id	sid	tid	token	lemma	pos
aps-14	1	1	australian	australian	ADJ
aps-14	1	2	population	population	NOUN
aps-14	1	3	studies	study	NOUN
aps-14	1	4	2017	2017	NUM
aps-14	1	5	|	|	ADV
aps-14	1	6	volume	volume	NOUN
aps-14	1	7	1	1	NUM
aps-14	1	8	|	|	ADV
aps-14	1	9	issue	issue	VERB
aps-14	1	10	1	1	NUM
aps-14	1	11	|	|	NOUN
aps-14	1	12	pages	page	NOUN
aps-14	1	13	73–85	73–85	PROPN
aps-14	1	14	©	©	PROPN
aps-14	1	15	lomax	lomax	PROPN
aps-14	1	16	and	and	CCONJ
aps-14	1	17	smith	smith	PROPN
aps-14	1	18	.	.	PROPN
aps-14	2	1	published	publish	VERB
aps-14	2	2	under	under	ADP
aps-14	2	3	the	the	DET
aps-14	2	4	creative	creative	ADJ
aps-14	2	5	commons	common	NOUN
aps-14	2	6	attribution	attribution	NOUN
aps-14	2	7	-	-	PUNCT
aps-14	2	8	noncommercial	noncommercial	ADJ
aps-14	2	9	licence	licence	NOUN
aps-14	2	10	3.0	3.0	NUM
aps-14	2	11	australia	australia	NOUN
aps-14	2	12	(	(	PUNCT
aps-14	2	13	cc	cc	NOUN
aps-14	2	14	by	by	ADP
aps-14	2	15	-	-	PUNCT
aps-14	2	16	nc	nc	PROPN
aps-14	2	17	3.0	3.0	NUM
aps-14	2	18	au	au	NOUN
aps-14	2	19	)	)	PUNCT
aps-14	2	20	.	.	PUNCT
aps-14	3	1	journal	journal	PROPN
aps-14	3	2	website	website	NOUN
aps-14	3	3	:	:	PUNCT
aps-14	3	4	www.australianpopulationstudies.org	www.australianpopulationstudies.org	X
aps-14	3	5	an	an	DET
aps-14	3	6	introduction	introduction	NOUN
aps-14	3	7	to	to	ADP
aps-14	3	8	microsimulation	microsimulation	NOUN
aps-14	3	9	for	for	ADP
aps-14	3	10	demography	demography	NOUN
aps-14	3	11	nik	nik	PROPN
aps-14	3	12	lomax	lomax	PROPN
aps-14	3	13	*	*	PROPN
aps-14	3	14	university	university	PROPN
aps-14	3	15	of	of	ADP
aps-14	3	16	leeds	leeds	PROPN
aps-14	3	17	andrew	andrew	PROPN
aps-14	3	18	p.	p.	PROPN
aps-14	3	19	smith	smith	PROPN
aps-14	3	20	university	university	PROPN
aps-14	3	21	of	of	ADP
aps-14	3	22	leeds	leeds	PROPN
aps-14	3	23	*	*	PUNCT
aps-14	3	24	corresponding	correspond	VERB
aps-14	3	25	author	author	NOUN
aps-14	3	26	.	.	PUNCT
aps-14	4	1	email	email	NOUN
aps-14	4	2	:	:	PUNCT
aps-14	4	3	n.m.lomax@leeds.ac.uk	n.m.lomax@leeds.ac.uk	PROPN
aps-14	4	4	.	.	PUNCT
aps-14	5	1	address	address	NOUN
aps-14	5	2	:	:	PUNCT
aps-14	5	3	school	school	NOUN
aps-14	5	4	of	of	ADP
aps-14	5	5	geography	geography	NOUN
aps-14	5	6	and	and	CCONJ
aps-14	5	7	leeds	leeds	PROPN
aps-14	5	8	institute	institute	PROPN
aps-14	5	9	for	for	ADP
aps-14	5	10	data	data	NOUN
aps-14	5	11	analytics	analytic	NOUN
aps-14	5	12	,	,	PUNCT
aps-14	5	13	university	university	NOUN
aps-14	5	14	of	of	ADP
aps-14	5	15	leeds	leed	NOUN
aps-14	5	16	,	,	PUNCT
aps-14	5	17	leeds	leed	NOUN
aps-14	5	18	ls2	ls2	PROPN
aps-14	5	19	9jt	9jt	PROPN
aps-14	5	20	,	,	PUNCT
aps-14	5	21	united	united	PROPN
aps-14	5	22	kingdom	kingdom	PROPN
aps-14	5	23	paper	paper	PROPN
aps-14	5	24	received	receive	VERB
aps-14	5	25	18	18	NUM
aps-14	5	26	august	august	PROPN
aps-14	5	27	2017	2017	NUM
aps-14	5	28	;	;	PUNCT
aps-14	5	29	accepted	accept	VERB
aps-14	5	30	18	18	NUM
aps-14	5	31	october	october	PROPN
aps-14	5	32	2017	2017	NUM
aps-14	5	33	;	;	PUNCT
aps-14	5	34	published	publish	VERB
aps-14	5	35	20	20	NUM
aps-14	5	36	november	november	PROPN
aps-14	5	37	2017	2017	NUM
aps-14	5	38	abstract	abstract	ADJ
aps-14	5	39	background	background	NOUN
aps-14	5	40	microsimulation	microsimulation	NOUN
aps-14	5	41	consists	consist	VERB
aps-14	5	42	of	of	ADP
aps-14	5	43	a	a	DET
aps-14	5	44	set	set	NOUN
aps-14	5	45	of	of	ADP
aps-14	5	46	techniques	technique	NOUN
aps-14	5	47	for	for	ADP
aps-14	5	48	estimating	estimate	VERB
aps-14	5	49	characteristics	characteristic	NOUN
aps-14	5	50	and	and	CCONJ
aps-14	5	51	modelling	model	VERB
aps-14	5	52	change	change	NOUN
aps-14	5	53	in	in	ADP
aps-14	5	54	populations	population	NOUN
aps-14	5	55	of	of	ADP
aps-14	5	56	individuals	individual	NOUN
aps-14	5	57	.	.	PUNCT
aps-14	6	1	aims	aim	VERB
aps-14	6	2	to	to	PART
aps-14	6	3	demonstrate	demonstrate	VERB
aps-14	6	4	how	how	SCONJ
aps-14	6	5	microsimulation	microsimulation	NOUN
aps-14	6	6	can	can	AUX
aps-14	6	7	be	be	AUX
aps-14	6	8	used	use	VERB
aps-14	6	9	by	by	ADP
aps-14	6	10	demographers	demographer	NOUN
aps-14	6	11	who	who	PRON
aps-14	6	12	want	want	VERB
aps-14	6	13	to	to	PART
aps-14	6	14	undertake	undertake	VERB
aps-14	6	15	population	population	NOUN
aps-14	6	16	estimates	estimate	NOUN
aps-14	6	17	and	and	CCONJ
aps-14	6	18	projections	projection	NOUN
aps-14	6	19	.	.	PUNCT
aps-14	7	1	data	datum	NOUN
aps-14	7	2	and	and	CCONJ
aps-14	7	3	methods	method	NOUN
aps-14	7	4	we	we	PRON
aps-14	7	5	use	use	VERB
aps-14	7	6	data	datum	NOUN
aps-14	7	7	from	from	ADP
aps-14	7	8	the	the	DET
aps-14	7	9	2011	2011	NUM
aps-14	7	10	united	united	ADJ
aps-14	7	11	kingdom	kingdom	PROPN
aps-14	7	12	(	(	PUNCT
aps-14	7	13	uk	uk	PROPN
aps-14	7	14	)	)	PUNCT
aps-14	7	15	census	census	NOUN
aps-14	7	16	of	of	ADP
aps-14	7	17	population	population	NOUN
aps-14	7	18	to	to	PART
aps-14	7	19	create	create	VERB
aps-14	7	20	a	a	DET
aps-14	7	21	synthetic	synthetic	ADJ
aps-14	7	22	population	population	NOUN
aps-14	7	23	by	by	ADP
aps-14	7	24	age	age	NOUN
aps-14	7	25	,	,	PUNCT
aps-14	7	26	sex	sex	NOUN
aps-14	7	27	and	and	CCONJ
aps-14	7	28	ethnic	ethnic	ADJ
aps-14	7	29	group	group	NOUN
aps-14	7	30	.	.	PUNCT
aps-14	8	1	static	static	ADJ
aps-14	8	2	and	and	CCONJ
aps-14	8	3	dynamic	dynamic	ADJ
aps-14	8	4	microsimulations	microsimulation	NOUN
aps-14	8	5	and	and	CCONJ
aps-14	8	6	the	the	DET
aps-14	8	7	visualisation	visualisation	NOUN
aps-14	8	8	of	of	ADP
aps-14	8	9	results	result	NOUN
aps-14	8	10	are	be	AUX
aps-14	8	11	undertaken	undertake	VERB
aps-14	8	12	using	use	VERB
aps-14	8	13	the	the	DET
aps-14	8	14	statistical	statistical	ADJ
aps-14	8	15	package	package	NOUN
aps-14	8	16	r.	r.	PROPN
aps-14	8	17	the	the	DET
aps-14	8	18	code	code	PROPN
aps-14	8	19	and	and	CCONJ
aps-14	8	20	data	datum	NOUN
aps-14	8	21	used	use	VERB
aps-14	8	22	in	in	ADP
aps-14	8	23	the	the	DET
aps-14	8	24	static	static	ADJ
aps-14	8	25	and	and	CCONJ
aps-14	8	26	dynamic	dynamic	ADJ
aps-14	8	27	microsimulation	microsimulation	NOUN
aps-14	8	28	are	be	AUX
aps-14	8	29	available	available	ADJ
aps-14	8	30	via	via	ADP
aps-14	8	31	a	a	DET
aps-14	8	32	github	github	PROPN
aps-14	8	33	repository	repository	NOUN
aps-14	8	34	.	.	PUNCT
aps-14	9	1	results	result	VERB
aps-14	9	2	a	a	DET
aps-14	9	3	synthetic	synthetic	ADJ
aps-14	9	4	population	population	NOUN
aps-14	9	5	in	in	ADP
aps-14	9	6	2011	2011	NUM
aps-14	9	7	by	by	ADP
aps-14	9	8	age	age	NOUN
aps-14	9	9	,	,	PUNCT
aps-14	9	10	sex	sex	NOUN
aps-14	9	11	and	and	CCONJ
aps-14	9	12	ethnicity	ethnicity	NOUN
aps-14	9	13	was	be	AUX
aps-14	9	14	produced	produce	VERB
aps-14	9	15	for	for	ADP
aps-14	9	16	the	the	DET
aps-14	9	17	east	east	PROPN
aps-14	9	18	london	london	PROPN
aps-14	9	19	borough	borough	NOUN
aps-14	9	20	of	of	ADP
aps-14	9	21	tower	tower	NOUN
aps-14	9	22	hamlets	hamlet	NOUN
aps-14	9	23	,	,	PUNCT
aps-14	9	24	estimated	estimate	VERB
aps-14	9	25	from	from	ADP
aps-14	9	26	two	two	NUM
aps-14	9	27	census	census	NOUN
aps-14	9	28	tables	table	NOUN
aps-14	9	29	.	.	PUNCT
aps-14	10	1	a	a	DET
aps-14	10	2	population	population	NOUN
aps-14	10	3	projection	projection	NOUN
aps-14	10	4	was	be	AUX
aps-14	10	5	produced	produce	VERB
aps-14	10	6	for	for	ADP
aps-14	10	7	each	each	PRON
aps-14	10	8	of	of	ADP
aps-14	10	9	these	these	DET
aps-14	10	10	age	age	NOUN
aps-14	10	11	,	,	PUNCT
aps-14	10	12	sex	sex	NOUN
aps-14	10	13	and	and	CCONJ
aps-14	10	14	ethnicity	ethnicity	NOUN
aps-14	10	15	groups	group	NOUN
aps-14	10	16	to	to	ADP
aps-14	10	17	2021	2021	NUM
aps-14	10	18	.	.	PUNCT
aps-14	11	1	we	we	PRON
aps-14	11	2	used	use	VERB
aps-14	11	3	a	a	DET
aps-14	11	4	projection	projection	NOUN
aps-14	11	5	of	of	ADP
aps-14	11	6	the	the	DET
aps-14	11	7	bangladeshi	bangladeshi	ADJ
aps-14	11	8	population	population	NOUN
aps-14	11	9	to	to	PART
aps-14	11	10	visualise	visualise	VERB
aps-14	11	11	population	population	NOUN
aps-14	11	12	growth	growth	NOUN
aps-14	11	13	by	by	ADP
aps-14	11	14	middle	middle	ADJ
aps-14	11	15	-	-	PUNCT
aps-14	11	16	layer	layer	NOUN
aps-14	11	17	super	super	ADJ
aps-14	11	18	output	output	NOUN
aps-14	11	19	area	area	NOUN
aps-14	11	20	(	(	PUNCT
aps-14	11	21	msoa	msoa	PROPN
aps-14	11	22	)	)	PUNCT
aps-14	11	23	and	and	CCONJ
aps-14	11	24	to	to	PART
aps-14	11	25	produce	produce	VERB
aps-14	11	26	a	a	DET
aps-14	11	27	population	population	NOUN
aps-14	11	28	pyramid	pyramid	NOUN
aps-14	11	29	of	of	ADP
aps-14	11	30	estimates	estimate	NOUN
aps-14	11	31	in	in	ADP
aps-14	11	32	2021	2021	NUM
aps-14	11	33	.	.	PUNCT
aps-14	12	1	conclusions	conclusion	NOUN
aps-14	12	2	we	we	PRON
aps-14	12	3	argue	argue	VERB
aps-14	12	4	that	that	SCONJ
aps-14	12	5	microsimulation	microsimulation	NOUN
aps-14	12	6	is	be	AUX
aps-14	12	7	an	an	DET
aps-14	12	8	adaptable	adaptable	ADJ
aps-14	12	9	technique	technique	NOUN
aps-14	12	10	which	which	PRON
aps-14	12	11	is	be	AUX
aps-14	12	12	well	well	ADV
aps-14	12	13	suited	suited	ADJ
aps-14	12	14	to	to	ADP
aps-14	12	15	demography	demography	NOUN
aps-14	12	16	,	,	PUNCT
aps-14	12	17	for	for	ADP
aps-14	12	18	both	both	PRON
aps-14	12	19	population	population	NOUN
aps-14	12	20	estimation	estimation	NOUN
aps-14	12	21	and	and	CCONJ
aps-14	12	22	projection	projection	NOUN
aps-14	12	23	.	.	PUNCT
aps-14	13	1	although	although	SCONJ
aps-14	13	2	our	our	PRON
aps-14	13	3	example	example	NOUN
aps-14	13	4	is	be	AUX
aps-14	13	5	applied	apply	VERB
aps-14	13	6	to	to	ADP
aps-14	13	7	the	the	DET
aps-14	13	8	east	east	PROPN
aps-14	13	9	london	london	PROPN
aps-14	13	10	borough	borough	NOUN
aps-14	13	11	of	of	ADP
aps-14	13	12	tower	tower	NOUN
aps-14	13	13	hamlets	hamlet	NOUN
aps-14	13	14	,	,	PUNCT
aps-14	13	15	the	the	DET
aps-14	13	16	approach	approach	NOUN
aps-14	13	17	could	could	AUX
aps-14	13	18	be	be	AUX
aps-14	13	19	readily	readily	ADV
aps-14	13	20	applied	apply	VERB
aps-14	13	21	in	in	ADP
aps-14	13	22	australia	australia	PROPN
aps-14	13	23	,	,	PUNCT
aps-14	13	24	or	or	CCONJ
aps-14	13	25	any	any	DET
aps-14	13	26	other	other	ADJ
aps-14	13	27	country	country	NOUN
aps-14	13	28	.	.	PUNCT
aps-14	14	1	key	key	ADJ
aps-14	14	2	words	word	NOUN
aps-14	14	3	microsimulation	microsimulation	NOUN
aps-14	14	4	;	;	PUNCT
aps-14	14	5	static	static	ADJ
aps-14	14	6	;	;	PUNCT
aps-14	14	7	dynamic	dynamic	ADJ
aps-14	14	8	;	;	PUNCT
aps-14	14	9	r	r	NOUN
aps-14	14	10	code	code	NOUN
aps-14	14	11	;	;	PUNCT
aps-14	14	12	demography	demography	NOUN
aps-14	14	13	;	;	PUNCT
aps-14	14	14	data	datum	NOUN
aps-14	14	15	visualisation	visualisation	NOUN
aps-14	14	16	;	;	PUNCT
aps-14	14	17	population	population	NOUN
aps-14	14	18	estimation	estimation	NOUN
aps-14	14	19	.	.	PUNCT
aps-14	15	1	http://www.australianpopulationstudies.org/	http://www.australianpopulationstudies.org/	NOUN
aps-14	16	1	mailto:n.m.lomax@leeds.ac.uk	mailto:n.m.lomax@leeds.ac.uk	PROPN
aps-14	16	2	74	74	NUM
aps-14	16	3	lomax	lomax	PROPN
aps-14	16	4	n	n	PROPN
aps-14	16	5	and	and	CCONJ
aps-14	16	6	smith	smith	PROPN
aps-14	16	7	a	a	DET
aps-14	16	8	p	p	PROPN
aps-14	16	9	australian	australian	ADJ
aps-14	16	10	population	population	NOUN
aps-14	16	11	studies	study	NOUN
aps-14	16	12	1	1	NUM
aps-14	16	13	(	(	PUNCT
aps-14	16	14	1	1	NUM
aps-14	16	15	)	)	PUNCT
aps-14	16	16	2017	2017	NUM
aps-14	16	17	1	1	NUM
aps-14	16	18	.	.	PUNCT
aps-14	17	1	introduction	introduction	NOUN
aps-14	17	2	this	this	DET
aps-14	17	3	paper	paper	NOUN
aps-14	17	4	outlines	outline	VERB
aps-14	17	5	how	how	SCONJ
aps-14	17	6	microsimulation	microsimulation	NOUN
aps-14	17	7	can	can	AUX
aps-14	17	8	be	be	AUX
aps-14	17	9	of	of	ADP
aps-14	17	10	use	use	NOUN
aps-14	17	11	to	to	ADP
aps-14	17	12	demographers	demographer	NOUN
aps-14	17	13	as	as	ADP
aps-14	17	14	a	a	DET
aps-14	17	15	method	method	NOUN
aps-14	17	16	for	for	ADP
aps-14	17	17	the	the	DET
aps-14	17	18	estimation	estimation	NOUN
aps-14	17	19	and	and	CCONJ
aps-14	17	20	projection	projection	NOUN
aps-14	17	21	of	of	ADP
aps-14	17	22	populations	population	NOUN
aps-14	17	23	.	.	PUNCT
aps-14	18	1	we	we	PRON
aps-14	18	2	outline	outline	VERB
aps-14	18	3	what	what	DET
aps-14	18	4	microsimulation	microsimulation	NOUN
aps-14	18	5	is	be	AUX
aps-14	18	6	and	and	CCONJ
aps-14	18	7	how	how	SCONJ
aps-14	18	8	it	it	PRON
aps-14	18	9	has	have	AUX
aps-14	18	10	been	be	AUX
aps-14	18	11	used	use	VERB
aps-14	18	12	in	in	ADP
aps-14	18	13	a	a	DET
aps-14	18	14	range	range	NOUN
aps-14	18	15	of	of	ADP
aps-14	18	16	applications	application	NOUN
aps-14	18	17	,	,	PUNCT
aps-14	18	18	from	from	ADP
aps-14	18	19	broader	broad	ADJ
aps-14	18	20	social	social	ADJ
aps-14	18	21	science	science	NOUN
aps-14	18	22	to	to	ADP
aps-14	18	23	demography	demography	VERB
aps-14	18	24	specific	specific	ADJ
aps-14	18	25	examples	example	NOUN
aps-14	18	26	.	.	PUNCT
aps-14	19	1	we	we	PRON
aps-14	19	2	provide	provide	VERB
aps-14	19	3	two	two	NUM
aps-14	19	4	examples	example	NOUN
aps-14	19	5	of	of	ADP
aps-14	19	6	how	how	SCONJ
aps-14	19	7	to	to	PART
aps-14	19	8	apply	apply	VERB
aps-14	19	9	microsimulation	microsimulation	NOUN
aps-14	19	10	(	(	PUNCT
aps-14	19	11	with	with	ADP
aps-14	19	12	accompanying	accompany	VERB
aps-14	19	13	r	r	NOUN
aps-14	19	14	code	code	NOUN
aps-14	19	15	)	)	PUNCT
aps-14	19	16	,	,	PUNCT
aps-14	19	17	firstly	firstly	ADV
aps-14	19	18	creating	create	VERB
aps-14	19	19	a	a	DET
aps-14	19	20	synthetic	synthetic	ADJ
aps-14	19	21	population	population	NOUN
aps-14	19	22	,	,	PUNCT
aps-14	19	23	and	and	CCONJ
aps-14	19	24	then	then	ADV
aps-14	19	25	projecting	project	VERB
aps-14	19	26	this	this	DET
aps-14	19	27	population	population	NOUN
aps-14	19	28	forward	forward	ADV
aps-14	19	29	in	in	ADP
aps-14	19	30	time	time	NOUN
aps-14	19	31	.	.	PUNCT
aps-14	20	1	while	while	SCONJ
aps-14	20	2	the	the	DET
aps-14	20	3	examples	example	NOUN
aps-14	20	4	presented	present	VERB
aps-14	20	5	in	in	ADP
aps-14	20	6	this	this	DET
aps-14	20	7	paper	paper	NOUN
aps-14	20	8	relate	relate	NOUN
aps-14	20	9	to	to	ADP
aps-14	20	10	the	the	DET
aps-14	20	11	united	united	ADJ
aps-14	20	12	kingdom	kingdom	PROPN
aps-14	20	13	(	(	PUNCT
aps-14	20	14	uk	uk	PROPN
aps-14	20	15	)	)	PUNCT
aps-14	20	16	,	,	PUNCT
aps-14	20	17	the	the	DET
aps-14	20	18	methods	method	NOUN
aps-14	20	19	could	could	AUX
aps-14	20	20	be	be	AUX
aps-14	20	21	readily	readily	ADV
aps-14	20	22	applied	apply	VERB
aps-14	20	23	to	to	ADP
aps-14	20	24	australia	australia	PROPN
aps-14	20	25	.	.	PUNCT
aps-14	21	1	we	we	PRON
aps-14	21	2	offer	offer	VERB
aps-14	21	3	some	some	DET
aps-14	21	4	examples	example	NOUN
aps-14	21	5	of	of	ADP
aps-14	21	6	how	how	SCONJ
aps-14	21	7	the	the	DET
aps-14	21	8	data	datum	NOUN
aps-14	21	9	can	can	AUX
aps-14	21	10	be	be	AUX
aps-14	21	11	visualised	visualise	VERB
aps-14	21	12	and	and	CCONJ
aps-14	21	13	analysed	analyse	VERB
aps-14	21	14	and	and	CCONJ
aps-14	21	15	a	a	DET
aps-14	21	16	discussion	discussion	NOUN
aps-14	21	17	of	of	ADP
aps-14	21	18	how	how	SCONJ
aps-14	21	19	the	the	DET
aps-14	21	20	examples	example	NOUN
aps-14	21	21	could	could	AUX
aps-14	21	22	be	be	AUX
aps-14	21	23	further	far	ADV
aps-14	21	24	extended	extend	VERB
aps-14	21	25	.	.	PUNCT
aps-14	22	1	2	2	X
aps-14	22	2	.	.	X
aps-14	22	3	what	what	PRON
aps-14	22	4	is	be	AUX
aps-14	22	5	microsimulation	microsimulation	NOUN
aps-14	22	6	?	?	PUNCT
aps-14	23	1	microsimulation	microsimulation	NOUN
aps-14	23	2	is	be	AUX
aps-14	23	3	an	an	DET
aps-14	23	4	approach	approach	NOUN
aps-14	23	5	used	use	VERB
aps-14	23	6	to	to	PART
aps-14	23	7	estimate	estimate	VERB
aps-14	23	8	the	the	DET
aps-14	23	9	characteristics	characteristic	NOUN
aps-14	23	10	of	of	ADP
aps-14	23	11	a	a	DET
aps-14	23	12	population	population	NOUN
aps-14	23	13	from	from	ADP
aps-14	23	14	a	a	DET
aps-14	23	15	range	range	NOUN
aps-14	23	16	of	of	ADP
aps-14	23	17	attribute	attribute	NOUN
aps-14	23	18	-	-	PUNCT
aps-14	23	19	rich	rich	ADJ
aps-14	23	20	data	datum	NOUN
aps-14	23	21	sources	source	NOUN
aps-14	23	22	.	.	PUNCT
aps-14	24	1	micro	micro	PROPN
aps-14	24	2	refers	refer	VERB
aps-14	24	3	to	to	ADP
aps-14	24	4	individual	individual	ADJ
aps-14	24	5	units	unit	NOUN
aps-14	24	6	(	(	PUNCT
aps-14	24	7	people	people	NOUN
aps-14	24	8	,	,	PUNCT
aps-14	24	9	households	household	NOUN
aps-14	24	10	,	,	PUNCT
aps-14	24	11	etc	etc	X
aps-14	24	12	.	.	X
aps-14	24	13	)	)	PUNCT
aps-14	25	1	while	while	SCONJ
aps-14	25	2	simulation	simulation	NOUN
aps-14	25	3	refers	refer	VERB
aps-14	25	4	to	to	ADP
aps-14	25	5	the	the	DET
aps-14	25	6	process	process	NOUN
aps-14	25	7	of	of	ADP
aps-14	25	8	assigning	assign	VERB
aps-14	25	9	attributes	attribute	NOUN
aps-14	25	10	for	for	ADP
aps-14	25	11	those	those	DET
aps-14	25	12	units	unit	NOUN
aps-14	25	13	.	.	PUNCT
aps-14	26	1	microsimulation	microsimulation	NOUN
aps-14	26	2	can	can	AUX
aps-14	26	3	,	,	PUNCT
aps-14	26	4	for	for	ADP
aps-14	26	5	example	example	NOUN
aps-14	26	6	,	,	PUNCT
aps-14	26	7	be	be	AUX
aps-14	26	8	used	use	VERB
aps-14	26	9	to	to	PART
aps-14	26	10	allocate	allocate	VERB
aps-14	26	11	characteristics	characteristic	NOUN
aps-14	26	12	from	from	ADP
aps-14	26	13	a	a	DET
aps-14	26	14	sample	sample	NOUN
aps-14	26	15	survey	survey	NOUN
aps-14	26	16	dataset	dataset	VERB
aps-14	26	17	to	to	ADP
aps-14	26	18	a	a	DET
aps-14	26	19	larger	large	ADJ
aps-14	26	20	population	population	NOUN
aps-14	26	21	enumerated	enumerate	VERB
aps-14	26	22	in	in	ADP
aps-14	26	23	a	a	DET
aps-14	26	24	census	census	NOUN
aps-14	26	25	.	.	PUNCT
aps-14	27	1	microsimulation	microsimulation	NOUN
aps-14	27	2	can	can	AUX
aps-14	27	3	be	be	AUX
aps-14	27	4	used	use	VERB
aps-14	27	5	to	to	PART
aps-14	27	6	create	create	VERB
aps-14	27	7	static	static	ADJ
aps-14	27	8	or	or	CCONJ
aps-14	27	9	dynamic	dynamic	ADJ
aps-14	27	10	models	model	NOUN
aps-14	27	11	.	.	PUNCT
aps-14	28	1	a	a	DET
aps-14	28	2	static	static	ADJ
aps-14	28	3	model	model	NOUN
aps-14	28	4	is	be	AUX
aps-14	28	5	a	a	DET
aps-14	28	6	way	way	NOUN
aps-14	28	7	of	of	ADP
aps-14	28	8	synthesising	synthesise	VERB
aps-14	28	9	data	datum	NOUN
aps-14	28	10	to	to	PART
aps-14	28	11	produce	produce	VERB
aps-14	28	12	an	an	DET
aps-14	28	13	entire	entire	ADJ
aps-14	28	14	population	population	NOUN
aps-14	28	15	estimate	estimate	NOUN
aps-14	28	16	of	of	ADP
aps-14	28	17	individuals	individual	NOUN
aps-14	28	18	.	.	PUNCT
aps-14	29	1	dynamic	dynamic	ADJ
aps-14	29	2	microsimulation	microsimulation	NOUN
aps-14	29	3	introduces	introduce	VERB
aps-14	29	4	time	time	NOUN
aps-14	29	5	into	into	ADP
aps-14	29	6	the	the	DET
aps-14	29	7	model	model	NOUN
aps-14	29	8	and	and	CCONJ
aps-14	29	9	the	the	DET
aps-14	29	10	ability	ability	NOUN
aps-14	29	11	to	to	PART
aps-14	29	12	‘	'	PUNCT
aps-14	29	13	age	age	NOUN
aps-14	29	14	’	'	PUNCT
aps-14	29	15	the	the	DET
aps-14	29	16	static	static	ADJ
aps-14	29	17	population	population	NOUN
aps-14	29	18	.	.	PUNCT
aps-14	30	1	it	it	PRON
aps-14	30	2	is	be	AUX
aps-14	30	3	dynamic	dynamic	ADJ
aps-14	30	4	microsimulation	microsimulation	NOUN
aps-14	30	5	which	which	PRON
aps-14	30	6	is	be	AUX
aps-14	30	7	used	use	VERB
aps-14	30	8	in	in	ADP
aps-14	30	9	population	population	NOUN
aps-14	30	10	projections	projection	NOUN
aps-14	30	11	and	and	CCONJ
aps-14	30	12	to	to	PART
aps-14	30	13	perform	perform	VERB
aps-14	30	14	‘	'	PUNCT
aps-14	30	15	what	what	PRON
aps-14	30	16	if	if	SCONJ
aps-14	30	17	’	'	PUNCT
aps-14	30	18	scenario	scenario	NOUN
aps-14	30	19	testing	testing	NOUN
aps-14	30	20	of	of	ADP
aps-14	30	21	policy	policy	NOUN
aps-14	30	22	or	or	CCONJ
aps-14	30	23	market	market	NOUN
aps-14	30	24	interventions	intervention	NOUN
aps-14	30	25	.	.	PUNCT
aps-14	31	1	the	the	DET
aps-14	31	2	technique	technique	NOUN
aps-14	31	3	is	be	AUX
aps-14	31	4	often	often	ADV
aps-14	31	5	referred	refer	VERB
aps-14	31	6	to	to	ADP
aps-14	31	7	as	as	ADP
aps-14	31	8	spatial	spatial	ADJ
aps-14	31	9	microsimulation	microsimulation	NOUN
aps-14	31	10	.	.	PUNCT
aps-14	32	1	essentially	essentially	ADV
aps-14	32	2	,	,	PUNCT
aps-14	32	3	the	the	DET
aps-14	32	4	spatial	spatial	ADJ
aps-14	32	5	element	element	NOUN
aps-14	32	6	is	be	AUX
aps-14	32	7	concerned	concern	VERB
aps-14	32	8	with	with	ADP
aps-14	32	9	allocating	allocate	VERB
aps-14	32	10	some	some	DET
aps-14	32	11	form	form	NOUN
aps-14	32	12	of	of	ADP
aps-14	32	13	geography	geography	NOUN
aps-14	32	14	to	to	ADP
aps-14	32	15	your	your	PRON
aps-14	32	16	individual	individual	NOUN
aps-14	32	17	or	or	CCONJ
aps-14	32	18	unit	unit	NOUN
aps-14	32	19	.	.	PUNCT
aps-14	33	1	we	we	PRON
aps-14	33	2	provide	provide	VERB
aps-14	33	3	examples	example	NOUN
aps-14	33	4	of	of	ADP
aps-14	33	5	static	static	ADJ
aps-14	33	6	and	and	CCONJ
aps-14	33	7	dynamic	dynamic	ADJ
aps-14	33	8	microsimulation	microsimulation	NOUN
aps-14	33	9	later	later	ADV
aps-14	33	10	in	in	ADP
aps-14	33	11	the	the	DET
aps-14	33	12	paper	paper	NOUN
aps-14	33	13	.	.	PUNCT
aps-14	34	1	both	both	PRON
aps-14	34	2	are	be	AUX
aps-14	34	3	inherently	inherently	ADV
aps-14	34	4	spatial	spatial	ADJ
aps-14	34	5	because	because	SCONJ
aps-14	34	6	they	they	PRON
aps-14	34	7	estimate	estimate	VERB
aps-14	34	8	people	people	NOUN
aps-14	34	9	within	within	ADP
aps-14	34	10	specific	specific	ADJ
aps-14	34	11	areas	area	NOUN
aps-14	34	12	.	.	PUNCT
aps-14	35	1	microsimulation	microsimulation	NOUN
aps-14	35	2	has	have	VERB
aps-14	35	3	a	a	DET
aps-14	35	4	wide	wide	ADJ
aps-14	35	5	range	range	NOUN
aps-14	35	6	of	of	ADP
aps-14	35	7	utilities	utility	NOUN
aps-14	35	8	across	across	ADP
aps-14	35	9	a	a	DET
aps-14	35	10	number	number	NOUN
aps-14	35	11	of	of	ADP
aps-14	35	12	disciplines	discipline	NOUN
aps-14	35	13	.	.	PUNCT
aps-14	36	1	for	for	ADP
aps-14	36	2	example	example	NOUN
aps-14	36	3	,	,	PUNCT
aps-14	36	4	microsimulation	microsimulation	NOUN
aps-14	36	5	has	have	AUX
aps-14	36	6	been	be	AUX
aps-14	36	7	used	use	VERB
aps-14	36	8	to	to	PART
aps-14	36	9	model	model	VERB
aps-14	36	10	future	future	ADJ
aps-14	36	11	elderly	elderly	ADJ
aps-14	36	12	health	health	NOUN
aps-14	36	13	care	care	NOUN
aps-14	36	14	demand	demand	NOUN
aps-14	36	15	(	(	PUNCT
aps-14	36	16	clark	clark	PROPN
aps-14	36	17	et	et	PROPN
aps-14	36	18	al	al	PROPN
aps-14	36	19	.	.	PROPN
aps-14	36	20	2017	2017	NUM
aps-14	36	21	)	)	PUNCT
aps-14	36	22	,	,	PUNCT
aps-14	36	23	project	project	VERB
aps-14	36	24	educational	educational	ADJ
aps-14	36	25	attainment	attainment	NOUN
aps-14	36	26	(	(	PUNCT
aps-14	36	27	nelissen	nelissen	ADJ
aps-14	36	28	1991	1991	NUM
aps-14	36	29	)	)	PUNCT
aps-14	36	30	,	,	PUNCT
aps-14	36	31	commuting	commute	VERB
aps-14	36	32	patterns	pattern	NOUN
aps-14	36	33	(	(	PUNCT
aps-14	36	34	lovelace	lovelace	PROPN
aps-14	36	35	,	,	PUNCT
aps-14	36	36	ballas	ballas	PROPN
aps-14	36	37	and	and	CCONJ
aps-14	36	38	watson	watson	PROPN
aps-14	36	39	2014	2014	NUM
aps-14	36	40	)	)	PUNCT
aps-14	36	41	and	and	CCONJ
aps-14	36	42	population	population	NOUN
aps-14	36	43	projections	projection	NOUN
aps-14	36	44	(	(	PUNCT
aps-14	36	45	ballas	ballas	PROPN
aps-14	36	46	et	et	PROPN
aps-14	36	47	al	al	PROPN
aps-14	36	48	.	.	PROPN
aps-14	36	49	2005	2005	NUM
aps-14	36	50	)	)	PUNCT
aps-14	36	51	.	.	PUNCT
aps-14	37	1	many	many	ADJ
aps-14	37	2	of	of	ADP
aps-14	37	3	the	the	DET
aps-14	37	4	applications	application	NOUN
aps-14	37	5	of	of	ADP
aps-14	37	6	microsimulation	microsimulation	NOUN
aps-14	37	7	we	we	PRON
aps-14	37	8	see	see	VERB
aps-14	37	9	in	in	ADP
aps-14	37	10	practice	practice	NOUN
aps-14	37	11	today	today	NOUN
aps-14	37	12	stem	stem	NOUN
aps-14	37	13	from	from	ADP
aps-14	37	14	the	the	DET
aps-14	37	15	work	work	NOUN
aps-14	37	16	of	of	ADP
aps-14	37	17	orcutt	orcutt	NOUN
aps-14	37	18	(	(	PUNCT
aps-14	37	19	1957	1957	NUM
aps-14	37	20	)	)	PUNCT
aps-14	37	21	and	and	CCONJ
aps-14	37	22	orcutt	orcutt	PROPN
aps-14	37	23	et	et	PROPN
aps-14	37	24	al	al	PROPN
aps-14	37	25	.	.	PROPN
aps-14	38	1	(	(	PUNCT
aps-14	38	2	1961	1961	NUM
aps-14	38	3	)	)	PUNCT
aps-14	38	4	.	.	PUNCT
aps-14	39	1	spielauer	spielauer	PROPN
aps-14	39	2	(	(	PUNCT
aps-14	39	3	2011	2011	NUM
aps-14	39	4	)	)	PUNCT
aps-14	39	5	provides	provide	VERB
aps-14	39	6	a	a	DET
aps-14	39	7	good	good	ADJ
aps-14	39	8	overview	overview	NOUN
aps-14	39	9	of	of	ADP
aps-14	39	10	microsimulation	microsimulation	NOUN
aps-14	39	11	applications	application	NOUN
aps-14	39	12	for	for	ADP
aps-14	39	13	the	the	DET
aps-14	39	14	social	social	ADJ
aps-14	39	15	sciences	science	NOUN
aps-14	39	16	(	(	PUNCT
aps-14	39	17	including	include	VERB
aps-14	39	18	the	the	DET
aps-14	39	19	differences	difference	NOUN
aps-14	39	20	between	between	ADP
aps-14	39	21	static	static	ADJ
aps-14	39	22	and	and	CCONJ
aps-14	39	23	dynamic	dynamic	ADJ
aps-14	39	24	models	model	NOUN
aps-14	39	25	)	)	PUNCT
aps-14	39	26	;	;	PUNCT
aps-14	39	27	li	li	PROPN
aps-14	39	28	and	and	CCONJ
aps-14	39	29	o’donoghue	o’donoghue	PROPN
aps-14	39	30	(	(	PUNCT
aps-14	39	31	2013	2013	NUM
aps-14	39	32	)	)	PUNCT
aps-14	39	33	provide	provide	VERB
aps-14	39	34	a	a	DET
aps-14	39	35	comprehensive	comprehensive	ADJ
aps-14	39	36	discussion	discussion	NOUN
aps-14	39	37	of	of	ADP
aps-14	39	38	dynamic	dynamic	ADJ
aps-14	39	39	microsimulation	microsimulation	NOUN
aps-14	39	40	models	model	NOUN
aps-14	39	41	implemented	implement	VERB
aps-14	39	42	across	across	ADP
aps-14	39	43	a	a	DET
aps-14	39	44	range	range	NOUN
aps-14	39	45	of	of	ADP
aps-14	39	46	settings	setting	NOUN
aps-14	39	47	.	.	PUNCT
aps-14	40	1	for	for	ADP
aps-14	40	2	a	a	DET
aps-14	40	3	comprehensive	comprehensive	ADJ
aps-14	40	4	overview	overview	NOUN
aps-14	40	5	of	of	ADP
aps-14	40	6	spatial	spatial	ADJ
aps-14	40	7	microsimulation	microsimulation	NOUN
aps-14	40	8	see	see	VERB
aps-14	40	9	birkin	birkin	PROPN
