id	sid	tid	token	lemma	pos
spir-8860	1	1	microsoft	microsoft	PROPN
spir-8860	1	2	word	word	PROPN
spir-8860	1	3	914-658-1-pb.docx	914-658-1-pb.docx	NUM
spir-8860	1	4	selected	select	VERB
spir-8860	1	5	papers	paper	NOUN
spir-8860	1	6	of	of	ADP
spir-8860	1	7	internet	internet	NOUN
spir-8860	1	8	research	research	NOUN
spir-8860	1	9	14.0	14.0	NUM
spir-8860	1	10	,	,	PUNCT
spir-8860	1	11	2013	2013	NUM
spir-8860	1	12	:	:	PUNCT
spir-8860	1	13	denver	denver	PROPN
spir-8860	1	14	,	,	PUNCT
spir-8860	1	15	usa	usa	PROPN
spir-8860	1	16	1	1	NUM
spir-8860	1	17	twitter	twitter	NOUN
spir-8860	1	18	,	,	PUNCT
spir-8860	1	19	gambling	gambling	NOUN
spir-8860	1	20	and	and	CCONJ
spir-8860	1	21	time	time	NOUN
spir-8860	1	22	sensitive	sensitive	ADJ
spir-8860	1	23	information	information	PROPN
spir-8860	1	24	darryl	darryl	PROPN
spir-8860	1	25	woodford	woodford	PROPN
spir-8860	1	26	queensland	queensland	PROPN
spir-8860	1	27	university	university	PROPN
spir-8860	1	28	of	of	ADP
spir-8860	1	29	technology	technology	PROPN
spir-8860	1	30	australia	australia	PROPN
spir-8860	1	31	dp.woodford@qut.edu.au	dp.woodford@qut.edu.au	PROPN
spir-8860	1	32	abstract	abstract	ADJ
spir-8860	1	33	one	one	NUM
spir-8860	1	34	suggested	suggest	VERB
spir-8860	1	35	use	use	NOUN
spir-8860	1	36	of	of	ADP
spir-8860	1	37	‘	'	PUNCT
spir-8860	1	38	big	big	ADJ
spir-8860	1	39	data	datum	NOUN
spir-8860	1	40	’	'	PUNCT
spir-8860	1	41	has	have	AUX
spir-8860	1	42	been	be	AUX
spir-8860	1	43	prediction	prediction	NOUN
spir-8860	1	44	markets	market	NOUN
spir-8860	1	45	;	;	PUNCT
spir-8860	1	46	whether	whether	SCONJ
spir-8860	1	47	that	that	PRON
spir-8860	1	48	be	be	AUX
spir-8860	1	49	predicting	predict	VERB
spir-8860	1	50	the	the	DET
spir-8860	1	51	stock	stock	NOUN
spir-8860	1	52	exchange	exchange	NOUN
spir-8860	1	53	,	,	PUNCT
spir-8860	1	54	health	health	NOUN
spir-8860	1	55	outbreaks	outbreak	NOUN
spir-8860	1	56	,	,	PUNCT
spir-8860	1	57	or	or	CCONJ
spir-8860	1	58	box	box	NOUN
spir-8860	1	59	office	office	NOUN
spir-8860	1	60	revenues	revenue	NOUN
spir-8860	1	61	.	.	PUNCT
spir-8860	2	1	this	this	DET
spir-8860	2	2	paper	paper	NOUN
spir-8860	2	3	considers	consider	VERB
spir-8860	2	4	another	another	DET
spir-8860	2	5	prediction	prediction	NOUN
spir-8860	2	6	market	market	NOUN
spir-8860	2	7	;	;	PUNCT
spir-8860	2	8	wta	wta	NOUN
spir-8860	2	9	tennis	tennis	NOUN
spir-8860	2	10	,	,	PUNCT
spir-8860	2	11	and	and	CCONJ
spir-8860	2	12	considers	consider	VERB
spir-8860	2	13	how	how	SCONJ
spir-8860	2	14	the	the	DET
spir-8860	2	15	use	use	NOUN
spir-8860	2	16	of	of	ADP
spir-8860	2	17	twitter	twitter	NOUN
spir-8860	2	18	by	by	ADP
spir-8860	2	19	professional	professional	ADJ
spir-8860	2	20	sportswomen	sportswoman	NOUN
spir-8860	2	21	can	can	AUX
spir-8860	2	22	provide	provide	VERB
spir-8860	2	23	information	information	NOUN
spir-8860	2	24	to	to	ADP
spir-8860	2	25	gamblers	gambler	NOUN
spir-8860	2	26	and	and	CCONJ
spir-8860	2	27	gambling	gambling	NOUN
spir-8860	2	28	operators	operator	NOUN
spir-8860	2	29	,	,	PUNCT
spir-8860	2	30	enabling	enable	VERB
spir-8860	2	31	them	they	PRON
spir-8860	2	32	to	to	PART
spir-8860	2	33	take	take	VERB
spir-8860	2	34	advantage	advantage	NOUN
spir-8860	2	35	of	of	ADP
spir-8860	2	36	the	the	DET
spir-8860	2	37	information	information	NOUN
spir-8860	2	38	before	before	SCONJ
spir-8860	2	39	it	it	PRON
spir-8860	2	40	becomes	become	VERB
spir-8860	2	41	widely	widely	ADV
spir-8860	2	42	known	know	VERB
spir-8860	2	43	.	.	PUNCT
spir-8860	3	1	to	to	PART
spir-8860	3	2	do	do	VERB
spir-8860	3	3	so	so	ADV
spir-8860	3	4	,	,	PUNCT
spir-8860	3	5	it	it	PRON
spir-8860	3	6	is	be	AUX
spir-8860	3	7	necessary	necessary	ADJ
spir-8860	3	8	to	to	PART
spir-8860	3	9	consider	consider	VERB
spir-8860	3	10	how	how	SCONJ
spir-8860	3	11	incoming	incoming	ADJ
spir-8860	3	12	tweets	tweet	NOUN
spir-8860	3	13	can	can	AUX
spir-8860	3	14	be	be	AUX
spir-8860	3	15	profiled	profile	VERB
spir-8860	3	16	to	to	PART
spir-8860	3	17	ascertain	ascertain	VERB
spir-8860	3	18	firstly	firstly	ADV
spir-8860	3	19	whether	whether	SCONJ
spir-8860	3	20	they	they	PRON
spir-8860	3	21	contain	contain	VERB
spir-8860	3	22	information	information	NOUN
spir-8860	3	23	which	which	PRON
spir-8860	3	24	may	may	AUX
spir-8860	3	25	impact	impact	VERB
spir-8860	3	26	upon	upon	SCONJ
spir-8860	3	27	a	a	DET
spir-8860	3	28	current	current	ADJ
spir-8860	3	29	or	or	CCONJ
spir-8860	3	30	future	future	ADJ
spir-8860	3	31	prediction	prediction	NOUN
spir-8860	3	32	market	market	NOUN
spir-8860	3	33	,	,	PUNCT
spir-8860	3	34	and	and	CCONJ
spir-8860	3	35	secondly	secondly	ADV
spir-8860	3	36	the	the	DET
spir-8860	3	37	reliability	reliability	NOUN
spir-8860	3	38	of	of	ADP
spir-8860	3	39	information	information	NOUN
spir-8860	3	40	contained	contain	VERB
spir-8860	3	41	within	within	ADP
spir-8860	3	42	them	they	PRON
spir-8860	3	43	.	.	PUNCT
spir-8860	4	1	through	through	ADP
spir-8860	4	2	such	such	ADJ
spir-8860	4	3	profiling	profiling	NOUN
spir-8860	4	4	,	,	PUNCT
spir-8860	4	5	relevant	relevant	ADJ
spir-8860	4	6	tweets	tweet	NOUN
spir-8860	4	7	can	can	AUX
spir-8860	4	8	be	be	AUX
spir-8860	4	9	made	make	VERB
spir-8860	4	10	available	available	ADJ
spir-8860	4	11	to	to	ADP
spir-8860	4	12	decision	decision	NOUN
spir-8860	4	13	makers	maker	NOUN
spir-8860	4	14	more	more	ADV
spir-8860	4	15	quickly	quickly	ADV
spir-8860	4	16	than	than	ADP
spir-8860	4	17	current	current	ADJ
spir-8860	4	18	manually	manually	ADV
spir-8860	4	19	operated	operate	VERB
spir-8860	4	20	services	service	NOUN
spir-8860	4	21	which	which	PRON
spir-8860	4	22	provide	provide	VERB
spir-8860	4	23	information	information	NOUN
spir-8860	4	24	for	for	ADP
spir-8860	4	25	the	the	DET
spir-8860	4	26	gambling	gambling	NOUN
spir-8860	4	27	industry	industry	NOUN
spir-8860	4	28	.	.	PUNCT
spir-8860	5	1	keywords	keyword	NOUN
spir-8860	5	2	twitter	twitter	NOUN
spir-8860	5	3	;	;	PUNCT
spir-8860	5	4	big	big	ADJ
spir-8860	5	5	data	datum	NOUN
spir-8860	5	6	;	;	PUNCT
spir-8860	5	7	analysis	analysis	NOUN
spir-8860	5	8	;	;	PUNCT
spir-8860	5	9	gambling	gambling	NOUN
spir-8860	5	10	twitter	twitter	NOUN
spir-8860	5	11	&	&	CCONJ
spir-8860	5	12	prediction	prediction	NOUN
spir-8860	5	13	markets	market	NOUN
spir-8860	5	14	twitter	twitter	NOUN
spir-8860	5	15	has	have	AUX
spir-8860	5	16	been	be	AUX
spir-8860	5	17	used	use	VERB
spir-8860	5	18	as	as	ADP
spir-8860	5	19	a	a	DET
spir-8860	5	20	tool	tool	NOUN
spir-8860	5	21	to	to	PART
spir-8860	5	22	attempt	attempt	VERB
spir-8860	5	23	to	to	PART
spir-8860	5	24	predict	predict	VERB
spir-8860	5	25	a	a	DET
spir-8860	5	26	range	range	NOUN
spir-8860	5	27	of	of	ADP
spir-8860	5	28	activities	activity	NOUN
spir-8860	5	29	,	,	PUNCT
spir-8860	5	30	including	include	VERB
spir-8860	5	31	heath	heath	NOUN
spir-8860	5	32	outbreaks	outbreak	NOUN
spir-8860	5	33	(	(	PUNCT
spir-8860	5	34	ritterman	ritterman	NOUN
spir-8860	5	35	et	et	PROPN
spir-8860	5	36	al	al	PROPN
spir-8860	5	37	.	.	PROPN
spir-8860	5	38	,	,	PUNCT
spir-8860	5	39	2009	2009	NUM
spir-8860	5	40	;	;	PUNCT
spir-8860	5	41	polgreen	polgreen	PROPN
spir-8860	5	42	et	et	PROPN
spir-8860	5	43	al	al	PROPN
spir-8860	5	44	.	.	PROPN
spir-8860	5	45	,	,	PUNCT
spir-8860	5	46	2007	2007	NUM
spir-8860	5	47	)	)	PUNCT
spir-8860	5	48	,	,	PUNCT
spir-8860	5	49	box	box	NOUN
spir-8860	5	50	office	office	NOUN
spir-8860	5	51	revenues	revenue	NOUN
spir-8860	5	52	(	(	PUNCT
spir-8860	5	53	asur	asur	PROPN
spir-8860	5	54	&	&	CCONJ
spir-8860	5	55	huberman	huberman	NOUN
spir-8860	5	56	,	,	PUNCT
spir-8860	5	57	2010	2010	NUM
spir-8860	5	58	)	)	PUNCT
spir-8860	5	59	,	,	PUNCT
spir-8860	5	60	the	the	DET
spir-8860	5	61	stock	stock	NOUN
spir-8860	5	62	exchange	exchange	NOUN
spir-8860	5	63	(	(	PUNCT
spir-8860	5	64	zhang	zhang	PROPN
spir-8860	5	65	et	et	PROPN
spir-8860	5	66	al	al	PROPN
spir-8860	5	67	.	.	PROPN
spir-8860	5	68	,	,	PUNCT
spir-8860	5	69	2010	2010	NUM
spir-8860	5	70	)	)	PUNCT
spir-8860	5	71	,	,	PUNCT
spir-8860	5	72	and	and	CCONJ
spir-8860	5	73	elections	election	NOUN
spir-8860	5	74	(	(	PUNCT
spir-8860	5	75	tumasjan	tumasjan	NOUN
spir-8860	5	76	et	et	PROPN
spir-8860	5	77	al	al	PROPN
spir-8860	5	78	.	.	PROPN
spir-8860	5	79	,	,	PUNCT
spir-8860	5	80	2011	2011	NUM
spir-8860	5	81	)	)	PUNCT
spir-8860	5	82	.	.	PUNCT
spir-8860	6	1	whilst	whilst	SCONJ
spir-8860	6	2	predictions	prediction	NOUN
spir-8860	6	3	of	of	ADP
spir-8860	6	4	health	health	NOUN
spir-8860	6	5	could	could	AUX
spir-8860	6	6	be	be	AUX
spir-8860	6	7	considered	consider	VERB
spir-8860	6	8	for	for	ADP
spir-8860	6	9	the	the	DET
spir-8860	6	10	public	public	ADJ
spir-8860	6	11	good	good	NOUN
spir-8860	6	12	,	,	PUNCT
spir-8860	6	13	there	there	PRON
spir-8860	6	14	are	be	VERB
spir-8860	6	15	also	also	ADV
spir-8860	6	16	of	of	ADP
spir-8860	6	17	course	course	NOUN
spir-8860	6	18	revenue	revenue	NOUN
spir-8860	6	19	considerations	consideration	NOUN
spir-8860	6	20	,	,	PUNCT
spir-8860	6	21	not	not	PART
spir-8860	6	22	least	least	ADJ
spir-8860	6	23	for	for	ADP
spir-8860	6	24	health	health	NOUN
spir-8860	6	25	insurers	insurer	NOUN
spir-8860	6	26	and	and	CCONJ
spir-8860	6	27	those	those	DET
spir-8860	6	28	companies	company	NOUN
spir-8860	6	29	producing	produce	VERB
spir-8860	6	30	potential	potential	ADJ
spir-8860	6	31	vaccines	vaccine	NOUN
spir-8860	6	32	.	.	PUNCT
spir-8860	7	1	in	in	ADP
spir-8860	7	2	other	other	ADJ
spir-8860	7	3	cases	case	NOUN
spir-8860	7	4	,	,	PUNCT
spir-8860	7	5	there	there	PRON
spir-8860	7	6	is	be	VERB
spir-8860	7	7	not	not	PART
spir-8860	7	8	even	even	ADV
spir-8860	7	9	an	an	DET
spir-8860	7	10	attempt	attempt	NOUN
spir-8860	7	11	at	at	ADP
spir-8860	7	12	altruistic	altruistic	ADJ
spir-8860	7	13	purposes	purpose	NOUN
spir-8860	7	14	,	,	PUNCT
spir-8860	7	15	with	with	ADP
spir-8860	7	16	the	the	DET
spir-8860	7	17	sole	sole	ADJ
spir-8860	7	18	intention	intention	NOUN
spir-8860	7	19	being	be	AUX
spir-8860	7	20	to	to	ADP
spir-8860	7	21	out	out	ADJ
spir-8860	7	22	-	-	PUNCT
spir-8860	7	23	perform	perform	VERB
spir-8860	7	24	traditional	traditional	ADJ
spir-8860	7	25	market	market	NOUN
spir-8860	7	26	indicators	indicator	NOUN
spir-8860	7	27	,	,	PUNCT
spir-8860	7	28	in	in	ADP
spir-8860	7	29	order	order	NOUN
spir-8860	7	30	to	to	PART
spir-8860	7	31	return	return	VERB
spir-8860	7	32	either	either	CCONJ
spir-8860	7	33	direct	direct	ADJ
spir-8860	7	34	or	or	CCONJ
spir-8860	7	35	indirect	indirect	ADJ
spir-8860	7	36	revenue	revenue	NOUN
spir-8860	7	37	for	for	ADP
spir-8860	7	38	those	those	PRON
spir-8860	7	39	processing	process	VERB
spir-8860	7	40	the	the	DET
spir-8860	7	41	data	datum	NOUN
spir-8860	7	42	,	,	PUNCT
spir-8860	7	43	or	or	CCONJ
spir-8860	7	44	their	their	PRON
spir-8860	7	45	employers	employer	NOUN
spir-8860	7	46	.	.	PUNCT
spir-8860	8	1	based	base	VERB
spir-8860	8	2	on	on	ADP
spir-8860	8	3	standard	standard	ADJ
spir-8860	8	4	twitter	twitter	NOUN
spir-8860	8	5	analysis	analysis	NOUN
spir-8860	8	6	methodologies	methodology	NOUN
spir-8860	8	7	(	(	PUNCT
spir-8860	8	8	bruns	brun	NOUN
spir-8860	8	9	&	&	CCONJ
spir-8860	8	10	burgess	burgess	PROPN
spir-8860	8	11	,	,	PUNCT
spir-8860	8	12	2011	2011	NUM
spir-8860	8	13	,	,	PUNCT
spir-8860	8	14	2012	2012	NUM
spir-8860	8	15	)	)	PUNCT
spir-8860	9	1	i	i	PRON
spir-8860	9	2	analyzed	analyze	VERB
spir-8860	9	3	217,560	217,560	NUM
spir-8860	9	4	tweets	tweet	NOUN
spir-8860	9	5	that	that	PRON
spir-8860	9	6	matched	match	VERB
spir-8860	9	7	the	the	DET
spir-8860	9	8	‘	'	PUNCT
spir-8860	9	9	wta	wta	NOUN
spir-8860	9	10	’	'	PUNCT
spir-8860	9	11	keyword	keyword	NOUN
spir-8860	9	12	between	between	ADP
spir-8860	9	13	april	april	PROPN
spir-8860	9	14	and	and	CCONJ
spir-8860	9	15	july	july	PROPN
spir-8860	9	16	2012	2012	NUM
spir-8860	9	17	,	,	PUNCT
spir-8860	9	18	with	with	ADP
spir-8860	9	19	a	a	DET
spir-8860	9	20	particular	particular	ADJ
spir-8860	9	21	focus	focus	NOUN
spir-8860	9	22	on	on	ADP
spir-8860	9	23	tweets	tweet	NOUN
spir-8860	9	24	discussing	discuss	VERB
spir-8860	9	25	injuries	injury	NOUN
spir-8860	9	26	or	or	CCONJ
spir-8860	9	27	form	form	NOUN
spir-8860	9	28	.	.	PUNCT
spir-8860	10	1	i	i	PRON
spir-8860	10	2	compared	compare	VERB
spir-8860	10	3	the	the	DET
spir-8860	10	4	content	content	NOUN
spir-8860	10	5	of	of	ADP
spir-8860	10	6	these	these	DET
spir-8860	10	7	tweets	tweet	NOUN
spir-8860	10	8	,	,	PUNCT
spir-8860	10	9	their	their	PRON
spir-8860	10	10	timing	timing	NOUN
spir-8860	10	11	,	,	PUNCT
spir-8860	10	12	and	and	CCONJ
spir-8860	10	13	their	their	PRON
spir-8860	10	14	distribution	distribution	NOUN
spir-8860	10	15	by	by	ADP
spir-8860	10	16	others	other	NOUN
spir-8860	10	17	(	(	PUNCT
spir-8860	10	18	e.g.	e.g.	ADV
spir-8860	10	19	retweets	retweet	NOUN
spir-8860	10	20	by	by	ADP
spir-8860	10	21	journalists	journalist	NOUN
spir-8860	10	22	)	)	PUNCT
spir-8860	10	23	to	to	ADP
spir-8860	10	24	movement	movement	NOUN
spir-8860	10	25	in	in	ADP
spir-8860	10	26	betting	bet	VERB
spir-8860	10	27	markets	market	NOUN
spir-8860	10	28	for	for	ADP
spir-8860	10	29	future	future	ADJ
spir-8860	10	30	matches	match	NOUN
spir-8860	10	31	and	and	CCONJ
spir-8860	10	32	tournaments	tournament	NOUN
spir-8860	10	33	.	.	PUNCT
spir-8860	11	1	in	in	ADP
spir-8860	11	2	many	many	ADJ
spir-8860	11	3	cases	case	NOUN
spir-8860	11	4	,	,	PUNCT
spir-8860	11	5	the	the	DET
spir-8860	11	6	timing	timing	NOUN
spir-8860	11	7	of	of	ADP
spir-8860	11	8	the	the	DET
spir-8860	11	9	tweet	tweet	NOUN
spir-8860	11	10	preceded	precede	VERB
spir-8860	11	11	a	a	DET
spir-8860	11	12	significant	significant	ADJ
spir-8860	11	13	change	change	NOUN
spir-8860	11	14	in	in	ADP
spir-8860	11	15	the	the	DET
spir-8860	11	16	prediction	prediction	NOUN
spir-8860	11	17	market	market	NOUN
spir-8860	11	18	.	.	PUNCT
spir-8860	12	1	i	i	PRON
spir-8860	12	2	also	also	ADV
spir-8860	12	3	considered	consider	VERB
spir-8860	12	4	the	the	DET
spir-8860	12	5	role	role	NOUN
spir-8860	12	6	of	of	ADP
spir-8860	12	7	‘	'	PUNCT
spir-8860	12	8	amplifiers	amplifier	NOUN
spir-8860	12	9	’	'	PUNCT
spir-8860	12	10	;	;	PUNCT
spir-8860	12	11	television	television	NOUN
spir-8860	12	12	or	or	CCONJ
spir-8860	12	13	internet	internet	NOUN
spir-8860	12	14	sports	sport	NOUN
spir-8860	12	15	personalities	personality	NOUN
spir-8860	12	16	or	or	CCONJ
spir-8860	12	17	writers	writer	NOUN
spir-8860	12	18	who	who	PRON
spir-8860	12	19	,	,	PUNCT
spir-8860	12	20	as	as	ADV
spir-8860	12	21	well	well	ADV
spir-8860	12	22	as	as	ADP
spir-8860	12	23	breaking	break	VERB
spir-8860	12	24	their	their	PRON
spir-8860	12	25	own	own	ADJ
spir-8860	12	26	news	news	NOUN
spir-8860	12	27	,	,	PUNCT
spir-8860	12	28	re	re	NOUN
spir-8860	12	29	-	-	NOUN
spir-8860	12	30	tweet	tweet	ADJ
spir-8860	12	31	that	that	PRON
spir-8860	12	32	of	of	ADP
spir-8860	12	33	colleagues	colleague	NOUN
spir-8860	12	34	.	.	PUNCT
spir-8860	13	1	value	value	NOUN
spir-8860	13	2	of	of	ADP
spir-8860	13	3	information	information	NOUN
spir-8860	13	4	in	in	ADP
spir-8860	13	5	the	the	DET
spir-8860	13	6	gambling	gambling	NOUN
spir-8860	13	7	industry	industry	NOUN
spir-8860	13	8	there	there	PRON
spir-8860	13	9	are	be	VERB
spir-8860	13	10	clear	clear	ADJ
spir-8860	13	11	advantages	advantage	NOUN
spir-8860	13	12	to	to	ADP
spir-8860	13	13	the	the	DET
spir-8860	13	14	use	use	NOUN
spir-8860	13	15	of	of	ADP
spir-8860	13	16	twitter	twitter	NOUN
spir-8860	13	17	by	by	ADP
spir-8860	13	18	gambling	gamble	VERB
spir-8860	13	19	industry	industry	NOUN
spir-8860	13	20	participants	participant	NOUN
spir-8860	13	21	to	to	PART
spir-8860	13	22	gather	gather	VERB
spir-8860	13	23	information	information	NOUN
spir-8860	13	24	on	on	ADP
spir-8860	13	25	player	player	NOUN
spir-8860	13	26	injuries	injury	NOUN
spir-8860	13	27	,	,	PUNCT
spir-8860	13	28	team	team	NOUN
spir-8860	13	29	selection	selection	NOUN
spir-8860	13	30	and	and	CCONJ
spir-8860	13	31	other	other	ADJ
spir-8860	13	32	factors	factor	NOUN
spir-8860	13	33	.	.	PUNCT
spir-8860	14	1	while	while	SCONJ
spir-8860	14	2	in	in	ADP
spir-8860	14	3	the	the	DET
spir-8860	14	4	us	us	PROPN
spir-8860	14	5	context	context	NOUN
spir-8860	14	6	much	much	ADJ
spir-8860	14	7	of	of	ADP
spir-8860	14	8	this	this	PRON
spir-8860	14	9	is	be	AUX
spir-8860	14	10	performed	perform	VERB
spir-8860	14	11	under	under	ADP
spir-8860	14	12	the	the	DET
spir-8860	14	13	guise	guise	NOUN
spir-8860	14	14	of	of	ADP
spir-8860	14	15	fantasy	fantasy	NOUN
spir-8860	14	16	sports	sport	NOUN
spir-8860	14	17	information	information	NOUN
spir-8860	14	18	(	(	PUNCT
spir-8860	14	19	which	which	PRON
spir-8860	14	20	is	be	AUX
spir-8860	14	21	league	league	NOUN
spir-8860	14	22	sanctioned	sanction	VERB
spir-8860	14	23	)	)	PUNCT
spir-8860	14	24	,	,	PUNCT
spir-8860	14	25	in	in	ADP
spir-8860	14	26	other	other	ADJ
spir-8860	14	27	markets	market	NOUN
spir-8860	14	28	the	the	DET
spir-8860	14	29	significance	significance	NOUN
spir-8860	14	30	of	of	ADP
spir-8860	14	31	information	information	NOUN
spir-8860	14	32	for	for	ADP
spir-8860	14	33	gambling	gambling	NOUN
spir-8860	14	34	is	be	AUX
spir-8860	14	35	acknowledged	acknowledge	VERB
spir-8860	14	36	,	,	PUNCT
spir-8860	14	37	both	both	PRON
spir-8860	14	38	by	by	ADP
spir-8860	14	39	those	those	PRON
spir-8860	14	40	distributing	distribute	VERB
spir-8860	14	41	the	the	DET
spir-8860	14	42	information	information	NOUN
spir-8860	14	43	and	and	CCONJ
spir-8860	14	44	through	through	ADP
spir-8860	14	45	platforms	platform	NOUN
spir-8860	14	46	which	which	PRON
spir-8860	14	47	aggregate	aggregate	VERB
spir-8860	14	48	it	it	PRON
spir-8860	14	49	,	,	PUNCT
spir-8860	14	50	such	such	ADJ
spir-8860	14	51	as	as	ADP
spir-8860	14	52	tennisform.com	tennisform.com	X
spir-8860	14	53	.	.	PUNCT
spir-8860	15	1	the	the	DET
spir-8860	15	2	value	value	NOUN
spir-8860	15	3	of	of	ADP
spir-8860	15	4	‘	'	PUNCT
spir-8860	15	5	inside	inside	ADJ
spir-8860	15	6	information	information	NOUN
spir-8860	15	7	’	'	PUNCT
spir-8860	15	8	is	be	AUX
spir-8860	15	9	clear	clear	ADJ
spir-8860	15	10	.	.	PUNCT
spir-8860	16	1	while	while	SCONJ
spir-8860	16	2	nba	nba	PROPN
spir-8860	16	3	referee	referee	PROPN
spir-8860	16	4	tim	tim	PROPN
spir-8860	16	5	donaghy	donaghy	PROPN
spir-8860	16	6	received	receive	VERB
spir-8860	16	7	prominent	prominent	ADJ
spir-8860	16	8	attention	attention	NOUN
spir-8860	16	9	for	for	ADP
spir-8860	16	10	potentially	potentially	ADV
spir-8860	16	11	altering	alter	VERB
spir-8860	16	12	the	the	DET
spir-8860	16	13	outcome	outcome	NOUN
spir-8860	16	14	of	of	ADP
spir-8860	16	15	matches	match	NOUN
spir-8860	16	16	he	he	PRON
spir-8860	16	17	was	be	AUX
spir-8860	16	18	in	in	ADP
spir-8860	16	19	charge	charge	NOUN
spir-8860	16	20	of	of	ADP
spir-8860	16	21	,	,	PUNCT
spir-8860	16	22	his	his	PRON
spir-8860	16	23	account	account	NOUN
spir-8860	16	24	also	also	ADV
spir-8860	16	25	acknowledges	acknowledge	VERB
spir-8860	16	26	(	(	PUNCT
spir-8860	16	27	donaghy	donaghy	PROPN
spir-8860	16	28	,	,	PUNCT
spir-8860	16	29	p.	p.	NOUN
spir-8860	16	30	4	4	NUM
spir-8860	16	31	)	)	PUNCT
spir-8860	16	32	he	he	PRON
spir-8860	16	33	had	have	VERB
spir-8860	16	34	an	an	DET
spir-8860	16	35	“	"	PUNCT
spir-8860	16	36	inside	inside	ADJ
spir-8860	16	37	advantage	advantage	NOUN
spir-8860	16	38	because	because	SCONJ
spir-8860	16	39	of	of	ADP
spir-8860	16	40	[	[	PUNCT
spir-8860	16	41	his	his	PRON
spir-8860	16	42	]	]	X
spir-8860	16	43	access	access	NOUN
spir-8860	16	44	to	to	ADP
spir-8860	16	45	pregame	pregame	NOUN
spir-8860	16	46	meetings	meeting	NOUN
spir-8860	16	47	.	.	PUNCT
spir-8860	17	1	it	it	PRON
spir-8860	17	2	was	be	AUX
spir-8860	17	3	common	common	ADJ
spir-8860	17	4	for	for	SCONJ
spir-8860	17	5	my	my	PRON
spir-8860	17	6	fellow	fellow	ADJ
spir-8860	17	7	referees	referee	NOUN
spir-8860	17	8	to	to	PART
spir-8860	17	9	voice	voice	VERB
spir-8860	17	10	their	their	PRON
spir-8860	17	11	opinions	opinion	NOUN
spir-8860	17	12	about	about	ADP
spir-8860	17	13	who	who	PRON
spir-8860	17	14	they	they	PRON
spir-8860	17	15	expected	expect	VERB
spir-8860	17	16	to	to	PART
spir-8860	17	17	selected	select	VERB
spir-8860	17	18	papers	paper	NOUN
spir-8860	17	19	of	of	ADP
spir-8860	17	20	internet	internet	NOUN
spir-8860	17	21	research	research	NOUN
spir-8860	17	22	14.0	14.0	NUM
spir-8860	17	23	,	,	PUNCT
spir-8860	17	24	2013	2013	NUM
spir-8860	17	25	:	:	PUNCT
spir-8860	17	26	denver	denver	PROPN
spir-8860	17	27	,	,	PUNCT
spir-8860	17	28	usa	usa	PROPN
spir-8860	17	29	2	2	NUM
spir-8860	17	30	win	win	NOUN
spir-8860	17	31	on	on	ADP
spir-8860	17	32	a	a	DET
spir-8860	17	33	given	give	VERB
spir-8860	17	34	night	night	NOUN
spir-8860	17	35	.	.	PUNCT
spir-8860	18	1	those	those	DET
spir-8860	18	2	opinions	opinion	NOUN
spir-8860	18	3	were	be	AUX
spir-8860	18	4	often	often	ADV
spir-8860	18	5	based	base	VERB
spir-8860	18	6	on	on	ADP
spir-8860	18	7	their	their	PRON
spir-8860	18	8	knowledge	knowledge	NOUN
spir-8860	18	9	of	of	ADP
spir-8860	18	10	confidential	confidential	ADJ
spir-8860	18	11	inside	inside	ADJ
spir-8860	18	12	information	information	NOUN
spir-8860	18	13	pertaining	pertain	VERB
spir-8860	18	14	to	to	ADP
spir-8860	18	15	players	player	NOUN
spir-8860	18	16	and	and	CCONJ
spir-8860	18	17	teams	team	NOUN
spir-8860	18	18	,	,	PUNCT
spir-8860	18	19	such	such	ADJ
spir-8860	18	20	as	as	ADP
spir-8860	18	21	injury	injury	NOUN
spir-8860	18	22	reports	report	NOUN
spir-8860	18	23	unknown	unknown	ADJ
spir-8860	18	24	to	to	ADP
spir-8860	18	25	the	the	DET
spir-8860	18	26	general	general	ADJ
spir-8860	18	27	public	public	NOUN
spir-8860	18	28	”	"	PUNCT
spir-8860	18	29	.	.	PUNCT
spir-8860	19	1	many	many	ADJ
spir-8860	19	2	professional	professional	ADJ
spir-8860	19	3	sporting	sporting	NOUN
spir-8860	19	4	leagues	league	NOUN
spir-8860	19	5	,	,	PUNCT
spir-8860	19	6	including	include	VERB
spir-8860	19	7	all	all	PRON
spir-8860	19	8	of	of	ADP
spir-8860	19	9	the	the	DET
spir-8860	19	10	major	major	ADJ
spir-8860	19	11	united	united	PROPN
spir-8860	19	12	states	states	PROPN
spir-8860	19	13	sports	sports	PROPN
spir-8860	19	14	and	and	CCONJ
spir-8860	19	15	australia	australia	PROPN
spir-8860	19	16	’s	’s	PART
spir-8860	19	17	nrl	nrl	PROPN
spir-8860	19	18	and	and	CCONJ
spir-8860	19	19	afl	afl	PROPN
spir-8860	19	20	have	have	VERB
spir-8860	19	21	strict	strict	ADJ
spir-8860	19	22	reporting	reporting	NOUN
spir-8860	19	23	requirements	requirement	NOUN
spir-8860	19	24	for	for	ADP
spir-8860	19	25	injuries	injury	NOUN
spir-8860	19	26	.	.	PUNCT
spir-8860	20	1	whilst	whilst	SCONJ
spir-8860	20	2	the	the	DET
spir-8860	20	3	nfl	nfl	PROPN
spir-8860	20	4	,	,	PUNCT
spir-8860	20	5	in	in	ADP
spir-8860	20	6	line	line	NOUN
spir-8860	20	7	with	with	ADP
spir-8860	20	8	their	their	PRON
spir-8860	20	9	antigambling	antigamble	VERB
spir-8860	20	10	stance	stance	NOUN
spir-8860	20	11	,	,	PUNCT
spir-8860	20	12	asserts	assert	VERB
spir-8860	20	13	in	in	ADP
spir-8860	20	14	their	their	PRON
spir-8860	20	15	bylaws	bylaw	NOUN
spir-8860	20	16	that	that	SCONJ
spir-8860	20	17	the	the	DET
spir-8860	20	18	purpose	purpose	NOUN
spir-8860	20	19	of	of	ADP
spir-8860	20	20	injury	injury	NOUN
spir-8860	20	21	reports	report	NOUN
spir-8860	20	22	are	be	AUX
spir-8860	20	23	to	to	PART
spir-8860	20	24	“	"	PUNCT
spir-8860	20	25	tell	tell	VERB
spir-8860	20	26	the	the	DET
spir-8860	20	27	opposing	opposing	ADJ
spir-8860	20	28	coach	coach	NOUN
spir-8860	20	29	of	of	ADP
spir-8860	20	30	the	the	DET
spir-8860	20	31	injury	injury	NOUN
spir-8860	20	32	status	status	NOUN
spir-8860	20	33	of	of	ADP
spir-8860	20	34	his	his	PRON
spir-8860	20	35	players	player	NOUN
spir-8860	20	36	so	so	SCONJ
spir-8860	20	37	that	that	SCONJ
