id	sid	tid	token	lemma	pos
spir-8470	1	1	selected	select	VERB
spir-8470	1	2	papers	paper	NOUN
spir-8470	1	3	of	of	ADP
spir-8470	1	4	internet	internet	NOUN
spir-8470	1	5	research	research	NOUN
spir-8470	1	6	14.0	14.0	NUM
spir-8470	1	7	,	,	PUNCT
spir-8470	1	8	2013	2013	NUM
spir-8470	1	9	:	:	PUNCT
spir-8470	1	10	denver	denver	PROPN
spir-8470	1	11	,	,	PUNCT
spir-8470	1	12	usa	usa	PROPN
spir-8470	1	13	big	big	PROPN
spir-8470	1	14	bird	bird	PROPN
spir-8470	1	15	,	,	PUNCT
spir-8470	1	16	binders	binder	NOUN
spir-8470	1	17	,	,	PUNCT
spir-8470	1	18	and	and	CCONJ
spir-8470	1	19	bayonets	bayonet	NOUN
spir-8470	1	20	:	:	PUNCT
spir-8470	1	21	humor	humor	NOUN
spir-8470	1	22	and	and	CCONJ
spir-8470	1	23	live	live	ADV
spir-8470	1	24	-	-	PUNCT
spir-8470	1	25	tweeting	tweet	VERB
spir-8470	1	26	during	during	ADP
spir-8470	1	27	the	the	DET
spir-8470	1	28	2012	2012	NUM
spir-8470	1	29	u.s	u.s	PROPN
spir-8470	1	30	.	.	PROPN
spir-8470	1	31	presidential	presidential	ADJ
spir-8470	1	32	debates	debate	NOUN
spir-8470	1	33	kevin	kevin	PROPN
spir-8470	1	34	driscoll	driscoll	PROPN
spir-8470	1	35	university	university	PROPN
spir-8470	1	36	of	of	ADP
spir-8470	1	37	southern	southern	PROPN
spir-8470	1	38	california	california	PROPN
spir-8470	1	39	us	us	PROPN
spir-8470	1	40	kedrisco@usc.edu	kedrisco@usc.edu	PROPN
spir-8470	1	41	mike	mike	PROPN
spir-8470	1	42	ananny	ananny	PROPN
spir-8470	1	43	university	university	PROPN
spir-8470	1	44	of	of	ADP
spir-8470	1	45	southern	southern	PROPN
spir-8470	1	46	california	california	PROPN
spir-8470	1	47	us	us	PROPN
spir-8470	1	48	ananny@usc.edu	ananny@usc.edu	VERB
spir-8470	1	49	françois	françois	PROPN
spir-8470	1	50	bar	bar	PROPN
spir-8470	1	51	university	university	PROPN
spir-8470	1	52	of	of	ADP
spir-8470	1	53	southern	southern	PROPN
spir-8470	1	54	california	california	PROPN
spir-8470	2	1	us	us	PROPN
spir-8470	2	2	fbar@usc.edu	fbar@usc.edu	PROPN
spir-8470	2	3	kristen	kristen	PROPN
spir-8470	2	4	guth	guth	PROPN
spir-8470	2	5	university	university	PROPN
spir-8470	2	6	of	of	ADP
spir-8470	2	7	southern	southern	PROPN
spir-8470	2	8	california	california	PROPN
spir-8470	2	9	us	us	PROPN
spir-8470	2	10	kguth@usc.edu	kguth@usc.edu	PROPN
spir-8470	2	11	abe	abe	PROPN
spir-8470	2	12	kazemzadeh	kazemzadeh	PROPN
spir-8470	2	13	university	university	PROPN
spir-8470	2	14	of	of	ADP
spir-8470	2	15	southern	southern	PROPN
spir-8470	2	16	california	california	PROPN
spir-8470	2	17	us	us	PROPN
spir-8470	2	18	kazemzad@usc.edu	kazemzad@usc.edu	PROPN
spir-8470	2	19	alex	alex	PROPN
spir-8470	2	20	leavitt	leavitt	PROPN
spir-8470	2	21	university	university	PROPN
spir-8470	2	22	of	of	ADP
spir-8470	2	23	southern	southern	PROPN
spir-8470	2	24	california	california	PROPN
spir-8470	2	25	us	us	PROPN
spir-8470	2	26	aleavitt@usc.edu	aleavitt@usc.edu	PROPN
spir-8470	2	27	kjerstin	kjerstin	PROPN
spir-8470	2	28	thorson	thorson	PROPN
spir-8470	2	29	university	university	PROPN
spir-8470	2	30	of	of	ADP
spir-8470	2	31	southern	southern	PROPN
spir-8470	2	32	california	california	PROPN
spir-8470	2	33	us	us	PROPN
spir-8470	2	34	kjerstin.thorson@usc.edu	kjerstin.thorson@usc.edu	PROPN
spir-8470	2	35	abstract	abstract	NOUN
spir-8470	2	36	during	during	ADP
spir-8470	2	37	the	the	DET
spir-8470	2	38	2012	2012	NUM
spir-8470	2	39	u.s	u.s	PROPN
spir-8470	2	40	.	.	PROPN
spir-8470	2	41	election	election	NOUN
spir-8470	2	42	cycle	cycle	NOUN
spir-8470	2	43	,	,	PUNCT
spir-8470	2	44	social	social	ADJ
spir-8470	2	45	media	medium	NOUN
spir-8470	2	46	analytics	analytic	NOUN
spir-8470	2	47	services	service	NOUN
spir-8470	2	48	were	be	AUX
spir-8470	2	49	eager	eager	ADJ
spir-8470	2	50	to	to	PART
spir-8470	2	51	demonstrate	demonstrate	VERB
spir-8470	2	52	the	the	DET
spir-8470	2	53	efficacy	efficacy	NOUN
spir-8470	2	54	of	of	ADP
spir-8470	2	55	their	their	PRON
spir-8470	2	56	tools	tool	NOUN
spir-8470	2	57	to	to	PART
spir-8470	2	58	capture	capture	VERB
spir-8470	2	59	public	public	ADJ
spir-8470	2	60	opinion	opinion	NOUN
spir-8470	2	61	on	on	ADP
spir-8470	2	62	twitter	twitter	NOUN
spir-8470	2	63	.	.	PUNCT
spir-8470	3	1	graphics	graphic	NOUN
spir-8470	3	2	they	they	PRON
spir-8470	3	3	produced	produce	VERB
spir-8470	3	4	to	to	PART
spir-8470	3	5	illustrate	illustrate	VERB
spir-8470	3	6	user	user	NOUN
spir-8470	3	7	sentiment	sentiment	NOUN
spir-8470	3	8	regarding	regard	VERB
spir-8470	3	9	the	the	DET
spir-8470	3	10	candidates	candidate	NOUN
spir-8470	3	11	and	and	CCONJ
spir-8470	3	12	issues	issue	NOUN
spir-8470	3	13	were	be	AUX
spir-8470	3	14	later	later	ADV
spir-8470	3	15	reproduced	reproduce	VERB
spir-8470	3	16	by	by	ADP
spir-8470	3	17	major	major	ADJ
spir-8470	3	18	news	news	NOUN
spir-8470	3	19	organizations	organization	NOUN
spir-8470	3	20	.	.	PUNCT
spir-8470	4	1	to	to	PART
spir-8470	4	2	better	well	ADV
spir-8470	4	3	understand	understand	VERB
spir-8470	4	4	the	the	DET
spir-8470	4	5	particular	particular	ADJ
spir-8470	4	6	practices	practice	NOUN
spir-8470	4	7	that	that	PRON
spir-8470	4	8	undergird	undergird	VERB
spir-8470	4	9	such	such	ADJ
spir-8470	4	10	summary	summary	NOUN
spir-8470	4	11	representations	representation	NOUN
spir-8470	4	12	,	,	PUNCT
spir-8470	4	13	we	we	PRON
spir-8470	4	14	collected	collect	VERB
spir-8470	4	15	35,247,043	35,247,043	NUM
spir-8470	4	16	tweets	tweet	NOUN
spir-8470	4	17	during	during	ADP
spir-8470	4	18	the	the	DET
spir-8470	4	19	three	three	NUM
spir-8470	4	20	televised	televise	VERB
spir-8470	4	21	presidential	presidential	ADJ
spir-8470	4	22	debates	debate	NOUN
spir-8470	4	23	,	,	PUNCT
spir-8470	4	24	nearly	nearly	ADV
spir-8470	4	25	half	half	NOUN
spir-8470	4	26	of	of	ADP
spir-8470	4	27	which	which	PRON
spir-8470	4	28	were	be	AUX
spir-8470	4	29	made	make	VERB
spir-8470	4	30	up	up	ADP
spir-8470	4	31	of	of	ADP
spir-8470	4	32	retweets	retweet	NOUN
spir-8470	4	33	.	.	PUNCT
spir-8470	5	1	using	use	VERB
spir-8470	5	2	a	a	DET
spir-8470	5	3	combination	combination	NOUN
spir-8470	5	4	of	of	ADP
spir-8470	5	5	quantitative	quantitative	ADJ
spir-8470	5	6	content	content	NOUN
spir-8470	5	7	analysis	analysis	NOUN
spir-8470	5	8	and	and	CCONJ
spir-8470	5	9	software	software	NOUN
spir-8470	5	10	-	-	PUNCT
spir-8470	5	11	assisted	assist	VERB
spir-8470	5	12	close	close	ADJ
spir-8470	5	13	textual	textual	ADJ
spir-8470	5	14	analysis	analysis	NOUN
spir-8470	5	15	,	,	PUNCT
spir-8470	5	16	we	we	PRON
spir-8470	5	17	examined	examine	VERB
spir-8470	5	18	the	the	DET
spir-8470	5	19	use	use	NOUN
spir-8470	5	20	of	of	ADP
spir-8470	5	21	humor	humor	NOUN
spir-8470	5	22	and	and	CCONJ
spir-8470	5	23	sarcasm	sarcasm	NOUN
spir-8470	5	24	,	,	PUNCT
spir-8470	5	25	'	'	PUNCT
spir-8470	5	26	astroturfing	astroturfe	VERB
spir-8470	5	27	'	'	PUNCT
spir-8470	5	28	by	by	ADP
spir-8470	5	29	campaigns	campaign	NOUN
spir-8470	5	30	and	and	CCONJ
spir-8470	5	31	other	other	ADJ
spir-8470	5	32	strategic	strategic	ADJ
spir-8470	5	33	actors	actor	NOUN
spir-8470	5	34	,	,	PUNCT
spir-8470	5	35	and	and	CCONJ
spir-8470	5	36	the	the	DET
spir-8470	5	37	prevalence	prevalence	NOUN
spir-8470	5	38	of	of	ADP
spir-8470	5	39	retweeting	retweete	VERB
spir-8470	5	40	'	'	PUNCT
spir-8470	5	41	bots	bot	NOUN
spir-8470	5	42	.	.	PUNCT
spir-8470	5	43	'	'	PUNCT
spir-8470	6	1	although	although	SCONJ
spir-8470	6	2	sentiment	sentiment	NOUN
spir-8470	6	3	analysis	analysis	NOUN
spir-8470	6	4	systems	system	NOUN
spir-8470	6	5	rarely	rarely	ADV
spir-8470	6	6	disclose	disclose	VERB
spir-8470	6	7	their	their	PRON
spir-8470	6	8	methodologies	methodology	NOUN
spir-8470	6	9	,	,	PUNCT
spir-8470	6	10	the	the	DET
spir-8470	6	11	diverse	diverse	ADJ
spir-8470	6	12	practices	practice	NOUN
spir-8470	6	13	we	we	PRON
spir-8470	6	14	encountered	encounter	VERB
spir-8470	6	15	in	in	ADP
spir-8470	6	16	this	this	DET
spir-8470	6	17	corpus	corpus	NOUN
spir-8470	6	18	makes	make	VERB
spir-8470	6	19	clear	clear	ADJ
spir-8470	6	20	that	that	SCONJ
spir-8470	6	21	large	large	ADJ
spir-8470	6	22	-	-	PUNCT
spir-8470	6	23	scale	scale	NOUN
spir-8470	6	24	computational	computational	ADJ
spir-8470	6	25	methods	method	NOUN
spir-8470	6	26	must	must	AUX
spir-8470	6	27	account	account	VERB
spir-8470	6	28	for	for	ADP
spir-8470	6	29	the	the	DET
spir-8470	6	30	local	local	ADJ
spir-8470	6	31	contexts	context	NOUN
spir-8470	6	32	within	within	ADP
spir-8470	6	33	which	which	PRON
spir-8470	6	34	tweets	tweet	NOUN
spir-8470	6	35	are	be	AUX
spir-8470	6	36	produced	produce	VERB
spir-8470	6	37	if	if	SCONJ
spir-8470	6	38	they	they	PRON
spir-8470	6	39	are	be	AUX
spir-8470	6	40	to	to	PART
spir-8470	6	41	report	report	VERB
spir-8470	6	42	meaningful	meaningful	ADJ
spir-8470	6	43	statistics	statistic	NOUN
spir-8470	6	44	.	.	PUNCT
spir-8470	7	1	keywords	keyword	VERB
spir-8470	7	2	humor	humor	NOUN
spir-8470	7	3	;	;	PUNCT
spir-8470	7	4	politics	politic	NOUN
spir-8470	7	5	;	;	PUNCT
spir-8470	7	6	sentiment	sentiment	NOUN
spir-8470	7	7	analysis	analysis	NOUN
spir-8470	7	8	;	;	PUNCT
spir-8470	7	9	social	social	ADJ
spir-8470	7	10	media	medium	NOUN
spir-8470	7	11	;	;	PUNCT
spir-8470	7	12	content	content	NOUN
spir-8470	7	13	analysis	analysis	NOUN
spir-8470	7	14	introduction	introduction	NOUN
spir-8470	7	15	researchers	researcher	NOUN
spir-8470	7	16	in	in	ADP
spir-8470	7	17	both	both	DET
spir-8470	7	18	industry	industry	NOUN
spir-8470	7	19	and	and	CCONJ
spir-8470	7	20	the	the	DET
spir-8470	7	21	academy	academy	NOUN
spir-8470	7	22	are	be	AUX
