajpdis-1597	477	13	it	it	PRON
ajpdis-1597	477	14	is	be	AUX
ajpdis-1597	477	15	necessary	necessary	ADJ
ajpdis-1597	477	16	to	to	PART
ajpdis-1597	477	17	ensure	ensure	VERB
ajpdis-1597	477	18	high	high	ADJ
ajpdis-1597	477	19	anonymization	anonymization	NOUN
ajpdis-1597	477	20	,	,	PUNCT
ajpdis-1597	477	21	safety	safety	NOUN
ajpdis-1597	477	22	of	of	ADP
ajpdis-1597	477	23	storage	storage	NOUN
ajpdis-1597	477	24	,	,	PUNCT
ajpdis-1597	477	25	and	and	CCONJ
ajpdis-1597	477	26	accessibility	accessibility	NOUN
ajpdis-1597	477	27	.	.	PUNCT
ajpdis-1597	478	1	predictive	predictive	ADJ
ajpdis-1597	478	2	models	model	NOUN
ajpdis-1597	478	3	can	can	AUX
ajpdis-1597	478	4	unintentionally	unintentionally	ADV
ajpdis-1597	478	5	duplicate	duplicate	VERB
ajpdis-1597	478	6	or	or	CCONJ
ajpdis-1597	478	7	increase	increase	VERB
ajpdis-1597	478	8	the	the	DET
ajpdis-1597	478	9	existing	exist	VERB
ajpdis-1597	478	10	social	social	ADJ
ajpdis-1597	478	11	inequalities	inequality	NOUN
ajpdis-1597	478	12	in	in	ADP
ajpdis-1597	478	13	case	case	NOUN
ajpdis-1597	478	14	the	the	DET
ajpdis-1597	478	15	original	original	ADJ
ajpdis-1597	478	16	data	datum	NOUN
ajpdis-1597	478	17	is	be	AUX
ajpdis-1597	478	18	used	use	VERB
ajpdis-1597	478	19	to	to	PART
ajpdis-1597	478	20	capture	capture	VERB
ajpdis-1597	478	21	biased	biased	ADJ
ajpdis-1597	478	22	reporting	reporting	NOUN
ajpdis-1597	478	23	or	or	CCONJ
ajpdis-1597	478	24	uneven	uneven	ADJ
ajpdis-1597	478	25	provision	provision	NOUN
ajpdis-1597	478	26	of	of	ADP
ajpdis-1597	478	27	services	service	NOUN
ajpdis-1597	478	28	to	to	ADP
ajpdis-1597	478	29	neighborhoods	neighborhood	NOUN
ajpdis-1597	478	30	.	.	PUNCT
ajpdis-1597	479	1	this	this	PRON
ajpdis-1597	479	2	may	may	AUX
ajpdis-1597	479	3	result	result	VERB
ajpdis-1597	479	4	in	in	ADP
ajpdis-1597	479	5	unequal	unequal	ADJ
ajpdis-1597	479	6	distribution	distribution	NOUN
ajpdis-1597	479	7	of	of	ADP
ajpdis-1597	479	8	resources	resource	NOUN
ajpdis-1597	479	9	or	or	CCONJ
ajpdis-1597	479	10	discrimination	discrimination	NOUN
ajpdis-1597	479	11	of	of	ADP
ajpdis-1597	479	12	some	some	DET
ajpdis-1597	479	13	communities	community	NOUN
ajpdis-1597	479	14	.	.	PUNCT
ajpdis-1597	480	1	to	to	PART
ajpdis-1597	480	2	ensure	ensure	VERB
ajpdis-1597	480	3	that	that	SCONJ
ajpdis-1597	480	4	models	model	NOUN
ajpdis-1597	480	5	do	do	AUX
ajpdis-1597	480	6	not	not	PART
ajpdis-1597	480	7	lead	lead	VERB
ajpdis-1597	480	8	to	to	AUX
ajpdis-1597	480	9	bias	bias	VERB
ajpdis-1597	480	10	,	,	PUNCT
ajpdis-1597	480	11	there	there	PRON
ajpdis-1597	480	12	must	must	AUX
ajpdis-1597	480	13	be	be	AUX
ajpdis-1597	480	14	transparency	transparency	NOUN
ajpdis-1597	480	15	in	in	ADP
ajpdis-1597	480	16	model	model	NOUN
ajpdis-1597	480	17	design	design	NOUN
ajpdis-1597	480	18	,	,	PUNCT
ajpdis-1597	480	19	proper	proper	ADJ
ajpdis-1597	480	20	communication	communication	NOUN
ajpdis-1597	480	21	of	of	ADP
ajpdis-1597	480	22	the	the	DET
ajpdis-1597	480	23	impacts	impact	NOUN
ajpdis-1597	480	24	of	of	ADP
ajpdis-1597	480	25	predictions	prediction	NOUN
ajpdis-1597	480	26	on	on	ADP
ajpdis-1597	480	27	decisions	decision	NOUN
ajpdis-1597	480	28	and	and	CCONJ
ajpdis-1597	480	29	periodic	periodic	ADJ
ajpdis-1597	480	30	audits	audits	NOUN
ajpdis-1597	480	31	on	on	ADP
ajpdis-1597	480	32	fairness	fairness	NOUN
ajpdis-1597	480	33	.	.	PUNCT
ajpdis-1597	481	1	oversight	oversight	NOUN
ajpdis-1597	481	2	mechanisms	mechanism	NOUN
ajpdis-1597	481	3	,	,	PUNCT
ajpdis-1597	481	4	public	public	ADJ
ajpdis-1597	481	5	192	192	NUM
ajpdis-1597	481	6	journal	journal	NOUN
ajpdis-1597	481	7	of	of	ADP
ajpdis-1597	481	8	public	public	ADJ
ajpdis-1597	481	9	diplomacy	diplomacy	NOUN
ajpdis-1597	481	10	and	and	CCONJ
ajpdis-1597	481	11	international	international	ADJ
ajpdis-1597	481	12	studies	study	NOUN
ajpdis-1597	481	13	www	www	PROPN
ajpdis-1597	481	14	.	.	PUNCT
ajpdis-1597	482	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	482	2	accountability	accountability	NOUN
ajpdis-1597	482	3	and	and	CCONJ
ajpdis-1597	482	4	compliance	compliance	NOUN
ajpdis-1597	482	5	with	with	ADP
ajpdis-1597	482	6	legal	legal	ADJ
ajpdis-1597	482	7	structures	structure	NOUN
ajpdis-1597	482	8	of	of	ADP
ajpdis-1597	482	9	data	datum	NOUN
ajpdis-1597	482	10	use	use	NOUN
ajpdis-1597	482	11	are	be	AUX
ajpdis-1597	482	12	also	also	ADV
ajpdis-1597	482	13	ethical	ethical	ADJ
ajpdis-1597	482	14	implementation	implementation	NOUN
ajpdis-1597	482	15	requirements	requirement	NOUN
ajpdis-1597	482	16	[	[	X
ajpdis-1597	482	17	54	54	NUM
ajpdis-1597	482	18	]	]	PUNCT
ajpdis-1597	482	19	.	.	PUNCT
ajpdis-1597	483	1	finally	finally	ADV
ajpdis-1597	483	2	,	,	PUNCT
ajpdis-1597	483	3	ethical	ethical	ADJ
ajpdis-1597	483	4	integrity	integrity	NOUN
ajpdis-1597	483	5	is	be	AUX
ajpdis-1597	483	6	essential	essential	ADJ
ajpdis-1597	483	7	in	in	ADP
ajpdis-1597	483	8	ensuring	ensure	VERB
ajpdis-1597	483	9	that	that	SCONJ
ajpdis-1597	483	10	predictive	predictive	ADJ
ajpdis-1597	483	11	analytics	analytic	NOUN
ajpdis-1597	483	12	improves	improve	VERB
ajpdis-1597	483	13	and	and	CCONJ
ajpdis-1597	483	14	does	do	AUX
ajpdis-1597	483	15	not	not	PART
ajpdis-1597	483	16	undermine	undermine	VERB
ajpdis-1597	483	17	fair	fair	ADJ
ajpdis-1597	483	18	service	service	NOUN
ajpdis-1597	483	19	delivery	delivery	NOUN
ajpdis-1597	483	20	in	in	ADP
ajpdis-1597	483	21	the	the	DET
ajpdis-1597	483	22	community	community	NOUN
ajpdis-1597	483	23	.	.	PUNCT
ajpdis-1597	484	1	vi	vi	X
ajpdis-1597	484	2	.	.	PUNCT
ajpdis-1597	484	3	future	future	PROPN
ajpdis-1597	484	4	works	work	VERB
ajpdis-1597	484	5	this	this	DET
ajpdis-1597	484	6	study	study	NOUN
ajpdis-1597	484	7	of	of	ADP
ajpdis-1597	484	8	predictive	predictive	ADJ
ajpdis-1597	484	9	analytics	analytic	NOUN
ajpdis-1597	484	10	in	in	ADP
ajpdis-1597	484	11	the	the	DET
ajpdis-1597	484	12	delivery	delivery	NOUN
ajpdis-1597	484	13	of	of	ADP
ajpdis-1597	484	14	public	public	ADJ
ajpdis-1597	484	15	services	service	NOUN
ajpdis-1597	484	16	can	can	AUX
ajpdis-1597	484	17	be	be	AUX
ajpdis-1597	484	18	greatly	greatly	ADV
ajpdis-1597	484	19	extended	extend	VERB
ajpdis-1597	484	20	by	by	ADP
ajpdis-1597	484	21	incorporating	incorporate	VERB
ajpdis-1597	484	22	more	more	ADV
ajpdis-1597	484	23	sophisticated	sophisticated	ADJ
ajpdis-1597	484	24	modelling	modelling	NOUN
ajpdis-1597	484	25	strategies	strategy	NOUN
ajpdis-1597	484	26	,	,	PUNCT
ajpdis-1597	484	27	more	more	ADV
ajpdis-1597	484	28	sophisticated	sophisticated	ADJ
ajpdis-1597	484	29	data	data	NOUN
ajpdis-1597	484	30	sets	set	NOUN
ajpdis-1597	484	31	and	and	CCONJ
ajpdis-1597	484	32	cross	cross	NOUN
ajpdis-1597	484	33	agency	agency	NOUN
ajpdis-1597	484	34	coordination	coordination	NOUN
ajpdis-1597	484	35	to	to	PART
ajpdis-1597	484	36	achieve	achieve	VERB
ajpdis-1597	484	37	operational	operational	ADJ
ajpdis-1597	484	38	efficiency	efficiency	NOUN
ajpdis-1597	484	39	within	within	ADP
ajpdis-1597	484	40	the	the	DET
ajpdis-1597	484	41	government	government	NOUN
ajpdis-1597	484	42	systems	system	NOUN
ajpdis-1597	484	43	[	[	X
ajpdis-1597	484	44	56	56	NUM
ajpdis-1597	484	45	]	]	PUNCT
ajpdis-1597	484	46	.	.	PUNCT
ajpdis-1597	485	1	a	a	DET
ajpdis-1597	485	2	critical	critical	ADJ
ajpdis-1597	485	3	step	step	NOUN
ajpdis-1597	485	4	that	that	PRON
ajpdis-1597	485	5	should	should	AUX
ajpdis-1597	485	6	be	be	AUX
ajpdis-1597	485	7	proposed	propose	VERB
ajpdis-1597	485	8	is	be	AUX
ajpdis-1597	485	9	adding	add	VERB
ajpdis-1597	485	10	more	more	ADJ
ajpdis-1597	485	11	contextual	contextual	ADJ
ajpdis-1597	485	12	variables	variable	NOUN
ajpdis-1597	485	13	,	,	PUNCT
ajpdis-1597	485	14	including	include	VERB
ajpdis-1597	485	15	weather	weather	NOUN
ajpdis-1597	485	16	conditions	condition	NOUN
ajpdis-1597	485	17	,	,	PUNCT
ajpdis-1597	485	18	demographic	demographic	ADJ
ajpdis-1597	485	19	indicators	indicator	NOUN
ajpdis-1597	485	20	,	,	PUNCT
ajpdis-1597	485	21	real	real	ADJ
ajpdis-1597	485	22	-	-	PUNCT
ajpdis-1597	485	23	time	time	NOUN
ajpdis-1597	485	24	mobility	mobility	NOUN
ajpdis-1597	485	25	data	datum	NOUN
ajpdis-1597	485	26	,	,	PUNCT
ajpdis-1597	485	27	and	and	CCONJ
ajpdis-1597	485	28	socioeconomic	socioeconomic	ADJ
ajpdis-1597	485	29	characteristics	characteristic	NOUN
ajpdis-1597	485	30	to	to	PART
ajpdis-1597	485	31	make	make	VERB
ajpdis-1597	485	32	predictive	predictive	ADJ
ajpdis-1597	485	33	models	model	NOUN
ajpdis-1597	485	34	more	more	ADV
ajpdis-1597	485	35	accurate	accurate	ADJ
ajpdis-1597	485	36	and	and	CCONJ
ajpdis-1597	485	37	interpretable	interpretable	ADJ
ajpdis-1597	485	38	.	.	PUNCT
ajpdis-1597	486	1	the	the	DET
ajpdis-1597	486	2	results	result	NOUN
ajpdis-1597	486	3	of	of	ADP
ajpdis-1597	486	4	enriched	enrich	VERB
ajpdis-1597	486	5	datasets	dataset	NOUN
ajpdis-1597	486	6	can	can	AUX
ajpdis-1597	486	7	be	be	AUX
ajpdis-1597	486	8	used	use	VERB
ajpdis-1597	486	9	to	to	PART
ajpdis-1597	486	10	identify	identify	VERB
ajpdis-1597	486	11	latent	latent	ADJ
ajpdis-1597	486	12	associations	association	NOUN
ajpdis-1597	486	13	among	among	ADP
ajpdis-1597	486	14	population	population	NOUN
ajpdis-1597	486	15	behavior	behavior	NOUN
ajpdis-1597	486	16	and	and	CCONJ
ajpdis-1597	486	17	service	service	NOUN
ajpdis-1597	486	18	requests	request	NOUN
ajpdis-1597	486	19	and	and	CCONJ
ajpdis-1597	486	20	can	can	AUX
ajpdis-1597	486	21	be	be	AUX
ajpdis-1597	486	22	used	use	VERB
ajpdis-1597	486	23	to	to	PART
ajpdis-1597	486	24	make	make	VERB
ajpdis-1597	486	25	more	more	ADV
ajpdis-1597	486	26	accurate	accurate	ADJ
ajpdis-1597	486	27	predictions	prediction	NOUN
ajpdis-1597	486	28	and	and	CCONJ
ajpdis-1597	486	29	allocate	allocate	ADJ
ajpdis-1597	486	30	resources	resource	NOUN
ajpdis-1597	487	1	[	[	X
ajpdis-1597	487	2	57	57	NUM
ajpdis-1597	487	3	]	]	PUNCT
ajpdis-1597	487	4	.	.	PUNCT
ajpdis-1597	488	1	deep	deep	ADJ
ajpdis-1597	488	2	learning	learning	NOUN
ajpdis-1597	488	3	models	model	NOUN
ajpdis-1597	488	4	,	,	PUNCT
ajpdis-1597	488	5	including	include	VERB
ajpdis-1597	488	6	recurrent	recurrent	ADJ
ajpdis-1597	488	7	neural	neural	ADJ
ajpdis-1597	488	8	networks	network	NOUN
ajpdis-1597	488	9	and	and	CCONJ
ajpdis-1597	488	10	transformer	transformer	NOUN
ajpdis-1597	488	11	based	base	VERB
ajpdis-1597	488	12	models	model	NOUN
ajpdis-1597	488	13	,	,	PUNCT
ajpdis-1597	488	14	may	may	AUX
ajpdis-1597	488	15	also	also	ADV
ajpdis-1597	488	16	be	be	AUX
ajpdis-1597	488	17	investigated	investigate	VERB
ajpdis-1597	488	18	in	in	ADP
ajpdis-1597	488	19	future	future	ADJ
ajpdis-1597	488	20	research	research	NOUN
ajpdis-1597	488	21	,	,	PUNCT
ajpdis-1597	488	22	and	and	CCONJ
ajpdis-1597	488	23	potentially	potentially	ADV
ajpdis-1597	488	24	be	be	AUX
ajpdis-1597	488	25	better	well	ADJ
ajpdis-1597	488	26	than	than	ADP
ajpdis-1597	488	27	traditional	traditional	ADJ
ajpdis-1597	488	28	machine	machine	NOUN
ajpdis-1597	488	29	learning	learning	NOUN
ajpdis-1597	488	30	methods	method	NOUN
ajpdis-1597	488	31	at	at	ADP
ajpdis-1597	488	32	revealing	reveal	VERB
ajpdis-1597	488	33	temporal	temporal	ADJ
ajpdis-1597	488	34	trends	trend	NOUN
ajpdis-1597	488	35	and	and	CCONJ
ajpdis-1597	488	36	long	long	ADJ
ajpdis-1597	488	37	-	-	PUNCT
ajpdis-1597	488	38	term	term	NOUN
ajpdis-1597	488	39	relationships	relationship	NOUN
ajpdis-1597	488	40	in	in	ADP
ajpdis-1597	488	41	citizen	citizen	NOUN
ajpdis-1597	488	42	service	service	NOUN
ajpdis-1597	488	43	data	datum	NOUN
ajpdis-1597	488	44	.	.	PUNCT
ajpdis-1597	489	1	besides	besides	SCONJ
ajpdis-1597	489	2	,	,	PUNCT
ajpdis-1597	489	3	a	a	DET
ajpdis-1597	489	4	dynamic	dynamic	ADJ
ajpdis-1597	489	5	implementation	implementation	NOUN
ajpdis-1597	489	6	of	of	ADP
ajpdis-1597	489	7	government	government	NOUN
ajpdis-1597	489	8	agencies	agency	NOUN
ajpdis-1597	489	9	in	in	ADP
ajpdis-1597	489	10	real	real	ADJ
ajpdis-1597	489	11	-	-	PUNCT
ajpdis-1597	489	12	time	time	NOUN
ajpdis-1597	489	13	analytics	analytic	NOUN
ajpdis-1597	489	14	and	and	CCONJ
ajpdis-1597	489	15	decision	decision	NOUN
ajpdis-1597	489	16	-	-	PUNCT
ajpdis-1597	489	17	support	support	NOUN
ajpdis-1597	489	18	systems	system	NOUN
ajpdis-1597	489	19	would	would	AUX
ajpdis-1597	489	20	enable	enable	VERB
ajpdis-1597	489	21	predictions	prediction	NOUN
ajpdis-1597	489	22	to	to	PART
ajpdis-1597	489	23	be	be	AUX
ajpdis-1597	489	24	applied	apply	VERB
ajpdis-1597	489	25	dynamically	dynamically	ADV
ajpdis-1597	489	26	instead	instead	ADV
ajpdis-1597	489	27	of	of	ADP
ajpdis-1597	489	28	retrospectively	retrospectively	ADV
ajpdis-1597	489	29	and	and	CCONJ
ajpdis-1597	489	30	provide	provide	VERB
ajpdis-1597	489	31	immediate	immediate	ADJ
ajpdis-1597	489	32	benefits	benefit	NOUN
ajpdis-1597	489	33	to	to	ADP
ajpdis-1597	489	34	operational	operational	ADJ
ajpdis-1597	489	35	activities	activity	NOUN
ajpdis-1597	489	36	,	,	PUNCT
ajpdis-1597	489	37	including	include	VERB
ajpdis-1597	489	38	automated	automate	VERB
ajpdis-1597	489	39	routing	routing	NOUN
ajpdis-1597	489	40	of	of	ADP
ajpdis-1597	489	41	cases	case	NOUN
ajpdis-1597	489	42	,	,	PUNCT
ajpdis-1597	489	43	adaptive	adaptive	ADJ
ajpdis-1597	489	44	workforce	workforce	NOUN
ajpdis-1597	489	45	scheduling	scheduling	NOUN
ajpdis-1597	489	46	,	,	PUNCT
ajpdis-1597	489	47	and	and	CCONJ
ajpdis-1597	489	48	the	the	DET
ajpdis-1597	489	49	early	early	ADJ
ajpdis-1597	489	50	identification	identification	NOUN
ajpdis-1597	489	51	of	of	ADP
ajpdis-1597	489	52	service	service	NOUN
ajpdis-1597	489	53	bottlenecks	bottleneck	NOUN
ajpdis-1597	489	54	[	[	X
ajpdis-1597	489	55	58	58	NUM
ajpdis-1597	489	56	]	]	PUNCT
ajpdis-1597	489	57	.	.	PUNCT
ajpdis-1597	490	1	it	it	PRON
ajpdis-1597	490	2	is	be	AUX
ajpdis-1597	490	3	potentially	potentially	ADV
ajpdis-1597	490	4	beneficial	beneficial	ADJ
ajpdis-1597	490	5	to	to	PART
ajpdis-1597	490	6	expand	expand	VERB
ajpdis-1597	490	7	current	current	ADJ
ajpdis-1597	490	8	research	research	NOUN
ajpdis-1597	490	9	to	to	ADP
ajpdis-1597	490	10	cross	cross	ADJ
ajpdis-1597	490	11	-	-	ADJ
ajpdis-1597	490	12	jurisdictional	jurisdictional	ADJ
ajpdis-1597	490	13	comparisons	comparison	NOUN
ajpdis-1597	490	14	of	of	ADP
ajpdis-1597	490	15	various	various	ADJ
ajpdis-1597	490	16	cities	city	NOUN
ajpdis-1597	490	17	or	or	CCONJ
ajpdis-1597	490	18	states	state	NOUN
ajpdis-1597	490	19	in	in	ADP
ajpdis-1597	490	20	the	the	DET
ajpdis-1597	490	21	united	united	PROPN
ajpdis-1597	490	22	states	states	PROPN
ajpdis-1597	490	23	of	of	ADP
ajpdis-1597	490	24	america	america	PROPN
ajpdis-1597	490	25	to	to	PART
ajpdis-1597	490	26	better	well	ADV
ajpdis-1597	490	27	understand	understand	VERB
ajpdis-1597	490	28	how	how	SCONJ
ajpdis-1597	490	29	predictive	predictive	ADJ
ajpdis-1597	490	30	analytics	analytic	NOUN
ajpdis-1597	490	31	strategies	strategy	NOUN
ajpdis-1597	490	32	can	can	AUX
ajpdis-1597	490	33	be	be	AUX
ajpdis-1597	490	34	standardized	standardize	VERB
ajpdis-1597	490	35	,	,	PUNCT
ajpdis-1597	490	36	localized	localized	ADJ
ajpdis-1597	490	37	,	,	PUNCT
ajpdis-1597	490	38	or	or	CCONJ
ajpdis-1597	490	39	scaled	scale	VERB
ajpdis-1597	490	40	based	base	VERB
ajpdis-1597	490	41	on	on	ADP
ajpdis-1597	490	42	different	different	ADJ
ajpdis-1597	490	43	administrative	administrative	ADJ
ajpdis-1597	490	44	settings	setting	NOUN
ajpdis-1597	490	45	.	.	PUNCT
ajpdis-1597	491	1	in	in	ADP
ajpdis-1597	491	2	conjunction	conjunction	NOUN
ajpdis-1597	491	3	with	with	ADP
ajpdis-1597	491	4	the	the	DET
ajpdis-1597	491	5	work	work	NOUN
ajpdis-1597	491	6	of	of	ADP
ajpdis-1597	491	7	policy	policy	NOUN
ajpdis-1597	491	8	professionals	professional	NOUN
ajpdis-1597	491	9	,	,	PUNCT
ajpdis-1597	491	10	urban	urban	ADJ
ajpdis-1597	491	11	planners	planner	NOUN
ajpdis-1597	491	12	and	and	CCONJ
ajpdis-1597	491	13	social	social	ADJ
ajpdis-1597	491	14	scientists	scientist	NOUN
ajpdis-1597	491	15	,	,	PUNCT
ajpdis-1597	491	16	collaboration	collaboration	NOUN
ajpdis-1597	491	17	can	can	AUX
ajpdis-1597	491	18	further	far	ADV
ajpdis-1597	491	19	make	make	VERB
ajpdis-1597	491	20	sure	sure	ADJ
ajpdis-1597	491	21	that	that	SCONJ
ajpdis-1597	491	22	predictive	predictive	ADJ
ajpdis-1597	491	23	models	model	NOUN
ajpdis-1597	491	24	are	be	AUX
ajpdis-1597	491	25	in	in	ADP
ajpdis-1597	491	26	line	line	NOUN
ajpdis-1597	491	27	with	with	ADP
ajpdis-1597	491	28	larger	large	ADJ
ajpdis-1597	491	29	objectives	objective	NOUN
ajpdis-1597	491	30	of	of	ADP
ajpdis-1597	491	31	governance	governance	NOUN
ajpdis-1597	491	32	,	,	PUNCT
ajpdis-1597	491	33	equity	equity	NOUN
ajpdis-1597	491	34	and	and	CCONJ
ajpdis-1597	491	35	ethical	ethical	ADJ
ajpdis-1597	491	36	imperatives	imperative	NOUN
ajpdis-1597	491	37	[	[	X
ajpdis-1597	491	38	59	59	NUM
ajpdis-1597	491	39	]	]	PUNCT
ajpdis-1597	491	40	.	.	PUNCT
ajpdis-1597	492	1	the	the	DET
ajpdis-1597	492	2	other	other	ADJ
ajpdis-1597	492	3	avenue	avenue	PROPN
ajpdis-1597	492	4	to	to	PART
ajpdis-1597	492	5	pursue	pursue	VERB
ajpdis-1597	492	6	is	be	AUX
ajpdis-1597	492	7	the	the	DET
ajpdis-1597	492	8	creation	creation	NOUN
ajpdis-1597	492	9	of	of	ADP
ajpdis-1597	492	10	what	what	PRON