spir-8860	20	38	each	each	DET
spir-8860	20	39	coach	coach	NOUN
spir-8860	20	40	can	can	AUX
spir-8860	20	41	plan	plan	VERB
spir-8860	20	42	strategies	strategy	NOUN
spir-8860	20	43	for	for	ADP
spir-8860	20	44	the	the	DET
spir-8860	20	45	game	game	NOUN
spir-8860	20	46	”	"	PUNCT
spir-8860	20	47	(	(	PUNCT
spir-8860	20	48	harding	harding	PROPN
spir-8860	20	49	,	,	PUNCT
spir-8860	20	50	2006	2006	NUM
spir-8860	20	51	)	)	PUNCT
spir-8860	20	52	,	,	PUNCT
spir-8860	20	53	the	the	DET
spir-8860	20	54	use	use	NOUN
spir-8860	20	55	of	of	ADP
spir-8860	20	56	such	such	ADJ
spir-8860	20	57	information	information	NOUN
spir-8860	20	58	in	in	ADP
spir-8860	20	59	gambling	gambling	NOUN
spir-8860	20	60	and	and	CCONJ
spir-8860	20	61	fantasy	fantasy	NOUN
spir-8860	20	62	sports	sport	NOUN
spir-8860	20	63	is	be	AUX
spir-8860	20	64	undeniable	undeniable	ADJ
spir-8860	20	65	.	.	PUNCT
spir-8860	21	1	borghesi	borghesi	PROPN
spir-8860	21	2	et	et	PROPN
spir-8860	21	3	al	al	PROPN
spir-8860	21	4	.	.	PUNCT
spir-8860	21	5	(	(	PUNCT
spir-8860	21	6	2009	2009	NUM
spir-8860	21	7	)	)	PUNCT
spir-8860	21	8	,	,	PUNCT
spir-8860	21	9	in	in	ADP
spir-8860	21	10	a	a	DET
spir-8860	21	11	study	study	NOUN
spir-8860	21	12	considering	consider	VERB
spir-8860	21	13	arena	arena	NOUN
spir-8860	21	14	football	football	NOUN
spir-8860	21	15	,	,	PUNCT
spir-8860	21	16	noted	note	VERB
spir-8860	21	17	how	how	SCONJ
spir-8860	21	18	player	player	NOUN
spir-8860	21	19	injury	injury	NOUN
spir-8860	21	20	status	status	NOUN
spir-8860	21	21	in	in	ADP
spir-8860	21	22	the	the	DET
spir-8860	21	23	sport	sport	NOUN
spir-8860	21	24	meant	mean	VERB
spir-8860	21	25	that	that	SCONJ
spir-8860	21	26	“	"	PUNCT
spir-8860	21	27	diligent	diligent	ADJ
spir-8860	21	28	bettors	bettor	NOUN
spir-8860	21	29	may	may	AUX
spir-8860	21	30	,	,	PUNCT
spir-8860	21	31	at	at	ADP
spir-8860	21	32	times	time	NOUN
spir-8860	21	33	,	,	PUNCT
spir-8860	21	34	have	have	VERB
spir-8860	21	35	an	an	DET
spir-8860	21	36	information	information	NOUN
spir-8860	21	37	advantage	advantage	NOUN
spir-8860	21	38	over	over	ADP
spir-8860	21	39	bookmakers	bookmaker	NOUN
spir-8860	21	40	”	"	PUNCT
spir-8860	21	41	.	.	PUNCT
spir-8860	22	1	the	the	DET
spir-8860	22	2	significance	significance	NOUN
spir-8860	22	3	of	of	ADP
spir-8860	22	4	this	this	DET
spir-8860	22	5	information	information	NOUN
spir-8860	22	6	for	for	ADP
spir-8860	22	7	predicting	predict	VERB
spir-8860	22	8	sporting	sporting	NOUN
spir-8860	22	9	events	event	NOUN
spir-8860	22	10	is	be	AUX
spir-8860	22	11	then	then	ADV
spir-8860	22	12	clear	clear	ADJ
spir-8860	22	13	.	.	PUNCT
spir-8860	23	1	market	market	NOUN
spir-8860	23	2	adjustments	adjustment	NOUN
spir-8860	23	3	whilst	whilst	SCONJ
spir-8860	23	4	mainstream	mainstream	NOUN
spir-8860	23	5	betting	bet	VERB
spir-8860	23	6	sports	sport	NOUN
spir-8860	23	7	such	such	ADJ
spir-8860	23	8	as	as	ADP
spir-8860	23	9	the	the	DET
spir-8860	23	10	nfl	nfl	PROPN
spir-8860	23	11	,	,	PUNCT
spir-8860	23	12	nba	nba	PROPN
spir-8860	23	13	,	,	PUNCT
spir-8860	23	14	college	college	NOUN
spir-8860	23	15	football	football	NOUN
spir-8860	23	16	,	,	PUNCT
spir-8860	23	17	college	college	NOUN
spir-8860	23	18	basketball	basketball	NOUN
spir-8860	23	19	and	and	CCONJ
spir-8860	23	20	soccer	soccer	NOUN
spir-8860	23	21	would	would	AUX
spir-8860	23	22	have	have	VERB
spir-8860	23	23	their	their	PRON
spir-8860	23	24	markets	market	NOUN
spir-8860	23	25	impacted	impact	VERB
spir-8860	23	26	by	by	ADP
spir-8860	23	27	injury	injury	NOUN
spir-8860	23	28	developments	development	NOUN
spir-8860	23	29	,	,	PUNCT
spir-8860	23	30	this	this	DET
spir-8860	23	31	current	current	ADJ
spir-8860	23	32	study	study	NOUN
spir-8860	23	33	focuses	focus	VERB
spir-8860	23	34	on	on	ADP
spir-8860	23	35	tennis	tennis	NOUN
spir-8860	23	36	,	,	PUNCT
spir-8860	23	37	a	a	DET
spir-8860	23	38	sport	sport	NOUN
spir-8860	23	39	where	where	SCONJ
spir-8860	23	40	the	the	DET
spir-8860	23	41	entire	entire	ADJ
spir-8860	23	42	outcome	outcome	NOUN
spir-8860	23	43	of	of	ADP
spir-8860	23	44	a	a	DET
spir-8860	23	45	match	match	NOUN
spir-8860	23	46	,	,	PUNCT
spir-8860	23	47	and	and	CCONJ
spir-8860	23	48	a	a	DET
spir-8860	23	49	significant	significant	ADJ
spir-8860	23	50	impact	impact	NOUN
spir-8860	23	51	on	on	ADP
spir-8860	23	52	tournament	tournament	NOUN
spir-8860	23	53	markets	market	NOUN
spir-8860	23	54	,	,	PUNCT
spir-8860	23	55	is	be	AUX
spir-8860	23	56	dependent	dependent	ADJ
spir-8860	23	57	on	on	ADP
spir-8860	23	58	a	a	DET
spir-8860	23	59	single	single	ADJ
spir-8860	23	60	player	player	NOUN
spir-8860	23	61	.	.	PUNCT
spir-8860	24	1	a	a	DET
spir-8860	24	2	large	large	ADJ
spir-8860	24	3	number	number	NOUN
spir-8860	24	4	of	of	ADP
spir-8860	24	5	players	player	NOUN
spir-8860	24	6	on	on	ADP
spir-8860	24	7	both	both	CCONJ
spir-8860	24	8	the	the	DET
spir-8860	24	9	atp	atp	PROPN
spir-8860	24	10	and	and	CCONJ
spir-8860	24	11	wta	wta	PROPN
spir-8860	24	12	tour	tour	NOUN
spir-8860	24	13	have	have	VERB
spir-8860	24	14	twitter	twitter	NOUN
spir-8860	24	15	accounts	account	NOUN
spir-8860	24	16	,	,	PUNCT
spir-8860	24	17	and	and	CCONJ
spir-8860	24	18	these	these	DET
spir-8860	24	19	accounts	account	NOUN
spir-8860	24	20	are	be	AUX
spir-8860	24	21	frequently	frequently	ADV
spir-8860	24	22	used	use	VERB
spir-8860	24	23	to	to	PART
spir-8860	24	24	discuss	discuss	VERB
spir-8860	24	25	niggling	niggle	VERB
spir-8860	24	26	injuries	injury	NOUN
spir-8860	24	27	,	,	PUNCT
spir-8860	24	28	upset	upset	ADJ
spir-8860	24	29	stomachs	stomach	NOUN
spir-8860	24	30	,	,	PUNCT
spir-8860	24	31	flu	flu	NOUN
spir-8860	24	32	symptoms	symptom	NOUN
spir-8860	24	33	,	,	PUNCT
spir-8860	24	34	or	or	CCONJ
spir-8860	24	35	to	to	PART
spir-8860	24	36	simply	simply	ADV
spir-8860	24	37	announce	announce	VERB
spir-8860	24	38	a	a	DET
spir-8860	24	39	withdrawal	withdrawal	NOUN
spir-8860	24	40	from	from	ADP
spir-8860	24	41	an	an	DET
spir-8860	24	42	upcoming	upcoming	ADJ
spir-8860	24	43	tournament	tournament	NOUN
spir-8860	24	44	.	.	PUNCT
spir-8860	25	1	tweets	tweet	NOUN
spir-8860	25	2	such	such	ADJ
spir-8860	25	3	as	as	ADP
spir-8860	25	4	“	"	PUNCT
spir-8860	25	5	"	"	PUNCT
spir-8860	25	6	mica	mica	NOUN
spir-8860	25	7	has	have	AUX
spir-8860	25	8	recovered	recover	VERB
spir-8860	25	9	.	.	PUNCT
spir-8860	26	1	we	we	PRON
spir-8860	26	2	have	have	AUX
spir-8860	26	3	trained	train	VERB
spir-8860	26	4	together	together	ADV
spir-8860	26	5	.	.	PUNCT
spir-8860	27	1	i	i	PRON
spir-8860	27	2	believe	believe	VERB
spir-8860	27	3	everything	everything	PRON
spir-8860	27	4	is	be	AUX
spir-8860	27	5	ok	ok	ADJ
spir-8860	27	6	.	.	PUNCT
spir-8860	27	7	"	"	PUNCT
spir-8860	28	1	(	(	PUNCT
spir-8860	28	2	nenad	nenad	PROPN
spir-8860	28	3	zimonjic	zimonjic	PROPN
spir-8860	28	4	about	about	ADP
spir-8860	28	5	michael	michael	PROPN
spir-8860	28	6	llodra	llodra	PROPN
spir-8860	28	7	,	,	PUNCT
spir-8860	28	8	19	19	NUM
spir-8860	28	9	march	march	NOUN
spir-8860	28	10	2012	2012	NUM
spir-8860	28	11	)	)	PUNCT
spir-8860	28	12	,	,	PUNCT
spir-8860	28	13	or	or	CCONJ
spir-8860	28	14	“	"	PUNCT
spir-8860	28	15	update	update	NOUN
spir-8860	28	16	:	:	PUNCT
spir-8860	28	17	feeling	feel	VERB
spir-8860	28	18	back	back	ADV
spir-8860	28	19	to	to	ADP
spir-8860	28	20	normal	normal	ADJ
spir-8860	28	21	and	and	CCONJ
spir-8860	28	22	practicing	practice	VERB
spir-8860	28	23	”	"	PUNCT
spir-8860	28	24	(	(	PUNCT
spir-8860	28	25	vania	vania	PROPN
spir-8860	28	26	king	king	NOUN
spir-8860	28	27	,	,	PUNCT
spir-8860	28	28	17	17	NUM
spir-8860	28	29	march	march	NOUN
spir-8860	28	30	2012	2012	NUM
spir-8860	28	31	)	)	PUNCT
spir-8860	28	32	will	will	AUX
spir-8860	28	33	inevitably	inevitably	ADV
spir-8860	28	34	have	have	VERB
spir-8860	28	35	an	an	DET
spir-8860	28	36	impact	impact	NOUN
spir-8860	28	37	on	on	ADP
spir-8860	28	38	betting	bet	VERB
spir-8860	28	39	markets	market	NOUN
spir-8860	28	40	while	while	SCONJ
spir-8860	28	41	not	not	PART
spir-8860	28	42	being	be	AUX
spir-8860	28	43	stories	story	NOUN
spir-8860	28	44	which	which	PRON
spir-8860	28	45	would	would	AUX
spir-8860	28	46	attract	attract	VERB
spir-8860	28	47	mainstream	mainstream	ADJ
spir-8860	28	48	press	press	NOUN
spir-8860	28	49	coverage	coverage	NOUN
spir-8860	28	50	.	.	PUNCT
spir-8860	29	1	additionally	additionally	ADV
spir-8860	29	2	,	,	PUNCT
spir-8860	29	3	the	the	DET
spir-8860	29	4	range	range	NOUN
spir-8860	29	5	of	of	ADP
spir-8860	29	6	markets	market	NOUN
spir-8860	29	7	currently	currently	ADV
spir-8860	29	8	offered	offer	VERB
spir-8860	29	9	,	,	PUNCT
spir-8860	29	10	particularly	particularly	ADV
spir-8860	29	11	online	online	ADV
spir-8860	29	12	,	,	PUNCT
spir-8860	29	13	means	mean	VERB
spir-8860	29	14	that	that	SCONJ
spir-8860	29	15	any	any	DET
spir-8860	29	16	tweets	tweet	NOUN
spir-8860	29	17	of	of	ADP
spir-8860	29	18	this	this	DET
spir-8860	29	19	kind	kind	NOUN
spir-8860	29	20	would	would	AUX
spir-8860	29	21	have	have	VERB
spir-8860	29	22	an	an	DET
spir-8860	29	23	impact	impact	NOUN
spir-8860	29	24	on	on	ADP
spir-8860	29	25	prediction	prediction	NOUN
spir-8860	29	26	markets	market	NOUN
spir-8860	29	27	,	,	PUNCT
spir-8860	29	28	whether	whether	SCONJ
spir-8860	29	29	it	it	PRON
spir-8860	29	30	be	be	VERB
spir-8860	29	31	the	the	DET
spir-8860	29	32	market	market	NOUN
spir-8860	29	33	for	for	ADP
spir-8860	29	34	a	a	DET
spir-8860	29	35	match	match	NOUN
spir-8860	29	36	the	the	DET
spir-8860	29	37	same	same	ADJ
spir-8860	29	38	day	day	NOUN
spir-8860	29	39	,	,	PUNCT
spir-8860	29	40	the	the	DET
spir-8860	29	41	outright	outright	ADJ
spir-8860	29	42	market	market	NOUN
spir-8860	29	43	for	for	ADP
spir-8860	29	44	an	an	DET
spir-8860	29	45	upcoming	upcoming	ADJ
spir-8860	29	46	tournament	tournament	NOUN
spir-8860	29	47	,	,	PUNCT
spir-8860	29	48	or	or	CCONJ
spir-8860	29	49	a	a	DET
spir-8860	29	50	long	long	ADJ
spir-8860	29	51	term	term	NOUN
spir-8860	29	52	performance	performance	NOUN
spir-8860	29	53	market	market	NOUN
spir-8860	29	54	,	,	PUNCT
spir-8860	29	55	such	such	ADJ
spir-8860	29	56	as	as	ADP
spir-8860	29	57	the	the	DET
spir-8860	29	58	odds	odd	NOUN
spir-8860	29	59	for	for	SCONJ
spir-8860	29	60	a	a	DET
spir-8860	29	61	player	player	NOUN
spir-8860	29	62	to	to	PART
spir-8860	29	63	win	win	VERB
spir-8860	29	64	a	a	DET
spir-8860	29	65	tournament	tournament	NOUN
spir-8860	29	66	in	in	ADP
spir-8860	29	67	the	the	DET
spir-8860	29	68	current	current	ADJ
spir-8860	29	69	calendar	calendar	NOUN
spir-8860	29	70	year	year	NOUN
spir-8860	29	71	.	.	PUNCT
spir-8860	30	1	whilst	whilst	SCONJ
spir-8860	30	2	sites	site	NOUN
spir-8860	30	3	such	such	ADJ
spir-8860	30	4	as	as	ADP
spir-8860	30	5	tennis	tennis	NOUN
spir-8860	30	6	form	form	NOUN
spir-8860	30	7	aggregate	aggregate	ADJ
spir-8860	30	8	data	datum	NOUN
spir-8860	30	9	on	on	ADP
spir-8860	30	10	player	player	NOUN
spir-8860	30	11	injuries	injury	NOUN
spir-8860	30	12	(	(	PUNCT
spir-8860	30	13	at	at	ADP
spir-8860	30	14	a	a	DET
spir-8860	30	15	cost	cost	NOUN
spir-8860	30	16	of	of	ADP
spir-8860	30	17	50	50	NUM
spir-8860	30	18	euros	euro	NOUN
spir-8860	30	19	per	per	ADP
spir-8860	30	20	month	month	NOUN
spir-8860	30	21	)	)	PUNCT
spir-8860	30	22	,	,	PUNCT
spir-8860	30	23	the	the	DET
spir-8860	30	24	ability	ability	NOUN
spir-8860	30	25	to	to	PART
spir-8860	30	26	filter	filter	VERB
spir-8860	30	27	and	and	CCONJ
spir-8860	30	28	access	access	VERB
spir-8860	30	29	this	this	DET
spir-8860	30	30	information	information	NOUN
spir-8860	30	31	in	in	ADP
spir-8860	30	32	real	real	ADJ
spir-8860	30	33	time	time	NOUN
spir-8860	30	34	is	be	AUX
spir-8860	30	35	key	key	ADJ
spir-8860	30	36	to	to	ADP
spir-8860	30	37	obtaining	obtain	VERB
spir-8860	30	38	an	an	DET
spir-8860	30	39	advantage	advantage	NOUN
spir-8860	30	40	on	on	ADP
spir-8860	30	41	the	the	DET
spir-8860	30	42	remainder	remainder	NOUN
spir-8860	30	43	of	of	ADP
spir-8860	30	44	the	the	DET
spir-8860	30	45	market	market	NOUN
spir-8860	30	46	.	.	PUNCT
spir-8860	31	1	in	in	ADP
spir-8860	31	2	this	this	DET
spir-8860	31	3	way	way	NOUN
spir-8860	31	4	,	,	PUNCT
spir-8860	31	5	the	the	DET
spir-8860	31	6	same	same	ADJ
spir-8860	31	7	question	question	NOUN
spir-8860	31	8	is	be	AUX
spir-8860	31	9	raised	raise	VERB
spir-8860	31	10	as	as	ADP
spir-8860	31	11	with	with	ADP
spir-8860	31	12	the	the	DET
spir-8860	31	13	stock	stock	NOUN
spir-8860	31	14	exchange	exchange	NOUN
spir-8860	31	15	,	,	PUNCT
spir-8860	31	16	with	with	ADP
spir-8860	31	17	health	health	NOUN
spir-8860	31	18	,	,	PUNCT
spir-8860	31	19	or	or	CCONJ
spir-8860	31	20	with	with	ADP
spir-8860	31	21	crisis	crisis	NOUN
spir-8860	31	22	management	management	NOUN
spir-8860	31	23	;	;	PUNCT
spir-8860	31	24	how	how	SCONJ
spir-8860	31	25	do	do	AUX
spir-8860	31	26	you	you	PRON
spir-8860	31	27	filter	filter	VERB
spir-8860	31	28	the	the	DET
spir-8860	31	29	information	information	NOUN
spir-8860	31	30	and	and	CCONJ
spir-8860	31	31	place	place	VERB
spir-8860	31	32	the	the	DET
spir-8860	31	33	result	result	NOUN
spir-8860	31	34	in	in	ADP
spir-8860	31	35	front	front	NOUN
spir-8860	31	36	of	of	ADP
spir-8860	31	37	somebody	somebody	PRON
spir-8860	31	38	who	who	PRON
spir-8860	31	39	can	can	AUX
spir-8860	31	40	decide	decide	VERB
spir-8860	31	41	what	what	PRON
spir-8860	31	42	to	to	PART
spir-8860	31	43	do	do	VERB
spir-8860	31	44	with	with	ADP
spir-8860	31	45	it	it	PRON
spir-8860	31	46	.	.	PUNCT
spir-8860	32	1	selecting	select	VERB
spir-8860	32	2	twitter	twitter	NOUN
spir-8860	32	3	information	information	NOUN
spir-8860	32	4	whilst	whilst	SCONJ
spir-8860	32	5	analysis	analysis	NOUN
spir-8860	32	6	of	of	ADP
spir-8860	32	7	past	past	ADJ
spir-8860	32	8	events	event	NOUN
spir-8860	32	9	is	be	AUX
spir-8860	32	10	useful	useful	ADJ
spir-8860	32	11	,	,	PUNCT
spir-8860	32	12	it	it	PRON
spir-8860	32	13	is	be	AUX
spir-8860	32	14	more	more	ADV
spir-8860	32	15	relevant	relevant	ADJ
spir-8860	32	16	to	to	PART
spir-8860	32	17	consider	consider	VERB
spir-8860	32	18	how	how	SCONJ
spir-8860	32	19	such	such	ADJ
spir-8860	32	20	tweets	tweet	NOUN
spir-8860	32	21	could	could	AUX
spir-8860	32	22	be	be	AUX
spir-8860	32	23	isolated	isolate	VERB
spir-8860	32	24	for	for	ADP
spir-8860	32	25	future	future	ADJ
spir-8860	32	26	use	use	NOUN
spir-8860	32	27	.	.	PUNCT
spir-8860	33	1	while	while	SCONJ
spir-8860	33	2	the	the	DET
spir-8860	33	3	volume	volume	NOUN
spir-8860	33	4	of	of	ADP
spir-8860	33	5	tweets	tweet	NOUN
spir-8860	33	6	directly	directly	ADV
spir-8860	33	7	from	from	ADP
spir-8860	33	8	wta	wta	PROPN
spir-8860	33	9	approved	approve	VERB
spir-8860	33	10	player	player	NOUN
spir-8860	33	11	accounts	account	NOUN
spir-8860	33	12	is	be	AUX
spir-8860	33	13	relatively	relatively	ADV
spir-8860	33	14	low	low	ADJ
spir-8860	33	15	,	,	PUNCT
spir-8860	33	16	at	at	ADP
spir-8860	33	17	between	between	ADP
spir-8860	33	18	50	50	NUM
spir-8860	33	19	and	and	CCONJ
spir-8860	33	20	200	200	NUM
spir-8860	33	21	tweets	tweet	NOUN
spir-8860	33	22	per	per	ADP
spir-8860	33	23	day	day	NOUN
spir-8860	33	24	,	,	PUNCT
spir-8860	33	25	the	the	DET
spir-8860	33	26	broader	broad	ADJ
spir-8860	33	27	conversation	conversation	NOUN
spir-8860	33	28	(	(	PUNCT
spir-8860	33	29	which	which	PRON
spir-8860	33	30	includes	include	VERB
spir-8860	33	31	coaches	coach	NOUN
spir-8860	33	32	,	,	PUNCT
spir-8860	33	33	agents	agent	NOUN
spir-8860	33	34	,	,	PUNCT
spir-8860	33	35	training	training	NOUN
spir-8860	33	36	partners	partner	NOUN
spir-8860	33	37	etc	etc	X
spir-8860	33	38	)	)	PUNCT
spir-8860	33	39	on	on	ADP
spir-8860	33	40	the	the	DET
spir-8860	33	41	wta	wta	PROPN
spir-8860	33	42	keyword	keyword	NOUN
spir-8860	33	43	amounted	amount	VERB
spir-8860	33	44	to	to	ADP
spir-8860	33	45	a	a	DET
spir-8860	33	46	further	further	ADJ
spir-8860	33	47	2000	2000	NUM
spir-8860	33	48	/	/	SYM
spir-8860	33	49	day	day	NOUN
spir-8860	33	50	,	,	PUNCT
spir-8860	33	51	and	and	CCONJ
spir-8860	33	52	this	this	PRON
spir-8860	33	53	would	would	AUX
spir-8860	33	54	rise	rise	VERB
spir-8860	33	55	significantly	significantly	ADV
spir-8860	33	56	if	if	SCONJ
spir-8860	33	57	other	other	ADJ
spir-8860	33	58	keywords	keyword	NOUN
spir-8860	33	59	or	or	CCONJ
spir-8860	33	60	accounts	account	NOUN
spir-8860	33	61	were	be	AUX
spir-8860	33	62	added	add	VERB
spir-8860	33	63	to	to	ADP
spir-8860	33	64	the	the	DET
spir-8860	33	65	data	datum	NOUN
spir-8860	33	66	set	set	VERB
spir-8860	33	67	.	.	PUNCT
spir-8860	34	1	within	within	ADP
spir-8860	34	2	these	these	DET
spir-8860	34	3	tweets	tweet	NOUN
spir-8860	34	4	is	be	AUX
spir-8860	34	5	useful	useful	ADJ
spir-8860	34	6	information	information	NOUN
spir-8860	34	7	,	,	PUNCT
spir-8860	34	8	but	but	CCONJ
spir-8860	34	9	also	also	ADV
spir-8860	34	10	substantial	substantial	ADJ
spir-8860	34	11	rumor	rumor	NOUN
spir-8860	34	12	and	and	CCONJ
spir-8860	34	13	misinformation	misinformation	NOUN
spir-8860	34	14	.	.	PUNCT
spir-8860	35	1	indeed	indeed	ADV
spir-8860	35	2	,	,	PUNCT
spir-8860	35	3	the	the	DET
spir-8860	35	4	network	network	NOUN
spir-8860	35	5	graph	graph	NOUN
spir-8860	35	6	(	(	PUNCT
spir-8860	35	7	figure	figure	NOUN
spir-8860	35	8	1	1	NUM
spir-8860	35	9	)	)	PUNCT
spir-8860	35	10	shows	show	VERB
spir-8860	35	11	a	a	DET
spir-8860	35	12	large	large	ADJ
spir-8860	35	13	number	number	NOUN
spir-8860	35	14	of	of	ADP
spir-8860	35	15	players	player	NOUN
spir-8860	35	16	,	,	PUNCT
spir-8860	35	17	but	but	CCONJ
spir-8860	35	18	also	also	ADV
spir-8860	35	19	news	news	NOUN
spir-8860	35	20	organizations	organization	NOUN
spir-8860	35	21	and	and	CCONJ
spir-8860	35	22	fans	fan	NOUN
spir-8860	35	23	prominent	prominent	ADJ
spir-8860	35	24	in	in	ADP
spir-8860	35	25	the	the	DET
spir-8860	35	26	conversation	conversation	NOUN
spir-8860	35	27	,	,	PUNCT
spir-8860	35	28	whose	whose	DET
spir-8860	35	29	guesses	guess	NOUN
spir-8860	35	30	at	at	ADP
spir-8860	35	31	injury	injury	NOUN
spir-8860	35	32	status	status	NOUN
spir-8860	35	33	may	may	AUX
spir-8860	35	34	not	not	PART
spir-8860	35	35	be	be	AUX
spir-8860	35	36	reliable	reliable	ADJ
spir-8860	35	37	.	.	PUNCT
spir-8860	36	1	selected	select	VERB
spir-8860	36	2	papers	paper	NOUN
spir-8860	36	3	of	of	ADP
spir-8860	36	4	internet	internet	NOUN
spir-8860	36	5	research	research	NOUN
spir-8860	36	6	14.0	14.0	NUM
spir-8860	36	7	,	,	PUNCT
spir-8860	36	8	2013	2013	NUM
spir-8860	36	9	:	:	PUNCT
spir-8860	36	10	denver	denver	PROPN
spir-8860	36	11	,	,	PUNCT
spir-8860	36	12	usa	usa	PROPN
spir-8860	36	13	3	3	NUM
spir-8860	36	14	figure	figure	NOUN
spir-8860	36	15	1	1	NUM
spir-8860	36	16	:	:	PUNCT
spir-8860	36	17	twitter	twitter	NOUN
spir-8860	36	18	network	network	NOUN
spir-8860	36	19	-#wta	-#wta	PROPN
spir-8860	36	20	hashtag	hashtag	PROPN
spir-8860	36	21	,	,	PUNCT
spir-8860	36	22	april	april	PROPN
spir-8860	36	23	-	-	PUNCT
spir-8860	36	24	july	july	PROPN
spir-8860	36	25	2012	2012	NUM
spir-8860	36	26	however	however	ADV
spir-8860	36	27	,	,	PUNCT
spir-8860	36	28	through	through	ADP
spir-8860	36	29	an	an	DET
spir-8860	36	30	analysis	analysis	NOUN
spir-8860	36	31	of	of	ADP
spir-8860	36	32	past	past	ADJ
spir-8860	36	33	tweets	tweet	NOUN
spir-8860	36	34	,	,	PUNCT
spir-8860	36	35	there	there	PRON
spir-8860	36	36	appear	appear	VERB
spir-8860	36	37	to	to	PART
spir-8860	36	38	be	be	AUX
spir-8860	36	39	key	key	ADJ
spir-8860	36	40	indicators	indicator	NOUN
spir-8860	36	41	as	as	ADP
spir-8860	36	42	to	to	ADP
spir-8860	36	43	the	the	DET
spir-8860	36	44	reliability	reliability	NOUN
spir-8860	36	45	of	of	ADP
spir-8860	36	46	information	information	NOUN
spir-8860	36	47	,	,	PUNCT
spir-8860	36	48	which	which	PRON
spir-8860	36	49	,	,	PUNCT
spir-8860	36	50	whilst	whilst	SCONJ
spir-8860	36	51	requiring	require	VERB
spir-8860	36	52	manual	manual	ADJ
spir-8860	36	53	judgment	judgment	NOUN
spir-8860	36	54	to	to	PART
spir-8860	36	55	set	set	VERB
spir-8860	36	56	up	up	ADP
spir-8860	36	57	,	,	PUNCT
spir-8860	36	58	may	may	AUX
spir-8860	36	59	enable	enable	VERB
spir-8860	36	60	automated	automated	ADJ
spir-8860	36	61	filtering	filtering	NOUN
spir-8860	36	62	.	.	PUNCT
spir-8860	37	1	those	those	DET
spir-8860	37	2	tweets	tweet	NOUN
spir-8860	37	3	directly	directly	ADV
spir-8860	37	4	from	from	ADP
spir-8860	37	5	the	the	DET
spir-8860	37	6	players	player	NOUN
spir-8860	37	7	account	account	NOUN
spir-8860	37	8	can	can	AUX
spir-8860	37	9	be	be	AUX
spir-8860	37	10	generally	generally	ADV
spir-8860	37	11	assumed	assume	VERB
spir-8860	37	12	reliable	reliable	ADJ
spir-8860	37	13	(	(	PUNCT
spir-8860	37	14	unless	unless	SCONJ
spir-8860	37	15	the	the	DET
spir-8860	37	16	player	player	NOUN
spir-8860	37	17	has	have	VERB
spir-8860	37	18	a	a	DET
spir-8860	37	19	history	history	NOUN
spir-8860	37	20	of	of	ADP
spir-8860	37	21	misinformation	misinformation	NOUN
spir-8860	37	22	)	)	PUNCT
spir-8860	37	23	.	.	PUNCT
spir-8860	38	1	a	a	DET
spir-8860	38	2	mapping	mapping	NOUN
spir-8860	38	3	of	of	ADP
spir-8860	38	4	the	the	DET
spir-8860	38	5	players	player	NOUN
spir-8860	38	6	immediate	immediate	ADJ
spir-8860	38	7	social	social	ADJ
spir-8860	38	8	and	and	CCONJ
spir-8860	38	9	professional	professional	ADJ
spir-8860	38	10	network	network	NOUN
spir-8860	38	11	(	(	PUNCT
spir-8860	38	12	who	who	PRON
spir-8860	38	13	have	have	VERB
spir-8860	38	14	twitter	twitter	NOUN
spir-8860	38	15	accounts	account	NOUN
spir-8860	38	16	)	)	PUNCT
spir-8860	38	17	can	can	AUX
spir-8860	38	18	be	be	AUX
spir-8860	38	19	produced	produce	VERB
spir-8860	38	20	through	through	ADP
spir-8860	38	21	an	an	DET
spir-8860	38	22	analysis	analysis	NOUN
spir-8860	38	23	of	of	ADP
spir-8860	38	24	their	their	PRON
spir-8860	38	25	@	@	ADP
spir-8860	38	26	replies	reply	NOUN
spir-8860	38	27	on	on	ADP
spir-8860	38	28	twitter	twitter	NOUN
spir-8860	38	29	,	,	PUNCT
spir-8860	38	30	and	and	CCONJ
spir-8860	38	31	thus	thus	ADV
spir-8860	38	32	a	a	DET
spir-8860	38	33	reliability	reliability	NOUN
spir-8860	38	34	score	score	NOUN
spir-8860	38	35	can	can	AUX
spir-8860	38	36	also	also	ADV
spir-8860	38	37	be	be	AUX
spir-8860	38	38	assigned	assign	VERB
spir-8860	38	39	to	to	ADP
spir-8860	38	40	these	these	DET
spir-8860	38	41	accounts	account	NOUN
spir-8860	38	42	,	,	PUNCT
spir-8860	38	43	in	in	ADP
spir-8860	38	44	proportion	proportion	NOUN
spir-8860	38	45	to	to	ADP
spir-8860	38	46	the	the	DET
spir-8860	38	47	volume	volume	NOUN
spir-8860	38	48	of	of	ADP
spir-8860	38	49	tweets	tweet	NOUN
spir-8860	38	50	between	between	ADP
spir-8860	38	51	them	they	PRON
spir-8860	38	52	and	and	CCONJ
spir-8860	38	53	the	the	DET
spir-8860	38	54	player	player	NOUN
spir-8860	38	55	.	.	PUNCT
spir-8860	39	1	finally	finally	ADV
spir-8860	39	2	,	,	PUNCT
spir-8860	39	3	external	external	ADJ
spir-8860	39	4	sources	source	NOUN
spir-8860	39	5	such	such	ADJ
spir-8860	39	6	as	as	ADP
spir-8860	39	7	travelling	travel	VERB
spir-8860	39	8	reporters	reporter	NOUN
spir-8860	39	9	and	and	CCONJ
spir-8860	39	10	photographers	photographer	NOUN
spir-8860	39	11	,	,	PUNCT
spir-8860	39	12	as	as	ADV
spir-8860	39	13	well	well	ADV
spir-8860	39	14	as	as	ADP
spir-8860	39	15	event	event	NOUN
spir-8860	39	16	staff	staff	NOUN
spir-8860	39	17	for	for	ADP
spir-8860	39	18	each	each	DET
spir-8860	39	19	wta	wta	NOUN
spir-8860	39	20	tournament	tournament	NOUN
spir-8860	39	21	must	must	AUX
spir-8860	39	22	be	be	AUX
spir-8860	39	23	considered	consider	VERB
spir-8860	39	24	;	;	PUNCT
spir-8860	39	25	a	a	DET
spir-8860	39	26	process	process	NOUN
spir-8860	39	27	which	which	PRON
spir-8860	39	28	involves	involve	VERB
spir-8860	39	29	both	both	CCONJ
spir-8860	39	30	research	research	NOUN
spir-8860	39	31	and	and	CCONJ
