id	sid	tid	token	lemma	pos
spir-8875	1	1	microsoft	microsoft	PROPN
spir-8875	1	2	word	word	PROPN
spir-8875	1	3	social-tv.docx	social-tv.docx	NOUN
spir-8875	1	4	selected	select	VERB
spir-8875	1	5	papers	paper	NOUN
spir-8875	1	6	of	of	ADP
spir-8875	1	7	internet	internet	NOUN
spir-8875	1	8	research	research	NOUN
spir-8875	1	9	15	15	NUM
spir-8875	1	10	:	:	PUNCT
spir-8875	1	11	the	the	DET
spir-8875	1	12	15th	15th	ADJ
spir-8875	1	13	annual	annual	ADJ
spir-8875	1	14	meeting	meeting	NOUN
spir-8875	1	15	of	of	ADP
spir-8875	1	16	the	the	DET
spir-8875	1	17	association	association	NOUN
spir-8875	1	18	of	of	ADP
spir-8875	1	19	internet	internet	NOUN
spir-8875	1	20	researchers	researcher	NOUN
spir-8875	1	21	daegu	daegu	NOUN
spir-8875	1	22	,	,	PUNCT
spir-8875	1	23	korea	korea	PROPN
spir-8875	1	24	,	,	PUNCT
spir-8875	1	25	22	22	NUM
spir-8875	1	26	-	-	SYM
spir-8875	1	27	24	24	NUM
spir-8875	1	28	october	october	PROPN
spir-8875	1	29	2014	2014	NUM
spir-8875	1	30	social	social	ADJ
spir-8875	1	31	tv	tv	NOUN
spir-8875	1	32	:	:	PUNCT
spir-8875	1	33	quantifying	quantify	VERB
spir-8875	1	34	the	the	DET
spir-8875	1	35	intersections	intersection	NOUN
spir-8875	1	36	between	between	ADP
spir-8875	1	37	television	television	NOUN
spir-8875	1	38	and	and	CCONJ
spir-8875	1	39	social	social	ADJ
spir-8875	1	40	media	medium	NOUN
spir-8875	1	41	(	(	PUNCT
spir-8875	1	42	panel	panel	NOUN
spir-8875	1	43	)	)	PUNCT
spir-8875	1	44	panel	panel	NOUN
spir-8875	1	45	overview	overview	NOUN
spir-8875	1	46	past	past	ADJ
spir-8875	1	47	years	year	NOUN
spir-8875	1	48	have	have	AUX
spir-8875	1	49	seen	see	VERB
spir-8875	1	50	a	a	DET
spir-8875	1	51	rapid	rapid	ADJ
spir-8875	1	52	growth	growth	NOUN
spir-8875	1	53	in	in	ADP
spir-8875	1	54	the	the	DET
spir-8875	1	55	uses	use	NOUN
spir-8875	1	56	of	of	ADP
spir-8875	1	57	social	social	ADJ
spir-8875	1	58	media	medium	NOUN
spir-8875	1	59	alongside	alongside	ADP
spir-8875	1	60	conventional	conventional	ADJ
spir-8875	1	61	broadcast	broadcast	NOUN
spir-8875	1	62	media	medium	NOUN
spir-8875	1	63	such	such	ADJ
spir-8875	1	64	as	as	ADP
spir-8875	1	65	radio	radio	NOUN
spir-8875	1	66	and	and	CCONJ
spir-8875	1	67	television	television	NOUN
spir-8875	1	68	.	.	PUNCT
spir-8875	2	1	television	television	NOUN
spir-8875	2	2	shows	show	NOUN
spir-8875	2	3	and	and	CCONJ
spir-8875	2	4	networks	network	NOUN
spir-8875	2	5	have	have	AUX
spir-8875	2	6	increasingly	increasingly	ADV
spir-8875	2	7	incorporated	incorporate	VERB
spir-8875	2	8	social	social	ADJ
spir-8875	2	9	media	medium	NOUN
spir-8875	2	10	into	into	ADP
spir-8875	2	11	their	their	PRON
spir-8875	2	12	programming	programming	NOUN
spir-8875	2	13	,	,	PUNCT
spir-8875	2	14	for	for	ADP
spir-8875	2	15	example	example	NOUN
spir-8875	2	16	by	by	ADP
spir-8875	2	17	promoting	promote	VERB
spir-8875	2	18	the	the	DET
spir-8875	2	19	use	use	NOUN
spir-8875	2	20	of	of	ADP
spir-8875	2	21	twitter	twitter	NOUN
spir-8875	2	22	hashtags	hashtag	NOUN
spir-8875	2	23	to	to	PART
spir-8875	2	24	channel	channel	VERB
spir-8875	2	25	user	user	NOUN
spir-8875	2	26	interaction	interaction	NOUN
spir-8875	2	27	with	with	ADP
spir-8875	2	28	televised	televise	VERB
spir-8875	2	29	content	content	NOUN
spir-8875	2	30	and	and	CCONJ
spir-8875	2	31	by	by	ADP
spir-8875	2	32	showing	show	VERB
spir-8875	2	33	a	a	DET
spir-8875	2	34	selection	selection	NOUN
spir-8875	2	35	of	of	ADP
spir-8875	2	36	incoming	incoming	ADJ
spir-8875	2	37	hashtagged	hashtagged	ADJ
spir-8875	2	38	tweets	tweet	NOUN
spir-8875	2	39	during	during	ADP
spir-8875	2	40	live	live	ADJ
spir-8875	2	41	shows	show	NOUN
spir-8875	2	42	;	;	PUNCT
spir-8875	2	43	by	by	ADP
spir-8875	2	44	establishing	establish	VERB
spir-8875	2	45	dedicated	dedicated	ADJ
spir-8875	2	46	facebook	facebook	PROPN
spir-8875	2	47	fan	fan	PROPN
spir-8875	2	48	pages	page	NOUN
spir-8875	2	49	and	and	CCONJ
spir-8875	2	50	twitter	twitter	NOUN
spir-8875	2	51	accounts	account	VERB
spir-8875	2	52	for	for	ADP
spir-8875	2	53	shows	show	NOUN
spir-8875	2	54	,	,	PUNCT
spir-8875	2	55	presenters	presenter	NOUN
spir-8875	2	56	,	,	PUNCT
spir-8875	2	57	or	or	CCONJ
spir-8875	2	58	even	even	ADV
spir-8875	2	59	fictional	fictional	ADJ
spir-8875	2	60	characters	character	NOUN
spir-8875	2	61	;	;	PUNCT
spir-8875	2	62	or	or	CCONJ
spir-8875	2	63	by	by	ADP
spir-8875	2	64	providing	provide	VERB
spir-8875	2	65	their	their	PRON
spir-8875	2	66	own	own	ADJ
spir-8875	2	67	bespoke	bespoke	ADJ
spir-8875	2	68	social	social	ADJ
spir-8875	2	69	networks	network	NOUN
spir-8875	2	70	and	and	CCONJ
spir-8875	2	71	apps	app	NOUN
spir-8875	2	72	such	such	ADJ
spir-8875	2	73	as	as	ADP
spir-8875	2	74	fango	fango	PROPN
spir-8875	2	75	and	and	CCONJ
spir-8875	2	76	zeebox	zeebox	PROPN
spir-8875	2	77	,	,	PUNCT
spir-8875	2	78	which	which	PRON
spir-8875	2	79	themselves	themselves	PRON
spir-8875	2	80	often	often	ADV
spir-8875	2	81	offer	offer	VERB
spir-8875	2	82	some	some	DET
spir-8875	2	83	degree	degree	NOUN
spir-8875	2	84	of	of	ADP
spir-8875	2	85	interconnection	interconnection	NOUN
spir-8875	2	86	with	with	ADP
spir-8875	2	87	mainstream	mainstream	ADJ
spir-8875	2	88	social	social	ADJ
spir-8875	2	89	media	medium	NOUN
spir-8875	2	90	platforms	platform	NOUN
spir-8875	2	91	(	(	PUNCT
spir-8875	2	92	harrington	harrington	PROPN
spir-8875	2	93	,	,	PUNCT
spir-8875	2	94	highfield	highfield	PROPN
spir-8875	2	95	and	and	CCONJ
spir-8875	2	96	bruns	brun	NOUN
spir-8875	2	97	,	,	PUNCT
spir-8875	2	98	2012	2012	NUM
spir-8875	2	99	)	)	PUNCT
spir-8875	2	100	.	.	PUNCT
spir-8875	3	1	collectively	collectively	ADV
spir-8875	3	2	,	,	PUNCT
spir-8875	3	3	such	such	ADJ
spir-8875	3	4	initiatives	initiative	NOUN
spir-8875	3	5	have	have	AUX
spir-8875	3	6	become	become	AUX
spir-8875	3	7	known	know	VERB
spir-8875	3	8	as	as	ADP
spir-8875	3	9	“	"	PUNCT
spir-8875	3	10	social	social	ADJ
spir-8875	3	11	tv	tv	NOUN
spir-8875	3	12	”	"	PUNCT
spir-8875	3	13	.	.	PUNCT
spir-8875	4	1	in	in	ADP
spir-8875	4	2	addition	addition	NOUN
spir-8875	4	3	to	to	ADP
spir-8875	4	4	such	such	ADJ
spir-8875	4	5	opportunities	opportunity	NOUN
spir-8875	4	6	for	for	ADP
spir-8875	4	7	direct	direct	ADJ
spir-8875	4	8	engagement	engagement	NOUN
spir-8875	4	9	between	between	ADP
spir-8875	4	10	audiences	audience	NOUN
spir-8875	4	11	and	and	CCONJ
spir-8875	4	12	broadcasters	broadcaster	NOUN
spir-8875	4	13	,	,	PUNCT
spir-8875	4	14	initiatives	initiative	NOUN
spir-8875	4	15	aiming	aim	VERB
spir-8875	4	16	to	to	PART
spir-8875	4	17	track	track	VERB
spir-8875	4	18	and	and	CCONJ
spir-8875	4	19	measure	measure	VERB
spir-8875	4	20	the	the	DET
spir-8875	4	21	success	success	NOUN
spir-8875	4	22	or	or	CCONJ
spir-8875	4	23	otherwise	otherwise	ADV
spir-8875	4	24	of	of	ADP
spir-8875	4	25	social	social	ADJ
spir-8875	4	26	tv	tv	NOUN
spir-8875	4	27	,	,	PUNCT
spir-8875	4	28	and	and	CCONJ
spir-8875	4	29	to	to	PART
spir-8875	4	30	thereby	thereby	ADV
spir-8875	4	31	quantify	quantify	VERB
spir-8875	4	32	the	the	DET
spir-8875	4	33	impact	impact	NOUN
spir-8875	4	34	that	that	PRON
spir-8875	4	35	social	social	ADJ
spir-8875	4	36	media	media	NOUN
spir-8875	4	37	activities	activity	NOUN
spir-8875	4	38	around	around	ADP
spir-8875	4	39	shows	show	NOUN
spir-8875	4	40	may	may	AUX
spir-8875	4	41	have	have	VERB
spir-8875	4	42	on	on	ADP
spir-8875	4	43	their	their	PRON
spir-8875	4	44	ratings	rating	NOUN
spir-8875	4	45	or	or	CCONJ
spir-8875	4	46	other	other	ADJ
spir-8875	4	47	performance	performance	NOUN
spir-8875	4	48	indicators	indicator	NOUN
spir-8875	4	49	,	,	PUNCT
spir-8875	4	50	have	have	AUX
spir-8875	4	51	also	also	ADV
spir-8875	4	52	begun	begin	VERB
spir-8875	4	53	to	to	PART
spir-8875	4	54	emerge	emerge	VERB
spir-8875	4	55	,	,	PUNCT
spir-8875	4	56	driven	drive	VERB
spir-8875	4	57	both	both	CCONJ
spir-8875	4	58	by	by	ADP
spir-8875	4	59	scholarly	scholarly	ADJ
spir-8875	4	60	research	research	NOUN
spir-8875	4	61	projects	project	NOUN
spir-8875	4	62	and	and	CCONJ
spir-8875	4	63	by	by	ADP
spir-8875	4	64	commercial	commercial	ADJ
spir-8875	4	65	organisations	organisation	NOUN
spir-8875	4	66	(	(	PUNCT
spir-8875	4	67	see	see	VERB
spir-8875	4	68	e.g.	e.g.	ADV
spir-8875	4	69	nielsen	nielsen	PROPN
spir-8875	4	70	,	,	PUNCT
spir-8875	4	71	2012	2012	NUM
spir-8875	4	72	;	;	PUNCT
spir-8875	4	73	2013	2013	NUM
spir-8875	4	74	)	)	PUNCT
spir-8875	4	75	.	.	PUNCT
spir-8875	5	1	current	current	ADJ
spir-8875	5	2	frameworks	framework	NOUN
spir-8875	5	3	for	for	ADP
spir-8875	5	4	such	such	DET
spir-8875	5	5	a	a	DET
spir-8875	5	6	quantification	quantification	NOUN
spir-8875	5	7	of	of	ADP
spir-8875	5	8	the	the	DET
spir-8875	5	9	intersections	intersection	NOUN
spir-8875	5	10	between	between	ADP
spir-8875	5	11	television	television	NOUN
spir-8875	5	12	and	and	CCONJ
spir-8875	5	13	social	social	ADJ
spir-8875	5	14	media	medium	NOUN
spir-8875	5	15	remain	remain	VERB
spir-8875	5	16	in	in	ADP
spir-8875	5	17	their	their	PRON
spir-8875	5	18	infancy	infancy	NOUN
spir-8875	5	19	,	,	PUNCT
spir-8875	5	20	however	however	ADV
spir-8875	5	21	,	,	PUNCT
spir-8875	5	22	and	and	CCONJ
spir-8875	5	23	are	be	AUX
spir-8875	5	24	often	often	ADV
spir-8875	5	25	highly	highly	ADV
spir-8875	5	26	particular	particular	ADJ
spir-8875	5	27	to	to	ADP
spir-8875	5	28	specific	specific	ADJ
spir-8875	5	29	shows	show	NOUN
spir-8875	5	30	,	,	PUNCT
spir-8875	5	31	content	content	NOUN
spir-8875	5	32	types	type	NOUN
spir-8875	5	33	,	,	PUNCT
spir-8875	5	34	or	or	CCONJ
spir-8875	5	35	national	national	ADJ
spir-8875	5	36	broadcast	broadcast	NOUN
spir-8875	5	37	systems	system	NOUN
spir-8875	5	38	.	.	PUNCT
spir-8875	6	1	further	far	ADV
spir-8875	6	2	,	,	PUNCT
spir-8875	6	3	their	their	PRON
spir-8875	6	4	underlying	underlying	ADJ
spir-8875	6	5	analytical	analytical	ADJ
spir-8875	6	6	assumptions	assumption	NOUN
spir-8875	6	7	and	and	CCONJ
spir-8875	6	8	research	research	NOUN
spir-8875	6	9	methodologies	methodology	NOUN
spir-8875	6	10	are	be	AUX
spir-8875	6	11	often	often	ADV
spir-8875	6	12	poorly	poorly	ADV
spir-8875	6	13	documented	document	VERB
spir-8875	6	14	and	and	CCONJ
spir-8875	6	15	insufficiently	insufficiently	ADV
spir-8875	6	16	tested	test	VERB
spir-8875	6	17	–	–	PUNCT
spir-8875	6	18	especially	especially	ADV
spir-8875	6	19	where	where	SCONJ
spir-8875	6	20	such	such	ADJ
spir-8875	6	21	social	social	ADJ
spir-8875	6	22	tv	tv	NOUN
spir-8875	6	23	metrics	metric	NOUN
spir-8875	6	24	are	be	AUX
spir-8875	6	25	offered	offer	VERB
spir-8875	6	26	as	as	ADP
spir-8875	6	27	commercial	commercial	ADJ
spir-8875	6	28	products	product	NOUN
spir-8875	6	29	.	.	PUNCT
spir-8875	7	1	this	this	DET
spir-8875	7	2	panel	panel	NOUN
spir-8875	7	3	brings	bring	VERB
spir-8875	7	4	together	together	ADV
spir-8875	7	5	a	a	DET
spir-8875	7	6	number	number	NOUN
spir-8875	7	7	of	of	ADP
spir-8875	7	8	key	key	ADJ
spir-8875	7	9	social	social	ADJ
spir-8875	7	10	tv	tv	NOUN
spir-8875	7	11	researchers	researcher	NOUN
spir-8875	7	12	in	in	ADP
spir-8875	7	13	order	order	NOUN
spir-8875	7	14	to	to	PART
spir-8875	7	15	explore	explore	VERB
spir-8875	7	16	the	the	DET
spir-8875	7	17	current	current	ADJ
spir-8875	7	18	state	state	NOUN
spir-8875	7	19	of	of	ADP
spir-8875	7	20	the	the	DET
spir-8875	7	21	art	art	NOUN
spir-8875	7	22	in	in	ADP
spir-8875	7	23	the	the	DET
spir-8875	7	24	field	field	NOUN
spir-8875	7	25	and	and	CCONJ
spir-8875	7	26	chart	chart	VERB
spir-8875	7	27	the	the	DET
spir-8875	7	28	path	path	NOUN
spir-8875	7	29	ahead	ahead	ADV
spir-8875	7	30	for	for	ADP
spir-8875	7	31	scholarly	scholarly	ADJ
spir-8875	7	32	research	research	NOUN
spir-8875	7	33	.	.	PUNCT
spir-8875	8	1	papers	paper	NOUN
spir-8875	8	2	presented	present	VERB
spir-8875	8	3	in	in	ADP
spir-8875	8	4	this	this	DET
spir-8875	8	5	panel	panel	NOUN
spir-8875	8	6	(	(	PUNCT
spir-8875	8	7	outlined	outline	VERB
spir-8875	8	8	in	in	ADP
spir-8875	8	9	detail	detail	NOUN
spir-8875	8	10	below	below	ADV
spir-8875	8	11	)	)	PUNCT
spir-8875	8	12	will	will	AUX
spir-8875	8	13	define	define	VERB
spir-8875	8	14	a	a	DET
spir-8875	8	15	new	new	ADJ
spir-8875	8	16	methodological	methodological	ADJ
spir-8875	8	17	approach	approach	NOUN
spir-8875	8	18	to	to	ADP
spir-8875	8	19	establishing	establish	VERB
spir-8875	8	20	reliable	reliable	ADJ
spir-8875	8	21	“	"	PUNCT
spir-8875	8	22	telemetrics	telemetric	NOUN
spir-8875	8	23	”	"	PUNCT
spir-8875	8	24	for	for	ADP
spir-8875	8	25	social	social	ADJ
spir-8875	8	26	media	medium	NOUN
spir-8875	8	27	engagement	engagement	NOUN
spir-8875	8	28	with	with	ADP
spir-8875	8	29	television	television	NOUN
spir-8875	8	30	;	;	PUNCT
spir-8875	8	31	explore	explore	VERB
spir-8875	8	32	the	the	DET
spir-8875	8	33	expectations	expectation	NOUN
spir-8875	8	34	of	of	ADP
spir-8875	8	35	television	television	NOUN
spir-8875	8	36	producers	producer	NOUN
spir-8875	8	37	and	and	CCONJ
spir-8875	8	38	the	the	DET
spir-8875	8	39	response	response	NOUN
spir-8875	8	40	by	by	ADP
spir-8875	8	41	viewers	viewer	NOUN
spir-8875	8	42	in	in	ADP
spir-8875	8	43	the	the	DET
spir-8875	8	44	context	context	NOUN
spir-8875	8	45	of	of	ADP
spir-8875	8	46	a	a	DET
spir-8875	8	47	specific	specific	ADJ
spir-8875	8	48	social	social	ADJ
spir-8875	8	49	tv	tv	NOUN
spir-8875	8	50	project	project	NOUN
spir-8875	8	51	on	on	ADP
spir-8875	8	52	australian	australian	ADJ
spir-8875	8	53	television	television	NOUN
spir-8875	8	54	;	;	PUNCT
spir-8875	8	55	map	map	VERB
spir-8875	8	56	the	the	DET
spir-8875	8	57	overlapping	overlap	VERB
spir-8875	8	58	footprints	footprint	NOUN
spir-8875	8	59	of	of	ADP
spir-8875	8	60	selected	select	VERB
spir-8875	8	61	television	television	NOUN
spir-8875	8	62	programmes	programme	NOUN
spir-8875	8	63	within	within	ADP
spir-8875	8	64	the	the	DET
spir-8875	8	65	overall	overall	ADJ
spir-8875	8	66	network	network	NOUN
spir-8875	8	67	of	of	ADP
spir-8875	8	68	a	a	DET
spir-8875	8	69	national	national	ADJ
spir-8875	8	70	twittersphere	twittersphere	NOUN
spir-8875	8	71	;	;	PUNCT
spir-8875	8	72	and	and	CCONJ
spir-8875	8	73	[	[	X
spir-8875	8	74	...	...	X
spir-8875	8	75	fourth	fourth	ADJ
spir-8875	8	76	paper	paper	NOUN
spir-8875	8	77	...	...	PUNCT
spir-8875	8	78	]	]	PUNCT
spir-8875	8	79	.	.	PUNCT
spir-8875	9	1	these	these	DET
spir-8875	9	2	contributions	contribution	NOUN
spir-8875	9	3	will	will	AUX
spir-8875	9	4	document	document	VERB
spir-8875	9	5	a	a	DET
spir-8875	9	6	number	number	NOUN
spir-8875	9	7	of	of	ADP
spir-8875	9	8	complementary	complementary	ADJ
spir-8875	9	9	research	research	NOUN
spir-8875	9	10	approaches	approach	NOUN
spir-8875	9	11	which	which	PRON
spir-8875	9	12	in	in	ADP
spir-8875	9	13	combination	combination	NOUN
spir-8875	9	14	serve	serve	VERB
spir-8875	9	15	to	to	PART
spir-8875	9	16	outline	outline	VERB
spir-8875	9	17	pathways	pathway	NOUN
spir-8875	9	18	towards	towards	ADP
spir-8875	9	19	the	the	DET
spir-8875	9	20	further	further	ADJ
spir-8875	9	21	development	development	NOUN
spir-8875	9	22	of	of	ADP
spir-8875	9	23	reliable	reliable	ADJ
spir-8875	9	24	social	social	ADJ
spir-8875	9	25	tv	tv	NOUN
spir-8875	9	26	metrics	metric	NOUN
spir-8875	9	27	.	.	PUNCT
spir-8875	10	1	harrington	harrington	PROPN
spir-8875	10	2	,	,	PUNCT
spir-8875	10	3	s.	s.	PROPN
spir-8875	10	4	,	,	PUNCT
spir-8875	10	5	highfield	highfield	PROPN
spir-8875	10	6	,	,	PUNCT
spir-8875	10	7	t.	t.	PROPN
spir-8875	10	8	,	,	PUNCT
spir-8875	10	9	&	&	CCONJ
spir-8875	10	10	bruns	brun	NOUN
spir-8875	10	11	,	,	PUNCT
spir-8875	10	12	a.	a.	NOUN
spir-8875	10	13	(	(	PUNCT
spir-8875	10	14	2012	2012	NUM
spir-8875	10	15	)	)	PUNCT
spir-8875	10	16	.	.	PUNCT
spir-8875	11	1	more	more	ADJ
spir-8875	11	2	than	than	ADP
spir-8875	11	3	a	a	DET
spir-8875	11	4	backchannel	backchannel	NOUN
spir-8875	11	5	:	:	PUNCT
spir-8875	11	6	twitter	twitter	NOUN
spir-8875	11	7	and	and	CCONJ
spir-8875	11	8	television	television	NOUN
spir-8875	11	9	.	.	PUNCT
spir-8875	12	1	in	in	ADP
spir-8875	12	2	j.	j.	PROPN
spir-8875	12	3	m.	m.	PROPN
spir-8875	12	4	noguera	noguera	PROPN
spir-8875	12	5	(	(	PUNCT
spir-8875	12	6	ed	ed	NOUN
spir-8875	12	7	.	.	PUNCT
spir-8875	12	8	)	)	PUNCT
spir-8875	12	9	,	,	PUNCT
spir-8875	12	10	audience	audience	NOUN
spir-8875	12	11	interactivity	interactivity	NOUN
spir-8875	12	12	and	and	CCONJ
spir-8875	12	13	participation	participation	NOUN
spir-8875	12	14	(	(	PUNCT
spir-8875	12	15	pp	pp	ADJ
spir-8875	12	16	.	.	PUNCT
spir-8875	12	17	13–17	13–17	NUM
spir-8875	12	18	)	)	PUNCT
spir-8875	12	19	.	.	PUNCT
spir-8875	13	1	brussels	brussels	PROPN
spir-8875	13	2	:	:	PUNCT
spir-8875	13	3	cost	cost	NOUN
spir-8875	13	4	action	action	NOUN
spir-8875	13	5	transforming	transform	VERB
spir-8875	13	6	audiences	audience	NOUN
spir-8875	13	7	,	,	PUNCT
spir-8875	13	8	transforming	transform	VERB
spir-8875	13	9	societies	society	NOUN
spir-8875	13	10	.	.	PUNCT
spir-8875	14	1	retrieved	retrieve	VERB
spir-8875	14	2	from	from	ADP
spir-8875	14	3	http://www.cost-transformingaudiences.eu/system/files/essays-and-interviewessays-18-06-12.pdf	http://www.cost-transformingaudiences.eu/system/files/essays-and-interviewessays-18-06-12.pdf	PROPN
spir-8875	14	4	nielsen	nielsen	PROPN
spir-8875	14	5	.	.	PUNCT
spir-8875	15	1	(	(	PUNCT
spir-8875	15	2	2013	2013	NUM
spir-8875	15	3	)	)	PUNCT
spir-8875	15	4	.	.	PUNCT
spir-8875	16	1	new	new	ADJ
spir-8875	16	2	study	study	NOUN
spir-8875	16	3	confirms	confirm	VERB
spir-8875	16	4	correlation	correlation	NOUN
spir-8875	16	5	between	between	ADP
spir-8875	16	6	twitter	twitter	NOUN
spir-8875	16	7	and	and	CCONJ
spir-8875	16	8	tv	tv	NOUN
spir-8875	16	9	ratings	rating	NOUN
spir-8875	16	10	.	.	PUNCT
spir-8875	17	1	nielsen	nielsen	PROPN
spir-8875	17	2	press	press	PROPN
spir-8875	17	3	room	room	NOUN
spir-8875	17	4	20	20	NUM
spir-8875	17	5	mar	mar	PROPN
spir-8875	17	6	.	.	PROPN
spir-8875	17	7	2013	2013	NUM
spir-8875	17	8	.	.	PUNCT
spir-8875	17	9	retrieved	retrieve	VERB
spir-8875	17	10	from	from	ADP
spir-8875	17	11	http://www.nielsen.com/us/en/pressroom/2013/new-study-confirms-correlationbetween-twitter-and-tv-ratings.html	http://www.nielsen.com/us/en/pressroom/2013/new-study-confirms-correlationbetween-twitter-and-tv-ratings.html	PROPN
spir-8875	17	12	nielsen	nielsen	PROPN
spir-8875	17	13	.	.	PUNCT
spir-8875	18	1	(	(	PUNCT
spir-8875	18	2	2012	2012	NUM
spir-8875	18	3	.	.	PUNCT
spir-8875	18	4	)	)	PUNCT
spir-8875	19	1	“	"	PUNCT
spir-8875	19	2	nielsen	nielsen	PROPN
spir-8875	19	3	and	and	CCONJ
spir-8875	19	4	twitter	twitter	NOUN
spir-8875	19	5	establish	establish	VERB
spir-8875	19	6	social	social	ADJ
spir-8875	19	7	tv	tv	NOUN
spir-8875	19	8	rating	rating	NOUN
spir-8875	19	9	.	.	PUNCT
spir-8875	20	1	nielsen	nielsen	PROPN
spir-8875	20	2	press	press	PROPN
spir-8875	20	3	room	room	NOUN
spir-8875	20	4	17	17	NUM
spir-8875	20	5	dec	dec	PROPN
spir-8875	20	6	.	.	PROPN
spir-8875	20	7	2012	2012	NUM
spir-8875	20	8	.	.	PUNCT
spir-8875	21	1	retrieved	retrieve	VERB
spir-8875	21	2	from	from	ADP
spir-8875	21	3	http://www.nielsen.com/us/en/press-room/2012/nielsenand-twitter-establish-social-tv-rating.html	http://www.nielsen.com/us/en/press-room/2012/nielsenand-twitter-establish-social-tv-rating.html	PROPN
spir-8875	21	4	introducing	introduce	VERB
spir-8875	21	5	telemetrics	telemetric	NOUN
spir-8875	21	6	:	:	PUNCT
spir-8875	21	7	the	the	DET
spir-8875	21	8	weighted	weight	VERB
spir-8875	21	9	tweet	tweet	PROPN
spir-8875	21	10	index	index	PROPN
spir-8875	21	11	darryl	darryl	PROPN
spir-8875	21	12	woodford	woodford	PROPN
spir-8875	21	13	queensland	queensland	PROPN
spir-8875	21	14	university	university	PROPN
spir-8875	21	15	of	of	ADP
spir-8875	21	16	technology	technology	PROPN
spir-8875	21	17	jean	jean	PROPN
spir-8875	21	18	burgess	burgess	PROPN
spir-8875	21	19	queensland	queensland	PROPN
spir-8875	21	20	university	university	PROPN
spir-8875	21	21	of	of	ADP
spir-8875	21	22	technology	technology	PROPN
spir-8875	21	23	katie	katie	PROPN
spir-8875	21	24	prowd	prowd	PROPN
spir-8875	21	25	queensland	queensland	PROPN
spir-8875	21	26	university	university	PROPN
spir-8875	21	27	of	of	ADP
spir-8875	21	28	technology	technology	PROPN
spir-8875	21	29	ben	ben	PROPN
spir-8875	21	30	goldsmith	goldsmith	PROPN
spir-8875	21	31	queensland	queensland	PROPN
spir-8875	21	32	university	university	PROPN
spir-8875	21	33	of	of	ADP
spir-8875	21	34	technology	technology	PROPN
spir-8875	21	35	axel	axel	PROPN
spir-8875	21	36	bruns	bruns	PROPN
spir-8875	21	37	queensland	queensland	PROPN
spir-8875	21	38	university	university	PROPN
spir-8875	21	39	of	of	ADP
spir-8875	21	40	technology	technology	PROPN
spir-8875	21	41	stephen	stephen	PROPN
spir-8875	21	42	harrington	harrington	PROPN
spir-8875	21	43	queensland	queensland	PROPN
spir-8875	21	44	university	university	PROPN
spir-8875	21	45	of	of	ADP
spir-8875	21	46	technology	technology	NOUN
spir-8875	21	47	abstract	abstract	ADV
spir-8875	21	48	this	this	DET
spir-8875	21	49	paper	paper	NOUN
spir-8875	21	50	introduces	introduce	VERB
spir-8875	21	51	a	a	DET
spir-8875	21	52	new	new	ADJ
spir-8875	21	53	methodology	methodology	NOUN
spir-8875	21	54	for	for	ADP
spir-8875	21	55	analyzing	analyze	VERB
spir-8875	21	56	and	and	CCONJ
spir-8875	21	57	measuring	measure	VERB
spir-8875	21	58	engagement	engagement	NOUN
spir-8875	21	59	with	with	ADP
spir-8875	21	60	television	television	NOUN
spir-8875	21	61	content	content	NOUN
spir-8875	21	62	by	by	ADP
spir-8875	21	63	users	user	NOUN
spir-8875	21	64	of	of	ADP
spir-8875	21	65	twitter	twitter	NOUN
spir-8875	21	66	.	.	PUNCT
spir-8875	22	1	drawing	draw	VERB
spir-8875	22	2	on	on	ADP
spir-8875	22	3	factors	factor	NOUN
spir-8875	22	4	such	such	ADJ
spir-8875	22	5	as	as	ADP
spir-8875	22	6	the	the	DET
spir-8875	22	7	network	network	NOUN
spir-8875	22	8	,	,	PUNCT
spir-8875	22	9	viewing	view	VERB
spir-8875	22	10	audience	audience	NOUN
spir-8875	22	11	,	,	PUNCT
spir-8875	22	12	and	and	CCONJ
spir-8875	22	13	date	date	NOUN
spir-8875	22	14	of	of	ADP
spir-8875	22	15	broadcast	broadcast	NOUN
spir-8875	22	16	to	to	PART
spir-8875	22	17	establish	establish	VERB
spir-8875	22	18	a	a	DET
spir-8875	22	19	baseline	baseline	ADJ
spir-8875	22	20	expectation	expectation	NOUN
spir-8875	22	21	for	for	ADP
spir-8875	22	22	volume	volume	NOUN
spir-8875	22	23	of	of	ADP
spir-8875	22	24	tweets	tweet	NOUN
spir-8875	22	25	around	around	ADP
spir-8875	22	26	a	a	DET
spir-8875	22	27	television	television	NOUN
spir-8875	22	28	show	show	NOUN
spir-8875	22	29	,	,	PUNCT
spir-8875	22	30	and	and	CCONJ
spir-8875	22	31	applying	apply	VERB
spir-8875	22	32	techniques	technique	NOUN
spir-8875	22	33	from	from	ADP
spir-8875	22	34	the	the	DET
spir-8875	22	35	field	field	NOUN
spir-8875	22	36	of	of	ADP
spir-8875	22	37	sabermetrics	sabermetric	NOUN
spir-8875	22	38	to	to	PART
spir-8875	22	39	create	create	VERB
spir-8875	22	40	neutral	neutral	ADJ
spir-8875	22	41	volume	volume	NOUN
spir-8875	22	42	figures	figure	NOUN
spir-8875	22	43	(	(	PUNCT
spir-8875	22	44	‘	'	PUNCT
spir-8875	22	45	weighted	weighted	ADJ
spir-8875	22	46	tweets	tweet	NOUN
spir-8875	22	47	’	'	PUNCT
spir-8875	22	48	)	)	PUNCT
spir-8875	22	49	which	which	PRON
spir-8875	22	50	exclude	exclude	VERB
spir-8875	22	51	these	these	DET
spir-8875	22	52	variables	variable	NOUN
spir-8875	22	53	,	,	PUNCT
spir-8875	22	54	our	our	PRON
spir-8875	22	55	metrics	metric	NOUN
spir-8875	22	56	provide	provide	VERB
spir-8875	22	57	new	new	ADJ
spir-8875	22	58	insights	insight	NOUN
spir-8875	22	59	into	into	ADP
spir-8875	22	60	television	television	NOUN
spir-8875	22	61	’s	’s	PART
spir-8875	22	62	social	social	ADJ
spir-8875	22	63	media	medium	NOUN
spir-8875	22	64	presence	presence	NOUN
spir-8875	22	65	.	.	PUNCT
spir-8875	23	1	the	the	DET
spir-8875	23	2	methodology	methodology	NOUN
spir-8875	23	3	provides	provide	VERB
spir-8875	23	4	a	a	DET
spir-8875	23	5	variety	variety	NOUN
spir-8875	23	6	of	of	ADP
spir-8875	23	7	new	new	ADJ
spir-8875	23	8	measures	measure	NOUN
spir-8875	23	9	for	for	ADP
spir-8875	23	10	analysing	analyse	VERB
spir-8875	23	11	the	the	DET
spir-8875	23	12	social	social	ADJ
spir-8875	23	13	media	medium	NOUN
spir-8875	23	14	strategies	strategy	NOUN
spir-8875	23	15	of	of	ADP
spir-8875	23	16	individual	individual	ADJ
spir-8875	23	17	television	television	NOUN
spir-8875	23	18	programs	program	NOUN
spir-8875	23	19	,	,	PUNCT
spir-8875	23	20	channels	channel	NOUN
spir-8875	23	21	and	and	CCONJ
spir-8875	23	22	networks	network	NOUN
spir-8875	23	23	,	,	PUNCT
spir-8875	23	24	for	for	ADP
spir-8875	23	25	comparing	compare	VERB
spir-8875	23	26	users	user	NOUN
spir-8875	23	27	’	'	PUNCT
spir-8875	23	28	engagement	engagement	NOUN
spir-8875	23	29	with	with	ADP
spir-8875	23	30	programs	program	NOUN
spir-8875	23	31	,	,	PUNCT
spir-8875	23	32	channels	channel	NOUN
spir-8875	23	33	or	or	CCONJ
spir-8875	23	34	networks	network	NOUN
spir-8875	23	35	,	,	PUNCT
spir-8875	23	36	and	and	CCONJ
spir-8875	23	37	for	for	ADP
spir-8875	23	38	predicting	predict	VERB
spir-8875	23	39	future	future	ADJ
spir-8875	23	40	volumes	volume	NOUN
spir-8875	23	41	of	of	ADP
spir-8875	23	42	tweets	tweet	NOUN
spir-8875	23	43	.	.	PUNCT
spir-8875	24	1	introduction	introduction	NOUN
spir-8875	24	2	measuring	measure	VERB
spir-8875	24	3	‘	'	PUNCT
spir-8875	24	4	social	social	ADJ
spir-8875	24	5	television	television	NOUN
spir-8875	24	6	’	'	PUNCT
spir-8875	24	7	there	there	PRON
spir-8875	24	8	has	have	AUX
spir-8875	24	9	recently	recently	ADV
spir-8875	24	10	been	be	AUX
spir-8875	24	11	an	an	DET
spir-8875	24	12	increase	increase	NOUN
spir-8875	24	13	in	in	ADP
spir-8875	24	14	the	the	DET
spir-8875	24	15	levels	level	NOUN
spir-8875	24	16	of	of	ADP
spir-8875	24	17	both	both	CCONJ
spir-8875	24	18	academic	academic	ADJ
spir-8875	24	19	and	and	CCONJ
spir-8875	24	20	industry	industry	NOUN
spir-8875	24	21	attention	attention	NOUN
spir-8875	24	22	paid	pay	VERB
spir-8875	24	23	to	to	ADP
spir-8875	24	24	‘	'	PUNCT
spir-8875	24	25	social	social	ADJ
spir-8875	24	26	television	television	NOUN
spir-8875	24	27	’	'	PUNCT
spir-8875	24	28	–	–	PUNCT
spir-8875	24	29	broadly	broadly	ADV
spir-8875	24	30	defined	define	VERB
spir-8875	24	31	as	as	ADP
spir-8875	24	32	the	the	DET
spir-8875	24	33	extension	extension	NOUN
spir-8875	24	34	of	of	ADP
spir-8875	24	35	‘	'	PUNCT
spir-8875	24	36	offline	offline	ADJ
spir-8875	24	37	’	'	PUNCT
spir-8875	24	38	audience	audience	NOUN
spir-8875	24	39	engagement	engagement	NOUN
spir-8875	24	40	into	into	ADP
spir-8875	24	41	social	social	ADJ
spir-8875	24	42	media	medium	NOUN
spir-8875	24	43	platforms	platform	NOUN
spir-8875	24	44	(	(	PUNCT
spir-8875	24	45	harrington	harrington	PROPN
spir-8875	24	46	et	et	PROPN
spir-8875	24	47	al	al	PROPN
spir-8875	24	48	,	,	PUNCT
spir-8875	24	49	2012	2012	NUM
spir-8875	24	50	;	;	PUNCT
spir-8875	24	51	highfield	highfield	PROPN
spir-8875	24	52	et	et	PROPN
spir-8875	24	53	al	al	PROPN
spir-8875	24	54	,	,	PUNCT
spir-8875	24	55	2013	2013	NUM
spir-8875	24	56	;	;	PUNCT
spir-8875	24	57	wohn	wohn	PROPN
spir-8875	24	58	&	&	CCONJ
spir-8875	24	59	na	na	PROPN
spir-8875	24	60	,	,	PUNCT
spir-8875	24	61	2011	2011	NUM
spir-8875	24	62	)	)	PUNCT
spir-8875	24	63	.	.	PUNCT
spir-8875	25	1	however	however	ADV
spir-8875	25	2	,	,	PUNCT
spir-8875	25	3	comprehensive	comprehensive	ADJ
spir-8875	25	4	,	,	PUNCT
spir-8875	25	5	data	data	NOUN
spir-8875	25	6	-	-	PUNCT
spir-8875	25	7	driven	drive	VERB
spir-8875	25	8	techniques	technique	NOUN
spir-8875	25	9	to	to	PART
spir-8875	25	10	track	track	VERB
spir-8875	25	11	and	and	CCONJ
spir-8875	25	12	measure	measure	VERB
spir-8875	25	13	social	social	ADJ
spir-8875	25	14	tv	tv	NOUN
spir-8875	25	15	activity	activity	NOUN
spir-8875	25	16	are	be	AUX
spir-8875	25	17	still	still	ADV
spir-8875	25	18	emergent	emergent	ADJ
spir-8875	25	19	,	,	PUNCT
spir-8875	25	20	and	and	CCONJ
spir-8875	25	21	have	have	VERB
spir-8875	25	22	to	to	ADP
spir-8875	25	23	date	date	NOUN
spir-8875	25	24	been	be	AUX
spir-8875	25	25	almost	almost	ADV
spir-8875	25	26	exclusively	exclusively	ADV
spir-8875	25	27	the	the	DET
spir-8875	25	28	provenance	provenance	NOUN
spir-8875	25	29	of	of	ADP
spir-8875	25	30	commercial	commercial	ADJ
spir-8875	25	31	media	medium	NOUN
spir-8875	25	32	organisations	organisation	NOUN
spir-8875	25	33	,	,	PUNCT
spir-8875	25	34	preventing	prevent	VERB
spir-8875	25	35	external	external	ADJ
spir-8875	25	36	testing	testing	NOUN
spir-8875	25	37	or	or	CCONJ
spir-8875	25	38	validation	validation	NOUN
spir-8875	25	39	of	of	ADP
spir-8875	25	40	the	the	DET
spir-8875	25	41	data	datum	NOUN
spir-8875	25	42	by	by	ADP
spir-8875	25	43	researchers	researcher	NOUN
spir-8875	25	44	interested	interested	ADJ
spir-8875	25	45	in	in	ADP
spir-8875	25	46	the	the	DET
spir-8875	25	47	space	space	NOUN
spir-8875	25	48	,	,	PUNCT
spir-8875	25	49	despite	despite	SCONJ
spir-8875	25	50	their	their	PRON
spir-8875	25	51	growing	grow	VERB
spir-8875	25	52	impact	impact	NOUN
spir-8875	25	53	on	on	ADP
spir-8875	25	54	commercial	commercial	ADJ
spir-8875	25	55	decisions	decision	NOUN
spir-8875	25	56	and	and	CCONJ
spir-8875	25	57	business	business	NOUN
spir-8875	25	58	models	model	NOUN
spir-8875	25	59	in	in	ADP
spir-8875	25	60	the	the	DET
spir-8875	25	61	digital	digital	ADJ
spir-8875	25	62	media	medium	NOUN
spir-8875	25	63	environment	environment	NOUN
spir-8875	25	64	(	(	PUNCT
spir-8875	25	65	proulx	proulx	NOUN
spir-8875	25	66	&	&	CCONJ
spir-8875	25	67	shepatin	shepatin	PROPN
spir-8875	25	68	,	,	PUNCT
spir-8875	25	69	2012	2012	NUM
spir-8875	25	70	)	)	PUNCT
spir-8875	25	71	.	.	PUNCT
spir-8875	26	1	for	for	ADP
spir-8875	26	2	different	different	ADJ
spir-8875	26	3	stakeholders	stakeholder	NOUN
spir-8875	26	4	,	,	PUNCT
spir-8875	26	5	measures	measure	NOUN
spir-8875	26	6	of	of	ADP
spir-8875	26	7	the	the	DET
spir-8875	26	8	‘	'	PUNCT
spir-8875	26	9	success	success	NOUN
spir-8875	26	10	’	'	PUNCT
spir-8875	26	11	of	of	ADP
spir-8875	26	12	social	social	ADJ
spir-8875	26	13	tv	tv	NOUN
spir-8875	26	14	vary	vary	NOUN
spir-8875	26	15	.	.	PUNCT
spir-8875	27	1	advertisers	advertiser	NOUN
spir-8875	27	2	and	and	CCONJ
spir-8875	27	3	agencies	agency	NOUN
spir-8875	27	4	are	be	AUX
spir-8875	27	5	focused	focus	VERB
spir-8875	27	6	on	on	ADP
spir-8875	27	7	measuring	measure	VERB
spir-8875	27	8	the	the	DET
spir-8875	27	9	retention	retention	NOUN
spir-8875	27	10	of	of	ADP
spir-8875	27	11	commercials	commercial	NOUN
spir-8875	27	12	shown	show	VERB
spir-8875	27	13	during	during	ADP
spir-8875	27	14	a	a	DET
spir-8875	27	15	broadcast	broadcast	NOUN
spir-8875	27	16	.	.	PUNCT
spir-8875	28	1	channel	channel	NOUN
spir-8875	28	2	operators	operator	NOUN
spir-8875	28	3	and	and	CCONJ
spir-8875	28	4	networks	network	NOUN
spir-8875	28	5	look	look	VERB
spir-8875	28	6	for	for	ADP
spir-8875	28	7	measures	measure	NOUN
spir-8875	28	8	of	of	ADP
spir-8875	28	9	the	the	DET
spir-8875	28	10	impact	impact	NOUN
spir-8875	28	11	of	of	ADP
spir-8875	28	12	social	social	ADJ
spir-8875	28	13	media	medium	NOUN
spir-8875	28	14	activity	activity	NOUN
spir-8875	28	15	on	on	ADP
spir-8875	28	16	a	a	DET
spir-8875	28	17	program	program	NOUN
spir-8875	28	18	’s	’s	PART
spir-8875	28	19	ratings	rating	NOUN
spir-8875	28	20	,	,	PUNCT
spir-8875	28	21	and	and	CCONJ
spir-8875	28	22	compare	compare	VERB
spir-8875	28	23	the	the	DET
spir-8875	28	24	relative	relative	ADJ
spir-8875	28	25	visibility	visibility	NOUN
spir-8875	28	26	and	and	CCONJ
spir-8875	28	27	resonance	resonance	NOUN
spir-8875	28	28	of	of	ADP
spir-8875	28	29	shows	show	NOUN
spir-8875	28	30	within	within	ADP
spir-8875	28	31	social	social	ADJ
spir-8875	28	32	media	medium	NOUN
spir-8875	28	33	communities	community	NOUN
spir-8875	28	34	.	.	PUNCT
spir-8875	29	1	television	television	NOUN
spir-8875	29	2	producers	producer	NOUN
spir-8875	29	3	–	–	PUNCT
spir-8875	29	4	and	and	CCONJ
spir-8875	29	5	academics	academic	NOUN
spir-8875	29	6	–	–	PUNCT
spir-8875	29	7	are	be	AUX
spir-8875	29	8	often	often	ADV
spir-8875	29	9	interested	interested	ADJ
spir-8875	29	10	not	not	PART
spir-8875	29	11	only	only	ADV
spir-8875	29	12	in	in	ADP
spir-8875	29	13	the	the	DET
spir-8875	29	14	volume	volume	NOUN
spir-8875	29	15	of	of	ADP
spir-8875	29	16	discussion	discussion	NOUN
spir-8875	29	17	,	,	PUNCT
spir-8875	29	18	but	but	CCONJ
spir-8875	29	19	also	also	ADV
spir-8875	29	20	its	its	PRON
spir-8875	29	21	content	content	NOUN
spir-8875	29	22	.	.	PUNCT
spir-8875	30	1	inspired	inspire	VERB
spir-8875	30	2	by	by	ADP
spir-8875	30	3	the	the	DET
spir-8875	30	4	field	field	NOUN
spir-8875	30	5	of	of	ADP
spir-8875	30	6	sabermetrics	sabermetric	NOUN
spir-8875	30	7	(	(	PUNCT
spir-8875	30	8	see	see	VERB
spir-8875	30	9	,	,	PUNCT
spir-8875	30	10	for	for	ADP
spir-8875	30	11	example	example	NOUN
spir-8875	30	12	,	,	PUNCT
spir-8875	30	13	james	james	PROPN
spir-8875	30	14	(	(	PUNCT
spir-8875	30	15	2003	2003	NUM
spir-8875	30	16	)	)	PUNCT
spir-8875	30	17	)	)	PUNCT
spir-8875	30	18	,	,	PUNCT
spir-8875	30	19	and	and	CCONJ
spir-8875	30	20	more	more	ADV
spir-8875	30	21	generally	generally	ADV
spir-8875	30	22	the	the	DET