ajpdis-1597	492	11	-	-	PUNCT
ajpdis-1597	492	12	if	if	SCONJ
ajpdis-1597	492	13	simulation	simulation	NOUN
ajpdis-1597	492	14	models	model	NOUN
ajpdis-1597	492	15	that	that	PRON
ajpdis-1597	492	16	enable	enable	VERB
ajpdis-1597	492	17	agencies	agency	NOUN
ajpdis-1597	492	18	to	to	PART
ajpdis-1597	492	19	compute	compute	VERB
ajpdis-1597	492	20	the	the	DET
ajpdis-1597	492	21	possible	possible	ADJ
ajpdis-1597	492	22	policy	policy	NOUN
ajpdis-1597	492	23	outcomes	outcome	NOUN
ajpdis-1597	492	24	,	,	PUNCT
ajpdis-1597	492	25	intervention	intervention	NOUN
ajpdis-1597	492	26	situations	situation	NOUN
ajpdis-1597	492	27	and	and	CCONJ
ajpdis-1597	492	28	determine	determine	VERB
ajpdis-1597	492	29	the	the	DET
ajpdis-1597	492	30	long	long	ADJ
ajpdis-1597	492	31	-	-	PUNCT
ajpdis-1597	492	32	term	term	NOUN
ajpdis-1597	492	33	consequences	consequence	NOUN
ajpdis-1597	492	34	prior	prior	ADV
ajpdis-1597	492	35	to	to	ADP
ajpdis-1597	492	36	actual	actual	ADJ
ajpdis-1597	492	37	changes	change	NOUN
ajpdis-1597	492	38	being	be	AUX
ajpdis-1597	492	39	made	make	VERB
ajpdis-1597	492	40	in	in	ADP
ajpdis-1597	492	41	real	real	ADJ
ajpdis-1597	492	42	-	-	PUNCT
ajpdis-1597	492	43	life	life	NOUN
ajpdis-1597	492	44	contexts	contexts	NOUN
ajpdis-1597	492	45	.	.	PUNCT
ajpdis-1597	493	1	also	also	ADV
ajpdis-1597	493	2	,	,	PUNCT
ajpdis-1597	493	3	innovative	innovative	ADJ
ajpdis-1597	493	4	approaches	approach	NOUN
ajpdis-1597	493	5	to	to	ADP
ajpdis-1597	493	6	solid	solid	ADJ
ajpdis-1597	493	7	frameworks	framework	NOUN
ajpdis-1597	493	8	to	to	PART
ajpdis-1597	493	9	address	address	VERB
ajpdis-1597	493	10	algorithmic	algorithmic	ADJ
ajpdis-1597	493	11	bias	bias	NOUN
ajpdis-1597	493	12	,	,	PUNCT
ajpdis-1597	493	13	increase	increase	VERB
ajpdis-1597	493	14	transparency	transparency	NOUN
ajpdis-1597	493	15	,	,	PUNCT
ajpdis-1597	493	16	and	and	CCONJ
ajpdis-1597	493	17	boost	boost	VERB
ajpdis-1597	493	18	public	public	ADJ
ajpdis-1597	493	19	confidence	confidence	NOUN
ajpdis-1597	493	20	in	in	ADP
ajpdis-1597	493	21	automated	automate	VERB
ajpdis-1597	493	22	decisionmaking	decisionmake	VERB
ajpdis-1597	493	23	systems	system	NOUN
ajpdis-1597	493	24	should	should	AUX
ajpdis-1597	493	25	be	be	AUX
ajpdis-1597	493	26	examined	examine	VERB
ajpdis-1597	493	27	in	in	ADP
ajpdis-1597	493	28	future	future	ADJ
ajpdis-1597	493	29	studies	study	NOUN
ajpdis-1597	493	30	.	.	PUNCT
ajpdis-1597	494	1	responsiveness	responsiveness	NOUN
ajpdis-1597	494	2	and	and	CCONJ
ajpdis-1597	494	3	accountability	accountability	NOUN
ajpdis-1597	494	4	of	of	ADP
ajpdis-1597	494	5	the	the	DET
ajpdis-1597	494	6	services	service	NOUN
ajpdis-1597	494	7	can	can	AUX
ajpdis-1597	494	8	also	also	ADV
ajpdis-1597	494	9	be	be	AUX
ajpdis-1597	494	10	enhanced	enhance	VERB
ajpdis-1597	494	11	by	by	ADP
ajpdis-1597	494	12	exploring	explore	VERB
ajpdis-1597	494	13	the	the	DET
ajpdis-1597	494	14	practice	practice	NOUN
ajpdis-1597	494	15	of	of	ADP
ajpdis-1597	494	16	participatory	participatory	NOUN
ajpdis-1597	494	17	where	where	SCONJ
ajpdis-1597	494	18	citizens	citizen	NOUN
ajpdis-1597	494	19	can	can	AUX
ajpdis-1597	494	20	add	add	VERB
ajpdis-1597	494	21	comments	comment	NOUN
ajpdis-1597	494	22	to	to	ADP
ajpdis-1597	494	23	the	the	DET
ajpdis-1597	494	24	predictive	predictive	ADJ
ajpdis-1597	494	25	tools	tool	NOUN
ajpdis-1597	494	26	to	to	PART
ajpdis-1597	494	27	ensure	ensure	VERB
ajpdis-1597	494	28	the	the	DET
ajpdis-1597	494	29	evolution	evolution	NOUN
ajpdis-1597	494	30	of	of	ADP
ajpdis-1597	494	31	the	the	DET
ajpdis-1597	494	32	tools	tool	NOUN
ajpdis-1597	494	33	is	be	AUX
ajpdis-1597	494	34	more	more	ADV
ajpdis-1597	494	35	precise	precise	ADJ
ajpdis-1597	494	36	.	.	PUNCT
ajpdis-1597	495	1	finally	finally	ADV
ajpdis-1597	495	2	,	,	PUNCT
ajpdis-1597	495	3	making	make	VERB
ajpdis-1597	495	4	predictive	predictive	ADJ
ajpdis-1597	495	5	analytics	analytic	NOUN
ajpdis-1597	495	6	an	an	DET
ajpdis-1597	495	7	inherent	inherent	ADJ
ajpdis-1597	495	8	aspect	aspect	NOUN
ajpdis-1597	495	9	of	of	ADP
ajpdis-1597	495	10	bigger	big	ADJ
ajpdis-1597	495	11	smarter	smart	ADJ
ajpdis-1597	495	12	city	city	NOUN
ajpdis-1597	495	13	empires	empire	NOUN
ajpdis-1597	495	14	,	,	PUNCT
ajpdis-1597	495	15	which	which	PRON
ajpdis-1597	495	16	will	will	AUX
ajpdis-1597	495	17	be	be	AUX
ajpdis-1597	495	18	connected	connect	VERB
ajpdis-1597	495	19	to	to	ADP
ajpdis-1597	495	20	iot	iot	ADJ
ajpdis-1597	495	21	sensors	sensor	NOUN
ajpdis-1597	495	22	,	,	PUNCT
ajpdis-1597	495	23	mobility	mobility	NOUN
ajpdis-1597	495	24	systems	system	NOUN
ajpdis-1597	495	25	,	,	PUNCT
ajpdis-1597	495	26	and	and	CCONJ
ajpdis-1597	495	27	digital	digital	ADJ
ajpdis-1597	495	28	government	government	NOUN
ajpdis-1597	495	29	platforms	platform	NOUN
ajpdis-1597	495	30	,	,	PUNCT
ajpdis-1597	495	31	is	be	AUX
ajpdis-1597	495	32	the	the	DET
ajpdis-1597	495	33	future	future	ADJ
ajpdis-1597	495	34	direction	direction	NOUN
ajpdis-1597	495	35	of	of	ADP
ajpdis-1597	495	36	work	work	NOUN
ajpdis-1597	495	37	as	as	SCONJ
ajpdis-1597	495	38	governments	government	NOUN
ajpdis-1597	495	39	move	move	VERB
ajpdis-1597	495	40	beyond	beyond	ADP
ajpdis-1597	495	41	reactive	reactive	NOUN
ajpdis-1597	495	42	to	to	ADP
ajpdis-1597	495	43	proactive	proactive	ADJ
ajpdis-1597	495	44	service	service	NOUN
ajpdis-1597	495	45	provision	provision	NOUN
ajpdis-1597	495	46	on	on	ADP
ajpdis-1597	495	47	a	a	DET
ajpdis-1597	495	48	citywide	citywide	ADJ
ajpdis-1597	495	49	basis	basis	NOUN
ajpdis-1597	495	50	[	[	X
ajpdis-1597	495	51	60	60	NUM
ajpdis-1597	495	52	]	]	PUNCT
ajpdis-1597	495	53	.	.	PUNCT
ajpdis-1597	496	1	collectively	collectively	ADV
ajpdis-1597	496	2	,	,	PUNCT
ajpdis-1597	496	3	these	these	DET
ajpdis-1597	496	4	lines	line	NOUN
ajpdis-1597	496	5	of	of	ADP
ajpdis-1597	496	6	inquiry	inquiry	NOUN
ajpdis-1597	496	7	indicate	indicate	VERB
ajpdis-1597	496	8	that	that	SCONJ
ajpdis-1597	496	9	predictive	predictive	ADJ
ajpdis-1597	496	10	analytics	analytic	NOUN
ajpdis-1597	496	11	have	have	VERB
ajpdis-1597	496	12	great	great	ADJ
ajpdis-1597	496	13	potential	potential	NOUN
ajpdis-1597	496	14	to	to	PART
ajpdis-1597	496	15	become	become	VERB
ajpdis-1597	496	16	a	a	DET
ajpdis-1597	496	17	fully	fully	ADV
ajpdis-1597	496	18	developed	develop	VERB
ajpdis-1597	496	19	part	part	NOUN
ajpdis-1597	496	20	of	of	ADP
ajpdis-1597	496	21	the	the	DET
ajpdis-1597	496	22	contemporary	contemporary	PROPN
ajpdis-1597	496	23	state	state	PROPN
ajpdis-1597	496	24	administration	administration	NOUN
ajpdis-1597	496	25	,	,	PUNCT
ajpdis-1597	496	26	enhancing	enhance	VERB
ajpdis-1597	496	27	fairer	fair	ADJ
ajpdis-1597	496	28	,	,	PUNCT
ajpdis-1597	496	29	more	more	ADV
ajpdis-1597	496	30	efficient	efficient	ADJ
ajpdis-1597	496	31	,	,	PUNCT
ajpdis-1597	496	32	and	and	CCONJ
ajpdis-1597	496	33	people	people	NOUN
ajpdis-1597	496	34	-	-	PUNCT
ajpdis-1597	496	35	oriented	orient	VERB
ajpdis-1597	496	36	systems	system	NOUN
ajpdis-1597	496	37	of	of	ADP
ajpdis-1597	496	38	the	the	DET
ajpdis-1597	496	39	government	government	NOUN
ajpdis-1597	496	40	.	.	PUNCT
ajpdis-1597	497	1	viii	viii	PROPN
ajpdis-1597	497	2	.	.	PUNCT
ajpdis-1597	498	1	conclusion	conclusion	NOUN
ajpdis-1597	498	2	this	this	DET
ajpdis-1597	498	3	study	study	NOUN
ajpdis-1597	498	4	illustrates	illustrate	VERB
ajpdis-1597	498	5	the	the	DET
ajpdis-1597	498	6	disruptive	disruptive	ADJ
ajpdis-1597	498	7	nature	nature	NOUN
ajpdis-1597	498	8	of	of	ADP
ajpdis-1597	498	9	predictive	predictive	ADJ
ajpdis-1597	498	10	analytics	analytic	NOUN
ajpdis-1597	498	11	in	in	ADP
ajpdis-1597	498	12	improving	improve	VERB
ajpdis-1597	498	13	the	the	DET
ajpdis-1597	498	14	operations	operation	NOUN
ajpdis-1597	498	15	of	of	ADP
ajpdis-1597	498	16	the	the	DET
ajpdis-1597	498	17	government	government	NOUN
ajpdis-1597	498	18	and	and	CCONJ
ajpdis-1597	498	19	reinforcing	reinforce	VERB
ajpdis-1597	498	20	the	the	DET
ajpdis-1597	498	21	delivery	delivery	NOUN
ajpdis-1597	498	22	of	of	ADP
ajpdis-1597	498	23	services	service	NOUN
ajpdis-1597	498	24	to	to	ADP
ajpdis-1597	498	25	the	the	DET
ajpdis-1597	498	26	people	people	NOUN
ajpdis-1597	498	27	in	in	ADP
ajpdis-1597	498	28	the	the	DET
ajpdis-1597	498	29	united	united	PROPN
ajpdis-1597	498	30	states	states	PROPN
ajpdis-1597	498	31	.	.	PUNCT
ajpdis-1597	499	1	through	through	ADP
ajpdis-1597	499	2	the	the	DET
ajpdis-1597	499	3	analysis	analysis	NOUN
ajpdis-1597	499	4	of	of	ADP
ajpdis-1597	499	5	the	the	DET
ajpdis-1597	499	6	nyc	nyc	PROPN
ajpdis-1597	499	7	311	311	NUM
ajpdis-1597	499	8	service	service	NOUN
ajpdis-1597	499	9	request	request	NOUN
ajpdis-1597	499	10	data	datum	NOUN
ajpdis-1597	499	11	,	,	PUNCT
ajpdis-1597	499	12	the	the	DET
ajpdis-1597	499	13	research	research	NOUN
ajpdis-1597	499	14	findings	finding	NOUN
ajpdis-1597	499	15	can	can	AUX
ajpdis-1597	499	16	be	be	AUX
ajpdis-1597	499	17	used	use	VERB
ajpdis-1597	499	18	to	to	PART
ajpdis-1597	499	19	offer	offer	VERB
ajpdis-1597	499	20	empirical	empirical	ADJ
ajpdis-1597	499	21	data	datum	NOUN
ajpdis-1597	499	22	to	to	PART
ajpdis-1597	499	23	support	support	VERB
ajpdis-1597	499	24	the	the	DET
ajpdis-1597	499	25	idea	idea	NOUN
ajpdis-1597	499	26	that	that	SCONJ
ajpdis-1597	499	27	data	data	NOUN
ajpdis-1597	499	28	-	-	PUNCT
ajpdis-1597	499	29	driven	drive	VERB
ajpdis-1597	499	30	strategies	strategy	NOUN
ajpdis-1597	499	31	may	may	AUX
ajpdis-1597	499	32	reveal	reveal	VERB
ajpdis-1597	499	33	useful	useful	ADJ
ajpdis-1597	499	34	trends	trend	NOUN
ajpdis-1597	499	35	,	,	PUNCT
ajpdis-1597	499	36	enhance	enhance	VERB
ajpdis-1597	499	37	the	the	DET
ajpdis-1597	499	38	efficiency	efficiency	NOUN
ajpdis-1597	499	39	of	of	ADP
ajpdis-1597	499	40	response	response	NOUN
ajpdis-1597	499	41	,	,	PUNCT
ajpdis-1597	499	42	and	and	CCONJ
ajpdis-1597	499	43	foster	foster	VERB
ajpdis-1597	499	44	more	more	ADV
ajpdis-1597	499	45	effective	effective	ADJ
ajpdis-1597	499	46	decision	decision	NOUN
ajpdis-1597	499	47	-	-	PUNCT
ajpdis-1597	499	48	making	making	NOUN
ajpdis-1597	499	49	within	within	ADP
ajpdis-1597	499	50	the	the	DET
ajpdis-1597	499	51	community	community	NOUN
ajpdis-1597	499	52	of	of	ADP
ajpdis-1597	499	53	the	the	DET
ajpdis-1597	499	54	public	public	ADJ
ajpdis-1597	499	55	agencies	agency	NOUN
ajpdis-1597	499	56	.	.	PUNCT
ajpdis-1597	500	1	the	the	DET
ajpdis-1597	500	2	results	result	NOUN
ajpdis-1597	500	3	indicate	indicate	VERB
ajpdis-1597	500	4	that	that	SCONJ
ajpdis-1597	500	5	the	the	DET
ajpdis-1597	500	6	frequency	frequency	NOUN
ajpdis-1597	500	7	of	of	ADP
ajpdis-1597	500	8	complaints	complaint	NOUN
ajpdis-1597	500	9	,	,	PUNCT
ajpdis-1597	500	10	response	response	NOUN
ajpdis-1597	500	11	time	time	NOUN
ajpdis-1597	500	12	,	,	PUNCT
ajpdis-1597	500	13	and	and	CCONJ
ajpdis-1597	500	14	geographic	geographic	ADJ
ajpdis-1597	500	15	differences	difference	NOUN
ajpdis-1597	500	16	can	can	AUX
ajpdis-1597	500	17	be	be	AUX
ajpdis-1597	500	18	a	a	DET
ajpdis-1597	500	19	good	good	ADJ
ajpdis-1597	500	20	way	way	NOUN
ajpdis-1597	500	21	to	to	PART
ajpdis-1597	500	22	understand	understand	VERB
ajpdis-1597	500	23	the	the	DET
ajpdis-1597	500	24	needs	need	NOUN
ajpdis-1597	500	25	of	of	ADP
ajpdis-1597	500	26	citizens	citizen	NOUN
ajpdis-1597	500	27	and	and	CCONJ
ajpdis-1597	500	28	can	can	AUX
ajpdis-1597	500	29	therefore	therefore	ADV
ajpdis-1597	500	30	assist	assist	VERB
ajpdis-1597	500	31	the	the	DET
ajpdis-1597	500	32	government	government	NOUN
ajpdis-1597	500	33	to	to	PART
ajpdis-1597	500	34	distribute	distribute	VERB
ajpdis-1597	500	35	resources	resource	NOUN
ajpdis-1597	500	36	in	in	ADP
ajpdis-1597	500	37	a	a	DET
ajpdis-1597	500	38	more	more	ADV
ajpdis-1597	500	39	effective	effective	ADJ
ajpdis-1597	500	40	manner	manner	NOUN
ajpdis-1597	500	41	and	and	CCONJ
ajpdis-1597	500	42	structure	structure	NOUN
ajpdis-1597	500	43	specific	specific	ADJ
ajpdis-1597	500	44	interventions	intervention	NOUN
ajpdis-1597	500	45	.	.	PUNCT
ajpdis-1597	501	1	the	the	DET
ajpdis-1597	501	2	study	study	NOUN
ajpdis-1597	501	3	establishes	establish	VERB
ajpdis-1597	501	4	using	use	VERB
ajpdis-1597	501	5	predictive	predictive	ADJ
ajpdis-1597	501	6	modeling	modeling	NOUN
ajpdis-1597	501	7	,	,	PUNCT
ajpdis-1597	501	8	with	with	ADP
ajpdis-1597	501	9	support	support	NOUN
ajpdis-1597	501	10	vector	vector	NOUN
ajpdis-1597	501	11	machine	machine	NOUN
ajpdis-1597	501	12	(	(	PUNCT
ajpdis-1597	501	13	svm	svm	PROPN
ajpdis-1597	501	14	)	)	PUNCT
ajpdis-1597	501	15	and	and	CCONJ
ajpdis-1597	501	16	so	so	ADV
ajpdis-1597	501	17	forth	forth	ADV
ajpdis-1597	501	18	that	that	SCONJ
ajpdis-1597	501	19	machine	machine	NOUN
ajpdis-1597	501	20	learning	learning	NOUN
ajpdis-1597	501	21	approaches	approach	NOUN
ajpdis-1597	501	22	are	be	AUX
ajpdis-1597	501	23	reliable	reliable	ADJ
ajpdis-1597	501	24	in	in	ADP
ajpdis-1597	501	25	the	the	DET
ajpdis-1597	501	26	classification	classification	NOUN
ajpdis-1597	501	27	of	of	ADP
ajpdis-1597	501	28	service	service	NOUN
ajpdis-1597	501	29	request	request	NOUN
ajpdis-1597	501	30	behaviors	behavior	NOUN
ajpdis-1597	501	31	and	and	CCONJ
ajpdis-1597	501	32	predicting	predict	VERB
ajpdis-1597	501	33	the	the	DET
ajpdis-1597	501	34	outcome	outcome	NOUN
ajpdis-1597	501	35	of	of	ADP
ajpdis-1597	501	36	resolutions	resolution	NOUN
ajpdis-1597	501	37	,	,	PUNCT
ajpdis-1597	501	38	which	which	PRON
ajpdis-1597	501	39	presents	present	VERB
ajpdis-1597	501	40	significant	significant	ADJ
ajpdis-1597	501	41	automation	automation	NOUN
ajpdis-1597	501	42	opportunities	opportunity	NOUN
ajpdis-1597	501	43	,	,	PUNCT
ajpdis-1597	501	44	service	service	NOUN
ajpdis-1597	501	45	delay	delay	VERB
ajpdis-1597	501	46	early	early	ADJ
ajpdis-1597	501	47	detection	detection	NOUN
ajpdis-1597	501	48	,	,	PUNCT
ajpdis-1597	501	49	and	and	CCONJ
ajpdis-1597	501	50	performance	performance	NOUN
ajpdis-1597	501	51	optimization	optimization	NOUN
ajpdis-1597	501	52	.	.	PUNCT
ajpdis-1597	502	1	this	this	DET
ajpdis-1597	502	2	study	study	NOUN
ajpdis-1597	502	3	also	also	ADV
ajpdis-1597	502	4	demonstrates	demonstrate	VERB
ajpdis-1597	502	5	the	the	DET
ajpdis-1597	502	6	necessity	necessity	NOUN
ajpdis-1597	502	7	of	of	ADP
ajpdis-1597	502	8	using	use	VERB
ajpdis-1597	502	9	visual	visual	ADJ
ajpdis-1597	502	10	analytics	analytic	NOUN
ajpdis-1597	502	11	as	as	ADP
ajpdis-1597	502	12	the	the	DET
ajpdis-1597	502	13	tool	tool	NOUN
ajpdis-1597	502	14	to	to	ADP
ajpdis-1597	502	15	193	193	NUM
ajpdis-1597	502	16	journal	journal	NOUN
ajpdis-1597	502	17	of	of	ADP
ajpdis-1597	502	18	public	public	ADJ
ajpdis-1597	502	19	diplomacy	diplomacy	NOUN
ajpdis-1597	502	20	and	and	CCONJ
ajpdis-1597	502	21	international	international	ADJ
ajpdis-1597	502	22	studies	study	NOUN
ajpdis-1597	502	23	www	www	PROPN
ajpdis-1597	502	24	.	.	PUNCT
ajpdis-1597	503	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	503	2	analyze	analyze	VERB
ajpdis-1597	503	3	complicated	complicated	ADJ
ajpdis-1597	503	4	data	datum	NOUN
ajpdis-1597	503	5	so	so	SCONJ
ajpdis-1597	503	6	that	that	SCONJ
ajpdis-1597	503	7	policy	policy	NOUN
ajpdis-1597	503	8	makers	maker	NOUN
ajpdis-1597	503	9	and	and	CCONJ
ajpdis-1597	503	10	the	the	DET
ajpdis-1597	503	11	leaders	leader	NOUN
ajpdis-1597	503	12	of	of	ADP
ajpdis-1597	503	13	various	various	ADJ
ajpdis-1597	503	14	agencies	agency	NOUN
ajpdis-1597	503	15	could	could	AUX
ajpdis-1597	503	16	perceive	perceive	VERB
ajpdis-1597	503	17	trends	trend	NOUN
ajpdis-1597	503	18	in	in	ADP
ajpdis-1597	503	19	a	a	DET
ajpdis-1597	503	20	straightforward	straightforward	ADJ
ajpdis-1597	503	21	and	and	CCONJ
ajpdis-1597	503	22	practical	practical	ADJ
ajpdis-1597	503	23	way	way	NOUN
ajpdis-1597	503	24	.	.	PUNCT
ajpdis-1597	504	1	seasonality	seasonality	NOUN
ajpdis-1597	504	2	,	,	PUNCT
ajpdis-1597	504	3	differences	difference	NOUN
ajpdis-1597	504	4	between	between	ADP
ajpdis-1597	504	5	neighborhoods	neighborhood	NOUN
ajpdis-1597	504	6	,	,	PUNCT
ajpdis-1597	504	7	differences	difference	NOUN
ajpdis-1597	504	8	between	between	ADP
ajpdis-1597	504	9	different	different	ADJ
ajpdis-1597	504	10	types	type	NOUN
ajpdis-1597	504	11	of	of	ADP
ajpdis-1597	504	12	complaints	complaint	NOUN
ajpdis-1597	504	13	,	,	PUNCT
ajpdis-1597	504	14	and	and	CCONJ
ajpdis-1597	504	15	so	so	ADV
ajpdis-1597	504	16	on	on	ADV
ajpdis-1597	504	17	all	all	PRON
ajpdis-1597	504	18	raise	raise	VERB
ajpdis-1597	504	19	the	the	DET
ajpdis-1597	504	20	need	need	NOUN
ajpdis-1597	504	21	to	to	PART
ajpdis-1597	504	22	have	have	AUX
ajpdis-1597	504	23	nimble	nimble	ADJ
ajpdis-1597	504	24	and	and	CCONJ
ajpdis-1597	504	25	responsive	responsive	ADJ
ajpdis-1597	504	26	work	work	NOUN
ajpdis-1597	504	27	in	in	ADP
ajpdis-1597	504	28	government	government	NOUN
ajpdis-1597	504	29	.	.	PUNCT
ajpdis-1597	505	1	the	the	DET
ajpdis-1597	505	2	lessons	lesson	NOUN
ajpdis-1597	505	3	learned	learn	VERB
ajpdis-1597	505	4	here	here	ADV
ajpdis-1597	505	5	confirm	confirm	VERB
ajpdis-1597	505	6	the	the	DET
ajpdis-1597	505	7	importance	importance	NOUN
ajpdis-1597	505	8	of	of	ADP