aps-14	40	10	and	and	CCONJ
aps-14	40	11	clarke	clarke	PROPN
aps-14	40	12	(	(	PUNCT
aps-14	40	13	2011	2011	NUM
aps-14	40	14	)	)	PUNCT
aps-14	40	15	.	.	PUNCT
aps-14	41	1	ballas	ballas	PROPN
aps-14	41	2	et	et	PROPN
aps-14	41	3	al	al	PROPN
aps-14	41	4	.	.	PROPN
aps-14	42	1	(	(	PUNCT
aps-14	42	2	2005	2005	NUM
aps-14	42	3	,	,	PUNCT
aps-14	42	4	p.	p.	NOUN
aps-14	42	5	15	15	NUM
aps-14	42	6	)	)	PUNCT
aps-14	42	7	contend	contend	VERB
aps-14	42	8	that	that	SCONJ
aps-14	42	9	microsimulation	microsimulation	NOUN
aps-14	42	10	fundamentally	fundamentally	ADV
aps-14	42	11	is	be	AUX
aps-14	42	12	not	not	PART
aps-14	42	13	that	that	PRON
aps-14	42	14	complicated	complicate	VERB
aps-14	42	15	an	an	DET
aps-14	42	16	approach	approach	NOUN
aps-14	42	17	,	,	PUNCT
aps-14	42	18	noting	note	VERB
aps-14	42	19	that	that	SCONJ
aps-14	42	20	‘	'	PUNCT
aps-14	42	21	even	even	ADV
aps-14	42	22	calculating	calculate	VERB
aps-14	42	23	simple	simple	ADJ
aps-14	42	24	social	social	ADJ
aps-14	42	25	statistics	statistic	NOUN
aps-14	42	26	such	such	ADJ
aps-14	42	27	as	as	ADP
aps-14	42	28	life	life	NOUN
aps-14	42	29	expectancy	expectancy	NOUN
aps-14	42	30	is	be	AUX
aps-14	42	31	a	a	DET
aps-14	42	32	method	method	NOUN
aps-14	42	33	that	that	PRON
aps-14	42	34	is	be	AUX
aps-14	42	35	similar	similar	ADJ
aps-14	42	36	to	to	ADP
aps-14	42	37	microsimulation	microsimulation	NOUN
aps-14	42	38	’	'	PUNCT
aps-14	42	39	.	.	PUNCT
aps-14	43	1	when	when	SCONJ
aps-14	43	2	it	it	PRON
aps-14	43	3	comes	come	VERB
aps-14	43	4	to	to	ADP
aps-14	43	5	more	more	ADV
aps-14	43	6	complicated	complicated	ADJ
aps-14	43	7	dynamic	dynamic	ADJ
aps-14	43	8	applications	application	NOUN
aps-14	43	9	,	,	PUNCT
aps-14	43	10	bélanger	bélanger	NOUN
aps-14	43	11	and	and	CCONJ
aps-14	43	12	sabourin	sabourin	NOUN
aps-14	43	13	(	(	PUNCT
aps-14	43	14	2017	2017	NUM
aps-14	43	15	)	)	PUNCT
aps-14	43	16	observe	observe	VERB
aps-14	43	17	that	that	DET
aps-14	43	18	microsimulation	microsimulation	NOUN
aps-14	43	19	is	be	AUX
aps-14	43	20	an	an	DET
aps-14	43	21	approach	approach	NOUN
aps-14	43	22	which	which	PRON
aps-14	43	23	has	have	AUX
aps-14	43	24	become	become	VERB
aps-14	43	25	increasingly	increasingly	ADV
aps-14	43	26	popular	popular	ADJ
aps-14	43	27	with	with	ADP
aps-14	43	28	improved	improve	VERB
aps-14	43	29	computing	computing	NOUN
aps-14	43	30	power	power	NOUN
aps-14	43	31	and	and	CCONJ
aps-14	43	32	better	well	ADJ
aps-14	43	33	availability	availability	NOUN
aps-14	43	34	of	of	ADP
aps-14	43	35	survey	survey	NOUN
aps-14	43	36	microdata	microdata	NOUN
aps-14	43	37	.	.	PUNCT
aps-14	44	1	australian	australian	ADJ
aps-14	44	2	population	population	NOUN
aps-14	44	3	studies	study	NOUN
aps-14	44	4	1	1	NUM
aps-14	44	5	(	(	PUNCT
aps-14	44	6	1	1	NUM
aps-14	44	7	)	)	PUNCT
aps-14	44	8	2017	2017	NUM
aps-14	44	9	lomax	lomax	PROPN
aps-14	44	10	n	n	PROPN
aps-14	44	11	and	and	CCONJ
aps-14	44	12	smith	smith	PROPN
aps-14	44	13	a	a	DET
aps-14	44	14	p	p	NOUN
aps-14	44	15	75	75	NUM
aps-14	44	16	3	3	NUM
aps-14	44	17	.	.	PUNCT
aps-14	45	1	why	why	SCONJ
aps-14	45	2	is	be	AUX
aps-14	45	3	microsimulation	microsimulation	NOUN
aps-14	45	4	a	a	DET
aps-14	45	5	useful	useful	ADJ
aps-14	45	6	technique	technique	NOUN
aps-14	45	7	for	for	ADP
aps-14	45	8	demographers	demographer	NOUN
aps-14	45	9	?	?	PUNCT
aps-14	46	1	as	as	ADP
aps-14	46	2	a	a	DET
aps-14	46	3	technique	technique	NOUN
aps-14	46	4	,	,	PUNCT
aps-14	46	5	demographers	demographer	NOUN
aps-14	46	6	can	can	AUX
aps-14	46	7	make	make	VERB
aps-14	46	8	use	use	NOUN
aps-14	46	9	of	of	ADP
aps-14	46	10	microsimulation	microsimulation	NOUN
aps-14	46	11	to	to	PART
aps-14	46	12	estimate	estimate	VERB
aps-14	46	13	and	and	CCONJ
aps-14	46	14	project	project	NOUN
aps-14	46	15	populations	population	NOUN
aps-14	46	16	and	and	CCONJ
aps-14	46	17	their	their	PRON
aps-14	46	18	attributes	attribute	NOUN
aps-14	46	19	.	.	PUNCT
aps-14	47	1	in	in	ADP
aps-14	47	2	an	an	DET
aps-14	47	3	age	age	NOUN
aps-14	47	4	where	where	SCONJ
aps-14	47	5	more	more	ADJ
aps-14	47	6	information	information	NOUN
aps-14	47	7	is	be	AUX
aps-14	47	8	becoming	become	VERB
aps-14	47	9	available	available	ADJ
aps-14	47	10	from	from	ADP
aps-14	47	11	disparate	disparate	ADJ
aps-14	47	12	sources	source	NOUN
aps-14	47	13	(	(	PUNCT
aps-14	47	14	e.g.	e.g.	ADV
aps-14	47	15	censuses	census	NOUN
aps-14	47	16	,	,	PUNCT
aps-14	47	17	surveys	survey	NOUN
aps-14	47	18	,	,	PUNCT
aps-14	47	19	administrative	administrative	ADJ
aps-14	47	20	or	or	CCONJ
aps-14	47	21	commercial	commercial	ADJ
aps-14	47	22	data	datum	NOUN
aps-14	47	23	)	)	PUNCT
aps-14	47	24	,	,	PUNCT
aps-14	47	25	there	there	PRON
aps-14	47	26	is	be	VERB
aps-14	47	27	a	a	DET
aps-14	47	28	need	need	NOUN
aps-14	47	29	to	to	PART
aps-14	47	30	synthesise	synthesise	VERB
aps-14	47	31	this	this	DET
aps-14	47	32	information	information	NOUN
aps-14	47	33	if	if	SCONJ
aps-14	47	34	we	we	PRON
aps-14	47	35	wish	wish	VERB
aps-14	47	36	to	to	PART
aps-14	47	37	estimate	estimate	VERB
aps-14	47	38	populations	population	NOUN
aps-14	47	39	with	with	ADP
aps-14	47	40	a	a	DET
aps-14	47	41	range	range	NOUN
aps-14	47	42	of	of	ADP
aps-14	47	43	attributes	attribute	NOUN
aps-14	47	44	.	.	PUNCT
aps-14	48	1	the	the	DET
aps-14	48	2	need	need	NOUN
aps-14	48	3	for	for	ADP
aps-14	48	4	this	this	DET
aps-14	48	5	attributerich	attributerich	NOUN
aps-14	48	6	information	information	NOUN
aps-14	48	7	stems	stem	VERB
aps-14	48	8	from	from	ADP
aps-14	48	9	the	the	DET
aps-14	48	10	fact	fact	NOUN
aps-14	48	11	that	that	SCONJ
aps-14	48	12	we	we	PRON
aps-14	48	13	can	can	AUX
aps-14	48	14	produce	produce	VERB
aps-14	48	15	more	more	ADJ
aps-14	48	16	accurate	accurate	ADJ
aps-14	48	17	models	model	NOUN
aps-14	48	18	and	and	CCONJ
aps-14	48	19	make	make	VERB
aps-14	48	20	better	well	ADJ
aps-14	48	21	recommendations	recommendation	NOUN
aps-14	48	22	if	if	SCONJ
aps-14	48	23	we	we	PRON
aps-14	48	24	know	know	VERB
aps-14	48	25	more	more	ADJ
aps-14	48	26	about	about	ADP
aps-14	48	27	each	each	DET
aps-14	48	28	individual	individual	NOUN
aps-14	48	29	.	.	PUNCT
aps-14	49	1	bélanger	bélanger	NOUN
aps-14	49	2	and	and	CCONJ
aps-14	49	3	sabourin	sabourin	NOUN
aps-14	49	4	(	(	PUNCT
aps-14	49	5	2017	2017	NUM
aps-14	49	6	,	,	PUNCT
aps-14	49	7	p.	p.	NOUN
aps-14	49	8	xix	xix	PROPN
aps-14	49	9	)	)	PUNCT
aps-14	49	10	argue	argue	VERB
aps-14	49	11	that	that	SCONJ
aps-14	49	12	micro	micro	NOUN
aps-14	49	13	models	model	NOUN
aps-14	49	14	are	be	AUX
aps-14	49	15	superior	superior	ADJ
aps-14	49	16	to	to	ADP
aps-14	49	17	macro	macro	ADJ
aps-14	49	18	models	model	NOUN
aps-14	49	19	because	because	SCONJ
aps-14	49	20	‘	'	PUNCT
aps-14	49	21	the	the	DET
aps-14	49	22	most	most	ADV
aps-14	49	23	powerful	powerful	ADJ
aps-14	49	24	theoretical	theoretical	ADJ
aps-14	49	25	models	model	NOUN
aps-14	49	26	for	for	ADP
aps-14	49	27	explaining	explain	VERB
aps-14	49	28	human	human	ADJ
aps-14	49	29	behaviour	behaviour	NOUN
aps-14	49	30	,	,	PUNCT
aps-14	49	31	such	such	ADJ
aps-14	49	32	as	as	ADP
aps-14	49	33	decisions	decision	NOUN
aps-14	49	34	to	to	PART
aps-14	49	35	have	have	VERB
aps-14	49	36	a	a	DET
aps-14	49	37	child	child	NOUN
aps-14	49	38	or	or	CCONJ
aps-14	49	39	migrate	migrate	VERB
aps-14	49	40	,	,	PUNCT
aps-14	49	41	operate	operate	VERB
aps-14	49	42	at	at	ADP
aps-14	49	43	the	the	DET
aps-14	49	44	level	level	NOUN
aps-14	49	45	of	of	ADP
aps-14	49	46	the	the	DET
aps-14	49	47	individual	individual	NOUN
aps-14	49	48	’	'	PUNCT
aps-14	49	49	.	.	PUNCT
aps-14	50	1	for	for	ADP
aps-14	50	2	a	a	DET
aps-14	50	3	balanced	balanced	ADJ
aps-14	50	4	assessment	assessment	NOUN
aps-14	50	5	of	of	ADP
aps-14	50	6	microsimulation	microsimulation	NOUN
aps-14	50	7	vis	vis	X
aps-14	50	8	-	-	PUNCT
aps-14	50	9	a	a	PRON
aps-14	50	10	-	-	PUNCT
aps-14	50	11	vis	vis	X
aps-14	50	12	macrosimulation	macrosimulation	NOUN
aps-14	50	13	models	model	NOUN
aps-14	50	14	for	for	ADP
aps-14	50	15	population	population	NOUN
aps-14	50	16	projection	projection	NOUN
aps-14	50	17	see	see	VERB
aps-14	50	18	van	van	PROPN
aps-14	50	19	imhoff	imhoff	NOUN
aps-14	50	20	and	and	CCONJ
aps-14	50	21	post	post	ADJ
aps-14	50	22	(	(	PUNCT
aps-14	50	23	1998	1998	NUM
aps-14	50	24	,	,	PUNCT
aps-14	50	25	p.	p.	NOUN
aps-14	50	26	134	134	NUM
aps-14	50	27	)	)	PUNCT
aps-14	50	28	who	who	PRON
aps-14	50	29	conclude	conclude	VERB
aps-14	50	30	that	that	PRON
aps-14	50	31	,	,	PUNCT
aps-14	50	32	while	while	SCONJ
aps-14	50	33	there	there	PRON
aps-14	50	34	are	be	VERB
aps-14	50	35	limitations	limitation	NOUN
aps-14	50	36	(	(	PUNCT
aps-14	50	37	largely	largely	ADV
aps-14	50	38	related	relate	VERB
aps-14	50	39	to	to	ADP
aps-14	50	40	difficulty	difficulty	NOUN
aps-14	50	41	in	in	ADP
aps-14	50	42	implementation	implementation	NOUN
aps-14	50	43	)	)	PUNCT
aps-14	50	44	‘	'	PUNCT
aps-14	50	45	microsimulation	microsimulation	NOUN
aps-14	50	46	can	can	AUX
aps-14	50	47	do	do	VERB
aps-14	50	48	certain	certain	ADJ
aps-14	50	49	things	thing	NOUN
aps-14	50	50	that	that	PRON
aps-14	50	51	macrosimulation	macrosimulation	NOUN
aps-14	50	52	can	can	AUX
aps-14	50	53	not	not	PART
aps-14	50	54	’	'	PUNCT
aps-14	50	55	.	.	PUNCT
aps-14	51	1	one	one	NUM
aps-14	51	2	of	of	ADP
aps-14	51	3	the	the	DET
aps-14	51	4	key	key	ADJ
aps-14	51	5	advantages	advantage	NOUN
aps-14	51	6	they	they	PRON
aps-14	51	7	identify	identify	VERB
aps-14	51	8	is	be	AUX
aps-14	51	9	the	the	DET
aps-14	51	10	ability	ability	NOUN
aps-14	51	11	of	of	ADP
aps-14	51	12	microsimulation	microsimulation	NOUN
aps-14	51	13	to	to	PART
aps-14	51	14	perform	perform	VERB
aps-14	51	15	in	in	ADP
aps-14	51	16	large	large	ADJ
aps-14	51	17	state	state	NOUN
aps-14	51	18	space	space	NOUN
aps-14	51	19	–	–	PUNCT
aps-14	51	20	‘	'	PUNCT
aps-14	51	21	the	the	DET
aps-14	51	22	representation	representation	NOUN
aps-14	51	23	of	of	ADP
aps-14	51	24	the	the	DET
aps-14	51	25	components	component	NOUN
aps-14	51	26	of	of	ADP
aps-14	51	27	the	the	DET
aps-14	51	28	system	system	NOUN
aps-14	51	29	of	of	ADP
aps-14	51	30	interest	interest	NOUN
aps-14	51	31	’	'	PUNCT
aps-14	51	32	(	(	PUNCT
aps-14	51	33	van	van	PROPN
aps-14	51	34	imhoff	imhoff	NOUN
aps-14	51	35	and	and	CCONJ
aps-14	51	36	post	post	VERB
aps-14	51	37	1998	1998	NUM
aps-14	51	38	,	,	PUNCT
aps-14	51	39	p.	p.	NOUN
aps-14	51	40	102	102	NUM
aps-14	51	41	)	)	PUNCT
aps-14	51	42	–	–	PUNCT
aps-14	51	43	where	where	SCONJ
aps-14	51	44	a	a	DET
aps-14	51	45	large	large	ADJ
aps-14	51	46	number	number	NOUN
aps-14	51	47	of	of	ADP
aps-14	51	48	individual	individual	ADJ
aps-14	51	49	attributes	attribute	NOUN
aps-14	51	50	would	would	AUX
aps-14	51	51	not	not	PART
aps-14	51	52	be	be	AUX
aps-14	51	53	handled	handle	VERB
aps-14	51	54	well	well	ADV
aps-14	51	55	by	by	ADP
aps-14	51	56	a	a	DET
aps-14	51	57	macro	macro	ADJ
aps-14	51	58	model	model	NOUN
aps-14	51	59	.	.	PUNCT
aps-14	52	1	wilson	wilson	PROPN
aps-14	52	2	and	and	CCONJ
aps-14	52	3	rees	rees	PROPN
aps-14	52	4	(	(	PUNCT
aps-14	52	5	2005	2005	NUM
aps-14	52	6	)	)	PUNCT
aps-14	52	7	,	,	PUNCT
aps-14	52	8	in	in	ADP
aps-14	52	9	a	a	DET
aps-14	52	10	review	review	NOUN
aps-14	52	11	of	of	ADP
aps-14	52	12	population	population	NOUN
aps-14	52	13	projection	projection	NOUN
aps-14	52	14	methods	method	NOUN
aps-14	52	15	,	,	PUNCT
aps-14	52	16	conclude	conclude	VERB
aps-14	52	17	that	that	PRON
aps-14	52	18	microsimulation	microsimulation	NOUN
aps-14	52	19	should	should	AUX
aps-14	52	20	be	be	AUX
aps-14	52	21	considered	consider	VERB
aps-14	52	22	when	when	SCONJ
aps-14	52	23	projecting	project	VERB
aps-14	52	24	populations	population	NOUN
aps-14	52	25	with	with	ADP
aps-14	52	26	multiple	multiple	ADJ
aps-14	52	27	attributes	attribute	NOUN
aps-14	52	28	.	.	PUNCT
aps-14	53	1	in	in	ADP
aps-14	53	2	the	the	DET
aps-14	53	3	demographic	demographic	ADJ
aps-14	53	4	literature	literature	NOUN
aps-14	53	5	,	,	PUNCT
aps-14	53	6	microsimulation	microsimulation	NOUN
aps-14	53	7	has	have	AUX
aps-14	53	8	been	be	AUX
aps-14	53	9	used	use	VERB
aps-14	53	10	for	for	ADP
aps-14	53	11	a	a	DET
aps-14	53	12	range	range	NOUN
aps-14	53	13	of	of	ADP
aps-14	53	14	applications	application	NOUN
aps-14	53	15	.	.	PUNCT
aps-14	54	1	for	for	ADP
aps-14	54	2	example	example	NOUN
aps-14	54	3	,	,	PUNCT
aps-14	54	4	it	it	PRON
aps-14	54	5	was	be	AUX
aps-14	54	6	used	use	VERB
aps-14	54	7	by	by	ADP
aps-14	54	8	ruggles	ruggle	NOUN
aps-14	54	9	(	(	PUNCT
aps-14	54	10	1992	1992	NUM
aps-14	54	11	)	)	PUNCT
aps-14	54	12	to	to	PART
aps-14	54	13	correct	correct	VERB
aps-14	54	14	missing	miss	VERB
aps-14	54	15	data	data	NOUN
aps-14	54	16	bias	bias	NOUN
aps-14	54	17	in	in	ADP
aps-14	54	18	historical	historical	ADJ
aps-14	54	19	demography	demography	NOUN
aps-14	54	20	,	,	PUNCT
aps-14	54	21	and	and	CCONJ
aps-14	54	22	by	by	ADP
aps-14	54	23	thomson	thomson	PROPN
aps-14	54	24	et	et	PROPN
aps-14	54	25	al	al	PROPN
aps-14	54	26	.	.	PROPN
aps-14	55	1	(	(	PUNCT
aps-14	55	2	2012	2012	NUM
aps-14	55	3	)	)	PUNCT
aps-14	55	4	to	to	PART
aps-14	55	5	estimate	estimate	VERB
aps-14	55	6	completed	complete	VERB
aps-14	55	7	fertility	fertility	NOUN
aps-14	55	8	in	in	ADP
aps-14	55	9	france	france	PROPN
aps-14	55	10	when	when	SCONJ
aps-14	55	11	union	union	NOUN
aps-14	55	12	formation	formation	NOUN
aps-14	55	13	and	and	CCONJ
aps-14	55	14	dissolution	dissolution	NOUN
aps-14	55	15	were	be	AUX
aps-14	55	16	varied	varied	ADJ
aps-14	55	17	in	in	ADP
aps-14	55	18	the	the	DET
aps-14	55	19	simulation	simulation	NOUN
aps-14	55	20	.	.	PUNCT
aps-14	56	1	models	model	NOUN
aps-14	56	2	have	have	AUX
aps-14	56	3	been	be	AUX
aps-14	56	4	implemented	implement	VERB
aps-14	56	5	in	in	ADP
aps-14	56	6	population	population	NOUN
aps-14	56	7	projections	projection	NOUN
aps-14	56	8	:	:	PUNCT
aps-14	56	9	see	see	VERB
aps-14	56	10	,	,	PUNCT
aps-14	56	11	for	for	ADP
aps-14	56	12	example	example	NOUN
aps-14	56	13	,	,	PUNCT
aps-14	56	14	smile	smile	NOUN
aps-14	56	15	(	(	PUNCT
aps-14	56	16	developed	develop	VERB
aps-14	56	17	for	for	ADP
aps-14	56	18	ireland	ireland	NOUN
aps-14	56	19	)	)	PUNCT
aps-14	56	20	(	(	PUNCT
aps-14	56	21	ballas	ballas	PROPN
aps-14	56	22	et	et	PROPN
aps-14	56	23	al	al	PROPN
aps-14	56	24	.	.	PROPN
aps-14	56	25	2005	2005	NUM
aps-14	56	26	)	)	PUNCT
aps-14	56	27	and	and	CCONJ
aps-14	56	28	moses	moses	PROPN
aps-14	56	29	(	(	PUNCT
aps-14	56	30	developed	develop	VERB
aps-14	56	31	for	for	ADP
aps-14	56	32	the	the	DET
aps-14	56	33	uk	uk	PROPN
aps-14	56	34	)	)	PUNCT
aps-14	56	35	(	(	PUNCT
aps-14	56	36	wu	wu	PROPN
aps-14	56	37	and	and	CCONJ
aps-14	56	38	birkin	birkin	PROPN
aps-14	56	39	2012	2012	NUM
aps-14	56	40	)	)	PUNCT
aps-14	56	41	.	.	PUNCT
aps-14	57	1	microsimulation	microsimulation	NOUN
aps-14	57	2	models	model	NOUN
aps-14	57	3	are	be	AUX
aps-14	57	4	also	also	ADV
aps-14	57	5	used	use	VERB
aps-14	57	6	to	to	PART
aps-14	57	7	test	test	VERB
aps-14	57	8	the	the	DET
aps-14	57	9	implications	implication	NOUN
aps-14	57	10	of	of	ADP
aps-14	57	11	policy	policy	NOUN
aps-14	57	12	change	change	NOUN
aps-14	57	13	.	.	PUNCT
aps-14	58	1	ballas	ballas	PROPN
aps-14	58	2	and	and	CCONJ
aps-14	58	3	clarke	clarke	PROPN
aps-14	58	4	(	(	PUNCT
aps-14	58	5	2001	2001	NUM
aps-14	58	6	)	)	PUNCT
aps-14	58	7	model	model	NOUN
aps-14	58	8	the	the	DET
aps-14	58	9	local	local	ADJ
aps-14	58	10	impact	impact	NOUN
aps-14	58	11	of	of	ADP
aps-14	58	12	changes	change	NOUN
aps-14	58	13	to	to	ADP
aps-14	58	14	national	national	ADJ
aps-14	58	15	social	social	ADJ
aps-14	58	16	policy	policy	NOUN
aps-14	58	17	in	in	ADP
aps-14	58	18	the	the	DET
aps-14	58	19	uk	uk	PROPN
aps-14	58	20	;	;	PUNCT
aps-14	58	21	brown	brown	ADJ
aps-14	58	22	and	and	CCONJ
aps-14	58	23	harding	harding	PROPN
aps-14	58	24	(	(	PUNCT
aps-14	58	25	2002	2002	NUM
aps-14	58	26	)	)	PUNCT
aps-14	58	27	provide	provide	VERB
aps-14	58	28	an	an	DET
aps-14	58	29	overview	overview	NOUN
aps-14	58	30	of	of	ADP
aps-14	58	31	a	a	DET
aps-14	58	32	selection	selection	NOUN
aps-14	58	33	of	of	ADP
aps-14	58	34	microsimulation	microsimulation	NOUN
aps-14	58	35	models	model	NOUN
aps-14	58	36	examining	examine	VERB
aps-14	58	37	policy	policy	NOUN
aps-14	58	38	decisions	decision	NOUN
aps-14	58	39	in	in	ADP
aps-14	58	40	australia	australia	PROPN
aps-14	58	41	.	.	PUNCT
aps-14	59	1	microsimulation	microsimulation	NOUN
aps-14	59	2	is	be	AUX
aps-14	59	3	a	a	DET
aps-14	59	4	technique	technique	NOUN
aps-14	59	5	which	which	PRON
aps-14	59	6	is	be	AUX
aps-14	59	7	useful	useful	ADJ
aps-14	59	8	outside	outside	ADP
aps-14	59	9	the	the	DET
aps-14	59	10	constraints	constraint	NOUN
aps-14	59	11	of	of	ADP
aps-14	59	12	academia	academia	NOUN
aps-14	59	13	.	.	PUNCT
aps-14	60	1	increasingly	increasingly	ADV
aps-14	60	2	microsimulation	microsimulation	NOUN
aps-14	60	3	is	be	AUX
aps-14	60	4	being	be	AUX
aps-14	60	5	adopted	adopt	VERB
aps-14	60	6	to	to	PART
aps-14	60	7	undertake	undertake	VERB
aps-14	60	8	official	official	ADJ
aps-14	60	9	projections	projection	NOUN
aps-14	60	10	by	by	ADP
aps-14	60	11	national	national	ADJ
aps-14	60	12	statistics	statistic	NOUN
aps-14	60	13	agencies	agency	NOUN
aps-14	60	14	.	.	PUNCT
aps-14	61	1	mosart	mosart	PROPN
aps-14	61	2	is	be	AUX
aps-14	61	3	used	use	VERB
aps-14	61	4	by	by	ADP
aps-14	61	5	statistics	statistic	NOUN
aps-14	61	6	norway	norway	PROPN
aps-14	61	7	to	to	PART
aps-14	61	8	project	project	VERB
aps-14	61	9	education	education	NOUN
aps-14	61	10	,	,	PUNCT
aps-14	61	11	labour	labour	ADJ
aps-14	61	12	force	force	NOUN
aps-14	61	13	and	and	CCONJ
aps-14	61	14	public	public	ADJ
aps-14	61	15	pension	pension	NOUN
aps-14	61	16	benefits	benefit	NOUN
aps-14	61	17	(	(	PUNCT
aps-14	61	18	fredriksen	fredriksen	VERB
aps-14	61	19	and	and	CCONJ
aps-14	61	20	stolen	steal	VERB
aps-14	61	21	2007	2007	NUM
aps-14	61	22	)	)	PUNCT
aps-14	61	23	;	;	PUNCT
aps-14	61	24	statistics	statistics	PROPN
aps-14	61	25	canada	canada	PROPN
aps-14	61	26	’s	’s	PART
aps-14	61	27	projection	projection	PROPN
aps-14	61	28	model	model	NOUN
aps-14	61	29	demosim	demosim	NOUN
aps-14	61	30	uses	use	VERB
aps-14	61	31	microdata	microdata	NOUN
aps-14	61	32	from	from	ADP
aps-14	61	33	the	the	DET
aps-14	61	34	2011	2011	NUM
aps-14	61	35	national	national	ADJ
aps-14	61	36	household	household	NOUN
aps-14	61	37	survey	survey	NOUN
aps-14	61	38	to	to	PART
aps-14	61	39	produce	produce	VERB
aps-14	61	40	estimates	estimate	NOUN
aps-14	61	41	of	of	ADP
aps-14	61	42	future	future	ADJ
aps-14	61	43	ethnocultural	ethnocultural	ADJ
aps-14	61	44	composition	composition	NOUN
aps-14	61	45	,	,	PUNCT
aps-14	61	46	aboriginal	aboriginal	ADJ
aps-14	61	47	populations	population	NOUN
aps-14	61	48	and	and	CCONJ
aps-14	61	49	labour	labour	ADJ
aps-14	61	50	force	force	NOUN
aps-14	61	51	(	(	PUNCT
aps-14	61	52	bélanger	bélanger	NOUN
aps-14	61	53	and	and	CCONJ
aps-14	61	54	sabourin	sabourin	NOUN
aps-14	61	55	2017	2017	NUM
aps-14	61	56	)	)	PUNCT
aps-14	61	57	;	;	PUNCT
aps-14	61	58	pensim	pensim	NOUN
aps-14	61	59	is	be	AUX
aps-14	61	60	used	use	VERB
aps-14	61	61	by	by	ADP
aps-14	61	62	the	the	DET
aps-14	61	63	uk	uk	PROPN
aps-14	61	64	department	department	PROPN
aps-14	61	65	for	for	ADP
aps-14	61	66	work	work	NOUN
aps-14	61	67	and	and	CCONJ
aps-14	61	68	pensions	pension	NOUN
aps-14	61	69	to	to	PART
aps-14	61	70	estimate	estimate	VERB
aps-14	61	71	the	the	DET
aps-14	61	72	future	future	ADJ
aps-14	61	73	distribution	distribution	NOUN
aps-14	61	74	of	of	ADP
aps-14	61	75	pensioner	pensioner	NOUN
aps-14	61	76	incomes	income	NOUN
aps-14	61	77	(	(	PUNCT
aps-14	61	78	emmerson	emmerson	PROPN
aps-14	61	79	,	,	PUNCT
aps-14	61	80	reed	reed	NOUN
aps-14	61	81	and	and	CCONJ
aps-14	61	82	shephard	shephard	NOUN
aps-14	61	83	.	.	PUNCT
aps-14	62	1	2004	2004	NUM
aps-14	62	2	)	)	PUNCT
aps-14	63	1	;	;	PUNCT
aps-14	63	2	and	and	CCONJ
aps-14	63	3	sesim	sesim	NOUN
aps-14	63	4	is	be	AUX
aps-14	63	5	used	use	VERB
aps-14	63	6	by	by	ADP
aps-14	63	7	the	the	DET
aps-14	63	8	swedish	swedish	PROPN
aps-14	63	9	ministry	ministry	PROPN
aps-14	63	10	of	of	ADP
aps-14	63	11	finance	finance	PROPN
aps-14	63	12	for	for	ADP
aps-14	63	13	similar	similar	ADJ
aps-14	63	14	purposes	purpose	NOUN
aps-14	63	15	(	(	PUNCT
aps-14	63	16	sundberg	sundberg	PROPN
aps-14	63	17	2007	2007	NUM
aps-14	63	18	)	)	PUNCT
aps-14	63	19	.	.	PUNCT
aps-14	64	1	notwithstanding	notwithstanding	ADP
aps-14	64	2	their	their	PRON
aps-14	64	3	utility	utility	NOUN
aps-14	64	4	,	,	PUNCT
aps-14	64	5	there	there	PRON
aps-14	64	6	are	be	VERB
aps-14	64	7	challenges	challenge	NOUN
aps-14	64	8	and	and	CCONJ
aps-14	64	9	limitations	limitation	NOUN
aps-14	64	10	associated	associate	VERB
aps-14	64	11	with	with	ADP
aps-14	64	12	implementing	implement	VERB
aps-14	64	13	microsimulation	microsimulation	NOUN
aps-14	64	14	models	model	NOUN
aps-14	64	15	which	which	PRON
aps-14	64	16	must	must	AUX
aps-14	64	17	be	be	AUX
aps-14	64	18	considered	consider	VERB
aps-14	64	19	.	.	PUNCT
aps-14	65	1	first	first	ADV
aps-14	65	2	,	,	PUNCT
aps-14	65	3	a	a	DET
aps-14	65	4	certain	certain	ADJ
aps-14	65	5	amount	amount	NOUN
aps-14	65	6	of	of	ADP
aps-14	65	7	technical	technical	ADJ
aps-14	65	8	expertise	expertise	NOUN
aps-14	65	9	is	be	AUX
aps-14	65	10	required	require	VERB
aps-14	65	11	,	,	PUNCT
aps-14	65	12	although	although	SCONJ
aps-14	65	13	we	we	PRON
aps-14	65	14	explain	explain	VERB
aps-14	65	15	in	in	ADP
aps-14	65	16	the	the	DET
aps-14	65	17	next	next	ADJ
aps-14	65	18	section	section	NOUN
aps-14	65	19	that	that	SCONJ
aps-14	65	20	there	there	PRON
aps-14	65	21	are	be	VERB
aps-14	65	22	a	a	DET
aps-14	65	23	range	range	NOUN
aps-14	65	24	of	of	ADP
aps-14	65	25	options	option	NOUN
aps-14	65	26	for	for	ADP
aps-14	65	27	implementing	implement	VERB
aps-14	65	28	microsimulation	microsimulation	NOUN
aps-14	65	29	models	model	NOUN
aps-14	65	30	which	which	PRON
aps-14	65	31	are	be	AUX
aps-14	65	32	suitable	suitable	ADJ
aps-14	65	33	for	for	ADP
aps-14	65	34	different	different	ADJ
aps-14	65	35	levels	level	NOUN
aps-14	65	36	of	of	ADP
aps-14	65	37	expertise	expertise	NOUN
aps-14	65	38	.	.	PUNCT
aps-14	66	1	second	second	ADJ
aps-14	66	2	,	,	PUNCT
aps-14	66	3	microsimulation	microsimulation	NOUN
aps-14	66	4	can	can	AUX
aps-14	66	5	be	be	AUX
aps-14	66	6	computationally	computationally	ADV
aps-14	66	7	intensive	intensive	ADJ
aps-14	66	8	.	.	PUNCT
aps-14	67	1	this	this	PRON
aps-14	67	2	was	be	AUX
aps-14	67	3	a	a	DET
aps-14	67	4	key	key	ADJ
aps-14	67	5	problem	problem	NOUN
aps-14	67	6	for	for	ADP
aps-14	67	7	early	early	ADJ
aps-14	67	8	implementations	implementation	NOUN
aps-14	67	9	of	of	ADP
aps-14	67	10	micro	micro	ADJ
aps-14	67	11	models	model	NOUN
aps-14	67	12	;	;	PUNCT
aps-14	67	13	76	76	NUM
aps-14	67	14	lomax	lomax	PROPN
aps-14	67	15	n	n	PROPN
aps-14	67	16	and	and	CCONJ
aps-14	67	17	smith	smith	PROPN
aps-14	67	18	a	a	DET
aps-14	67	19	p	p	PROPN
aps-14	67	20	australian	australian	ADJ
aps-14	67	21	population	population	NOUN
aps-14	67	22	studies	study	NOUN
aps-14	67	23	1	1	NUM
aps-14	67	24	(	(	PUNCT
aps-14	67	25	1	1	NUM
aps-14	67	26	)	)	PUNCT
aps-14	67	27	2017	2017	NUM
aps-14	67	28	however	however	ADV
aps-14	67	29	,	,	PUNCT
aps-14	67	30	advances	advance	NOUN
aps-14	67	31	in	in	ADP
aps-14	67	32	computing	computing	NOUN
aps-14	67	33	means	mean	VERB
aps-14	67	34	that	that	SCONJ
aps-14	67	35	this	this	PRON
aps-14	67	36	is	be	AUX
aps-14	67	37	less	less	ADJ
aps-14	67	38	of	of	ADP
aps-14	67	39	a	a	DET
aps-14	67	40	limitation	limitation	NOUN
aps-14	67	41	now	now	ADV
aps-14	67	42	than	than	SCONJ
aps-14	67	43	it	it	PRON
aps-14	67	44	once	once	ADV
aps-14	67	45	was	be	AUX
aps-14	67	46	.	.	PUNCT
aps-14	68	1	spielauer	spielauer	PROPN
aps-14	68	2	(	(	PUNCT
aps-14	68	3	2011	2011	NUM
aps-14	68	4	,	,	PUNCT
aps-14	68	5	p.	p.	NOUN
aps-14	68	6	18	18	NUM
aps-14	68	7	)	)	PUNCT
aps-14	68	8	outlines	outline	VERB
aps-14	68	9	a	a	DET
aps-14	68	10	third	third	ADJ
aps-14	68	11	,	,	PUNCT
aps-14	68	12	more	more	ADV
aps-14	68	13	conceptual	conceptual	ADJ
aps-14	68	14	criticism	criticism	NOUN
aps-14	68	15	:	:	PUNCT
aps-14	68	16	‘	'	PUNCT
aps-14	68	17	randomness	randomness	NOUN
aps-14	68	18	caused	cause	VERB
aps-14	68	19	by	by	ADP
aps-14	68	20	accumulated	accumulate	VERB
aps-14	68	21	errors	error	NOUN
aps-14	68	22	and	and	CCONJ
aps-14	68	23	biases	bias	NOUN
aps-14	68	24	’	'	PUNCT
aps-14	68	25	.	.	PUNCT
aps-14	69	1	because	because	SCONJ
aps-14	69	2	microsimulation	microsimulation	NOUN
aps-14	69	3	draws	draw	VERB
aps-14	69	4	from	from	ADP
aps-14	69	5	a	a	DET
aps-14	69	6	range	range	NOUN
aps-14	69	7	of	of	ADP
aps-14	69	8	data	datum	NOUN
aps-14	69	9	sources	source	NOUN
aps-14	69	10	,	,	PUNCT
aps-14	69	11	there	there	PRON
aps-14	69	12	is	be	VERB
aps-14	69	13	the	the	DET
aps-14	69	14	potential	potential	NOUN
aps-14	69	15	for	for	ADP
aps-14	69	16	errors	error	NOUN
aps-14	69	17	or	or	CCONJ
aps-14	69	18	biases	bias	NOUN
aps-14	69	19	in	in	ADP
aps-14	69	20	those	those	DET
aps-14	69	21	data	datum	NOUN
aps-14	69	22	being	be	AUX
aps-14	69	23	extrapolated	extrapolate	VERB
aps-14	69	24	because	because	SCONJ
aps-14	69	25	of	of	ADP
aps-14	69	26	the	the	DET
aps-14	69	27	level	level	NOUN
aps-14	69	28	of	of	ADP
aps-14	69	29	detail	detail	NOUN
aps-14	69	30	required	require	VERB
aps-14	69	31	(	(	PUNCT
aps-14	69	32	or	or	CCONJ
aps-14	69	33	expected	expect	VERB
aps-14	69	34	)	)	PUNCT
aps-14	69	35	from	from	ADP
aps-14	69	36	the	the	DET
aps-14	69	37	microsimulation	microsimulation	NOUN
aps-14	69	38	model	model	NOUN
aps-14	69	39	.	.	PUNCT
aps-14	70	1	this	this	DET
aps-14	70	2	randomness	randomness	NOUN
aps-14	70	3	,	,	PUNCT
aps-14	70	4	similarly	similarly	ADV