spir-8875	30	23	statistical	statistical	ADJ
spir-8875	30	24	analysis	analysis	NOUN
spir-8875	30	25	of	of	ADP
spir-8875	30	26	sporting	sporting	NOUN
spir-8875	30	27	events	event	NOUN
spir-8875	30	28	,	,	PUNCT
spir-8875	30	29	the	the	DET
spir-8875	30	30	project	project	NOUN
spir-8875	30	31	on	on	ADP
spir-8875	30	32	which	which	PRON
spir-8875	30	33	this	this	DET
spir-8875	30	34	paper	paper	NOUN
spir-8875	30	35	is	be	AUX
spir-8875	30	36	based	base	VERB
spir-8875	30	37	builds	build	VERB
spir-8875	30	38	on	on	ADP
spir-8875	30	39	our	our	PRON
spir-8875	30	40	significant	significant	ADJ
spir-8875	30	41	existing	exist	VERB
spir-8875	30	42	database	database	NOUN
spir-8875	30	43	of	of	ADP
spir-8875	30	44	activity	activity	NOUN
spir-8875	30	45	around	around	ADP
spir-8875	30	46	australian	australian	ADJ
spir-8875	30	47	and	and	CCONJ
spir-8875	30	48	international	international	ADJ
spir-8875	30	49	television	television	NOUN
spir-8875	30	50	in	in	ADP
spir-8875	30	51	order	order	NOUN
spir-8875	30	52	to	to	PART
spir-8875	30	53	develop	develop	VERB
spir-8875	30	54	advanced	advanced	ADJ
spir-8875	30	55	metrics	metric	NOUN
spir-8875	30	56	for	for	ADP
spir-8875	30	57	measuring	measure	VERB
spir-8875	30	58	twitter	twitter	NOUN
spir-8875	30	59	activity	activity	NOUN
spir-8875	30	60	,	,	PUNCT
spir-8875	30	61	and	and	CCONJ
spir-8875	30	62	for	for	ADP
spir-8875	30	63	making	make	VERB
spir-8875	30	64	such	such	ADJ
spir-8875	30	65	activity	activity	NOUN
spir-8875	30	66	comparable	comparable	ADJ
spir-8875	30	67	across	across	ADP
spir-8875	30	68	time	time	NOUN
spir-8875	30	69	,	,	PUNCT
spir-8875	30	70	genre	genre	NOUN
spir-8875	30	71	,	,	PUNCT
spir-8875	30	72	network	network	NOUN
spir-8875	30	73	and	and	CCONJ
spir-8875	30	74	location	location	NOUN
spir-8875	30	75	.	.	PUNCT
spir-8875	31	1	biased	bias	VERB
spir-8875	31	2	metrics	metric	NOUN
spir-8875	31	3	analysts	analyst	NOUN
spir-8875	31	4	of	of	ADP
spir-8875	31	5	sports	sport	NOUN
spir-8875	31	6	statistics	statistic	NOUN
spir-8875	31	7	have	have	AUX
spir-8875	31	8	,	,	PUNCT
spir-8875	31	9	over	over	ADP
spir-8875	31	10	time	time	NOUN
spir-8875	31	11	,	,	PUNCT
spir-8875	31	12	sought	seek	VERB
spir-8875	31	13	to	to	PART
spir-8875	31	14	develop	develop	VERB
spir-8875	31	15	methods	method	NOUN
spir-8875	31	16	to	to	PART
spir-8875	31	17	separate	separate	VERB
spir-8875	31	18	out	out	ADP
spir-8875	31	19	those	those	DET
spir-8875	31	20	factors	factor	NOUN
spir-8875	31	21	which	which	PRON
spir-8875	31	22	lead	lead	VERB
spir-8875	31	23	to	to	ADP
spir-8875	31	24	the	the	DET
spir-8875	31	25	result	result	NOUN
spir-8875	31	26	of	of	ADP
spir-8875	31	27	a	a	DET
spir-8875	31	28	sporting	sporting	NOUN
spir-8875	31	29	event	event	NOUN
spir-8875	31	30	from	from	ADP
spir-8875	31	31	other	other	ADJ
spir-8875	31	32	,	,	PUNCT
spir-8875	31	33	more	more	ADV
spir-8875	31	34	circumstantial	circumstantial	ADJ
spir-8875	31	35	factors	factor	NOUN
spir-8875	31	36	.	.	PUNCT
spir-8875	32	1	for	for	ADP
spir-8875	32	2	example	example	NOUN
spir-8875	32	3	,	,	PUNCT
spir-8875	32	4	in	in	ADP
spir-8875	32	5	baseball	baseball	NOUN
spir-8875	32	6	,	,	PUNCT
spir-8875	32	7	traditional	traditional	ADJ
spir-8875	32	8	statistics	statistic	NOUN
spir-8875	32	9	such	such	ADJ
spir-8875	32	10	as	as	ADP
spir-8875	32	11	earned	earn	VERB
spir-8875	32	12	run	run	VERB
spir-8875	32	13	average	average	ADJ
spir-8875	32	14	(	(	PUNCT
spir-8875	32	15	era	era	NOUN
spir-8875	32	16	)	)	PUNCT
spir-8875	32	17	were	be	AUX
spir-8875	32	18	used	use	VERB
spir-8875	32	19	to	to	PART
spir-8875	32	20	measure	measure	VERB
spir-8875	32	21	the	the	DET
spir-8875	32	22	performance	performance	NOUN
spir-8875	32	23	of	of	ADP
spir-8875	32	24	pitchers	pitcher	NOUN
spir-8875	32	25	.	.	PUNCT
spir-8875	33	1	however	however	ADV
spir-8875	33	2	,	,	PUNCT
spir-8875	33	3	the	the	DET
spir-8875	33	4	work	work	NOUN
spir-8875	33	5	of	of	ADP
spir-8875	33	6	sabermetricians	sabermetrician	NOUN
spir-8875	33	7	has	have	AUX
spir-8875	33	8	shown	show	VERB
spir-8875	33	9	that	that	SCONJ
spir-8875	33	10	the	the	DET
spir-8875	33	11	quality	quality	NOUN
spir-8875	33	12	of	of	ADP
spir-8875	33	13	the	the	DET
spir-8875	33	14	fielders	fielder	NOUN
spir-8875	33	15	behind	behind	ADP
spir-8875	33	16	a	a	DET
spir-8875	33	17	pitcher	pitcher	NOUN
spir-8875	33	18	plays	play	VERB
spir-8875	33	19	a	a	DET
spir-8875	33	20	much	much	ADV
spir-8875	33	21	larger	large	ADJ
spir-8875	33	22	role	role	NOUN
spir-8875	33	23	than	than	SCONJ
spir-8875	33	24	was	be	AUX
spir-8875	33	25	quantified	quantify	VERB
spir-8875	33	26	by	by	ADP
spir-8875	33	27	era	era	NOUN
spir-8875	33	28	,	,	PUNCT
spir-8875	33	29	and	and	CCONJ
spir-8875	33	30	thus	thus	ADV
spir-8875	33	31	they	they	PRON
spir-8875	33	32	developed	develop	VERB
spir-8875	33	33	a	a	DET
spir-8875	33	34	set	set	NOUN
spir-8875	33	35	of	of	ADP
spir-8875	33	36	new	new	ADJ
spir-8875	33	37	statistics	statistic	NOUN
spir-8875	33	38	such	such	ADJ
spir-8875	33	39	as	as	ADP
spir-8875	33	40	fip	fip	PROPN
spir-8875	33	41	(	(	PUNCT
spir-8875	33	42	fielder	fielder	NOUN
spir-8875	33	43	independent	independent	ADJ
spir-8875	33	44	pitching	pitching	NOUN
spir-8875	33	45	)	)	PUNCT
spir-8875	33	46	,	,	PUNCT
spir-8875	33	47	to	to	PART
spir-8875	33	48	better	well	ADV
spir-8875	33	49	quantify	quantify	VERB
spir-8875	33	50	the	the	DET
spir-8875	33	51	individual	individual	ADJ
spir-8875	33	52	performance	performance	NOUN
spir-8875	33	53	of	of	ADP
spir-8875	33	54	a	a	DET
spir-8875	33	55	pitcher	pitcher	NOUN
spir-8875	33	56	.	.	PUNCT
spir-8875	34	1	analogous	analogous	ADJ
spir-8875	34	2	to	to	ADP
spir-8875	34	3	the	the	DET
spir-8875	34	4	way	way	NOUN
spir-8875	34	5	a	a	DET
spir-8875	34	6	pitcher	pitcher	NOUN
spir-8875	34	7	’s	’s	PART
spir-8875	34	8	personal	personal	ADJ
spir-8875	34	9	era	era	NOUN
spir-8875	34	10	metrics	metric	NOUN
spir-8875	34	11	are	be	AUX
spir-8875	34	12	biased	bias	VERB
spir-8875	34	13	by	by	ADP
spir-8875	34	14	the	the	DET
spir-8875	34	15	quality	quality	NOUN
spir-8875	34	16	of	of	ADP
spir-8875	34	17	the	the	DET
spir-8875	34	18	team	team	NOUN
spir-8875	34	19	they	they	PRON
spir-8875	34	20	pitch	pitch	VERB
spir-8875	34	21	for	for	ADP
spir-8875	34	22	,	,	PUNCT
spir-8875	34	23	the	the	DET
spir-8875	34	24	nielsen	nielsen	PROPN
spir-8875	34	25	socialguide	socialguide	PROPN
spir-8875	34	26	social	social	ADJ
spir-8875	34	27	tv	tv	NOUN
spir-8875	34	28	metrics	metric	NOUN
spir-8875	34	29	for	for	ADP
spir-8875	34	30	individual	individual	ADJ
spir-8875	34	31	shows	show	NOUN
spir-8875	34	32	are	be	AUX
spir-8875	34	33	biased	bias	VERB
spir-8875	34	34	by	by	ADP
spir-8875	34	35	a	a	DET
spir-8875	34	36	number	number	NOUN
spir-8875	34	37	of	of	ADP
spir-8875	34	38	similar	similar	ADJ
spir-8875	34	39	circumstantial	circumstantial	ADJ
spir-8875	34	40	factors	factor	NOUN
spir-8875	34	41	,	,	PUNCT
spir-8875	34	42	such	such	ADJ
spir-8875	34	43	as	as	ADP
spir-8875	34	44	the	the	DET
spir-8875	34	45	broadcast	broadcast	NOUN
spir-8875	34	46	footprint	footprint	NOUN
spir-8875	34	47	of	of	ADP
spir-8875	34	48	the	the	DET
spir-8875	34	49	tv	tv	NOUN
spir-8875	34	50	network	network	NOUN
spir-8875	34	51	the	the	DET
spir-8875	34	52	show	show	NOUN
spir-8875	34	53	was	be	AUX
spir-8875	34	54	screened	screen	VERB
spir-8875	34	55	on	on	ADP
spir-8875	34	56	,	,	PUNCT
spir-8875	34	57	as	as	ADV
spir-8875	34	58	well	well	ADV
spir-8875	34	59	as	as	ADP
spir-8875	34	60	the	the	DET
spir-8875	34	61	time	time	NOUN
spir-8875	34	62	and	and	CCONJ
spir-8875	34	63	date	date	NOUN
spir-8875	34	64	of	of	ADP
spir-8875	34	65	the	the	DET
spir-8875	34	66	broadcast	broadcast	NOUN
spir-8875	34	67	.	.	PUNCT
spir-8875	35	1	a	a	DET
spir-8875	35	2	show	show	NOUN
spir-8875	35	3	on	on	ADP
spir-8875	35	4	one	one	NUM
spir-8875	35	5	of	of	ADP
spir-8875	35	6	the	the	DET
spir-8875	35	7	major	major	ADJ
spir-8875	35	8	national	national	ADJ
spir-8875	35	9	networks	network	NOUN
spir-8875	35	10	in	in	ADP
spir-8875	35	11	the	the	DET
spir-8875	35	12	united	united	PROPN
spir-8875	35	13	states	states	PROPN
spir-8875	35	14	will	will	AUX
spir-8875	35	15	almost	almost	ADV
spir-8875	35	16	inevitably	inevitably	ADV
spir-8875	35	17	receive	receive	VERB
spir-8875	35	18	greater	great	ADJ
spir-8875	35	19	social	social	ADJ
spir-8875	35	20	media	medium	NOUN
spir-8875	35	21	attention	attention	NOUN
spir-8875	35	22	than	than	ADP
spir-8875	35	23	one	one	NUM
spir-8875	35	24	on	on	ADP
spir-8875	35	25	an	an	DET
spir-8875	35	26	obscure	obscure	ADJ
spir-8875	35	27	regional	regional	ADJ
spir-8875	35	28	cable	cable	NOUN
spir-8875	35	29	channel	channel	NOUN
spir-8875	35	30	,	,	PUNCT
spir-8875	35	31	and	and	CCONJ
spir-8875	35	32	a	a	DET
spir-8875	35	33	show	show	NOUN
spir-8875	35	34	in	in	ADP
spir-8875	35	35	prime	prime	ADJ
spir-8875	35	36	-	-	PUNCT
spir-8875	35	37	time	time	NOUN
spir-8875	35	38	will	will	AUX
spir-8875	35	39	usually	usually	ADV
spir-8875	35	40	generate	generate	VERB
spir-8875	35	41	more	more	ADJ
spir-8875	35	42	conversations	conversation	NOUN
spir-8875	35	43	than	than	ADP
spir-8875	35	44	one	one	NUM
spir-8875	35	45	broadcast	broadcast	NOUN
spir-8875	35	46	in	in	ADP
spir-8875	35	47	a	a	DET
spir-8875	35	48	late	late	ADJ
spir-8875	35	49	-	-	PUNCT
spir-8875	35	50	night	night	NOUN
spir-8875	35	51	slot	slot	NOUN
spir-8875	35	52	.	.	PUNCT
spir-8875	36	1	like	like	ADP
spir-8875	36	2	the	the	DET
spir-8875	36	3	quality	quality	NOUN
spir-8875	36	4	of	of	ADP
spir-8875	36	5	a	a	DET
spir-8875	36	6	pitcher	pitcher	NOUN
spir-8875	36	7	’s	’s	PART
spir-8875	36	8	team	team	NOUN
spir-8875	36	9	in	in	ADP
spir-8875	36	10	baseball	baseball	NOUN
spir-8875	36	11	,	,	PUNCT
spir-8875	36	12	such	such	ADJ
spir-8875	36	13	biases	bias	NOUN
spir-8875	36	14	are	be	AUX
spir-8875	36	15	relatively	relatively	ADV
spir-8875	36	16	stable	stable	ADJ
spir-8875	36	17	and	and	CCONJ
spir-8875	36	18	can	can	AUX
spir-8875	36	19	be	be	AUX
spir-8875	36	20	accounted	account	VERB
spir-8875	36	21	for	for	ADP
spir-8875	36	22	in	in	ADP
spir-8875	36	23	the	the	DET
spir-8875	36	24	development	development	NOUN
spir-8875	36	25	of	of	ADP
spir-8875	36	26	more	more	ADV
spir-8875	36	27	sophisticated	sophisticated	ADJ
spir-8875	36	28	metrics	metric	NOUN
spir-8875	36	29	such	such	ADJ
spir-8875	36	30	as	as	ADP
spir-8875	36	31	those	those	PRON
spir-8875	36	32	we	we	PRON
spir-8875	36	33	outline	outline	VERB
spir-8875	36	34	in	in	ADP
spir-8875	36	35	this	this	DET
spir-8875	36	36	conference	conference	NOUN
spir-8875	36	37	paper	paper	NOUN
spir-8875	36	38	.	.	PUNCT
spir-8875	37	1	the	the	DET
spir-8875	37	2	weighted	weight	VERB
spir-8875	37	3	tweet	tweet	NOUN
spir-8875	37	4	index	index	NOUN
spir-8875	37	5	during	during	ADP
spir-8875	37	6	2012	2012	NUM
spir-8875	37	7	and	and	CCONJ
spir-8875	37	8	2013	2013	NUM
spir-8875	37	9	,	,	PUNCT
spir-8875	37	10	socialguide	socialguide	NOUN
spir-8875	37	11	–	–	PUNCT
spir-8875	37	12	which	which	PRON
spir-8875	37	13	was	be	AUX
spir-8875	37	14	purchased	purchase	VERB
spir-8875	37	15	by	by	ADP
spir-8875	37	16	nielsen	nielsen	PROPN
spir-8875	37	17	in	in	ADP
spir-8875	37	18	november	november	PROPN
spir-8875	37	19	2012	2012	NUM
spir-8875	37	20	–	–	PUNCT
spir-8875	37	21	published	publish	VERB
spir-8875	37	22	daily	daily	ADJ
spir-8875	37	23	reports	report	NOUN
spir-8875	37	24	providing	provide	VERB
spir-8875	37	25	statistics	statistic	NOUN
spir-8875	37	26	on	on	ADP
spir-8875	37	27	twitter	twitter	NOUN
spir-8875	37	28	conversations	conversation	NOUN
spir-8875	37	29	for	for	ADP
spir-8875	37	30	the	the	DET
spir-8875	37	31	‘	'	PUNCT
spir-8875	37	32	top	top	ADJ
spir-8875	37	33	ten	ten	NUM
spir-8875	37	34	daily	daily	ADJ
spir-8875	37	35	shows	show	NOUN
spir-8875	37	36	’	'	PUNCT
spir-8875	37	37	in	in	ADP
spir-8875	37	38	the	the	DET
spir-8875	37	39	united	united	PROPN
spir-8875	37	40	states	states	PROPN
spir-8875	37	41	.	.	PUNCT
spir-8875	38	1	the	the	DET
spir-8875	38	2	‘	'	PUNCT
spir-8875	38	3	top	top	ADJ
spir-8875	38	4	ten	ten	NUM
spir-8875	38	5	’	'	PUNCT
spir-8875	38	6	was	be	AUX
spir-8875	38	7	initially	initially	ADV
spir-8875	38	8	determined	determine	VERB
spir-8875	38	9	by	by	ADP
spir-8875	38	10	the	the	DET
spir-8875	38	11	volume	volume	NOUN
spir-8875	38	12	of	of	ADP
spir-8875	38	13	tweets	tweet	NOUN
spir-8875	38	14	but	but	CCONJ
spir-8875	38	15	subsequently	subsequently	ADV
spir-8875	38	16	changed	change	VERB
spir-8875	38	17	to	to	PART
spir-8875	38	18	reflect	reflect	VERB
spir-8875	38	19	a	a	DET
spir-8875	38	20	show	show	NOUN
spir-8875	38	21	’s	’s	PART
spir-8875	38	22	‘	'	PUNCT
spir-8875	38	23	total	total	ADJ
spir-8875	38	24	impressions	impression	NOUN
spir-8875	38	25	’	'	PUNCT
spir-8875	38	26	–	–	PUNCT
spir-8875	38	27	i.e.	i.e.	X
spir-8875	38	28	nielsen	nielsen	PROPN
spir-8875	38	29	’s	’s	PART
spir-8875	38	30	estimate	estimate	NOUN
spir-8875	38	31	of	of	ADP
spir-8875	38	32	the	the	DET
spir-8875	38	33	number	number	NOUN
spir-8875	38	34	of	of	ADP
spir-8875	38	35	people	people	NOUN
spir-8875	38	36	who	who	PRON
spir-8875	38	37	might	might	AUX
spir-8875	38	38	have	have	AUX
spir-8875	38	39	viewed	view	VERB
spir-8875	38	40	a	a	DET
spir-8875	38	41	tweet	tweet	NOUN
spir-8875	38	42	about	about	ADP
spir-8875	38	43	the	the	DET
spir-8875	38	44	show	show	NOUN
spir-8875	38	45	.	.	PUNCT
spir-8875	39	1	as	as	ADP
spir-8875	39	2	a	a	DET
spir-8875	39	3	result	result	NOUN
spir-8875	39	4	of	of	ADP
spir-8875	39	5	previous	previous	ADJ
spir-8875	39	6	research	research	NOUN
spir-8875	39	7	projects	project	NOUN
spir-8875	39	8	,	,	PUNCT
spir-8875	39	9	we	we	PRON
spir-8875	39	10	have	have	AUX
spir-8875	39	11	also	also	ADV
spir-8875	39	12	gathered	gather	VERB
spir-8875	39	13	significant	significant	ADJ
spir-8875	39	14	audience	audience	NOUN
spir-8875	39	15	data	datum	NOUN
spir-8875	39	16	and	and	CCONJ
spir-8875	39	17	twitter	twitter	NOUN
spir-8875	39	18	activity	activity	NOUN
spir-8875	39	19	around	around	ADP
spir-8875	39	20	australian	australian	ADJ
spir-8875	39	21	and	and	CCONJ
spir-8875	39	22	international	international	ADJ
spir-8875	39	23	television	television	NOUN
spir-8875	39	24	dating	date	VERB
spir-8875	39	25	back	back	ADV
spir-8875	39	26	to	to	ADP
spir-8875	39	27	2011	2011	NUM
spir-8875	39	28	.	.	PUNCT
spir-8875	40	1	our	our	PRON
spir-8875	40	2	own	own	ADJ
spir-8875	40	3	data	datum	NOUN
spir-8875	40	4	was	be	AUX
spir-8875	40	5	captured	capture	VERB
spir-8875	40	6	via	via	ADP
spir-8875	40	7	internal	internal	ADJ
spir-8875	40	8	tools	tool	NOUN
spir-8875	40	9	from	from	ADP
spir-8875	40	10	the	the	DET
spir-8875	40	11	twitter	twitter	NOUN
spir-8875	40	12	api	api	NOUN
spir-8875	40	13	in	in	ADP
spir-8875	40	14	the	the	DET
spir-8875	40	15	case	case	NOUN
spir-8875	40	16	of	of	ADP
spir-8875	40	17	tweets	tweet	NOUN
spir-8875	40	18	,	,	PUNCT
spir-8875	40	19	and	and	CCONJ
spir-8875	40	20	scraped	scrape	VERB
spir-8875	40	21	from	from	ADP
spir-8875	40	22	the	the	DET
spir-8875	40	23	web	web	NOUN
spir-8875	40	24	in	in	ADP
spir-8875	40	25	the	the	DET
spir-8875	40	26	case	case	NOUN
spir-8875	40	27	of	of	ADP
spir-8875	40	28	television	television	NOUN
spir-8875	40	29	ratings	rating	NOUN
spir-8875	40	30	.	.	PUNCT
spir-8875	41	1	with	with	ADP
spir-8875	41	2	these	these	DET
spir-8875	41	3	sources	source	NOUN
spir-8875	41	4	of	of	ADP
spir-8875	41	5	data	datum	NOUN
spir-8875	41	6	,	,	PUNCT
spir-8875	41	7	we	we	PRON
spir-8875	41	8	began	begin	VERB
spir-8875	41	9	to	to	PART
spir-8875	41	10	isolate	isolate	VERB
spir-8875	41	11	the	the	DET
spir-8875	41	12	significance	significance	NOUN
spir-8875	41	13	of	of	ADP
spir-8875	41	14	factors	factor	NOUN
spir-8875	41	15	which	which	PRON
spir-8875	41	16	may	may	AUX
spir-8875	41	17	influence	influence	VERB
spir-8875	41	18	the	the	DET
spir-8875	41	19	number	number	NOUN
spir-8875	41	20	of	of	ADP
spir-8875	41	21	tweets	tweet	NOUN
spir-8875	41	22	a	a	DET
spir-8875	41	23	show	show	NOUN
spir-8875	41	24	receives	receive	VERB
spir-8875	41	25	on	on	ADP
spir-8875	41	26	twitter	twitter	NOUN
spir-8875	41	27	.	.	PUNCT
spir-8875	42	1	much	much	ADV
spir-8875	42	2	as	as	SCONJ
spir-8875	42	3	the	the	DET
spir-8875	42	4	fip	fip	PROPN
spir-8875	42	5	statistic	statistic	NOUN
spir-8875	42	6	in	in	ADP
spir-8875	42	7	baseball	baseball	NOUN
spir-8875	42	8	seeks	seek	VERB
spir-8875	42	9	to	to	PART
spir-8875	42	10	compare	compare	VERB
spir-8875	42	11	pitchers	pitcher	NOUN
spir-8875	42	12	’	’	PART
spir-8875	42	13	statistics	statistic	NOUN
spir-8875	42	14	on	on	ADP
spir-8875	42	15	a	a	DET
spir-8875	42	16	like	like	ADJ
spir-8875	42	17	-	-	PUNCT
spir-8875	42	18	forlike	forlike	ADJ
spir-8875	42	19	basis	basis	NOUN
spir-8875	42	20	–	–	PUNCT
spir-8875	42	21	that	that	ADV
spir-8875	42	22	is	is	ADV
spir-8875	42	23	,	,	PUNCT
spir-8875	42	24	adjusted	adjust	VERB
spir-8875	42	25	as	as	SCONJ
spir-8875	42	26	if	if	SCONJ
spir-8875	42	27	each	each	DET
spir-8875	42	28	pitcher	pitcher	NOUN
spir-8875	42	29	was	be	AUX
spir-8875	42	30	playing	play	VERB
spir-8875	42	31	with	with	ADP
spir-8875	42	32	the	the	DET
spir-8875	42	33	same	same	ADJ
spir-8875	42	34	averagequality	averagequality	NOUN
spir-8875	42	35	team	team	NOUN
spir-8875	42	36	of	of	ADP
spir-8875	42	37	fielders	fielder	NOUN
spir-8875	42	38	–	–	PUNCT
spir-8875	42	39	our	our	PRON
spir-8875	42	40	work	work	NOUN
spir-8875	42	41	seeks	seek	VERB
spir-8875	42	42	to	to	PART
spir-8875	42	43	generate	generate	VERB
spir-8875	42	44	reliable	reliable	ADJ
spir-8875	42	45	metrics	metric	NOUN
spir-8875	42	46	for	for	ADP
spir-8875	42	47	social	social	ADJ
spir-8875	42	48	tv	tv	NOUN
spir-8875	42	49	independent	independent	ADJ
spir-8875	42	50	of	of	ADP
spir-8875	42	51	factors	factor	NOUN
spir-8875	42	52	such	such	ADJ
spir-8875	42	53	as	as	ADP
spir-8875	42	54	the	the	DET
spir-8875	42	55	network	network	NOUN
spir-8875	42	56	or	or	CCONJ
spir-8875	42	57	the	the	DET
spir-8875	42	58	time	time	NOUN
spir-8875	42	59	and	and	CCONJ
spir-8875	42	60	date	date	NOUN
spir-8875	42	61	it	it	PRON
spir-8875	42	62	was	be	AUX
spir-8875	42	63	screened	screen	VERB
spir-8875	42	64	or	or	CCONJ
spir-8875	42	65	viewed	view	VERB
spir-8875	42	66	.	.	PUNCT
spir-8875	43	1	by	by	ADP
spir-8875	43	2	normalizing	normalize	VERB
spir-8875	43	3	the	the	DET
spir-8875	43	4	social	social	ADJ
spir-8875	43	5	media	medium	NOUN
spir-8875	43	6	engagement	engagement	NOUN
spir-8875	43	7	data	datum	NOUN
spir-8875	43	8	in	in	ADP
spir-8875	43	9	the	the	DET
spir-8875	43	10	weighted	weight	VERB
spir-8875	43	11	tweet	tweet	PROPN
spir-8875	43	12	index	index	NOUN
spir-8875	43	13	,	,	PUNCT
spir-8875	43	14	we	we	PRON
spir-8875	43	15	are	be	AUX
spir-8875	43	16	able	able	ADJ
spir-8875	43	17	to	to	PART
spir-8875	43	18	measure	measure	VERB
spir-8875	43	19	a	a	DET
spir-8875	43	20	show	show	NOUN
spir-8875	43	21	’s	’s	PART
spir-8875	43	22	‘	'	PUNCT
spir-8875	43	23	performance	performance	NOUN
spir-8875	43	24	’	'	PUNCT
spir-8875	43	25	in	in	ADP
spir-8875	43	26	a	a	DET
spir-8875	43	27	way	way	NOUN
spir-8875	43	28	that	that	PRON
spir-8875	43	29	enables	enable	VERB
spir-8875	43	30	us	we	PRON
spir-8875	43	31	to	to	PART
spir-8875	43	32	evaluate	evaluate	VERB
spir-8875	43	33	a	a	DET
spir-8875	43	34	producer	producer	NOUN
spir-8875	43	35	’s	’s	NOUN
spir-8875	43	36	,	,	PUNCT
spir-8875	43	37	channel	channel	PROPN
spir-8875	43	38	’s	’s	PART
spir-8875	43	39	or	or	CCONJ
spir-8875	43	40	network	network	NOUN
spir-8875	43	41	’s	’s	PART
spir-8875	43	42	social	social	ADJ
spir-8875	43	43	media	medium	NOUN
spir-8875	43	44	strategy	strategy	NOUN
spir-8875	43	45	,	,	PUNCT
spir-8875	43	46	as	as	ADV
spir-8875	43	47	well	well	ADV
spir-8875	43	48	as	as	ADP
spir-8875	43	49	to	to	PART
spir-8875	43	50	assess	assess	VERB
spir-8875	43	51	the	the	DET
spir-8875	43	52	‘	'	PUNCT
spir-8875	43	53	social	social	ADJ
spir-8875	43	54	’	'	PUNCT
spir-8875	43	55	claim	claim	NOUN
spir-8875	43	56	of	of	ADP
spir-8875	43	57	social	social	ADJ
spir-8875	43	58	tv	tv	NOUN
spir-8875	43	59	–	–	PUNCT
spir-8875	43	60	that	that	ADV
spir-8875	43	61	is	is	ADV
spir-8875	43	62	,	,	PUNCT
spir-8875	43	63	to	to	PART
spir-8875	43	64	measure	measure	VERB
spir-8875	43	65	audience	audience	NOUN
spir-8875	43	66	engagement	engagement	NOUN
spir-8875	43	67	with	with	ADP
spir-8875	43	68	a	a	DET
spir-8875	43	69	television	television	NOUN
spir-8875	43	70	program	program	NOUN
spir-8875	43	71	through	through	ADP
spir-8875	43	72	conversations	conversation	NOUN
spir-8875	43	73	on	on	ADP
spir-8875	43	74	twitter	twitter	NOUN
spir-8875	43	75	.	.	PUNCT
spir-8875	44	1	predicting	predict	VERB
spir-8875	44	2	the	the	DET
spir-8875	44	3	future	future	NOUN
spir-8875	44	4	?	?	PUNCT
spir-8875	45	1	the	the	DET
spir-8875	45	2	utility	utility	NOUN
spir-8875	45	3	of	of	ADP
spir-8875	45	4	this	this	DET
spir-8875	45	5	method	method	NOUN
spir-8875	45	6	is	be	AUX
spir-8875	45	7	not	not	PART
spir-8875	45	8	limited	limit	VERB
spir-8875	45	9	to	to	ADP
spir-8875	45	10	analysis	analysis	NOUN
spir-8875	45	11	of	of	ADP
spir-8875	45	12	past	past	ADJ
spir-8875	45	13	events	event	NOUN
spir-8875	45	14	.	.	PUNCT
spir-8875	46	1	it	it	PRON
spir-8875	46	2	enables	enable	VERB
spir-8875	46	3	us	we	PRON
spir-8875	46	4	to	to	PART
spir-8875	46	5	identify	identify	VERB
spir-8875	46	6	a	a	DET
spir-8875	46	7	baseline	baseline	NOUN
spir-8875	46	8	by	by	ADP
spir-8875	46	9	which	which	PRON
spir-8875	46	10	to	to	PART
spir-8875	46	11	measure	measure	VERB
spir-8875	46	12	the	the	DET
spir-8875	46	13	future	future	ADJ
spir-8875	46	14	performance	performance	NOUN
spir-8875	46	15	of	of	ADP
spir-8875	46	16	shows	show	NOUN
spir-8875	46	17	.	.	PUNCT
spir-8875	47	1	because	because	SCONJ
spir-8875	47	2	our	our	PRON
spir-8875	47	3	‘	'	PUNCT
spir-8875	47	4	weighted	weighted	ADJ
spir-8875	47	5	tweets	tweet	NOUN
spir-8875	47	6	’	'	PUNCT
spir-8875	47	7	values	value	NOUN
spir-8875	47	8	have	have	AUX
spir-8875	47	9	been	be	AUX
spir-8875	47	10	stripped	strip	VERB
spir-8875	47	11	of	of	ADP
spir-8875	47	12	much	much	ADJ
spir-8875	47	13	of	of	ADP
spir-8875	47	14	their	their	PRON
spir-8875	47	15	extraneous	extraneous	ADJ
spir-8875	47	16	context	context	NOUN
spir-8875	47	17	,	,	PUNCT
spir-8875	47	18	we	we	PRON
spir-8875	47	19	can	can	AUX
spir-8875	47	20	aggregate	aggregate	VERB
spir-8875	47	21	these	these	DET
spir-8875	47	22	values	value	NOUN
spir-8875	47	23	across	across	ADP
spir-8875	47	24	a	a	DET
spir-8875	47	25	range	range	NOUN
spir-8875	47	26	of	of	ADP
spir-8875	47	27	episodes	episode	NOUN
spir-8875	47	28	from	from	ADP
spir-8875	47	29	a	a	DET
spir-8875	47	30	given	give	VERB
spir-8875	47	31	series	series	NOUN
spir-8875	47	32	for	for	ADP
spir-8875	47	33	which	which	PRON
spir-8875	47	34	we	we	PRON
spir-8875	47	35	have	have	VERB
spir-8875	47	36	tweet	tweet	NOUN
spir-8875	47	37	volumes	volume	NOUN
spir-8875	47	38	and	and	CCONJ
spir-8875	47	39	ratings	rating	NOUN
spir-8875	47	40	data	datum	NOUN
spir-8875	47	41	,	,	PUNCT
spir-8875	47	42	and	and	CCONJ
spir-8875	47	43	apply	apply	VERB
spir-8875	47	44	to	to	ADP
spir-8875	47	45	this	this	PRON
spir-8875	47	46	the	the	DET
spir-8875	47	47	factors	factor	NOUN
spir-8875	47	48	that	that	PRON
spir-8875	47	49	describe	describe	VERB
spir-8875	47	50	the	the	DET
spir-8875	47	51	circumstances	circumstance	NOUN
spir-8875	47	52	(	(	PUNCT
spir-8875	47	53	for	for	ADP
spir-8875	47	54	example	example	NOUN
spir-8875	47	55	:	:	PUNCT
spir-8875	47	56	network	network	NOUN
spir-8875	47	57	,	,	PUNCT
spir-8875	47	58	date	date	NOUN
spir-8875	47	59	and	and	CCONJ
spir-8875	47	60	time	time	NOUN
spir-8875	47	61	)	)	PUNCT
spir-8875	47	62	of	of	ADP
spir-8875	47	63	the	the	DET
spir-8875	47	64	next	next	ADJ
spir-8875	47	65	broadcast	broadcast	NOUN
spir-8875	47	66	.	.	PUNCT
spir-8875	48	1	in	in	ADP
spir-8875	48	2	doing	do	VERB
spir-8875	48	3	so	so	ADV
spir-8875	48	4	,	,	PUNCT
spir-8875	48	5	we	we	PRON
spir-8875	48	6	seek	seek	VERB
spir-8875	48	7	to	to	PART
spir-8875	48	8	predict	predict	VERB
spir-8875	48	9	the	the	DET
spir-8875	48	10	volume	volume	NOUN
spir-8875	48	11	of	of	ADP
spir-8875	48	12	tweets	tweet	NOUN
spir-8875	48	13	that	that	SCONJ
spir-8875	48	14	the	the	DET
spir-8875	48	15	next	next	ADJ
spir-8875	48	16	episode	episode	NOUN
spir-8875	48	17	should	should	AUX
spir-8875	48	18	expect	expect	VERB
spir-8875	48	19	to	to	PART
spir-8875	48	20	receive	receive	VERB
spir-8875	48	21	when	when	SCONJ
spir-8875	48	22	it	it	PRON
spir-8875	48	23	airs	air	VERB
spir-8875	48	24	,	,	PUNCT
spir-8875	48	25	which	which	PRON
spir-8875	48	26	may	may	AUX
spir-8875	48	27	serve	serve	VERB
spir-8875	48	28	as	as	ADP
spir-8875	48	29	both	both	CCONJ
spir-8875	48	30	a	a	DET
spir-8875	48	31	prediction	prediction	NOUN
spir-8875	48	32	and	and	CCONJ
spir-8875	48	33	a	a	DET
spir-8875	48	34	barometer	barometer	NOUN
spir-8875	48	35	of	of	ADP
spir-8875	48	36	the	the	DET
spir-8875	48	37	social	social	ADJ
spir-8875	48	38	tv	tv	NOUN
spir-8875	48	39	‘	'	PUNCT
spir-8875	48	40	success	success	NOUN
spir-8875	48	41	’	'	PUNCT
spir-8875	48	42	of	of	ADP
spir-8875	48	43	a	a	DET
spir-8875	48	44	particular	particular	ADJ
spir-8875	48	45	episode	episode	NOUN
spir-8875	48	46	.	.	PUNCT
spir-8875	49	1	as	as	SCONJ
spir-8875	49	2	we	we	PRON
spir-8875	49	3	refine	refine	VERB
spir-8875	49	4	our	our	PRON
spir-8875	49	5	model	model	NOUN
spir-8875	49	6	,	,	PUNCT
spir-8875	49	7	and	and	CCONJ
spir-8875	49	8	apply	apply	VERB
spir-8875	49	9	it	it	PRON
spir-8875	49	10	to	to	ADP
spir-8875	49	11	a	a	DET
spir-8875	49	12	greater	great	ADJ
spir-8875	49	13	number	number	NOUN
spir-8875	49	14	of	of	ADP
spir-8875	49	15	shows	show	NOUN
spir-8875	49	16	,	,	PUNCT
spir-8875	49	17	we	we	PRON
spir-8875	49	18	will	will	AUX
spir-8875	49	19	gain	gain	VERB
spir-8875	49	20	a	a	DET
spir-8875	49	21	better	well	ADJ
spir-8875	49	22	understanding	understanding	NOUN
spir-8875	49	23	of	of	ADP
spir-8875	49	24	the	the	DET
spir-8875	49	25	significance	significance	NOUN
spir-8875	49	26	of	of	ADP
spir-8875	49	27	each	each	DET
spir-8875	49	28	factor	factor	NOUN
spir-8875	49	29	on	on	ADP
spir-8875	49	30	the	the	DET
spir-8875	49	31	number	number	NOUN
spir-8875	49	32	of	of	ADP
spir-8875	49	33	tweets	tweet	NOUN
spir-8875	49	34	recorded	record	VERB
spir-8875	49	35	by	by	ADP
spir-8875	49	36	a	a	DET
spir-8875	49	37	particular	particular	ADJ
spir-8875	49	38	show	show	NOUN
spir-8875	49	39	.	.	PUNCT
spir-8875	50	1	conclusion	conclusion	NOUN
spir-8875	50	2	internet	internet	NOUN
spir-8875	50	3	research	research	NOUN
spir-8875	50	4	15.0	15.0	NUM
spir-8875	50	5	,	,	PUNCT
spir-8875	50	6	2014	2014	NUM
spir-8875	50	7	:	:	PUNCT
spir-8875	50	8	bangkok	bangkok	PROPN
spir-8875	50	9	,	,	PUNCT
spir-8875	50	10	thailand	thailand	PROPN
spir-8875	50	11	by	by	ADP
spir-8875	50	12	breaking	break	VERB
spir-8875	50	13	raw	raw	ADJ
spir-8875	50	14	tweet	tweet	NOUN
spir-8875	50	15	numbers	number	NOUN
spir-8875	50	16	into	into	ADP
spir-8875	50	17	their	their	PRON
spir-8875	50	18	component	component	NOUN
spir-8875	50	19	parts	part	NOUN
spir-8875	50	20	,	,	PUNCT
spir-8875	50	21	we	we	PRON
spir-8875	50	22	are	be	AUX
spir-8875	50	23	able	able	ADJ
spir-8875	50	24	both	both	PRON
spir-8875	50	25	to	to	PART
spir-8875	50	26	generate	generate	VERB
spir-8875	50	27	measures	measure	NOUN
spir-8875	50	28	of	of	ADP
spir-8875	50	29	twitter	twitter	NOUN
spir-8875	50	30	users	user	NOUN
spir-8875	50	31	’	'	PUNCT
spir-8875	50	32	engagement	engagement	NOUN
spir-8875	50	33	with	with	ADP
spir-8875	50	34	past	past	ADJ
spir-8875	50	35	shows	show	NOUN
spir-8875	50	36	and	and	CCONJ
spir-8875	50	37	,	,	PUNCT
spir-8875	50	38	potentially	potentially	ADV
spir-8875	50	39	,	,	PUNCT
spir-8875	50	40	to	to	PART
spir-8875	50	41	establish	establish	VERB
spir-8875	50	42	whether	whether	SCONJ
spir-8875	50	43	future	future	ADJ
spir-8875	50	44	ones	one	NOUN
spir-8875	50	45	generate	generate	VERB
spir-8875	50	46	the	the	DET
spir-8875	50	47	attention	attention	NOUN
spir-8875	50	48	on	on	ADP
spir-8875	50	49	twitter	twitter	NOUN
spir-8875	50	50	that	that	PRON
spir-8875	50	51	may	may	AUX
spir-8875	50	52	have	have	AUX
spir-8875	50	53	been	be	AUX
spir-8875	50	54	expected	expect	VERB
spir-8875	50	55	.	.	PUNCT
spir-8875	51	1	all	all	PRON
spir-8875	51	2	else	else	ADV
spir-8875	51	3	remaining	remain	VERB
spir-8875	51	4	equal	equal	ADJ
spir-8875	51	5	,	,	PUNCT
spir-8875	51	6	any	any	DET
spir-8875	51	7	discrepancies	discrepancy	NOUN
spir-8875	51	8	between	between	ADP
spir-8875	51	9	the	the	DET
spir-8875	51	10	prediction	prediction	NOUN
spir-8875	51	11	and	and	CCONJ
spir-8875	51	12	the	the	DET
spir-8875	51	13	actual	actual	ADJ
spir-8875	51	14	result	result	NOUN
spir-8875	51	15	should	should	AUX
spir-8875	51	16	then	then	ADV
spir-8875	51	17	be	be	AUX
spir-8875	51	18	due	due	ADJ
spir-8875	51	19	to	to	ADP
spir-8875	51	20	factors	factor	NOUN
spir-8875	51	21	internal	internal	ADJ
spir-8875	51	22	to	to	ADP
spir-8875	51	23	the	the	DET
spir-8875	51	24	show	show	NOUN
spir-8875	51	25	itself	itself	PRON
spir-8875	51	26	,	,	PUNCT
spir-8875	51	27	and	and	CCONJ
spir-8875	51	28	most	most	ADV
spir-8875	51	29	centrally	centrally	ADV
spir-8875	51	30	to	to	ADP
spir-8875	51	31	the	the	DET
spir-8875	51	32	one	one	NUM
spir-8875	51	33	factor	factor	NOUN
spir-8875	51	34	which	which	PRON
spir-8875	51	35	we	we	PRON
spir-8875	51	36	can	can	AUX
spir-8875	51	37	not	not	PART
spir-8875	51	38	account	account	VERB
spir-8875	51	39	for	for	ADP
spir-8875	51	40	:	:	PUNCT
spir-8875	51	41	content	content	NOUN
spir-8875	51	42	,	,	PUNCT
spir-8875	51	43	for	for	ADP
spir-8875	51	44	which	which	PRON
spir-8875	51	45	variations	variation	NOUN
spir-8875	51	46	are	be	AUX
spir-8875	51	47	often	often	ADV
spir-8875	51	48	unforeseeable	unforeseeable	ADJ
spir-8875	51	49	and	and	CCONJ
spir-8875	51	50	thus	thus	ADV
spir-8875	51	51	can	can	AUX
spir-8875	51	52	not	not	PART
spir-8875	51	53	be	be	AUX
spir-8875	51	54	accounted	account	VERB
spir-8875	51	55	for	for	ADP
spir-8875	51	56	ahead	ahead	NOUN
spir-8875	51	57	of	of	ADP
spir-8875	51	58	time	time	NOUN
spir-8875	51	59	.	.	PUNCT
spir-8875	52	1	however	however	ADV
spir-8875	52	2	,	,	PUNCT
spir-8875	52	3	our	our	PRON
spir-8875	52	4	predictions	prediction	NOUN
spir-8875	52	5	of	of	ADP
spir-8875	52	6	what	what	PRON
spir-8875	52	7	volume	volume	NOUN
spir-8875	52	8	of	of	ADP
spir-8875	52	9	social	social	ADJ
spir-8875	52	10	media	medium	NOUN
spir-8875	52	11	engagement	engagement	NOUN
spir-8875	52	12	a	a	DET
spir-8875	52	13	show	show	NOUN
spir-8875	52	14	should	should	AUX
spir-8875	52	15	expect	expect	VERB
spir-8875	52	16	to	to	PART
spir-8875	52	17	receive	receive	VERB
spir-8875	52	18	are	be	AUX
spir-8875	52	19	even	even	ADV
spir-8875	52	20	more	more	ADV
spir-8875	52	21	significant	significant	ADJ
spir-8875	52	22	in	in	ADP
spir-8875	52	23	such	such	ADJ
spir-8875	52	24	cases	case	NOUN
spir-8875	52	25	,	,	PUNCT
spir-8875	52	26	as	as	SCONJ
spir-8875	52	27	they	they	PRON
spir-8875	52	28	constitute	constitute	VERB
spir-8875	52	29	a	a	DET
spir-8875	52	30	barometer	barometer	NOUN
spir-8875	52	31	of	of	ADP
spir-8875	52	32	success	success	NOUN
spir-8875	52	33	for	for	ADP
spir-8875	52	34	networks	network	NOUN
spir-8875	52	35	,	,	PUNCT
spir-8875	52	36	producers	producer	NOUN
spir-8875	52	37	and	and	CCONJ
spir-8875	52	38	social	social	ADJ
spir-8875	52	39	media	medium	NOUN
spir-8875	52	40	strategists	strategist	NOUN
spir-8875	52	41	,	,	PUNCT
spir-8875	52	42	and	and	CCONJ
spir-8875	52	43	provide	provide	VERB
spir-8875	52	44	both	both	DET
spir-8875	52	45	industry	industry	NOUN
spir-8875	52	46	and	and	CCONJ
spir-8875	52	47	researchers	researcher	NOUN
spir-8875	52	48	with	with	ADP
spir-8875	52	49	a	a	DET
spir-8875	52	50	list	list	NOUN
spir-8875	52	51	of	of	ADP
spir-8875	52	52	shows	show	NOUN
spir-8875	52	53	which	which	PRON
spir-8875	52	54	either	either	CCONJ
spir-8875	52	55	exceeded	exceed	VERB
spir-8875	52	56	or	or	CCONJ
spir-8875	52	57	failed	fail	VERB
spir-8875	52	58	to	to	PART
spir-8875	52	59	reach	reach	VERB
spir-8875	52	60	their	their	PRON
spir-8875	52	61	predicted	predict	VERB
spir-8875	52	62	levels	level	NOUN
spir-8875	52	63	.	.	PUNCT
spir-8875	53	1	this	this	PRON
spir-8875	53	2	allows	allow	VERB
spir-8875	53	3	the	the	DET
spir-8875	53	4	benchmarking	benchmarking	NOUN
spir-8875	53	5	of	of	ADP
spir-8875	53	6	new	new	ADJ
spir-8875	53	7	episodes	episode	NOUN
spir-8875	53	8	against	against	ADP
spir-8875	53	9	their	their	PRON
spir-8875	53	10	intended	intend	VERB
spir-8875	53	11	engagement	engagement	NOUN
spir-8875	53	12	targets	target	NOUN
spir-8875	53	13	,	,	PUNCT
spir-8875	53	14	and	and	CCONJ
spir-8875	53	15	allows	allow	VERB
spir-8875	53	16	for	for	ADP
spir-8875	53	17	an	an	DET
spir-8875	53	18	analysis	analysis	NOUN
spir-8875	53	19	of	of	ADP
spir-8875	53	20	what	what	DET
spir-8875	53	21	factors	factor	NOUN
spir-8875	53	22	contributed	contribute	VERB
spir-8875	53	23	to	to	ADP
spir-8875	53	24	the	the	DET
spir-8875	53	25	number	number	NOUN
spir-8875	53	26	of	of	ADP
