id	sid	tid	token	lemma	pos
spir-8397	1	1	microsoft	microsoft	PROPN
spir-8397	1	2	word	word	NOUN
spir-8397	1	3	revealing	reveal	VERB
spir-8397	1	4	themes	theme	NOUN
spir-8397	1	5	in	in	ADP
spir-8397	1	6	the	the	DET
spir-8397	1	7	australian	australian	ADJ
spir-8397	1	8	twittersphere	twittersphere	NOUN
spir-8397	1	9	(	(	PUNCT
spir-8397	1	10	final).docx	final).docx	VERB
spir-8397	1	11	selected	select	VERB
spir-8397	1	12	papers	paper	NOUN
spir-8397	1	13	of	of	ADP
spir-8397	1	14	aoir	aoir	NOUN
spir-8397	1	15	2016	2016	NUM
spir-8397	1	16	:	:	PUNCT
spir-8397	1	17	the	the	DET
spir-8397	1	18	17th	17th	ADJ
spir-8397	1	19	annual	annual	ADJ
spir-8397	1	20	conference	conference	NOUN
spir-8397	1	21	of	of	ADP
spir-8397	1	22	the	the	DET
spir-8397	1	23	association	association	NOUN
spir-8397	1	24	of	of	ADP
spir-8397	1	25	internet	internet	NOUN
spir-8397	1	26	researchers	researcher	NOUN
spir-8397	1	27	berlin	berlin	PROPN
spir-8397	1	28	,	,	PUNCT
spir-8397	1	29	germany	germany	PROPN
spir-8397	1	30	/	/	SYM
spir-8397	1	31	5	5	NUM
spir-8397	1	32	-	-	SYM
spir-8397	1	33	8	8	NUM
spir-8397	1	34	october	october	PROPN
spir-8397	1	35	2016	2016	NUM
spir-8397	1	36	suggested	suggest	VERB
spir-8397	1	37	citation	citation	NOUN
spir-8397	1	38	(	(	PUNCT
spir-8397	1	39	apa	apa	PROPN
spir-8397	1	40	):	):	PUNCT
spir-8397	1	41	moon	moon	PROPN
spir-8397	1	42	,	,	PUNCT
spir-8397	1	43	brenda	brenda	PROPN
spir-8397	1	44	.	.	PUNCT
spir-8397	2	1	(	(	PUNCT
spir-8397	2	2	2016	2016	NUM
spir-8397	2	3	,	,	PUNCT
spir-8397	2	4	october	october	PROPN
spir-8397	2	5	5	5	NUM
spir-8397	2	6	-	-	SYM
spir-8397	2	7	8)	8)	NUM
spir-8397	2	8	.	.	PUNCT
spir-8397	3	1	a	a	DET
spir-8397	3	2	topic	topic	NOUN
spir-8397	3	3	analysis	analysis	NOUN
spir-8397	3	4	approach	approach	NOUN
spir-8397	3	5	to	to	ADP
spir-8397	3	6	revealing	reveal	VERB
spir-8397	3	7	discussions	discussion	NOUN
spir-8397	3	8	on	on	ADP
spir-8397	3	9	the	the	DET
spir-8397	3	10	australian	australian	ADJ
spir-8397	3	11	twittersphere	twittersphere	NOUN
spir-8397	3	12	.	.	PUNCT
spir-8397	4	1	paper	paper	NOUN
spir-8397	4	2	presented	present	VERB
spir-8397	4	3	at	at	ADP
spir-8397	4	4	aoir	aoir	NOUN
spir-8397	4	5	2016	2016	NUM
spir-8397	4	6	:	:	PUNCT
spir-8397	4	7	the	the	DET
spir-8397	4	8	17th	17th	ADJ
spir-8397	4	9	annual	annual	ADJ
spir-8397	4	10	meeting	meeting	NOUN
spir-8397	4	11	of	of	ADP
spir-8397	4	12	the	the	DET
spir-8397	4	13	association	association	NOUN
spir-8397	4	14	of	of	ADP
spir-8397	4	15	internet	internet	NOUN
spir-8397	4	16	researchers	researcher	NOUN
spir-8397	4	17	.	.	PUNCT
spir-8397	5	1	berlin	berlin	PROPN
spir-8397	5	2	,	,	PUNCT
spir-8397	5	3	germany	germany	PROPN
spir-8397	5	4	:	:	PUNCT
spir-8397	5	5	aoir	aoir	NOUN
spir-8397	5	6	.	.	PUNCT
spir-8397	5	7	retrieved	retrieve	VERB
spir-8397	5	8	from	from	ADP
spir-8397	5	9	http://spir.aoir.org	http://spir.aoir.org	PROPN
spir-8397	5	10	.	.	PUNCT
spir-8397	6	1	a	a	DET
spir-8397	6	2	topic	topic	NOUN
spir-8397	6	3	analysis	analysis	NOUN
spir-8397	6	4	approach	approach	NOUN
spir-8397	6	5	to	to	ADP
spir-8397	6	6	revealing	reveal	VERB
spir-8397	6	7	discussions	discussion	NOUN
spir-8397	6	8	on	on	ADP
spir-8397	6	9	the	the	DET
spir-8397	6	10	australian	australian	ADJ
spir-8397	6	11	twittersphere	twittersphere	PROPN
spir-8397	6	12	brenda	brenda	PROPN
spir-8397	6	13	moon	moon	PROPN
spir-8397	6	14	queensland	queensland	PROPN
spir-8397	6	15	university	university	PROPN
spir-8397	6	16	of	of	ADP
spir-8397	6	17	technology	technology	NOUN
spir-8397	6	18	abstract	abstract	ADV
spir-8397	6	19	this	this	DET
spir-8397	6	20	paper	paper	NOUN
spir-8397	6	21	investigates	investigate	VERB
spir-8397	6	22	techniques	technique	NOUN
spir-8397	6	23	to	to	PART
spir-8397	6	24	identify	identify	VERB
spir-8397	6	25	the	the	DET
spir-8397	6	26	topics	topic	NOUN
spir-8397	6	27	being	be	AUX
spir-8397	6	28	discussed	discuss	VERB
spir-8397	6	29	in	in	ADP
spir-8397	6	30	one	one	NUM
spir-8397	6	31	week	week	NOUN
spir-8397	6	32	of	of	ADP
spir-8397	6	33	tweets	tweet	NOUN
spir-8397	6	34	from	from	ADP
spir-8397	6	35	the	the	DET
spir-8397	6	36	australian	australian	ADJ
spir-8397	6	37	twittersphere	twittersphere	NOUN
spir-8397	6	38	.	.	PUNCT
spir-8397	7	1	tweets	tweet	NOUN
spir-8397	7	2	were	be	AUX
spir-8397	7	3	extracted	extract	VERB
spir-8397	7	4	from	from	ADP
spir-8397	7	5	a	a	DET
spir-8397	7	6	comprehensive	comprehensive	ADJ
spir-8397	7	7	dataset	dataset	NOUN
spir-8397	7	8	which	which	PRON
spir-8397	7	9	captures	capture	VERB
spir-8397	7	10	all	all	DET
spir-8397	7	11	tweets	tweet	NOUN
spir-8397	7	12	by	by	ADP
spir-8397	7	13	2.8	2.8	NUM
spir-8397	7	14	m	m	NOUN
spir-8397	7	15	australian	australian	ADJ
spir-8397	7	16	:	:	PUNCT
spir-8397	7	17	the	the	DET
spir-8397	7	18	tracking	tracking	NOUN
spir-8397	7	19	infrastructure	infrastructure	NOUN
spir-8397	7	20	for	for	ADP
spir-8397	7	21	social	social	ADJ
spir-8397	7	22	media	medium	NOUN
spir-8397	7	23	analysis	analysis	NOUN
spir-8397	7	24	(	(	PUNCT
spir-8397	7	25	trisma	trisma	NOUN
spir-8397	7	26	)	)	PUNCT
spir-8397	7	27	(	(	PUNCT
spir-8397	7	28	bruns	brun	NOUN
spir-8397	7	29	,	,	PUNCT
spir-8397	7	30	burgess	burgess	PROPN
spir-8397	7	31	&	&	CCONJ
spir-8397	7	32	banks	banks	PROPN
spir-8397	7	33	et	et	PROPN
spir-8397	7	34	al	al	PROPN
spir-8397	7	35	.	.	PROPN
spir-8397	7	36	,	,	PUNCT
spir-8397	7	37	2016	2016	NUM
spir-8397	7	38	)	)	PUNCT
spir-8397	7	39	.	.	PUNCT
spir-8397	8	1	bruns	brun	NOUN
spir-8397	8	2	&	&	CCONJ
spir-8397	8	3	moe	moe	PROPN
spir-8397	8	4	(	(	PUNCT
spir-8397	8	5	2014	2014	NUM
spir-8397	8	6	)	)	PUNCT
spir-8397	8	7	suggest	suggest	VERB
spir-8397	8	8	that	that	SCONJ
spir-8397	8	9	most	most	ADJ
spir-8397	8	10	twitter	twitter	NOUN
spir-8397	8	11	research	research	NOUN
spir-8397	8	12	to	to	ADP
spir-8397	8	13	date	date	NOUN
spir-8397	8	14	has	have	AUX
spir-8397	8	15	focussed	focusse	VERB
spir-8397	8	16	on	on	ADP
spir-8397	8	17	“	"	PUNCT
spir-8397	8	18	the	the	DET
spir-8397	8	19	macro	macro	ADJ
spir-8397	8	20	layer	layer	NOUN
spir-8397	8	21	of	of	ADP
spir-8397	8	22	twitter	twitter	NOUN
spir-8397	8	23	communication	communication	NOUN
spir-8397	8	24	”	"	PUNCT
spir-8397	8	25	(	(	PUNCT
spir-8397	8	26	p.	p.	NOUN
spir-8397	8	27	23	23	NUM
spir-8397	8	28	-	-	SYM
spir-8397	8	29	24	24	NUM
spir-8397	8	30	)	)	PUNCT
spir-8397	8	31	,	,	PUNCT
spir-8397	8	32	partly	partly	ADV
spir-8397	8	33	because	because	SCONJ
spir-8397	8	34	it	it	PRON
spir-8397	8	35	is	be	AUX
spir-8397	8	36	methodologically	methodologically	ADV
spir-8397	8	37	difficult	difficult	ADJ
spir-8397	8	38	to	to	PART
spir-8397	8	39	move	move	VERB
spir-8397	8	40	beyond	beyond	ADP
spir-8397	8	41	this	this	PRON
spir-8397	8	42	.	.	PUNCT
spir-8397	9	1	the	the	DET
spir-8397	9	2	trisma	trisma	NOUN
spir-8397	9	3	dataset	dataset	NOUN
spir-8397	9	4	enables	enable	VERB
spir-8397	9	5	the	the	DET
spir-8397	9	6	selection	selection	NOUN
spir-8397	9	7	of	of	ADP
spir-8397	9	8	a	a	DET
spir-8397	9	9	dataset	dataset	NOUN
spir-8397	9	10	based	base	VERB
spir-8397	9	11	on	on	ADP
spir-8397	9	12	a	a	DET
spir-8397	9	13	date	date	NOUN
spir-8397	9	14	range	range	NOUN
spir-8397	9	15	,	,	PUNCT
spir-8397	9	16	rather	rather	ADV
spir-8397	9	17	than	than	ADP
spir-8397	9	18	being	be	AUX
spir-8397	9	19	limited	limit	VERB
spir-8397	9	20	to	to	ADP
spir-8397	9	21	keywords	keyword	NOUN
spir-8397	9	22	or	or	CCONJ
spir-8397	9	23	hashtags	hashtag	NOUN
spir-8397	9	24	.	.	PUNCT