ajpdis-1597	505	9	predictive	predictive	ADJ
ajpdis-1597	505	10	analytics	analytic	NOUN
ajpdis-1597	505	11	as	as	ADP
ajpdis-1597	505	12	a	a	DET
ajpdis-1597	505	13	diagnostic	diagnostic	ADJ
ajpdis-1597	505	14	tool	tool	NOUN
ajpdis-1597	505	15	and	and	CCONJ
ajpdis-1597	505	16	a	a	DET
ajpdis-1597	505	17	proactive	proactive	ADJ
ajpdis-1597	505	18	process	process	NOUN
ajpdis-1597	505	19	that	that	PRON
ajpdis-1597	505	20	enables	enable	VERB
ajpdis-1597	505	21	the	the	DET
ajpdis-1597	505	22	use	use	NOUN
ajpdis-1597	505	23	of	of	ADP
ajpdis-1597	505	24	predictive	predictive	ADJ
ajpdis-1597	505	25	analytics	analytic	NOUN
ajpdis-1597	505	26	by	by	ADP
ajpdis-1597	505	27	predicting	predict	VERB
ajpdis-1597	505	28	the	the	DET
ajpdis-1597	505	29	demands	demand	NOUN
ajpdis-1597	505	30	of	of	ADP
ajpdis-1597	505	31	services	service	NOUN
ajpdis-1597	505	32	prior	prior	ADV
ajpdis-1597	505	33	to	to	ADP
ajpdis-1597	505	34	the	the	DET
ajpdis-1597	505	35	need	need	NOUN
ajpdis-1597	505	36	arising	arise	VERB
ajpdis-1597	505	37	by	by	ADP
ajpdis-1597	505	38	the	the	DET
ajpdis-1597	505	39	citizens	citizen	NOUN
ajpdis-1597	505	40	seeking	seek	VERB
ajpdis-1597	505	41	them	they	PRON
ajpdis-1597	505	42	.	.	PUNCT
ajpdis-1597	506	1	this	this	DET
ajpdis-1597	506	2	study	study	NOUN
ajpdis-1597	506	3	also	also	ADV
ajpdis-1597	506	4	mentions	mention	VERB
ajpdis-1597	506	5	the	the	DET
ajpdis-1597	506	6	obstacles	obstacle	NOUN
ajpdis-1597	506	7	,	,	PUNCT
ajpdis-1597	506	8	which	which	PRON
ajpdis-1597	506	9	are	be	AUX
ajpdis-1597	506	10	such	such	ADJ
ajpdis-1597	506	11	concerns	concern	NOUN
ajpdis-1597	506	12	as	as	ADP
ajpdis-1597	506	13	the	the	DET
ajpdis-1597	506	14	quality	quality	NOUN
ajpdis-1597	506	15	of	of	ADP
ajpdis-1597	506	16	the	the	DET
ajpdis-1597	506	17	data	datum	NOUN
ajpdis-1597	506	18	,	,	PUNCT
ajpdis-1597	506	19	possible	possible	ADJ
ajpdis-1597	506	20	bias	bias	NOUN
ajpdis-1597	506	21	in	in	ADP
ajpdis-1597	506	22	the	the	DET
ajpdis-1597	506	23	algorithms	algorithm	NOUN
ajpdis-1597	506	24	,	,	PUNCT
ajpdis-1597	506	25	and	and	CCONJ
ajpdis-1597	506	26	the	the	DET
ajpdis-1597	506	27	necessity	necessity	NOUN
ajpdis-1597	506	28	of	of	ADP
ajpdis-1597	506	29	the	the	DET
ajpdis-1597	506	30	strong	strong	ADJ
ajpdis-1597	506	31	ethical	ethical	ADJ
ajpdis-1597	506	32	frameworks	framework	NOUN
ajpdis-1597	506	33	that	that	PRON
ajpdis-1597	506	34	could	could	AUX
ajpdis-1597	506	35	be	be	AUX
ajpdis-1597	506	36	used	use	VERB
ajpdis-1597	506	37	to	to	PART
ajpdis-1597	506	38	ensure	ensure	VERB
ajpdis-1597	506	39	the	the	DET
ajpdis-1597	506	40	fairness	fairness	NOUN
ajpdis-1597	506	41	,	,	PUNCT
ajpdis-1597	506	42	transparency	transparency	NOUN
ajpdis-1597	506	43	,	,	PUNCT
ajpdis-1597	506	44	and	and	CCONJ
ajpdis-1597	506	45	accountability	accountability	NOUN
ajpdis-1597	506	46	of	of	ADP
ajpdis-1597	506	47	the	the	DET
ajpdis-1597	506	48	automated	automate	VERB
ajpdis-1597	506	49	decision	decision	NOUN
ajpdis-1597	506	50	-	-	PUNCT
ajpdis-1597	506	51	making	make	VERB
ajpdis-1597	506	52	process	process	NOUN
ajpdis-1597	506	53	.	.	PUNCT
ajpdis-1597	507	1	this	this	DET
ajpdis-1597	507	2	study	study	NOUN
ajpdis-1597	507	3	outlines	outline	VERB
ajpdis-1597	507	4	the	the	DET
ajpdis-1597	507	5	importance	importance	NOUN
ajpdis-1597	507	6	of	of	ADP
ajpdis-1597	507	7	predictive	predictive	ADJ
ajpdis-1597	507	8	analytics	analytic	NOUN
ajpdis-1597	507	9	in	in	ADP
ajpdis-1597	507	10	making	make	VERB
ajpdis-1597	507	11	the	the	DET
ajpdis-1597	507	12	public	public	ADJ
ajpdis-1597	507	13	sector	sector	NOUN
ajpdis-1597	507	14	more	more	ADV
ajpdis-1597	507	15	responsive	responsive	ADJ
ajpdis-1597	507	16	,	,	PUNCT
ajpdis-1597	507	17	efficient	efficient	ADJ
ajpdis-1597	507	18	,	,	PUNCT
ajpdis-1597	507	19	and	and	CCONJ
ajpdis-1597	507	20	citizen	citizen	NOUN
ajpdis-1597	507	21	-	-	PUNCT
ajpdis-1597	507	22	focused	focused	ADJ
ajpdis-1597	507	23	.	.	PUNCT
ajpdis-1597	508	1	the	the	DET
ajpdis-1597	508	2	application	application	NOUN
ajpdis-1597	508	3	of	of	ADP
ajpdis-1597	508	4	machine	machine	NOUN
ajpdis-1597	508	5	learning	learning	NOUN
ajpdis-1597	508	6	and	and	CCONJ
ajpdis-1597	508	7	data	datum	NOUN
ajpdis-1597	508	8	science	science	NOUN
ajpdis-1597	508	9	to	to	ADP
ajpdis-1597	508	10	operational	operational	ADJ
ajpdis-1597	508	11	procedures	procedure	NOUN
ajpdis-1597	508	12	is	be	AUX
ajpdis-1597	508	13	going	go	VERB
ajpdis-1597	508	14	to	to	PART
ajpdis-1597	508	15	be	be	AUX
ajpdis-1597	508	16	a	a	DET
ajpdis-1597	508	17	more	more	ADV
ajpdis-1597	508	18	necessary	necessary	ADJ
ajpdis-1597	508	19	factor	factor	NOUN
ajpdis-1597	508	20	as	as	SCONJ
ajpdis-1597	508	21	governments	government	NOUN
ajpdis-1597	508	22	keep	keep	VERB
ajpdis-1597	508	23	adopting	adopt	VERB
ajpdis-1597	508	24	digital	digital	ADJ
ajpdis-1597	508	25	transformation	transformation	NOUN
ajpdis-1597	508	26	.	.	PUNCT
ajpdis-1597	509	1	through	through	ADP
ajpdis-1597	509	2	big	big	ADJ
ajpdis-1597	509	3	data	datum	NOUN
ajpdis-1597	509	4	initiatives	initiative	NOUN
ajpdis-1597	509	5	by	by	ADP
ajpdis-1597	509	6	the	the	DET
ajpdis-1597	509	7	government	government	NOUN
ajpdis-1597	509	8	,	,	PUNCT
ajpdis-1597	509	9	like	like	ADP
ajpdis-1597	509	10	nyc	nyc	PROPN
ajpdis-1597	509	11	311	311	NUM
ajpdis-1597	509	12	,	,	PUNCT
ajpdis-1597	509	13	agencies	agency	NOUN
ajpdis-1597	509	14	will	will	AUX
ajpdis-1597	509	15	be	be	AUX
ajpdis-1597	509	16	able	able	ADJ
ajpdis-1597	509	17	to	to	PART
ajpdis-1597	509	18	change	change	VERB
ajpdis-1597	509	19	reactive	reactive	ADJ
ajpdis-1597	509	20	patterns	pattern	NOUN
ajpdis-1597	509	21	of	of	ADP
ajpdis-1597	509	22	their	their	PRON
ajpdis-1597	509	23	services	service	NOUN
ajpdis-1597	509	24	into	into	ADP
ajpdis-1597	509	25	proactive	proactive	ADJ
ajpdis-1597	509	26	ones	one	NOUN
ajpdis-1597	509	27	that	that	PRON
ajpdis-1597	509	28	avert	avert	PROPN
ajpdis-1597	509	29	problems	problem	NOUN
ajpdis-1597	509	30	,	,	PUNCT
ajpdis-1597	509	31	minimize	minimize	VERB
ajpdis-1597	509	32	delays	delay	NOUN
ajpdis-1597	509	33	,	,	PUNCT
ajpdis-1597	509	34	and	and	CCONJ
ajpdis-1597	509	35	enhance	enhance	VERB
ajpdis-1597	509	36	community	community	NOUN
ajpdis-1597	509	37	performance	performance	NOUN
ajpdis-1597	509	38	.	.	PUNCT
ajpdis-1597	510	1	this	this	DET
ajpdis-1597	510	2	paper	paper	NOUN
ajpdis-1597	510	3	finally	finally	ADV
ajpdis-1597	510	4	supports	support	VERB
ajpdis-1597	510	5	the	the	DET
ajpdis-1597	510	6	idea	idea	NOUN
ajpdis-1597	510	7	that	that	SCONJ
ajpdis-1597	510	8	predictive	predictive	ADJ
ajpdis-1597	510	9	analytics	analytic	NOUN
ajpdis-1597	510	10	is	be	AUX
ajpdis-1597	510	11	not	not	PART
ajpdis-1597	510	12	only	only	ADV
ajpdis-1597	510	13	a	a	DET
ajpdis-1597	510	14	technological	technological	ADJ
ajpdis-1597	510	15	adornment	adornment	NOUN
ajpdis-1597	510	16	,	,	PUNCT
ajpdis-1597	510	17	but	but	CCONJ
ajpdis-1597	510	18	a	a	DET
ajpdis-1597	510	19	competitive	competitive	ADJ
ajpdis-1597	510	20	power	power	NOUN
ajpdis-1597	510	21	that	that	PRON
ajpdis-1597	510	22	can	can	AUX
ajpdis-1597	510	23	reshape	reshape	VERB
ajpdis-1597	510	24	the	the	DET
ajpdis-1597	510	25	way	way	NOUN
ajpdis-1597	510	26	governmental	governmental	ADJ
ajpdis-1597	510	27	organizations	organization	NOUN
ajpdis-1597	510	28	conceive	conceive	VERB
ajpdis-1597	510	29	,	,	PUNCT
ajpdis-1597	510	30	operate	operate	VERB
ajpdis-1597	510	31	,	,	PUNCT
ajpdis-1597	510	32	and	and	CCONJ
ajpdis-1597	510	33	provide	provide	VERB
ajpdis-1597	510	34	services	service	NOUN
ajpdis-1597	510	35	to	to	ADP
ajpdis-1597	510	36	their	their	PRON
ajpdis-1597	510	37	citizens	citizen	NOUN
ajpdis-1597	510	38	during	during	ADP
ajpdis-1597	510	39	the	the	DET
ajpdis-1597	510	40	current	current	ADJ
ajpdis-1597	510	41	times	time	NOUN
ajpdis-1597	510	42	.	.	PUNCT
ajpdis-1597	511	1	ix	ix	PROPN
ajpdis-1597	511	2	.	.	PUNCT
ajpdis-1597	512	1	references	reference	NOUN
ajpdis-1597	512	2	1	1	NUM
ajpdis-1597	512	3	.	.	PUNCT
ajpdis-1597	512	4	mittal	mittal	PROPN
ajpdis-1597	512	5	,	,	PUNCT
ajpdis-1597	512	6	p.	p.	PROPN
ajpdis-1597	512	7	,	,	PUNCT
ajpdis-1597	512	8	&	&	CCONJ
ajpdis-1597	512	9	gautam	gautam	PROPN
ajpdis-1597	512	10	,	,	PUNCT
ajpdis-1597	512	11	s.	s.	PROPN
ajpdis-1597	512	12	(	(	PUNCT
ajpdis-1597	512	13	2023	2023	NUM
ajpdis-1597	512	14	)	)	PUNCT
ajpdis-1597	512	15	.	.	PUNCT
ajpdis-1597	513	1	logistic	logistic	ADJ
ajpdis-1597	513	2	regression	regression	NOUN
ajpdis-1597	513	3	and	and	CCONJ
ajpdis-1597	513	4	predictive	predictive	ADJ
ajpdis-1597	513	5	analysis	analysis	NOUN
ajpdis-1597	513	6	in	in	ADP
ajpdis-1597	513	7	public	public	ADJ
ajpdis-1597	513	8	services	service	NOUN
ajpdis-1597	513	9	of	of	ADP
ajpdis-1597	513	10	ai	ai	ADJ
ajpdis-1597	513	11	strategies	strategy	NOUN
ajpdis-1597	513	12	.	.	PUNCT
ajpdis-1597	514	1	tem	tem	PROPN
ajpdis-1597	514	2	journal	journal	PROPN
ajpdis-1597	514	3	,	,	PUNCT
ajpdis-1597	514	4	12(2	12(2	NUM
ajpdis-1597	514	5	)	)	PUNCT
ajpdis-1597	514	6	,	,	PUNCT
ajpdis-1597	514	7	751	751	NUM
ajpdis-1597	514	8	.	.	X
ajpdis-1597	515	1	2	2	NUM
ajpdis-1597	515	2	.	.	X
ajpdis-1597	515	3	babarinde	babarinde	ADJ
ajpdis-1597	515	4	,	,	PUNCT
ajpdis-1597	515	5	a.	a.	NOUN
ajpdis-1597	515	6	o.	o.	PROPN
ajpdis-1597	515	7	,	,	PUNCT
ajpdis-1597	515	8	ayo	ayo	PROPN
ajpdis-1597	515	9	-	-	PUNCT
ajpdis-1597	515	10	farai	farai	NOUN
ajpdis-1597	515	11	,	,	PUNCT
ajpdis-1597	515	12	o.	o.	NOUN
ajpdis-1597	515	13	,	,	PUNCT
ajpdis-1597	515	14	maduka	maduka	PROPN
ajpdis-1597	515	15	,	,	PUNCT
ajpdis-1597	515	16	c.	c.	PROPN
ajpdis-1597	515	17	p.	p.	PROPN
ajpdis-1597	515	18	,	,	PUNCT
ajpdis-1597	515	19	okongwu	okongwu	ADV
ajpdis-1597	515	20	,	,	PUNCT
ajpdis-1597	515	21	c.	c.	PROPN
ajpdis-1597	515	22	c.	c.	PROPN
ajpdis-1597	515	23	,	,	PUNCT
ajpdis-1597	515	24	&	&	CCONJ
ajpdis-1597	515	25	sodamade	sodamade	PROPN
ajpdis-1597	515	26	,	,	PUNCT
ajpdis-1597	515	27	o.	o.	PROPN
ajpdis-1597	515	28	(	(	PUNCT
ajpdis-1597	515	29	2023	2023	NUM
ajpdis-1597	515	30	)	)	PUNCT
ajpdis-1597	515	31	.	.	PUNCT
ajpdis-1597	516	1	data	datum	NOUN
ajpdis-1597	516	2	analytics	analytic	NOUN
ajpdis-1597	516	3	in	in	ADP
ajpdis-1597	516	4	public	public	ADJ
ajpdis-1597	516	5	health	health	NOUN
ajpdis-1597	516	6	,	,	PUNCT
ajpdis-1597	516	7	a	a	DET
ajpdis-1597	516	8	usa	usa	PROPN
ajpdis-1597	516	9	perspective	perspective	NOUN
ajpdis-1597	516	10	:	:	PUNCT
ajpdis-1597	516	11	a	a	DET
ajpdis-1597	516	12	review	review	NOUN
ajpdis-1597	516	13	.	.	PUNCT
ajpdis-1597	517	1	world	world	PROPN
ajpdis-1597	517	2	journal	journal	PROPN
ajpdis-1597	517	3	of	of	ADP
ajpdis-1597	517	4	advanced	advanced	ADJ
ajpdis-1597	517	5	research	research	NOUN
ajpdis-1597	517	6	and	and	CCONJ
ajpdis-1597	517	7	reviews	review	NOUN
ajpdis-1597	517	8	,	,	PUNCT
ajpdis-1597	517	9	20(3	20(3	NOUN
ajpdis-1597	517	10	)	)	PUNCT
ajpdis-1597	517	11	,	,	PUNCT
ajpdis-1597	517	12	211	211	NUM
ajpdis-1597	517	13	-	-	SYM
ajpdis-1597	517	14	224	224	NUM
ajpdis-1597	517	15	.	.	PUNCT
ajpdis-1597	518	1	3	3	NUM
ajpdis-1597	518	2	.	.	NUM
ajpdis-1597	518	3	odionu	odionu	NOUN
ajpdis-1597	518	4	,	,	PUNCT
ajpdis-1597	518	5	c.	c.	PROPN
ajpdis-1597	518	6	s.	s.	PROPN
ajpdis-1597	518	7	,	,	PUNCT
ajpdis-1597	518	8	&	&	CCONJ
ajpdis-1597	518	9	ibeh	ibeh	PROPN
ajpdis-1597	518	10	,	,	PUNCT
ajpdis-1597	518	11	c.	c.	PROPN
ajpdis-1597	518	12	v.	v.	PROPN
ajpdis-1597	518	13	(	(	PUNCT
ajpdis-1597	518	14	2023	2023	NUM
ajpdis-1597	518	15	)	)	PUNCT
ajpdis-1597	518	16	.	.	PUNCT
ajpdis-1597	519	1	big	big	ADJ
ajpdis-1597	519	2	data	datum	NOUN
ajpdis-1597	519	3	analytics	analytic	NOUN
ajpdis-1597	519	4	in	in	ADP
ajpdis-1597	519	5	healthcare	healthcare	PROPN
ajpdis-1597	519	6	:	:	PUNCT
ajpdis-1597	519	7	a	a	DET
ajpdis-1597	519	8	comparative	comparative	ADJ
ajpdis-1597	519	9	review	review	NOUN
ajpdis-1597	519	10	of	of	ADP
ajpdis-1597	519	11	usa	usa	PROPN
ajpdis-1597	519	12	and	and	CCONJ
ajpdis-1597	519	13	global	global	ADJ
ajpdis-1597	519	14	use	use	NOUN
ajpdis-1597	519	15	cases	case	NOUN
ajpdis-1597	519	16	.	.	PUNCT
ajpdis-1597	520	1	journal	journal	NOUN
ajpdis-1597	520	2	name	name	NOUN
ajpdis-1597	520	3	,	,	PUNCT
ajpdis-1597	520	4	4(6	4(6	NUM
ajpdis-1597	520	5	)	)	PUNCT
ajpdis-1597	520	6	,	,	PUNCT
ajpdis-1597	520	7	1109	1109	NUM
ajpdis-1597	520	8	-	-	SYM
ajpdis-1597	520	9	1117	1117	NUM
ajpdis-1597	520	10	.	.	PUNCT
ajpdis-1597	521	1	4	4	X
ajpdis-1597	521	2	.	.	X
ajpdis-1597	521	3	agba	agba	PROPN
ajpdis-1597	521	4	,	,	PUNCT
ajpdis-1597	521	5	m.	m.	NOUN
ajpdis-1597	521	6	s.	s.	PROPN
ajpdis-1597	521	7	,	,	PUNCT
ajpdis-1597	521	8	agba	agba	PROPN
ajpdis-1597	521	9	,	,	PUNCT
ajpdis-1597	521	10	g.	g.	PROPN
ajpdis-1597	521	11	e.	e.	PROPN
ajpdis-1597	521	12	m.	m.	PROPN
ajpdis-1597	521	13	,	,	PUNCT
ajpdis-1597	521	14	&	&	CCONJ
ajpdis-1597	521	15	obeten	obeten	VERB
ajpdis-1597	521	16	,	,	PUNCT
ajpdis-1597	521	17	a.	a.	PROPN
ajpdis-1597	521	18	w.	w.	PROPN
ajpdis-1597	521	19	(	(	PUNCT
ajpdis-1597	521	20	2023	2023	NUM
ajpdis-1597	521	21	)	)	PUNCT
ajpdis-1597	521	22	.	.	PUNCT
ajpdis-1597	522	1	artificial	artificial	ADJ
ajpdis-1597	522	2	intelligence	intelligence	NOUN
ajpdis-1597	522	3	and	and	CCONJ
ajpdis-1597	522	4	public	public	ADJ
ajpdis-1597	522	5	management	management	NOUN
ajpdis-1597	522	6	and	and	CCONJ
ajpdis-1597	522	7	governance	governance	NOUN
ajpdis-1597	522	8	in	in	ADP
ajpdis-1597	522	9	developed	develop	VERB
ajpdis-1597	522	10	and	and	CCONJ
ajpdis-1597	522	11	developing	develop	VERB
ajpdis-1597	522	12	market	market	NOUN
ajpdis-1597	522	13	economies	economy	NOUN
ajpdis-1597	522	14	.	.	PUNCT
ajpdis-1597	523	1	journal	journal	NOUN
ajpdis-1597	523	2	of	of	ADP
ajpdis-1597	523	3	public	public	ADJ
ajpdis-1597	523	4	administration	administration	NOUN
ajpdis-1597	523	5	,	,	PUNCT
ajpdis-1597	523	6	policy	policy	NOUN
ajpdis-1597	523	7	and	and	CCONJ
ajpdis-1597	523	8	governance	governance	NOUN
ajpdis-1597	523	9	research	research	NOUN
ajpdis-1597	523	10	,	,	PUNCT
ajpdis-1597	523	11	1(2	1(2	NUM
ajpdis-1597	523	12	)	)	PUNCT
ajpdis-1597	523	13	,	,	PUNCT
ajpdis-1597	523	14	1	1	NUM
ajpdis-1597	523	15	-	-	SYM
ajpdis-1597	523	16	14	14	NUM
ajpdis-1597	523	17	.	.	PUNCT
ajpdis-1597	524	1	5	5	NUM
ajpdis-1597	524	2	.	.	X
ajpdis-1597	524	3	yeung	yeung	PROPN
ajpdis-1597	524	4	,	,	PUNCT
ajpdis-1597	524	5	k.	k.	PROPN
ajpdis-1597	524	6	(	(	PUNCT
ajpdis-1597	524	7	2023	2023	NUM
ajpdis-1597	524	8	)	)	PUNCT
ajpdis-1597	524	9	.	.	PUNCT
ajpdis-1597	525	1	the	the	DET
ajpdis-1597	525	2	new	new	ADJ
ajpdis-1597	525	3	public	public	ADJ
ajpdis-1597	525	4	analytics	analytic	NOUN
ajpdis-1597	525	5	as	as	ADP
ajpdis-1597	525	6	an	an	DET
ajpdis-1597	525	7	emerging	emerge	VERB
ajpdis-1597	525	8	paradigm	paradigm	NOUN
ajpdis-1597	525	9	in	in	ADP
ajpdis-1597	525	10	public	public	ADJ
ajpdis-1597	525	11	sector	sector	NOUN
ajpdis-1597	525	12	administration	administration	NOUN
ajpdis-1597	525	13	.	.	PUNCT
ajpdis-1597	526	1	tilburg	tilburg	PROPN
ajpdis-1597	526	2	law	law	PROPN
ajpdis-1597	526	3	review	review	PROPN
ajpdis-1597	526	4	,	,	PUNCT
ajpdis-1597	526	5	27(2	27(2	PRON
ajpdis-1597	526	6	)	)	PUNCT
ajpdis-1597	526	7	,	,	PUNCT
ajpdis-1597	526	8	1	1	NUM
ajpdis-1597	526	9	-	-	SYM
ajpdis-1597	526	10	32	32	NUM
ajpdis-1597	526	11	.	.	PUNCT
ajpdis-1597	527	1	6	6	NUM
ajpdis-1597	527	2	.	.	X
ajpdis-1597	527	3	frempong	frempong	PROPN
ajpdis-1597	527	4	,	,	PUNCT
ajpdis-1597	527	5	d.	d.	PROPN
ajpdis-1597	527	6	,	,	PUNCT
ajpdis-1597	527	7	akinboboye	akinboboye	NOUN
ajpdis-1597	527	8	,	,	PUNCT
ajpdis-1597	527	9	o.	o.	PROPN
ajpdis-1597	527	10	,	,	PUNCT
ajpdis-1597	527	11	okoli	okoli	NOUN
ajpdis-1597	527	12	,	,	PUNCT
ajpdis-1597	527	13	i.	i.	NOUN
ajpdis-1597	527	14	,	,	PUNCT
ajpdis-1597	527	15	afrihyia	afrihyia	PROPN
ajpdis-1597	527	16	,	,	PUNCT
ajpdis-1597	527	17	e.	e.	PROPN
ajpdis-1597	527	18	,	,	PUNCT
ajpdis-1597	527	19	umar	umar	PROPN
ajpdis-1597	527	20	,	,	PUNCT
ajpdis-1597	527	21	m.	m.	NOUN
ajpdis-1597	527	22	o.	o.	PROPN
ajpdis-1597	527	23	,	,	PUNCT
ajpdis-1597	527	24	umana	umana	PROPN
ajpdis-1597	527	25	,	,	PUNCT
ajpdis-1597	527	26	a.	a.	NOUN
ajpdis-1597	527	27	u.	u.	PROPN
ajpdis-1597	527	28	,	,	PUNCT
ajpdis-1597	527	29	...	...	PUNCT
ajpdis-1597	527	30	&	&	CCONJ
ajpdis-1597	527	31	omolayo	omolayo	PROPN
ajpdis-1597	527	32	,	,	PUNCT
ajpdis-1597	527	33	o.	o.	PROPN
ajpdis-1597	527	34	(	(	PUNCT
ajpdis-1597	527	35	2022	2022	NUM
ajpdis-1597	527	36	)	)	PUNCT
ajpdis-1597	527	37	.	.	PUNCT
ajpdis-1597	528	1	real	real	ADJ
ajpdis-1597	528	2	-	-	PUNCT
ajpdis-1597	528	3	time	time	NOUN
ajpdis-1597	528	4	analytics	analytic	NOUN
ajpdis-1597	528	5	dashboards	dashboard	NOUN
ajpdis-1597	528	6	for	for	ADP
ajpdis-1597	528	7	decision	decision	NOUN
ajpdis-1597	528	8	-	-	PUNCT
ajpdis-1597	528	9	making	making	NOUN
ajpdis-1597	528	10	using	use	VERB
ajpdis-1597	528	11	tableau	tableau	NOUN
ajpdis-1597	528	12	in	in	ADP
ajpdis-1597	528	13	public	public	ADJ
ajpdis-1597	528	14	sector	sector	NOUN
ajpdis-1597	528	15	and	and	CCONJ
ajpdis-1597	528	16	business	business	NOUN
ajpdis-1597	528	17	intelligence	intelligence	NOUN