spir-8875	53	27	tweets	tweet	NOUN
spir-8875	53	28	generated	generate	VERB
spir-8875	53	29	around	around	ADP
spir-8875	53	30	a	a	DET
spir-8875	53	31	particular	particular	ADJ
spir-8875	53	32	episode	episode	NOUN
spir-8875	53	33	or	or	CCONJ
spir-8875	53	34	series	series	NOUN
spir-8875	53	35	on	on	ADP
spir-8875	53	36	social	social	ADJ
spir-8875	53	37	media	medium	NOUN
spir-8875	53	38	.	.	PUNCT
spir-8875	54	1	references	reference	NOUN
spir-8875	54	2	bruns	brun	NOUN
spir-8875	54	3	,	,	PUNCT
spir-8875	54	4	a.	a.	PROPN
spir-8875	54	5	,	,	PUNCT
spir-8875	54	6	&	&	CCONJ
spir-8875	54	7	liang	liang	PROPN
spir-8875	54	8	,	,	PUNCT
spir-8875	54	9	e.	e.	PROPN
spir-8875	54	10	y.	y.	PROPN
spir-8875	54	11	(	(	PUNCT
spir-8875	54	12	2012	2012	NUM
spir-8875	54	13	)	)	PUNCT
spir-8875	54	14	.	.	PUNCT
spir-8875	55	1	tools	tool	NOUN
spir-8875	55	2	and	and	CCONJ
spir-8875	55	3	methods	method	NOUN
spir-8875	55	4	for	for	ADP
spir-8875	55	5	capturing	capture	VERB
spir-8875	55	6	twitter	twitter	NOUN
spir-8875	55	7	data	datum	NOUN
spir-8875	55	8	during	during	ADP
spir-8875	55	9	natural	natural	ADJ
spir-8875	55	10	disasters	disaster	NOUN
spir-8875	55	11	.	.	PUNCT
spir-8875	56	1	first	first	ADJ
spir-8875	56	2	monday	monday	PROPN
spir-8875	56	3	,	,	PUNCT
spir-8875	56	4	17(4	17(4	NUM
spir-8875	56	5	)	)	PUNCT
spir-8875	56	6	.	.	PUNCT
spir-8875	57	1	retrieved	retrieve	VERB
spir-8875	57	2	from	from	ADP
spir-8875	57	3	http://firstmonday.org/htbin/cgiwrap/bin/ojs/index.php/fm/article/view/3937/3193	http://firstmonday.org/htbin/cgiwrap/bin/ojs/index.php/fm/article/view/3937/3193	PROPN
spir-8875	57	4	bruns	brun	NOUN
spir-8875	57	5	,	,	PUNCT
spir-8875	57	6	a.	a.	NOUN
spir-8875	57	7	,	,	PUNCT
spir-8875	57	8	&	&	CCONJ
spir-8875	57	9	stieglitz	stieglitz	PROPN
spir-8875	57	10	,	,	PUNCT
spir-8875	57	11	s.	s.	PROPN
spir-8875	57	12	(	(	PUNCT
spir-8875	57	13	2013	2013	NUM
spir-8875	57	14	)	)	PUNCT
spir-8875	57	15	.	.	PUNCT
spir-8875	58	1	towards	towards	ADP
spir-8875	58	2	more	more	ADV
spir-8875	58	3	systematic	systematic	ADJ
spir-8875	58	4	twitter	twitter	NOUN
spir-8875	58	5	analysis	analysis	NOUN
spir-8875	58	6	:	:	PUNCT
spir-8875	58	7	metrics	metric	NOUN
spir-8875	58	8	for	for	ADP
spir-8875	58	9	tweeting	tweet	VERB
spir-8875	58	10	activities	activity	NOUN
spir-8875	58	11	.	.	PUNCT
spir-8875	59	1	international	international	ADJ
spir-8875	59	2	journal	journal	NOUN
spir-8875	59	3	of	of	ADP
spir-8875	59	4	social	social	ADJ
spir-8875	59	5	research	research	NOUN
spir-8875	59	6	methodology	methodology	NOUN
spir-8875	59	7	,	,	PUNCT
spir-8875	59	8	16(2	16(2	NUM
spir-8875	59	9	)	)	PUNCT
spir-8875	59	10	,	,	PUNCT
spir-8875	59	11	91	91	NUM
spir-8875	59	12	–	–	SYM
spir-8875	59	13	108	108	NUM
spir-8875	59	14	.	.	PUNCT
spir-8875	60	1	doi:10.1080/13645579.2012.756095	doi:10.1080/13645579.2012.756095	PROPN
spir-8875	60	2	harrington	harrington	PROPN
spir-8875	60	3	,	,	PUNCT
spir-8875	60	4	s.	s.	PROPN
spir-8875	60	5	,	,	PUNCT
spir-8875	60	6	highfield	highfield	PROPN
spir-8875	60	7	,	,	PUNCT
spir-8875	60	8	t.	t.	PROPN
spir-8875	60	9	,	,	PUNCT
spir-8875	60	10	&	&	CCONJ
spir-8875	60	11	bruns	brun	NOUN
spir-8875	60	12	,	,	PUNCT
spir-8875	60	13	a.	a.	NOUN
spir-8875	60	14	(	(	PUNCT
spir-8875	60	15	2012	2012	NUM
spir-8875	60	16	)	)	PUNCT
spir-8875	60	17	.	.	PUNCT
spir-8875	61	1	more	more	ADJ
spir-8875	61	2	than	than	ADP
spir-8875	61	3	a	a	DET
spir-8875	61	4	backchannel	backchannel	NOUN
spir-8875	61	5	:	:	PUNCT
spir-8875	61	6	twitter	twitter	NOUN
spir-8875	61	7	and	and	CCONJ
spir-8875	61	8	television	television	NOUN
spir-8875	61	9	.	.	PUNCT
spir-8875	62	1	audience	audience	NOUN
spir-8875	62	2	interactivity	interactivity	NOUN
spir-8875	62	3	and	and	CCONJ
spir-8875	62	4	participation	participation	NOUN
spir-8875	62	5	.	.	PUNCT
spir-8875	63	1	brussels	brussels	PROPN
spir-8875	63	2	:	:	PUNCT
spir-8875	63	3	cost	cost	NOUN
spir-8875	63	4	action	action	NOUN
spir-8875	63	5	transforming	transform	VERB
spir-8875	63	6	audiences	audience	NOUN
spir-8875	63	7	,	,	PUNCT
spir-8875	63	8	transforming	transform	VERB
spir-8875	63	9	societies	society	NOUN
spir-8875	63	10	,	,	PUNCT
spir-8875	63	11	13	13	NUM
spir-8875	63	12	-	-	SYM
spir-8875	63	13	17	17	NUM
spir-8875	63	14	highfield	highfield	PROPN
spir-8875	63	15	,	,	PUNCT
spir-8875	63	16	t.	t.	PROPN
spir-8875	63	17	,	,	PUNCT
spir-8875	63	18	harrington	harrington	PROPN
spir-8875	63	19	,	,	PUNCT
spir-8875	63	20	s.	s.	PROPN
spir-8875	63	21	,	,	PUNCT
spir-8875	63	22	&	&	CCONJ
spir-8875	63	23	bruns	brun	NOUN
spir-8875	63	24	,	,	PUNCT
spir-8875	63	25	a.	a.	NOUN
spir-8875	63	26	(	(	PUNCT
spir-8875	63	27	2013	2013	NUM
spir-8875	63	28	)	)	PUNCT
spir-8875	63	29	.	.	PUNCT
spir-8875	64	1	twitter	twitter	NOUN
spir-8875	64	2	as	as	ADP
spir-8875	64	3	a	a	DET
spir-8875	64	4	technology	technology	NOUN
spir-8875	64	5	for	for	ADP
spir-8875	64	6	audiencing	audiencing	NOUN
spir-8875	64	7	and	and	CCONJ
spir-8875	64	8	fandom	fandom	NOUN
spir-8875	64	9	:	:	PUNCT
spir-8875	64	10	the	the	DET
spir-8875	64	11	#	#	NOUN
spir-8875	64	12	eurovision	eurovision	NOUN
spir-8875	64	13	phenomenon	phenomenon	NOUN
spir-8875	64	14	.	.	PUNCT
spir-8875	65	1	information	information	NOUN
spir-8875	65	2	,	,	PUNCT
spir-8875	65	3	communication	communication	NOUN
spir-8875	65	4	&	&	CCONJ
spir-8875	65	5	society	society	NOUN
spir-8875	65	6	,	,	PUNCT
spir-8875	65	7	16(3	16(3	NOUN
spir-8875	65	8	)	)	PUNCT
spir-8875	65	9	,	,	PUNCT
spir-8875	65	10	315	315	NUM
spir-8875	65	11	-	-	SYM
spir-8875	65	12	339	339	NUM
spir-8875	65	13	.	.	PUNCT
spir-8875	66	1	james	james	PROPN
spir-8875	66	2	,	,	PUNCT
spir-8875	66	3	b.	b.	PROPN
spir-8875	66	4	(	(	PUNCT
spir-8875	66	5	2003	2003	NUM
spir-8875	66	6	)	)	PUNCT
spir-8875	66	7	.	.	PUNCT
spir-8875	67	1	the	the	DET
spir-8875	67	2	new	new	ADJ
spir-8875	67	3	bill	bill	NOUN
spir-8875	67	4	james	james	PROPN
spir-8875	67	5	historical	historical	ADJ
spir-8875	67	6	baseball	baseball	NOUN
spir-8875	67	7	abstract	abstract	NOUN
spir-8875	67	8	.	.	PUNCT
spir-8875	68	1	free	free	ADJ
spir-8875	68	2	press	press	PROPN
spir-8875	68	3	,	,	PUNCT
spir-8875	68	4	new	new	PROPN
spir-8875	68	5	york	york	PROPN
spir-8875	68	6	,	,	PUNCT
spir-8875	68	7	ny	ny	PROPN
spir-8875	68	8	,	,	PUNCT
spir-8875	68	9	usa	usa	PROPN
spir-8875	68	10	,	,	PUNCT
spir-8875	68	11	2003	2003	NUM
spir-8875	68	12	proulx	proulx	NOUN
spir-8875	68	13	,	,	PUNCT
spir-8875	68	14	m.	m.	NOUN
spir-8875	68	15	,	,	PUNCT
spir-8875	68	16	&	&	CCONJ
spir-8875	68	17	shepatin	shepatin	PROPN
spir-8875	68	18	,	,	PUNCT
spir-8875	68	19	s.	s.	PROPN
spir-8875	68	20	(	(	PUNCT
spir-8875	68	21	2012	2012	NUM
spir-8875	68	22	)	)	PUNCT
spir-8875	68	23	.	.	PUNCT
spir-8875	69	1	social	social	ADJ
spir-8875	69	2	tv	tv	NOUN
spir-8875	69	3	:	:	PUNCT
spir-8875	69	4	how	how	SCONJ
spir-8875	69	5	marketers	marketer	NOUN
spir-8875	69	6	can	can	AUX
spir-8875	69	7	reach	reach	VERB
spir-8875	69	8	and	and	CCONJ
spir-8875	69	9	engage	engage	VERB
spir-8875	69	10	audiences	audience	NOUN
spir-8875	69	11	by	by	ADP
spir-8875	69	12	connecting	connect	VERB
spir-8875	69	13	television	television	NOUN
spir-8875	69	14	to	to	ADP
spir-8875	69	15	the	the	DET
spir-8875	69	16	web	web	NOUN
spir-8875	69	17	,	,	PUNCT
spir-8875	69	18	social	social	ADJ
spir-8875	69	19	media	medium	NOUN
spir-8875	69	20	,	,	PUNCT
spir-8875	69	21	and	and	CCONJ
spir-8875	69	22	mobile	mobile	NOUN
spir-8875	69	23	.	.	PUNCT
spir-8875	70	1	john	john	PROPN
spir-8875	70	2	wiley	wiley	PROPN
spir-8875	70	3	&	&	CCONJ
spir-8875	70	4	sons	son	NOUN
spir-8875	70	5	.	.	PUNCT
spir-8875	71	1	tango	tango	PROPN
spir-8875	71	2	,	,	PUNCT
spir-8875	71	3	t.	t.	PROPN
spir-8875	71	4	(	(	PUNCT
spir-8875	71	5	n.d	n.d	PROPN
spir-8875	71	6	.	.	PROPN
spir-8875	71	7	)	)	PUNCT
spir-8875	71	8	.	.	PUNCT
spir-8875	72	1	defensive	defensive	ADJ
spir-8875	72	2	responsibility	responsibility	NOUN
spir-8875	72	3	spectrum	spectrum	NOUN
spir-8875	72	4	(	(	PUNCT
spir-8875	72	5	drs	drs	PROPN
spir-8875	72	6	):	):	PUNCT
spir-8875	72	7	breaking	break	VERB
spir-8875	72	8	up	up	ADP
spir-8875	72	9	the	the	DET
spir-8875	72	10	fielders	fielder	NOUN
spir-8875	72	11	from	from	ADP
spir-8875	72	12	the	the	DET
spir-8875	72	13	pitchers	pitcher	NOUN
spir-8875	72	14	.	.	PUNCT
spir-8875	73	1	retrieved	retrieve	VERB
spir-8875	73	2	from	from	ADP
spir-8875	73	3	http://www.tangotiger.net/drspectrum.html	http://www.tangotiger.net/drspectrum.html	PROPN
spir-8875	73	4	wohn	wohn	PROPN
spir-8875	73	5	,	,	PUNCT
spir-8875	73	6	d.	d.	PROPN
spir-8875	73	7	,	,	PUNCT
spir-8875	73	8	&	&	CCONJ
spir-8875	73	9	na	na	PROPN
spir-8875	73	10	,	,	PUNCT
spir-8875	73	11	e.	e.	PROPN
spir-8875	73	12	(	(	PUNCT
spir-8875	73	13	2011	2011	NUM
spir-8875	73	14	)	)	PUNCT
spir-8875	73	15	.	.	PUNCT
spir-8875	74	1	tweeting	tweet	VERB
spir-8875	74	2	about	about	ADP
spir-8875	74	3	tv	tv	NOUN
spir-8875	74	4	:	:	PUNCT
spir-8875	74	5	sharing	share	VERB
spir-8875	74	6	television	television	NOUN
spir-8875	74	7	viewing	view	VERB
spir-8875	74	8	experiences	experience	NOUN
spir-8875	74	9	via	via	ADP
spir-8875	74	10	social	social	ADJ
spir-8875	74	11	media	medium	NOUN
spir-8875	74	12	message	message	NOUN
spir-8875	74	13	streams	stream	NOUN
spir-8875	74	14	.	.	PUNCT
spir-8875	75	1	first	first	ADJ
spir-8875	75	2	monday	monday	PROPN
spir-8875	75	3	,	,	PUNCT
spir-8875	75	4	16(3	16(3	PROPN
spir-8875	75	5	)	)	PUNCT
spir-8875	75	6	.	.	PUNCT
spir-8875	76	1	doi:10.5210	doi:10.5210	NOUN
spir-8875	76	2	/	/	SYM
spir-8875	76	3	fm.v16i3.3368	fm.v16i3.3368	NUM
spir-8875	76	4	acknowledgments	acknowledgment	NOUN
spir-8875	76	5	data	datum	NOUN
spir-8875	76	6	for	for	ADP
spir-8875	76	7	this	this	DET
spir-8875	76	8	project	project	NOUN
spir-8875	76	9	was	be	AUX
spir-8875	76	10	sourced	source	VERB
spir-8875	76	11	from	from	ADP
spir-8875	76	12	our	our	PRON
spir-8875	76	13	own	own	ADJ
spir-8875	76	14	twitter	twitter	NOUN
spir-8875	76	15	tools	tool	NOUN
spir-8875	76	16	,	,	PUNCT
spir-8875	76	17	as	as	ADV
spir-8875	76	18	well	well	ADV
spir-8875	76	19	as	as	ADP
spir-8875	76	20	from	from	ADP
spir-8875	76	21	publicly	publicly	ADV
spir-8875	76	22	available	available	ADJ
spir-8875	76	23	information	information	NOUN
spir-8875	76	24	provided	provide	VERB
spir-8875	76	25	by	by	ADP
spir-8875	76	26	nielsen	nielsen	PROPN
spir-8875	76	27	socialguide	socialguide	PROPN
spir-8875	76	28	–	–	PUNCT
spir-8875	76	29	http://www.socialguide.com/nielsen-twitter-tv-ratings/.	http://www.socialguide.com/nielsen-twitter-tv-ratings/.	PROPN
spir-8875	76	30	funding	funding	NOUN
spir-8875	76	31	for	for	ADP
spir-8875	76	32	work	work	NOUN
spir-8875	76	33	was	be	AUX
spir-8875	76	34	provided	provide	VERB
spir-8875	76	35	by	by	ADP
spir-8875	76	36	qutbluebox	qutbluebox	PROPN
spir-8875	76	37	.	.	PUNCT
spir-8875	77	1	license	license	VERB
spir-8875	77	2	this	this	DET
spir-8875	77	3	article	article	NOUN
spir-8875	77	4	is	be	AUX
spir-8875	77	5	©	©	PROPN
spir-8875	77	6	2014	2014	NUM
spir-8875	77	7	authors	author	NOUN
spir-8875	77	8	,	,	PUNCT
spir-8875	77	9	and	and	CCONJ
spir-8875	77	10	licensed	license	VERB
spir-8875	77	11	under	under	ADP
spir-8875	77	12	cc	cc	NOUN
spir-8875	77	13	by	by	ADP
spir-8875	77	14	-	-	PUNCT
spir-8875	77	15	nc	nc	PROPN
spir-8875	77	16	-	-	PUNCT
spir-8875	77	17	nd	nd	NOUN
spir-8875	77	18	.	.	PUNCT
spir-8875	77	19	public	public	ADJ
spir-8875	77	20	service	service	NOUN
spir-8875	77	21	media	medium	NOUN
spir-8875	77	22	and	and	CCONJ
spir-8875	77	23	social	social	ADJ
spir-8875	77	24	tv	tv	NOUN
spir-8875	77	25	:	:	PUNCT
spir-8875	77	26	co	co	VERB
spir-8875	77	27	-	-	VERB
spir-8875	77	28	creating	create	VERB
spir-8875	77	29	television	television	NOUN
spir-8875	77	30	comedy	comedy	NOUN
spir-8875	77	31	with	with	ADP
spir-8875	77	32	the	the	DET
spir-8875	77	33	network	network	NOUN
spir-8875	77	34	influencers	influencer	NOUN
spir-8875	77	35	of	of	ADP
spir-8875	77	36	the	the	DET
spir-8875	77	37	abc	abc	PROPN
spir-8875	77	38	’s	’s	PART
spir-8875	77	39	#	#	SYM
spir-8875	77	40	7dayslater	7dayslater	PROPN
spir-8875	77	41	jonathon	jonathon	PROPN
spir-8875	77	42	hutchinson	hutchinson	PROPN
spir-8875	77	43	university	university	PROPN
spir-8875	77	44	of	of	ADP
spir-8875	77	45	sydney	sydney	PROPN
spir-8875	77	46	australia	australia	PROPN
spir-8875	77	47	abstract	abstract	ADV
spir-8875	77	48	in	in	ADP
spir-8875	77	49	many	many	ADJ
spir-8875	77	50	instances	instance	NOUN
spir-8875	77	51	of	of	ADP
spir-8875	77	52	broadcast	broadcast	NOUN
spir-8875	77	53	television	television	NOUN
spir-8875	77	54	production	production	NOUN
spir-8875	77	55	,	,	PUNCT
spir-8875	77	56	the	the	DET
spir-8875	77	57	use	use	NOUN
spir-8875	77	58	of	of	ADP
spir-8875	77	59	social	social	ADJ
spir-8875	77	60	tv	tv	NOUN
spir-8875	77	61	is	be	AUX
spir-8875	77	62	most	most	ADV
spir-8875	77	63	obvious	obvious	ADJ
spir-8875	77	64	during	during	ADP
spir-8875	77	65	the	the	DET
spir-8875	77	66	transmission	transmission	NOUN
spir-8875	77	67	of	of	ADP
spir-8875	77	68	the	the	DET
spir-8875	77	69	program	program	NOUN
spir-8875	77	70	itself	itself	PRON
spir-8875	77	71	where	where	SCONJ
spir-8875	77	72	the	the	DET
spir-8875	77	73	audience	audience	NOUN
spir-8875	77	74	might	might	AUX
spir-8875	77	75	participate	participate	VERB
spir-8875	77	76	by	by	ADP
spir-8875	77	77	commenting	comment	VERB
spir-8875	77	78	on	on	ADP
spir-8875	77	79	the	the	DET
spir-8875	77	80	program	program	NOUN
spir-8875	77	81	,	,	PUNCT
spir-8875	77	82	engaging	engage	VERB
spir-8875	77	83	in	in	ADP
spir-8875	77	84	collaborative	collaborative	ADJ
spir-8875	77	85	activites	activite	NOUN
spir-8875	77	86	or	or	CCONJ
spir-8875	77	87	‘	'	PUNCT
spir-8875	77	88	gossiping	gossip	VERB
spir-8875	77	89	’	'	PUNCT
spir-8875	77	90	about	about	ADP
spir-8875	77	91	their	their	PRON
spir-8875	77	92	favourtite	favourtite	ADJ
spir-8875	77	93	characters	character	NOUN
spir-8875	77	94	for	for	ADP
spir-8875	77	95	example	example	NOUN
spir-8875	77	96	.	.	PUNCT
spir-8875	78	1	the	the	DET
spir-8875	78	2	australian	australian	ADJ
spir-8875	78	3	broacasting	broacasting	NOUN
spir-8875	78	4	corporation	corporation	NOUN
spir-8875	78	5	(	(	PUNCT
spir-8875	78	6	abc	abc	PROPN
spir-8875	78	7	)	)	PUNCT
spir-8875	78	8	has	have	AUX
spir-8875	78	9	long	long	ADV
spir-8875	78	10	been	be	AUX
spir-8875	78	11	experimenting	experiment	VERB
spir-8875	78	12	with	with	ADP
spir-8875	78	13	social	social	ADJ
spir-8875	78	14	tv	tv	NOUN
spir-8875	78	15	through	through	ADP
spir-8875	78	16	many	many	ADJ
spir-8875	78	17	of	of	ADP
spir-8875	78	18	its	its	PRON
spir-8875	78	19	programs	program	NOUN
spir-8875	78	20	,	,	PUNCT
spir-8875	78	21	with	with	ADP
spir-8875	78	22	its	its	PRON
spir-8875	78	23	greatest	great	ADJ
spir-8875	78	24	success	success	NOUN
spir-8875	78	25	in	in	ADP
spir-8875	78	26	its	its	PRON
spir-8875	78	27	flagship	flagship	NOUN
spir-8875	78	28	current	current	ADJ
spir-8875	78	29	affairs	affair	NOUN
spir-8875	78	30	television	television	NOUN
spir-8875	78	31	program	program	NOUN
spir-8875	78	32	,	,	PUNCT
spir-8875	78	33	q&a	q&a	PROPN
spir-8875	78	34	.	.	PUNCT
spir-8875	79	1	recently	recently	ADV
spir-8875	79	2	,	,	PUNCT
spir-8875	79	3	the	the	DET
spir-8875	79	4	abc	abc	PROPN
spir-8875	79	5	sought	seek	VERB
spir-8875	79	6	to	to	PART
spir-8875	79	7	extend	extend	VERB
spir-8875	79	8	this	this	DET
spir-8875	79	9	experiment	experiment	NOUN
spir-8875	79	10	beyond	beyond	ADP
spir-8875	79	11	the	the	DET
spir-8875	79	12	banal	banal	ADJ
spir-8875	79	13	activites	activite	NOUN
spir-8875	79	14	of	of	ADP
spir-8875	79	15	lounge	lounge	NOUN
spir-8875	79	16	-	-	PUNCT
spir-8875	79	17	room	room	NOUN
spir-8875	79	18	heckling	heckling	NOUN
spir-8875	79	19	and	and	CCONJ
spir-8875	79	20	invited	invite	VERB
spir-8875	79	21	the	the	DET
spir-8875	79	22	audience	audience	NOUN
spir-8875	79	23	to	to	PART
spir-8875	79	24	take	take	VERB
spir-8875	79	25	an	an	DET
spir-8875	79	26	active	active	ADJ
spir-8875	79	27	role	role	NOUN
spir-8875	79	28	in	in	ADP
spir-8875	79	29	the	the	DET
spir-8875	79	30	conception	conception	NOUN
spir-8875	79	31	,	,	PUNCT
spir-8875	79	32	development	development	NOUN
spir-8875	79	33	and	and	CCONJ
spir-8875	79	34	production	production	NOUN
spir-8875	79	35	of	of	ADP
spir-8875	79	36	the	the	DET
spir-8875	79	37	10	10	NUM
spir-8875	79	38	-	-	PUNCT
spir-8875	79	39	minute	minute	NOUN
spir-8875	79	40	television	television	NOUN
spir-8875	79	41	program	program	NOUN
spir-8875	79	42	,	,	PUNCT
spir-8875	79	43	#	#	SYM
spir-8875	79	44	7dayslater	7dayslater	NUM
spir-8875	79	45	.	.	PUNCT
spir-8875	80	1	using	use	VERB
spir-8875	80	2	a	a	DET
spir-8875	80	3	quantitative	quantitative	ADJ
spir-8875	80	4	data	datum	NOUN
spir-8875	80	5	scraping	scrape	VERB
spir-8875	80	6	approach	approach	NOUN
spir-8875	80	7	to	to	ADP
spir-8875	80	8	the	the	DET
spir-8875	80	9	program	program	NOUN
spir-8875	80	10	’s	’s	PART
spir-8875	80	11	social	social	ADJ
spir-8875	80	12	media	medium	NOUN
spir-8875	80	13	interactions	interaction	NOUN
spir-8875	80	14	along	along	ADP
spir-8875	80	15	with	with	ADP
spir-8875	80	16	ethnographic	ethnographic	ADJ
spir-8875	80	17	qualitative	qualitative	ADJ
spir-8875	80	18	data	datum	NOUN
spir-8875	80	19	,	,	PUNCT
spir-8875	80	20	this	this	DET
spir-8875	80	21	paper	paper	NOUN
spir-8875	80	22	critically	critically	ADV
spir-8875	80	23	examines	examine	VERB
spir-8875	80	24	the	the	DET
spir-8875	80	25	co	co	ADJ
spir-8875	80	26	-	-	ADJ
spir-8875	80	27	creative	creative	ADJ
spir-8875	80	28	production	production	NOUN
spir-8875	80	29	model	model	NOUN
spir-8875	80	30	with	with	ADP
spir-8875	80	31	input	input	NOUN
spir-8875	80	32	from	from	ADP
spir-8875	80	33	the	the	DET
spir-8875	80	34	the	the	DET
spir-8875	80	35	lead	lead	ADJ
spir-8875	80	36	twitter	twitter	NOUN
spir-8875	80	37	participants	participant	NOUN
spir-8875	80	38	,	,	PUNCT
spir-8875	80	39	or	or	CCONJ
spir-8875	80	40	‘	'	PUNCT
spir-8875	80	41	network	network	NOUN
spir-8875	80	42	influencers	influencer	NOUN
spir-8875	80	43	’	'	PUNCT
spir-8875	80	44	.	.	PUNCT
spir-8875	81	1	social	social	ADJ
spir-8875	81	2	tv	tv	NOUN
spir-8875	81	3	in	in	ADP
spir-8875	81	4	the	the	DET
spir-8875	81	5	context	context	NOUN
spir-8875	81	6	of	of	ADP
spir-8875	81	7	public	public	ADJ
spir-8875	81	8	service	service	NOUN
spir-8875	81	9	media	medium	NOUN
spir-8875	81	10	audience	audience	NOUN
spir-8875	81	11	contributions	contribution	NOUN
spir-8875	81	12	to	to	ADP
spir-8875	81	13	social	social	ADJ
spir-8875	81	14	tv	tv	NOUN
spir-8875	81	15	,	,	PUNCT
spir-8875	81	16	referred	refer	VERB
spir-8875	81	17	to	to	ADP
spir-8875	81	18	as	as	ADP
spir-8875	81	19	‘	'	PUNCT
spir-8875	81	20	back	back	ADJ
spir-8875	81	21	channel	channel	NOUN
spir-8875	81	22	communication	communication	NOUN
spir-8875	81	23	’	'	PUNCT
spir-8875	81	24	,	,	PUNCT
spir-8875	81	25	are	be	AUX
spir-8875	81	26	often	often	ADV
spir-8875	81	27	limited	limit	VERB
spir-8875	81	28	to	to	ADP
spir-8875	81	29	tweets	tweet	NOUN
spir-8875	81	30	or	or	CCONJ
spir-8875	81	31	facebook	facebook	NOUN
spir-8875	81	32	comments	comment	NOUN
spir-8875	81	33	selected	select	VERB
spir-8875	81	34	and	and	CCONJ
spir-8875	81	35	displayed	display	VERB
spir-8875	81	36	on	on	ADP
spir-8875	81	37	the	the	DET
spir-8875	81	38	strapline	strapline	NOUN
spir-8875	81	39	during	during	ADP
spir-8875	81	40	live	live	ADJ
spir-8875	81	41	broadcasts	broadcast	NOUN
spir-8875	81	42	.	.	PUNCT
spir-8875	82	1	however	however	ADV
spir-8875	82	2	,	,	PUNCT
spir-8875	82	3	some	some	DET
spir-8875	82	4	broadcasters	broadcaster	NOUN
spir-8875	82	5	have	have	AUX
spir-8875	82	6	moved	move	VERB
spir-8875	82	7	to	to	ADP
spir-8875	82	8	more	more	ADJ
spir-8875	82	9	exploratory	exploratory	ADJ
spir-8875	82	10	models	model	NOUN
spir-8875	82	11	that	that	PRON
spir-8875	82	12	incorporate	incorporate	VERB
spir-8875	82	13	the	the	DET
spir-8875	82	14	‘	'	PUNCT
spir-8875	82	15	back	back	ADJ
spir-8875	82	16	channel	channel	NOUN
spir-8875	82	17	’	'	PUNCT
spir-8875	82	18	into	into	ADP
spir-8875	82	19	the	the	DET
spir-8875	82	20	production	production	NOUN
spir-8875	82	21	process	process	NOUN
spir-8875	82	22	itself	itself	PRON
spir-8875	82	23	,	,	PUNCT
spir-8875	82	24	positioning	position	VERB
spir-8875	82	25	the	the	DET
spir-8875	82	26	audience	audience	NOUN
spir-8875	82	27	not	not	PART
spir-8875	82	28	in	in	ADP
spir-8875	82	29	the	the	DET
spir-8875	82	30	lounge	lounge	NOUN
spir-8875	82	31	chair	chair	NOUN
spir-8875	82	32	but	but	CCONJ
spir-8875	82	33	in	in	ADP
spir-8875	82	34	the	the	DET
spir-8875	82	35	producer	producer	NOUN
spir-8875	82	36	’s	’s	PART
spir-8875	82	37	chair	chair	NOUN
spir-8875	82	38	.	.	PUNCT
spir-8875	83	1	this	this	PRON
spir-8875	83	2	is	be	AUX
spir-8875	83	3	a	a	DET
spir-8875	83	4	complex	complex	ADJ
spir-8875	83	5	undertaking	undertaking	NOUN
spir-8875	83	6	,	,	PUNCT
spir-8875	83	7	with	with	ADP
spir-8875	83	8	the	the	DET
spir-8875	83	9	australian	australian	ADJ
spir-8875	83	10	broadcasting	broadcasting	NOUN
spir-8875	83	11	corporation	corporation	NOUN
spir-8875	83	12	(	(	PUNCT
spir-8875	83	13	abc	abc	PROPN
spir-8875	83	14	)	)	PUNCT
spir-8875	83	15	seeking	seek	VERB
spir-8875	83	16	to	to	PART
spir-8875	83	17	integrate	integrate	VERB
spir-8875	83	18	audience	audience	NOUN
spir-8875	83	19	contributions	contribution	NOUN
spir-8875	83	20	into	into	ADP
spir-8875	83	21	the	the	DET
spir-8875	83	22	organisation	organisation	NOUN
spir-8875	83	23	’s	’s	PART
spir-8875	83	24	production	production	NOUN
spir-8875	83	25	and	and	CCONJ
spir-8875	83	26	editorial	editorial	ADJ
spir-8875	83	27	standards	standard	NOUN
spir-8875	83	28	while	while	SCONJ
spir-8875	83	29	maintaining	maintain	VERB
spir-8875	83	30	the	the	DET
spir-8875	83	31	enthusiasm	enthusiasm	NOUN
spir-8875	83	32	of	of	ADP
spir-8875	83	33	contributors	contributor	NOUN
spir-8875	83	34	.	.	PUNCT
spir-8875	84	1	moreover	moreover	ADV
spir-8875	84	2	,	,	PUNCT
spir-8875	84	3	collaborative	collaborative	ADJ
spir-8875	84	4	production	production	NOUN
spir-8875	84	5	through	through	ADP
spir-8875	84	6	social	social	ADJ
spir-8875	84	7	tv	tv	NOUN
spir-8875	84	8	within	within	ADP
spir-8875	84	9	public	public	ADJ
spir-8875	84	10	service	service	NOUN
spir-8875	84	11	media	medium	NOUN
spir-8875	84	12	(	(	PUNCT
spir-8875	84	13	psm	psm	NOUN
spir-8875	84	14	)	)	PUNCT
spir-8875	84	15	problematises	problematise	VERB
spir-8875	84	16	its	its	PRON
spir-8875	84	17	public	public	ADJ
spir-8875	84	18	service	service	NOUN
spir-8875	84	19	remit	remit	NOUN
spir-8875	84	20	,	,	PUNCT
spir-8875	84	21	prompting	prompt	VERB
spir-8875	84	22	an	an	DET
spir-8875	84	23	exploration	exploration	NOUN
spir-8875	84	24	of	of	ADP
spir-8875	84	25	how	how	SCONJ
spir-8875	84	26	to	to	PART
spir-8875	84	27	facilitate	facilitate	VERB
spir-8875	84	28	collaborative	collaborative	ADJ
spir-8875	84	29	,	,	PUNCT
spir-8875	84	30	social	social	ADJ
spir-8875	84	31	tv	tv	NOUN
spir-8875	84	32	programming	programming	NOUN
spir-8875	84	33	that	that	PRON
spir-8875	84	34	encourages	encourage	VERB
spir-8875	84	35	audience	audience	NOUN
spir-8875	84	36	contribution	contribution	NOUN
spir-8875	84	37	while	while	SCONJ
spir-8875	84	38	generating	generate	VERB
spir-8875	84	39	public	public	ADJ
spir-8875	84	40	value	value	NOUN
spir-8875	84	41	.	.	PUNCT
spir-8875	85	1	psm	psm	PROPN
spir-8875	85	2	has	have	VERB
spir-8875	85	3	its	its	PRON
spir-8875	85	4	roots	root	NOUN
spir-8875	85	5	in	in	ADP
spir-8875	85	6	the	the	DET
spir-8875	85	7	reithian	reithian	ADJ
spir-8875	85	8	values	value	NOUN
spir-8875	85	9	,	,	PUNCT
spir-8875	85	10	which	which	PRON
spir-8875	85	11	often	often	ADV
spir-8875	85	12	suggests	suggest	VERB
spir-8875	85	13	the	the	DET
spir-8875	85	14	organisation	organisation	NOUN
spir-8875	85	15	should	should	AUX
spir-8875	85	16	inform	inform	VERB
spir-8875	85	17	,	,	PUNCT
spir-8875	85	18	educate	educate	VERB
spir-8875	85	19	and	and	CCONJ
spir-8875	85	20	entertain	entertain	VERB
spir-8875	85	21	its	its	PRON
spir-8875	85	22	audience	audience	NOUN
spir-8875	85	23	(	(	PUNCT
spir-8875	85	24	debrett	debrett	PROPN
spir-8875	85	25	,	,	PUNCT
spir-8875	85	26	2010	2010	NUM
spir-8875	85	27	)	)	PUNCT
spir-8875	85	28	.	.	PUNCT
spir-8875	86	1	the	the	DET
spir-8875	86	2	purpose	purpose	NOUN
spir-8875	86	3	of	of	ADP
spir-8875	86	4	psm	psm	NOUN
spir-8875	86	5	can	can	AUX
spir-8875	86	6	however	however	ADV
spir-8875	86	7	be	be	AUX
spir-8875	86	8	extended	extend	VERB
spir-8875	86	9	to	to	PART
spir-8875	86	10	include	include	VERB
spir-8875	86	11	distance	distance	NOUN
spir-8875	86	12	from	from	ADP
spir-8875	86	13	vested	vested	ADJ
spir-8875	86	14	interests	interest	NOUN
spir-8875	86	15	,	,	PUNCT
spir-8875	86	16	the	the	DET
spir-8875	86	17	fostering	fostering	NOUN
spir-8875	86	18	of	of	ADP
spir-8875	86	19	national	national	ADJ
spir-8875	86	20	culture	culture	NOUN
spir-8875	86	21	,	,	PUNCT
spir-8875	86	22	education	education	NOUN
spir-8875	86	23	of	of	ADP
spir-8875	86	24	the	the	DET
spir-8875	86	25	public	public	NOUN
spir-8875	86	26	,	,	PUNCT
spir-8875	86	27	“	"	PUNCT
spir-8875	86	28	quality	quality	NOUN
spir-8875	86	29	programming	programming	NOUN
spir-8875	86	30	standards	standard	NOUN
spir-8875	86	31	,	,	PUNCT
spir-8875	86	32	programme	programme	NOUN
spir-8875	86	33	maker	maker	NOUN
spir-8875	86	34	independence	independence	NOUN
spir-8875	86	35	”	"	PUNCT
spir-8875	86	36	(	(	PUNCT
spir-8875	86	37	cunningham	cunningham	PROPN
spir-8875	86	38	,	,	PUNCT
spir-8875	86	39	2013	2013	NUM
spir-8875	86	40	,	,	PUNCT
spir-8875	86	41	p.	p.	NOUN
spir-8875	86	42	62	62	NUM
spir-8875	86	43	)	)	PUNCT
spir-8875	86	44	and	and	CCONJ
spir-8875	86	45	the	the	DET
spir-8875	86	46	capacity	capacity	NOUN
spir-8875	86	47	to	to	PART
spir-8875	86	48	provide	provide	VERB
spir-8875	86	49	voice	voice	NOUN
spir-8875	86	50	to	to	ADP
spir-8875	86	51	marginalised	marginalise	VERB
spir-8875	86	52	groups	group	NOUN
spir-8875	86	53	and	and	CCONJ
spir-8875	86	54	individuals	individual	NOUN
spir-8875	86	55	.	.	PUNCT
spir-8875	87	1	the	the	DET
spir-8875	87	2	incorporation	incorporation	NOUN
spir-8875	87	3	of	of	ADP
spir-8875	87	4	information	information	NOUN
spir-8875	87	5	and	and	CCONJ
spir-8875	87	6	communication	communication	NOUN
spir-8875	87	7	technologies	technology	NOUN
spir-8875	87	8	to	to	PART
spir-8875	87	9	enable	enable	VERB
spir-8875	87	10	audience	audience	NOUN
spir-8875	87	11	participation	participation	NOUN
spir-8875	87	12	within	within	ADP
spir-8875	87	13	the	the	DET
spir-8875	87	14	production	production	NOUN
spir-8875	87	15	process	process	NOUN
spir-8875	87	16	of	of	ADP
spir-8875	87	17	psm	psm	NOUN
spir-8875	87	18	content	content	NOUN
spir-8875	87	19	has	have	AUX
spir-8875	87	20	provided	provide	VERB
spir-8875	87	21	multiple	multiple	ADJ
spir-8875	87	22	benefits	benefit	NOUN
spir-8875	87	23	including	include	VERB
spir-8875	87	24	audience	audience	NOUN
spir-8875	87	25	specific	specific	ADJ
spir-8875	87	26	content	content	NOUN
spir-8875	87	27	production	production	NOUN
spir-8875	87	28	,	,	PUNCT
spir-8875	87	29	improved	improved	ADJ
spir-8875	87	30	audience	audience	NOUN
spir-8875	87	31	investment	investment	NOUN
spir-8875	87	32	within	within	ADP
spir-8875	87	33	the	the	DET
spir-8875	87	34	broadcaster	broadcaster	NOUN
spir-8875	87	35	’s	’s	PART
spir-8875	87	36	programming	programming	NOUN
spir-8875	87	37	,	,	PUNCT
spir-8875	87	38	and	and	CCONJ
spir-8875	87	39	the	the	DET
spir-8875	87	40	ability	ability	NOUN
spir-8875	87	41	to	to	PART
spir-8875	87	42	satisfy	satisfy	VERB
spir-8875	87	43	the	the	DET
spir-8875	87	44	psm	psm	NOUN
spir-8875	87	45	remit	remit	NOUN
spir-8875	87	46	to	to	PART
spir-8875	87	47	include	include	VERB
spir-8875	87	48	what	what	PRON
spir-8875	87	49	might	might	AUX
spir-8875	87	50	be	be	AUX
spir-8875	87	51	otherwise	otherwise	ADV
spir-8875	87	52	marginalised	marginalise	VERB
spir-8875	87	53	voices	voice	NOUN
spir-8875	87	54	.	.	PUNCT
spir-8875	88	1	simultaneously	simultaneously	ADV
spir-8875	88	2	,	,	PUNCT
spir-8875	88	3	social	social	ADJ
spir-8875	88	4	media	medium	NOUN
spir-8875	88	5	tools	tool	NOUN
spir-8875	88	6	and	and	CCONJ
spir-8875	88	7	platforms	platform	NOUN
spir-8875	88	8	problematise	problematise	VERB
spir-8875	88	9	the	the	DET
spir-8875	88	10	production	production	NOUN
spir-8875	88	11	process	process	NOUN
spir-8875	88	12	as	as	ADV
spir-8875	88	13	often	often	ADV
spir-8875	88	14	the	the	DET
spir-8875	88	15	ideas	idea	NOUN
spir-8875	88	16	and	and	CCONJ
spir-8875	88	17	contributions	contribution	NOUN
spir-8875	88	18	from	from	ADP
spir-8875	88	19	the	the	DET
spir-8875	88	20	audience	audience	NOUN
spir-8875	88	21	are	be	AUX
spir-8875	88	22	non	non	ADJ
spir-8875	88	23	-	-	ADJ
spir-8875	88	24	compliant	compliant	ADJ
spir-8875	88	25	with	with	ADP
spir-8875	88	26	the	the	DET
spir-8875	88	27	regulatory	regulatory	ADJ
spir-8875	88	28	framework	framework	NOUN
spir-8875	88	29	that	that	PRON
spir-8875	88	30	psm	psm	NOUN
spir-8875	88	31	operates	operate	VERB
spir-8875	88	32	within	within	ADP
spir-8875	88	33	.	.	PUNCT
spir-8875	89	1	for	for	ADP
spir-8875	89	2	example	example	NOUN
spir-8875	89	3	,	,	PUNCT
spir-8875	89	4	the	the	DET
spir-8875	89	5	abc	abc	PROPN
spir-8875	89	6	is	be	AUX
spir-8875	89	7	governed	govern	VERB
spir-8875	89	8	by	by	ADP
spir-8875	89	9	its	its	PRON
spir-8875	89	10	editorial	editorial	ADJ
spir-8875	89	11	policies	policy	NOUN
spir-8875	89	12	to	to	PART
spir-8875	89	13	ensure	ensure	VERB
spir-8875	89	14	the	the	DET
spir-8875	89	15	institution	institution	NOUN
spir-8875	89	16	complies	comply	VERB
spir-8875	89	17	with	with	ADP
spir-8875	89	18	the	the	DET
spir-8875	89	19	legislative	legislative	ADJ
spir-8875	89	20	requirements	requirement	NOUN
spir-8875	89	21	of	of	ADP
spir-8875	89	22	the	the	DET
spir-8875	89	23	corporation	corporation	NOUN
spir-8875	89	24	’s	’s	PART
spir-8875	89	25	charter	charter	NOUN
spir-8875	89	26	,	,	PUNCT
spir-8875	89	27	specifically	specifically	ADV
spir-8875	89	28	“	"	PUNCT
spir-8875	89	29	broadcasting	broadcast	VERB
spir-8875	89	30	programs	program	NOUN
spir-8875	89	31	that	that	PRON
spir-8875	89	32	contribute	contribute	VERB
spir-8875	89	33	to	to	ADP
spir-8875	89	34	a	a	DET
spir-8875	89	35	sense	sense	NOUN
spir-8875	89	36	of	of	ADP
spir-8875	89	37	national	national	ADJ
spir-8875	89	38	identity	identity	NOUN
spir-8875	89	39	and	and	CCONJ
spir-8875	89	40	inform	inform	NOUN
spir-8875	89	41	and	and	CCONJ
spir-8875	89	42	entertain	entertain	VERB
spir-8875	89	43	,	,	PUNCT
spir-8875	89	44	and	and	CCONJ
spir-8875	89	45	reflect	reflect	VERB
spir-8875	89	46	the	the	DET
spir-8875	89	47	cultural	cultural	ADJ
spir-8875	89	48	diversity	diversity	NOUN
spir-8875	89	49	of	of	ADP
spir-8875	89	50	,	,	PUNCT
spir-8875	89	51	the	the	DET
spir-8875	89	52	australian	australian	ADJ
spir-8875	89	53	community	community	NOUN
spir-8875	89	54	;	;	PUNCT
spir-8875	89	55	and	and	CCONJ
spir-8875	89	56	broadcasting	broadcasting	NOUN
spir-8875	89	57	programs	program	NOUN
spir-8875	89	58	of	of	ADP
spir-8875	89	59	an	an	DET
spir-8875	89	60	educational	educational	ADJ
spir-8875	89	61	nature	nature	NOUN
spir-8875	89	62	”	"	PUNCT
spir-8875	89	63	(	(	PUNCT
spir-8875	89	64	abc	abc	PROPN
spir-8875	89	65	act	act	PROPN
spir-8875	89	66	,	,	PUNCT
spir-8875	89	67	1983	1983	NUM
spir-8875	89	68	)	)	PUNCT
spir-8875	89	69	.	.	PUNCT
spir-8875	90	1	however	however	ADV
spir-8875	90	2	,	,	PUNCT
spir-8875	90	3	audience	audience	NOUN
spir-8875	90	4	contributions	contribution	NOUN
spir-8875	90	5	rarely	rarely	ADV
spir-8875	90	6	acknowledge	acknowledge	VERB
spir-8875	90	7	these	these	DET
spir-8875	90	8	nation	nation	NOUN
spir-8875	90	9	and	and	CCONJ
spir-8875	90	10	culture	culture	NOUN
spir-8875	90	11	building	building	NOUN
spir-8875	90	12	frameworks	framework	NOUN
spir-8875	90	13	of	of	ADP
spir-8875	90	14	psm	psm	NOUN
spir-8875	90	15	and	and	CCONJ
spir-8875	90	16	contribute	contribute	VERB
spir-8875	90	17	material	material	NOUN
spir-8875	90	18	that	that	PRON
spir-8875	90	19	,	,	PUNCT
spir-8875	90	20	although	although	SCONJ
spir-8875	90	21	creative	creative	ADJ
spir-8875	90	22	and	and	CCONJ
spir-8875	90	23	entertaining	entertaining	ADJ
spir-8875	90	24	,	,	PUNCT
spir-8875	90	25	may	may	AUX
spir-8875	90	26	not	not	PART
spir-8875	90	27	satisfy	satisfy	VERB
spir-8875	90	28	the	the	DET
spir-8875	90	29	editorial	editorial	ADJ
spir-8875	90	30	requirements	requirement	NOUN
spir-8875	90	31	of	of	ADP
spir-8875	90	32	the	the	DET
spir-8875	90	33	abc	abc	PROPN
spir-8875	90	34	.	.	PUNCT
spir-8875	91	1	the	the	DET
spir-8875	91	2	misalignment	misalignment	NOUN
spir-8875	91	3	between	between	ADP
spir-8875	91	4	broadcaster	broadcaster	NOUN
spir-8875	91	5	and	and	CCONJ
spir-8875	91	6	participating	participate	VERB
spir-8875	91	7	audience	audience	NOUN
spir-8875	91	8	member	member	NOUN
spir-8875	91	9	gives	give	VERB
spir-8875	91	10	rise	rise	NOUN
spir-8875	91	11	to	to	ADP