spir-8397	10	1	as	as	ADP
spir-8397	10	2	a	a	DET
spir-8397	10	3	result	result	NOUN
spir-8397	10	4	,	,	PUNCT
spir-8397	10	5	the	the	DET
spir-8397	10	6	extracted	extract	VERB
spir-8397	10	7	oneweek	oneweek	ADJ
spir-8397	10	8	dataset	dataset	NOUN
spir-8397	10	9	of	of	ADP
spir-8397	10	10	5.5	5.5	NUM
spir-8397	10	11	million	million	NUM
spir-8397	10	12	tweets	tweet	NOUN
spir-8397	10	13	is	be	AUX
spir-8397	10	14	not	not	PART
spir-8397	10	15	focussed	focusse	VERB
spir-8397	10	16	on	on	ADP
spir-8397	10	17	a	a	DET
spir-8397	10	18	particular	particular	ADJ
spir-8397	10	19	topic	topic	NOUN
spir-8397	10	20	,	,	PUNCT
spir-8397	10	21	and	and	CCONJ
spir-8397	10	22	contains	contain	VERB
spir-8397	10	23	tweets	tweet	NOUN
spir-8397	10	24	from	from	ADP
spir-8397	10	25	all	all	DET
spir-8397	10	26	three	three	NUM
spir-8397	10	27	layers	layer	NOUN
spir-8397	10	28	of	of	ADP
spir-8397	10	29	twitter	twitter	NOUN
spir-8397	10	30	communication	communication	NOUN
spir-8397	10	31	defined	define	VERB
spir-8397	10	32	by	by	ADP
spir-8397	10	33	bruns	brun	NOUN
spir-8397	10	34	&	&	CCONJ
spir-8397	10	35	moe	moe	PROPN
spir-8397	10	36	(	(	PUNCT
spir-8397	10	37	2014	2014	NUM
spir-8397	10	38	)	)	PUNCT
spir-8397	10	39	,	,	PUNCT
spir-8397	10	40	not	not	PART
spir-8397	10	41	just	just	ADV
spir-8397	10	42	predominately	predominately	ADV
spir-8397	10	43	from	from	ADP
spir-8397	10	44	the	the	DET
spir-8397	10	45	macro	macro	ADJ
spir-8397	10	46	level	level	NOUN
spir-8397	10	47	of	of	ADP
spir-8397	10	48	hashtag	hashtag	NOUN
spir-8397	10	49	conversations	conversation	NOUN
spir-8397	10	50	.	.	PUNCT
spir-8397	11	1	this	this	DET
spir-8397	11	2	study	study	NOUN
spir-8397	11	3	seeks	seek	VERB
spir-8397	11	4	to	to	PART
spir-8397	11	5	identify	identify	VERB
spir-8397	11	6	the	the	DET
spir-8397	11	7	themes	theme	NOUN
spir-8397	11	8	present	present	ADJ
spir-8397	11	9	in	in	ADP
spir-8397	11	10	this	this	DET
spir-8397	11	11	dataset	dataset	NOUN
spir-8397	11	12	using	use	VERB
spir-8397	11	13	latent	latent	ADJ
spir-8397	11	14	dirichlet	dirichlet	PROPN
spir-8397	11	15	allocation	allocation	NOUN
spir-8397	11	16	(	(	PUNCT
spir-8397	11	17	lda	lda	PROPN
spir-8397	11	18	)	)	PUNCT
spir-8397	11	19	(	(	PUNCT
spir-8397	11	20	blei	blei	NOUN
spir-8397	11	21	,	,	PUNCT
spir-8397	11	22	ng	ng	PROPN
spir-8397	11	23	,	,	PUNCT
spir-8397	11	24	and	and	CCONJ
spir-8397	11	25	jordan	jordan	PROPN
spir-8397	11	26	,	,	PUNCT
spir-8397	11	27	2003	2003	NUM
spir-8397	11	28	)	)	PUNCT
spir-8397	11	29	.	.	PUNCT
spir-8397	12	1	the	the	DET
spir-8397	12	2	results	result	NOUN
spir-8397	12	3	of	of	ADP
spir-8397	12	4	the	the	DET
spir-8397	12	5	topic	topic	NOUN
spir-8397	12	6	analysis	analysis	NOUN
spir-8397	12	7	are	be	AUX
spir-8397	12	8	triangulated	triangulate	VERB
spir-8397	12	9	with	with	ADP
spir-8397	12	10	the	the	DET
spir-8397	12	11	themes	theme	NOUN
spir-8397	12	12	found	find	VERB
spir-8397	12	13	by	by	ADP
spir-8397	12	14	the	the	DET
spir-8397	12	15	different	different	ADJ
spir-8397	12	16	types	type	NOUN
spir-8397	12	17	of	of	ADP
spir-8397	12	18	analysis	analysis	NOUN
spir-8397	12	19	as	as	ADP
spir-8397	12	20	part	part	NOUN
spir-8397	12	21	of	of	ADP
spir-8397	12	22	a	a	DET
spir-8397	12	23	wider	wide	ADJ
spir-8397	12	24	methodological	methodological	ADJ
spir-8397	12	25	study	study	NOUN
spir-8397	12	26	determining	determine	VERB
spir-8397	12	27	other	other	ADJ
spir-8397	12	28	metrics	metric	NOUN
spir-8397	12	29	for	for	ADP
spir-8397	12	30	the	the	DET
spir-8397	12	31	same	same	ADJ
spir-8397	12	32	week	week	NOUN
spir-8397	12	33	.	.	PUNCT
spir-8397	13	1	the	the	DET
spir-8397	13	2	ability	ability	NOUN
spir-8397	13	3	to	to	PART
spir-8397	13	4	identify	identify	VERB
spir-8397	13	5	the	the	DET
spir-8397	13	6	themes	theme	NOUN
spir-8397	13	7	present	present	ADJ
spir-8397	13	8	in	in	ADP
spir-8397	13	9	a	a	DET
spir-8397	13	10	dataset	dataset	NOUN
spir-8397	13	11	has	have	VERB
spir-8397	13	12	many	many	ADJ
spir-8397	13	13	applications	application	NOUN
spir-8397	13	14	,	,	PUNCT
spir-8397	13	15	including	include	VERB
spir-8397	13	16	identifying	identify	VERB
spir-8397	13	17	changes	change	NOUN
spir-8397	13	18	in	in	ADP
spir-8397	13	19	themes	theme	NOUN
spir-8397	13	20	over	over	ADP
spir-8397	13	21	time	time	NOUN
spir-8397	13	22	,	,	PUNCT
spir-8397	13	23	extracting	extract	VERB
spir-8397	13	24	subsets	subset	NOUN
spir-8397	13	25	of	of	ADP
spir-8397	13	26	the	the	DET
spir-8397	13	27	corpus	corpus	NOUN
spir-8397	13	28	for	for	ADP
spir-8397	13	29	further	further	ADJ
spir-8397	13	30	study	study	NOUN
spir-8397	13	31	,	,	PUNCT
spir-8397	13	32	and	and	CCONJ
spir-8397	13	33	understanding	understand	VERB
spir-8397	13	34	the	the	DET
spir-8397	13	35	diversity	diversity	NOUN
spir-8397	13	36	of	of	ADP
spir-8397	13	37	themes	theme	NOUN
spir-8397	13	38	present	present	ADJ
spir-8397	13	39	.	.	PUNCT
spir-8397	14	1	keywords	keyword	NOUN
spir-8397	14	2	:	:	PUNCT
spir-8397	14	3	twitter	twitter	NOUN
spir-8397	14	4	,	,	PUNCT
spir-8397	14	5	social	social	ADJ
spir-8397	14	6	media	medium	NOUN
spir-8397	14	7	,	,	PUNCT
spir-8397	14	8	big	big	ADJ
spir-8397	14	9	data	datum	NOUN
spir-8397	14	10	,	,	PUNCT
spir-8397	14	11	topic	topic	NOUN
spir-8397	14	12	analysis	analysis	NOUN
spir-8397	14	13	,	,	PUNCT
spir-8397	14	14	latent	latent	ADJ
spir-8397	14	15	dirichlet	dirichlet	PROPN
spir-8397	14	16	allocation	allocation	NOUN
spir-8397	14	17	introduction	introduction	NOUN
spir-8397	14	18	this	this	DET
spir-8397	14	19	paper	paper	NOUN
spir-8397	14	20	investigates	investigate	VERB
spir-8397	14	21	techniques	technique	NOUN
spir-8397	14	22	to	to	PART
spir-8397	14	23	identify	identify	VERB
spir-8397	14	24	the	the	DET
spir-8397	14	25	topics	topic	NOUN
spir-8397	14	26	being	be	AUX
spir-8397	14	27	discussed	discuss	VERB
spir-8397	14	28	in	in	ADP
spir-8397	14	29	one	one	NUM
spir-8397	14	30	week	week	NOUN
spir-8397	14	31	of	of	ADP
spir-8397	14	32	tweets	tweet	NOUN
spir-8397	14	33	from	from	ADP
spir-8397	14	34	the	the	DET
spir-8397	14	35	australian	australian	ADJ
spir-8397	14	36	twittersphere	twittersphere	NOUN
spir-8397	14	37	.	.	PUNCT
spir-8397	15	1	tweets	tweet	NOUN
spir-8397	15	2	posted	post	VERB
spir-8397	15	3	in	in	ADP
spir-8397	15	4	the	the	DET
spir-8397	15	5	week	week	NOUN
spir-8397	15	6	from	from	ADP
spir-8397	15	7	sunday	sunday	PROPN
spir-8397	15	8	2	2	NUM
spir-8397	15	9	august	august	NOUN
spir-8397	15	10	to	to	ADP
spir-8397	15	11	saturday	saturday	PROPN
spir-8397	15	12	8	8	NUM
spir-8397	15	13	august	august	PROPN
spir-8397	15	14	2015	2015	NUM
spir-8397	15	15	were	be	AUX
spir-8397	15	16	extracted	extract	VERB
spir-8397	15	17	from	from	ADP
spir-8397	15	18	a	a	DET
spir-8397	15	19	comprehensive	comprehensive	ADJ
spir-8397	15	20	dataset	dataset	NOUN
spir-8397	15	21	which	which	PRON
spir-8397	15	22	captures	capture	VERB
spir-8397	15	23	all	all	DET
spir-8397	15	24	tweets	tweet	NOUN
spir-8397	15	25	by	by	ADP
spir-8397	15	26	2.8	2.8	NUM
spir-8397	15	27	m	m	NOUN
spir-8397	15	28	australian	australian	ADJ
spir-8397	15	29	users	user	NOUN
spir-8397	15	30	on	on	ADP
spir-8397	15	31	a	a	DET
spir-8397	15	32	continuing	continue	VERB
spir-8397	15	33	basis	basis	NOUN
spir-8397	15	34	;	;	PUNCT
spir-8397	15	35	the	the	DET
spir-8397	15	36	tracking	tracking	NOUN
spir-8397	15	37	infrastructure	infrastructure	NOUN
spir-8397	15	38	for	for	ADP
spir-8397	15	39	social	social	ADJ
spir-8397	15	40	media	medium	NOUN