spir-8860	39	32	qualitative	qualitative	ADJ
spir-8860	39	33	judgment	judgment	NOUN
spir-8860	39	34	.	.	PUNCT
spir-8860	40	1	in	in	ADP
spir-8860	40	2	all	all	DET
spir-8860	40	3	cases	case	NOUN
spir-8860	40	4	,	,	PUNCT
spir-8860	40	5	a	a	DET
spir-8860	40	6	retweet	retweet	NOUN
spir-8860	40	7	by	by	ADP
spir-8860	40	8	one	one	NUM
spir-8860	40	9	of	of	ADP
spir-8860	40	10	the	the	DET
spir-8860	40	11	‘	'	PUNCT
spir-8860	40	12	significant	significant	ADJ
spir-8860	40	13	’	'	PUNCT
spir-8860	40	14	accounts	account	NOUN
spir-8860	40	15	has	have	VERB
spir-8860	40	16	value	value	NOUN
spir-8860	40	17	;	;	PUNCT
spir-8860	40	18	if	if	SCONJ
spir-8860	40	19	the	the	DET
spir-8860	40	20	retweet	retweet	NOUN
spir-8860	40	21	is	be	AUX
spir-8860	40	22	of	of	ADP
spir-8860	40	23	another	another	DET
spir-8860	40	24	trusted	trust	VERB
spir-8860	40	25	source	source	NOUN
spir-8860	40	26	this	this	PRON
spir-8860	40	27	would	would	AUX
spir-8860	40	28	serve	serve	VERB
spir-8860	40	29	to	to	PART
spir-8860	40	30	amplify	amplify	VERB
spir-8860	40	31	the	the	DET
spir-8860	40	32	information	information	NOUN
spir-8860	40	33	,	,	PUNCT
spir-8860	40	34	whilst	whilst	SCONJ
spir-8860	40	35	a	a	DET
spir-8860	40	36	retweet	retweet	NOUN
spir-8860	40	37	of	of	ADP
spir-8860	40	38	a	a	DET
spir-8860	40	39	third	third	ADJ
spir-8860	40	40	party	party	NOUN
spir-8860	40	41	would	would	AUX
spir-8860	40	42	raise	raise	VERB
spir-8860	40	43	attention	attention	NOUN
spir-8860	40	44	,	,	PUNCT
spir-8860	40	45	but	but	CCONJ
spir-8860	40	46	require	require	VERB
spir-8860	40	47	further	further	ADJ
spir-8860	40	48	validation	validation	NOUN
spir-8860	40	49	.	.	PUNCT
spir-8860	41	1	conclusion	conclusion	NOUN
spir-8860	41	2	bookmakers	bookmaker	NOUN
spir-8860	41	3	and	and	CCONJ
spir-8860	41	4	gamblers	gambler	NOUN
spir-8860	41	5	alike	alike	ADV
spir-8860	41	6	are	be	AUX
spir-8860	41	7	charged	charge	VERB
spir-8860	41	8	with	with	ADP
spir-8860	41	9	evaluating	evaluate	VERB
spir-8860	41	10	each	each	DET
spir-8860	41	11	piece	piece	NOUN
spir-8860	41	12	of	of	ADP
spir-8860	41	13	information	information	NOUN
spir-8860	41	14	,	,	PUNCT
spir-8860	41	15	the	the	DET
spir-8860	41	16	source	source	NOUN
spir-8860	41	17	,	,	PUNCT
spir-8860	41	18	and	and	CCONJ
spir-8860	41	19	the	the	DET
spir-8860	41	20	potential	potential	ADJ
spir-8860	41	21	impact	impact	NOUN
spir-8860	41	22	on	on	ADP
spir-8860	41	23	the	the	DET
spir-8860	41	24	betting	bet	VERB
spir-8860	41	25	market	market	NOUN
spir-8860	41	26	;	;	PUNCT
spir-8860	41	27	a	a	DET
spir-8860	41	28	service	service	NOUN
spir-8860	41	29	with	with	ADP
spir-8860	41	30	a	a	DET
spir-8860	41	31	value	value	NOUN
spir-8860	41	32	,	,	PUNCT
spir-8860	41	33	and	and	CCONJ
spir-8860	41	34	a	a	DET
spir-8860	41	35	significant	significant	ADJ
spir-8860	41	36	potential	potential	NOUN
spir-8860	41	37	for	for	ADP
spir-8860	41	38	profit	profit	NOUN
spir-8860	41	39	.	.	PUNCT
spir-8860	42	1	the	the	DET
spir-8860	42	2	stakeholders	stakeholder	NOUN
spir-8860	42	3	,	,	PUNCT
spir-8860	42	4	their	their	PRON
spir-8860	42	5	requirements	requirement	NOUN
spir-8860	42	6	and	and	CCONJ
spir-8860	42	7	a	a	DET
spir-8860	42	8	detailed	detailed	ADJ
spir-8860	42	9	understanding	understanding	NOUN
spir-8860	42	10	of	of	ADP
spir-8860	42	11	the	the	DET
spir-8860	42	12	domain	domain	NOUN
spir-8860	42	13	is	be	AUX
spir-8860	42	14	necessary	necessary	ADJ
spir-8860	42	15	to	to	PART
spir-8860	42	16	consider	consider	VERB
spir-8860	42	17	how	how	SCONJ
spir-8860	42	18	developments	development	NOUN
spir-8860	42	19	in	in	ADP
spir-8860	42	20	automatically	automatically	ADV
spir-8860	42	21	ranking	rank	VERB
spir-8860	42	22	tweets	tweet	NOUN
spir-8860	42	23	could	could	AUX
spir-8860	42	24	be	be	AUX
spir-8860	42	25	applied	apply	VERB
spir-8860	42	26	to	to	ADP
spir-8860	42	27	any	any	DET
spir-8860	42	28	given	give	VERB
spir-8860	42	29	set	set	NOUN
spir-8860	42	30	of	of	ADP
spir-8860	42	31	information	information	NOUN
spir-8860	42	32	,	,	PUNCT
spir-8860	42	33	whether	whether	SCONJ
spir-8860	42	34	a	a	DET
spir-8860	42	35	betting	bet	VERB
spir-8860	42	36	market	market	NOUN
spir-8860	42	37	,	,	PUNCT
spir-8860	42	38	health	health	NOUN
spir-8860	42	39	scare	scare	NOUN
spir-8860	42	40	or	or	CCONJ
spir-8860	42	41	crisis	crisis	NOUN
spir-8860	42	42	situation	situation	NOUN
spir-8860	42	43	.	.	PUNCT
spir-8860	43	1	references	reference	NOUN
spir-8860	43	2	asur	asur	PROPN
spir-8860	43	3	,	,	PUNCT
spir-8860	43	4	s.	s.	PROPN
spir-8860	43	5	,	,	PUNCT
spir-8860	43	6	&	&	CCONJ
spir-8860	43	7	huberman	huberman	PROPN
spir-8860	43	8	,	,	PUNCT
spir-8860	43	9	b.	b.	PROPN
spir-8860	43	10	(	(	PUNCT
spir-8860	43	11	2010	2010	NUM
spir-8860	43	12	)	)	PUNCT
spir-8860	43	13	.	.	PUNCT
spir-8860	44	1	predicting	predict	VERB
spir-8860	44	2	the	the	DET
spir-8860	44	3	future	future	NOUN
spir-8860	44	4	with	with	ADP
spir-8860	44	5	social	social	ADJ
spir-8860	44	6	media	medium	NOUN
spir-8860	44	7	.	.	PUNCT
spir-8860	45	1	in	in	ADP
spir-8860	45	2	proceedings	proceeding	NOUN
spir-8860	45	3	of	of	ADP
spir-8860	45	4	the	the	DET
spir-8860	45	5	acm	acm	PROPN
spir-8860	45	6	conference	conference	NOUN
spir-8860	45	7	on	on	ADP
spir-8860	45	8	web	web	NOUN
spir-8860	45	9	intelligence	intelligence	NOUN
spir-8860	45	10	,	,	PUNCT
spir-8860	45	11	2010	2010	NUM
spir-8860	45	12	.	.	PUNCT
spir-8860	46	1	retrieved	retrieve	VERB
spir-8860	46	2	from	from	ADP
spir-8860	46	3	http://arxiv.org/pdf/1003.5699.pdf	http://arxiv.org/pdf/1003.5699.pdf	PROPN
spir-8860	46	4	.	.	PUNCT
spir-8860	47	1	borghesi	borghesi	PROPN
spir-8860	47	2	,	,	PUNCT
spir-8860	47	3	r.	r.	PROPN
spir-8860	47	4	,	,	PUNCT
spir-8860	47	5	paul	paul	PROPN
spir-8860	47	6	,	,	PUNCT
spir-8860	47	7	r.	r.	PROPN
spir-8860	47	8	,	,	PUNCT
spir-8860	47	9	&	&	CCONJ
spir-8860	47	10	weinbach	weinbach	PROPN
spir-8860	47	11	,	,	PUNCT
spir-8860	47	12	a.p	a.p	PROPN
spir-8860	47	13	.	.	PROPN
spir-8860	47	14	(	(	PUNCT
spir-8860	47	15	2009	2009	NUM
spir-8860	47	16	)	)	PUNCT
spir-8860	47	17	.	.	PUNCT
spir-8860	48	1	market	market	NOUN
spir-8860	48	2	frictions	friction	NOUN
spir-8860	48	3	and	and	CCONJ
spir-8860	48	4	overpriced	overpriced	ADJ
spir-8860	48	5	favorites	favorite	NOUN
spir-8860	48	6	:	:	PUNCT
spir-8860	48	7	evidence	evidence	NOUN
spir-8860	48	8	from	from	ADP
spir-8860	48	9	arena	arena	NOUN
spir-8860	48	10	football	football	NOUN
spir-8860	48	11	.	.	PUNCT
spir-8860	49	1	in	in	ADP
spir-8860	49	2	applied	apply	VERB
spir-8860	49	3	economics	economic	NOUN
spir-8860	49	4	letters	letter	NOUN
spir-8860	49	5	,	,	PUNCT
spir-8860	49	6	16(9	16(9	NUM
spir-8860	49	7	):	):	PUNCT
spir-8860	49	8	903	903	NUM
spir-8860	49	9	-	-	SYM
spir-8860	49	10	906	906	NUM
spir-8860	49	11	bruns	brun	NOUN
spir-8860	49	12	,	,	PUNCT
spir-8860	49	13	a.	a.	PROPN
spir-8860	49	14	&	&	CCONJ
spir-8860	49	15	burgess	burgess	PROPN
spir-8860	49	16	,	,	PUNCT
spir-8860	49	17	j.	j.	PROPN
spir-8860	49	18	(	(	PUNCT
spir-8860	49	19	2011	2011	NUM
spir-8860	49	20	)	)	PUNCT
spir-8860	49	21	.	.	PUNCT
spir-8860	50	1	tools	tool	NOUN
spir-8860	50	2	.	.	PUNCT
spir-8860	50	3	retrieved	retrieve	VERB
spir-8860	50	4	from	from	ADP
spir-8860	50	5	http://mappingonlinepublics.net/resources/.	http://mappingonlinepublics.net/resources/.	NOUN
spir-8860	50	6	bruns	brun	NOUN
spir-8860	50	7	,	,	PUNCT
spir-8860	50	8	a.	a.	PROPN
spir-8860	50	9	&	&	CCONJ
spir-8860	50	10	burgess	burgess	PROPN
spir-8860	50	11	,	,	PUNCT
spir-8860	50	12	j.	j.	PROPN
spir-8860	50	13	(	(	PUNCT
spir-8860	50	14	2012	2012	NUM
spir-8860	50	15	)	)	PUNCT
spir-8860	50	16	.	.	PUNCT
spir-8860	51	1	researching	research	VERB
spir-8860	51	2	news	news	NOUN
spir-8860	51	3	discussion	discussion	NOUN
spir-8860	51	4	on	on	ADP
spir-8860	51	5	twitter	twitter	NOUN
spir-8860	51	6	:	:	PUNCT
spir-8860	51	7	new	new	ADJ
spir-8860	51	8	methodologies	methodology	NOUN
spir-8860	51	9	.	.	PUNCT
spir-8860	52	1	journalism	journalism	NOUN
spir-8860	52	2	studies	study	NOUN
spir-8860	52	3	,	,	PUNCT
spir-8860	52	4	13.5	13.5	NUM
spir-8860	52	5	-	-	SYM
spir-8860	52	6	6	6	NUM
spir-8860	52	7	.	.	PUNCT
spir-8860	52	8	selected	select	VERB
spir-8860	52	9	papers	paper	NOUN
spir-8860	52	10	of	of	ADP
spir-8860	52	11	internet	internet	NOUN
spir-8860	52	12	research	research	NOUN
spir-8860	52	13	14.0	14.0	NUM
spir-8860	52	14	,	,	PUNCT
spir-8860	52	15	2013	2013	NUM
spir-8860	52	16	:	:	PUNCT
spir-8860	52	17	denver	denver	PROPN
spir-8860	52	18	,	,	PUNCT
spir-8860	52	19	usa	usa	PROPN
spir-8860	52	20	4	4	NUM
spir-8860	52	21	donaghy	donaghy	NOUN
spir-8860	52	22	,	,	PUNCT
spir-8860	52	23	t.	t.	PROPN
spir-8860	52	24	(	(	PUNCT
spir-8860	52	25	2010	2010	NUM
spir-8860	52	26	)	)	PUNCT
spir-8860	52	27	.	.	PUNCT
spir-8860	53	1	personal	personal	ADJ
spir-8860	53	2	foul	foul	NOUN
spir-8860	53	3	:	:	PUNCT
spir-8860	53	4	a	a	DET
spir-8860	53	5	first	first	ADJ
spir-8860	53	6	-	-	PUNCT
spir-8860	53	7	person	person	NOUN
spir-8860	53	8	account	account	NOUN
spir-8860	53	9	of	of	ADP
spir-8860	53	10	the	the	DET
spir-8860	53	11	scandal	scandal	NOUN
spir-8860	53	12	that	that	PRON
spir-8860	53	13	rocked	rock	VERB
spir-8860	53	14	the	the	DET
spir-8860	53	15	nba	nba	PROPN
spir-8860	53	16	.	.	PUNCT
spir-8860	54	1	sarasota	sarasota	PROPN
spir-8860	54	2	,	,	PUNCT
spir-8860	54	3	fl	fl	PROPN
spir-8860	54	4	:	:	PUNCT
spir-8860	54	5	four	four	NUM
spir-8860	54	6	daughters	daughter	NOUN
spir-8860	54	7	llc	llc	PROPN
spir-8860	54	8	.	.	PUNCT
spir-8860	55	1	harding	harding	PROPN
spir-8860	55	2	,	,	PUNCT
spir-8860	55	3	casey	casey	PROPN
spir-8860	55	4	n.	n.	PROPN
spir-8860	55	5	(	(	PUNCT
spir-8860	55	6	2006	2006	NUM
spir-8860	55	7	)	)	PUNCT
spir-8860	55	8	.	.	PUNCT
spir-8860	56	1	nickel	nickel	NOUN
spir-8860	56	2	and	and	CCONJ
spir-8860	56	3	dimed	dim	VERB
spir-8860	56	4	:	:	PUNCT
spir-8860	56	5	north	north	PROPN
spir-8860	56	6	carolina	carolina	PROPN
spir-8860	56	7	court	court	PROPN
spir-8860	56	8	blocks	blocks	PROPN
spir-8860	56	9	carolina	carolina	PROPN
spir-8860	56	10	panthers	panther	NOUN
spir-8860	56	11	’	'	PUNCT
spir-8860	56	12	attempt	attempt	VERB
spir-8860	56	13	to	to	PART
spir-8860	56	14	avoid	avoid	VERB
spir-8860	56	15	payment	payment	NOUN
spir-8860	56	16	of	of	ADP
spir-8860	56	17	workers	worker	NOUN
spir-8860	56	18	’	'	PUNCT
spir-8860	56	19	compensation	compensation	NOUN
spir-8860	56	20	benefits	benefit	NOUN
spir-8860	56	21	to	to	ADP
spir-8860	56	22	injured	injure	VERB
spir-8860	56	23	athletes	athlete	NOUN
spir-8860	56	24	.	.	PUNCT
spir-8860	57	1	in	in	ADP
spir-8860	57	2	28	28	NUM
spir-8860	57	3	n.c	n.c	PROPN
spir-8860	57	4	.	.	PROPN
spir-8860	57	5	cent	cent	NOUN
spir-8860	57	6	.	.	PUNCT
spir-8860	58	1	l.j	l.j	PROPN
spir-8860	58	2	.	.	PROPN
spir-8860	58	3	241	241	NUM
spir-8860	58	4	polgreen	polgreen	PROPN
spir-8860	58	5	,	,	PUNCT
spir-8860	58	6	p.m.	p.m.	NOUN
spir-8860	58	7	,	,	PUNCT
spir-8860	58	8	nelson	nelson	PROPN
spir-8860	58	9	,	,	PUNCT
spir-8860	58	10	f.d	f.d	PROPN
spir-8860	58	11	.	.	PROPN
spir-8860	58	12	,	,	PUNCT
spir-8860	58	13	neumann	neumann	PROPN
spir-8860	58	14	,	,	PUNCT
spir-8860	58	15	g.r	g.r	PROPN
spir-8860	58	16	.	.	PROPN
spir-8860	58	17	,	,	PUNCT
spir-8860	58	18	&	&	CCONJ
spir-8860	58	19	weinstein	weinstein	PROPN
spir-8860	58	20	,	,	PUNCT
spir-8860	58	21	r.a	r.a	PROPN
spir-8860	58	22	.	.	PROPN
spir-8860	58	23	(	(	PUNCT
spir-8860	58	24	2007	2007	NUM
spir-8860	58	25	)	)	PUNCT
spir-8860	58	26	.	.	PUNCT
spir-8860	59	1	use	use	NOUN
spir-8860	59	2	of	of	ADP
spir-8860	59	3	prediction	prediction	NOUN
spir-8860	59	4	markets	market	NOUN
spir-8860	59	5	to	to	PART
spir-8860	59	6	forecast	forecast	VERB
spir-8860	59	7	infectious	infectious	ADJ
spir-8860	59	8	disease	disease	NOUN
spir-8860	59	9	activity	activity	NOUN
spir-8860	59	10	.	.	PUNCT
spir-8860	60	1	in	in	ADP
spir-8860	60	2	clinical	clinical	ADJ
spir-8860	60	3	infectious	infectious	ADJ
spir-8860	60	4	diseases	disease	NOUN
spir-8860	60	5	,	,	PUNCT
spir-8860	60	6	44(2):272	44(2):272	NOUN
spir-8860	60	7	-	-	PUNCT
spir-8860	60	8	279	279	NUM
spir-8860	60	9	.	.	PUNCT
spir-8860	60	10	ritterman	ritterman	NOUN
spir-8860	60	11	,	,	PUNCT
spir-8860	60	12	j.	j.	PROPN
spir-8860	60	13	,	,	PUNCT
spir-8860	60	14	osborne	osborne	PROPN
spir-8860	60	15	,	,	PUNCT
spir-8860	60	16	m.	m.	PROPN
spir-8860	60	17	&	&	CCONJ
spir-8860	60	18	klein	klein	PROPN
spir-8860	60	19	,	,	PUNCT
spir-8860	60	20	e.	e.	PROPN
spir-8860	60	21	(	(	PUNCT
spir-8860	60	22	2009	2009	NUM
spir-8860	60	23	)	)	PUNCT
spir-8860	60	24	.	.	PUNCT
spir-8860	61	1	using	use	VERB
spir-8860	61	2	prediction	prediction	NOUN
spir-8860	61	3	markets	market	NOUN
spir-8860	61	4	and	and	CCONJ
spir-8860	61	5	twitter	twitter	NOUN
spir-8860	61	6	to	to	PART
spir-8860	61	7	predict	predict	VERB
spir-8860	61	8	a	a	DET
spir-8860	61	9	swine	swine	ADJ
spir-8860	61	10	flu	flu	NOUN
spir-8860	61	11	pandemic	pandemic	NOUN
spir-8860	61	12	.	.	PUNCT
spir-8860	62	1	in	in	ADP
spir-8860	62	2	workshop	workshop	NOUN
spir-8860	62	3	on	on	ADP
spir-8860	62	4	mining	mine	VERB
spir-8860	62	5	social	social	ADJ
spir-8860	62	6	media	medium	NOUN
spir-8860	62	7	.	.	PUNCT
spir-8860	63	1	retrieved	retrieve	VERB
spir-8860	63	2	from	from	ADP
spir-8860	63	3	http://www.christopia.net/data/school/2011/fall/social-mediamining/project_proposal/sources/ritterman-2009.pdf	http://www.christopia.net/data/school/2011/fall/social-mediamining/project_proposal/sources/ritterman-2009.pdf	PROPN
spir-8860	63	4	tumasjan	tumasjan	PROPN
spir-8860	63	5	,	,	PUNCT
spir-8860	63	6	a.	a.	NOUN
spir-8860	63	7	,	,	PUNCT
spir-8860	63	8	sprenger	sprenger	NOUN
spir-8860	63	9	,	,	PUNCT
spir-8860	63	10	t.o	t.o	PROPN
spir-8860	63	11	.	.	PROPN
spir-8860	63	12	,	,	PUNCT
spir-8860	63	13	sandner	sandner	PROPN
spir-8860	63	14	,	,	PUNCT
spir-8860	63	15	p.g	p.g	PROPN
spir-8860	63	16	.	.	PROPN
spir-8860	63	17	,	,	PUNCT
spir-8860	63	18	&	&	CCONJ
spir-8860	63	19	welpe	welpe	PROPN
spir-8860	63	20	,	,	PUNCT
spir-8860	63	21	i.m	i.m	PROPN
spir-8860	63	22	.	.	PUNCT
spir-8860	64	1	(	(	PUNCT
spir-8860	64	2	2011	2011	NUM
spir-8860	64	3	)	)	PUNCT
spir-8860	64	4	.	.	PUNCT
spir-8860	65	1	election	election	NOUN
spir-8860	65	2	forecasts	forecast	NOUN
spir-8860	65	3	with	with	ADP
spir-8860	65	4	twitter	twitter	NOUN
spir-8860	65	5	:	:	PUNCT
spir-8860	65	6	how	how	SCONJ
spir-8860	65	7	140	140	NUM
spir-8860	65	8	characters	character	NOUN
spir-8860	65	9	reflect	reflect	VERB
spir-8860	65	10	the	the	DET
spir-8860	65	11	political	political	ADJ
spir-8860	65	12	landscape	landscape	NOUN
spir-8860	65	13	.	.	PUNCT
spir-8860	66	1	in	in	ADP
spir-8860	66	2	social	social	ADJ
spir-8860	66	3	science	science	NOUN
spir-8860	66	4	computer	computer	NOUN
spir-8860	66	5	review	review	NOUN
spir-8860	66	6	,	,	PUNCT
spir-8860	66	7	29(4):402	29(4):402	PROPN
spir-8860	66	8	-	-	SYM
spir-8860	66	9	418	418	NUM
spir-8860	66	10	.	.	PUNCT
spir-8860	67	1	zhang	zhang	PROPN
spir-8860	67	2	,	,	PUNCT
spir-8860	67	3	x.	x.	PROPN
spir-8860	67	4	,	,	PUNCT
spir-8860	67	5	fuehres	fuehre	VERB
spir-8860	67	6	,	,	PUNCT
spir-8860	67	7	h.	h.	PROPN
spir-8860	67	8	,	,	PUNCT
spir-8860	67	9	&	&	CCONJ
spir-8860	67	10	gloor	gloor	PROPN
spir-8860	67	11	,	,	PUNCT
spir-8860	67	12	p.a	p.a	PROPN
spir-8860	67	13	.	.	PROPN
spir-8860	68	1	(	(	PUNCT
spir-8860	68	2	2010	2010	NUM
spir-8860	68	3	)	)	PUNCT
spir-8860	68	4	.	.	PUNCT
spir-8860	69	1	predicting	predict	VERB
spir-8860	69	2	stock	stock	NOUN
spir-8860	69	3	market	market	NOUN
spir-8860	69	4	indicators	indicator	NOUN
spir-8860	69	5	through	through	ADP
spir-8860	69	6	twitteri	twitteri	PROPN
spir-8860	69	7	hope	hope	NOUN
spir-8860	69	8	it	it	PRON
spir-8860	69	9	is	be	AUX
spir-8860	69	10	not	not	PART
spir-8860	69	11	as	as	ADV
spir-8860	69	12	bad	bad	ADJ
spir-8860	69	13	as	as	SCONJ
spir-8860	69	14	i	i	PRON
spir-8860	69	15	fear	fear	VERB
spir-8860	69	16	.	.	PUNCT
spir-8860	70	1	in	in	ADP
spir-8860	70	2	collaborative	collaborative	ADJ
spir-8860	70	3	innovations	innovation	NOUN
spir-8860	70	4	networks	network	NOUN
spir-8860	70	5	conference	conference	NOUN
spir-8860	70	6	(	(	PUNCT
spir-8860	70	7	coins	coin	NOUN
spir-8860	70	8	)	)	PUNCT
spir-8860	70	9	.	.	PUNCT
spir-8860	71	1	selected	select	VERB
spir-8860	71	2	papers	paper	NOUN
spir-8860	71	3	of	of	ADP
spir-8860	71	4	internet	internet	NOUN
spir-8860	71	5	research	research	NOUN
spir-8860	71	6	14.0	14.0	NUM
spir-8860	71	7	,	,	PUNCT
spir-8860	71	8	2013	2013	NUM
spir-8860	71	9	:	:	PUNCT
spir-8860	71	10	denver	denver	PROPN
spir-8860	71	11	,	,	PUNCT
spir-8860	71	12	usa	usa	PROPN
spir-8860	71	13	5	5	NUM
spir-8860	71	14	from	from	ADP
spir-8860	71	15	“	"	PUNCT
spir-8860	71	16	big	big	ADJ
spir-8860	71	17	”	"	PUNCT
spir-8860	71	18	to	to	ADP
spir-8860	71	19	reasonable	reasonable	ADJ
spir-8860	71	20	data	datum	NOUN
spir-8860	71	21	:	:	PUNCT
spir-8860	71	22	collecting	collect	VERB
spir-8860	71	23	and	and	CCONJ
spir-8860	71	24	extracting	extract	VERB
spir-8860	71	25	data	datum	NOUN
spir-8860	71	26	from	from	ADP
spir-8860	71	27	an	an	DET
spir-8860	71	28	archive	archive	NOUN
spir-8860	71	29	of	of	ADP
spir-8860	71	30	a	a	DET
spir-8860	71	31	social	social	ADJ
spir-8860	71	32	movement	movement	NOUN
spir-8860	71	33	shawn	shawn	PROPN
spir-8860	71	34	walker	walker	PROPN
spir-8860	71	35	university	university	PROPN
spir-8860	71	36	of	of	ADP
spir-8860	71	37	washington	washington	PROPN
spir-8860	71	38	united	united	PROPN
spir-8860	71	39	states	states	PROPN
spir-8860	71	40	stw3@uw.edu	stw3@uw.edu	PROPN
spir-8860	71	41	abstract	abstract	ADJ
spir-8860	71	42	collecting	collect	VERB
spir-8860	71	43	twitter	twitter	NOUN
spir-8860	71	44	data	datum	NOUN
spir-8860	71	45	and	and	CCONJ
spir-8860	71	46	following	follow	VERB
spir-8860	71	47	changes	change	NOUN
spir-8860	71	48	in	in	ADP
spir-8860	71	49	an	an	DET
spir-8860	71	50	ongoing	ongoing	ADJ
spir-8860	71	51	,	,	PUNCT
spir-8860	71	52	dynamic	dynamic	ADJ
spir-8860	71	53	social	social	ADJ
spir-8860	71	54	movement	movement	NOUN
spir-8860	71	55	,	,	PUNCT
spir-8860	71	56	such	such	ADJ
spir-8860	71	57	as	as	ADP
spir-8860	71	58	the	the	DET
spir-8860	71	59	occupy	occupy	NOUN
spir-8860	71	60	wall	wall	PROPN
spir-8860	71	61	street	street	PROPN
spir-8860	71	62	movement	movement	PROPN
spir-8860	71	63	,	,	PUNCT
spir-8860	71	64	is	be	AUX
spir-8860	71	65	a	a	DET
spir-8860	71	66	complex	complex	ADJ
spir-8860	71	67	task	task	NOUN
spir-8860	71	68	.	.	PUNCT
spir-8860	72	1	it	it	PRON
spir-8860	72	2	involves	involve	VERB
spir-8860	72	3	the	the	DET
spir-8860	72	4	development	development	NOUN
spir-8860	72	5	of	of	ADP
spir-8860	72	6	technical	technical	ADJ
spir-8860	72	7	infrastructure	infrastructure	NOUN
spir-8860	72	8	to	to	PART
spir-8860	72	9	collect	collect	VERB
spir-8860	72	10	and	and	CCONJ
spir-8860	72	11	make	make	VERB
spir-8860	72	12	the	the	DET
spir-8860	72	13	tweets	tweet	NOUN
spir-8860	72	14	available	available	ADJ
spir-8860	72	15	for	for	ADP
spir-8860	72	16	exploration	exploration	NOUN
spir-8860	72	17	and	and	CCONJ
spir-8860	72	18	analysis	analysis	NOUN
spir-8860	72	19	.	.	PUNCT
spir-8860	73	1	a	a	DET
spir-8860	73	2	strategy	strategy	NOUN
spir-8860	73	3	to	to	PART
spir-8860	73	4	respond	respond	VERB
spir-8860	73	5	to	to	ADP
spir-8860	73	6	changes	change	NOUN
spir-8860	73	7	in	in	ADP
spir-8860	73	8	the	the	DET
spir-8860	73	9	social	social	ADJ
spir-8860	73	10	movement	movement	NOUN
spir-8860	73	11	is	be	AUX
spir-8860	73	12	also	also	ADV
spir-8860	73	13	required	require	VERB
spir-8860	73	14	or	or	CCONJ
spir-8860	73	15	the	the	DET
spir-8860	73	16	resulting	result	VERB
spir-8860	73	17	tweets	tweet	NOUN
spir-8860	73	18	will	will	AUX
spir-8860	73	19	only	only	ADV
spir-8860	73	20	reflect	reflect	VERB
spir-8860	73	21	the	the	DET
spir-8860	73	22	discussions	discussion	NOUN
spir-8860	73	23	and	and	CCONJ
spir-8860	73	24	strategies	strategy	NOUN
spir-8860	73	25	the	the	DET
spir-8860	73	26	movement	movement	NOUN
spir-8860	73	27	used	use	VERB
spir-8860	73	28	at	at	ADP
spir-8860	73	29	the	the	DET
spir-8860	73	30	time	time	NOUN
spir-8860	73	31	the	the	DET
spir-8860	73	32	keyword	keyword	NOUN
spir-8860	73	33	list	list	NOUN
spir-8860	73	34	is	be	AUX
spir-8860	73	35	created	create	VERB
spir-8860	73	36	—	—	PUNCT
spir-8860	73	37	in	in	ADP
spir-8860	73	38	a	a	DET
spir-8860	73	39	way	way	NOUN
spir-8860	73	40	,	,	PUNCT
spir-8860	73	41	keyword	keyword	NOUN
spir-8860	73	42	creation	creation	NOUN
spir-8860	73	43	is	be	AUX
spir-8860	73	44	part	part	NOUN
spir-8860	73	45	strategy	strategy	NOUN
spir-8860	73	46	and	and	CCONJ
spir-8860	73	47	part	part	NOUN
spir-8860	73	48	art	art	NOUN
spir-8860	73	49	.	.	PUNCT
spir-8860	74	1	in	in	ADP
spir-8860	74	2	this	this	DET
spir-8860	74	3	paper	paper	NOUN
spir-8860	74	4	we	we	PRON
spir-8860	74	5	describe	describe	VERB
spir-8860	74	6	strategies	strategy	NOUN
spir-8860	74	7	for	for	ADP
spir-8860	74	8	the	the	DET
spir-8860	74	9	creation	creation	NOUN
spir-8860	74	10	of	of	ADP
spir-8860	74	11	a	a	DET
spir-8860	74	12	social	social	ADJ
spir-8860	74	13	media	medium	NOUN
spir-8860	74	14	archive	archive	NOUN
spir-8860	74	15	,	,	PUNCT
spir-8860	74	16	specifically	specifically	ADV
spir-8860	74	17	tweets	tweet	NOUN
spir-8860	74	18	related	relate	VERB
spir-8860	74	19	to	to	ADP
spir-8860	74	20	the	the	DET
spir-8860	74	21	occupy	occupy	NOUN
spir-8860	74	22	wall	wall	PROPN
spir-8860	74	23	street	street	PROPN
spir-8860	74	24	movement	movement	PROPN
spir-8860	74	25	,	,	PUNCT
spir-8860	74	26	and	and	CCONJ
spir-8860	74	27	methods	method	NOUN
spir-8860	74	28	for	for	ADP
spir-8860	74	29	continuing	continue	VERB
spir-8860	74	30	to	to	PART
spir-8860	74	31	adapt	adapt	VERB
spir-8860	74	32	data	datum	NOUN
spir-8860	74	33	collection	collection	NOUN
spir-8860	74	34	strategies	strategy	NOUN
spir-8860	74	35	as	as	ADP
spir-8860	74	36	the	the	DET
spir-8860	74	37	movement	movement	NOUN
spir-8860	74	38	’s	’s	PART
spir-8860	74	39	presence	presence	NOUN
spir-8860	74	40	in	in	ADP
spir-8860	74	41	twitter	twitter	NOUN
spir-8860	74	42	changes	change	NOUN
spir-8860	74	43	over	over	ADP
spir-8860	74	44	time	time	NOUN
spir-8860	74	45	.	.	PUNCT
spir-8860	75	1	we	we	PRON
spir-8860	75	2	also	also	ADV
spir-8860	75	3	discuss	discuss	VERB
spir-8860	75	4	the	the	DET
spir-8860	75	5	opportunities	opportunity	NOUN
spir-8860	75	6	and	and	CCONJ
spir-8860	75	7	methods	method	NOUN
spir-8860	75	8	to	to	PART
spir-8860	75	9	extract	extract	VERB
spir-8860	75	10	smaller	small	ADJ
spir-8860	75	11	slices	slice	NOUN
spir-8860	75	12	of	of	ADP
spir-8860	75	13	data	datum	NOUN
spir-8860	75	14	from	from	ADP
spir-8860	75	15	an	an	DET
spir-8860	75	16	archive	archive	NOUN
spir-8860	75	17	of	of	ADP
spir-8860	75	18	social	social	ADJ
spir-8860	75	19	media	medium	NOUN
spir-8860	75	20	data	datum	NOUN
spir-8860	75	21	to	to	PART
spir-8860	75	22	support	support	VERB
spir-8860	75	23	a	a	DET
spir-8860	75	24	multitude	multitude	NOUN
spir-8860	75	25	of	of	ADP
spir-8860	75	26	research	research	NOUN
spir-8860	75	27	projects	project	NOUN
spir-8860	75	28	in	in	ADP
spir-8860	75	29	multiple	multiple	ADJ
spir-8860	75	30	fields	field	NOUN
spir-8860	75	31	of	of	ADP
spir-8860	75	32	study	study	NOUN
spir-8860	75	33	.	.	PUNCT
spir-8860	76	1	these	these	DET
spir-8860	76	2	methods	method	NOUN
spir-8860	76	3	include	include	VERB
spir-8860	76	4	the	the	DET
spir-8860	76	5	use	use	NOUN
spir-8860	76	6	of	of	ADP
spir-8860	76	7	timeslices	timeslice	NOUN
spir-8860	76	8	,	,	PUNCT
spir-8860	76	9	keywords	keyword	NOUN
spir-8860	76	10	,	,	PUNCT
spir-8860	76	11	hashtags	hashtag	NOUN
spir-8860	76	12	,	,	PUNCT
spir-8860	76	13	url	url	X
spir-8860	76	14	coding	coding	NOUN