spir-8875	91	12	the	the	DET
spir-8875	91	13	problem	problem	NOUN
spir-8875	91	14	of	of	ADP
spir-8875	91	15	how	how	SCONJ
spir-8875	91	16	to	to	PART
spir-8875	91	17	facilitate	facilitate	VERB
spir-8875	91	18	the	the	DET
spir-8875	91	19	collaborative	collaborative	ADJ
spir-8875	91	20	production	production	NOUN
spir-8875	91	21	of	of	ADP
spir-8875	91	22	abc	abc	PROPN
spir-8875	91	23	-	-	PUNCT
spir-8875	91	24	appropriate	appropriate	ADJ
spir-8875	91	25	content	content	NOUN
spir-8875	91	26	from	from	ADP
spir-8875	91	27	a	a	DET
spir-8875	91	28	diverse	diverse	ADJ
spir-8875	91	29	group	group	NOUN
spir-8875	91	30	of	of	ADP
spir-8875	91	31	contributing	contribute	VERB
spir-8875	91	32	individuals	individual	NOUN
spir-8875	91	33	.	.	PUNCT
spir-8875	92	1	i	i	PRON
spir-8875	92	2	have	have	AUX
spir-8875	92	3	previously	previously	ADV
spir-8875	92	4	argued	argue	VERB
spir-8875	92	5	the	the	DET
spir-8875	92	6	case	case	NOUN
spir-8875	92	7	for	for	ADP
spir-8875	92	8	cultural	cultural	ADJ
spir-8875	92	9	intermediation	intermediation	NOUN
spir-8875	92	10	(	(	PUNCT
spir-8875	92	11	hutchinson	hutchinson	PROPN
spir-8875	92	12	,	,	PUNCT
spir-8875	92	13	2013	2013	NUM
spir-8875	92	14	)	)	PUNCT
spir-8875	92	15	,	,	PUNCT
spir-8875	92	16	which	which	PRON
spir-8875	92	17	is	be	AUX
spir-8875	92	18	described	describe	VERB
spir-8875	92	19	as	as	ADP
spir-8875	92	20	the	the	DET
spir-8875	92	21	combination	combination	NOUN
spir-8875	92	22	of	of	ADP
spir-8875	92	23	human	human	ADJ
spir-8875	92	24	and	and	CCONJ
spir-8875	92	25	non	non	ADJ
spir-8875	92	26	-	-	ADJ
spir-8875	92	27	human	human	ADJ
spir-8875	92	28	actors	actor	NOUN
spir-8875	92	29	to	to	PART
spir-8875	92	30	negotiate	negotiate	VERB
spir-8875	92	31	the	the	DET
spir-8875	92	32	production	production	NOUN
spir-8875	92	33	of	of	ADP
spir-8875	92	34	cultural	cultural	ADJ
spir-8875	92	35	artefacts	artefact	NOUN
spir-8875	92	36	.	.	PUNCT
spir-8875	93	1	cultural	cultural	ADJ
spir-8875	93	2	intermediation	intermediation	NOUN
spir-8875	93	3	enables	enable	VERB
spir-8875	93	4	the	the	DET
spir-8875	93	5	production	production	NOUN
spir-8875	93	6	of	of	ADP
spir-8875	93	7	cocreative	cocreative	ADJ
spir-8875	93	8	content	content	NOUN
spir-8875	93	9	between	between	ADP
spir-8875	93	10	institutional	institutional	ADJ
spir-8875	93	11	online	online	ADJ
spir-8875	93	12	communities	community	NOUN
spir-8875	93	13	and	and	CCONJ
spir-8875	93	14	professional	professional	ADJ
spir-8875	93	15	content	content	NOUN
spir-8875	93	16	producers	producer	NOUN
spir-8875	93	17	while	while	SCONJ
spir-8875	93	18	operating	operate	VERB
spir-8875	93	19	within	within	ADP
spir-8875	93	20	the	the	DET
spir-8875	93	21	regulatory	regulatory	ADJ
spir-8875	93	22	constraints	constraint	NOUN
spir-8875	93	23	of	of	ADP
spir-8875	93	24	psm	psm	NOUN
spir-8875	93	25	.	.	PUNCT
spir-8875	94	1	this	this	DET
spir-8875	94	2	paper	paper	NOUN
spir-8875	94	3	builds	build	VERB
spir-8875	94	4	on	on	ADP
spir-8875	94	5	that	that	DET
spir-8875	94	6	work	work	NOUN
spir-8875	94	7	by	by	ADP
spir-8875	94	8	critically	critically	ADV
spir-8875	94	9	examining	examine	VERB
spir-8875	94	10	the	the	DET
spir-8875	94	11	engagement	engagement	NOUN
spir-8875	94	12	of	of	ADP
spir-8875	94	13	the	the	DET
spir-8875	94	14	abc	abc	PROPN
spir-8875	94	15	and	and	CCONJ
spir-8875	94	16	social	social	ADJ
spir-8875	94	17	tv	tv	NOUN
spir-8875	94	18	through	through	ADP
spir-8875	94	19	#	#	SYM
spir-8875	94	20	7dayslater	7dayslater	NOUN
spir-8875	94	21	,	,	PUNCT
spir-8875	94	22	a	a	DET
spir-8875	94	23	program	program	NOUN
spir-8875	94	24	“	"	PUNCT
spir-8875	94	25	...	...	PUNCT
spir-8875	94	26	taking	take	VERB
spir-8875	94	27	comedy	comedy	NOUN
spir-8875	94	28	to	to	ADP
spir-8875	94	29	the	the	DET
spir-8875	94	30	scary	scary	ADJ
spir-8875	94	31	arena	arena	NOUN
spir-8875	94	32	of	of	ADP
spir-8875	94	33	interactive	interactive	ADJ
spir-8875	94	34	storytelling	storytelling	NOUN
spir-8875	94	35	where	where	SCONJ
spir-8875	94	36	the	the	DET
spir-8875	94	37	audience	audience	NOUN
spir-8875	94	38	gets	get	VERB
spir-8875	94	39	to	to	PART
spir-8875	94	40	write	write	VERB
spir-8875	94	41	the	the	DET
spir-8875	94	42	brief	brief	NOUN
spir-8875	94	43	via	via	ADP
spir-8875	94	44	social	social	ADJ
spir-8875	94	45	media	medium	NOUN
spir-8875	94	46	for	for	ADP
spir-8875	94	47	each	each	DET
spir-8875	94	48	weekly	weekly	ADJ
spir-8875	94	49	episode	episode	NOUN
spir-8875	94	50	that	that	PRON
spir-8875	94	51	will	will	AUX
spir-8875	94	52	air	air	VERB
spir-8875	94	53	just	just	ADV
spir-8875	94	54	seven	seven	NUM
spir-8875	94	55	days	day	NOUN
spir-8875	94	56	later	later	ADV
spir-8875	94	57	on	on	ADP
spir-8875	94	58	abc2	abc2	PROPN
spir-8875	94	59	”	"	PUNCT
spir-8875	94	60	(	(	PUNCT
spir-8875	94	61	abc	abc	PROPN
spir-8875	94	62	,	,	PUNCT
spir-8875	94	63	2013	2013	NUM
spir-8875	94	64	)	)	PUNCT
spir-8875	94	65	.	.	PUNCT
spir-8875	95	1	by	by	ADP
spir-8875	95	2	engaging	engage	VERB
spir-8875	95	3	in	in	ADP
spir-8875	95	4	a	a	DET
spir-8875	95	5	narrative	narrative	NOUN
spir-8875	95	6	-	-	PUNCT
spir-8875	95	7	based	base	VERB
spir-8875	95	8	approach	approach	NOUN
spir-8875	95	9	where	where	SCONJ
spir-8875	95	10	actors	actor	NOUN
spir-8875	95	11	deliver	deliver	VERB
spir-8875	95	12	a	a	DET
spir-8875	95	13	scripted	script	VERB
spir-8875	95	14	performance	performance	NOUN
spir-8875	95	15	during	during	ADP
spir-8875	95	16	the	the	DET
spir-8875	95	17	program	program	NOUN
spir-8875	95	18	,	,	PUNCT
spir-8875	95	19	#	#	SYM
spir-8875	95	20	7dayslater	7dayslater	NUM
spir-8875	95	21	called	call	VERB
spir-8875	95	22	on	on	ADP
spir-8875	95	23	its	its	PRON
spir-8875	95	24	audience	audience	NOUN
spir-8875	95	25	to	to	PART
spir-8875	95	26	collaborate	collaborate	VERB
spir-8875	95	27	,	,	PUNCT
spir-8875	95	28	conceive	conceive	ADJ
spir-8875	95	29	,	,	PUNCT
spir-8875	95	30	develop	develop	VERB
spir-8875	95	31	,	,	PUNCT
spir-8875	95	32	write	write	VERB
spir-8875	95	33	and	and	CCONJ
spir-8875	95	34	co	co	VERB
spir-8875	95	35	-	-	VERB
spir-8875	95	36	produce	produce	VERB
spir-8875	95	37	a	a	DET
spir-8875	95	38	10minute	10minute	NUM
spir-8875	95	39	television	television	NOUN
spir-8875	95	40	program	program	NOUN
spir-8875	95	41	that	that	PRON
spir-8875	95	42	was	be	AUX
spir-8875	95	43	broadcast	broadcast	VERB
spir-8875	95	44	within	within	ADP
spir-8875	95	45	7	7	NUM
spir-8875	95	46	days	day	NOUN
spir-8875	95	47	of	of	ADP
spir-8875	95	48	the	the	DET
spir-8875	95	49	call	call	NOUN
spir-8875	95	50	-	-	PUNCT
spir-8875	95	51	out	out	NOUN
spir-8875	95	52	.	.	PUNCT
spir-8875	96	1	the	the	DET
spir-8875	96	2	program	program	NOUN
spir-8875	96	3	included	include	VERB
spir-8875	96	4	a	a	DET
spir-8875	96	5	host	host	NOUN
spir-8875	96	6	of	of	ADP
spir-8875	96	7	national	national	ADJ
spir-8875	96	8	and	and	CCONJ
spir-8875	96	9	international	international	ADJ
spir-8875	96	10	celebrities	celebrity	NOUN
spir-8875	96	11	as	as	ADP
spir-8875	96	12	both	both	DET
spir-8875	96	13	actors	actor	NOUN
spir-8875	96	14	and	and	CCONJ
spir-8875	96	15	producers	producer	NOUN
spir-8875	96	16	who	who	PRON
spir-8875	96	17	collaborated	collaborate	VERB
spir-8875	96	18	with	with	ADP
spir-8875	96	19	its	its	PRON
spir-8875	96	20	audience	audience	NOUN
spir-8875	96	21	,	,	PUNCT
spir-8875	96	22	attracting	attract	VERB
spir-8875	96	23	global	global	ADJ
spir-8875	96	24	online	online	ADJ
spir-8875	96	25	participation	participation	NOUN
spir-8875	96	26	.	.	PUNCT
spir-8875	97	1	identifying	identify	VERB
spir-8875	97	2	and	and	CCONJ
spir-8875	97	3	understanding	understand	VERB
spir-8875	97	4	the	the	DET
spir-8875	97	5	network	network	NOUN
spir-8875	97	6	influencers	influencer	VERB
spir-8875	97	7	the	the	DET
spir-8875	97	8	research	research	NOUN
spir-8875	97	9	presented	present	VERB
spir-8875	97	10	in	in	ADP
spir-8875	97	11	this	this	DET
spir-8875	97	12	paper	paper	NOUN
spir-8875	97	13	engaged	engage	VERB
spir-8875	97	14	a	a	DET
spir-8875	97	15	mixed	mixed	ADJ
spir-8875	97	16	methods	method	NOUN
spir-8875	97	17	approach	approach	NOUN
spir-8875	97	18	,	,	PUNCT
spir-8875	97	19	incorporating	incorporate	VERB
spir-8875	97	20	both	both	CCONJ
spir-8875	97	21	quantitative	quantitative	ADJ
spir-8875	97	22	and	and	CCONJ
spir-8875	97	23	qualitative	qualitative	ADJ
spir-8875	97	24	data	datum	NOUN
spir-8875	97	25	.	.	PUNCT
spir-8875	98	1	the	the	DET
spir-8875	98	2	research	research	NOUN
spir-8875	98	3	design	design	NOUN
spir-8875	98	4	used	use	VERB
spir-8875	98	5	quantitative	quantitative	ADJ
spir-8875	98	6	data	datum	NOUN
spir-8875	98	7	to	to	PART
spir-8875	98	8	highlight	highlight	VERB
spir-8875	98	9	where	where	SCONJ
spir-8875	98	10	to	to	PART
spir-8875	98	11	concentrate	concentrate	VERB
spir-8875	98	12	the	the	DET
spir-8875	98	13	qualitative	qualitative	ADJ
spir-8875	98	14	research	research	NOUN
spir-8875	98	15	efforts	effort	NOUN
spir-8875	98	16	,	,	PUNCT
spir-8875	98	17	in	in	ADP
spir-8875	98	18	this	this	DET
spir-8875	98	19	case	case	NOUN
spir-8875	98	20	ethnographical	ethnographical	ADJ
spir-8875	98	21	research	research	NOUN
spir-8875	98	22	with	with	ADP
spir-8875	98	23	not	not	PART
spir-8875	98	24	only	only	ADV
spir-8875	98	25	the	the	DET
spir-8875	98	26	abc	abc	PROPN
spir-8875	98	27	staff	staff	NOUN
spir-8875	98	28	but	but	CCONJ
spir-8875	98	29	also	also	ADV
spir-8875	98	30	the	the	DET
spir-8875	98	31	audience	audience	NOUN
spir-8875	98	32	members	member	NOUN
spir-8875	98	33	.	.	PUNCT
spir-8875	99	1	identifying	identify	VERB
spir-8875	99	2	the	the	DET
spir-8875	99	3	significant	significant	ADJ
spir-8875	99	4	individuals	individual	NOUN
spir-8875	99	5	who	who	PRON
spir-8875	99	6	were	be	AUX
spir-8875	99	7	engaging	engage	VERB
spir-8875	99	8	in	in	ADP
spir-8875	99	9	cocreative	cocreative	ADJ
spir-8875	99	10	activity	activity	NOUN
spir-8875	99	11	across	across	ADP
spir-8875	99	12	twitter	twitter	NOUN
spir-8875	99	13	enabled	enable	VERB
spir-8875	99	14	the	the	DET
spir-8875	99	15	research	research	NOUN
spir-8875	99	16	to	to	PART
spir-8875	99	17	focus	focus	VERB
spir-8875	99	18	on	on	ADP
spir-8875	99	19	extracting	extract	VERB
spir-8875	99	20	relevant	relevant	ADJ
spir-8875	99	21	qualitative	qualitative	ADJ
spir-8875	99	22	data	datum	NOUN
spir-8875	99	23	.	.	PUNCT
spir-8875	100	1	twitter	twitter	NOUN
spir-8875	100	2	data	datum	NOUN
spir-8875	100	3	highlighted	highlight	VERB
spir-8875	100	4	potential	potential	ADJ
spir-8875	100	5	interviewees	interviewee	NOUN
spir-8875	100	6	and	and	CCONJ
spir-8875	100	7	participants	participant	NOUN
spir-8875	100	8	for	for	ADP
spir-8875	100	9	the	the	DET
spir-8875	100	10	second	second	ADJ
spir-8875	100	11	phase	phase	NOUN
spir-8875	100	12	of	of	ADP
spir-8875	100	13	research	research	NOUN
spir-8875	100	14	:	:	PUNCT
spir-8875	100	15	interviews	interview	NOUN
spir-8875	100	16	with	with	ADP
spir-8875	100	17	the	the	DET
spir-8875	100	18	#	#	SYM
spir-8875	100	19	7dayslater	7dayslater	NUM
spir-8875	100	20	production	production	NOUN
spir-8875	100	21	team	team	NOUN
spir-8875	100	22	and	and	CCONJ
spir-8875	100	23	the	the	DET
spir-8875	100	24	networked	networked	ADJ
spir-8875	100	25	communication	communication	NOUN
spir-8875	100	26	leaders	leader	NOUN
spir-8875	100	27	.	.	PUNCT
spir-8875	101	1	tweets	tweet	NOUN
spir-8875	101	2	were	be	AUX
spir-8875	101	3	collected	collect	VERB
spir-8875	101	4	during	during	ADP
spir-8875	101	5	the	the	DET
spir-8875	101	6	program	program	NOUN
spir-8875	101	7	’s	’s	PART
spir-8875	101	8	season	season	NOUN
spir-8875	101	9	and	and	CCONJ
spir-8875	101	10	a	a	DET
spir-8875	101	11	few	few	ADJ
spir-8875	101	12	weeks	week	NOUN
spir-8875	101	13	beyond	beyond	ADP
spir-8875	101	14	the	the	DET
spir-8875	101	15	final	final	ADJ
spir-8875	101	16	broadcast	broadcast	NOUN
spir-8875	101	17	,	,	PUNCT
spir-8875	101	18	from	from	ADP
spir-8875	101	19	3	3	NUM
spir-8875	101	20	november	november	NOUN
spir-8875	101	21	to	to	ADP
spir-8875	101	22	28	28	NUM
spir-8875	101	23	december	december	PROPN
spir-8875	101	24	2013	2013	NUM
spir-8875	101	25	.	.	PUNCT
spir-8875	102	1	a	a	DET
spir-8875	102	2	total	total	NOUN
spir-8875	102	3	of	of	ADP
spir-8875	102	4	903	903	NUM
spir-8875	102	5	tweets	tweet	NOUN
spir-8875	102	6	were	be	AUX
spir-8875	102	7	captured	capture	VERB
spir-8875	102	8	during	during	ADP
spir-8875	102	9	this	this	DET
spir-8875	102	10	time	time	NOUN
spir-8875	102	11	.	.	PUNCT
spir-8875	103	1	the	the	DET
spir-8875	103	2	data	datum	NOUN
spir-8875	103	3	were	be	AUX
spir-8875	103	4	cleaned	clean	VERB
spir-8875	103	5	through	through	ADP
spir-8875	103	6	google	google	PROPN
spir-8875	103	7	refine	refine	PROPN
spir-8875	103	8	and	and	CCONJ
spir-8875	103	9	imported	import	VERB
spir-8875	103	10	into	into	ADP
spir-8875	103	11	the	the	DET
spir-8875	103	12	open	open	ADJ
spir-8875	103	13	source	source	NOUN
spir-8875	103	14	social	social	ADJ
spir-8875	103	15	network	network	NOUN
spir-8875	103	16	analysis	analysis	NOUN
spir-8875	103	17	program	program	NOUN
spir-8875	103	18	,	,	PUNCT
spir-8875	103	19	gephi	gephi	ADJ
spir-8875	103	20	.	.	PUNCT
spir-8875	104	1	within	within	ADP
spir-8875	104	2	gephi	gephi	ADJ
spir-8875	104	3	it	it	PRON
spir-8875	104	4	is	be	AUX
spir-8875	104	5	possible	possible	ADJ
spir-8875	104	6	to	to	PART
spir-8875	104	7	highlight	highlight	VERB
spir-8875	104	8	the	the	DET
spir-8875	104	9	significant	significant	ADJ
spir-8875	104	10	nodes	node	NOUN
spir-8875	104	11	in	in	ADP
spir-8875	104	12	the	the	DET
spir-8875	104	13	network	network	NOUN
spir-8875	104	14	,	,	PUNCT
spir-8875	104	15	their	their	PRON
spir-8875	104	16	connectedness	connectedness	NOUN
spir-8875	104	17	and	and	CCONJ
spir-8875	104	18	how	how	SCONJ
spir-8875	104	19	influential	influential	ADJ
spir-8875	104	20	they	they	PRON
spir-8875	104	21	are	be	AUX
spir-8875	104	22	within	within	ADP
spir-8875	104	23	the	the	DET
spir-8875	104	24	network	network	NOUN
spir-8875	104	25	.	.	PUNCT
spir-8875	105	1	the	the	DET
spir-8875	105	2	first	first	ADJ
spir-8875	105	3	phase	phase	NOUN
spir-8875	105	4	of	of	ADP
spir-8875	105	5	the	the	DET
spir-8875	105	6	research	research	NOUN
spir-8875	105	7	was	be	AUX
spir-8875	105	8	the	the	DET
spir-8875	105	9	quantitative	quantitative	ADJ
spir-8875	105	10	social	social	ADJ
spir-8875	105	11	network	network	NOUN
spir-8875	105	12	analysis	analysis	NOUN
spir-8875	105	13	,	,	PUNCT
spir-8875	105	14	where	where	SCONJ
spir-8875	105	15	tweets	tweet	NOUN
spir-8875	105	16	were	be	AUX
spir-8875	105	17	collected	collect	VERB
spir-8875	105	18	with	with	ADP
spir-8875	105	19	the	the	DET
spir-8875	105	20	#	#	SYM
spir-8875	105	21	7dayslater	7dayslater	NUM
spir-8875	105	22	hashtag	hashtag	NOUN
spir-8875	105	23	.	.	PUNCT
spir-8875	106	1	the	the	DET
spir-8875	106	2	data	datum	NOUN
spir-8875	106	3	was	be	AUX
spir-8875	106	4	processed	process	VERB
spir-8875	106	5	through	through	ADP
spir-8875	106	6	network	network	NOUN
spir-8875	106	7	analysis	analysis	NOUN
spir-8875	106	8	algorithms	algorithm	NOUN
spir-8875	106	9	within	within	ADP
spir-8875	106	10	gephi	gephi	ADJ
spir-8875	106	11	which	which	PRON
spir-8875	106	12	enabled	enable	VERB
spir-8875	106	13	the	the	DET
spir-8875	106	14	analyst	analyst	NOUN
spir-8875	106	15	to	to	PART
spir-8875	106	16	understand	understand	VERB
spir-8875	106	17	not	not	PART
spir-8875	106	18	only	only	ADV
spir-8875	106	19	who	who	PRON
spir-8875	106	20	was	be	AUX
spir-8875	106	21	in	in	ADP
spir-8875	106	22	the	the	DET
spir-8875	106	23	network	network	NOUN
spir-8875	106	24	,	,	PUNCT
spir-8875	106	25	but	but	CCONJ
spir-8875	106	26	how	how	SCONJ
spir-8875	106	27	directly	directly	ADV
spir-8875	106	28	related	relate	VERB
spir-8875	106	29	they	they	PRON
spir-8875	106	30	were	be	AUX
spir-8875	106	31	to	to	ADP
spir-8875	106	32	the	the	DET
spir-8875	106	33	conversation	conversation	NOUN
spir-8875	106	34	,	,	PUNCT
spir-8875	106	35	how	how	SCONJ
spir-8875	106	36	connected	connected	ADJ
spir-8875	106	37	they	they	PRON
spir-8875	106	38	were	be	AUX
spir-8875	106	39	to	to	ADP
spir-8875	106	40	others	other	NOUN
spir-8875	106	41	,	,	PUNCT
spir-8875	106	42	how	how	SCONJ
spir-8875	106	43	influential	influential	ADJ
spir-8875	106	44	they	they	PRON
spir-8875	106	45	were	be	AUX
spir-8875	106	46	and	and	CCONJ
spir-8875	106	47	most	most	ADV
spir-8875	106	48	importantly	importantly	ADV
spir-8875	106	49	for	for	ADP
spir-8875	106	50	this	this	DET
spir-8875	106	51	research	research	NOUN
spir-8875	106	52	who	who	PRON
spir-8875	106	53	the	the	DET
spir-8875	106	54	communication	communication	NOUN
spir-8875	106	55	leaders	leader	NOUN
spir-8875	106	56	were	be	AUX
spir-8875	106	57	.	.	PUNCT
spir-8875	107	1	the	the	DET
spir-8875	107	2	communication	communication	NOUN
spir-8875	107	3	leaders	leader	NOUN
spir-8875	107	4	are	be	AUX
spir-8875	107	5	referred	refer	VERB
spir-8875	107	6	to	to	ADP
spir-8875	107	7	as	as	ADP
spir-8875	107	8	network	network	NOUN
spir-8875	107	9	influencers	influencer	NOUN
spir-8875	107	10	from	from	ADP
spir-8875	107	11	here	here	ADV
spir-8875	107	12	on	on	ADP
spir-8875	107	13	.	.	PUNCT
spir-8875	108	1	figure	figure	NOUN
spir-8875	108	2	1	1	NUM
spir-8875	108	3	visualises	visualise	VERB
spir-8875	108	4	the	the	DET
spir-8875	108	5	#	#	SYM
spir-8875	108	6	7dayslater	7dayslater	PROPN
spir-8875	108	7	network	network	NOUN
spir-8875	108	8	through	through	ADP
spir-8875	108	9	the	the	DET
spir-8875	108	10	@users	@users	PROPN
spir-8875	108	11	and	and	CCONJ
spir-8875	108	12	hashtag	hashtag	NOUN
spir-8875	108	13	conversation	conversation	NOUN
spir-8875	108	14	topics	topic	NOUN
spir-8875	108	15	,	,	PUNCT
spir-8875	108	16	which	which	PRON
spir-8875	108	17	represents	represent	VERB
spir-8875	108	18	how	how	SCONJ
spir-8875	108	19	a	a	DET
spir-8875	108	20	user	user	NOUN
spir-8875	108	21	is	be	AUX
spir-8875	108	22	connected	connect	VERB
spir-8875	108	23	to	to	ADP
spir-8875	108	24	both	both	DET
spir-8875	108	25	topics	topic	NOUN
spir-8875	108	26	and	and	CCONJ
spir-8875	108	27	other	other	ADJ
spir-8875	108	28	users	user	NOUN
spir-8875	108	29	.	.	PUNCT
spir-8875	109	1	for	for	ADP
spir-8875	109	2	example	example	NOUN
spir-8875	109	3	if	if	SCONJ
spir-8875	109	4	@usera	@usera	PROPN
spir-8875	109	5	mentions	mention	VERB
spir-8875	109	6	#	#	SYM
spir-8875	109	7	topicx	topicx	NOUN
spir-8875	109	8	to	to	ADP
spir-8875	109	9	@userb	@userb	PROPN
spir-8875	109	10	,	,	PUNCT
spir-8875	109	11	the	the	DET
spir-8875	109	12	other	other	ADJ
spir-8875	109	13	information	information	NOUN
spir-8875	109	14	within	within	ADP
spir-8875	109	15	the	the	DET
spir-8875	109	16	tweet	tweet	NOUN
spir-8875	109	17	is	be	AUX
spir-8875	109	18	discarded	discard	VERB
spir-8875	109	19	to	to	PART
spir-8875	109	20	represent	represent	VERB
spir-8875	109	21	only	only	ADV
spir-8875	109	22	the	the	DET
spir-8875	109	23	two	two	NUM
spir-8875	109	24	users	user	NOUN
spir-8875	109	25	and	and	CCONJ
spir-8875	109	26	the	the	DET
spir-8875	109	27	subject	subject	NOUN
spir-8875	109	28	of	of	ADP
spir-8875	109	29	their	their	PRON
spir-8875	109	30	conversation	conversation	NOUN
spir-8875	109	31	.	.	PUNCT
spir-8875	110	1	further	far	ADV
spir-8875	110	2	,	,	PUNCT
spir-8875	110	3	if	if	SCONJ
spir-8875	110	4	@userc	@userc	PROPN
spir-8875	110	5	retweets	retweet	VERB
spir-8875	110	6	#	#	ADV
spir-8875	110	7	topicx	topicx	NOUN
spir-8875	110	8	to	to	ADP
spir-8875	110	9	their	their	PRON
spir-8875	110	10	network	network	NOUN
spir-8875	110	11	,	,	PUNCT
spir-8875	110	12	we	we	PRON
spir-8875	110	13	can	can	AUX
spir-8875	110	14	see	see	VERB
spir-8875	110	15	how	how	SCONJ
spir-8875	110	16	that	that	DET
spir-8875	110	17	topic	topic	NOUN
spir-8875	110	18	travelled	travel	VERB
spir-8875	110	19	across	across	ADP
spir-8875	110	20	additional	additional	ADJ
spir-8875	110	21	communication	communication	NOUN
spir-8875	110	22	networks	network	NOUN
spir-8875	110	23	.	.	PUNCT
spir-8875	111	1	in	in	ADP
spir-8875	111	2	other	other	ADJ
spir-8875	111	3	words	word	NOUN
spir-8875	111	4	figure	figure	VERB
spir-8875	111	5	1	1	NUM
spir-8875	111	6	represents	represent	VERB
spir-8875	111	7	who	who	PRON
spir-8875	111	8	is	be	AUX
spir-8875	111	9	saying	say	VERB
spir-8875	111	10	what	what	PRON
spir-8875	111	11	to	to	ADP
spir-8875	111	12	whom	whom	PRON
spir-8875	111	13	.	.	PUNCT
spir-8875	112	1	node	node	ADJ
spir-8875	112	2	size	size	NOUN
spir-8875	112	3	indicates	indicate	VERB
spir-8875	112	4	how	how	SCONJ
spir-8875	112	5	many	many	ADJ
spir-8875	112	6	times	time	NOUN
spir-8875	112	7	an	an	DET
spir-8875	112	8	item	item	NOUN
spir-8875	112	9	is	be	AUX
spir-8875	112	10	mentioned	mention	VERB
spir-8875	112	11	,	,	PUNCT
spir-8875	112	12	with	with	ADP
spir-8875	112	13	172	172	NUM
spir-8875	112	14	topics	topic	NOUN
spir-8875	112	15	being	be	AUX
spir-8875	112	16	discussed	discuss	VERB
spir-8875	112	17	.	.	PUNCT
spir-8875	113	1	the	the	DET
spir-8875	113	2	larger	large	ADJ
spir-8875	113	3	nodes	node	NOUN
spir-8875	113	4	are	be	AUX
spir-8875	113	5	more	more	ADV
spir-8875	113	6	active	active	ADJ
spir-8875	113	7	users	user	NOUN
spir-8875	113	8	or	or	CCONJ
spir-8875	113	9	more	more	ADV
spir-8875	113	10	talked	talk	VERB
spir-8875	113	11	about	about	ADP
spir-8875	113	12	topics	topic	NOUN
spir-8875	113	13	.	.	PUNCT
spir-8875	114	1	betweenness	betweenness	NOUN
spir-8875	114	2	centrality	centrality	NOUN
spir-8875	114	3	metrics	metric	NOUN
spir-8875	114	4	revealed	reveal	VERB
spir-8875	114	5	the	the	DET
spir-8875	114	6	network	network	NOUN
spir-8875	114	7	influencers	influencer	NOUN
spir-8875	114	8	:	:	PUNCT
spir-8875	114	9	the	the	DET
spir-8875	114	10	green	green	ADJ
spir-8875	114	11	nodes	node	NOUN
spir-8875	114	12	are	be	AUX
spir-8875	114	13	the	the	DET
spir-8875	114	14	most	most	ADV
spir-8875	114	15	influential	influential	ADJ
spir-8875	114	16	users	user	NOUN
spir-8875	114	17	and	and	CCONJ
spir-8875	114	18	the	the	DET
spir-8875	114	19	pink	pink	ADJ
spir-8875	114	20	nodes	node	NOUN
spir-8875	114	21	indicate	indicate	VERB
spir-8875	114	22	the	the	DET
spir-8875	114	23	most	most	ADV
spir-8875	114	24	talked	talk	VERB
spir-8875	114	25	about	about	ADP
spir-8875	114	26	topics	topic	NOUN
spir-8875	114	27	.	.	PUNCT
spir-8875	115	1	betweenness	betweenness	ADJ
spir-8875	115	2	centrality	centrality	NOUN
spir-8875	115	3	is	be	AUX
spir-8875	115	4	a	a	DET
spir-8875	115	5	useful	useful	ADJ
spir-8875	115	6	measure	measure	NOUN
spir-8875	115	7	to	to	PART
spir-8875	115	8	employ	employ	VERB
spir-8875	115	9	in	in	ADP
spir-8875	115	10	this	this	DET
spir-8875	115	11	analysis	analysis	NOUN
spir-8875	115	12	,	,	PUNCT
spir-8875	115	13	instead	instead	ADV
spir-8875	115	14	of	of	ADP
spir-8875	115	15	connectivity	connectivity	NOUN
spir-8875	115	16	,	,	PUNCT
spir-8875	115	17	as	as	SCONJ
spir-8875	115	18	it	it	PRON
spir-8875	115	19	not	not	PART
spir-8875	115	20	only	only	ADV
spir-8875	115	21	indicates	indicate	VERB
spir-8875	115	22	the	the	DET
spir-8875	115	23	load	load	NOUN
spir-8875	115	24	of	of	ADP
spir-8875	115	25	the	the	DET
spir-8875	115	26	node	node	NOUN
spir-8875	115	27	within	within	ADP
spir-8875	115	28	the	the	DET
spir-8875	115	29	network	network	NOUN
spir-8875	115	30	but	but	CCONJ
spir-8875	115	31	also	also	ADV
spir-8875	115	32	its	its	PRON
spir-8875	115	33	importance	importance	NOUN
spir-8875	115	34	.	.	PUNCT
spir-8875	116	1	betweenness	betweenness	ADJ
spir-8875	116	2	centrality	centrality	NOUN
spir-8875	116	3	then	then	ADV
spir-8875	116	4	indicates	indicate	VERB
spir-8875	116	5	not	not	PART
spir-8875	116	6	only	only	ADV
spir-8875	116	7	how	how	SCONJ
spir-8875	116	8	many	many	ADJ
spir-8875	116	9	times	time	NOUN
spir-8875	116	10	a	a	DET
spir-8875	116	11	topic	topic	NOUN
spir-8875	116	12	or	or	CCONJ
spir-8875	116	13	user	user	NOUN
spir-8875	116	14	is	be	AUX
spir-8875	116	15	referred	refer	VERB
spir-8875	116	16	to	to	ADP
spir-8875	116	17	,	,	PUNCT
spir-8875	116	18	but	but	CCONJ
spir-8875	116	19	also	also	ADV
spir-8875	116	20	how	how	SCONJ
spir-8875	116	21	significant	significant	ADJ
spir-8875	116	22	it	it	PRON
spir-8875	116	23	is	be	AUX
spir-8875	116	24	within	within	ADP
spir-8875	116	25	the	the	DET
spir-8875	116	26	network	network	NOUN
spir-8875	116	27	,	,	PUNCT
spir-8875	116	28	where	where	SCONJ
spir-8875	116	29	“	"	PUNCT
spir-8875	116	30	a	a	DET
spir-8875	116	31	point	point	NOUN
spir-8875	116	32	in	in	ADP
spir-8875	116	33	a	a	DET
spir-8875	116	34	communication	communication	NOUN
spir-8875	116	35	network	network	NOUN
spir-8875	116	36	is	be	AUX
spir-8875	116	37	central	central	ADJ
spir-8875	116	38	to	to	ADP
spir-8875	116	39	the	the	DET
spir-8875	116	40	extent	extent	NOUN
spir-8875	116	41	that	that	SCONJ
spir-8875	116	42	it	it	PRON
spir-8875	116	43	falls	fall	VERB
spir-8875	116	44	in	in	ADP
spir-8875	116	45	the	the	DET
spir-8875	116	46	shortest	short	ADJ
spir-8875	116	47	path	path	NOUN
spir-8875	116	48	between	between	ADP
spir-8875	116	49	pairs	pair	NOUN
spir-8875	116	50	of	of	ADP
spir-8875	116	51	other	other	ADJ
spir-8875	116	52	points	point	NOUN
spir-8875	116	53	”	"	PUNCT
spir-8875	116	54	(	(	PUNCT
spir-8875	116	55	freeman	freeman	NOUN
spir-8875	116	56	,	,	PUNCT
spir-8875	116	57	1977	1977	NUM
spir-8875	116	58	,	,	PUNCT
spir-8875	116	59	p.	p.	NOUN
spir-8875	116	60	35	35	NUM
spir-8875	116	61	)	)	PUNCT
spir-8875	116	62	,	,	PUNCT
spir-8875	116	63	and	and	CCONJ
spir-8875	116	64	thus	thus	ADV
spir-8875	116	65	the	the	DET
spir-8875	116	66	control	control	NOUN
spir-8875	116	67	of	of	ADP
spir-8875	116	68	information	information	NOUN
spir-8875	116	69	flow	flow	VERB
spir-8875	116	70	through	through	ADP
spir-8875	116	71	the	the	DET
spir-8875	116	72	network	network	NOUN
spir-8875	116	73	.	.	PUNCT
spir-8875	117	1	processing	process	VERB
spir-8875	117	2	the	the	DET
spir-8875	117	3	data	datum	NOUN
spir-8875	117	4	through	through	ADP
spir-8875	117	5	a	a	DET
spir-8875	117	6	modularity	modularity	NOUN
spir-8875	117	7	analysis	analysis	NOUN
spir-8875	117	8	highlights	highlight	NOUN
spir-8875	117	9	48	48	NUM
spir-8875	117	10	communities	community	NOUN
spir-8875	117	11	within	within	ADP
spir-8875	117	12	the	the	DET
spir-8875	117	13	network	network	NOUN
spir-8875	117	14	,	,	PUNCT
spir-8875	117	15	where	where	SCONJ
spir-8875	117	16	colours	colour	NOUN
spir-8875	117	17	indicate	indicate	VERB
spir-8875	117	18	connectedness	connectedness	NOUN
spir-8875	117	19	.	.	PUNCT
spir-8875	118	1	an	an	DET
spir-8875	118	2	example	example	NOUN
spir-8875	118	3	of	of	ADP
spir-8875	118	4	the	the	DET
spir-8875	118	5	connectedness	connectedness	NOUN
spir-8875	118	6	of	of	ADP
spir-8875	118	7	the	the	DET
spir-8875	118	8	network	network	NOUN
spir-8875	118	9	influencers	influencer	NOUN
spir-8875	118	10	is	be	AUX
spir-8875	118	11	@daley_pearson	@daley_pearson	NOUN
spir-8875	118	12	,	,	PUNCT
spir-8875	118	13	the	the	DET
spir-8875	118	14	#	#	SYM
spir-8875	118	15	7dayslater	7dayslater	NUM
spir-8875	118	16	director	director	NOUN
spir-8875	118	17	,	,	PUNCT
spir-8875	118	18	having	have	VERB
spir-8875	118	19	a	a	DET
spir-8875	118	20	large	large	ADJ
spir-8875	118	21	purple	purple	ADJ
spir-8875	118	22	connected	connected	ADJ
spir-8875	118	23	community	community	NOUN
spir-8875	118	24	,	,	PUNCT
spir-8875	118	25	whereas	whereas	SCONJ
spir-8875	118	26	@tokyostuntbear	@tokyostuntbear	ADV
spir-8875	118	27	,	,	PUNCT
spir-8875	118	28	one	one	NUM
spir-8875	118	29	of	of	ADP
spir-8875	118	30	the	the	DET
spir-8875	118	31	professional	professional	ADJ
spir-8875	118	32	directorial	directorial	ADJ
spir-8875	118	33	contributors	contributor	NOUN
spir-8875	118	34	has	have	VERB
spir-8875	118	35	a	a	DET
spir-8875	118	36	reasonably	reasonably	ADV
spir-8875	118	37	connected	connected	ADJ
spir-8875	118	38	brown	brown	ADJ
spir-8875	118	39	network	network	NOUN
spir-8875	118	40	.	.	PUNCT
spir-8875	119	1	figure	figure	VERB
spir-8875	119	2	1	1	NUM
spir-8875	119	3	the	the	DET
spir-8875	119	4	#	#	SYM
spir-8875	119	5	7dayslater	7dayslater	NUM
spir-8875	119	6	twitter	twitter	NOUN
spir-8875	119	7	network	network	NOUN
spir-8875	119	8	the	the	DET
spir-8875	119	9	preliminary	preliminary	ADJ
spir-8875	119	10	quantitative	quantitative	ADJ
spir-8875	119	11	analysis	analysis	NOUN
spir-8875	119	12	established	establish	VERB
spir-8875	119	13	the	the	DET
spir-8875	119	14	following	follow	VERB
spir-8875	119	15	top	top	ADJ
spir-8875	119	16	ten	ten	NUM
spir-8875	119	17	users	user	NOUN
spir-8875	119	18	:	:	PUNCT
spir-8875	120	1	1	1	X
spir-8875	120	2	.	.	X
spir-8875	121	1	@7dayslatertv	@7dayslatertv	NOUN
spir-8875	121	2	2	2	NUM
spir-8875	121	3	.	.	X
spir-8875	121	4	@daley_pearson	@daley_pearson	NOUN
spir-8875	121	5	3	3	NUM
spir-8875	121	6	.	.	PUNCT
spir-8875	122	1	@harrisonthefan	@harrisonthefan	NUM
spir-8875	122	2	4	4	NUM
spir-8875	122	3	.	.	X
spir-8875	122	4	@mwhalan	@mwhalan	PROPN
spir-8875	122	5	5	5	NUM
spir-8875	122	6	.	.	PUNCT
spir-8875	123	1	@henry_and_aaron	@henry_and_aaron	PROPN
spir-8875	123	2	6	6	NUM
spir-8875	123	3	.	.	PUNCT
spir-8875	124	1	@bajopants	@bajopant	NOUN
spir-8875	124	2	7	7	NUM
spir-8875	124	3	.	.	PUNCT
spir-8875	125	1	@abc2	@abc2	VERB
spir-8875	125	2	8	8	NUM
spir-8875	125	3	.	.	PUNCT
spir-8875	126	1	@washingtonx	@washingtonx	PROPN
spir-8875	126	2	9	9	NUM
spir-8875	126	3	.	.	X
spir-8875	126	4	@jordanrasko	@jordanrasko	PROPN
spir-8875	126	5	10	10	NUM
spir-8875	126	6	.	.	PUNCT
spir-8875	127	1	@tomandalex	@tomandalex	PROPN
spir-8875	127	2	the	the	DET
spir-8875	127	3	analysis	analysis	NOUN
spir-8875	127	4	also	also	ADV
spir-8875	127	5	reveals	reveal	VERB
spir-8875	127	6	the	the	DET
spir-8875	127	7	top	top	ADJ
spir-8875	127	8	ten	ten	NUM
spir-8875	127	9	topics	topic	NOUN
spir-8875	127	10	talked	talk	VERB
spir-8875	127	11	about	about	ADP
spir-8875	127	12	were	be	AUX
spir-8875	127	13	:	:	PUNCT
spir-8875	127	14	1	1	X
spir-8875	127	15	.	.	PUNCT
spir-8875	128	1	#	#	SYM
spir-8875	128	2	7dayslater	7dayslater	NUM
spir-8875	128	3	2	2	NUM
spir-8875	128	4	.	.	PUNCT
spir-8875	128	5	#	#	SYM
spir-8875	128	6	qanda	qanda	NOUN
spir-8875	128	7	3	3	NUM
spir-8875	128	8	.	.	PUNCT
spir-8875	129	1	#	#	SYM
spir-8875	129	2	zanda	zanda	NOUN
spir-8875	129	3	4	4	NUM
spir-8875	129	4	.	.	PUNCT
spir-8875	130	1	#	#	SYM
spir-8875	130	2	spooky	spooky	NOUN
spir-8875	130	3	5	5	NUM
spir-8875	130	4	.	.	PUNCT
spir-8875	131	1	#	#	SYM
spir-8875	131	2	animation	animation	NOUN
spir-8875	131	3	6	6	NUM
spir-8875	131	4	.	.	PUNCT
spir-8875	132	1	#	#	SYM
spir-8875	132	2	flightoftheconchords	flightoftheconchord	NOUN
spir-8875	132	3	7	7	NUM
spir-8875	132	4	.	.	PUNCT
spir-8875	133	1	#	#	SYM
spir-8875	133	2	western	western	ADJ
spir-8875	133	3	8	8	NUM
spir-8875	133	4	.	.	PUNCT
spir-8875	134	1	#	#	SYM
spir-8875	134	2	hawaii	hawaii	NOUN
spir-8875	134	3	9	9	NUM
spir-8875	134	4	.	.	PUNCT
spir-8875	135	1	#	#	SYM
spir-8875	135	2	ggtv	ggtv	PROPN
spir-8875	135	3	10	10	NUM
spir-8875	135	4	.	.	PUNCT
spir-8875	136	1	#	#	SYM
spir-8875	136	2	zombie	zombie	VERB
spir-8875	136	3	if	if	SCONJ
spir-8875	136	4	we	we	PRON
spir-8875	136	5	eliminate	eliminate	VERB
spir-8875	136	6	all	all	PRON
spir-8875	136	7	of	of	ADP
spir-8875	136	8	the	the	DET
spir-8875	136	9	abc	abc	PROPN
spir-8875	136	10	staff	staff	NOUN
spir-8875	136	11	twitter	twitter	NOUN
spir-8875	136	12	handles	handle	NOUN
spir-8875	136	13	(	(	PUNCT
spir-8875	136	14	@7dayslatertv	@7dayslatertv	PROPN
spir-8875	136	15	,	,	PUNCT
spir-8875	136	16	@daley_pearson	@daley_pearson	NOUN
spir-8875	136	17	,	,	PUNCT
spir-8875	136	18	@bajopants	@bajopant	NOUN
spir-8875	136	19	,	,	PUNCT
spir-8875	136	20	@abc2	@abc2	PROPN
spir-8875	136	21	,	,	PUNCT
spir-8875	136	22	@jordanrasko	@jordanrasko	PROPN
spir-8875	136	23	and	and	CCONJ
spir-8875	136	24	@tomandalex	@tomandalex	PROPN
spir-8875	136	25	)	)	PUNCT
spir-8875	136	26	along	along	ADP
spir-8875	136	27	with	with	ADP
spir-8875	136	28	celebrities	celebrity	NOUN
spir-8875	136	29	and	and	CCONJ
spir-8875	136	30	external	external	ADJ
spir-8875	136	31	production	production	NOUN
spir-8875	136	32	professionals	professional	NOUN
spir-8875	136	33	(	(	PUNCT
spir-8875	136	34	@henry_and_aaron	@henry_and_aaron	PROPN
spir-8875	136	35	,	,	PUNCT
spir-8875	136	36	and	and	CCONJ
spir-8875	136	37	washingtonx	washingtonx	NOUN
spir-8875	136	38	)	)	PUNCT
spir-8875	136	39	,	,	PUNCT
spir-8875	136	40	@harrisonthefan	@harrisonthefan	PROPN
spir-8875	136	41	and	and	CCONJ
spir-8875	136	42	@mwhalan	@mwhalan	PROPN
spir-8875	136	43	are	be	AUX
spir-8875	136	44	the	the	DET
spir-8875	136	45	top	top	ADJ
spir-8875	136	46	two	two	NUM
spir-8875	136	47	network	network	NOUN
spir-8875	136	48	influencers	influencer	NOUN
spir-8875	136	49	.	.	PUNCT
spir-8875	137	1	to	to	PART
spir-8875	137	2	enable	enable	VERB
spir-8875	137	3	a	a	DET
spir-8875	137	4	sizeable	sizeable	ADJ
spir-8875	137	5	sample	sample	NOUN
spir-8875	137	6	of	of	ADP
spir-8875	137	7	contributors	contributor	NOUN
spir-8875	137	8	to	to	PART
spir-8875	137	9	investigate	investigate	VERB
spir-8875	137	10	,	,	PUNCT