spir-8397	15	41	analysis	analysis	NOUN
spir-8397	15	42	(	(	PUNCT
spir-8397	15	43	trisma	trisma	NOUN
spir-8397	15	44	)	)	PUNCT
spir-8397	15	45	infrastructure	infrastructure	NOUN
spir-8397	15	46	(	(	PUNCT
spir-8397	15	47	bruns	brun	NOUN
spir-8397	15	48	,	,	PUNCT
spir-8397	15	49	burgess	burgess	PROPN
spir-8397	15	50	&	&	CCONJ
spir-8397	15	51	banks	banks	PROPN
spir-8397	15	52	et	et	PROPN
spir-8397	15	53	al	al	PROPN
spir-8397	15	54	.	.	PROPN
spir-8397	15	55	,	,	PUNCT
spir-8397	15	56	2016	2016	NUM
spir-8397	15	57	)	)	PUNCT
spir-8397	15	58	.	.	PUNCT
spir-8397	16	1	this	this	PRON
spir-8397	16	2	resulted	result	VERB
spir-8397	16	3	in	in	ADP
spir-8397	16	4	a	a	DET
spir-8397	16	5	dataset	dataset	NOUN
spir-8397	16	6	of	of	ADP
spir-8397	16	7	5.5	5.5	NUM
spir-8397	16	8	million	million	NUM
spir-8397	16	9	tweets	tweet	NOUN
spir-8397	16	10	.	.	PUNCT
spir-8397	17	1	the	the	DET
spir-8397	17	2	selected	select	VERB
spir-8397	17	3	week	week	NOUN
spir-8397	17	4	was	be	AUX
spir-8397	17	5	chosen	choose	VERB
spir-8397	17	6	as	as	ADP
spir-8397	17	7	part	part	NOUN
spir-8397	17	8	of	of	ADP
spir-8397	17	9	a	a	DET
spir-8397	17	10	wider	wide	ADJ
spir-8397	17	11	study	study	NOUN
spir-8397	17	12	looking	look	VERB
spir-8397	17	13	at	at	ADP
spir-8397	17	14	other	other	ADJ
spir-8397	17	15	metrics	metric	NOUN
spir-8397	17	16	for	for	ADP
spir-8397	17	17	the	the	DET
spir-8397	17	18	same	same	ADJ
spir-8397	17	19	week	week	NOUN
spir-8397	17	20	,	,	PUNCT
spir-8397	17	21	including	include	VERB
spir-8397	17	22	periodic	periodic	ADJ
spir-8397	17	23	patterns	pattern	NOUN
spir-8397	17	24	in	in	ADP
spir-8397	17	25	tweets	tweet	NOUN
spir-8397	17	26	per	per	ADP
spir-8397	17	27	day	day	NOUN
spir-8397	17	28	and	and	CCONJ
spir-8397	17	29	a	a	DET
spir-8397	17	30	detailed	detailed	ADJ
spir-8397	17	31	@mention	@mention	PROPN
spir-8397	17	32	/	/	SYM
spir-8397	17	33	retweet	retweet	NOUN
spir-8397	17	34	network	network	NOUN
spir-8397	17	35	for	for	ADP
spir-8397	17	36	one	one	NUM
spir-8397	17	37	day	day	NOUN
spir-8397	17	38	during	during	ADP
spir-8397	17	39	the	the	DET
spir-8397	17	40	week	week	NOUN
spir-8397	17	41	.	.	PUNCT
spir-8397	18	1	having	have	VERB
spir-8397	18	2	these	these	DET
spir-8397	18	3	other	other	ADJ
spir-8397	18	4	studies	study	NOUN
spir-8397	18	5	for	for	ADP
spir-8397	18	6	the	the	DET
spir-8397	18	7	same	same	ADJ
spir-8397	18	8	dataset	dataset	NOUN
spir-8397	18	9	enables	enable	VERB
spir-8397	18	10	comparison	comparison	NOUN
spir-8397	18	11	of	of	ADP
spir-8397	18	12	the	the	DET
spir-8397	18	13	results	result	NOUN
spir-8397	18	14	obtained	obtain	VERB
spir-8397	18	15	by	by	ADP
spir-8397	18	16	the	the	DET
spir-8397	18	17	different	different	ADJ
spir-8397	18	18	methods	method	NOUN
spir-8397	18	19	.	.	PUNCT
spir-8397	19	1	bruns	brun	NOUN
spir-8397	19	2	&	&	CCONJ
spir-8397	19	3	moe	moe	PROPN
spir-8397	19	4	,	,	PUNCT
spir-8397	19	5	2014	2014	NUM
spir-8397	19	6	suggest	suggest	VERB
spir-8397	19	7	that	that	SCONJ
spir-8397	19	8	most	most	ADJ
spir-8397	19	9	twitter	twitter	NOUN
spir-8397	19	10	research	research	NOUN
spir-8397	19	11	has	have	AUX
spir-8397	19	12	focussed	focusse	VERB
spir-8397	19	13	on	on	ADP
spir-8397	19	14	“	"	PUNCT
spir-8397	19	15	the	the	DET
spir-8397	19	16	macro	macro	ADJ
spir-8397	19	17	layer	layer	NOUN
spir-8397	19	18	of	of	ADP
spir-8397	19	19	twitter	twitter	NOUN
spir-8397	19	20	communication	communication	NOUN
spir-8397	19	21	:	:	PUNCT
spir-8397	19	22	on	on	ADP
spir-8397	19	23	the	the	DET
spir-8397	19	24	engagement	engagement	NOUN
spir-8397	19	25	with	with	ADP
spir-8397	19	26	breaking	break	VERB
spir-8397	19	27	news	news	NOUN
spir-8397	19	28	and	and	CCONJ
spir-8397	19	29	other	other	ADJ
spir-8397	19	30	topics	topic	NOUN
spir-8397	19	31	by	by	ADP
spir-8397	19	32	participants	participant	NOUN
spir-8397	19	33	in	in	ADP
spir-8397	19	34	hashtag	hashtag	NOUN
spir-8397	19	35	audiences	audience	NOUN
spir-8397	19	36	”	"	PUNCT
spir-8397	19	37	(	(	PUNCT
spir-8397	19	38	p.	p.	NOUN
spir-8397	19	39	23	23	NUM
spir-8397	19	40	-	-	SYM
spir-8397	19	41	24	24	NUM
spir-8397	19	42	)	)	PUNCT
spir-8397	19	43	,	,	PUNCT
spir-8397	19	44	partly	partly	ADV
spir-8397	19	45	because	because	SCONJ
spir-8397	19	46	it	it	PRON
spir-8397	19	47	is	be	AUX
spir-8397	19	48	methodologically	methodologically	ADV
spir-8397	19	49	difficult	difficult	ADJ
spir-8397	19	50	to	to	PART
spir-8397	19	51	move	move	VERB
spir-8397	19	52	beyond	beyond	ADP
spir-8397	19	53	this	this	PRON
spir-8397	19	54	.	.	PUNCT
spir-8397	20	1	the	the	DET
spir-8397	20	2	trisma	trisma	NOUN
spir-8397	20	3	dataset	dataset	NOUN
spir-8397	20	4	enables	enable	VERB
spir-8397	20	5	the	the	DET
spir-8397	20	6	selection	selection	NOUN
spir-8397	20	7	of	of	ADP
spir-8397	20	8	a	a	DET
spir-8397	20	9	dataset	dataset	NOUN
spir-8397	20	10	based	base	VERB
spir-8397	20	11	on	on	ADP
spir-8397	20	12	a	a	DET
spir-8397	20	13	date	date	NOUN
spir-8397	20	14	range	range	NOUN
spir-8397	20	15	,	,	PUNCT
spir-8397	20	16	rather	rather	ADV
spir-8397	20	17	than	than	ADP
spir-8397	20	18	being	be	AUX
spir-8397	20	19	limited	limit	VERB
spir-8397	20	20	to	to	ADP
spir-8397	20	21	keywords	keyword	NOUN
spir-8397	20	22	or	or	CCONJ
spir-8397	20	23	hashtags	hashtag	NOUN
spir-8397	20	24	.	.	PUNCT
spir-8397	21	1	as	as	ADP
spir-8397	21	2	a	a	DET
spir-8397	21	3	result	result	NOUN
spir-8397	21	4	,	,	PUNCT
spir-8397	21	5	the	the	DET
spir-8397	21	6	dataset	dataset	NOUN
spir-8397	21	7	has	have	AUX
spir-8397	21	8	not	not	PART
spir-8397	21	9	been	be	AUX
spir-8397	21	10	focussed	focusse	VERB
spir-8397	21	11	on	on	ADP
spir-8397	21	12	a	a	DET
spir-8397	21	13	particular	particular	ADJ
spir-8397	21	14	topic	topic	NOUN
spir-8397	21	15	by	by	ADP
spir-8397	21	16	the	the	DET
spir-8397	21	17	use	use	NOUN
spir-8397	21	18	of	of	ADP
spir-8397	21	19	a	a	DET
spir-8397	21	20	keyword	keyword	NOUN
spir-8397	21	21	or	or	CCONJ
spir-8397	21	22	hashtag	hashtag	NOUN
spir-8397	21	23	,	,	PUNCT
spir-8397	21	24	and	and	CCONJ
spir-8397	21	25	contains	contain	VERB
spir-8397	21	26	tweets	tweet	NOUN
spir-8397	21	27	from	from	ADP
spir-8397	21	28	all	all	DET
spir-8397	21	29	three	three	NUM
spir-8397	21	30	layers	layer	NOUN
spir-8397	21	31	of	of	ADP
spir-8397	21	32	twitter	twitter	NOUN
spir-8397	21	33	communication	communication	NOUN
spir-8397	21	34	defined	define	VERB
spir-8397	21	35	by	by	ADP
spir-8397	21	36	bruns	brun	NOUN
spir-8397	21	37	&	&	CCONJ
spir-8397	21	38	moe	moe	PROPN
spir-8397	21	39	(	(	PUNCT
spir-8397	21	40	2014	2014	NUM
spir-8397	21	41	)	)	PUNCT
spir-8397	21	42	,	,	PUNCT
spir-8397	21	43	not	not	PART
spir-8397	21	44	predominately	predominately	ADV
spir-8397	21	45	the	the	DET
spir-8397	21	46	macro	macro	ADJ
spir-8397	21	47	level	level	NOUN
spir-8397	21	48	of	of	ADP
spir-8397	21	49	hashtag	hashtag	NOUN
spir-8397	21	50	conversations	conversation	NOUN
spir-8397	21	51	.	.	PUNCT
spir-8397	22	1	latent	latent	PROPN
spir-8397	22	2	dirichlet	dirichlet	PROPN
spir-8397	22	3	allocation	allocation	NOUN
spir-8397	22	4	(	(	PUNCT
spir-8397	22	5	lda	lda	PROPN
spir-8397	22	6	)	)	PUNCT
spir-8397	22	7	is	be	AUX
spir-8397	22	8	an	an	DET
spir-8397	22	9	unsupervised	unsupervised	ADJ
spir-8397	22	10	machine	machine	NOUN
spir-8397	22	11	learning	learn	VERB
spir-8397	22	12	approach	approach	NOUN
spir-8397	22	13	that	that	PRON
spir-8397	22	14	identifies	identify	VERB
spir-8397	22	15	topics	topic	NOUN
spir-8397	22	16	present	present	ADJ