spir-8860	76	15	,	,	PUNCT
spir-8860	76	16	metadata	metadata	NOUN
spir-8860	76	17	matching	matching	NOUN
spir-8860	76	18	,	,	PUNCT
spir-8860	76	19	geolocation	geolocation	NOUN
spir-8860	76	20	,	,	PUNCT
spir-8860	76	21	geocoding	geocoding	NOUN
spir-8860	76	22	,	,	PUNCT
spir-8860	76	23	and	and	CCONJ
spir-8860	76	24	geomapping	geomappe	VERB
spir-8860	76	25	.	.	PUNCT
spir-8860	77	1	keywords	keyword	NOUN
spir-8860	77	2	twitter	twitter	NOUN
spir-8860	77	3	,	,	PUNCT
spir-8860	77	4	social	social	ADJ
spir-8860	77	5	movements	movement	NOUN
spir-8860	77	6	;	;	PUNCT
spir-8860	77	7	big	big	ADJ
spir-8860	77	8	data	datum	NOUN
spir-8860	77	9	;	;	PUNCT
spir-8860	77	10	social	social	ADJ
spir-8860	77	11	media	medium	NOUN
spir-8860	77	12	;	;	PUNCT
spir-8860	77	13	archiving	archive	VERB
spir-8860	77	14	introduction	introduction	NOUN
spir-8860	77	15	on	on	ADP
spir-8860	77	16	june	june	PROPN
spir-8860	77	17	2nd	2nd	PROPN
spir-8860	77	18	,	,	PUNCT
spir-8860	77	19	2011	2011	NUM
spir-8860	77	20	,	,	PUNCT
spir-8860	77	21	adbusters	adbuster	NOUN
spir-8860	77	22	proposed	propose	VERB
spir-8860	77	23	a	a	DET
spir-8860	77	24	peaceful	peaceful	ADJ
spir-8860	77	25	demonstration	demonstration	NOUN
spir-8860	77	26	,	,	PUNCT
spir-8860	77	27	“	"	PUNCT
spir-8860	77	28	occupy	occupy	VERB
spir-8860	77	29	wall	wall	PROPN
spir-8860	77	30	street	street	PROPN
spir-8860	77	31	”	"	PUNCT
spir-8860	77	32	,	,	PUNCT
spir-8860	77	33	to	to	PART
spir-8860	77	34	take	take	VERB
spir-8860	77	35	place	place	NOUN
spir-8860	77	36	on	on	ADP
spir-8860	77	37	september	september	PROPN
spir-8860	77	38	17th	17th	NOUN
spir-8860	77	39	to	to	PART
spir-8860	77	40	demand	demand	VERB
spir-8860	77	41	a	a	DET
spir-8860	77	42	separation	separation	NOUN
spir-8860	77	43	of	of	ADP
spir-8860	77	44	money	money	NOUN
spir-8860	77	45	from	from	ADP
spir-8860	77	46	politics	politic	NOUN
spir-8860	77	47	.	.	PUNCT
spir-8860	78	1	over	over	ADP
spir-8860	78	2	the	the	DET
spir-8860	78	3	course	course	NOUN
spir-8860	78	4	of	of	ADP
spir-8860	78	5	the	the	DET
spir-8860	78	6	next	next	ADJ
spir-8860	78	7	three	three	NUM
spir-8860	78	8	months	month	NOUN
spir-8860	78	9	,	,	PUNCT
spir-8860	78	10	face	face	NOUN
spir-8860	78	11	-	-	PUNCT
spir-8860	78	12	to	to	ADP
spir-8860	78	13	-	-	PUNCT
spir-8860	78	14	face	face	NOUN
spir-8860	78	15	working	work	VERB
spir-8860	78	16	groups	group	NOUN
spir-8860	78	17	met	meet	VERB
spir-8860	78	18	in	in	ADP
spir-8860	78	19	nyc	nyc	PROPN
spir-8860	78	20	to	to	PART
spir-8860	78	21	create	create	VERB
spir-8860	78	22	a	a	DET
spir-8860	78	23	general	general	ADJ
spir-8860	78	24	assembly	assembly	NOUN
spir-8860	78	25	to	to	PART
spir-8860	78	26	coordinate	coordinate	VERB
spir-8860	78	27	and	and	CCONJ
spir-8860	78	28	organize	organize	VERB
spir-8860	78	29	action	action	NOUN
spir-8860	78	30	.	.	PUNCT
spir-8860	79	1	facebook	facebook	NOUN
spir-8860	79	2	pages	page	NOUN
spir-8860	79	3	for	for	ADP
spir-8860	79	4	occupy	occupy	VERB
spir-8860	79	5	city	city	NOUN
spir-8860	79	6	camps	camp	NOUN
spir-8860	79	7	sprung	spring	VERB
spir-8860	79	8	up	up	ADP
spir-8860	79	9	in	in	ADP
spir-8860	79	10	early	early	ADJ
spir-8860	79	11	october	october	PROPN
spir-8860	79	12	,	,	PUNCT
spir-8860	79	13	accumulating	accumulate	VERB
spir-8860	79	14	tens	ten	NOUN
spir-8860	79	15	of	of	ADP
spir-8860	79	16	thousands	thousand	NOUN
spir-8860	79	17	of	of	ADP
spir-8860	79	18	likes	like	NOUN
spir-8860	79	19	in	in	ADP
spir-8860	79	20	major	major	ADJ
spir-8860	79	21	cities	city	NOUN
spir-8860	79	22	such	such	ADJ
spir-8860	79	23	as	as	ADP
spir-8860	79	24	philadelphia	philadelphia	PROPN
spir-8860	79	25	and	and	CCONJ
spir-8860	79	26	chicago	chicago	PROPN
spir-8860	79	27	(	(	PUNCT
spir-8860	79	28	caren	caren	PROPN
spir-8860	79	29	&	&	CCONJ
spir-8860	79	30	gaby	gaby	PROPN
spir-8860	79	31	,	,	PUNCT
spir-8860	79	32	2012	2012	NUM
spir-8860	79	33	)	)	PUNCT
spir-8860	79	34	.	.	PUNCT
spir-8860	80	1	twitter	twitter	NOUN
spir-8860	80	2	accounts	account	NOUN
spir-8860	80	3	and	and	CCONJ
spir-8860	80	4	hashtags	hashtag	NOUN
spir-8860	80	5	such	such	ADJ
spir-8860	80	6	as	as	ADP
spir-8860	80	7	#	#	SYM
spir-8860	80	8	occupywallst	occupywallst	NOUN
spir-8860	80	9	,	,	PUNCT
spir-8860	80	10	#	#	SYM
spir-8860	80	11	ows	ow	NOUN
spir-8860	80	12	,	,	PUNCT
spir-8860	80	13	#	#	NOUN
spir-8860	80	14	occupy	occupy	NOUN
spir-8860	80	15	,	,	PUNCT
spir-8860	80	16	and	and	CCONJ
spir-8860	80	17	#	#	ADP
spir-8860	80	18	needsoftheoccupiers	needsoftheoccupier	NOUN
spir-8860	80	19	emerged	emerge	VERB
spir-8860	80	20	to	to	PART
spir-8860	80	21	facilitate	facilitate	VERB
spir-8860	80	22	the	the	DET
spir-8860	80	23	coordination	coordination	NOUN
spir-8860	80	24	and	and	CCONJ
spir-8860	80	25	exchange	exchange	NOUN
spir-8860	80	26	of	of	ADP
spir-8860	80	27	relevant	relevant	ADJ
spir-8860	80	28	information	information	NOUN
spir-8860	80	29	and	and	CCONJ
spir-8860	80	30	requests	request	NOUN
spir-8860	80	31	.	.	PUNCT
spir-8860	81	1	while	while	SCONJ
spir-8860	81	2	on	on	ADP
spir-8860	81	3	-	-	PUNCT
spir-8860	81	4	the	the	DET
spir-8860	81	5	-	-	PUNCT
spir-8860	81	6	ground	ground	NOUN
spir-8860	81	7	efforts	effort	NOUN
spir-8860	81	8	and	and	CCONJ
spir-8860	81	9	participation	participation	NOUN
spir-8860	81	10	were	be	AUX
spir-8860	81	11	critical	critical	ADJ
spir-8860	81	12	to	to	ADP
spir-8860	81	13	sustaining	sustain	VERB
spir-8860	81	14	and	and	CCONJ
spir-8860	81	15	growing	grow	VERB
spir-8860	81	16	the	the	DET
spir-8860	81	17	movement	movement	NOUN
spir-8860	81	18	;	;	PUNCT
spir-8860	81	19	digital	digital	ADJ
spir-8860	81	20	tools	tool	NOUN
spir-8860	81	21	and	and	CCONJ
spir-8860	81	22	technologies	technology	NOUN
spir-8860	81	23	acted	act	VERB
spir-8860	81	24	as	as	ADP
spir-8860	81	25	communication	communication	NOUN
spir-8860	81	26	infrastructure	infrastructure	NOUN
spir-8860	81	27	,	,	PUNCT
spir-8860	81	28	providing	provide	VERB
spir-8860	81	29	channels	channel	NOUN
spir-8860	81	30	to	to	PART
spir-8860	81	31	share	share	VERB
spir-8860	81	32	information	information	NOUN
spir-8860	81	33	,	,	PUNCT
spir-8860	81	34	organize	organize	VERB
spir-8860	81	35	events	event	NOUN
spir-8860	81	36	,	,	PUNCT
spir-8860	81	37	coordinate	coordinate	NOUN
spir-8860	81	38	activity	activity	NOUN
spir-8860	81	39	,	,	PUNCT
spir-8860	81	40	and	and	CCONJ
spir-8860	81	41	connecting	connect	VERB
spir-8860	81	42	participants	participant	NOUN
spir-8860	81	43	and	and	CCONJ
spir-8860	81	44	camps	camp	NOUN
spir-8860	81	45	to	to	ADP
spir-8860	81	46	one	one	NUM
spir-8860	81	47	another	another	DET
spir-8860	81	48	(	(	PUNCT
spir-8860	81	49	author	author	NOUN
spir-8860	81	50	et	et	PROPN
spir-8860	81	51	al	al	PROPN
spir-8860	81	52	,	,	PUNCT
spir-8860	81	53	2012	2012	NUM
spir-8860	81	54	)	)	PUNCT
spir-8860	81	55	.	.	PUNCT
spir-8860	82	1	collecting	collect	VERB
spir-8860	82	2	twitter	twitter	NOUN
spir-8860	82	3	data	datum	NOUN
spir-8860	82	4	and	and	CCONJ
spir-8860	82	5	following	follow	VERB
spir-8860	82	6	changes	change	NOUN
spir-8860	82	7	in	in	ADP
spir-8860	82	8	an	an	DET
spir-8860	82	9	ongoing	ongoing	ADJ
spir-8860	82	10	,	,	PUNCT
spir-8860	82	11	dynamic	dynamic	ADJ
spir-8860	82	12	social	social	ADJ
spir-8860	82	13	movement	movement	NOUN
spir-8860	82	14	,	,	PUNCT
spir-8860	82	15	such	such	ADJ
spir-8860	82	16	as	as	ADP
spir-8860	82	17	the	the	DET
spir-8860	82	18	occupy	occupy	NOUN
spir-8860	82	19	wall	wall	PROPN
spir-8860	82	20	street	street	PROPN
spir-8860	82	21	movement	movement	PROPN
spir-8860	82	22	,	,	PUNCT
spir-8860	82	23	is	be	AUX
spir-8860	82	24	a	a	DET
spir-8860	82	25	complex	complex	ADJ
spir-8860	82	26	task	task	NOUN
spir-8860	82	27	.	.	PUNCT
spir-8860	83	1	it	it	PRON
spir-8860	83	2	involves	involve	VERB
spir-8860	83	3	the	the	DET
spir-8860	83	4	development	development	NOUN
spir-8860	83	5	of	of	ADP
spir-8860	83	6	technical	technical	ADJ
spir-8860	83	7	infrastructure	infrastructure	NOUN
spir-8860	83	8	to	to	PART
spir-8860	83	9	collect	collect	VERB
spir-8860	83	10	and	and	CCONJ
spir-8860	83	11	make	make	VERB
spir-8860	83	12	the	the	DET
spir-8860	83	13	tweets	tweet	NOUN
spir-8860	83	14	available	available	ADJ
spir-8860	83	15	for	for	ADP
spir-8860	83	16	exploration	exploration	NOUN
spir-8860	83	17	and	and	CCONJ
spir-8860	83	18	analysis	analysis	NOUN
spir-8860	83	19	.	.	PUNCT
spir-8860	84	1	a	a	DET
spir-8860	84	2	strategy	strategy	NOUN
spir-8860	84	3	to	to	PART
spir-8860	84	4	respond	respond	VERB
spir-8860	84	5	to	to	ADP
spir-8860	84	6	changes	change	NOUN
spir-8860	84	7	in	in	ADP
spir-8860	84	8	the	the	DET
spir-8860	84	9	social	social	ADJ
spir-8860	84	10	movement	movement	NOUN
spir-8860	84	11	is	be	AUX
spir-8860	84	12	also	also	ADV
spir-8860	84	13	required	require	VERB
spir-8860	84	14	or	or	CCONJ
spir-8860	84	15	the	the	DET
spir-8860	84	16	resulting	result	VERB
spir-8860	84	17	tweets	tweet	NOUN
spir-8860	84	18	will	will	AUX
spir-8860	84	19	only	only	ADV
spir-8860	84	20	reflect	reflect	VERB
spir-8860	84	21	the	the	DET
spir-8860	84	22	discussions	discussion	NOUN
spir-8860	84	23	and	and	CCONJ
spir-8860	84	24	strategies	strategy	NOUN
spir-8860	84	25	the	the	DET
spir-8860	84	26	movement	movement	NOUN
spir-8860	84	27	used	use	VERB
spir-8860	84	28	at	at	ADP
spir-8860	84	29	the	the	DET
spir-8860	84	30	time	time	NOUN
spir-8860	84	31	the	the	DET
spir-8860	84	32	keyword	keyword	NOUN
spir-8860	84	33	list	list	NOUN
spir-8860	84	34	is	be	AUX
spir-8860	84	35	created	create	VERB
spir-8860	84	36	—	—	PUNCT
spir-8860	84	37	in	in	ADP
spir-8860	84	38	a	a	DET
spir-8860	84	39	way	way	NOUN
spir-8860	84	40	,	,	PUNCT
spir-8860	84	41	keyword	keyword	NOUN
spir-8860	84	42	creation	creation	NOUN
spir-8860	84	43	is	be	AUX
spir-8860	84	44	part	part	NOUN
spir-8860	84	45	strategy	strategy	NOUN
spir-8860	84	46	and	and	CCONJ
spir-8860	84	47	part	part	NOUN
spir-8860	84	48	art	art	NOUN
spir-8860	84	49	.	.	PUNCT
spir-8860	85	1	in	in	ADP
spir-8860	85	2	this	this	DET
spir-8860	85	3	paper	paper	NOUN
spir-8860	85	4	we	we	PRON
spir-8860	85	5	describe	describe	VERB
spir-8860	85	6	strategies	strategy	NOUN
spir-8860	85	7	for	for	ADP
spir-8860	85	8	the	the	DET
spir-8860	85	9	creation	creation	NOUN
spir-8860	85	10	of	of	ADP
spir-8860	85	11	a	a	DET
spir-8860	85	12	social	social	ADJ
spir-8860	85	13	media	medium	NOUN
spir-8860	85	14	archive	archive	NOUN
spir-8860	85	15	,	,	PUNCT
spir-8860	85	16	specifically	specifically	ADV
spir-8860	85	17	tweets	tweet	NOUN
spir-8860	85	18	related	relate	VERB
spir-8860	85	19	to	to	ADP
spir-8860	85	20	the	the	DET
spir-8860	85	21	occupy	occupy	NOUN
spir-8860	85	22	wall	wall	PROPN
spir-8860	85	23	street	street	PROPN
spir-8860	85	24	movement	movement	PROPN
spir-8860	85	25	,	,	PUNCT
spir-8860	85	26	and	and	CCONJ
spir-8860	85	27	methods	method	NOUN
spir-8860	85	28	for	for	ADP
spir-8860	85	29	continuing	continue	VERB
spir-8860	85	30	to	to	PART
spir-8860	85	31	adapt	adapt	VERB
spir-8860	85	32	data	datum	NOUN
spir-8860	85	33	collection	collection	NOUN
spir-8860	85	34	strategies	strategy	NOUN
spir-8860	85	35	as	as	ADP
spir-8860	85	36	the	the	DET
spir-8860	85	37	movement	movement	NOUN
spir-8860	85	38	’s	’s	PART
spir-8860	85	39	presence	presence	NOUN
spir-8860	85	40	in	in	ADP
spir-8860	85	41	twitter	twitter	NOUN
spir-8860	85	42	changes	change	NOUN
spir-8860	85	43	over	over	ADP
spir-8860	85	44	time	time	NOUN
spir-8860	85	45	.	.	PUNCT
spir-8860	86	1	since	since	SCONJ
spir-8860	86	2	most	most	ADJ
spir-8860	86	3	studies	study	NOUN
spir-8860	86	4	focus	focus	VERB
spir-8860	86	5	on	on	ADP
spir-8860	86	6	specific	specific	ADJ
spir-8860	86	7	aspects	aspect	NOUN
spir-8860	86	8	of	of	ADP
spir-8860	86	9	a	a	DET
spir-8860	86	10	social	social	ADJ
spir-8860	86	11	movement	movement	NOUN
spir-8860	86	12	,	,	PUNCT
spir-8860	86	13	it	it	PRON
spir-8860	86	14	is	be	AUX
spir-8860	86	15	not	not	PART
spir-8860	86	16	possible	possible	ADJ
spir-8860	86	17	or	or	CCONJ
spir-8860	86	18	desirable	desirable	ADJ
spir-8860	86	19	to	to	PART
spir-8860	86	20	analyze	analyze	VERB
spir-8860	86	21	all	all	PRON
spir-8860	86	22	of	of	ADP
spir-8860	86	23	the	the	DET
spir-8860	86	24	tweets	tweet	NOUN
spir-8860	86	25	within	within	ADP
spir-8860	86	26	an	an	DET
spir-8860	86	27	archive	archive	NOUN
spir-8860	86	28	.	.	PUNCT
spir-8860	87	1	we	we	PRON
spir-8860	87	2	also	also	ADV
spir-8860	87	3	discuss	discuss	VERB
spir-8860	87	4	opportunities	opportunity	NOUN
spir-8860	87	5	and	and	CCONJ
spir-8860	87	6	methods	method	NOUN
spir-8860	87	7	to	to	PART
spir-8860	87	8	extract	extract	VERB
spir-8860	87	9	smaller	small	ADJ
spir-8860	87	10	slices	slice	NOUN
spir-8860	87	11	of	of	ADP
spir-8860	87	12	data	datum	NOUN
spir-8860	87	13	from	from	ADP
spir-8860	87	14	an	an	DET
spir-8860	87	15	archive	archive	NOUN
spir-8860	87	16	of	of	ADP
spir-8860	87	17	social	social	ADJ
spir-8860	87	18	media	medium	NOUN
spir-8860	87	19	data	datum	NOUN
spir-8860	87	20	to	to	PART
spir-8860	87	21	support	support	VERB
spir-8860	87	22	a	a	DET
spir-8860	87	23	multitude	multitude	NOUN
spir-8860	87	24	of	of	ADP
spir-8860	87	25	research	research	NOUN
spir-8860	87	26	projects	project	NOUN
spir-8860	87	27	in	in	ADP
spir-8860	87	28	multiple	multiple	ADJ
spir-8860	87	29	fields	field	NOUN
spir-8860	87	30	of	of	ADP
spir-8860	87	31	study	study	NOUN
spir-8860	87	32	.	.	PUNCT
spir-8860	88	1	the	the	DET
spir-8860	88	2	occupy	occupy	NOUN
spir-8860	88	3	movement	movement	NOUN
spir-8860	88	4	’s	’s	PART
spir-8860	88	5	presence	presence	NOUN
spir-8860	88	6	in	in	ADP
spir-8860	88	7	social	social	ADJ
spir-8860	88	8	media	medium	NOUN
spir-8860	88	9	selected	select	VERB
spir-8860	88	10	papers	paper	NOUN
spir-8860	88	11	of	of	ADP
spir-8860	88	12	internet	internet	NOUN
spir-8860	88	13	research	research	NOUN
spir-8860	88	14	14.0	14.0	NUM
spir-8860	88	15	,	,	PUNCT
spir-8860	88	16	2013	2013	NUM
spir-8860	88	17	:	:	PUNCT
spir-8860	88	18	denver	denver	PROPN
spir-8860	88	19	,	,	PUNCT
spir-8860	88	20	usa	usa	PROPN
spir-8860	88	21	6	6	NUM
spir-8860	88	22	occupy	occupy	NOUN
spir-8860	88	23	used	use	VERB
spir-8860	88	24	many	many	ADJ
spir-8860	88	25	different	different	ADJ
spir-8860	88	26	online	online	ADJ
spir-8860	88	27	and	and	CCONJ
spir-8860	88	28	offline	offline	ADJ
spir-8860	88	29	channels	channel	NOUN
spir-8860	88	30	to	to	PART
spir-8860	88	31	communicate	communicate	VERB
spir-8860	88	32	,	,	PUNCT
spir-8860	88	33	request	request	NOUN
spir-8860	88	34	resources	resource	NOUN
spir-8860	88	35	,	,	PUNCT
spir-8860	88	36	and	and	CCONJ
spir-8860	88	37	coordinate	coordinate	VERB
spir-8860	88	38	between	between	ADP
spir-8860	88	39	city	city	NOUN
spir-8860	88	40	sites	site	NOUN
spir-8860	88	41	and	and	CCONJ
spir-8860	88	42	with	with	ADP
spir-8860	88	43	the	the	DET
spir-8860	88	44	public	public	NOUN
spir-8860	88	45	at	at	ADP
spir-8860	88	46	large	large	ADJ
spir-8860	88	47	.	.	PUNCT
spir-8860	89	1	these	these	PRON
spir-8860	89	2	included	include	VERB
spir-8860	89	3	email	email	NOUN
spir-8860	89	4	and	and	CCONJ
spir-8860	89	5	mailing	mailing	NOUN
spir-8860	89	6	lists	list	NOUN
spir-8860	89	7	,	,	PUNCT
spir-8860	89	8	public	public	ADJ
spir-8860	89	9	general	general	ADJ
spir-8860	89	10	assemblies	assembly	NOUN
spir-8860	89	11	meetings	meeting	NOUN
spir-8860	89	12	at	at	ADP
spir-8860	89	13	individual	individual	ADJ
spir-8860	89	14	camps	camp	NOUN
spir-8860	89	15	,	,	PUNCT
spir-8860	89	16	twitter	twitter	NOUN
spir-8860	89	17	accounts	account	NOUN
spir-8860	89	18	,	,	PUNCT
spir-8860	89	19	facebook	facebook	NOUN
spir-8860	89	20	pages	page	NOUN
spir-8860	89	21	,	,	PUNCT
spir-8860	89	22	blogs	blog	NOUN
spir-8860	89	23	,	,	PUNCT
spir-8860	89	24	websites	website	NOUN
spir-8860	89	25	,	,	PUNCT
spir-8860	89	26	and	and	CCONJ
spir-8860	89	27	phone	phone	NOUN
spir-8860	89	28	trees	tree	NOUN
spir-8860	89	29	.	.	PUNCT
spir-8860	90	1	some	some	PRON
spir-8860	90	2	of	of	ADP
spir-8860	90	3	these	these	DET
spir-8860	90	4	methods	method	NOUN
spir-8860	90	5	of	of	ADP
spir-8860	90	6	communication	communication	NOUN
spir-8860	90	7	,	,	PUNCT
spir-8860	90	8	such	such	ADJ
spir-8860	90	9	as	as	ADP
spir-8860	90	10	twitter	twitter	NOUN
spir-8860	90	11	and	and	CCONJ
spir-8860	90	12	facebook	facebook	NOUN
spir-8860	90	13	,	,	PUNCT
spir-8860	90	14	leave	leave	VERB
spir-8860	90	15	artifacts	artifact	NOUN
spir-8860	90	16	that	that	PRON
spir-8860	90	17	can	can	AUX
spir-8860	90	18	be	be	AUX
spir-8860	90	19	studied	study	VERB
spir-8860	90	20	after	after	ADP
spir-8860	90	21	an	an	DET
spir-8860	90	22	event	event	NOUN
spir-8860	90	23	,	,	PUNCT
spir-8860	90	24	while	while	SCONJ
spir-8860	90	25	other	other	ADJ
spir-8860	90	26	methods	method	NOUN
spir-8860	90	27	of	of	ADP
spir-8860	90	28	communication	communication	NOUN
spir-8860	90	29	are	be	AUX
spir-8860	90	30	more	more	ADV
spir-8860	90	31	ephemeral	ephemeral	ADJ
spir-8860	90	32	requiring	require	VERB
spir-8860	90	33	researchers	researcher	NOUN
spir-8860	90	34	to	to	PART
spir-8860	90	35	observe	observe	VERB
spir-8860	90	36	interactions	interaction	NOUN
spir-8860	90	37	as	as	SCONJ
spir-8860	90	38	they	they	PRON
spir-8860	90	39	take	take	VERB
spir-8860	90	40	place	place	NOUN
spir-8860	90	41	.	.	PUNCT
spir-8860	91	1	while	while	SCONJ
spir-8860	91	2	the	the	DET
spir-8860	91	3	media	medium	NOUN
spir-8860	91	4	,	,	PUNCT
spir-8860	91	5	in	in	ADP
spir-8860	91	6	many	many	ADJ
spir-8860	91	7	cases	case	NOUN
spir-8860	91	8	,	,	PUNCT
spir-8860	91	9	treated	treat	VERB
spir-8860	91	10	the	the	DET
spir-8860	91	11	occupy	occupy	NOUN
spir-8860	91	12	wall	wall	PROPN
spir-8860	91	13	street	street	PROPN
spir-8860	91	14	movement	movement	PROPN
spir-8860	91	15	as	as	ADP
spir-8860	91	16	a	a	DET
spir-8860	91	17	one	one	NUM
spir-8860	91	18	monolithic	monolithic	ADJ
spir-8860	91	19	movement	movement	NOUN
spir-8860	91	20	;	;	PUNCT
spir-8860	91	21	in	in	ADP
spir-8860	91	22	actuality	actuality	NOUN
spir-8860	91	23	it	it	PRON
spir-8860	91	24	consisted	consist	VERB
spir-8860	91	25	of	of	ADP
spir-8860	91	26	separate	separate	ADJ
spir-8860	91	27	camps	camp	NOUN
spir-8860	91	28	in	in	ADP
spir-8860	91	29	many	many	ADJ
spir-8860	91	30	different	different	ADJ
spir-8860	91	31	cities	city	NOUN
spir-8860	91	32	.	.	PUNCT
spir-8860	92	1	each	each	DET
spir-8860	92	2	camp	camp	NOUN
spir-8860	92	3	used	use	VERB
spir-8860	92	4	the	the	DET
spir-8860	92	5	communication	communication	NOUN
spir-8860	92	6	channels	channel	NOUN
spir-8860	92	7	best	well	ADV
spir-8860	92	8	suited	suit	VERB
spir-8860	92	9	its	its	PRON
spir-8860	92	10	needs	need	NOUN
spir-8860	92	11	;	;	PUNCT
spir-8860	92	12	with	with	ADP
spir-8860	92	13	its	its	PRON
spir-8860	92	14	strategy	strategy	NOUN
spir-8860	92	15	evolving	evolve	VERB
spir-8860	92	16	over	over	ADP
spir-8860	92	17	time	time	NOUN
spir-8860	92	18	.	.	PUNCT
spir-8860	93	1	for	for	ADP
spir-8860	93	2	example	example	NOUN
spir-8860	93	3	in	in	ADP
spir-8860	93	4	the	the	DET
spir-8860	93	5	case	case	NOUN
spir-8860	93	6	of	of	ADP
spir-8860	93	7	seattle	seattle	PROPN
spir-8860	93	8	,	,	PUNCT
spir-8860	93	9	their	their	PRON
spir-8860	93	10	twitter	twitter	NOUN
spir-8860	93	11	account	account	NOUN
spir-8860	93	12	was	be	AUX
spir-8860	93	13	active	active	ADJ
spir-8860	93	14	at	at	ADP
spir-8860	93	15	the	the	DET
spir-8860	93	16	start	start	NOUN
spir-8860	93	17	of	of	ADP
spir-8860	93	18	their	their	PRON
spir-8860	93	19	occupation	occupation	NOUN
spir-8860	93	20	,	,	PUNCT
spir-8860	93	21	switching	switch	VERB
spir-8860	93	22	to	to	ADP
spir-8860	93	23	their	their	PRON
spir-8860	93	24	blog	blog	NOUN
spir-8860	93	25	,	,	PUNCT
spir-8860	93	26	and	and	CCONJ
spir-8860	93	27	then	then	ADV
spir-8860	93	28	finally	finally	ADV
spir-8860	93	29	to	to	ADP
spir-8860	93	30	their	their	PRON
spir-8860	93	31	facebook	facebook	NOUN
spir-8860	93	32	page	page	NOUN
spir-8860	93	33	.	.	PUNCT
spir-8860	94	1	after	after	SCONJ
spir-8860	94	2	they	they	PRON
spir-8860	94	3	switched	switch	VERB
spir-8860	94	4	to	to	ADP
spir-8860	94	5	facebook	facebook	PROPN
spir-8860	94	6	,	,	PUNCT
spir-8860	94	7	their	their	PRON
spir-8860	94	8	twitter	twitter	NOUN
spir-8860	94	9	presence	presence	NOUN
spir-8860	94	10	atrophied	atrophy	VERB
spir-8860	94	11	.	.	PUNCT
spir-8860	95	1	a	a	DET
spir-8860	95	2	multitude	multitude	NOUN
spir-8860	95	3	of	of	ADP
spir-8860	95	4	hashtags	hashtag	NOUN
spir-8860	95	5	were	be	AUX
spir-8860	95	6	used	use	VERB
spir-8860	95	7	for	for	ADP
spir-8860	95	8	each	each	DET
spir-8860	95	9	city	city	NOUN
spir-8860	95	10	—	—	PUNCT
spir-8860	95	11	most	most	ADJ
spir-8860	95	12	cities	city	NOUN
spir-8860	95	13	had	have	VERB
spir-8860	95	14	a	a	DET
spir-8860	95	15	hashtag	hashtag	NOUN
spir-8860	95	16	,	,	PUNCT
spir-8860	95	17	a	a	DET
spir-8860	95	18	twitter	twitter	NOUN
spir-8860	95	19	account	account	NOUN
spir-8860	95	20	,	,	PUNCT
spir-8860	95	21	and	and	CCONJ
spir-8860	95	22	also	also	ADV
spir-8860	95	23	used	use	VERB
spir-8860	95	24	national	national	ADJ
spir-8860	95	25	and	and	CCONJ
spir-8860	95	26	international	international	ADJ
spir-8860	95	27	hashtags	hashtag	NOUN
spir-8860	95	28	such	such	ADJ
spir-8860	95	29	as	as	ADP
spir-8860	95	30	@ows	@ow	NOUN
spir-8860	95	31	.	.	PUNCT
spir-8860	96	1	this	this	DET
spir-8860	96	2	diagram	diagram	NOUN
spir-8860	96	3	below	below	ADV
spir-8860	96	4	(	(	PUNCT
spir-8860	96	5	figure	figure	NOUN
spir-8860	96	6	1	1	NUM
spir-8860	96	7	)	)	PUNCT
spir-8860	96	8	social	social	ADJ
spir-8860	96	9	media	medium	NOUN
spir-8860	96	10	,	,	PUNCT
spir-8860	96	11	and	and	CCONJ
spir-8860	96	12	twitter	twitter	NOUN
spir-8860	96	13	in	in	ADP
spir-8860	96	14	particular	particular	ADJ
spir-8860	96	15	,	,	PUNCT
spir-8860	96	16	were	be	AUX
spir-8860	96	17	centers	center	NOUN
spir-8860	96	18	of	of	ADP
spir-8860	96	19	communication	communication	NOUN
spir-8860	96	20	for	for	ADP
spir-8860	96	21	the	the	DET
spir-8860	96	22	ouccpy	ouccpy	PROPN
spir-8860	96	23	movement	movement	PROPN
spir-8860	96	24	.	.	PUNCT
spir-8860	97	1	figure	figure	VERB
spir-8860	97	2	1	1	NUM
spir-8860	97	3	:	:	PUNCT
spir-8860	97	4	network	network	NOUN
spir-8860	97	5	diagram	diagram	NOUN
spir-8860	97	6	of	of	ADP
spir-8860	97	7	the	the	DET
spir-8860	97	8	links	link	NOUN
spir-8860	97	9	between	between	ADP
spir-8860	97	10	occupy	occupy	PROPN
spir-8860	97	11	wall	wall	PROPN
spir-8860	97	12	street	street	PROPN
spir-8860	97	13	movement	movement	PROPN
spir-8860	97	14	related	relate	VERB
spir-8860	97	15	websites	website	NOUN
spir-8860	97	16	.	.	PUNCT
spir-8860	98	1	nodes	node	NOUN
spir-8860	98	2	represent	represent	VERB
spir-8860	98	3	websites	website	NOUN
spir-8860	98	4	,	,	PUNCT
spir-8860	98	5	edges	edge	NOUN
spir-8860	98	6	represent	represent	VERB
spir-8860	98	7	links	link	NOUN
spir-8860	98	8	between	between	ADP
spir-8860	98	9	sites	site	NOUN
spir-8860	98	10	.	.	PUNCT
spir-8860	99	1	data	datum	NOUN
spir-8860	99	2	collection	collection	NOUN
spir-8860	99	3	and	and	CCONJ
spir-8860	99	4	keyword	keyword	NOUN
spir-8860	99	5	curation	curation	NOUN
spir-8860	99	6	twitter	twitter	NOUN
spir-8860	99	7	data	datum	NOUN
spir-8860	99	8	was	be	AUX
spir-8860	99	9	collected	collect	VERB
spir-8860	99	10	from	from	ADP
spir-8860	99	11	mid	mid	ADJ
spir-8860	99	12	october	october	PROPN
spir-8860	99	13	,	,	PUNCT
spir-8860	99	14	2011	2011	NUM
spir-8860	99	15	,	,	PUNCT
spir-8860	99	16	when	when	SCONJ
spir-8860	99	17	a	a	DET
spir-8860	99	18	national	national	ADJ
spir-8860	99	19	network	network	NOUN
spir-8860	99	20	of	of	ADP
spir-8860	99	21	occupations	occupation	NOUN
spir-8860	99	22	had	have	AUX
spir-8860	99	23	been	be	AUX