spir-8470	7	23	attempting	attempt	VERB
spir-8470	7	24	to	to	PART
spir-8470	7	25	analyze	analyze	VERB
spir-8470	7	26	sentiment	sentiment	NOUN
spir-8470	7	27	on	on	ADP
spir-8470	7	28	twitter	twitter	NOUN
spir-8470	7	29	,	,	PUNCT
spir-8470	7	30	assigning	assign	VERB
spir-8470	7	31	numerical	numerical	ADJ
spir-8470	7	32	scores	score	NOUN
spir-8470	7	33	to	to	ADP
spir-8470	7	34	tweets	tweet	NOUN
spir-8470	7	35	through	through	ADP
spir-8470	7	36	algorithmic	algorithmic	ADJ
spir-8470	7	37	analysis	analysis	NOUN
spir-8470	7	38	.	.	PUNCT
spir-8470	8	1	simultaneously	simultaneously	ADV
spir-8470	8	2	,	,	PUNCT
spir-8470	8	3	debates	debate	NOUN
spir-8470	8	4	about	about	ADP
spir-8470	8	5	the	the	DET
spir-8470	8	6	value	value	NOUN
spir-8470	8	7	of	of	ADP
spir-8470	8	8	measuring	measure	VERB
spir-8470	8	9	public	public	ADJ
spir-8470	8	10	opinion	opinion	NOUN
spir-8470	8	11	through	through	ADP
spir-8470	8	12	this	this	DET
spir-8470	8	13	medium	medium	NOUN
spir-8470	8	14	have	have	AUX
spir-8470	8	15	questioned	question	VERB
spir-8470	8	16	the	the	DET
spir-8470	8	17	interpretive	interpretive	ADJ
spir-8470	8	18	use	use	NOUN
spir-8470	8	19	of	of	ADP
spir-8470	8	20	such	such	ADJ
spir-8470	8	21	techniques	technique	NOUN
spir-8470	8	22	to	to	PART
spir-8470	8	23	summarize	summarize	VERB
spir-8470	8	24	a	a	DET
spir-8470	8	25	vast	vast	ADJ
spir-8470	8	26	array	array	NOUN
spir-8470	8	27	of	of	ADP
spir-8470	8	28	opinions	opinion	NOUN
spir-8470	8	29	(	(	PUNCT
spir-8470	8	30	sifry	sifry	ADJ
spir-8470	8	31	,	,	PUNCT
spir-8470	8	32	2012	2012	NUM
spir-8470	8	33	;	;	PUNCT
spir-8470	8	34	metaxas	metaxas	PROPN
spir-8470	8	35	et	et	PROPN
spir-8470	8	36	al	al	PROPN
spir-8470	8	37	.	.	PROPN
spir-8470	8	38	,	,	PUNCT
spir-8470	8	39	2011	2011	NUM
spir-8470	8	40	;	;	PUNCT
spir-8470	8	41	gayo	gayo	PROPN
spir-8470	8	42	-	-	PUNCT
spir-8470	8	43	avello	avello	PROPN
spir-8470	8	44	,	,	PUNCT
spir-8470	8	45	2011	2011	NUM
spir-8470	8	46	)	)	PUNCT
spir-8470	8	47	.	.	PUNCT
spir-8470	9	1	during	during	ADP
spir-8470	9	2	the	the	DET
spir-8470	9	3	2012	2012	NUM
spir-8470	9	4	u.s	u.s	PROPN
spir-8470	9	5	.	.	PROPN
spir-8470	9	6	election	election	NOUN
spir-8470	9	7	cycle	cycle	NOUN
spir-8470	9	8	,	,	PUNCT
spir-8470	9	9	providers	provider	NOUN
spir-8470	9	10	such	such	ADJ
spir-8470	9	11	as	as	ADP
spir-8470	9	12	crimson	crimson	ADJ
spir-8470	9	13	hexagon	hexagon	NOUN
spir-8470	9	14	,	,	PUNCT
spir-8470	9	15	topsy	topsy	NOUN
spir-8470	9	16	,	,	PUNCT
spir-8470	9	17	and	and	CCONJ
spir-8470	9	18	radian6	radian6	NOUN
spir-8470	9	19	partnered	partner	VERB
spir-8470	9	20	with	with	ADP
spir-8470	9	21	news	news	NOUN
spir-8470	9	22	organizations	organization	NOUN
spir-8470	9	23	that	that	PRON
spir-8470	9	24	were	be	AUX
spir-8470	9	25	eager	eager	ADJ
spir-8470	9	26	to	to	PART
spir-8470	9	27	find	find	VERB
spir-8470	9	28	ways	way	NOUN
spir-8470	9	29	to	to	PART
spir-8470	9	30	report	report	VERB
spir-8470	9	31	on	on	ADP
spir-8470	9	32	the	the	DET
spir-8470	9	33	millions	million	NOUN
spir-8470	9	34	of	of	ADP
spir-8470	9	35	tweets	tweet	NOUN
spir-8470	9	36	and	and	CCONJ
spir-8470	9	37	facebook	facebook	NOUN
spir-8470	9	38	posts	post	NOUN
spir-8470	9	39	about	about	ADP
spir-8470	9	40	the	the	DET
spir-8470	9	41	campaign	campaign	NOUN
spir-8470	9	42	and	and	CCONJ
spir-8470	9	43	candidates	candidate	NOUN
spir-8470	9	44	(	(	PUNCT
spir-8470	9	45	petulla	petulla	NOUN
spir-8470	9	46	,	,	PUNCT
spir-8470	9	47	2013	2013	NUM
spir-8470	9	48	)	)	PUNCT
spir-8470	9	49	.	.	PUNCT
spir-8470	10	1	dashboards	dashboard	NOUN
spir-8470	10	2	illustrating	illustrate	VERB
spir-8470	10	3	support	support	NOUN
spir-8470	10	4	for	for	ADP
spir-8470	10	5	obama	obama	NOUN
spir-8470	10	6	and	and	CCONJ
spir-8470	10	7	romney	romney	NOUN
spir-8470	10	8	were	be	AUX
spir-8470	10	9	broadcast	broadcast	VERB
spir-8470	10	10	on	on	ADP
spir-8470	10	11	cnn	cnn	PROPN
spir-8470	10	12	;	;	PUNCT
spir-8470	10	13	politico	politico	PROPN
spir-8470	10	14	tried	try	VERB
spir-8470	10	15	to	to	PART
spir-8470	10	16	predict	predict	VERB
spir-8470	10	17	the	the	DET
spir-8470	10	18	outcome	outcome	NOUN
spir-8470	10	19	of	of	ADP
spir-8470	10	20	the	the	DET
spir-8470	10	21	republican	republican	ADJ
spir-8470	10	22	primaries	primary	NOUN
spir-8470	10	23	using	use	VERB
spir-8470	10	24	sentiment	sentiment	NOUN
spir-8470	10	25	on	on	ADP
spir-8470	10	26	facebook	facebook	PROPN
spir-8470	10	27	.	.	PUNCT
spir-8470	11	1	these	these	DET
spir-8470	11	2	representations	representation	NOUN
spir-8470	11	3	were	be	AUX
spir-8470	11	4	often	often	ADV
spir-8470	11	5	offered	offer	VERB
spir-8470	11	6	as	as	ADP
spir-8470	11	7	a	a	DET
spir-8470	11	8	complement	complement	NOUN
spir-8470	11	9	to	to	ADP
spir-8470	11	10	traditional	traditional	ADJ
spir-8470	11	11	polling	polling	NOUN
spir-8470	11	12	as	as	ADP
spir-8470	11	13	a	a	DET
spir-8470	11	14	more	more	ADV
spir-8470	11	15	instantaneous	instantaneous	ADJ
spir-8470	11	16	assessment	assessment	NOUN
spir-8470	11	17	of	of	ADP
spir-8470	11	18	public	public	ADJ
spir-8470	11	19	mood	mood	NOUN
spir-8470	11	20	.	.	PUNCT
spir-8470	12	1	sentiment	sentiment	NOUN
spir-8470	12	2	analysis	analysis	NOUN
spir-8470	12	3	became	become	VERB
spir-8470	12	4	an	an	DET
spir-8470	12	5	integral	integral	ADJ
spir-8470	12	6	component	component	NOUN
spir-8470	12	7	of	of	ADP
spir-8470	12	8	the	the	DET
spir-8470	12	9	campaign	campaign	NOUN
spir-8470	12	10	coverage	coverage	NOUN
spir-8470	12	11	.	.	PUNCT
spir-8470	13	1	sentiment	sentiment	NOUN
spir-8470	13	2	-	-	PUNCT
spir-8470	13	3	based	base	VERB
spir-8470	13	4	quantifications	quantification	NOUN
spir-8470	13	5	of	of	ADP
spir-8470	13	6	public	public	ADJ
spir-8470	13	7	opinion	opinion	NOUN
spir-8470	13	8	are	be	AUX
spir-8470	13	9	contested	contest	VERB
spir-8470	13	10	constructs	construct	NOUN
spir-8470	13	11	,	,	PUNCT
spir-8470	13	12	not	not	PART
spir-8470	13	13	unlike	unlike	ADP
spir-8470	13	14	the	the	DET
spir-8470	13	15	emergence	emergence	NOUN
spir-8470	13	16	of	of	ADP
spir-8470	13	17	polling	polling	NOUN
spir-8470	13	18	data	datum	NOUN
spir-8470	13	19	as	as	ADP
spir-8470	13	20	a	a	DET
spir-8470	13	21	technology	technology	NOUN
spir-8470	13	22	of	of	ADP
spir-8470	13	23	public	public	ADJ
spir-8470	13	24	opinion	opinion	NOUN
spir-8470	13	25	in	in	ADP
spir-8470	13	26	the	the	DET
spir-8470	13	27	first	first	ADJ
spir-8470	13	28	half	half	NOUN
spir-8470	13	29	of	of	ADP
spir-8470	13	30	the	the	DET
spir-8470	13	31	twentieth	twentieth	ADJ
spir-8470	13	32	century	century	NOUN
spir-8470	13	33	(	(	PUNCT
spir-8470	13	34	igo	igo	NOUN
spir-8470	13	35	,	,	PUNCT
spir-8470	13	36	2008	2008	NUM
spir-8470	13	37	)	)	PUNCT
spir-8470	13	38	.	.	PUNCT
spir-8470	14	1	technical	technical	ADJ
spir-8470	14	2	questions	question	NOUN
spir-8470	14	3	about	about	ADP
spir-8470	14	4	twitter	twitter	NOUN
spir-8470	14	5	sentiment	sentiment	NOUN
spir-8470	14	6	analysis	analysis	NOUN
spir-8470	14	7	remain	remain	VERB
spir-8470	14	8	:	:	PUNCT
spir-8470	14	9	do	do	AUX
spir-8470	14	10	sentiment	sentiment	NOUN
spir-8470	14	11	algorithms	algorithm	NOUN
spir-8470	14	12	accurately	accurately	ADV
spir-8470	14	13	capture	capture	VERB
spir-8470	14	14	the	the	DET
spir-8470	14	15	intended	intend	VERB
spir-8470	14	16	meanings	meaning	NOUN
spir-8470	14	17	of	of	ADP
spir-8470	14	18	tweet	tweet	NOUN
spir-8470	14	19	authors	author	NOUN
spir-8470	14	20	?	?	PUNCT
spir-8470	15	1	when	when	SCONJ
spir-8470	15	2	twitter	twitter	NOUN
spir-8470	15	3	users	user	NOUN
spir-8470	15	4	represent	represent	VERB
spir-8470	15	5	only	only	ADV
spir-8470	15	6	16	16	NUM
spir-8470	15	7	percent	percent	NOUN
spir-8470	15	8	of	of	ADP
spir-8470	15	9	the	the	DET
spir-8470	15	10	population	population	NOUN
spir-8470	15	11	(	(	PUNCT
spir-8470	15	12	pew	pew	NOUN
spir-8470	15	13	internet	internet	PROPN
spir-8470	15	14	&	&	CCONJ
spir-8470	15	15	american	american	ADJ
spir-8470	15	16	life	life	PROPN
spir-8470	15	17	project	project	NOUN
spir-8470	15	18	,	,	PUNCT
spir-8470	15	19	2012	2012	NUM
spir-8470	15	20	)	)	PUNCT
spir-8470	15	21	,	,	PUNCT
spir-8470	15	22	what	what	DET
spir-8470	15	23	publics	public	NOUN
spir-8470	15	24	does	do	AUX
spir-8470	15	25	sentiment	sentiment	VERB
spir-8470	15	26	analysis	analysis	NOUN
spir-8470	15	27	1	1	NUM
spir-8470	15	28	selected	select	VERB
spir-8470	15	29	papers	paper	NOUN
spir-8470	15	30	of	of	ADP
spir-8470	15	31	internet	internet	NOUN
spir-8470	15	32	research	research	NOUN
spir-8470	15	33	14.0	14.0	NUM
spir-8470	15	34	,	,	PUNCT
spir-8470	15	35	2013	2013	NUM
spir-8470	15	36	:	:	PUNCT
spir-8470	15	37	denver	denver	PROPN
spir-8470	15	38	,	,	PUNCT
spir-8470	15	39	usa	usa	PROPN
spir-8470	15	40	capture	capture	NOUN
spir-8470	15	41	?	?	PUNCT
spir-8470	16	1	although	although	SCONJ
spir-8470	16	2	not	not	PART
spir-8470	16	3	widely	widely	ADV
spir-8470	16	4	recognized	recognize	VERB
spir-8470	16	5	within	within	ADP
spir-8470	16	6	news	news	NOUN
spir-8470	16	7	media	medium	NOUN
spir-8470	16	8	framings	framing	NOUN
spir-8470	16	9	,	,	PUNCT
spir-8470	16	10	these	these	DET
spir-8470	16	11	technical	technical	ADJ
spir-8470	16	12	debates	debate	NOUN
spir-8470	16	13	are	be	AUX
spir-8470	16	14	intertwined	intertwine	VERB
spir-8470	16	15	with	with	ADP
spir-8470	16	16	the	the	DET
spir-8470	16	17	social	social	ADJ
spir-8470	16	18	practices	practice	NOUN
spir-8470	16	19	of	of	ADP
spir-8470	16	20	tweeting	tweet	VERB