aps-14	70	5	identified	identify	VERB
aps-14	70	6	by	by	ADP
aps-14	70	7	van	van	PROPN
aps-14	70	8	imhoff	imhoff	PROPN
aps-14	70	9	and	and	CCONJ
aps-14	70	10	post	post	ADJ
aps-14	70	11	(	(	PUNCT
aps-14	70	12	1998	1998	NUM
aps-14	70	13	)	)	PUNCT
aps-14	70	14	and	and	CCONJ
aps-14	70	15	wilson	wilson	PROPN
aps-14	70	16	and	and	CCONJ
aps-14	70	17	rees	rees	PROPN
aps-14	70	18	(	(	PUNCT
aps-14	70	19	2005	2005	NUM
aps-14	70	20	)	)	PUNCT
aps-14	70	21	,	,	PUNCT
aps-14	70	22	is	be	AUX
aps-14	70	23	more	more	ADV
aps-14	70	24	acute	acute	ADJ
aps-14	70	25	in	in	ADP
aps-14	70	26	dynamic	dynamic	ADJ
aps-14	70	27	models	model	NOUN
aps-14	70	28	because	because	SCONJ
aps-14	70	29	they	they	PRON
aps-14	70	30	are	be	AUX
aps-14	70	31	stochastic	stochastic	ADJ
aps-14	70	32	:	:	PUNCT
aps-14	70	33	results	result	NOUN
aps-14	70	34	of	of	ADP
aps-14	70	35	a	a	DET
aps-14	70	36	projection	projection	NOUN
aps-14	70	37	,	,	PUNCT
aps-14	70	38	for	for	ADP
aps-14	70	39	example	example	NOUN
aps-14	70	40	,	,	PUNCT
aps-14	70	41	are	be	AUX
aps-14	70	42	randomly	randomly	ADV
aps-14	70	43	drawn	draw	VERB
aps-14	70	44	from	from	ADP
aps-14	70	45	an	an	DET
aps-14	70	46	expected	expect	VERB
aps-14	70	47	distribution	distribution	NOUN
aps-14	70	48	.	.	PUNCT
aps-14	71	1	brown	brown	PROPN
aps-14	71	2	and	and	CCONJ
aps-14	71	3	harding	harding	PROPN
aps-14	71	4	(	(	PUNCT
aps-14	71	5	2002	2002	NUM
aps-14	71	6	,	,	PUNCT
aps-14	71	7	p.	p.	NOUN
aps-14	71	8	1	1	NUM
aps-14	71	9	)	)	PUNCT
aps-14	71	10	highlight	highlight	VERB
aps-14	71	11	that	that	PRON
aps-14	71	12	microsimulation	microsimulation	NOUN
aps-14	71	13	models	model	NOUN
aps-14	71	14	are	be	AUX
aps-14	71	15	limited	limit	VERB
aps-14	71	16	by	by	ADP
aps-14	71	17	design	design	NOUN
aps-14	71	18	,	,	PUNCT
aps-14	71	19	assumptions	assumption	NOUN
aps-14	71	20	,	,	PUNCT
aps-14	71	21	algorithms	algorithm	NOUN
aps-14	71	22	and	and	CCONJ
aps-14	71	23	data	datum	NOUN
aps-14	71	24	requirements	requirement	NOUN
aps-14	71	25	but	but	CCONJ
aps-14	71	26	the	the	DET
aps-14	71	27	solution	solution	NOUN
aps-14	71	28	is	be	AUX
aps-14	71	29	to	to	PART
aps-14	71	30	‘	'	PUNCT
aps-14	71	31	make	make	VERB
aps-14	71	32	these	these	PRON
aps-14	71	33	explicit	explicit	ADJ
aps-14	71	34	and	and	CCONJ
aps-14	71	35	then	then	ADV
aps-14	71	36	interpret	interpret	VERB
aps-14	71	37	the	the	DET
aps-14	71	38	results	result	NOUN
aps-14	71	39	within	within	ADP
aps-14	71	40	the	the	DET
aps-14	71	41	models	model	NOUN
aps-14	71	42	'	'	PART
aps-14	71	43	limitations	limitation	NOUN
aps-14	71	44	and	and	CCONJ
aps-14	71	45	capacities	capacity	NOUN
aps-14	71	46	’	'	PUNCT
aps-14	71	47	.	.	PUNCT
aps-14	72	1	this	this	PRON
aps-14	72	2	is	be	AUX
aps-14	72	3	advice	advice	NOUN
aps-14	72	4	which	which	PRON
aps-14	72	5	should	should	AUX
aps-14	72	6	be	be	AUX
aps-14	72	7	applied	apply	VERB
aps-14	72	8	to	to	ADP
aps-14	72	9	any	any	DET
aps-14	72	10	model	model	NOUN
aps-14	72	11	,	,	PUNCT
aps-14	72	12	be	be	AUX
aps-14	72	13	it	it	PRON
aps-14	72	14	micro	micro	ADJ
aps-14	72	15	or	or	CCONJ
aps-14	72	16	macro	macro	ADJ
aps-14	72	17	in	in	ADP
aps-14	72	18	design	design	NOUN
aps-14	72	19	.	.	PUNCT
aps-14	73	1	4	4	X
aps-14	73	2	.	.	X
aps-14	73	3	how	how	SCONJ
aps-14	73	4	can	can	AUX
aps-14	73	5	microsimulation	microsimulation	NOUN
aps-14	73	6	be	be	AUX
aps-14	73	7	applied	apply	VERB
aps-14	73	8	?	?	PUNCT
aps-14	74	1	there	there	PRON
aps-14	74	2	are	be	VERB
aps-14	74	3	a	a	DET
aps-14	74	4	multitude	multitude	NOUN
aps-14	74	5	of	of	ADP
aps-14	74	6	ways	way	NOUN
aps-14	74	7	to	to	PART
aps-14	74	8	undertake	undertake	VERB
aps-14	74	9	microsimulation	microsimulation	NOUN
aps-14	74	10	,	,	PUNCT
aps-14	74	11	from	from	ADP
aps-14	74	12	freely	freely	ADV
aps-14	74	13	available	available	ADJ
aps-14	74	14	custom	custom	NOUN
aps-14	74	15	software	software	NOUN
aps-14	74	16	packages	package	NOUN
aps-14	74	17	to	to	ADP
aps-14	74	18	writing	write	VERB
aps-14	74	19	your	your	PRON
aps-14	74	20	own	own	ADJ
aps-14	74	21	model	model	NOUN
aps-14	74	22	in	in	ADP
aps-14	74	23	a	a	DET
aps-14	74	24	development	development	NOUN
aps-14	74	25	language	language	NOUN
aps-14	74	26	.	.	PUNCT
aps-14	75	1	bespoke	bespoke	NOUN
aps-14	75	2	packages	package	NOUN
aps-14	75	3	are	be	AUX
aps-14	75	4	probably	probably	ADV
aps-14	75	5	the	the	DET
aps-14	75	6	easiest	easy	ADJ
aps-14	75	7	place	place	NOUN
aps-14	75	8	to	to	PART
aps-14	75	9	start	start	VERB
aps-14	75	10	.	.	PUNCT
aps-14	76	1	one	one	NUM
aps-14	76	2	excellent	excellent	ADJ
aps-14	76	3	example	example	NOUN
aps-14	76	4	is	be	AUX
aps-14	76	5	a	a	DET
aps-14	76	6	program	program	NOUN
aps-14	76	7	called	call	VERB
aps-14	76	8	the	the	DET
aps-14	76	9	flexible	flexible	ADJ
aps-14	76	10	modelling	modelling	NOUN
aps-14	76	11	framework	framework	NOUN
aps-14	76	12	(	(	PUNCT
aps-14	76	13	fmf	fmf	NOUN
aps-14	76	14	)	)	PUNCT
aps-14	76	15	,	,	PUNCT
aps-14	76	16	created	create	VERB
aps-14	76	17	specifically	specifically	ADV
aps-14	76	18	to	to	PART
aps-14	76	19	perform	perform	VERB
aps-14	76	20	spatial	spatial	ADJ
aps-14	76	21	microsimulation	microsimulation	NOUN
aps-14	76	22	(	(	PUNCT
aps-14	76	23	harland	harland	PROPN
aps-14	76	24	2013	2013	NUM
aps-14	76	25	)	)	PUNCT
aps-14	76	26	.	.	PUNCT
aps-14	77	1	the	the	DET
aps-14	77	2	fmf	fmf	PROPN
aps-14	77	3	has	have	VERB
aps-14	77	4	a	a	DET
aps-14	77	5	graphical	graphical	ADJ
aps-14	77	6	user	user	NOUN
aps-14	77	7	interface	interface	NOUN
aps-14	77	8	(	(	PUNCT
aps-14	77	9	gui	gui	NOUN
aps-14	77	10	)	)	PUNCT
aps-14	77	11	which	which	PRON
aps-14	77	12	allows	allow	VERB
aps-14	77	13	the	the	DET
aps-14	77	14	user	user	NOUN
aps-14	77	15	to	to	PART
aps-14	77	16	select	select	VERB
aps-14	77	17	input	input	NOUN
aps-14	77	18	files	file	NOUN
aps-14	77	19	and	and	CCONJ
aps-14	77	20	specify	specify	VERB
aps-14	77	21	required	required	ADJ
aps-14	77	22	options	option	NOUN
aps-14	77	23	and	and	CCONJ
aps-14	77	24	outputs	output	NOUN
aps-14	77	25	,	,	PUNCT
aps-14	77	26	circumnavigating	circumnavigate	VERB
aps-14	77	27	any	any	DET
aps-14	77	28	requirement	requirement	NOUN
aps-14	77	29	for	for	SCONJ
aps-14	77	30	the	the	DET
aps-14	77	31	user	user	NOUN
aps-14	77	32	to	to	PART
aps-14	77	33	write	write	VERB
aps-14	77	34	their	their	PRON
aps-14	77	35	own	own	ADJ
aps-14	77	36	code	code	NOUN
aps-14	77	37	.	.	PUNCT
aps-14	78	1	the	the	DET
aps-14	78	2	model	model	NOUN
aps-14	78	3	is	be	AUX
aps-14	78	4	,	,	PUNCT
aps-14	78	5	however	however	ADV
aps-14	78	6	,	,	PUNCT
aps-14	78	7	only	only	ADV
aps-14	78	8	capable	capable	ADJ
aps-14	78	9	of	of	ADP
aps-14	78	10	static	static	ADJ
aps-14	78	11	microsimulation	microsimulation	NOUN
aps-14	78	12	.	.	PUNCT
aps-14	79	1	in	in	ADP
aps-14	79	2	the	the	DET
aps-14	79	3	programming	programming	NOUN
aps-14	79	4	language	language	NOUN
aps-14	79	5	r	r	NOUN
aps-14	79	6	,	,	PUNCT
aps-14	79	7	there	there	PRON
aps-14	79	8	are	be	VERB
aps-14	79	9	several	several	ADJ
aps-14	79	10	packages	package	NOUN
aps-14	79	11	which	which	PRON
aps-14	79	12	have	have	AUX
aps-14	79	13	been	be	AUX
aps-14	79	14	developed	develop	VERB
aps-14	79	15	to	to	PART
aps-14	79	16	undertake	undertake	VERB
aps-14	79	17	microsimulation	microsimulation	NOUN
aps-14	79	18	.	.	PUNCT
aps-14	80	1	the	the	DET
aps-14	80	2	micsim	micsim	ADJ
aps-14	80	3	package	package	NOUN
aps-14	80	4	is	be	AUX
aps-14	80	5	one	one	NUM
aps-14	80	6	example	example	NOUN
aps-14	80	7	which	which	PRON
aps-14	80	8	provides	provide	VERB
aps-14	80	9	the	the	DET
aps-14	80	10	required	require	VERB
aps-14	80	11	functionality	functionality	NOUN
aps-14	80	12	to	to	PART
aps-14	80	13	undertake	undertake	VERB
aps-14	80	14	microsimulation	microsimulation	NOUN
aps-14	80	15	.	.	PUNCT
aps-14	81	1	for	for	ADP
aps-14	81	2	a	a	DET
aps-14	81	3	comprehensive	comprehensive	ADJ
aps-14	81	4	overview	overview	NOUN
aps-14	81	5	of	of	ADP
aps-14	81	6	how	how	SCONJ
aps-14	81	7	to	to	PART
aps-14	81	8	use	use	VERB
aps-14	81	9	r	r	NOUN
aps-14	81	10	to	to	PART
aps-14	81	11	undertake	undertake	VERB
aps-14	81	12	spatial	spatial	ADJ
aps-14	81	13	microsimulation	microsimulation	NOUN
aps-14	81	14	,	,	PUNCT
aps-14	81	15	see	see	VERB
aps-14	81	16	lovelace	lovelace	PROPN
aps-14	81	17	and	and	CCONJ
aps-14	81	18	dumont	dumont	PROPN
aps-14	81	19	(	(	PUNCT
aps-14	81	20	2016	2016	NUM
aps-14	81	21	)	)	PUNCT
aps-14	81	22	.	.	PUNCT
aps-14	82	1	an	an	DET
aps-14	82	2	interim	interim	ADJ
aps-14	82	3	step	step	NOUN
aps-14	82	4	between	between	ADP
aps-14	82	5	writing	write	VERB
aps-14	82	6	a	a	DET
aps-14	82	7	program	program	NOUN
aps-14	82	8	from	from	ADP
aps-14	82	9	scratch	scratch	NOUN
aps-14	82	10	and	and	CCONJ
aps-14	82	11	an	an	DET
aps-14	82	12	off	off	ADP
aps-14	82	13	-	-	PUNCT
aps-14	82	14	the	the	DET
aps-14	82	15	-	-	PUNCT
aps-14	82	16	shelf	shelf	NOUN
aps-14	82	17	gui	gui	NOUN
aps-14	82	18	is	be	AUX
aps-14	82	19	offered	offer	VERB
aps-14	82	20	by	by	ADP
aps-14	82	21	statistics	statistics	PROPN
aps-14	82	22	canada	canada	PROPN
aps-14	82	23	(	(	PUNCT
aps-14	82	24	bélanger	bélanger	NOUN
aps-14	82	25	and	and	CCONJ
aps-14	82	26	sabourin	sabourin	NOUN
aps-14	82	27	2017	2017	NUM
aps-14	82	28	)	)	PUNCT
aps-14	82	29	.	.	PUNCT
aps-14	83	1	their	their	PRON
aps-14	83	2	framework	framework	NOUN
aps-14	83	3	,	,	PUNCT
aps-14	83	4	called	call	VERB
aps-14	83	5	modgen	modgen	PROPN
aps-14	83	6	(	(	PUNCT
aps-14	83	7	model	model	NOUN
aps-14	83	8	generator	generator	PROPN
aps-14	83	9	)	)	PUNCT
aps-14	83	10	,	,	PUNCT
aps-14	83	11	implements	implement	VERB
aps-14	83	12	an	an	DET
aps-14	83	13	extension	extension	NOUN
aps-14	83	14	of	of	ADP
aps-14	83	15	the	the	DET
aps-14	83	16	c++	c++	NOUN
aps-14	83	17	language	language	NOUN
aps-14	83	18	to	to	PART
aps-14	83	19	help	help	VERB
aps-14	83	20	researchers	researcher	NOUN
aps-14	83	21	build	build	VERB
aps-14	83	22	a	a	DET
aps-14	83	23	model	model	NOUN
aps-14	83	24	to	to	ADP
aps-14	83	25	their	their	PRON
aps-14	83	26	own	own	ADJ
aps-14	83	27	specification	specification	NOUN
aps-14	83	28	,	,	PUNCT
aps-14	83	29	but	but	CCONJ
aps-14	83	30	does	do	AUX
aps-14	83	31	require	require	VERB
aps-14	83	32	some	some	DET
aps-14	83	33	development	development	NOUN
aps-14	83	34	skills	skill	NOUN
aps-14	83	35	to	to	PART
aps-14	83	36	implement	implement	VERB
aps-14	83	37	properly	properly	ADV
aps-14	83	38	.	.	PUNCT
aps-14	84	1	for	for	ADP
aps-14	84	2	the	the	DET
aps-14	84	3	examples	example	NOUN
aps-14	84	4	presented	present	VERB
aps-14	84	5	in	in	ADP
aps-14	84	6	this	this	DET
aps-14	84	7	paper	paper	NOUN
aps-14	84	8	we	we	PRON
aps-14	84	9	have	have	AUX
aps-14	84	10	chosen	choose	VERB
aps-14	84	11	to	to	PART
aps-14	84	12	write	write	VERB
aps-14	84	13	the	the	DET
aps-14	84	14	code	code	NOUN
aps-14	84	15	in	in	ADP
aps-14	84	16	r.	r.	PROPN
aps-14	84	17	this	this	PRON
aps-14	84	18	is	be	AUX
aps-14	84	19	because	because	SCONJ
aps-14	84	20	it	it	PRON
aps-14	84	21	offers	offer	VERB
aps-14	84	22	the	the	DET
aps-14	84	23	flexibility	flexibility	NOUN
aps-14	84	24	to	to	PART
aps-14	84	25	incorporate	incorporate	VERB
aps-14	84	26	data	datum	NOUN
aps-14	84	27	and	and	CCONJ
aps-14	84	28	functions	function	NOUN
aps-14	84	29	of	of	ADP
aps-14	84	30	our	our	PRON
aps-14	84	31	choosing	choosing	NOUN
aps-14	84	32	.	.	PUNCT
aps-14	85	1	also	also	ADV
aps-14	85	2	,	,	PUNCT
aps-14	85	3	because	because	SCONJ
aps-14	85	4	the	the	DET
aps-14	85	5	source	source	NOUN
aps-14	85	6	code	code	NOUN
aps-14	85	7	is	be	AUX
aps-14	85	8	freely	freely	ADV
aps-14	85	9	available	available	ADJ
aps-14	85	10	,	,	PUNCT
aps-14	85	11	it	it	PRON
aps-14	85	12	offers	offer	VERB
aps-14	85	13	researchers	researcher	NOUN
aps-14	85	14	the	the	DET
aps-14	85	15	option	option	NOUN
aps-14	85	16	of	of	ADP
aps-14	85	17	adapting	adapt	VERB
aps-14	85	18	the	the	DET
aps-14	85	19	code	code	NOUN
aps-14	85	20	to	to	ADP
aps-14	85	21	their	their	PRON
aps-14	85	22	specific	specific	ADJ
aps-14	85	23	needs	need	NOUN
aps-14	85	24	.	.	PUNCT
aps-14	86	1	a	a	DET
aps-14	86	2	slightly	slightly	ADV
aps-14	86	3	longer	long	ADJ
aps-14	86	4	initial	initial	ADJ
aps-14	86	5	outlay	outlay	NOUN
aps-14	86	6	in	in	ADP
aps-14	86	7	terms	term	NOUN
aps-14	86	8	of	of	ADP
aps-14	86	9	time	time	NOUN
aps-14	86	10	and	and	CCONJ
aps-14	86	11	learning	learn	VERB
aps-14	86	12	yields	yield	NOUN
aps-14	86	13	a	a	DET
aps-14	86	14	more	more	ADV
aps-14	86	15	flexible	flexible	ADJ
aps-14	86	16	and	and	CCONJ
aps-14	86	17	adaptable	adaptable	ADJ
aps-14	86	18	approach	approach	NOUN
aps-14	86	19	.	.	PUNCT
aps-14	87	1	5	5	NUM
aps-14	87	2	.	.	X
aps-14	87	3	two	two	NUM
aps-14	87	4	examples	example	NOUN
aps-14	87	5	:	:	PUNCT
aps-14	87	6	static	static	ADJ
aps-14	87	7	and	and	CCONJ
aps-14	87	8	dynamic	dynamic	ADJ
aps-14	87	9	microsimulation	microsimulation	NOUN
aps-14	87	10	we	we	PRON
aps-14	87	11	have	have	AUX
aps-14	87	12	produced	produce	VERB
aps-14	87	13	an	an	DET
aps-14	87	14	r	r	NOUN
aps-14	87	15	package	package	NOUN
aps-14	87	16	to	to	PART
aps-14	87	17	demonstrate	demonstrate	VERB
aps-14	87	18	the	the	DET
aps-14	87	19	techniques	technique	NOUN
aps-14	87	20	of	of	ADP
aps-14	87	21	both	both	CCONJ
aps-14	87	22	static	static	ADJ
aps-14	87	23	and	and	CCONJ
aps-14	87	24	dynamic	dynamic	ADJ
aps-14	87	25	microsimulation	microsimulation	NOUN
aps-14	87	26	with	with	ADP
aps-14	87	27	some	some	DET
aps-14	87	28	example	example	NOUN
aps-14	87	29	visualisations	visualisation	NOUN
aps-14	87	30	of	of	ADP
aps-14	87	31	the	the	DET
aps-14	87	32	results	result	NOUN
aps-14	87	33	.	.	PUNCT
aps-14	88	1	this	this	DET
aps-14	88	2	package	package	NOUN
aps-14	88	3	and	and	CCONJ
aps-14	88	4	associated	associated	ADJ
aps-14	88	5	documentation	documentation	NOUN
aps-14	88	6	can	can	AUX
aps-14	88	7	be	be	AUX
aps-14	88	8	accessed	access	VERB
aps-14	88	9	via	via	ADP
aps-14	88	10	a	a	DET
aps-14	88	11	github	github	PROPN
aps-14	88	12	repository	repository	NOUN
aps-14	88	13	(	(	PUNCT
aps-14	88	14	see	see	VERB
aps-14	88	15	https://github.com/virgesmith/demographymicrosim	https://github.com/virgesmith/demographymicrosim	NOUN
aps-14	88	16	)	)	PUNCT
aps-14	88	17	.	.	PUNCT
aps-14	89	1	in	in	ADP
aps-14	89	2	this	this	DET
aps-14	89	3	section	section	NOUN
aps-14	89	4	,	,	PUNCT
aps-14	89	5	we	we	PRON
aps-14	89	6	give	give	VERB
aps-14	89	7	a	a	DET
aps-14	89	8	description	description	NOUN
aps-14	89	9	of	of	ADP
aps-14	89	10	the	the	DET
aps-14	89	11	data	datum	NOUN
aps-14	89	12	and	and	CCONJ
aps-14	89	13	methodology	methodology	NOUN
aps-14	89	14	,	,	PUNCT
aps-14	89	15	and	and	CCONJ
aps-14	89	16	provide	provide	VERB
aps-14	89	17	some	some	DET
aps-14	89	18	example	example	NOUN
aps-14	89	19	illustrations	illustration	NOUN
aps-14	89	20	from	from	ADP
aps-14	89	21	the	the	DET
aps-14	89	22	results	result	NOUN
aps-14	89	23	.	.	PUNCT
aps-14	90	1	detailed	detailed	ADJ
aps-14	90	2	instructions	instruction	NOUN
aps-14	90	3	on	on	ADP
aps-14	90	4	how	how	SCONJ
aps-14	90	5	to	to	PART
aps-14	90	6	install	install	VERB
aps-14	90	7	and	and	CCONJ
aps-14	90	8	use	use	VERB
aps-14	90	9	the	the	DET
aps-14	90	10	package	package	NOUN
aps-14	90	11	are	be	AUX
aps-14	90	12	given	give	VERB
aps-14	90	13	in	in	ADP
aps-14	90	14	the	the	DET
aps-14	90	15	readme.md	readme.md	NOUN
aps-14	90	16	file	file	NOUN
aps-14	90	17	at	at	ADP
aps-14	90	18	the	the	DET
aps-14	90	19	github	github	PROPN
aps-14	90	20	link	link	PROPN
aps-14	90	21	.	.	PUNCT
aps-14	91	1	the	the	DET
aps-14	91	2	r	r	NOUN
aps-14	91	3	package	package	NOUN
aps-14	91	4	is	be	AUX
aps-14	91	5	self	self	NOUN
aps-14	91	6	-	-	PUNCT
aps-14	91	7	contained	contain	VERB
aps-14	91	8	in	in	ADP
aps-14	91	9	that	that	SCONJ
aps-14	91	10	it	it	PRON
aps-14	91	11	contains	contain	VERB
aps-14	91	12	all	all	DET
aps-14	91	13	the	the	DET
aps-14	91	14	code	code	NOUN
aps-14	91	15	and	and	CCONJ
aps-14	91	16	input	input	NOUN
aps-14	91	17	data	datum	NOUN
aps-14	91	18	needed	need	VERB
aps-14	91	19	for	for	ADP
aps-14	91	20	the	the	DET
aps-14	91	21	microsimulation	microsimulation	NOUN
aps-14	91	22	.	.	PUNCT
aps-14	92	1	https://github.com/virgesmith/demographymicrosim	https://github.com/virgesmith/demographymicrosim	PROPN
aps-14	92	2	australian	australian	ADJ
aps-14	92	3	population	population	NOUN
aps-14	92	4	studies	study	NOUN
aps-14	92	5	1	1	NUM
aps-14	92	6	(	(	PUNCT
aps-14	92	7	1	1	NUM
aps-14	92	8	)	)	PUNCT
aps-14	92	9	2017	2017	NUM
aps-14	92	10	lomax	lomax	PROPN
aps-14	92	11	n	n	PROPN
aps-14	92	12	and	and	CCONJ
aps-14	92	13	smith	smith	PROPN
aps-14	92	14	a	a	DET
aps-14	92	15	p	p	PROPN
aps-14	92	16	77	77	NUM
aps-14	92	17	in	in	ADP
aps-14	92	18	the	the	DET
aps-14	92	19	first	first	ADJ
aps-14	92	20	example	example	NOUN
aps-14	92	21	we	we	PRON
aps-14	92	22	use	use	VERB
aps-14	92	23	static	static	ADJ
aps-14	92	24	microsimulation	microsimulation	NOUN
aps-14	92	25	to	to	PART
aps-14	92	26	create	create	VERB
aps-14	92	27	a	a	DET
aps-14	92	28	base	base	ADJ
aps-14	92	29	human	human	ADJ
aps-14	92	30	population	population	NOUN
aps-14	92	31	for	for	ADP
aps-14	92	32	the	the	DET
aps-14	92	33	east	east	PROPN
aps-14	92	34	london	london	PROPN
aps-14	92	35	borough	borough	NOUN
aps-14	92	36	of	of	ADP
aps-14	92	37	tower	tower	NOUN
aps-14	92	38	hamlets	hamlet	NOUN
aps-14	92	39	from	from	ADP
aps-14	92	40	2011	2011	NUM
aps-14	92	41	uk	uk	PROPN
aps-14	92	42	census	census	NOUN
aps-14	92	43	data	datum	NOUN
aps-14	92	44	,	,	PUNCT
aps-14	92	45	estimating	estimate	VERB
aps-14	92	46	the	the	DET
aps-14	92	47	population	population	NOUN
aps-14	92	48	by	by	ADP
aps-14	92	49	geographical	geographical	ADJ
aps-14	92	50	location	location	NOUN
aps-14	92	51	,	,	PUNCT
aps-14	92	52	gender	gender	NOUN
aps-14	92	53	,	,	PUNCT
aps-14	92	54	age	age	NOUN
aps-14	92	55	and	and	CCONJ
aps-14	92	56	ethnicity	ethnicity	NOUN
aps-14	92	57	.	.	PUNCT
aps-14	93	1	in	in	ADP
aps-14	93	2	the	the	DET
aps-14	93	3	second	second	ADJ
aps-14	93	4	example	example	NOUN
aps-14	93	5	we	we	PRON
aps-14	93	6	take	take	VERB
aps-14	93	7	this	this	DET
aps-14	93	8	synthetic	synthetic	ADJ
aps-14	93	9	population	population	NOUN
aps-14	93	10	and	and	CCONJ
aps-14	93	11	undertake	undertake	VERB
aps-14	93	12	a	a	DET
aps-14	93	13	projection	projection	NOUN
aps-14	93	14	with	with	ADP
aps-14	93	15	dynamic	dynamic	ADJ
aps-14	93	16	microsimulation	microsimulation	NOUN
aps-14	93	17	using	use	VERB
aps-14	93	18	detailed	detailed	ADJ
aps-14	93	19	ethnicityspecific	ethnicityspecific	NOUN
aps-14	93	20	fertility	fertility	NOUN
aps-14	93	21	and	and	CCONJ
aps-14	93	22	mortality	mortality	NOUN
aps-14	93	23	data	datum	NOUN
aps-14	93	24	.	.	PUNCT
aps-14	94	1	we	we	PRON
aps-14	94	2	demonstrate	demonstrate	VERB
aps-14	94	3	ways	way	NOUN
aps-14	94	4	to	to	PART
aps-14	94	5	visualise	visualise	VERB
aps-14	94	6	the	the	DET
aps-14	94	7	estimates	estimate	NOUN
aps-14	94	8	using	use	VERB
aps-14	94	9	a	a	DET
aps-14	94	10	map	map	NOUN
aps-14	94	11	and	and	CCONJ
aps-14	94	12	population	population	NOUN
aps-14	94	13	pyramid	pyramid	NOUN
aps-14	94	14	.	.	PUNCT
aps-14	95	1	5.1	5.1	NUM
aps-14	95	2	case	case	NOUN
aps-14	95	3	study	study	NOUN
aps-14	95	4	area	area	NOUN
aps-14	95	5	the	the	DET
aps-14	95	6	east	east	PROPN
aps-14	95	7	london	london	PROPN
aps-14	95	8	borough	borough	NOUN
aps-14	95	9	of	of	ADP
aps-14	95	10	tower	tower	NOUN
aps-14	95	11	hamlets	hamlet	NOUN
aps-14	95	12	makes	make	VERB
aps-14	95	13	an	an	DET
aps-14	95	14	interesting	interesting	ADJ
aps-14	95	15	case	case	NOUN
aps-14	95	16	study	study	NOUN
aps-14	95	17	area	area	NOUN
aps-14	95	18	because	because	SCONJ
aps-14	95	19	it	it	PRON
aps-14	95	20	is	be	AUX
aps-14	95	21	one	one	NUM
aps-14	95	22	of	of	ADP
aps-14	95	23	the	the	DET
aps-14	95	24	most	most	ADV
aps-14	95	25	diverse	diverse	ADJ
aps-14	95	26	areas	area	NOUN
aps-14	95	27	in	in	ADP
aps-14	95	28	the	the	DET
aps-14	95	29	uk	uk	PROPN
aps-14	95	30	,	,	PUNCT
aps-14	95	31	both	both	CCONJ
aps-14	95	32	in	in	ADP
aps-14	95	33	terms	term	NOUN
aps-14	95	34	of	of	ADP
aps-14	95	35	its	its	PRON
aps-14	95	36	ethnic	ethnic	ADJ
aps-14	95	37	composition	composition	NOUN
aps-14	95	38	and	and	CCONJ
aps-14	95	39	its	its	PRON
aps-14	95	40	socioeconomic	socioeconomic	ADJ
aps-14	95	41	structure	structure	NOUN
aps-14	95	42	.	.	PUNCT
aps-14	96	1	this	this	DET
aps-14	96	2	part	part	NOUN
aps-14	96	3	of	of	ADP
aps-14	96	4	london	london	PROPN
aps-14	96	5	has	have	AUX
aps-14	96	6	seen	see	VERB
aps-14	96	7	successive	successive	ADJ
aps-14	96	8	waves	wave	NOUN
aps-14	96	9	of	of	ADP
aps-14	96	10	immigration	immigration	NOUN
aps-14	96	11	and	and	CCONJ
aps-14	96	12	onward	onward	NOUN
aps-14	96	13	migration	migration	NOUN
aps-14	96	14	for	for	ADP
aps-14	96	15	centuries	century	NOUN
aps-14	96	16	,	,	PUNCT
aps-14	96	17	including	include	VERB
aps-14	96	18	huguenots	huguenot	NOUN
aps-14	96	19	,	,	PUNCT
aps-14	96	20	jews	jews	PROPN
aps-14	96	21	,	,	PUNCT
aps-14	96	22	irish	irish	PROPN
aps-14	96	23	,	,	PUNCT
aps-14	96	24	bangladeshis	bangladeshis	PROPN
aps-14	96	25	and	and	CCONJ
aps-14	96	26	,	,	PUNCT
aps-14	96	27	more	more	ADV
aps-14	96	28	recently	recently	ADV
aps-14	96	29	,	,	PUNCT
aps-14	96	30	migrants	migrant	NOUN
aps-14	96	31	from	from	ADP
aps-14	96	32	eastern	eastern	PROPN
aps-14	96	33	europe	europe	PROPN
aps-14	96	34	,	,	PUNCT
aps-14	96	35	somalia	somalia	PROPN
aps-14	96	36	,	,	PUNCT
aps-14	96	37	eritrea	eritrea	PROPN
aps-14	96	38	and	and	CCONJ
aps-14	96	39	yemen	yemen	PROPN
aps-14	96	40	.	.	PUNCT
aps-14	97	1	the	the	DET
aps-14	97	2	borough	borough	NOUN
aps-14	97	3	is	be	AUX
aps-14	97	4	also	also	ADV
aps-14	97	5	a	a	DET
aps-14	97	6	place	place	NOUN
aps-14	97	7	of	of	ADP
aps-14	97	8	economic	economic	ADJ
aps-14	97	9	extremes	extreme	NOUN
aps-14	97	10	:	:	PUNCT
aps-14	97	11	areas	area	NOUN
aps-14	97	12	of	of	ADP
aps-14	97	13	poverty	poverty	NOUN
aps-14	97	14	such	such	ADJ
aps-14	97	15	as	as	ADP
aps-14	97	16	shadwell	shadwell	PROPN
aps-14	97	17	,	,	PUNCT
aps-14	97	18	whitechapel	whitechapel	PROPN
aps-14	97	19	and	and	CCONJ
aps-14	97	20	poplar	poplar	ADJ
aps-14	97	21	contrast	contrast	NOUN
aps-14	97	22	with	with	ADP
aps-14	97	23	the	the	DET
aps-14	97	24	financial	financial	ADJ
aps-14	97	25	district	district	NOUN
aps-14	97	26	of	of	ADP
aps-14	97	27	canary	canary	NOUN
aps-14	97	28	wharf	wharf	NOUN
aps-14	97	29	and	and	CCONJ
aps-14	97	30	the	the	DET
aps-14	97	31	high	high	ADJ
aps-14	97	32	-	-	PUNCT
aps-14	97	33	end	end	NOUN
aps-14	97	34	‘	'	PUNCT
aps-14	97	35	docklands	dockland	NOUN
aps-14	97	36	’	'	PUNCT
aps-14	97	37	riverside	riverside	NOUN
aps-14	97	38	housing	housing	NOUN
aps-14	97	39	developments	development	NOUN
aps-14	97	40	which	which	PRON
aps-14	97	41	have	have	AUX
aps-14	97	42	replaced	replace	VERB
aps-14	97	43	the	the	DET
aps-14	97	44	old	old	ADJ
aps-14	97	45	working	work	VERB
aps-14	97	46	docks	dock	NOUN
aps-14	97	47	.	.	PUNCT
aps-14	98	1	our	our	PRON
aps-14	98	2	estimates	estimate	NOUN
aps-14	98	3	are	be	AUX
aps-14	98	4	produced	produce	VERB
aps-14	98	5	at	at	ADP
aps-14	98	6	middle	middle	ADJ
aps-14	98	7	-	-	PUNCT
aps-14	98	8	layer	layer	NOUN
aps-14	98	9	super	super	ADJ
aps-14	98	10	output	output	NOUN
aps-14	98	11	area	area	NOUN
aps-14	98	12	(	(	PUNCT
aps-14	98	13	msoa	msoa	NOUN
aps-14	98	14	)	)	PUNCT
aps-14	98	15	spatial	spatial	ADJ
aps-14	98	16	resolution	resolution	NOUN
aps-14	98	17	.	.	PUNCT
aps-14	99	1	msoas	msoas	PROPN
aps-14	99	2	are	be	AUX
aps-14	99	3	a	a	DET
aps-14	99	4	census	census	NOUN
aps-14	99	5	geography	geography	NOUN
aps-14	99	6	where	where	SCONJ
aps-14	99	7	zones	zone	NOUN
aps-14	99	8	are	be	AUX
aps-14	99	9	aggregations	aggregation	NOUN
aps-14	99	10	of	of	ADP
aps-14	99	11	output	output	NOUN
aps-14	99	12	areas	area	NOUN
aps-14	99	13	,	,	PUNCT
aps-14	99	14	the	the	DET
aps-14	99	15	smallest	small	ADJ
aps-14	99	16	geography	geography	NOUN
aps-14	99	17	at	at	ADP
aps-14	99	18	which	which	PRON
aps-14	99	19	census	census	NOUN
aps-14	99	20	data	datum	NOUN
aps-14	99	21	are	be	AUX
aps-14	99	22	released	release	VERB
aps-14	99	23	,	,	PUNCT
aps-14	99	24	and	and	CCONJ
aps-14	99	25	designed	design	VERB
aps-14	99	26	to	to	PART
aps-14	99	27	provide	provide	VERB
aps-14	99	28	consistent	consistent	ADJ
aps-14	99	29	population	population	NOUN
aps-14	99	30	counts	count	NOUN
aps-14	99	31	across	across	ADP
aps-14	99	32	the	the	DET
aps-14	99	33	country	country	NOUN
aps-14	99	34	.	.	PUNCT
aps-14	100	1	msoas	msoas	ADJ
aps-14	100	2	contain	contain	VERB
aps-14	100	3	an	an	DET
aps-14	100	4	average	average	NOUN
aps-14	100	5	of	of	ADP
aps-14	100	6	just	just	ADV
aps-14	100	7	under	under	ADP
aps-14	100	8	8,000	8,000	NUM
aps-14	100	9	people	people	NOUN
aps-14	100	10	.	.	PUNCT
aps-14	101	1	tower	tower	NOUN
aps-14	101	2	hamlets	hamlet	NOUN
aps-14	101	3	is	be	AUX
aps-14	101	4	split	split	VERB
aps-14	101	5	into	into	ADP
aps-14	101	6	32	32	NUM
aps-14	101	7	msoas	msoas	NOUN
aps-14	101	8	and	and	CCONJ
aps-14	101	9	the	the	DET
aps-14	101	10	borough	borough	NOUN
aps-14	101	11	’s	’s	PART
aps-14	101	12	total	total	ADJ
aps-14	101	13	population	population	NOUN
aps-14	101	14	is	be	AUX
aps-14	101	15	recorded	record	VERB
aps-14	101	16	as	as	ADP
aps-14	101	17	just	just	ADV
aps-14	101	18	over	over	ADP
aps-14	101	19	250,000	250,000	NUM
aps-14	101	20	.	.	PUNCT
aps-14	102	1	the	the	DET
aps-14	102	2	method	method	NOUN
aps-14	102	3	outlined	outline	VERB
aps-14	102	4	here	here	ADV
aps-14	102	5	could	could	AUX
aps-14	102	6	be	be	AUX
aps-14	102	7	adapted	adapt	VERB
aps-14	102	8	and	and	CCONJ
aps-14	102	9	applied	apply	VERB
aps-14	102	10	to	to	ADP
aps-14	102	11	any	any	DET
aps-14	102	12	other	other	ADJ
aps-14	102	13	geography	geography	NOUN