spir-8860	99	24	established	establish	VERB
spir-8860	99	25	and	and	CCONJ
spir-8860	99	26	protest	protest	NOUN
spir-8860	99	27	activity	activity	NOUN
spir-8860	99	28	was	be	AUX
spir-8860	99	29	at	at	ADP
spir-8860	99	30	its	its	PRON
spir-8860	99	31	peak	peak	NOUN
spir-8860	99	32	,	,	PUNCT
spir-8860	99	33	through	through	ADP
spir-8860	99	34	the	the	DET
spir-8860	99	35	end	end	NOUN
spir-8860	99	36	of	of	ADP
spir-8860	99	37	2012	2012	NUM
spir-8860	99	38	when	when	SCONJ
spir-8860	99	39	the	the	DET
spir-8860	99	40	national	national	ADJ
spir-8860	99	41	protests	protest	NOUN
spir-8860	99	42	had	have	AUX
spir-8860	99	43	tailed	tail	VERB
spir-8860	99	44	off	off	ADP
spir-8860	99	45	into	into	ADP
spir-8860	99	46	more	more	ADV
spir-8860	99	47	scattered	scattered	ADJ
spir-8860	99	48	local	local	ADJ
spir-8860	99	49	actions	action	NOUN
spir-8860	99	50	.	.	PUNCT
spir-8860	100	1	the	the	DET
spir-8860	100	2	peak	peak	NOUN
spir-8860	100	3	activity	activity	NOUN
spir-8860	100	4	period	period	NOUN
spir-8860	100	5	captured	capture	VERB
spir-8860	100	6	in	in	ADP
spir-8860	100	7	our	our	PRON
spir-8860	100	8	data	datum	NOUN
spir-8860	100	9	from	from	ADP
spir-8860	100	10	october	october	PROPN
spir-8860	100	11	19	19	NUM
spir-8860	100	12	,	,	PUNCT
spir-8860	100	13	2011	2011	NUM
spir-8860	100	14	,	,	PUNCT
spir-8860	100	15	to	to	ADP
spir-8860	100	16	december	december	PROPN
spir-8860	100	17	31	31	NUM
spir-8860	100	18	,	,	PUNCT
spir-8860	100	19	2011	2011	NUM
spir-8860	100	20	contained	contain	VERB
spir-8860	100	21	roughly	roughly	ADV
spir-8860	100	22	20	20	NUM
spir-8860	100	23	million	million	NUM
spir-8860	100	24	tweets	tweet	NOUN
spir-8860	100	25	(	(	PUNCT
spir-8860	100	26	20,645,921	20,645,921	NUM
spir-8860	100	27	to	to	PART
spir-8860	100	28	be	be	AUX
spir-8860	100	29	exact	exact	ADJ
spir-8860	100	30	)	)	PUNCT
spir-8860	100	31	.	.	PUNCT
spir-8860	101	1	the	the	DET
spir-8860	101	2	archive	archive	NOUN
spir-8860	101	3	collected	collect	VERB
spir-8860	101	4	tweets	tweet	NOUN
spir-8860	101	5	using	use	VERB
spir-8860	101	6	twitter	twitter	NOUN
spir-8860	101	7	’s	’s	PART
spir-8860	101	8	streaming	streaming	NOUN
spir-8860	101	9	api	api	NOUN
spir-8860	101	10	track	track	NOUN
spir-8860	101	11	method	method	NOUN
spir-8860	101	12	,	,	PUNCT
spir-8860	101	13	which	which	PRON
spir-8860	101	14	returns	return	VERB
spir-8860	101	15	tweets	tweet	NOUN
spir-8860	101	16	matching	match	VERB
spir-8860	101	17	any	any	PRON
spir-8860	101	18	of	of	ADP
spir-8860	101	19	the	the	DET
spir-8860	101	20	search	search	NOUN
spir-8860	101	21	keywords	keyword	NOUN
spir-8860	101	22	occurring	occur	VERB
spir-8860	101	23	in	in	ADP
spir-8860	101	24	the	the	DET
spir-8860	101	25	text	text	NOUN
spir-8860	101	26	,	,	PUNCT
spir-8860	101	27	hashtags	hashtag	NOUN
spir-8860	101	28	,	,	PUNCT
spir-8860	101	29	@mentions	@mention	NOUN
spir-8860	101	30	,	,	PUNCT
spir-8860	101	31	or	or	CCONJ
spir-8860	101	32	urls	url	NOUN
spir-8860	101	33	within	within	ADP
spir-8860	101	34	a	a	DET
spir-8860	101	35	tweet	tweet	NOUN
spir-8860	101	36	.	.	PUNCT
spir-8860	102	1	a	a	DET
spir-8860	102	2	curated	curate	VERB
spir-8860	102	3	list	list	NOUN
spir-8860	102	4	of	of	ADP
spir-8860	102	5	102	102	NUM
spir-8860	102	6	hashtags	hashtag	NOUN
spir-8860	102	7	,	,	PUNCT
spir-8860	102	8	keywords	keyword	NOUN
spir-8860	102	9	,	,	PUNCT
spir-8860	102	10	and	and	CCONJ
spir-8860	102	11	occupy	occupy	VERB
spir-8860	102	12	city	city	NOUN
spir-8860	102	13	accounts	account	NOUN
spir-8860	102	14	related	relate	VERB
spir-8860	102	15	to	to	ADP
spir-8860	102	16	the	the	DET
spir-8860	102	17	occupy	occupy	NOUN
spir-8860	102	18	movement	movement	NOUN
spir-8860	102	19	was	be	AUX
spir-8860	102	20	created	create	VERB
spir-8860	102	21	and	and	CCONJ
spir-8860	102	22	updated	update	VERB
spir-8860	102	23	by	by	ADP
spir-8860	102	24	a	a	DET
spir-8860	102	25	panel	panel	NOUN
spir-8860	102	26	of	of	ADP
spir-8860	102	27	faculty	faculty	NOUN
spir-8860	102	28	and	and	CCONJ
spir-8860	102	29	graduate	graduate	NOUN
spir-8860	102	30	students	student	NOUN
spir-8860	102	31	involved	involve	VERB
spir-8860	102	32	in	in	ADP
spir-8860	102	33	this	this	DET
spir-8860	102	34	project	project	NOUN
spir-8860	102	35	.	.	PUNCT
spir-8860	103	1	the	the	DET
spir-8860	103	2	initial	initial	ADJ
spir-8860	103	3	keyword	keyword	NOUN
spir-8860	103	4	list	list	NOUN
spir-8860	103	5	was	be	AUX
spir-8860	103	6	created	create	VERB
spir-8860	103	7	by	by	ADP
spir-8860	103	8	conducting	conduct	VERB
spir-8860	103	9	preliminary	preliminary	ADJ
spir-8860	103	10	fieldwork	fieldwork	NOUN
spir-8860	103	11	of	of	ADP
spir-8860	103	12	occupy	occupy	NOUN
spir-8860	103	13	’s	’s	PART
spir-8860	103	14	existing	exist	VERB
spir-8860	103	15	online	online	ADV
spir-8860	103	16	selected	select	VERB
spir-8860	103	17	papers	paper	NOUN
spir-8860	103	18	of	of	ADP
spir-8860	103	19	internet	internet	NOUN
spir-8860	103	20	research	research	NOUN
spir-8860	103	21	14.0	14.0	NUM
spir-8860	103	22	,	,	PUNCT
spir-8860	103	23	2013	2013	NUM
spir-8860	103	24	:	:	PUNCT
spir-8860	103	25	denver	denver	PROPN
spir-8860	103	26	,	,	PUNCT
spir-8860	103	27	usa	usa	PROPN
spir-8860	103	28	7	7	NUM
spir-8860	103	29	presence	presence	NOUN
spir-8860	103	30	in	in	ADP
spir-8860	103	31	twitter	twitter	NOUN
spir-8860	103	32	and	and	CCONJ
spir-8860	103	33	social	social	ADJ
spir-8860	103	34	media	medium	NOUN
spir-8860	103	35	(	(	PUNCT
spir-8860	103	36	author	author	NOUN
spir-8860	103	37	,	,	PUNCT
spir-8860	103	38	2013	2013	NUM
spir-8860	103	39	)	)	PUNCT
spir-8860	103	40	.	.	PUNCT
spir-8860	104	1	popular	popular	ADJ
spir-8860	104	2	hashtags	hashtag	NOUN
spir-8860	104	3	and	and	CCONJ
spir-8860	104	4	keywords	keyword	NOUN
spir-8860	104	5	were	be	AUX
spir-8860	104	6	seeded	seed	VERB
spir-8860	104	7	after	after	ADP
spir-8860	104	8	a	a	DET
spir-8860	104	9	review	review	NOUN
spir-8860	104	10	by	by	ADP
spir-8860	104	11	the	the	DET
spir-8860	104	12	panel	panel	NOUN
spir-8860	104	13	of	of	ADP
spir-8860	104	14	researchers	researcher	NOUN
spir-8860	104	15	involved	involve	VERB
spir-8860	104	16	in	in	ADP
spir-8860	104	17	the	the	DET
spir-8860	104	18	project	project	NOUN
spir-8860	104	19	.	.	PUNCT
spir-8860	105	1	the	the	DET
spir-8860	105	2	resulting	result	VERB
spir-8860	105	3	data	data	NOUN
spir-8860	105	4	stream	stream	NOUN
spir-8860	105	5	was	be	AUX
spir-8860	105	6	examined	examine	VERB
spir-8860	105	7	at	at	ADP
spir-8860	105	8	regular	regular	ADJ
spir-8860	105	9	intervals	interval	NOUN
spir-8860	105	10	for	for	ADP
spir-8860	105	11	emerging	emerge	VERB
spir-8860	105	12	hashtags	hashtag	NOUN
spir-8860	105	13	and	and	CCONJ
spir-8860	105	14	keywords	keyword	NOUN
spir-8860	105	15	.	.	PUNCT
spir-8860	106	1	new	new	ADJ
spir-8860	106	2	terms	term	NOUN
spir-8860	106	3	were	be	AUX
spir-8860	106	4	added	add	VERB
spir-8860	106	5	,	,	PUNCT
spir-8860	106	6	but	but	CCONJ
spir-8860	106	7	no	no	DET
spir-8860	106	8	keywords	keyword	NOUN
spir-8860	106	9	were	be	AUX
spir-8860	106	10	removed	remove	VERB
spir-8860	106	11	from	from	ADP
spir-8860	106	12	the	the	DET
spir-8860	106	13	list	list	NOUN
spir-8860	106	14	,	,	PUNCT
spir-8860	106	15	after	after	ADP
spir-8860	106	16	being	be	AUX
spir-8860	106	17	reviewed	review	VERB
spir-8860	106	18	by	by	ADP
spir-8860	106	19	the	the	DET
spir-8860	106	20	entire	entire	ADJ
spir-8860	106	21	research	research	NOUN
spir-8860	106	22	team	team	NOUN
spir-8860	106	23	,	,	PUNCT
spir-8860	106	24	resulting	result	VERB
spir-8860	106	25	in	in	ADP
spir-8860	106	26	dynamic	dynamic	ADJ
spir-8860	106	27	archive	archive	NOUN
spir-8860	106	28	based	base	VERB
spir-8860	106	29	on	on	ADP
spir-8860	106	30	a	a	DET
spir-8860	106	31	list	list	NOUN
spir-8860	106	32	of	of	ADP
spir-8860	106	33	355	355	NUM
spir-8860	106	34	keywords	keyword	NOUN
spir-8860	106	35	as	as	SCONJ
spir-8860	106	36	the	the	DET
spir-8860	106	37	collection	collection	NOUN
spir-8860	106	38	continued	continue	VERB
spir-8860	106	39	through	through	ADP
spir-8860	106	40	the	the	DET
spir-8860	106	41	end	end	NOUN
spir-8860	106	42	of	of	ADP
spir-8860	106	43	2012	2012	NUM
spir-8860	106	44	,	,	PUNCT
spir-8860	106	45	by	by	ADP
spir-8860	106	46	which	which	DET
spir-8860	106	47	time	time	NOUN
spir-8860	106	48	the	the	DET
spir-8860	106	49	database	database	NOUN
spir-8860	106	50	included	include	VERB
spir-8860	106	51	more	more	ADJ
spir-8860	106	52	than	than	ADP
spir-8860	106	53	75	75	NUM
spir-8860	106	54	million	million	NUM
spir-8860	106	55	tweets	tweet	NOUN
spir-8860	106	56	.	.	PUNCT
spir-8860	107	1	a	a	DET
spir-8860	107	2	script	script	NOUN
spir-8860	107	3	maintained	maintain	VERB
spir-8860	107	4	a	a	DET
spir-8860	107	5	constant	constant	ADJ
spir-8860	107	6	connection	connection	NOUN
spir-8860	107	7	to	to	ADP
spir-8860	107	8	the	the	DET
spir-8860	107	9	twitter	twitter	NOUN
spir-8860	107	10	streaming	streaming	NOUN
spir-8860	107	11	api	api	NOUN
spir-8860	107	12	;	;	PUNCT
spir-8860	107	13	writing	write	VERB
spir-8860	107	14	the	the	DET
spir-8860	107	15	tweets	tweet	NOUN
spir-8860	107	16	received	receive	VERB
spir-8860	107	17	to	to	ADP
spir-8860	107	18	a	a	DET
spir-8860	107	19	file	file	NOUN
spir-8860	107	20	.	.	PUNCT
spir-8860	108	1	at	at	ADP
spir-8860	108	2	the	the	DET
spir-8860	108	3	end	end	NOUN
spir-8860	108	4	of	of	ADP
spir-8860	108	5	each	each	DET
spir-8860	108	6	day	day	NOUN
spir-8860	108	7	,	,	PUNCT
spir-8860	108	8	a	a	DET
spir-8860	108	9	new	new	ADJ
spir-8860	108	10	data	data	NOUN
spir-8860	108	11	file	file	NOUN
spir-8860	108	12	was	be	AUX
spir-8860	108	13	created	create	VERB
spir-8860	108	14	and	and	CCONJ
spir-8860	108	15	the	the	DET
spir-8860	108	16	file	file	NOUN
spir-8860	108	17	from	from	ADP
spir-8860	108	18	the	the	DET
spir-8860	108	19	previous	previous	ADJ
spir-8860	108	20	day	day	NOUN
spir-8860	108	21	was	be	AUX
spir-8860	108	22	backed	back	VERB
spir-8860	108	23	-	-	PUNCT
spir-8860	108	24	up	up	NOUN
spir-8860	108	25	and	and	CCONJ
spir-8860	108	26	processed	process	VERB
spir-8860	108	27	.	.	PUNCT
spir-8860	109	1	the	the	DET
spir-8860	109	2	metadata	metadata	NOUN
spir-8860	109	3	added	add	VERB
spir-8860	109	4	to	to	ADP
spir-8860	109	5	each	each	DET
spir-8860	109	6	tweet	tweet	NOUN
spir-8860	109	7	in	in	ADP
spir-8860	109	8	the	the	DET
spir-8860	109	9	processing	processing	NOUN
spir-8860	109	10	step	step	NOUN
spir-8860	109	11	included	include	VERB
spir-8860	109	12	:	:	PUNCT
spir-8860	109	13	•	•	NUM
spir-8860	109	14	expansion	expansion	NOUN
spir-8860	109	15	of	of	ADP
spir-8860	109	16	shortened	shorten	VERB
spir-8860	109	17	urls	url	NOUN
spir-8860	109	18	•	•	NOUN
spir-8860	109	19	list	list	NOUN
spir-8860	109	20	of	of	ADP
spir-8860	109	21	hashtags	hashtag	NOUN
spir-8860	109	22	in	in	ADP
spir-8860	109	23	the	the	DET
spir-8860	109	24	tweet	tweet	NOUN
spir-8860	109	25	•	•	NOUN
spir-8860	109	26	list	list	NOUN
spir-8860	109	27	of	of	ADP
spir-8860	109	28	mentions	mention	NOUN
spir-8860	109	29	in	in	ADP
spir-8860	109	30	the	the	DET
spir-8860	109	31	tweet	tweet	NOUN
spir-8860	109	32	•	•	ADP
spir-8860	109	33	count	count	NOUN
spir-8860	109	34	of	of	ADP
spir-8860	109	35	the	the	DET
spir-8860	109	36	number	number	NOUN
spir-8860	109	37	of	of	ADP
spir-8860	109	38	hashtags	hashtag	NOUN
spir-8860	109	39	,	,	PUNCT
spir-8860	109	40	urls	url	NOUN
spir-8860	109	41	,	,	PUNCT
spir-8860	109	42	and	and	CCONJ
spir-8860	109	43	mentions	mention	NOUN
spir-8860	109	44	in	in	ADP
spir-8860	109	45	the	the	DET
spir-8860	109	46	tweet	tweet	NOUN
spir-8860	109	47	•	•	NOUN
spir-8860	109	48	list	list	NOUN
spir-8860	109	49	of	of	ADP
spir-8860	109	50	collection	collection	NOUN
spir-8860	109	51	keywords	keyword	NOUN
spir-8860	109	52	matching	match	VERB
spir-8860	109	53	the	the	DET
spir-8860	109	54	tweet	tweet	NOUN
spir-8860	109	55	text	text	NOUN
spir-8860	109	56	.	.	PUNCT
spir-8860	110	1	discussion	discussion	NOUN
spir-8860	110	2	after	after	ADP
spir-8860	110	3	data	datum	NOUN
spir-8860	110	4	was	be	AUX
spir-8860	110	5	inserted	insert	VERB
spir-8860	110	6	into	into	ADP
spir-8860	110	7	the	the	DET
spir-8860	110	8	archive	archive	NOUN
spir-8860	110	9	,	,	PUNCT
spir-8860	110	10	researchers	researcher	NOUN
spir-8860	110	11	across	across	ADP
spir-8860	110	12	multiple	multiple	ADJ
spir-8860	110	13	disciplines	discipline	NOUN
spir-8860	110	14	including	include	VERB
spir-8860	110	15	information	information	NOUN
spir-8860	110	16	science	science	NOUN
spir-8860	110	17	,	,	PUNCT
spir-8860	110	18	communication	communication	NOUN
spir-8860	110	19	,	,	PUNCT
spir-8860	110	20	geography	geography	NOUN
spir-8860	110	21	,	,	PUNCT
spir-8860	110	22	and	and	CCONJ
spir-8860	110	23	statistics	statistic	NOUN
spir-8860	110	24	expressed	express	VERB
spir-8860	110	25	an	an	DET
spir-8860	110	26	interest	interest	NOUN
spir-8860	110	27	in	in	ADP
spir-8860	110	28	the	the	DET
spir-8860	110	29	social	social	ADJ
spir-8860	110	30	media	medium	NOUN
spir-8860	110	31	presence	presence	NOUN
spir-8860	110	32	of	of	ADP
spir-8860	110	33	the	the	DET
spir-8860	110	34	occupy	occupy	NOUN
spir-8860	110	35	movement	movement	NOUN
spir-8860	110	36	.	.	PUNCT
spir-8860	111	1	as	as	SCONJ
spir-8860	111	2	each	each	DET
spir-8860	111	3	team	team	NOUN
spir-8860	111	4	presented	present	VERB
spir-8860	111	5	their	their	PRON
spir-8860	111	6	research	research	NOUN
spir-8860	111	7	questions	question	NOUN
spir-8860	111	8	,	,	PUNCT
spir-8860	111	9	a	a	DET
spir-8860	111	10	plan	plan	NOUN
spir-8860	111	11	for	for	ADP
spir-8860	111	12	data	datum	NOUN
spir-8860	111	13	extraction	extraction	NOUN
spir-8860	111	14	was	be	AUX
spir-8860	111	15	created	create	VERB
spir-8860	111	16	.	.	PUNCT
spir-8860	112	1	while	while	SCONJ
spir-8860	112	2	some	some	DET
spir-8860	112	3	teams	team	NOUN
spir-8860	112	4	used	use	VERB
spir-8860	112	5	specific	specific	ADJ
spir-8860	112	6	hashtags	hashtag	NOUN
spir-8860	112	7	and	and	CCONJ
spir-8860	112	8	time	time	NOUN
spir-8860	112	9	slices	slice	NOUN
spir-8860	112	10	,	,	PUNCT
spir-8860	112	11	other	other	ADJ
spir-8860	112	12	teams	team	NOUN
spir-8860	112	13	used	use	VERB
spir-8860	112	14	url	url	NOUN
spir-8860	112	15	coding	coding	NOUN
spir-8860	112	16	,	,	PUNCT
spir-8860	112	17	metadata	metadata	NOUN
spir-8860	112	18	matching	matching	NOUN
spir-8860	112	19	,	,	PUNCT
spir-8860	112	20	geolocation	geolocation	NOUN
spir-8860	112	21	,	,	PUNCT
spir-8860	112	22	geocoding	geocoding	NOUN
spir-8860	112	23	,	,	PUNCT
spir-8860	112	24	and	and	CCONJ
spir-8860	112	25	geomapping	geomappe	VERB
spir-8860	112	26	to	to	PART
spir-8860	112	27	slice	slice	NOUN
spir-8860	112	28	data	datum	NOUN
spir-8860	112	29	form	form	VERB
spir-8860	112	30	the	the	DET
spir-8860	112	31	archive	archive	NOUN
spir-8860	112	32	.	.	PUNCT
spir-8860	113	1	some	some	DET
spir-8860	113	2	teams	team	NOUN
spir-8860	113	3	used	use	VERB
spir-8860	113	4	combinations	combination	NOUN
spir-8860	113	5	of	of	ADP
spir-8860	113	6	these	these	DET
spir-8860	113	7	options	option	NOUN
spir-8860	113	8	to	to	PART
spir-8860	113	9	produce	produce	VERB
spir-8860	113	10	very	very	ADV
spir-8860	113	11	specific	specific	ADJ
spir-8860	113	12	and	and	CCONJ
spir-8860	113	13	narrowly	narrowly	ADV
spir-8860	113	14	defined	define	VERB
spir-8860	113	15	datasets	dataset	NOUN
spir-8860	113	16	;	;	PUNCT
spir-8860	113	17	narrowing	narrow	VERB
spir-8860	113	18	down	down	ADP
spir-8860	113	19	from	from	ADP
spir-8860	113	20	70	70	NUM
spir-8860	113	21	+	+	SYM
spir-8860	113	22	million	million	NUM
spir-8860	113	23	tweets	tweet	NOUN
spir-8860	113	24	to	to	ADP
spir-8860	113	25	hundreds	hundred	NOUN
spir-8860	113	26	or	or	CCONJ
spir-8860	113	27	thousands	thousand	NOUN
spir-8860	113	28	of	of	ADP
spir-8860	113	29	tweets	tweet	NOUN
spir-8860	113	30	.	.	PUNCT
spir-8860	114	1	the	the	DET
spir-8860	114	2	apparent	apparent	ADJ
spir-8860	114	3	ease	ease	NOUN
spir-8860	114	4	with	with	ADP
spir-8860	114	5	which	which	PRON
spir-8860	114	6	tweets	tweet	NOUN
spir-8860	114	7	may	may	AUX
spir-8860	114	8	be	be	AUX
spir-8860	114	9	aggregated	aggregate	VERB
spir-8860	114	10	belies	belie	VERB
spir-8860	114	11	the	the	DET
spir-8860	114	12	difficulty	difficulty	NOUN
spir-8860	114	13	of	of	ADP
spir-8860	114	14	designing	design	VERB
spir-8860	114	15	a	a	DET
spir-8860	114	16	reliable	reliable	ADJ
spir-8860	114	17	,	,	PUNCT
spir-8860	114	18	reproducible	reproducible	ADJ
spir-8860	114	19	data	datum	NOUN
spir-8860	114	20	collection	collection	NOUN
spir-8860	114	21	strategy	strategy	NOUN
spir-8860	114	22	.	.	PUNCT
spir-8860	115	1	these	these	DET
spir-8860	115	2	characteristics	characteristic	NOUN
spir-8860	115	3	are	be	AUX
spir-8860	115	4	then	then	ADV
spir-8860	115	5	linked	link	VERB
spir-8860	115	6	to	to	ADP
spir-8860	115	7	broader	broad	ADJ
spir-8860	115	8	issues	issue	NOUN
spir-8860	115	9	of	of	ADP
spir-8860	115	10	designing	design	VERB
spir-8860	115	11	research	research	NOUN
spir-8860	115	12	for	for	ADP
spir-8860	115	13	big	big	ADJ
spir-8860	115	14	social	social	ADJ
spir-8860	115	15	data	datum	NOUN
spir-8860	115	16	,	,	PUNCT
spir-8860	115	17	and	and	CCONJ
spir-8860	115	18	the	the	DET
spir-8860	115	19	emerging	emerge	VERB
spir-8860	115	20	“	"	PUNCT
spir-8860	115	21	digital	digital	ADJ
spir-8860	115	22	divide	divide	NOUN
spir-8860	115	23	”	"	PUNCT
spir-8860	115	24	in	in	ADP
spir-8860	115	25	access	access	NOUN
spir-8860	115	26	to	to	ADP
spir-8860	115	27	data	datum	NOUN
spir-8860	115	28	(	(	PUNCT
spir-8860	115	29	manovich	manovich	NOUN
spir-8860	115	30	,	,	PUNCT
spir-8860	115	31	2011	2011	NUM
spir-8860	115	32	;	;	PUNCT
spir-8860	115	33	boyd	boyd	PROPN
spir-8860	115	34	&	&	CCONJ
spir-8860	115	35	crawford	crawford	PROPN
spir-8860	115	36	,	,	PUNCT
spir-8860	115	37	2011	2011	NUM
spir-8860	115	38	)	)	PUNCT
spir-8860	115	39	.	.	PUNCT
spir-8860	116	1	conversely	conversely	ADV
spir-8860	116	2	,	,	PUNCT
spir-8860	116	3	long	long	ADJ
spir-8860	116	4	-	-	PUNCT
spir-8860	116	5	term	term	NOUN
spir-8860	116	6	observation	observation	NOUN
spir-8860	116	7	remains	remain	VERB
spir-8860	116	8	one	one	NUM
spir-8860	116	9	of	of	ADP
spir-8860	116	10	the	the	DET
spir-8860	116	11	areas	area	NOUN
spir-8860	116	12	in	in	ADP
spir-8860	116	13	which	which	PRON
spir-8860	116	14	this	this	DET
spir-8860	116	15	field	field	NOUN
spir-8860	116	16	has	have	AUX
spir-8860	116	17	been	be	AUX
spir-8860	116	18	the	the	DET
spir-8860	116	19	weakest	weak	ADJ
spir-8860	116	20	(	(	PUNCT
spir-8860	116	21	boyd	boyd	PROPN
spir-8860	116	22	&	&	CCONJ
spir-8860	116	23	crawford	crawford	PROPN
spir-8860	116	24	,	,	PUNCT
spir-8860	116	25	2011	2011	NUM
spir-8860	116	26	,	,	PUNCT
spir-8860	116	27	4	4	NUM
spir-8860	116	28	)	)	PUNCT
spir-8860	116	29	.	.	PUNCT
spir-8860	117	1	the	the	DET
spir-8860	117	2	creation	creation	NOUN
spir-8860	117	3	of	of	ADP
spir-8860	117	4	social	social	ADJ
spir-8860	117	5	media	medium	NOUN
spir-8860	117	6	archives	archive	NOUN
spir-8860	117	7	and	and	CCONJ
spir-8860	117	8	broader	broad	ADJ
spir-8860	117	9	research	research	NOUN
spir-8860	117	10	collaborations	collaboration	NOUN
spir-8860	117	11	can	can	AUX
spir-8860	117	12	start	start	VERB
spir-8860	117	13	to	to	PART
spir-8860	117	14	address	address	VERB
spir-8860	117	15	the	the	DET
spir-8860	117	16	“	"	PUNCT
spir-8860	117	17	digital	digital	ADJ
spir-8860	117	18	divide	divide	NOUN
spir-8860	117	19	”	"	PUNCT
spir-8860	117	20	in	in	ADP
spir-8860	117	21	access	access	NOUN
spir-8860	117	22	to	to	ADP
spir-8860	117	23	data	datum	NOUN
spir-8860	117	24	,	,	PUNCT
spir-8860	117	25	technical	technical	ADJ
spir-8860	117	26	expertise	expertise	NOUN
spir-8860	117	27	,	,	PUNCT
spir-8860	117	28	allow	allow	VERB
spir-8860	117	29	for	for	ADP
spir-8860	117	30	longitudinal	longitudinal	ADJ
spir-8860	117	31	data	datum	NOUN
spir-8860	117	32	collection	collection	NOUN
spir-8860	117	33	,	,	PUNCT
spir-8860	117	34	and	and	CCONJ
spir-8860	117	35	supports	support	VERB
spir-8860	117	36	the	the	DET
spir-8860	117	37	exploration	exploration	NOUN
spir-8860	117	38	and	and	CCONJ
spir-8860	117	39	extraction	extraction	NOUN
spir-8860	117	40	of	of	ADP
spir-8860	117	41	smaller	small	ADJ
spir-8860	117	42	data	datum	NOUN
spir-8860	117	43	sets	set	NOUN
spir-8860	117	44	using	use	VERB
spir-8860	117	45	a	a	DET
spir-8860	117	46	wide	wide	ADJ
spir-8860	117	47	variety	variety	NOUN
spir-8860	117	48	of	of	ADP
spir-8860	117	49	extraction	extraction	NOUN
spir-8860	117	50	methods	method	NOUN
spir-8860	117	51	which	which	PRON
spir-8860	117	52	are	be	AUX
spir-8860	117	53	more	more	ADV
spir-8860	117	54	appropriate	appropriate	ADJ
spir-8860	117	55	to	to	ADP
spir-8860	117	56	the	the	DET
spir-8860	117	57	research	research	NOUN
spir-8860	117	58	questions	question	NOUN
spir-8860	117	59	at	at	ADP
spir-8860	117	60	hand	hand	NOUN
spir-8860	117	61	.	.	PUNCT
spir-8860	118	1	as	as	ADP
spir-8860	118	2	a	a	DET
spir-8860	118	3	result	result	NOUN
spir-8860	118	4	,	,	PUNCT
spir-8860	118	5	groups	group	NOUN
spir-8860	118	6	of	of	ADP
spir-8860	118	7	researchers	researcher	NOUN
spir-8860	118	8	across	across	ADP
spir-8860	118	9	multiple	multiple	ADJ
spir-8860	118	10	fields	field	NOUN
spir-8860	118	11	are	be	AUX
spir-8860	118	12	able	able	ADJ
spir-8860	118	13	to	to	PART
spir-8860	118	14	benefit	benefit	VERB
spir-8860	118	15	and	and	CCONJ
spir-8860	118	16	experimentation	experimentation	NOUN
spir-8860	118	17	with	with	ADP
spir-8860	118	18	the	the	DET
spir-8860	118	19	larger	large	ADJ
spir-8860	118	20	dataset	dataset	NOUN
spir-8860	118	21	,	,	PUNCT
spir-8860	118	22	but	but	CCONJ
spir-8860	118	23	use	use	VERB
spir-8860	118	24	different	different	ADJ
spir-8860	118	25	slices	slice	NOUN
spir-8860	118	26	of	of	ADP
spir-8860	118	27	the	the	DET
spir-8860	118	28	same	same	ADJ
spir-8860	118	29	dataset	dataset	NOUN
spir-8860	118	30	more	more	ADV
spir-8860	118	31	appropriate	appropriate	ADJ
spir-8860	118	32	to	to	ADP
spir-8860	118	33	their	their	PRON
spir-8860	118	34	object	object	NOUN
spir-8860	118	35	,	,	PUNCT
spir-8860	118	36	methods	method	NOUN
spir-8860	118	37	,	,	PUNCT
spir-8860	118	38	and	and	CCONJ
spir-8860	118	39	tools	tool	NOUN
spir-8860	118	40	of	of	ADP
spir-8860	118	41	study	study	NOUN
spir-8860	118	42	.	.	PUNCT
spir-8860	119	1	references	reference	NOUN
spir-8860	119	2	boyd	boyd	PROPN
spir-8860	119	3	,	,	PUNCT
spir-8860	119	4	d.	d.	PROPN
spir-8860	119	5	&	&	CCONJ
spir-8860	119	6	crawford	crawford	PROPN
spir-8860	119	7	,	,	PUNCT
spir-8860	119	8	k.	k.	PROPN
spir-8860	119	9	(	(	PUNCT
spir-8860	119	10	2011	2011	NUM
spir-8860	119	11	)	)	PUNCT
spir-8860	119	12	.	.	PUNCT
spir-8860	120	1	six	six	NUM
spir-8860	120	2	provocations	provocation	NOUN
spir-8860	120	3	for	for	ADP
spir-8860	120	4	big	big	ADJ
spir-8860	120	5	data	datum	NOUN
spir-8860	120	6	.	.	PUNCT
spir-8860	121	1	oxford	oxford	PROPN
spir-8860	121	2	internet	internet	PROPN
spir-8860	121	3	institute	institute	PROPN
spir-8860	121	4	’s	’s	PART
spir-8860	121	5	“	"	PUNCT
spir-8860	121	6	a	a	DET
spir-8860	121	7	decade	decade	NOUN
spir-8860	121	8	in	in	ADP
spir-8860	121	9	internet	internet	NOUN
spir-8860	121	10	time	time	NOUN
spir-8860	121	11	:	:	PUNCT
spir-8860	121	12	symposium	symposium	NOUN
spir-8860	121	13	on	on	ADP
spir-8860	121	14	the	the	DET
spir-8860	121	15	dynamics	dynamic	NOUN
spir-8860	121	16	of	of	ADP
spir-8860	121	17	the	the	DET
spir-8860	121	18	internet	internet	NOUN
spir-8860	121	19	and	and	CCONJ
spir-8860	121	20	society	society	NOUN
spir-8860	121	21	”	"	PUNCT
spir-8860	121	22	on	on	ADP
spir-8860	121	23	september	september	PROPN
spir-8860	121	24	21	21	NUM
spir-8860	121	25	,	,	PUNCT
spir-8860	121	26	2011	2011	NUM