spir-8470	16	21	politics	politic	NOUN
spir-8470	16	22	.	.	PUNCT
spir-8470	17	1	this	this	DET
spir-8470	17	2	paper	paper	NOUN
spir-8470	17	3	contributes	contribute	VERB
spir-8470	17	4	to	to	ADP
spir-8470	17	5	this	this	DET
spir-8470	17	6	debate	debate	NOUN
spir-8470	17	7	through	through	ADP
spir-8470	17	8	a	a	DET
spir-8470	17	9	multi	multi	ADJ
spir-8470	17	10	-	-	ADJ
spir-8470	17	11	faceted	faceted	ADJ
spir-8470	17	12	analysis	analysis	NOUN
spir-8470	17	13	of	of	ADP
spir-8470	17	14	tweets	tweet	NOUN
spir-8470	17	15	posted	post	VERB
spir-8470	17	16	during	during	ADP
spir-8470	17	17	each	each	PRON
spir-8470	17	18	of	of	ADP
spir-8470	17	19	the	the	DET
spir-8470	17	20	three	three	NUM
spir-8470	17	21	2012	2012	NUM
spir-8470	17	22	presidential	presidential	ADJ
spir-8470	17	23	debates	debate	NOUN
spir-8470	17	24	.	.	PUNCT
spir-8470	18	1	while	while	SCONJ
spir-8470	18	2	some	some	DET
spir-8470	18	3	studies	study	NOUN
spir-8470	18	4	have	have	AUX
spir-8470	18	5	documented	document	VERB
spir-8470	18	6	the	the	DET
spir-8470	18	7	practice	practice	NOUN
spir-8470	18	8	of	of	ADP
spir-8470	18	9	live	live	ADV
spir-8470	18	10	-	-	PUNCT
spir-8470	18	11	tweeting	tweet	VERB
spir-8470	18	12	during	during	ADP
spir-8470	18	13	televised	televise	VERB
spir-8470	18	14	media	medium	NOUN
spir-8470	18	15	events	event	NOUN
spir-8470	18	16	(	(	PUNCT
spir-8470	18	17	bruns	brun	NOUN
spir-8470	18	18	&	&	CCONJ
spir-8470	18	19	burgess	burgess	PROPN
spir-8470	18	20	,	,	PUNCT
spir-8470	18	21	2011	2011	NUM
spir-8470	18	22	;	;	PUNCT
spir-8470	18	23	mcpherson	mcpherson	PROPN
spir-8470	18	24	et	et	PROPN
spir-8470	18	25	al	al	PROPN
spir-8470	18	26	.	.	PROPN
spir-8470	18	27	,	,	PUNCT
spir-8470	18	28	2012	2012	NUM
spir-8470	18	29	;	;	PUNCT
spir-8470	18	30	shamma	shamma	PROPN
spir-8470	18	31	,	,	PUNCT
spir-8470	18	32	kennedy	kennedy	PROPN
spir-8470	18	33	,	,	PUNCT
spir-8470	18	34	&	&	CCONJ
spir-8470	18	35	churchill	churchill	PROPN
spir-8470	18	36	,	,	PUNCT
spir-8470	18	37	2010	2010	NUM
spir-8470	18	38	)	)	PUNCT
spir-8470	18	39	and	and	CCONJ
spir-8470	18	40	others	other	NOUN
spir-8470	18	41	have	have	AUX
spir-8470	18	42	explored	explore	VERB
spir-8470	18	43	the	the	DET
spir-8470	18	44	technical	technical	ADJ
spir-8470	18	45	complexities	complexity	NOUN
spir-8470	18	46	of	of	ADP
spir-8470	18	47	sentiment	sentiment	NOUN
spir-8470	18	48	algorithms	algorithm	NOUN
spir-8470	18	49	(	(	PUNCT
spir-8470	18	50	mejova	mejova	PROPN
spir-8470	18	51	,	,	PUNCT
spir-8470	18	52	srinivasan	srinivasan	NOUN
spir-8470	18	53	,	,	PUNCT
spir-8470	18	54	&	&	CCONJ
spir-8470	18	55	boynton	boynton	PROPN
spir-8470	18	56	,	,	PUNCT
spir-8470	18	57	2012	2012	NUM
spir-8470	18	58	;	;	PUNCT
spir-8470	18	59	skoric	skoric	NOUN
spir-8470	18	60	et	et	PROPN
spir-8470	18	61	al	al	PROPN
spir-8470	18	62	.	.	PROPN
spir-8470	18	63	,	,	PUNCT
spir-8470	18	64	2012	2012	NUM
spir-8470	18	65	;	;	PUNCT
spir-8470	18	66	metaxas	metaxas	PROPN
spir-8470	18	67	et	et	PROPN
spir-8470	18	68	al	al	PROPN
spir-8470	18	69	.	.	PROPN
spir-8470	18	70	,	,	PUNCT
spir-8470	18	71	2012	2012	NUM
spir-8470	18	72	)	)	PUNCT
spir-8470	18	73	,	,	PUNCT
spir-8470	18	74	these	these	DET
spir-8470	18	75	literatures	literature	NOUN
spir-8470	18	76	remain	remain	VERB
spir-8470	18	77	relatively	relatively	ADV
spir-8470	18	78	disconnected	disconnected	ADJ
spir-8470	18	79	.	.	PUNCT
spir-8470	19	1	our	our	PRON
spir-8470	19	2	aim	aim	NOUN
spir-8470	19	3	is	be	AUX
spir-8470	19	4	to	to	PART
spir-8470	19	5	straddle	straddle	VERB
spir-8470	19	6	these	these	DET
spir-8470	19	7	literatures	literature	NOUN
spir-8470	19	8	,	,	PUNCT
spir-8470	19	9	showing	show	VERB
spir-8470	19	10	how	how	SCONJ
spir-8470	19	11	different	different	ADJ
spir-8470	19	12	meanings	meaning	NOUN
spir-8470	19	13	of	of	ADP
spir-8470	19	14	large	large	ADJ
spir-8470	19	15	-	-	PUNCT
spir-8470	19	16	scale	scale	NOUN
spir-8470	19	17	methodological	methodological	ADJ
spir-8470	19	18	tools	tool	NOUN
spir-8470	19	19	like	like	ADP
spir-8470	19	20	sentiment	sentiment	NOUN
spir-8470	19	21	analysis	analysis	NOUN
spir-8470	19	22	depend	depend	VERB
spir-8470	19	23	upon	upon	SCONJ
spir-8470	19	24	understanding	understand	VERB
spir-8470	19	25	both	both	CCONJ
spir-8470	19	26	online	online	ADV
spir-8470	19	27	,	,	PUNCT
spir-8470	19	28	networked	network	VERB
spir-8470	19	29	social	social	ADJ
spir-8470	19	30	practices	practice	NOUN
spir-8470	19	31	and	and	CCONJ
spir-8470	19	32	assumptions	assumption	NOUN
spir-8470	19	33	underlying	underlie	VERB
spir-8470	19	34	‘	'	PUNCT
spir-8470	19	35	big	big	ADJ
spir-8470	19	36	data	datum	NOUN
spir-8470	19	37	’	'	PUNCT
spir-8470	19	38	collection	collection	NOUN
spir-8470	19	39	and	and	CCONJ
spir-8470	19	40	interpretation	interpretation	NOUN
spir-8470	19	41	.	.	PUNCT
spir-8470	20	1	we	we	PRON
spir-8470	20	2	focus	focus	VERB
spir-8470	20	3	on	on	ADP
spir-8470	20	4	retweeting	retweete	VERB
spir-8470	20	5	and	and	CCONJ
spir-8470	20	6	livetweeting	livetweete	VERB
spir-8470	20	7	practices	practice	NOUN
spir-8470	20	8	,	,	PUNCT
spir-8470	20	9	in	in	ADP
spir-8470	20	10	particular	particular	ADJ
spir-8470	20	11	as	as	SCONJ
spir-8470	20	12	they	they	PRON
spir-8470	20	13	relate	relate	VERB
spir-8470	20	14	to	to	ADP
spir-8470	20	15	humor	humor	NOUN
spir-8470	20	16	,	,	PUNCT
spir-8470	20	17	as	as	SCONJ
spir-8470	20	18	we	we	PRON
spir-8470	20	19	suspect	suspect	VERB
spir-8470	20	20	prevalent	prevalent	ADJ
spir-8470	20	21	sentiment	sentiment	NOUN
spir-8470	20	22	analysis	analysis	NOUN
spir-8470	20	23	approaches	approach	NOUN
spir-8470	20	24	may	may	AUX
spir-8470	20	25	overemphasize	overemphasize	VERB
spir-8470	20	26	their	their	PRON
spir-8470	20	27	importance	importance	NOUN
spir-8470	20	28	in	in	ADP
spir-8470	20	29	political	political	ADJ
spir-8470	20	30	discourse	discourse	NOUN
spir-8470	20	31	.	.	PUNCT
spir-8470	21	1	we	we	PRON
spir-8470	21	2	examine	examine	VERB
spir-8470	21	3	practices	practice	NOUN
spir-8470	21	4	such	such	ADJ
spir-8470	21	5	as	as	ADP
spir-8470	21	6	the	the	DET
spir-8470	21	7	use	use	NOUN
spir-8470	21	8	of	of	ADP
spir-8470	21	9	humor	humor	NOUN
spir-8470	21	10	and	and	CCONJ
spir-8470	21	11	sarcasm	sarcasm	NOUN
spir-8470	21	12	(	(	PUNCT
spir-8470	21	13	mejova	mejova	PROPN
spir-8470	21	14	,	,	PUNCT
spir-8470	21	15	srinivasan	srinivasan	NOUN
spir-8470	21	16	,	,	PUNCT
spir-8470	21	17	&	&	CCONJ
spir-8470	21	18	boynton	boynton	PROPN
spir-8470	21	19	,	,	PUNCT
spir-8470	21	20	2013	2013	NUM
spir-8470	21	21	)	)	PUNCT
spir-8470	21	22	,	,	PUNCT
spir-8470	21	23	‘	'	PUNCT
spir-8470	21	24	astroturfing	astroturfe	VERB
spir-8470	21	25	’	'	PUNCT
spir-8470	21	26	by	by	ADP
spir-8470	21	27	campaigns	campaign	NOUN
spir-8470	21	28	and	and	CCONJ
spir-8470	21	29	other	other	ADJ
spir-8470	21	30	strategic	strategic	ADJ
spir-8470	21	31	actors	actor	NOUN
spir-8470	21	32	(	(	PUNCT
spir-8470	21	33	ratkiewicz	ratkiewicz	VERB
spir-8470	21	34	et	et	NOUN
spir-8470	21	35	al	al	PROPN
spir-8470	21	36	.	.	PROPN
spir-8470	21	37	,	,	PUNCT
spir-8470	21	38	2011	2011	NUM
spir-8470	21	39	)	)	PUNCT
spir-8470	21	40	,	,	PUNCT
spir-8470	21	41	and	and	CCONJ
spir-8470	21	42	retweeting	retweete	VERB
spir-8470	21	43	‘	'	PUNCT
spir-8470	21	44	bots	bot	NOUN
spir-8470	21	45	’	'	PUNCT
spir-8470	21	46	that	that	PRON
spir-8470	21	47	distort	distort	VERB
spir-8470	21	48	the	the	DET
spir-8470	21	49	implicit	implicit	ADJ
spir-8470	21	50	“	"	PUNCT
spir-8470	21	51	one	one	NUM
spir-8470	21	52	tweet	tweet	NOUN
spir-8470	21	53	,	,	PUNCT
spir-8470	21	54	one	one	NUM
spir-8470	21	55	opinion	opinion	NOUN
spir-8470	21	56	”	"	PUNCT
spir-8470	21	57	assumption	assumption	NOUN
spir-8470	21	58	behind	behind	ADP
spir-8470	21	59	many	many	ADJ
spir-8470	21	60	sentiment	sentiment	NOUN
spir-8470	21	61	analysis	analysis	NOUN
spir-8470	21	62	algorithms	algorithm	NOUN
spir-8470	21	63	(	(	PUNCT
spir-8470	21	64	metaxas	metaxas	NOUN
spir-8470	21	65	et	et	PROPN
spir-8470	21	66	al	al	PROPN
spir-8470	21	67	.	.	PROPN
spir-8470	21	68	,	,	PUNCT
spir-8470	21	69	2012	2012	NUM
spir-8470	21	70	)	)	PUNCT
spir-8470	21	71	.	.	PUNCT
spir-8470	22	1	data	data	PROPN
spir-8470	22	2	collection	collection	NOUN
spir-8470	22	3	&	&	CCONJ
spir-8470	22	4	methods	method	NOUN
spir-8470	22	5	during	during	ADP
spir-8470	22	6	each	each	DET
spir-8470	22	7	2012	2012	NUM
spir-8470	22	8	presidential	presidential	ADJ
spir-8470	22	9	debate	debate	NOUN
spir-8470	22	10	,	,	PUNCT
spir-8470	22	11	we	we	PRON
spir-8470	22	12	collected	collect	VERB
spir-8470	22	13	tweets	tweet	NOUN
spir-8470	22	14	matching	match	VERB
spir-8470	22	15	an	an	DET
spir-8470	22	16	evolving	evolve	VERB
spir-8470	22	17	set	set	NOUN
spir-8470	22	18	of	of	ADP
spir-8470	22	19	427	427	NUM
spir-8470	22	20	debaterelated	debaterelated	ADJ
spir-8470	22	21	keyword	keyword	NOUN
spir-8470	22	22	rules	rule	NOUN
spir-8470	22	23	using	use	VERB
spir-8470	22	24	the	the	DET
spir-8470	22	25	commercial	commercial	ADJ
spir-8470	22	26	data	datum	NOUN
spir-8470	22	27	provider	provider	NOUN
spir-8470	22	28	gnip	gnip	NOUN
spir-8470	22	29	powertrack	powertrack	NOUN
spir-8470	22	30	.	.	PUNCT
spir-8470	23	1	our	our	PRON
spir-8470	23	2	observation	observation	NOUN
spir-8470	23	3	period	period	NOUN
spir-8470	23	4	began	begin	VERB
spir-8470	23	5	one	one	NUM
spir-8470	23	6	hour	hour	NOUN
spir-8470	23	7	before	before	ADP
spir-8470	23	8	each	each	DET
spir-8470	23	9	debate	debate	NOUN
spir-8470	23	10	’s	’s	PART