ajpdis-1597	528	18	applications	application	NOUN
ajpdis-1597	528	19	.	.	PUNCT
ajpdis-1597	529	1	journal	journal	PROPN
ajpdis-1597	529	2	of	of	ADP
ajpdis-1597	529	3	frontiers	frontier	NOUN
ajpdis-1597	529	4	in	in	ADP
ajpdis-1597	529	5	multidisciplinary	multidisciplinary	ADJ
ajpdis-1597	529	6	research	research	NOUN
ajpdis-1597	529	7	,	,	PUNCT
ajpdis-1597	529	8	3(2	3(2	NUM
ajpdis-1597	529	9	)	)	PUNCT
ajpdis-1597	529	10	,	,	PUNCT
ajpdis-1597	529	11	65	65	NUM
ajpdis-1597	529	12	-	-	SYM
ajpdis-1597	529	13	80	80	NUM
ajpdis-1597	529	14	.	.	PUNCT
ajpdis-1597	530	1	7	7	X
ajpdis-1597	530	2	.	.	X
ajpdis-1597	530	3	rogger	rogger	NOUN
ajpdis-1597	530	4	,	,	PUNCT
ajpdis-1597	530	5	d.	d.	PROPN
ajpdis-1597	530	6	,	,	PUNCT
ajpdis-1597	530	7	&	&	CCONJ
ajpdis-1597	530	8	schuster	schuster	PROPN
ajpdis-1597	530	9	,	,	PUNCT
ajpdis-1597	530	10	c.	c.	PROPN
ajpdis-1597	530	11	(	(	PUNCT
ajpdis-1597	530	12	2023	2023	NUM
ajpdis-1597	530	13	)	)	PUNCT
ajpdis-1597	530	14	.	.	PUNCT
ajpdis-1597	531	1	how	how	SCONJ
ajpdis-1597	531	2	to	to	PART
ajpdis-1597	531	3	do	do	VERB
ajpdis-1597	531	4	government	government	NOUN
ajpdis-1597	531	5	analytics	analytic	NOUN
ajpdis-1597	531	6	.	.	PUNCT
ajpdis-1597	532	1	the	the	DET
ajpdis-1597	532	2	government	government	NOUN
ajpdis-1597	532	3	analytics	analytic	NOUN
ajpdis-1597	532	4	handbook	handbook	NOUN
ajpdis-1597	532	5	:	:	PUNCT
ajpdis-1597	532	6	leveraging	leverage	VERB
ajpdis-1597	532	7	data	datum	NOUN
ajpdis-1597	532	8	to	to	PART
ajpdis-1597	532	9	strengthen	strengthen	VERB
ajpdis-1597	532	10	public	public	ADJ
ajpdis-1597	532	11	administration	administration	NOUN
ajpdis-1597	532	12	.	.	PUNCT
ajpdis-1597	533	1	8	8	NUM
ajpdis-1597	533	2	.	.	X
ajpdis-1597	533	3	ikwuanusi	ikwuanusi	NOUN
ajpdis-1597	533	4	,	,	PUNCT
ajpdis-1597	533	5	u.	u.	PROPN
ajpdis-1597	533	6	f.	f.	PROPN
ajpdis-1597	533	7	,	,	PUNCT
ajpdis-1597	533	8	adepoju	adepoju	PROPN
ajpdis-1597	533	9	,	,	PUNCT
ajpdis-1597	533	10	p.	p.	NOUN
ajpdis-1597	533	11	a.	a.	NOUN
ajpdis-1597	533	12	,	,	PUNCT
ajpdis-1597	533	13	&	&	CCONJ
ajpdis-1597	533	14	odionu	odionu	NOUN
ajpdis-1597	533	15	,	,	PUNCT
ajpdis-1597	533	16	c.	c.	PROPN
ajpdis-1597	533	17	s.	s.	PROPN
ajpdis-1597	533	18	(	(	PUNCT
ajpdis-1597	533	19	2023	2023	NUM
ajpdis-1597	533	20	)	)	PUNCT
ajpdis-1597	533	21	.	.	PUNCT
ajpdis-1597	534	1	developing	develop	VERB
ajpdis-1597	534	2	predictive	predictive	ADJ
ajpdis-1597	534	3	analytics	analytic	NOUN
ajpdis-1597	534	4	frameworks	framework	NOUN
ajpdis-1597	534	5	to	to	PART
ajpdis-1597	534	6	optimize	optimize	VERB
ajpdis-1597	534	7	collection	collection	NOUN
ajpdis-1597	534	8	development	development	NOUN
ajpdis-1597	534	9	in	in	ADP
ajpdis-1597	534	10	modern	modern	ADJ
ajpdis-1597	534	11	libraries	library	NOUN
ajpdis-1597	534	12	.	.	PUNCT
ajpdis-1597	535	1	international	international	ADJ
ajpdis-1597	535	2	journal	journal	PROPN
ajpdis-1597	535	3	of	of	ADP
ajpdis-1597	535	4	scientific	scientific	ADJ
ajpdis-1597	535	5	research	research	NOUN
ajpdis-1597	535	6	updates	update	NOUN
ajpdis-1597	535	7	,	,	PUNCT
ajpdis-1597	535	8	5(2	5(2	NUM
ajpdis-1597	535	9	)	)	PUNCT
ajpdis-1597	535	10	,	,	PUNCT
ajpdis-1597	535	11	116	116	NUM
ajpdis-1597	535	12	-	-	SYM
ajpdis-1597	535	13	128	128	NUM
ajpdis-1597	535	14	.	.	NOUN
ajpdis-1597	536	1	9	9	NUM
ajpdis-1597	536	2	.	.	X
ajpdis-1597	536	3	akter	akter	NOUN
ajpdis-1597	536	4	,	,	PUNCT
ajpdis-1597	536	5	m.	m.	NOUN
ajpdis-1597	536	6	s.	s.	PROPN
ajpdis-1597	536	7	,	,	PUNCT
ajpdis-1597	536	8	sultana	sultana	NOUN
ajpdis-1597	536	9	,	,	PUNCT
ajpdis-1597	536	10	n.	n.	NOUN
ajpdis-1597	536	11	,	,	PUNCT
ajpdis-1597	536	12	khan	khan	PROPN
ajpdis-1597	536	13	,	,	PUNCT
ajpdis-1597	536	14	m.	m.	NOUN
ajpdis-1597	536	15	a.	a.	PROPN
ajpdis-1597	536	16	r.	r.	PROPN
ajpdis-1597	536	17	,	,	PUNCT
ajpdis-1597	536	18	&	&	CCONJ
ajpdis-1597	536	19	mohiuddin	mohiuddin	NOUN
ajpdis-1597	536	20	,	,	PUNCT
ajpdis-1597	536	21	m.	m.	NOUN
ajpdis-1597	536	22	(	(	PUNCT
ajpdis-1597	536	23	2023	2023	NUM
ajpdis-1597	536	24	)	)	PUNCT
ajpdis-1597	536	25	.	.	PUNCT
ajpdis-1597	537	1	business	business	NOUN
ajpdis-1597	538	1	intelligencedriven	intelligencedriven	PROPN
ajpdis-1597	538	2	healthcare	healthcare	PROPN
ajpdis-1597	538	3	:	:	PUNCT
ajpdis-1597	538	4	integrating	integrate	VERB
ajpdis-1597	538	5	big	big	ADJ
ajpdis-1597	538	6	data	datum	NOUN
ajpdis-1597	538	7	and	and	CCONJ
ajpdis-1597	538	8	machine	machine	NOUN
ajpdis-1597	538	9	learning	learning	NOUN
ajpdis-1597	538	10	for	for	ADP
ajpdis-1597	538	11	strategic	strategic	ADJ
ajpdis-1597	538	12	cost	cost	NOUN
ajpdis-1597	538	13	reduction	reduction	NOUN
ajpdis-1597	538	14	and	and	CCONJ
ajpdis-1597	538	15	quality	quality	NOUN
ajpdis-1597	538	16	care	care	NOUN
ajpdis-1597	538	17	delivery	delivery	NOUN
ajpdis-1597	538	18	.	.	PUNCT
ajpdis-1597	539	1	american	american	ADJ
ajpdis-1597	539	2	journal	journal	PROPN
ajpdis-1597	539	3	of	of	ADP
ajpdis-1597	539	4	interdisciplinary	interdisciplinary	ADJ
ajpdis-1597	539	5	studies	study	NOUN
ajpdis-1597	539	6	,	,	PUNCT
ajpdis-1597	539	7	4(02	4(02	NUM
ajpdis-1597	539	8	)	)	PUNCT
ajpdis-1597	539	9	,	,	PUNCT
ajpdis-1597	539	10	01	01	NUM
ajpdis-1597	539	11	-	-	SYM
ajpdis-1597	539	12	28	28	NUM
ajpdis-1597	539	13	.	.	PUNCT
ajpdis-1597	540	1	10	10	NUM
ajpdis-1597	540	2	.	.	X
ajpdis-1597	541	1	coulthart	coulthart	PROPN
ajpdis-1597	541	2	,	,	PUNCT
ajpdis-1597	541	3	s.	s.	PROPN
ajpdis-1597	541	4	,	,	PUNCT
ajpdis-1597	541	5	&	&	CCONJ
ajpdis-1597	541	6	riccucci	riccucci	PROPN
ajpdis-1597	541	7	,	,	PUNCT
ajpdis-1597	541	8	r.	r.	PROPN
ajpdis-1597	541	9	(	(	PUNCT
ajpdis-1597	541	10	2022	2022	NUM
ajpdis-1597	541	11	)	)	PUNCT
ajpdis-1597	541	12	.	.	PUNCT
ajpdis-1597	542	1	putting	put	VERB
ajpdis-1597	542	2	big	big	ADJ
ajpdis-1597	542	3	data	datum	NOUN
ajpdis-1597	542	4	to	to	PART
ajpdis-1597	542	5	work	work	VERB
ajpdis-1597	542	6	in	in	ADP
ajpdis-1597	542	7	government	government	NOUN
ajpdis-1597	542	8	:	:	PUNCT
ajpdis-1597	542	9	the	the	DET
ajpdis-1597	542	10	case	case	NOUN
ajpdis-1597	542	11	of	of	ADP
ajpdis-1597	542	12	the	the	DET
ajpdis-1597	542	13	united	united	PROPN
ajpdis-1597	542	14	states	states	PROPN
ajpdis-1597	542	15	border	border	NOUN
ajpdis-1597	542	16	patrol	patrol	NOUN
ajpdis-1597	542	17	.	.	PUNCT
ajpdis-1597	543	1	public	public	ADJ
ajpdis-1597	543	2	administration	administration	PROPN
ajpdis-1597	543	3	review	review	PROPN
ajpdis-1597	543	4	,	,	PUNCT
ajpdis-1597	543	5	82(2	82(2	NUM
ajpdis-1597	543	6	)	)	PUNCT
ajpdis-1597	543	7	,	,	PUNCT
ajpdis-1597	543	8	280	280	NUM
ajpdis-1597	543	9	-	-	SYM
ajpdis-1597	543	10	289	289	NUM
ajpdis-1597	543	11	.	.	PUNCT
ajpdis-1597	544	1	11	11	NUM
ajpdis-1597	544	2	.	.	PUNCT
ajpdis-1597	545	1	hong	hong	PROPN
ajpdis-1597	545	2	,	,	PUNCT
ajpdis-1597	545	3	s.	s.	PROPN
ajpdis-1597	545	4	g.	g.	PROPN
ajpdis-1597	545	5	,	,	PUNCT
ajpdis-1597	545	6	&	&	CCONJ
ajpdis-1597	545	7	lee	lee	PROPN
ajpdis-1597	545	8	,	,	PUNCT
ajpdis-1597	545	9	d.	d.	PROPN
ajpdis-1597	545	10	(	(	PUNCT
ajpdis-1597	545	11	2023	2023	NUM
ajpdis-1597	545	12	)	)	PUNCT
ajpdis-1597	545	13	.	.	PUNCT
ajpdis-1597	546	1	development	development	NOUN
ajpdis-1597	546	2	of	of	ADP
ajpdis-1597	546	3	a	a	DET
ajpdis-1597	546	4	citizen	citizen	NOUN
ajpdis-1597	546	5	participation	participation	NOUN
ajpdis-1597	546	6	public	public	ADJ
ajpdis-1597	546	7	service	service	NOUN
ajpdis-1597	546	8	innovation	innovation	NOUN
ajpdis-1597	546	9	model	model	NOUN
ajpdis-1597	546	10	based	base	VERB
ajpdis-1597	546	11	on	on	ADP
ajpdis-1597	546	12	smart	smart	ADJ
ajpdis-1597	546	13	governance	governance	NOUN
ajpdis-1597	546	14	.	.	PUNCT
ajpdis-1597	547	1	service	service	NOUN
ajpdis-1597	547	2	business	business	NOUN
ajpdis-1597	547	3	,	,	PUNCT
ajpdis-1597	547	4	1	1	NUM
ajpdis-1597	547	5	.	.	SYM
ajpdis-1597	547	6	194	194	NUM
ajpdis-1597	547	7	journal	journal	NOUN
ajpdis-1597	547	8	of	of	ADP
ajpdis-1597	547	9	public	public	ADJ
ajpdis-1597	547	10	diplomacy	diplomacy	NOUN
ajpdis-1597	547	11	and	and	CCONJ
ajpdis-1597	547	12	international	international	ADJ
ajpdis-1597	547	13	studies	study	NOUN
ajpdis-1597	547	14	www	www	PROPN
ajpdis-1597	547	15	.	.	PUNCT
ajpdis-1597	548	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	548	2	12	12	NUM
ajpdis-1597	548	3	.	.	PUNCT
ajpdis-1597	549	1	hassan	hassan	PROPN
ajpdis-1597	549	2	,	,	PUNCT
ajpdis-1597	549	3	b.	b.	PROPN
ajpdis-1597	549	4	(	(	PUNCT
ajpdis-1597	549	5	2023	2023	NUM
ajpdis-1597	549	6	)	)	PUNCT
ajpdis-1597	549	7	.	.	PUNCT
ajpdis-1597	550	1	leveraging	leverage	VERB
ajpdis-1597	550	2	data	data	NOUN
ajpdis-1597	550	3	-	-	PUNCT
ajpdis-1597	550	4	driven	drive	VERB
ajpdis-1597	550	5	insights	insight	NOUN
ajpdis-1597	550	6	for	for	ADP
ajpdis-1597	550	7	enhancing	enhance	VERB
ajpdis-1597	550	8	egovernment	egovernment	NOUN
ajpdis-1597	550	9	services	service	NOUN
ajpdis-1597	550	10	.	.	PUNCT
ajpdis-1597	551	1	international	international	ADJ
ajpdis-1597	551	2	journal	journal	PROPN
ajpdis-1597	551	3	of	of	ADP
ajpdis-1597	551	4	information	information	NOUN
ajpdis-1597	551	5	and	and	CCONJ
ajpdis-1597	551	6	communication	communication	NOUN
ajpdis-1597	551	7	technology	technology	NOUN
ajpdis-1597	551	8	trends	trend	NOUN
ajpdis-1597	551	9	,	,	PUNCT
ajpdis-1597	551	10	3(1	3(1	NUM
ajpdis-1597	551	11	)	)	PUNCT
ajpdis-1597	551	12	,	,	PUNCT
ajpdis-1597	551	13	110	110	NUM
ajpdis-1597	551	14	-	-	SYM
ajpdis-1597	551	15	117	117	NUM
ajpdis-1597	551	16	.	.	NOUN
ajpdis-1597	551	17	13	13	NUM
ajpdis-1597	551	18	.	.	PUNCT
ajpdis-1597	552	1	merugu	merugu	NOUN
ajpdis-1597	552	2	,	,	PUNCT
ajpdis-1597	552	3	m.	m.	NOUN
ajpdis-1597	552	4	,	,	PUNCT
ajpdis-1597	552	5	&	&	CCONJ
ajpdis-1597	552	6	hemachandran	hemachandran	PROPN
ajpdis-1597	552	7	,	,	PUNCT
ajpdis-1597	552	8	k.	k.	PROPN
ajpdis-1597	552	9	(	(	PUNCT
ajpdis-1597	552	10	2023	2023	NUM
ajpdis-1597	552	11	)	)	PUNCT
ajpdis-1597	552	12	.	.	PUNCT
ajpdis-1597	553	1	ai	ai	VERB
ajpdis-1597	553	2	in	in	ADP
ajpdis-1597	553	3	public	public	ADJ
ajpdis-1597	553	4	sector	sector	NOUN
ajpdis-1597	553	5	.	.	PUNCT
ajpdis-1597	554	1	artificial	artificial	ADJ
ajpdis-1597	554	2	intelligence	intelligence	NOUN
ajpdis-1597	554	3	for	for	ADP
ajpdis-1597	554	4	business	business	NOUN
ajpdis-1597	554	5	,	,	PUNCT
ajpdis-1597	554	6	336	336	NUM
ajpdis-1597	554	7	-	-	SYM
ajpdis-1597	554	8	349	349	NUM
ajpdis-1597	554	9	.	.	PUNCT
ajpdis-1597	555	1	14	14	NUM
ajpdis-1597	555	2	.	.	PUNCT
ajpdis-1597	555	3	ishengoma	ishengoma	NOUN
ajpdis-1597	555	4	,	,	PUNCT
ajpdis-1597	555	5	f.	f.	PROPN
ajpdis-1597	555	6	r.	r.	PROPN
ajpdis-1597	555	7	,	,	PUNCT
ajpdis-1597	555	8	shao	shao	PROPN
ajpdis-1597	555	9	,	,	PUNCT
ajpdis-1597	555	10	d.	d.	PROPN
ajpdis-1597	555	11	,	,	PUNCT
ajpdis-1597	555	12	alexopoulos	alexopoulos	PROPN
ajpdis-1597	555	13	,	,	PUNCT
ajpdis-1597	555	14	c.	c.	PROPN
ajpdis-1597	555	15	,	,	PUNCT
ajpdis-1597	555	16	saxena	saxena	PROPN
ajpdis-1597	555	17	,	,	PUNCT
ajpdis-1597	555	18	s.	s.	PROPN
ajpdis-1597	555	19	,	,	PUNCT
ajpdis-1597	555	20	&	&	CCONJ
ajpdis-1597	555	21	nikiforova	nikiforova	PROPN
ajpdis-1597	555	22	,	,	PUNCT
ajpdis-1597	555	23	a.	a.	NOUN
ajpdis-1597	555	24	(	(	PUNCT
ajpdis-1597	555	25	2022	2022	NUM
ajpdis-1597	555	26	)	)	PUNCT
ajpdis-1597	555	27	.	.	PUNCT
ajpdis-1597	556	1	integration	integration	NOUN
ajpdis-1597	556	2	of	of	ADP
ajpdis-1597	556	3	artificial	artificial	ADJ
ajpdis-1597	556	4	intelligence	intelligence	NOUN
ajpdis-1597	556	5	of	of	ADP
ajpdis-1597	556	6	things	thing	NOUN
ajpdis-1597	556	7	(	(	PUNCT
ajpdis-1597	556	8	aiot	aiot	NOUN
ajpdis-1597	556	9	)	)	PUNCT
ajpdis-1597	556	10	in	in	ADP
ajpdis-1597	556	11	the	the	DET
ajpdis-1597	556	12	public	public	ADJ
ajpdis-1597	556	13	sector	sector	NOUN
ajpdis-1597	556	14	:	:	PUNCT
ajpdis-1597	556	15	drivers	driver	NOUN
ajpdis-1597	556	16	,	,	PUNCT
ajpdis-1597	556	17	barriers	barrier	NOUN
ajpdis-1597	556	18	and	and	CCONJ
ajpdis-1597	556	19	future	future	ADJ
ajpdis-1597	556	20	research	research	NOUN
ajpdis-1597	556	21	agenda	agenda	NOUN
ajpdis-1597	556	22	.	.	PUNCT
ajpdis-1597	557	1	digital	digital	ADJ
ajpdis-1597	557	2	policy	policy	NOUN
ajpdis-1597	557	3	,	,	PUNCT
ajpdis-1597	557	4	regulation	regulation	NOUN
ajpdis-1597	557	5	and	and	CCONJ
ajpdis-1597	557	6	governance	governance	NOUN
ajpdis-1597	557	7	,	,	PUNCT
ajpdis-1597	557	8	24(5	24(5	NOUN
ajpdis-1597	557	9	)	)	PUNCT
ajpdis-1597	557	10	,	,	PUNCT
ajpdis-1597	557	11	449	449	NUM
ajpdis-1597	557	12	-	-	SYM
ajpdis-1597	557	13	462	462	NUM
ajpdis-1597	557	14	.	.	PROPN
ajpdis-1597	557	15	15	15	NUM
ajpdis-1597	557	16	.	.	PUNCT
ajpdis-1597	558	1	el	el	PROPN
ajpdis-1597	558	2	khatib	khatib	PROPN
ajpdis-1597	558	3	,	,	PUNCT
ajpdis-1597	558	4	m.	m.	NOUN
ajpdis-1597	558	5	m.	m.	NOUN
ajpdis-1597	558	6	,	,	PUNCT
ajpdis-1597	558	7	alzoubi	alzoubi	PROPN
ajpdis-1597	558	8	,	,	PUNCT
ajpdis-1597	558	9	h.	h.	PROPN
ajpdis-1597	558	10	m.	m.	PROPN
ajpdis-1597	558	11	,	,	PUNCT
ajpdis-1597	558	12	ahmed	ahmed	PROPN
ajpdis-1597	558	13	,	,	PUNCT
ajpdis-1597	558	14	g.	g.	PROPN
ajpdis-1597	558	15	,	,	PUNCT
ajpdis-1597	558	16	kazim	kazim	PROPN
ajpdis-1597	558	17	,	,	PUNCT
ajpdis-1597	558	18	h.	h.	PROPN
ajpdis-1597	558	19	h.	h.	PROPN
ajpdis-1597	558	20	,	,	PUNCT
ajpdis-1597	558	21	al	al	PROPN
ajpdis-1597	558	22	falasi	falasi	PROPN
ajpdis-1597	558	23	,	,	PUNCT
ajpdis-1597	558	24	s.	s.	PROPN
ajpdis-1597	558	25	a.	a.	PROPN
ajpdis-1597	558	26	a.	a.	PROPN
ajpdis-1597	558	27	,	,	PUNCT
ajpdis-1597	558	28	mohammed	mohammed	PROPN
ajpdis-1597	558	29	,	,	PUNCT
ajpdis-1597	558	30	f.	f.	PROPN
ajpdis-1597	558	31	,	,	PUNCT
ajpdis-1597	558	32	&	&	CCONJ
ajpdis-1597	558	33	al	al	PROPN
ajpdis-1597	558	34	mulla	mulla	PROPN
ajpdis-1597	558	35	,	,	PUNCT
ajpdis-1597	558	36	m.	m.	NOUN
ajpdis-1597	558	37	(	(	PUNCT
ajpdis-1597	558	38	2022	2022	NUM
ajpdis-1597	558	39	,	,	PUNCT
ajpdis-1597	558	40	february	february	PROPN
ajpdis-1597	558	41	)	)	PUNCT
ajpdis-1597	558	42	.	.	PUNCT
ajpdis-1597	559	1	digital	digital	ADJ
ajpdis-1597	559	2	transformation	transformation	NOUN
ajpdis-1597	559	3	and	and	CCONJ
ajpdis-1597	559	4	smart	smart	ADJ
ajpdis-1597	559	5	-	-	PUNCT
ajpdis-1597	559	6	the	the	PRON
ajpdis-1597	559	7	analytics	analytic	NOUN
ajpdis-1597	559	8	factor	factor	NOUN
ajpdis-1597	559	9	.	.	PUNCT
ajpdis-1597	560	1	in	in	ADP
ajpdis-1597	560	2	2022	2022	NUM
ajpdis-1597	560	3	international	international	ADJ
ajpdis-1597	560	4	conference	conference	NOUN
ajpdis-1597	560	5	on	on	ADP
ajpdis-1597	560	6	business	business	NOUN
ajpdis-1597	560	7	analytics	analytic	NOUN
ajpdis-1597	560	8	for	for	ADP
ajpdis-1597	560	9	technology	technology	NOUN
ajpdis-1597	560	10	and	and	CCONJ
ajpdis-1597	560	11	security	security	NOUN
ajpdis-1597	560	12	(	(	PUNCT
ajpdis-1597	560	13	icbats	icbat	NOUN
ajpdis-1597	560	14	)	)	PUNCT
ajpdis-1597	560	15	(	(	PUNCT
ajpdis-1597	560	16	pp	pp	X
ajpdis-1597	560	17	.	.	PUNCT
ajpdis-1597	561	1	1	1	NUM
ajpdis-1597	561	2	-	-	SYM
ajpdis-1597	561	3	11	11	NUM
ajpdis-1597	561	4	)	)	PUNCT
ajpdis-1597	561	5	.	.	PUNCT
ajpdis-1597	562	1	ieee	ieee	PROPN
ajpdis-1597	562	2	.	.	PUNCT
ajpdis-1597	563	1	16	16	NUM
ajpdis-1597	563	2	.	.	PUNCT
ajpdis-1597	564	1	anshari	anshari	PROPN
ajpdis-1597	564	2	,	,	PUNCT
ajpdis-1597	564	3	m.	m.	NOUN
ajpdis-1597	564	4	,	,	PUNCT
ajpdis-1597	564	5	&	&	CCONJ
ajpdis-1597	564	6	hamdan	hamdan	PROPN
ajpdis-1597	564	7	,	,	PUNCT
ajpdis-1597	564	8	m.	m.	NOUN
ajpdis-1597	564	9	(	(	PUNCT
ajpdis-1597	564	10	2023	2023	NUM
ajpdis-1597	564	11	)	)	PUNCT
ajpdis-1597	564	12	.	.	PUNCT
ajpdis-1597	565	1	enhancing	enhance	VERB
ajpdis-1597	565	2	e	e	NOUN
ajpdis-1597	565	3	-	-	NOUN
ajpdis-1597	565	4	government	government	NOUN
ajpdis-1597	565	5	with	with	ADP
ajpdis-1597	565	6	a	a	DET
ajpdis-1597	565	7	digital	digital	ADJ
ajpdis-1597	565	8	twin	twin	NOUN
ajpdis-1597	565	9	for	for	ADP
ajpdis-1597	565	10	innovation	innovation	NOUN
ajpdis-1597	565	11	management	management	NOUN
ajpdis-1597	565	12	.	.	PUNCT
ajpdis-1597	566	1	journal	journal	PROPN
ajpdis-1597	566	2	of	of	ADP
ajpdis-1597	566	3	science	science	NOUN
ajpdis-1597	566	4	and	and	CCONJ
ajpdis-1597	566	5	technology	technology	NOUN
ajpdis-1597	566	6	policy	policy	NOUN
ajpdis-1597	566	7	management	management	NOUN
ajpdis-1597	566	8	,	,	PUNCT
ajpdis-1597	566	9	14(6	14(6	NOUN
ajpdis-1597	566	10	)	)	PUNCT
ajpdis-1597	566	11	,	,	PUNCT
ajpdis-1597	566	12	1055	1055	NUM
ajpdis-1597	566	13	-	-	SYM
ajpdis-1597	566	14	1065	1065	NUM
ajpdis-1597	566	15	.	.	PUNCT
ajpdis-1597	567	1	17	17	NUM
ajpdis-1597	567	2	.	.	PUNCT
ajpdis-1597	568	1	ahmed	ahmed	PROPN
ajpdis-1597	568	2	,	,	PUNCT
ajpdis-1597	568	3	a.	a.	PROPN
ajpdis-1597	568	4	,	,	PUNCT
ajpdis-1597	568	5	rahman	rahman	PROPN
ajpdis-1597	568	6	,	,	PUNCT
ajpdis-1597	568	7	s.	s.	PROPN
ajpdis-1597	568	8	,	,	PUNCT
ajpdis-1597	568	9	islam	islam	PROPN
ajpdis-1597	568	10	,	,	PUNCT
ajpdis-1597	568	11	m.	m.	NOUN
ajpdis-1597	568	12	,	,	PUNCT
ajpdis-1597	568	13	chowdhury	chowdhury	PROPN
ajpdis-1597	568	14	,	,	PUNCT
ajpdis-1597	568	15	f.	f.	PROPN
ajpdis-1597	568	16	,	,	PUNCT
ajpdis-1597	568	17	&	&	CCONJ
ajpdis-1597	568	18	badhan	badhan	PROPN