spir-8397	22	17	in	in	ADP
spir-8397	22	18	a	a	DET
spir-8397	22	19	text	text	NOUN
spir-8397	22	20	(	(	PUNCT
spir-8397	22	21	blei	blei	NOUN
spir-8397	22	22	,	,	PUNCT
spir-8397	22	23	ng	ng	PROPN
spir-8397	22	24	,	,	PUNCT
spir-8397	22	25	and	and	CCONJ
spir-8397	22	26	jordan	jordan	PROPN
spir-8397	22	27	,	,	PUNCT
spir-8397	22	28	2003	2003	NUM
spir-8397	22	29	)	)	PUNCT
spir-8397	22	30	.	.	PUNCT
spir-8397	23	1	each	each	DET
spir-8397	23	2	text	text	NOUN
spir-8397	23	3	is	be	AUX
spir-8397	23	4	considered	consider	VERB
spir-8397	23	5	to	to	PART
spir-8397	23	6	be	be	AUX
spir-8397	23	7	a	a	DET
spir-8397	23	8	bag	bag	NOUN
spir-8397	23	9	-	-	PUNCT
spir-8397	23	10	of	of	ADP
spir-8397	23	11	-	-	PUNCT
spir-8397	23	12	words	word	NOUN
spir-8397	23	13	,	,	PUNCT
spir-8397	23	14	that	that	PRON
spir-8397	23	15	is	be	AUX
spir-8397	23	16	only	only	ADV
spir-8397	23	17	the	the	DET
spir-8397	23	18	frequency	frequency	NOUN
spir-8397	23	19	of	of	ADP
spir-8397	23	20	the	the	DET
spir-8397	23	21	words	word	NOUN
spir-8397	23	22	in	in	ADP
spir-8397	23	23	the	the	DET
spir-8397	23	24	text	text	NOUN
spir-8397	23	25	is	be	AUX
spir-8397	23	26	used	use	VERB
spir-8397	23	27	,	,	PUNCT
spir-8397	23	28	not	not	PART
spir-8397	23	29	the	the	DET
spir-8397	23	30	word	word	NOUN
spir-8397	23	31	order	order	NOUN
spir-8397	23	32	or	or	CCONJ
spir-8397	23	33	meaning	meaning	NOUN
spir-8397	23	34	of	of	ADP
spir-8397	23	35	the	the	DET
spir-8397	23	36	words	word	NOUN
spir-8397	23	37	.	.	PUNCT
spir-8397	24	1	a	a	DET
spir-8397	24	2	lda	lda	PROPN
spir-8397	24	3	topic	topic	NOUN
spir-8397	24	4	is	be	AUX
spir-8397	24	5	expressed	express	VERB
spir-8397	24	6	as	as	ADP
spir-8397	24	7	a	a	DET
spir-8397	24	8	bayesian	bayesian	NOUN
spir-8397	24	9	probability	probability	NOUN
spir-8397	24	10	distribution	distribution	NOUN
spir-8397	24	11	across	across	ADP
spir-8397	24	12	all	all	DET
spir-8397	24	13	the	the	DET
spir-8397	24	14	words	word	NOUN
spir-8397	24	15	in	in	ADP
spir-8397	24	16	the	the	DET
spir-8397	24	17	corpus	corpus	NOUN
spir-8397	24	18	,	,	PUNCT
spir-8397	24	19	with	with	ADP
spir-8397	24	20	the	the	DET
spir-8397	24	21	contribution	contribution	NOUN
spir-8397	24	22	of	of	ADP
spir-8397	24	23	each	each	DET
spir-8397	24	24	word	word	NOUN
spir-8397	24	25	towards	towards	ADP
spir-8397	24	26	that	that	DET
spir-8397	24	27	topic	topic	NOUN
spir-8397	24	28	.	.	PUNCT
spir-8397	25	1	blei	blei	NOUN
spir-8397	25	2	et	et	PROPN
spir-8397	25	3	al	al	PROPN
spir-8397	25	4	.	.	PUNCT
spir-8397	26	1	(	(	PUNCT
spir-8397	26	2	2003	2003	NUM
spir-8397	26	3	)	)	PUNCT
spir-8397	26	4	defined	define	VERB
spir-8397	26	5	lda	lda	PROPN
spir-8397	26	6	as	as	SCONJ
spir-8397	26	7	:	:	PUNCT
spir-8397	26	8	latent	latent	ADJ
spir-8397	26	9	dirichlet	dirichlet	PROPN
spir-8397	26	10	allocation	allocation	NOUN
spir-8397	26	11	(	(	PUNCT
spir-8397	26	12	lda	lda	PROPN
spir-8397	26	13	)	)	PUNCT
spir-8397	26	14	is	be	AUX
spir-8397	26	15	a	a	DET
spir-8397	26	16	generative	generative	ADJ
spir-8397	26	17	probabilistic	probabilistic	ADJ
spir-8397	26	18	model	model	NOUN
spir-8397	26	19	of	of	ADP
spir-8397	26	20	a	a	DET
spir-8397	26	21	corpus	corpus	NOUN
spir-8397	26	22	.	.	PUNCT
spir-8397	27	1	the	the	DET
spir-8397	27	2	basic	basic	ADJ
spir-8397	27	3	idea	idea	NOUN
spir-8397	27	4	is	be	AUX
spir-8397	27	5	that	that	SCONJ
spir-8397	27	6	documents	document	NOUN
spir-8397	27	7	are	be	AUX
spir-8397	27	8	represented	represent	VERB
spir-8397	27	9	as	as	ADP
spir-8397	27	10	random	random	ADJ
spir-8397	27	11	mixtures	mixture	NOUN
spir-8397	27	12	over	over	ADP
spir-8397	27	13	latent	latent	ADJ
spir-8397	27	14	topics	topic	NOUN
spir-8397	27	15	,	,	PUNCT
spir-8397	27	16	where	where	SCONJ
spir-8397	27	17	each	each	DET
spir-8397	27	18	topic	topic	NOUN
spir-8397	27	19	is	be	AUX
spir-8397	27	20	characterized	characterize	VERB
spir-8397	27	21	by	by	ADP
spir-8397	27	22	a	a	DET
spir-8397	27	23	distribution	distribution	NOUN
spir-8397	27	24	over	over	ADP
spir-8397	27	25	words	word	NOUN
spir-8397	27	26	.	.	PUNCT
spir-8397	28	1	(	(	PUNCT
spir-8397	28	2	p.	p.	NOUN
spir-8397	28	3	996	996	NUM
spir-8397	28	4	)	)	PUNCT
spir-8397	28	5	if	if	SCONJ
spir-8397	28	6	the	the	DET
spir-8397	28	7	model	model	NOUN
spir-8397	28	8	is	be	AUX
spir-8397	28	9	successful	successful	ADJ
spir-8397	28	10	,	,	PUNCT
spir-8397	28	11	the	the	DET
spir-8397	28	12	most	most	ADV
spir-8397	28	13	important	important	ADJ
spir-8397	28	14	words	word	NOUN
spir-8397	28	15	in	in	ADP
spir-8397	28	16	each	each	DET
spir-8397	28	17	topic	topic	NOUN
spir-8397	28	18	should	should	AUX
spir-8397	28	19	appear	appear	VERB
spir-8397	28	20	coherent	coherent	ADJ
spir-8397	28	21	to	to	ADP
spir-8397	28	22	a	a	DET
spir-8397	28	23	human	human	ADJ
spir-8397	28	24	reader	reader	NOUN
spir-8397	28	25	,	,	PUNCT
spir-8397	28	26	“	"	PUNCT
spir-8397	28	27	but	but	CCONJ
spir-8397	28	28	the	the	DET
spir-8397	28	29	top	top	ADJ
spir-8397	28	30	few	few	ADJ
spir-8397	28	31	words	word	NOUN
spir-8397	28	32	in	in	ADP
spir-8397	28	33	a	a	DET
spir-8397	28	34	topic	topic	NOUN
spir-8397	28	35	only	only	ADV
spir-8397	28	36	give	give	VERB
spir-8397	28	37	a	a	DET
spir-8397	28	38	small	small	ADJ
spir-8397	28	39	sense	sense	NOUN
spir-8397	28	40	of	of	ADP
spir-8397	28	41	the	the	DET
spir-8397	28	42	thousands	thousand	NOUN
spir-8397	28	43	of	of	ADP
spir-8397	28	44	the	the	DET
spir-8397	28	45	words	word	NOUN
spir-8397	28	46	that	that	PRON
spir-8397	28	47	constitute	constitute	VERB
spir-8397	28	48	the	the	DET
spir-8397	28	49	whole	whole	ADJ
spir-8397	28	50	probability	probability	NOUN
spir-8397	28	51	distribution	distribution	NOUN
spir-8397	28	52	”	"	PUNCT
spir-8397	28	53	(	(	PUNCT
spir-8397	28	54	schmidt	schmidt	NOUN
spir-8397	28	55	,	,	PUNCT
spir-8397	28	56	2012	2012	NUM
spir-8397	28	57	,	,	PUNCT
spir-8397	28	58	p.	p.	NOUN
spir-8397	28	59	51	51	NUM
spir-8397	28	60	)	)	PUNCT
spir-8397	28	61	.	.	PUNCT
spir-8397	29	1	each	each	DET
spir-8397	29	2	document	document	NOUN
spir-8397	29	3	in	in	ADP
spir-8397	29	4	a	a	DET
spir-8397	29	5	corpus	corpus	NOUN
spir-8397	29	6	can	can	AUX
spir-8397	29	7	be	be	AUX
spir-8397	29	8	interpreted	interpret	VERB
spir-8397	29	9	as	as	ADP
spir-8397	29	10	having	have	VERB
spir-8397	29	11	a	a	DET
spir-8397	29	12	mixture	mixture	NOUN
spir-8397	29	13	of	of	ADP
spir-8397	29	14	topics	topic	NOUN
spir-8397	29	15	which	which	PRON
spir-8397	29	16	allows	allow	VERB
spir-8397	29	17	the	the	DET
spir-8397	29	18	identification	identification	NOUN
spir-8397	29	19	of	of	ADP
spir-8397	29	20	both	both	CCONJ
spir-8397	29	21	the	the	DET
spir-8397	29	22	most	most	ADV
spir-8397	29	23	significant	significant	ADJ
spir-8397	29	24	documents	document	NOUN
spir-8397	29	25	for	for	ADP
spir-8397	29	26	a	a	DET
spir-8397	29	27	topic	topic	NOUN
spir-8397	29	28	and	and	CCONJ
spir-8397	29	29	the	the	DET
spir-8397	29	30	prevalence	prevalence	NOUN
spir-8397	29	31	of	of	ADP
spir-8397	29	32	a	a	DET
spir-8397	29	33	topic	topic	NOUN
spir-8397	29	34	in	in	ADP
spir-8397	29	35	the	the	DET
spir-8397	29	36	corpus	corpus	NOUN
spir-8397	29	37	.	.	PUNCT
spir-8397	30	1	one	one	NUM
spir-8397	30	2	measure	measure	NOUN
spir-8397	30	3	used	use	VERB
spir-8397	30	4	for	for	ADP
spir-8397	30	5	the	the	DET
spir-8397	30	6	accuracy	accuracy	NOUN
spir-8397	30	7	of	of	ADP
spir-8397	30	8	lda	lda	PROPN
spir-8397	30	9	models	model	NOUN
spir-8397	30	10	is	be	AUX
spir-8397	30	11	perplexity	perplexity	NOUN