spir-8875	137	11	@zenjito	@zenjito	PROPN
spir-8875	137	12	,	,	PUNCT
spir-8875	137	13	@jarradseng	@jarradseng	PROPN
spir-8875	137	14	and	and	CCONJ
spir-8875	137	15	@mikey_nicholson	@mikey_nicholson	NOUN
spir-8875	137	16	were	be	AUX
spir-8875	137	17	also	also	ADV
spir-8875	137	18	included	include	VERB
spir-8875	137	19	.	.	PUNCT
spir-8875	138	1	from	from	ADP
spir-8875	138	2	the	the	DET
spir-8875	138	3	highest	high	ADJ
spir-8875	138	4	engaged	engaged	ADJ
spir-8875	138	5	topics	topic	NOUN
spir-8875	138	6	,	,	PUNCT
spir-8875	138	7	it	it	PRON
spir-8875	138	8	is	be	AUX
spir-8875	138	9	also	also	ADV
spir-8875	138	10	clear	clear	ADJ
spir-8875	138	11	that	that	SCONJ
spir-8875	138	12	episode	episode	NOUN
spir-8875	138	13	3	3	NUM
spir-8875	138	14	,	,	PUNCT
spir-8875	138	15	zombies	zombie	NOUN
spir-8875	138	16	flight	flight	NOUN
spir-8875	138	17	for	for	ADP
spir-8875	138	18	equality	equality	NOUN
spir-8875	138	19	(	(	PUNCT
spir-8875	138	20	#	#	NOUN
spir-8875	138	21	zanda	zanda	NOUN
spir-8875	138	22	)	)	PUNCT
spir-8875	138	23	and	and	CCONJ
spir-8875	138	24	episode	episode	NOUN
spir-8875	138	25	5	5	NUM
spir-8875	138	26	,	,	PUNCT
spir-8875	138	27	a	a	DET
spir-8875	138	28	bullet	bullet	NOUN
spir-8875	138	29	with	with	ADP
spir-8875	138	30	braille	braille	NOUN
spir-8875	138	31	on	on	ADP
spir-8875	138	32	it	it	PRON
spir-8875	138	33	,	,	PUNCT
spir-8875	138	34	were	be	AUX
spir-8875	138	35	the	the	DET
spir-8875	138	36	most	most	ADV
spir-8875	138	37	engaged	engaged	ADJ
spir-8875	138	38	episodes	episode	NOUN
spir-8875	138	39	of	of	ADP
spir-8875	138	40	the	the	DET
spir-8875	138	41	season	season	NOUN
spir-8875	138	42	–	–	PUNCT
spir-8875	138	43	a	a	DET
spir-8875	138	44	fact	fact	NOUN
spir-8875	138	45	confirmed	confirm	VERB
spir-8875	138	46	during	during	ADP
spir-8875	138	47	the	the	DET
spir-8875	138	48	interview	interview	NOUN
spir-8875	138	49	with	with	ADP
spir-8875	138	50	supervising	supervise	VERB
spir-8875	138	51	producer	producer	NOUN
spir-8875	138	52	,	,	PUNCT
spir-8875	138	53	richard	richard	PROPN
spir-8875	138	54	huddleston	huddleston	PROPN
spir-8875	138	55	.	.	PUNCT
spir-8875	139	1	this	this	DET
spir-8875	139	2	quantitative	quantitative	ADJ
spir-8875	139	3	analysis	analysis	NOUN
spir-8875	139	4	provides	provide	VERB
spir-8875	139	5	the	the	DET
spir-8875	139	6	basis	basis	NOUN
spir-8875	139	7	for	for	ADP
spir-8875	139	8	the	the	DET
spir-8875	139	9	highly	highly	ADV
spir-8875	139	10	focussed	focussed	ADJ
spir-8875	139	11	qualitative	qualitative	ADJ
spir-8875	139	12	research	research	NOUN
spir-8875	139	13	:	:	PUNCT
spir-8875	139	14	interviews	interview	NOUN
spir-8875	139	15	with	with	ADP
spir-8875	139	16	the	the	DET
spir-8875	139	17	#	#	SYM
spir-8875	139	18	7dayslater	7dayslater	NUM
spir-8875	139	19	team	team	NOUN
spir-8875	139	20	and	and	CCONJ
spir-8875	139	21	the	the	DET
spir-8875	139	22	most	most	ADV
spir-8875	139	23	influential	influential	ADJ
spir-8875	139	24	twitter	twitter	NOUN
spir-8875	139	25	contributors	contributor	NOUN
spir-8875	139	26	.	.	PUNCT
spir-8875	140	1	the	the	DET
spir-8875	140	2	psm	psm	NOUN
spir-8875	140	3	co	co	ADJ
spir-8875	140	4	-	-	ADJ
spir-8875	140	5	creative	creative	ADJ
spir-8875	140	6	production	production	NOUN
spir-8875	140	7	model	model	NOUN
spir-8875	140	8	that	that	PRON
spir-8875	140	9	includes	include	VERB
spir-8875	140	10	social	social	ADJ
spir-8875	140	11	tv	tv	NOUN
spir-8875	140	12	on	on	ADP
spir-8875	140	13	the	the	DET
spir-8875	140	14	surface	surface	NOUN
spir-8875	140	15	,	,	PUNCT
spir-8875	140	16	it	it	PRON
spir-8875	140	17	would	would	AUX
spir-8875	140	18	appear	appear	VERB
spir-8875	140	19	that	that	SCONJ
spir-8875	140	20	the	the	DET
spir-8875	140	21	most	most	ADV
spir-8875	140	22	engaged	engaged	ADJ
spir-8875	140	23	contributors	contributor	NOUN
spir-8875	140	24	to	to	ADP
spir-8875	140	25	#	#	SYM
spir-8875	140	26	7dayslater	7dayslater	NUM
spir-8875	140	27	via	via	ADP
spir-8875	140	28	twitter	twitter	NOUN
spir-8875	140	29	are	be	AUX
spir-8875	140	30	the	the	DET
spir-8875	140	31	professional	professional	ADJ
spir-8875	140	32	staff	staff	NOUN
spir-8875	140	33	working	work	VERB
spir-8875	140	34	on	on	ADP
spir-8875	140	35	the	the	DET
spir-8875	140	36	program	program	NOUN
spir-8875	140	37	,	,	PUNCT
spir-8875	140	38	closely	closely	ADV
spir-8875	140	39	followed	follow	VERB
spir-8875	140	40	by	by	ADP
spir-8875	140	41	groups	group	NOUN
spir-8875	140	42	or	or	CCONJ
spir-8875	140	43	individuals	individual	NOUN
spir-8875	140	44	who	who	PRON
spir-8875	140	45	are	be	AUX
spir-8875	140	46	part	part	NOUN
spir-8875	140	47	of	of	ADP
spir-8875	140	48	external	external	ADJ
spir-8875	140	49	production	production	NOUN
spir-8875	140	50	houses	house	NOUN
spir-8875	140	51	.	.	PUNCT
spir-8875	141	1	this	this	DET
spir-8875	141	2	result	result	NOUN
spir-8875	141	3	is	be	AUX
spir-8875	141	4	expected	expect	VERB
spir-8875	141	5	,	,	PUNCT
spir-8875	141	6	however	however	ADV
spir-8875	141	7	it	it	PRON
spir-8875	141	8	is	be	AUX
spir-8875	141	9	the	the	DET
spir-8875	141	10	non	non	ADJ
spir-8875	141	11	-	-	ADJ
spir-8875	141	12	aligned	aligned	ADJ
spir-8875	141	13	network	network	NOUN
spir-8875	141	14	influencers	influencer	NOUN
spir-8875	141	15	that	that	PRON
spir-8875	141	16	are	be	AUX
spir-8875	141	17	of	of	ADP
spir-8875	141	18	most	most	ADJ
spir-8875	141	19	interest	interest	NOUN
spir-8875	141	20	.	.	PUNCT
spir-8875	142	1	for	for	ADP
spir-8875	142	2	example	example	NOUN
spir-8875	142	3	@harrisonthefan	@harrisonthefan	PROPN
spir-8875	142	4	(	(	PUNCT
spir-8875	142	5	figure	figure	NOUN
spir-8875	142	6	2	2	NUM
spir-8875	142	7	)	)	PUNCT
spir-8875	142	8	and	and	CCONJ
spir-8875	142	9	@mikey_nicholson	@mikey_nicholson	NOUN
spir-8875	142	10	are	be	AUX
spir-8875	142	11	aspiring	aspire	VERB
spir-8875	142	12	media	medium	NOUN
spir-8875	142	13	professionals	professional	NOUN
spir-8875	142	14	who	who	PRON
spir-8875	142	15	may	may	AUX
spir-8875	142	16	have	have	AUX
spir-8875	142	17	contributed	contribute	VERB
spir-8875	142	18	to	to	ADP
spir-8875	142	19	the	the	DET
spir-8875	142	20	program	program	NOUN
spir-8875	142	21	as	as	ADP
spir-8875	142	22	an	an	DET
spir-8875	142	23	avenue	avenue	NOUN
spir-8875	142	24	of	of	ADP
spir-8875	142	25	demonstrating	demonstrate	VERB
spir-8875	142	26	their	their	PRON
spir-8875	142	27	creative	creative	ADJ
spir-8875	142	28	talents	talent	NOUN
spir-8875	142	29	,	,	PUNCT
spir-8875	142	30	while	while	SCONJ
spir-8875	142	31	it	it	PRON
spir-8875	142	32	is	be	AUX
spir-8875	142	33	likely	likely	ADJ
spir-8875	142	34	that	that	SCONJ
spir-8875	142	35	@zenjito	@zenjito	PROPN
spir-8875	142	36	,	,	PUNCT
spir-8875	142	37	@jaradseng	@jaradseng	PROPN
spir-8875	142	38	and	and	CCONJ
spir-8875	142	39	@mwhalan	@mwhalan	PROPN
spir-8875	142	40	were	be	AUX
spir-8875	142	41	highly	highly	ADV
spir-8875	142	42	engaged	engage	VERB
spir-8875	142	43	simply	simply	ADV
spir-8875	142	44	as	as	ADP
spir-8875	142	45	fans	fan	NOUN
spir-8875	142	46	of	of	ADP
spir-8875	142	47	the	the	DET
spir-8875	142	48	series	series	NOUN
spir-8875	142	49	.	.	PUNCT
spir-8875	143	1	figure	figure	NOUN
spir-8875	143	2	2	2	NUM
spir-8875	143	3	@harrisonthefan	@harrisonthefan	PROPN
spir-8875	143	4	’s	’s	PART
spir-8875	143	5	twitter	twitter	NOUN
spir-8875	143	6	profile	profile	NOUN
spir-8875	143	7	indicating	indicate	VERB
spir-8875	143	8	he	he	PRON
spir-8875	143	9	is	be	AUX
spir-8875	143	10	an	an	DET
spir-8875	143	11	aspiring	aspire	VERB
spir-8875	143	12	media	medium	NOUN
spir-8875	143	13	professional	professional	NOUN
spir-8875	143	14	the	the	DET
spir-8875	143	15	next	next	ADJ
spir-8875	143	16	phase	phase	NOUN
spir-8875	143	17	of	of	ADP
spir-8875	143	18	research	research	NOUN
spir-8875	143	19	is	be	AUX
spir-8875	143	20	to	to	PART
spir-8875	143	21	interview	interview	VERB
spir-8875	143	22	these	these	DET
spir-8875	143	23	participants	participant	NOUN
spir-8875	143	24	to	to	PART
spir-8875	143	25	identify	identify	VERB
spir-8875	143	26	the	the	DET
spir-8875	143	27	motivation	motivation	NOUN
spir-8875	143	28	behind	behind	ADP
spir-8875	143	29	their	their	PRON
spir-8875	143	30	contribution	contribution	NOUN
spir-8875	143	31	where	where	SCONJ
spir-8875	143	32	the	the	DET
spir-8875	143	33	results	result	NOUN
spir-8875	143	34	from	from	ADP
spir-8875	143	35	these	these	DET
spir-8875	143	36	interviews	interview	NOUN
spir-8875	143	37	will	will	AUX
spir-8875	143	38	be	be	AUX
spir-8875	143	39	presented	present	VERB
spir-8875	143	40	in	in	ADP
spir-8875	143	41	the	the	DET
spir-8875	143	42	full	full	ADJ
spir-8875	143	43	conference	conference	NOUN
spir-8875	143	44	paper	paper	NOUN
spir-8875	143	45	.	.	PUNCT
spir-8875	144	1	this	this	DET
spir-8875	144	2	research	research	NOUN
spir-8875	144	3	supports	support	VERB
spir-8875	144	4	the	the	DET
spir-8875	144	5	concepts	concept	NOUN
spir-8875	144	6	previously	previously	ADV
spir-8875	144	7	outlined	outline	VERB
spir-8875	144	8	for	for	ADP
spir-8875	144	9	the	the	DET
spir-8875	144	10	role	role	NOUN
spir-8875	144	11	of	of	ADP
spir-8875	144	12	the	the	DET
spir-8875	144	13	cultural	cultural	ADJ
spir-8875	144	14	intermediary	intermediary	NOUN
spir-8875	144	15	in	in	ADP
spir-8875	144	16	the	the	DET
spir-8875	144	17	facilitation	facilitation	NOUN
spir-8875	144	18	of	of	ADP
spir-8875	144	19	the	the	DET
spir-8875	144	20	co	co	ADJ
spir-8875	144	21	-	-	ADJ
spir-8875	144	22	creative	creative	ADJ
spir-8875	144	23	activities	activity	NOUN
spir-8875	144	24	in	in	ADP
spir-8875	144	25	an	an	DET
spir-8875	144	26	online	online	ADJ
spir-8875	144	27	environment	environment	NOUN
spir-8875	144	28	(	(	PUNCT
spir-8875	144	29	hutchinson	hutchinson	PROPN
spir-8875	144	30	2013	2013	NUM
spir-8875	144	31	)	)	PUNCT
spir-8875	144	32	.	.	PUNCT
spir-8875	145	1	the	the	DET
spir-8875	145	2	conversation	conversation	ADJ
spir-8875	145	3	style	style	NOUN
spir-8875	145	4	that	that	SCONJ
spir-8875	145	5	the	the	DET
spir-8875	145	6	facilitating	facilitate	VERB
spir-8875	145	7	abc	abc	PROPN
spir-8875	145	8	cocreators	cocreator	NOUN
spir-8875	145	9	adopt	adopt	VERB
spir-8875	145	10	is	be	AUX
spir-8875	145	11	one	one	NUM
spir-8875	145	12	that	that	PRON
spir-8875	145	13	engages	engage	VERB
spir-8875	145	14	,	,	PUNCT
spir-8875	145	15	inspires	inspire	VERB
spir-8875	145	16	and	and	CCONJ
spir-8875	145	17	encourages	encourage	VERB
spir-8875	145	18	interaction	interaction	NOUN
spir-8875	145	19	with	with	ADP
spir-8875	145	20	the	the	DET
spir-8875	145	21	participants	participant	NOUN
spir-8875	145	22	,	,	PUNCT
spir-8875	145	23	signalling	signal	VERB
spir-8875	145	24	a	a	DET
spir-8875	145	25	development	development	NOUN
spir-8875	145	26	in	in	ADP
spir-8875	145	27	the	the	DET
spir-8875	145	28	collaborative	collaborative	ADJ
spir-8875	145	29	production	production	NOUN
spir-8875	145	30	model	model	NOUN
spir-8875	145	31	that	that	PRON
spir-8875	145	32	engages	engage	VERB
spir-8875	145	33	users	user	NOUN
spir-8875	145	34	across	across	ADP
spir-8875	145	35	multiple	multiple	ADJ
spir-8875	145	36	platforms	platform	NOUN
spir-8875	145	37	.	.	PUNCT
spir-8875	146	1	the	the	DET
spir-8875	146	2	point	point	NOUN
spir-8875	146	3	of	of	ADP
spir-8875	146	4	departure	departure	NOUN
spir-8875	146	5	for	for	ADP
spir-8875	146	6	this	this	DET
spir-8875	146	7	research	research	NOUN
spir-8875	146	8	is	be	AUX
spir-8875	146	9	to	to	PART
spir-8875	146	10	understand	understand	VERB
spir-8875	146	11	how	how	SCONJ
spir-8875	146	12	social	social	ADJ
spir-8875	146	13	network	network	NOUN
spir-8875	146	14	analysis	analysis	NOUN
spir-8875	146	15	can	can	AUX
spir-8875	146	16	be	be	AUX
spir-8875	146	17	embedded	embed	VERB
spir-8875	146	18	into	into	ADP
spir-8875	146	19	the	the	DET
spir-8875	146	20	production	production	NOUN
spir-8875	146	21	process	process	NOUN
spir-8875	146	22	itself	itself	PRON
spir-8875	146	23	.	.	PUNCT
spir-8875	147	1	an	an	DET
spir-8875	147	2	iterative	iterative	NOUN
spir-8875	147	3	production	production	NOUN
spir-8875	147	4	methodology	methodology	NOUN
spir-8875	147	5	that	that	PRON
spir-8875	147	6	engages	engage	VERB
spir-8875	147	7	finely	finely	ADV
spir-8875	147	8	grained	grain	VERB
spir-8875	147	9	social	social	ADJ
spir-8875	147	10	network	network	NOUN
spir-8875	147	11	analysis	analysis	NOUN
spir-8875	147	12	is	be	AUX
spir-8875	147	13	useful	useful	ADJ
spir-8875	147	14	in	in	ADP
spir-8875	147	15	identifying	identify	VERB
spir-8875	147	16	key	key	ADJ
spir-8875	147	17	network	network	NOUN
spir-8875	147	18	influencers	influencer	NOUN
spir-8875	147	19	to	to	PART
spir-8875	147	20	improve	improve	VERB
spir-8875	147	21	our	our	PRON
spir-8875	147	22	understanding	understanding	NOUN
spir-8875	147	23	of	of	ADP
spir-8875	147	24	how	how	SCONJ
spir-8875	147	25	social	social	ADJ
spir-8875	147	26	tv	tv	NOUN
spir-8875	147	27	can	can	AUX
spir-8875	147	28	work	work	VERB
spir-8875	147	29	alongside	alongside	ADP
spir-8875	147	30	a	a	DET
spir-8875	147	31	collaborative	collaborative	ADJ
spir-8875	147	32	television	television	NOUN
spir-8875	147	33	production	production	NOUN
spir-8875	147	34	model	model	NOUN
spir-8875	147	35	.	.	PUNCT
spir-8875	148	1	acknowledgments	acknowledgment	NOUN
spir-8875	148	2	richard	richard	PROPN
spir-8875	148	3	huddleston	huddleston	PROPN
spir-8875	148	4	,	,	PUNCT
spir-8875	148	5	harrison	harrison	PROPN
spir-8875	148	6	engstrom	engstrom	NOUN
spir-8875	148	7	,	,	PUNCT
spir-8875	148	8	axel	axel	PROPN
spir-8875	148	9	bruns	brun	NOUN
spir-8875	148	10	,	,	PUNCT
spir-8875	148	11	rod	rod	NOUN
spir-8875	148	12	mcguinness	mcguinness	NOUN
spir-8875	148	13	,	,	PUNCT
spir-8875	148	14	daley	daley	PROPN
spir-8875	148	15	pearson	pearson	PROPN
spir-8875	148	16	.	.	PUNCT
spir-8875	149	1	references	reference	NOUN
spir-8875	149	2	cunningham	cunningham	PROPN
spir-8875	149	3	,	,	PUNCT
spir-8875	149	4	stuart	stuart	PROPN
spir-8875	149	5	.	.	PUNCT
spir-8875	150	1	(	(	PUNCT
spir-8875	150	2	2013	2013	NUM
spir-8875	150	3	)	)	PUNCT
spir-8875	150	4	.	.	PUNCT
spir-8875	151	1	hidden	hide	VERB
spir-8875	151	2	innovation	innovation	NOUN
spir-8875	151	3	:	:	PUNCT
spir-8875	151	4	policy	policy	NOUN
spir-8875	151	5	,	,	PUNCT
spir-8875	151	6	industry	industry	NOUN
spir-8875	151	7	and	and	CCONJ
spir-8875	151	8	the	the	DET
spir-8875	151	9	creative	creative	ADJ
spir-8875	151	10	sector	sector	NOUN
spir-8875	151	11	.	.	PUNCT
spir-8875	152	1	brisbane	brisbane	NOUN
spir-8875	152	2	:	:	PUNCT
spir-8875	152	3	university	university	NOUN
spir-8875	152	4	of	of	ADP
spir-8875	152	5	queensland	queensland	PROPN
spir-8875	152	6	press	press	PROPN
spir-8875	152	7	.	.	PUNCT
spir-8875	153	1	debrett	debrett	PROPN
spir-8875	153	2	,	,	PUNCT
spir-8875	153	3	m.	m.	NOUN
spir-8875	153	4	(	(	PUNCT
spir-8875	153	5	2010	2010	NUM
spir-8875	153	6	)	)	PUNCT
spir-8875	153	7	.	.	PUNCT
spir-8875	154	1	reinventing	reinvent	VERB
spir-8875	154	2	public	public	ADJ
spir-8875	154	3	service	service	NOUN
spir-8875	154	4	television	television	NOUN
spir-8875	154	5	for	for	ADP
spir-8875	154	6	the	the	DET
spir-8875	154	7	digital	digital	ADJ
spir-8875	154	8	future	future	NOUN
spir-8875	154	9	.	.	PUNCT
spir-8875	155	1	bristol	bristol	NOUN
spir-8875	155	2	:	:	PUNCT
spir-8875	155	3	intellect	intellect	PROPN
spir-8875	155	4	.	.	PUNCT
spir-8875	156	1	hutchinson	hutchinson	PROPN
spir-8875	156	2	,	,	PUNCT
spir-8875	156	3	jonathon	jonathon	PROPN
spir-8875	156	4	.	.	PUNCT
spir-8875	157	1	(	(	PUNCT
spir-8875	157	2	2013	2013	NUM
spir-8875	157	3	)	)	PUNCT
spir-8875	157	4	.	.	PUNCT
spir-8875	158	1	communication	communication	NOUN
spir-8875	158	2	models	model	NOUN
spir-8875	158	3	of	of	ADP
spir-8875	158	4	instituional	instituional	ADJ
spir-8875	158	5	online	online	ADJ
spir-8875	158	6	communities	community	NOUN
spir-8875	158	7	:	:	PUNCT
spir-8875	158	8	the	the	DET
spir-8875	158	9	role	role	NOUN
spir-8875	158	10	of	of	ADP
spir-8875	158	11	the	the	DET
spir-8875	158	12	abc	abc	PROPN
spir-8875	158	13	cultural	cultural	ADJ
spir-8875	158	14	intermediary	intermediary	NOUN
spir-8875	158	15	.	.	PUNCT
spir-8875	159	1	platform	platform	NOUN
spir-8875	159	2	journal	journal	PROPN
spir-8875	159	3	of	of	ADP
spir-8875	159	4	media	medium	NOUN
spir-8875	159	5	and	and	CCONJ
spir-8875	159	6	communication	communication	NOUN
spir-8875	159	7	,	,	PUNCT
spir-8875	159	8	5(1	5(1	NUM
spir-8875	159	9	)	)	PUNCT
spir-8875	159	10	.	.	PUNCT
spir-8875	160	1	license	license	VERB
spir-8875	160	2	this	this	DET
spir-8875	160	3	article	article	NOUN
spir-8875	160	4	is	be	AUX
spir-8875	160	5	©	©	PROPN
spir-8875	160	6	2014	2014	NUM
spir-8875	160	7	author	author	NOUN
spir-8875	160	8	,	,	PUNCT
spir-8875	160	9	and	and	CCONJ
spir-8875	160	10	licensed	license	VERB
spir-8875	160	11	under	under	ADP
spir-8875	160	12	cc	cc	NOUN
spir-8875	160	13	by	by	ADP
spir-8875	160	14	-	-	PUNCT
spir-8875	160	15	nc	nc	PROPN
spir-8875	160	16	.	.	PROPN
spir-8875	160	17	mapping	map	VERB
spir-8875	160	18	social	social	ADJ
spir-8875	160	19	tv	tv	NOUN
spir-8875	160	20	audiences	audience	NOUN
spir-8875	160	21	:	:	PUNCT
spir-8875	160	22	the	the	DET
spir-8875	160	23	footprints	footprint	NOUN
spir-8875	160	24	of	of	ADP
spir-8875	160	25	leading	lead	VERB
spir-8875	160	26	shows	show	NOUN
spir-8875	160	27	in	in	ADP
spir-8875	160	28	the	the	DET
spir-8875	160	29	australian	australian	ADJ
spir-8875	160	30	twittersphere	twittersphere	PROPN
spir-8875	160	31	axel	axel	PROPN
spir-8875	160	32	bruns	bruns	PROPN
spir-8875	160	33	queensland	queensland	PROPN
spir-8875	160	34	university	university	PROPN
spir-8875	160	35	of	of	ADP
spir-8875	160	36	technology	technology	PROPN
spir-8875	160	37	darryl	darryl	PROPN
spir-8875	160	38	woodford	woodford	PROPN
spir-8875	160	39	queensland	queensland	PROPN
spir-8875	160	40	university	university	PROPN
spir-8875	160	41	of	of	ADP
spir-8875	160	42	technology	technology	PROPN
spir-8875	160	43	tim	tim	PROPN
spir-8875	160	44	highfield	highfield	PROPN
spir-8875	160	45	queensland	queensland	PROPN
spir-8875	160	46	university	university	PROPN
spir-8875	160	47	of	of	ADP
spir-8875	160	48	technology	technology	PROPN
spir-8875	160	49	katie	katie	PROPN
spir-8875	160	50	prowd	prowd	PROPN
spir-8875	160	51	queensland	queensland	PROPN
spir-8875	160	52	university	university	PROPN
spir-8875	160	53	of	of	ADP
spir-8875	160	54	technology	technology	NOUN
spir-8875	160	55	abstract	abstract	NOUN
spir-8875	160	56	drawing	draw	VERB
spir-8875	160	57	on	on	ADP
spir-8875	160	58	the	the	DET
spir-8875	160	59	results	result	NOUN
spir-8875	160	60	of	of	ADP
spir-8875	160	61	a	a	DET
spir-8875	160	62	long	long	ADJ
spir-8875	160	63	-	-	PUNCT
spir-8875	160	64	term	term	NOUN
spir-8875	160	65	research	research	NOUN
spir-8875	160	66	project	project	NOUN
spir-8875	160	67	into	into	ADP
spir-8875	160	68	the	the	DET
spir-8875	160	69	network	network	NOUN
spir-8875	160	70	structure	structure	NOUN
spir-8875	160	71	of	of	ADP
spir-8875	160	72	the	the	DET
spir-8875	160	73	australian	australian	ADJ
spir-8875	160	74	twittersphere	twittersphere	NOUN
spir-8875	160	75	,	,	PUNCT
spir-8875	160	76	combined	combine	VERB
spir-8875	160	77	with	with	ADP
spir-8875	160	78	an	an	DET
spir-8875	160	79	investigation	investigation	NOUN
spir-8875	160	80	of	of	ADP
spir-8875	160	81	audience	audience	NOUN
spir-8875	160	82	participation	participation	NOUN
spir-8875	160	83	through	through	ADP
spir-8875	160	84	social	social	ADJ
spir-8875	160	85	media	medium	NOUN
spir-8875	160	86	in	in	ADP
spir-8875	160	87	selected	select	VERB
spir-8875	160	88	reality	reality	NOUN
spir-8875	160	89	tv	tv	NOUN
spir-8875	160	90	and	and	CCONJ
spir-8875	160	91	political	political	ADJ
spir-8875	160	92	debate	debate	NOUN
spir-8875	160	93	shows	show	NOUN
spir-8875	160	94	,	,	PUNCT
spir-8875	160	95	this	this	DET
spir-8875	160	96	paper	paper	NOUN
spir-8875	160	97	maps	map	VERB
spir-8875	160	98	the	the	DET
spir-8875	160	99	location	location	NOUN
spir-8875	160	100	of	of	ADP
spir-8875	160	101	the	the	DET
spir-8875	160	102	twitter	twitter	NOUN
spir-8875	160	103	communities	community	NOUN
spir-8875	160	104	participating	participate	VERB
spir-8875	160	105	in	in	ADP
spir-8875	160	106	the	the	DET
spir-8875	160	107	social	social	ADJ
spir-8875	160	108	tv	tv	NOUN
spir-8875	160	109	components	component	NOUN
spir-8875	160	110	of	of	ADP
spir-8875	160	111	the	the	DET
spir-8875	160	112	selected	select	VERB
spir-8875	160	113	shows	show	NOUN
spir-8875	160	114	onto	onto	ADP
spir-8875	160	115	the	the	DET
spir-8875	160	116	underlying	underlie	VERB
spir-8875	160	117	follower	follower	NOUN
spir-8875	160	118	/	/	SYM
spir-8875	160	119	followee	followee	NOUN
spir-8875	160	120	network	network	NOUN
spir-8875	160	121	structure	structure	NOUN
spir-8875	160	122	of	of	ADP
spir-8875	160	123	the	the	DET
spir-8875	160	124	australian	australian	ADJ
spir-8875	160	125	national	national	PROPN
spir-8875	160	126	twittersphere	twittersphere	PROPN
spir-8875	160	127	.	.	PUNCT
spir-8875	161	1	in	in	ADP
spir-8875	161	2	doing	do	VERB
spir-8875	161	3	so	so	ADV
spir-8875	161	4	,	,	PUNCT
spir-8875	161	5	it	it	PRON
spir-8875	161	6	addresses	address	VERB
spir-8875	161	7	questions	question	NOUN
spir-8875	161	8	about	about	ADP
spir-8875	161	9	the	the	DET
spir-8875	161	10	homology	homology	NOUN
spir-8875	161	11	or	or	CCONJ
spir-8875	161	12	distinctions	distinction	NOUN
spir-8875	161	13	between	between	ADP
spir-8875	161	14	the	the	DET
spir-8875	161	15	social	social	ADJ
spir-8875	161	16	tv	tv	NOUN
spir-8875	161	17	audiences	audience	NOUN
spir-8875	161	18	for	for	ADP
spir-8875	161	19	the	the	DET
spir-8875	161	20	different	different	ADJ
spir-8875	161	21	shows	show	NOUN
spir-8875	161	22	;	;	PUNCT
spir-8875	161	23	the	the	DET
spir-8875	161	24	correlation	correlation	NOUN
spir-8875	161	25	between	between	ADP
spir-8875	161	26	existing	exist	VERB
spir-8875	161	27	follower	follower	NOUN
spir-8875	161	28	/	/	SYM
spir-8875	161	29	followee	followee	NOUN
spir-8875	161	30	relationships	relationship	NOUN
spir-8875	161	31	and	and	CCONJ
spir-8875	161	32	participation	participation	NOUN
spir-8875	161	33	in	in	ADP
spir-8875	161	34	specific	specific	ADJ
spir-8875	161	35	social	social	ADJ
spir-8875	161	36	tv	tv	NOUN
spir-8875	161	37	activities	activity	NOUN
spir-8875	161	38	;	;	PUNCT
spir-8875	161	39	and	and	CCONJ
spir-8875	161	40	the	the	DET
spir-8875	161	41	effects	effect	NOUN
spir-8875	161	42	of	of	ADP
spir-8875	161	43	twitter	twitter	NOUN
spir-8875	161	44	activity	activity	NOUN
spir-8875	161	45	related	relate	VERB
spir-8875	161	46	to	to	ADP
spir-8875	161	47	specific	specific	ADJ
spir-8875	161	48	shows	show	NOUN
spir-8875	161	49	in	in	ADP
spir-8875	161	50	making	make	VERB
spir-8875	161	51	these	these	DET
spir-8875	161	52	shows	show	NOUN
spir-8875	161	53	visible	visible	ADJ
spir-8875	161	54	to	to	ADP
spir-8875	161	55	the	the	DET
spir-8875	161	56	entire	entire	ADJ
spir-8875	161	57	national	national	ADJ
spir-8875	161	58	twitter	twitter	NOUN
spir-8875	161	59	network	network	NOUN
spir-8875	161	60	.	.	PUNCT
spir-8875	162	1	the	the	DET
spir-8875	162	2	development	development	NOUN
spir-8875	162	3	of	of	ADP
spir-8875	162	4	such	such	ADJ
spir-8875	162	5	networkbased	networkbased	ADJ
spir-8875	162	6	approaches	approach	NOUN
spir-8875	162	7	to	to	ADP
spir-8875	162	8	the	the	DET
spir-8875	162	9	quantification	quantification	NOUN
spir-8875	162	10	and	and	CCONJ
spir-8875	162	11	visualisation	visualisation	NOUN
spir-8875	162	12	of	of	ADP
spir-8875	162	13	social	social	ADJ
spir-8875	162	14	tv	tv	NOUN
spir-8875	162	15	engagement	engagement	NOUN
spir-8875	162	16	makes	make	VERB
spir-8875	162	17	another	another	DET
spir-8875	162	18	important	important	ADJ
spir-8875	162	19	to	to	ADP
spir-8875	162	20	the	the	DET
spir-8875	162	21	development	development	NOUN
spir-8875	162	22	of	of	ADP
spir-8875	162	23	reliable	reliable	ADJ
spir-8875	162	24	and	and	CCONJ
spir-8875	162	25	generally	generally	ADV
spir-8875	162	26	applicable	applicable	ADJ
spir-8875	162	27	metrics	metric	NOUN
spir-8875	162	28	for	for	ADP
spir-8875	162	29	social	social	ADJ
spir-8875	162	30	television	television	NOUN
spir-8875	162	31	.	.	PUNCT
spir-8875	163	1	mapping	map	VERB
spir-8875	163	2	the	the	DET
spir-8875	163	3	australian	australian	ADJ
spir-8875	163	4	twittersphere	twittersphere	NOUN
spir-8875	163	5	this	this	DET
spir-8875	163	6	paper	paper	NOUN
spir-8875	163	7	builds	build	VERB
spir-8875	163	8	on	on	ADP
spir-8875	163	9	a	a	DET
spir-8875	163	10	long	long	ADJ
spir-8875	163	11	-	-	PUNCT
spir-8875	163	12	term	term	NOUN
spir-8875	163	13	research	research	NOUN
spir-8875	163	14	project	project	NOUN
spir-8875	163	15	which	which	PRON
spir-8875	163	16	seeks	seek	VERB
spir-8875	163	17	to	to	PART
spir-8875	163	18	map	map	VERB
spir-8875	163	19	the	the	DET
spir-8875	163	20	national	national	ADJ
spir-8875	163	21	australian	australian	ADJ
spir-8875	163	22	twittersphere	twittersphere	PROPN
spir-8875	163	23	.	.	PUNCT
spir-8875	164	1	conducting	conduct	VERB
spir-8875	164	2	a	a	DET
spir-8875	164	3	snowball	snowball	ADJ
spir-8875	164	4	crawl	crawl	NOUN
spir-8875	164	5	of	of	ADP
spir-8875	164	6	follower	follower	NOUN
spir-8875	164	7	/	/	SYM
spir-8875	164	8	followee	followee	PROPN
spir-8875	164	9	networks	network	NOUN
spir-8875	164	10	which	which	PRON
spir-8875	164	11	began	begin	VERB
spir-8875	164	12	with	with	ADP
spir-8875	164	13	a	a	DET
spir-8875	164	14	seed	seed	NOUN
spir-8875	164	15	list	list	NOUN
spir-8875	164	16	of	of	ADP
spir-8875	164	17	confirmed	confirm	VERB
spir-8875	164	18	australian	australian	ADJ
spir-8875	164	19	users	user	NOUN
spir-8875	164	20	(	(	PUNCT
spir-8875	164	21	as	as	SCONJ
spir-8875	164	22	defined	define	VERB
spir-8875	164	23	by	by	ADP
spir-8875	164	24	a	a	DET
spir-8875	164	25	number	number	NOUN
spir-8875	164	26	of	of	ADP
spir-8875	164	27	parameters	parameter	NOUN
spir-8875	164	28	set	set	VERB
spir-8875	164	29	in	in	ADP
spir-8875	164	30	the	the	DET
spir-8875	164	31	users	user	NOUN
spir-8875	164	32	’	'	PUNCT
spir-8875	164	33	public	public	ADJ
spir-8875	164	34	twitter	twitter	NOUN
spir-8875	164	35	profiles	profile	NOUN
spir-8875	164	36	,	,	PUNCT
spir-8875	164	37	including	include	VERB
spir-8875	164	38	timezone	timezone	NOUN
spir-8875	164	39	,	,	PUNCT
spir-8875	164	40	gps	gps	PROPN
spir-8875	164	41	coordinates	coordinate	NOUN
spir-8875	164	42	,	,	PUNCT
spir-8875	164	43	location	location	NOUN
spir-8875	164	44	text	text	NOUN
spir-8875	164	45	and	and	CCONJ
spir-8875	164	46	description	description	NOUN
spir-8875	164	47	text	text	NOUN
spir-8875	164	48	)	)	PUNCT
spir-8875	164	49	,	,	PUNCT
spir-8875	164	50	the	the	DET
spir-8875	164	51	project	project	NOUN
spir-8875	164	52	had	have	AUX
spir-8875	164	53	identified	identify	VERB
spir-8875	164	54	more	more	ADJ
spir-8875	164	55	than	than	ADP
spir-8875	164	56	one	one	NUM
spir-8875	164	57	million	million	NUM
spir-8875	164	58	australian	australian	ADJ
spir-8875	164	59	twitter	twitter	NOUN
spir-8875	164	60	accounts	account	NOUN
spir-8875	164	61	and	and	CCONJ
spir-8875	164	62	their	their	PRON
spir-8875	164	63	follower	follower	NOUN
spir-8875	164	64	/	/	SYM
spir-8875	164	65	followee	followee	NOUN
spir-8875	164	66	connections	connection	NOUN
spir-8875	164	67	by	by	ADP
spir-8875	164	68	2013	2013	NUM
spir-8875	164	69	–	–	PUNCT
spir-8875	164	70	out	out	ADP
spir-8875	164	71	of	of	ADP
spir-8875	164	72	an	an	DET
spir-8875	164	73	estimated	estimate	VERB
spir-8875	164	74	2.5	2.5	NUM
spir-8875	164	75	million	million	NUM
spir-8875	164	76	total	total	ADJ
spir-8875	164	77	australian	australian	ADJ
spir-8875	164	78	twitter	twitter	NOUN
spir-8875	164	79	accounts	account	VERB
spir-8875	164	80	as	as	ADP
spir-8875	164	81	of	of	ADP
spir-8875	164	82	march	march	PROPN
spir-8875	164	83	2013	2013	NUM
spir-8875	164	84	(	(	PUNCT
spir-8875	164	85	sensis	sensis	NOUN
spir-8875	164	86	,	,	PUNCT
spir-8875	164	87	2013	2013	NUM
spir-8875	164	88	)	)	PUNCT
spir-8875	164	89	–	–	PUNCT
spir-8875	164	90	and	and	CCONJ
spir-8875	164	91	has	have	AUX
spir-8875	164	92	since	since	SCONJ
spir-8875	164	93	continued	continue	VERB
spir-8875	164	94	to	to	PART
spir-8875	164	95	gather	gather	VERB
spir-8875	164	96	further	further	ADJ
spir-8875	164	97	data	datum	NOUN
spir-8875	164	98	.	.	PUNCT
spir-8875	165	1	in	in	ADP
spir-8875	165	2	2014	2014	NUM
spir-8875	165	3	,	,	PUNCT
spir-8875	165	4	it	it	PRON
spir-8875	165	5	will	will	AUX
spir-8875	165	6	complete	complete	VERB
spir-8875	165	7	a	a	DET
spir-8875	165	8	full	full	ADJ
spir-8875	165	9	scan	scan	NOUN
spir-8875	165	10	of	of	ADP
spir-8875	165	11	the	the	DET
spir-8875	165	12	entire	entire	ADJ
spir-8875	165	13	twitter	twitter	NOUN
spir-8875	165	14	userbase	userbase	NOUN
spir-8875	165	15	for	for	ADP
spir-8875	165	16	australian	australian	ADJ
spir-8875	165	17	accounts	account	NOUN
spir-8875	165	18	.	.	PUNCT
spir-8875	166	1	fig	fig	NOUN
spir-8875	166	2	.	.	PUNCT
spir-8875	167	1	1	1	NUM
spir-8875	167	2	presents	present	VERB
spir-8875	167	3	a	a	DET
spir-8875	167	4	preliminary	preliminary	ADJ
spir-8875	167	5	network	network	NOUN
spir-8875	167	6	map	map	NOUN
spir-8875	167	7	of	of	ADP
spir-8875	167	8	follower	follower	NOUN
spir-8875	167	9	/	/	SYM
spir-8875	167	10	followee	followee	PROPN
spir-8875	167	11	relations	relation	NOUN
spir-8875	167	12	in	in	ADP
spir-8875	167	13	the	the	DET
spir-8875	167	14	australian	australian	ADJ
spir-8875	167	15	twittersphere	twittersphere	NOUN
spir-8875	167	16	,	,	PUNCT
spir-8875	167	17	showing	show	VERB
spir-8875	167	18	the	the	DET
spir-8875	167	19	120,000	120,000	NUM
spir-8875	167	20	most	most	ADV
spir-8875	167	21	connected	connected	ADJ
spir-8875	167	22	users	user	NOUN
spir-8875	167	23	of	of	ADP
spir-8875	167	24	the	the	DET
spir-8875	167	25	one	one	NUM
spir-8875	167	26	million	million	NUM
spir-8875	167	27	accounts	account	NOUN
spir-8875	167	28	identified	identify	VERB
spir-8875	167	29	at	at	ADP
spir-8875	167	30	the	the	DET
spir-8875	167	31	time	time	NOUN
spir-8875	167	32	,	,	PUNCT
spir-8875	167	33	plotted	plot	VERB
spir-8875	167	34	in	in	ADP
spir-8875	167	35	gephi	gephi	ADJ
spir-8875	167	36	using	use	VERB
spir-8875	167	37	a	a	DET
spir-8875	167	38	force	force	NOUN
spir-8875	167	39	atlas	atlas	PROPN
spir-8875	167	40	2	2	NUM
spir-8875	167	41	network	network	NOUN
spir-8875	167	42	visualisation	visualisation	NOUN
spir-8875	167	43	algorithm	algorithm	NOUN
spir-8875	167	44	.	.	PUNCT
spir-8875	168	1	network	network	NOUN
spir-8875	168	2	cluster	cluster	NOUN
spir-8875	168	3	labels	label	NOUN
spir-8875	168	4	were	be	AUX
spir-8875	168	5	derived	derive	VERB
spir-8875	168	6	from	from	ADP
spir-8875	168	7	a	a	DET
spir-8875	168	8	thematic	thematic	ADJ
spir-8875	168	9	classification	classification	NOUN
spir-8875	168	10	of	of	ADP
spir-8875	168	11	the	the	DET
spir-8875	168	12	central	central	ADJ
spir-8875	168	13	accounts	account	NOUN
spir-8875	168	14	in	in	ADP
spir-8875	168	15	each	each	PRON
spir-8875	168	16	of	of	ADP
spir-8875	168	17	the	the	DET
spir-8875	168	18	clusters	cluster	NOUN
spir-8875	168	19	(	(	PUNCT
spir-8875	168	20	see	see	VERB
spir-8875	168	21	bruns	brun	NOUN
spir-8875	168	22	,	,	PUNCT
spir-8875	168	23	burgess	burgess	NOUN
spir-8875	168	24	,	,	PUNCT
spir-8875	168	25	and	and	CCONJ
spir-8875	168	26	highfield	highfield	PROPN
spir-8875	168	27	,	,	PUNCT
spir-8875	168	28	2014	2014	NUM
spir-8875	168	29	,	,	PUNCT
spir-8875	168	30	for	for	ADP
spir-8875	168	31	further	further	ADJ
spir-8875	168	32	detail	detail	NOUN
spir-8875	168	33	on	on	ADP
spir-8875	168	34	this	this	DET
spir-8875	168	35	research	research	NOUN
spir-8875	168	36	)	)	PUNCT
spir-8875	168	37	.	.	PUNCT
spir-8875	169	1	fig	fig	NOUN
spir-8875	169	2	.	.	PUNCT
spir-8875	170	1	1	1	NUM
spir-8875	170	2	:	:	PUNCT
spir-8875	170	3	preliminary	preliminary	ADJ
spir-8875	170	4	map	map	NOUN
spir-8875	170	5	of	of	ADP
spir-8875	170	6	follower	follower	NOUN
spir-8875	170	7	/	/	SYM
spir-8875	170	8	followee	followee	NOUN
spir-8875	170	9	relationships	relationship	NOUN
spir-8875	170	10	in	in	ADP
spir-8875	170	11	the	the	DET
spir-8875	170	12	australian	australian	ADJ
spir-8875	170	13	twittersphere	twittersphere	NOUN
spir-8875	170	14	,	,	PUNCT
spir-8875	170	15	based	base	VERB
spir-8875	170	16	on	on	ADP
spir-8875	170	17	data	datum	NOUN
spir-8875	170	18	for	for	ADP
spir-8875	170	19	~1	~1	ADJ
spir-8875	170	20	million	million	NUM
spir-8875	170	21	accounts	account	NOUN
spir-8875	170	22	.	.	PUNCT
spir-8875	171	1	120,000	120,000	NUM
spir-8875	171	2	most	most	ADV
spir-8875	171	3	connected	connect	VERB
spir-8875	171	4	accounts	account	NOUN
spir-8875	171	5	shown	show	VERB
spir-8875	171	6	.	.	PUNCT
spir-8875	171	7	viewed	view	VERB
spir-8875	171	8	for	for	ADP
spir-8875	171	9	itself	itself	PRON
spir-8875	171	10	,	,	PUNCT
spir-8875	171	11	this	this	DET
spir-8875	171	12	preliminary	preliminary	ADJ
spir-8875	171	13	map	map	NOUN
spir-8875	171	14	reveals	reveal	VERB
spir-8875	171	15	several	several	ADJ
spir-8875	171	16	key	key	ADJ