ajpdis-1597	568	19	,	,	PUNCT
ajpdis-1597	568	20	i.	i.	PROPN
ajpdis-1597	568	21	a.	a.	PROPN
ajpdis-1597	568	22	(	(	PUNCT
ajpdis-1597	568	23	2023	2023	NUM
ajpdis-1597	568	24	)	)	PUNCT
ajpdis-1597	568	25	.	.	PUNCT
ajpdis-1597	569	1	challenges	challenge	NOUN
ajpdis-1597	569	2	and	and	CCONJ
ajpdis-1597	569	3	opportunities	opportunity	NOUN
ajpdis-1597	569	4	in	in	ADP
ajpdis-1597	569	5	implementing	implement	VERB
ajpdis-1597	569	6	machine	machine	NOUN
ajpdis-1597	569	7	learning	learning	NOUN
ajpdis-1597	569	8	for	for	ADP
ajpdis-1597	569	9	healthcare	healthcare	NOUN
ajpdis-1597	569	10	supply	supply	NOUN
ajpdis-1597	569	11	chain	chain	NOUN
ajpdis-1597	569	12	optimization	optimization	NOUN
ajpdis-1597	569	13	:	:	PUNCT
ajpdis-1597	569	14	a	a	DET
ajpdis-1597	569	15	data	data	NOUN
ajpdis-1597	569	16	-	-	PUNCT
ajpdis-1597	569	17	driven	drive	VERB
ajpdis-1597	569	18	examination	examination	NOUN
ajpdis-1597	569	19	.	.	PUNCT
ajpdis-1597	570	1	international	international	ADJ
ajpdis-1597	570	2	journal	journal	PROPN
ajpdis-1597	570	3	of	of	ADP
ajpdis-1597	570	4	business	business	NOUN
ajpdis-1597	570	5	and	and	CCONJ
ajpdis-1597	570	6	management	management	NOUN
ajpdis-1597	570	7	sciences	science	NOUN
ajpdis-1597	570	8	,	,	PUNCT
ajpdis-1597	570	9	3(07	3(07	NUM
ajpdis-1597	570	10	)	)	PUNCT
ajpdis-1597	570	11	,	,	PUNCT
ajpdis-1597	570	12	6	6	NUM
ajpdis-1597	570	13	-	-	SYM
ajpdis-1597	570	14	31	31	NUM
ajpdis-1597	570	15	.	.	PUNCT
ajpdis-1597	570	16	18	18	NUM
ajpdis-1597	570	17	.	.	X
ajpdis-1597	571	1	nuryadin	nuryadin	PROPN
ajpdis-1597	571	2	,	,	PUNCT
ajpdis-1597	571	3	r.	r.	PROPN
ajpdis-1597	571	4	,	,	PUNCT
ajpdis-1597	571	5	sobandi	sobandi	PROPN
ajpdis-1597	571	6	,	,	PUNCT
ajpdis-1597	571	7	a.	a.	PROPN
ajpdis-1597	571	8	,	,	PUNCT
ajpdis-1597	571	9	&	&	CCONJ
ajpdis-1597	571	10	santoso	santoso	PROPN
ajpdis-1597	571	11	,	,	PUNCT
ajpdis-1597	571	12	b.	b.	PROPN
ajpdis-1597	571	13	(	(	PUNCT
ajpdis-1597	571	14	2023	2023	NUM
ajpdis-1597	571	15	)	)	PUNCT
ajpdis-1597	571	16	.	.	PUNCT
ajpdis-1597	572	1	digital	digital	ADJ
ajpdis-1597	572	2	leadership	leadership	NOUN
ajpdis-1597	572	3	in	in	ADP
ajpdis-1597	572	4	the	the	DET
ajpdis-1597	572	5	public	public	ADJ
ajpdis-1597	572	6	sectorsystematic	sectorsystematic	ADJ
ajpdis-1597	572	7	literature	literature	PROPN
ajpdis-1597	572	8	review	review	PROPN
ajpdis-1597	572	9	:	:	PUNCT
ajpdis-1597	572	10	systematic	systematic	ADJ
ajpdis-1597	572	11	literature	literature	PROPN
ajpdis-1597	572	12	review	review	PROPN
ajpdis-1597	572	13	.	.	PUNCT
ajpdis-1597	573	1	jurnal	jurnal	ADJ
ajpdis-1597	573	2	ilmu	ilmu	PROPN
ajpdis-1597	573	3	administrasi	administrasi	NOUN
ajpdis-1597	573	4	:	:	PUNCT
ajpdis-1597	573	5	media	media	NOUN
ajpdis-1597	573	6	pengembangan	pengembangan	NOUN
ajpdis-1597	573	7	ilmu	ilmu	PROPN
ajpdis-1597	573	8	dan	dan	PROPN
ajpdis-1597	573	9	praktek	praktek	NOUN
ajpdis-1597	573	10	administrasi	administrasi	NOUN
ajpdis-1597	573	11	,	,	PUNCT
ajpdis-1597	573	12	20(1	20(1	NUM
ajpdis-1597	573	13	)	)	PUNCT
ajpdis-1597	573	14	,	,	PUNCT
ajpdis-1597	573	15	90	90	NUM
ajpdis-1597	573	16	-	-	SYM
ajpdis-1597	573	17	106	106	NUM
ajpdis-1597	573	18	.	.	PUNCT
ajpdis-1597	574	1	19	19	NUM
ajpdis-1597	574	2	.	.	X
ajpdis-1597	575	1	newman	newman	PROPN
ajpdis-1597	575	2	,	,	PUNCT
ajpdis-1597	575	3	j.	j.	PROPN
ajpdis-1597	575	4	,	,	PUNCT
ajpdis-1597	575	5	mintrom	mintrom	ADJ
ajpdis-1597	575	6	,	,	PUNCT
ajpdis-1597	575	7	m.	m.	NOUN
ajpdis-1597	575	8	,	,	PUNCT
ajpdis-1597	575	9	&	&	CCONJ
ajpdis-1597	575	10	o'neill	o'neill	PROPN
ajpdis-1597	575	11	,	,	PUNCT
ajpdis-1597	575	12	d.	d.	PROPN
ajpdis-1597	575	13	(	(	PUNCT
ajpdis-1597	575	14	2022	2022	NUM
ajpdis-1597	575	15	)	)	PUNCT
ajpdis-1597	575	16	.	.	PUNCT
ajpdis-1597	576	1	digital	digital	PROPN
ajpdis-1597	576	2	technologies	technology	NOUN
ajpdis-1597	576	3	,	,	PUNCT
ajpdis-1597	576	4	artificial	artificial	ADJ
ajpdis-1597	576	5	intelligence	intelligence	NOUN
ajpdis-1597	576	6	,	,	PUNCT
ajpdis-1597	576	7	and	and	CCONJ
ajpdis-1597	576	8	bureaucratic	bureaucratic	ADJ
ajpdis-1597	576	9	transformation	transformation	NOUN
ajpdis-1597	576	10	.	.	PUNCT
ajpdis-1597	577	1	futures	future	NOUN
ajpdis-1597	577	2	,	,	PUNCT
ajpdis-1597	577	3	136	136	NUM
ajpdis-1597	577	4	,	,	PUNCT
ajpdis-1597	577	5	102886	102886	NUM
ajpdis-1597	577	6	.	.	PUNCT
ajpdis-1597	578	1	20	20	NUM
ajpdis-1597	578	2	.	.	PUNCT
ajpdis-1597	578	3	kalampokis	kalampokis	PROPN
ajpdis-1597	578	4	,	,	PUNCT
ajpdis-1597	578	5	e.	e.	PROPN
ajpdis-1597	578	6	,	,	PUNCT
ajpdis-1597	578	7	karacapilidis	karacapilidi	NOUN
ajpdis-1597	578	8	,	,	PUNCT
ajpdis-1597	578	9	n.	n.	NOUN
ajpdis-1597	578	10	,	,	PUNCT
ajpdis-1597	578	11	tsakalidis	tsakalidis	PROPN
ajpdis-1597	578	12	,	,	PUNCT
ajpdis-1597	578	13	d.	d.	PROPN
ajpdis-1597	578	14	,	,	PUNCT
ajpdis-1597	578	15	&	&	CCONJ
ajpdis-1597	578	16	tarabanis	tarabanis	PROPN
ajpdis-1597	578	17	,	,	PUNCT
ajpdis-1597	578	18	k.	k.	PROPN
ajpdis-1597	578	19	(	(	PUNCT
ajpdis-1597	578	20	2023	2023	NUM
ajpdis-1597	578	21	)	)	PUNCT
ajpdis-1597	578	22	.	.	PUNCT
ajpdis-1597	579	1	understanding	understand	VERB
ajpdis-1597	579	2	the	the	DET
ajpdis-1597	579	3	use	use	NOUN
ajpdis-1597	579	4	of	of	ADP
ajpdis-1597	579	5	emerging	emerge	VERB
ajpdis-1597	579	6	technologies	technology	NOUN
ajpdis-1597	579	7	in	in	ADP
ajpdis-1597	579	8	the	the	DET
ajpdis-1597	579	9	public	public	ADJ
ajpdis-1597	579	10	sector	sector	NOUN
ajpdis-1597	579	11	:	:	PUNCT
ajpdis-1597	579	12	a	a	DET
ajpdis-1597	579	13	review	review	NOUN
ajpdis-1597	579	14	of	of	ADP
ajpdis-1597	579	15	horizon	horizon	NOUN
ajpdis-1597	579	16	2020	2020	NUM
ajpdis-1597	579	17	projects	project	NOUN
ajpdis-1597	579	18	.	.	PUNCT
ajpdis-1597	580	1	digital	digital	ADJ
ajpdis-1597	580	2	government	government	NOUN
ajpdis-1597	580	3	:	:	PUNCT
ajpdis-1597	580	4	research	research	NOUN
ajpdis-1597	580	5	and	and	CCONJ
ajpdis-1597	580	6	practice	practice	NOUN
ajpdis-1597	580	7	,	,	PUNCT
ajpdis-1597	580	8	4(1	4(1	NOUN
ajpdis-1597	580	9	)	)	PUNCT
ajpdis-1597	580	10	,	,	PUNCT
ajpdis-1597	580	11	1	1	NUM
ajpdis-1597	580	12	-	-	SYM
ajpdis-1597	580	13	28	28	NUM
ajpdis-1597	580	14	.	.	PUNCT
ajpdis-1597	581	1	21	21	NUM
ajpdis-1597	581	2	.	.	PUNCT
ajpdis-1597	582	1	anene	anene	ADJ
ajpdis-1597	582	2	,	,	PUNCT
ajpdis-1597	582	3	u.	u.	PROPN
ajpdis-1597	582	4	n.	n.	PROPN
ajpdis-1597	582	5	,	,	PUNCT
ajpdis-1597	582	6	&	&	CCONJ
ajpdis-1597	582	7	clement	clement	PROPN
ajpdis-1597	582	8	,	,	PUNCT
ajpdis-1597	582	9	t.	t.	PROPN
ajpdis-1597	582	10	(	(	PUNCT
ajpdis-1597	582	11	2022	2022	NUM
ajpdis-1597	582	12	)	)	PUNCT
ajpdis-1597	582	13	.	.	PUNCT
ajpdis-1597	583	1	a	a	DET
ajpdis-1597	583	2	resilient	resilient	ADJ
ajpdis-1597	583	3	logistics	logistic	NOUN
ajpdis-1597	583	4	framework	framework	NOUN
ajpdis-1597	583	5	for	for	ADP
ajpdis-1597	583	6	humanitarian	humanitarian	ADJ
ajpdis-1597	583	7	supply	supply	NOUN
ajpdis-1597	583	8	chains	chain	NOUN
ajpdis-1597	583	9	:	:	PUNCT
ajpdis-1597	583	10	integrating	integrate	VERB
ajpdis-1597	583	11	predictive	predictive	ADJ
ajpdis-1597	583	12	analytics	analytic	NOUN
ajpdis-1597	583	13	,	,	PUNCT
ajpdis-1597	583	14	iot	iot	NOUN
ajpdis-1597	583	15	,	,	PUNCT
ajpdis-1597	583	16	and	and	CCONJ
ajpdis-1597	583	17	localized	localized	ADJ
ajpdis-1597	583	18	distribution	distribution	NOUN
ajpdis-1597	583	19	to	to	PART
ajpdis-1597	583	20	strengthen	strengthen	VERB
ajpdis-1597	583	21	emergency	emergency	NOUN
ajpdis-1597	583	22	response	response	NOUN
ajpdis-1597	583	23	systems	system	NOUN
ajpdis-1597	583	24	.	.	PUNCT
ajpdis-1597	584	1	international	international	ADJ
ajpdis-1597	584	2	journal	journal	PROPN
ajpdis-1597	584	3	of	of	ADP
ajpdis-1597	584	4	scientific	scientific	ADJ
ajpdis-1597	584	5	research	research	NOUN
ajpdis-1597	584	6	in	in	ADP
ajpdis-1597	584	7	computer	computer	NOUN
ajpdis-1597	584	8	science	science	NOUN
ajpdis-1597	584	9	,	,	PUNCT
ajpdis-1597	584	10	engineering	engineering	NOUN
ajpdis-1597	584	11	and	and	CCONJ
ajpdis-1597	584	12	information	information	NOUN
ajpdis-1597	584	13	technology	technology	NOUN
ajpdis-1597	584	14	,	,	PUNCT
ajpdis-1597	584	15	8(5	8(5	NUM
ajpdis-1597	584	16	)	)	PUNCT
ajpdis-1597	584	17	,	,	PUNCT
ajpdis-1597	584	18	398	398	NUM
ajpdis-1597	584	19	-	-	SYM
ajpdis-1597	584	20	424	424	NUM
ajpdis-1597	584	21	.	.	NOUN
ajpdis-1597	584	22	22	22	NUM
ajpdis-1597	584	23	.	.	PUNCT
ajpdis-1597	585	1	onukwulu	onukwulu	VERB
ajpdis-1597	585	2	,	,	PUNCT
ajpdis-1597	585	3	e.	e.	PROPN
ajpdis-1597	585	4	c.	c.	PROPN
ajpdis-1597	585	5	,	,	PUNCT
ajpdis-1597	585	6	agho	agho	PROPN
ajpdis-1597	585	7	,	,	PUNCT
ajpdis-1597	585	8	m.	m.	NOUN
ajpdis-1597	585	9	o.	o.	PROPN
ajpdis-1597	585	10	,	,	PUNCT
ajpdis-1597	585	11	&	&	CCONJ
ajpdis-1597	585	12	eyo	eyo	PROPN
ajpdis-1597	585	13	-	-	PUNCT
ajpdis-1597	585	14	udo	udo	PROPN
ajpdis-1597	585	15	,	,	PUNCT
ajpdis-1597	585	16	n.	n.	PROPN
ajpdis-1597	585	17	l.	l.	PROPN
ajpdis-1597	585	18	(	(	PUNCT
ajpdis-1597	585	19	2023	2023	NUM
ajpdis-1597	585	20	)	)	PUNCT
ajpdis-1597	585	21	.	.	PUNCT
ajpdis-1597	586	1	developing	develop	VERB
ajpdis-1597	586	2	a	a	DET
ajpdis-1597	586	3	framework	framework	NOUN
ajpdis-1597	586	4	for	for	ADP
ajpdis-1597	586	5	predictive	predictive	ADJ
ajpdis-1597	586	6	analytics	analytic	NOUN
ajpdis-1597	586	7	in	in	ADP
ajpdis-1597	586	8	mitigating	mitigate	VERB
ajpdis-1597	586	9	energy	energy	NOUN
ajpdis-1597	586	10	supply	supply	NOUN
ajpdis-1597	586	11	chain	chain	NOUN
ajpdis-1597	586	12	risks	risk	NOUN
ajpdis-1597	586	13	.	.	PUNCT
ajpdis-1597	587	1	international	international	ADJ
ajpdis-1597	587	2	journal	journal	PROPN
ajpdis-1597	587	3	of	of	ADP
ajpdis-1597	587	4	scholarly	scholarly	ADJ
ajpdis-1597	587	5	research	research	NOUN
ajpdis-1597	587	6	and	and	CCONJ
ajpdis-1597	587	7	reviews	review	NOUN
ajpdis-1597	587	8	,	,	PUNCT
ajpdis-1597	587	9	2(2	2(2	NUM
ajpdis-1597	587	10	)	)	PUNCT
ajpdis-1597	587	11	,	,	PUNCT
ajpdis-1597	587	12	135	135	NUM
ajpdis-1597	587	13	-	-	SYM
ajpdis-1597	587	14	155	155	NUM
ajpdis-1597	587	15	.	.	PUNCT
ajpdis-1597	587	16	23	23	NUM
ajpdis-1597	587	17	.	.	PUNCT
ajpdis-1597	588	1	stankovich	stankovich	PROPN
ajpdis-1597	588	2	,	,	PUNCT
ajpdis-1597	588	3	m.	m.	NOUN
ajpdis-1597	588	4	,	,	PUNCT
ajpdis-1597	588	5	&	&	CCONJ
ajpdis-1597	588	6	neftenov	neftenov	PROPN
ajpdis-1597	588	7	,	,	PUNCT
ajpdis-1597	588	8	n.	n.	NOUN
ajpdis-1597	588	9	(	(	PUNCT
ajpdis-1597	588	10	2022	2022	NUM
ajpdis-1597	588	11	)	)	PUNCT
ajpdis-1597	588	12	.	.	PUNCT
ajpdis-1597	589	1	cross	cross	VERB
ajpdis-1597	589	2	pollination	pollination	NOUN
ajpdis-1597	589	3	and	and	CCONJ
ajpdis-1597	589	4	digitalization	digitalization	NOUN
ajpdis-1597	589	5	of	of	ADP
ajpdis-1597	589	6	public	public	ADJ
ajpdis-1597	589	7	sector	sector	NOUN
ajpdis-1597	589	8	data	datum	NOUN
ajpdis-1597	589	9	:	:	PUNCT
ajpdis-1597	589	10	opportunities	opportunity	NOUN
ajpdis-1597	589	11	and	and	CCONJ
ajpdis-1597	589	12	challenges	challenge	NOUN
ajpdis-1597	589	13	.	.	PUNCT
ajpdis-1597	590	1	24	24	NUM
ajpdis-1597	590	2	.	.	PUNCT
ajpdis-1597	590	3	hinkley	hinkley	PROPN
ajpdis-1597	590	4	,	,	PUNCT
ajpdis-1597	590	5	s.	s.	PROPN
ajpdis-1597	590	6	(	(	PUNCT
ajpdis-1597	590	7	2023	2023	NUM
ajpdis-1597	590	8	)	)	PUNCT
ajpdis-1597	590	9	.	.	PUNCT
ajpdis-1597	591	1	technology	technology	NOUN
ajpdis-1597	591	2	in	in	ADP
ajpdis-1597	591	3	the	the	DET
ajpdis-1597	591	4	public	public	ADJ
ajpdis-1597	591	5	sector	sector	NOUN
ajpdis-1597	591	6	and	and	CCONJ
ajpdis-1597	591	7	the	the	DET
ajpdis-1597	591	8	future	future	NOUN
ajpdis-1597	591	9	of	of	ADP
ajpdis-1597	591	10	government	government	NOUN
ajpdis-1597	591	11	work	work	NOUN
ajpdis-1597	591	12	.	.	PUNCT
ajpdis-1597	592	1	25	25	NUM
ajpdis-1597	592	2	.	.	X
ajpdis-1597	592	3	rosenbloom	rosenbloom	PROPN
ajpdis-1597	592	4	,	,	PUNCT
ajpdis-1597	592	5	d.	d.	PROPN
ajpdis-1597	592	6	h.	h.	PROPN
ajpdis-1597	592	7	,	,	PUNCT
ajpdis-1597	592	8	kravchuk	kravchuk	PROPN
ajpdis-1597	592	9	,	,	PUNCT
ajpdis-1597	592	10	r.	r.	PROPN
ajpdis-1597	592	11	s.	s.	PROPN
ajpdis-1597	592	12	,	,	PUNCT
ajpdis-1597	592	13	&	&	CCONJ
ajpdis-1597	592	14	clerkin	clerkin	PROPN
ajpdis-1597	592	15	,	,	PUNCT
ajpdis-1597	592	16	r.	r.	PROPN
ajpdis-1597	592	17	m.	m.	PROPN
ajpdis-1597	592	18	(	(	PUNCT
ajpdis-1597	592	19	2022	2022	NUM
ajpdis-1597	592	20	)	)	PUNCT
ajpdis-1597	592	21	.	.	PUNCT
ajpdis-1597	593	1	public	public	ADJ
ajpdis-1597	593	2	administration	administration	NOUN
ajpdis-1597	593	3	:	:	PUNCT
ajpdis-1597	593	4	understanding	understand	VERB
ajpdis-1597	593	5	management	management	NOUN
ajpdis-1597	593	6	,	,	PUNCT
ajpdis-1597	593	7	politics	politic	NOUN
ajpdis-1597	593	8	,	,	PUNCT
ajpdis-1597	593	9	and	and	CCONJ
ajpdis-1597	593	10	law	law	NOUN
ajpdis-1597	593	11	in	in	ADP
ajpdis-1597	593	12	the	the	DET
ajpdis-1597	593	13	public	public	ADJ
ajpdis-1597	593	14	sector	sector	NOUN
ajpdis-1597	593	15	.	.	PUNCT
ajpdis-1597	594	1	routledge	routledge	PROPN
ajpdis-1597	594	2	.	.	PUNCT
ajpdis-1597	595	1	26	26	NUM
ajpdis-1597	595	2	.	.	PUNCT
ajpdis-1597	596	1	kilanko	kilanko	PROPN
ajpdis-1597	596	2	,	,	PUNCT
ajpdis-1597	596	3	v.	v.	PROPN
ajpdis-1597	596	4	(	(	PUNCT
ajpdis-1597	596	5	2023	2023	NUM
ajpdis-1597	596	6	)	)	PUNCT
ajpdis-1597	596	7	.	.	PUNCT
ajpdis-1597	597	1	leveraging	leverage	VERB
ajpdis-1597	597	2	artificial	artificial	ADJ
ajpdis-1597	597	3	intelligence	intelligence	NOUN
ajpdis-1597	597	4	for	for	ADP
ajpdis-1597	597	5	enhanced	enhanced	ADJ
ajpdis-1597	597	6	revenue	revenue	NOUN
ajpdis-1597	597	7	cycle	cycle	NOUN
ajpdis-1597	597	8	management	management	NOUN
ajpdis-1597	597	9	in	in	ADP
ajpdis-1597	597	10	the	the	DET
ajpdis-1597	597	11	united	united	PROPN
ajpdis-1597	597	12	states	states	PROPN
ajpdis-1597	597	13	.	.	PUNCT
ajpdis-1597	598	1	international	international	ADJ
ajpdis-1597	598	2	journal	journal	PROPN
ajpdis-1597	598	3	of	of	ADP
ajpdis-1597	598	4	scientific	scientific	ADJ
ajpdis-1597	598	5	advances	advance	NOUN
ajpdis-1597	598	6	,	,	PUNCT
ajpdis-1597	598	7	4(4	4(4	NUM
ajpdis-1597	598	8	)	)	PUNCT
ajpdis-1597	598	9	,	,	PUNCT
ajpdis-1597	598	10	505514	505514	NUM
ajpdis-1597	598	11	.	.	PUNCT
ajpdis-1597	599	1	27	27	NUM
ajpdis-1597	599	2	.	.	X
ajpdis-1597	600	1	chinthamu	chinthamu	PROPN
ajpdis-1597	600	2	,	,	PUNCT
ajpdis-1597	600	3	n.	n.	NOUN
ajpdis-1597	600	4	,	,	PUNCT
ajpdis-1597	600	5	&	&	CCONJ
ajpdis-1597	600	6	karukuri	karukuri	PROPN
ajpdis-1597	600	7	,	,	PUNCT
ajpdis-1597	600	8	m.	m.	NOUN
ajpdis-1597	600	9	(	(	PUNCT
ajpdis-1597	600	10	2023	2023	NUM
ajpdis-1597	600	11	)	)	PUNCT
ajpdis-1597	600	12	.	.	PUNCT
ajpdis-1597	601	1	data	datum	NOUN
ajpdis-1597	601	2	science	science	NOUN
ajpdis-1597	601	3	and	and	CCONJ
ajpdis-1597	601	4	applications	application	NOUN
ajpdis-1597	601	5	.	.	PUNCT
ajpdis-1597	602	1	journal	journal	PROPN
ajpdis-1597	602	2	of	of	ADP
ajpdis-1597	602	3	data	datum	NOUN
ajpdis-1597	602	4	science	science	NOUN
ajpdis-1597	602	5	and	and	CCONJ
ajpdis-1597	602	6	intelligent	intelligent	ADJ
ajpdis-1597	602	7	systems	system	NOUN
ajpdis-1597	602	8	,	,	PUNCT
ajpdis-1597	602	9	1(2	1(2	NUM
ajpdis-1597	602	10	)	)	PUNCT
ajpdis-1597	602	11	,	,	PUNCT
ajpdis-1597	602	12	83	83	NUM
ajpdis-1597	602	13	-	-	SYM
ajpdis-1597	602	14	91	91	NUM
ajpdis-1597	602	15	.	.	PUNCT
ajpdis-1597	603	1	195	195	NUM
ajpdis-1597	603	2	journal	journal	NOUN
ajpdis-1597	603	3	of	of	ADP
ajpdis-1597	603	4	public	public	ADJ
ajpdis-1597	603	5	diplomacy	diplomacy	NOUN
ajpdis-1597	603	6	and	and	CCONJ
ajpdis-1597	603	7	international	international	ADJ
ajpdis-1597	603	8	studies	study	NOUN
ajpdis-1597	603	9	www	www	PROPN
ajpdis-1597	603	10	.	.	PROPN
ajpdis-1597	604	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	604	2	28	28	NUM
ajpdis-1597	604	3	.	.	PUNCT
ajpdis-1597	605	1	firman	firman	PROPN
ajpdis-1597	605	2	,	,	PUNCT
ajpdis-1597	605	3	f.	f.	PROPN
ajpdis-1597	605	4	,	,	PUNCT
ajpdis-1597	605	5	sahrul	sahrul	NOUN
ajpdis-1597	605	6	,	,	PUNCT
ajpdis-1597	605	7	s.	s.	PROPN
ajpdis-1597	605	8	,	,	PUNCT
ajpdis-1597	605	9	&	&	CCONJ
ajpdis-1597	605	10	ramadoan	ramadoan	PROPN
ajpdis-1597	605	11	,	,	PUNCT
ajpdis-1597	605	12	s.	s.	PROPN
ajpdis-1597	605	13	(	(	PUNCT
ajpdis-1597	605	14	2023	2023	NUM
ajpdis-1597	605	15	)	)	PUNCT
ajpdis-1597	605	16	.	.	PUNCT
ajpdis-1597	606	1	analysis	analysis	NOUN
ajpdis-1597	606	2	of	of	ADP
ajpdis-1597	606	3	efforts	effort	NOUN
ajpdis-1597	606	4	in	in	ADP
ajpdis-1597	606	5	the	the	DET
ajpdis-1597	606	6	development	development	NOUN
ajpdis-1597	606	7	of	of	ADP
ajpdis-1597	606	8	local	local	ADJ
ajpdis-1597	606	9	government	government	NOUN
ajpdis-1597	606	10	:	:	PUNCT
ajpdis-1597	606	11	e	e	X
ajpdis-1597	606	12	-	-	NOUN
ajpdis-1597	606	13	government	government	NOUN
ajpdis-1597	606	14	and	and	CCONJ
ajpdis-1597	606	15	public	public	ADJ
ajpdis-1597	606	16	service	service	NOUN
ajpdis-1597	606	17	management	management	NOUN
ajpdis-1597	606	18	.	.	PUNCT
ajpdis-1597	607	1	jurnal	jurnal	ADJ
ajpdis-1597	607	2	studi	studi	PROPN
ajpdis-1597	607	3	ilmu	ilmu	PROPN
ajpdis-1597	607	4	pemerintahan	pemerintahan	PROPN
ajpdis-1597	607	5	,	,	PUNCT