spir-8397	30	12	(	(	PUNCT
spir-8397	30	13	blei	blei	NOUN
spir-8397	30	14	et	et	NOUN
spir-8397	30	15	al	al	PROPN
spir-8397	30	16	.	.	PROPN
spir-8397	30	17	,	,	PUNCT
spir-8397	30	18	2003	2003	NUM
spir-8397	30	19	;	;	PUNCT
spir-8397	30	20	j.	j.	PROPN
spir-8397	30	21	chang	chang	PROPN
spir-8397	30	22	et	et	PROPN
spir-8397	30	23	al	al	PROPN
spir-8397	30	24	.	.	PROPN
spir-8397	30	25	,	,	PUNCT
spir-8397	30	26	2009	2009	NUM
spir-8397	30	27	)	)	PUNCT
spir-8397	30	28	and	and	CCONJ
spir-8397	30	29	although	although	SCONJ
spir-8397	30	30	it	it	PRON
spir-8397	30	31	can	can	AUX
spir-8397	30	32	be	be	AUX
spir-8397	30	33	useful	useful	ADJ
spir-8397	30	34	for	for	ADP
spir-8397	30	35	comparing	compare	VERB
spir-8397	30	36	models	model	NOUN
spir-8397	30	37	or	or	CCONJ
spir-8397	30	38	parameter	parameter	NOUN
spir-8397	30	39	options	option	NOUN
spir-8397	30	40	,	,	PUNCT
spir-8397	30	41	it	it	PRON
spir-8397	30	42	may	may	AUX
spir-8397	30	43	not	not	PART
spir-8397	30	44	be	be	AUX
spir-8397	30	45	an	an	DET
spir-8397	30	46	accurate	accurate	ADJ
spir-8397	30	47	measure	measure	NOUN
spir-8397	30	48	of	of	ADP
spir-8397	30	49	the	the	DET
spir-8397	30	50	quality	quality	NOUN
spir-8397	30	51	of	of	ADP
spir-8397	30	52	the	the	DET
spir-8397	30	53	topics	topic	NOUN
spir-8397	30	54	,	,	PUNCT
spir-8397	30	55	“	"	PUNCT
spir-8397	30	56	there	there	PRON
spir-8397	30	57	is	be	VERB
spir-8397	30	58	no	no	DET
spir-8397	30	59	technical	technical	ADJ
spir-8397	30	60	reason	reason	NOUN
spir-8397	30	61	to	to	PART
spir-8397	30	62	suppose	suppose	VERB
spir-8397	30	63	that	that	SCONJ
spir-8397	30	64	held	hold	VERB
spir-8397	30	65	-	-	PUNCT
spir-8397	30	66	out	out	ADP
spir-8397	30	67	accuracy	accuracy	NOUN
spir-8397	30	68	corresponds	correspond	VERB
spir-8397	30	69	to	to	ADP
spir-8397	30	70	better	well	ADJ
spir-8397	30	71	organization	organization	NOUN
spir-8397	30	72	or	or	CCONJ
spir-8397	30	73	easier	easy	ADJ
spir-8397	30	74	interpretation	interpretation	NOUN
spir-8397	30	75	”	"	PUNCT
spir-8397	30	76	(	(	PUNCT
spir-8397	30	77	blei	blei	NOUN
spir-8397	30	78	,	,	PUNCT
spir-8397	30	79	2012	2012	NUM
spir-8397	30	80	,	,	PUNCT
spir-8397	30	81	p.	p.	NOUN
spir-8397	30	82	83	83	NUM
spir-8397	30	83	)	)	PUNCT
spir-8397	30	84	.	.	PUNCT
spir-8397	31	1	an	an	DET
spir-8397	31	2	alternative	alternative	ADJ
spir-8397	31	3	approach	approach	NOUN
spir-8397	31	4	by	by	ADP
spir-8397	31	5	j.	j.	PROPN
spir-8397	31	6	chang	chang	PROPN
spir-8397	31	7	et	et	PROPN
spir-8397	31	8	al	al	PROPN
spir-8397	31	9	.	.	PROPN
spir-8397	32	1	(	(	PUNCT
spir-8397	32	2	2009	2009	NUM
spir-8397	32	3	)	)	PUNCT
spir-8397	32	4	uses	use	VERB
spir-8397	32	5	human	human	ADJ
spir-8397	32	6	evaluation	evaluation	NOUN
spir-8397	32	7	tasks	task	NOUN
spir-8397	32	8	assessing	assess	VERB
spir-8397	32	9	‘	'	PUNCT
spir-8397	32	10	word	word	NOUN
spir-8397	32	11	intrusion	intrusion	NOUN
spir-8397	32	12	’	'	PUNCT
spir-8397	32	13	and	and	CCONJ
spir-8397	32	14	‘	'	PUNCT
spir-8397	32	15	topic	topic	NOUN
spir-8397	32	16	intrusion	intrusion	NOUN
spir-8397	32	17	’	'	PUNCT
spir-8397	32	18	into	into	ADP
spir-8397	32	19	the	the	DET
spir-8397	32	20	lda	lda	PROPN
spir-8397	32	21	identified	identify	VERB
spir-8397	32	22	topics	topic	NOUN
spir-8397	32	23	as	as	ADP
spir-8397	32	24	a	a	DET
spir-8397	32	25	way	way	NOUN
spir-8397	32	26	of	of	ADP
spir-8397	32	27	measuring	measure	VERB
spir-8397	32	28	their	their	PRON
spir-8397	32	29	coherence	coherence	NOUN
spir-8397	32	30	for	for	ADP
spir-8397	32	31	a	a	DET
spir-8397	32	32	human	human	ADJ
spir-8397	32	33	reader	reader	NOUN
spir-8397	32	34	,	,	PUNCT
spir-8397	32	35	and	and	CCONJ
spir-8397	32	36	this	this	PRON
spir-8397	32	37	is	be	AUX
spir-8397	32	38	the	the	DET
spir-8397	32	39	approach	approach	NOUN
spir-8397	32	40	i	i	PRON
spir-8397	32	41	have	have	AUX
spir-8397	32	42	chosen	choose	VERB
spir-8397	32	43	to	to	PART
spir-8397	32	44	apply	apply	VERB
spir-8397	32	45	.	.	PUNCT
spir-8397	33	1	i	i	PRON
spir-8397	33	2	manually	manually	ADV
spir-8397	33	3	checked	check	VERB
spir-8397	33	4	the	the	DET
spir-8397	33	5	highest	high	ADJ
spir-8397	33	6	likelihood	likelihood	NOUN
spir-8397	33	7	words	word	NOUN
spir-8397	33	8	in	in	ADP
spir-8397	33	9	each	each	DET
spir-8397	33	10	topic	topic	NOUN
spir-8397	33	11	to	to	PART
spir-8397	33	12	see	see	VERB
spir-8397	33	13	if	if	SCONJ
spir-8397	33	14	they	they	PRON
spir-8397	33	15	formed	form	VERB
spir-8397	33	16	a	a	DET
spir-8397	33	17	recognisable	recognisable	ADJ
spir-8397	33	18	,	,	PUNCT
spir-8397	33	19	coherent	coherent	ADJ
spir-8397	33	20	topic	topic	NOUN
spir-8397	33	21	instead	instead	ADV
spir-8397	33	22	of	of	ADP
spir-8397	33	23	appearing	appear	VERB
spir-8397	33	24	random	random	ADJ
spir-8397	33	25	,	,	PUNCT
spir-8397	33	26	and	and	CCONJ
spir-8397	33	27	then	then	ADV
spir-8397	33	28	check	check	VERB
spir-8397	33	29	the	the	DET
spir-8397	33	30	topics	topic	NOUN
spir-8397	33	31	that	that	PRON
spir-8397	33	32	the	the	DET
spir-8397	33	33	model	model	NOUN
spir-8397	33	34	assigns	assign	NOUN
spir-8397	33	35	to	to	ADP
spir-8397	33	36	unseen	unseen	ADJ
spir-8397	33	37	documents	document	NOUN
spir-8397	33	38	(	(	PUNCT
spir-8397	33	39	held	hold	VERB
spir-8397	33	40	out	out	ADP
spir-8397	33	41	from	from	ADP
spir-8397	33	42	training	training	NOUN
spir-8397	33	43	)	)	PUNCT
spir-8397	33	44	by	by	ADP
spir-8397	33	45	inspecting	inspect	VERB
spir-8397	33	46	the	the	DET
spir-8397	33	47	documents	document	NOUN
spir-8397	33	48	to	to	PART
spir-8397	33	49	see	see	VERB
spir-8397	33	50	what	what	PRON
spir-8397	33	51	topics	topic	NOUN
spir-8397	33	52	appeared	appear	VERB
spir-8397	33	53	in	in	ADP
spir-8397	33	54	each	each	DET
spir-8397	33	55	tweet	tweet	NOUN
spir-8397	33	56	.	.	PUNCT
spir-8397	34	1	i	i	PRON
spir-8397	34	2	also	also	ADV
spir-8397	34	3	investigate	investigate	VERB
spir-8397	34	4	applying	apply	VERB
spir-8397	34	5	discrepancy	discrepancy	NOUN
spir-8397	34	6	functions	function	NOUN
spir-8397	34	7	for	for	ADP
spir-8397	34	8	lda	lda	PROPN
spir-8397	34	9	developed	develop	VERB
spir-8397	34	10	by	by	ADP
spir-8397	34	11	mimno	mimno	NOUN
spir-8397	34	12	and	and	CCONJ
spir-8397	34	13	blei	blei	NOUN
spir-8397	34	14	(	(	PUNCT
spir-8397	34	15	2011	2011	NUM
spir-8397	34	16	)	)	PUNCT
spir-8397	34	17	that	that	SCONJ
spir-8397	34	18	“	"	PUNCT
spir-8397	34	19	measure	measure	VERB
spir-8397	34	20	how	how	SCONJ
spir-8397	34	21	well	well	ADV
spir-8397	34	22	its	its	PRON
spir-8397	34	23	statistical	statistical	ADJ
spir-8397	34	24	assumptions	assumption	NOUN
spir-8397	34	25	about	about	ADP
spir-8397	34	26	the	the	DET
spir-8397	34	27	topics	topic	NOUN
spir-8397	34	28	are	be	AUX
spir-8397	34	29	matched	match	VERB
spir-8397	34	30	in	in	ADP
spir-8397	34	31	the	the	DET
spir-8397	34	32	observed	observe	VERB
spir-8397	34	33	corpus	corpus	NOUN
spir-8397	34	34	and	and	CCONJ
spir-8397	34	35	inferred	infer	VERB
spir-8397	34	36	topics	topic	NOUN
spir-8397	34	37	”	"	PUNCT
spir-8397	34	38	(	(	PUNCT
spir-8397	34	39	mimno	mimno	PROPN
spir-8397	34	40	&	&	CCONJ
spir-8397	34	41	blei	blei	NOUN
spir-8397	34	42	,	,	PUNCT
spir-8397	34	43	2011	2011	NUM
spir-8397	34	44	,	,	PUNCT
spir-8397	34	45	p.	p.	NOUN
spir-8397	34	46	228	228	NUM
spir-8397	34	47	)	)	PUNCT
spir-8397	34	48	.	.	PUNCT
spir-8397	35	1	blei	blei	NOUN
spir-8397	35	2	and	and	CCONJ
spir-8397	35	3	lafferty	lafferty	NOUN
spir-8397	35	4	(	(	PUNCT
spir-8397	35	5	2009	2009	NUM