spir-8875	171	17	patterns	pattern	NOUN
spir-8875	171	18	about	about	ADP
spir-8875	171	19	the	the	DET
spir-8875	171	20	predominant	predominant	ADJ
spir-8875	171	21	interests	interest	NOUN
spir-8875	171	22	of	of	ADP
spir-8875	171	23	australian	australian	ADJ
spir-8875	171	24	twitter	twitter	NOUN
spir-8875	171	25	users	user	NOUN
spir-8875	171	26	.	.	PUNCT
spir-8875	172	1	there	there	PRON
spir-8875	172	2	is	be	VERB
spir-8875	172	3	a	a	DET
spir-8875	172	4	significant	significant	ADJ
spir-8875	172	5	community	community	NOUN
spir-8875	172	6	of	of	ADP
spir-8875	172	7	users	user	NOUN
spir-8875	172	8	,	,	PUNCT
spir-8875	172	9	stretching	stretch	VERB
spir-8875	172	10	across	across	ADP
spir-8875	172	11	several	several	ADJ
spir-8875	172	12	subclusters	subcluster	NOUN
spir-8875	172	13	,	,	PUNCT
spir-8875	172	14	whose	whose	DET
spir-8875	172	15	follower	follower	NOUN
spir-8875	172	16	/	/	SYM
spir-8875	172	17	followee	followee	PROPN
spir-8875	172	18	connections	connection	NOUN
spir-8875	172	19	centre	centre	PROPN
spir-8875	172	20	on	on	ADP
spir-8875	172	21	news	news	NOUN
spir-8875	172	22	and	and	CCONJ
spir-8875	172	23	political	political	ADJ
spir-8875	172	24	debate	debate	NOUN
spir-8875	172	25	,	,	PUNCT
spir-8875	172	26	to	to	ADP
spir-8875	172	27	the	the	DET
spir-8875	172	28	left	left	NOUN
spir-8875	172	29	of	of	ADP
spir-8875	172	30	the	the	DET
spir-8875	172	31	network	network	NOUN
spir-8875	172	32	;	;	PUNCT
spir-8875	172	33	other	other	ADJ
spir-8875	172	34	major	major	ADJ
spir-8875	172	35	communities	community	NOUN
spir-8875	172	36	stretch	stretch	VERB
spir-8875	172	37	across	across	ADP
spir-8875	172	38	several	several	ADJ
spir-8875	172	39	fields	field	NOUN
spir-8875	172	40	of	of	ADP
spir-8875	172	41	business	business	NOUN
spir-8875	172	42	(	(	PUNCT
spir-8875	172	43	at	at	ADP
spir-8875	172	44	the	the	DET
spir-8875	172	45	top	top	NOUN
spir-8875	172	46	)	)	PUNCT
spir-8875	172	47	as	as	ADV
spir-8875	172	48	well	well	ADV
spir-8875	172	49	as	as	ADP
spir-8875	172	50	sports	sport	NOUN
spir-8875	172	51	(	(	PUNCT
spir-8875	172	52	at	at	ADP
spir-8875	172	53	the	the	DET
spir-8875	172	54	bottom	bottom	NOUN
spir-8875	172	55	)	)	PUNCT
spir-8875	172	56	.	.	PUNCT
spir-8875	173	1	other	other	ADJ
spir-8875	173	2	,	,	PUNCT
spir-8875	173	3	more	more	ADV
spir-8875	173	4	distinct	distinct	ADJ
spir-8875	173	5	clusters	cluster	NOUN
spir-8875	173	6	exist	exist	VERB
spir-8875	173	7	around	around	ADP
spir-8875	173	8	several	several	ADJ
spir-8875	173	9	lifestyle	lifestyle	NOUN
spir-8875	173	10	topics	topic	NOUN
spir-8875	173	11	(	(	PUNCT
spir-8875	173	12	to	to	ADP
spir-8875	173	13	the	the	DET
spir-8875	173	14	right	right	NOUN
spir-8875	173	15	)	)	PUNCT
spir-8875	173	16	,	,	PUNCT
spir-8875	173	17	while	while	SCONJ
spir-8875	173	18	a	a	DET
spir-8875	173	19	number	number	NOUN
spir-8875	173	20	of	of	ADP
spir-8875	173	21	outlying	outlying	ADJ
spir-8875	173	22	clusters	cluster	NOUN
spir-8875	173	23	indicate	indicate	VERB
spir-8875	173	24	communities	community	NOUN
spir-8875	173	25	of	of	ADP
spir-8875	173	26	australian	australian	ADJ
spir-8875	173	27	users	user	NOUN
spir-8875	173	28	which	which	PRON
spir-8875	173	29	remain	remain	VERB
spir-8875	173	30	largely	largely	ADV
spir-8875	173	31	disconnected	disconnected	ADJ
spir-8875	173	32	from	from	ADP
spir-8875	173	33	the	the	DET
spir-8875	173	34	mainstream	mainstream	ADJ
spir-8875	173	35	australian	australian	ADJ
spir-8875	173	36	twittersphere	twittersphere	NOUN
spir-8875	173	37	,	,	PUNCT
spir-8875	173	38	but	but	CCONJ
spir-8875	173	39	may	may	AUX
spir-8875	173	40	instead	instead	ADV
spir-8875	173	41	have	have	VERB
spir-8875	173	42	very	very	ADV
spir-8875	173	43	strong	strong	ADJ
spir-8875	173	44	connections	connection	NOUN
spir-8875	173	45	with	with	ADP
spir-8875	173	46	like	like	ADP
spir-8875	173	47	-	-	PUNCT
spir-8875	173	48	minded	minded	ADJ
spir-8875	173	49	international	international	ADJ
spir-8875	173	50	user	user	NOUN
spir-8875	173	51	groups	group	NOUN
spir-8875	173	52	that	that	PRON
spir-8875	173	53	are	be	AUX
spir-8875	173	54	absent	absent	ADJ
spir-8875	173	55	from	from	ADP
spir-8875	173	56	this	this	DET
spir-8875	173	57	map	map	NOUN
spir-8875	173	58	by	by	ADP
spir-8875	173	59	virtue	virtue	NOUN
spir-8875	173	60	of	of	ADP
spir-8875	173	61	their	their	PRON
spir-8875	173	62	nationality	nationality	NOUN
spir-8875	173	63	(	(	PUNCT
spir-8875	173	64	e.g.	e.g.	ADV
spir-8875	173	65	evangelicals	evangelical	NOUN
spir-8875	173	66	,	,	PUNCT
spir-8875	173	67	teen	teen	NOUN
spir-8875	173	68	music	music	NOUN
spir-8875	173	69	fans	fan	NOUN
spir-8875	173	70	)	)	PUNCT
spir-8875	173	71	.	.	PUNCT
spir-8875	174	1	our	our	PRON
spir-8875	174	2	continuing	continue	VERB
spir-8875	174	3	efforts	effort	NOUN
spir-8875	174	4	to	to	PART
spir-8875	174	5	identify	identify	VERB
spir-8875	174	6	further	further	ADJ
spir-8875	174	7	australian	australian	ADJ
spir-8875	174	8	accounts	account	NOUN
spir-8875	174	9	within	within	ADP
spir-8875	174	10	the	the	DET
spir-8875	174	11	global	global	ADJ
spir-8875	174	12	twitter	twitter	NOUN
spir-8875	174	13	userbase	userbase	NOUN
spir-8875	174	14	will	will	AUX
spir-8875	174	15	add	add	VERB
spir-8875	174	16	further	further	ADJ
spir-8875	174	17	detail	detail	NOUN
spir-8875	174	18	to	to	ADP
spir-8875	174	19	this	this	DET
spir-8875	174	20	map	map	NOUN
spir-8875	174	21	;	;	PUNCT
spir-8875	174	22	with	with	SCONJ
spir-8875	174	23	almost	almost	ADV
spir-8875	174	24	half	half	NOUN
spir-8875	174	25	of	of	ADP
spir-8875	174	26	the	the	DET
spir-8875	174	27	estimated	estimate	VERB
spir-8875	174	28	australian	australian	ADJ
spir-8875	174	29	twitter	twitter	NOUN
spir-8875	174	30	population	population	NOUN
spir-8875	174	31	already	already	ADV
spir-8875	174	32	mapped	map	VERB
spir-8875	174	33	,	,	PUNCT
spir-8875	174	34	it	it	PRON
spir-8875	174	35	is	be	AUX
spir-8875	174	36	unlikely	unlikely	ADJ
spir-8875	174	37	that	that	SCONJ
spir-8875	174	38	the	the	DET
spir-8875	174	39	overall	overall	ADJ
spir-8875	174	40	patterns	pattern	NOUN
spir-8875	174	41	found	find	VERB
spir-8875	174	42	in	in	ADP
spir-8875	174	43	the	the	DET
spir-8875	174	44	preliminary	preliminary	ADJ
spir-8875	174	45	map	map	NOUN
spir-8875	174	46	will	will	AUX
spir-8875	174	47	still	still	ADV
spir-8875	174	48	change	change	VERB
spir-8875	174	49	significantly	significantly	ADV
spir-8875	174	50	.	.	PUNCT
spir-8875	175	1	at	at	ADP
spir-8875	175	2	the	the	DET
spir-8875	175	3	conclusion	conclusion	NOUN
spir-8875	175	4	of	of	ADP
spir-8875	175	5	our	our	PRON
spir-8875	175	6	full	full	ADJ
spir-8875	175	7	crawl	crawl	NOUN
spir-8875	175	8	of	of	ADP
spir-8875	175	9	the	the	DET
spir-8875	175	10	australian	australian	ADJ
spir-8875	175	11	twittersphere	twittersphere	NOUN
spir-8875	175	12	in	in	ADP
spir-8875	175	13	2014	2014	NUM
spir-8875	175	14	,	,	PUNCT
spir-8875	175	15	the	the	DET
spir-8875	175	16	preliminary	preliminary	ADJ
spir-8875	175	17	map	map	NOUN
spir-8875	175	18	shown	show	VERB
spir-8875	175	19	in	in	ADP
spir-8875	175	20	fig	fig	NOUN
spir-8875	175	21	.	.	PUNCT
spir-8875	176	1	1	1	NUM
spir-8875	176	2	will	will	AUX
spir-8875	176	3	be	be	AUX
spir-8875	176	4	replaced	replace	VERB
spir-8875	176	5	with	with	ADP
spir-8875	176	6	a	a	DET
spir-8875	176	7	more	more	ADV
spir-8875	176	8	comprehensive	comprehensive	ADJ
spir-8875	176	9	depiction	depiction	NOUN
spir-8875	176	10	of	of	ADP
spir-8875	176	11	follower	follower	NOUN
spir-8875	176	12	/	/	SYM
spir-8875	176	13	followee	followee	PROPN
spir-8875	176	14	networks	network	NOUN
spir-8875	176	15	;	;	PUNCT
spir-8875	176	16	further	far	ADV
spir-8875	176	17	,	,	PUNCT
spir-8875	176	18	incremental	incremental	ADJ
spir-8875	176	19	revisions	revision	NOUN
spir-8875	176	20	will	will	AUX
spir-8875	176	21	be	be	AUX
spir-8875	176	22	made	make	VERB
spir-8875	176	23	in	in	ADP
spir-8875	176	24	the	the	DET
spir-8875	176	25	future	future	NOUN
spir-8875	176	26	as	as	ADP
spir-8875	176	27	twitter	twitter	NOUN
spir-8875	176	28	accounts	account	NOUN
spir-8875	176	29	created	create	VERB
spir-8875	176	30	from	from	ADP
spir-8875	176	31	2014	2014	NUM
spir-8875	176	32	onwards	onward	NOUN
spir-8875	176	33	are	be	AUX
spir-8875	176	34	added	add	VERB
spir-8875	176	35	to	to	ADP
spir-8875	176	36	the	the	DET
spir-8875	176	37	network	network	NOUN
spir-8875	176	38	.	.	PUNCT
spir-8875	177	1	mapping	map	VERB
spir-8875	177	2	the	the	DET
spir-8875	177	3	footprint	footprint	NOUN
spir-8875	177	4	of	of	ADP
spir-8875	177	5	social	social	ADJ
spir-8875	177	6	television	television	NOUN
spir-8875	177	7	in	in	ADP
spir-8875	177	8	the	the	DET
spir-8875	177	9	australian	australian	ADJ
spir-8875	177	10	twittersphere	twittersphere	NOUN
spir-8875	177	11	both	both	CCONJ
spir-8875	177	12	in	in	ADP
spir-8875	177	13	its	its	PRON
spir-8875	177	14	preliminary	preliminary	ADJ
spir-8875	177	15	form	form	NOUN
spir-8875	177	16	in	in	ADP
spir-8875	177	17	fig	fig	NOUN
spir-8875	177	18	.	.	PUNCT
spir-8875	178	1	1	1	NUM
spir-8875	179	1	and	and	CCONJ
spir-8875	179	2	in	in	ADP
spir-8875	179	3	the	the	DET
spir-8875	179	4	more	more	ADV
spir-8875	179	5	comprehensive	comprehensive	ADJ
spir-8875	179	6	form	form	NOUN
spir-8875	179	7	which	which	PRON
spir-8875	179	8	will	will	AUX
spir-8875	179	9	be	be	AUX
spir-8875	179	10	created	create	VERB
spir-8875	179	11	based	base	VERB
spir-8875	179	12	on	on	ADP
spir-8875	179	13	new	new	ADJ
spir-8875	179	14	data	datum	NOUN
spir-8875	179	15	in	in	ADP
spir-8875	179	16	2014	2014	NUM
spir-8875	179	17	,	,	PUNCT
spir-8875	179	18	this	this	DET
spir-8875	179	19	map	map	NOUN
spir-8875	179	20	of	of	ADP
spir-8875	179	21	the	the	DET
spir-8875	179	22	national	national	ADJ
spir-8875	179	23	twittersphere	twittersphere	PROPN
spir-8875	179	24	becomes	become	VERB
spir-8875	179	25	a	a	DET
spir-8875	179	26	key	key	ADJ
spir-8875	179	27	research	research	NOUN
spir-8875	179	28	tool	tool	NOUN
spir-8875	179	29	for	for	ADP
spir-8875	179	30	the	the	DET
spir-8875	179	31	further	further	ADJ
spir-8875	179	32	investigation	investigation	NOUN
spir-8875	179	33	of	of	ADP
spir-8875	179	34	twitter	twitter	NOUN
spir-8875	179	35	use	use	NOUN
spir-8875	179	36	in	in	ADP
spir-8875	179	37	australia	australia	PROPN
spir-8875	179	38	,	,	PUNCT
spir-8875	179	39	in	in	ADP
spir-8875	179	40	a	a	DET
spir-8875	179	41	variety	variety	NOUN
spir-8875	179	42	of	of	ADP
spir-8875	179	43	contexts	contexts	NOUN
spir-8875	179	44	.	.	PUNCT
spir-8875	180	1	for	for	ADP
spir-8875	180	2	the	the	DET
spir-8875	180	3	purposes	purpose	NOUN
spir-8875	180	4	of	of	ADP
spir-8875	180	5	the	the	DET
spir-8875	180	6	present	present	ADJ
spir-8875	180	7	paper	paper	NOUN
spir-8875	180	8	,	,	PUNCT
spir-8875	180	9	we	we	PRON
spir-8875	180	10	focus	focus	VERB
spir-8875	180	11	on	on	ADP
spir-8875	180	12	an	an	DET
spir-8875	180	13	investigation	investigation	NOUN
spir-8875	180	14	into	into	ADP
spir-8875	180	15	the	the	DET
spir-8875	180	16	nature	nature	NOUN
spir-8875	180	17	and	and	CCONJ
spir-8875	180	18	structure	structure	NOUN
spir-8875	180	19	of	of	ADP
spir-8875	180	20	australian	australian	ADJ
spir-8875	180	21	social	social	ADJ
spir-8875	180	22	television	television	NOUN
spir-8875	180	23	audiences	audience	NOUN
spir-8875	180	24	.	.	PUNCT
spir-8875	181	1	here	here	ADV
spir-8875	181	2	,	,	PUNCT
spir-8875	181	3	we	we	PRON
spir-8875	181	4	explore	explore	VERB
spir-8875	181	5	in	in	ADP
spir-8875	181	6	particular	particular	ADJ
spir-8875	181	7	the	the	DET
spir-8875	181	8	following	follow	VERB
spir-8875	181	9	three	three	NUM
spir-8875	181	10	key	key	ADJ
spir-8875	181	11	areas	area	NOUN
spir-8875	181	12	:	:	PUNCT
spir-8875	181	13	the	the	DET
spir-8875	181	14	location	location	NOUN
spir-8875	181	15	of	of	ADP
spir-8875	181	16	audiences	audience	NOUN
spir-8875	181	17	for	for	ADP
spir-8875	181	18	specific	specific	ADJ
spir-8875	181	19	social	social	ADJ
spir-8875	181	20	tv	tv	NOUN
spir-8875	181	21	programming	programming	NOUN
spir-8875	181	22	within	within	ADP
spir-8875	181	23	the	the	DET
spir-8875	181	24	australian	australian	ADJ
spir-8875	181	25	twittersphere	twittersphere	NOUN
spir-8875	181	26	;	;	PUNCT
spir-8875	181	27	the	the	DET
spir-8875	181	28	overlap	overlap	NOUN
spir-8875	181	29	and	and	CCONJ
spir-8875	181	30	interconnection	interconnection	NOUN
spir-8875	181	31	(	(	PUNCT
spir-8875	181	32	or	or	CCONJ
spir-8875	181	33	lack	lack	NOUN
spir-8875	181	34	thereof	thereof	ADV
spir-8875	181	35	)	)	PUNCT
spir-8875	181	36	between	between	ADP
spir-8875	181	37	specific	specific	ADJ
spir-8875	181	38	shows	show	NOUN
spir-8875	181	39	’	'	PUNCT
spir-8875	181	40	audiences	audience	NOUN
spir-8875	181	41	;	;	PUNCT
spir-8875	181	42	the	the	DET
spir-8875	181	43	correlation	correlation	NOUN
spir-8875	181	44	between	between	ADP
spir-8875	181	45	participation	participation	NOUN
spir-8875	181	46	in	in	ADP
spir-8875	181	47	social	social	ADJ
spir-8875	181	48	tv	tv	NOUN
spir-8875	181	49	audiences	audience	NOUN
spir-8875	181	50	and	and	CCONJ
spir-8875	181	51	existing	exist	VERB
spir-8875	181	52	follower	follower	NOUN
spir-8875	181	53	/	/	SYM
spir-8875	181	54	followee	followee	NOUN
spir-8875	181	55	relationships	relationship	NOUN
spir-8875	181	56	;	;	PUNCT
spir-8875	181	57	and	and	CCONJ
spir-8875	181	58	the	the	DET
spir-8875	181	59	visibility	visibility	NOUN
spir-8875	181	60	across	across	ADP
spir-8875	181	61	the	the	DET
spir-8875	181	62	australian	australian	ADJ
spir-8875	181	63	twittersphere	twittersphere	NOUN
spir-8875	181	64	which	which	DET
spir-8875	181	65	audience	audience	NOUN
spir-8875	181	66	activities	activity	NOUN
spir-8875	181	67	afford	afford	VERB
spir-8875	181	68	these	these	DET
spir-8875	181	69	shows	show	NOUN
spir-8875	181	70	.	.	PUNCT
spir-8875	182	1	to	to	PART
spir-8875	182	2	explore	explore	VERB
spir-8875	182	3	these	these	DET
spir-8875	182	4	aspects	aspect	NOUN
spir-8875	182	5	,	,	PUNCT
spir-8875	182	6	we	we	PRON
spir-8875	182	7	have	have	AUX
spir-8875	182	8	selected	select	VERB
spir-8875	182	9	a	a	DET
spir-8875	182	10	number	number	NOUN
spir-8875	182	11	of	of	ADP
spir-8875	182	12	key	key	ADJ
spir-8875	182	13	australian	australian	ADJ
spir-8875	182	14	television	television	NOUN
spir-8875	182	15	shows	show	NOUN
spir-8875	182	16	which	which	PRON
spir-8875	182	17	incorporate	incorporate	VERB
spir-8875	182	18	notable	notable	ADJ
spir-8875	182	19	social	social	ADJ
spir-8875	182	20	tv	tv	NOUN
spir-8875	182	21	elements	element	NOUN
spir-8875	182	22	:	:	PUNCT
spir-8875	182	23	the	the	DET
spir-8875	182	24	weekly	weekly	ADJ
spir-8875	182	25	political	political	ADJ
spir-8875	182	26	talk	talk	NOUN
spir-8875	182	27	show	show	NOUN
spir-8875	182	28	q&a	q&a	PROPN
spir-8875	182	29	,	,	PUNCT
spir-8875	182	30	televised	televise	VERB
spir-8875	182	31	by	by	ADP
spir-8875	182	32	the	the	DET
spir-8875	182	33	public	public	ADJ
spir-8875	182	34	broadcaster	broadcaster	NOUN
spir-8875	182	35	,	,	PUNCT
spir-8875	182	36	the	the	DET
spir-8875	182	37	australian	australian	ADJ
spir-8875	182	38	broadcasting	broadcasting	NOUN
spir-8875	182	39	corporation	corporation	NOUN
spir-8875	182	40	;	;	PUNCT
spir-8875	182	41	the	the	DET
spir-8875	182	42	australian	australian	ADJ
spir-8875	182	43	edition	edition	NOUN
spir-8875	182	44	of	of	ADP
spir-8875	182	45	the	the	DET
spir-8875	182	46	popular	popular	ADJ
spir-8875	182	47	reality	reality	NOUN
spir-8875	182	48	tv	tv	NOUN
spir-8875	182	49	show	show	VERB
spir-8875	182	50	big	big	ADJ
spir-8875	182	51	brother	brother	NOUN
spir-8875	182	52	,	,	PUNCT
spir-8875	182	53	screened	screen	VERB
spir-8875	182	54	by	by	ADP
spir-8875	182	55	the	the	DET
spir-8875	182	56	leading	lead	VERB
spir-8875	182	57	commercial	commercial	ADJ
spir-8875	182	58	nine	nine	NUM
spir-8875	182	59	network	network	NOUN
spir-8875	182	60	;	;	PUNCT
spir-8875	182	61	and	and	CCONJ
spir-8875	182	62	the	the	DET
spir-8875	182	63	cooking	cooking	NOUN
spir-8875	182	64	competition	competition	NOUN
spir-8875	182	65	show	show	VERB
spir-8875	182	66	masterchef	masterchef	PROPN
spir-8875	182	67	,	,	PUNCT
spir-8875	182	68	shown	show	VERB
spir-8875	182	69	by	by	ADP
spir-8875	182	70	the	the	DET
spir-8875	182	71	smallest	small	ADJ
spir-8875	182	72	of	of	ADP
spir-8875	182	73	australia	australia	PROPN
spir-8875	182	74	’s	’s	PART
spir-8875	182	75	three	three	NUM
spir-8875	182	76	free	free	ADJ
spir-8875	182	77	-	-	PUNCT
spir-8875	182	78	to	to	ADP
spir-8875	182	79	-	-	PUNCT
spir-8875	182	80	air	air	NOUN
spir-8875	182	81	networks	network	NOUN
spir-8875	182	82	,	,	PUNCT
spir-8875	182	83	channel	channel	NOUN
spir-8875	182	84	ten	ten	NUM
spir-8875	182	85	.	.	PUNCT
spir-8875	183	1	twitter	twitter	NOUN
spir-8875	183	2	activity	activity	NOUN
spir-8875	183	3	data	datum	NOUN
spir-8875	183	4	(	(	PUNCT
spir-8875	183	5	across	across	ADP
spir-8875	183	6	relevant	relevant	ADJ
spir-8875	183	7	hashtags	hashtag	NOUN
spir-8875	183	8	,	,	PUNCT
spir-8875	183	9	accounts	account	NOUN
spir-8875	183	10	,	,	PUNCT
spir-8875	183	11	and	and	CCONJ
spir-8875	183	12	keywords	keyword	NOUN
spir-8875	183	13	)	)	PUNCT
spir-8875	183	14	for	for	ADP
spir-8875	183	15	all	all	DET
spir-8875	183	16	three	three	NUM
spir-8875	183	17	shows	show	NOUN
spir-8875	183	18	was	be	AUX
spir-8875	183	19	gathered	gather	VERB
spir-8875	183	20	during	during	ADP
spir-8875	183	21	2013	2013	NUM
spir-8875	183	22	and	and	CCONJ
spir-8875	183	23	the	the	DET
spir-8875	183	24	first	first	ADJ
spir-8875	183	25	months	month	NOUN
spir-8875	183	26	of	of	ADP
spir-8875	183	27	2014	2014	NUM
spir-8875	183	28	.	.	PUNCT
spir-8875	184	1	preliminary	preliminary	ADJ
spir-8875	184	2	analysis	analysis	NOUN
spir-8875	184	3	of	of	ADP
spir-8875	184	4	a	a	DET
spir-8875	184	5	number	number	NOUN
spir-8875	184	6	of	of	ADP
spir-8875	184	7	these	these	DET
spir-8875	184	8	shows	show	NOUN
spir-8875	184	9	currently	currently	ADV
spir-8875	184	10	indicates	indicate	VERB
spir-8875	184	11	a	a	DET
spir-8875	184	12	relatively	relatively	ADV
spir-8875	184	13	limited	limited	ADJ
spir-8875	184	14	overlap	overlap	NOUN
spir-8875	184	15	between	between	ADP
spir-8875	184	16	these	these	DET
spir-8875	184	17	actively	actively	ADV
spir-8875	184	18	tweeting	tweet	VERB
spir-8875	184	19	social	social	ADJ
spir-8875	184	20	media	medium	NOUN
spir-8875	184	21	audiences	audience	NOUN
spir-8875	184	22	for	for	ADP
spir-8875	184	23	these	these	DET
spir-8875	184	24	shows	show	NOUN
spir-8875	184	25	(	(	PUNCT
spir-8875	184	26	fig	fig	NOUN
spir-8875	184	27	.	.	PUNCT
spir-8875	185	1	2	2	NUM
spir-8875	185	2	)	)	PUNCT
spir-8875	185	3	;	;	PUNCT
spir-8875	185	4	a	a	DET
spir-8875	185	5	more	more	ADV
spir-8875	185	6	comprehensive	comprehensive	ADJ
spir-8875	185	7	investigation	investigation	NOUN
spir-8875	185	8	of	of	ADP
spir-8875	185	9	audience	audience	NOUN
spir-8875	185	10	participation	participation	NOUN
spir-8875	185	11	patterns	pattern	NOUN
spir-8875	185	12	across	across	ADP
spir-8875	185	13	the	the	DET
spir-8875	185	14	shows	show	NOUN
spir-8875	185	15	,	,	PUNCT
spir-8875	185	16	once	once	SCONJ
spir-8875	185	17	their	their	PRON
spir-8875	185	18	current	current	ADJ
spir-8875	185	19	series	series	NOUN
spir-8875	185	20	have	have	AUX
spir-8875	185	21	each	each	PRON
spir-8875	185	22	concluded	conclude	VERB
spir-8875	185	23	,	,	PUNCT
spir-8875	185	24	may	may	AUX
spir-8875	185	25	result	result	VERB
spir-8875	185	26	in	in	ADP
spir-8875	185	27	somewhat	somewhat	ADV
spir-8875	185	28	different	different	ADJ
spir-8875	185	29	activity	activity	NOUN
spir-8875	185	30	patterns	pattern	NOUN
spir-8875	185	31	,	,	PUNCT
spir-8875	185	32	however	however	ADV
spir-8875	185	33	.	.	PUNCT
spir-8875	186	1	not	not	PART
spir-8875	186	2	included	include	VERB
spir-8875	186	3	in	in	ADP
spir-8875	186	4	fig	fig	NOUN
spir-8875	186	5	.	.	PUNCT
spir-8875	187	1	2	2	NUM
spir-8875	187	2	is	be	AUX
spir-8875	187	3	data	datum	NOUN
spir-8875	187	4	for	for	ADP
spir-8875	187	5	political	political	ADJ
spir-8875	187	6	talk	talk	NOUN
spir-8875	187	7	show	show	NOUN
spir-8875	187	8	q&a	q&a	PROPN
spir-8875	187	9	,	,	PUNCT
spir-8875	187	10	which	which	PRON
spir-8875	187	11	–	–	PUNCT
spir-8875	187	12	due	due	ADP
spir-8875	187	13	to	to	ADP
spir-8875	187	14	its	its	PRON
spir-8875	187	15	different	different	ADJ
spir-8875	187	16	topical	topical	ADJ
spir-8875	187	17	focus	focus	NOUN
spir-8875	187	18	and	and	CCONJ
spir-8875	187	19	its	its	PRON
spir-8875	187	20	screening	screening	NOUN
spir-8875	187	21	by	by	ADP
spir-8875	187	22	the	the	DET
spir-8875	187	23	public	public	ADJ
spir-8875	187	24	broadcaster	broadcaster	NOUN
spir-8875	187	25	–	–	PUNCT
spir-8875	187	26	is	be	AUX
spir-8875	187	27	likely	likely	ADJ
spir-8875	187	28	to	to	PART
spir-8875	187	29	attract	attract	VERB
spir-8875	187	30	a	a	DET
spir-8875	187	31	vastly	vastly	ADV
spir-8875	187	32	different	different	ADJ
spir-8875	187	33	social	social	ADJ
spir-8875	187	34	media	medium	NOUN
spir-8875	187	35	audience	audience	NOUN
spir-8875	187	36	.	.	PUNCT
spir-8875	188	1	in	in	ADP
spir-8875	188	2	combination	combination	NOUN
spir-8875	188	3	,	,	PUNCT
spir-8875	188	4	then	then	ADV
spir-8875	188	5	,	,	PUNCT
spir-8875	188	6	the	the	DET
spir-8875	188	7	different	different	ADJ
spir-8875	188	8	programmes	programme	NOUN
spir-8875	188	9	chosen	choose	VERB
spir-8875	188	10	for	for	ADP
spir-8875	188	11	analysis	analysis	NOUN
spir-8875	188	12	by	by	ADP
spir-8875	188	13	this	this	DET
spir-8875	188	14	paper	paper	NOUN
spir-8875	188	15	will	will	AUX
spir-8875	188	16	be	be	AUX
spir-8875	188	17	able	able	ADJ
spir-8875	188	18	to	to	PART
spir-8875	188	19	provide	provide	VERB
spir-8875	188	20	insights	insight	NOUN
spir-8875	188	21	into	into	ADP
spir-8875	188	22	the	the	DET
spir-8875	188	23	social	social	ADJ
spir-8875	188	24	tv	tv	NOUN
spir-8875	188	25	participation	participation	NOUN
spir-8875	188	26	patterns	pattern	NOUN
spir-8875	188	27	for	for	ADP
spir-8875	188	28	a	a	DET
spir-8875	188	29	wide	wide	ADJ
spir-8875	188	30	variety	variety	NOUN
spir-8875	188	31	of	of	ADP
spir-8875	188	32	programming	programming	NOUN
spir-8875	188	33	.	.	PUNCT
spir-8875	189	1	location	location	NOUN
spir-8875	189	2	of	of	ADP
spir-8875	189	3	audiences	audience	NOUN
spir-8875	189	4	in	in	ADP
spir-8875	189	5	the	the	DET
spir-8875	189	6	australian	australian	ADJ
spir-8875	189	7	twittersphere	twittersphere	NOUN
spir-8875	189	8	the	the	DET
spir-8875	189	9	first	first	ADJ
spir-8875	189	10	step	step	NOUN
spir-8875	189	11	in	in	ADP
spir-8875	189	12	our	our	PRON
spir-8875	189	13	analysis	analysis	NOUN
spir-8875	189	14	of	of	ADP
spir-8875	189	15	the	the	DET
spir-8875	189	16	social	social	ADJ
spir-8875	189	17	media	medium	NOUN
spir-8875	189	18	footprints	footprint	NOUN
spir-8875	189	19	of	of	ADP
spir-8875	189	20	these	these	DET
spir-8875	189	21	shows	show	NOUN
spir-8875	189	22	is	be	AUX
spir-8875	189	23	to	to	PART
spir-8875	189	24	locate	locate	VERB
spir-8875	189	25	them	they	PRON
spir-8875	189	26	on	on	ADP
spir-8875	189	27	our	our	PRON
spir-8875	189	28	underlying	underlie	VERB
spir-8875	189	29	map	map	NOUN
spir-8875	189	30	of	of	ADP
spir-8875	189	31	the	the	DET
spir-8875	189	32	australian	australian	ADJ
spir-8875	189	33	twittersphere	twittersphere	NOUN
spir-8875	189	34	.	.	PUNCT
spir-8875	190	1	this	this	PRON
spir-8875	190	2	provides	provide	VERB
spir-8875	190	3	an	an	DET
spir-8875	190	4	indication	indication	NOUN
spir-8875	190	5	of	of	ADP
spir-8875	190	6	where	where	SCONJ
spir-8875	190	7	in	in	ADP
spir-8875	190	8	the	the	DET
spir-8875	190	9	overall	overall	ADJ
spir-8875	190	10	national	national	ADJ
spir-8875	190	11	twitter	twitter	NOUN
spir-8875	190	12	network	network	NOUN
spir-8875	190	13	these	these	PRON
spir-8875	190	14	shows	show	VERB
spir-8875	190	15	recruit	recruit	VERB
spir-8875	190	16	their	their	PRON
spir-8875	190	17	social	social	ADJ
spir-8875	190	18	tv	tv	NOUN
spir-8875	190	19	audiences	audience	NOUN
spir-8875	190	20	,	,	PUNCT
spir-8875	190	21	and	and	CCONJ
spir-8875	190	22	in	in	ADP
spir-8875	190	23	comparison	comparison	NOUN
spir-8875	190	24	also	also	ADV
spir-8875	190	25	shows	show	VERB
spir-8875	190	26	the	the	DET
spir-8875	190	27	extent	extent	NOUN
spir-8875	190	28	to	to	PART
spir-8875	190	29	which	which	PRON
spir-8875	190	30	these	these	DET
spir-8875	190	31	audiences	audience	NOUN
spir-8875	190	32	are	be	AUX
spir-8875	190	33	homologous	homologous	ADJ
spir-8875	190	34	or	or	CCONJ
spir-8875	190	35	distinct	distinct	ADJ
spir-8875	190	36	from	from	ADP
spir-8875	190	37	each	each	DET
spir-8875	190	38	other	other	ADJ
spir-8875	190	39	.	.	PUNCT
spir-8875	191	1	to	to	PART
spir-8875	191	2	illustrate	illustrate	VERB
spir-8875	191	3	this	this	DET
spir-8875	191	4	process	process	NOUN
spir-8875	191	5	,	,	PUNCT
spir-8875	191	6	fig	fig	NOUN
spir-8875	191	7	.	.	PUNCT
spir-8875	192	1	3	3	NUM
spir-8875	192	2	uses	use	VERB
spir-8875	192	3	data	datum	NOUN
spir-8875	192	4	from	from	ADP
spir-8875	192	5	2012	2012	NUM
spir-8875	192	6	to	to	PART
spir-8875	192	7	map	map	VERB
spir-8875	192	8	participants	participant	NOUN
spir-8875	192	9	in	in	ADP
spir-8875	192	10	the	the	DET
spir-8875	192	11	#	#	NUM
spir-8875	192	12	masterchef	masterchef	NOUN
spir-8875	192	13	hashtag	hashtag	NOUN
spir-8875	192	14	(	(	PUNCT
spir-8875	192	15	accompanying	accompany	VERB
spir-8875	192	16	that	that	DET
spir-8875	192	17	year	year	NOUN
spir-8875	192	18	’s	’s	PART
spir-8875	192	19	season	season	NOUN
spir-8875	192	20	of	of	ADP
spir-8875	192	21	the	the	DET
spir-8875	192	22	show	show	NOUN
spir-8875	192	23	)	)	PUNCT
spir-8875	192	24	onto	onto	ADP
spir-8875	192	25	the	the	DET
spir-8875	192	26	overall	overall	ADJ
spir-8875	192	27	map	map	NOUN
spir-8875	192	28	of	of	ADP
spir-8875	192	29	the	the	DET
spir-8875	192	30	australian	australian	ADJ
spir-8875	192	31	twittersphere	twittersphere	NOUN
spir-8875	192	32	.	.	PUNCT
spir-8875	193	1	closer	close	ADJ
spir-8875	193	2	analysis	analysis	NOUN
spir-8875	193	3	reveals	reveal	VERB
spir-8875	193	4	strong	strong	ADJ
spir-8875	193	5	participation	participation	NOUN
spir-8875	193	6	especially	especially	ADV
spir-8875	193	7	from	from	ADP
spir-8875	193	8	users	user	NOUN
spir-8875	193	9	in	in	ADP
spir-8875	193	10	clusters	cluster	NOUN
spir-8875	193	11	related	relate	VERB
spir-8875	193	12	to	to	ADP
spir-8875	193	13	food	food	NOUN
spir-8875	193	14	,	,	PUNCT
spir-8875	193	15	wine	wine	NOUN
spir-8875	193	16	,	,	PUNCT
spir-8875	193	17	and	and	CCONJ
spir-8875	193	18	other	other	ADJ
spir-8875	193	19	lifestyle	lifestyle	NOUN
spir-8875	193	20	pursuits	pursuit	NOUN
spir-8875	193	21	(	(	PUNCT
spir-8875	193	22	to	to	ADP
spir-8875	193	23	the	the	DET
spir-8875	193	24	right	right	NOUN
spir-8875	193	25	of	of	ADP
spir-8875	193	26	the	the	DET
spir-8875	193	27	map	map	NOUN
spir-8875	193	28	)	)	PUNCT
spir-8875	193	29	,	,	PUNCT
spir-8875	193	30	as	as	ADV
spir-8875	193	31	well	well	ADV
spir-8875	193	32	as	as	ADP
spir-8875	193	33	from	from	ADP
spir-8875	193	34	the	the	DET
spir-8875	193	35	radio	radio	NOUN
spir-8875	193	36	/	/	SYM
spir-8875	193	37	tv	tv	NOUN
spir-8875	193	38	and	and	CCONJ
spir-8875	193	39	surrounding	surround	VERB
spir-8875	193	40	clusters	cluster	NOUN
spir-8875	193	41	(	(	PUNCT
spir-8875	193	42	bottom	bottom	ADJ
spir-8875	193	43	centre	centre	NOUN
spir-8875	193	44	)	)	PUNCT
spir-8875	193	45	,	,	PUNCT
spir-8875	193	46	but	but	CCONJ
spir-8875	193	47	also	also	ADV
spir-8875	193	48	shows	show	VERB
spir-8875	193	49	widespread	widespread	ADJ
spir-8875	193	50	participation	participation	NOUN
spir-8875	193	51	from	from	ADP
spir-8875	193	52	across	across	ADP
spir-8875	193	53	the	the	DET
spir-8875	193	54	australian	australian	ADJ
spir-8875	193	55	twittersphere	twittersphere	NOUN
spir-8875	193	56	,	,	PUNCT
spir-8875	193	57	indicating	indicate	VERB
spir-8875	193	58	the	the	DET
spir-8875	193	59	mainstream	mainstream	NOUN
spir-8875	193	60	popularity	popularity	NOUN
spir-8875	193	61	of	of	ADP
spir-8875	193	62	the	the	DET
spir-8875	193	63	show	show	NOUN
spir-8875	193	64	well	well	ADV
spir-8875	193	65	beyond	beyond	ADP
spir-8875	193	66	narrowly	narrowly	ADV
spir-8875	193	67	defined	define	VERB
spir-8875	193	68	target	target	NOUN
spir-8875	193	69	audiences	audience	NOUN
spir-8875	193	70	.	.	PUNCT
spir-8875	194	1	other	other	ADJ
spir-8875	194	2	social	social	ADJ
spir-8875	194	3	tv	tv	NOUN
spir-8875	194	4	programming	programming	NOUN
spir-8875	194	5	is	be	AUX
spir-8875	194	6	likely	likely	ADJ
spir-8875	194	7	to	to	PART
spir-8875	194	8	recruit	recruit	VERB
spir-8875	194	9	its	its	PRON
spir-8875	194	10	audiences	audience	NOUN
spir-8875	194	11	from	from	ADP
spir-8875	194	12	substantially	substantially	ADV
spir-8875	194	13	different	different	ADJ
spir-8875	194	14	areas	area	NOUN
spir-8875	194	15	within	within	ADP
spir-8875	194	16	the	the	DET
spir-8875	194	17	overall	overall	ADJ
spir-8875	194	18	network	network	NOUN
spir-8875	194	19	.	.	PUNCT
spir-8875	195	1	correlation	correlation	NOUN
spir-8875	195	2	between	between	ADP
spir-8875	195	3	activity	activity	NOUN
spir-8875	195	4	and	and	CCONJ
spir-8875	195	5	existing	exist	VERB
spir-8875	195	6	networks	network	NOUN
spir-8875	195	7	second	second	ADJ
spir-8875	195	8	,	,	PUNCT
spir-8875	195	9	we	we	PRON
spir-8875	195	10	will	will	AUX
spir-8875	195	11	explore	explore	VERB
spir-8875	195	12	the	the	DET
spir-8875	195	13	correlations	correlation	NOUN
spir-8875	195	14	between	between	ADP
spir-8875	195	15	existing	exist	VERB
spir-8875	195	16	follower	follower	NOUN
spir-8875	195	17	/	/	SYM
spir-8875	195	18	followee	followee	NOUN
spir-8875	195	19	networks	network	NOUN
spir-8875	195	20	and	and	CCONJ
spir-8875	195	21	social	social	ADJ
spir-8875	195	22	tv	tv	NOUN
spir-8875	195	23	audiencing	audiencing	NOUN
spir-8875	195	24	activity	activity	NOUN
spir-8875	195	25	.	.	PUNCT
spir-8875	196	1	although	although	SCONJ
spir-8875	196	2	it	it	PRON
spir-8875	196	3	is	be	AUX
spir-8875	196	4	impossible	impossible	ADJ
spir-8875	196	5	to	to	PART
spir-8875	196	6	infer	infer	VERB
spir-8875	196	7	causality	causality	NOUN
spir-8875	196	8	on	on	ADP
spir-8875	196	9	the	the	DET
spir-8875	196	10	basis	basis	NOUN
spir-8875	196	11	of	of	ADP
spir-8875	196	12	available	available	ADJ
spir-8875	196	13	data	datum	NOUN
spir-8875	196	14	(	(	PUNCT
spir-8875	196	15	to	to	PART
spir-8875	196	16	do	do	VERB
spir-8875	196	17	so	so	ADV
spir-8875	196	18	would	would	AUX
spir-8875	196	19	require	require	VERB
spir-8875	196	20	interviews	interview	NOUN
spir-8875	196	21	or	or	CCONJ
spir-8875	196	22	surveys	survey	NOUN
spir-8875	196	23	with	with	ADP
spir-8875	196	24	social	social	ADJ
spir-8875	196	25	television	television	NOUN
spir-8875	196	26	audiences	audience	NOUN
spir-8875	196	27	,	,	PUNCT
spir-8875	196	28	which	which	PRON
spir-8875	196	29	we	we	PRON
spir-8875	196	30	may	may	AUX
spir-8875	196	31	seek	seek	VERB
spir-8875	196	32	to	to	PART
spir-8875	196	33	conduct	conduct	VERB
spir-8875	196	34	at	at	ADP
spir-8875	196	35	a	a	DET
spir-8875	196	36	later	later	ADJ
spir-8875	196	37	stage	stage	NOUN
spir-8875	196	38	)	)	PUNCT
spir-8875	196	39	,	,	PUNCT
spir-8875	196	40	it	it	PRON
spir-8875	196	41	is	be	AUX
spir-8875	196	42	nonetheless	nonetheless	ADV
spir-8875	196	43	likely	likely	ADJ
spir-8875	196	44	that	that	SCONJ
spir-8875	196	45	participation	participation	NOUN
spir-8875	196	46	in	in	ADP
spir-8875	196	47	social	social	ADJ
spir-8875	196	48	tv	tv	NOUN
spir-8875	196	49	activities	activity	NOUN
spir-8875	196	50	–	–	PUNCT
spir-8875	196	51	such	such	ADJ
spir-8875	196	52	as	as	ADP
spir-8875	196	53	tweeting	tweet	VERB
spir-8875	196	54	into	into	ADP
spir-8875	196	55	a	a	DET
spir-8875	196	56	show	show	NOUN
spir-8875	196	57	’s	’s	PART
spir-8875	196	58	advertised	advertise	VERB
spir-8875	196	59	hashtag	hashtag	NOUN
spir-8875	196	60	–	–	PUNCT
spir-8875	196	61	is	be	AUX
spir-8875	196	62	in	in	ADP
spir-8875	196	63	part	part	NOUN
spir-8875	196	64	driven	drive	VERB
spir-8875	196	65	by	by	ADP
spir-8875	196	66	an	an	DET
spir-8875	196	67	observation	observation	NOUN
spir-8875	196	68	that	that	SCONJ
spir-8875	196	69	one	one	NUM
spir-8875	196	70	’s	’s	PART
spir-8875	196	71	network	network	NOUN
spir-8875	196	72	connections	connection	NOUN
spir-8875	196	73	are	be	AUX
spir-8875	196	74	doing	do	VERB
spir-8875	196	75	likewise	likewise	ADV
spir-8875	196	76	:	:	PUNCT
spir-8875	196	77	observing	observe	VERB
spir-8875	196	78	a	a	DET
spir-8875	196	79	show	show	NOUN
spir-8875	196	80	’s	’s	PART
spir-8875	196	81	hashtag	hashtag	NOUN
spir-8875	196	82	in	in	ADP
spir-8875	196	83	their	their	PRON
spir-8875	196	84	twitter	twitter	NOUN
spir-8875	196	85	feed	feed	NOUN
spir-8875	196	86	may	may	AUX
spir-8875	196	87	lead	lead	VERB
spir-8875	196	88	a	a	DET
spir-8875	196	89	user	user	NOUN
spir-8875	196	90	to	to	PART
spir-8875	196	91	contribute	contribute	VERB
spir-8875	196	92	to	to	ADP
spir-8875	196	93	the	the	DET
spir-8875	196	94	hashtag	hashtag	NOUN
spir-8875	196	95	as	as	ADV
spir-8875	196	96	well	well	ADV