spir-8860	121	27	.	.	PUNCT
spir-8860	122	1	bruns	brun	NOUN
spir-8860	122	2	,	,	PUNCT
spir-8860	122	3	a	a	DET
spir-8860	122	4	(	(	PUNCT
spir-8860	122	5	2007	2007	NUM
spir-8860	122	6	)	)	PUNCT
spir-8860	122	7	methodologies	methodology	NOUN
spir-8860	122	8	for	for	ADP
spir-8860	122	9	mapping	map	VERB
spir-8860	122	10	the	the	DET
spir-8860	122	11	political	political	ADJ
spir-8860	122	12	blogosphere	blogosphere	NOUN
spir-8860	122	13	:	:	PUNCT
spir-8860	122	14	an	an	DET
spir-8860	122	15	exploration	exploration	NOUN
spir-8860	122	16	using	use	VERB
spir-8860	122	17	the	the	DET
spir-8860	122	18	issuecrawler	issuecrawler	NOUN
spir-8860	122	19	research	research	NOUN
spir-8860	122	20	tool	tool	NOUN
spir-8860	122	21	.	.	PUNCT
spir-8860	123	1	first	first	ADJ
spir-8860	123	2	monday	monday	PROPN
spir-8860	123	3	,	,	PUNCT
spir-8860	123	4	12(5	12(5	NUM
spir-8860	123	5	)	)	PUNCT
spir-8860	123	6	.	.	PUNCT
spir-8860	124	1	caren	caren	PROPN
spir-8860	124	2	,	,	PUNCT
spir-8860	124	3	n.	n.	PROPN
spir-8860	124	4	&	&	CCONJ
spir-8860	124	5	gaby	gaby	PROPN
spir-8860	124	6	,	,	PUNCT
spir-8860	124	7	s.	s.	PROPN
spir-8860	124	8	occupy	occupy	VERB
spir-8860	124	9	online	online	ADV
spir-8860	124	10	:	:	PUNCT
spir-8860	124	11	facebook	facebook	NOUN
spir-8860	124	12	and	and	CCONJ
spir-8860	124	13	the	the	DET
spir-8860	124	14	spread	spread	NOUN
spir-8860	124	15	of	of	ADP
spir-8860	124	16	occupy	occupy	PROPN
spir-8860	124	17	wall	wall	PROPN
spir-8860	124	18	street	street	PROPN
spir-8860	124	19	(	(	PUNCT
spir-8860	124	20	october	october	PROPN
spir-8860	124	21	24	24	NUM
spir-8860	124	22	,	,	PUNCT
spir-8860	124	23	2011	2011	NUM
spir-8860	124	24	)	)	PUNCT
spir-8860	124	25	.	.	PUNCT
spir-8860	125	1	available	available	ADJ
spir-8860	125	2	at	at	ADP
spir-8860	125	3	ssrn	ssrn	PROPN
spir-8860	125	4	:	:	PUNCT
spir-8860	125	5	http://ssrn.com/abstract=1943168	http://ssrn.com/abstract=1943168	NOUN
spir-8860	125	6	or	or	CCONJ
spir-8860	125	7	http://dx.doi.org/10.2139/ssrn.1943168	http://dx.doi.org/10.2139/ssrn.1943168	NOUN
spir-8860	125	8	.	.	PUNCT
spir-8860	126	1	manovich	manovich	PROPN
spir-8860	126	2	,	,	PUNCT
spir-8860	126	3	l.	l.	PROPN
spir-8860	126	4	(	(	PUNCT
spir-8860	126	5	2011	2011	NUM
spir-8860	126	6	)	)	PUNCT
spir-8860	126	7	.	.	PUNCT
spir-8860	127	1	trending	trend	VERB
spir-8860	127	2	:	:	PUNCT
spir-8860	127	3	the	the	DET
spir-8860	127	4	promises	promise	NOUN
spir-8860	127	5	and	and	CCONJ
spir-8860	127	6	the	the	DET
spir-8860	127	7	challenges	challenge	NOUN
spir-8860	127	8	of	of	ADP
spir-8860	127	9	big	big	ADJ
spir-8860	127	10	social	social	ADJ
spir-8860	127	11	data	datum	NOUN
spir-8860	127	12	.	.	PUNCT
spir-8860	128	1	in	in	ADP
spir-8860	128	2	m.	m.	PROPN
spir-8860	128	3	k.	k.	PROPN
spir-8860	128	4	gold	gold	PROPN
spir-8860	128	5	(	(	PUNCT
spir-8860	128	6	ed	ed	NOUN
spir-8860	128	7	.	.	PUNCT
spir-8860	128	8	)	)	PUNCT
spir-8860	128	9	,	,	PUNCT
spir-8860	128	10	debates	debate	NOUN
spir-8860	128	11	in	in	ADP
spir-8860	128	12	the	the	DET
spir-8860	128	13	digital	digital	ADJ
spir-8860	128	14	humanities	humanity	NOUN
spir-8860	128	15	.	.	PUNCT
spir-8860	129	1	minneapolis	minneapolis	PROPN
spir-8860	129	2	,	,	PUNCT
spir-8860	129	3	mn	mn	PROPN
spir-8860	129	4	:	:	PUNCT
spir-8860	129	5	the	the	DET
spir-8860	129	6	university	university	PROPN
spir-8860	129	7	of	of	ADP
spir-8860	129	8	minnesota	minnesota	PROPN
spir-8860	129	9	press	press	PROPN
spir-8860	129	10	.	.	PUNCT
spir-8860	130	1	author	author	NOUN
spir-8860	130	2	.	.	PUNCT
spir-8860	131	1	(	(	PUNCT
spir-8860	131	2	2012	2012	NUM
spir-8860	131	3	)	)	PUNCT
spir-8860	131	4	.	.	PUNCT
spir-8860	132	1	author	author	NOUN
spir-8860	132	2	.	.	PUNCT
spir-8860	133	1	(	(	PUNCT
spir-8860	133	2	2013	2013	NUM
spir-8860	133	3	)	)	PUNCT
spir-8860	133	4	.	.	PUNCT
spir-8860	134	1	selected	select	VERB
spir-8860	134	2	papers	paper	NOUN
spir-8860	134	3	of	of	ADP
spir-8860	134	4	internet	internet	NOUN
spir-8860	134	5	research	research	NOUN
spir-8860	134	6	14.0	14.0	NUM
spir-8860	134	7	,	,	PUNCT
spir-8860	134	8	2013	2013	NUM
spir-8860	134	9	:	:	PUNCT
spir-8860	134	10	denver	denver	PROPN
spir-8860	134	11	,	,	PUNCT
spir-8860	134	12	usa	usa	PROPN
spir-8860	134	13	8	8	NUM
spir-8860	134	14	extracting	extract	VERB
spir-8860	134	15	important	important	ADJ
spir-8860	134	16	information	information	NOUN
spir-8860	134	17	from	from	ADP
spir-8860	134	18	a	a	DET
spir-8860	134	19	social	social	ADJ
spir-8860	134	20	network	network	NOUN
spir-8860	134	21	stream	stream	NOUN
spir-8860	134	22	during	during	ADP
spir-8860	134	23	crisis	crisis	NOUN
spir-8860	134	24	avijit	avijit	PROPN
spir-8860	134	25	paul	paul	PROPN
spir-8860	134	26	queensland	queensland	PROPN
spir-8860	134	27	university	university	PROPN
spir-8860	134	28	of	of	ADP
spir-8860	134	29	technology	technology	PROPN
spir-8860	134	30	australia	australia	PROPN
spir-8860	134	31	a1.paul@qut.edu.au	a1.paul@qut.edu.au	PROPN
spir-8860	134	32	abstract	abstract	VERB
spir-8860	134	33	the	the	DET
spir-8860	134	34	first	first	ADJ
spir-8860	134	35	paper	paper	NOUN
spir-8860	134	36	considers	consider	VERB
spir-8860	134	37	possible	possible	ADJ
spir-8860	134	38	coding	code	VERB
spir-8860	134	39	mechanism	mechanism	NOUN
spir-8860	134	40	for	for	ADP
spir-8860	134	41	incoming	incoming	ADJ
spir-8860	134	42	tweets	tweet	NOUN
spir-8860	134	43	during	during	ADP
spir-8860	134	44	a	a	DET
spir-8860	134	45	crisis	crisis	NOUN
spir-8860	134	46	,	,	PUNCT
spir-8860	134	47	taking	take	VERB
spir-8860	134	48	a	a	DET
spir-8860	134	49	large	large	ADJ
spir-8860	134	50	stream	stream	NOUN
spir-8860	134	51	of	of	ADP
spir-8860	134	52	incoming	incoming	ADJ
spir-8860	134	53	tweets	tweet	NOUN
spir-8860	134	54	and	and	CCONJ
spir-8860	134	55	selecting	selecting	NOUN
spir-8860	134	56	which	which	PRON
spir-8860	134	57	of	of	ADP
spir-8860	134	58	those	those	DET
spir-8860	134	59	needs	need	NOUN
spir-8860	134	60	to	to	PART
spir-8860	134	61	be	be	AUX
spir-8860	134	62	immediately	immediately	ADV
spir-8860	134	63	placed	place	VERB
spir-8860	134	64	in	in	ADP
spir-8860	134	65	front	front	NOUN
spir-8860	134	66	of	of	ADP
spir-8860	134	67	responders	responder	NOUN
spir-8860	134	68	,	,	PUNCT
spir-8860	134	69	for	for	ADP
spir-8860	134	70	manual	manual	ADJ
spir-8860	134	71	filtering	filtering	NOUN
spir-8860	134	72	and	and	CCONJ
spir-8860	134	73	possible	possible	ADJ
spir-8860	134	74	action	action	NOUN
spir-8860	134	75	.	.	PUNCT
spir-8860	135	1	the	the	DET
spir-8860	135	2	paper	paper	NOUN
spir-8860	135	3	suggests	suggest	VERB
spir-8860	135	4	two	two	NUM
spir-8860	135	5	solutions	solution	NOUN
spir-8860	135	6	for	for	ADP
spir-8860	135	7	this	this	PRON
spir-8860	135	8	,	,	PUNCT
spir-8860	135	9	content	content	VERB
spir-8860	135	10	analysis	analysis	NOUN
spir-8860	135	11	and	and	CCONJ
spir-8860	135	12	user	user	NOUN
spir-8860	135	13	profiling	profiling	NOUN
spir-8860	135	14	.	.	PUNCT
spir-8860	136	1	in	in	ADP
spir-8860	136	2	the	the	DET
spir-8860	136	3	former	former	ADJ
spir-8860	136	4	case	case	NOUN
spir-8860	136	5	,	,	PUNCT
spir-8860	136	6	aspects	aspect	NOUN
spir-8860	136	7	of	of	ADP
spir-8860	136	8	the	the	DET
spir-8860	136	9	tweet	tweet	NOUN
spir-8860	136	10	are	be	AUX
spir-8860	136	11	assigned	assign	VERB
spir-8860	136	12	a	a	DET
spir-8860	136	13	score	score	NOUN
spir-8860	136	14	to	to	PART
spir-8860	136	15	assess	assess	VERB
spir-8860	136	16	its	its	PRON
spir-8860	136	17	likely	likely	ADJ
spir-8860	136	18	relationship	relationship	NOUN
spir-8860	136	19	to	to	ADP
spir-8860	136	20	the	the	DET
spir-8860	136	21	topic	topic	NOUN
spir-8860	136	22	at	at	ADP
spir-8860	136	23	hand	hand	NOUN
spir-8860	136	24	,	,	PUNCT
spir-8860	136	25	and	and	CCONJ
spir-8860	136	26	the	the	DET
spir-8860	136	27	urgency	urgency	NOUN
spir-8860	136	28	of	of	ADP
spir-8860	136	29	the	the	DET
spir-8860	136	30	information	information	NOUN
spir-8860	136	31	,	,	PUNCT
spir-8860	136	32	whilst	whilst	SCONJ
spir-8860	136	33	the	the	DET
spir-8860	136	34	latter	latter	ADJ
spir-8860	136	35	attempts	attempt	NOUN
spir-8860	136	36	to	to	PART
spir-8860	136	37	identify	identify	VERB
spir-8860	136	38	those	those	DET
spir-8860	136	39	users	user	NOUN
spir-8860	136	40	who	who	PRON
spir-8860	136	41	are	be	AUX
spir-8860	136	42	either	either	ADV
spir-8860	136	43	serving	serve	VERB
spir-8860	136	44	as	as	ADP
spir-8860	136	45	amplifiers	amplifier	NOUN
spir-8860	136	46	of	of	ADP
spir-8860	136	47	information	information	NOUN
spir-8860	136	48	or	or	CCONJ
spir-8860	136	49	are	be	AUX
spir-8860	136	50	known	know	VERB
spir-8860	136	51	as	as	ADP
spir-8860	136	52	an	an	DET
spir-8860	136	53	authoritative	authoritative	ADJ
spir-8860	136	54	source	source	NOUN
spir-8860	136	55	.	.	PUNCT
spir-8860	137	1	through	through	ADP
spir-8860	137	2	these	these	DET
spir-8860	137	3	techniques	technique	NOUN
spir-8860	137	4	,	,	PUNCT
spir-8860	137	5	the	the	DET
spir-8860	137	6	information	information	NOUN
spir-8860	137	7	contained	contain	VERB
spir-8860	137	8	in	in	ADP
spir-8860	137	9	a	a	DET
spir-8860	137	10	large	large	ADJ
spir-8860	137	11	dataset	dataset	NOUN
spir-8860	137	12	could	could	AUX
spir-8860	137	13	be	be	AUX
spir-8860	137	14	filtered	filter	VERB
spir-8860	137	15	down	down	ADP
spir-8860	137	16	to	to	PART
spir-8860	137	17	match	match	VERB
spir-8860	137	18	the	the	DET
spir-8860	137	19	expected	expect	VERB
spir-8860	137	20	capacity	capacity	NOUN
spir-8860	137	21	of	of	ADP
spir-8860	137	22	emergency	emergency	NOUN
spir-8860	137	23	responders	responder	NOUN
spir-8860	137	24	.	.	PUNCT
spir-8860	138	1	keywords	keyword	VERB
spir-8860	138	2	natural	natural	ADJ
spir-8860	138	3	disaster	disaster	NOUN
spir-8860	138	4	;	;	PUNCT
spir-8860	138	5	crisis	crisis	NOUN
spir-8860	138	6	;	;	PUNCT
spir-8860	138	7	twitter	twitter	NOUN
spir-8860	138	8	;	;	PUNCT
spir-8860	138	9	content	content	NOUN
spir-8860	138	10	analysis	analysis	NOUN
spir-8860	138	11	;	;	PUNCT
spir-8860	138	12	user	user	NOUN
spir-8860	138	13	profiling	profiling	NOUN
spir-8860	138	14	introduction	introduction	NOUN
spir-8860	138	15	when	when	SCONJ
spir-8860	138	16	an	an	DET
spir-8860	138	17	unexpected	unexpected	ADJ
spir-8860	138	18	crisis	crisis	NOUN
spir-8860	138	19	such	such	ADJ
spir-8860	138	20	as	as	ADP
spir-8860	138	21	earthquake	earthquake	NOUN
spir-8860	138	22	happens	happen	VERB
spir-8860	138	23	,	,	PUNCT
spir-8860	138	24	the	the	DET
spir-8860	138	25	amount	amount	NOUN
spir-8860	138	26	of	of	ADP
spir-8860	138	27	information	information	NOUN
spir-8860	138	28	in	in	ADP
spir-8860	138	29	twitter	twitter	NOUN
spir-8860	138	30	becomes	become	VERB
spir-8860	138	31	extraordinarily	extraordinarily	ADV
spir-8860	138	32	large	large	ADJ
spir-8860	138	33	(	(	PUNCT
spir-8860	138	34	figure	figure	NOUN
spir-8860	138	35	1	1	NUM
spir-8860	138	36	)	)	PUNCT
spir-8860	138	37	in	in	ADP
spir-8860	138	38	a	a	DET
spir-8860	138	39	very	very	ADV
spir-8860	138	40	short	short	ADJ
spir-8860	138	41	period	period	NOUN
spir-8860	138	42	of	of	ADP
spir-8860	138	43	time	time	NOUN
spir-8860	138	44	(	(	PUNCT
spir-8860	138	45	hendrickson	hendrickson	PROPN
spir-8860	138	46	,	,	PUNCT
spir-8860	138	47	2012	2012	NUM
spir-8860	138	48	)	)	PUNCT
spir-8860	138	49	.	.	PUNCT
spir-8860	139	1	this	this	DET
spir-8860	139	2	large	large	ADJ
spir-8860	139	3	volume	volume	NOUN
spir-8860	139	4	of	of	ADP
spir-8860	139	5	data	datum	NOUN
spir-8860	139	6	creates	create	VERB
spir-8860	139	7	an	an	DET
spir-8860	139	8	opportunity	opportunity	NOUN
spir-8860	139	9	but	but	CCONJ
spir-8860	139	10	also	also	ADV
spir-8860	139	11	brings	bring	VERB
spir-8860	139	12	the	the	DET
spir-8860	139	13	problem	problem	NOUN
spir-8860	139	14	of	of	ADP
spir-8860	139	15	extracting	extract	VERB
spir-8860	139	16	important	important	ADJ
spir-8860	139	17	information	information	NOUN
spir-8860	139	18	.	.	PUNCT
spir-8860	140	1	this	this	DET
spir-8860	140	2	panel	panel	NOUN
spir-8860	140	3	paper	paper	NOUN
spir-8860	140	4	suggests	suggest	VERB
spir-8860	140	5	a	a	DET
spir-8860	140	6	framework	framework	NOUN
spir-8860	140	7	that	that	PRON
spir-8860	140	8	can	can	AUX
spir-8860	140	9	be	be	AUX
spir-8860	140	10	used	use	VERB
spir-8860	140	11	to	to	PART
spir-8860	140	12	identify	identify	VERB
spir-8860	140	13	important	important	ADJ
spir-8860	140	14	information	information	NOUN
spir-8860	140	15	from	from	ADP
spir-8860	140	16	these	these	DET
spir-8860	140	17	massive	massive	ADJ
spir-8860	140	18	datasets	dataset	NOUN
spir-8860	140	19	in	in	ADP
spir-8860	140	20	times	time	NOUN
spir-8860	140	21	of	of	ADP
spir-8860	140	22	crisis	crisis	NOUN
spir-8860	140	23	.	.	PUNCT
spir-8860	141	1	figure	figure	VERB
spir-8860	141	2	1	1	NUM
spir-8860	141	3	:	:	PUNCT
spir-8860	141	4	people	people	NOUN
spir-8860	141	5	’s	’s	PART
spir-8860	141	6	response	response	NOUN
spir-8860	141	7	for	for	ADP
spir-8860	141	8	mexico	mexico	PROPN
spir-8860	141	9	earthquake	earthquake	NOUN
spir-8860	141	10	,	,	PUNCT
spir-8860	141	11	as	as	ADP
spir-8860	141	12	a	a	DET
spir-8860	141	13	sudden	sudden	ADJ
spir-8860	141	14	event	event	NOUN
spir-8860	141	15	(	(	PUNCT
spir-8860	141	16	hendrickson	hendrickson	PROPN
spir-8860	141	17	,	,	PUNCT
spir-8860	141	18	2012	2012	NUM
spir-8860	141	19	)	)	PUNCT
spir-8860	141	20	.	.	PUNCT
spir-8860	142	1	finding	find	VERB
spir-8860	142	2	patterns	pattern	NOUN
spir-8860	142	3	there	there	PRON
spir-8860	142	4	are	be	VERB
spir-8860	142	5	two	two	NUM
spir-8860	142	6	approaches	approach	NOUN
spir-8860	142	7	commonly	commonly	ADV
spir-8860	142	8	used	use	VERB
spir-8860	142	9	to	to	PART
spir-8860	142	10	find	find	VERB
spir-8860	142	11	patterns	pattern	NOUN
spir-8860	142	12	in	in	ADP
spir-8860	142	13	crisis	crisis	NOUN
spir-8860	142	14	datasets	dataset	NOUN
spir-8860	142	15	generated	generate	VERB
spir-8860	142	16	via	via	ADP
spir-8860	142	17	twitter	twitter	NOUN
spir-8860	142	18	.	.	PUNCT
spir-8860	143	1	the	the	DET
spir-8860	143	2	first	first	ADJ
spir-8860	143	3	is	be	AUX
spir-8860	143	4	content	content	ADJ
spir-8860	143	5	analysis	analysis	NOUN
spir-8860	143	6	,	,	PUNCT
spir-8860	143	7	and	and	CCONJ
spir-8860	143	8	the	the	DET
spir-8860	143	9	second	second	NOUN
spir-8860	143	10	is	be	AUX
spir-8860	143	11	user	user	NOUN
spir-8860	143	12	profiling	profiling	NOUN
spir-8860	143	13	.	.	PUNCT
spir-8860	144	1	selected	select	VERB
spir-8860	144	2	papers	paper	NOUN
spir-8860	144	3	of	of	ADP
spir-8860	144	4	internet	internet	NOUN
spir-8860	144	5	research	research	NOUN
spir-8860	144	6	14.0	14.0	NUM
spir-8860	144	7	,	,	PUNCT
spir-8860	144	8	2013	2013	NUM
spir-8860	144	9	:	:	PUNCT
spir-8860	144	10	denver	denver	PROPN
spir-8860	144	11	,	,	PUNCT
spir-8860	144	12	usa	usa	PROPN
spir-8860	144	13	9	9	NUM
spir-8860	144	14	the	the	DET
spir-8860	144	15	content	content	NOUN
spir-8860	144	16	analysis	analysis	NOUN
spir-8860	144	17	approach	approach	NOUN
spir-8860	144	18	also	also	ADV
spir-8860	144	19	has	have	VERB
spir-8860	144	20	two	two	NUM
spir-8860	144	21	aspects	aspect	NOUN
spir-8860	144	22	to	to	ADP
spir-8860	144	23	it	it	PRON
spir-8860	144	24	.	.	PUNCT
spir-8860	145	1	the	the	DET
spir-8860	145	2	first	first	ADJ
spir-8860	145	3	is	be	AUX
spir-8860	145	4	the	the	DET
spir-8860	145	5	manual	manual	ADJ
spir-8860	145	6	approach	approach	NOUN
spir-8860	145	7	;	;	PUNCT
spir-8860	145	8	based	base	VERB
spir-8860	145	9	on	on	ADP
spir-8860	145	10	how	how	SCONJ
spir-8860	145	11	,	,	PUNCT
spir-8860	145	12	in	in	ADP
spir-8860	145	13	different	different	ADJ
spir-8860	145	14	case	case	NOUN
spir-8860	145	15	studies	study	NOUN
spir-8860	145	16	(	(	PUNCT
spir-8860	145	17	bruns	brun	NOUN
spir-8860	145	18	,	,	PUNCT
spir-8860	145	19	burgess	burgess	PROPN
spir-8860	145	20	,	,	PUNCT
spir-8860	145	21	crawford	crawford	PROPN
spir-8860	145	22	,	,	PUNCT
spir-8860	145	23	&	&	CCONJ
spir-8860	145	24	shaw	shaw	PROPN
spir-8860	145	25	,	,	PUNCT
spir-8860	145	26	2012	2012	NUM
spir-8860	145	27	;	;	PUNCT
spir-8860	145	28	vieweg	vieweg	NOUN
spir-8860	145	29	,	,	PUNCT
spir-8860	145	30	2012	2012	NUM
spir-8860	145	31	)	)	PUNCT
spir-8860	145	32	,	,	PUNCT
spir-8860	145	33	tweets	tweet	NOUN
spir-8860	145	34	could	could	AUX
spir-8860	145	35	be	be	AUX
spir-8860	145	36	grouped	group	VERB
spir-8860	145	37	in	in	ADP
spir-8860	145	38	broad	broad	ADJ
spir-8860	145	39	categories	category	NOUN
spir-8860	145	40	such	such	ADJ
spir-8860	145	41	as	as	ADP
spir-8860	145	42	information	information	NOUN
spir-8860	145	43	,	,	PUNCT
spir-8860	145	44	awareness	awareness	NOUN
spir-8860	145	45	,	,	PUNCT
spir-8860	145	46	advice	advice	NOUN
spir-8860	145	47	,	,	PUNCT
spir-8860	145	48	environment	environment	NOUN
spir-8860	145	49	status	status	NOUN
spir-8860	145	50	etc	etc	X
spir-8860	145	51	.	.	X
spir-8860	146	1	although	although	SCONJ
spir-8860	146	2	this	this	PRON
spir-8860	146	3	provides	provide	VERB
spir-8860	146	4	a	a	DET
spir-8860	146	5	good	good	ADJ
spir-8860	146	6	understanding	understanding	NOUN
spir-8860	146	7	of	of	ADP
spir-8860	146	8	the	the	DET
spir-8860	146	9	type	type	NOUN
spir-8860	146	10	of	of	ADP
spir-8860	146	11	tweets	tweet	NOUN
spir-8860	146	12	generated	generate	VERB
spir-8860	146	13	in	in	ADP
spir-8860	146	14	crisis	crisis	NOUN
spir-8860	146	15	situations	situation	NOUN
spir-8860	146	16	,	,	PUNCT
spir-8860	146	17	it	it	PRON
spir-8860	146	18	is	be	AUX
spir-8860	146	19	almost	almost	ADV
spir-8860	146	20	impossible	impossible	ADJ
spir-8860	146	21	to	to	PART
spir-8860	146	22	replicate	replicate	VERB
spir-8860	146	23	with	with	ADP
spir-8860	146	24	a	a	DET
spir-8860	146	25	large	large	ADJ
spir-8860	146	26	volume	volume	NOUN
spir-8860	146	27	in	in	ADP
spir-8860	146	28	a	a	DET
spir-8860	146	29	short	short	ADJ
spir-8860	146	30	period	period	NOUN
spir-8860	146	31	of	of	ADP
spir-8860	146	32	time	time	NOUN
spir-8860	146	33	.	.	PUNCT
spir-8860	147	1	the	the	DET
spir-8860	147	2	second	second	ADJ
spir-8860	147	3	approach	approach	NOUN
spir-8860	147	4	in	in	ADP
spir-8860	147	5	content	content	NOUN
spir-8860	147	6	analysis	analysis	NOUN
spir-8860	147	7	is	be	AUX
spir-8860	147	8	the	the	DET
spir-8860	147	9	automated	automate	VERB
spir-8860	147	10	approach	approach	NOUN
spir-8860	147	11	where	where	SCONJ
spir-8860	147	12	real	real	ADJ
spir-8860	147	13	time	time	NOUN
spir-8860	147	14	data	data	NOUN
spir-8860	147	15	processing	processing	NOUN
spir-8860	147	16	methods	method	NOUN
spir-8860	147	17	such	such	ADJ
spir-8860	147	18	as	as	ADP
spir-8860	147	19	dictionary	dictionary	NOUN
spir-8860	147	20	-	-	PUNCT
spir-8860	147	21	based	base	VERB
spir-8860	147	22	,	,	PUNCT
spir-8860	147	23	rule	rule	NOUN
spir-8860	147	24	based	base	VERB
spir-8860	147	25	,	,	PUNCT
spir-8860	147	26	and	and	CCONJ
spir-8860	147	27	hybrid	hybrid	ADJ
spir-8860	147	28	methods	method	NOUN
spir-8860	147	29	have	have	AUX
spir-8860	147	30	been	be	AUX
spir-8860	147	31	used	use	VERB
spir-8860	147	32	to	to	PART
spir-8860	147	33	find	find	VERB
spir-8860	147	34	patterns	pattern	NOUN
spir-8860	147	35	or	or	CCONJ
spir-8860	147	36	named	name	VERB
spir-8860	147	37	entities	entity	NOUN
spir-8860	147	38	(	(	PUNCT
spir-8860	147	39	location	location	NOUN
spir-8860	147	40	,	,	PUNCT
spir-8860	147	41	person	person	NOUN
spir-8860	147	42	or	or	CCONJ
spir-8860	147	43	organization	organization	NOUN
spir-8860	147	44	)	)	PUNCT
spir-8860	147	45	(	(	PUNCT
spir-8860	147	46	döhling	döhling	NOUN
spir-8860	147	47	&	&	CCONJ
spir-8860	147	48	leser	leser	PROPN
spir-8860	147	49	,	,	PUNCT
spir-8860	147	50	2011	2011	NUM
spir-8860	147	51	;	;	PUNCT
spir-8860	147	52	song	song	NOUN
spir-8860	147	53	,	,	PUNCT
spir-8860	147	54	tjondronegoro	tjondronegoro	PROPN
spir-8860	147	55	,	,	PUNCT
spir-8860	147	56	&	&	CCONJ
spir-8860	147	57	docherty	docherty	PROPN
spir-8860	147	58	,	,	PUNCT
spir-8860	147	59	2012	2012	NUM
spir-8860	147	60	)	)	PUNCT
spir-8860	147	61	.	.	PUNCT
spir-8860	148	1	this	this	DET
spir-8860	148	2	method	method	NOUN
spir-8860	148	3	has	have	VERB
spir-8860	148	4	its	its	PRON
spir-8860	148	5	own	own	ADJ
spir-8860	148	6	limitations	limitation	NOUN
spir-8860	148	7	,	,	PUNCT
spir-8860	148	8	as	as	ADP
spir-8860	148	9	the	the	DET
spir-8860	148	10	meaning	meaning	NOUN
spir-8860	148	11	and	and	CCONJ
spir-8860	148	12	the	the	DET
spir-8860	148	13	context	context	NOUN
spir-8860	148	14	rapidly	rapidly	ADV
spir-8860	148	15	changes	change	VERB
spir-8860	148	16	in	in	ADP
spir-8860	148	17	twitter	twitter	NOUN
spir-8860	148	18	(	(	PUNCT
spir-8860	148	19	vlachos	vlachos	ADP
spir-8860	148	20	,	,	PUNCT
spir-8860	148	21	2011	2011	NUM
spir-8860	148	22	)	)	PUNCT
spir-8860	148	23	.	.	PUNCT
spir-8860	149	1	user	user	NOUN
spir-8860	149	2	profiling	profiling	NOUN
spir-8860	149	3	looks	look	VERB
spir-8860	149	4	at	at	ADP
spir-8860	149	5	the	the	DET
spir-8860	149	6	users	user	NOUN
spir-8860	149	7	who	who	PRON
spir-8860	149	8	are	be	AUX
spir-8860	149	9	contributing	contribute	VERB
spir-8860	149	10	to	to	ADP
spir-8860	149	11	the	the	DET
spir-8860	149	12	dataset	dataset	NOUN
spir-8860	149	13	.	.	PUNCT
spir-8860	150	1	as	as	SCONJ
spir-8860	150	2	the	the	DET
spir-8860	150	3	authoritative	authoritative	ADJ
spir-8860	150	4	users	user	NOUN
spir-8860	150	5	(	(	PUNCT
spir-8860	150	6	or	or	CCONJ
spir-8860	150	7	actors	actor	NOUN
spir-8860	150	8	)	)	PUNCT
spir-8860	150	9	are	be	AUX
spir-8860	150	10	highly	highly	ADV
spir-8860	150	11	central	central	ADJ
spir-8860	150	12	and	and	CCONJ
spir-8860	150	13	active	active	ADJ
spir-8860	150	14	,	,	PUNCT
spir-8860	150	15	they	they	PRON
spir-8860	150	16	tend	tend	VERB
spir-8860	150	17	to	to	PART
spir-8860	150	18	transmit	transmit	VERB
spir-8860	150	19	the	the	DET
spir-8860	150	20	information	information	NOUN
spir-8860	150	21	very	very	ADV
spir-8860	150	22	quickly	quickly	ADV
spir-8860	150	23	.	.	PUNCT
spir-8860	151	1	therefore	therefore	ADV
spir-8860	151	2	current	current	ADJ
spir-8860	151	3	work	work	NOUN
spir-8860	151	4	(	(	PUNCT
spir-8860	151	5	cha	cha	NOUN
spir-8860	151	6	,	,	PUNCT
spir-8860	151	7	haddadi	haddadi	NOUN
spir-8860	151	8	,	,	PUNCT
spir-8860	151	9	benevenuto	benevenuto	NOUN
spir-8860	151	10	,	,	PUNCT
spir-8860	151	11	&	&	CCONJ
spir-8860	151	12	gummadi	gummadi	NOUN
spir-8860	151	13	,	,	PUNCT
spir-8860	151	14	2010	2010	NUM
spir-8860	151	15	;	;	PUNCT
spir-8860	151	16	garcia	garcia	PROPN
spir-8860	151	17	-	-	PUNCT
spir-8860	151	18	herranz	herranz	PROPN
spir-8860	151	19	,	,	PUNCT
spir-8860	151	20	egido	egido	ADJ
spir-8860	151	21	,	,	PUNCT
spir-8860	151	22	cebrian	cebrian	NOUN
spir-8860	151	23	,	,	PUNCT
spir-8860	151	24	christakis	christakis	PROPN
spir-8860	151	25	,	,	PUNCT
spir-8860	151	26	&	&	CCONJ
spir-8860	151	27	fowler	fowler	PROPN
spir-8860	151	28	,	,	PUNCT
spir-8860	151	29	2012	2012	NUM
spir-8860	151	30	;	;	PUNCT
spir-8860	151	31	wagner	wagner	PROPN
spir-8860	151	32	,	,	PUNCT
spir-8860	151	33	liao	liao	PROPN
spir-8860	151	34	,	,	PUNCT
spir-8860	151	35	pirolli	pirolli	PROPN
spir-8860	151	36	,	,	PUNCT
spir-8860	151	37	nelson	nelson	PROPN
spir-8860	151	38	,	,	PUNCT
spir-8860	151	39	&	&	CCONJ
spir-8860	151	40	strohmaier	strohmaier	NOUN
spir-8860	151	41	,	,	PUNCT
spir-8860	151	42	2012	2012	NUM
spir-8860	151	43	;	;	PUNCT
spir-8860	151	44	yamaguchi	yamaguchi	PROPN
spir-8860	151	45	,	,	PUNCT
spir-8860	151	46	takahashi	takahashi	PROPN
spir-8860	151	47	,	,	PUNCT
spir-8860	151	48	amagasa	amagasa	PROPN
spir-8860	151	49	,	,	PUNCT
spir-8860	151	50	&	&	CCONJ
spir-8860	151	51	kitagawa	kitagawa	PROPN
spir-8860	151	52	,	,	PUNCT
spir-8860	151	53	2010	2010	NUM
spir-8860	151	54	)	)	PUNCT
spir-8860	151	55	suggests	suggest	VERB