aps-14	102	14	in	in	ADP
aps-14	102	15	the	the	DET
aps-14	102	16	uk	uk	PROPN
aps-14	102	17	or	or	CCONJ
aps-14	102	18	elsewhere	elsewhere	ADV
aps-14	102	19	,	,	PUNCT
aps-14	102	20	so	so	ADV
aps-14	102	21	long	long	ADV
aps-14	102	22	as	as	SCONJ
aps-14	102	23	the	the	DET
aps-14	102	24	data	datum	NOUN
aps-14	102	25	are	be	AUX
aps-14	102	26	available	available	ADJ
aps-14	102	27	.	.	PUNCT
aps-14	103	1	the	the	DET
aps-14	103	2	australian	australian	ADJ
aps-14	103	3	equivalent	equivalent	NOUN
aps-14	103	4	to	to	ADP
aps-14	103	5	these	these	DET
aps-14	103	6	hierarchical	hierarchical	ADJ
aps-14	103	7	census	census	NOUN
aps-14	103	8	geographies	geography	NOUN
aps-14	103	9	are	be	AUX
aps-14	103	10	statistical	statistical	ADJ
aps-14	103	11	areas	area	NOUN
aps-14	103	12	(	(	PUNCT
aps-14	103	13	sas	sas	PROPN
aps-14	103	14	)	)	PUNCT
aps-14	103	15	.	.	PUNCT
aps-14	104	1	sa2s	sa2s	NOUN
aps-14	104	2	have	have	AUX
aps-14	104	3	an	an	DET
aps-14	104	4	average	average	ADJ
aps-14	104	5	population	population	NOUN
aps-14	104	6	of	of	ADP
aps-14	104	7	about	about	ADV
aps-14	104	8	10,000	10,000	NUM
aps-14	104	9	so	so	ADV
aps-14	104	10	are	be	AUX
aps-14	104	11	the	the	DET
aps-14	104	12	nearest	near	ADJ
aps-14	104	13	equivalent	equivalent	ADJ
aps-14	104	14	to	to	ADP
aps-14	104	15	the	the	DET
aps-14	104	16	uk	uk	PROPN
aps-14	104	17	’s	’s	PART
aps-14	104	18	msoa	msoa	NOUN
aps-14	104	19	geography	geography	NOUN
aps-14	104	20	.	.	PUNCT
aps-14	105	1	5.2	5.2	NUM
aps-14	105	2	input	input	NOUN
aps-14	105	3	data	data	VERB
aps-14	105	4	the	the	DET
aps-14	105	5	input	input	NOUN
aps-14	105	6	data	datum	NOUN
aps-14	105	7	consist	consist	VERB
aps-14	105	8	of	of	ADP
aps-14	105	9	two	two	NUM
aps-14	105	10	datasets	dataset	NOUN
aps-14	105	11	,	,	PUNCT
aps-14	105	12	which	which	PRON
aps-14	105	13	are	be	AUX
aps-14	105	14	used	use	VERB
aps-14	105	15	for	for	ADP
aps-14	105	16	the	the	DET
aps-14	105	17	static	static	ADJ
aps-14	105	18	and	and	CCONJ
aps-14	105	19	dynamic	dynamic	ADJ
aps-14	105	20	microsimulation	microsimulation	NOUN
aps-14	105	21	.	.	PUNCT
aps-14	106	1	we	we	PRON
aps-14	106	2	also	also	ADV
aps-14	106	3	provide	provide	VERB
aps-14	106	4	geographical	geographical	ADJ
aps-14	106	5	boundaries	boundary	NOUN
aps-14	106	6	for	for	ADP
aps-14	106	7	the	the	DET
aps-14	106	8	visualisation	visualisation	NOUN
aps-14	106	9	of	of	ADP
aps-14	106	10	results	result	NOUN
aps-14	106	11	.	.	PUNCT
aps-14	107	1	the	the	DET
aps-14	107	2	specific	specific	ADJ
aps-14	107	3	data	datum	NOUN
aps-14	107	4	used	use	VERB
aps-14	107	5	in	in	ADP
aps-14	107	6	our	our	PRON
aps-14	107	7	example	example	NOUN
aps-14	107	8	are	be	AUX
aps-14	107	9	described	describe	VERB
aps-14	107	10	in	in	ADP
aps-14	107	11	more	more	ADJ
aps-14	107	12	detail	detail	NOUN
aps-14	107	13	in	in	ADP
aps-14	107	14	the	the	DET
aps-14	107	15	following	follow	VERB
aps-14	107	16	sections	section	NOUN
aps-14	107	17	.	.	PUNCT
aps-14	108	1	however	however	ADV
aps-14	108	2	,	,	PUNCT
aps-14	108	3	in	in	ADP
aps-14	108	4	general	general	ADJ
aps-14	108	5	terms	term	NOUN
aps-14	108	6	,	,	PUNCT
aps-14	108	7	to	to	PART
aps-14	108	8	undertake	undertake	VERB
aps-14	108	9	a	a	DET
aps-14	108	10	static	static	ADJ
aps-14	108	11	microsimulation	microsimulation	NOUN
aps-14	108	12	as	as	SCONJ
aps-14	108	13	described	describe	VERB
aps-14	108	14	in	in	ADP
aps-14	108	15	this	this	DET
aps-14	108	16	paper	paper	NOUN
aps-14	108	17	the	the	DET
aps-14	108	18	user	user	NOUN
aps-14	108	19	will	will	AUX
aps-14	108	20	need	need	VERB
aps-14	108	21	one	one	NUM
aps-14	108	22	or	or	CCONJ
aps-14	108	23	more	more	ADJ
aps-14	108	24	datasets	dataset	NOUN
aps-14	108	25	containing	contain	VERB
aps-14	108	26	full	full	ADJ
aps-14	108	27	enumeration	enumeration	NOUN
aps-14	108	28	of	of	ADP
aps-14	108	29	the	the	DET
aps-14	108	30	population	population	NOUN
aps-14	108	31	of	of	ADP
aps-14	108	32	interest	interest	NOUN
aps-14	108	33	(	(	PUNCT
aps-14	108	34	e.g.	e.g.	ADV
aps-14	108	35	from	from	ADP
aps-14	108	36	a	a	DET
aps-14	108	37	census	census	NOUN
aps-14	108	38	)	)	PUNCT
aps-14	108	39	,	,	PUNCT
aps-14	108	40	disaggregated	disaggregate	VERB
aps-14	108	41	by	by	ADP
aps-14	108	42	some	some	DET
aps-14	108	43	attributes	attribute	NOUN
aps-14	108	44	.	.	PUNCT
aps-14	109	1	subsequent	subsequent	ADJ
aps-14	109	2	tables	table	NOUN
aps-14	109	3	do	do	AUX
aps-14	109	4	n’t	not	PART
aps-14	109	5	need	need	VERB
aps-14	109	6	to	to	PART
aps-14	109	7	provide	provide	VERB
aps-14	109	8	full	full	ADJ
aps-14	109	9	enumeration	enumeration	NOUN
aps-14	109	10	and	and	CCONJ
aps-14	109	11	some	some	DET
aps-14	109	12	attributes	attribute	NOUN
aps-14	109	13	need	need	VERB
aps-14	109	14	to	to	PART
aps-14	109	15	match	match	VERB
aps-14	109	16	if	if	SCONJ
aps-14	109	17	drawing	draw	VERB
aps-14	109	18	from	from	ADP
aps-14	109	19	a	a	DET
aps-14	109	20	number	number	NOUN
aps-14	109	21	of	of	ADP
aps-14	109	22	tables	table	NOUN
aps-14	109	23	.	.	PUNCT
aps-14	110	1	to	to	PART
aps-14	110	2	undertake	undertake	VERB
aps-14	110	3	dynamic	dynamic	ADJ
aps-14	110	4	microsimulation	microsimulation	NOUN
aps-14	110	5	the	the	DET
aps-14	110	6	user	user	NOUN
aps-14	110	7	will	will	AUX
aps-14	110	8	additionally	additionally	ADV
aps-14	110	9	need	need	VERB
aps-14	110	10	demographic	demographic	ADJ
aps-14	110	11	rates	rate	NOUN
aps-14	110	12	for	for	ADP
aps-14	110	13	the	the	DET
aps-14	110	14	population	population	NOUN
aps-14	110	15	of	of	ADP
aps-14	110	16	interest	interest	NOUN
aps-14	110	17	(	(	PUNCT
aps-14	110	18	e.g.	e.g.	ADV
aps-14	110	19	from	from	ADP
aps-14	110	20	vital	vital	ADJ
aps-14	110	21	registration	registration	NOUN
aps-14	110	22	data	datum	NOUN
aps-14	110	23	)	)	PUNCT
aps-14	110	24	.	.	PUNCT
aps-14	111	1	these	these	PRON
aps-14	111	2	need	need	AUX
aps-14	111	3	not	not	PART
aps-14	111	4	be	be	AUX
aps-14	111	5	at	at	ADP
aps-14	111	6	the	the	DET
aps-14	111	7	same	same	ADJ
aps-14	111	8	spatial	spatial	ADJ
aps-14	111	9	scale	scale	NOUN
aps-14	111	10	,	,	PUNCT
aps-14	111	11	as	as	SCONJ
aps-14	111	12	shown	show	VERB
aps-14	111	13	in	in	ADP
aps-14	111	14	our	our	PRON
aps-14	111	15	example	example	NOUN
aps-14	111	16	.	.	PUNCT
aps-14	112	1	to	to	PART
aps-14	112	2	replicate	replicate	VERB
aps-14	112	3	the	the	DET
aps-14	112	4	visualisation	visualisation	NOUN
aps-14	112	5	of	of	ADP
aps-14	112	6	results	result	NOUN
aps-14	112	7	,	,	PUNCT
aps-14	112	8	our	our	PRON
aps-14	112	9	code	code	NOUN
aps-14	112	10	can	can	AUX
aps-14	112	11	be	be	AUX
aps-14	112	12	adapted	adapt	VERB
aps-14	112	13	to	to	PART
aps-14	112	14	deal	deal	VERB
aps-14	112	15	with	with	ADP
aps-14	112	16	any	any	DET
aps-14	112	17	spatial	spatial	ADJ
aps-14	112	18	system	system	NOUN
aps-14	112	19	if	if	SCONJ
aps-14	112	20	shapefiles	shapefile	NOUN
aps-14	112	21	are	be	AUX
aps-14	112	22	available	available	ADJ
aps-14	112	23	.	.	PUNCT
aps-14	113	1	5.2.1	5.2.1	NUM
aps-14	113	2	aggregate	aggregate	ADJ
aps-14	113	3	population	population	NOUN
aps-14	113	4	data	datum	NOUN
aps-14	113	5	we	we	PRON
aps-14	113	6	use	use	VERB
aps-14	113	7	data	datum	NOUN
aps-14	113	8	from	from	ADP
aps-14	113	9	the	the	DET
aps-14	113	10	uk	uk	PROPN
aps-14	113	11	2011	2011	NUM
aps-14	113	12	census	census	NOUN
aps-14	113	13	of	of	ADP
aps-14	113	14	population	population	NOUN
aps-14	113	15	to	to	PART
aps-14	113	16	create	create	VERB
aps-14	113	17	the	the	DET
aps-14	113	18	microsimulated	microsimulated	ADJ
aps-14	113	19	synthetic	synthetic	ADJ
aps-14	113	20	population	population	NOUN
aps-14	113	21	.	.	PUNCT
aps-14	114	1	the	the	DET
aps-14	114	2	2011	2011	NUM
aps-14	114	3	census	census	NOUN
aps-14	114	4	provides	provide	VERB
aps-14	114	5	counts	count	NOUN
aps-14	114	6	of	of	ADP
aps-14	114	7	people	people	NOUN
aps-14	114	8	by	by	ADP
aps-14	114	9	area	area	NOUN
aps-14	114	10	(	(	PUNCT
aps-14	114	11	in	in	ADP
aps-14	114	12	this	this	DET
aps-14	114	13	case	case	NOUN
aps-14	114	14	msoa	msoa	NOUN
aps-14	114	15	)	)	PUNCT
aps-14	114	16	,	,	PUNCT
aps-14	114	17	cross	cros	VERB
aps-14	114	18	-	-	VERB
aps-14	114	19	tabulated	tabulate	VERB
aps-14	114	20	by	by	ADP
aps-14	114	21	a	a	DET
aps-14	114	22	number	number	NOUN
aps-14	114	23	of	of	ADP
aps-14	114	24	characteristics	characteristic	NOUN
aps-14	114	25	.	.	PUNCT
aps-14	115	1	census	census	NOUN
aps-14	115	2	data	datum	NOUN
aps-14	115	3	used	use	VERB
aps-14	115	4	here	here	ADV
aps-14	115	5	are	be	AUX
aps-14	115	6	sourced	source	VERB
aps-14	115	7	from	from	ADP
aps-14	115	8	nomis	nomis	ADJ
aps-14	115	9	official	official	ADJ
aps-14	115	10	labour	labour	ADJ
aps-14	115	11	market	market	NOUN
aps-14	115	12	statistics	statistic	NOUN
aps-14	115	13	(	(	PUNCT
aps-14	115	14	https://www.nomisweb.co.uk/	https://www.nomisweb.co.uk/	NOUN
aps-14	115	15	)	)	PUNCT
aps-14	115	16	and	and	CCONJ
aps-14	115	17	contain	contain	VERB
aps-14	115	18	public	public	ADJ
aps-14	115	19	sector	sector	NOUN
aps-14	115	20	information	information	NOUN
aps-14	115	21	licensed	license	VERB
aps-14	115	22	under	under	ADP
aps-14	115	23	the	the	DET
aps-14	115	24	open	open	ADJ
aps-14	115	25	government	government	NOUN
aps-14	115	26	licence	licence	NOUN
aps-14	115	27	v3.0	v3.0	NOUN
aps-14	115	28	.	.	PUNCT
aps-14	116	1	https://www.nomisweb.co.uk/	https://www.nomisweb.co.uk/	VERB
aps-14	116	2	78	78	NUM
aps-14	116	3	lomax	lomax	PROPN
aps-14	116	4	n	n	PROPN
aps-14	116	5	and	and	CCONJ
aps-14	116	6	smith	smith	PROPN
aps-14	116	7	a	a	DET
aps-14	116	8	p	p	PROPN
aps-14	116	9	australian	australian	ADJ
aps-14	116	10	population	population	NOUN
aps-14	116	11	studies	study	NOUN
aps-14	116	12	1	1	NUM
aps-14	116	13	(	(	PUNCT
aps-14	116	14	1	1	NUM
aps-14	116	15	)	)	PUNCT
aps-14	116	16	2017	2017	NUM
aps-14	116	17	we	we	PRON
aps-14	116	18	have	have	AUX
aps-14	116	19	used	use	VERB
aps-14	116	20	the	the	DET
aps-14	116	21	following	following	ADJ
aps-14	116	22	tables	table	NOUN
aps-14	116	23	:	:	PUNCT
aps-14	116	24	•	•	NUM
aps-14	116	25	dc2101ew	dc2101ew	PROPN
aps-14	116	26	:	:	PUNCT
aps-14	116	27	ethnic	ethnic	ADJ
aps-14	116	28	group	group	NOUN
aps-14	116	29	by	by	ADP
aps-14	116	30	sex	sex	NOUN
aps-14	116	31	by	by	ADP
aps-14	116	32	age	age	NOUN
aps-14	116	33	.	.	PUNCT
aps-14	117	1	after	after	ADP
aps-14	117	2	processing	process	VERB
aps-14	117	3	we	we	PRON
aps-14	117	4	have	have	AUX
aps-14	117	5	named	name	VERB
aps-14	117	6	this	this	DET
aps-14	117	7	file	file	NOUN
aps-14	117	8	sexageeth.csv	sexageeth.csv	PUNCT
aps-14	117	9	in	in	ADP
aps-14	117	10	the	the	DET
aps-14	117	11	github	github	PROPN
aps-14	117	12	repository	repository	NOUN
aps-14	117	13	.	.	PUNCT
aps-14	118	1	it	it	PRON
aps-14	118	2	provides	provide	VERB
aps-14	118	3	a	a	DET
aps-14	118	4	count	count	NOUN
aps-14	118	5	of	of	ADP
aps-14	118	6	persons	person	NOUN
aps-14	118	7	by	by	ADP
aps-14	118	8	msoa	msoa	NOUN
aps-14	118	9	by	by	ADP
aps-14	118	10	sex	sex	NOUN
aps-14	118	11	by	by	ADP
aps-14	118	12	age	age	NOUN
aps-14	118	13	band	band	NOUN
aps-14	118	14	by	by	ADP
aps-14	118	15	ethnicity	ethnicity	NOUN
aps-14	118	16	.	.	PUNCT
aps-14	119	1	•	•	NUM
aps-14	119	2	dc1117ew	dc1117ew	PROPN
aps-14	119	3	:	:	PUNCT
aps-14	119	4	sex	sex	NOUN
aps-14	119	5	by	by	ADP
aps-14	119	6	single	single	ADJ
aps-14	119	7	year	year	NOUN
aps-14	119	8	of	of	ADP
aps-14	119	9	age	age	NOUN
aps-14	119	10	.	.	PUNCT
aps-14	120	1	after	after	ADP
aps-14	120	2	processing	process	VERB
aps-14	120	3	we	we	PRON
aps-14	120	4	have	have	AUX
aps-14	120	5	named	name	VERB
aps-14	120	6	this	this	DET
aps-14	120	7	file	file	NOUN
aps-14	120	8	sexageyear.csv	sexageyear.csv	ADJ
aps-14	120	9	.	.	PUNCT
aps-14	121	1	it	it	PRON
aps-14	121	2	provides	provide	VERB
aps-14	121	3	a	a	DET
aps-14	121	4	count	count	NOUN
aps-14	121	5	of	of	ADP
aps-14	121	6	persons	person	NOUN
aps-14	121	7	by	by	ADP
aps-14	121	8	msoa	msoa	NOUN
aps-14	121	9	by	by	ADP
aps-14	121	10	sex	sex	NOUN
aps-14	121	11	by	by	ADP
aps-14	121	12	single	single	ADJ
aps-14	121	13	year	year	NOUN
aps-14	121	14	of	of	ADP
aps-14	121	15	age	age	NOUN
aps-14	121	16	.	.	PUNCT
aps-14	122	1	the	the	DET
aps-14	122	2	data	data	NOUN
aps-14	122	3	tables	table	NOUN
aps-14	122	4	contain	contain	VERB
aps-14	122	5	the	the	DET
aps-14	122	6	following	follow	VERB
aps-14	122	7	fields	field	NOUN
aps-14	122	8	,	,	PUNCT
aps-14	122	9	where	where	SCONJ
aps-14	122	10	‘	'	PUNCT
aps-14	122	11	persons	person	NOUN
aps-14	122	12	’	'	PUNCT
aps-14	122	13	is	be	AUX
aps-14	122	14	the	the	DET
aps-14	122	15	count	count	NOUN
aps-14	122	16	of	of	ADP
aps-14	122	17	each	each	DET
aps-14	122	18	cross	cross	NOUN
aps-14	122	19	tabulation	tabulation	NOUN
aps-14	122	20	:	:	PUNCT
aps-14	122	21	•	•	NUM
aps-14	122	22	msoa	msoa	NOUN
aps-14	122	23	:	:	PUNCT
aps-14	122	24	identification	identification	NOUN
aps-14	122	25	code	code	NOUN
aps-14	122	26	for	for	ADP
aps-14	122	27	the	the	DET
aps-14	122	28	32	32	NUM
aps-14	122	29	msoas	msoas	NOUN
aps-14	122	30	within	within	ADP
aps-14	122	31	tower	tower	NOUN
aps-14	122	32	hamlets	hamlet	NOUN
aps-14	122	33	•	•	ADP
aps-14	122	34	sex	sex	NOUN
aps-14	122	35	:	:	PUNCT
aps-14	122	36	m	m	PROPN
aps-14	122	37	(	(	PUNCT
aps-14	122	38	male	male	NOUN
aps-14	122	39	)	)	PUNCT
aps-14	122	40	and	and	CCONJ
aps-14	122	41	f	f	PROPN
aps-14	122	42	(	(	PUNCT
aps-14	122	43	female	female	NOUN
aps-14	122	44	)	)	PUNCT
aps-14	122	45	•	•	NUM
aps-14	122	46	age	age	NOUN
aps-14	122	47	band	band	NOUN
aps-14	122	48	:	:	PUNCT
aps-14	122	49	0	0	NUM
aps-14	122	50	-	-	SYM
aps-14	122	51	4	4	NUM
aps-14	122	52	,	,	PUNCT
aps-14	122	53	5	5	NUM
aps-14	122	54	-	-	SYM
aps-14	122	55	7	7	NUM
aps-14	122	56	,	,	PUNCT
aps-14	122	57	8	8	NUM
aps-14	122	58	-	-	SYM
aps-14	122	59	9	9	NUM
aps-14	122	60	,	,	PUNCT
aps-14	122	61	10	10	NUM
aps-14	122	62	-	-	SYM
aps-14	122	63	14	14	NUM
aps-14	122	64	,	,	PUNCT
aps-14	122	65	15	15	NUM
aps-14	122	66	,	,	PUNCT
aps-14	122	67	16	16	NUM
aps-14	122	68	-	-	SYM
aps-14	122	69	17	17	NUM
aps-14	122	70	,	,	PUNCT
aps-14	122	71	18	18	NUM
aps-14	122	72	-	-	SYM
aps-14	122	73	19	19	NUM
aps-14	122	74	,	,	PUNCT
aps-14	122	75	20	20	NUM
aps-14	122	76	-	-	SYM
aps-14	122	77	24	24	NUM
aps-14	122	78	,	,	PUNCT
aps-14	122	79	25	25	NUM
aps-14	122	80	-	-	SYM
aps-14	122	81	29	29	NUM
aps-14	122	82	,	,	PUNCT
aps-14	122	83	30	30	NUM
aps-14	122	84	-	-	SYM
aps-14	122	85	34	34	NUM
aps-14	122	86	,	,	PUNCT
aps-14	122	87	35	35	NUM
aps-14	122	88	-	-	SYM
aps-14	122	89	39	39	NUM
aps-14	122	90	,	,	PUNCT
aps-14	122	91	40	40	NUM
aps-14	122	92	-	-	SYM
aps-14	122	93	44	44	NUM
aps-14	122	94	,	,	PUNCT
aps-14	122	95	45	45	NUM
aps-14	122	96	-	-	SYM
aps-14	122	97	49	49	NUM
aps-14	122	98	,	,	PUNCT
aps-14	122	99	50	50	NUM
aps-14	122	100	-	-	SYM
aps-14	122	101	54	54	NUM
aps-14	122	102	,	,	PUNCT
aps-14	122	103	55	55	NUM
aps-14	122	104	-	-	SYM
aps-14	122	105	59	59	NUM
aps-14	122	106	,	,	PUNCT
aps-14	122	107	60	60	NUM
aps-14	122	108	-	-	SYM
aps-14	122	109	64	64	NUM
aps-14	122	110	,	,	PUNCT
aps-14	122	111	65	65	NUM
aps-14	122	112	-	-	SYM
aps-14	122	113	69	69	NUM
aps-14	122	114	,	,	PUNCT
aps-14	122	115	70	70	NUM
aps-14	122	116	-	-	SYM
aps-14	122	117	74	74	NUM
aps-14	122	118	,	,	PUNCT
aps-14	122	119	75	75	NUM
aps-14	122	120	-	-	SYM
aps-14	122	121	79	79	NUM
aps-14	122	122	,	,	PUNCT
aps-14	122	123	80	80	NUM
aps-14	122	124	-	-	SYM
aps-14	122	125	84	84	NUM
aps-14	122	126	,	,	PUNCT
aps-14	122	127	85	85	NUM
aps-14	122	128	+	+	NUM
aps-14	122	129	•	•	NUM
aps-14	122	130	age	age	NOUN
aps-14	122	131	:	:	PUNCT
aps-14	122	132	individual	individual	ADJ
aps-14	122	133	years	year	NOUN
aps-14	122	134	up	up	ADP
aps-14	122	135	to	to	ADP
aps-14	122	136	84	84	NUM
aps-14	122	137	,	,	PUNCT
aps-14	122	138	then	then	ADV
aps-14	122	139	a	a	DET
aps-14	122	140	single	single	ADJ
aps-14	122	141	85	85	NUM
aps-14	122	142	+	+	NUM
aps-14	122	143	category	category	NOUN
aps-14	122	144	•	•	NUM
aps-14	122	145	ethnicity	ethnicity	NOUN
aps-14	122	146	:	:	PUNCT
aps-14	122	147	ban	ban	NOUN
aps-14	122	148	(	(	PUNCT
aps-14	122	149	bangladeshi	bangladeshi	NOUN
aps-14	122	150	)	)	PUNCT
aps-14	122	151	,	,	PUNCT
aps-14	122	152	bla	bla	NOUN
aps-14	122	153	(	(	PUNCT
aps-14	122	154	black	black	ADJ
aps-14	122	155	african	african	PROPN
aps-14	122	156	)	)	PUNCT
aps-14	122	157	,	,	PUNCT
aps-14	122	158	blc	blc	PROPN
aps-14	122	159	(	(	PUNCT
aps-14	122	160	black	black	ADJ
aps-14	122	161	caribbean	caribbean	NOUN
aps-14	122	162	)	)	PUNCT
aps-14	122	163	,	,	PUNCT
aps-14	122	164	chi	chi	NOUN
aps-14	122	165	(	(	PUNCT
aps-14	122	166	chinese	chinese	PROPN
aps-14	122	167	)	)	PUNCT
aps-14	122	168	,	,	PUNCT
aps-14	122	169	ind	ind	NOUN
aps-14	122	170	(	(	PUNCT
aps-14	122	171	indian	indian	PROPN
aps-14	122	172	)	)	PUNCT
aps-14	122	173	,	,	PUNCT
aps-14	122	174	mix	mix	NOUN
aps-14	122	175	(	(	PUNCT
aps-14	122	176	mixed	mixed	ADJ
aps-14	122	177	)	)	PUNCT
aps-14	122	178	,	,	PUNCT
aps-14	122	179	oas	oas	PROPN
aps-14	122	180	(	(	PUNCT
aps-14	122	181	other	other	ADJ
aps-14	122	182	asian	asian	NOUN
aps-14	122	183	)	)	PUNCT
aps-14	122	184	,	,	PUNCT
aps-14	122	185	obl	obl	INTJ
aps-14	122	186	(	(	PUNCT
aps-14	122	187	other	other	ADJ
aps-14	122	188	black	black	NOUN
aps-14	122	189	)	)	PUNCT
aps-14	122	190	,	,	PUNCT
aps-14	122	191	oth	oth	PROPN
aps-14	122	192	(	(	PUNCT
aps-14	122	193	other	other	ADJ
aps-14	122	194	)	)	PUNCT
aps-14	122	195	,	,	PUNCT
aps-14	122	196	pak	pak	NOUN
aps-14	122	197	(	(	PUNCT
aps-14	122	198	pakistani	pakistani	ADJ
aps-14	122	199	)	)	PUNCT
aps-14	122	200	,	,	PUNCT
aps-14	122	201	wbi	wbi	X
aps-14	122	202	(	(	PUNCT
aps-14	122	203	white	white	ADJ
aps-14	122	204	british	british	PROPN
aps-14	122	205	)	)	PUNCT
aps-14	122	206	,	,	PUNCT
aps-14	122	207	who	who	PRON
aps-14	122	208	(	(	PUNCT
aps-14	122	209	white	white	ADJ
aps-14	122	210	other	other	ADJ
aps-14	122	211	)	)	PUNCT
aps-14	122	212	.	.	PUNCT
aps-14	123	1	the	the	DET
aps-14	123	2	categories	category	NOUN
aps-14	123	3	for	for	ADP
aps-14	123	4	ethnicity	ethnicity	NOUN
aps-14	123	5	have	have	AUX
aps-14	123	6	been	be	AUX
aps-14	123	7	aggregated	aggregate	VERB
aps-14	123	8	from	from	ADP
aps-14	123	9	the	the	DET
aps-14	123	10	original	original	ADJ
aps-14	123	11	census	census	NOUN
aps-14	123	12	categories	category	NOUN
aps-14	123	13	in	in	ADP
aps-14	123	14	order	order	NOUN
aps-14	123	15	to	to	PART
aps-14	123	16	be	be	AUX
aps-14	123	17	consistent	consistent	ADJ
aps-14	123	18	with	with	ADP
aps-14	123	19	the	the	DET
aps-14	123	20	fertility	fertility	NOUN
aps-14	123	21	and	and	CCONJ
aps-14	123	22	mortality	mortality	NOUN
aps-14	123	23	data	datum	NOUN
aps-14	123	24	discussed	discuss	VERB
aps-14	123	25	below	below	ADV
aps-14	123	26	.	.	PUNCT
aps-14	124	1	figure	figure	NOUN
aps-14	124	2	1	1	NUM
aps-14	124	3	provides	provide	VERB
aps-14	124	4	an	an	DET
aps-14	124	5	extract	extract	NOUN
aps-14	124	6	from	from	ADP
aps-14	124	7	the	the	DET
aps-14	124	8	two	two	NUM
aps-14	124	9	constraint	constraint	NOUN
aps-14	124	10	tables	table	NOUN
aps-14	124	11	.	.	PUNCT
aps-14	125	1	we	we	PRON
aps-14	125	2	can	can	AUX
aps-14	125	3	see	see	VERB
aps-14	125	4	that	that	SCONJ
aps-14	125	5	both	both	DET
aps-14	125	6	tables	table	NOUN
aps-14	125	7	contain	contain	VERB
aps-14	125	8	useful	useful	ADJ
aps-14	125	9	information	information	NOUN
aps-14	125	10	but	but	CCONJ
aps-14	125	11	are	be	AUX
aps-14	125	12	not	not	PART
aps-14	125	13	consistent	consistent	ADJ
aps-14	125	14	with	with	ADP
aps-14	125	15	each	each	DET
aps-14	125	16	other	other	ADJ
aps-14	125	17	.	.	PUNCT
aps-14	126	1	a	a	DET
aps-14	126	2	b	b	NUM
aps-14	126	3	figure	figure	NOUN
aps-14	126	4	1	1	NUM
aps-14	126	5	:	:	PUNCT
aps-14	126	6	extracts	extract	NOUN
aps-14	126	7	from	from	ADP
aps-14	126	8	(	(	PUNCT
aps-14	126	9	a	a	DET
aps-14	126	10	)	)	PUNCT
aps-14	126	11	table	table	NOUN
aps-14	126	12	sexageeth.csv	sexageeth.csv	PUNCT
aps-14	126	13	and	and	CCONJ
aps-14	126	14	(	(	PUNCT
aps-14	126	15	b	b	NOUN
aps-14	126	16	)	)	PUNCT
aps-14	126	17	table	table	NOUN
aps-14	126	18	sexageyear.csv	sexageyear.csv	X
aps-14	126	19	.	.	PUNCT
aps-14	127	1	5.2.2	5.2.2	NUM
aps-14	127	2	fertility	fertility	NOUN
aps-14	127	3	and	and	CCONJ
aps-14	127	4	mortality	mortality	NOUN
aps-14	127	5	rate	rate	NOUN
aps-14	127	6	data	datum	NOUN
aps-14	127	7	there	there	PRON
aps-14	127	8	is	be	VERB
aps-14	127	9	substantial	substantial	ADJ
aps-14	127	10	variation	variation	NOUN
aps-14	127	11	in	in	ADP
aps-14	127	12	the	the	DET
aps-14	127	13	rates	rate	NOUN
aps-14	127	14	of	of	ADP
aps-14	127	15	mortality	mortality	NOUN
aps-14	127	16	and	and	CCONJ
aps-14	127	17	fertility	fertility	NOUN
aps-14	127	18	for	for	ADP
aps-14	127	19	different	different	ADJ
aps-14	127	20	ethnic	ethnic	ADJ
aps-14	127	21	groups	group	NOUN
aps-14	127	22	(	(	PUNCT
aps-14	127	23	rees	ree	NOUN
aps-14	127	24	et	et	PROPN
aps-14	127	25	al	al	PROPN
aps-14	127	26	.	.	PROPN
aps-14	127	27	2009	2009	NUM
aps-14	127	28	;	;	PUNCT
aps-14	127	29	norman	norman	PROPN
aps-14	127	30	et	et	PROPN
aps-14	127	31	al	al	PROPN
aps-14	127	32	.	.	PROPN
aps-14	127	33	2014	2014	NUM
aps-14	127	34	)	)	PUNCT
aps-14	127	35	,	,	PUNCT
aps-14	127	36	and	and	CCONJ
aps-14	127	37	it	it	PRON
aps-14	127	38	is	be	AUX
aps-14	127	39	important	important	ADJ
aps-14	127	40	that	that	SCONJ
aps-14	127	41	our	our	PRON
aps-14	127	42	microsimulation	microsimulation	NOUN
aps-14	127	43	captures	capture	VERB
aps-14	127	44	this	this	PRON
aps-14	127	45	.	.	PUNCT
aps-14	128	1	we	we	PRON
aps-14	128	2	use	use	VERB
aps-14	128	3	ethnic	ethnic	ADJ
aps-14	128	4	-	-	PUNCT
aps-14	128	5	specific	specific	ADJ
aps-14	128	6	fertility	fertility	NOUN
aps-14	128	7	and	and	CCONJ
aps-14	128	8	mortality	mortality	NOUN
aps-14	128	9	rates	rate	NOUN
aps-14	128	10	produced	produce	VERB
aps-14	128	11	as	as	ADP
aps-14	128	12	part	part	NOUN
aps-14	128	13	of	of	ADP
aps-14	128	14	the	the	DET
aps-14	128	15	newethpop	newethpop	ADJ
aps-14	128	16	project	project	NOUN
aps-14	128	17	.	.	PUNCT
aps-14	129	1	newethpop	newethpop	PROPN
aps-14	129	2	has	have	AUX
aps-14	129	3	produced	produce	VERB
aps-14	129	4	population	population	NOUN
aps-14	129	5	projections	projection	NOUN
aps-14	129	6	for	for	ADP
aps-14	129	7	uk	uk	PROPN
aps-14	129	8	local	local	ADJ
aps-14	129	9	authorities	authority	NOUN
aps-14	129	10	,	,	PUNCT
aps-14	129	11	disaggregated	disaggregate	VERB
aps-14	129	12	by	by	ADP
aps-14	129	13	age	age	NOUN
aps-14	129	14	,	,	PUNCT
aps-14	129	15	sex	sex	NOUN
aps-14	129	16	and	and	CCONJ
aps-14	129	17	ethnic	ethnic	ADJ
aps-14	129	18	group	group	NOUN
aps-14	129	19	,	,	PUNCT
aps-14	129	20	that	that	PRON
aps-14	129	21	capture	capture	VERB
aps-14	129	22	the	the	DET
aps-14	129	23	variation	variation	NOUN
aps-14	129	24	in	in	ADP
aps-14	129	25	demographic	demographic	ADJ
aps-14	129	26	components	component	NOUN
aps-14	129	27	which	which	PRON
aps-14	129	28	is	be	AUX
aps-14	129	29	mostly	mostly	ADV
aps-14	129	30	missed	miss	VERB
aps-14	129	31	by	by	ADP
aps-14	129	32	other	other	ADJ
aps-14	129	33	(	(	PUNCT
aps-14	129	34	nonethnic	nonethnic	ADJ
aps-14	129	35	disaggregated	disaggregate	VERB
aps-14	129	36	)	)	PUNCT
aps-14	129	37	projections	projection	NOUN
aps-14	129	38	.	.	PUNCT
aps-14	130	1	for	for	ADP
aps-14	130	2	more	more	ADJ
aps-14	130	3	information	information	NOUN
aps-14	130	4	on	on	ADP
aps-14	130	5	the	the	DET
aps-14	130	6	project	project	NOUN
aps-14	130	7	see	see	VERB
aps-14	130	8	rees	ree	NOUN
aps-14	130	9	et	et	PROPN
aps-14	130	10	al	al	PROPN
aps-14	130	11	.	.	PROPN
aps-14	131	1	(	(	PUNCT
aps-14	131	2	2017	2017	NUM
aps-14	131	3	)	)	PUNCT
aps-14	131	4	.	.	PUNCT
aps-14	132	1	projection	projection	NOUN
aps-14	132	2	results	result	NOUN
aps-14	132	3	can	can	AUX
aps-14	132	4	be	be	AUX
aps-14	132	5	downloaded	download	VERB
aps-14	132	6	from	from	ADP
aps-14	132	7	www.ethpop.org	www.ethpop.org	PROPN
aps-14	132	8	.	.	PUNCT
aps-14	133	1	https://github.com/virgesmith/demographymicrosim/blob/master/data/sexageeth.csv	https://github.com/virgesmith/demographymicrosim/blob/master/data/sexageeth.csv	NUM
aps-14	133	2	https://github.com/virgesmith/demographymicrosim/blob/master/data/sexageyear.csv	https://github.com/virgesmith/demographymicrosim/blob/master/data/sexageyear.csv	PRON
aps-14	133	3	http://www.ethpop.org/	http://www.ethpop.org/	ADJ
aps-14	133	4	australian	australian	ADJ
aps-14	133	5	population	population	NOUN
aps-14	133	6	studies	study	NOUN
aps-14	133	7	1	1	NUM
aps-14	133	8	(	(	PUNCT
aps-14	133	9	1	1	NUM
aps-14	133	10	)	)	PUNCT
aps-14	133	11	2017	2017	NUM
aps-14	133	12	lomax	lomax	PROPN
aps-14	133	13	n	n	PROPN
aps-14	133	14	and	and	CCONJ
aps-14	133	15	smith	smith	PROPN
aps-14	133	16	a	a	DET
aps-14	133	17	p	p	ADJ
aps-14	133	18	79	79	NUM
aps-14	133	19	rates	rate	NOUN
aps-14	133	20	by	by	ADP
aps-14	133	21	ethnicity	ethnicity	NOUN
aps-14	133	22	and	and	CCONJ
aps-14	133	23	single	single	ADJ
aps-14	133	24	year	year	NOUN
aps-14	133	25	of	of	ADP
aps-14	133	26	age	age	NOUN
aps-14	133	27	are	be	AUX
aps-14	133	28	available	available	ADJ
aps-14	133	29	for	for	ADP
aps-14	133	30	the	the	DET
aps-14	133	31	entire	entire	ADJ
aps-14	133	32	borough	borough	NOUN
aps-14	133	33	of	of	ADP
aps-14	133	34	tower	tower	NOUN
aps-14	133	35	hamlets	hamlet	NOUN
aps-14	133	36	.	.	PUNCT
aps-14	134	1	these	these	DET
aps-14	134	2	rates	rate	NOUN
aps-14	134	3	are	be	AUX
aps-14	134	4	not	not	PART
aps-14	134	5	differentiated	differentiate	VERB
aps-14	134	6	at	at	ADP
aps-14	134	7	any	any	DET
aps-14	134	8	smaller	small	ADJ
aps-14	134	9	geographical	geographical	ADJ
aps-14	134	10	scale	scale	NOUN
aps-14	134	11	.	.	PUNCT
aps-14	135	1	we	we	PRON
aps-14	135	2	use	use	VERB
aps-14	135	3	this	this	DET
aps-14	135	4	information	information	NOUN