spir-8397	35	6	)	)	PUNCT
spir-8397	35	7	warn	warn	VERB
spir-8397	35	8	us	we	PRON
spir-8397	35	9	about	about	ADP
spir-8397	35	10	the	the	DET
spir-8397	35	11	interpretation	interpretation	NOUN
spir-8397	35	12	of	of	ADP
spir-8397	35	13	topic	topic	NOUN
spir-8397	35	14	models	model	NOUN
spir-8397	35	15	:	:	PUNCT
spir-8397	35	16	the	the	DET
spir-8397	35	17	topics	topic	NOUN
spir-8397	35	18	and	and	CCONJ
spir-8397	35	19	topical	topical	ADJ
spir-8397	35	20	decomposition	decomposition	NOUN
spir-8397	35	21	found	find	VERB
spir-8397	35	22	with	with	ADP
spir-8397	35	23	lda	lda	PROPN
spir-8397	35	24	and	and	CCONJ
spir-8397	35	25	other	other	ADJ
spir-8397	35	26	topic	topic	NOUN
spir-8397	35	27	models	model	NOUN
spir-8397	35	28	are	be	AUX
spir-8397	35	29	not	not	PART
spir-8397	35	30	“	"	PUNCT
spir-8397	35	31	definitive	definitive	ADJ
spir-8397	35	32	”	"	PUNCT
spir-8397	35	33	.	.	PUNCT
spir-8397	36	1	fitting	fit	VERB
spir-8397	36	2	a	a	DET
spir-8397	36	3	topic	topic	NOUN
spir-8397	36	4	model	model	NOUN
spir-8397	36	5	to	to	ADP
spir-8397	36	6	a	a	DET
spir-8397	36	7	collection	collection	NOUN
spir-8397	36	8	will	will	AUX
spir-8397	36	9	yield	yield	VERB
spir-8397	36	10	patterns	pattern	NOUN
spir-8397	36	11	within	within	ADP
spir-8397	36	12	the	the	DET
spir-8397	36	13	corpus	corpus	NOUN
spir-8397	36	14	whether	whether	SCONJ
spir-8397	36	15	or	or	CCONJ
spir-8397	36	16	not	not	PART
spir-8397	36	17	they	they	PRON
spir-8397	36	18	are	be	AUX
spir-8397	36	19	“	"	PUNCT
spir-8397	36	20	naturally	naturally	ADV
spir-8397	36	21	”	"	PUNCT
spir-8397	36	22	there	there	ADV
spir-8397	36	23	.	.	PUNCT
spir-8397	37	1	(	(	PUNCT
spir-8397	37	2	and	and	CCONJ
spir-8397	37	3	starting	start	VERB
spir-8397	37	4	the	the	DET
spir-8397	37	5	procedure	procedure	NOUN
spir-8397	37	6	from	from	ADP
spir-8397	37	7	a	a	DET
spir-8397	37	8	different	different	ADJ
spir-8397	37	9	place	place	NOUN
spir-8397	37	10	will	will	AUX
spir-8397	37	11	yield	yield	VERB
spir-8397	37	12	different	different	ADJ
spir-8397	37	13	patterns	pattern	NOUN
spir-8397	37	14	!	!	PUNCT
spir-8397	37	15	)	)	PUNCT
spir-8397	38	1	rather	rather	ADV
spir-8397	38	2	,	,	PUNCT
spir-8397	38	3	topic	topic	NOUN
spir-8397	38	4	models	model	NOUN
spir-8397	38	5	are	be	AUX
spir-8397	38	6	a	a	DET
spir-8397	38	7	useful	useful	ADJ
spir-8397	38	8	exploratory	exploratory	ADJ
spir-8397	38	9	tool	tool	NOUN
spir-8397	38	10	.	.	PUNCT
spir-8397	39	1	(	(	PUNCT
spir-8397	39	2	p.	p.	NOUN
spir-8397	39	3	17	17	NUM
spir-8397	39	4	)	)	PUNCT
spir-8397	39	5	.	.	PUNCT
spir-8397	40	1	one	one	NUM
spir-8397	40	2	of	of	ADP
spir-8397	40	3	the	the	DET
spir-8397	40	4	most	most	ADV
spir-8397	40	5	difficult	difficult	ADJ
spir-8397	40	6	decisions	decision	NOUN
spir-8397	40	7	in	in	ADP
spir-8397	40	8	lda	lda	PROPN
spir-8397	40	9	is	be	AUX
spir-8397	40	10	the	the	DET
spir-8397	40	11	number	number	NOUN
spir-8397	40	12	of	of	ADP
spir-8397	40	13	topics	topic	NOUN
spir-8397	40	14	to	to	PART
spir-8397	40	15	select	select	VERB
spir-8397	40	16	“	"	PUNCT
spir-8397	40	17	choosing	choose	VERB
spir-8397	40	18	the	the	DET
spir-8397	40	19	number	number	NOUN
spir-8397	40	20	of	of	ADP
spir-8397	40	21	topics	topic	NOUN
spir-8397	40	22	is	be	AUX
spir-8397	40	23	a	a	DET
spir-8397	40	24	persistent	persistent	ADJ
spir-8397	40	25	problem	problem	NOUN
spir-8397	40	26	in	in	ADP
spir-8397	40	27	topic	topic	NOUN
spir-8397	40	28	modeling	modeling	NOUN
spir-8397	40	29	and	and	CCONJ
spir-8397	40	30	other	other	ADJ
spir-8397	40	31	latent	latent	ADJ
spir-8397	40	32	variable	variable	ADJ
spir-8397	40	33	analysis	analysis	NOUN
spir-8397	40	34	”	"	PUNCT
spir-8397	40	35	(	(	PUNCT
spir-8397	40	36	blei	blei	NOUN
spir-8397	40	37	&	&	CCONJ
spir-8397	40	38	lafferty	lafferty	PROPN
spir-8397	40	39	,	,	PUNCT
spir-8397	40	40	2009	2009	NUM
spir-8397	40	41	,	,	PUNCT
spir-8397	40	42	p.	p.	NOUN
spir-8397	40	43	11	11	NUM
spir-8397	40	44	)	)	PUNCT
spir-8397	40	45	.	.	PUNCT
spir-8397	41	1	with	with	ADP
spir-8397	41	2	too	too	ADV
spir-8397	41	3	few	few	ADJ
spir-8397	41	4	topics	topic	NOUN
spir-8397	41	5	,	,	PUNCT
spir-8397	41	6	each	each	DET
spir-8397	41	7	topic	topic	NOUN
spir-8397	41	8	will	will	AUX
spir-8397	41	9	be	be	AUX
spir-8397	41	10	broad	broad	ADJ
spir-8397	41	11	and	and	CCONJ
spir-8397	41	12	the	the	DET
spir-8397	41	13	most	most	ADV
spir-8397	41	14	frequent	frequent	ADJ
spir-8397	41	15	words	word	NOUN
spir-8397	41	16	may	may	AUX
spir-8397	41	17	not	not	PART
spir-8397	41	18	appear	appear	VERB
spir-8397	41	19	coherent	coherent	ADJ
spir-8397	41	20	,	,	PUNCT
spir-8397	41	21	but	but	CCONJ
spir-8397	41	22	conversely	conversely	ADV
spir-8397	41	23	“	"	PUNCT
spir-8397	41	24	as	as	SCONJ
spir-8397	41	25	topics	topic	NOUN
spir-8397	41	26	become	become	VERB
spir-8397	41	27	more	more	ADV
spir-8397	41	28	fine	fine	ADV
spir-8397	41	29	-	-	PUNCT
spir-8397	41	30	grained	grain	VERB
spir-8397	41	31	in	in	ADP
spir-8397	41	32	models	model	NOUN
spir-8397	41	33	with	with	ADP
spir-8397	41	34	larger	large	ADJ
spir-8397	41	35	number	number	NOUN
spir-8397	41	36	of	of	ADP
spir-8397	41	37	topics	topic	NOUN
spir-8397	41	38	,	,	PUNCT
spir-8397	41	39	they	they	PRON
spir-8397	41	40	are	be	AUX
spir-8397	41	41	less	less	ADV
spir-8397	41	42	useful	useful	ADJ
spir-8397	41	43	for	for	ADP
spir-8397	41	44	humans	human	NOUN
spir-8397	41	45	”	"	PUNCT
spir-8397	41	46	(	(	PUNCT
spir-8397	41	47	j.	j.	PROPN
spir-8397	41	48	chang	chang	PROPN
spir-8397	41	49	et	et	PROPN
spir-8397	41	50	al	al	PROPN
spir-8397	41	51	.	.	PROPN
spir-8397	41	52	,	,	PUNCT
spir-8397	41	53	2009	2009	NUM
spir-8397	41	54	,	,	PUNCT
spir-8397	41	55	p.	p.	NOUN
spir-8397	41	56	4	4	NUM
spir-8397	41	57	)	)	PUNCT
spir-8397	41	58	.	.	PUNCT
spir-8397	42	1	the	the	DET
spir-8397	42	2	results	result	NOUN
spir-8397	42	3	of	of	ADP
spir-8397	42	4	the	the	DET
spir-8397	42	5	topic	topic	NOUN
spir-8397	42	6	analysis	analysis	NOUN
spir-8397	42	7	will	will	AUX
spir-8397	42	8	be	be	AUX
spir-8397	42	9	compared	compare	VERB
spir-8397	42	10	to	to	ADP
spir-8397	42	11	the	the	DET
spir-8397	42	12	topics	topic	NOUN
spir-8397	42	13	found	find	VERB
spir-8397	42	14	with	with	ADP
spir-8397	42	15	using	use	VERB
spir-8397	42	16	bigram	bigram	NOUN
spir-8397	42	17	analysis	analysis	NOUN
spir-8397	42	18	in	in	ADP
spir-8397	42	19	the	the	DET
spir-8397	42	20	periodic	periodic	ADJ
spir-8397	42	21	pattern	pattern	NOUN
spir-8397	42	22	study	study	NOUN
spir-8397	42	23	and	and	CCONJ
spir-8397	42	24	the	the	DET
spir-8397	42	25	discussion	discussion	NOUN
spir-8397	42	26	clusters	cluster	NOUN
spir-8397	42	27	identified	identify	VERB
spir-8397	42	28	in	in	ADP
spir-8397	42	29	the	the	DET
spir-8397	42	30	network	network	NOUN
spir-8397	42	31	analysis	analysis	NOUN
spir-8397	42	32	of	of	ADP
spir-8397	42	33	the	the	DET
spir-8397	42	34	wednesday	wednesday	PROPN
spir-8397	42	35	tweets	tweet	NOUN
spir-8397	42	36	.	.	PUNCT
spir-8397	43	1	by	by	ADP
spir-8397	43	2	triangulating	triangulate	VERB
spir-8397	43	3	the	the	DET
spir-8397	43	4	results	result	NOUN
spir-8397	43	5	found	find	VERB
spir-8397	43	6	by	by	ADP
spir-8397	43	7	the	the	DET
spir-8397	43	8	different	different	ADJ
spir-8397	43	9	types	type	NOUN
spir-8397	43	10	of	of	ADP
spir-8397	43	11	analysis	analysis	NOUN
spir-8397	43	12	we	we	PRON
spir-8397	43	13	can	can	AUX
spir-8397	43	14	get	get	VERB
spir-8397	43	15	a	a	DET
spir-8397	43	16	better	well	ADJ
spir-8397	43	17	understanding	understanding	NOUN