spir-8470	23	11	start	start	NOUN
spir-8470	23	12	and	and	CCONJ
spir-8470	23	13	lasted	last	VERB
spir-8470	23	14	until	until	ADP
spir-8470	23	15	four	four	NUM
spir-8470	23	16	hours	hour	NOUN
spir-8470	23	17	after	after	ADP
spir-8470	23	18	the	the	DET
spir-8470	23	19	conclusion	conclusion	NOUN
spir-8470	23	20	of	of	ADP
spir-8470	23	21	the	the	DET
spir-8470	23	22	televised	televise	VERB
spir-8470	23	23	broadcast	broadcast	NOUN
spir-8470	23	24	.	.	PUNCT
spir-8470	24	1	the	the	DET
spir-8470	24	2	full	full	ADJ
spir-8470	24	3	corpus	corpus	NOUN
spir-8470	24	4	consists	consist	VERB
spir-8470	24	5	of	of	ADP
spir-8470	24	6	35,247,043	35,247,043	NUM
spir-8470	24	7	tweets	tweet	NOUN
spir-8470	24	8	produced	produce	VERB
spir-8470	24	9	by	by	ADP
spir-8470	24	10	5,833,227	5,833,227	NUM
spir-8470	24	11	unique	unique	ADJ
spir-8470	24	12	user	user	NOUN
spir-8470	24	13	accounts	account	NOUN
spir-8470	24	14	.	.	PUNCT
spir-8470	25	1	the	the	DET
spir-8470	25	2	size	size	NOUN
spir-8470	25	3	of	of	ADP
spir-8470	25	4	this	this	DET
spir-8470	25	5	collection	collection	NOUN
spir-8470	25	6	is	be	AUX
spir-8470	25	7	comparable	comparable	ADJ
spir-8470	25	8	with	with	ADP
spir-8470	25	9	statistics	statistic	NOUN
spir-8470	25	10	reported	report	VERB
spir-8470	25	11	by	by	ADP
spir-8470	25	12	journalists	journalist	NOUN
spir-8470	25	13	and	and	CCONJ
spir-8470	25	14	social	social	ADJ
spir-8470	25	15	media	medium	NOUN
spir-8470	25	16	analytics	analytic	NOUN
spir-8470	25	17	firms	firm	NOUN
spir-8470	25	18	in	in	ADP
spir-8470	25	19	the	the	DET
spir-8470	25	20	days	day	NOUN
spir-8470	25	21	following	follow	VERB
spir-8470	25	22	the	the	DET
spir-8470	25	23	debates	debate	NOUN
spir-8470	25	24	(	(	PUNCT
spir-8470	25	25	e.g.	e.g.	ADV
spir-8470	25	26	,	,	PUNCT
spir-8470	25	27	sharp	sharp	ADJ
spir-8470	25	28	,	,	PUNCT
spir-8470	25	29	2012	2012	NUM
spir-8470	25	30	)	)	PUNCT
spir-8470	25	31	.	.	PUNCT
spir-8470	26	1	our	our	PRON
spir-8470	26	2	analysis	analysis	NOUN
spir-8470	26	3	focuses	focus	VERB
spir-8470	26	4	on	on	ADP
spir-8470	26	5	the	the	DET
spir-8470	26	6	17,579,576	17,579,576	NUM
spir-8470	26	7	retweets	retweet	NOUN
spir-8470	26	8	within	within	ADP
spir-8470	26	9	these	these	DET
spir-8470	26	10	data	datum	NOUN
spir-8470	26	11	.	.	PUNCT
spir-8470	27	1	retweets	retweet	NOUN
spir-8470	27	2	accounted	account	VERB
spir-8470	27	3	for	for	ADP
spir-8470	27	4	49.9	49.9	NUM
spir-8470	27	5	%	%	NOUN
spir-8470	27	6	of	of	ADP
spir-8470	27	7	the	the	DET
spir-8470	27	8	total	total	ADJ
spir-8470	27	9	corpus	corpus	NOUN
spir-8470	27	10	of	of	ADP
spir-8470	27	11	tweets	tweet	NOUN
spir-8470	27	12	we	we	PRON
spir-8470	27	13	collected	collect	VERB
spir-8470	27	14	during	during	ADP
spir-8470	27	15	the	the	DET
spir-8470	27	16	three	three	NUM
spir-8470	27	17	debates	debate	NOUN
spir-8470	27	18	.	.	PUNCT
spir-8470	28	1	to	to	PART
spir-8470	28	2	investigate	investigate	VERB
spir-8470	28	3	livetweeting	livetweete	VERB
spir-8470	28	4	practices	practice	NOUN
spir-8470	28	5	and	and	CCONJ
spir-8470	28	6	their	their	PRON
spir-8470	28	7	relationships	relationship	NOUN
spir-8470	28	8	to	to	PART
spir-8470	28	9	sentiment	sentiment	NOUN
spir-8470	28	10	analysis	analysis	NOUN
spir-8470	28	11	,	,	PUNCT
spir-8470	28	12	we	we	PRON
spir-8470	28	13	used	use	VERB
spir-8470	28	14	both	both	DET
spir-8470	28	15	quantitative	quantitative	ADJ
spir-8470	28	16	content	content	NOUN
spir-8470	28	17	analysis	analysis	NOUN
spir-8470	28	18	and	and	CCONJ
spir-8470	28	19	software	software	NOUN
spir-8470	28	20	-	-	PUNCT
spir-8470	28	21	assisted	assist	VERB
spir-8470	28	22	textual	textual	ADJ
spir-8470	28	23	analysis	analysis	NOUN
spir-8470	28	24	.	.	PUNCT
spir-8470	29	1	identifying	identify	VERB
spir-8470	29	2	comedic	comedic	ADJ
spir-8470	29	3	accounts	account	NOUN
spir-8470	29	4	first	first	ADV
spir-8470	29	5	,	,	PUNCT
spir-8470	29	6	we	we	PRON
spir-8470	29	7	conducted	conduct	VERB
spir-8470	29	8	a	a	DET
spir-8470	29	9	content	content	NOUN
spir-8470	29	10	analysis	analysis	NOUN
spir-8470	29	11	on	on	ADP
spir-8470	29	12	the	the	DET
spir-8470	29	13	top	top	ADJ
spir-8470	29	14	quartile	quartile	NOUN
spir-8470	29	15	of	of	ADP
spir-8470	29	16	most	most	ADV
spir-8470	29	17	-	-	PUNCT
spir-8470	29	18	tweeted	tweet	VERB
spir-8470	29	19	accounts	account	NOUN
spir-8470	29	20	(	(	PUNCT
spir-8470	29	21	n=197).this	n=197).this	DET
spir-8470	29	22	small	small	ADJ
spir-8470	29	23	group	group	NOUN
spir-8470	29	24	produced	produce	VERB
spir-8470	29	25	18,425	18,425	NUM
spir-8470	29	26	tweets	tweet	NOUN
spir-8470	29	27	that	that	PRON
spir-8470	29	28	were	be	AUX
spir-8470	29	29	retweeted	retweete	VERB
spir-8470	29	30	4,388,446	4,388,446	NUM
spir-8470	29	31	times	time	NOUN
spir-8470	29	32	collectively	collectively	ADV
spir-8470	29	33	during	during	ADP
spir-8470	29	34	(	(	PUNCT
spir-8470	29	35	and	and	CCONJ
spir-8470	29	36	in	in	ADP
spir-8470	29	37	the	the	DET
spir-8470	29	38	hours	hour	NOUN
spir-8470	29	39	following	follow	VERB
spir-8470	29	40	)	)	PUNCT
spir-8470	29	41	the	the	DET
spir-8470	29	42	three	three	NUM
spir-8470	29	43	presidential	presidential	ADJ
spir-8470	29	44	debates	debate	NOUN
spir-8470	29	45	.	.	PUNCT
spir-8470	30	1	we	we	PRON
spir-8470	30	2	found	find	VERB
spir-8470	30	3	that	that	SCONJ
spir-8470	30	4	62	62	NUM
spir-8470	30	5	(	(	PUNCT
spir-8470	30	6	31	31	NUM
spir-8470	30	7	%	%	NOUN
spir-8470	30	8	)	)	PUNCT
spir-8470	30	9	of	of	ADP
spir-8470	30	10	the	the	DET
spir-8470	30	11	top	top	ADJ
spir-8470	30	12	quartile	quartile	NOUN
spir-8470	30	13	of	of	ADP
spir-8470	30	14	the	the	DET
spir-8470	30	15	most	most	ADV
spir-8470	30	16	retweeted	retweete	VERB
spir-8470	30	17	accounts	account	NOUN
spir-8470	30	18	were	be	AUX
spir-8470	30	19	primarily	primarily	ADV
spir-8470	30	20	used	use	VERB
spir-8470	30	21	for	for	ADP
spir-8470	30	22	humor	humor	NOUN
spir-8470	30	23	,	,	PUNCT
spir-8470	30	24	comedy	comedy	NOUN
spir-8470	30	25	,	,	PUNCT
spir-8470	30	26	parody	parody	NOUN
spir-8470	30	27	and	and	CCONJ
spir-8470	30	28	sarcasm	sarcasm	NOUN
spir-8470	30	29	.	.	PUNCT
spir-8470	31	1	these	these	DET
spir-8470	31	2	62	62	NUM
spir-8470	31	3	humorous	humorous	ADJ
spir-8470	31	4	accounts	account	NOUN
spir-8470	31	5	were	be	AUX
spir-8470	31	6	responsible	responsible	ADJ
spir-8470	31	7	,	,	PUNCT
spir-8470	31	8	directly	directly	ADV
spir-8470	31	9	or	or	CCONJ
spir-8470	31	10	indirectly	indirectly	ADV
spir-8470	31	11	via	via	ADP
spir-8470	31	12	retweet	retweet	PROPN
spir-8470	31	13	,	,	PUNCT
spir-8470	31	14	for	for	ADP
spir-8470	31	15	1,370,537	1,370,537	NUM
spir-8470	31	16	(	(	PUNCT
spir-8470	31	17	4	4	NUM
spir-8470	31	18	%	%	NOUN
spir-8470	31	19	)	)	PUNCT
spir-8470	31	20	of	of	ADP
spir-8470	31	21	all	all	DET
spir-8470	31	22	the	the	DET
spir-8470	31	23	tweets	tweet	NOUN
spir-8470	31	24	in	in	ADP
spir-8470	31	25	our	our	PRON
spir-8470	31	26	collection	collection	NOUN
spir-8470	31	27	.	.	PUNCT
spir-8470	32	1	to	to	PART
spir-8470	32	2	put	put	VERB
spir-8470	32	3	this	this	DET
spir-8470	32	4	concentration	concentration	NOUN
spir-8470	32	5	of	of	ADP
spir-8470	32	6	comic	comic	ADJ
spir-8470	32	7	accounts	account	NOUN
spir-8470	32	8	in	in	ADP
spir-8470	32	9	context	context	NOUN
spir-8470	32	10	,	,	PUNCT
spir-8470	32	11	we	we	PRON
spir-8470	32	12	also	also	ADV
spir-8470	32	13	coded	code	VERB
spir-8470	32	14	a	a	DET
spir-8470	32	15	random	random	ADJ
spir-8470	32	16	sample	sample	NOUN
spir-8470	32	17	of	of	ADP
spir-8470	32	18	the	the	DET
spir-8470	32	19	remaining	remain	VERB
spir-8470	32	20	three	three	NUM
spir-8470	32	21	quartiles	quartile	NOUN
spir-8470	32	22	and	and	CCONJ
spir-8470	32	23	found	find	VERB
spir-8470	32	24	that	that	SCONJ
spir-8470	32	25	the	the	DET
spir-8470	32	26	number	number	NOUN
spir-8470	32	27	of	of	ADP
spir-8470	32	28	accounts	account	NOUN
spir-8470	32	29	clearly	clearly	ADV
spir-8470	32	30	used	use	VERB
spir-8470	32	31	only	only	ADV
spir-8470	32	32	for	for	ADP
spir-8470	32	33	humor	humor	NOUN
spir-8470	32	34	was	be	AUX
spir-8470	32	35	negligible	negligible	ADJ
spir-8470	32	36	.	.	PUNCT
spir-8470	33	1	emergent	emergent	VERB
spir-8470	33	2	live	live	ADV
spir-8470	33	3	-	-	PUNCT
spir-8470	33	4	tweeting	tweet	VERB
spir-8470	33	5	practices	practice	NOUN
spir-8470	33	6	the	the	DET
spir-8470	33	7	results	result	NOUN
spir-8470	33	8	of	of	ADP
spir-8470	33	9	the	the	DET
spir-8470	33	10	content	content	NOUN
spir-8470	33	11	analysis	analysis	NOUN
spir-8470	33	12	identified	identify	VERB
spir-8470	33	13	accounts	account	NOUN
spir-8470	33	14	that	that	PRON
spir-8470	33	15	were	be	AUX
spir-8470	33	16	exclusively	exclusively	ADV
spir-8470	33	17	comic	comic	ADJ
spir-8470	33	18	,	,	PUNCT
spir-8470	33	19	however	however	ADV
spir-8470	33	20	,	,	PUNCT
spir-8470	33	21	it	it	PRON
spir-8470	33	22	was	be	AUX
spir-8470	33	23	clear	clear	ADJ
spir-8470	33	24	that	that	SCONJ
spir-8470	33	25	many	many	ADJ
spir-8470	33	26	of	of	ADP
spir-8470	33	27	the	the	DET
spir-8470	33	28	most	most	ADV
spir-8470	33	29	retweeted	retweete	VERB
spir-8470	33	30	tweets	tweet	NOUN
spir-8470	33	31	were	be	AUX
spir-8470	33	32	humorous	humorous	ADJ
spir-8470	33	33	–	–	PUNCT
spir-8470	33	34	even	even	ADV
spir-8470	33	35	if	if	SCONJ
spir-8470	33	36	the	the	DET
spir-8470	33	37	accounts	account	NOUN
spir-8470	33	38	that	that	PRON
spir-8470	33	39	sent	send	VERB
spir-8470	33	40	them	they	PRON
spir-8470	33	41	were	be	AUX