aps-14	135	5	in	in	ADP
aps-14	135	6	the	the	DET
aps-14	135	7	microsimulated	microsimulated	ADJ
aps-14	135	8	population	population	NOUN
aps-14	135	9	projection	projection	NOUN
aps-14	135	10	.	.	PUNCT
aps-14	136	1	note	note	VERB
aps-14	136	2	that	that	SCONJ
aps-14	136	3	while	while	SCONJ
aps-14	136	4	ethnic	ethnic	ADJ
aps-14	136	5	-	-	PUNCT
aps-14	136	6	specific	specific	ADJ
aps-14	136	7	migration	migration	NOUN
aps-14	136	8	data	datum	NOUN
aps-14	136	9	are	be	AUX
aps-14	136	10	used	use	VERB
aps-14	136	11	in	in	ADP
aps-14	136	12	the	the	DET
aps-14	136	13	newethpop	newethpop	ADJ
aps-14	136	14	project	project	NOUN
aps-14	136	15	,	,	PUNCT
aps-14	136	16	we	we	PRON
aps-14	136	17	do	do	AUX
aps-14	136	18	not	not	PART
aps-14	136	19	use	use	VERB
aps-14	136	20	this	this	PRON
aps-14	136	21	in	in	ADP
aps-14	136	22	our	our	PRON
aps-14	136	23	paper	paper	NOUN
aps-14	136	24	.	.	PUNCT
aps-14	137	1	our	our	PRON
aps-14	137	2	aim	aim	NOUN
aps-14	137	3	is	be	AUX
aps-14	137	4	to	to	PART
aps-14	137	5	keep	keep	VERB
aps-14	137	6	the	the	DET
aps-14	137	7	examples	example	NOUN
aps-14	137	8	we	we	PRON
aps-14	137	9	present	present	VERB
aps-14	137	10	simple	simple	ADJ
aps-14	137	11	and	and	CCONJ
aps-14	137	12	reproducible	reproducible	ADJ
aps-14	137	13	.	.	PUNCT
aps-14	138	1	we	we	PRON
aps-14	138	2	provide	provide	VERB
aps-14	138	3	the	the	DET
aps-14	138	4	following	follow	VERB
aps-14	138	5	files	file	NOUN
aps-14	138	6	,	,	PUNCT
aps-14	138	7	which	which	PRON
aps-14	138	8	provide	provide	VERB
aps-14	138	9	the	the	DET
aps-14	138	10	ethnic	ethnic	ADJ
aps-14	138	11	-	-	PUNCT
aps-14	138	12	specific	specific	ADJ
aps-14	138	13	information	information	NOUN
aps-14	138	14	,	,	PUNCT
aps-14	138	15	in	in	ADP
aps-14	138	16	the	the	DET
aps-14	138	17	github	github	PROPN
aps-14	138	18	repository	repository	NOUN
aps-14	138	19	:	:	PUNCT
aps-14	138	20	•	•	NOUN
aps-14	138	21	towerhamletsfertility.csv	towerhamletsfertility.csv	NUM
aps-14	138	22	,	,	PUNCT
aps-14	138	23	which	which	PRON
aps-14	138	24	is	be	AUX
aps-14	138	25	the	the	DET
aps-14	138	26	ethnic	ethnic	ADJ
aps-14	138	27	and	and	CCONJ
aps-14	138	28	single	single	ADJ
aps-14	138	29	year	year	NOUN
aps-14	138	30	of	of	ADP
aps-14	138	31	age	age	NOUN
aps-14	138	32	specific	specific	ADJ
aps-14	138	33	fertility	fertility	NOUN
aps-14	138	34	rate	rate	NOUN
aps-14	138	35	for	for	ADP
aps-14	138	36	tower	tower	NOUN
aps-14	138	37	hamlets	hamlet	NOUN
aps-14	138	38	.	.	PUNCT
aps-14	139	1	•	•	NUM
aps-14	140	1	towerhamletsmortality.csv	towerhamletsmortality.csv	NUM
aps-14	140	2	,	,	PUNCT
aps-14	140	3	which	which	PRON
aps-14	140	4	is	be	AUX
aps-14	140	5	the	the	DET
aps-14	140	6	ethnic	ethnic	ADJ
aps-14	140	7	and	and	CCONJ
aps-14	140	8	single	single	ADJ
aps-14	140	9	year	year	NOUN
aps-14	140	10	of	of	ADP
aps-14	140	11	age	age	NOUN
aps-14	140	12	specific	specific	ADJ
aps-14	140	13	mortality	mortality	NOUN
aps-14	140	14	rate	rate	NOUN
aps-14	140	15	for	for	ADP
aps-14	140	16	tower	tower	NOUN
aps-14	140	17	hamlets	hamlet	NOUN
aps-14	140	18	.	.	PUNCT
aps-14	141	1	5.2.3	5.2.3	NUM
aps-14	141	2	geographical	geographical	ADJ
aps-14	141	3	boundaries	boundary	NOUN
aps-14	141	4	the	the	DET
aps-14	141	5	code	code	NOUN
aps-14	141	6	to	to	PART
aps-14	141	7	map	map	VERB
aps-14	141	8	the	the	DET
aps-14	141	9	results	result	NOUN
aps-14	141	10	for	for	ADP
aps-14	141	11	the	the	DET
aps-14	141	12	tower	tower	NOUN
aps-14	141	13	hamlets	hamlet	NOUN
aps-14	141	14	projection	projection	NOUN
aps-14	141	15	is	be	AUX
aps-14	141	16	also	also	ADV
aps-14	141	17	provided	provide	VERB
aps-14	141	18	at	at	ADP
aps-14	141	19	github	github	NOUN
aps-14	141	20	.	.	PUNCT
aps-14	142	1	this	this	PRON
aps-14	142	2	includes	include	VERB
aps-14	142	3	msoa	msoa	NOUN
aps-14	142	4	boundaries	boundary	NOUN
aps-14	142	5	made	make	VERB
aps-14	142	6	available	available	ADJ
aps-14	142	7	by	by	ADP
aps-14	142	8	the	the	DET
aps-14	142	9	office	office	NOUN
aps-14	142	10	for	for	ADP
aps-14	142	11	national	national	ADJ
aps-14	142	12	statistics	statistic	NOUN
aps-14	142	13	under	under	ADP
aps-14	142	14	the	the	DET
aps-14	142	15	open	open	ADJ
aps-14	142	16	government	government	NOUN
aps-14	142	17	licence	licence	NOUN
aps-14	142	18	v3.0	v3.0	PROPN
aps-14	142	19	.	.	PUNCT
aps-14	143	1	background	background	NOUN
aps-14	143	2	map	map	NOUN
aps-14	143	3	data	datum	NOUN
aps-14	143	4	are	be	AUX
aps-14	143	5	sourced	source	VERB
aps-14	143	6	from	from	ADP
aps-14	143	7	carto	carto	NOUN
aps-14	143	8	through	through	ADP
aps-14	143	9	openstreetmap	openstreetmap	NOUN
aps-14	143	10	under	under	ADP
aps-14	143	11	the	the	DET
aps-14	143	12	open	open	ADJ
aps-14	143	13	data	data	NOUN
aps-14	143	14	commons	common	NOUN
aps-14	143	15	open	open	ADJ
aps-14	143	16	database	database	NOUN
aps-14	143	17	license	license	NOUN
aps-14	143	18	.	.	PUNCT
aps-14	144	1	5.3	5.3	NUM
aps-14	144	2	methodology	methodology	NOUN
aps-14	144	3	in	in	ADP
aps-14	144	4	the	the	DET
aps-14	144	5	following	following	ADJ
aps-14	144	6	examples	example	NOUN
aps-14	144	7	,	,	PUNCT
aps-14	144	8	microsimulation	microsimulation	NOUN
aps-14	144	9	is	be	AUX
aps-14	144	10	necessary	necessary	ADJ
aps-14	144	11	because	because	SCONJ
aps-14	144	12	we	we	PRON
aps-14	144	13	have	have	VERB
aps-14	144	14	information	information	NOUN
aps-14	144	15	from	from	ADP
aps-14	144	16	different	different	ADJ
aps-14	144	17	data	datum	NOUN
aps-14	144	18	sources	source	NOUN
aps-14	144	19	which	which	PRON
aps-14	144	20	are	be	AUX
aps-14	144	21	not	not	PART
aps-14	144	22	entirely	entirely	ADV
aps-14	144	23	consistent	consistent	ADJ
aps-14	144	24	.	.	PUNCT
aps-14	145	1	while	while	SCONJ
aps-14	145	2	we	we	PRON
aps-14	145	3	have	have	VERB
aps-14	145	4	counts	count	NOUN
aps-14	145	5	of	of	ADP
aps-14	145	6	people	people	NOUN
aps-14	145	7	by	by	ADP
aps-14	145	8	single	single	ADJ
aps-14	145	9	year	year	NOUN
aps-14	145	10	of	of	ADP
aps-14	145	11	age	age	NOUN
aps-14	145	12	by	by	ADP
aps-14	145	13	sex	sex	NOUN
aps-14	145	14	in	in	ADP
aps-14	145	15	one	one	NUM
aps-14	145	16	census	census	NOUN
aps-14	145	17	table	table	NOUN
aps-14	145	18	,	,	PUNCT
aps-14	145	19	the	the	DET
aps-14	145	20	ethnic	ethnic	ADJ
aps-14	145	21	disaggregated	disaggregate	VERB
aps-14	145	22	counts	count	NOUN
aps-14	145	23	from	from	ADP
aps-14	145	24	the	the	DET
aps-14	145	25	other	other	ADJ
aps-14	145	26	census	census	NOUN
aps-14	145	27	table	table	NOUN
aps-14	145	28	are	be	AUX
aps-14	145	29	only	only	ADV
aps-14	145	30	available	available	ADJ
aps-14	145	31	for	for	ADP
aps-14	145	32	grouped	group	VERB
aps-14	145	33	age	age	NOUN
aps-14	145	34	bands	band	NOUN
aps-14	145	35	.	.	PUNCT
aps-14	146	1	the	the	DET
aps-14	146	2	information	information	NOUN
aps-14	146	3	on	on	ADP
aps-14	146	4	fertility	fertility	NOUN
aps-14	146	5	and	and	CCONJ
aps-14	146	6	mortality	mortality	NOUN
aps-14	146	7	rates	rate	NOUN
aps-14	146	8	is	be	AUX
aps-14	146	9	available	available	ADJ
aps-14	146	10	for	for	ADP
aps-14	146	11	single	single	ADJ
aps-14	146	12	year	year	NOUN
aps-14	146	13	of	of	ADP
aps-14	146	14	age	age	NOUN
aps-14	146	15	and	and	CCONJ
aps-14	146	16	sex	sex	NOUN
aps-14	146	17	,	,	PUNCT
aps-14	146	18	but	but	CCONJ
aps-14	146	19	is	be	AUX
aps-14	146	20	not	not	PART
aps-14	146	21	geographically	geographically	ADV
aps-14	146	22	disaggregated	disaggregate	VERB
aps-14	146	23	below	below	ADP
aps-14	146	24	borough	borough	NOUN
aps-14	146	25	level	level	NOUN
aps-14	146	26	.	.	PUNCT
aps-14	147	1	the	the	DET
aps-14	147	2	aim	aim	NOUN
aps-14	147	3	here	here	ADV
aps-14	147	4	is	be	AUX
aps-14	147	5	to	to	PART
aps-14	147	6	use	use	VERB
aps-14	147	7	static	static	ADJ
aps-14	147	8	microsimulation	microsimulation	NOUN
aps-14	147	9	to	to	PART
aps-14	147	10	produce	produce	VERB
aps-14	147	11	a	a	DET
aps-14	147	12	population	population	NOUN
aps-14	147	13	of	of	ADP
aps-14	147	14	individuals	individual	NOUN
aps-14	147	15	by	by	ADP
aps-14	147	16	sex	sex	NOUN
aps-14	147	17	,	,	PUNCT
aps-14	147	18	ethnicity	ethnicity	NOUN
aps-14	147	19	,	,	PUNCT
aps-14	147	20	single	single	ADJ
aps-14	147	21	year	year	NOUN
aps-14	147	22	of	of	ADP
aps-14	147	23	age	age	NOUN
aps-14	147	24	and	and	CCONJ
aps-14	147	25	msoa	msoa	NOUN
aps-14	147	26	.	.	PUNCT
aps-14	148	1	this	this	DET
aps-14	148	2	base	base	ADJ
aps-14	148	3	population	population	NOUN
aps-14	148	4	is	be	AUX
aps-14	148	5	then	then	ADV
aps-14	148	6	aged	aged	ADJ
aps-14	148	7	on	on	ADP
aps-14	148	8	using	use	VERB
aps-14	148	9	the	the	DET
aps-14	148	10	ethnic	ethnic	ADJ
aps-14	148	11	-	-	PUNCT
aps-14	148	12	specific	specific	ADJ
aps-14	148	13	fertility	fertility	NOUN
aps-14	148	14	and	and	CCONJ
aps-14	148	15	mortality	mortality	NOUN
aps-14	148	16	rates	rate	NOUN
aps-14	148	17	in	in	ADP
aps-14	148	18	the	the	DET
aps-14	148	19	dynamic	dynamic	ADJ
aps-14	148	20	microsimulation	microsimulation	NOUN
aps-14	148	21	.	.	PUNCT
aps-14	149	1	5.3.1	5.3.1	ADJ
aps-14	149	2	static	static	ADJ
aps-14	149	3	microsimulation	microsimulation	NOUN
aps-14	149	4	using	use	VERB
aps-14	149	5	microsimulation	microsimulation	NOUN
aps-14	149	6	,	,	PUNCT
aps-14	149	7	we	we	PRON
aps-14	149	8	can	can	AUX
aps-14	149	9	generate	generate	VERB
aps-14	149	10	a	a	DET
aps-14	149	11	synthetic	synthetic	ADJ
aps-14	149	12	population	population	NOUN
aps-14	149	13	that	that	PRON
aps-14	149	14	enumerates	enumerate	VERB
aps-14	149	15	both	both	DET
aps-14	149	16	ethnicity	ethnicity	NOUN
aps-14	149	17	and	and	CCONJ
aps-14	149	18	single	single	ADJ
aps-14	149	19	year	year	NOUN
aps-14	149	20	of	of	ADP
aps-14	149	21	age	age	NOUN
aps-14	149	22	for	for	ADP
aps-14	149	23	every	every	DET
aps-14	149	24	individual	individual	NOUN
aps-14	149	25	.	.	PUNCT
aps-14	150	1	the	the	DET
aps-14	150	2	sum	sum	NOUN
aps-14	150	3	of	of	ADP
aps-14	150	4	this	this	DET
aps-14	150	5	population	population	NOUN
aps-14	150	6	is	be	AUX
aps-14	150	7	entirely	entirely	ADV
aps-14	150	8	consistent	consistent	ADJ
aps-14	150	9	with	with	ADP
aps-14	150	10	the	the	DET
aps-14	150	11	input	input	NOUN
aps-14	150	12	data	datum	NOUN
aps-14	150	13	:	:	PUNCT
aps-14	150	14	it	it	PRON
aps-14	150	15	will	will	AUX
aps-14	150	16	add	add	VERB
aps-14	150	17	up	up	ADP
aps-14	150	18	to	to	ADP
aps-14	150	19	both	both	CCONJ
aps-14	150	20	the	the	DET
aps-14	150	21	ethnicity	ethnicity	NOUN
aps-14	150	22	totals	total	NOUN
aps-14	150	23	(	(	PUNCT
aps-14	150	24	by	by	ADP
aps-14	150	25	age	age	NOUN
aps-14	150	26	band	band	NOUN
aps-14	150	27	)	)	PUNCT
aps-14	150	28	and	and	CCONJ
aps-14	150	29	the	the	DET
aps-14	150	30	population	population	NOUN
aps-14	150	31	totals	total	NOUN
aps-14	150	32	(	(	PUNCT
aps-14	150	33	by	by	ADP
aps-14	150	34	single	single	ADJ
aps-14	150	35	year	year	NOUN
aps-14	150	36	of	of	ADP
aps-14	150	37	age	age	NOUN
aps-14	150	38	)	)	PUNCT
aps-14	150	39	for	for	ADP
aps-14	150	40	each	each	DET
aps-14	150	41	geographical	geographical	ADJ
aps-14	150	42	area	area	NOUN
aps-14	150	43	and	and	CCONJ
aps-14	150	44	sex	sex	NOUN
aps-14	150	45	.	.	PUNCT
aps-14	151	1	for	for	ADP
aps-14	151	2	the	the	DET
aps-14	151	3	microsimulation	microsimulation	NOUN
aps-14	151	4	we	we	PRON
aps-14	151	5	use	use	VERB
aps-14	151	6	the	the	DET
aps-14	151	7	humanleague	humanleague	NOUN
aps-14	151	8	r	r	NOUN
aps-14	151	9	package	package	NOUN
aps-14	151	10	that	that	PRON
aps-14	151	11	generates	generate	VERB
aps-14	151	12	a	a	DET
aps-14	151	13	population	population	NOUN
aps-14	151	14	using	use	VERB
aps-14	151	15	quasirandom	quasirandom	ADJ
aps-14	151	16	sampling	sample	VERB
aps-14	151	17	of	of	ADP
aps-14	151	18	the	the	DET
aps-14	151	19	marginal	marginal	ADJ
aps-14	151	20	data	datum	NOUN
aps-14	151	21	(	(	PUNCT
aps-14	151	22	smith	smith	PROPN
aps-14	151	23	et	et	PROPN
aps-14	151	24	al	al	PROPN
aps-14	151	25	.	.	PROPN
aps-14	151	26	2017	2017	NUM
aps-14	151	27	)	)	PUNCT
aps-14	151	28	.	.	PUNCT
aps-14	152	1	iterative	iterative	PROPN
aps-14	152	2	proportional	proportional	ADJ
aps-14	152	3	fitting	fitting	ADJ
aps-14	152	4	(	(	PUNCT
aps-14	152	5	ipf	ipf	NOUN
aps-14	152	6	)	)	PUNCT
aps-14	152	7	achieves	achieve	VERB
aps-14	152	8	a	a	DET
aps-14	152	9	similar	similar	ADJ
aps-14	152	10	goal	goal	NOUN
aps-14	152	11	,	,	PUNCT
aps-14	152	12	minimising	minimise	VERB
aps-14	152	13	statistical	statistical	ADJ
aps-14	152	14	significance	significance	NOUN
aps-14	152	15	at	at	ADP
aps-14	152	16	the	the	DET
aps-14	152	17	expense	expense	NOUN
aps-14	152	18	of	of	ADP
aps-14	152	19	not	not	PART
aps-14	152	20	always	always	ADV
aps-14	152	21	producing	produce	VERB
aps-14	152	22	a	a	DET
aps-14	152	23	whole	whole	ADJ
aps-14	152	24	-	-	PUNCT
aps-14	152	25	number	number	NOUN
aps-14	152	26	population	population	NOUN
aps-14	152	27	in	in	ADP
aps-14	152	28	each	each	DET
aps-14	152	29	(	(	PUNCT
aps-14	152	30	age	age	NOUN
aps-14	152	31	,	,	PUNCT
aps-14	152	32	ethnicity	ethnicity	NOUN
aps-14	152	33	)	)	PUNCT
aps-14	152	34	state	state	NOUN
aps-14	152	35	,	,	PUNCT
aps-14	152	36	and	and	CCONJ
aps-14	152	37	thus	thus	ADV
aps-14	152	38	requires	require	VERB
aps-14	152	39	some	some	DET
aps-14	152	40	form	form	NOUN
aps-14	152	41	of	of	ADP
aps-14	152	42	adjustment	adjustment	NOUN
aps-14	152	43	.	.	PUNCT
aps-14	153	1	see	see	VERB
aps-14	153	2	lomax	lomax	PROPN
aps-14	153	3	and	and	CCONJ
aps-14	153	4	norman	norman	PROPN
aps-14	153	5	(	(	PUNCT
aps-14	153	6	2016	2016	NUM
aps-14	153	7	)	)	PUNCT
aps-14	153	8	for	for	ADP
aps-14	153	9	a	a	DET
aps-14	153	10	step	step	NOUN
aps-14	153	11	-	-	PUNCT
aps-14	153	12	by	by	ADP
aps-14	153	13	-	-	PUNCT
aps-14	153	14	step	step	NOUN
aps-14	153	15	guide	guide	NOUN
aps-14	153	16	to	to	PART
aps-14	153	17	ipf	ipf	VERB
aps-14	153	18	.	.	PUNCT
aps-14	154	1	in	in	ADP
aps-14	154	2	our	our	PRON
aps-14	154	3	example	example	NOUN
aps-14	154	4	,	,	PUNCT
aps-14	154	5	in	in	ADP
aps-14	154	6	any	any	DET
aps-14	154	7	given	give	VERB
aps-14	154	8	area	area	NOUN
aps-14	154	9	,	,	PUNCT
aps-14	154	10	for	for	ADP
aps-14	154	11	each	each	DET
aps-14	154	12	gender	gender	NOUN
aps-14	154	13	and	and	CCONJ
aps-14	154	14	age	age	NOUN
aps-14	154	15	band	band	NOUN
aps-14	154	16	,	,	PUNCT
aps-14	154	17	we	we	PRON
aps-14	154	18	know	know	VERB
aps-14	154	19	the	the	DET
aps-14	154	20	total	total	ADJ
aps-14	154	21	persons	person	NOUN
aps-14	154	22	of	of	ADP
aps-14	154	23	each	each	DET
aps-14	154	24	ethnicity	ethnicity	NOUN
aps-14	154	25	,	,	PUNCT
aps-14	154	26	and	and	CCONJ
aps-14	154	27	the	the	DET
aps-14	154	28	total	total	ADJ
aps-14	154	29	persons	person	NOUN
aps-14	154	30	of	of	ADP
aps-14	154	31	each	each	DET
aps-14	154	32	(	(	PUNCT
aps-14	154	33	single	single	ADJ
aps-14	154	34	year	year	NOUN
aps-14	154	35	of	of	ADP
aps-14	154	36	)	)	PUNCT
aps-14	154	37	age	age	NOUN
aps-14	154	38	.	.	PUNCT
aps-14	155	1	we	we	PRON
aps-14	155	2	fill	fill	VERB
aps-14	155	3	a	a	DET
aps-14	155	4	table	table	NOUN
aps-14	155	5	with	with	ADP
aps-14	155	6	people	people	NOUN
aps-14	155	7	in	in	ADP
aps-14	155	8	such	such	DET
aps-14	155	9	a	a	DET
aps-14	155	10	way	way	NOUN
aps-14	155	11	that	that	PRON
aps-14	155	12	:	:	PUNCT
aps-14	155	13	(	(	PUNCT
aps-14	155	14	1	1	X
aps-14	155	15	)	)	PUNCT
aps-14	155	16	there	there	PRON
aps-14	155	17	is	be	VERB
aps-14	155	18	a	a	DET
aps-14	155	19	whole	whole	ADJ
aps-14	155	20	-	-	PUNCT
aps-14	155	21	number	number	NOUN
aps-14	155	22	population	population	NOUN
aps-14	155	23	for	for	ADP
aps-14	155	24	each	each	DET
aps-14	155	25	age	age	NOUN
aps-14	155	26	and	and	CCONJ
aps-14	155	27	ethnicity	ethnicity	NOUN
aps-14	155	28	;	;	PUNCT
aps-14	155	29	(	(	PUNCT
aps-14	155	30	2	2	X
aps-14	155	31	)	)	PUNCT
aps-14	155	32	the	the	DET
aps-14	155	33	totals	total	NOUN
aps-14	155	34	for	for	ADP
aps-14	155	35	each	each	DET
aps-14	155	36	age	age	NOUN
aps-14	155	37	and	and	CCONJ
aps-14	155	38	ethnicity	ethnicity	NOUN
aps-14	155	39	are	be	AUX
aps-14	155	40	correct	correct	ADJ
aps-14	155	41	;	;	PUNCT
aps-14	155	42	and	and	CCONJ
aps-14	155	43	(	(	PUNCT
aps-14	155	44	3	3	X
aps-14	155	45	)	)	PUNCT
aps-14	155	46	the	the	DET
aps-14	155	47	population	population	NOUN
aps-14	155	48	has	have	VERB
aps-14	155	49	a	a	DET
aps-14	155	50	low	low	ADJ
aps-14	155	51	statistical	statistical	ADJ
aps-14	155	52	significance	significance	NOUN
aps-14	155	53	,	,	PUNCT
aps-14	155	54	i.e.	i.e.	X
aps-14	155	55	age	age	NOUN
aps-14	155	56	and	and	CCONJ
aps-14	155	57	ethnicity	ethnicity	NOUN
aps-14	155	58	are	be	AUX
aps-14	155	59	not	not	PART
aps-14	155	60	correlated	correlate	VERB
aps-14	155	61	.	.	PUNCT
aps-14	156	1	https://github.com/virgesmith/demographymicrosim/blob/master/data/towerhamletsfertility.csv	https://github.com/virgesmith/demographymicrosim/blob/master/data/towerhamletsfertility.csv	PRON
aps-14	157	1	https://github.com/virgesmith/demographymicrosim/blob/master/data/towerhamletsmortality.csv	https://github.com/virgesmith/demographymicrosim/blob/master/data/towerhamletsmortality.csv	NUM
aps-14	157	2	80	80	NUM
aps-14	157	3	lomax	lomax	PROPN
aps-14	157	4	n	n	PROPN
aps-14	157	5	and	and	CCONJ
aps-14	157	6	smith	smith	PROPN
aps-14	157	7	a	a	DET
aps-14	157	8	p	p	PROPN
aps-14	157	9	australian	australian	ADJ
aps-14	157	10	population	population	NOUN
aps-14	157	11	studies	study	NOUN
aps-14	157	12	1	1	NUM
aps-14	157	13	(	(	PUNCT
aps-14	157	14	1	1	NUM
aps-14	157	15	)	)	PUNCT
aps-14	157	16	2017	2017	NUM
aps-14	157	17	the	the	DET
aps-14	157	18	algorithm	algorithm	NOUN
aps-14	157	19	has	have	VERB
aps-14	157	20	three	three	NUM
aps-14	157	21	broad	broad	ADJ
aps-14	157	22	functional	functional	ADJ
aps-14	157	23	components	component	NOUN
aps-14	157	24	:	:	PUNCT
aps-14	157	25	1	1	X
aps-14	157	26	.	.	X
aps-14	157	27	load	load	VERB
aps-14	157	28	the	the	DET
aps-14	157	29	input	input	NOUN
aps-14	157	30	data	datum	NOUN
aps-14	157	31	and	and	CCONJ
aps-14	157	32	compute	compute	VERB
aps-14	157	33	various	various	ADJ
aps-14	157	34	data	datum	NOUN
aps-14	157	35	that	that	PRON
aps-14	157	36	will	will	AUX
aps-14	157	37	be	be	AUX
aps-14	157	38	required	require	VERB
aps-14	157	39	later	later	ADV
aps-14	157	40	(	(	PUNCT
aps-14	157	41	such	such	ADJ
aps-14	157	42	as	as	ADP
aps-14	157	43	the	the	DET
aps-14	157	44	categories	category	NOUN
aps-14	157	45	,	,	PUNCT
aps-14	157	46	and	and	CCONJ
aps-14	157	47	a	a	DET
aps-14	157	48	match	match	NOUN
aps-14	157	49	between	between	ADP
aps-14	157	50	age	age	NOUN
aps-14	157	51	band	band	NOUN
aps-14	157	52	and	and	CCONJ
aps-14	157	53	age	age	NOUN
aps-14	157	54	)	)	PUNCT
aps-14	157	55	.	.	PUNCT
aps-14	158	1	2	2	X
aps-14	158	2	.	.	X
aps-14	158	3	perform	perform	VERB
aps-14	158	4	microsimulation	microsimulation	NOUN
aps-14	158	5	for	for	ADP
aps-14	158	6	each	each	DET
aps-14	158	7	geographical	geographical	ADJ
aps-14	158	8	area	area	NOUN
aps-14	158	9	and	and	CCONJ
aps-14	158	10	insert	insert	VERB
aps-14	158	11	into	into	ADP
aps-14	158	12	the	the	DET
aps-14	158	13	population	population	NOUN
aps-14	158	14	.	.	PUNCT
aps-14	159	1	3	3	X
aps-14	159	2	.	.	X
aps-14	159	3	perform	perform	VERB
aps-14	159	4	checks	check	NOUN
aps-14	159	5	on	on	ADP
aps-14	159	6	the	the	DET
aps-14	159	7	synthesised	synthesise	VERB
aps-14	159	8	population	population	NOUN
aps-14	159	9	to	to	PART
aps-14	159	10	ensure	ensure	VERB
aps-14	159	11	it	it	PRON
aps-14	159	12	is	be	AUX
aps-14	159	13	consistent	consistent	ADJ
aps-14	159	14	with	with	ADP
aps-14	159	15	the	the	DET
aps-14	159	16	input	input	NOUN
aps-14	159	17	data	datum	NOUN
aps-14	159	18	.	.	PUNCT
aps-14	160	1	the	the	DET
aps-14	160	2	result	result	NOUN
aps-14	160	3	is	be	AUX
aps-14	160	4	a	a	DET
aps-14	160	5	population	population	NOUN
aps-14	160	6	of	of	ADP
aps-14	160	7	254,096	254,096	NUM
aps-14	160	8	individuals	individual	NOUN
aps-14	160	9	who	who	PRON
aps-14	160	10	have	have	VERB
aps-14	160	11	some	some	DET
aps-14	160	12	combination	combination	NOUN
aps-14	160	13	of	of	ADP
aps-14	160	14	age	age	NOUN
aps-14	160	15	,	,	PUNCT
aps-14	160	16	sex	sex	NOUN
aps-14	160	17	,	,	PUNCT
aps-14	160	18	ethnicity	ethnicity	NOUN
aps-14	160	19	and	and	CCONJ
aps-14	160	20	msoa	msoa	NOUN
aps-14	160	21	location	location	NOUN
aps-14	160	22	.	.	PUNCT
aps-14	161	1	this	this	PRON
aps-14	161	2	is	be	AUX
aps-14	161	3	the	the	DET
aps-14	161	4	base	base	ADJ
aps-14	161	5	population	population	NOUN
aps-14	161	6	which	which	PRON
aps-14	161	7	will	will	AUX
aps-14	161	8	be	be	AUX
aps-14	161	9	used	use	VERB
aps-14	161	10	for	for	ADP
aps-14	161	11	the	the	DET
aps-14	161	12	dynamic	dynamic	ADJ
aps-14	161	13	projection	projection	NOUN
aps-14	161	14	.	.	PUNCT
aps-14	162	1	5.3.2	5.3.2	NUM
aps-14	162	2	dynamic	dynamic	ADJ
aps-14	162	3	microsimulation	microsimulation	NOUN
aps-14	162	4	in	in	ADP
aps-14	162	5	this	this	DET
aps-14	162	6	example	example	NOUN
aps-14	162	7	we	we	PRON
aps-14	162	8	project	project	VERB
aps-14	162	9	the	the	DET
aps-14	162	10	base	base	ADJ
aps-14	162	11	population	population	NOUN
aps-14	162	12	from	from	ADP
aps-14	162	13	2011	2011	NUM
aps-14	162	14	to	to	ADP
aps-14	162	15	2021	2021	NUM
aps-14	162	16	.	.	PUNCT
aps-14	163	1	the	the	DET
aps-14	163	2	projection	projection	NOUN
aps-14	163	3	uses	use	VERB
aps-14	163	4	a	a	DET
aps-14	163	5	montecarlo	montecarlo	PROPN
aps-14	163	6	simulation	simulation	NOUN
aps-14	163	7	that	that	PRON
aps-14	163	8	assign	assign	VERB
aps-14	163	9	births	birth	NOUN
aps-14	163	10	and	and	CCONJ
aps-14	163	11	deaths	death	NOUN
aps-14	163	12	to	to	ADP
aps-14	163	13	the	the	DET
aps-14	163	14	population	population	NOUN
aps-14	163	15	based	base	VERB
aps-14	163	16	on	on	ADP
aps-14	163	17	the	the	DET
aps-14	163	18	ageand	ageand	NOUN
aps-14	163	19	ethnicityspecific	ethnicityspecific	NOUN
aps-14	163	20	fertility	fertility	NOUN
aps-14	163	21	and	and	CCONJ
aps-14	163	22	mortality	mortality	NOUN
aps-14	163	23	rates	rate	NOUN
aps-14	163	24	for	for	ADP
aps-14	163	25	the	the	DET
aps-14	163	26	borough	borough	NOUN
aps-14	163	27	of	of	ADP
aps-14	163	28	tower	tower	NOUN
aps-14	163	29	hamlets	hamlet	NOUN
aps-14	163	30	.	.	PUNCT
aps-14	164	1	this	this	DET
aps-14	164	2	type	type	NOUN
aps-14	164	3	of	of	ADP
aps-14	164	4	methodology	methodology	NOUN
aps-14	164	5	is	be	AUX
aps-14	164	6	described	describe	VERB
aps-14	164	7	in	in	ADP
aps-14	164	8	van	van	PROPN
aps-14	164	9	imhoff	imhoff	PROPN
aps-14	164	10	and	and	CCONJ
aps-14	164	11	post	post	ADJ
aps-14	164	12	(	(	PUNCT
aps-14	164	13	1998	1998	NUM
aps-14	164	14	)	)	PUNCT
aps-14	164	15	.	.	PUNCT
aps-14	165	1	in	in	ADP
aps-14	165	2	this	this	DET
aps-14	165	3	example	example	NOUN
aps-14	165	4	,	,	PUNCT
aps-14	165	5	for	for	ADP
aps-14	165	6	each	each	DET
aps-14	165	7	iteration	iteration	NOUN
aps-14	165	8	(	(	PUNCT
aps-14	165	9	i.e.	i.e.	X
aps-14	165	10	year	year	NOUN
aps-14	165	11	)	)	PUNCT
aps-14	165	12	we	we	PRON
aps-14	165	13	draw	draw	VERB
aps-14	165	14	two	two	NUM
aps-14	165	15	uniform	uniform	ADJ
aps-14	165	16	independent	independent	ADJ
aps-14	165	17	random	random	ADJ
aps-14	165	18	variates	variate	NOUN
aps-14	165	19	for	for	ADP
aps-14	165	20	each	each	DET
aps-14	165	21	eligible	eligible	ADJ
aps-14	165	22	person	person	NOUN
aps-14	165	23	.	.	PUNCT
aps-14	166	1	we	we	PRON
aps-14	166	2	compare	compare	VERB
aps-14	166	3	these	these	DET
aps-14	166	4	values	value	NOUN
aps-14	166	5	to	to	ADP
aps-14	166	6	the	the	DET
aps-14	166	7	fertility	fertility	NOUN
aps-14	166	8	and	and	CCONJ
aps-14	166	9	mortality	mortality	NOUN
aps-14	166	10	rates	rate	NOUN
aps-14	166	11	for	for	ADP
aps-14	166	12	the	the	DET
aps-14	166	13	appropriate	appropriate	ADJ
aps-14	166	14	age	age	NOUN
aps-14	166	15	and	and	CCONJ
aps-14	166	16	ethnicity	ethnicity	NOUN
aps-14	166	17	:	:	PUNCT
aps-14	166	18	if	if	SCONJ
aps-14	166	19	the	the	DET
aps-14	166	20	first	first	ADJ
aps-14	166	21	random	random	ADJ
aps-14	166	22	variate	variate	NOUN
aps-14	166	23	is	be	AUX
aps-14	166	24	lower	low	ADJ
aps-14	166	25	than	than	ADP
aps-14	166	26	the	the	DET
aps-14	166	27	fertility	fertility	NOUN
aps-14	166	28	rate	rate	NOUN
aps-14	166	29	,	,	PUNCT
aps-14	166	30	a	a	DET
aps-14	166	31	birth	birth	NOUN
aps-14	166	32	is	be	AUX
aps-14	166	33	assigned	assign	VERB
aps-14	166	34	to	to	ADP
aps-14	166	35	this	this	DET
aps-14	166	36	person	person	NOUN
aps-14	166	37	;	;	PUNCT
aps-14	166	38	if	if	SCONJ
aps-14	166	39	the	the	DET
aps-14	166	40	second	second	NOUN
aps-14	166	41	is	be	AUX
aps-14	166	42	lower	low	ADJ
aps-14	166	43	,	,	PUNCT
aps-14	166	44	a	a	DET
aps-14	166	45	death	death	NOUN
aps-14	166	46	is	be	AUX
aps-14	166	47	assigned	assign	VERB
aps-14	166	48	.	.	PUNCT
aps-14	167	1	only	only	ADV
aps-14	167	2	females	female	NOUN
aps-14	167	3	have	have	VERB
aps-14	167	4	nonzero	nonzero	NOUN
aps-14	167	5	fertility	fertility	NOUN
aps-14	167	6	rates	rate	NOUN
aps-14	167	7	,	,	PUNCT
aps-14	167	8	which	which	PRON
aps-14	167	9	are	be	AUX
aps-14	167	10	strongly	strongly	ADV
aps-14	167	11	age	age	NOUN
aps-14	167	12	dependent	dependent	ADJ
aps-14	167	13	.	.	PUNCT
aps-14	168	1	if	if	SCONJ
aps-14	168	2	the	the	DET
aps-14	168	3	fertility	fertility	NOUN
aps-14	168	4	rate	rate	NOUN
aps-14	168	5	is	be	AUX
aps-14	168	6	0.1	0.1	NUM
aps-14	168	7	,	,	PUNCT
aps-14	168	8	this	this	PRON
aps-14	168	9	will	will	AUX
aps-14	168	10	result	result	VERB
aps-14	168	11	in	in	ADP
aps-14	168	12	on	on	ADP
aps-14	168	13	average	average	ADJ
aps-14	168	14	one	one	NUM
aps-14	168	15	in	in	ADP
aps-14	168	16	ten	ten	NUM
aps-14	168	17	of	of	ADP
aps-14	168	18	the	the	DET
aps-14	168	19	population	population	NOUN
aps-14	168	20	drawing	draw	VERB
aps-14	168	21	a	a	DET
aps-14	168	22	random	random	ADJ
aps-14	168	23	lower	low	ADJ