spir-8860	151	56	that	that	SCONJ
spir-8860	151	57	identifying	identify	VERB
spir-8860	151	58	,	,	PUNCT
spir-8860	151	59	profiling	profiling	NOUN
spir-8860	151	60	and	and	CCONJ
spir-8860	151	61	following	follow	VERB
spir-8860	151	62	authoritative	authoritative	ADJ
spir-8860	151	63	users	user	NOUN
spir-8860	151	64	is	be	AUX
spir-8860	151	65	superior	superior	ADJ
spir-8860	151	66	to	to	ADP
spir-8860	151	67	crunching	crunch	VERB
spir-8860	151	68	enormously	enormously	ADV
spir-8860	151	69	large	large	ADJ
spir-8860	151	70	datasets	dataset	NOUN
spir-8860	151	71	to	to	PART
spir-8860	151	72	identify	identify	VERB
spir-8860	151	73	what	what	PRON
spir-8860	151	74	is	be	AUX
spir-8860	151	75	important	important	ADJ
spir-8860	151	76	.	.	PUNCT
spir-8860	152	1	an	an	DET
spir-8860	152	2	additional	additional	ADJ
spir-8860	152	3	benefit	benefit	NOUN
spir-8860	152	4	of	of	ADP
spir-8860	152	5	user	user	NOUN
spir-8860	152	6	profiling	profiling	NOUN
spir-8860	152	7	is	be	AUX
spir-8860	152	8	that	that	SCONJ
spir-8860	152	9	it	it	PRON
spir-8860	152	10	is	be	AUX
spir-8860	152	11	very	very	ADV
spir-8860	152	12	expensive	expensive	ADJ
spir-8860	152	13	to	to	PART
spir-8860	152	14	purchase	purchase	VERB
spir-8860	152	15	access	access	NOUN
spir-8860	152	16	to	to	ADP
spir-8860	152	17	firehose	firehose	NOUN
spir-8860	152	18	(	(	PUNCT
spir-8860	152	19	100	100	NUM
spir-8860	152	20	%	%	NOUN
spir-8860	152	21	of	of	ADP
spir-8860	152	22	twitter	twitter	NOUN
spir-8860	152	23	data	data	PROPN
spir-8860	152	24	)	)	PUNCT
spir-8860	152	25	or	or	CCONJ
spir-8860	152	26	even	even	ADV
spir-8860	152	27	decahose	decahose	ADJ
spir-8860	152	28	(	(	PUNCT
spir-8860	152	29	~10	~10	ADJ
spir-8860	152	30	%	%	NOUN
spir-8860	152	31	of	of	ADP
spir-8860	152	32	twitter	twitter	NOUN
spir-8860	152	33	data	data	PROPN
spir-8860	152	34	)	)	PUNCT
spir-8860	152	35	to	to	PART
spir-8860	152	36	identify	identify	VERB
spir-8860	152	37	potential	potential	ADJ
spir-8860	152	38	warning	warning	NOUN
spir-8860	152	39	signs	sign	NOUN
spir-8860	152	40	or	or	CCONJ
spir-8860	152	41	important	important	ADJ
spir-8860	152	42	keywords	keyword	NOUN
spir-8860	152	43	(	(	PUNCT
spir-8860	152	44	reips	reip	NOUN
spir-8860	152	45	&	&	CCONJ
spir-8860	152	46	garaizar	garaizar	PROPN
spir-8860	152	47	,	,	PUNCT
spir-8860	152	48	2011	2011	NUM
spir-8860	152	49	)	)	PUNCT
spir-8860	152	50	.	.	PUNCT
spir-8860	153	1	methodology	methodology	NOUN
spir-8860	153	2	combining	combine	VERB
spir-8860	153	3	both	both	PRON
spir-8860	153	4	of	of	ADP
spir-8860	153	5	these	these	DET
spir-8860	153	6	approaches	approach	NOUN
spir-8860	153	7	is	be	AUX
spir-8860	153	8	useful	useful	ADJ
spir-8860	153	9	in	in	ADP
spir-8860	153	10	identifying	identify	VERB
spir-8860	153	11	which	which	PRON
spir-8860	153	12	messages	message	NOUN
spir-8860	153	13	are	be	AUX
spir-8860	153	14	important	important	ADJ
spir-8860	153	15	at	at	ADP
spir-8860	153	16	the	the	DET
spir-8860	153	17	time	time	NOUN
spir-8860	153	18	of	of	ADP
spir-8860	153	19	crisis	crisis	NOUN
spir-8860	153	20	.	.	PUNCT
spir-8860	154	1	in	in	ADP
spir-8860	154	2	this	this	DET
spir-8860	154	3	paper	paper	NOUN
spir-8860	154	4	,	,	PUNCT
spir-8860	154	5	i	i	PRON
spir-8860	154	6	identify	identify	VERB
spir-8860	154	7	a	a	DET
spir-8860	154	8	weighting	weighting	NOUN
spir-8860	154	9	criterion	criterion	NOUN
spir-8860	154	10	for	for	ADP
spir-8860	154	11	every	every	DET
spir-8860	154	12	incoming	incoming	ADJ
spir-8860	154	13	tweet	tweet	NOUN
spir-8860	154	14	that	that	PRON
spir-8860	154	15	is	be	AUX
spir-8860	154	16	captured	capture	VERB
spir-8860	154	17	.	.	PUNCT
spir-8860	155	1	by	by	ADP
spir-8860	155	2	assigning	assign	VERB
spir-8860	155	3	weights	weight	NOUN
spir-8860	155	4	to	to	ADP
spir-8860	155	5	each	each	DET
spir-8860	155	6	variable	variable	NOUN
spir-8860	155	7	the	the	DET
spir-8860	155	8	proposed	propose	VERB
spir-8860	155	9	framework	framework	NOUN
spir-8860	155	10	identifies	identify	VERB
spir-8860	155	11	which	which	DET
spir-8860	155	12	combination	combination	NOUN
spir-8860	155	13	yields	yield	VERB
spir-8860	155	14	the	the	DET
spir-8860	155	15	most	most	ADV
spir-8860	155	16	important	important	ADJ
spir-8860	155	17	results	result	NOUN
spir-8860	155	18	for	for	ADP
spir-8860	155	19	a	a	DET
spir-8860	155	20	crisis	crisis	NOUN
spir-8860	155	21	situation	situation	NOUN
spir-8860	155	22	.	.	PUNCT
spir-8860	156	1	if	if	SCONJ
spir-8860	156	2	the	the	DET
spir-8860	156	3	tweet	tweet	NOUN
spir-8860	156	4	gains	gain	VERB
spir-8860	156	5	more	more	ADJ
spir-8860	156	6	than	than	ADP
spir-8860	156	7	a	a	DET
spir-8860	156	8	certain	certain	ADJ
spir-8860	156	9	weight	weight	NOUN
spir-8860	156	10	,	,	PUNCT
spir-8860	156	11	it	it	PRON
spir-8860	156	12	is	be	AUX
spir-8860	156	13	deemed	deem	VERB
spir-8860	156	14	important	important	ADJ
spir-8860	156	15	and	and	CCONJ
spir-8860	156	16	is	be	AUX
spir-8860	156	17	sent	send	VERB
spir-8860	156	18	for	for	ADP
spir-8860	156	19	further	further	ADJ
spir-8860	156	20	evaluation	evaluation	NOUN
spir-8860	156	21	by	by	ADP
spir-8860	156	22	a	a	DET
spir-8860	156	23	person	person	NOUN
spir-8860	156	24	in	in	ADP
spir-8860	156	25	charge	charge	NOUN
spir-8860	156	26	.	.	PUNCT
spir-8860	157	1	keyword	keyword	NOUN
spir-8860	157	2	from	from	ADP
spir-8860	157	3	volume	volume	NOUN
spir-8860	157	4	below	below	ADP
spir-8860	157	5	(	(	PUNCT
spir-8860	157	6	table	table	NOUN
spir-8860	157	7	1	1	NUM
spir-8860	157	8	)	)	PUNCT
spir-8860	157	9	is	be	AUX
spir-8860	157	10	a	a	DET
spir-8860	157	11	sample	sample	NOUN
spir-8860	157	12	weight	weight	NOUN
spir-8860	157	13	assignment	assignment	NOUN
spir-8860	157	14	to	to	PART
spir-8860	157	15	identify	identify	VERB
spir-8860	157	16	if	if	SCONJ
spir-8860	157	17	a	a	DET
spir-8860	157	18	tweet	tweet	NOUN
spir-8860	157	19	should	should	AUX
spir-8860	157	20	be	be	AUX
spir-8860	157	21	marked	mark	VERB
spir-8860	157	22	as	as	ADP
spir-8860	157	23	a	a	DET
spir-8860	157	24	“	"	PUNCT
spir-8860	157	25	crisis	crisis	NOUN
spir-8860	157	26	tweet	tweet	NOUN
spir-8860	157	27	”	"	PUNCT
spir-8860	157	28	for	for	ADP
spir-8860	157	29	further	further	ADJ
spir-8860	157	30	processing	processing	NOUN
spir-8860	157	31	or	or	CCONJ
spir-8860	157	32	it	it	PRON
spir-8860	157	33	should	should	AUX
spir-8860	157	34	be	be	AUX
spir-8860	157	35	ignored	ignore	VERB
spir-8860	157	36	.	.	PUNCT
spir-8860	158	1	table	table	NOUN
spir-8860	158	2	1	1	NUM
spir-8860	158	3	:	:	PUNCT
spir-8860	158	4	weight	weight	NOUN
spir-8860	158	5	assignment	assignment	NOUN
spir-8860	158	6	to	to	ADP
spir-8860	158	7	an	an	DET
spir-8860	158	8	incoming	incoming	ADJ
spir-8860	158	9	tweet	tweet	NOUN
spir-8860	158	10	no	no	DET
spir-8860	158	11	category	category	NOUN
spir-8860	158	12	reference	reference	NOUN
spir-8860	158	13	weight	weight	NOUN
spir-8860	158	14	1	1	NUM
spir-8860	158	15	keyword	keyword	NOUN
spir-8860	158	16	contains	contain	VERB
spir-8860	158	17	disaster	disaster	NOUN
spir-8860	158	18	related	relate	VERB
spir-8860	158	19	keyword	keyword	NOUN
spir-8860	158	20	such	such	ADJ
spir-8860	158	21	as	as	ADP
spir-8860	158	22	“	"	PUNCT
spir-8860	158	23	earthquake	earthquake	NOUN
spir-8860	158	24	”	"	PUNCT
spir-8860	158	25	+	+	CCONJ
spir-8860	158	26	10	10	NUM
spir-8860	158	27	2	2	NUM
spir-8860	158	28	#	#	NOUN
spir-8860	158	29	hashtag	hashtag	NOUN
spir-8860	158	30	includes	include	VERB
spir-8860	158	31	a	a	DET
spir-8860	158	32	hashtag	hashtag	NOUN
spir-8860	158	33	+	+	CCONJ
spir-8860	158	34	15	15	NUM
spir-8860	158	35	3	3	NUM
spir-8860	158	36	#	#	NOUN
spir-8860	158	37	disaster	disaster	NOUN
spir-8860	158	38	-	-	PUNCT
spir-8860	158	39	hashtag	hashtag	NOUN
spir-8860	158	40	hashtag	hashtag	NOUN
spir-8860	158	41	contains	contain	VERB
spir-8860	158	42	a	a	DET
spir-8860	158	43	disaster	disaster	NOUN
spir-8860	158	44	related	relate	VERB
spir-8860	158	45	word	word	NOUN
spir-8860	158	46	+	+	CCONJ
spir-8860	158	47	8	8	NUM
spir-8860	158	48	therefore	therefore	ADV
spir-8860	158	49	if	if	SCONJ
spir-8860	158	50	an	an	DET
spir-8860	158	51	incoming	incoming	ADJ
spir-8860	158	52	tweet	tweet	NOUN
spir-8860	158	53	contains	contain	VERB
spir-8860	158	54	any	any	PRON
spir-8860	158	55	of	of	ADP
spir-8860	158	56	the	the	DET
spir-8860	158	57	keywords	keyword	NOUN
spir-8860	158	58	or	or	CCONJ
spir-8860	158	59	hashtag	hashtag	NOUN
spir-8860	158	60	it	it	PRON
spir-8860	158	61	can	can	AUX
spir-8860	158	62	be	be	AUX
spir-8860	158	63	sent	send	VERB
spir-8860	158	64	to	to	ADP
spir-8860	158	65	the	the	DET
spir-8860	158	66	individual	individual	ADJ
spir-8860	158	67	tweet	tweet	NOUN
spir-8860	158	68	analysis	analysis	NOUN
spir-8860	158	69	to	to	PART
spir-8860	158	70	gain	gain	VERB
spir-8860	158	71	a	a	DET
spir-8860	158	72	better	well	ADJ
spir-8860	158	73	understanding	understanding	NOUN
spir-8860	158	74	of	of	ADP
spir-8860	158	75	whether	whether	SCONJ
spir-8860	158	76	this	this	PRON
spir-8860	158	77	is	be	AUX
spir-8860	158	78	a	a	DET
spir-8860	158	79	crisis	crisis	NOUN
spir-8860	158	80	situation	situation	NOUN
spir-8860	158	81	or	or	CCONJ
spir-8860	158	82	if	if	SCONJ
spir-8860	158	83	it	it	PRON
spir-8860	158	84	is	be	AUX
spir-8860	158	85	a	a	DET
spir-8860	158	86	false	false	ADJ
spir-8860	158	87	alarm	alarm	NOUN
spir-8860	158	88	.	.	PUNCT
spir-8860	159	1	categorising	categorise	VERB
spir-8860	159	2	individual	individual	ADJ
spir-8860	159	3	tweets	tweet	NOUN
spir-8860	159	4	once	once	SCONJ
spir-8860	159	5	a	a	DET
spir-8860	159	6	tweet	tweet	NOUN
spir-8860	159	7	is	be	AUX
spir-8860	159	8	sent	send	VERB
spir-8860	159	9	for	for	ADP
spir-8860	159	10	detailed	detailed	ADJ
spir-8860	159	11	analysis	analysis	NOUN
spir-8860	159	12	,	,	PUNCT
spir-8860	159	13	it	it	PRON
spir-8860	159	14	can	can	AUX
spir-8860	159	15	then	then	ADV
spir-8860	159	16	be	be	AUX
spir-8860	159	17	given	give	VERB
spir-8860	159	18	further	further	ADJ
spir-8860	159	19	weight	weight	NOUN
spir-8860	159	20	in	in	ADP
spir-8860	159	21	order	order	NOUN
spir-8860	159	22	to	to	PART
spir-8860	159	23	gain	gain	VERB
spir-8860	159	24	a	a	DET
spir-8860	159	25	better	well	ADJ
spir-8860	159	26	understanding	understanding	NOUN
spir-8860	159	27	of	of	ADP
spir-8860	159	28	what	what	PRON
spir-8860	159	29	this	this	DET
spir-8860	159	30	tweet	tweet	NOUN
spir-8860	159	31	actually	actually	ADV
spir-8860	159	32	contributes	contribute	VERB
spir-8860	159	33	.	.	PUNCT
spir-8860	160	1	for	for	ADP
spir-8860	160	2	example	example	NOUN
spir-8860	160	3	,	,	PUNCT
spir-8860	160	4	a	a	DET
spir-8860	160	5	tweet	tweet	NOUN
spir-8860	160	6	sent	send	VERB
spir-8860	160	7	by	by	ADP
spir-8860	160	8	the	the	DET
spir-8860	160	9	“	"	PUNCT
spir-8860	160	10	keyword	keyword	NOUN
spir-8860	160	11	from	from	ADP
spir-8860	160	12	volume	volume	NOUN
spir-8860	160	13	”	"	PUNCT
spir-8860	160	14	separator	separator	NOUN
spir-8860	160	15	described	describe	VERB
spir-8860	160	16	above	above	ADV
spir-8860	160	17	can	can	AUX
spir-8860	160	18	now	now	ADV
spir-8860	160	19	be	be	AUX
spir-8860	160	20	analyzed	analyze	VERB
spir-8860	160	21	in	in	ADP
spir-8860	160	22	detail	detail	NOUN
spir-8860	160	23	(	(	PUNCT
spir-8860	160	24	table	table	NOUN
spir-8860	160	25	2	2	NUM
spir-8860	160	26	):	):	PUNCT
spir-8860	160	27	table	table	NOUN
spir-8860	160	28	2	2	NUM
spir-8860	160	29	:	:	PUNCT
spir-8860	160	30	weight	weight	NOUN
spir-8860	160	31	assignment	assignment	NOUN
spir-8860	160	32	to	to	ADP
spir-8860	160	33	an	an	DET
spir-8860	160	34	individual	individual	ADJ
spir-8860	160	35	tweet	tweet	NOUN
spir-8860	160	36	selected	select	VERB
spir-8860	160	37	papers	paper	NOUN
spir-8860	160	38	of	of	ADP
spir-8860	160	39	internet	internet	NOUN
spir-8860	160	40	research	research	NOUN
spir-8860	160	41	14.0	14.0	NUM
spir-8860	160	42	,	,	PUNCT
spir-8860	160	43	2013	2013	NUM
spir-8860	160	44	:	:	PUNCT
spir-8860	160	45	denver	denver	PROPN
spir-8860	160	46	,	,	PUNCT
spir-8860	160	47	usa	usa	PROPN
spir-8860	160	48	10	10	NUM
spir-8860	160	49	no	no	DET
spir-8860	160	50	category	category	NOUN
spir-8860	160	51	reference	reference	NOUN
spir-8860	160	52	weight	weight	NOUN
spir-8860	160	53	1	1	NUM
spir-8860	160	54	rt	rt	PROPN
spir-8860	160	55	retweet	retweet	NOUN
spir-8860	160	56	of	of	ADP
spir-8860	160	57	a	a	DET
spir-8860	160	58	previously	previously	ADV
spir-8860	160	59	stored	store	VERB
spir-8860	160	60	tweet	tweet	NOUN
spir-8860	160	61	-10	-10	PUNCT
spir-8860	160	62	2	2	NUM
spir-8860	160	63	named	name	VERB
spir-8860	160	64	entity	entity	NOUN
spir-8860	160	65	name	name	NOUN
spir-8860	160	66	of	of	ADP
spir-8860	160	67	a	a	DET
spir-8860	160	68	place	place	NOUN
spir-8860	160	69	not	not	PART
spir-8860	160	70	identified	identify	VERB
spir-8860	160	71	before	before	ADP
spir-8860	160	72	+10	+10	NOUN
spir-8860	160	73	3	3	NUM
spir-8860	160	74	url	url	NOUN
spir-8860	160	75	uses	use	VERB
spir-8860	160	76	a	a	DET
spir-8860	160	77	link	link	NOUN
spir-8860	160	78	to	to	ADP
spir-8860	160	79	a	a	DET
spir-8860	160	80	news	news	NOUN
spir-8860	160	81	site	site	NOUN
spir-8860	160	82	+	+	CCONJ
spir-8860	160	83	2	2	NUM
spir-8860	160	84	4	4	NUM
spir-8860	160	85	instragram	instragram	NOUN
spir-8860	160	86	url	url	NOUN
spir-8860	160	87	is	be	AUX
spir-8860	160	88	that	that	SCONJ
spir-8860	160	89	a	a	DET
spir-8860	160	90	cat	cat	NOUN
spir-8860	160	91	photo	photo	NOUN
spir-8860	160	92	?	?	PUNCT
spir-8860	161	1	5	5	NUM
spir-8860	161	2	5	5	NUM
spir-8860	161	3	vine	vine	NOUN
spir-8860	161	4	video	video	NOUN
spir-8860	161	5	a	a	DET
spir-8860	161	6	new	new	ADJ
spir-8860	161	7	vine	vine	NOUN
spir-8860	161	8	video	video	NOUN
spir-8860	161	9	just	just	ADV
spir-8860	161	10	recorded	record	VERB
spir-8860	161	11	+	+	CCONJ
spir-8860	161	12	3	3	NUM
spir-8860	161	13	6	6	NUM
spir-8860	161	14	temporal	temporal	ADJ
spir-8860	161	15	word	word	NOUN
spir-8860	161	16	has	have	VERB
spir-8860	161	17	word	word	NOUN
spir-8860	161	18	with	with	ADP
spir-8860	161	19	certain	certain	ADJ
spir-8860	161	20	time	time	NOUN
spir-8860	161	21	+	+	CCONJ
spir-8860	161	22	1	1	NUM
spir-8860	161	23	7	7	NUM
spir-8860	161	24	appeal	appeal	NOUN
spir-8860	161	25	word	word	NOUN
spir-8860	161	26	included	include	VERB
spir-8860	161	27	word	word	NOUN
spir-8860	161	28	“	"	PUNCT
spir-8860	161	29	help	help	NOUN
spir-8860	161	30	”	"	PUNCT
spir-8860	161	31	+10	+10	NOUN
spir-8860	161	32	based	base	VERB
spir-8860	161	33	on	on	ADP
spir-8860	161	34	these	these	DET
spir-8860	161	35	criteria	criterion	NOUN
spir-8860	161	36	,	,	PUNCT
spir-8860	161	37	if	if	SCONJ
spir-8860	161	38	it	it	PRON
spir-8860	161	39	appears	appear	VERB
spir-8860	161	40	to	to	PART
spir-8860	161	41	be	be	AUX
spir-8860	161	42	a	a	DET
spir-8860	161	43	potential	potential	ADJ
spir-8860	161	44	crisis	crisis	NOUN
spir-8860	161	45	related	relate	VERB
spir-8860	161	46	tweet	tweet	NOUN
spir-8860	161	47	it	it	PRON
spir-8860	161	48	then	then	ADV
spir-8860	161	49	gets	get	VERB
spir-8860	161	50	a	a	DET
spir-8860	161	51	high	high	ADJ
spir-8860	161	52	total	total	ADJ
spir-8860	161	53	mark	mark	NOUN
spir-8860	161	54	and	and	CCONJ
spir-8860	161	55	is	be	AUX
spir-8860	161	56	displayed	display	VERB
spir-8860	161	57	on	on	ADP
spir-8860	161	58	the	the	DET
spir-8860	161	59	dashboard	dashboard	NOUN
spir-8860	161	60	,	,	PUNCT
spir-8860	161	61	while	while	SCONJ
spir-8860	161	62	at	at	ADP
spir-8860	161	63	the	the	DET
spir-8860	161	64	same	same	ADJ
spir-8860	161	65	time	time	NOUN
spir-8860	161	66	the	the	DET
spir-8860	161	67	identified	identify	VERB
spir-8860	161	68	keyword	keyword	NOUN
spir-8860	161	69	or	or	CCONJ
spir-8860	161	70	hashtag	hashtag	NOUN
spir-8860	161	71	is	be	AUX
spir-8860	161	72	added	add	VERB
spir-8860	161	73	to	to	ADP
spir-8860	161	74	the	the	DET
spir-8860	161	75	data	datum	NOUN
spir-8860	161	76	collction	collction	NOUN
spir-8860	161	77	stream	stream	NOUN
spir-8860	161	78	to	to	PART
spir-8860	161	79	understand	understand	VERB
spir-8860	161	80	if	if	SCONJ
spir-8860	161	81	it	it	PRON
spir-8860	161	82	is	be	AUX
spir-8860	161	83	a	a	DET
spir-8860	161	84	rising	rise	VERB
spir-8860	161	85	or	or	CCONJ
spir-8860	161	86	a	a	DET
spir-8860	161	87	falling	fall	VERB
spir-8860	161	88	trend	trend	NOUN
spir-8860	161	89	.	.	PUNCT
spir-8860	162	1	identifying	identify	VERB
spir-8860	162	2	if	if	SCONJ
spir-8860	162	3	a	a	DET
spir-8860	162	4	crisis	crisis	NOUN
spir-8860	162	5	is	be	AUX
spir-8860	162	6	on	on	ADP
spir-8860	162	7	the	the	DET
spir-8860	162	8	rise	rise	NOUN
spir-8860	162	9	once	once	SCONJ
spir-8860	162	10	a	a	DET
spir-8860	162	11	keyword	keyword	NOUN
spir-8860	162	12	,	,	PUNCT
spir-8860	162	13	named	name	VERB
spir-8860	162	14	identity	identity	NOUN
spir-8860	162	15	or	or	CCONJ
spir-8860	162	16	hashtag	hashtag	NOUN
spir-8860	162	17	from	from	ADP
spir-8860	162	18	the	the	DET
spir-8860	162	19	individual	individual	ADJ
spir-8860	162	20	tweet	tweet	NOUN
spir-8860	162	21	analysis	analysis	NOUN
spir-8860	162	22	has	have	AUX
spir-8860	162	23	been	be	AUX
spir-8860	162	24	identified	identify	VERB
spir-8860	162	25	as	as	ADP
spir-8860	162	26	potentially	potentially	ADV
spir-8860	162	27	a	a	DET
spir-8860	162	28	crisis	crisis	NOUN
spir-8860	162	29	related	relate	VERB
spir-8860	162	30	tweet	tweet	NOUN
spir-8860	162	31	,	,	PUNCT
spir-8860	162	32	it	it	PRON
spir-8860	162	33	is	be	AUX
spir-8860	162	34	sent	send	VERB
spir-8860	162	35	to	to	ADP
spir-8860	162	36	this	this	DET
spir-8860	162	37	section	section	NOUN
spir-8860	162	38	to	to	PART
spir-8860	162	39	identify	identify	VERB
spir-8860	162	40	the	the	DET
spir-8860	162	41	incoming	incoming	ADJ
spir-8860	162	42	rate	rate	NOUN
spir-8860	162	43	of	of	ADP
spir-8860	162	44	this	this	DET
spir-8860	162	45	tweet	tweet	NOUN
spir-8860	162	46	.	.	PUNCT
spir-8860	163	1	based	base	VERB
spir-8860	163	2	on	on	ADP
spir-8860	163	3	how	how	SCONJ
spir-8860	163	4	frequently	frequently	ADV
spir-8860	163	5	it	it	PRON
spir-8860	163	6	has	have	AUX
spir-8860	163	7	been	be	AUX
spir-8860	163	8	mentioned	mention	VERB
spir-8860	163	9	it	it	PRON
spir-8860	163	10	is	be	AUX
spir-8860	163	11	then	then	ADV
spir-8860	163	12	given	give	VERB
spir-8860	163	13	a	a	DET
spir-8860	163	14	new	new	ADJ
spir-8860	163	15	weight	weight	NOUN
spir-8860	163	16	(	(	PUNCT
spir-8860	163	17	table	table	NOUN
spir-8860	163	18	3	3	NUM
spir-8860	163	19	)	)	PUNCT
spir-8860	163	20	.	.	PUNCT
spir-8860	164	1	table	table	NOUN
spir-8860	164	2	3	3	NUM
spir-8860	164	3	:	:	PUNCT
spir-8860	164	4	weight	weight	NOUN
spir-8860	164	5	assignment	assignment	NOUN
spir-8860	164	6	to	to	ADP
spir-8860	164	7	an	an	DET
spir-8860	164	8	incoming	incoming	ADJ
spir-8860	164	9	tweet	tweet	NOUN
spir-8860	164	10	based	base	VERB
spir-8860	164	11	on	on	ADP
spir-8860	164	12	the	the	DET
spir-8860	164	13	occurance	occurance	NOUN
spir-8860	164	14	no	no	DET
spir-8860	164	15	category	category	NOUN
spir-8860	164	16	reference	reference	NOUN
spir-8860	164	17	weight	weight	NOUN
spir-8860	164	18	1	1	NUM
spir-8860	164	19	double	double	ADJ
spir-8860	164	20	mention	mention	NOUN
spir-8860	164	21	in	in	ADP
spir-8860	164	22	last	last	ADJ
spir-8860	164	23	5	5	NUM
spir-8860	164	24	seconds	second	NOUN
spir-8860	164	25	potentially	potentially	ADV
spir-8860	164	26	dangerous	dangerous	ADJ
spir-8860	165	1	+	+	CCONJ
spir-8860	165	2	10	10	NUM
spir-8860	165	3	2	2	NUM
spir-8860	165	4	200	200	NUM
spir-8860	165	5	mention	mention	NOUN
spir-8860	165	6	in	in	ADP
spir-8860	165	7	last	last	ADJ
spir-8860	165	8	one	one	NUM
spir-8860	165	9	minute	minute	NOUN
spir-8860	165	10	may	may	AUX
spir-8860	165	11	be	be	AUX
spir-8860	165	12	a	a	DET
spir-8860	165	13	crisis	crisis	NOUN
spir-8860	165	14	is	be	AUX
spir-8860	165	15	arising	arise	VERB
spir-8860	165	16	+	+	CCONJ
spir-8860	165	17	25	25	NUM
spir-8860	165	18	3	3	NUM
spir-8860	165	19	mention	mention	NOUN
spir-8860	165	20	+	+	CCONJ
spir-8860	165	21	rt	rt	PROPN
spir-8860	165	22	from	from	ADP
spir-8860	165	23	news	news	NOUN
spir-8860	165	24	organization	organization	NOUN
spir-8860	165	25	information	information	NOUN
spir-8860	165	26	already	already	ADV
spir-8860	165	27	known	know	VERB
spir-8860	165	28	10	10	NUM
spir-8860	165	29	therefore	therefore	ADV
spir-8860	165	30	,	,	PUNCT
spir-8860	165	31	based	base	VERB
spir-8860	165	32	on	on	ADP
spir-8860	165	33	the	the	DET
spir-8860	165	34	frequency	frequency	NOUN
spir-8860	165	35	of	of	ADP
spir-8860	165	36	the	the	DET
spir-8860	165	37	mention	mention	NOUN
spir-8860	165	38	,	,	PUNCT
spir-8860	165	39	it	it	PRON
spir-8860	165	40	can	can	AUX
spir-8860	165	41	now	now	ADV
spir-8860	165	42	be	be	AUX
spir-8860	165	43	identified	identify	VERB
spir-8860	165	44	whether	whether	SCONJ
spir-8860	165	45	this	this	PRON
spir-8860	165	46	is	be	AUX
spir-8860	165	47	a	a	DET
spir-8860	165	48	trending	trend	VERB
spir-8860	165	49	tweet	tweet	NOUN
spir-8860	165	50	or	or	CCONJ
spir-8860	165	51	it	it	PRON
spir-8860	165	52	is	be	AUX
spir-8860	165	53	actually	actually	ADV
spir-8860	165	54	declining	decline	VERB
spir-8860	165	55	in	in	ADP
spir-8860	165	56	the	the	DET
spir-8860	165	57	stream	stream	NOUN
spir-8860	165	58	.	.	PUNCT
spir-8860	166	1	user	user	NOUN
spir-8860	166	2	profling	profle	VERB
spir-8860	166	3	once	once	ADV
spir-8860	166	4	a	a	DET
spir-8860	166	5	tweet	tweet	NOUN
spir-8860	166	6	has	have	AUX
spir-8860	166	7	been	be	AUX
spir-8860	166	8	identified	identify	VERB
spir-8860	166	9	as	as	ADP
spir-8860	166	10	a	a	DET
spir-8860	166	11	seemingly	seemingly	ADV
spir-8860	166	12	potential	potential	ADJ
spir-8860	166	13	crisis	crisis	NOUN
spir-8860	166	14	tweet	tweet	NOUN
spir-8860	166	15	via	via	ADP
spir-8860	166	16	keyword	keyword	NOUN
spir-8860	166	17	or	or	CCONJ
spir-8860	166	18	hashtag	hashtag	NOUN
spir-8860	166	19	,	,	PUNCT
spir-8860	166	20	user	user	NOUN
spir-8860	166	21	profiling	profiling	NOUN
spir-8860	166	22	is	be	AUX
spir-8860	166	23	activated	activate	VERB
spir-8860	166	24	.	.	PUNCT
spir-8860	167	1	this	this	PRON
spir-8860	167	2	is	be	AUX
spir-8860	167	3	to	to	PART
spir-8860	167	4	identify	identify	VERB
spir-8860	167	5	the	the	DET
spir-8860	167	6	authority	authority	NOUN
spir-8860	167	7	,	,	PUNCT
spir-8860	167	8	or	or	CCONJ
spir-8860	167	9	the	the	DET
spir-8860	167	10	role	role	NOUN
spir-8860	167	11	,	,	PUNCT
spir-8860	167	12	the	the	DET
spir-8860	167	13	user	user	NOUN
spir-8860	167	14	might	might	AUX
spir-8860	167	15	have	have	VERB
spir-8860	167	16	within	within	ADP
spir-8860	167	17	the	the	DET
spir-8860	167	18	situation	situation	NOUN
spir-8860	167	19	.	.	PUNCT
spir-8860	168	1	based	base	VERB
spir-8860	168	2	on	on	ADP
spir-8860	168	3	the	the	DET
spir-8860	168	4	weights	weight	NOUN
spir-8860	168	5	(	(	PUNCT
spir-8860	168	6	table	table	NOUN
spir-8860	168	7	4	4	NUM
spir-8860	168	8	)	)	PUNCT
spir-8860	168	9	,	,	PUNCT
spir-8860	168	10	they	they	PRON
spir-8860	168	11	can	can	AUX
spir-8860	168	12	be	be	AUX
spir-8860	168	13	categorised	categorise	VERB
spir-8860	168	14	into	into	ADP
spir-8860	168	15	leaders	leader	NOUN
spir-8860	168	16	,	,	PUNCT
spir-8860	168	17	novices	novice	NOUN
spir-8860	168	18	or	or	CCONJ
spir-8860	168	19	insiders	insider	NOUN
spir-8860	168	20	for	for	ADP
spir-8860	168	21	that	that	DET
spir-8860	168	22	situation	situation	NOUN
spir-8860	168	23	.	.	PUNCT
spir-8860	169	1	if	if	SCONJ
spir-8860	169	2	they	they	PRON
spir-8860	169	3	appear	appear	VERB
spir-8860	169	4	to	to	PART
spir-8860	169	5	be	be	AUX
spir-8860	169	6	an	an	DET
spir-8860	169	7	authority	authority	NOUN
spir-8860	169	8	,	,	PUNCT
spir-8860	169	9	their	their	PRON
spir-8860	169	10	tweet	tweet	NOUN
spir-8860	169	11	gets	get	VERB