spir-8470	33	42	not	not	PART
spir-8470	33	43	.	.	PUNCT
spir-8470	34	1	to	to	PART
spir-8470	34	2	investigate	investigate	VERB
spir-8470	34	3	the	the	DET
spir-8470	34	4	use	use	NOUN
spir-8470	34	5	of	of	ADP
spir-8470	34	6	humor	humor	NOUN
spir-8470	34	7	by	by	ADP
spir-8470	34	8	accounts	account	NOUN
spir-8470	34	9	that	that	PRON
spir-8470	34	10	are	be	AUX
spir-8470	34	11	not	not	PART
spir-8470	34	12	strictly	strictly	ADV
spir-8470	34	13	comedic	comedic	ADJ
spir-8470	34	14	,	,	PUNCT
spir-8470	34	15	we	we	PRON
spir-8470	34	16	are	be	AUX
spir-8470	34	17	in	in	ADP
spir-8470	34	18	the	the	DET
spir-8470	34	19	midst	midst	NOUN
spir-8470	34	20	of	of	ADP
spir-8470	34	21	identifying	identify	VERB
spir-8470	34	22	thematic	thematic	ADJ
spir-8470	34	23	clusters	cluster	NOUN
spir-8470	34	24	of	of	ADP
spir-8470	34	25	tweets	tweet	NOUN
spir-8470	34	26	in	in	ADP
spir-8470	34	27	the	the	DET
spir-8470	34	28	top	top	ADJ
spir-8470	34	29	quartile	quartile	NOUN
spir-8470	34	30	of	of	ADP
spir-8470	34	31	most	most	ADV
spir-8470	34	32	retweeted	retweete	VERB
spir-8470	34	33	tweets	tweet	NOUN
spir-8470	34	34	and	and	CCONJ
spir-8470	34	35	conducting	conduct	VERB
spir-8470	34	36	close	close	ADJ
spir-8470	34	37	readings	reading	NOUN
spir-8470	34	38	of	of	ADP
spir-8470	34	39	each	each	DET
spir-8470	34	40	thematic	thematic	ADJ
spir-8470	34	41	cluster	cluster	NOUN
spir-8470	34	42	.	.	PUNCT
spir-8470	35	1	this	this	DET
spir-8470	35	2	analysis	analysis	NOUN
spir-8470	35	3	indicates	indicate	VERB
spir-8470	35	4	a	a	DET
spir-8470	35	5	set	set	NOUN
spir-8470	35	6	of	of	ADP
spir-8470	35	7	live	live	ADV
spir-8470	35	8	-	-	PUNCT
spir-8470	35	9	tweeting	tweet	VERB
spir-8470	35	10	practices	practice	NOUN
spir-8470	35	11	that	that	PRON
spir-8470	35	12	have	have	VERB
spir-8470	35	13	yet	yet	ADV
spir-8470	35	14	to	to	PART
spir-8470	35	15	be	be	AUX
spir-8470	35	16	addressed	address	VERB
spir-8470	35	17	by	by	ADP
spir-8470	35	18	the	the	DET
spir-8470	35	19	existing	exist	VERB
spir-8470	35	20	literature	literature	NOUN
spir-8470	35	21	.	.	PUNCT
spir-8470	36	1	several	several	ADJ
spir-8470	36	2	of	of	ADP
spir-8470	36	3	the	the	DET
spir-8470	36	4	most	most	ADV
spir-8470	36	5	retweeted	retweete	VERB
spir-8470	36	6	jokes	joke	NOUN
spir-8470	36	7	appear	appear	VERB
spir-8470	36	8	to	to	PART
spir-8470	36	9	be	be	AUX
spir-8470	36	10	direct	direct	ADJ
spir-8470	36	11	,	,	PUNCT
spir-8470	36	12	unattributed	unattributed	ADJ
spir-8470	36	13	copies	copy	NOUN
spir-8470	36	14	of	of	ADP
spir-8470	36	15	other	other	ADJ
spir-8470	36	16	widely	widely	ADV
spir-8470	36	17	-	-	PUNCT
spir-8470	36	18	circulated	circulate	VERB
spir-8470	36	19	tweets	tweet	NOUN
spir-8470	36	20	–	–	PUNCT
spir-8470	36	21	a	a	DET
spir-8470	36	22	sort	sort	NOUN
spir-8470	36	23	of	of	ADP
spir-8470	36	24	“	"	PUNCT
spir-8470	36	25	joke	joke	NOUN
spir-8470	36	26	plagiarism	plagiarism	NOUN
spir-8470	36	27	.	.	PUNCT
spir-8470	36	28	”	"	PUNCT
spir-8470	37	1	jokes	joke	NOUN
spir-8470	37	2	appear	appear	VERB
spir-8470	37	3	to	to	PART
spir-8470	37	4	have	have	VERB
spir-8470	37	5	significant	significant	ADJ
spir-8470	37	6	currency	currency	NOUN
spir-8470	37	7	as	as	ADP
spir-8470	37	8	a	a	DET
spir-8470	37	9	means	means	NOUN
spir-8470	37	10	of	of	ADP
spir-8470	37	11	boosting	boost	VERB
spir-8470	37	12	one	one	NUM
spir-8470	37	13	’s	’s	PART
spir-8470	37	14	visibility	visibility	NOUN
spir-8470	37	15	on	on	ADP
spir-8470	37	16	twitter	twitter	NOUN
spir-8470	37	17	(	(	PUNCT
spir-8470	37	18	as	as	SCONJ
spir-8470	37	19	measured	measure	VERB
spir-8470	37	20	by	by	ADP
spir-8470	37	21	retweet	retweet	NOUN
spir-8470	37	22	count	count	NOUN
spir-8470	37	23	and	and	CCONJ
spir-8470	37	24	number	number	NOUN
spir-8470	37	25	of	of	ADP
spir-8470	37	26	followers	follower	NOUN
spir-8470	37	27	)	)	PUNCT
spir-8470	37	28	,	,	PUNCT
spir-8470	37	29	providing	provide	VERB
spir-8470	37	30	twitter	twitter	NOUN
spir-8470	37	31	users	user	NOUN
spir-8470	37	32	with	with	ADP
spir-8470	37	33	an	an	DET
spir-8470	37	34	incentive	incentive	NOUN
spir-8470	37	35	to	to	PART
spir-8470	37	36	plagiarize	plagiarize	VERB
spir-8470	37	37	successful	successful	ADJ
spir-8470	37	38	jokes	joke	NOUN
spir-8470	37	39	.	.	PUNCT
spir-8470	38	1	a	a	DET
spir-8470	38	2	related	related	ADJ
spir-8470	38	3	phenomenon	phenomenon	NOUN
spir-8470	38	4	that	that	PRON
spir-8470	38	5	appears	appear	VERB
spir-8470	38	6	less	less	ADJ
spir-8470	38	7	2	2	NUM
spir-8470	38	8	selected	select	VERB
spir-8470	38	9	papers	paper	NOUN
spir-8470	38	10	of	of	ADP
spir-8470	38	11	internet	internet	NOUN
spir-8470	38	12	research	research	NOUN
spir-8470	38	13	14.0	14.0	NUM
spir-8470	38	14	,	,	PUNCT
spir-8470	38	15	2013	2013	NUM
spir-8470	38	16	:	:	PUNCT
spir-8470	38	17	denver	denver	PROPN
spir-8470	38	18	,	,	PUNCT
spir-8470	38	19	usa	usa	PROPN
spir-8470	38	20	frequently	frequently	ADV
spir-8470	38	21	involves	involve	VERB
spir-8470	38	22	comedic	comedic	ADJ
spir-8470	38	23	accounts	account	NOUN
spir-8470	38	24	tweeting	tweet	VERB
spir-8470	38	25	the	the	DET
spir-8470	38	26	exact	exact	ADJ
spir-8470	38	27	same	same	ADJ
spir-8470	38	28	message	message	NOUN
spir-8470	38	29	during	during	ADP
spir-8470	38	30	multiple	multiple	ADJ
spir-8470	38	31	debates	debate	NOUN
spir-8470	38	32	.	.	PUNCT
spir-8470	39	1	these	these	DET
spir-8470	39	2	practices	practice	NOUN
spir-8470	39	3	suggest	suggest	VERB
spir-8470	39	4	that	that	SCONJ
spir-8470	39	5	the	the	DET
spir-8470	39	6	authors	author	NOUN
spir-8470	39	7	of	of	ADP
spir-8470	39	8	these	these	DET
spir-8470	39	9	accounts	account	NOUN
spir-8470	39	10	are	be	AUX
spir-8470	39	11	tracking	track	VERB
spir-8470	39	12	the	the	DET
spir-8470	39	13	circulation	circulation	NOUN
spir-8470	39	14	and	and	CCONJ
spir-8470	39	15	reception	reception	NOUN
spir-8470	39	16	of	of	ADP
spir-8470	39	17	their	their	PRON
spir-8470	39	18	tweets	tweet	NOUN
spir-8470	39	19	.	.	PUNCT
spir-8470	40	1	finally	finally	ADV
spir-8470	40	2	,	,	PUNCT
spir-8470	40	3	several	several	ADJ
spir-8470	40	4	of	of	ADP
spir-8470	40	5	the	the	DET
spir-8470	40	6	phenomena	phenomenon	NOUN
spir-8470	40	7	identified	identify	VERB
spir-8470	40	8	above	above	ADV
spir-8470	40	9	might	might	AUX
spir-8470	40	10	be	be	AUX
spir-8470	40	11	attributed	attribute	VERB
spir-8470	40	12	to	to	ADP
spir-8470	40	13	semi	semi	ADJ
spir-8470	40	14	-	-	ADJ
spir-8470	40	15	autonomous	autonomous	ADJ
spir-8470	40	16	software	software	NOUN
spir-8470	40	17	agents	agent	NOUN
spir-8470	40	18	(	(	PUNCT
spir-8470	40	19	“	"	PUNCT
spir-8470	40	20	bots	bot	NOUN
spir-8470	40	21	”	"	PUNCT
spir-8470	40	22	)	)	PUNCT
spir-8470	40	23	.	.	PUNCT
spir-8470	41	1	in	in	ADP
spir-8470	41	2	particular	particular	ADJ
spir-8470	41	3	,	,	PUNCT
spir-8470	41	4	we	we	PRON
spir-8470	41	5	suspect	suspect	VERB
spir-8470	41	6	that	that	SCONJ
spir-8470	41	7	certain	certain	ADJ
spir-8470	41	8	bots	bot	NOUN
spir-8470	41	9	systematically	systematically	ADV
spir-8470	41	10	retweet	retweet	VERB
spir-8470	41	11	jokes	joke	NOUN
spir-8470	41	12	that	that	PRON
spir-8470	41	13	have	have	AUX
spir-8470	41	14	been	be	AUX
spir-8470	41	15	widely	widely	ADV
spir-8470	41	16	circulated	circulate	VERB
spir-8470	41	17	in	in	ADP
spir-8470	41	18	order	order	NOUN
spir-8470	41	19	to	to	PART
spir-8470	41	20	gain	gain	VERB
spir-8470	41	21	followers	follower	NOUN
spir-8470	41	22	.	.	PUNCT
spir-8470	42	1	although	although	SCONJ
spir-8470	42	2	we	we	PRON
spir-8470	42	3	can	can	AUX
spir-8470	42	4	only	only	ADV
spir-8470	42	5	speculate	speculate	VERB
spir-8470	42	6	about	about	ADP
spir-8470	42	7	the	the	DET
spir-8470	42	8	motives	motive	NOUN
spir-8470	42	9	for	for	ADP
spir-8470	42	10	creating	create	VERB
spir-8470	42	11	such	such	ADJ
spir-8470	42	12	bots	bot	NOUN
spir-8470	42	13	,	,	PUNCT
spir-8470	42	14	a	a	DET
spir-8470	42	15	likely	likely	ADJ
spir-8470	42	16	motivation	motivation	NOUN
spir-8470	42	17	is	be	AUX
spir-8470	42	18	that	that	SCONJ
spir-8470	42	19	highly	highly	ADV
spir-8470	42	20	visible	visible	ADJ
spir-8470	42	21	accounts	account	NOUN
spir-8470	42	22	are	be	AUX
spir-8470	42	23	valued	value	VERB
spir-8470	42	24	more	more	ADV
spir-8470	42	25	highly	highly	ADV
spir-8470	42	26	on	on	ADP
spir-8470	42	27	the	the	DET
spir-8470	42	28	grey	grey	ADJ
spir-8470	42	29	market	market	NOUN
spir-8470	42	30	by	by	ADP
spir-8470	42	31	spammers	spammer	NOUN
spir-8470	42	32	who	who	PRON
spir-8470	42	33	intend	intend	VERB
spir-8470	42	34	to	to	PART
spir-8470	42	35	use	use	VERB
spir-8470	42	36	the	the	DET
spir-8470	42	37	accounts	account	NOUN
spir-8470	42	38	to	to	PART
spir-8470	42	39	circulate	circulate	VERB
spir-8470	42	40	phishing	phishe	VERB
spir-8470	42	41	links	link	NOUN
spir-8470	42	42	.	.	PUNCT
spir-8470	43	1	conclusion	conclusion	NOUN
spir-8470	43	2	our	our	PRON
spir-8470	43	3	findings	finding	NOUN
spir-8470	43	4	highlight	highlight	VERB
spir-8470	43	5	the	the	DET
spir-8470	43	6	need	need	NOUN
spir-8470	43	7	to	to	PART
spir-8470	43	8	take	take	VERB
spir-8470	43	9	into	into	ADP
spir-8470	43	10	account	account	NOUN
spir-8470	43	11	social	social	ADJ
spir-8470	43	12	and	and	CCONJ
spir-8470	43	13	cultural	cultural	ADJ
spir-8470	43	14	contexts	contexts	NOUN
spir-8470	43	15	,	,	PUNCT
spir-8470	43	16	and	and	CCONJ
spir-8470	43	17	the	the	DET
spir-8470	43	18	practices	practice	NOUN
spir-8470	43	19	of	of	ADP
spir-8470	43	20	production	production	NOUN