ajpdis-1597	607	6	4(2	4(2	NUM
ajpdis-1597	607	7	)	)	PUNCT
ajpdis-1597	607	8	,	,	PUNCT
ajpdis-1597	607	9	25	25	NUM
ajpdis-1597	607	10	-	-	SYM
ajpdis-1597	607	11	36	36	NUM
ajpdis-1597	607	12	.	.	PUNCT
ajpdis-1597	607	13	29	29	NUM
ajpdis-1597	607	14	.	.	PUNCT
ajpdis-1597	608	1	hujran	hujran	PROPN
ajpdis-1597	608	2	,	,	PUNCT
ajpdis-1597	608	3	o.	o.	PROPN
ajpdis-1597	608	4	,	,	PUNCT
ajpdis-1597	608	5	alarabiat	alarabiat	PROPN
ajpdis-1597	608	6	,	,	PUNCT
ajpdis-1597	608	7	a.	a.	PROPN
ajpdis-1597	608	8	,	,	PUNCT
ajpdis-1597	608	9	al	al	PROPN
ajpdis-1597	608	10	-	-	PUNCT
ajpdis-1597	608	11	adwan	adwan	PROPN
ajpdis-1597	608	12	,	,	PUNCT
ajpdis-1597	608	13	a.	a.	PROPN
ajpdis-1597	608	14	s.	s.	PROPN
ajpdis-1597	608	15	,	,	PUNCT
ajpdis-1597	608	16	&	&	CCONJ
ajpdis-1597	608	17	al	al	PROPN
ajpdis-1597	608	18	-	-	PUNCT
ajpdis-1597	608	19	debei	debei	PROPN
ajpdis-1597	608	20	,	,	PUNCT
ajpdis-1597	608	21	m.	m.	NOUN
ajpdis-1597	608	22	(	(	PUNCT
ajpdis-1597	608	23	2023	2023	NUM
ajpdis-1597	608	24	)	)	PUNCT
ajpdis-1597	608	25	.	.	PUNCT
ajpdis-1597	609	1	digitally	digitally	ADV
ajpdis-1597	609	2	transforming	transform	VERB
ajpdis-1597	609	3	electronic	electronic	ADJ
ajpdis-1597	609	4	governments	government	NOUN
ajpdis-1597	609	5	into	into	ADP
ajpdis-1597	609	6	smart	smart	ADJ
ajpdis-1597	609	7	governments	government	NOUN
ajpdis-1597	609	8	:	:	PUNCT
ajpdis-1597	609	9	smartgov	smartgov	NOUN
ajpdis-1597	609	10	,	,	PUNCT
ajpdis-1597	609	11	an	an	DET
ajpdis-1597	609	12	extended	extended	ADJ
ajpdis-1597	609	13	maturity	maturity	NOUN
ajpdis-1597	609	14	model	model	NOUN
ajpdis-1597	609	15	.	.	PUNCT
ajpdis-1597	610	1	information	information	NOUN
ajpdis-1597	610	2	development	development	PROPN
ajpdis-1597	610	3	,	,	PUNCT
ajpdis-1597	610	4	39(4	39(4	NOUN
ajpdis-1597	610	5	)	)	PUNCT
ajpdis-1597	610	6	,	,	PUNCT
ajpdis-1597	610	7	811	811	NUM
ajpdis-1597	610	8	-	-	SYM
ajpdis-1597	610	9	834	834	NUM
ajpdis-1597	610	10	.	.	PUNCT
ajpdis-1597	611	1	30	30	NUM
ajpdis-1597	611	2	.	.	PUNCT
ajpdis-1597	612	1	imediegwu	imediegwu	PROPN
ajpdis-1597	612	2	,	,	PUNCT
ajpdis-1597	612	3	c.	c.	PROPN
ajpdis-1597	612	4	c.	c.	PROPN
ajpdis-1597	612	5	,	,	PUNCT
ajpdis-1597	612	6	&	&	CCONJ
ajpdis-1597	612	7	elebe	elebe	PROPN
ajpdis-1597	612	8	,	,	PUNCT
ajpdis-1597	612	9	o.	o.	NOUN
ajpdis-1597	612	10	(	(	PUNCT
ajpdis-1597	612	11	2022	2022	NUM
ajpdis-1597	612	12	)	)	PUNCT
ajpdis-1597	612	13	.	.	PUNCT
ajpdis-1597	613	1	customer	customer	NOUN
ajpdis-1597	613	2	profitability	profitability	NOUN
ajpdis-1597	613	3	optimization	optimization	NOUN
ajpdis-1597	613	4	model	model	NOUN
ajpdis-1597	613	5	using	use	VERB
ajpdis-1597	613	6	predictive	predictive	ADJ
ajpdis-1597	613	7	analytics	analytic	NOUN
ajpdis-1597	613	8	in	in	ADP
ajpdis-1597	613	9	us	us	PROPN
ajpdis-1597	613	10	-	-	PUNCT
ajpdis-1597	613	11	nigerian	nigerian	ADJ
ajpdis-1597	613	12	financial	financial	ADJ
ajpdis-1597	613	13	ecosystems	ecosystem	NOUN
ajpdis-1597	613	14	.	.	PUNCT
ajpdis-1597	614	1	international	international	ADJ
ajpdis-1597	614	2	journal	journal	PROPN
ajpdis-1597	614	3	of	of	ADP
ajpdis-1597	614	4	scientific	scientific	ADJ
ajpdis-1597	614	5	research	research	NOUN
ajpdis-1597	614	6	in	in	ADP
ajpdis-1597	614	7	computer	computer	NOUN
ajpdis-1597	614	8	science	science	NOUN
ajpdis-1597	614	9	,	,	PUNCT
ajpdis-1597	614	10	engineering	engineering	NOUN
ajpdis-1597	614	11	and	and	CCONJ
ajpdis-1597	614	12	information	information	NOUN
ajpdis-1597	614	13	technology	technology	NOUN
ajpdis-1597	614	14	,	,	PUNCT
ajpdis-1597	614	15	8(5	8(5	NUM
ajpdis-1597	614	16	)	)	PUNCT
ajpdis-1597	614	17	,	,	PUNCT
ajpdis-1597	614	18	476	476	NUM
ajpdis-1597	614	19	-	-	SYM
ajpdis-1597	614	20	497	497	NUM
ajpdis-1597	614	21	.	.	PUNCT
ajpdis-1597	615	1	31	31	NUM
ajpdis-1597	615	2	.	.	PUNCT
ajpdis-1597	616	1	barkham	barkham	PROPN
ajpdis-1597	616	2	,	,	PUNCT
ajpdis-1597	616	3	r.	r.	PROPN
ajpdis-1597	616	4	,	,	PUNCT
ajpdis-1597	616	5	bokhari	bokhari	PROPN
ajpdis-1597	616	6	,	,	PUNCT
ajpdis-1597	616	7	s.	s.	PROPN
ajpdis-1597	616	8	,	,	PUNCT
ajpdis-1597	616	9	&	&	CCONJ
ajpdis-1597	616	10	saiz	saiz	PROPN
ajpdis-1597	616	11	,	,	PUNCT
ajpdis-1597	616	12	a.	a.	NOUN
ajpdis-1597	616	13	(	(	PUNCT
ajpdis-1597	616	14	2022	2022	NUM
ajpdis-1597	616	15	)	)	PUNCT
ajpdis-1597	616	16	.	.	PUNCT
ajpdis-1597	617	1	urban	urban	ADJ
ajpdis-1597	617	2	big	big	ADJ
ajpdis-1597	617	3	data	data	PROPN
ajpdis-1597	617	4	:	:	PUNCT
ajpdis-1597	617	5	city	city	NOUN
ajpdis-1597	617	6	management	management	NOUN
ajpdis-1597	617	7	and	and	CCONJ
ajpdis-1597	617	8	real	real	ADJ
ajpdis-1597	617	9	estate	estate	NOUN
ajpdis-1597	617	10	markets	market	NOUN
ajpdis-1597	617	11	.	.	PUNCT
ajpdis-1597	618	1	in	in	ADP
ajpdis-1597	618	2	artificial	artificial	ADJ
ajpdis-1597	618	3	intelligence	intelligence	NOUN
ajpdis-1597	618	4	,	,	PUNCT
ajpdis-1597	618	5	machine	machine	NOUN
ajpdis-1597	618	6	learning	learning	NOUN
ajpdis-1597	618	7	,	,	PUNCT
ajpdis-1597	618	8	and	and	CCONJ
ajpdis-1597	618	9	optimization	optimization	NOUN
ajpdis-1597	618	10	tools	tool	NOUN
ajpdis-1597	618	11	for	for	ADP
ajpdis-1597	618	12	smart	smart	ADJ
ajpdis-1597	618	13	cities	city	NOUN
ajpdis-1597	618	14	:	:	PUNCT
ajpdis-1597	618	15	designing	design	VERB
ajpdis-1597	618	16	for	for	ADP
ajpdis-1597	618	17	sustainability	sustainability	NOUN
ajpdis-1597	618	18	(	(	PUNCT
ajpdis-1597	618	19	pp	pp	ADJ
ajpdis-1597	618	20	.	.	PUNCT
ajpdis-1597	618	21	177	177	NUM
ajpdis-1597	618	22	-	-	SYM
ajpdis-1597	618	23	209	209	NUM
ajpdis-1597	618	24	)	)	PUNCT
ajpdis-1597	618	25	.	.	PUNCT
ajpdis-1597	619	1	cham	cham	PROPN
ajpdis-1597	619	2	:	:	PUNCT
ajpdis-1597	619	3	springer	springer	NOUN
ajpdis-1597	619	4	international	international	ADJ
ajpdis-1597	619	5	publishing	publishing	NOUN
ajpdis-1597	619	6	.	.	PUNCT
ajpdis-1597	620	1	32	32	NUM
ajpdis-1597	620	2	.	.	X
ajpdis-1597	621	1	hasanuzzaman	hasanuzzaman	PROPN
ajpdis-1597	621	2	,	,	PUNCT
ajpdis-1597	621	3	m.	m.	NOUN
ajpdis-1597	621	4	,	,	PUNCT
ajpdis-1597	621	5	hossain	hossain	PROPN
ajpdis-1597	621	6	,	,	PUNCT
ajpdis-1597	621	7	s.	s.	PROPN
ajpdis-1597	621	8	,	,	PUNCT
ajpdis-1597	621	9	&	&	CCONJ
ajpdis-1597	621	10	shil	shil	PROPN
ajpdis-1597	621	11	,	,	PUNCT
ajpdis-1597	621	12	s.	s.	PROPN
ajpdis-1597	621	13	k.	k.	PROPN
ajpdis-1597	621	14	(	(	PUNCT
ajpdis-1597	621	15	2023	2023	NUM
ajpdis-1597	621	16	)	)	PUNCT
ajpdis-1597	621	17	.	.	PUNCT
ajpdis-1597	622	1	enhancing	enhance	VERB
ajpdis-1597	622	2	disaster	disaster	NOUN
ajpdis-1597	622	3	management	management	NOUN
ajpdis-1597	622	4	through	through	ADP
ajpdis-1597	622	5	ai	ai	ADJ
ajpdis-1597	622	6	-	-	PUNCT
ajpdis-1597	622	7	driven	drive	VERB
ajpdis-1597	622	8	predictive	predictive	ADJ
ajpdis-1597	622	9	analytics	analytic	NOUN
ajpdis-1597	622	10	:	:	PUNCT
ajpdis-1597	622	11	improving	improve	VERB
ajpdis-1597	622	12	preparedness	preparedness	NOUN
ajpdis-1597	622	13	and	and	CCONJ
ajpdis-1597	622	14	response	response	NOUN
ajpdis-1597	622	15	.	.	PUNCT
ajpdis-1597	623	1	international	international	ADJ
ajpdis-1597	623	2	journal	journal	NOUN
ajpdis-1597	623	3	of	of	ADP
ajpdis-1597	623	4	advanced	advanced	ADJ
ajpdis-1597	623	5	engineering	engineering	NOUN
ajpdis-1597	623	6	technologies	technology	NOUN
ajpdis-1597	623	7	and	and	CCONJ
ajpdis-1597	623	8	innovations	innovation	NOUN
ajpdis-1597	623	9	,	,	PUNCT
ajpdis-1597	623	10	1(01	1(01	NUM
ajpdis-1597	623	11	)	)	PUNCT
ajpdis-1597	623	12	,	,	PUNCT
ajpdis-1597	623	13	533	533	NUM
ajpdis-1597	623	14	-	-	SYM
ajpdis-1597	623	15	562	562	NUM
ajpdis-1597	623	16	.	.	PUNCT
ajpdis-1597	624	1	33	33	NUM
ajpdis-1597	624	2	.	.	PUNCT
ajpdis-1597	624	3	fountain	fountain	NOUN
ajpdis-1597	624	4	,	,	PUNCT
ajpdis-1597	624	5	j.	j.	PROPN
ajpdis-1597	624	6	e.	e.	PROPN
ajpdis-1597	624	7	(	(	PUNCT
ajpdis-1597	624	8	2022	2022	NUM
ajpdis-1597	624	9	)	)	PUNCT
ajpdis-1597	624	10	.	.	PUNCT
ajpdis-1597	625	1	the	the	DET
ajpdis-1597	625	2	moon	moon	NOUN
ajpdis-1597	625	3	,	,	PUNCT
ajpdis-1597	625	4	the	the	DET
ajpdis-1597	625	5	ghetto	ghetto	NOUN
ajpdis-1597	625	6	and	and	CCONJ
ajpdis-1597	625	7	artificial	artificial	ADJ
ajpdis-1597	625	8	intelligence	intelligence	NOUN
ajpdis-1597	625	9	:	:	PUNCT
ajpdis-1597	625	10	reducing	reduce	VERB
ajpdis-1597	625	11	systemic	systemic	ADJ
ajpdis-1597	625	12	racism	racism	NOUN
ajpdis-1597	625	13	in	in	ADP
ajpdis-1597	625	14	computational	computational	ADJ
ajpdis-1597	625	15	algorithms	algorithm	NOUN
ajpdis-1597	625	16	.	.	PUNCT
ajpdis-1597	626	1	government	government	NOUN
ajpdis-1597	626	2	information	information	NOUN
ajpdis-1597	626	3	quarterly	quarterly	ADV
ajpdis-1597	626	4	,	,	PUNCT
ajpdis-1597	626	5	39(2	39(2	NUM
ajpdis-1597	626	6	)	)	PUNCT
ajpdis-1597	626	7	,	,	PUNCT
ajpdis-1597	626	8	101645	101645	NUM
ajpdis-1597	626	9	.	.	PUNCT
ajpdis-1597	627	1	34	34	NUM
ajpdis-1597	627	2	.	.	PUNCT
ajpdis-1597	627	3	kitsios	kitsio	NOUN
ajpdis-1597	627	4	,	,	PUNCT
ajpdis-1597	627	5	f.	f.	PROPN
ajpdis-1597	627	6	,	,	PUNCT
ajpdis-1597	627	7	kamariotou	kamariotou	PROPN
ajpdis-1597	627	8	,	,	PUNCT
ajpdis-1597	627	9	m.	m.	NOUN
ajpdis-1597	627	10	,	,	PUNCT
ajpdis-1597	627	11	&	&	CCONJ
ajpdis-1597	627	12	mavromatis	mavromatis	NOUN
ajpdis-1597	627	13	,	,	PUNCT
ajpdis-1597	627	14	a.	a.	NOUN
ajpdis-1597	627	15	(	(	PUNCT
ajpdis-1597	627	16	2023	2023	NUM
ajpdis-1597	627	17	)	)	PUNCT
ajpdis-1597	627	18	.	.	PUNCT
ajpdis-1597	628	1	drivers	driver	NOUN
ajpdis-1597	628	2	and	and	CCONJ
ajpdis-1597	628	3	outcomes	outcome	NOUN
ajpdis-1597	628	4	of	of	ADP
ajpdis-1597	628	5	digital	digital	ADJ
ajpdis-1597	628	6	transformation	transformation	NOUN
ajpdis-1597	628	7	:	:	PUNCT
ajpdis-1597	628	8	the	the	DET
ajpdis-1597	628	9	case	case	NOUN
ajpdis-1597	628	10	of	of	ADP
ajpdis-1597	628	11	public	public	ADJ
ajpdis-1597	628	12	sector	sector	NOUN
ajpdis-1597	628	13	services	service	NOUN
ajpdis-1597	628	14	.	.	PUNCT
ajpdis-1597	629	1	information	information	NOUN
ajpdis-1597	629	2	,	,	PUNCT
ajpdis-1597	629	3	14(1	14(1	NUM
ajpdis-1597	629	4	)	)	PUNCT
ajpdis-1597	629	5	,	,	PUNCT
ajpdis-1597	629	6	43	43	NUM
ajpdis-1597	629	7	.	.	NOUN
ajpdis-1597	629	8	35	35	NUM
ajpdis-1597	629	9	.	.	PUNCT
ajpdis-1597	630	1	margetts	margetts	PROPN
ajpdis-1597	630	2	,	,	PUNCT
ajpdis-1597	630	3	h.	h.	PROPN
ajpdis-1597	630	4	(	(	PUNCT
ajpdis-1597	630	5	2022	2022	NUM
ajpdis-1597	630	6	)	)	PUNCT
ajpdis-1597	630	7	.	.	PUNCT
ajpdis-1597	631	1	rethinking	rethink	VERB
ajpdis-1597	631	2	ai	ai	VERB
ajpdis-1597	631	3	for	for	ADP
ajpdis-1597	631	4	good	good	ADJ
ajpdis-1597	631	5	governance	governance	NOUN
ajpdis-1597	631	6	.	.	PUNCT
ajpdis-1597	632	1	daedalus	daedalus	NOUN
ajpdis-1597	632	2	,	,	PUNCT
ajpdis-1597	632	3	151(2	151(2	NUM
ajpdis-1597	632	4	)	)	PUNCT
ajpdis-1597	632	5	,	,	PUNCT
ajpdis-1597	632	6	360	360	NUM
ajpdis-1597	632	7	-	-	SYM
ajpdis-1597	632	8	371	371	NUM
ajpdis-1597	632	9	.	.	PUNCT
ajpdis-1597	633	1	36	36	NUM
ajpdis-1597	633	2	.	.	PUNCT
ajpdis-1597	633	3	alonge	alonge	NOUN
ajpdis-1597	633	4	,	,	PUNCT
ajpdis-1597	633	5	e.	e.	PROPN
ajpdis-1597	633	6	o.	o.	PROPN
ajpdis-1597	633	7	,	,	PUNCT
ajpdis-1597	633	8	eyo	eyo	PROPN
ajpdis-1597	633	9	-	-	PUNCT
ajpdis-1597	633	10	udo	udo	PROPN
ajpdis-1597	633	11	,	,	PUNCT
ajpdis-1597	633	12	n.	n.	PROPN
ajpdis-1597	633	13	l.	l.	PROPN
ajpdis-1597	633	14	,	,	PUNCT
ajpdis-1597	633	15	ubanadu	ubanadu	NOUN
ajpdis-1597	633	16	,	,	PUNCT
ajpdis-1597	633	17	b.	b.	PROPN
ajpdis-1597	633	18	c.	c.	PROPN
ajpdis-1597	633	19	,	,	PUNCT
ajpdis-1597	633	20	daraojimba	daraojimba	NOUN
ajpdis-1597	633	21	,	,	PUNCT
ajpdis-1597	633	22	a.	a.	NOUN
ajpdis-1597	633	23	i.	i.	PROPN
ajpdis-1597	633	24	,	,	PUNCT
ajpdis-1597	633	25	balogun	balogun	VERB
ajpdis-1597	633	26	,	,	PUNCT
ajpdis-1597	633	27	e.	e.	PROPN
ajpdis-1597	633	28	d.	d.	PROPN
ajpdis-1597	633	29	,	,	PUNCT
ajpdis-1597	633	30	&	&	CCONJ
ajpdis-1597	633	31	ogunsola	ogunsola	PROPN
ajpdis-1597	633	32	,	,	PUNCT
ajpdis-1597	633	33	k.	k.	PROPN
ajpdis-1597	633	34	o.	o.	PROPN
ajpdis-1597	633	35	(	(	PUNCT
ajpdis-1597	633	36	2023	2023	NUM
ajpdis-1597	633	37	)	)	PUNCT
ajpdis-1597	633	38	.	.	PUNCT
ajpdis-1597	634	1	real	real	ADJ
ajpdis-1597	634	2	-	-	PUNCT
ajpdis-1597	634	3	time	time	NOUN
ajpdis-1597	634	4	data	datum	NOUN
ajpdis-1597	634	5	analytics	analytic	NOUN
ajpdis-1597	634	6	for	for	ADP
ajpdis-1597	634	7	enhancing	enhance	VERB
ajpdis-1597	634	8	supply	supply	NOUN
ajpdis-1597	634	9	chain	chain	NOUN
ajpdis-1597	634	10	efficiency	efficiency	NOUN
ajpdis-1597	634	11	.	.	PUNCT
ajpdis-1597	635	1	journal	journal	NOUN
ajpdis-1597	635	2	of	of	ADP
ajpdis-1597	635	3	supply	supply	NOUN
ajpdis-1597	635	4	chain	chain	NOUN
ajpdis-1597	635	5	management	management	NOUN
ajpdis-1597	635	6	and	and	CCONJ
ajpdis-1597	635	7	analytics	analytic	NOUN
ajpdis-1597	635	8	,	,	PUNCT
ajpdis-1597	635	9	10(1	10(1	NUM
ajpdis-1597	635	10	)	)	PUNCT
ajpdis-1597	635	11	,	,	PUNCT
ajpdis-1597	635	12	49	49	NUM
ajpdis-1597	635	13	-	-	SYM
ajpdis-1597	635	14	60	60	NUM
ajpdis-1597	635	15	.	.	PUNCT
ajpdis-1597	636	1	37	37	NUM
ajpdis-1597	636	2	.	.	PUNCT
ajpdis-1597	636	3	mislawaty	mislawaty	PROPN
ajpdis-1597	636	4	,	,	PUNCT
ajpdis-1597	636	5	s.	s.	PROPN
ajpdis-1597	636	6	e.	e.	PROPN
ajpdis-1597	636	7	,	,	PUNCT
ajpdis-1597	636	8	harahap	harahap	PROPN
ajpdis-1597	636	9	,	,	PUNCT
ajpdis-1597	636	10	r.	r.	PROPN
ajpdis-1597	636	11	,	,	PUNCT
ajpdis-1597	636	12	&	&	CCONJ
ajpdis-1597	636	13	anisyah	anisyah	PROPN
ajpdis-1597	636	14	,	,	PUNCT
ajpdis-1597	636	15	s.	s.	PROPN
ajpdis-1597	636	16	(	(	PUNCT
ajpdis-1597	636	17	2022	2022	NUM
ajpdis-1597	636	18	)	)	PUNCT
ajpdis-1597	636	19	.	.	PUNCT
ajpdis-1597	637	1	digitalizing	digitalize	VERB
ajpdis-1597	637	2	governance	governance	NOUN
ajpdis-1597	637	3	in	in	ADP
ajpdis-1597	637	4	south	south	PROPN
ajpdis-1597	637	5	sumatera	sumatera	PROPN
ajpdis-1597	637	6	:	:	PUNCT
ajpdis-1597	637	7	an	an	DET
ajpdis-1597	637	8	introduction	introduction	NOUN
ajpdis-1597	637	9	â€	â€	NUM
ajpdis-1597	637	10	œe	œe	ADJ
ajpdis-1597	637	11	-	-	PUNCT
ajpdis-1597	637	12	sumselâ€	sumselâ€	ADJ
ajpdis-1597	637	13	system	system	NOUN
ajpdis-1597	637	14	reforming	reform	VERB
ajpdis-1597	637	15	public	public	ADJ
ajpdis-1597	637	16	service	service	NOUN
ajpdis-1597	637	17	management	management	NOUN
ajpdis-1597	637	18	.	.	PUNCT
ajpdis-1597	638	1	jurnal	jurnal	PROPN
ajpdis-1597	638	2	bina	bina	PROPN
ajpdis-1597	638	3	praja	praja	PROPN
ajpdis-1597	638	4	,	,	PUNCT
ajpdis-1597	638	5	14(3	14(3	NUM
ajpdis-1597	638	6	)	)	PUNCT
ajpdis-1597	638	7	,	,	PUNCT
ajpdis-1597	638	8	399	399	NUM
ajpdis-1597	638	9	-	-	SYM
ajpdis-1597	638	10	411	411	NUM
ajpdis-1597	638	11	.	.	PUNCT
ajpdis-1597	639	1	38	38	NUM
ajpdis-1597	639	2	.	.	PUNCT
ajpdis-1597	640	1	okolo	okolo	PROPN
ajpdis-1597	640	2	,	,	PUNCT
ajpdis-1597	640	3	f.	f.	PROPN
ajpdis-1597	640	4	c.	c.	PROPN
ajpdis-1597	640	5	,	,	PUNCT
ajpdis-1597	640	6	etukudoh	etukudoh	PROPN
ajpdis-1597	640	7	,	,	PUNCT
ajpdis-1597	640	8	e.	e.	PROPN
ajpdis-1597	640	9	a.	a.	PROPN
ajpdis-1597	640	10	,	,	PUNCT
ajpdis-1597	640	11	ogunwole	ogunwole	NOUN
ajpdis-1597	640	12	,	,	PUNCT
ajpdis-1597	640	13	o.	o.	PROPN
ajpdis-1597	640	14	,	,	PUNCT
ajpdis-1597	640	15	osho	osho	PROPN
ajpdis-1597	640	16	,	,	PUNCT
ajpdis-1597	640	17	g.	g.	PROPN
ajpdis-1597	640	18	o.	o.	PROPN
ajpdis-1597	640	19	,	,	PUNCT
ajpdis-1597	640	20	&	&	CCONJ
ajpdis-1597	640	21	basiru	basiru	PROPN
ajpdis-1597	640	22	,	,	PUNCT
ajpdis-1597	640	23	j.	j.	PROPN
ajpdis-1597	640	24	o.	o.	PROPN
ajpdis-1597	640	25	(	(	PUNCT
ajpdis-1597	640	26	2022	2022	NUM
ajpdis-1597	640	27	)	)	PUNCT
ajpdis-1597	640	28	.	.	PUNCT
ajpdis-1597	641	1	policyoriented	policyoriente	VERB
ajpdis-1597	641	2	framework	framework	NOUN
ajpdis-1597	641	3	for	for	ADP
ajpdis-1597	641	4	multi	multi	ADJ
ajpdis-1597	641	5	-	-	ADJ
ajpdis-1597	641	6	agency	agency	ADJ
ajpdis-1597	641	7	data	datum	NOUN
ajpdis-1597	641	8	integration	integration	NOUN
ajpdis-1597	641	9	across	across	ADP
ajpdis-1597	641	10	national	national	ADJ
ajpdis-1597	641	11	transportation	transportation	NOUN
ajpdis-1597	641	12	and	and	CCONJ
ajpdis-1597	641	13	infrastructure	infrastructure	NOUN
ajpdis-1597	641	14	systems	system	NOUN
ajpdis-1597	641	15	.	.	PUNCT
ajpdis-1597	642	1	journal	journal	NOUN
ajpdis-1597	642	2	name	name	NOUN
ajpdis-1597	642	3	missing	missing	ADJ
ajpdis-1597	642	4	.	.	PUNCT
ajpdis-1597	643	1	39	39	NUM
ajpdis-1597	643	2	.	.	PUNCT
ajpdis-1597	644	1	krejnus	krejnus	PROPN
ajpdis-1597	644	2	,	,	PUNCT
ajpdis-1597	644	3	m.	m.	NOUN
ajpdis-1597	644	4	,	,	PUNCT
ajpdis-1597	644	5	stofkova	stofkova	PROPN
ajpdis-1597	644	6	,	,	PUNCT
ajpdis-1597	644	7	j.	j.	PROPN
ajpdis-1597	644	8	,	,	PUNCT
ajpdis-1597	644	9	stofkova	stofkova	PROPN
ajpdis-1597	644	10	,	,	PUNCT
ajpdis-1597	644	11	k.	k.	PROPN
ajpdis-1597	644	12	r.	r.	PROPN
ajpdis-1597	644	13	,	,	PUNCT
ajpdis-1597	644	14	&	&	CCONJ
ajpdis-1597	644	15	binasova	binasova	VERB
ajpdis-1597	644	16	,	,	PUNCT
ajpdis-1597	644	17	v.	v.	ADP
ajpdis-1597	644	18	(	(	PUNCT
ajpdis-1597	644	19	2023	2023	NUM
ajpdis-1597	644	20	)	)	PUNCT
ajpdis-1597	644	21	.	.	PUNCT
ajpdis-1597	645	1	the	the	DET