spir-8875	196	97	.	.	PUNCT
spir-8875	197	1	at	at	ADP
spir-8875	197	2	the	the	DET
spir-8875	197	3	same	same	ADJ
spir-8875	197	4	time	time	NOUN
spir-8875	197	5	,	,	PUNCT
spir-8875	197	6	the	the	DET
spir-8875	197	7	widespread	widespread	ADJ
spir-8875	197	8	advertising	advertising	NOUN
spir-8875	197	9	of	of	ADP
spir-8875	197	10	relevant	relevant	ADJ
spir-8875	197	11	hashtags	hashtag	NOUN
spir-8875	197	12	in	in	ADP
spir-8875	197	13	a	a	DET
spir-8875	197	14	show	show	NOUN
spir-8875	197	15	’s	’s	PART
spir-8875	197	16	previews	preview	NOUN
spir-8875	197	17	and	and	CCONJ
spir-8875	197	18	promos	promo	NOUN
spir-8875	197	19	,	,	PUNCT
spir-8875	197	20	as	as	ADV
spir-8875	197	21	well	well	ADV
spir-8875	197	22	as	as	ADP
spir-8875	197	23	during	during	ADP
spir-8875	197	24	the	the	DET
spir-8875	197	25	episodes	episode	NOUN
spir-8875	197	26	themselves	themselves	PRON
spir-8875	197	27	,	,	PUNCT
spir-8875	197	28	may	may	AUX
spir-8875	197	29	also	also	ADV
spir-8875	197	30	encourage	encourage	VERB
spir-8875	197	31	audience	audience	NOUN
spir-8875	197	32	members	member	NOUN
spir-8875	197	33	to	to	PART
spir-8875	197	34	begin	begin	VERB
spir-8875	197	35	tweeting	tweet	VERB
spir-8875	197	36	of	of	ADP
spir-8875	197	37	their	their	PRON
spir-8875	197	38	own	own	ADJ
spir-8875	197	39	accord	accord	NOUN
spir-8875	197	40	,	,	PUNCT
spir-8875	197	41	without	without	ADP
spir-8875	197	42	observing	observe	VERB
spir-8875	197	43	any	any	DET
spir-8875	197	44	prompts	prompt	NOUN
spir-8875	197	45	from	from	ADP
spir-8875	197	46	their	their	PRON
spir-8875	197	47	existing	exist	VERB
spir-8875	197	48	network	network	NOUN
spir-8875	197	49	connections	connection	NOUN
spir-8875	197	50	.	.	PUNCT
spir-8875	198	1	in	in	ADP
spir-8875	198	2	this	this	DET
spir-8875	198	3	second	second	ADJ
spir-8875	198	4	stage	stage	NOUN
spir-8875	198	5	of	of	ADP
spir-8875	198	6	the	the	DET
spir-8875	198	7	research	research	NOUN
spir-8875	198	8	,	,	PUNCT
spir-8875	198	9	we	we	PRON
spir-8875	198	10	therefore	therefore	ADV
spir-8875	198	11	seek	seek	VERB
spir-8875	198	12	to	to	PART
spir-8875	198	13	use	use	VERB
spir-8875	198	14	network	network	NOUN
spir-8875	198	15	analytics	analytic	NOUN
spir-8875	198	16	explore	explore	VERB
spir-8875	198	17	the	the	DET
spir-8875	198	18	extent	extent	NOUN
spir-8875	198	19	to	to	PART
spir-8875	198	20	which	which	PRON
spir-8875	198	21	hashtag	hashtag	NOUN
spir-8875	198	22	communities	community	NOUN
spir-8875	198	23	bring	bring	VERB
spir-8875	198	24	together	together	ADV
spir-8875	198	25	previously	previously	ADV
spir-8875	198	26	unconnected	unconnected	ADJ
spir-8875	198	27	users	user	NOUN
spir-8875	198	28	within	within	ADP
spir-8875	198	29	the	the	DET
spir-8875	198	30	same	same	ADJ
spir-8875	198	31	space	space	NOUN
spir-8875	198	32	,	,	PUNCT
spir-8875	198	33	or	or	CCONJ
spir-8875	198	34	to	to	PART
spir-8875	198	35	which	which	PRON
spir-8875	198	36	they	they	PRON
spir-8875	198	37	merely	merely	ADV
spir-8875	198	38	map	map	VERB
spir-8875	198	39	onto	onto	ADP
spir-8875	198	40	existing	exist	VERB
spir-8875	198	41	follower	follower	NOUN
spir-8875	198	42	/	/	SYM
spir-8875	198	43	followee	followee	NOUN
spir-8875	198	44	relationships	relationship	NOUN
spir-8875	198	45	.	.	PUNCT
spir-8875	199	1	in	in	ADP
spir-8875	199	2	doing	do	VERB
spir-8875	199	3	so	so	ADV
spir-8875	199	4	,	,	PUNCT
spir-8875	199	5	we	we	PRON
spir-8875	199	6	distinguish	distinguish	VERB
spir-8875	199	7	between	between	ADP
spir-8875	199	8	mere	mere	ADJ
spir-8875	199	9	hashtag	hashtag	NOUN
spir-8875	199	10	participation	participation	NOUN
spir-8875	199	11	(	(	PUNCT
spir-8875	199	12	posting	post	VERB
spir-8875	199	13	tweets	tweet	NOUN
spir-8875	199	14	while	while	SCONJ
spir-8875	199	15	using	use	VERB
spir-8875	199	16	the	the	DET
spir-8875	199	17	show	show	NOUN
spir-8875	199	18	’s	’s	PART
spir-8875	199	19	hashtag	hashtag	NOUN
spir-8875	199	20	)	)	PUNCT
spir-8875	199	21	and	and	CCONJ
spir-8875	199	22	direct	direct	ADJ
spir-8875	199	23	hashtagged	hashtagged	ADJ
spir-8875	199	24	interaction	interaction	NOUN
spir-8875	199	25	(	(	PUNCT
spir-8875	199	26	posting	post	VERB
spir-8875	199	27	@replies	@replie	NOUN
spir-8875	199	28	which	which	PRON
spir-8875	199	29	also	also	ADV
spir-8875	199	30	contain	contain	VERB
spir-8875	199	31	the	the	DET
spir-8875	199	32	hashtag	hashtag	NOUN
spir-8875	199	33	)	)	PUNCT
spir-8875	199	34	,	,	PUNCT
spir-8875	199	35	and	and	CCONJ
spir-8875	199	36	work	work	VERB
spir-8875	199	37	from	from	ADP
spir-8875	199	38	the	the	DET
spir-8875	199	39	hypothesis	hypothesis	NOUN
spir-8875	199	40	that	that	PRON
spir-8875	199	41	while	while	SCONJ
spir-8875	199	42	hashtag	hashtag	NOUN
spir-8875	199	43	participation	participation	NOUN
spir-8875	199	44	brings	bring	VERB
spir-8875	199	45	together	together	ADV
spir-8875	199	46	previously	previously	ADV
spir-8875	199	47	unconnected	unconnected	ADJ
spir-8875	199	48	users	user	NOUN
spir-8875	199	49	in	in	ADP
spir-8875	199	50	an	an	DET
spir-8875	199	51	ad	ad	X
spir-8875	199	52	hoc	hoc	X
spir-8875	199	53	public	public	NOUN
spir-8875	199	54	(	(	PUNCT
spir-8875	199	55	cf	cf	NOUN
spir-8875	199	56	.	.	PUNCT
spir-8875	199	57	bruns	bruns	PROPN
spir-8875	199	58	&	&	CCONJ
spir-8875	199	59	burgess	burgess	PROPN
spir-8875	199	60	,	,	PUNCT
spir-8875	199	61	2011	2011	NUM
spir-8875	199	62	)	)	PUNCT
spir-8875	199	63	,	,	PUNCT
spir-8875	199	64	direct	direct	ADJ
spir-8875	199	65	hashtagged	hashtagged	ADJ
spir-8875	199	66	interaction	interaction	NOUN
spir-8875	199	67	takes	take	VERB
spir-8875	199	68	place	place	NOUN
spir-8875	199	69	largely	largely	ADV
spir-8875	199	70	between	between	ADP
spir-8875	199	71	users	user	NOUN
spir-8875	199	72	who	who	PRON
spir-8875	199	73	are	be	AUX
spir-8875	199	74	already	already	ADV
spir-8875	199	75	also	also	ADV
spir-8875	199	76	connected	connect	VERB
spir-8875	199	77	by	by	ADP
spir-8875	199	78	follower	follower	NOUN
spir-8875	199	79	/	/	SYM
spir-8875	199	80	followee	followee	PROPN
spir-8875	199	81	relationships	relationship	NOUN
spir-8875	199	82	.	.	PUNCT
spir-8875	200	1	fig	fig	NOUN
spir-8875	200	2	.	.	PUNCT
spir-8875	201	1	2	2	NUM
spir-8875	201	2	:	:	PUNCT
spir-8875	201	3	overlap	overlap	NOUN
spir-8875	201	4	in	in	ADP
spir-8875	201	5	twitter	twitter	NOUN
spir-8875	201	6	audiences	audience	NOUN
spir-8875	201	7	for	for	ADP
spir-8875	201	8	big	big	ADJ
spir-8875	201	9	brother	brother	PROPN
spir-8875	201	10	australia	australia	PROPN
spir-8875	201	11	,	,	PUNCT
spir-8875	201	12	the	the	DET
spir-8875	201	13	bachelor	bachelor	PROPN
spir-8875	201	14	australia	australia	PROPN
spir-8875	201	15	,	,	PUNCT
spir-8875	201	16	and	and	CCONJ
spir-8875	201	17	masterchef	masterchef	PROPN
spir-8875	201	18	australia	australia	PROPN
spir-8875	201	19	fig	fig	PROPN
spir-8875	201	20	.	.	PUNCT
spir-8875	202	1	3	3	NUM
spir-8875	202	2	:	:	PUNCT
spir-8875	202	3	location	location	NOUN
spir-8875	202	4	of	of	ADP
spir-8875	202	5	masterchef	masterchef	PROPN
spir-8875	202	6	audience	audience	NOUN
spir-8875	202	7	members	member	NOUN
spir-8875	202	8	(	(	PUNCT
spir-8875	202	9	using	use	VERB
spir-8875	202	10	the	the	DET
spir-8875	202	11	#	#	SYM
spir-8875	202	12	masterchef	masterchef	NOUN
spir-8875	202	13	hashtag	hashtag	NOUN
spir-8875	202	14	)	)	PUNCT
spir-8875	202	15	in	in	ADP
spir-8875	202	16	the	the	DET
spir-8875	202	17	australian	australian	ADJ
spir-8875	202	18	twittersphere	twittersphere	NOUN
spir-8875	202	19	visibility	visibility	NOUN
spir-8875	202	20	of	of	ADP
spir-8875	202	21	social	social	ADJ
spir-8875	202	22	tv	tv	NOUN
spir-8875	202	23	audiences	audience	NOUN
spir-8875	202	24	finally	finally	ADV
spir-8875	202	25	,	,	PUNCT
spir-8875	202	26	we	we	PRON
spir-8875	202	27	also	also	ADV
spir-8875	202	28	seek	seek	VERB
spir-8875	202	29	to	to	PART
spir-8875	202	30	measure	measure	VERB
spir-8875	202	31	the	the	DET
spir-8875	202	32	overall	overall	ADJ
spir-8875	202	33	visibility	visibility	NOUN
spir-8875	202	34	in	in	ADP
spir-8875	202	35	the	the	DET
spir-8875	202	36	australian	australian	ADJ
spir-8875	202	37	twittersphere	twittersphere	NOUN
spir-8875	202	38	which	which	PRON
spir-8875	202	39	their	their	PRON
spir-8875	202	40	social	social	ADJ
spir-8875	202	41	tv	tv	NOUN
spir-8875	202	42	audiences	audience	NOUN
spir-8875	202	43	afford	afford	VERB
spir-8875	202	44	these	these	DET
spir-8875	202	45	shows	show	NOUN
spir-8875	202	46	.	.	PUNCT
spir-8875	203	1	to	to	PART
spir-8875	203	2	do	do	VERB
spir-8875	203	3	so	so	ADV
spir-8875	203	4	,	,	PUNCT
spir-8875	203	5	we	we	PRON
spir-8875	203	6	consider	consider	VERB
spir-8875	203	7	not	not	PART
spir-8875	203	8	only	only	ADV
spir-8875	203	9	those	those	DET
spir-8875	203	10	users	user	NOUN
spir-8875	203	11	who	who	PRON
spir-8875	203	12	are	be	AUX
spir-8875	203	13	actively	actively	ADV
spir-8875	203	14	posting	post	VERB
spir-8875	203	15	relevant	relevant	ADJ
spir-8875	203	16	tweets	tweet	NOUN
spir-8875	203	17	,	,	PUNCT
spir-8875	203	18	but	but	CCONJ
spir-8875	203	19	examine	examine	VERB
spir-8875	203	20	the	the	DET
spir-8875	203	21	total	total	ADJ
spir-8875	203	22	size	size	NOUN
spir-8875	203	23	of	of	ADP
spir-8875	203	24	the	the	DET
spir-8875	203	25	twitter	twitter	NOUN
spir-8875	203	26	audience	audience	NOUN
spir-8875	203	27	which	which	PRON
spir-8875	203	28	could	could	AUX
spir-8875	203	29	conceivably	conceivably	ADV
spir-8875	203	30	have	have	AUX
spir-8875	203	31	seen	see	VERB
spir-8875	203	32	these	these	DET
spir-8875	203	33	tweets	tweet	NOUN
spir-8875	203	34	in	in	ADP
spir-8875	203	35	their	their	PRON
spir-8875	203	36	incoming	incoming	ADJ
spir-8875	203	37	activity	activity	NOUN
spir-8875	203	38	streams	stream	NOUN
spir-8875	203	39	,	,	PUNCT
spir-8875	203	40	and	and	CCONJ
spir-8875	203	41	the	the	DET
spir-8875	203	42	total	total	ADJ
spir-8875	203	43	number	number	NOUN
spir-8875	203	44	of	of	ADP
spir-8875	203	45	relevant	relevant	ADJ
spir-8875	203	46	tweets	tweet	NOUN
spir-8875	203	47	which	which	PRON
spir-8875	203	48	–	–	PUNCT
spir-8875	203	49	on	on	ADP
spir-8875	203	50	the	the	DET
spir-8875	203	51	basis	basis	NOUN
spir-8875	203	52	of	of	ADP
spir-8875	203	53	their	their	PRON
spir-8875	203	54	network	network	NOUN
spir-8875	203	55	connections	connection	NOUN
spir-8875	203	56	–	–	PUNCT
spir-8875	203	57	each	each	DET
spir-8875	203	58	user	user	NOUN
spir-8875	203	59	would	would	AUX
spir-8875	203	60	have	have	AUX
spir-8875	203	61	received	receive	VERB
spir-8875	203	62	.	.	PUNCT
spir-8875	204	1	taken	take	VERB
spir-8875	204	2	together	together	ADV
spir-8875	204	3	,	,	PUNCT
spir-8875	204	4	this	this	PRON
spir-8875	204	5	results	result	NOUN
spir-8875	204	6	in	in	ADP
spir-8875	204	7	an	an	DET
spir-8875	204	8	audience	audience	NOUN
spir-8875	204	9	heatmap	heatmap	NOUN
spir-8875	204	10	for	for	ADP
spir-8875	204	11	each	each	PRON
spir-8875	204	12	of	of	ADP
spir-8875	204	13	the	the	DET
spir-8875	204	14	shows	show	NOUN
spir-8875	204	15	,	,	PUNCT
spir-8875	204	16	overlaid	overlay	VERB
spir-8875	204	17	on	on	ADP
spir-8875	204	18	top	top	NOUN
spir-8875	204	19	of	of	ADP
spir-8875	204	20	the	the	DET
spir-8875	204	21	national	national	PROPN
spir-8875	204	22	twittersphere	twittersphere	PROPN
spir-8875	204	23	map	map	NOUN
spir-8875	204	24	,	,	PUNCT
spir-8875	204	25	to	to	PART
spir-8875	204	26	indicate	indicate	VERB
spir-8875	204	27	areas	area	NOUN
spir-8875	204	28	of	of	ADP
spir-8875	204	29	the	the	DET
spir-8875	204	30	network	network	NOUN
spir-8875	204	31	where	where	SCONJ
spir-8875	204	32	even	even	ADV
spir-8875	204	33	those	those	DET
spir-8875	204	34	users	user	NOUN
spir-8875	204	35	who	who	PRON
spir-8875	204	36	did	do	AUX
spir-8875	204	37	not	not	PART
spir-8875	204	38	actively	actively	ADV
spir-8875	204	39	engage	engage	VERB
spir-8875	204	40	in	in	ADP
spir-8875	204	41	the	the	DET
spir-8875	204	42	social	social	ADJ
spir-8875	204	43	media	medium	NOUN
spir-8875	204	44	activities	activity	NOUN
spir-8875	204	45	related	relate	VERB
spir-8875	204	46	to	to	ADP
spir-8875	204	47	a	a	DET
spir-8875	204	48	show	show	NOUN
spir-8875	204	49	would	would	AUX
spir-8875	204	50	have	have	AUX
spir-8875	204	51	received	receive	VERB
spir-8875	204	52	a	a	DET
spir-8875	204	53	detailed	detailed	ADJ
spir-8875	204	54	feed	feed	NOUN
spir-8875	204	55	of	of	ADP
spir-8875	204	56	updates	update	NOUN
spir-8875	204	57	about	about	ADP
spir-8875	204	58	the	the	DET
spir-8875	204	59	programme	programme	NOUN
spir-8875	204	60	,	,	PUNCT
spir-8875	204	61	and	and	CCONJ
spir-8875	204	62	areas	area	NOUN
spir-8875	204	63	of	of	ADP
spir-8875	204	64	the	the	DET
spir-8875	204	65	network	network	NOUN
spir-8875	204	66	where	where	SCONJ
spir-8875	204	67	it	it	PRON
spir-8875	204	68	would	would	AUX
spir-8875	204	69	have	have	AUX
spir-8875	204	70	been	be	AUX
spir-8875	204	71	possible	possible	ADJ
spir-8875	204	72	for	for	SCONJ
spir-8875	204	73	users	user	NOUN
spir-8875	204	74	to	to	PART
spir-8875	204	75	have	have	AUX
spir-8875	204	76	remained	remain	VERB
spir-8875	204	77	entirely	entirely	ADV
spir-8875	204	78	unaware	unaware	ADJ
spir-8875	204	79	of	of	ADP
spir-8875	204	80	any	any	DET
spir-8875	204	81	news	news	NOUN
spir-8875	204	82	related	relate	VERB
spir-8875	204	83	to	to	ADP
spir-8875	204	84	the	the	DET
spir-8875	204	85	show	show	NOUN
spir-8875	204	86	.	.	PUNCT
spir-8875	205	1	such	such	ADJ
spir-8875	205	2	analysis	analysis	NOUN
spir-8875	205	3	is	be	AUX
spir-8875	205	4	crucial	crucial	ADJ
spir-8875	205	5	for	for	ADP
spir-8875	205	6	measuring	measure	VERB
spir-8875	205	7	both	both	CCONJ
spir-8875	205	8	the	the	DET
spir-8875	205	9	depth	depth	NOUN
spir-8875	205	10	and	and	CCONJ
spir-8875	205	11	breadth	breadth	NOUN
spir-8875	205	12	of	of	ADP
spir-8875	205	13	audience	audience	NOUN
spir-8875	205	14	participation	participation	NOUN
spir-8875	205	15	in	in	ADP
spir-8875	205	16	a	a	DET
spir-8875	205	17	social	social	ADJ
spir-8875	205	18	tv	tv	NOUN
spir-8875	205	19	initiative	initiative	NOUN
spir-8875	205	20	,	,	PUNCT
spir-8875	205	21	and	and	CCONJ
spir-8875	205	22	as	as	ADP
spir-8875	205	23	a	a	DET
spir-8875	205	24	basis	basis	NOUN
spir-8875	205	25	for	for	ADP
spir-8875	205	26	quantifying	quantify	VERB
spir-8875	205	27	the	the	DET
spir-8875	205	28	return	return	NOUN
spir-8875	205	29	on	on	ADP
spir-8875	205	30	investment	investment	NOUN
spir-8875	205	31	in	in	ADP
spir-8875	205	32	social	social	ADJ
spir-8875	205	33	tv	tv	NOUN
spir-8875	205	34	activities	activity	NOUN
spir-8875	205	35	around	around	ADP
spir-8875	205	36	a	a	DET
spir-8875	205	37	programme	programme	NOUN
spir-8875	205	38	.	.	PUNCT
spir-8875	206	1	conclusion	conclusion	NOUN
spir-8875	206	2	in	in	ADP
spir-8875	206	3	combination	combination	NOUN
spir-8875	206	4	,	,	PUNCT
spir-8875	206	5	these	these	DET
spir-8875	206	6	three	three	NUM
spir-8875	206	7	approaches	approach	NOUN
spir-8875	206	8	to	to	ADP
spir-8875	206	9	measuring	measure	VERB
spir-8875	206	10	and	and	CCONJ
spir-8875	206	11	visualising	visualise	VERB
spir-8875	206	12	the	the	DET
spir-8875	206	13	level	level	NOUN
spir-8875	206	14	of	of	ADP
spir-8875	206	15	social	social	ADJ
spir-8875	206	16	media	medium	NOUN
spir-8875	206	17	activities	activity	NOUN
spir-8875	206	18	around	around	ADP
spir-8875	206	19	television	television	NOUN
spir-8875	206	20	programming	programming	NOUN
spir-8875	206	21	offer	offer	VERB
spir-8875	206	22	new	new	ADJ
spir-8875	206	23	opportunities	opportunity	NOUN
spir-8875	206	24	for	for	ADP
spir-8875	206	25	the	the	DET
spir-8875	206	26	reliable	reliable	ADJ
spir-8875	206	27	and	and	CCONJ
spir-8875	206	28	comparative	comparative	ADJ
spir-8875	206	29	quantification	quantification	NOUN
spir-8875	206	30	of	of	ADP
spir-8875	206	31	the	the	DET
spir-8875	206	32	success	success	NOUN
spir-8875	206	33	and	and	CCONJ
spir-8875	206	34	impact	impact	NOUN
spir-8875	206	35	of	of	ADP
spir-8875	206	36	social	social	ADJ
spir-8875	206	37	tv	tv	NOUN
spir-8875	206	38	initiatives	initiative	NOUN
spir-8875	206	39	.	.	PUNCT
spir-8875	207	1	the	the	DET
spir-8875	207	2	work	work	NOUN
spir-8875	207	3	we	we	PRON
spir-8875	207	4	will	will	AUX
spir-8875	207	5	present	present	VERB
spir-8875	207	6	in	in	ADP
spir-8875	207	7	this	this	DET
spir-8875	207	8	paper	paper	NOUN
spir-8875	207	9	provides	provide	VERB
spir-8875	207	10	a	a	DET
spir-8875	207	11	first	first	ADJ
spir-8875	207	12	point	point	NOUN
spir-8875	207	13	of	of	ADP
spir-8875	207	14	entry	entry	NOUN
spir-8875	207	15	for	for	ADP
spir-8875	207	16	further	further	ADJ
spir-8875	207	17	and	and	CCONJ
spir-8875	207	18	more	more	ADV
spir-8875	207	19	detailed	detailed	ADJ
spir-8875	207	20	research	research	NOUN
spir-8875	207	21	to	to	PART
spir-8875	207	22	develop	develop	VERB
spir-8875	207	23	additional	additional	ADJ
spir-8875	207	24	analytical	analytical	ADJ
spir-8875	207	25	methods	method	NOUN
spir-8875	207	26	and	and	CCONJ
spir-8875	207	27	metrics	metric	NOUN
spir-8875	207	28	which	which	PRON
spir-8875	207	29	are	be	AUX
spir-8875	207	30	both	both	PRON
spir-8875	207	31	scholarly	scholarly	ADV
spir-8875	207	32	rigorous	rigorous	ADJ
spir-8875	207	33	and	and	CCONJ
spir-8875	207	34	of	of	ADP
spir-8875	207	35	potential	potential	ADJ
spir-8875	207	36	commercial	commercial	ADJ
spir-8875	207	37	value	value	NOUN
spir-8875	207	38	.	.	PUNCT
spir-8875	208	1	references	reference	NOUN
spir-8875	208	2	bruns	brun	NOUN
spir-8875	208	3	,	,	PUNCT
spir-8875	208	4	a.	a.	NOUN
spir-8875	208	5	,	,	PUNCT
spir-8875	208	6	and	and	CCONJ
spir-8875	208	7	j.	j.	PROPN
spir-8875	208	8	burgess	burgess	PROPN
spir-8875	208	9	.	.	PUNCT
spir-8875	209	1	(	(	PUNCT
spir-8875	209	2	2012	2012	NUM
spir-8875	209	3	)	)	PUNCT
spir-8875	209	4	.	.	PUNCT
spir-8875	210	1	the	the	DET
spir-8875	210	2	use	use	NOUN
spir-8875	210	3	of	of	ADP
spir-8875	210	4	twitter	twitter	NOUN
spir-8875	210	5	hashtags	hashtag	NOUN
spir-8875	210	6	in	in	ADP
spir-8875	210	7	the	the	DET
spir-8875	210	8	formation	formation	NOUN
spir-8875	210	9	of	of	ADP
spir-8875	210	10	ad	ad	X
spir-8875	210	11	hoc	hoc	X
spir-8875	210	12	publics	public	NOUN
spir-8875	210	13	.	.	PUNCT
spir-8875	210	14	paper	paper	NOUN
spir-8875	210	15	presented	present	VERB
spir-8875	210	16	at	at	ADP
spir-8875	210	17	the	the	DET
spir-8875	210	18	european	european	PROPN
spir-8875	210	19	consortium	consortium	PROPN
spir-8875	210	20	for	for	ADP
spir-8875	210	21	political	political	ADJ
spir-8875	210	22	research	research	NOUN
spir-8875	210	23	conference	conference	NOUN
spir-8875	210	24	,	,	PUNCT
spir-8875	210	25	reykjavík	reykjavík	NOUN
spir-8875	210	26	,	,	PUNCT
spir-8875	210	27	25	25	NUM
spir-8875	210	28	-	-	SYM
spir-8875	210	29	27	27	NUM
spir-8875	210	30	aug	aug	NOUN
spir-8875	210	31	.	.	PROPN
spir-8875	210	32	2011	2011	NUM
spir-8875	210	33	.	.	PUNCT
spir-8875	211	1	bruns	brun	NOUN
spir-8875	211	2	,	,	PUNCT
spir-8875	211	3	a.	a.	PROPN
spir-8875	211	4	,	,	PUNCT
spir-8875	211	5	j.	j.	PROPN
spir-8875	211	6	burgess	burgess	PROPN
spir-8875	211	7	,	,	PUNCT
spir-8875	211	8	and	and	CCONJ
spir-8875	211	9	t.	t.	PROPN
spir-8875	211	10	highfield	highfield	PROPN
spir-8875	211	11	.	.	PUNCT
spir-8875	212	1	(	(	PUNCT
spir-8875	212	2	2014	2014	NUM
spir-8875	212	3	)	)	PUNCT
spir-8875	212	4	.	.	PUNCT
spir-8875	213	1	a	a	DET
spir-8875	213	2	‘	'	PUNCT
spir-8875	213	3	big	big	ADJ
spir-8875	213	4	data	datum	NOUN
spir-8875	213	5	’	'	PUNCT
spir-8875	213	6	approach	approach	NOUN
spir-8875	213	7	to	to	ADP
spir-8875	213	8	mapping	map	VERB
spir-8875	213	9	the	the	DET
spir-8875	213	10	australian	australian	ADJ
spir-8875	213	11	twittersphere	twittersphere	NOUN
spir-8875	213	12	.	.	PUNCT
spir-8875	214	1	in	in	ADP
spir-8875	214	2	k.	k.	PROPN
spir-8875	214	3	bode	bode	PROPN
spir-8875	214	4	and	and	CCONJ
spir-8875	214	5	p.	p.	PROPN
spir-8875	214	6	arthur	arthur	PROPN
spir-8875	214	7	,	,	PUNCT
spir-8875	214	8	eds	eds	PROPN
spir-8875	214	9	.	.	PROPN
spir-8875	214	10	,	,	PUNCT
spir-8875	214	11	repurposing	repurpose	VERB
spir-8875	214	12	the	the	DET
spir-8875	214	13	digital	digital	ADJ
spir-8875	214	14	humanities	humanity	NOUN
spir-8875	214	15	:	:	PUNCT
spir-8875	214	16	research	research	NOUN
spir-8875	214	17	,	,	PUNCT
spir-8875	214	18	methods	method	NOUN
spir-8875	214	19	,	,	PUNCT
spir-8875	214	20	theories	theory	NOUN
spir-8875	214	21	.	.	PUNCT
spir-8875	215	1	basingstoke	basingstoke	PROPN
spir-8875	215	2	:	:	PUNCT
spir-8875	215	3	palgrave	palgrave	PROPN
spir-8875	215	4	macmillan	macmillan	PROPN
spir-8875	215	5	.	.	PUNCT
spir-8875	216	1	sensis	sensis	PROPN
spir-8875	216	2	.	.	PUNCT
spir-8875	217	1	(	(	PUNCT
spir-8875	217	2	2013	2013	NUM
spir-8875	217	3	)	)	PUNCT
spir-8875	217	4	.	.	PUNCT
spir-8875	218	1	yellowtm	yellowtm	PROPN
spir-8875	218	2	social	social	ADJ
spir-8875	218	3	media	medium	NOUN
spir-8875	218	4	report	report	NOUN
spir-8875	218	5	:	:	PUNCT
spir-8875	218	6	what	what	PRON
spir-8875	218	7	australian	australian	ADJ
spir-8875	218	8	people	people	NOUN
spir-8875	218	9	and	and	CCONJ
spir-8875	218	10	businesses	business	NOUN
spir-8875	218	11	are	be	AUX
spir-8875	218	12	doing	do	VERB
spir-8875	218	13	with	with	ADP
spir-8875	218	14	social	social	ADJ
spir-8875	218	15	media	medium	NOUN
spir-8875	218	16	.	.	PUNCT
spir-8875	219	1	melbourne	melbourne	PROPN
spir-8875	219	2	:	:	PUNCT
spir-8875	219	3	sensis	sensis	NOUN
spir-8875	219	4	.	.	PUNCT
spir-8875	220	1	http://about.sensis.com.au/ignitionsuite/uploads/docs/yellow%20pages%20social%20	http://about.sensis.com.au/ignitionsuite/uploads/docs/yellow%20pages%20social%20	PROPN
spir-8875	220	2	media%20repo	media%20repo	PUNCT
spir-8875	220	3	rt_f.pdf	rt_f.pdf	PROPN
spir-8875	220	4	license	license	NOUN
spir-8875	220	5	this	this	DET
spir-8875	220	6	article	article	NOUN
spir-8875	220	7	is	be	AUX
spir-8875	220	8	©	©	PROPN
spir-8875	220	9	2014	2014	NUM
spir-8875	220	10	authors	author	NOUN
spir-8875	220	11	,	,	PUNCT
spir-8875	220	12	and	and	CCONJ
spir-8875	220	13	licensed	license	VERB
spir-8875	220	14	under	under	ADP
spir-8875	220	15	cc	cc	NOUN
spir-8875	220	16	by	by	ADP
spir-8875	220	17	-	-	PUNCT
spir-8875	220	18	nc	nc	PROPN
spir-8875	220	19	-	-	PUNCT
spir-8875	220	20	sa	sa	PROPN
spir-8875	220	21	.	.	PUNCT
spir-8875	220	22	live	live	ADV
spir-8875	220	23	-	-	PUNCT
spir-8875	220	24	tweeting	tweet	VERB
spir-8875	220	25	scandal	scandal	NOUN
spir-8875	220	26	:	:	PUNCT
spir-8875	220	27	twitter	twitter	NOUN
spir-8875	220	28	communities	community	NOUN
spir-8875	220	29	and	and	CCONJ
spir-8875	220	30	modes	mode	NOUN
spir-8875	220	31	of	of	ADP
spir-8875	220	32	social	social	ADJ
spir-8875	220	33	engagement	engagement	NOUN
spir-8875	220	34	amongst	amongst	ADP
spir-8875	220	35	a	a	DET
spir-8875	220	36	television	television	NOUN
spir-8875	220	37	viewing	view	VERB
spir-8875	220	38	audience	audience	NOUN
spir-8875	220	39	dayna	dayna	PROPN
spir-8875	220	40	chatman	chatman	PROPN
spir-8875	220	41	university	university	PROPN
spir-8875	220	42	of	of	ADP
spir-8875	220	43	southern	southern	PROPN
spir-8875	220	44	california	california	PROPN
spir-8875	220	45	kevin	kevin	PROPN
spir-8875	220	46	driscoll	driscoll	PROPN
spir-8875	220	47	university	university	PROPN
spir-8875	220	48	of	of	ADP
spir-8875	220	49	southern	southern	PROPN
spir-8875	220	50	california	california	PROPN
spir-8875	220	51	françois	françois	PROPN
spir-8875	220	52	bar	bar	PROPN
spir-8875	220	53	university	university	PROPN
spir-8875	220	54	of	of	ADP
spir-8875	220	55	southern	southern	PROPN
spir-8875	220	56	california	california	PROPN
spir-8875	220	57	alex	alex	PROPN
spir-8875	220	58	leavitt	leavitt	PROPN
spir-8875	220	59	university	university	PROPN
spir-8875	220	60	of	of	ADP
spir-8875	220	61	southern	southern	PROPN
spir-8875	220	62	california	california	PROPN
spir-8875	220	63	renxia	renxia	PROPN
spir-8875	220	64	wang	wang	PROPN
spir-8875	220	65	university	university	PROPN
spir-8875	220	66	of	of	ADP
spir-8875	220	67	southern	southern	PROPN
spir-8875	220	68	california	california	PROPN
spir-8875	220	69	abstract	abstract	ADJ
spir-8875	220	70	live	live	ADV
spir-8875	220	71	-	-	PUNCT
spir-8875	220	72	tweeting	tweet	VERB
spir-8875	220	73	refers	refer	NOUN
spir-8875	220	74	to	to	ADP
spir-8875	220	75	an	an	DET
spir-8875	220	76	open	open	ADV
spir-8875	220	77	-	-	PUNCT
spir-8875	220	78	ended	end	VERB
spir-8875	220	79	discourse	discourse	NOUN
spir-8875	220	80	that	that	PRON
spir-8875	220	81	unfolds	unfold	VERB
spir-8875	220	82	through	through	ADP
spir-8875	220	83	social	social	ADJ
spir-8875	220	84	media	medium	NOUN
spir-8875	220	85	services	service	NOUN
spir-8875	220	86	during	during	ADP
spir-8875	220	87	real	real	ADJ
spir-8875	220	88	-	-	PUNCT
spir-8875	220	89	time	time	NOUN
spir-8875	220	90	television	television	NOUN
spir-8875	220	91	programming	programming	NOUN
spir-8875	220	92	.	.	PUNCT
spir-8875	221	1	live	live	ADV
spir-8875	221	2	-	-	PUNCT
spir-8875	221	3	tweeting	tweet	VERB
spir-8875	221	4	offers	offer	VERB
spir-8875	221	5	a	a	DET
spir-8875	221	6	opportunity	opportunity	NOUN
spir-8875	221	7	for	for	SCONJ
spir-8875	221	8	audience	audience	NOUN
spir-8875	221	9	researchers	researcher	NOUN
spir-8875	221	10	to	to	PART
spir-8875	221	11	hear	hear	VERB
spir-8875	221	12	in	in	ADP
spir-8875	221	13	situ	situ	ADJ
spir-8875	221	14	commentary	commentary	NOUN
spir-8875	221	15	from	from	ADP
spir-8875	221	16	thousands	thousand	NOUN
spir-8875	221	17	of	of	ADP
spir-8875	221	18	viewers	viewer	NOUN
spir-8875	221	19	at	at	ADP
spir-8875	221	20	once	once	ADV
spir-8875	221	21	.	.	PUNCT
spir-8875	222	1	these	these	DET
spir-8875	222	2	social	social	ADJ
spir-8875	222	3	media	medium	NOUN
spir-8875	222	4	conversations	conversation	NOUN
spir-8875	222	5	may	may	AUX
spir-8875	222	6	include	include	VERB
spir-8875	222	7	audiences	audience	NOUN
spir-8875	222	8	who	who	PRON
spir-8875	222	9	are	be	AUX
spir-8875	222	10	otherwise	otherwise	ADV
spir-8875	222	11	absent	absent	ADJ
spir-8875	222	12	or	or	CCONJ
spir-8875	222	13	obscured	obscure	VERB
spir-8875	222	14	in	in	ADP
spir-8875	222	15	traditional	traditional	ADJ
spir-8875	222	16	media	medium	NOUN
spir-8875	222	17	metrics	metric	NOUN
spir-8875	222	18	.	.	PUNCT
spir-8875	223	1	although	although	SCONJ
spir-8875	223	2	activity	activity	NOUN
spir-8875	223	3	on	on	ADP
spir-8875	223	4	twitter	twitter	NOUN
spir-8875	223	5	is	be	AUX
spir-8875	223	6	conventionally	conventionally	ADV
spir-8875	223	7	measured	measure	VERB
spir-8875	223	8	at	at	ADP
spir-8875	223	9	the	the	DET
spir-8875	223	10	level	level	NOUN
spir-8875	223	11	of	of	ADP
spir-8875	223	12	population	population	NOUN
spir-8875	223	13	,	,	PUNCT
spir-8875	223	14	we	we	PRON
spir-8875	223	15	complement	complement	VERB
spir-8875	223	16	this	this	DET
spir-8875	223	17	macro	macro	ADJ
spir-8875	223	18	perspective	perspective	NOUN
spir-8875	223	19	with	with	ADP
spir-8875	223	20	“	"	PUNCT
spir-8875	223	21	participant	participant	ADJ
spir-8875	223	22	viewing	viewing	NOUN
spir-8875	223	23	,	,	PUNCT
spir-8875	223	24	”	"	PUNCT
spir-8875	223	25	a	a	DET
spir-8875	223	26	form	form	NOUN
spir-8875	223	27	of	of	ADP
spir-8875	223	28	participant	participant	ADJ
spir-8875	223	29	observation	observation	NOUN
spir-8875	223	30	in	in	ADP
spir-8875	223	31	which	which	PRON
spir-8875	223	32	researchers	researcher	NOUN
spir-8875	223	33	actively	actively	ADV
spir-8875	223	34	engage	engage	VERB
spir-8875	223	35	with	with	ADP
spir-8875	223	36	an	an	DET
spir-8875	223	37	unfolding	unfold	VERB
spir-8875	223	38	television	television	NOUN
spir-8875	223	39	event	event	NOUN
spir-8875	223	40	using	use	VERB
spir-8875	223	41	both	both	DET
spir-8875	223	42	semi	semi	ADJ
spir-8875	223	43	-	-	ADJ
spir-8875	223	44	automated	automated	ADJ
spir-8875	223	45	research	research	NOUN
spir-8875	223	46	tools	tool	NOUN
spir-8875	223	47	and	and	CCONJ
spir-8875	223	48	twitter	twitter	NOUN
spir-8875	223	49	's	's	PART
spir-8875	223	50	own	own	ADJ
spir-8875	223	51	interfaces	interface	NOUN
spir-8875	223	52	.	.	PUNCT
spir-8875	224	1	the	the	DET
spir-8875	224	2	present	present	ADJ
spir-8875	224	3	research	research	NOUN
spir-8875	224	4	seeks	seek	VERB
spir-8875	224	5	to	to	PART
spir-8875	224	6	better	well	ADV
spir-8875	224	7	understand	understand	VERB
spir-8875	224	8	the	the	DET
spir-8875	224	9	phenomenon	phenomenon	NOUN
spir-8875	224	10	of	of	ADP
spir-8875	224	11	black	black	ADJ
spir-8875	224	12	twitter	twitter	NOUN
spir-8875	224	13	through	through	ADP
spir-8875	224	14	an	an	DET
spir-8875	224	15	observation	observation	NOUN
spir-8875	224	16	of	of	ADP
spir-8875	224	17	live	live	ADV
spir-8875	224	18	-	-	PUNCT
spir-8875	224	19	tweeting	tweet	VERB
spir-8875	224	20	activity	activity	NOUN
spir-8875	224	21	during	during	ADP
spir-8875	224	22	the	the	DET
spir-8875	224	23	prime	prime	ADJ
spir-8875	224	24	-	-	PUNCT
spir-8875	224	25	time	time	NOUN
spir-8875	224	26	drama	drama	NOUN
spir-8875	224	27	scandal	scandal	NOUN
spir-8875	224	28	.	.	PUNCT
spir-8875	225	1	within	within	ADP
spir-8875	225	2	this	this	DET
spir-8875	225	3	lively	lively	ADJ
spir-8875	225	4	discursive	discursive	ADJ
spir-8875	225	5	space	space	NOUN
spir-8875	225	6	,	,	PUNCT
spir-8875	225	7	we	we	PRON
spir-8875	225	8	suggest	suggest	VERB
spir-8875	225	9	several	several	ADJ
spir-8875	225	10	possible	possible	ADJ
spir-8875	225	11	sub	sub	NOUN
spir-8875	225	12	-	-	NOUN
spir-8875	225	13	categories	category	NOUN
spir-8875	225	14	of	of	ADP
spir-8875	225	15	users	user	NOUN
spir-8875	225	16	based	base	VERB
spir-8875	225	17	on	on	ADP
spir-8875	225	18	distinct	distinct	ADJ
spir-8875	225	19	live	live	ADV
spir-8875	225	20	-	-	PUNCT
spir-8875	225	21	tweeting	tweet	VERB
spir-8875	225	22	practices	practice	NOUN
spir-8875	225	23	.	.	PUNCT
spir-8875	226	1	“	"	PUNCT
spir-8875	226	2	live	live	ADV
spir-8875	226	3	-	-	PUNCT
spir-8875	226	4	tweeting	tweet	VERB
spir-8875	226	5	”	"	PUNCT
spir-8875	226	6	and	and	CCONJ
spir-8875	226	7	television	television	NOUN
spir-8875	226	8	audience	audience	NOUN
spir-8875	226	9	measurement	measurement	NOUN
spir-8875	226	10	despite	despite	SCONJ
spir-8875	226	11	the	the	DET
spir-8875	226	12	visibility	visibility	NOUN
spir-8875	226	13	of	of	ADP
spir-8875	226	14	the	the	DET
spir-8875	226	15	practice	practice	NOUN
spir-8875	226	16	of	of	ADP
spir-8875	226	17	“	"	PUNCT
spir-8875	226	18	live	live	ADV
spir-8875	226	19	-	-	PUNCT
spir-8875	226	20	tweeting	tweet	VERB
spir-8875	226	21	”	"	PUNCT
spir-8875	226	22	entertainment	entertainment	NOUN
spir-8875	226	23	television	television	NOUN
spir-8875	226	24	events	event	NOUN
spir-8875	226	25	,	,	PUNCT
spir-8875	226	26	researchers	researcher	NOUN
spir-8875	226	27	have	have	VERB
spir-8875	226	28	yet	yet	ADV
spir-8875	226	29	to	to	PART
spir-8875	226	30	extensively	extensively	ADV
spir-8875	226	31	explore	explore	VERB
spir-8875	226	32	what	what	PRON
spir-8875	226	33	live	live	ADV
spir-8875	226	34	-	-	PUNCT
spir-8875	226	35	tweeting	tweet	VERB
spir-8875	226	36	can	can	AUX
spir-8875	226	37	tell	tell	VERB
spir-8875	226	38	us	we	PRON
spir-8875	226	39	about	about	ADP
spir-8875	226	40	american	american	ADJ
spir-8875	226	41	television	television	NOUN
spir-8875	226	42	viewing	view	VERB
spir-8875	226	43	audiences	audience	NOUN
spir-8875	226	44	’	’	PART
spir-8875	226	45	communication	communication	NOUN
spir-8875	226	46	behaviors	behavior	NOUN
spir-8875	226	47	,	,	PUNCT
spir-8875	226	48	meaning	meaning	NOUN
spir-8875	226	49	-	-	PUNCT
spir-8875	226	50	making	make	VERB
spir-8875	226	51	practices	practice	NOUN
spir-8875	226	52	,	,	PUNCT
spir-8875	226	53	expressions	expression	NOUN
spir-8875	226	54	of	of	ADP
spir-8875	226	55	pleasure	pleasure	NOUN
spir-8875	226	56	(	(	PUNCT
spir-8875	226	57	or	or	CCONJ
spir-8875	226	58	displeasure	displeasure	NOUN
spir-8875	226	59	)	)	PUNCT
spir-8875	226	60	,	,	PUNCT
spir-8875	226	61	and	and	CCONJ
spir-8875	226	62	social	social	ADJ
spir-8875	226	63	interactions	interaction	NOUN
spir-8875	226	64	.	.	PUNCT
spir-8875	227	1	while	while	SCONJ
spir-8875	227	2	there	there	PRON
spir-8875	227	3	are	be	VERB
spir-8875	227	4	a	a	DET
spir-8875	227	5	few	few	ADJ
spir-8875	227	6	exceptions	exception	NOUN
spir-8875	227	7	(	(	PUNCT
spir-8875	227	8	see	see	VERB
spir-8875	227	9	wood	wood	NOUN
spir-8875	227	10	&	&	CCONJ
spir-8875	227	11	baughman	baughman	NOUN
spir-8875	227	12	,	,	PUNCT
spir-8875	227	13	2012	2012	NUM
spir-8875	227	14	)	)	PUNCT
spir-8875	227	15	,	,	PUNCT
spir-8875	227	16	much	much	ADJ
spir-8875	227	17	of	of	ADP
spir-8875	227	18	the	the	DET
spir-8875	227	19	extant	extant	ADJ
spir-8875	227	20	literature	literature	NOUN
spir-8875	227	21	on	on	ADP
spir-8875	227	22	live	live	ADV
spir-8875	227	23	-	-	PUNCT
spir-8875	227	24	tweeting	tweet	VERB
spir-8875	227	25	focuses	focus	VERB
spir-8875	227	26	specifically	specifically	ADV
spir-8875	227	27	on	on	ADP
spir-8875	227	28	political	political	ADJ
spir-8875	227	29	debates	debate	NOUN
spir-8875	227	30	(	(	PUNCT
spir-8875	227	31	hawthorne	hawthorne	NOUN
spir-8875	227	32	,	,	PUNCT