spir-8470	43	21	and	and	CCONJ
spir-8470	43	22	re	re	NOUN
spir-8470	43	23	-	-	NOUN
spir-8470	43	24	circulation	circulation	NOUN
spir-8470	43	25	when	when	SCONJ
spir-8470	43	26	using	use	VERB
spir-8470	43	27	computational	computational	ADJ
spir-8470	43	28	methods	method	NOUN
spir-8470	43	29	to	to	PART
spir-8470	43	30	interpret	interpret	VERB
spir-8470	43	31	large	large	ADJ
spir-8470	43	32	bodies	body	NOUN
spir-8470	43	33	of	of	ADP
spir-8470	43	34	political	political	ADJ
spir-8470	43	35	expression	expression	NOUN
spir-8470	43	36	(	(	PUNCT
spir-8470	43	37	boyd	boyd	PROPN
spir-8470	43	38	&	&	CCONJ
spir-8470	43	39	crawford	crawford	PROPN
spir-8470	43	40	,	,	PUNCT
spir-8470	43	41	2011	2011	NUM
spir-8470	43	42	)	)	PUNCT
spir-8470	43	43	.	.	PUNCT
spir-8470	44	1	these	these	DET
spir-8470	44	2	results	result	NOUN
spir-8470	44	3	indicate	indicate	VERB
spir-8470	44	4	that	that	SCONJ
spir-8470	44	5	many	many	ADJ
spir-8470	44	6	of	of	ADP
spir-8470	44	7	the	the	DET
spir-8470	44	8	most	most	ADV
spir-8470	44	9	widely	widely	ADV
spir-8470	44	10	circulated	circulate	VERB
spir-8470	44	11	tweets	tweet	NOUN
spir-8470	44	12	are	be	AUX
spir-8470	44	13	,	,	PUNCT
spir-8470	44	14	in	in	ADP
spir-8470	44	15	fact	fact	NOUN
spir-8470	44	16	,	,	PUNCT
spir-8470	44	17	jokes	joke	NOUN
spir-8470	44	18	produced	produce	VERB
spir-8470	44	19	by	by	ADP
spir-8470	44	20	twitter	twitter	NOUN
spir-8470	44	21	users	user	NOUN
spir-8470	44	22	who	who	PRON
spir-8470	44	23	exclusively	exclusively	ADV
spir-8470	44	24	trade	trade	VERB
spir-8470	44	25	in	in	ADP
spir-8470	44	26	humor	humor	NOUN
spir-8470	44	27	,	,	PUNCT
spir-8470	44	28	suggesting	suggest	VERB
spir-8470	44	29	an	an	DET
spir-8470	44	30	important	important	ADJ
spir-8470	44	31	revision	revision	NOUN
spir-8470	44	32	of	of	ADP
spir-8470	44	33	our	our	PRON
spir-8470	44	34	initial	initial	ADJ
spir-8470	44	35	questions	question	NOUN
spir-8470	44	36	regarding	regard	VERB
spir-8470	44	37	the	the	DET
spir-8470	44	38	representativeness	representativeness	NOUN
spir-8470	44	39	of	of	ADP
spir-8470	44	40	twitter	twitter	NOUN
spir-8470	44	41	for	for	ADP
spir-8470	44	42	purposes	purpose	NOUN
spir-8470	44	43	of	of	ADP
spir-8470	44	44	measuring	measure	VERB
spir-8470	44	45	public	public	ADJ
spir-8470	44	46	sentiment	sentiment	NOUN
spir-8470	44	47	.	.	PUNCT
spir-8470	45	1	although	although	SCONJ
spir-8470	45	2	twitter	twitter	NOUN
spir-8470	45	3	seems	seem	VERB
spir-8470	45	4	unlikely	unlikely	ADJ
spir-8470	45	5	to	to	PART
spir-8470	45	6	represent	represent	VERB
spir-8470	45	7	the	the	DET
spir-8470	45	8	opinions	opinion	NOUN
spir-8470	45	9	of	of	ADP
spir-8470	45	10	voters	voter	NOUN
spir-8470	45	11	or	or	CCONJ
spir-8470	45	12	citizens	citizen	NOUN
spir-8470	45	13	,	,	PUNCT
spir-8470	45	14	it	it	PRON
spir-8470	45	15	nevertheless	nevertheless	ADV
spir-8470	45	16	presents	present	VERB
spir-8470	45	17	a	a	DET
spir-8470	45	18	valuable	valuable	ADJ
spir-8470	45	19	opportunity	opportunity	NOUN
spir-8470	45	20	for	for	SCONJ
spir-8470	45	21	scholars	scholar	NOUN
spir-8470	45	22	of	of	ADP
spir-8470	45	23	political	political	ADJ
spir-8470	45	24	communication	communication	NOUN
spir-8470	45	25	and	and	CCONJ
spir-8470	45	26	public	public	ADJ
spir-8470	45	27	deliberation	deliberation	NOUN
spir-8470	45	28	to	to	PART
spir-8470	45	29	observe	observe	VERB
spir-8470	45	30	the	the	DET
spir-8470	45	31	negotiation	negotiation	NOUN
spir-8470	45	32	of	of	ADP
spir-8470	45	33	conflict	conflict	NOUN
spir-8470	45	34	through	through	ADP
spir-8470	45	35	the	the	DET
spir-8470	45	36	use	use	NOUN
spir-8470	45	37	of	of	ADP
spir-8470	45	38	humor	humor	NOUN
spir-8470	45	39	.	.	PUNCT
spir-8470	46	1	furthermore	furthermore	ADV
spir-8470	46	2	,	,	PUNCT
spir-8470	46	3	few	few	ADJ
spir-8470	46	4	of	of	ADP
spir-8470	46	5	the	the	DET
spir-8470	46	6	social	social	ADJ
spir-8470	46	7	media	medium	NOUN
spir-8470	46	8	dashboard	dashboard	NOUN
spir-8470	46	9	providers	provider	NOUN
spir-8470	46	10	publicly	publicly	ADV
spir-8470	46	11	disclose	disclose	VERB
spir-8470	46	12	their	their	PRON
spir-8470	46	13	expertise	expertise	NOUN
spir-8470	46	14	at	at	ADP
spir-8470	46	15	interpreting	interpret	VERB
spir-8470	46	16	humor	humor	NOUN
spir-8470	46	17	,	,	PUNCT
spir-8470	46	18	sarcasm	sarcasm	NOUN
spir-8470	46	19	,	,	PUNCT
spir-8470	46	20	or	or	CCONJ
spir-8470	46	21	other	other	ADJ
spir-8470	46	22	unique	unique	ADJ
spir-8470	46	23	social	social	ADJ
spir-8470	46	24	behaviors	behavior	NOUN
spir-8470	46	25	.	.	PUNCT
spir-8470	47	1	yet	yet	ADV
spir-8470	47	2	,	,	PUNCT
spir-8470	47	3	the	the	DET
spir-8470	47	4	prevalence	prevalence	NOUN
spir-8470	47	5	of	of	ADP
spir-8470	47	6	humor	humor	NOUN
spir-8470	47	7	makes	make	VERB
spir-8470	47	8	clear	clear	ADJ
spir-8470	47	9	that	that	SCONJ
spir-8470	47	10	such	such	ADJ
spir-8470	47	11	systems	system	NOUN
spir-8470	47	12	must	must	AUX
spir-8470	47	13	contend	contend	VERB
spir-8470	47	14	with	with	ADP
spir-8470	47	15	sarcasm	sarcasm	NOUN
spir-8470	47	16	,	,	PUNCT
spir-8470	47	17	satire	satire	NOUN
spir-8470	47	18	,	,	PUNCT
spir-8470	47	19	and	and	CCONJ
spir-8470	47	20	context	context	NOUN
spir-8470	47	21	-	-	PUNCT
spir-8470	47	22	dependent	dependent	ADJ
spir-8470	47	23	political	political	ADJ
spir-8470	47	24	humor	humor	NOUN
spir-8470	47	25	if	if	SCONJ
spir-8470	47	26	they	they	PRON
spir-8470	47	27	are	be	AUX
spir-8470	47	28	to	to	PART
spir-8470	47	29	report	report	VERB
spir-8470	47	30	meaningful	meaningful	ADJ
spir-8470	47	31	statistics	statistic	NOUN
spir-8470	47	32	.	.	PUNCT
spir-8470	48	1	acknowledgments	acknowledgment	NOUN
spir-8470	48	2	references	reference	NOUN
spir-8470	48	3	boyd	boyd	PROPN
spir-8470	48	4	,	,	PUNCT
spir-8470	48	5	d.	d.	PROPN
spir-8470	48	6	&	&	CCONJ
spir-8470	48	7	crawford	crawford	PROPN
spir-8470	48	8	,	,	PUNCT
spir-8470	48	9	k.	k.	PROPN
spir-8470	48	10	(	(	PUNCT
spir-8470	48	11	2011	2011	NUM
spir-8470	48	12	)	)	PUNCT
spir-8470	48	13	.	.	PUNCT
spir-8470	49	1	six	six	NUM
spir-8470	49	2	provocations	provocation	NOUN
spir-8470	49	3	for	for	ADP
spir-8470	49	4	big	big	ADJ
spir-8470	49	5	data	datum	NOUN
spir-8470	49	6	.	.	PUNCT
spir-8470	50	1	oxford	oxford	PROPN
spir-8470	50	2	internet	internet	PROPN
spir-8470	50	3	institute	institute	PROPN
spir-8470	50	4	’s	’s	PART
spir-8470	50	5	"	"	PUNCT
spir-8470	50	6	a	a	DET
spir-8470	50	7	decade	decade	NOUN
spir-8470	50	8	in	in	ADP
spir-8470	50	9	internet	internet	NOUN
spir-8470	50	10	time	time	NOUN
spir-8470	50	11	:	:	PUNCT
spir-8470	50	12	symposium	symposium	NOUN
spir-8470	50	13	on	on	ADP
spir-8470	50	14	the	the	DET
spir-8470	50	15	dynamics	dynamic	NOUN
spir-8470	50	16	of	of	ADP
spir-8470	50	17	the	the	DET
spir-8470	50	18	internet	internet	NOUN
spir-8470	50	19	and	and	CCONJ
spir-8470	50	20	society	society	NOUN
spir-8470	50	21	"	"	PUNCT
spir-8470	50	22	on	on	ADP
spir-8470	50	23	september	september	PROPN
spir-8470	50	24	21	21	NUM
spir-8470	50	25	,	,	PUNCT
spir-8470	50	26	2011	2011	NUM
spir-8470	50	27	.	.	PUNCT
spir-8470	51	1	bruns	brun	NOUN
spir-8470	51	2	,	,	PUNCT
spir-8470	51	3	a.	a.	NOUN
spir-8470	51	4	,	,	PUNCT
spir-8470	51	5	&	&	CCONJ
spir-8470	51	6	burgess	burgess	PROPN
spir-8470	51	7	,	,	PUNCT
spir-8470	51	8	j.	j.	PROPN
spir-8470	51	9	e.	e.	PROPN
spir-8470	51	10	(	(	PUNCT
spir-8470	51	11	2011	2011	NUM
spir-8470	51	12	)	)	PUNCT
spir-8470	51	13	.	.	PUNCT
spir-8470	52	1	new	new	ADJ
spir-8470	52	2	methodologies	methodology	NOUN
spir-8470	52	3	for	for	ADP
spir-8470	52	4	researching	research	VERB
spir-8470	52	5	news	news	NOUN
spir-8470	52	6	discussion	discussion	NOUN
spir-8470	52	7	on	on	ADP
spir-8470	52	8	twitter	twitter	NOUN
spir-8470	52	9	.	.	PUNCT
spir-8470	53	1	the	the	DET
spir-8470	53	2	future	future	NOUN
spir-8470	53	3	of	of	ADP
spir-8470	53	4	journalism	journalism	NOUN
spir-8470	53	5	2011	2011	NUM
spir-8470	53	6	,	,	PUNCT
spir-8470	53	7	8	8	NUM
spir-8470	53	8	9	9	NUM
spir-8470	53	9	september	september	PROPN
spir-8470	53	10	2011	2011	NUM
spir-8470	53	11	,	,	PUNCT
spir-8470	53	12	cardiff	cardiff	NOUN
spir-8470	53	13	university	university	NOUN
spir-8470	53	14	,	,	PUNCT
spir-8470	53	15	cardiff	cardiff	NOUN
spir-8470	53	16	,	,	PUNCT
spir-8470	53	17	uk	uk	PROPN
spir-8470	53	18	.	.	PROPN
spir-8470	53	19	gayo	gayo	PROPN
spir-8470	53	20	-	-	PUNCT
spir-8470	53	21	avello	avello	PROPN
spir-8470	53	22	,	,	PUNCT
spir-8470	53	23	d.	d.	PROPN
spir-8470	53	24	(	(	PUNCT
spir-8470	53	25	2011	2011	NUM
spir-8470	53	26	)	)	PUNCT
spir-8470	53	27	.	.	PUNCT
spir-8470	54	1	do	do	AUX
spir-8470	54	2	n't	not	PART
spir-8470	54	3	turn	turn	VERB
spir-8470	54	4	social	social	ADJ
spir-8470	54	5	media	medium	NOUN
spir-8470	54	6	into	into	ADP
spir-8470	54	7	another	another	DET
spir-8470	54	8	'	'	PUNCT
spir-8470	54	9	literary	literary	ADJ
spir-8470	54	10	digest	digest	NOUN
spir-8470	54	11	'	'	PUNCT
spir-8470	54	12	poll	poll	NOUN
spir-8470	54	13	.	.	PUNCT
spir-8470	55	1	communications	communication	NOUN
spir-8470	55	2	of	of	ADP
spir-8470	55	3	the	the	DET
spir-8470	55	4	acm	acm	NOUN
spir-8470	55	5	,	,	PUNCT
spir-8470	55	6	54(10	54(10	PROPN
spir-8470	55	7	)	)	PUNCT
spir-8470	55	8	,	,	PUNCT
spir-8470	55	9	121	121	NUM
spir-8470	55	10	-	-	SYM
spir-8470	55	11	128	128	NUM
spir-8470	55	12	.	.	PUNCT
spir-8470	55	13	igo	igo	PROPN
spir-8470	55	14	,	,	PUNCT
spir-8470	55	15	s.	s.	PROPN
spir-8470	55	16	e.	e.	PROPN
spir-8470	55	17	(	(	PUNCT
spir-8470	55	18	2007	2007	NUM