ajpdis-1597	645	2	use	use	NOUN
ajpdis-1597	645	3	of	of	ADP
ajpdis-1597	645	4	the	the	DET
ajpdis-1597	645	5	dea	dea	PROPN
ajpdis-1597	645	6	method	method	NOUN
ajpdis-1597	645	7	for	for	ADP
ajpdis-1597	645	8	measuring	measure	VERB
ajpdis-1597	645	9	the	the	DET
ajpdis-1597	645	10	efficiency	efficiency	NOUN
ajpdis-1597	645	11	of	of	ADP
ajpdis-1597	645	12	electronic	electronic	ADJ
ajpdis-1597	645	13	public	public	ADJ
ajpdis-1597	645	14	administration	administration	NOUN
ajpdis-1597	645	15	as	as	ADP
ajpdis-1597	645	16	part	part	NOUN
ajpdis-1597	645	17	of	of	ADP
ajpdis-1597	645	18	the	the	DET
ajpdis-1597	645	19	digitization	digitization	NOUN
ajpdis-1597	645	20	of	of	ADP
ajpdis-1597	645	21	the	the	DET
ajpdis-1597	645	22	economy	economy	NOUN
ajpdis-1597	645	23	and	and	CCONJ
ajpdis-1597	645	24	society	society	NOUN
ajpdis-1597	645	25	.	.	PUNCT
ajpdis-1597	646	1	applied	apply	VERB
ajpdis-1597	646	2	sciences	sciences	PROPN
ajpdis-1597	646	3	,	,	PUNCT
ajpdis-1597	646	4	13(6	13(6	PROPN
ajpdis-1597	646	5	)	)	PUNCT
ajpdis-1597	646	6	,	,	PUNCT
ajpdis-1597	646	7	3672	3672	NUM
ajpdis-1597	646	8	.	.	PUNCT
ajpdis-1597	647	1	40	40	NUM
ajpdis-1597	647	2	.	.	PUNCT
ajpdis-1597	647	3	sarker	sarker	PROPN
ajpdis-1597	647	4	,	,	PUNCT
ajpdis-1597	647	5	i.	i.	PROPN
ajpdis-1597	647	6	h.	h.	PROPN
ajpdis-1597	647	7	(	(	PUNCT
ajpdis-1597	647	8	2022	2022	NUM
ajpdis-1597	647	9	)	)	PUNCT
ajpdis-1597	647	10	.	.	PUNCT
ajpdis-1597	648	1	smart	smart	ADJ
ajpdis-1597	648	2	city	city	NOUN
ajpdis-1597	648	3	data	datum	NOUN
ajpdis-1597	648	4	science	science	NOUN
ajpdis-1597	648	5	:	:	PUNCT
ajpdis-1597	648	6	towards	towards	ADP
ajpdis-1597	648	7	data	data	NOUN
ajpdis-1597	648	8	-	-	PUNCT
ajpdis-1597	648	9	driven	drive	VERB
ajpdis-1597	648	10	smart	smart	ADJ
ajpdis-1597	648	11	cities	city	NOUN
ajpdis-1597	648	12	with	with	ADP
ajpdis-1597	648	13	open	open	ADJ
ajpdis-1597	648	14	research	research	NOUN
ajpdis-1597	648	15	issues	issue	NOUN
ajpdis-1597	648	16	.	.	PUNCT
ajpdis-1597	649	1	internet	internet	NOUN
ajpdis-1597	649	2	of	of	ADP
ajpdis-1597	649	3	things	thing	NOUN
ajpdis-1597	649	4	,	,	PUNCT
ajpdis-1597	649	5	19	19	NUM
ajpdis-1597	649	6	,	,	PUNCT
ajpdis-1597	649	7	100528	100528	NUM
ajpdis-1597	649	8	.	.	PUNCT
ajpdis-1597	650	1	41	41	NUM
ajpdis-1597	650	2	.	.	PUNCT
ajpdis-1597	651	1	alexander	alexander	PROPN
ajpdis-1597	651	2	,	,	PUNCT
ajpdis-1597	651	3	w.	w.	PROPN
ajpdis-1597	651	4	(	(	PUNCT
ajpdis-1597	651	5	2022	2022	NUM
ajpdis-1597	651	6	)	)	PUNCT
ajpdis-1597	651	7	.	.	PUNCT
ajpdis-1597	652	1	applying	apply	VERB
ajpdis-1597	652	2	artificial	artificial	ADJ
ajpdis-1597	652	3	intelligence	intelligence	NOUN
ajpdis-1597	652	4	to	to	ADP
ajpdis-1597	652	5	public	public	ADJ
ajpdis-1597	652	6	sector	sector	NOUN
ajpdis-1597	652	7	decision	decision	NOUN
ajpdis-1597	652	8	making	making	NOUN
ajpdis-1597	652	9	.	.	PUNCT
ajpdis-1597	653	1	42	42	NUM
ajpdis-1597	653	2	.	.	PUNCT
ajpdis-1597	654	1	pemmasani	pemmasani	PROPN
ajpdis-1597	654	2	,	,	PUNCT
ajpdis-1597	654	3	p.	p.	PROPN
ajpdis-1597	654	4	k.	k.	PROPN
ajpdis-1597	654	5	,	,	PUNCT
ajpdis-1597	654	6	&	&	CCONJ
ajpdis-1597	654	7	abd	abd	PROPN
ajpdis-1597	654	8	nasaruddin	nasaruddin	PROPN
ajpdis-1597	654	9	,	,	PUNCT
ajpdis-1597	654	10	m.	m.	NOUN
ajpdis-1597	654	11	a.	a.	NOUN
ajpdis-1597	654	12	(	(	PUNCT
ajpdis-1597	654	13	2022	2022	NUM
ajpdis-1597	654	14	)	)	PUNCT
ajpdis-1597	654	15	.	.	PUNCT
ajpdis-1597	655	1	resilient	resilient	ADJ
ajpdis-1597	655	2	it	it	PRON
ajpdis-1597	655	3	strategies	strategy	NOUN
ajpdis-1597	655	4	for	for	ADP
ajpdis-1597	655	5	governmental	governmental	ADJ
ajpdis-1597	655	6	disaster	disaster	NOUN
ajpdis-1597	655	7	response	response	NOUN
ajpdis-1597	655	8	and	and	CCONJ
ajpdis-1597	655	9	crisis	crisis	NOUN
ajpdis-1597	655	10	management	management	NOUN
ajpdis-1597	655	11	.	.	PUNCT
ajpdis-1597	656	1	international	international	ADJ
ajpdis-1597	656	2	journal	journal	PROPN
ajpdis-1597	656	3	of	of	ADP
ajpdis-1597	656	4	acta	acta	PROPN
ajpdis-1597	656	5	informatica	informatica	PROPN
ajpdis-1597	656	6	,	,	PUNCT
ajpdis-1597	656	7	1(1	1(1	NUM
ajpdis-1597	656	8	)	)	PUNCT
ajpdis-1597	656	9	,	,	PUNCT
ajpdis-1597	656	10	151	151	NUM
ajpdis-1597	656	11	-	-	SYM
ajpdis-1597	656	12	163	163	NUM
ajpdis-1597	656	13	.	.	PUNCT
ajpdis-1597	657	1	43	43	NUM
ajpdis-1597	657	2	.	.	PUNCT
ajpdis-1597	658	1	cho	cho	PROPN
ajpdis-1597	658	2	,	,	PUNCT
ajpdis-1597	658	3	w.	w.	PROPN
ajpdis-1597	658	4	,	,	PUNCT
ajpdis-1597	658	5	choi	choi	PROPN
ajpdis-1597	658	6	,	,	PUNCT
ajpdis-1597	658	7	s.	s.	PROPN
ajpdis-1597	658	8	,	,	PUNCT
ajpdis-1597	658	9	&	&	CCONJ
ajpdis-1597	658	10	choi	choi	PROPN
ajpdis-1597	658	11	,	,	PUNCT
ajpdis-1597	658	12	h.	h.	PROPN
ajpdis-1597	658	13	(	(	PUNCT
ajpdis-1597	658	14	2023	2023	NUM
ajpdis-1597	658	15	)	)	PUNCT
ajpdis-1597	658	16	.	.	PUNCT
ajpdis-1597	659	1	human	human	ADJ
ajpdis-1597	659	2	resources	resource	NOUN
ajpdis-1597	659	3	analytics	analytic	NOUN
ajpdis-1597	659	4	for	for	ADP
ajpdis-1597	659	5	public	public	ADJ
ajpdis-1597	659	6	personnel	personnel	NOUN
ajpdis-1597	659	7	management	management	NOUN
ajpdis-1597	659	8	:	:	PUNCT
ajpdis-1597	659	9	concepts	concept	NOUN
ajpdis-1597	659	10	,	,	PUNCT
ajpdis-1597	659	11	cases	case	NOUN
ajpdis-1597	659	12	,	,	PUNCT
ajpdis-1597	659	13	and	and	CCONJ
ajpdis-1597	659	14	caveats	caveat	NOUN
ajpdis-1597	659	15	.	.	PUNCT
ajpdis-1597	660	1	administrative	administrative	ADJ
ajpdis-1597	660	2	sciences	sciences	PROPN
ajpdis-1597	660	3	,	,	PUNCT
ajpdis-1597	660	4	13(2	13(2	PROPN
ajpdis-1597	660	5	)	)	PUNCT
ajpdis-1597	660	6	,	,	PUNCT
ajpdis-1597	660	7	41	41	NUM
ajpdis-1597	660	8	.	.	NOUN
ajpdis-1597	660	9	44	44	NUM
ajpdis-1597	660	10	.	.	PUNCT
ajpdis-1597	660	11	achumie	achumie	PROPN
ajpdis-1597	660	12	,	,	PUNCT
ajpdis-1597	660	13	g.	g.	PROPN
ajpdis-1597	660	14	o.	o.	PROPN
ajpdis-1597	660	15	,	,	PUNCT
ajpdis-1597	660	16	oyegbade	oyegbade	ADJ
ajpdis-1597	660	17	,	,	PUNCT
ajpdis-1597	660	18	i.	i.	PROPN
ajpdis-1597	660	19	k.	k.	PROPN
ajpdis-1597	660	20	,	,	PUNCT
ajpdis-1597	660	21	igwe	igwe	PROPN
ajpdis-1597	660	22	,	,	PUNCT
ajpdis-1597	660	23	a.	a.	NOUN
ajpdis-1597	660	24	n.	n.	NOUN
ajpdis-1597	660	25	,	,	PUNCT
ajpdis-1597	660	26	ofodile	ofodile	NOUN
ajpdis-1597	660	27	,	,	PUNCT
ajpdis-1597	660	28	o.	o.	PROPN
ajpdis-1597	660	29	c.	c.	PROPN
ajpdis-1597	660	30	,	,	PUNCT
ajpdis-1597	660	31	&	&	CCONJ
ajpdis-1597	660	32	azubuike	azubuike	PROPN
ajpdis-1597	660	33	,	,	PUNCT
ajpdis-1597	660	34	c.	c.	PROPN
ajpdis-1597	660	35	(	(	PUNCT
ajpdis-1597	660	36	2022	2022	NUM
ajpdis-1597	660	37	)	)	PUNCT
ajpdis-1597	660	38	.	.	PUNCT
ajpdis-1597	661	1	aidriven	aidriven	ADJ
ajpdis-1597	661	2	predictive	predictive	ADJ
ajpdis-1597	661	3	analytics	analytic	NOUN
ajpdis-1597	661	4	model	model	NOUN
ajpdis-1597	661	5	for	for	ADP
ajpdis-1597	661	6	strategic	strategic	ADJ
ajpdis-1597	661	7	business	business	NOUN
ajpdis-1597	661	8	development	development	NOUN
ajpdis-1597	661	9	and	and	CCONJ
ajpdis-1597	661	10	market	market	NOUN
ajpdis-1597	661	11	growth	growth	NOUN
ajpdis-1597	661	12	in	in	ADP
ajpdis-1597	661	13	competitive	competitive	ADJ
ajpdis-1597	661	14	industries	industry	NOUN
ajpdis-1597	661	15	.	.	PUNCT
ajpdis-1597	662	1	j	j	PROPN
ajpdis-1597	662	2	bus	bus	NOUN
ajpdis-1597	662	3	innov	innov	PROPN
ajpdis-1597	662	4	technol	technol	NOUN
ajpdis-1597	662	5	res	re	NOUN
ajpdis-1597	662	6	.	.	PUNCT
ajpdis-1597	663	1	45	45	NUM
ajpdis-1597	663	2	.	.	PUNCT
ajpdis-1597	663	3	adewusi	adewusi	PROPN
ajpdis-1597	663	4	,	,	PUNCT
ajpdis-1597	663	5	b.	b.	PROPN
ajpdis-1597	663	6	a.	a.	PROPN
ajpdis-1597	663	7	,	,	PUNCT
ajpdis-1597	663	8	adekunle	adekunle	NOUN
ajpdis-1597	663	9	,	,	PUNCT
ajpdis-1597	663	10	b.	b.	PROPN
ajpdis-1597	663	11	i.	i.	PROPN
ajpdis-1597	663	12	,	,	PUNCT
ajpdis-1597	663	13	mustapha	mustapha	PROPN
ajpdis-1597	663	14	,	,	PUNCT
ajpdis-1597	663	15	s.	s.	PROPN
ajpdis-1597	663	16	d.	d.	PROPN
ajpdis-1597	663	17	,	,	PUNCT
ajpdis-1597	663	18	&	&	CCONJ
ajpdis-1597	663	19	uzoka	uzoka	PROPN
ajpdis-1597	663	20	,	,	PUNCT
ajpdis-1597	663	21	a.	a.	PROPN
ajpdis-1597	663	22	c.	c.	PROPN
ajpdis-1597	663	23	(	(	PUNCT
ajpdis-1597	663	24	2023	2023	NUM
ajpdis-1597	663	25	)	)	PUNCT
ajpdis-1597	663	26	.	.	PUNCT
ajpdis-1597	664	1	advances	advance	NOUN
ajpdis-1597	664	2	in	in	ADP
ajpdis-1597	664	3	aiaugmented	aiaugmente	VERB
ajpdis-1597	664	4	user	user	NOUN
ajpdis-1597	664	5	experience	experience	NOUN
ajpdis-1597	664	6	design	design	NOUN
ajpdis-1597	664	7	for	for	ADP
ajpdis-1597	664	8	personalized	personalized	ADJ
ajpdis-1597	664	9	public	public	ADJ
ajpdis-1597	664	10	and	and	CCONJ
ajpdis-1597	664	11	enterprise	enterprise	NOUN
ajpdis-1597	664	12	digital	digital	ADJ
ajpdis-1597	664	13	services	service	NOUN
ajpdis-1597	664	14	.	.	PUNCT
ajpdis-1597	665	1	doi	doi	NOUN
ajpdis-1597	665	2	:	:	PUNCT
ajpdis-1597	666	1	https://doi	https://doi	PROPN
ajpdis-1597	666	2	.	.	PUNCT
ajpdis-1597	667	1	org/10.62225	org/10.62225	PROPN
ajpdis-1597	667	2	x	x	X
ajpdis-1597	667	3	,	,	PUNCT
ajpdis-1597	667	4	2583049	2583049	NUM
ajpdis-1597	667	5	.	.	PUNCT
ajpdis-1597	668	1	196	196	NUM
ajpdis-1597	668	2	journal	journal	NOUN
ajpdis-1597	668	3	of	of	ADP
ajpdis-1597	668	4	public	public	ADJ
ajpdis-1597	668	5	diplomacy	diplomacy	NOUN
ajpdis-1597	668	6	and	and	CCONJ
ajpdis-1597	668	7	international	international	ADJ
ajpdis-1597	668	8	studies	study	NOUN
ajpdis-1597	668	9	www	www	PROPN
ajpdis-1597	668	10	.	.	PUNCT
ajpdis-1597	669	1	grnjournal.us	grnjournal.us	X
ajpdis-1597	669	2	46	46	NUM
ajpdis-1597	669	3	.	.	PUNCT
ajpdis-1597	669	4	ernawati	ernawati	PROPN
ajpdis-1597	669	5	,	,	PUNCT
ajpdis-1597	669	6	k.	k.	PROPN
ajpdis-1597	669	7	,	,	PUNCT
ajpdis-1597	669	8	nugroho	nugroho	PROPN
ajpdis-1597	669	9	,	,	PUNCT
ajpdis-1597	669	10	b.	b.	PROPN
ajpdis-1597	669	11	s.	s.	PROPN
ajpdis-1597	669	12	,	,	PUNCT
ajpdis-1597	669	13	suryana	suryana	PROPN
ajpdis-1597	669	14	,	,	PUNCT
ajpdis-1597	669	15	c.	c.	NOUN
ajpdis-1597	669	16	,	,	PUNCT
ajpdis-1597	669	17	riyanto	riyanto	PROPN
ajpdis-1597	669	18	,	,	PUNCT
ajpdis-1597	669	19	a.	a.	NOUN
ajpdis-1597	669	20	,	,	PUNCT
ajpdis-1597	669	21	&	&	CCONJ
ajpdis-1597	669	22	fatmawati	fatmawati	PROPN
ajpdis-1597	669	23	,	,	PUNCT
ajpdis-1597	669	24	e.	e.	PROPN
ajpdis-1597	669	25	(	(	PUNCT
ajpdis-1597	669	26	2022	2022	NUM
ajpdis-1597	669	27	)	)	PUNCT
ajpdis-1597	669	28	.	.	PUNCT
ajpdis-1597	670	1	the	the	DET
ajpdis-1597	670	2	advantages	advantage	NOUN
ajpdis-1597	670	3	of	of	ADP
ajpdis-1597	670	4	digital	digital	ADJ
ajpdis-1597	670	5	applications	application	NOUN
ajpdis-1597	670	6	in	in	ADP
ajpdis-1597	670	7	public	public	ADJ
ajpdis-1597	670	8	health	health	NOUN
ajpdis-1597	670	9	services	service	NOUN
ajpdis-1597	670	10	on	on	ADP
ajpdis-1597	670	11	automation	automation	NOUN
ajpdis-1597	670	12	era	era	NOUN
ajpdis-1597	670	13	.	.	PUNCT
ajpdis-1597	671	1	international	international	ADJ
ajpdis-1597	671	2	journal	journal	PROPN
ajpdis-1597	671	3	of	of	ADP
ajpdis-1597	671	4	health	health	PROPN
ajpdis-1597	671	5	sciences	sciences	PROPN
ajpdis-1597	671	6	,	,	PUNCT
ajpdis-1597	671	7	6(1	6(1	NUM
ajpdis-1597	671	8	)	)	PUNCT
ajpdis-1597	671	9	,	,	PUNCT
ajpdis-1597	671	10	174	174	NUM
ajpdis-1597	671	11	-	-	SYM
ajpdis-1597	671	12	186	186	NUM
ajpdis-1597	671	13	.	.	PUNCT
ajpdis-1597	672	1	47	47	NUM
ajpdis-1597	672	2	.	.	PUNCT
ajpdis-1597	673	1	reddy	reddy	PROPN
ajpdis-1597	673	2	,	,	PUNCT
ajpdis-1597	673	3	r.	r.	PROPN
ajpdis-1597	673	4	(	(	PUNCT
ajpdis-1597	673	5	2022	2022	NUM
ajpdis-1597	673	6	)	)	PUNCT
ajpdis-1597	673	7	.	.	PUNCT
ajpdis-1597	674	1	application	application	NOUN
ajpdis-1597	674	2	of	of	ADP
ajpdis-1597	674	3	neural	neural	ADJ
ajpdis-1597	674	4	networks	network	NOUN
ajpdis-1597	674	5	in	in	ADP
ajpdis-1597	674	6	optimizing	optimize	VERB
ajpdis-1597	674	7	health	health	NOUN
ajpdis-1597	674	8	outcomes	outcome	NOUN
ajpdis-1597	674	9	in	in	ADP
ajpdis-1597	674	10	medicare	medicare	PROPN
ajpdis-1597	674	11	advantage	advantage	NOUN
ajpdis-1597	674	12	and	and	CCONJ
ajpdis-1597	674	13	supplement	supplement	NOUN
ajpdis-1597	674	14	plans	plan	NOUN
ajpdis-1597	674	15	.	.	PUNCT
ajpdis-1597	675	1	available	available	ADJ
ajpdis-1597	675	2	at	at	ADP
ajpdis-1597	675	3	ssrn	ssrn	NOUN
ajpdis-1597	675	4	5031287	5031287	NUM
ajpdis-1597	675	5	.	.	PUNCT
ajpdis-1597	676	1	48	48	NUM
ajpdis-1597	676	2	.	.	PUNCT
ajpdis-1597	677	1	edwards	edwards	PROPN
ajpdis-1597	677	2	,	,	PUNCT
ajpdis-1597	677	3	r.	r.	PROPN
ajpdis-1597	677	4	,	,	PUNCT
ajpdis-1597	677	5	gillies	gillie	NOUN
ajpdis-1597	677	6	,	,	PUNCT
ajpdis-1597	677	7	v.	v.	ADV
ajpdis-1597	677	8	,	,	PUNCT
ajpdis-1597	677	9	&	&	CCONJ
ajpdis-1597	677	10	gorin	gorin	PROPN
ajpdis-1597	677	11	,	,	PUNCT
ajpdis-1597	677	12	s.	s.	PROPN
ajpdis-1597	677	13	(	(	PUNCT
ajpdis-1597	677	14	2022	2022	NUM
ajpdis-1597	677	15	)	)	PUNCT
ajpdis-1597	677	16	.	.	PUNCT
ajpdis-1597	678	1	problem	problem	NOUN
ajpdis-1597	678	2	-	-	PUNCT
ajpdis-1597	678	3	solving	solving	NOUN
ajpdis-1597	678	4	for	for	ADP
ajpdis-1597	678	5	problem	problem	NOUN
ajpdis-1597	678	6	-	-	PUNCT
ajpdis-1597	678	7	solving	solving	NOUN
ajpdis-1597	678	8	:	:	PUNCT
ajpdis-1597	678	9	data	datum	NOUN
ajpdis-1597	678	10	analytics	analytic	NOUN
ajpdis-1597	678	11	to	to	PART
ajpdis-1597	678	12	identify	identify	VERB
ajpdis-1597	678	13	families	family	NOUN
ajpdis-1597	678	14	for	for	ADP
ajpdis-1597	678	15	service	service	NOUN
ajpdis-1597	678	16	intervention	intervention	NOUN
ajpdis-1597	678	17	.	.	PUNCT
ajpdis-1597	679	1	critical	critical	ADJ
ajpdis-1597	679	2	social	social	ADJ
ajpdis-1597	679	3	policy	policy	NOUN
ajpdis-1597	679	4	,	,	PUNCT
ajpdis-1597	679	5	42(2	42(2	NOUN
ajpdis-1597	679	6	)	)	PUNCT
ajpdis-1597	679	7	,	,	PUNCT
ajpdis-1597	679	8	265	265	NUM
ajpdis-1597	679	9	-	-	SYM
ajpdis-1597	679	10	284	284	NUM
ajpdis-1597	679	11	.	.	PUNCT
ajpdis-1597	679	12	49	49	NUM
ajpdis-1597	679	13	.	.	PUNCT
ajpdis-1597	680	1	al	al	PROPN
ajpdis-1597	680	2	-	-	PUNCT
ajpdis-1597	680	3	sai	sai	PROPN
ajpdis-1597	680	4	,	,	PUNCT
ajpdis-1597	680	5	z.	z.	PROPN
ajpdis-1597	680	6	a.	a.	PROPN
ajpdis-1597	680	7	,	,	PUNCT
ajpdis-1597	680	8	husin	husin	PROPN
ajpdis-1597	680	9	,	,	PUNCT
ajpdis-1597	680	10	m.	m.	PROPN
ajpdis-1597	680	11	h.	h.	PROPN
ajpdis-1597	680	12	,	,	PUNCT
ajpdis-1597	680	13	syed	syed	PROPN
ajpdis-1597	680	14	-	-	PUNCT
ajpdis-1597	680	15	mohamad	mohamad	PROPN
ajpdis-1597	680	16	,	,	PUNCT
ajpdis-1597	680	17	s.	s.	PROPN
ajpdis-1597	680	18	m.	m.	PROPN
ajpdis-1597	680	19	,	,	PUNCT
ajpdis-1597	680	20	abdin	abdin	PROPN
ajpdis-1597	680	21	,	,	PUNCT
ajpdis-1597	680	22	r.	r.	PROPN
ajpdis-1597	680	23	m.	m.	PROPN
ajpdis-1597	680	24	d.	d.	PROPN
ajpdis-1597	680	25	s.	s.	PROPN
ajpdis-1597	680	26	,	,	PUNCT
ajpdis-1597	680	27	damer	damer	PROPN
ajpdis-1597	680	28	,	,	PUNCT
ajpdis-1597	680	29	n.	n.	NOUN
ajpdis-1597	680	30	,	,	PUNCT
ajpdis-1597	680	31	abualigah	abualigah	PROPN
ajpdis-1597	680	32	,	,	PUNCT
ajpdis-1597	680	33	l.	l.	PROPN
ajpdis-1597	680	34	,	,	PUNCT
ajpdis-1597	680	35	&	&	CCONJ
ajpdis-1597	680	36	gandomi	gandomi	PROPN
ajpdis-1597	680	37	,	,	PUNCT
ajpdis-1597	680	38	a.	a.	NOUN
ajpdis-1597	680	39	h.	h.	PROPN
ajpdis-1597	680	40	(	(	PUNCT
ajpdis-1597	680	41	2022	2022	NUM
ajpdis-1597	680	42	)	)	PUNCT
ajpdis-1597	680	43	.	.	PUNCT
ajpdis-1597	681	1	explore	explore	VERB
ajpdis-1597	681	2	big	big	ADJ
ajpdis-1597	681	3	data	datum	NOUN
ajpdis-1597	681	4	analytics	analytic	NOUN
ajpdis-1597	681	5	applications	application	NOUN
ajpdis-1597	681	6	and	and	CCONJ
ajpdis-1597	681	7	opportunities	opportunity	NOUN
ajpdis-1597	681	8	:	:	PUNCT
ajpdis-1597	681	9	a	a	DET
ajpdis-1597	681	10	review	review	NOUN
ajpdis-1597	681	11	.	.	PUNCT
ajpdis-1597	682	1	big	big	ADJ
ajpdis-1597	682	2	data	datum	NOUN
ajpdis-1597	682	3	and	and	CCONJ
ajpdis-1597	682	4	cognitive	cognitive	ADJ
ajpdis-1597	682	5	computing	computing	NOUN
ajpdis-1597	682	6	,	,	PUNCT
ajpdis-1597	682	7	6(4	6(4	NUM
ajpdis-1597	682	8	)	)	PUNCT
ajpdis-1597	682	9	,	,	PUNCT
ajpdis-1597	682	10	157	157	NUM
ajpdis-1597	682	11	.	.	NOUN
ajpdis-1597	682	12	50	50	NUM
ajpdis-1597	682	13	.	.	NUM
ajpdis-1597	682	14	onyango	onyango	PROPN
ajpdis-1597	682	15	,	,	PUNCT
ajpdis-1597	682	16	g.	g.	PROPN
ajpdis-1597	682	17	,	,	PUNCT
ajpdis-1597	682	18	&	&	CCONJ
ajpdis-1597	682	19	ondiek	ondiek	PROPN
ajpdis-1597	682	20	,	,	PUNCT
ajpdis-1597	682	21	j.	j.	PROPN
ajpdis-1597	682	22	o.	o.	PROPN
ajpdis-1597	682	23	(	(	PUNCT
ajpdis-1597	682	24	2022	2022	NUM
ajpdis-1597	682	25	)	)	PUNCT
ajpdis-1597	682	26	.	.	PUNCT
ajpdis-1597	683	1	open	open	ADJ
ajpdis-1597	683	2	innovation	innovation	NOUN
ajpdis-1597	683	3	during	during	ADP
ajpdis-1597	683	4	the	the	DET
ajpdis-1597	683	5	covid‐19	covid‐19	PROPN
ajpdis-1597	683	6	pandemic	pandemic	ADJ
ajpdis-1597	683	7	policy	policy	NOUN
ajpdis-1597	683	8	responses	response	NOUN
ajpdis-1597	683	9	in	in	ADP
ajpdis-1597	683	10	south	south	PROPN
ajpdis-1597	683	11	africa	africa	PROPN
ajpdis-1597	683	12	and	and	CCONJ
ajpdis-1597	683	13	kenya	kenya	PROPN
ajpdis-1597	683	14	.	.	PUNCT
ajpdis-1597	684	1	politics	politic	NOUN