spir-8860	169	12	higher	high	ADJ
spir-8860	169	13	priority	priority	NOUN
spir-8860	169	14	than	than	ADP
spir-8860	169	15	someone	someone	PRON
spir-8860	169	16	who	who	PRON
spir-8860	169	17	is	be	AUX
spir-8860	169	18	a	a	DET
spir-8860	169	19	novice	novice	NOUN
spir-8860	169	20	.	.	PUNCT
spir-8860	170	1	table	table	NOUN
spir-8860	170	2	4	4	NUM
spir-8860	170	3	:	:	PUNCT
spir-8860	170	4	weight	weight	NOUN
spir-8860	170	5	assignment	assignment	NOUN
spir-8860	170	6	to	to	ADP
spir-8860	170	7	a	a	DET
spir-8860	170	8	user	user	NOUN
spir-8860	170	9	no	no	DET
spir-8860	170	10	category	category	NOUN
spir-8860	170	11	reference	reference	NOUN
spir-8860	170	12	weight	weight	NOUN
spir-8860	170	13	1	1	NUM
spir-8860	170	14	new	new	ADJ
spir-8860	170	15	registration	registration	NOUN
spir-8860	170	16	spam	spam	NOUN
spir-8860	170	17	bot	bot	NOUN
spir-8860	170	18	or	or	CCONJ
spir-8860	170	19	real	real	ADJ
spir-8860	170	20	human	human	ADJ
spir-8860	170	21	2	2	NUM
spir-8860	170	22	2	2	NUM
spir-8860	170	23	user	user	NOUN
spir-8860	170	24	has	have	AUX
spir-8860	170	25	above	above	ADP
spir-8860	170	26	500	500	NUM
spir-8860	170	27	followers	follower	NOUN
spir-8860	170	28	popular	popular	ADJ
spir-8860	170	29	user	user	NOUN
spir-8860	170	30	+	+	CCONJ
spir-8860	170	31	5	5	NUM
spir-8860	170	32	selected	select	VERB
spir-8860	170	33	papers	paper	NOUN
spir-8860	170	34	of	of	ADP
spir-8860	170	35	internet	internet	NOUN
spir-8860	170	36	research	research	NOUN
spir-8860	170	37	14.0	14.0	NUM
spir-8860	170	38	,	,	PUNCT
spir-8860	170	39	2013	2013	NUM
spir-8860	170	40	:	:	PUNCT
spir-8860	170	41	denver	denver	PROPN
spir-8860	170	42	,	,	PUNCT
spir-8860	170	43	usa	usa	PROPN
spir-8860	170	44	11	11	NUM
spir-8860	170	45	3	3	NUM
spir-8860	170	46	user	user	NOUN
spir-8860	170	47	has	have	VERB
spir-8860	170	48	location	location	NOUN
spir-8860	170	49	enabled	enable	VERB
spir-8860	170	50	the	the	DET
spir-8860	170	51	location	location	NOUN
spir-8860	170	52	matches	match	VERB
spir-8860	170	53	the	the	DET
spir-8860	170	54	named	name	VERB
spir-8860	170	55	entity	entity	NOUN
spir-8860	170	56	mentioned	mention	VERB
spir-8860	170	57	in	in	ADP
spir-8860	170	58	the	the	DET
spir-8860	170	59	tweet	tweet	NOUN
spir-8860	170	60	+	+	CCONJ
spir-8860	170	61	10	10	NUM
spir-8860	170	62	4	4	NUM
spir-8860	170	63	user	user	NOUN
spir-8860	170	64	bio	bio	NOUN
spir-8860	170	65	has	have	AUX
spir-8860	170	66	listed	list	VERB
spir-8860	170	67	keywords	keyword	NOUN
spir-8860	170	68	(	(	PUNCT
spir-8860	170	69	such	such	ADJ
spir-8860	170	70	as	as	ADP
spir-8860	170	71	emergency	emergency	NOUN
spir-8860	170	72	,	,	PUNCT
spir-8860	170	73	research	research	NOUN
spir-8860	170	74	etc	etc	X
spir-8860	170	75	)	)	PUNCT
spir-8860	170	76	potentially	potentially	ADV
spir-8860	170	77	an	an	DET
spir-8860	170	78	expert	expert	NOUN
spir-8860	170	79	user	user	NOUN
spir-8860	170	80	+	+	CCONJ
spir-8860	170	81	15	15	NUM
spir-8860	170	82	5	5	NUM
spir-8860	170	83	user	user	NOUN
spir-8860	170	84	is	be	AUX
spir-8860	170	85	included	include	VERB
spir-8860	170	86	in	in	ADP
spir-8860	170	87	other	other	ADJ
spir-8860	170	88	user	user	NOUN
spir-8860	170	89	’s	’s	PART
spir-8860	170	90	curated	curate	VERB
spir-8860	170	91	list	list	NOUN
spir-8860	170	92	known	know	VERB
spir-8860	170	93	expert	expert	NOUN
spir-8860	170	94	+15	+15	NOUN
spir-8860	170	95	in	in	ADP
spir-8860	170	96	the	the	DET
spir-8860	170	97	end	end	NOUN
spir-8860	170	98	,	,	PUNCT
spir-8860	170	99	if	if	SCONJ
spir-8860	170	100	the	the	DET
spir-8860	170	101	total	total	ADJ
spir-8860	170	102	weight	weight	NOUN
spir-8860	170	103	is	be	AUX
spir-8860	170	104	above	above	ADP
spir-8860	170	105	an	an	DET
spir-8860	170	106	identified	identify	VERB
spir-8860	170	107	level	level	NOUN
spir-8860	170	108	,	,	PUNCT
spir-8860	170	109	it	it	PRON
spir-8860	170	110	is	be	AUX
spir-8860	170	111	identified	identify	VERB
spir-8860	170	112	as	as	ADP
spir-8860	170	113	important	important	ADJ
spir-8860	170	114	and	and	CCONJ
spir-8860	170	115	it	it	PRON
spir-8860	170	116	can	can	AUX
spir-8860	170	117	now	now	ADV
spir-8860	170	118	be	be	AUX
spir-8860	170	119	sent	send	VERB
spir-8860	170	120	to	to	ADP
spir-8860	170	121	the	the	DET
spir-8860	170	122	crisis	crisis	NOUN
spir-8860	170	123	monitoring	monitoring	NOUN
spir-8860	170	124	authority	authority	NOUN
spir-8860	170	125	for	for	ADP
spir-8860	170	126	evaluation	evaluation	NOUN
spir-8860	170	127	.	.	PUNCT
spir-8860	171	1	discussions	discussion	NOUN
spir-8860	171	2	on	on	ADP
spir-8860	171	3	findings	finding	NOUN
spir-8860	171	4	the	the	DET
spir-8860	171	5	significance	significance	NOUN
spir-8860	171	6	of	of	ADP
spir-8860	171	7	this	this	DET
spir-8860	171	8	framework	framework	NOUN
spir-8860	171	9	is	be	AUX
spir-8860	171	10	the	the	DET
spir-8860	171	11	ability	ability	NOUN
spir-8860	171	12	to	to	PART
spir-8860	171	13	separate	separate	VERB
spir-8860	171	14	tweets	tweet	NOUN
spir-8860	171	15	that	that	PRON
spir-8860	171	16	are	be	AUX
spir-8860	171	17	potentially	potentially	ADV
spir-8860	171	18	important	important	ADJ
spir-8860	171	19	for	for	SCONJ
spir-8860	171	20	the	the	DET
spir-8860	171	21	target	target	NOUN
spir-8860	171	22	audience	audience	NOUN
spir-8860	171	23	(	(	PUNCT
spir-8860	171	24	community	community	NOUN
spir-8860	171	25	safety	safety	NOUN
spir-8860	171	26	,	,	PUNCT
spir-8860	171	27	red	red	PROPN
spir-8860	171	28	cross	cross	PROPN
spir-8860	171	29	etc	etc	X
spir-8860	171	30	)	)	PUNCT
spir-8860	171	31	from	from	ADP
spir-8860	171	32	the	the	DET
spir-8860	171	33	stream	stream	NOUN
spir-8860	171	34	of	of	ADP
spir-8860	171	35	a	a	DET
spir-8860	171	36	noisy	noisy	ADJ
spir-8860	171	37	twitter	twitter	NOUN
spir-8860	171	38	dataset	dataset	VERB
spir-8860	171	39	.	.	PUNCT
spir-8860	172	1	this	this	DET
spir-8860	172	2	approach	approach	NOUN
spir-8860	172	3	is	be	AUX
spir-8860	172	4	currently	currently	ADV
spir-8860	172	5	being	be	AUX
spir-8860	172	6	tested	test	VERB
spir-8860	172	7	with	with	ADP
spir-8860	172	8	archived	archive	VERB
spir-8860	172	9	datasets	dataset	NOUN
spir-8860	172	10	and	and	CCONJ
spir-8860	172	11	the	the	DET
spir-8860	172	12	full	full	ADJ
spir-8860	172	13	results	result	NOUN
spir-8860	172	14	will	will	AUX
spir-8860	172	15	be	be	AUX
spir-8860	172	16	published	publish	VERB
spir-8860	172	17	when	when	SCONJ
spir-8860	172	18	available	available	ADJ
spir-8860	172	19	.	.	PUNCT
spir-8860	173	1	based	base	VERB
spir-8860	173	2	on	on	ADP
spir-8860	173	3	preliminary	preliminary	ADJ
spir-8860	173	4	results	result	NOUN
spir-8860	173	5	,	,	PUNCT
spir-8860	173	6	the	the	DET
spir-8860	173	7	combination	combination	NOUN
spir-8860	173	8	of	of	ADP
spir-8860	173	9	“	"	PUNCT
spir-8860	173	10	keyword	keyword	NOUN
spir-8860	173	11	,	,	PUNCT
spir-8860	173	12	named	name	VERB
spir-8860	173	13	entity	entity	NOUN
spir-8860	173	14	and	and	CCONJ
spir-8860	173	15	url	url	NOUN
spir-8860	173	16	with	with	ADP
spir-8860	173	17	images	image	NOUN
spir-8860	173	18	that	that	PRON
spir-8860	173	19	do	do	AUX
spir-8860	173	20	not	not	PART
spir-8860	173	21	contain	contain	VERB
spir-8860	173	22	retweets	retweet	NOUN
spir-8860	173	23	”	"	PUNCT
spir-8860	173	24	appears	appear	VERB
spir-8860	173	25	to	to	PART
spir-8860	173	26	be	be	AUX
spir-8860	173	27	more	more	ADV
spir-8860	173	28	important	important	ADJ
spir-8860	173	29	that	that	SCONJ
spir-8860	173	30	a	a	DET
spir-8860	173	31	combination	combination	NOUN
spir-8860	173	32	of	of	ADP
spir-8860	173	33	“	"	PUNCT
spir-8860	173	34	hashtag	hashtag	NOUN
spir-8860	173	35	,	,	PUNCT
spir-8860	173	36	retweet	retweet	NOUN
spir-8860	173	37	and	and	CCONJ
spir-8860	173	38	temporal	temporal	ADJ
spir-8860	173	39	word	word	NOUN
spir-8860	173	40	”	"	PUNCT
spir-8860	173	41	.	.	PUNCT
spir-8860	174	1	user	user	NOUN
spir-8860	174	2	profiling	profiling	NOUN
spir-8860	174	3	still	still	ADV
spir-8860	174	4	remains	remain	VERB
spir-8860	174	5	challenging	challenge	VERB
spir-8860	174	6	due	due	ADJ
spir-8860	174	7	to	to	ADP
spir-8860	174	8	the	the	DET
spir-8860	174	9	difference	difference	NOUN
spir-8860	174	10	in	in	ADP
spir-8860	174	11	activity	activity	NOUN
spir-8860	174	12	among	among	ADP
spir-8860	174	13	users	user	NOUN
spir-8860	174	14	from	from	ADP
spir-8860	174	15	the	the	DET
spir-8860	174	16	archived	archive	VERB
spir-8860	174	17	dataset	dataset	NOUN
spir-8860	174	18	at	at	ADP
spir-8860	174	19	the	the	DET
spir-8860	174	20	current	current	ADJ
spir-8860	174	21	time	time	NOUN
spir-8860	174	22	.	.	PUNCT
spir-8860	175	1	however	however	ADV
spir-8860	175	2	,	,	PUNCT
spir-8860	175	3	as	as	SCONJ
spir-8860	175	4	this	this	PRON
spir-8860	175	5	is	be	AUX
spir-8860	175	6	ongoing	ongoing	ADJ
spir-8860	175	7	research	research	NOUN
spir-8860	175	8	,	,	PUNCT
spir-8860	175	9	further	further	ADJ
spir-8860	175	10	results	result	NOUN
spir-8860	175	11	are	be	AUX
spir-8860	175	12	expected	expect	VERB
spir-8860	175	13	in	in	ADP
spir-8860	175	14	the	the	DET
spir-8860	175	15	coming	come	VERB
spir-8860	175	16	months	month	NOUN
spir-8860	175	17	.	.	PUNCT
spir-8860	176	1	references	reference	NOUN
spir-8860	176	2	bruns	brun	NOUN
spir-8860	176	3	.	.	PUNCT
spir-8860	176	4	,	,	PUNCT
spir-8860	176	5	a.	a.	PROPN
spir-8860	176	6	,	,	PUNCT
spir-8860	176	7	burgess	burgess	PROPN
spir-8860	176	8	,	,	PUNCT
spir-8860	176	9	j.	j.	PROPN
spir-8860	176	10	,	,	PUNCT
spir-8860	176	11	crawford	crawford	PROPN
spir-8860	176	12	,	,	PUNCT
spir-8860	176	13	k.	k.	PROPN
spir-8860	176	14	,	,	PUNCT
spir-8860	176	15	&	&	CCONJ
spir-8860	176	16	shaw	shaw	PROPN
spir-8860	176	17	,	,	PUNCT
spir-8860	176	18	f.	f.	PROPN
spir-8860	176	19	(	(	PUNCT
spir-8860	176	20	2012	2012	NUM
spir-8860	176	21	)	)	PUNCT
spir-8860	176	22	.	.	PUNCT
spir-8860	177	1	cci	cci	NOUN
spir-8860	177	2	floodsreport	floodsreport	NOUN
spir-8860	177	3	.	.	PUNCT
spir-8860	178	1	retrieved	retrieve	VERB
spir-8860	178	2	from	from	ADP
spir-8860	178	3	cha	cha	PROPN
spir-8860	178	4	,	,	PUNCT
spir-8860	178	5	m.	m.	NOUN
spir-8860	178	6	,	,	PUNCT
spir-8860	178	7	haddadi	haddadi	PROPN
spir-8860	178	8	,	,	PUNCT
spir-8860	178	9	h.	h.	PROPN
spir-8860	178	10	,	,	PUNCT
spir-8860	178	11	benevenuto	benevenuto	PROPN
spir-8860	178	12	,	,	PUNCT
spir-8860	178	13	f.	f.	PROPN
spir-8860	178	14	,	,	PUNCT
spir-8860	178	15	&	&	CCONJ
spir-8860	178	16	gummadi	gummadi	PROPN
spir-8860	178	17	,	,	PUNCT
spir-8860	178	18	k.	k.	PROPN
spir-8860	179	1	p.	p.	PROPN
spir-8860	179	2	(	(	PUNCT
spir-8860	179	3	2010	2010	NUM
spir-8860	179	4	)	)	PUNCT
spir-8860	179	5	.	.	PUNCT
spir-8860	180	1	measuring	measure	VERB
spir-8860	180	2	user	user	NOUN
spir-8860	180	3	influence	influence	NOUN
spir-8860	180	4	in	in	ADP
spir-8860	180	5	twitter	twitter	NOUN
spir-8860	180	6	:	:	PUNCT
spir-8860	180	7	the	the	DET
spir-8860	180	8	million	million	NUM
spir-8860	180	9	follower	follower	NOUN
spir-8860	180	10	fallacy	fallacy	NOUN
spir-8860	180	11	.	.	PUNCT
spir-8860	181	1	in	in	ADP
spir-8860	181	2	4th	4th	ADJ
spir-8860	181	3	international	international	ADJ
spir-8860	181	4	aaai	aaai	PROPN
spir-8860	181	5	conference	conference	NOUN
spir-8860	181	6	on	on	ADP
spir-8860	181	7	weblogs	weblog	NOUN
spir-8860	181	8	and	and	CCONJ
spir-8860	181	9	social	social	ADJ
spir-8860	181	10	media	medium	NOUN
spir-8860	181	11	(	(	PUNCT
spir-8860	181	12	icwsm	icwsm	NOUN
spir-8860	181	13	)	)	PUNCT
spir-8860	181	14	(	(	PUNCT
spir-8860	181	15	vol	vol	NOUN
spir-8860	181	16	.	.	PROPN
spir-8860	181	17	14	14	NUM
spir-8860	181	18	,	,	PUNCT
spir-8860	181	19	pp	pp	ADJ
spir-8860	181	20	.	.	PUNCT
spir-8860	182	1	8)	8)	NUM
spir-8860	182	2	.	.	PUNCT
spir-8860	183	1	döhling	döhling	NOUN
spir-8860	183	2	,	,	PUNCT
spir-8860	183	3	l.	l.	PROPN
spir-8860	183	4	,	,	PUNCT
spir-8860	183	5	&	&	CCONJ
spir-8860	183	6	leser	leser	PROPN
spir-8860	183	7	,	,	PUNCT
spir-8860	183	8	u.	u.	PROPN
spir-8860	183	9	(	(	PUNCT
spir-8860	183	10	2011	2011	NUM
spir-8860	183	11	)	)	PUNCT
spir-8860	183	12	.	.	PUNCT
spir-8860	184	1	equatornlp	equatornlp	NOUN
spir-8860	184	2	:	:	PUNCT
spir-8860	184	3	pattern	pattern	NOUN
spir-8860	184	4	-	-	PUNCT
spir-8860	184	5	based	base	VERB
spir-8860	184	6	information	information	NOUN
spir-8860	184	7	extraction	extraction	NOUN
spir-8860	184	8	for	for	ADP
spir-8860	184	9	disaster	disaster	NOUN
spir-8860	184	10	response	response	NOUN
spir-8860	184	11	.	.	PUNCT
spir-8860	185	1	garcia	garcia	PROPN
spir-8860	185	2	-	-	PUNCT
spir-8860	185	3	herranz	herranz	PROPN
spir-8860	185	4	,	,	PUNCT
spir-8860	185	5	m.	m.	NOUN
spir-8860	185	6	,	,	PUNCT
spir-8860	185	7	egido	egido	NOUN
spir-8860	185	8	,	,	PUNCT
spir-8860	185	9	e.	e.	PROPN
spir-8860	185	10	m.	m.	PROPN
spir-8860	185	11	,	,	PUNCT
spir-8860	185	12	cebrian	cebrian	NOUN
spir-8860	185	13	,	,	PUNCT
spir-8860	185	14	m.	m.	NOUN
spir-8860	185	15	,	,	PUNCT
spir-8860	185	16	christakis	christakis	PROPN
spir-8860	185	17	,	,	PUNCT
spir-8860	185	18	n.	n.	PROPN
spir-8860	185	19	a.	a.	PROPN
spir-8860	185	20	,	,	PUNCT
spir-8860	185	21	&	&	CCONJ
spir-8860	185	22	fowler	fowler	PROPN
spir-8860	185	23	,	,	PUNCT
spir-8860	185	24	j.	j.	PROPN
spir-8860	185	25	h.	h.	PROPN
spir-8860	185	26	(	(	PUNCT
spir-8860	185	27	2012	2012	NUM
spir-8860	185	28	)	)	PUNCT
spir-8860	185	29	.	.	PUNCT
spir-8860	186	1	using	use	VERB
spir-8860	186	2	friends	friend	NOUN
spir-8860	186	3	as	as	SCONJ
spir-8860	186	4	sensors	sensor	NOUN
spir-8860	186	5	to	to	PART
spir-8860	186	6	detect	detect	VERB
spir-8860	186	7	global	global	ADJ
spir-8860	186	8	-	-	PUNCT
spir-8860	186	9	scale	scale	NOUN
spir-8860	186	10	contagious	contagious	ADJ
spir-8860	186	11	outbreaks	outbreak	NOUN
spir-8860	186	12	.	.	PUNCT
spir-8860	187	1	arxiv:1211.6512	arxiv:1211.6512	PROPN
spir-8860	187	2	.	.	PUNCT
spir-8860	188	1	retrieved	retrieve	VERB
spir-8860	188	2	from	from	ADP
spir-8860	188	3	http://arxiv.org/abs/1211.6512	http://arxiv.org/abs/1211.6512	PROPN
spir-8860	188	4	.	.	PUNCT
spir-8860	189	1	hendrickson	hendrickson	PROPN
spir-8860	189	2	,	,	PUNCT
spir-8860	189	3	s.	s.	PROPN
spir-8860	189	4	(	(	PUNCT
spir-8860	189	5	2012	2012	NUM
spir-8860	189	6	)	)	PUNCT
spir-8860	189	7	.	.	PUNCT
spir-8860	190	1	gnip	gnip	VERB
spir-8860	190	2	the	the	DET
spir-8860	190	3	social	social	ADJ
spir-8860	190	4	cocktail	cocktail	NOUN
spir-8860	190	5	,	,	PUNCT
spir-8860	190	6	part	part	NOUN
spir-8860	190	7	2	2	NUM
spir-8860	190	8	expected	expect	VERB
spir-8860	190	9	vs.	vs.	ADP
spir-8860	190	10	unexpected	unexpected	ADJ
spir-8860	190	11	events	event	NOUN
spir-8860	190	12	.	.	PUNCT
spir-8860	191	1	retrieved	retrieve	VERB
spir-8860	191	2	from	from	ADP
spir-8860	191	3	http://blog.gnip.com/expected-vs-unexpected-events-in-social-media/	http://blog.gnip.com/expected-vs-unexpected-events-in-social-media/	NUM
spir-8860	191	4	reips	reip	NOUN
spir-8860	191	5	,	,	PUNCT
spir-8860	191	6	u.-d	u.-d	PROPN
spir-8860	191	7	.	.	PROPN
spir-8860	191	8	,	,	PUNCT
spir-8860	191	9	&	&	CCONJ
spir-8860	191	10	garaizar	garaizar	PROPN
spir-8860	191	11	,	,	PUNCT
spir-8860	191	12	p.	p.	NOUN
spir-8860	191	13	(	(	PUNCT
spir-8860	191	14	2011	2011	NUM
spir-8860	191	15	)	)	PUNCT
spir-8860	191	16	.	.	PUNCT
spir-8860	192	1	mining	mining	NOUN
spir-8860	192	2	twitter	twitter	NOUN
spir-8860	192	3	:	:	PUNCT
spir-8860	192	4	a	a	DET
spir-8860	192	5	source	source	NOUN
spir-8860	192	6	for	for	ADP
spir-8860	192	7	psychological	psychological	ADJ
spir-8860	192	8	wisdom	wisdom	NOUN
spir-8860	192	9	of	of	ADP
spir-8860	192	10	the	the	DET
spir-8860	192	11	crowds	crowd	NOUN
spir-8860	192	12	.	.	PUNCT
spir-8860	193	1	behavior	behavior	NOUN
spir-8860	193	2	research	research	NOUN
spir-8860	193	3	methods	method	NOUN
spir-8860	193	4	,	,	PUNCT
spir-8860	193	5	43(3	43(3	NUM
spir-8860	193	6	)	)	PUNCT
spir-8860	193	7	,	,	PUNCT
spir-8860	193	8	635	635	NUM
spir-8860	193	9	-	-	SYM
spir-8860	193	10	642	642	NUM
spir-8860	193	11	.	.	PUNCT
spir-8860	194	1	song	song	PROPN
spir-8860	194	2	,	,	PUNCT
spir-8860	194	3	w.	w.	PROPN
spir-8860	194	4	,	,	PUNCT
spir-8860	194	5	tjondronegoro	tjondronegoro	PROPN
spir-8860	194	6	,	,	PUNCT
spir-8860	194	7	d.	d.	PROPN
spir-8860	194	8	w.	w.	PROPN
spir-8860	194	9	,	,	PUNCT
spir-8860	194	10	&	&	CCONJ
spir-8860	194	11	docherty	docherty	PROPN
spir-8860	194	12	,	,	PUNCT
spir-8860	194	13	m.	m.	NOUN
spir-8860	194	14	(	(	PUNCT
spir-8860	194	15	2012	2012	NUM
spir-8860	194	16	)	)	PUNCT
spir-8860	194	17	.	.	PUNCT
spir-8860	195	1	understanding	understand	VERB
spir-8860	195	2	user	user	NOUN
spir-8860	195	3	experience	experience	NOUN
spir-8860	195	4	of	of	ADP
spir-8860	195	5	mobile	mobile	ADJ
spir-8860	195	6	video	video	NOUN
spir-8860	195	7	:	:	PUNCT
spir-8860	195	8	framework	framework	NOUN
spir-8860	195	9	,	,	PUNCT
spir-8860	195	10	measurement	measurement	NOUN
spir-8860	195	11	,	,	PUNCT
spir-8860	195	12	and	and	CCONJ
spir-8860	195	13	optimization	optimization	NOUN
spir-8860	195	14	.	.	PUNCT
spir-8860	196	1	mobile	mobile	ADJ
spir-8860	196	2	multimedia	multimedia	NOUN
spir-8860	196	3	:	:	PUNCT
spir-8860	196	4	user	user	NOUN
spir-8860	196	5	and	and	CCONJ
spir-8860	196	6	technology	technology	NOUN
spir-8860	196	7	perspectives	perspective	NOUN
spir-8860	196	8	,	,	PUNCT
spir-8860	196	9	330	330	NUM
spir-8860	196	10	.	.	PUNCT
spir-8860	196	11	vieweg	vieweg	NOUN
spir-8860	196	12	,	,	PUNCT
spir-8860	196	13	s.	s.	PROPN
spir-8860	196	14	(	(	PUNCT
spir-8860	196	15	2012	2012	NUM
spir-8860	196	16	)	)	PUNCT
spir-8860	196	17	.	.	PUNCT
spir-8860	197	1	twitter	twitter	NOUN
spir-8860	197	2	communications	communication	NOUN
spir-8860	197	3	in	in	ADP
spir-8860	197	4	mass	mass	ADJ
spir-8860	197	5	emergency	emergency	NOUN
spir-8860	197	6	:	:	PUNCT
spir-8860	197	7	contributions	contribution	NOUN
spir-8860	197	8	to	to	ADP
spir-8860	197	9	situational	situational	ADJ
spir-8860	197	10	awareness	awareness	NOUN
spir-8860	197	11	.	.	PUNCT
spir-8860	198	1	in	in	ADP
spir-8860	198	2	proceedings	proceeding	NOUN
spir-8860	198	3	of	of	ADP
spir-8860	198	4	the	the	DET
spir-8860	198	5	acm	acm	PROPN
spir-8860	198	6	2012	2012	NUM
spir-8860	198	7	conference	conference	NOUN
spir-8860	198	8	on	on	ADP
spir-8860	198	9	computer	computer	NOUN
spir-8860	198	10	supported	support	VERB
spir-8860	198	11	cooperative	cooperative	ADJ
spir-8860	198	12	work	work	NOUN
spir-8860	198	13	companion	companion	NOUN
spir-8860	198	14	(	(	PUNCT
spir-8860	198	15	pp	pp	ADJ
spir-8860	198	16	.	.	PUNCT
spir-8860	199	1	227	227	NUM
spir-8860	199	2	-	-	SYM
spir-8860	199	3	230	230	NUM
spir-8860	199	4	):	):	PUNCT
spir-8860	199	5	acm	acm	PROPN
spir-8860	199	6	.	.	PUNCT
spir-8860	200	1	vlachos	vlachos	PROPN
spir-8860	200	2	,	,	PUNCT
spir-8860	200	3	a.	a.	NOUN
spir-8860	200	4	(	(	PUNCT
spir-8860	200	5	2011	2011	NUM
spir-8860	200	6	)	)	PUNCT
spir-8860	200	7	.	.	PUNCT
spir-8860	201	1	evaluating	evaluate	VERB
spir-8860	201	2	unsupervised	unsupervised	ADJ
spir-8860	201	3	learning	learning	NOUN
spir-8860	201	4	for	for	ADP
spir-8860	201	5	natural	natural	ADJ
spir-8860	201	6	language	language	NOUN
spir-8860	201	7	processing	processing	NOUN
spir-8860	201	8	tasks	task	NOUN
spir-8860	201	9	.	.	PUNCT
spir-8860	202	1	paper	paper	NOUN
spir-8860	202	2	presented	present	VERB
spir-8860	202	3	at	at	ADP
spir-8860	202	4	proceedings	proceeding	NOUN
spir-8860	202	5	of	of	ADP
spir-8860	202	6	the	the	DET
spir-8860	202	7	first	first	ADJ
spir-8860	202	8	workshop	workshop	NOUN
spir-8860	202	9	on	on	ADP
spir-8860	202	10	unsupervised	unsupervised	ADJ
spir-8860	202	11	learning	learning	NOUN
spir-8860	202	12	in	in	ADP
spir-8860	202	13	nlp	nlp	NOUN
spir-8860	202	14	,	,	PUNCT
spir-8860	202	15	edinburgh	edinburgh	PROPN
spir-8860	202	16	,	,	PUNCT
spir-8860	202	17	scotland	scotland	PROPN
spir-8860	202	18	.	.	PUNCT
spir-8860	203	1	wagner	wagner	PROPN
spir-8860	203	2	,	,	PUNCT
spir-8860	203	3	c.	c.	PROPN
spir-8860	203	4	,	,	PUNCT
spir-8860	203	5	liao	liao	PROPN
spir-8860	203	6	,	,	PUNCT
spir-8860	203	7	v.	v.	PROPN
spir-8860	203	8	,	,	PUNCT
spir-8860	203	9	pirolli	pirolli	PROPN
spir-8860	203	10	,	,	PUNCT
spir-8860	203	11	p.	p.	PROPN
spir-8860	203	12	,	,	PUNCT
spir-8860	203	13	nelson	nelson	PROPN
spir-8860	203	14	,	,	PUNCT
spir-8860	203	15	l.	l.	PROPN
spir-8860	203	16	,	,	PUNCT
spir-8860	203	17	&	&	CCONJ
spir-8860	203	18	strohmaier	strohmaier	NOUN
spir-8860	203	19	,	,	PUNCT
spir-8860	203	20	m.	m.	NOUN
spir-8860	203	21	(	(	PUNCT
spir-8860	203	22	2012	2012	NUM
spir-8860	203	23	,	,	PUNCT
spir-8860	203	24	3	3	NUM
spir-8860	203	25	-	-	SYM
spir-8860	203	26	5	5	NUM
spir-8860	203	27	sept	sept	NOUN
spir-8860	203	28	.	.	PROPN
spir-8860	203	29	2012	2012	NUM
spir-8860	203	30	)	)	PUNCT
spir-8860	203	31	.	.	PUNCT
spir-8860	204	1	it	it	PRON
spir-8860	204	2	's	be	AUX
spir-8860	204	3	not	not	PART
spir-8860	204	4	in	in	ADP
spir-8860	204	5	their	their	PRON
spir-8860	204	6	tweets	tweet	NOUN
spir-8860	204	7	:	:	PUNCT
spir-8860	204	8	modeling	model	VERB
spir-8860	204	9	topical	topical	ADJ
spir-8860	204	10	expertise	expertise	NOUN
spir-8860	204	11	of	of	ADP
spir-8860	204	12	twitter	twitter	NOUN
spir-8860	204	13	users	user	NOUN
spir-8860	204	14	.	.	PUNCT
spir-8860	205	1	in	in	ADP
spir-8860	205	2	privacy	privacy	NOUN
spir-8860	205	3	,	,	PUNCT
spir-8860	205	4	security	security	NOUN
spir-8860	205	5	,	,	PUNCT
spir-8860	205	6	risk	risk	NOUN
spir-8860	205	7	and	and	CCONJ
spir-8860	205	8	trust	trust	NOUN
spir-8860	205	9	(	(	PUNCT
spir-8860	205	10	passat	passat	PROPN
spir-8860	205	11	)	)	PUNCT
spir-8860	205	12	,	,	PUNCT
spir-8860	205	13	2012	2012	NUM
spir-8860	205	14	international	international	ADJ
spir-8860	205	15	conference	conference	NOUN
spir-8860	205	16	on	on	ADP
spir-8860	205	17	and	and	CCONJ
spir-8860	205	18	2012	2012	NUM
spir-8860	205	19	international	international	ADJ
spir-8860	205	20	confernece	confernece	NOUN
spir-8860	205	21	on	on	ADP
spir-8860	205	22	social	social	ADJ
spir-8860	205	23	computing	computing	NOUN
spir-8860	205	24	(	(	PUNCT
spir-8860	205	25	socialcom	socialcom	PROPN
spir-8860	205	26	)	)	PUNCT
spir-8860	205	27	(	(	PUNCT
spir-8860	205	28	pp	pp	INTJ
spir-8860	205	29	.	.	PUNCT
spir-8860	205	30	91	91	NUM
spir-8860	205	31	-	-	SYM
spir-8860	205	32	100	100	NUM
spir-8860	205	33	)	)	PUNCT
spir-8860	205	34	.	.	PUNCT
spir-8860	206	1	yamaguchi	yamaguchi	PROPN
spir-8860	206	2	,	,	PUNCT
spir-8860	206	3	y.	y.	PROPN
spir-8860	206	4	,	,	PUNCT
spir-8860	206	5	takahashi	takahashi	PROPN
spir-8860	206	6	,	,	PUNCT
spir-8860	206	7	t.	t.	PROPN
spir-8860	206	8	,	,	PUNCT
spir-8860	206	9	amagasa	amagasa	PROPN
spir-8860	206	10	,	,	PUNCT
spir-8860	206	11	t.	t.	PROPN
spir-8860	206	12	,	,	PUNCT
spir-8860	206	13	&	&	CCONJ
spir-8860	206	14	kitagawa	kitagawa	PROPN
spir-8860	206	15	,	,	PUNCT
spir-8860	206	16	h.	h.	PROPN
spir-8860	206	17	(	(	PUNCT
spir-8860	206	18	2010	2010	NUM
spir-8860	206	19	)	)	PUNCT
spir-8860	206	20	.	.	PUNCT
spir-8860	207	1	turank	turank	ADJ
spir-8860	207	2	:	:	PUNCT
spir-8860	207	3	twitter	twitter	NOUN
spir-8860	207	4	user	user	NOUN
spir-8860	207	5	ranking	ranking	NOUN
spir-8860	207	6	based	base	VERB
spir-8860	207	7	on	on	ADP
spir-8860	207	8	user	user	NOUN
spir-8860	207	9	-	-	PUNCT
spir-8860	207	10	tweet	tweet	NOUN
spir-8860	207	11	graph	graph	NOUN
spir-8860	207	12	analysis	analysis	NOUN
spir-8860	207	13	.	.	PUNCT
spir-8860	208	1	web	web	NOUN
spir-8860	208	2	information	information	NOUN
spir-8860	208	3	systems	system	NOUN
spir-8860	208	4	engineering	engineering	NOUN
spir-8860	208	5	–	–	PUNCT
spir-8860	208	6	wise	wise	ADJ
spir-8860	208	7	2010	2010	NUM
spir-8860	208	8	,	,	PUNCT
spir-8860	208	9	240	240	NUM
spir-8860	208	10	-	-	SYM
spir-8860	208	11	253	253	NUM
spir-8860	208	12	.	.	PUNCT