spir-8470	55	19	)	)	PUNCT
spir-8470	55	20	.	.	PUNCT
spir-8470	56	1	the	the	DET
spir-8470	56	2	averaged	average	VERB
spir-8470	56	3	american	american	PROPN
spir-8470	56	4	:	:	PUNCT
spir-8470	56	5	surveys	survey	NOUN
spir-8470	56	6	,	,	PUNCT
spir-8470	56	7	citizens	citizen	NOUN
spir-8470	56	8	,	,	PUNCT
spir-8470	56	9	and	and	CCONJ
spir-8470	56	10	the	the	DET
spir-8470	56	11	making	making	NOUN
spir-8470	56	12	of	of	ADP
spir-8470	56	13	a	a	DET
spir-8470	56	14	mass	mass	ADJ
spir-8470	56	15	public	public	NOUN
spir-8470	56	16	.	.	PUNCT
spir-8470	57	1	cambridge	cambridge	PROPN
spir-8470	57	2	,	,	PUNCT
spir-8470	57	3	ma	ma	PROPN
spir-8470	57	4	:	:	PUNCT
spir-8470	57	5	harvard	harvard	PROPN
spir-8470	57	6	university	university	PROPN
spir-8470	57	7	press	press	NOUN
spir-8470	57	8	.	.	PUNCT
spir-8470	58	1	mcpherson	mcpherson	PROPN
spir-8470	58	2	,	,	PUNCT
spir-8470	58	3	k.	k.	PROPN
spir-8470	58	4	,	,	PUNCT
spir-8470	58	5	huotari	huotari	PROPN
spir-8470	58	6	,	,	PUNCT
spir-8470	58	7	k.	k.	PROPN
spir-8470	58	8	,	,	PUNCT
spir-8470	58	9	cheng	cheng	PROPN
spir-8470	58	10	,	,	PUNCT
spir-8470	58	11	f.	f.	PROPN
spir-8470	58	12	,	,	PUNCT
spir-8470	58	13	humphrey	humphrey	PROPN
spir-8470	58	14	,	,	PUNCT
spir-8470	58	15	d.	d.	PROPN
spir-8470	58	16	,	,	PUNCT
spir-8470	58	17	cheshire	cheshire	PROPN
spir-8470	58	18	,	,	PUNCT
spir-8470	58	19	c.	c.	PROPN
spir-8470	58	20	,	,	PUNCT
spir-8470	58	21	&	&	CCONJ
spir-8470	58	22	brooks	brooks	PROPN
spir-8470	58	23	,	,	PUNCT
spir-8470	58	24	a.	a.	PROPN
spir-8470	58	25	l.	l.	PROPN
spir-8470	58	26	(	(	PUNCT
spir-8470	58	27	2012	2012	NUM
spir-8470	58	28	,	,	PUNCT
spir-8470	58	29	february	february	PROPN
spir-8470	58	30	)	)	PUNCT
spir-8470	58	31	.	.	PUNCT
spir-8470	59	1	glitter	glitter	NOUN
spir-8470	59	2	:	:	PUNCT
spir-8470	59	3	a	a	DET
spir-8470	59	4	mixed	mix	VERB
spir-8470	59	5	-	-	PUNCT
spir-8470	59	6	methods	method	NOUN
spir-8470	59	7	study	study	NOUN
spir-8470	59	8	of	of	ADP
spir-8470	59	9	twitter	twitter	NOUN
spir-8470	59	10	use	use	NOUN
spir-8470	59	11	during	during	ADP
spir-8470	59	12	glee	glee	NOUN
spir-8470	59	13	broadcasts	broadcast	NOUN
spir-8470	59	14	.	.	PUNCT
spir-8470	60	1	in	in	ADP
spir-8470	60	2	proceedings	proceeding	NOUN
spir-8470	60	3	of	of	ADP
spir-8470	60	4	the	the	DET
spir-8470	60	5	acm	acm	PROPN
spir-8470	60	6	2012	2012	NUM
spir-8470	60	7	conference	conference	NOUN
spir-8470	60	8	on	on	ADP
spir-8470	60	9	computer	computer	NOUN
spir-8470	60	10	supported	support	VERB
spir-8470	60	11	cooperative	cooperative	ADJ
spir-8470	60	12	work	work	NOUN
spir-8470	60	13	companion	companion	NOUN
spir-8470	60	14	,	,	PUNCT
spir-8470	60	15	167	167	NUM
spir-8470	60	16	-	-	SYM
spir-8470	60	17	170	170	NUM
spir-8470	60	18	.	.	PUNCT
spir-8470	61	1	mejova	mejova	PROPN
spir-8470	61	2	,	,	PUNCT
spir-8470	61	3	y.	y.	PROPN
spir-8470	61	4	,	,	PUNCT
spir-8470	61	5	srinivasan	srinivasan	NOUN
spir-8470	61	6	,	,	PUNCT
spir-8470	61	7	p.	p.	PROPN
spir-8470	61	8	,	,	PUNCT
spir-8470	61	9	&	&	CCONJ
spir-8470	61	10	boynton	boynton	PROPN
spir-8470	61	11	,	,	PUNCT
spir-8470	61	12	b.	b.	PROPN
spir-8470	61	13	(	(	PUNCT
spir-8470	61	14	2013	2013	NUM
spir-8470	61	15	,	,	PUNCT
spir-8470	61	16	february	february	PROPN
spir-8470	61	17	)	)	PUNCT
spir-8470	61	18	.	.	PUNCT
spir-8470	62	1	gop	gop	PROPN
spir-8470	62	2	primary	primary	ADJ
spir-8470	62	3	season	season	NOUN
spir-8470	62	4	on	on	ADP
spir-8470	62	5	twitter	twitter	NOUN
spir-8470	62	6	:	:	PUNCT
spir-8470	62	7	popular	popular	ADJ
spir-8470	62	8	political	political	ADJ
spir-8470	62	9	sentiment	sentiment	NOUN
spir-8470	62	10	in	in	ADP
spir-8470	62	11	social	social	ADJ
spir-8470	62	12	media	medium	NOUN
spir-8470	62	13	.	.	PUNCT
spir-8470	63	1	in	in	ADP
spir-8470	63	2	proceedings	proceeding	NOUN
spir-8470	63	3	of	of	ADP
spir-8470	63	4	the	the	DET
spir-8470	63	5	sixth	sixth	ADJ
spir-8470	63	6	acm	acm	NOUN
spir-8470	63	7	international	international	ADJ
spir-8470	63	8	conference	conference	NOUN
spir-8470	63	9	on	on	ADP
spir-8470	63	10	web	web	NOUN
spir-8470	63	11	search	search	NOUN
spir-8470	63	12	and	and	CCONJ
spir-8470	63	13	data	datum	NOUN
spir-8470	63	14	mining	mining	NOUN
spir-8470	63	15	,	,	PUNCT
spir-8470	63	16	517	517	NUM
spir-8470	63	17	-	-	SYM
spir-8470	63	18	526	526	NUM
spir-8470	63	19	.	.	PUNCT
spir-8470	64	1	metaxas	metaxas	PROPN
spir-8470	64	2	,	,	PUNCT
spir-8470	64	3	p.	p.	PROPN
spir-8470	64	4	t.	t.	PROPN
spir-8470	64	5	,	,	PUNCT
spir-8470	64	6	mustafaraj	mustafaraj	VERB
spir-8470	64	7	,	,	PUNCT
spir-8470	64	8	e.	e.	PROPN
spir-8470	64	9	,	,	PUNCT
spir-8470	64	10	&	&	CCONJ
spir-8470	64	11	gayo	gayo	PROPN
spir-8470	64	12	-	-	PUNCT
spir-8470	64	13	avello	avello	PROPN
spir-8470	64	14	,	,	PUNCT
spir-8470	64	15	d.	d.	PROPN
spir-8470	64	16	(	(	PUNCT
spir-8470	64	17	2011	2011	NUM
spir-8470	64	18	,	,	PUNCT
spir-8470	64	19	october	october	PROPN
spir-8470	64	20	)	)	PUNCT
spir-8470	64	21	.	.	PUNCT
spir-8470	65	1	how	how	SCONJ
spir-8470	65	2	(	(	PUNCT
spir-8470	65	3	not	not	PART
spir-8470	65	4	)	)	PUNCT
spir-8470	65	5	to	to	PART
spir-8470	65	6	predict	predict	VERB
spir-8470	65	7	elections	election	NOUN
spir-8470	65	8	.	.	PUNCT
spir-8470	66	1	in	in	ADP
spir-8470	66	2	privacy	privacy	NOUN
spir-8470	66	3	,	,	PUNCT
spir-8470	66	4	security	security	NOUN
spir-8470	66	5	,	,	PUNCT
spir-8470	66	6	risk	risk	NOUN
spir-8470	66	7	and	and	CCONJ
spir-8470	66	8	trust	trust	NOUN
spir-8470	66	9	,	,	PUNCT
spir-8470	66	10	ieee	ieee	PROPN
spir-8470	66	11	third	third	ADJ
spir-8470	66	12	international	international	ADJ
spir-8470	66	13	conference	conference	NOUN
spir-8470	66	14	on	on	ADP
spir-8470	66	15	social	social	ADJ
spir-8470	66	16	computing	computing	NOUN
spir-8470	66	17	,	,	PUNCT
spir-8470	66	18	165	165	NUM
spir-8470	66	19	-	-	SYM
spir-8470	66	20	171	171	NUM
spir-8470	66	21	.	.	PUNCT
spir-8470	67	1	metaxas	metaxas	PROPN
spir-8470	67	2	,	,	PUNCT
spir-8470	67	3	p.t	p.t	PROPN
spir-8470	67	4	.	.	PROPN
spir-8470	67	5	,	,	PUNCT
spir-8470	67	6	&	&	CCONJ
spir-8470	67	7	mustafaraj	mustafaraj	VERB
spir-8470	67	8	,	,	PUNCT
spir-8470	67	9	e.	e.	PROPN
spir-8470	67	10	(	(	PUNCT
spir-8470	67	11	2012	2012	NUM
spir-8470	67	12	)	)	PUNCT
spir-8470	67	13	.	.	PUNCT
spir-8470	68	1	social	social	ADJ
spir-8470	68	2	media	medium	NOUN
spir-8470	68	3	and	and	CCONJ
spir-8470	68	4	the	the	DET
spir-8470	68	5	elections	election	NOUN
spir-8470	68	6	.	.	PUNCT
spir-8470	69	1	policy	policy	NOUN
spir-8470	69	2	forum	forum	PROPN
spir-8470	69	3	(	(	PUNCT
spir-8470	69	4	october	october	PROPN
spir-8470	69	5	26	26	NUM
spir-8470	69	6	,	,	PUNCT
spir-8470	69	7	2012	2012	NUM
spir-8470	69	8	)	)	PUNCT
spir-8470	69	9	.	.	PUNCT
spir-8470	70	1	retrieved	retrieve	VERB
spir-8470	70	2	from	from	ADP
spir-8470	70	3	http://www.lawnet.gr/assets/files/somed.pdf	http://www.lawnet.gr/assets/files/somed.pdf	NUM
spir-8470	70	4	.	.	PUNCT
spir-8470	71	1	o’connor	o’connor	ADV
spir-8470	71	2	,	,	PUNCT
spir-8470	71	3	b.	b.	PROPN
spir-8470	71	4	,	,	PUNCT
spir-8470	71	5	balasubramanyan	balasubramanyan	PROPN
spir-8470	71	6	,	,	PUNCT
spir-8470	71	7	r.	r.	PROPN
spir-8470	71	8	,	,	PUNCT
spir-8470	71	9	routledge	routledge	PROPN
spir-8470	71	10	,	,	PUNCT
spir-8470	71	11	b.	b.	PROPN
spir-8470	71	12	r.	r.	PROPN
spir-8470	71	13	,	,	PUNCT
spir-8470	71	14	&	&	CCONJ
spir-8470	71	15	smith	smith	PROPN
spir-8470	71	16	,	,	PUNCT
spir-8470	71	17	n.	n.	PROPN
spir-8470	71	18	a.	a.	PROPN
spir-8470	71	19	(	(	PUNCT
spir-8470	71	20	2010	2010	NUM
spir-8470	71	21	,	,	PUNCT
spir-8470	71	22	may	may	AUX
spir-8470	71	23	)	)	PUNCT
spir-8470	71	24	.	.	PUNCT
spir-8470	72	1	from	from	ADP
spir-8470	72	2	tweets	tweet	NOUN
spir-8470	72	3	to	to	ADP
spir-8470	72	4	polls	poll	NOUN
spir-8470	72	5	:	:	PUNCT
spir-8470	72	6	linking	link	VERB
spir-8470	72	7	text	text	NOUN
spir-8470	72	8	sentiment	sentiment	NOUN
spir-8470	72	9	to	to	ADP
spir-8470	72	10	public	public	ADJ
spir-8470	72	11	opinion	opinion	NOUN
spir-8470	72	12	time	time	NOUN
spir-8470	72	13	series	series	PROPN
spir-8470	72	14	.	.	PUNCT
spir-8470	73	1	in	in	ADP
spir-8470	73	2	proceedings	proceeding	NOUN
spir-8470	73	3	of	of	ADP
spir-8470	73	4	the	the	DET
spir-8470	73	5	international	international	ADJ
spir-8470	73	6	aaai	aaai	PROPN
spir-8470	73	7	conference	conference	NOUN
spir-8470	73	8	on	on	ADP
spir-8470	73	9	weblogs	weblog	NOUN
spir-8470	73	10	and	and	CCONJ
spir-8470	73	11	social	social	ADJ
spir-8470	73	12	media	medium	NOUN
spir-8470	73	13	,	,	PUNCT
spir-8470	73	14	122	122	NUM
spir-8470	73	15	-	-	SYM
spir-8470	73	16	129	129	NUM
spir-8470	73	17	.	.	PUNCT
spir-8470	73	18	3	3	NUM
spir-8470	73	19	selected	select	VERB
spir-8470	73	20	papers	paper	NOUN
spir-8470	73	21	of	of	ADP
spir-8470	73	22	internet	internet	NOUN
spir-8470	73	23	research	research	NOUN
spir-8470	73	24	14.0	14.0	NUM
spir-8470	73	25	,	,	PUNCT
spir-8470	73	26	2013	2013	NUM
spir-8470	73	27	:	:	PUNCT
spir-8470	73	28	denver	denver	PROPN
spir-8470	73	29	,	,	PUNCT
spir-8470	73	30	usa	usa	PROPN
spir-8470	73	31	petulla	petulla	NOUN
spir-8470	73	32	,	,	PUNCT
spir-8470	73	33	s.	s.	PROPN
spir-8470	73	34	(	(	PUNCT
spir-8470	73	35	2013	2013	NUM
spir-8470	73	36	,	,	PUNCT
spir-8470	73	37	january	january	PROPN
spir-8470	73	38	23	23	NUM
spir-8470	73	39	)	)	PUNCT
spir-8470	73	40	feelings	feeling	NOUN
spir-8470	73	41	,	,	PUNCT
spir-8470	73	42	nothing	nothing	PRON
spir-8470	73	43	more	more	ADJ
spir-8470	73	44	than	than	ADP
spir-8470	73	45	feelings	feeling	NOUN