aps-14	168	24	number	number	NOUN
aps-14	168	25	and	and	CCONJ
aps-14	168	26	having	have	VERB
aps-14	168	27	a	a	DET
aps-14	168	28	birth	birth	NOUN
aps-14	168	29	assigned	assign	VERB
aps-14	168	30	to	to	ADP
aps-14	168	31	them	they	PRON
aps-14	168	32	.	.	PUNCT
aps-14	169	1	for	for	ADP
aps-14	169	2	a	a	DET
aps-14	169	3	mortality	mortality	NOUN
aps-14	169	4	rate	rate	NOUN
aps-14	169	5	of	of	ADP
aps-14	169	6	0.01	0.01	NUM
aps-14	169	7	,	,	PUNCT
aps-14	169	8	only	only	ADV
aps-14	169	9	1	1	NUM
aps-14	169	10	per	per	ADP
aps-14	169	11	cent	cent	NOUN
aps-14	169	12	of	of	ADP
aps-14	169	13	the	the	DET
aps-14	169	14	population	population	NOUN
aps-14	169	15	will	will	AUX
aps-14	169	16	on	on	ADP
aps-14	169	17	average	average	ADJ
aps-14	169	18	draw	draw	VERB
aps-14	169	19	a	a	DET
aps-14	169	20	number	number	NOUN
aps-14	169	21	lower	low	ADJ
aps-14	169	22	than	than	ADP
aps-14	169	23	this	this	PRON
aps-14	169	24	.	.	PUNCT
aps-14	170	1	the	the	DET
aps-14	170	2	simulation	simulation	NOUN
aps-14	170	3	is	be	AUX
aps-14	170	4	discrete	discrete	ADJ
aps-14	170	5	in	in	ADP
aps-14	170	6	that	that	SCONJ
aps-14	170	7	it	it	PRON
aps-14	170	8	operates	operate	VERB
aps-14	170	9	in	in	ADP
aps-14	170	10	one	one	NUM
aps-14	170	11	-	-	PUNCT
aps-14	170	12	year	year	NOUN
aps-14	170	13	intervals	interval	NOUN
aps-14	170	14	,	,	PUNCT
aps-14	170	15	and	and	CCONJ
aps-14	170	16	the	the	DET
aps-14	170	17	user	user	NOUN
aps-14	170	18	specifies	specify	VERB
aps-14	170	19	the	the	DET
aps-14	170	20	number	number	NOUN
aps-14	170	21	of	of	ADP
aps-14	170	22	years	year	NOUN
aps-14	170	23	to	to	PART
aps-14	170	24	run	run	VERB
aps-14	170	25	the	the	DET
aps-14	170	26	projection	projection	NOUN
aps-14	170	27	.	.	PUNCT
aps-14	171	1	in	in	ADP
aps-14	171	2	this	this	DET
aps-14	171	3	relatively	relatively	ADV
aps-14	171	4	simple	simple	ADJ
aps-14	171	5	example	example	NOUN
aps-14	171	6	,	,	PUNCT
aps-14	171	7	our	our	PRON
aps-14	171	8	population	population	NOUN
aps-14	171	9	is	be	AUX
aps-14	171	10	254,096	254,096	NUM
aps-14	171	11	persons	person	NOUN
aps-14	171	12	.	.	PUNCT
aps-14	172	1	each	each	DET
aps-14	172	2	person	person	NOUN
aps-14	172	3	exists	exist	VERB
aps-14	172	4	in	in	ADP
aps-14	172	5	one	one	NUM
aps-14	172	6	of	of	ADP
aps-14	172	7	66,048	66,048	NUM
aps-14	172	8	possible	possible	ADJ
aps-14	172	9	states	state	NOUN
aps-14	172	10	(	(	PUNCT
aps-14	172	11	32	32	NUM
aps-14	172	12	[	[	X
aps-14	172	13	msoas	msoas	NOUN
aps-14	172	14	]	]	X
aps-14	172	15	×	×	NOUN
aps-14	172	16	86	86	NUM
aps-14	173	1	[	[	X
aps-14	173	2	ages	age	NOUN
aps-14	173	3	]	]	X
aps-14	173	4	×	×	NOUN
aps-14	173	5	2	2	NUM
aps-14	174	1	[	[	SYM
aps-14	174	2	genders	gender	NOUN
aps-14	174	3	]	]	X
aps-14	174	4	×	×	NOUN
aps-14	174	5	12	12	NUM
aps-14	174	6	[	[	X
aps-14	174	7	ethnicities	ethnicity	NOUN
aps-14	174	8	]	]	PUNCT
aps-14	174	9	)	)	PUNCT
aps-14	174	10	.	.	PUNCT
aps-14	175	1	in	in	ADP
aps-14	175	2	a	a	DET
aps-14	175	3	macrosimulation	macrosimulation	NOUN
aps-14	175	4	we	we	PRON
aps-14	175	5	would	would	AUX
aps-14	175	6	need	need	VERB
aps-14	175	7	to	to	PART
aps-14	175	8	keep	keep	VERB
aps-14	175	9	track	track	NOUN
aps-14	175	10	of	of	ADP
aps-14	175	11	the	the	DET
aps-14	175	12	number	number	NOUN
aps-14	175	13	of	of	ADP
aps-14	175	14	people	people	NOUN
aps-14	175	15	in	in	ADP
aps-14	175	16	each	each	DET
aps-14	175	17	state	state	NOUN
aps-14	175	18	(	(	PUNCT
aps-14	175	19	i.e.	i.e.	X
aps-14	175	20	66,048	66,048	NUM
aps-14	175	21	values	value	NOUN
aps-14	175	22	)	)	PUNCT
aps-14	175	23	.	.	PUNCT
aps-14	176	1	however	however	ADV
aps-14	176	2	,	,	PUNCT
aps-14	176	3	in	in	ADP
aps-14	176	4	a	a	DET
aps-14	176	5	microsimulation	microsimulation	NOUN
aps-14	176	6	,	,	PUNCT
aps-14	176	7	we	we	PRON
aps-14	176	8	need	need	VERB
aps-14	176	9	to	to	PART
aps-14	176	10	keep	keep	VERB
aps-14	176	11	track	track	NOUN
aps-14	176	12	of	of	ADP
aps-14	176	13	individuals	individual	NOUN
aps-14	176	14	and	and	CCONJ
aps-14	176	15	the	the	DET
aps-14	176	16	states	state	NOUN
aps-14	176	17	that	that	PRON
aps-14	176	18	they	they	PRON
aps-14	176	19	occupy	occupy	VERB
aps-14	176	20	.	.	PUNCT
aps-14	177	1	this	this	PRON
aps-14	177	2	requires	require	VERB
aps-14	177	3	storing	store	VERB
aps-14	177	4	about	about	ADV
aps-14	177	5	1,000,000	1,000,000	NUM
aps-14	177	6	values	value	NOUN
aps-14	177	7	,	,	PUNCT
aps-14	177	8	since	since	SCONJ
aps-14	177	9	there	there	PRON
aps-14	177	10	are	be	VERB
aps-14	177	11	four	four	NUM
aps-14	177	12	separate	separate	ADJ
aps-14	177	13	categories	category	NOUN
aps-14	177	14	.	.	PUNCT
aps-14	178	1	as	as	SCONJ
aps-14	178	2	more	more	ADJ
aps-14	178	3	categories	category	NOUN
aps-14	178	4	are	be	AUX
aps-14	178	5	added	add	VERB
aps-14	178	6	the	the	DET
aps-14	178	7	number	number	NOUN
aps-14	178	8	of	of	ADP
aps-14	178	9	states	state	NOUN
aps-14	178	10	grows	grow	VERB
aps-14	178	11	exponentially	exponentially	ADV
aps-14	178	12	,	,	PUNCT
aps-14	178	13	while	while	SCONJ
aps-14	178	14	the	the	DET
aps-14	178	15	storage	storage	NOUN
aps-14	178	16	required	require	VERB
aps-14	178	17	for	for	ADP
aps-14	178	18	individuals	individual	NOUN
aps-14	178	19	only	only	ADV
aps-14	178	20	grows	grow	VERB
aps-14	178	21	linearly	linearly	ADV
aps-14	178	22	.	.	PUNCT
aps-14	179	1	it	it	PRON
aps-14	179	2	would	would	AUX
aps-14	179	3	only	only	ADV
aps-14	179	4	take	take	VERB
aps-14	179	5	the	the	DET
aps-14	179	6	addition	addition	NOUN
aps-14	179	7	of	of	ADP
aps-14	179	8	one	one	NUM
aps-14	179	9	or	or	CCONJ
aps-14	179	10	two	two	NUM
aps-14	179	11	more	more	ADJ
aps-14	179	12	categories	category	NOUN
aps-14	179	13	before	before	SCONJ
aps-14	179	14	the	the	DET
aps-14	179	15	number	number	NOUN
aps-14	179	16	of	of	ADP
aps-14	179	17	states	state	NOUN
aps-14	179	18	would	would	AUX
aps-14	179	19	exceed	exceed	VERB
aps-14	179	20	the	the	DET
aps-14	179	21	population	population	NOUN
aps-14	179	22	,	,	PUNCT
aps-14	179	23	and	and	CCONJ
aps-14	179	24	microsimulation	microsimulation	NOUN
aps-14	179	25	would	would	AUX
aps-14	179	26	be	be	AUX
aps-14	179	27	a	a	DET
aps-14	179	28	more	more	ADV
aps-14	179	29	efficient	efficient	ADJ
aps-14	179	30	approach	approach	NOUN
aps-14	179	31	in	in	ADP
aps-14	179	32	terms	term	NOUN
aps-14	179	33	of	of	ADP
aps-14	179	34	storage	storage	NOUN
aps-14	179	35	.	.	PUNCT
aps-14	180	1	note	note	VERB
aps-14	180	2	that	that	SCONJ
aps-14	180	3	the	the	DET
aps-14	180	4	following	follow	VERB
aps-14	180	5	assumptions	assumption	NOUN
aps-14	180	6	are	be	AUX
aps-14	180	7	made	make	VERB
aps-14	180	8	in	in	ADP
aps-14	180	9	the	the	DET
aps-14	180	10	model	model	NOUN
aps-14	180	11	,	,	PUNCT
aps-14	180	12	which	which	PRON
aps-14	180	13	are	be	AUX
aps-14	180	14	reflected	reflect	VERB
aps-14	180	15	in	in	ADP
aps-14	180	16	the	the	DET
aps-14	180	17	source	source	NOUN
aps-14	180	18	code	code	NOUN
aps-14	180	19	in	in	ADP
aps-14	180	20	the	the	DET
aps-14	180	21	‘	'	PUNCT
aps-14	180	22	microsimulate	microsimulate	ADJ
aps-14	180	23	’	'	PUNCT
aps-14	180	24	function	function	NOUN
aps-14	180	25	(	(	PUNCT
aps-14	180	26	see	see	VERB
aps-14	180	27	lines	line	NOUN
aps-14	180	28	71–82	71–82	PROPN
aps-14	180	29	in	in	ADP
aps-14	180	30	microsimulation.r	microsimulation.r	PROPN
aps-14	180	31	):	):	PUNCT
aps-14	180	32	•	•	NOUN
aps-14	180	33	only	only	ADV
aps-14	180	34	single	single	ADJ
aps-14	180	35	births	birth	NOUN
aps-14	180	36	occur	occur	VERB
aps-14	180	37	(	(	PUNCT
aps-14	180	38	i.e.	i.e.	X
aps-14	180	39	we	we	PRON
aps-14	180	40	assume	assume	VERB
aps-14	180	41	that	that	SCONJ
aps-14	180	42	multiple	multiple	ADJ
aps-14	180	43	births	birth	NOUN
aps-14	180	44	are	be	AUX
aps-14	180	45	factored	factor	VERB
aps-14	180	46	into	into	ADP
aps-14	180	47	the	the	DET
aps-14	180	48	fertility	fertility	NOUN
aps-14	180	49	rate	rate	NOUN
aps-14	180	50	)	)	PUNCT
aps-14	180	51	•	•	NUM
aps-14	180	52	newborns	newborn	NOUN
aps-14	180	53	have	have	VERB
aps-14	180	54	an	an	DET
aps-14	180	55	equally	equally	ADV
aps-14	180	56	probable	probable	ADJ
aps-14	180	57	chance	chance	NOUN
aps-14	180	58	of	of	ADP
aps-14	180	59	being	be	AUX
aps-14	180	60	male	male	ADJ
aps-14	180	61	or	or	CCONJ
aps-14	180	62	female	female	ADJ
aps-14	180	63	•	•	NUM
aps-14	180	64	the	the	DET
aps-14	180	65	ethnicity	ethnicity	NOUN
aps-14	180	66	and	and	CCONJ
aps-14	180	67	msoa	msoa	NOUN
aps-14	180	68	of	of	ADP
aps-14	180	69	the	the	DET
aps-14	180	70	newborn	newborn	NOUN
aps-14	180	71	is	be	AUX
aps-14	180	72	the	the	DET
aps-14	180	73	same	same	ADJ
aps-14	180	74	as	as	SCONJ
aps-14	180	75	their	their	PRON
aps-14	180	76	mother	mother	NOUN
aps-14	180	77	’s	’s	PART
aps-14	180	78	•	•	NUM
aps-14	180	79	births	birth	NOUN
aps-14	180	80	occur	occur	VERB
aps-14	180	81	before	before	ADP
aps-14	180	82	deaths	death	NOUN
aps-14	180	83	–	–	PUNCT
aps-14	180	84	thus	thus	ADV
aps-14	180	85	a	a	DET
aps-14	180	86	newborn	newborn	ADJ
aps-14	180	87	will	will	AUX
aps-14	180	88	survive	survive	VERB
aps-14	180	89	if	if	SCONJ
aps-14	180	90	a	a	DET
aps-14	180	91	parent	parent	NOUN
aps-14	180	92	dies	die	VERB
aps-14	180	93	within	within	ADP
aps-14	180	94	the	the	DET
aps-14	180	95	same	same	ADJ
aps-14	180	96	year	year	NOUN
aps-14	180	97	•	•	NOUN
aps-14	180	98	migration	migration	NOUN
aps-14	180	99	is	be	AUX
aps-14	180	100	not	not	PART
aps-14	180	101	taken	take	VERB
aps-14	180	102	into	into	ADP
aps-14	180	103	account	account	NOUN
aps-14	180	104	.	.	PUNCT
aps-14	181	1	see	see	VERB
aps-14	181	2	the	the	DET
aps-14	181	3	final	final	ADJ
aps-14	181	4	section	section	NOUN
aps-14	181	5	of	of	ADP
aps-14	181	6	this	this	DET
aps-14	181	7	paper	paper	NOUN
aps-14	181	8	for	for	ADP
aps-14	181	9	discussion	discussion	NOUN
aps-14	181	10	about	about	ADP
aps-14	181	11	developing	develop	VERB
aps-14	181	12	the	the	DET
aps-14	181	13	example	example	NOUN
aps-14	181	14	further	far	ADV
aps-14	181	15	.	.	PUNCT
aps-14	182	1	australian	australian	ADJ
aps-14	182	2	population	population	NOUN
aps-14	182	3	studies	study	NOUN
aps-14	182	4	1	1	NUM
aps-14	182	5	(	(	PUNCT
aps-14	182	6	1	1	NUM
aps-14	182	7	)	)	PUNCT
aps-14	182	8	2017	2017	NUM
aps-14	182	9	lomax	lomax	PROPN
aps-14	182	10	n	n	PROPN
aps-14	182	11	and	and	CCONJ
aps-14	182	12	smith	smith	PROPN
aps-14	182	13	a	a	DET
aps-14	182	14	p	p	PROPN
aps-14	182	15	81	81	NUM
aps-14	182	16	the	the	DET
aps-14	182	17	algorithm	algorithm	NOUN
aps-14	182	18	can	can	AUX
aps-14	182	19	be	be	AUX
aps-14	182	20	described	describe	VERB
aps-14	182	21	as	as	SCONJ
aps-14	182	22	follows	follow	VERB
aps-14	182	23	:	:	PUNCT
aps-14	182	24	1	1	X
aps-14	182	25	.	.	X
aps-14	182	26	load	load	VERB
aps-14	182	27	the	the	DET
aps-14	182	28	ethnicity	ethnicity	NOUN
aps-14	182	29	-	-	PUNCT
aps-14	182	30	specific	specific	ADJ
aps-14	182	31	fertility	fertility	NOUN
aps-14	182	32	and	and	CCONJ
aps-14	182	33	mortality	mortality	NOUN
aps-14	182	34	rates	rate	NOUN
aps-14	182	35	.	.	PUNCT
aps-14	183	1	2	2	X
aps-14	183	2	.	.	X
aps-14	183	3	randomly	randomly	ADV
aps-14	183	4	assign	assign	NOUN
aps-14	183	5	births	birth	NOUN
aps-14	183	6	and	and	CCONJ
aps-14	183	7	deaths	death	NOUN
aps-14	183	8	to	to	ADP
aps-14	183	9	members	member	NOUN
aps-14	183	10	of	of	ADP
aps-14	183	11	the	the	DET
aps-14	183	12	population	population	NOUN
aps-14	183	13	in	in	ADP
aps-14	183	14	a	a	DET
aps-14	183	15	manner	manner	NOUN
aps-14	183	16	that	that	PRON
aps-14	183	17	is	be	AUX
aps-14	183	18	consistent	consistent	ADJ
aps-14	183	19	with	with	ADP
aps-14	183	20	the	the	DET
aps-14	183	21	fertility	fertility	NOUN
aps-14	183	22	and	and	CCONJ
aps-14	183	23	mortality	mortality	NOUN
aps-14	183	24	rates	rate	NOUN
aps-14	183	25	.	.	PUNCT
aps-14	184	1	3	3	X
aps-14	184	2	.	.	X
aps-14	184	3	age	age	NOUN
aps-14	184	4	the	the	DET
aps-14	184	5	population	population	NOUN
aps-14	184	6	by	by	ADP
aps-14	184	7	one	one	NUM
aps-14	184	8	year	year	NOUN
aps-14	184	9	.	.	PUNCT
aps-14	185	1	4	4	X
aps-14	185	2	.	.	X
aps-14	185	3	add	add	VERB
aps-14	185	4	newborns	newborn	NOUN
aps-14	185	5	(	(	PUNCT
aps-14	185	6	aged	aged	ADJ
aps-14	185	7	zero	zero	NUM
aps-14	185	8	)	)	PUNCT
aps-14	185	9	and	and	CCONJ
aps-14	185	10	remove	remove	VERB
aps-14	185	11	the	the	DET
aps-14	185	12	deceased	deceased	ADJ
aps-14	185	13	from	from	ADP
aps-14	185	14	the	the	DET
aps-14	185	15	population	population	NOUN
aps-14	185	16	.	.	PUNCT
aps-14	186	1	5	5	X
aps-14	186	2	.	.	X
aps-14	186	3	repeat	repeat	VERB
aps-14	186	4	from	from	ADP
aps-14	186	5	step	step	NOUN
aps-14	186	6	2	2	NUM
aps-14	186	7	until	until	SCONJ
aps-14	186	8	the	the	DET
aps-14	186	9	target	target	NOUN
aps-14	186	10	year	year	NOUN
aps-14	186	11	is	be	AUX
aps-14	186	12	reached	reach	VERB
aps-14	186	13	.	.	PUNCT
aps-14	187	1	5.4	5.4	NUM
aps-14	187	2	visualisation	visualisation	NOUN
aps-14	187	3	figure	figure	NOUN
aps-14	187	4	2	2	NUM
aps-14	187	5	:	:	PUNCT
aps-14	187	6	map	map	NOUN
aps-14	187	7	of	of	ADP
aps-14	187	8	projected	project	VERB
aps-14	187	9	percentage	percentage	NOUN
aps-14	187	10	population	population	NOUN
aps-14	187	11	growth	growth	NOUN
aps-14	187	12	,	,	PUNCT
aps-14	187	13	2011–2021	2011–2021	NUM
aps-14	187	14	source	source	NOUN
aps-14	187	15	:	:	PUNCT
aps-14	187	16	map	map	VERB
aps-14	187	17	tiles	tile	NOUN
aps-14	187	18	by	by	ADP
aps-14	187	19	carto	carto	NOUN
aps-14	187	20	under	under	ADP
aps-14	187	21	cc	cc	NOUN
aps-14	187	22	by	by	ADP
aps-14	187	23	3.0	3.0	NUM
aps-14	187	24	.	.	PUNCT
aps-14	188	1	data	datum	NOUN
aps-14	188	2	by	by	ADP
aps-14	188	3	openstreetmap	openstreetmap	NOUN
aps-14	188	4	under	under	ADP
aps-14	188	5	odbl	odbl	ADJ
aps-14	188	6	.	.	PUNCT
aps-14	189	1	note	note	NOUN
aps-14	189	2	:	:	PUNCT
aps-14	189	3	low	low	ADJ
aps-14	189	4	growth	growth	NOUN
aps-14	189	5	is	be	AUX
aps-14	189	6	blue	blue	ADJ
aps-14	189	7	and	and	CCONJ
aps-14	189	8	higher	high	ADJ
aps-14	189	9	growth	growth	NOUN
aps-14	189	10	orange	orange	NOUN
aps-14	189	11	.	.	PUNCT
aps-14	190	1	to	to	PART
aps-14	190	2	interpret	interpret	VERB
aps-14	190	3	the	the	DET
aps-14	190	4	results	result	NOUN
aps-14	190	5	,	,	PUNCT
aps-14	190	6	it	it	PRON
aps-14	190	7	is	be	AUX
aps-14	190	8	important	important	ADJ
aps-14	190	9	to	to	PART
aps-14	190	10	be	be	AUX
aps-14	190	11	able	able	ADJ
aps-14	190	12	to	to	PART
aps-14	190	13	visualise	visualise	VERB
aps-14	190	14	them	they	PRON
aps-14	190	15	effectively	effectively	ADV
aps-14	190	16	.	.	PUNCT
aps-14	191	1	the	the	DET
aps-14	191	2	package	package	NOUN
aps-14	191	3	provides	provide	VERB
aps-14	191	4	functionality	functionality	NOUN
aps-14	191	5	to	to	PART
aps-14	191	6	calculate	calculate	VERB
aps-14	191	7	summary	summary	NOUN
aps-14	191	8	measures	measure	NOUN
aps-14	191	9	for	for	ADP
aps-14	191	10	visualisation	visualisation	NOUN
aps-14	191	11	.	.	PUNCT
aps-14	192	1	firstly	firstly	ADV
aps-14	192	2	growth	growth	NOUN
aps-14	192	3	(	(	PUNCT
aps-14	192	4	𝑔𝑇	𝑔𝑇	NOUN
aps-14	192	5	)	)	PUNCT
aps-14	192	6	,	,	PUNCT
aps-14	192	7	𝑔𝑇	𝑔𝑇	NOUN
aps-14	192	8	=	=	SYM
aps-14	193	1	𝑃𝑇	𝑃𝑇	ADP
aps-14	193	2	𝑃0	𝑃0	NOUN
aps-14	193	3	−	−	PROPN
aps-14	193	4	1	1	NUM
aps-14	193	5	where	where	SCONJ
aps-14	193	6	𝑃0	𝑃0	NOUN
aps-14	193	7	is	be	AUX
aps-14	193	8	the	the	DET
aps-14	193	9	initial	initial	ADJ
aps-14	193	10	population	population	NOUN
aps-14	193	11	and	and	CCONJ
aps-14	193	12	𝑃𝑇	𝑃𝑇	ADP
aps-14	193	13	the	the	DET
aps-14	193	14	final	final	ADJ
aps-14	193	15	one	one	NUM
aps-14	193	16	.	.	PUNCT
aps-14	194	1	the	the	DET
aps-14	194	2	value	value	NOUN
aps-14	194	3	will	will	AUX
aps-14	194	4	be	be	AUX
aps-14	194	5	negative	negative	ADJ
aps-14	194	6	if	if	SCONJ
aps-14	194	7	the	the	DET
aps-14	194	8	population	population	NOUN
aps-14	194	9	shrinks	shrink	VERB
aps-14	194	10	,	,	PUNCT
aps-14	194	11	zero	zero	NUM
aps-14	194	12	if	if	SCONJ
aps-14	194	13	unchanged	unchanged	ADJ
aps-14	194	14	,	,	PUNCT
aps-14	194	15	and	and	CCONJ
aps-14	194	16	positive	positive	ADJ
aps-14	194	17	if	if	SCONJ
aps-14	194	18	the	the	DET
aps-14	194	19	population	population	NOUN
aps-14	194	20	increases	increase	VERB
aps-14	194	21	.	.	PUNCT
aps-14	195	1	the	the	DET
aps-14	195	2	value	value	NOUN
aps-14	195	3	is	be	AUX
aps-14	195	4	not	not	PART
aps-14	195	5	annualised	annualise	VERB
aps-14	195	6	.	.	PUNCT
aps-14	196	1	secondly	secondly	ADV
aps-14	196	2	diversity	diversity	NOUN
aps-14	196	3	,	,	PUNCT
aps-14	196	4	𝑑	𝑑	NOUN
aps-14	196	5	=	=	SYM
aps-14	196	6	1	1	NUM
aps-14	196	7	−	−	NOUN
aps-14	196	8	𝑛.	𝑛.	NOUN
aps-14	196	9	var(𝐩	var(𝐩	NUM
aps-14	196	10	)	)	PUNCT
aps-14	196	11	82	82	NUM
aps-14	197	1	lomax	lomax	PROPN
aps-14	197	2	n	n	PROPN
aps-14	197	3	and	and	CCONJ
aps-14	197	4	smith	smith	PROPN
aps-14	197	5	a	a	DET
aps-14	197	6	p	p	PROPN
aps-14	197	7	australian	australian	ADJ
aps-14	197	8	population	population	NOUN
aps-14	197	9	studies	study	NOUN
aps-14	197	10	1	1	NUM
aps-14	197	11	(	(	PUNCT
aps-14	197	12	1	1	NUM
aps-14	197	13	)	)	PUNCT
aps-14	197	14	2017	2017	NUM
aps-14	197	15	where	where	SCONJ
aps-14	197	16	𝑛	𝑛	PROPN
aps-14	197	17	is	be	AUX
aps-14	197	18	the	the	DET
aps-14	197	19	number	number	NOUN
aps-14	197	20	of	of	ADP
aps-14	197	21	categories	category	NOUN
aps-14	197	22	(	(	PUNCT
aps-14	197	23	i.e.	i.e.	X
aps-14	197	24	ethnicities	ethnicity	NOUN
aps-14	197	25	)	)	PUNCT
aps-14	197	26	,	,	PUNCT
aps-14	197	27	𝐩	𝐩	PROPN
aps-14	197	28	a	a	DET
aps-14	197	29	vector	vector	NOUN
aps-14	197	30	of	of	ADP
aps-14	197	31	populations	population	NOUN
aps-14	197	32	in	in	ADP
aps-14	197	33	each	each	DET
aps-14	197	34	category	category	NOUN
aps-14	197	35	,	,	PUNCT
aps-14	197	36	and	and	CCONJ
aps-14	197	37	var	var	NOUN
aps-14	197	38	is	be	AUX
aps-14	197	39	the	the	DET
aps-14	197	40	sample	sample	NOUN
aps-14	197	41	variance	variance	NOUN
aps-14	197	42	.	.	PUNCT
aps-14	198	1	while	while	SCONJ
aps-14	198	2	numerous	numerous	ADJ
aps-14	198	3	measures	measure	NOUN
aps-14	198	4	for	for	ADP
aps-14	198	5	diversity	diversity	NOUN
aps-14	198	6	are	be	AUX
aps-14	198	7	used	use	VERB
aps-14	198	8	to	to	PART
aps-14	198	9	explain	explain	VERB
aps-14	198	10	population	population	NOUN
aps-14	198	11	distributions	distribution	NOUN
aps-14	198	12	(	(	PUNCT
aps-14	198	13	e.g.	e.g.	ADV
aps-14	198	14	rees	ree	NOUN
aps-14	198	15	and	and	CCONJ
aps-14	198	16	butt	butt	PROPN
aps-14	198	17	2004	2004	NUM
aps-14	198	18	use	use	VERB
aps-14	198	19	the	the	DET
aps-14	198	20	diversity	diversity	NOUN
aps-14	198	21	index	index	NOUN
aps-14	198	22	)	)	PUNCT
aps-14	198	23	,	,	PUNCT
aps-14	198	24	this	this	DET
aps-14	198	25	measure	measure	NOUN
aps-14	198	26	has	have	VERB
aps-14	198	27	the	the	DET
aps-14	198	28	useful	useful	ADJ
aps-14	198	29	properties	property	NOUN
aps-14	198	30	that	that	PRON
aps-14	198	31	the	the	DET
aps-14	198	32	value	value	NOUN
aps-14	198	33	is	be	AUX
aps-14	198	34	:	:	PUNCT
aps-14	198	35	zero	zero	NUM
aps-14	198	36	when	when	SCONJ
aps-14	198	37	the	the	DET
aps-14	198	38	population	population	NOUN
aps-14	198	39	is	be	AUX
aps-14	198	40	all	all	ADV
aps-14	198	41	in	in	ADP
aps-14	198	42	one	one	NUM
aps-14	198	43	category	category	NOUN
aps-14	198	44	;	;	PUNCT
aps-14	198	45	one	one	NUM
aps-14	198	46	(	(	PUNCT
aps-14	198	47	1	1	NUM
aps-14	198	48	)	)	PUNCT
aps-14	198	49	when	when	SCONJ
aps-14	198	50	the	the	DET
aps-14	198	51	populations	population	NOUN
aps-14	198	52	in	in	ADP
aps-14	198	53	each	each	DET
aps-14	198	54	category	category	NOUN
aps-14	198	55	are	be	AUX
aps-14	198	56	equal	equal	ADJ
aps-14	198	57	;	;	PUNCT
aps-14	198	58	and	and	CCONJ
aps-14	198	59	essentially	essentially	ADV
aps-14	198	60	independent	independent	ADJ
aps-14	198	61	of	of	ADP
aps-14	198	62	the	the	DET
aps-14	198	63	number	number	NOUN
aps-14	198	64	of	of	ADP
aps-14	198	65	categories	category	NOUN
aps-14	198	66	.	.	PUNCT
aps-14	199	1	we	we	PRON
aps-14	199	2	include	include	VERB
aps-14	199	3	code	code	NOUN
aps-14	199	4	to	to	PART
aps-14	199	5	produce	produce	VERB
aps-14	199	6	maps	map	NOUN
aps-14	199	7	of	of	ADP
aps-14	199	8	these	these	DET
aps-14	199	9	data	datum	NOUN
aps-14	199	10	in	in	ADP
aps-14	199	11	the	the	DET
aps-14	199	12	github	github	PROPN
aps-14	199	13	repository	repository	NOUN
aps-14	199	14	.	.	PUNCT
aps-14	200	1	figure	figure	NOUN
aps-14	200	2	2	2	NUM
aps-14	200	3	(	(	PUNCT
aps-14	200	4	previous	previous	ADJ
aps-14	200	5	page	page	NOUN
aps-14	200	6	)	)	PUNCT
aps-14	200	7	provides	provide	VERB
aps-14	200	8	an	an	DET
aps-14	200	9	example	example	NOUN
aps-14	200	10	of	of	ADP
aps-14	200	11	total	total	ADJ
aps-14	200	12	population	population	NOUN
aps-14	200	13	growth	growth	NOUN
aps-14	200	14	between	between	ADP
aps-14	200	15	2011	2011	NUM
aps-14	200	16	and	and	CCONJ
aps-14	200	17	2021	2021	NUM
aps-14	200	18	.	.	PUNCT
aps-14	201	1	figure	figure	VERB
aps-14	201	2	3	3	NUM
aps-14	201	3	:	:	SYM
aps-14	201	4	2021	2021	NUM
aps-14	201	5	projected	project	VERB
aps-14	201	6	bangladeshi	bangladeshi	ADJ
aps-14	201	7	population	population	NOUN
aps-14	201	8	pyramid	pyramid	NOUN
aps-14	201	9	,	,	PUNCT
aps-14	201	10	2021	2021	NUM
aps-14	201	11	source	source	NOUN
aps-14	201	12	:	:	PUNCT
aps-14	201	13	authors	author	NOUN
aps-14	201	14	’	'	PUNCT
aps-14	201	15	projections	projection	NOUN
aps-14	201	16	.	.	PUNCT
aps-14	202	1	we	we	PRON
aps-14	202	2	also	also	ADV
aps-14	202	3	provide	provide	VERB
aps-14	202	4	a	a	DET
aps-14	202	5	function	function	NOUN
aps-14	202	6	to	to	PART
aps-14	202	7	produce	produce	VERB
aps-14	202	8	population	population	NOUN
aps-14	202	9	pyramids	pyramid	NOUN
aps-14	202	10	of	of	ADP
aps-14	202	11	subsets	subset	NOUN
aps-14	202	12	of	of	ADP
aps-14	202	13	the	the	DET
aps-14	202	14	base	base	NOUN
aps-14	202	15	or	or	CCONJ
aps-14	202	16	projected	project	VERB
aps-14	202	17	population	population	NOUN
aps-14	202	18	.	.	PUNCT
aps-14	203	1	figure	figure	VERB
aps-14	203	2	3	3	NUM
aps-14	203	3	shows	show	VERB
aps-14	203	4	one	one	NUM
aps-14	203	5	of	of	ADP
aps-14	203	6	these	these	DET
aps-14	203	7	population	population	NOUN
aps-14	203	8	pyramids	pyramid	NOUN
aps-14	203	9	for	for	ADP
aps-14	203	10	the	the	DET
aps-14	203	11	age	age	NOUN
aps-14	203	12	and	and	CCONJ
aps-14	203	13	sex	sex	NOUN
aps-14	203	14	structure	structure	NOUN
aps-14	203	15	of	of	ADP
aps-14	203	16	the	the	DET
aps-14	203	17	bangladeshi	bangladeshi	ADJ
aps-14	203	18	population	population	NOUN
aps-14	203	19	in	in	ADP
aps-14	203	20	2021	2021	NUM
aps-14	203	21	.	.	PUNCT
aps-14	204	1	the	the	DET
aps-14	204	2	code	code	NOUN
aps-14	204	3	can	can	AUX
aps-14	204	4	be	be	AUX
aps-14	204	5	adapted	adapt	VERB
aps-14	204	6	to	to	PART
aps-14	204	7	produce	produce	VERB
aps-14	204	8	figures	figure	NOUN
aps-14	204	9	for	for	ADP
aps-14	204	10	other	other	ADJ
aps-14	204	11	ethnic	ethnic	ADJ
aps-14	204	12	groups	group	NOUN
aps-14	204	13	.	.	PUNCT
aps-14	205	1	6	6	X
aps-14	205	2	.	.	X
aps-14	205	3	adaption	adaption	NOUN
aps-14	205	4	and	and	CCONJ
aps-14	205	5	extension	extension	NOUN
aps-14	205	6	of	of	ADP
aps-14	205	7	the	the	DET
aps-14	205	8	example	example	NOUN
aps-14	205	9	the	the	DET
aps-14	205	10	examples	example	NOUN
aps-14	205	11	outlined	outline	VERB
aps-14	205	12	in	in	ADP
aps-14	205	13	the	the	DET
aps-14	205	14	previous	previous	ADJ
aps-14	205	15	section	section	NOUN
aps-14	205	16	provide	provide	VERB
aps-14	205	17	the	the	DET
aps-14	205	18	building	building	NOUN
aps-14	205	19	blocks	block	NOUN
aps-14	205	20	needed	need	VERB
aps-14	205	21	for	for	SCONJ
aps-14	205	22	researchers	researcher	NOUN
aps-14	205	23	to	to	PART
aps-14	205	24	implement	implement	VERB
aps-14	205	25	both	both	DET
aps-14	205	26	static	static	ADJ
aps-14	205	27	and	and	CCONJ
aps-14	205	28	dynamic	dynamic	ADJ
aps-14	205	29	microsimulation	microsimulation	NOUN
aps-14	205	30	.	.	PUNCT
aps-14	206	1	in	in	ADP
aps-14	206	2	order	order	NOUN
aps-14	206	3	to	to	PART
aps-14	206	4	use	use	VERB
aps-14	206	5	the	the	DET
aps-14	206	6	example	example	NOUN
aps-14	206	7	in	in	ADP
aps-14	206	8	different	different	ADJ
aps-14	206	9	contexts	context	NOUN
aps-14	206	10	,	,	PUNCT
aps-14	206	11	researchers	researcher	NOUN
aps-14	206	12	will	will	AUX
aps-14	206	13	want	want	VERB
aps-14	206	14	to	to	PART
aps-14	206	15	adapt	adapt	VERB
aps-14	206	16	the	the	DET
aps-14	206	17	data	data	NOUN
aps-14	206	18	inputs	input	NOUN
aps-14	206	19	to	to	PART
aps-14	206	20	take	take	VERB
aps-14	206	21	in	in	ADP
aps-14	206	22	to	to	PART
aps-14	206	23	account	account	VERB
aps-14	206	24	their	their	PRON
aps-14	206	25	own	own	ADJ
aps-14	206	26	research	research	NOUN
aps-14	206	27	interests	interest	NOUN
aps-14	206	28	.	.	PUNCT
aps-14	207	1	for	for	ADP
aps-14	207	2	example	example	NOUN
aps-14	207	3	,	,	PUNCT
aps-14	207	4	fertility	fertility	NOUN
aps-14	207	5	and	and	CCONJ
aps-14	207	6	mortality	mortality	NOUN
aps-14	207	7	rates	rate	NOUN
aps-14	207	8	for	for	ADP
aps-14	207	9	different	different	ADJ
aps-14	207	10	groups	group	NOUN
aps-14	207	11	(	(	PUNCT
aps-14	207	12	e.g.	e.g.	ADV
aps-14	207	13	stratified	stratify	VERB
aps-14	207	14	by	by	ADP
aps-14	207	15	socioeconomic	socioeconomic	ADJ
aps-14	207	16	status	status	NOUN
aps-14	207	17	or	or	CCONJ
aps-14	207	18	health	health	NOUN
aps-14	207	19	status	status	NOUN
aps-14	207	20	)	)	PUNCT
aps-14	207	21	could	could	AUX
aps-14	207	22	replace	replace	VERB
aps-14	207	23	ethnicity	ethnicity	NOUN
aps-14	207	24	,	,	PUNCT
aps-14	207	25	and	and	CCONJ
aps-14	207	26	different	different	ADJ
aps-14	207	27	geographic	geographic	ADJ
aps-14	207	28	systems	system	NOUN
aps-14	207	29	could	could	AUX
aps-14	207	30	replace	replace	VERB
aps-14	207	31	the	the	DET
aps-14	207	32	msoas	msoas	NOUN
aps-14	207	33	used	use	VERB
aps-14	207	34	here	here	ADV
aps-14	207	35	.	.	PUNCT