ajpdis-1597	684	2	&	&	CCONJ
ajpdis-1597	684	3	policy	policy	PROPN
ajpdis-1597	684	4	,	,	PUNCT
ajpdis-1597	684	5	50(5	50(5	NUM
ajpdis-1597	684	6	)	)	PUNCT
ajpdis-1597	684	7	,	,	PUNCT
ajpdis-1597	684	8	1008	1008	NUM
ajpdis-1597	684	9	-	-	SYM
ajpdis-1597	684	10	1031	1031	NUM
ajpdis-1597	684	11	.	.	PUNCT
ajpdis-1597	685	1	51	51	NUM
ajpdis-1597	685	2	.	.	PUNCT
ajpdis-1597	685	3	alahi	alahi	PROPN
ajpdis-1597	685	4	,	,	PUNCT
ajpdis-1597	685	5	m.	m.	PROPN
ajpdis-1597	685	6	e.	e.	PROPN
ajpdis-1597	685	7	e.	e.	PROPN
ajpdis-1597	685	8	,	,	PUNCT
ajpdis-1597	685	9	sukkuea	sukkuea	PROPN
ajpdis-1597	685	10	,	,	PUNCT
ajpdis-1597	685	11	a.	a.	PROPN
ajpdis-1597	685	12	,	,	PUNCT
ajpdis-1597	685	13	tina	tina	PROPN
ajpdis-1597	685	14	,	,	PUNCT
ajpdis-1597	685	15	f.	f.	PROPN
ajpdis-1597	685	16	w.	w.	PROPN
ajpdis-1597	685	17	,	,	PUNCT
ajpdis-1597	685	18	nag	nag	VERB
ajpdis-1597	685	19	,	,	PUNCT
ajpdis-1597	685	20	a.	a.	NOUN
ajpdis-1597	685	21	,	,	PUNCT
ajpdis-1597	685	22	kurdthongmee	kurdthongmee	PROPN
ajpdis-1597	685	23	,	,	PUNCT
ajpdis-1597	685	24	w.	w.	PROPN
ajpdis-1597	685	25	,	,	PUNCT
ajpdis-1597	685	26	suwannarat	suwannarat	PROPN
ajpdis-1597	685	27	,	,	PUNCT
ajpdis-1597	685	28	k.	k.	PROPN
ajpdis-1597	685	29	,	,	PUNCT
ajpdis-1597	685	30	&	&	CCONJ
ajpdis-1597	685	31	mukhopadhyay	mukhopadhyay	PROPN
ajpdis-1597	685	32	,	,	PUNCT
ajpdis-1597	685	33	s.	s.	PROPN
ajpdis-1597	685	34	c.	c.	PROPN
ajpdis-1597	685	35	(	(	PUNCT
ajpdis-1597	685	36	2023	2023	NUM
ajpdis-1597	685	37	)	)	PUNCT
ajpdis-1597	685	38	.	.	PUNCT
ajpdis-1597	686	1	integration	integration	NOUN
ajpdis-1597	686	2	of	of	ADP
ajpdis-1597	686	3	iot	iot	NOUN
ajpdis-1597	686	4	-	-	PUNCT
ajpdis-1597	686	5	enabled	enable	VERB
ajpdis-1597	686	6	technologies	technology	NOUN
ajpdis-1597	686	7	and	and	CCONJ
ajpdis-1597	686	8	artificial	artificial	ADJ
ajpdis-1597	686	9	intelligence	intelligence	NOUN
ajpdis-1597	686	10	(	(	PUNCT
ajpdis-1597	686	11	ai	ai	VERB
ajpdis-1597	686	12	)	)	PUNCT
ajpdis-1597	686	13	for	for	ADP
ajpdis-1597	686	14	smart	smart	ADJ
ajpdis-1597	686	15	city	city	NOUN
ajpdis-1597	686	16	scenario	scenario	NOUN
ajpdis-1597	686	17	:	:	PUNCT
ajpdis-1597	686	18	recent	recent	ADJ
ajpdis-1597	686	19	advancements	advancement	NOUN
ajpdis-1597	686	20	and	and	CCONJ
ajpdis-1597	686	21	future	future	ADJ
ajpdis-1597	686	22	trends	trend	NOUN
ajpdis-1597	686	23	.	.	PUNCT
ajpdis-1597	687	1	sensors	sensor	NOUN
ajpdis-1597	687	2	,	,	PUNCT
ajpdis-1597	687	3	23(11	23(11	NUM
ajpdis-1597	687	4	)	)	PUNCT
ajpdis-1597	687	5	,	,	PUNCT
ajpdis-1597	687	6	5206	5206	NUM
ajpdis-1597	687	7	.	.	PUNCT
ajpdis-1597	688	1	52	52	NUM
ajpdis-1597	688	2	.	.	X
ajpdis-1597	689	1	taiwo	taiwo	PROPN
ajpdis-1597	689	2	,	,	PUNCT
ajpdis-1597	689	3	e.	e.	PROPN
ajpdis-1597	689	4	,	,	PUNCT
ajpdis-1597	689	5	akinsola	akinsola	PROPN
ajpdis-1597	689	6	,	,	PUNCT
ajpdis-1597	689	7	a.	a.	PROPN
ajpdis-1597	689	8	,	,	PUNCT
ajpdis-1597	689	9	tella	tella	PROPN
ajpdis-1597	689	10	,	,	PUNCT
ajpdis-1597	689	11	e.	e.	PROPN
ajpdis-1597	689	12	,	,	PUNCT
ajpdis-1597	689	13	makinde	makinde	PROPN
ajpdis-1597	689	14	,	,	PUNCT
ajpdis-1597	689	15	k.	k.	PROPN
ajpdis-1597	689	16	,	,	PUNCT
ajpdis-1597	689	17	&	&	CCONJ
ajpdis-1597	689	18	akinwande	akinwande	PROPN
ajpdis-1597	689	19	,	,	PUNCT
ajpdis-1597	689	20	m.	m.	NOUN
ajpdis-1597	689	21	(	(	PUNCT
ajpdis-1597	689	22	2023	2023	NUM
ajpdis-1597	689	23	)	)	PUNCT
ajpdis-1597	689	24	.	.	PUNCT
ajpdis-1597	690	1	a	a	DET
ajpdis-1597	690	2	review	review	NOUN
ajpdis-1597	690	3	of	of	ADP
ajpdis-1597	690	4	the	the	DET
ajpdis-1597	690	5	ethics	ethic	NOUN
ajpdis-1597	690	6	of	of	ADP
ajpdis-1597	690	7	artificial	artificial	ADJ
ajpdis-1597	690	8	intelligence	intelligence	NOUN
ajpdis-1597	690	9	and	and	CCONJ
ajpdis-1597	690	10	its	its	PRON
ajpdis-1597	690	11	applications	application	NOUN
ajpdis-1597	690	12	in	in	ADP
ajpdis-1597	690	13	the	the	DET
ajpdis-1597	690	14	united	united	PROPN
ajpdis-1597	690	15	states	states	PROPN
ajpdis-1597	690	16	.	.	PUNCT
ajpdis-1597	691	1	arxiv	arxiv	PROPN
ajpdis-1597	691	2	preprint	preprint	PROPN
ajpdis-1597	691	3	arxiv:2310.05751	arxiv:2310.05751	PROPN
ajpdis-1597	691	4	.	.	PUNCT
ajpdis-1597	692	1	53	53	NUM
ajpdis-1597	692	2	.	.	PUNCT
ajpdis-1597	693	1	goloshchapova	goloshchapova	PROPN
ajpdis-1597	693	2	,	,	PUNCT
ajpdis-1597	693	3	t.	t.	PROPN
ajpdis-1597	693	4	,	,	PUNCT
ajpdis-1597	693	5	yamashev	yamashev	PROPN
ajpdis-1597	693	6	,	,	PUNCT
ajpdis-1597	693	7	v.	v.	ADJ
ajpdis-1597	693	8	,	,	PUNCT
ajpdis-1597	693	9	skornichenko	skornichenko	ADJ
ajpdis-1597	693	10	,	,	PUNCT
ajpdis-1597	693	11	n.	n.	NOUN
ajpdis-1597	693	12	,	,	PUNCT
ajpdis-1597	693	13	&	&	CCONJ
ajpdis-1597	693	14	strielkowski	strielkowski	PROPN
ajpdis-1597	693	15	,	,	PUNCT
ajpdis-1597	693	16	w.	w.	NOUN
ajpdis-1597	693	17	(	(	PUNCT
ajpdis-1597	693	18	2023	2023	NUM
ajpdis-1597	693	19	)	)	PUNCT
ajpdis-1597	693	20	.	.	PUNCT
ajpdis-1597	694	1	egovernment	egovernment	NOUN
ajpdis-1597	694	2	as	as	ADP
ajpdis-1597	694	3	a	a	DET
ajpdis-1597	694	4	key	key	NOUN
ajpdis-1597	694	5	to	to	ADP
ajpdis-1597	694	6	the	the	DET
ajpdis-1597	694	7	economic	economic	ADJ
ajpdis-1597	694	8	prosperity	prosperity	NOUN
ajpdis-1597	694	9	and	and	CCONJ
ajpdis-1597	694	10	sustainable	sustainable	ADJ
ajpdis-1597	694	11	development	development	NOUN
ajpdis-1597	694	12	in	in	ADP
ajpdis-1597	694	13	the	the	DET
ajpdis-1597	694	14	postcovid	postcovid	PROPN
ajpdis-1597	694	15	era	era	NOUN
ajpdis-1597	694	16	.	.	PUNCT
ajpdis-1597	695	1	economies	economy	NOUN
ajpdis-1597	695	2	,	,	PUNCT
ajpdis-1597	695	3	11(4	11(4	NUM
ajpdis-1597	695	4	)	)	PUNCT
ajpdis-1597	695	5	,	,	PUNCT
ajpdis-1597	695	6	112	112	NUM
ajpdis-1597	695	7	.	.	PUNCT
ajpdis-1597	695	8	54	54	NUM
ajpdis-1597	695	9	.	.	PUNCT
ajpdis-1597	696	1	kim	kim	PROPN
ajpdis-1597	696	2	,	,	PUNCT
ajpdis-1597	696	3	s.	s.	PROPN
ajpdis-1597	696	4	,	,	PUNCT
ajpdis-1597	696	5	wellstead	wellstead	NOUN
ajpdis-1597	696	6	,	,	PUNCT
ajpdis-1597	696	7	a.	a.	NOUN
ajpdis-1597	696	8	m.	m.	NOUN
ajpdis-1597	696	9	,	,	PUNCT
ajpdis-1597	696	10	&	&	CCONJ
ajpdis-1597	696	11	heikkila	heikkila	PROPN
ajpdis-1597	696	12	,	,	PUNCT
ajpdis-1597	696	13	t.	t.	PROPN
ajpdis-1597	696	14	(	(	PUNCT
ajpdis-1597	696	15	2023	2023	NUM
ajpdis-1597	696	16	)	)	PUNCT
ajpdis-1597	696	17	.	.	PUNCT
ajpdis-1597	697	1	policy	policy	NOUN
ajpdis-1597	697	2	capacity	capacity	NOUN
ajpdis-1597	697	3	and	and	CCONJ
ajpdis-1597	697	4	rise	rise	NOUN
ajpdis-1597	697	5	of	of	ADP
ajpdis-1597	697	6	data‐based	data‐base	VERB
ajpdis-1597	697	7	policy	policy	NOUN
ajpdis-1597	697	8	innovation	innovation	NOUN
ajpdis-1597	697	9	labs	lab	NOUN
ajpdis-1597	697	10	.	.	PUNCT
ajpdis-1597	698	1	review	review	NOUN
ajpdis-1597	698	2	of	of	ADP
ajpdis-1597	698	3	policy	policy	NOUN
ajpdis-1597	698	4	research	research	NOUN
ajpdis-1597	698	5	,	,	PUNCT
ajpdis-1597	698	6	40(3	40(3	NUM
ajpdis-1597	698	7	)	)	PUNCT
ajpdis-1597	698	8	,	,	PUNCT
ajpdis-1597	698	9	341	341	NUM
ajpdis-1597	698	10	-	-	SYM
ajpdis-1597	698	11	362	362	NUM
ajpdis-1597	698	12	.	.	PUNCT
ajpdis-1597	699	1	55	55	NUM
ajpdis-1597	699	2	.	.	PUNCT
ajpdis-1597	700	1	nasution	nasution	NOUN
ajpdis-1597	700	2	,	,	PUNCT
ajpdis-1597	700	3	d.	d.	PROPN
ajpdis-1597	700	4	a.	a.	PROPN
ajpdis-1597	700	5	d.	d.	PROPN
ajpdis-1597	700	6	(	(	PUNCT
ajpdis-1597	700	7	2023	2023	NUM
ajpdis-1597	700	8	)	)	PUNCT
ajpdis-1597	700	9	.	.	PUNCT
ajpdis-1597	701	1	navigating	navigate	VERB
ajpdis-1597	701	2	public	public	ADJ
ajpdis-1597	701	3	sector	sector	NOUN
ajpdis-1597	701	4	asset	asset	NOUN
ajpdis-1597	701	5	management	management	NOUN
ajpdis-1597	701	6	:	:	PUNCT
ajpdis-1597	701	7	a	a	DET
ajpdis-1597	701	8	study	study	NOUN
ajpdis-1597	701	9	of	of	ADP
ajpdis-1597	701	10	the	the	DET
ajpdis-1597	701	11	government	government	NOUN
ajpdis-1597	701	12	of	of	ADP
ajpdis-1597	701	13	the	the	DET
ajpdis-1597	701	14	republic	republic	NOUN
ajpdis-1597	701	15	of	of	ADP
ajpdis-1597	701	16	indonesia	indonesia	PROPN
ajpdis-1597	701	17	.	.	PUNCT
ajpdis-1597	702	1	tec	tec	PROPN
ajpdis-1597	702	2	empresarial	empresarial	NOUN
ajpdis-1597	702	3	,	,	PUNCT
ajpdis-1597	702	4	18(2	18(2	NUM
ajpdis-1597	702	5	)	)	PUNCT
ajpdis-1597	702	6	,	,	PUNCT
ajpdis-1597	702	7	1264	1264	NUM
ajpdis-1597	702	8	-	-	SYM
ajpdis-1597	702	9	1281	1281	NUM
ajpdis-1597	702	10	.	.	PUNCT
ajpdis-1597	703	1	56	56	NUM
ajpdis-1597	703	2	.	.	X
ajpdis-1597	703	3	schoeman	schoeman	PROPN
ajpdis-1597	703	4	,	,	PUNCT
ajpdis-1597	703	5	i.	i.	PROPN
ajpdis-1597	703	6	,	,	PUNCT
ajpdis-1597	703	7	&	&	CCONJ
ajpdis-1597	703	8	chakwizira	chakwizira	PROPN
ajpdis-1597	703	9	,	,	PUNCT
ajpdis-1597	703	10	j.	j.	PROPN
ajpdis-1597	703	11	(	(	PUNCT
ajpdis-1597	703	12	2023	2023	NUM
ajpdis-1597	703	13	)	)	PUNCT
ajpdis-1597	703	14	.	.	PUNCT
ajpdis-1597	704	1	advancing	advance	VERB
ajpdis-1597	704	2	a	a	DET
ajpdis-1597	704	3	performance	performance	NOUN
ajpdis-1597	704	4	management	management	NOUN
ajpdis-1597	704	5	tool	tool	NOUN
ajpdis-1597	704	6	for	for	ADP
ajpdis-1597	704	7	service	service	NOUN
ajpdis-1597	704	8	delivery	delivery	NOUN
ajpdis-1597	704	9	in	in	ADP
ajpdis-1597	704	10	local	local	ADJ
ajpdis-1597	704	11	government	government	NOUN
ajpdis-1597	704	12	.	.	PUNCT
ajpdis-1597	705	1	administrative	administrative	ADJ
ajpdis-1597	705	2	sciences	sciences	PROPN
ajpdis-1597	705	3	,	,	PUNCT
ajpdis-1597	705	4	13(2	13(2	PROPN
ajpdis-1597	705	5	)	)	PUNCT
ajpdis-1597	705	6	,	,	PUNCT
ajpdis-1597	705	7	31	31	NUM
ajpdis-1597	705	8	.	.	PUNCT
ajpdis-1597	706	1	57	57	NUM
ajpdis-1597	706	2	.	.	PUNCT
ajpdis-1597	707	1	mccarthy	mccarthy	PROPN
ajpdis-1597	707	2	,	,	PUNCT
ajpdis-1597	707	3	r.	r.	PROPN
ajpdis-1597	707	4	v.	v.	PROPN
ajpdis-1597	707	5	,	,	PUNCT
ajpdis-1597	707	6	mccarthy	mccarthy	PROPN
ajpdis-1597	707	7	,	,	PUNCT
ajpdis-1597	707	8	m.	m.	NOUN
ajpdis-1597	707	9	m.	m.	NOUN
ajpdis-1597	707	10	,	,	PUNCT
ajpdis-1597	707	11	ceccucci	ceccucci	PROPN
ajpdis-1597	707	12	,	,	PUNCT
ajpdis-1597	707	13	w.	w.	PROPN
ajpdis-1597	707	14	,	,	PUNCT
ajpdis-1597	707	15	halawi	halawi	PROPN
ajpdis-1597	707	16	,	,	PUNCT
ajpdis-1597	707	17	l.	l.	PROPN
ajpdis-1597	707	18	,	,	PUNCT
ajpdis-1597	707	19	mccarthy	mccarthy	PROPN
ajpdis-1597	707	20	,	,	PUNCT
ajpdis-1597	707	21	r.	r.	PROPN
ajpdis-1597	707	22	v.	v.	PROPN
ajpdis-1597	707	23	,	,	PUNCT
ajpdis-1597	707	24	mccarthy	mccarthy	PROPN
ajpdis-1597	707	25	,	,	PUNCT
ajpdis-1597	707	26	m.	m.	NOUN
ajpdis-1597	707	27	m.	m.	NOUN
ajpdis-1597	707	28	,	,	PUNCT
ajpdis-1597	707	29	...	...	PUNCT
ajpdis-1597	707	30	&	&	CCONJ
ajpdis-1597	707	31	halawi	halawi	PROPN
ajpdis-1597	707	32	,	,	PUNCT
ajpdis-1597	707	33	l.	l.	PROPN
ajpdis-1597	707	34	(	(	PUNCT
ajpdis-1597	707	35	2022	2022	NUM
ajpdis-1597	707	36	)	)	PUNCT
ajpdis-1597	707	37	.	.	PUNCT
ajpdis-1597	708	1	applying	apply	VERB
ajpdis-1597	708	2	predictive	predictive	ADJ
ajpdis-1597	708	3	analytics	analytic	NOUN
ajpdis-1597	708	4	(	(	PUNCT
ajpdis-1597	708	5	pp	pp	ADJ
ajpdis-1597	708	6	.	.	PUNCT
ajpdis-1597	708	7	89	89	NUM
ajpdis-1597	708	8	-	-	SYM
ajpdis-1597	708	9	121	121	NUM
ajpdis-1597	708	10	)	)	PUNCT
ajpdis-1597	708	11	.	.	PUNCT
ajpdis-1597	709	1	springer	springer	NOUN
ajpdis-1597	709	2	international	international	ADJ
ajpdis-1597	709	3	publishing	publishing	NOUN
ajpdis-1597	709	4	.	.	PUNCT
ajpdis-1597	710	1	58	58	NUM
ajpdis-1597	710	2	.	.	PUNCT
ajpdis-1597	711	1	boobier	boobier	NOUN
ajpdis-1597	711	2	,	,	PUNCT
ajpdis-1597	711	3	t.	t.	PROPN
ajpdis-1597	711	4	(	(	PUNCT
ajpdis-1597	711	5	2022	2022	NUM
ajpdis-1597	711	6	)	)	PUNCT
ajpdis-1597	711	7	.	.	PUNCT
ajpdis-1597	712	1	ai	ai	VERB
ajpdis-1597	712	2	and	and	CCONJ
ajpdis-1597	712	3	the	the	DET
ajpdis-1597	712	4	future	future	NOUN
ajpdis-1597	712	5	of	of	ADP
ajpdis-1597	712	6	the	the	DET
ajpdis-1597	712	7	public	public	ADJ
ajpdis-1597	712	8	sector	sector	NOUN
ajpdis-1597	712	9	:	:	PUNCT
ajpdis-1597	712	10	the	the	DET
ajpdis-1597	712	11	creation	creation	NOUN
ajpdis-1597	712	12	of	of	ADP
ajpdis-1597	712	13	public	public	ADJ
ajpdis-1597	712	14	sector	sector	NOUN
ajpdis-1597	712	15	4.0	4.0	NUM
ajpdis-1597	712	16	.	.	PUNCT
ajpdis-1597	713	1	john	john	PROPN
ajpdis-1597	713	2	wiley	wiley	PROPN
ajpdis-1597	713	3	&	&	CCONJ
ajpdis-1597	713	4	sons	son	NOUN
ajpdis-1597	713	5	.	.	PUNCT
ajpdis-1597	714	1	59	59	NUM
ajpdis-1597	714	2	.	.	PUNCT
ajpdis-1597	714	3	alahmari	alahmari	PROPN
ajpdis-1597	714	4	,	,	PUNCT
ajpdis-1597	714	5	n.	n.	NOUN
ajpdis-1597	714	6	,	,	PUNCT
ajpdis-1597	714	7	mehmood	mehmood	PROPN
ajpdis-1597	714	8	,	,	PUNCT
ajpdis-1597	714	9	r.	r.	PROPN
ajpdis-1597	714	10	,	,	PUNCT
ajpdis-1597	714	11	alzahrani	alzahrani	PROPN
ajpdis-1597	714	12	,	,	PUNCT
ajpdis-1597	714	13	a.	a.	NOUN
ajpdis-1597	714	14	,	,	PUNCT
ajpdis-1597	714	15	yigitcanlar	yigitcanlar	ADJ
ajpdis-1597	714	16	,	,	PUNCT
ajpdis-1597	714	17	t.	t.	PROPN
ajpdis-1597	714	18	,	,	PUNCT
ajpdis-1597	714	19	&	&	CCONJ
ajpdis-1597	714	20	corchado	corchado	PROPN
ajpdis-1597	714	21	,	,	PUNCT
ajpdis-1597	714	22	j.	j.	PROPN
ajpdis-1597	714	23	m.	m.	PROPN
ajpdis-1597	714	24	(	(	PUNCT
ajpdis-1597	714	25	2023	2023	NUM
ajpdis-1597	714	26	)	)	PUNCT
ajpdis-1597	714	27	.	.	PUNCT
ajpdis-1597	715	1	autonomous	autonomous	ADJ
ajpdis-1597	715	2	and	and	CCONJ
ajpdis-1597	715	3	sustainable	sustainable	ADJ
ajpdis-1597	715	4	service	service	NOUN
ajpdis-1597	715	5	economies	economy	NOUN
ajpdis-1597	715	6	:	:	PUNCT
ajpdis-1597	715	7	data	data	NOUN
ajpdis-1597	715	8	-	-	PUNCT
ajpdis-1597	715	9	driven	drive	VERB
ajpdis-1597	715	10	optimization	optimization	NOUN
ajpdis-1597	715	11	of	of	ADP
ajpdis-1597	715	12	design	design	NOUN
ajpdis-1597	715	13	and	and	CCONJ
ajpdis-1597	715	14	operations	operation	NOUN
ajpdis-1597	715	15	through	through	ADP
ajpdis-1597	715	16	discovery	discovery	NOUN
ajpdis-1597	715	17	of	of	ADP
ajpdis-1597	715	18	multi	multi	ADJ
ajpdis-1597	715	19	-	-	ADJ
ajpdis-1597	715	20	perspective	perspective	ADJ
ajpdis-1597	715	21	parameters	parameter	NOUN
ajpdis-1597	715	22	.	.	PUNCT
ajpdis-1597	716	1	sustainability	sustainability	NOUN
ajpdis-1597	716	2	,	,	PUNCT
ajpdis-1597	716	3	15(22	15(22	PROPN
ajpdis-1597	716	4	)	)	PUNCT
ajpdis-1597	716	5	,	,	PUNCT
ajpdis-1597	716	6	16003	16003	NUM
ajpdis-1597	716	7	.	.	PUNCT
ajpdis-1597	717	1	60	60	NUM
ajpdis-1597	717	2	.	.	PUNCT
ajpdis-1597	718	1	escobar	escobar	PROPN
ajpdis-1597	718	2	,	,	PUNCT
ajpdis-1597	718	3	f.	f.	PROPN
ajpdis-1597	718	4	,	,	PUNCT
ajpdis-1597	718	5	almeida	almeida	PROPN
ajpdis-1597	718	6	,	,	PUNCT
ajpdis-1597	718	7	w.	w.	PROPN
ajpdis-1597	718	8	h.	h.	PROPN
ajpdis-1597	718	9	,	,	PUNCT
ajpdis-1597	718	10	&	&	CCONJ
ajpdis-1597	718	11	varajão	varajão	PROPN
ajpdis-1597	718	12	,	,	PUNCT
ajpdis-1597	718	13	j.	j.	PROPN
ajpdis-1597	718	14	(	(	PUNCT
ajpdis-1597	718	15	2023	2023	NUM
ajpdis-1597	718	16	)	)	PUNCT
ajpdis-1597	718	17	.	.	PUNCT
ajpdis-1597	719	1	digital	digital	ADJ
ajpdis-1597	719	2	transformation	transformation	NOUN
ajpdis-1597	719	3	success	success	NOUN
ajpdis-1597	719	4	in	in	ADP
ajpdis-1597	719	5	the	the	DET
ajpdis-1597	719	6	public	public	ADJ
ajpdis-1597	719	7	sector	sector	NOUN
ajpdis-1597	719	8	:	:	PUNCT
ajpdis-1597	719	9	a	a	DET
ajpdis-1597	719	10	systematic	systematic	ADJ
ajpdis-1597	719	11	literature	literature	NOUN
ajpdis-1597	719	12	review	review	NOUN
ajpdis-1597	719	13	of	of	ADP
ajpdis-1597	719	14	cases	case	NOUN
ajpdis-1597	719	15	,	,	PUNCT
ajpdis-1597	719	16	processes	process	NOUN
ajpdis-1597	719	17	,	,	PUNCT
ajpdis-1597	719	18	and	and	CCONJ
ajpdis-1597	719	19	success	success	NOUN
ajpdis-1597	719	20	factors	factor	NOUN
ajpdis-1597	719	21	.	.	PUNCT
ajpdis-1597	720	1	information	information	NOUN
ajpdis-1597	720	2	polity	polity	NOUN
ajpdis-1597	720	3	,	,	PUNCT
ajpdis-1597	720	4	28(1	28(1	NOUN
ajpdis-1597	720	5	)	)	PUNCT
ajpdis-1597	720	6	,	,	PUNCT
ajpdis-1597	720	7	61	61	NUM
ajpdis-1597	720	8	-	-	SYM
ajpdis-1597	720	9	81	81	NUM
ajpdis-1597	720	10	.	.	NOUN
ajpdis-1597	720	11	61	61	NUM
ajpdis-1597	720	12	.	.	PUNCT
ajpdis-1597	721	1	dataset	dataset	PROPN
ajpdis-1597	721	2	link	link	NOUN
ajpdis-1597	721	3	:	:	PUNCT
ajpdis-1597	721	4	https://www.kaggle.com/datasets/shubhammore12/nyc-311-customer-servicerequests-analysis	https://www.kaggle.com/datasets/shubhammore12/nyc-311-customer-servicerequests-analysis	NOUN
ajpdis-1597	721	5	62	62	NUM
ajpdis-1597	721	6	.	.	PUNCT
ajpdis-1597	722	1	source	source	NOUN
ajpdis-1597	722	2	link	link	NOUN
ajpdis-1597	722	3	:	:	PUNCT
ajpdis-1597	722	4	https://www.kaggle.com/datasets/shubhammore12/nyc-311-customer-servicerequests-analysis	https://www.kaggle.com/datasets/shubhammore12/nyc-311-customer-servicerequests-analysis	NUM
ajpdis-1597	722	5	)	)	PUNCT
ajpdis-1597	722	6	https://www.kaggle.com/datasets/shubhammore12/nyc-311-customer-service-requests-analysis	https://www.kaggle.com/datasets/shubhammore12/nyc-311-customer-service-requests-analysis	PROPN
ajpdis-1597	722	7	https://www.kaggle.com/datasets/shubhammore12/nyc-311-customer-service-requests-analysis	https://www.kaggle.com/datasets/shubhammore12/nyc-311-customer-service-requests-analysis	NUM