spir-8397	43	18	of	of	ADP
spir-8397	43	19	how	how	SCONJ
spir-8397	43	20	each	each	DET
spir-8397	43	21	approach	approach	NOUN
spir-8397	43	22	informs	inform	VERB
spir-8397	43	23	our	our	PRON
spir-8397	43	24	understanding	understanding	NOUN
spir-8397	43	25	of	of	ADP
spir-8397	43	26	the	the	DET
spir-8397	43	27	dataset	dataset	NOUN
spir-8397	43	28	.	.	PUNCT
spir-8397	44	1	references	reference	NOUN
spir-8397	44	2	blei	blei	NOUN
spir-8397	44	3	,	,	PUNCT
spir-8397	44	4	d.	d.	PROPN
spir-8397	44	5	m.	m.	PROPN
spir-8397	44	6	(	(	PUNCT
spir-8397	44	7	2012	2012	NUM
spir-8397	44	8	)	)	PUNCT
spir-8397	44	9	.	.	PUNCT
spir-8397	45	1	topic	topic	NOUN
spir-8397	45	2	modeling	modeling	NOUN
spir-8397	45	3	and	and	CCONJ
spir-8397	45	4	digital	digital	ADJ
spir-8397	45	5	humanities	humanity	NOUN
spir-8397	45	6	.	.	PUNCT
spir-8397	46	1	journal	journal	PROPN
spir-8397	46	2	of	of	ADP
spir-8397	46	3	digital	digital	ADJ
spir-8397	46	4	humanities	humanity	NOUN
spir-8397	46	5	,	,	PUNCT
spir-8397	46	6	2(1	2(1	NUM
spir-8397	46	7	)	)	PUNCT
spir-8397	46	8	,	,	PUNCT
spir-8397	46	9	8–11	8–11	NOUN
spir-8397	46	10	.	.	PUNCT
spir-8397	47	1	blei	blei	NOUN
spir-8397	47	2	,	,	PUNCT
spir-8397	47	3	d.	d.	PROPN
spir-8397	47	4	m.	m.	PROPN
spir-8397	47	5	,	,	PUNCT
spir-8397	47	6	&	&	CCONJ
spir-8397	47	7	lafferty	lafferty	PROPN
spir-8397	47	8	,	,	PUNCT
spir-8397	47	9	j.	j.	PROPN
spir-8397	47	10	d.	d.	PROPN
spir-8397	47	11	(	(	PUNCT
spir-8397	47	12	2009	2009	NUM
spir-8397	47	13	)	)	PUNCT
spir-8397	47	14	.	.	PUNCT
spir-8397	48	1	topic	topic	NOUN
spir-8397	48	2	models	model	NOUN
spir-8397	48	3	.	.	PUNCT
spir-8397	49	1	in	in	ADP
spir-8397	49	2	a.	a.	PROPN
spir-8397	49	3	srivastava	srivastava	PROPN
spir-8397	49	4	&	&	CCONJ
spir-8397	49	5	m.	m.	PROPN
spir-8397	49	6	sahami	sahami	PROPN
spir-8397	49	7	(	(	PUNCT
spir-8397	49	8	eds	ed	NOUN
spir-8397	49	9	.	.	PUNCT
spir-8397	49	10	)	)	PUNCT
spir-8397	49	11	,	,	PUNCT
spir-8397	49	12	text	text	NOUN
spir-8397	49	13	mining	mining	NOUN
spir-8397	49	14	:	:	PUNCT
spir-8397	49	15	classification	classification	NOUN
spir-8397	49	16	,	,	PUNCT
spir-8397	49	17	clustering	clustering	NOUN
spir-8397	49	18	,	,	PUNCT
spir-8397	49	19	and	and	CCONJ
spir-8397	49	20	applications	application	NOUN
spir-8397	49	21	(	(	PUNCT
spir-8397	49	22	chap	chap	NOUN
spir-8397	49	23	.	.	PUNCT
spir-8397	50	1	topic	topic	NOUN
spir-8397	50	2	mode	mode	NOUN
spir-8397	50	3	)	)	PUNCT
spir-8397	50	4	.	.	PUNCT
spir-8397	51	1	chapman	chapman	PROPN
spir-8397	51	2	&	&	CCONJ
spir-8397	51	3	hall	hall	PROPN
spir-8397	51	4	/	/	SYM
spir-8397	51	5	crc	crc	PROPN
spir-8397	51	6	data	data	PROPN
spir-8397	51	7	mining	mining	NOUN
spir-8397	51	8	and	and	CCONJ
spir-8397	51	9	knowledge	knowledge	NOUN
spir-8397	51	10	discovery	discovery	PROPN
spir-8397	51	11	series	series	PROPN
spir-8397	51	12	.	.	PUNCT
spir-8397	52	1	blei	blei	NOUN
spir-8397	52	2	,	,	PUNCT
spir-8397	52	3	d.	d.	PROPN
spir-8397	52	4	m.	m.	PROPN
spir-8397	52	5	,	,	PUNCT
spir-8397	52	6	ng	ng	PROPN
spir-8397	52	7	,	,	PUNCT
spir-8397	52	8	a.	a.	PROPN
spir-8397	52	9	,	,	PUNCT
spir-8397	52	10	&	&	CCONJ
spir-8397	52	11	jordan	jordan	PROPN
spir-8397	52	12	,	,	PUNCT
spir-8397	52	13	m.	m.	NOUN
spir-8397	52	14	(	(	PUNCT
spir-8397	52	15	2003	2003	NUM
spir-8397	52	16	)	)	PUNCT
spir-8397	52	17	.	.	PUNCT
spir-8397	53	1	latent	latent	PROPN
spir-8397	53	2	dirichlet	dirichlet	PROPN
spir-8397	53	3	allocation	allocation	NOUN
spir-8397	53	4	.	.	PUNCT
spir-8397	54	1	the	the	DET
spir-8397	54	2	journal	journal	NOUN
spir-8397	54	3	of	of	ADP
spir-8397	54	4	machine	machine	NOUN
spir-8397	54	5	learning	learn	VERB
spir-8397	54	6	research	research	NOUN
spir-8397	54	7	,	,	PUNCT
spir-8397	54	8	3	3	NUM
spir-8397	54	9	,	,	PUNCT
spir-8397	54	10	993–1022	993–1022	NUM
spir-8397	54	11	.	.	PUNCT
spir-8397	54	12	bruns	brun	NOUN
spir-8397	54	13	,	,	PUNCT
spir-8397	54	14	a.	a.	NOUN
spir-8397	54	15	,	,	PUNCT
spir-8397	54	16	burgess	burgess	PROPN
spir-8397	54	17	,	,	PUNCT
spir-8397	54	18	j.	j.	PROPN
spir-8397	54	19	,	,	PUNCT
spir-8397	54	20	banks	bank	NOUN
spir-8397	54	21	,	,	PUNCT
spir-8397	54	22	j.	j.	PROPN
spir-8397	54	23	,	,	PUNCT
spir-8397	54	24	tjondronegoro	tjondronegoro	PROPN
spir-8397	54	25	,	,	PUNCT
spir-8397	54	26	d.	d.	PROPN
spir-8397	54	27	,	,	PUNCT
spir-8397	54	28	dreiling	dreiling	NOUN
spir-8397	54	29	,	,	PUNCT
spir-8397	54	30	a.	a.	NOUN
spir-8397	54	31	,	,	PUNCT
spir-8397	54	32	hartley	hartley	PROPN
spir-8397	54	33	,	,	PUNCT
spir-8397	54	34	j.	j.	PROPN
spir-8397	54	35	,	,	PUNCT
spir-8397	54	36	…	…	PUNCT
spir-8397	54	37	sadkowsky	sadkowsky	ADJ
spir-8397	54	38	,	,	PUNCT
spir-8397	54	39	t.	t.	NOUN
spir-8397	54	40	(	(	PUNCT
spir-8397	54	41	2016	2016	NUM
spir-8397	54	42	)	)	PUNCT
spir-8397	54	43	.	.	PUNCT
spir-8397	55	1	trisma	trisma	PROPN
spir-8397	55	2	:	:	PUNCT
spir-8397	55	3	tracking	track	VERB
spir-8397	55	4	infrastructure	infrastructure	NOUN
spir-8397	55	5	for	for	ADP
spir-8397	55	6	social	social	ADJ
spir-8397	55	7	media	medium	NOUN
spir-8397	55	8	analysis	analysis	NOUN
spir-8397	55	9	.	.	PUNCT
spir-8397	56	1	retrieved	retrieve	VERB
spir-8397	56	2	from	from	ADP
spir-8397	56	3	http://trisma.org/	http://trisma.org/	PROPN
spir-8397	56	4	bruns	brun	NOUN
spir-8397	56	5	,	,	PUNCT
spir-8397	56	6	a.	a.	NOUN
spir-8397	56	7	,	,	PUNCT
spir-8397	56	8	burgess	burgess	PROPN
spir-8397	56	9	,	,	PUNCT
spir-8397	56	10	j.	j.	PROPN
spir-8397	56	11	,	,	PUNCT
spir-8397	56	12	&	&	CCONJ
spir-8397	56	13	highfield	highfield	PROPN
spir-8397	56	14	,	,	PUNCT
spir-8397	56	15	t.	t.	PROPN
spir-8397	56	16	(	(	PUNCT
spir-8397	56	17	2014	2014	NUM
spir-8397	56	18	)	)	PUNCT
spir-8397	56	19	.	.	PUNCT
spir-8397	57	1	a	a	DET
spir-8397	57	2	“	"	PUNCT
spir-8397	57	3	big	big	ADJ
spir-8397	57	4	data	datum	NOUN
spir-8397	57	5	”	"	PUNCT
spir-8397	57	6	approach	approach	NOUN
spir-8397	57	7	to	to	ADP
spir-8397	57	8	mapping	map	VERB
spir-8397	57	9	the	the	DET
spir-8397	57	10	australian	australian	ADJ
spir-8397	57	11	twittersphere	twittersphere	NOUN
spir-8397	57	12	.	.	PUNCT
spir-8397	58	1	in	in	ADP
spir-8397	58	2	p.l	p.l	PROPN
spir-8397	58	3	.	.	PROPN
spir-8397	58	4	arthur	arthur	PROPN
spir-8397	58	5	&	&	CCONJ
spir-8397	58	6	k.	k.	PROPN
spir-8397	58	7	bode	bode	PROPN
spir-8397	58	8	(	(	PUNCT
spir-8397	58	9	eds	ed	NOUN
spir-8397	58	10	.	.	PUNCT
spir-8397	58	11	)	)	PUNCT
spir-8397	58	12	,	,	PUNCT
spir-8397	58	13	advancing	advance	VERB
spir-8397	58	14	digital	digital	ADJ
spir-8397	58	15	humanities	humanity	NOUN
spir-8397	58	16	:	:	PUNCT
spir-8397	58	17	research	research	NOUN
spir-8397	58	18	,	,	PUNCT
spir-8397	58	19	methods	method	NOUN
spir-8397	58	20	,	,	PUNCT
spir-8397	58	21	theories	theory	NOUN
spir-8397	58	22	(	(	PUNCT
spir-8397	58	23	pp	pp	ADJ
spir-8397	58	24	.	.	PUNCT
spir-8397	58	25	113–129	113–129	NUM
spir-8397	58	26	)	)	PUNCT
spir-8397	58	27	.	.	PUNCT
spir-8397	59	1	houndmills	houndmill	NOUN
spir-8397	59	2	:	:	PUNCT
spir-8397	59	3	palgrave	palgrave	PROPN
spir-8397	59	4	macmillan	macmillan	PROPN
spir-8397	59	5	.	.	PUNCT
spir-8397	60	1	bruns	bruns	PROPN
spir-8397	60	2	,	,	PUNCT
spir-8397	60	3	a.	a.	NOUN
spir-8397	60	4	,	,	PUNCT
spir-8397	60	5	moe	moe	PROPN
spir-8397	60	6	,	,	PUNCT
spir-8397	60	7	h.	h.	PROPN
spir-8397	60	8	(	(	PUNCT
spir-8397	60	9	2014	2014	NUM
spir-8397	60	10	)	)	PUNCT
spir-8397	60	11	.	.	PUNCT
spir-8397	61	1	structural	structural	ADJ
spir-8397	61	2	layers	layer	NOUN
spir-8397	61	3	of	of	ADP