aps-14	208	1	australian	australian	ADJ
aps-14	208	2	population	population	NOUN
aps-14	208	3	studies	study	NOUN
aps-14	208	4	1	1	NUM
aps-14	208	5	(	(	PUNCT
aps-14	208	6	1	1	NUM
aps-14	208	7	)	)	PUNCT
aps-14	208	8	2017	2017	NUM
aps-14	208	9	lomax	lomax	PROPN
aps-14	208	10	n	n	PROPN
aps-14	208	11	and	and	CCONJ
aps-14	208	12	smith	smith	PROPN
aps-14	208	13	a	a	DET
aps-14	208	14	p	p	NOUN
aps-14	208	15	83	83	NUM
aps-14	208	16	there	there	PRON
aps-14	208	17	are	be	VERB
aps-14	208	18	also	also	ADV
aps-14	208	19	improvements	improvement	NOUN
aps-14	208	20	which	which	PRON
aps-14	208	21	would	would	AUX
aps-14	208	22	make	make	VERB
aps-14	208	23	the	the	DET
aps-14	208	24	microsimulation	microsimulation	NOUN
aps-14	208	25	models	model	NOUN
aps-14	208	26	more	more	ADV
aps-14	208	27	sophisticated	sophisticated	ADJ
aps-14	208	28	.	.	PUNCT
aps-14	209	1	the	the	DET
aps-14	209	2	first	first	ADJ
aps-14	209	3	obvious	obvious	ADJ
aps-14	209	4	extension	extension	NOUN
aps-14	209	5	is	be	AUX
aps-14	209	6	to	to	PART
aps-14	209	7	include	include	VERB
aps-14	209	8	migration	migration	NOUN
aps-14	209	9	(	(	PUNCT
aps-14	209	10	both	both	CCONJ
aps-14	209	11	internal	internal	ADJ
aps-14	209	12	and	and	CCONJ
aps-14	209	13	international	international	ADJ
aps-14	209	14	)	)	PUNCT
aps-14	209	15	in	in	ADP
aps-14	209	16	the	the	DET
aps-14	209	17	model	model	NOUN
aps-14	209	18	.	.	PUNCT
aps-14	210	1	this	this	PRON
aps-14	210	2	could	could	AUX
aps-14	210	3	be	be	AUX
aps-14	210	4	done	do	VERB
aps-14	210	5	by	by	ADP
aps-14	210	6	incorporating	incorporate	VERB
aps-14	210	7	migration	migration	NOUN
aps-14	210	8	rates	rate	NOUN
aps-14	210	9	in	in	ADP
aps-14	210	10	a	a	DET
aps-14	210	11	similar	similar	ADJ
aps-14	210	12	way	way	NOUN
aps-14	210	13	to	to	ADP
aps-14	210	14	those	those	PRON
aps-14	210	15	used	use	VERB
aps-14	210	16	for	for	ADP
aps-14	210	17	fertility	fertility	NOUN
aps-14	210	18	and	and	CCONJ
aps-14	210	19	mortality	mortality	NOUN
aps-14	210	20	,	,	PUNCT
aps-14	210	21	but	but	CCONJ
aps-14	210	22	it	it	PRON
aps-14	210	23	is	be	AUX
aps-14	210	24	important	important	ADJ
aps-14	210	25	to	to	PART
aps-14	210	26	note	note	VERB
aps-14	210	27	that	that	SCONJ
aps-14	210	28	the	the	DET
aps-14	210	29	model	model	NOUN
aps-14	210	30	complexity	complexity	NOUN
aps-14	210	31	and	and	CCONJ
aps-14	210	32	run	run	VERB
aps-14	210	33	time	time	NOUN
aps-14	210	34	would	would	AUX
aps-14	210	35	be	be	AUX
aps-14	210	36	increased	increase	VERB
aps-14	210	37	.	.	PUNCT
aps-14	211	1	for	for	ADP
aps-14	211	2	an	an	DET
aps-14	211	3	overview	overview	NOUN
aps-14	211	4	of	of	ADP
aps-14	211	5	how	how	SCONJ
aps-14	211	6	complex	complex	ADJ
aps-14	211	7	and	and	CCONJ
aps-14	211	8	multifaceted	multifacete	VERB
aps-14	211	9	a	a	DET
aps-14	211	10	projection	projection	NOUN
aps-14	211	11	with	with	ADP
aps-14	211	12	dynamic	dynamic	ADJ
aps-14	211	13	microsimulation	microsimulation	NOUN
aps-14	211	14	can	can	AUX
aps-14	211	15	be	be	AUX
aps-14	211	16	,	,	PUNCT
aps-14	211	17	see	see	VERB
aps-14	211	18	the	the	DET
aps-14	211	19	work	work	NOUN
aps-14	211	20	of	of	ADP
aps-14	211	21	holm	holm	PROPN
aps-14	211	22	et	et	PROPN
aps-14	211	23	al	al	PROPN
aps-14	211	24	.	.	PROPN
aps-14	212	1	(	(	PUNCT
aps-14	212	2	2008	2008	NUM
aps-14	212	3	)	)	PUNCT
aps-14	212	4	who	who	PRON
aps-14	212	5	describe	describe	VERB
aps-14	212	6	the	the	DET
aps-14	212	7	sverige	sverige	NOUN
aps-14	212	8	model	model	NOUN
aps-14	212	9	which	which	PRON
aps-14	212	10	not	not	PART
aps-14	212	11	only	only	ADV
aps-14	212	12	incorporates	incorporate	VERB
aps-14	212	13	migration	migration	NOUN
aps-14	212	14	,	,	PUNCT
aps-14	212	15	but	but	CCONJ
aps-14	212	16	also	also	ADV
aps-14	212	17	education	education	NOUN
aps-14	212	18	,	,	PUNCT
aps-14	212	19	marriage	marriage	NOUN
aps-14	212	20	,	,	PUNCT
aps-14	212	21	leaving	leave	VERB
aps-14	212	22	home	home	NOUN
aps-14	212	23	,	,	PUNCT
aps-14	212	24	divorce	divorce	NOUN
aps-14	212	25	,	,	PUNCT
aps-14	212	26	employment	employment	NOUN
aps-14	212	27	and	and	CCONJ
aps-14	212	28	earnings	earning	NOUN
aps-14	212	29	.	.	PUNCT
aps-14	213	1	an	an	DET
aps-14	213	2	individual	individual	ADJ
aps-14	213	3	simulated	simulate	VERB
aps-14	213	4	population	population	NOUN
aps-14	213	5	can	can	AUX
aps-14	213	6	not	not	PART
aps-14	213	7	be	be	AUX
aps-14	213	8	considered	consider	VERB
aps-14	213	9	an	an	DET
aps-14	213	10	accurate	accurate	ADJ
aps-14	213	11	prediction	prediction	NOUN
aps-14	213	12	of	of	ADP
aps-14	213	13	the	the	DET
aps-14	213	14	future	future	NOUN
aps-14	213	15	.	.	PUNCT
aps-14	214	1	it	it	PRON
aps-14	214	2	is	be	AUX
aps-14	214	3	essentially	essentially	ADV
aps-14	214	4	an	an	DET
aps-14	214	5	extrapolation	extrapolation	NOUN
aps-14	214	6	that	that	PRON
aps-14	214	7	is	be	AUX
aps-14	214	8	subject	subject	ADJ
aps-14	214	9	to	to	ADP
aps-14	214	10	biases	bias	NOUN
aps-14	214	11	and	and	CCONJ
aps-14	214	12	uncertainties	uncertainty	NOUN
aps-14	214	13	in	in	ADP
aps-14	214	14	the	the	DET
aps-14	214	15	input	input	NOUN
aps-14	214	16	data	datum	NOUN
aps-14	214	17	,	,	PUNCT
aps-14	214	18	the	the	DET
aps-14	214	19	model	model	NOUN
aps-14	214	20	assumptions	assumption	NOUN
aps-14	214	21	and	and	CCONJ
aps-14	214	22	the	the	DET
aps-14	214	23	random	random	ADJ
aps-14	214	24	noise	noise	NOUN
aps-14	214	25	that	that	PRON
aps-14	214	26	is	be	AUX
aps-14	214	27	inherent	inherent	ADJ
aps-14	214	28	in	in	ADP
aps-14	214	29	any	any	DET
aps-14	214	30	monte	monte	PROPN
aps-14	214	31	-	-	PUNCT
aps-14	214	32	carlo	carlo	PROPN
aps-14	214	33	simulation	simulation	NOUN
aps-14	214	34	,	,	PUNCT
aps-14	214	35	which	which	PRON
aps-14	214	36	may	may	AUX
aps-14	214	37	amplify	amplify	VERB
aps-14	214	38	the	the	DET
aps-14	214	39	initial	initial	ADJ
aps-14	214	40	biases	bias	NOUN
aps-14	214	41	.	.	PUNCT
aps-14	215	1	the	the	DET
aps-14	215	2	second	second	ADJ
aps-14	215	3	improvement	improvement	NOUN
aps-14	215	4	,	,	PUNCT
aps-14	215	5	which	which	PRON
aps-14	215	6	would	would	AUX
aps-14	215	7	help	help	VERB
aps-14	215	8	to	to	PART
aps-14	215	9	negate	negate	VERB
aps-14	215	10	this	this	DET
aps-14	215	11	problem	problem	NOUN
aps-14	215	12	,	,	PUNCT
aps-14	215	13	would	would	AUX
aps-14	215	14	be	be	AUX
aps-14	215	15	to	to	PART
aps-14	215	16	perform	perform	VERB
aps-14	215	17	a	a	DET
aps-14	215	18	number	number	NOUN
aps-14	215	19	of	of	ADP
aps-14	215	20	iterations	iteration	NOUN
aps-14	215	21	of	of	ADP
aps-14	215	22	the	the	DET
aps-14	215	23	model	model	NOUN
aps-14	215	24	run	run	NOUN
aps-14	215	25	and	and	CCONJ
aps-14	215	26	from	from	ADP
aps-14	215	27	these	these	DET
aps-14	215	28	compute	compute	NOUN
aps-14	215	29	not	not	PART
aps-14	215	30	a	a	DET
aps-14	215	31	single	single	ADJ
aps-14	215	32	value	value	NOUN
aps-14	215	33	but	but	CCONJ
aps-14	215	34	a	a	DET
aps-14	215	35	confidence	confidence	NOUN
aps-14	215	36	interval	interval	NOUN
aps-14	215	37	for	for	ADP
aps-14	215	38	aspects	aspect	NOUN
aps-14	215	39	of	of	ADP
aps-14	215	40	the	the	DET
aps-14	215	41	final	final	ADJ
aps-14	215	42	population	population	NOUN
aps-14	215	43	.	.	PUNCT
aps-14	216	1	this	this	PRON
aps-14	216	2	would	would	AUX
aps-14	216	3	go	go	VERB
aps-14	216	4	some	some	DET
aps-14	216	5	way	way	NOUN
aps-14	216	6	towards	towards	ADP
aps-14	216	7	alleviating	alleviate	VERB
aps-14	216	8	the	the	DET
aps-14	216	9	criticisms	criticism	NOUN
aps-14	216	10	about	about	ADP
aps-14	216	11	randomness	randomness	NOUN
aps-14	216	12	discussed	discuss	VERB
aps-14	216	13	in	in	ADP
aps-14	216	14	section	section	NOUN
aps-14	216	15	3	3	NUM
aps-14	216	16	.	.	PUNCT
aps-14	216	17	multiple	multiple	ADJ
aps-14	216	18	runs	run	NOUN
aps-14	216	19	of	of	ADP
aps-14	216	20	the	the	DET
aps-14	216	21	model	model	NOUN
aps-14	216	22	would	would	AUX
aps-14	216	23	give	give	VERB
aps-14	216	24	the	the	DET
aps-14	216	25	researcher	researcher	NOUN
aps-14	216	26	an	an	DET
aps-14	216	27	idea	idea	NOUN
aps-14	216	28	about	about	ADP
aps-14	216	29	the	the	DET
aps-14	216	30	variability	variability	NOUN
aps-14	216	31	of	of	ADP
aps-14	216	32	results	result	NOUN
aps-14	216	33	,	,	PUNCT
aps-14	216	34	providing	provide	VERB
aps-14	216	35	some	some	DET
aps-14	216	36	indication	indication	NOUN
aps-14	216	37	of	of	ADP
aps-14	216	38	uncertainty	uncertainty	NOUN
aps-14	216	39	which	which	PRON
aps-14	216	40	could	could	AUX
aps-14	216	41	be	be	AUX
aps-14	216	42	attached	attach	VERB
aps-14	216	43	to	to	ADP
aps-14	216	44	projection	projection	NOUN
aps-14	216	45	estimates	estimate	NOUN
aps-14	216	46	.	.	PUNCT
aps-14	217	1	this	this	PRON
aps-14	217	2	significantly	significantly	ADV
aps-14	217	3	increases	increase	VERB
aps-14	217	4	the	the	DET
aps-14	217	5	amount	amount	NOUN
aps-14	217	6	of	of	ADP
aps-14	217	7	computation	computation	NOUN
aps-14	217	8	required	require	VERB
aps-14	217	9	,	,	PUNCT
aps-14	217	10	but	but	CCONJ
aps-14	217	11	there	there	PRON
aps-14	217	12	are	be	VERB
aps-14	217	13	various	various	ADJ
aps-14	217	14	statistical	statistical	ADJ
aps-14	217	15	techniques	technique	NOUN
aps-14	217	16	available	available	ADJ
aps-14	217	17	(	(	PUNCT
aps-14	217	18	outside	outside	ADP
aps-14	217	19	the	the	DET
aps-14	217	20	scope	scope	NOUN
aps-14	217	21	of	of	ADP
aps-14	217	22	this	this	DET
aps-14	217	23	paper	paper	NOUN
aps-14	217	24	)	)	PUNCT
aps-14	217	25	which	which	PRON
aps-14	217	26	are	be	AUX
aps-14	217	27	more	more	ADV
aps-14	217	28	efficient	efficient	ADJ
aps-14	217	29	than	than	ADP
aps-14	217	30	a	a	DET
aps-14	217	31	brute	brute	ADJ
aps-14	217	32	-	-	PUNCT
aps-14	217	33	force	force	NOUN
aps-14	217	34	approach	approach	NOUN
aps-14	217	35	.	.	PUNCT
aps-14	218	1	a	a	DET
aps-14	218	2	third	third	ADJ
aps-14	218	3	improvement	improvement	NOUN
aps-14	218	4	is	be	AUX
aps-14	218	5	to	to	PART
aps-14	218	6	test	test	VERB
aps-14	218	7	the	the	DET
aps-14	218	8	sensitivity	sensitivity	NOUN
aps-14	218	9	of	of	ADP
aps-14	218	10	the	the	DET
aps-14	218	11	model	model	NOUN
aps-14	218	12	to	to	ADP
aps-14	218	13	the	the	DET
aps-14	218	14	input	input	NOUN
aps-14	218	15	data	datum	NOUN
aps-14	218	16	or	or	CCONJ
aps-14	218	17	model	model	NOUN
aps-14	218	18	assumptions	assumption	NOUN
aps-14	218	19	.	.	PUNCT
aps-14	219	1	if	if	SCONJ
aps-14	219	2	there	there	PRON
aps-14	219	3	is	be	VERB
aps-14	219	4	a	a	DET
aps-14	219	5	suspicion	suspicion	NOUN
aps-14	219	6	that	that	SCONJ
aps-14	219	7	some	some	DET
aps-14	219	8	value	value	NOUN
aps-14	219	9	or	or	CCONJ
aps-14	219	10	values	value	NOUN
aps-14	219	11	in	in	ADP
aps-14	219	12	the	the	DET
aps-14	219	13	input	input	NOUN
aps-14	219	14	data	datum	NOUN
aps-14	219	15	are	be	AUX
aps-14	219	16	inaccurate	inaccurate	ADJ
aps-14	219	17	or	or	CCONJ
aps-14	219	18	biased	biased	ADJ
aps-14	219	19	,	,	PUNCT
aps-14	219	20	perturbing	perturb	VERB
aps-14	219	21	these	these	DET
aps-14	219	22	values	value	NOUN
aps-14	219	23	(	(	PUNCT
aps-14	219	24	i.e.	i.e.	X
aps-14	219	25	changing	change	VERB
aps-14	219	26	them	they	PRON
aps-14	219	27	by	by	ADP
aps-14	219	28	a	a	DET
aps-14	219	29	small	small	ADJ
aps-14	219	30	amount	amount	NOUN
aps-14	219	31	)	)	PUNCT
aps-14	219	32	and	and	CCONJ
aps-14	219	33	re	re	VERB
aps-14	219	34	-	-	VERB
aps-14	219	35	running	run	VERB
aps-14	219	36	the	the	DET
aps-14	219	37	microsimulation	microsimulation	NOUN
aps-14	219	38	can	can	AUX
aps-14	219	39	establish	establish	VERB
aps-14	219	40	the	the	DET
aps-14	219	41	sensitivity	sensitivity	NOUN
aps-14	219	42	of	of	ADP
aps-14	219	43	the	the	DET
aps-14	219	44	model	model	NOUN
aps-14	219	45	to	to	ADP
aps-14	219	46	these	these	DET
aps-14	219	47	inputs	input	NOUN
aps-14	219	48	.	.	PUNCT
aps-14	220	1	if	if	SCONJ
aps-14	220	2	the	the	DET
aps-14	220	3	projected	project	VERB
aps-14	220	4	population	population	NOUN
aps-14	220	5	(	(	PUNCT
aps-14	220	6	or	or	CCONJ
aps-14	220	7	some	some	DET
aps-14	220	8	aspect	aspect	NOUN
aps-14	220	9	of	of	ADP
aps-14	220	10	it	it	PRON
aps-14	220	11	)	)	PUNCT
aps-14	220	12	is	be	AUX
aps-14	220	13	very	very	ADV
aps-14	220	14	similar	similar	ADJ
aps-14	220	15	the	the	DET
aps-14	220	16	model	model	NOUN
aps-14	220	17	can	can	AUX
aps-14	220	18	be	be	AUX
aps-14	220	19	considered	consider	VERB
aps-14	220	20	insensitive	insensitive	ADJ
aps-14	220	21	to	to	ADP
aps-14	220	22	the	the	DET
aps-14	220	23	input	input	NOUN
aps-14	220	24	and	and	CCONJ
aps-14	220	25	the	the	DET
aps-14	220	26	input	input	NOUN
aps-14	220	27	’s	’s	PART
aps-14	220	28	accuracy	accuracy	NOUN
aps-14	220	29	may	may	AUX
aps-14	220	30	not	not	PART
aps-14	220	31	be	be	AUX
aps-14	220	32	a	a	DET
aps-14	220	33	major	major	ADJ
aps-14	220	34	issue	issue	NOUN
aps-14	220	35	.	.	PUNCT
aps-14	221	1	conversely	conversely	ADV
aps-14	221	2	,	,	PUNCT
aps-14	221	3	if	if	SCONJ
aps-14	221	4	the	the	DET
aps-14	221	5	projected	project	VERB
aps-14	221	6	population	population	NOUN
aps-14	221	7	differs	differ	VERB
aps-14	221	8	significantly	significantly	ADV
aps-14	221	9	the	the	DET
aps-14	221	10	model	model	NOUN
aps-14	221	11	is	be	AUX
aps-14	221	12	highly	highly	ADV
aps-14	221	13	sensitive	sensitive	ADJ
aps-14	221	14	to	to	ADP
aps-14	221	15	the	the	DET
aps-14	221	16	input	input	NOUN
aps-14	221	17	,	,	PUNCT
aps-14	221	18	and	and	CCONJ
aps-14	221	19	perhaps	perhaps	ADV
aps-14	221	20	the	the	DET
aps-14	221	21	results	result	NOUN
aps-14	221	22	can	can	AUX
aps-14	221	23	not	not	PART
aps-14	221	24	be	be	AUX
aps-14	221	25	accepted	accept	VERB
aps-14	221	26	with	with	ADP
aps-14	221	27	much	much	ADJ
aps-14	221	28	confidence	confidence	NOUN
aps-14	221	29	.	.	PUNCT
aps-14	222	1	a	a	DET
aps-14	222	2	final	final	ADJ
aps-14	222	3	important	important	ADJ
aps-14	222	4	consideration	consideration	NOUN
aps-14	222	5	is	be	AUX
aps-14	222	6	the	the	DET
aps-14	222	7	validation	validation	NOUN
aps-14	222	8	of	of	ADP
aps-14	222	9	model	model	NOUN
aps-14	222	10	results	result	NOUN
aps-14	222	11	.	.	PUNCT
aps-14	223	1	limitations	limitation	NOUN
aps-14	223	2	in	in	ADP
aps-14	223	3	the	the	DET
aps-14	223	4	amount	amount	NOUN
aps-14	223	5	of	of	ADP
aps-14	223	6	space	space	NOUN
aps-14	223	7	available	available	ADJ
aps-14	223	8	negate	negate	VERB
aps-14	223	9	a	a	DET
aps-14	223	10	discussion	discussion	NOUN
aps-14	223	11	of	of	ADP
aps-14	223	12	model	model	NOUN
aps-14	223	13	validation	validation	NOUN
aps-14	223	14	in	in	ADP
aps-14	223	15	this	this	DET
aps-14	223	16	paper	paper	NOUN
aps-14	223	17	but	but	CCONJ
aps-14	223	18	for	for	ADP
aps-14	223	19	a	a	DET
aps-14	223	20	good	good	ADJ
aps-14	223	21	summary	summary	NOUN
aps-14	223	22	see	see	VERB
aps-14	223	23	ballas	ballas	PROPN
aps-14	223	24	et	et	PROPN
aps-14	223	25	al	al	PROPN
aps-14	223	26	.	.	PROPN
aps-14	224	1	(	(	PUNCT
aps-14	224	2	2005	2005	NUM
aps-14	224	3	)	)	PUNCT
aps-14	224	4	.	.	PUNCT
aps-14	225	1	7	7	X
aps-14	225	2	.	.	X
aps-14	225	3	conclusion	conclusion	NOUN
aps-14	225	4	this	this	DET
aps-14	225	5	paper	paper	NOUN
aps-14	225	6	has	have	AUX
aps-14	225	7	provided	provide	VERB
aps-14	225	8	an	an	DET
aps-14	225	9	overview	overview	NOUN
aps-14	225	10	of	of	ADP
aps-14	225	11	microsimulation	microsimulation	NOUN
aps-14	225	12	as	as	ADP
aps-14	225	13	a	a	DET
aps-14	225	14	technique	technique	NOUN
aps-14	225	15	which	which	PRON
aps-14	225	16	should	should	AUX
aps-14	225	17	be	be	AUX
aps-14	225	18	considered	consider	VERB
aps-14	225	19	by	by	ADP
aps-14	225	20	demographers	demographer	NOUN
aps-14	225	21	who	who	PRON
aps-14	225	22	are	be	AUX
aps-14	225	23	interested	interested	ADJ
aps-14	225	24	in	in	ADP
aps-14	225	25	estimating	estimate	VERB
aps-14	225	26	individuals	individual	NOUN
aps-14	225	27	within	within	ADP
aps-14	225	28	a	a	DET
aps-14	225	29	population	population	NOUN
aps-14	225	30	(	(	PUNCT
aps-14	225	31	through	through	ADP
aps-14	225	32	static	static	ADJ
aps-14	225	33	models	model	NOUN
aps-14	225	34	)	)	PUNCT
aps-14	225	35	and	and	CCONJ
aps-14	225	36	undertaking	undertake	VERB
aps-14	225	37	projections	projection	NOUN
aps-14	225	38	of	of	ADP
aps-14	225	39	those	those	DET
aps-14	225	40	individuals	individual	NOUN
aps-14	225	41	(	(	PUNCT
aps-14	225	42	through	through	ADP
aps-14	225	43	dynamic	dynamic	ADJ
aps-14	225	44	models	model	NOUN
aps-14	225	45	)	)	PUNCT
aps-14	225	46	.	.	PUNCT
aps-14	226	1	we	we	PRON
aps-14	226	2	have	have	AUX
aps-14	226	3	argued	argue	VERB
aps-14	226	4	that	that	SCONJ
aps-14	226	5	microsimulation	microsimulation	NOUN
aps-14	226	6	is	be	AUX
aps-14	226	7	a	a	DET
aps-14	226	8	technique	technique	NOUN
aps-14	226	9	which	which	PRON
aps-14	226	10	is	be	AUX
aps-14	226	11	useful	useful	ADJ
aps-14	226	12	for	for	ADP
aps-14	226	13	demographers	demographer	NOUN
aps-14	226	14	and	and	CCONJ
aps-14	226	15	one	one	NUM
aps-14	226	16	which	which	PRON
aps-14	226	17	is	be	AUX
aps-14	226	18	becoming	becoming	AUX
aps-14	226	19	increasingly	increasingly	ADV
aps-14	226	20	used	use	VERB
aps-14	226	21	as	as	ADP
aps-14	226	22	data	datum	NOUN
aps-14	226	23	,	,	PUNCT
aps-14	226	24	computing	compute	VERB
aps-14	226	25	power	power	NOUN
aps-14	226	26	and	and	CCONJ
aps-14	226	27	user	user	NOUN
aps-14	226	28	support	support	NOUN
aps-14	226	29	increases	increase	NOUN
aps-14	226	30	.	.	PUNCT
aps-14	227	1	our	our	PRON
aps-14	227	2	example	example	NOUN
aps-14	227	3	is	be	AUX
aps-14	227	4	applied	apply	VERB
aps-14	227	5	to	to	ADP
aps-14	227	6	the	the	DET
aps-14	227	7	east	east	PROPN
aps-14	227	8	london	london	PROPN
aps-14	227	9	borough	borough	NOUN
aps-14	227	10	of	of	ADP
aps-14	227	11	tower	tower	NOUN
aps-14	227	12	hamlets	hamlet	NOUN
aps-14	227	13	but	but	CCONJ
aps-14	227	14	the	the	DET
aps-14	227	15	approach	approach	NOUN
aps-14	227	16	could	could	AUX
aps-14	227	17	be	be	AUX
aps-14	227	18	readily	readily	ADV
aps-14	227	19	applied	apply	VERB
aps-14	227	20	in	in	ADP
aps-14	227	21	australia	australia	PROPN
aps-14	227	22	,	,	PUNCT
aps-14	227	23	or	or	CCONJ
aps-14	227	24	any	any	DET
aps-14	227	25	other	other	ADJ
aps-14	227	26	country	country	NOUN
aps-14	227	27	for	for	ADP
aps-14	227	28	that	that	DET
aps-14	227	29	matter	matter	NOUN
aps-14	227	30	,	,	PUNCT
aps-14	227	31	so	so	ADV
aps-14	227	32	long	long	ADV
aps-14	227	33	as	as	SCONJ
aps-14	227	34	appropriate	appropriate	ADJ
aps-14	227	35	data	datum	NOUN
aps-14	227	36	are	be	AUX
aps-14	227	37	available	available	ADJ
aps-14	227	38	.	.	PUNCT
aps-14	228	1	useful	useful	ADJ
aps-14	228	2	next	next	ADJ
aps-14	228	3	steps	step	NOUN
aps-14	228	4	would	would	AUX
aps-14	228	5	be	be	AUX
aps-14	228	6	to	to	PART
aps-14	228	7	look	look	VERB
aps-14	228	8	at	at	ADP
aps-14	228	9	the	the	DET
aps-14	228	10	full	full	ADJ
aps-14	228	11	r	r	NOUN
aps-14	228	12	code	code	NOUN
aps-14	228	13	provided	provide	VERB
aps-14	228	14	for	for	ADP
aps-14	228	15	the	the	DET
aps-14	228	16	examples	example	NOUN
aps-14	228	17	outlined	outline	VERB
aps-14	228	18	in	in	ADP
aps-14	228	19	this	this	DET
aps-14	228	20	paper	paper	NOUN
aps-14	228	21	and	and	CCONJ
aps-14	228	22	have	have	VERB
aps-14	228	23	a	a	DET
aps-14	228	24	go	go	NOUN
aps-14	228	25	at	at	ADP
aps-14	228	26	implementing	implement	VERB
aps-14	228	27	the	the	DET
aps-14	228	28	model	model	NOUN
aps-14	228	29	.	.	PUNCT
aps-14	229	1	the	the	DET
aps-14	229	2	code	code	NOUN
aps-14	229	3	can	can	AUX
aps-14	229	4	be	be	AUX
aps-14	229	5	adapted	adapt	VERB
aps-14	229	6	to	to	PART
aps-14	229	7	suit	suit	VERB
aps-14	229	8	the	the	DET
aps-14	229	9	researchers	researcher	NOUN
aps-14	229	10	’	’	PART
aps-14	229	11	requirements	requirement	NOUN
aps-14	229	12	.	.	PUNCT
aps-14	230	1	84	84	NUM
aps-14	230	2	lomax	lomax	PROPN
aps-14	230	3	n	n	PROPN
aps-14	230	4	and	and	CCONJ
aps-14	230	5	smith	smith	PROPN
aps-14	230	6	a	a	DET
aps-14	230	7	p	p	PROPN
aps-14	230	8	australian	australian	ADJ
aps-14	230	9	population	population	NOUN
aps-14	230	10	studies	study	NOUN
aps-14	230	11	1	1	NUM
aps-14	230	12	(	(	PUNCT
aps-14	230	13	1	1	NUM
aps-14	230	14	)	)	PUNCT
aps-14	230	15	2017	2017	NUM
aps-14	230	16	references	reference	NOUN
aps-14	230	17	ballas	ballas	PROPN
aps-14	230	18	d	d	PROPN
aps-14	230	19	and	and	CCONJ
aps-14	230	20	clarke	clarke	PROPN
aps-14	230	21	g	g	PROPN
aps-14	230	22	(	(	PUNCT
aps-14	230	23	2001	2001	NUM
aps-14	230	24	)	)	PUNCT
aps-14	231	1	modelling	model	VERB
aps-14	231	2	the	the	DET
aps-14	231	3	local	local	ADJ
aps-14	231	4	impacts	impact	NOUN
aps-14	231	5	of	of	ADP
aps-14	231	6	national	national	ADJ
aps-14	231	7	social	social	ADJ
aps-14	231	8	policies	policy	NOUN
aps-14	231	9	:	:	PUNCT
aps-14	231	10	a	a	DET
aps-14	231	11	spatial	spatial	ADJ
aps-14	231	12	microsimulation	microsimulation	NOUN
aps-14	231	13	approach	approach	NOUN
aps-14	231	14	.	.	PUNCT
aps-14	232	1	environment	environment	NOUN
aps-14	232	2	and	and	CCONJ
aps-14	232	3	planning	plan	VERB
aps-14	232	4	c	c	NOUN
aps-14	232	5	:	:	PUNCT
aps-14	232	6	government	government	NOUN
aps-14	232	7	and	and	CCONJ
aps-14	232	8	policy	policy	NOUN
aps-14	232	9	19(4	19(4	NOUN
aps-14	232	10	):	):	PUNCT
aps-14	232	11	587–606	587–606	NUM
aps-14	232	12	.	.	PUNCT
aps-14	233	1	ballas	ballas	PROPN
aps-14	233	2	d	d	PROPN
aps-14	233	3	,	,	PUNCT
aps-14	233	4	clarke	clarke	PROPN
aps-14	233	5	g	g	PROPN
aps-14	233	6	,	,	PUNCT
aps-14	233	7	dorling	dorle	VERB
aps-14	233	8	d	d	PROPN
aps-14	233	9	,	,	PUNCT
aps-14	233	10	eyre	eyre	PROPN
aps-14	233	11	h	h	PROPN
aps-14	233	12	,	,	PUNCT
aps-14	233	13	thomas	thomas	PROPN
aps-14	233	14	b	b	PROPN
aps-14	233	15	and	and	CCONJ
aps-14	233	16	rossiter	rossiter	PROPN
aps-14	233	17	d	d	PROPN
aps-14	233	18	(	(	PUNCT
aps-14	233	19	2005	2005	NUM
aps-14	233	20	)	)	PUNCT
aps-14	233	21	simbritain	simbritain	NOUN
aps-14	233	22	:	:	PUNCT
aps-14	233	23	a	a	DET
aps-14	233	24	spatial	spatial	ADJ
aps-14	233	25	microsimulation	microsimulation	NOUN
aps-14	233	26	approach	approach	NOUN
aps-14	233	27	to	to	ADP
aps-14	233	28	population	population	NOUN
aps-14	233	29	dynamics	dynamic	NOUN
aps-14	233	30	.	.	PUNCT
aps-14	234	1	population	population	NOUN
aps-14	234	2	,	,	PUNCT
aps-14	234	3	space	space	NOUN
aps-14	234	4	and	and	CCONJ
aps-14	234	5	place	place	NOUN
aps-14	234	6	11(1	11(1	NUM
aps-14	234	7	):	):	PUNCT
aps-14	234	8	13–34	13–34	NUM
aps-14	234	9	.	.	PUNCT
aps-14	234	10	bélanger	bélanger	NOUN
aps-14	234	11	a	a	PRON
aps-14	234	12	and	and	CCONJ
aps-14	234	13	sabourin	sabourin	NOUN
aps-14	234	14	p	p	X
aps-14	234	15	(	(	PUNCT
aps-14	234	16	2017	2017	NUM
aps-14	234	17	)	)	PUNCT
aps-14	234	18	microsimulation	microsimulation	NOUN
aps-14	234	19	and	and	CCONJ
aps-14	234	20	population	population	NOUN
aps-14	234	21	dynamics	dynamic	NOUN
aps-14	234	22	:	:	PUNCT
aps-14	234	23	an	an	DET
aps-14	234	24	introduction	introduction	NOUN
aps-14	234	25	to	to	ADP
aps-14	234	26	modgen	modgen	PROPN
aps-14	234	27	12	12	NUM
aps-14	234	28	.	.	PUNCT
aps-14	235	1	the	the	DET
aps-14	235	2	springer	springer	NOUN
aps-14	235	3	series	series	NOUN
aps-14	235	4	on	on	ADP
aps-14	235	5	demographic	demographic	ADJ
aps-14	235	6	methods	method	NOUN
aps-14	235	7	and	and	CCONJ
aps-14	235	8	population	population	NOUN
aps-14	235	9	analysis	analysis	NOUN
aps-14	235	10	43	43	NUM
aps-14	235	11	.	.	PUNCT
aps-14	236	1	switzerland	switzerland	PROPN
aps-14	236	2	:	:	PUNCT
aps-14	236	3	springer	springer	NOUN
aps-14	236	4	.	.	PUNCT
aps-14	237	1	birkin	birkin	PROPN
aps-14	237	2	m	m	PROPN
aps-14	237	3	and	and	CCONJ
aps-14	237	4	clarke	clarke	PROPN
aps-14	237	5	m	m	PROPN
aps-14	237	6	(	(	PUNCT
aps-14	237	7	2011	2011	NUM
aps-14	237	8	)	)	PUNCT
aps-14	237	9	spatial	spatial	ADJ
aps-14	237	10	microsimulation	microsimulation	NOUN
aps-14	237	11	models	model	NOUN
aps-14	237	12	:	:	PUNCT
aps-14	237	13	a	a	DET
aps-14	237	14	review	review	NOUN
aps-14	237	15	and	and	CCONJ
aps-14	237	16	a	a	DET
aps-14	237	17	glimpse	glimpse	NOUN
aps-14	237	18	into	into	ADP
aps-14	237	19	the	the	DET
aps-14	237	20	future	future	NOUN
aps-14	237	21	.	.	PUNCT
aps-14	238	1	in	in	ADP
aps-14	238	2	:	:	PUNCT
aps-14	238	3	stillwell	stillwell	PROPN
aps-14	238	4	j	j	PROPN
aps-14	238	5	and	and	CCONJ
aps-14	238	6	clarke	clarke	PROPN
aps-14	238	7	m	m	PROPN
aps-14	238	8	(	(	PUNCT
aps-14	238	9	eds	ed	NOUN
aps-14	238	10	)	)	PUNCT
aps-14	238	11	population	population	NOUN
aps-14	238	12	dynamics	dynamic	NOUN
aps-14	238	13	and	and	CCONJ
aps-14	238	14	projection	projection	NOUN
aps-14	238	15	methods	method	NOUN
aps-14	238	16	.	.	PUNCT
aps-14	239	1	netherlands	netherlands	PROPN
aps-14	239	2	:	:	PUNCT
aps-14	239	3	springer	springer	NOUN
aps-14	239	4	;	;	PUNCT
aps-14	239	5	193–208	193–208	NUM
aps-14	239	6	.	.	PUNCT
aps-14	239	7	brown	brown	ADJ
aps-14	239	8	l	l	PROPN
aps-14	239	9	and	and	CCONJ
aps-14	239	10	harding	harding	PROPN
aps-14	239	11	a	a	DET
aps-14	239	12	(	(	PUNCT
aps-14	239	13	2002	2002	NUM
aps-14	239	14	)	)	PUNCT
aps-14	239	15	social	social	ADJ
aps-14	239	16	modelling	modelling	NOUN
aps-14	239	17	and	and	CCONJ
aps-14	239	18	public	public	ADJ
aps-14	239	19	policy	policy	NOUN
aps-14	239	20	:	:	PUNCT
aps-14	239	21	application	application	NOUN
aps-14	239	22	of	of	ADP
aps-14	239	23	microsimulation	microsimulation	NOUN
aps-14	239	24	modelling	modelling	NOUN
aps-14	239	25	in	in	ADP
aps-14	239	26	australia	australia	PROPN
aps-14	239	27	.	.	PUNCT
aps-14	240	1	journal	journal	PROPN
aps-14	240	2	of	of	ADP
aps-14	240	3	artificial	artificial	ADJ
aps-14	240	4	societies	society	NOUN
aps-14	240	5	and	and	CCONJ
aps-14	240	6	social	social	ADJ
aps-14	240	7	simulation	simulation	NOUN
aps-14	240	8	5(4	5(4	PROPN
aps-14	240	9	)	)	PUNCT
aps-14	240	10	,	,	PUNCT
aps-14	240	11	http://jasss.soc.surrey.ac.uk/5/4/6.html	http://jasss.soc.surrey.ac.uk/5/4/6.html	PROPN