spir-8470	73	46	:	:	PUNCT
spir-8470	73	47	the	the	DET
spir-8470	73	48	measured	measure	VERB
spir-8470	73	49	rise	rise	NOUN
spir-8470	73	50	of	of	ADP
spir-8470	73	51	sentiment	sentiment	NOUN
spir-8470	73	52	analysis	analysis	NOUN
spir-8470	73	53	in	in	ADP
spir-8470	73	54	journalism	journalism	NOUN
spir-8470	73	55	.	.	PUNCT
spir-8470	74	1	neiman	neiman	PROPN
spir-8470	74	2	journalism	journalism	NOUN
spir-8470	74	3	lab	lab	PROPN
spir-8470	74	4	.	.	PUNCT
spir-8470	75	1	retrieved	retrieve	VERB
spir-8470	75	2	from	from	ADP
spir-8470	75	3	:	:	PUNCT
spir-8470	75	4	http://www.niemanlab.org/2013/01/feelingsnothing-more-than-feelings-the-measured-rise-of-sentiment-analysis-in-journalism/.	http://www.niemanlab.org/2013/01/feelingsnothing-more-than-feelings-the-measured-rise-of-sentiment-analysis-in-journalism/.	PROPN
spir-8470	75	5	pew	pew	PROPN
spir-8470	75	6	internet	internet	PROPN
spir-8470	75	7	&	&	CCONJ
spir-8470	75	8	american	american	ADJ
spir-8470	75	9	life	life	PROPN
spir-8470	75	10	project	project	NOUN
spir-8470	75	11	.	.	PUNCT
spir-8470	76	1	(	(	PUNCT
spir-8470	76	2	2012	2012	NUM
spir-8470	76	3	,	,	PUNCT
spir-8470	76	4	february	february	PROPN
spir-8470	76	5	)	)	PUNCT
spir-8470	76	6	.	.	PUNCT
spir-8470	77	1	what	what	PRON
spir-8470	77	2	users	user	NOUN
spir-8470	77	3	do	do	VERB
spir-8470	77	4	online	online	ADV
spir-8470	78	1	[	[	X
spir-8470	78	2	data	datum	NOUN
spir-8470	78	3	file	file	NOUN
spir-8470	78	4	]	]	PUNCT
spir-8470	78	5	.	.	PUNCT
spir-8470	79	1	retrieved	retrieve	VERB
spir-8470	79	2	from	from	ADP
spir-8470	79	3	:	:	PUNCT
spir-8470	79	4	http://www.pewinternet.org/static-pages/trend-data-(adults)/online-activites-total.aspx	http://www.pewinternet.org/static-pages/trend-data-(adults)/online-activites-total.aspx	PROPN
spir-8470	79	5	.	.	PROPN
spir-8470	79	6	ratkiewicz	ratkiewicz	NOUN
spir-8470	79	7	,	,	PUNCT
spir-8470	79	8	j.	j.	PROPN
spir-8470	79	9	,	,	PUNCT
spir-8470	79	10	conover	conover	PROPN
spir-8470	79	11	,	,	PUNCT
spir-8470	79	12	m.	m.	NOUN
spir-8470	79	13	,	,	PUNCT
spir-8470	79	14	meiss	meiss	NOUN
spir-8470	79	15	,	,	PUNCT
spir-8470	79	16	m.	m.	NOUN
spir-8470	79	17	,	,	PUNCT
spir-8470	79	18	gonçalves	gonçalves	PROPN
spir-8470	79	19	,	,	PUNCT
spir-8470	79	20	b.	b.	PROPN
spir-8470	79	21	,	,	PUNCT
spir-8470	79	22	flammini	flammini	PROPN
spir-8470	79	23	,	,	PUNCT
spir-8470	79	24	a.	a.	NOUN
spir-8470	79	25	,	,	PUNCT
spir-8470	79	26	&	&	CCONJ
spir-8470	79	27	menczer	menczer	NOUN
spir-8470	79	28	,	,	PUNCT
spir-8470	79	29	f.	f.	PROPN
spir-8470	79	30	(	(	PUNCT
spir-8470	79	31	2011	2011	NUM
spir-8470	79	32	)	)	PUNCT
spir-8470	79	33	.	.	PUNCT
spir-8470	80	1	detecting	detect	VERB
spir-8470	80	2	and	and	CCONJ
spir-8470	80	3	tracking	track	VERB
spir-8470	80	4	political	political	ADJ
spir-8470	80	5	abuse	abuse	NOUN
spir-8470	80	6	in	in	ADP
spir-8470	80	7	social	social	ADJ
spir-8470	80	8	media	medium	NOUN
spir-8470	80	9	.	.	PUNCT
spir-8470	81	1	in	in	ADP
spir-8470	81	2	proceedings	proceeding	NOUN
spir-8470	81	3	of	of	ADP
spir-8470	81	4	the	the	DET
spir-8470	81	5	icwsm	icwsm	ADJ
spir-8470	81	6	,	,	PUNCT
spir-8470	81	7	297	297	NUM
spir-8470	81	8	-	-	SYM
spir-8470	81	9	304	304	NUM
spir-8470	81	10	.	.	PUNCT
spir-8470	82	1	shamma	shamma	PROPN
spir-8470	82	2	,	,	PUNCT
spir-8470	82	3	d.	d.	PROPN
spir-8470	82	4	a.	a.	PROPN
spir-8470	82	5	,	,	PUNCT
spir-8470	82	6	kennedy	kennedy	PROPN
spir-8470	82	7	,	,	PUNCT
spir-8470	82	8	l.	l.	PROPN
spir-8470	82	9	,	,	PUNCT
spir-8470	82	10	&	&	CCONJ
spir-8470	82	11	churchill	churchill	PROPN
spir-8470	82	12	,	,	PUNCT
spir-8470	82	13	e.	e.	PROPN
spir-8470	82	14	f.	f.	PROPN
spir-8470	82	15	(	(	PUNCT
spir-8470	82	16	2010	2010	NUM
spir-8470	82	17	)	)	PUNCT
spir-8470	82	18	.	.	PUNCT
spir-8470	83	1	conversational	conversational	ADJ
spir-8470	83	2	shadows	shadow	NOUN
spir-8470	83	3	:	:	PUNCT
spir-8470	83	4	describing	describe	VERB
spir-8470	83	5	live	live	ADJ
spir-8470	83	6	media	medium	NOUN
spir-8470	83	7	events	event	NOUN
spir-8470	83	8	using	use	VERB
spir-8470	83	9	short	short	ADJ
spir-8470	83	10	messages	message	NOUN
spir-8470	83	11	.	.	PUNCT
spir-8470	84	1	in	in	ADP
spir-8470	84	2	proceedings	proceeding	NOUN
spir-8470	84	3	of	of	ADP
spir-8470	84	4	icwsm	icwsm	ADJ
spir-8470	84	5	,	,	PUNCT
spir-8470	84	6	331	331	NUM
spir-8470	84	7	-	-	SYM
spir-8470	84	8	334	334	NUM
spir-8470	84	9	.	.	PUNCT
spir-8470	85	1	sharp	sharp	ADJ
spir-8470	85	2	,	,	PUNCT
spir-8470	85	3	a.	a.	NOUN
spir-8470	85	4	(	(	PUNCT
spir-8470	85	5	2012	2012	NUM
spir-8470	85	6	,	,	PUNCT
spir-8470	85	7	october	october	PROPN
spir-8470	85	8	4	4	NUM
spir-8470	85	9	)	)	PUNCT
spir-8470	85	10	.	.	PUNCT
spir-8470	86	1	dispatch	dispatch	NOUN
spir-8470	86	2	from	from	ADP
spir-8470	86	3	the	the	DET
spir-8470	86	4	denver	denver	PROPN
spir-8470	86	5	debate	debate	NOUN
spir-8470	86	6	.	.	PUNCT
spir-8470	87	1	official	official	ADJ
spir-8470	87	2	twitter	twitter	PROPN
spir-8470	87	3	blog	blog	PROPN
spir-8470	87	4	.	.	PUNCT
spir-8470	88	1	accessed	access	VERB
spir-8470	88	2	on	on	ADP
spir-8470	88	3	february	february	PROPN
spir-8470	88	4	28	28	NUM
spir-8470	88	5	,	,	PUNCT
spir-8470	88	6	2013	2013	NUM
spir-8470	88	7	:	:	PUNCT
spir-8470	89	1	http://blog.twitter.com/2012/10/dispatch-from-denver-debate.html	http://blog.twitter.com/2012/10/dispatch-from-denver-debate.html	PROPN
spir-8470	90	1	sifry	sifry	ADJ
spir-8470	90	2	,	,	PUNCT
spir-8470	90	3	m.	m.	NOUN
spir-8470	90	4	(	(	PUNCT
spir-8470	90	5	2012	2012	NUM
spir-8470	90	6	,	,	PUNCT
spir-8470	90	7	january	january	PROPN
spir-8470	90	8	13	13	NUM
spir-8470	90	9	)	)	PUNCT
spir-8470	90	10	.	.	PUNCT
spir-8470	91	1	politico	politico	PROPN
spir-8470	91	2	-	-	PUNCT
spir-8470	91	3	facebook	facebook	NOUN
spir-8470	91	4	sentiment	sentiment	NOUN
spir-8470	91	5	analysis	analysis	NOUN
spir-8470	91	6	will	will	AUX
spir-8470	91	7	generate	generate	VERB
spir-8470	91	8	"	"	PUNCT
spir-8470	91	9	bogus	bogus	ADJ
spir-8470	91	10	"	"	PUNCT
spir-8470	91	11	results	result	NOUN
spir-8470	91	12	,	,	PUNCT
spir-8470	91	13	expert	expert	NOUN
spir-8470	91	14	says	say	VERB
spir-8470	91	15	.	.	PUNCT
spir-8470	92	1	tech	tech	NOUN
spir-8470	92	2	president	president	NOUN
spir-8470	92	3	.	.	PUNCT
spir-8470	93	1	retrieved	retrieve	VERB
spir-8470	93	2	from	from	ADP
spir-8470	93	3	:	:	PUNCT
spir-8470	93	4	http://techpresident.com/news/21618/politico-facebooksentiment-analysis-bogus	http://techpresident.com/news/21618/politico-facebooksentiment-analysis-bogus	ADJ
spir-8470	93	5	skoric	skoric	NOUN
spir-8470	93	6	,	,	PUNCT
spir-8470	93	7	m.	m.	NOUN
spir-8470	93	8	,	,	PUNCT
spir-8470	93	9	poor	poor	ADJ
spir-8470	93	10	,	,	PUNCT
spir-8470	93	11	n.	n.	NOUN
spir-8470	93	12	,	,	PUNCT
spir-8470	93	13	achananuparp	achananuparp	NOUN
spir-8470	93	14	,	,	PUNCT
spir-8470	93	15	p.	p.	PROPN
spir-8470	93	16	,	,	PUNCT
spir-8470	93	17	lim	lim	PROPN
spir-8470	93	18	,	,	PUNCT
spir-8470	93	19	e.	e.	PROPN
spir-8470	93	20	p.	p.	PROPN
spir-8470	93	21	,	,	PUNCT
spir-8470	93	22	&	&	CCONJ
spir-8470	93	23	jiang	jiang	PROPN
spir-8470	93	24	,	,	PUNCT
spir-8470	93	25	j.	j.	PROPN
spir-8470	93	26	(	(	PUNCT
spir-8470	93	27	2012	2012	NUM
spir-8470	93	28	)	)	PUNCT
spir-8470	93	29	.	.	PUNCT
spir-8470	94	1	tweets	tweet	NOUN
spir-8470	94	2	and	and	CCONJ
spir-8470	94	3	votes	vote	NOUN
spir-8470	94	4	:	:	PUNCT
spir-8470	94	5	a	a	DET
spir-8470	94	6	study	study	NOUN
spir-8470	94	7	of	of	ADP
spir-8470	94	8	the	the	DET
spir-8470	94	9	2011	2011	NUM
spir-8470	94	10	singapore	singapore	PROPN
spir-8470	94	11	general	general	ADJ
spir-8470	94	12	election	election	NOUN
spir-8470	94	13	.	.	PUNCT
spir-8470	95	1	in	in	ADP
spir-8470	95	2	proceedings	proceeding	NOUN
spir-8470	95	3	of	of	ADP
spir-8470	95	4	the	the	DET
spir-8470	95	5	45th	45th	ADJ
spir-8470	95	6	hawaii	hawaii	PROPN
spir-8470	95	7	international	international	ADJ
spir-8470	95	8	conference	conference	NOUN
spir-8470	95	9	on	on	ADP
spir-8470	95	10	system	system	NOUN
spir-8470	95	11	science	science	NOUN
spir-8470	95	12	(	(	PUNCT
spir-8470	95	13	hicss	hicss	PROPN
spir-8470	95	14	)	)	PUNCT
spir-8470	95	15	,	,	PUNCT
spir-8470	95	16	2583	2583	NUM
spir-8470	95	17	-	-	SYM
spir-8470	95	18	2591	2591	NUM
spir-8470	95	19	.	.	PUNCT
spir-8470	96	1	license	license	VERB
spir-8470	96	2	this	this	DET
spir-8470	96	3	article	article	NOUN
spir-8470	96	4	is	be	AUX
spir-8470	96	5	©	©	PROPN
spir-8470	96	6	2013	2013	NUM
spir-8470	96	7	kevin	kevin	PROPN
spir-8470	96	8	driscoll	driscoll	PROPN
spir-8470	96	9	,	,	PUNCT
spir-8470	96	10	mike	mike	PROPN
spir-8470	96	11	ananny	ananny	PROPN
spir-8470	96	12	,	,	PUNCT
spir-8470	96	13	françois	françois	PROPN
spir-8470	96	14	bar	bar	NOUN
spir-8470	96	15	,	,	PUNCT
spir-8470	96	16	kristen	kristen	PROPN
spir-8470	96	17	guth	guth	PROPN
spir-8470	96	18	,	,	PUNCT
spir-8470	96	19	abe	abe	PROPN
spir-8470	96	20	kazemzadeh	kazemzadeh	PROPN
spir-8470	96	21	,	,	PUNCT
spir-8470	96	22	alex	alex	PROPN
spir-8470	96	23	leavitt	leavitt	PROPN
spir-8470	96	24	,	,	PUNCT
spir-8470	96	25	and	and	CCONJ
spir-8470	96	26	kjerstin	kjerstin	PROPN
spir-8470	96	27	thorson	thorson	PROPN
spir-8470	96	28	and	and	CCONJ
spir-8470	96	29	licensed	license	VERB
spir-8470	96	30	under	under	ADP
spir-8470	96	31	cc	cc	PROPN
spir-8470	96	32	by	by	ADP
spir-8470	96	33	-	-	PUNCT
spir-8470	96	34	nc	nc	PROPN
spir-8470	96	35	-	-	PUNCT
spir-8470	96	36	nd	nd	NOUN
spir-8470	96	37	.	.	PROPN
spir-8470	96	38	4	4	NUM