spir-8397	61	4	communication	communication	NOUN
spir-8397	61	5	on	on	ADP
spir-8397	61	6	twitter	twitter	NOUN
spir-8397	61	7	.	.	PUNCT
spir-8397	62	1	in	in	ADP
spir-8397	62	2	k.	k.	PROPN
spir-8397	62	3	weller	weller	PROPN
spir-8397	62	4	,	,	PUNCT
spir-8397	62	5	a.	a.	NOUN
spir-8397	62	6	bruns	bruns	PROPN
spir-8397	62	7	,	,	PUNCT
spir-8397	62	8	j.	j.	PROPN
spir-8397	62	9	burgess	burgess	PROPN
spir-8397	62	10	,	,	PUNCT
spir-8397	62	11	m.	m.	NOUN
spir-8397	62	12	mahrt	mahrt	PROPN
spir-8397	62	13	,	,	PUNCT
spir-8397	62	14	&	&	CCONJ
spir-8397	62	15	c.	c.	PROPN
spir-8397	62	16	puschmann	puschmann	PROPN
spir-8397	62	17	,	,	PUNCT
spir-8397	62	18	(	(	PUNCT
spir-8397	62	19	eds	ed	NOUN
spir-8397	62	20	.	.	PUNCT
spir-8397	62	21	)	)	PUNCT
spir-8397	62	22	,	,	PUNCT
spir-8397	62	23	twitter	twitter	NOUN
spir-8397	62	24	and	and	CCONJ
spir-8397	62	25	society	society	NOUN
spir-8397	62	26	.	.	PUNCT
spir-8397	63	1	new	new	PROPN
spir-8397	63	2	york	york	PROPN
spir-8397	63	3	:	:	PUNCT
spir-8397	63	4	peter	peter	PROPN
spir-8397	63	5	lang	lang	PROPN
spir-8397	63	6	.	.	PUNCT
spir-8397	64	1	burgess	burgess	PROPN
spir-8397	64	2	,	,	PUNCT
spir-8397	64	3	j.	j.	PROPN
spir-8397	64	4	,	,	PUNCT
spir-8397	64	5	&	&	CCONJ
spir-8397	64	6	bruns	brun	NOUN
spir-8397	64	7	,	,	PUNCT
spir-8397	64	8	a.	a.	NOUN
spir-8397	64	9	(	(	PUNCT
spir-8397	64	10	2015	2015	NUM
spir-8397	64	11	)	)	PUNCT
spir-8397	64	12	.	.	PUNCT
spir-8397	65	1	easy	easy	ADJ
spir-8397	65	2	data	data	PROPN
spir-8397	65	3	,	,	PUNCT
spir-8397	65	4	hard	hard	ADJ
spir-8397	65	5	data	datum	NOUN
spir-8397	65	6	:	:	PUNCT
spir-8397	65	7	the	the	DET
spir-8397	65	8	politics	politic	NOUN
spir-8397	65	9	and	and	CCONJ
spir-8397	65	10	pragmatics	pragmatic	NOUN
spir-8397	65	11	of	of	ADP
spir-8397	65	12	twitter	twitter	NOUN
spir-8397	65	13	research	research	NOUN
spir-8397	65	14	after	after	ADP
spir-8397	65	15	the	the	DET
spir-8397	65	16	computational	computational	ADJ
spir-8397	65	17	turn	turn	NOUN
spir-8397	65	18	.	.	PUNCT
spir-8397	66	1	in	in	ADP
spir-8397	66	2	g.	g.	PROPN
spir-8397	66	3	langlois	langlois	PROPN
spir-8397	66	4	,	,	PUNCT
spir-8397	66	5	j.	j.	PROPN
spir-8397	66	6	redden	redden	PROPN
spir-8397	66	7	,	,	PUNCT
spir-8397	66	8	&	&	CCONJ
spir-8397	66	9	g.	g.	PROPN
spir-8397	66	10	elmer	elmer	PROPN
spir-8397	66	11	(	(	PUNCT
spir-8397	66	12	eds	eds	PROPN
spir-8397	66	13	.	.	PUNCT
spir-8397	66	14	)	)	PUNCT
spir-8397	66	15	,	,	PUNCT
spir-8397	66	16	compromised	compromise	VERB
spir-8397	66	17	data	datum	NOUN
spir-8397	66	18	:	:	PUNCT
spir-8397	66	19	from	from	ADP
spir-8397	66	20	social	social	ADJ
spir-8397	66	21	media	medium	NOUN
spir-8397	66	22	to	to	ADP
spir-8397	66	23	big	big	ADJ
spir-8397	66	24	data	datum	NOUN
spir-8397	66	25	(	(	PUNCT
spir-8397	66	26	pp	pp	ADJ
spir-8397	66	27	.	.	PUNCT
spir-8397	67	1	93–111	93–111	NUM
spir-8397	67	2	)	)	PUNCT
spir-8397	67	3	.	.	PUNCT
spir-8397	68	1	new	new	PROPN
spir-8397	68	2	york	york	PROPN
spir-8397	68	3	:	:	PUNCT
spir-8397	68	4	bloomsbury	bloomsbury	NOUN
spir-8397	68	5	academic	academic	NOUN
spir-8397	68	6	.	.	PUNCT
spir-8397	69	1	chang	chang	PROPN
spir-8397	69	2	,	,	PUNCT
spir-8397	69	3	j.	j.	PROPN
spir-8397	69	4	,	,	PUNCT
spir-8397	69	5	gerrish	gerrish	NOUN
spir-8397	69	6	,	,	PUNCT
spir-8397	69	7	s.	s.	PROPN
spir-8397	69	8	,	,	PUNCT
spir-8397	69	9	boyd	boyd	NOUN
spir-8397	69	10	-	-	PUNCT
spir-8397	69	11	graber	graber	PROPN
spir-8397	69	12	,	,	PUNCT
spir-8397	69	13	j.	j.	PROPN
spir-8397	69	14	,	,	PUNCT
spir-8397	69	15	wang	wang	PROPN
spir-8397	69	16	,	,	PUNCT
spir-8397	69	17	c.	c.	PROPN
spir-8397	69	18	,	,	PUNCT
spir-8397	69	19	&	&	CCONJ
spir-8397	69	20	blei	blei	PROPN
spir-8397	69	21	,	,	PUNCT
spir-8397	69	22	d.	d.	PROPN
spir-8397	69	23	m.	m.	PROPN
spir-8397	69	24	(	(	PUNCT
spir-8397	69	25	2009	2009	NUM
spir-8397	69	26	)	)	PUNCT
spir-8397	69	27	.	.	PUNCT
spir-8397	70	1	reading	read	VERB
spir-8397	70	2	tea	tea	NOUN
spir-8397	70	3	leaves	leave	NOUN
spir-8397	70	4	:	:	PUNCT
spir-8397	70	5	how	how	SCONJ
spir-8397	70	6	humans	human	NOUN
spir-8397	70	7	interpret	interpret	VERB
spir-8397	70	8	topic	topic	NOUN
spir-8397	70	9	models	model	NOUN
spir-8397	70	10	.	.	PUNCT
spir-8397	71	1	in	in	ADP
spir-8397	71	2	neural	neural	ADJ
spir-8397	71	3	information	information	NOUN
spir-8397	71	4	processing	processing	NOUN
spir-8397	71	5	systems	system	NOUN
spir-8397	71	6	.	.	PUNCT
spir-8397	72	1	vancouver	vancouver	PROPN
spir-8397	72	2	,	,	PUNCT
spir-8397	72	3	british	british	PROPN
spir-8397	72	4	columbia	columbia	PROPN
spir-8397	72	5	.	.	PUNCT
spir-8397	73	1	mimno	mimno	PROPN
spir-8397	73	2	,	,	PUNCT
spir-8397	73	3	d.	d.	PROPN
spir-8397	73	4	,	,	PUNCT
spir-8397	73	5	&	&	CCONJ
spir-8397	73	6	blei	blei	PROPN
spir-8397	73	7	,	,	PUNCT
spir-8397	73	8	d.	d.	PROPN
spir-8397	73	9	(	(	PUNCT
spir-8397	73	10	2011	2011	NUM
spir-8397	73	11	)	)	PUNCT
spir-8397	73	12	.	.	PUNCT
spir-8397	74	1	bayesian	bayesian	NOUN
spir-8397	74	2	checking	check	VERB
spir-8397	74	3	for	for	ADP
spir-8397	74	4	topic	topic	NOUN
spir-8397	74	5	models	model	NOUN
spir-8397	74	6	.	.	PUNCT
spir-8397	75	1	in	in	ADP
spir-8397	75	2	proceedings	proceeding	NOUN
spir-8397	75	3	of	of	ADP
spir-8397	75	4	the	the	DET
spir-8397	75	5	conference	conference	NOUN
spir-8397	75	6	on	on	ADP
spir-8397	75	7	empirical	empirical	ADJ
spir-8397	75	8	methods	method	NOUN
spir-8397	75	9	in	in	ADP
spir-8397	75	10	natural	natural	ADJ
spir-8397	75	11	language	language	NOUN
spir-8397	75	12	processing	processing	NOUN
spir-8397	75	13	(	(	PUNCT
spir-8397	75	14	pp	pp	ADJ
spir-8397	75	15	.	.	PUNCT
spir-8397	76	1	227	227	NUM
spir-8397	76	2	–	–	SYM
spir-8397	76	3	237	237	NUM
spir-8397	76	4	)	)	PUNCT
spir-8397	76	5	.	.	PUNCT
spir-8397	77	1	rambukkana	rambukkana	PROPN
spir-8397	77	2	,	,	PUNCT
spir-8397	77	3	n.	n.	PROPN
spir-8397	77	4	(	(	PUNCT
spir-8397	77	5	ed	ed	NOUN
spir-8397	77	6	.	.	PUNCT
spir-8397	77	7	)	)	PUNCT
spir-8397	77	8	.	.	PUNCT
spir-8397	78	1	(	(	PUNCT
spir-8397	78	2	2015	2015	NUM
spir-8397	78	3	)	)	PUNCT
spir-8397	78	4	.	.	PUNCT
spir-8397	79	1	hashtag	hashtag	NOUN
spir-8397	79	2	publics	public	NOUN
spir-8397	79	3	:	:	PUNCT
spir-8397	79	4	the	the	DET
spir-8397	79	5	power	power	NOUN
spir-8397	79	6	and	and	CCONJ
spir-8397	79	7	politics	politic	NOUN
spir-8397	79	8	of	of	ADP
spir-8397	79	9	discursive	discursive	ADJ
spir-8397	79	10	networks	network	NOUN
spir-8397	79	11	.	.	PUNCT
spir-8397	80	1	new	new	PROPN
spir-8397	80	2	york	york	PROPN
spir-8397	80	3	:	:	PUNCT
spir-8397	80	4	peter	peter	PROPN
spir-8397	80	5	lang	lang	PROPN
spir-8397	80	6	.	.	PUNCT
spir-8397	81	1	schmidt	schmidt	PROPN
spir-8397	81	2	,	,	PUNCT
spir-8397	81	3	b.	b.	PROPN
spir-8397	81	4	m.	m.	PROPN
spir-8397	81	5	(	(	PUNCT
spir-8397	81	6	2012	2012	NUM
spir-8397	81	7	)	)	PUNCT
spir-8397	81	8	.	.	PUNCT
spir-8397	82	1	words	word	NOUN
spir-8397	82	2	alone	alone	ADV
spir-8397	82	3	:	:	PUNCT
spir-8397	82	4	dismantling	dismantle	VERB
spir-8397	82	5	topic	topic	NOUN
spir-8397	82	6	models	model	NOUN
spir-8397	82	7	in	in	ADP
spir-8397	82	8	the	the	DET
spir-8397	82	9	humanities	humanity	NOUN
spir-8397	82	10	.	.	PUNCT
spir-8397	83	1	journal	journal	PROPN
spir-8397	83	2	of	of	ADP
spir-8397	83	3	digital	digital	ADJ
spir-8397	83	4	humanities	humanity	NOUN
spir-8397	83	5	,	,	PUNCT
spir-8397	83	6	2(1	2(1	NUM
spir-8397	83	7	)	)	PUNCT
spir-8397	83	8	,	,	PUNCT
spir-8397	83	9	49–65	49–65	NUM
spir-8397	83	10	.	.	PUNCT