aps-14	240	12	.	.	PUNCT
aps-14	241	1	clark	clark	PROPN
aps-14	241	2	s	s	PROPN
aps-14	241	3	,	,	PUNCT
aps-14	241	4	birkin	birkin	PROPN
aps-14	241	5	m	m	PROPN
aps-14	241	6	,	,	PUNCT
aps-14	241	7	heppenstall	heppenstall	VERB
aps-14	241	8	a	a	PRON
aps-14	241	9	and	and	CCONJ
aps-14	241	10	rees	rees	PROPN
aps-14	241	11	p	p	NOUN
aps-14	241	12	(	(	PUNCT
aps-14	241	13	2017	2017	NUM
aps-14	241	14	)	)	PUNCT
aps-14	241	15	using	use	VERB
aps-14	241	16	2011	2011	NUM
aps-14	241	17	census	census	NOUN
aps-14	241	18	data	datum	NOUN
aps-14	241	19	to	to	PART
aps-14	241	20	estimate	estimate	VERB
aps-14	241	21	future	future	ADJ
aps-14	241	22	elderly	elderly	ADJ
aps-14	241	23	heath	heath	PROPN
aps-14	241	24	care	care	NOUN
aps-14	241	25	demand	demand	NOUN
aps-14	241	26	.	.	PUNCT
aps-14	242	1	in	in	ADP
aps-14	242	2	:	:	PUNCT
aps-14	242	3	stillwell	stillwell	PROPN
aps-14	242	4	j	j	PROPN
aps-14	242	5	and	and	CCONJ
aps-14	242	6	duke	duke	PROPN
aps-14	242	7	-	-	PUNCT
aps-14	242	8	williams	williams	PROPN
aps-14	242	9	o	o	PROPN
aps-14	242	10	(	(	PUNCT
aps-14	242	11	eds	eds	PROPN
aps-14	242	12	)	)	PUNCT
aps-14	242	13	the	the	DET
aps-14	242	14	routledge	routledge	PROPN
aps-14	242	15	handbook	handbook	PROPN
aps-14	242	16	of	of	ADP
aps-14	242	17	census	census	NOUN
aps-14	242	18	resources	resource	NOUN
aps-14	242	19	,	,	PUNCT
aps-14	242	20	methods	method	NOUN
aps-14	242	21	and	and	CCONJ
aps-14	242	22	applications	application	NOUN
aps-14	242	23	:	:	PUNCT
aps-14	242	24	unlocking	unlock	VERB
aps-14	242	25	the	the	DET
aps-14	242	26	uk	uk	PROPN
aps-14	242	27	2011	2011	NUM
aps-14	242	28	census	census	NOUN
aps-14	242	29	.	.	PUNCT
aps-14	243	1	london	london	PROPN
aps-14	243	2	:	:	PUNCT
aps-14	243	3	routledge	routledge	PROPN
aps-14	243	4	;	;	PUNCT
aps-14	244	1	305–319	305–319	NUM
aps-14	244	2	.	.	PUNCT
aps-14	245	1	emmerson	emmerson	PROPN
aps-14	245	2	c	c	PROPN
aps-14	245	3	,	,	PUNCT
aps-14	245	4	reed	reed	PROPN
aps-14	245	5	h	h	PROPN
aps-14	245	6	and	and	CCONJ
aps-14	245	7	shephard	shephard	VERB
aps-14	245	8	a	a	DET
aps-14	245	9	(	(	PUNCT
aps-14	245	10	2004	2004	NUM
aps-14	245	11	)	)	PUNCT
aps-14	245	12	an	an	DET
aps-14	245	13	assessment	assessment	NOUN
aps-14	245	14	of	of	ADP
aps-14	245	15	pensim2	pensim2	PROPN
aps-14	245	16	.	.	PUNCT
aps-14	246	1	london	london	PROPN
aps-14	246	2	:	:	PUNCT
aps-14	246	3	ifs	ifs	PROPN
aps-14	246	4	working	working	PROPN
aps-14	246	5	papers	paper	NOUN
aps-14	246	6	,	,	PUNCT
aps-14	246	7	institute	institute	NOUN
aps-14	246	8	for	for	ADP
aps-14	246	9	fiscal	fiscal	ADJ
aps-14	246	10	studies	study	NOUN
aps-14	246	11	(	(	PUNCT
aps-14	246	12	ifs	ifs	PROPN
aps-14	246	13	)	)	PUNCT
aps-14	246	14	no	no	NOUN
aps-14	246	15	.	.	PUNCT
aps-14	247	1	04/21	04/21	NOUN
aps-14	247	2	,	,	PUNCT
aps-14	247	3	doi	doi	NOUN
aps-14	247	4	:	:	PUNCT
aps-14	247	5	10.1920	10.1920	NUM
aps-14	247	6	/	/	SYM
aps-14	247	7	wp.ifs.2004.0421	wp.ifs.2004.0421	PROPN
aps-14	247	8	.	.	PUNCT
aps-14	248	1	fredriksen	fredriksen	VERB
aps-14	248	2	d	d	PROPN
aps-14	248	3	and	and	CCONJ
aps-14	248	4	stolen	steal	VERB
aps-14	248	5	n	n	PROPN
aps-14	248	6	(	(	PUNCT
aps-14	248	7	2007	2007	NUM
aps-14	248	8	)	)	PUNCT
aps-14	248	9	model	model	NOUN
aps-14	248	10	1	1	NUM
aps-14	248	11	:	:	PUNCT
aps-14	248	12	mosart	mosart	NOUN
aps-14	248	13	(	(	PUNCT
aps-14	248	14	dynamic	dynamic	ADJ
aps-14	248	15	cross	cross	ADJ
aps-14	248	16	-	-	ADJ
aps-14	248	17	sectional	sectional	ADJ
aps-14	248	18	microsimulation	microsimulation	NOUN
aps-14	248	19	model	model	NOUN
aps-14	248	20	)	)	PUNCT
aps-14	248	21	.	.	PUNCT
aps-14	249	1	in	in	ADP
aps-14	249	2	:	:	PUNCT
aps-14	249	3	gupta	gupta	PROPN
aps-14	249	4	a	a	PRON
aps-14	249	5	and	and	CCONJ
aps-14	249	6	harding	harding	PROPN
aps-14	249	7	a	a	DET
aps-14	249	8	(	(	PUNCT
aps-14	249	9	eds	ed	NOUN
aps-14	249	10	)	)	PUNCT
aps-14	249	11	,	,	PUNCT
aps-14	249	12	modelling	model	VERB
aps-14	249	13	our	our	PRON
aps-14	249	14	future	future	NOUN
aps-14	249	15	:	:	PUNCT
aps-14	249	16	population	population	NOUN
aps-14	249	17	ageing	ageing	NOUN
aps-14	249	18	,	,	PUNCT
aps-14	249	19	health	health	NOUN
aps-14	249	20	and	and	CCONJ
aps-14	249	21	aged	aged	ADJ
aps-14	249	22	care	care	NOUN
aps-14	249	23	.	.	PUNCT
aps-14	250	1	bingley	bingley	PROPN
aps-14	250	2	:	:	PUNCT
aps-14	250	3	emerald	emerald	PROPN
aps-14	250	4	group	group	PROPN
aps-14	250	5	publishing	publishing	PROPN
aps-14	250	6	limited	limit	VERB
aps-14	250	7	;	;	PUNCT
aps-14	250	8	433–437	433–437	NUM
aps-14	250	9	.	.	PUNCT
aps-14	251	1	harland	harland	PROPN
aps-14	251	2	k	k	X
aps-14	251	3	(	(	PUNCT
aps-14	251	4	2013	2013	NUM
aps-14	251	5	)	)	PUNCT
aps-14	251	6	microsimulation	microsimulation	NOUN
aps-14	251	7	model	model	NOUN
aps-14	251	8	user	user	PROPN
aps-14	251	9	guide	guide	NOUN
aps-14	251	10	:	:	PUNCT
aps-14	251	11	flexible	flexible	ADJ
aps-14	251	12	modelling	modelling	NOUN
aps-14	251	13	framework	framework	NOUN
aps-14	251	14	.	.	PUNCT
aps-14	252	1	uk	uk	PROPN
aps-14	252	2	:	:	PUNCT
aps-14	252	3	national	national	ADJ
aps-14	252	4	centre	centre	NOUN
aps-14	252	5	for	for	ADP
aps-14	252	6	research	research	NOUN
aps-14	252	7	methods	method	NOUN
aps-14	252	8	(	(	PUNCT
aps-14	252	9	ncrm	ncrm	NOUN
aps-14	252	10	)	)	PUNCT
aps-14	252	11	,	,	PUNCT
aps-14	252	12	ncrm	ncrm	NOUN
aps-14	252	13	working	working	NOUN
aps-14	252	14	paper	paper	PROPN
aps-14	252	15	no	no	INTJ
aps-14	252	16	.	.	PUNCT
aps-14	253	1	06/13	06/13	NOUN
aps-14	253	2	.	.	PUNCT
aps-14	254	1	holm	holm	PROPN
aps-14	254	2	e	e	PROPN
aps-14	254	3	,	,	PUNCT
aps-14	254	4	holme	holme	PROPN
aps-14	254	5	k	k	PROPN
aps-14	254	6	,	,	PUNCT
aps-14	254	7	lindgren	lindgren	PROPN
aps-14	254	8	u	u	PROPN
aps-14	254	9	and	and	CCONJ
aps-14	254	10	mäkilä	mäkilä	PROPN
aps-14	254	11	k.	k.	PROPN
aps-14	254	12	(	(	PUNCT
aps-14	254	13	2008	2008	NUM
aps-14	254	14	)	)	PUNCT
aps-14	254	15	the	the	DET
aps-14	254	16	sverige	sverige	PROPN
aps-14	254	17	spatial	spatial	PROPN
aps-14	254	18	microsimulation	microsimulation	NOUN
aps-14	254	19	model	model	NOUN
aps-14	254	20	.	.	PUNCT
aps-14	255	1	sweden	sweden	PROPN
aps-14	255	2	:	:	PUNCT
aps-14	256	1	department	department	NOUN
aps-14	256	2	of	of	ADP
aps-14	256	3	social	social	ADJ
aps-14	256	4	and	and	CCONJ
aps-14	256	5	economic	economic	ADJ
aps-14	256	6	geography	geography	NOUN
aps-14	256	7	,	,	PUNCT
aps-14	256	8	umeå	umeå	PROPN
aps-14	256	9	university	university	NOUN
aps-14	256	10	,	,	PUNCT
aps-14	256	11	discussion	discussion	NOUN
aps-14	256	12	paper	paper	NOUN
aps-14	256	13	no	no	INTJ
aps-14	256	14	.	.	PROPN
aps-14	256	15	595	595	NUM
aps-14	256	16	.	.	PUNCT
aps-14	257	1	li	li	PROPN
aps-14	257	2	j	j	PROPN
aps-14	257	3	and	and	CCONJ
aps-14	257	4	o’donoghue	o’donoghue	PROPN
aps-14	257	5	c	c	PROPN
aps-14	257	6	(	(	PUNCT
aps-14	257	7	2013	2013	NUM
aps-14	257	8	)	)	PUNCT
aps-14	257	9	a	a	DET
aps-14	257	10	survey	survey	NOUN
aps-14	257	11	of	of	ADP
aps-14	257	12	dynamic	dynamic	ADJ
aps-14	257	13	microsimulation	microsimulation	NOUN
aps-14	257	14	models	model	NOUN
aps-14	257	15	:	:	PUNCT
aps-14	257	16	uses	use	NOUN
aps-14	257	17	,	,	PUNCT
aps-14	257	18	model	model	NOUN
aps-14	257	19	structure	structure	NOUN
aps-14	257	20	and	and	CCONJ
aps-14	257	21	methodology	methodology	NOUN
aps-14	257	22	.	.	PUNCT
aps-14	258	1	international	international	ADJ
aps-14	258	2	journal	journal	NOUN
aps-14	258	3	of	of	ADP
aps-14	258	4	microsimulation	microsimulation	NOUN
aps-14	258	5	6(2	6(2	NUM
aps-14	258	6	):	):	PUNCT
aps-14	258	7	3–55	3–55	PROPN
aps-14	258	8	.	.	PUNCT
aps-14	259	1	lomax	lomax	PROPN
aps-14	259	2	n	n	PROPN
aps-14	259	3	and	and	CCONJ
aps-14	259	4	norman	norman	PROPN
aps-14	259	5	p	p	PROPN
aps-14	259	6	(	(	PUNCT
aps-14	259	7	2016	2016	NUM
aps-14	259	8	)	)	PUNCT
aps-14	259	9	estimating	estimate	VERB
aps-14	259	10	population	population	NOUN
aps-14	259	11	attribute	attribute	NOUN
aps-14	259	12	values	value	NOUN
aps-14	259	13	in	in	ADP
aps-14	259	14	a	a	DET
aps-14	259	15	table	table	NOUN
aps-14	259	16	:	:	PUNCT
aps-14	259	17	“	"	PUNCT
aps-14	259	18	get	get	VERB
aps-14	259	19	me	i	PRON
aps-14	259	20	started	start	VERB
aps-14	259	21	in	in	ADP
aps-14	259	22	”	"	PUNCT
aps-14	259	23	iterative	iterative	NOUN
aps-14	259	24	proportional	proportional	ADJ
aps-14	259	25	fitting	fitting	NOUN
aps-14	259	26	.	.	PUNCT
aps-14	260	1	the	the	DET
aps-14	260	2	professional	professional	ADJ
aps-14	260	3	geographer	geographer	NOUN
aps-14	260	4	68(3	68(3	PROPN
aps-14	260	5	):	):	PUNCT
aps-14	260	6	451–461	451–461	NUM
aps-14	260	7	.	.	PUNCT
aps-14	261	1	lovelace	lovelace	PROPN
aps-14	261	2	r	r	PROPN
aps-14	261	3	,	,	PUNCT
aps-14	261	4	ballas	ballas	PROPN
aps-14	261	5	d	d	PROPN
aps-14	261	6	and	and	CCONJ
aps-14	261	7	watson	watson	PROPN
aps-14	261	8	m	m	PROPN
aps-14	261	9	(	(	PUNCT
aps-14	261	10	2014	2014	NUM
aps-14	261	11	)	)	PUNCT
aps-14	261	12	a	a	DET
aps-14	261	13	spatial	spatial	ADJ
aps-14	261	14	microsimulation	microsimulation	NOUN
aps-14	261	15	approach	approach	NOUN
aps-14	261	16	for	for	ADP
aps-14	261	17	the	the	DET
aps-14	261	18	analysis	analysis	NOUN
aps-14	261	19	of	of	ADP
aps-14	261	20	commuter	commuter	NOUN
aps-14	261	21	patterns	pattern	NOUN
aps-14	261	22	:	:	PUNCT
aps-14	261	23	from	from	ADP
aps-14	261	24	individual	individual	ADJ
aps-14	261	25	to	to	ADP
aps-14	261	26	regional	regional	ADJ
aps-14	261	27	levels	level	NOUN
aps-14	261	28	.	.	PUNCT
aps-14	262	1	journal	journal	NOUN
aps-14	262	2	of	of	ADP
aps-14	262	3	transport	transport	NOUN
aps-14	262	4	geography	geography	NOUN
aps-14	262	5	34	34	NUM
aps-14	262	6	:	:	PUNCT
aps-14	262	7	282–296	282–296	NUM
aps-14	262	8	.	.	PUNCT
aps-14	263	1	lovelace	lovelace	PROPN
aps-14	263	2	r	r	PROPN
aps-14	263	3	and	and	CCONJ
aps-14	263	4	dumont	dumont	PROPN
aps-14	263	5	m	m	PROPN
aps-14	263	6	(	(	PUNCT
aps-14	263	7	2016	2016	NUM
aps-14	263	8	)	)	PUNCT
aps-14	263	9	spatial	spatial	ADJ
aps-14	263	10	microsimulation	microsimulation	NOUN
aps-14	263	11	with	with	ADP
aps-14	263	12	r.	r.	PROPN
aps-14	263	13	florida	florida	PROPN
aps-14	263	14	:	:	PUNCT
aps-14	263	15	chapman	chapman	PROPN
aps-14	263	16	and	and	CCONJ
aps-14	263	17	hall	hall	PROPN
aps-14	263	18	,	,	PUNCT
aps-14	263	19	crc	crc	NOUN
aps-14	263	20	press	press	PROPN
aps-14	263	21	.	.	PUNCT
aps-14	264	1	nelissen	nelissen	PROPN
aps-14	264	2	j	j	PROPN
aps-14	264	3	(	(	PUNCT
aps-14	264	4	1991	1991	NUM
aps-14	264	5	)	)	PUNCT
aps-14	264	6	household	household	NOUN
aps-14	264	7	and	and	CCONJ
aps-14	264	8	education	education	NOUN
aps-14	264	9	projections	projection	NOUN
aps-14	264	10	by	by	ADP
aps-14	264	11	means	mean	NOUN
aps-14	264	12	of	of	ADP
aps-14	264	13	a	a	DET
aps-14	264	14	microsimulation	microsimulation	NOUN
aps-14	264	15	model	model	NOUN
aps-14	264	16	.	.	PUNCT
aps-14	265	1	economic	economic	ADJ
aps-14	265	2	modelling	modelling	NOUN
aps-14	265	3	8(4	8(4	NUM
aps-14	265	4	):	):	PUNCT
aps-14	265	5	480–511	480–511	NUM
aps-14	265	6	.	.	PUNCT
aps-14	266	1	norman	norman	PROPN
aps-14	267	1	p	p	PROPN
aps-14	267	2	rees	rees	PROPN
aps-14	267	3	p	p	PROPN
aps-14	268	1	and	and	CCONJ
aps-14	268	2	wohland	wohland	PROPN
aps-14	268	3	p	p	PROPN
aps-14	268	4	(	(	PUNCT
aps-14	268	5	2014	2014	NUM
aps-14	268	6	)	)	PUNCT
aps-14	268	7	the	the	DET
aps-14	268	8	use	use	NOUN
aps-14	268	9	of	of	ADP
aps-14	268	10	a	a	DET
aps-14	268	11	new	new	ADJ
aps-14	268	12	indirect	indirect	ADJ
aps-14	268	13	method	method	NOUN
aps-14	268	14	to	to	PART
aps-14	268	15	estimate	estimate	VERB
aps-14	268	16	ethnic	ethnic	ADJ
aps-14	268	17	-	-	PUNCT
aps-14	268	18	group	group	NOUN
aps-14	268	19	fertility	fertility	NOUN
aps-14	268	20	rates	rate	NOUN
aps-14	268	21	for	for	ADP
aps-14	268	22	subnational	subnational	ADJ
aps-14	268	23	projections	projection	NOUN
aps-14	268	24	for	for	ADP
aps-14	268	25	england	england	PROPN
aps-14	268	26	.	.	PUNCT
aps-14	269	1	population	population	NOUN
aps-14	269	2	studies	study	NOUN
aps-14	269	3	68(1	68(1	NOUN
aps-14	269	4	):	):	PUNCT
aps-14	269	5	43–64	43–64	PROPN
aps-14	269	6	.	.	PUNCT
aps-14	270	1	orcutt	orcutt	PROPN
aps-14	270	2	g	g	PROPN
aps-14	270	3	(	(	PUNCT
aps-14	270	4	1957	1957	NUM
aps-14	270	5	)	)	PUNCT
aps-14	270	6	a	a	DET
aps-14	270	7	new	new	ADJ
aps-14	270	8	type	type	NOUN
aps-14	270	9	of	of	ADP
aps-14	270	10	socio	socio	NOUN
aps-14	270	11	-	-	PUNCT
aps-14	270	12	economic	economic	ADJ
aps-14	270	13	system	system	NOUN
aps-14	270	14	.	.	PUNCT
aps-14	271	1	review	review	NOUN
aps-14	271	2	of	of	ADP
aps-14	271	3	economics	economic	NOUN
aps-14	271	4	and	and	CCONJ
aps-14	271	5	statistics	statistic	NOUN
aps-14	271	6	39(2	39(2	NUM
aps-14	271	7	):	):	PUNCT
aps-14	271	8	116–123	116–123	NUM
aps-14	271	9	.	.	PUNCT
aps-14	272	1	reproduced	reproduce	VERB
aps-14	272	2	in	in	ADP
aps-14	272	3	international	international	ADJ
aps-14	272	4	journal	journal	NOUN
aps-14	272	5	of	of	ADP
aps-14	272	6	microsimulation	microsimulation	NOUN
aps-14	272	7	2007	2007	NUM
aps-14	272	8	1(1	1(1	NUM
aps-14	272	9	):	):	PUNCT
aps-14	272	10	3–9	3–9	NUM
aps-14	272	11	.	.	PUNCT
aps-14	272	12	orcutt	orcutt	PROPN
aps-14	272	13	g	g	PROPN
aps-14	272	14	,	,	PUNCT
aps-14	272	15	greenberger	greenberger	PROPN
aps-14	272	16	m	m	PROPN
aps-14	272	17	,	,	PUNCT
aps-14	272	18	korbel	korbel	PROPN
aps-14	272	19	j	j	PROPN
aps-14	272	20	and	and	CCONJ
aps-14	272	21	rivlin	rivlin	PROPN
aps-14	272	22	a	a	DET
aps-14	272	23	(	(	PUNCT
aps-14	272	24	1961	1961	NUM
aps-14	272	25	)	)	PUNCT
aps-14	272	26	microanalysis	microanalysis	NOUN
aps-14	272	27	of	of	ADP
aps-14	272	28	socioeconomic	socioeconomic	ADJ
aps-14	272	29	systems	system	NOUN
aps-14	272	30	:	:	PUNCT
aps-14	272	31	a	a	DET
aps-14	272	32	simulation	simulation	NOUN
aps-14	272	33	study	study	NOUN
aps-14	272	34	.	.	PUNCT
aps-14	273	1	new	new	PROPN
aps-14	273	2	york	york	PROPN
aps-14	273	3	:	:	PUNCT
aps-14	273	4	harper	harper	NOUN
aps-14	273	5	and	and	CCONJ
aps-14	273	6	row	row	NOUN
aps-14	273	7	.	.	PUNCT
aps-14	274	1	rees	rees	PROPN
aps-14	274	2	p	p	NOUN
aps-14	274	3	and	and	CCONJ
aps-14	274	4	butt	butt	PROPN
aps-14	274	5	f	f	PROPN
aps-14	274	6	(	(	PUNCT
aps-14	274	7	2004	2004	NUM
aps-14	274	8	)	)	PUNCT
aps-14	274	9	ethnic	ethnic	ADJ
aps-14	274	10	change	change	NOUN
aps-14	274	11	and	and	CCONJ
aps-14	274	12	diversity	diversity	NOUN
aps-14	274	13	in	in	ADP
aps-14	274	14	england	england	PROPN
aps-14	274	15	,	,	PUNCT
aps-14	274	16	1981–2001	1981–2001	NUM
aps-14	274	17	.	.	PUNCT
aps-14	274	18	area	area	NOUN
aps-14	274	19	36(2	36(2	NUM
aps-14	274	20	):	):	PUNCT
aps-14	274	21	174–186	174–186	NUM
aps-14	274	22	.	.	PUNCT
aps-14	275	1	rees	rees	PROPN
aps-14	275	2	p	p	PROPN
aps-14	275	3	,	,	PUNCT
aps-14	275	4	wohland	wohland	PROPN
aps-14	275	5	p	p	PROPN
aps-14	275	6	and	and	CCONJ
aps-14	275	7	norman	norman	PROPN
aps-14	275	8	p	p	PROPN
aps-14	275	9	(	(	PUNCT
aps-14	275	10	2009	2009	NUM
aps-14	275	11	)	)	PUNCT
aps-14	275	12	the	the	DET
aps-14	275	13	estimation	estimation	NOUN
aps-14	275	14	of	of	ADP
aps-14	275	15	mortality	mortality	NOUN
aps-14	275	16	for	for	ADP
aps-14	275	17	ethnic	ethnic	ADJ
aps-14	275	18	groups	group	NOUN
aps-14	275	19	at	at	ADP
aps-14	275	20	local	local	ADJ
aps-14	275	21	scale	scale	NOUN
aps-14	275	22	within	within	ADP
aps-14	275	23	the	the	DET
aps-14	275	24	united	united	ADJ
aps-14	275	25	kingdom	kingdom	PROPN
aps-14	275	26	.	.	PUNCT
aps-14	276	1	social	social	ADJ
aps-14	276	2	science	science	NOUN
aps-14	276	3	and	and	CCONJ
aps-14	276	4	medicine	medicine	NOUN
aps-14	276	5	69(11	69(11	NUM
aps-14	276	6	):	):	PUNCT
aps-14	276	7	1592–1607	1592–1607	NUM
aps-14	276	8	.	.	PUNCT
aps-14	277	1	rees	rees	PROPN
aps-14	277	2	p	p	PROPN
aps-14	277	3	,	,	PUNCT
aps-14	277	4	wohland	wohland	NOUN
aps-14	277	5	p	p	X
aps-14	277	6	,	,	PUNCT
aps-14	277	7	norman	norman	PROPN
aps-14	277	8	p	p	PROPN
aps-14	277	9	and	and	CCONJ
aps-14	277	10	clark	clark	PROPN
aps-14	277	11	s	s	PROPN
aps-14	277	12	(	(	PUNCT
aps-14	277	13	2017	2017	NUM
aps-14	277	14	)	)	PUNCT
aps-14	277	15	population	population	NOUN
aps-14	277	16	projections	projection	NOUN
aps-14	277	17	by	by	ADP
aps-14	277	18	ethnicity	ethnicity	NOUN
aps-14	277	19	:	:	PUNCT
aps-14	277	20	challenges	challenge	NOUN
aps-14	277	21	and	and	CCONJ
aps-14	277	22	solutions	solution	NOUN
aps-14	277	23	for	for	ADP
aps-14	277	24	the	the	DET
aps-14	277	25	united	united	ADJ
aps-14	277	26	kingdom	kingdom	PROPN
aps-14	277	27	.	.	PUNCT
aps-14	278	1	in	in	ADP
aps-14	278	2	:	:	PUNCT
aps-14	278	3	swanson	swanson	PROPN
aps-14	278	4	d	d	PROPN
aps-14	278	5	(	(	PUNCT
aps-14	278	6	ed	ed	NOUN
aps-14	278	7	.	.	PUNCT
aps-14	278	8	)	)	PUNCT
aps-14	279	1	the	the	DET
aps-14	279	2	frontiers	frontier	NOUN
aps-14	279	3	of	of	ADP
aps-14	279	4	applied	apply	VERB
aps-14	279	5	demography	demography	NOUN
aps-14	279	6	.	.	PUNCT
aps-14	280	1	switzerland	switzerland	PROPN
aps-14	280	2	:	:	PUNCT
aps-14	280	3	springer	springer	NOUN
aps-14	280	4	;	;	PUNCT
aps-14	280	5	384–408	384–408	NUM
aps-14	280	6	.	.	PUNCT
aps-14	281	1	http://jasss.soc.surrey.ac.uk/5/4/6.html	http://jasss.soc.surrey.ac.uk/5/4/6.html	PROPN
aps-14	281	2	http://dx.doi.org/10.1920/wp.ifs.2004.0421	http://dx.doi.org/10.1920/wp.ifs.2004.0421	VERB
aps-14	281	3	australian	australian	ADJ
aps-14	281	4	population	population	NOUN
aps-14	281	5	studies	study	NOUN
aps-14	281	6	1	1	NUM
aps-14	281	7	(	(	PUNCT
aps-14	281	8	1	1	NUM
aps-14	281	9	)	)	PUNCT
aps-14	281	10	2017	2017	NUM
aps-14	281	11	lomax	lomax	PROPN
aps-14	281	12	n	n	PROPN
aps-14	281	13	and	and	CCONJ
aps-14	281	14	smith	smith	PROPN
aps-14	281	15	a	a	DET
aps-14	281	16	p	p	PROPN
aps-14	281	17	85	85	NUM
aps-14	281	18	ruggles	ruggle	NOUN
aps-14	281	19	s	s	PART
aps-14	281	20	(	(	PUNCT
aps-14	281	21	1992	1992	NUM
aps-14	281	22	)	)	PUNCT
aps-14	281	23	migration	migration	NOUN
aps-14	281	24	,	,	PUNCT
aps-14	281	25	marriage	marriage	NOUN
aps-14	281	26	,	,	PUNCT
aps-14	281	27	and	and	CCONJ
aps-14	281	28	mortality	mortality	NOUN
aps-14	281	29	:	:	PUNCT
aps-14	281	30	correcting	correct	VERB
aps-14	281	31	sources	source	NOUN
aps-14	281	32	of	of	ADP
aps-14	281	33	bias	bias	NOUN
aps-14	281	34	in	in	ADP
aps-14	281	35	english	english	ADJ
aps-14	281	36	family	family	NOUN
aps-14	281	37	reconstitutions	reconstitution	NOUN
aps-14	281	38	.	.	PUNCT
aps-14	282	1	population	population	NOUN
aps-14	282	2	studies	study	NOUN
aps-14	282	3	46(3	46(3	NUM
aps-14	282	4	):	):	PUNCT
aps-14	283	1	507–522	507–522	NUM
aps-14	283	2	.	.	PUNCT
aps-14	284	1	smith	smith	PROPN
aps-14	284	2	a	a	PROPN
aps-14	284	3	,	,	PUNCT
aps-14	284	4	lovelace	lovelace	PROPN
aps-14	284	5	r	r	NOUN
aps-14	284	6	and	and	CCONJ
aps-14	284	7	birkin	birkin	PROPN
aps-14	284	8	m	m	PROPN
aps-14	284	9	(	(	PUNCT
aps-14	284	10	2017	2017	NUM
aps-14	284	11	)	)	PUNCT
aps-14	284	12	population	population	NOUN
aps-14	284	13	synthesis	synthesis	NOUN
aps-14	284	14	with	with	ADP
aps-14	284	15	quasirandom	quasirandom	ADJ
aps-14	284	16	integer	integer	NOUN
aps-14	284	17	sampling	sampling	NOUN
aps-14	284	18	.	.	PUNCT
aps-14	285	1	journal	journal	PROPN
aps-14	285	2	of	of	ADP
aps-14	285	3	artificial	artificial	ADJ
aps-14	285	4	societies	society	NOUN
aps-14	285	5	and	and	CCONJ
aps-14	285	6	social	social	ADJ
aps-14	285	7	simulation	simulation	NOUN
aps-14	285	8	20(4	20(4	NOUN
aps-14	285	9	):	):	PUNCT
aps-14	285	10	14	14	NUM
aps-14	285	11	,	,	PUNCT
aps-14	285	12	doi	doi	NOUN
aps-14	285	13	:	:	PUNCT
aps-14	285	14	10.18564	10.18564	NUM
aps-14	285	15	/	/	SYM
aps-14	285	16	jasss.3550	jasss.3550	PROPN
aps-14	285	17	.	.	PROPN
aps-14	285	18	spielauer	spielauer	PROPN
aps-14	285	19	m	m	PROPN
aps-14	285	20	(	(	PUNCT
aps-14	285	21	2011	2011	NUM
aps-14	285	22	)	)	PUNCT
aps-14	285	23	what	what	PRON
aps-14	285	24	is	be	AUX
aps-14	285	25	social	social	ADJ
aps-14	285	26	science	science	NOUN
aps-14	285	27	microsimulation	microsimulation	NOUN
aps-14	285	28	?	?	PUNCT
aps-14	286	1	social	social	ADJ
aps-14	286	2	science	science	NOUN
aps-14	286	3	computer	computer	NOUN
aps-14	286	4	review	review	NOUN
aps-14	286	5	29(1	29(1	NUM
aps-14	286	6	):	):	PUNCT
aps-14	286	7	9–20	9–20	NOUN
aps-14	286	8	.	.	PUNCT
aps-14	287	1	sundberg	sundberg	PROPN
aps-14	287	2	o	o	PROPN
aps-14	287	3	(	(	PUNCT
aps-14	287	4	2007	2007	NUM
aps-14	287	5	)	)	PUNCT
aps-14	287	6	model	model	NOUN
aps-14	287	7	5	5	NUM
aps-14	287	8	:	:	PUNCT
aps-14	287	9	sesim	sesim	PROPN
aps-14	287	10	(	(	PUNCT
aps-14	287	11	longitudinal	longitudinal	ADJ
aps-14	287	12	dynamic	dynamic	ADJ
aps-14	287	13	microsimulation	microsimulation	NOUN
aps-14	287	14	model	model	NOUN
aps-14	287	15	)	)	PUNCT
aps-14	287	16	.	.	PUNCT
aps-14	288	1	in	in	ADP
aps-14	288	2	:	:	PUNCT
aps-14	288	3	gupta	gupta	PROPN
aps-14	288	4	a	a	PRON
aps-14	288	5	and	and	CCONJ
aps-14	288	6	harding	harding	PROPN
aps-14	288	7	a	a	DET
aps-14	288	8	(	(	PUNCT
aps-14	288	9	eds	ed	NOUN
aps-14	288	10	)	)	PUNCT
aps-14	288	11	,	,	PUNCT
aps-14	288	12	modelling	model	VERB
aps-14	288	13	our	our	PRON
aps-14	288	14	future	future	NOUN
aps-14	288	15	:	:	PUNCT
aps-14	288	16	population	population	NOUN
aps-14	288	17	ageing	ageing	NOUN
aps-14	288	18	,	,	PUNCT
aps-14	288	19	health	health	NOUN
aps-14	288	20	and	and	CCONJ
aps-14	288	21	aged	aged	ADJ
aps-14	288	22	care	care	NOUN
aps-14	288	23	.	.	PUNCT
aps-14	289	1	bingley	bingley	PROPN
aps-14	289	2	:	:	PUNCT
aps-14	289	3	emerald	emerald	PROPN
aps-14	289	4	group	group	PROPN
aps-14	289	5	publishing	publishing	PROPN
aps-14	289	6	limited	limit	VERB
aps-14	289	7	;	;	PUNCT
aps-14	289	8	453–460	453–460	NUM
aps-14	289	9	.	.	PUNCT
aps-14	290	1	thomson	thomson	PROPN
aps-14	290	2	e	e	NOUN
aps-14	290	3	,	,	PUNCT
aps-14	290	4	winkler	winkler	NOUN
aps-14	290	5	-	-	PUNCT
aps-14	290	6	dworak	dworak	PROPN
aps-14	290	7	m	m	PROPN
aps-14	290	8	,	,	PUNCT
aps-14	290	9	spielauer	spielauer	VERB
aps-14	290	10	m	m	PROPN
aps-14	290	11	and	and	CCONJ
aps-14	290	12	prskawetz	prskawetz	VERB
aps-14	290	13	a	a	DET
aps-14	290	14	(	(	PUNCT
aps-14	290	15	2012	2012	NUM
aps-14	290	16	)	)	PUNCT
aps-14	290	17	union	union	NOUN
aps-14	290	18	instability	instability	NOUN
aps-14	290	19	as	as	ADP
aps-14	290	20	an	an	DET
aps-14	290	21	engine	engine	NOUN
aps-14	290	22	of	of	ADP
aps-14	290	23	fertility	fertility	NOUN
aps-14	290	24	?	?	PUNCT
aps-14	291	1	a	a	DET
aps-14	291	2	microsimulation	microsimulation	NOUN
aps-14	291	3	model	model	NOUN
aps-14	291	4	for	for	ADP
aps-14	291	5	france	france	PROPN
aps-14	291	6	.	.	PUNCT
aps-14	292	1	demography	demography	PROPN
aps-14	292	2	49(1	49(1	NOUN
aps-14	292	3	):	):	PUNCT
aps-14	293	1	175–195	175–195	PROPN
aps-14	293	2	.	.	PUNCT
aps-14	294	1	van	van	PROPN
aps-14	294	2	imhoff	imhoff	PROPN
aps-14	294	3	e	e	PROPN
aps-14	294	4	and	and	CCONJ
aps-14	294	5	post	post	ADJ
aps-14	294	6	w	w	PROPN
aps-14	294	7	(	(	PUNCT
aps-14	294	8	1998	1998	NUM
aps-14	294	9	)	)	PUNCT
aps-14	294	10	microsimulation	microsimulation	NOUN
aps-14	294	11	methods	method	NOUN
aps-14	294	12	for	for	ADP
aps-14	294	13	population	population	NOUN
aps-14	294	14	projection	projection	NOUN
aps-14	294	15	.	.	PUNCT
aps-14	295	1	population	population	NOUN
aps-14	295	2	:	:	PUNCT
aps-14	295	3	an	an	DET
aps-14	295	4	english	english	ADJ
aps-14	295	5	selection	selection	NOUN
aps-14	295	6	10(1	10(1	NUM
aps-14	295	7	):	):	PUNCT
aps-14	295	8	97–138	97–138	PROPN
aps-14	295	9	.	.	PUNCT
aps-14	295	10	wilson	wilson	PROPN
aps-14	295	11	t	t	PROPN
aps-14	295	12	and	and	CCONJ
aps-14	295	13	rees	rees	PROPN
aps-14	295	14	p	p	PROPN
aps-14	295	15	(	(	PUNCT
aps-14	295	16	2005	2005	NUM
aps-14	295	17	)	)	PUNCT
aps-14	295	18	recent	recent	ADJ
aps-14	295	19	developments	development	NOUN
aps-14	295	20	in	in	ADP
aps-14	295	21	population	population	NOUN
aps-14	295	22	projection	projection	NOUN
aps-14	295	23	methodology	methodology	PROPN
aps-14	295	24	:	:	PUNCT
aps-14	295	25	a	a	DET
aps-14	295	26	review	review	NOUN
aps-14	295	27	.	.	PUNCT
aps-14	296	1	population	population	NOUN
aps-14	296	2	,	,	PUNCT
aps-14	296	3	space	space	NOUN
aps-14	296	4	and	and	CCONJ
aps-14	296	5	place	place	NOUN
aps-14	296	6	11(5	11(5	NUM
aps-14	296	7	):	):	PUNCT
aps-14	296	8	337–360	337–360	NUM
aps-14	296	9	.	.	PUNCT
aps-14	297	1	wu	wu	PROPN
aps-14	297	2	b	b	PROPN
aps-14	297	3	and	and	CCONJ
aps-14	297	4	birkin	birkin	PROPN
aps-14	297	5	m	m	PROPN
aps-14	297	6	(	(	PUNCT
aps-14	297	7	2012	2012	NUM
aps-14	297	8	)	)	PUNCT
aps-14	297	9	agent	agent	NOUN
aps-14	297	10	-	-	PUNCT
aps-14	297	11	based	base	VERB
aps-14	297	12	extensions	extension	NOUN
aps-14	297	13	to	to	ADP
aps-14	297	14	a	a	DET
aps-14	297	15	spatial	spatial	ADJ
aps-14	297	16	microsimulation	microsimulation	NOUN
aps-14	297	17	model	model	NOUN
aps-14	297	18	of	of	ADP
aps-14	297	19	demographic	demographic	ADJ
aps-14	297	20	change	change	NOUN
aps-14	297	21	.	.	PUNCT
aps-14	298	1	in	in	ADP
aps-14	298	2	:	:	PUNCT
aps-14	298	3	heppenstall	heppenstall	PROPN
aps-14	298	4	a	a	PRON
aps-14	298	5	,	,	PUNCT
aps-14	298	6	crooks	crook	NOUN
aps-14	298	7	t	t	PROPN
aps-14	298	8	,	,	PUNCT
aps-14	298	9	see	see	VERB
aps-14	298	10	l	l	NOUN
aps-14	298	11	and	and	CCONJ
aps-14	298	12	batty	batty	ADJ
aps-14	298	13	m	m	PROPN
aps-14	298	14	(	(	PUNCT
aps-14	298	15	eds	ed	NOUN
aps-14	298	16	)	)	PUNCT
aps-14	298	17	agent	agent	NOUN
aps-14	298	18	-	-	PUNCT
aps-14	298	19	based	base	VERB
aps-14	298	20	models	model	NOUN
aps-14	298	21	of	of	ADP
aps-14	298	22	geographical	geographical	ADJ
aps-14	298	23	systems	system	NOUN
aps-14	298	24	.	.	PUNCT
aps-14	299	1	netherlands	netherlands	PROPN
aps-14	299	2	:	:	PUNCT
aps-14	299	3	springer	springer	NOUN
aps-14	299	4	;	;	PUNCT
aps-14	299	5	347–360	347–360	NUM
aps-14	299	6	.	.	PUNCT