spir-8875	227	33	houston	houston	PROPN
spir-8875	227	34	,	,	PUNCT
spir-8875	227	35	&	&	CCONJ
spir-8875	227	36	mckinney	mckinney	PROPN
spir-8875	227	37	,	,	PUNCT
spir-8875	227	38	2013	2013	NUM
spir-8875	227	39	;	;	PUNCT
spir-8875	227	40	houston	houston	PROPN
spir-8875	227	41	,	,	PUNCT
spir-8875	227	42	et	et	PROPN
spir-8875	227	43	al	al	PROPN
spir-8875	227	44	.	.	PROPN
spir-8875	227	45	,	,	PUNCT
spir-8875	227	46	2013	2013	NUM
spir-8875	227	47	;	;	PUNCT
spir-8875	227	48	houston	houston	PROPN
spir-8875	227	49	,	,	PUNCT
spir-8875	227	50	mckinney	mckinney	PROPN
spir-8875	227	51	,	,	PUNCT
spir-8875	227	52	et	et	PROPN
spir-8875	227	53	al	al	PROPN
spir-8875	227	54	.	.	PROPN
spir-8875	227	55	,	,	PUNCT
spir-8875	227	56	2013	2013	NUM
spir-8875	227	57	)	)	PUNCT
spir-8875	227	58	.	.	PUNCT
spir-8875	228	1	in	in	ADP
spir-8875	228	2	the	the	DET
spir-8875	228	3	post	post	NOUN
spir-8875	228	4	network	network	NOUN
spir-8875	228	5	era	era	NOUN
spir-8875	228	6	(	(	PUNCT
spir-8875	228	7	lotz	lotz	PROPN
spir-8875	228	8	,	,	PUNCT
spir-8875	228	9	2007	2007	NUM
spir-8875	228	10	)	)	PUNCT
spir-8875	228	11	,	,	PUNCT
spir-8875	228	12	live	live	ADV
spir-8875	228	13	-	-	PUNCT
spir-8875	228	14	tweeting	tweet	VERB
spir-8875	228	15	is	be	AUX
spir-8875	228	16	a	a	DET
spir-8875	228	17	key	key	ADJ
spir-8875	228	18	component	component	NOUN
spir-8875	228	19	to	to	ADP
spir-8875	228	20	television	television	NOUN
spir-8875	228	21	networks	network	NOUN
spir-8875	228	22	'	'	PART
spir-8875	228	23	marketing	marketing	NOUN
spir-8875	228	24	and	and	CCONJ
spir-8875	228	25	research	research	NOUN
spir-8875	228	26	efforts	effort	NOUN
spir-8875	228	27	.	.	PUNCT
spir-8875	229	1	with	with	ADP
spir-8875	229	2	escalating	escalate	VERB
spir-8875	229	3	competition	competition	NOUN
spir-8875	229	4	amongst	amongst	ADP
spir-8875	229	5	broadcast	broadcast	NOUN
spir-8875	229	6	,	,	PUNCT
spir-8875	229	7	cable	cable	NOUN
spir-8875	229	8	,	,	PUNCT
spir-8875	229	9	and	and	CCONJ
spir-8875	229	10	online	online	ADJ
spir-8875	229	11	streaming	streaming	NOUN
spir-8875	229	12	services	service	NOUN
spir-8875	229	13	,	,	PUNCT
spir-8875	229	14	television	television	NOUN
spir-8875	229	15	producers	producer	NOUN
spir-8875	229	16	both	both	PRON
spir-8875	229	17	vie	vie	VERB
spir-8875	229	18	for	for	ADP
spir-8875	229	19	the	the	DET
spir-8875	229	20	attention	attention	NOUN
spir-8875	229	21	of	of	ADP
spir-8875	229	22	new	new	ADJ
spir-8875	229	23	audiences	audience	NOUN
spir-8875	229	24	and	and	CCONJ
spir-8875	229	25	struggle	struggle	VERB
spir-8875	229	26	to	to	PART
spir-8875	229	27	reliably	reliably	ADV
spir-8875	229	28	measure	measure	VERB
spir-8875	229	29	existing	exist	VERB
spir-8875	229	30	audiences	audience	NOUN
spir-8875	229	31	.	.	PUNCT
spir-8875	230	1	this	this	DET
spir-8875	230	2	research	research	NOUN
spir-8875	230	3	takes	take	VERB
spir-8875	230	4	an	an	DET
spir-8875	230	5	extensive	extensive	ADJ
spir-8875	230	6	look	look	NOUN
spir-8875	230	7	at	at	ADP
spir-8875	230	8	the	the	DET
spir-8875	230	9	social	social	ADJ
spir-8875	230	10	practices	practice	NOUN
spir-8875	230	11	and	and	CCONJ
spir-8875	230	12	relationships	relationship	NOUN
spir-8875	230	13	among	among	ADP
spir-8875	230	14	twitter	twitter	NOUN
spir-8875	230	15	users	user	NOUN
spir-8875	230	16	actively	actively	ADV
spir-8875	230	17	live	live	ADV
spir-8875	230	18	-	-	PUNCT
spir-8875	230	19	tweeting	tweet	VERB
spir-8875	230	20	the	the	DET
spir-8875	230	21	scandal	scandal	NOUN
spir-8875	230	22	season	season	NOUN
spir-8875	230	23	three	three	NUM
spir-8875	230	24	premiere	premiere	NOUN
spir-8875	230	25	.	.	PUNCT
spir-8875	231	1	the	the	DET
spir-8875	231	2	impetus	impetus	NOUN
spir-8875	231	3	for	for	ADP
spir-8875	231	4	this	this	DET
spir-8875	231	5	study	study	NOUN
spir-8875	231	6	was	be	AUX
spir-8875	231	7	to	to	PART
spir-8875	231	8	expand	expand	VERB
spir-8875	231	9	our	our	PRON
spir-8875	231	10	knowledge	knowledge	NOUN
spir-8875	231	11	about	about	ADP
spir-8875	231	12	a	a	DET
spir-8875	231	13	subset	subset	NOUN
spir-8875	231	14	of	of	ADP
spir-8875	231	15	twitter	twitter	NOUN
spir-8875	231	16	users	user	NOUN
spir-8875	231	17	colloquially	colloquially	ADV
spir-8875	231	18	referred	refer	VERB
spir-8875	231	19	to	to	ADP
spir-8875	231	20	as	as	ADP
spir-8875	231	21	“	"	PUNCT
spir-8875	231	22	black	black	ADJ
spir-8875	231	23	twitter	twitter	NOUN
spir-8875	231	24	.	.	PUNCT
spir-8875	231	25	”	"	PUNCT
spir-8875	232	1	because	because	SCONJ
spir-8875	232	2	african	african	PROPN
spir-8875	232	3	-	-	PUNCT
spir-8875	232	4	americans	americans	PROPN
spir-8875	232	5	are	be	AUX
spir-8875	232	6	frequent	frequent	ADJ
spir-8875	232	7	users	user	NOUN
spir-8875	232	8	of	of	ADP
spir-8875	232	9	twitter	twitter	NOUN
spir-8875	232	10	(	(	PUNCT
spir-8875	232	11	see	see	VERB
spir-8875	232	12	hargittai	hargittai	PROPN
spir-8875	232	13	&	&	CCONJ
spir-8875	232	14	litt	litt	PROPN
spir-8875	232	15	,	,	PUNCT
spir-8875	232	16	2011	2011	NUM
spir-8875	232	17	;	;	PUNCT
spir-8875	232	18	smith	smith	PROPN
spir-8875	232	19	,	,	PUNCT
spir-8875	232	20	2013	2013	NUM
spir-8875	232	21	)	)	PUNCT
spir-8875	232	22	,	,	PUNCT
spir-8875	232	23	and	and	CCONJ
spir-8875	232	24	due	due	ADP
spir-8875	232	25	to	to	ADP
spir-8875	232	26	the	the	DET
spir-8875	232	27	popularity	popularity	NOUN
spir-8875	232	28	of	of	ADP
spir-8875	232	29	scandal	scandal	NOUN
spir-8875	232	30	amongst	amongst	ADP
spir-8875	232	31	black	black	ADJ
spir-8875	232	32	viewers	viewer	NOUN
spir-8875	232	33	,	,	PUNCT
spir-8875	232	34	this	this	DET
spir-8875	232	35	study	study	NOUN
spir-8875	232	36	provides	provide	VERB
spir-8875	232	37	valuable	valuable	ADJ
spir-8875	232	38	insight	insight	NOUN
spir-8875	232	39	into	into	ADP
spir-8875	232	40	this	this	DET
spir-8875	232	41	specific	specific	ADJ
spir-8875	232	42	community	community	NOUN
spir-8875	232	43	of	of	ADP
spir-8875	232	44	twitter	twitter	NOUN
spir-8875	232	45	users	user	NOUN
spir-8875	232	46	and	and	CCONJ
spir-8875	232	47	their	their	PRON
spir-8875	232	48	social	social	ADJ
spir-8875	232	49	interactions	interaction	NOUN
spir-8875	232	50	during	during	ADP
spir-8875	232	51	television	television	NOUN
spir-8875	232	52	viewing	viewing	NOUN
spir-8875	232	53	.	.	PUNCT
spir-8875	233	1	participant	participant	ADJ
spir-8875	233	2	viewing	view	VERB
spir-8875	233	3	the	the	DET
spir-8875	233	4	team	team	NOUN
spir-8875	233	5	assembled	assemble	VERB
spir-8875	233	6	a	a	DET
spir-8875	233	7	comprehensive	comprehensive	ADJ
spir-8875	233	8	set	set	NOUN
spir-8875	233	9	of	of	ADP
spir-8875	233	10	search	search	NOUN
spir-8875	233	11	criteria	criterion	NOUN
spir-8875	233	12	,	,	PUNCT
spir-8875	233	13	including	include	VERB
spir-8875	233	14	terms	term	NOUN
spir-8875	233	15	relevant	relevant	ADJ
spir-8875	233	16	to	to	ADP
spir-8875	233	17	the	the	DET
spir-8875	233	18	scandal	scandal	NOUN
spir-8875	233	19	storyline	storyline	NOUN
spir-8875	233	20	;	;	PUNCT
spir-8875	233	21	fan	fan	NOUN
spir-8875	233	22	terminology	terminology	NOUN
spir-8875	233	23	;	;	PUNCT
spir-8875	234	1	hashtags	hashtag	NOUN
spir-8875	234	2	promoted	promote	VERB
spir-8875	234	3	by	by	ADP
spir-8875	234	4	network	network	NOUN
spir-8875	234	5	,	,	PUNCT
spir-8875	234	6	and	and	CCONJ
spir-8875	234	7	a	a	DET
spir-8875	234	8	list	list	NOUN
spir-8875	234	9	of	of	ADP
spir-8875	234	10	users	user	NOUN
spir-8875	234	11	who	who	PRON
spir-8875	234	12	regularly	regularly	ADV
spir-8875	234	13	tweeted	tweet	VERB
spir-8875	234	14	during	during	ADP
spir-8875	234	15	the	the	DET
spir-8875	234	16	second	second	ADJ
spir-8875	234	17	season	season	NOUN
spir-8875	234	18	.	.	PUNCT
spir-8875	235	1	a	a	DET
spir-8875	235	2	script	script	NOUN
spir-8875	235	3	was	be	AUX
spir-8875	235	4	written	write	VERB
spir-8875	235	5	to	to	PART
spir-8875	235	6	continuously	continuously	ADV
spir-8875	235	7	access	access	VERB
spir-8875	235	8	the	the	DET
spir-8875	235	9	“	"	PUNCT
spir-8875	235	10	filter	filter	NOUN
spir-8875	235	11	”	"	PUNCT
spir-8875	235	12	function	function	NOUN
spir-8875	235	13	of	of	ADP
spir-8875	235	14	twitter	twitter	NOUN
spir-8875	235	15	's	's	PART
spir-8875	235	16	public	public	ADJ
spir-8875	235	17	streaming	streaming	NOUN
spir-8875	235	18	api	api	NOUN
spir-8875	235	19	.	.	PUNCT
spir-8875	236	1	the	the	DET
spir-8875	236	2	observation	observation	NOUN
spir-8875	236	3	period	period	NOUN
spir-8875	236	4	began	begin	VERB
spir-8875	236	5	on	on	ADP
spir-8875	236	6	october	october	PROPN
spir-8875	236	7	3	3	NUM
spir-8875	236	8	,	,	PUNCT
spir-8875	236	9	2013	2013	NUM
spir-8875	236	10	at	at	ADP
spir-8875	236	11	7:00pm	7:00pm	NUM
spir-8875	236	12	est	est	X
spir-8875	236	13	(	(	PUNCT
spir-8875	236	14	4:00pm	4:00pm	NUM
spir-8875	236	15	pst	pst	NOUN
spir-8875	236	16	)	)	PUNCT
spir-8875	236	17	,	,	PUNCT
spir-8875	236	18	three	three	NUM
spir-8875	236	19	hours	hour	NOUN
spir-8875	236	20	prior	prior	ADV
spir-8875	236	21	to	to	ADP
spir-8875	236	22	the	the	DET
spir-8875	236	23	east	east	PROPN
spir-8875	236	24	coast	coast	PROPN
spir-8875	236	25	premiere	premiere	NOUN
spir-8875	236	26	of	of	ADP
spir-8875	236	27	scandal	scandal	NOUN
spir-8875	236	28	.	.	PUNCT
spir-8875	237	1	a	a	DET
spir-8875	237	2	team	team	NOUN
spir-8875	237	3	of	of	ADP
spir-8875	237	4	researchers	researcher	NOUN
spir-8875	237	5	gathered	gather	VERB
spir-8875	237	6	on	on	ADP
spir-8875	237	7	the	the	DET
spir-8875	237	8	west	west	PROPN
spir-8875	237	9	coast	coast	PROPN
spir-8875	237	10	to	to	PART
spir-8875	237	11	watch	watch	VERB
spir-8875	237	12	a	a	DET
spir-8875	237	13	stream	stream	NOUN
spir-8875	237	14	of	of	ADP
spir-8875	237	15	this	this	DET
spir-8875	237	16	broadcast	broadcast	NOUN
spir-8875	237	17	and	and	CCONJ
spir-8875	237	18	to	to	PART
spir-8875	237	19	monitor	monitor	VERB
spir-8875	237	20	the	the	DET
spir-8875	237	21	first	first	ADJ
spir-8875	237	22	round	round	NOUN
spir-8875	237	23	of	of	ADP
spir-8875	237	24	livetweeting	livetweete	VERB
spir-8875	237	25	.	.	PUNCT
spir-8875	238	1	during	during	ADP
spir-8875	238	2	this	this	DET
spir-8875	238	3	“	"	PUNCT
spir-8875	238	4	participant	participant	ADJ
spir-8875	238	5	viewing	viewing	NOUN
spir-8875	238	6	”	"	PUNCT
spir-8875	238	7	session	session	NOUN
spir-8875	238	8	,	,	PUNCT
spir-8875	238	9	researchers	researcher	NOUN
spir-8875	238	10	identified	identify	VERB
spir-8875	238	11	and	and	CCONJ
spir-8875	238	12	anticipated	anticipate	VERB
spir-8875	238	13	emerging	emerge	VERB
spir-8875	238	14	hashtags	hashtag	NOUN
spir-8875	238	15	,	,	PUNCT
spir-8875	238	16	terms	term	NOUN
spir-8875	238	17	,	,	PUNCT
spir-8875	238	18	and	and	CCONJ
spir-8875	238	19	user	user	NOUN
spir-8875	238	20	accounts	account	NOUN
spir-8875	238	21	which	which	PRON
spir-8875	238	22	were	be	AUX
spir-8875	238	23	added	add	VERB
spir-8875	238	24	to	to	ADP
spir-8875	238	25	the	the	DET
spir-8875	238	26	data	data	NOUN
spir-8875	238	27	collection	collection	NOUN
spir-8875	238	28	apparatus	apparatus	NOUN
spir-8875	238	29	in	in	ADP
spir-8875	238	30	near	near	ADP
spir-8875	238	31	real	real	ADJ
spir-8875	238	32	-	-	PUNCT
spir-8875	238	33	time	time	NOUN
spir-8875	238	34	.	.	PUNCT
spir-8875	239	1	at	at	ADP
spir-8875	239	2	the	the	DET
spir-8875	239	3	conclusion	conclusion	NOUN
spir-8875	239	4	of	of	ADP
spir-8875	239	5	the	the	DET
spir-8875	239	6	east	east	PROPN
spir-8875	239	7	coast	coast	PROPN
spir-8875	239	8	premiere	premiere	PROPN
spir-8875	239	9	,	,	PUNCT
spir-8875	239	10	the	the	DET
spir-8875	239	11	data	data	NOUN
spir-8875	239	12	collection	collection	NOUN
spir-8875	239	13	process	process	NOUN
spir-8875	239	14	was	be	AUX
spir-8875	239	15	left	leave	VERB
spir-8875	239	16	running	run	VERB
spir-8875	239	17	until	until	ADP
spir-8875	239	18	3:00am	3:00am	NUM
spir-8875	239	19	est	est	X
spir-8875	239	20	(	(	PUNCT
spir-8875	239	21	12:00am	12:00am	NUM
spir-8875	239	22	pst	pst	NOUN
spir-8875	239	23	)	)	PUNCT
spir-8875	239	24	,	,	PUNCT
spir-8875	239	25	an	an	DET
spir-8875	239	26	hour	hour	NOUN
spir-8875	239	27	after	after	ADP
spir-8875	239	28	the	the	DET
spir-8875	239	29	conclusion	conclusion	NOUN
spir-8875	239	30	of	of	ADP
spir-8875	239	31	the	the	DET
spir-8875	239	32	west	west	PROPN
spir-8875	239	33	coast	coast	PROPN
spir-8875	239	34	premiere	premiere	PROPN
spir-8875	239	35	.	.	PUNCT
spir-8875	240	1	observations	observation	NOUN
spir-8875	240	2	about	about	ADP
spir-8875	240	3	users	user	NOUN
spir-8875	240	4	and	and	CCONJ
spir-8875	240	5	tweets	tweet	VERB
spir-8875	240	6	the	the	DET
spir-8875	240	7	final	final	ADJ
spir-8875	240	8	collection	collection	NOUN
spir-8875	240	9	of	of	ADP
spir-8875	240	10	tweets	tweet	NOUN
spir-8875	240	11	related	relate	VERB
spir-8875	240	12	to	to	ADP
spir-8875	240	13	scandal	scandal	NOUN
spir-8875	240	14	season	season	NOUN
spir-8875	240	15	three	three	NUM
spir-8875	240	16	premiere	premiere	NOUN
spir-8875	240	17	included	include	VERB
spir-8875	240	18	315,526	315,526	NUM
spir-8875	240	19	messages	message	NOUN
spir-8875	240	20	authored	author	VERB
spir-8875	240	21	by	by	ADP
spir-8875	240	22	113,168	113,168	NUM
spir-8875	240	23	unique	unique	ADJ
spir-8875	240	24	users	user	NOUN
spir-8875	240	25	.	.	PUNCT
spir-8875	241	1	slightly	slightly	ADV
spir-8875	241	2	more	more	ADJ
spir-8875	241	3	than	than	ADP
spir-8875	241	4	193,024	193,024	NUM
spir-8875	241	5	(	(	PUNCT
spir-8875	241	6	61	61	NUM
spir-8875	241	7	%	%	NOUN
spir-8875	241	8	)	)	PUNCT
spir-8875	241	9	of	of	ADP
spir-8875	241	10	the	the	DET
spir-8875	241	11	messages	message	NOUN
spir-8875	241	12	were	be	AUX
spir-8875	241	13	“	"	PUNCT
spir-8875	241	14	original	original	ADJ
spir-8875	241	15	”	"	PUNCT
spir-8875	241	16	tweets	tweet	NOUN
spir-8875	241	17	,	,	PUNCT
spir-8875	241	18	meaning	mean	VERB
spir-8875	241	19	they	they	PRON
spir-8875	241	20	were	be	AUX
spir-8875	241	21	not	not	PART
spir-8875	241	22	retweets	retweet	NOUN
spir-8875	241	23	.	.	PUNCT
spir-8875	242	1	thirtynine	thirtynine	NOUN
spir-8875	242	2	percent	percent	NOUN
spir-8875	242	3	of	of	ADP
spir-8875	242	4	the	the	DET
spir-8875	242	5	tweets	tweet	NOUN
spir-8875	242	6	(	(	PUNCT
spir-8875	242	7	122,502	122,502	NUM
spir-8875	242	8	)	)	PUNCT
spir-8875	242	9	were	be	AUX
spir-8875	242	10	identified	identify	VERB
spir-8875	242	11	as	as	ADP
spir-8875	242	12	retweets	retweet	NOUN
spir-8875	242	13	(	(	PUNCT
spir-8875	242	14	which	which	PRON
spir-8875	242	15	includes	include	VERB
spir-8875	242	16	rt	rt	PROPN
spir-8875	242	17	,	,	PUNCT
spir-8875	242	18	mt	mt	PROPN
spir-8875	242	19	,	,	PUNCT
spir-8875	242	20	and	and	CCONJ
spir-8875	242	21	via	via	ADP
spir-8875	242	22	)	)	PUNCT
spir-8875	242	23	,	,	PUNCT
spir-8875	242	24	and	and	CCONJ
spir-8875	242	25	of	of	ADP
spir-8875	242	26	these	these	PRON
spir-8875	242	27	,	,	PUNCT
spir-8875	242	28	8,261	8,261	NUM
spir-8875	242	29	were	be	AUX
spir-8875	242	30	“	"	PUNCT
spir-8875	242	31	edited	edit	VERB
spir-8875	242	32	”	"	PUNCT
spir-8875	242	33	retweets	retweet	NOUN
spir-8875	242	34	(	(	PUNCT
spir-8875	242	35	retweets	retweet	NOUN
spir-8875	242	36	with	with	ADP
spir-8875	242	37	commentary	commentary	NOUN
spir-8875	242	38	)	)	PUNCT
spir-8875	242	39	.	.	PUNCT
spir-8875	243	1	179,575	179,575	NUM
spir-8875	243	2	tweets	tweet	NOUN
spir-8875	243	3	mentioned	mention	VERB
spir-8875	243	4	at	at	ADP
spir-8875	243	5	least	least	ADV
spir-8875	243	6	one	one	NUM
spir-8875	243	7	other	other	ADJ
spir-8875	243	8	@username	@username	PROPN
spir-8875	243	9	(	(	PUNCT
spir-8875	243	10	including	include	VERB
spir-8875	243	11	retweets	retweet	NOUN
spir-8875	243	12	)	)	PUNCT
spir-8875	243	13	and	and	CCONJ
spir-8875	243	14	,	,	PUNCT
spir-8875	243	15	of	of	ADP
spir-8875	243	16	this	this	DET
spir-8875	243	17	group	group	NOUN
spir-8875	243	18	of	of	ADP
spir-8875	243	19	tweets	tweet	NOUN
spir-8875	243	20	,	,	PUNCT
spir-8875	243	21	27,436	27,436	NUM
spir-8875	243	22	were	be	AUX
spir-8875	243	23	direct	direct	ADJ
spir-8875	243	24	@-replies	@-replie	NOUN
spir-8875	243	25	(	(	PUNCT
spir-8875	243	26	9	9	NUM
spir-8875	243	27	%	%	NOUN
spir-8875	243	28	of	of	ADP
spir-8875	243	29	the	the	DET
spir-8875	243	30	overall	overall	ADJ
spir-8875	243	31	collection	collection	NOUN
spir-8875	243	32	.	.	PUNCT
spir-8875	243	33	)	)	PUNCT
spir-8875	244	1	only	only	ADV
spir-8875	244	2	five	five	NUM
spir-8875	244	3	percent	percent	NOUN
spir-8875	244	4	(	(	PUNCT
spir-8875	244	5	14,605	14,605	NUM
spir-8875	244	6	)	)	PUNCT
spir-8875	244	7	of	of	ADP
spir-8875	244	8	the	the	DET
spir-8875	244	9	tweets	tweet	NOUN
spir-8875	244	10	contained	contain	VERB
spir-8875	244	11	links	link	NOUN
spir-8875	244	12	to	to	ADP
spir-8875	244	13	one	one	NUM
spir-8875	244	14	or	or	CCONJ
spir-8875	244	15	more	more	ADJ
spir-8875	244	16	urls	url	NOUN
spir-8875	244	17	.	.	PUNCT
spir-8875	245	1	the	the	DET
spir-8875	245	2	majority	majority	NOUN
spir-8875	245	3	of	of	ADP
spir-8875	245	4	the	the	DET
spir-8875	245	5	tweets	tweet	NOUN
spir-8875	245	6	,	,	PUNCT
spir-8875	245	7	88	88	NUM
spir-8875	245	8	%	%	NOUN
spir-8875	245	9	(	(	PUNCT
spir-8875	245	10	276,825	276,825	NUM
spir-8875	245	11	)	)	PUNCT
spir-8875	245	12	contained	contain	VERB
spir-8875	245	13	at	at	ADP
spir-8875	245	14	least	least	ADV
spir-8875	245	15	one	one	NUM
spir-8875	245	16	hashtag	hashtag	NOUN
spir-8875	245	17	.	.	PUNCT
spir-8875	246	1	finally	finally	ADV
spir-8875	246	2	,	,	PUNCT
spir-8875	246	3	as	as	SCONJ
spir-8875	246	4	it	it	PRON
spir-8875	246	5	pertains	pertain	VERB
spir-8875	246	6	to	to	ADP
spir-8875	246	7	users	user	NOUN
spir-8875	246	8	,	,	PUNCT
spir-8875	246	9	90	90	NUM
spir-8875	246	10	%	%	NOUN
spir-8875	246	11	(	(	PUNCT
spir-8875	246	12	n=112,466	n=112,466	NOUN
spir-8875	246	13	)	)	PUNCT
spir-8875	246	14	sent	send	VERB
spir-8875	246	15	twenty	twenty	NUM
spir-8875	246	16	-	-	PUNCT
spir-8875	246	17	six	six	NUM
spir-8875	246	18	or	or	CCONJ
spir-8875	246	19	fewer	few	ADJ
spir-8875	246	20	tweets	tweet	NOUN
spir-8875	246	21	.	.	PUNCT
spir-8875	247	1	nine	nine	NUM
spir-8875	247	2	percent	percent	NOUN
spir-8875	247	3	(	(	PUNCT
spir-8875	247	4	n=711	n=711	NOUN
spir-8875	247	5	)	)	PUNCT
spir-8875	247	6	of	of	ADP
spir-8875	247	7	users	user	NOUN
spir-8875	247	8	sent	send	VERB
spir-8875	247	9	between	between	ADP
spir-8875	247	10	26	26	NUM
spir-8875	247	11	and	and	CCONJ
spir-8875	247	12	108	108	NUM
spir-8875	247	13	tweets	tweet	NOUN
spir-8875	247	14	,	,	PUNCT
spir-8875	247	15	while	while	SCONJ
spir-8875	247	16	11	11	NUM
spir-8875	247	17	highly	highly	ADV
spir-8875	247	18	prolific	prolific	ADJ
spir-8875	247	19	user	user	NOUN
spir-8875	247	20	accounts	account	NOUN
spir-8875	247	21	(	(	PUNCT
spir-8875	247	22	1	1	NUM
spir-8875	247	23	%	%	NOUN
spir-8875	247	24	)	)	PUNCT
spir-8875	247	25	sent	send	VERB
spir-8875	247	26	between	between	ADP
spir-8875	247	27	108	108	NUM
spir-8875	247	28	and	and	CCONJ
spir-8875	247	29	178	178	NUM
spir-8875	247	30	tweets	tweet	NOUN
spir-8875	247	31	during	during	ADP
spir-8875	247	32	the	the	DET
spir-8875	247	33	observation	observation	NOUN
spir-8875	247	34	period	period	NOUN
spir-8875	247	35	.	.	PUNCT
spir-8875	248	1	toward	toward	ADP
spir-8875	248	2	a	a	DET
spir-8875	248	3	live	live	ADV
spir-8875	248	4	-	-	PUNCT
spir-8875	248	5	tweeting	tweet	VERB
spir-8875	248	6	typology	typology	NOUN
spir-8875	248	7	preliminary	preliminary	ADJ
spir-8875	248	8	analysis	analysis	NOUN
spir-8875	248	9	of	of	ADP
spir-8875	248	10	this	this	DET
spir-8875	248	11	collection	collection	NOUN
spir-8875	248	12	indicates	indicate	VERB
spir-8875	248	13	that	that	SCONJ
spir-8875	248	14	live	live	ADV
spir-8875	248	15	-	-	PUNCT
spir-8875	248	16	tweeting	tweet	VERB
spir-8875	248	17	users	user	NOUN
spir-8875	248	18	may	may	AUX
spir-8875	248	19	be	be	AUX
spir-8875	248	20	distinguished	distinguish	VERB
spir-8875	248	21	both	both	PRON
spir-8875	248	22	by	by	ADP
spir-8875	248	23	their	their	PRON
spir-8875	248	24	practices	practice	NOUN
spir-8875	248	25	and	and	CCONJ
spir-8875	248	26	by	by	ADP
spir-8875	248	27	their	their	PRON
spir-8875	248	28	relationships	relationship	NOUN
spir-8875	248	29	to	to	ADP
spir-8875	248	30	other	other	ADJ
spir-8875	248	31	users	user	NOUN
spir-8875	248	32	.	.	PUNCT
spir-8875	249	1	figure	figure	VERB
spir-8875	249	2	1	1	NUM
spir-8875	249	3	depicts	depict	VERB
spir-8875	249	4	a	a	DET
spir-8875	249	5	distribution	distribution	NOUN
spir-8875	249	6	of	of	ADP
spir-8875	249	7	users	user	NOUN
spir-8875	249	8	according	accord	VERB
spir-8875	249	9	to	to	ADP
spir-8875	249	10	the	the	DET
spir-8875	249	11	frequencies	frequency	NOUN
spir-8875	249	12	of	of	ADP
spir-8875	249	13	their	their	PRON
spir-8875	249	14	incoming	incoming	ADJ
spir-8875	249	15	and	and	CCONJ
spir-8875	249	16	outgoing	outgoing	ADJ
spir-8875	249	17	@-mentions	@-mention	NOUN
spir-8875	249	18	(	(	PUNCT
spir-8875	249	19	including	include	VERB
spir-8875	249	20	occasions	occasion	NOUN
spir-8875	249	21	in	in	ADP
spir-8875	249	22	which	which	PRON
spir-8875	249	23	they	they	PRON
spir-8875	249	24	are	be	AUX
spir-8875	249	25	retweeted	retweete	VERB
spir-8875	249	26	.	.	PUNCT
spir-8875	249	27	)	)	PUNCT
spir-8875	250	1	user	user	NOUN
spir-8875	250	2	accounts	account	NOUN
spir-8875	250	3	colored	color	VERB
spir-8875	250	4	in	in	ADP
spir-8875	250	5	gold	gold	NOUN
spir-8875	250	6	are	be	AUX
spir-8875	250	7	“	"	PUNCT
spir-8875	250	8	verified	verified	ADJ
spir-8875	250	9	”	"	PUNCT
spir-8875	250	10	users	user	NOUN
spir-8875	250	11	while	while	SCONJ
spir-8875	250	12	user	user	NOUN
spir-8875	250	13	accounts	account	VERB
spir-8875	250	14	colored	colored	ADJ
spir-8875	250	15	blue	blue	ADJ
spir-8875	250	16	are	be	AUX
spir-8875	250	17	not	not	PART
spir-8875	250	18	verified	verify	VERB
spir-8875	250	19	.	.	PUNCT
spir-8875	251	1	although	although	SCONJ
spir-8875	251	2	the	the	DET
spir-8875	251	3	criteria	criterion	NOUN
spir-8875	251	4	by	by	ADP
spir-8875	251	5	which	which	PRON
spir-8875	251	6	twitter	twitter	NOUN
spir-8875	251	7	,	,	PUNCT
spir-8875	251	8	inc	inc	PROPN
spir-8875	251	9	.	.	PROPN
spir-8875	251	10	selects	select	VERB
spir-8875	251	11	users	user	NOUN
spir-8875	251	12	for	for	ADP
spir-8875	251	13	verification	verification	NOUN
spir-8875	251	14	is	be	AUX
spir-8875	251	15	highly	highly	ADV
spir-8875	251	16	subjective	subjective	ADJ
spir-8875	251	17	,	,	PUNCT
spir-8875	251	18	this	this	DET
spir-8875	251	19	categorical	categorical	ADJ
spir-8875	251	20	distinction	distinction	NOUN
spir-8875	251	21	is	be	AUX
spir-8875	251	22	useful	useful	ADJ
spir-8875	251	23	for	for	ADP
spir-8875	251	24	identifying	identify	VERB
spir-8875	251	25	likely	likely	ADJ
spir-8875	251	26	celebrity	celebrity	NOUN
spir-8875	251	27	accounts	account	NOUN
spir-8875	251	28	at	at	ADP
spir-8875	251	29	a	a	DET
spir-8875	251	30	quick	quick	ADJ
spir-8875	251	31	glance	glance	NOUN
spir-8875	251	32	.	.	PUNCT
spir-8875	252	1	the	the	DET
spir-8875	252	2	red	red	ADJ
spir-8875	252	3	line	line	NOUN
spir-8875	252	4	diagonally	diagonally	ADV
spir-8875	252	5	bisecting	bisect	VERB
spir-8875	252	6	the	the	DET
spir-8875	252	7	image	image	NOUN
spir-8875	252	8	indicates	indicate	VERB
spir-8875	252	9	perfect	perfect	ADJ
spir-8875	252	10	parity	parity	NOUN
spir-8875	252	11	between	between	ADP
spir-8875	252	12	incoming	incoming	ADJ
spir-8875	252	13	and	and	CCONJ
spir-8875	252	14	outgoing	outgoing	ADJ
spir-8875	252	15	@-mentions	@-mention	NOUN
spir-8875	252	16	.	.	PUNCT
spir-8875	253	1	figure	figure	NOUN
spir-8875	253	2	1	1	NUM
spir-8875	253	3	:	:	PUNCT
spir-8875	253	4	users	user	NOUN
spir-8875	253	5	plotted	plot	VERB
spir-8875	253	6	according	accord	VERB
spir-8875	253	7	to	to	ADP
spir-8875	253	8	incoming	incoming	ADJ
spir-8875	253	9	and	and	CCONJ
spir-8875	253	10	outgoing	outgoing	ADJ
spir-8875	253	11	@-mentions	@-mention	NOUN
spir-8875	253	12	(	(	PUNCT
spir-8875	253	13	including	include	VERB
spir-8875	253	14	retweets	retweet	NOUN
spir-8875	253	15	)	)	PUNCT
spir-8875	253	16	.	.	PUNCT
spir-8875	254	1	a	a	DET
spir-8875	254	2	small	small	ADJ
spir-8875	254	3	number	number	NOUN
spir-8875	254	4	of	of	ADP
spir-8875	254	5	users	user	NOUN
spir-8875	254	6	were	be	AUX
spir-8875	254	7	randomly	randomly	ADV
spir-8875	254	8	selected	select	VERB
spir-8875	254	9	from	from	ADP
spir-8875	254	10	each	each	PRON
spir-8875	254	11	of	of	ADP
spir-8875	254	12	three	three	NUM
spir-8875	254	13	regions	region	NOUN
spir-8875	254	14	of	of	ADP
spir-8875	254	15	the	the	DET
spir-8875	254	16	chart	chart	NOUN
spir-8875	254	17	in	in	ADP
spir-8875	254	18	figure	figure	NOUN
spir-8875	254	19	1	1	NUM
spir-8875	254	20	for	for	ADP
spir-8875	254	21	closer	close	ADJ
spir-8875	254	22	analysis	analysis	NOUN
spir-8875	254	23	.	.	PUNCT
spir-8875	255	1	user	user	NOUN
spir-8875	255	2	accounts	account	VERB
spir-8875	255	3	with	with	ADP
spir-8875	255	4	considerably	considerably	ADV
spir-8875	255	5	more	more	ADV
spir-8875	255	6	incoming	incoming	ADJ
spir-8875	255	7	than	than	ADP
spir-8875	255	8	outgoing	outgoing	ADJ
spir-8875	255	9	messages	message	NOUN
spir-8875	255	10	included	include	VERB
spir-8875	255	11	participants	participant	NOUN
spir-8875	255	12	in	in	ADP
spir-8875	255	13	the	the	DET
spir-8875	255	14	production	production	NOUN
spir-8875	255	15	of	of	ADP
spir-8875	255	16	scandal	scandal	NOUN
spir-8875	255	17	,	,	PUNCT
spir-8875	255	18	such	such	ADJ
spir-8875	255	19	as	as	ADP
spir-8875	255	20	kerry	kerry	PROPN
spir-8875	255	21	washington	washington	PROPN
spir-8875	255	22	and	and	CCONJ
spir-8875	255	23	shonda	shonda	PROPN
spir-8875	255	24	rhimes	rhime	NOUN
spir-8875	255	25	;	;	PUNCT
spir-8875	255	26	other	other	ADJ
spir-8875	255	27	celebrities	celebrity	NOUN
spir-8875	255	28	such	such	ADJ
spir-8875	255	29	as	as	ADP
spir-8875	255	30	mariah	mariah	PROPN
spir-8875	255	31	carey	carey	PROPN
spir-8875	255	32	;	;	PUNCT
spir-8875	255	33	and	and	CCONJ
spir-8875	255	34	the	the	DET
spir-8875	255	35	accounts	account	NOUN
spir-8875	255	36	of	of	ADP
spir-8875	255	37	media	medium	NOUN
spir-8875	255	38	organizations	organization	NOUN
spir-8875	255	39	such	such	ADJ
spir-8875	255	40	as	as	ADP
spir-8875	255	41	@scandalabc	@scandalabc	PROPN
spir-8875	255	42	.	.	PUNCT
spir-8875	256	1	while	while	SCONJ
spir-8875	256	2	these	these	DET
spir-8875	256	3	users	user	NOUN
spir-8875	256	4	were	be	AUX
spir-8875	256	5	highly	highly	ADV
spir-8875	256	6	-	-	PUNCT
spir-8875	256	7	engaged	engage	VERB
spir-8875	256	8	with	with	ADP
spir-8875	256	9	the	the	DET
spir-8875	256	10	live	live	ADV
spir-8875	256	11	-	-	PUNCT
spir-8875	256	12	tweeting	tweet	VERB
spir-8875	256	13	activity	activity	NOUN
spir-8875	256	14	during	during	ADP
spir-8875	256	15	the	the	DET
spir-8875	256	16	scandal	scandal	NOUN
spir-8875	256	17	premiere	premiere	NOUN
spir-8875	256	18	,	,	PUNCT
spir-8875	256	19	the	the	PRON
spir-8875	256	20	were	be	AUX
spir-8875	256	21	only	only	ADV
spir-8875	256	22	able	able	ADJ
spir-8875	256	23	to	to	PART
spir-8875	256	24	interact	interact	VERB
spir-8875	256	25	with	with	ADP
spir-8875	256	26	a	a	DET
spir-8875	256	27	small	small	ADJ
spir-8875	256	28	number	number	NOUN
spir-8875	256	29	of	of	ADP
spir-8875	256	30	their	their	PRON
spir-8875	256	31	fellow	fellow	ADJ
spir-8875	256	32	users	user	NOUN
spir-8875	256	33	as	as	SCONJ
spir-8875	256	34	they	they	PRON
spir-8875	256	35	were	be	AUX
spir-8875	256	36	inundated	inundate	VERB
spir-8875	256	37	with	with	ADP
spir-8875	256	38	@-mentions	@-mention	NOUN
spir-8875	256	39	and	and	CCONJ
spir-8875	256	40	retweets	retweet	NOUN
spir-8875	256	41	.	.	PUNCT
spir-8875	257	1	the	the	DET
spir-8875	257	2	inverse	inverse	ADJ
spir-8875	257	3	class	class	NOUN
spir-8875	257	4	of	of	ADP
spir-8875	257	5	users	user	NOUN
spir-8875	257	6	,	,	PUNCT
spir-8875	257	7	those	those	PRON
spir-8875	257	8	with	with	ADP
spir-8875	257	9	more	more	ADV
spir-8875	257	10	outgoing	outgoing	ADJ
spir-8875	257	11	than	than	ADP
spir-8875	257	12	incoming	incoming	ADJ
spir-8875	257	13	@mentions	@mention	NOUN
spir-8875	257	14	,	,	PUNCT
spir-8875	257	15	encountered	encounter	VERB
spir-8875	257	16	twitter	twitter	NOUN
spir-8875	257	17	very	very	ADV
spir-8875	257	18	differently	differently	ADV
spir-8875	257	19	.	.	PUNCT
spir-8875	258	1	many	many	ADJ
spir-8875	258	2	of	of	ADP
spir-8875	258	3	these	these	DET
spir-8875	258	4	users	user	NOUN
spir-8875	258	5	exhibited	exhibit	VERB
spir-8875	258	6	parasocial	parasocial	ADJ
spir-8875	258	7	tweeting	tweet	VERB
spir-8875	258	8	practices	practice	NOUN
spir-8875	258	9	and	and	CCONJ
spir-8875	258	10	the	the	DET
spir-8875	258	11	tone	tone	NOUN
spir-8875	258	12	of	of	ADP
spir-8875	258	13	their	their	PRON
spir-8875	258	14	timelines	timeline	NOUN
spir-8875	258	15	took	take	VERB
spir-8875	258	16	on	on	ADP
spir-8875	258	17	the	the	DET
spir-8875	258	18	qualities	quality	NOUN
spir-8875	258	19	of	of	ADP
spir-8875	258	20	a	a	DET
spir-8875	258	21	personal	personal	ADJ
spir-8875	258	22	diary	diary	NOUN
spir-8875	258	23	addressed	address	VERB
spir-8875	258	24	to	to	ADP
spir-8875	258	25	one	one	NUM
spir-8875	258	26	or	or	CCONJ
spir-8875	258	27	more	more	ADJ
spir-8875	258	28	of	of	ADP
spir-8875	258	29	the	the	DET
spir-8875	258	30	celebrity	celebrity	NOUN
spir-8875	258	31	users	user	NOUN
spir-8875	258	32	.	.	PUNCT
spir-8875	259	1	for	for	ADP
spir-8875	259	2	example	example	NOUN
spir-8875	259	3	,	,	PUNCT
spir-8875	259	4	one	one	NUM
spir-8875	259	5	tweet	tweet	NOUN
spir-8875	259	6	read	read	VERB
spir-8875	259	7	,	,	PUNCT
spir-8875	259	8	“	"	PUNCT
spir-8875	259	9	i	i	PRON
spir-8875	259	10	need	need	VERB
spir-8875	259	11	olivia	olivia	ADJ
spir-8875	259	12	pope	pope	PROPN
spir-8875	259	13	to	to	PART
spir-8875	259	14	come	come	VERB
spir-8875	259	15	and	and	CCONJ
spir-8875	259	16	perfect	perfect	ADJ
spir-8875	259	17	lies	lie	NOUN
spir-8875	259	18	for	for	ADP
spir-8875	259	19	me	i	PRON
spir-8875	259	20	.	.	PUNCT
spir-8875	260	1	i	i	PRON
spir-8875	260	2	'm	be	AUX
spir-8875	260	3	a	a	DET
spir-8875	260	4	terrible	terrible	ADJ
spir-8875	260	5	liar	liar	NOUN
spir-8875	260	6	.	.	PUNCT
spir-8875	261	1	@kerrywashington	@kerrywashington	PROPN
spir-8875	261	2	@scandalabc	@scandalabc	PROPN
spir-8875	262	1	#	#	NOUN
spir-8875	262	2	scandal	scandal	NOUN
spir-8875	262	3	.	.	PUNCT
spir-8875	262	4	”	"	PUNCT
spir-8875	263	1	finally	finally	ADV
spir-8875	263	2	,	,	PUNCT
spir-8875	263	3	user	user	NOUN
spir-8875	263	4	accounts	account	VERB
spir-8875	263	5	with	with	ADP
spir-8875	263	6	nearly	nearly	ADV
spir-8875	263	7	symmetrical	symmetrical	ADJ
spir-8875	263	8	inand	inand	NOUN
spir-8875	263	9	out	out	ADV
spir-8875	263	10	-	-	PUNCT
spir-8875	263	11	bound	bind	VERB
spir-8875	263	12	tweets	tweet	NOUN
spir-8875	263	13	included	include	VERB
spir-8875	263	14	big	big	ADJ
spir-8875	263	15	name	name	NOUN
spir-8875	263	16	scandal	scandal	NOUN
spir-8875	263	17	fans	fan	NOUN
spir-8875	263	18	and	and	CCONJ
spir-8875	263	19	pop	pop	NOUN
spir-8875	263	20	culture	culture	NOUN
spir-8875	263	21	critics	critic	NOUN
spir-8875	263	22	whose	whose	DET
spir-8875	263	23	activity	activity	NOUN
spir-8875	263	24	tended	tend	VERB
spir-8875	263	25	toward	toward	ADP
spir-8875	263	26	the	the	DET
spir-8875	263	27	conversational	conversational	NOUN
spir-8875	263	28	.	.	PUNCT
spir-8875	264	1	in	in	ADP
spir-8875	264	2	these	these	DET
spir-8875	264	3	timelines	timeline	NOUN
spir-8875	264	4	,	,	PUNCT
spir-8875	264	5	we	we	PRON
spir-8875	264	6	observed	observe	VERB
spir-8875	264	7	multiple	multiple	ADJ
spir-8875	264	8	overlapping	overlap	VERB
spir-8875	264	9	back	back	ADV
spir-8875	264	10	-	-	PUNCT
spir-8875	264	11	and	and	CCONJ
spir-8875	264	12	-	-	PUNCT
spir-8875	264	13	forth	forth	NOUN
spir-8875	264	14	relationships	relationship	NOUN
spir-8875	264	15	in	in	ADP
spir-8875	264	16	which	which	PRON
spir-8875	264	17	the	the	DET
spir-8875	264	18	users	user	NOUN
spir-8875	264	19	engaged	engage	VERB
spir-8875	264	20	in	in	ADP
spir-8875	264	21	playful	playful	ADJ
spir-8875	264	22	co	co	ADJ
spir-8875	264	23	-	-	ADJ
spir-8875	264	24	watching	watching	ADJ
spir-8875	264	25	commentary	commentary	NOUN
spir-8875	264	26	.	.	PUNCT
spir-8875	265	1	conclusion	conclusion	NOUN
spir-8875	265	2	black	black	ADJ
spir-8875	265	3	twitter	twitter	NOUN
spir-8875	265	4	represents	represent	VERB
spir-8875	265	5	a	a	DET
spir-8875	265	6	particularly	particularly	ADV
spir-8875	265	7	challenging	challenging	ADJ
spir-8875	265	8	site	site	NOUN
spir-8875	265	9	for	for	ADP
spir-8875	265	10	developing	develop	VERB
spir-8875	265	11	new	new	ADJ
spir-8875	265	12	methods	method	NOUN
spir-8875	265	13	in	in	ADP
spir-8875	265	14	social	social	ADJ
spir-8875	265	15	media	medium	NOUN
spir-8875	265	16	research	research	NOUN
spir-8875	265	17	and	and	CCONJ
spir-8875	265	18	audience	audience	NOUN
spir-8875	265	19	studies	study	NOUN
spir-8875	265	20	.	.	PUNCT
spir-8875	266	1	black	black	ADJ
spir-8875	266	2	twitter	twitter	NOUN
spir-8875	266	3	is	be	AUX
spir-8875	266	4	at	at	ADP
spir-8875	266	5	once	once	ADV
spir-8875	266	6	highly	highly	ADV
spir-8875	266	7	visible	visible	ADJ
spir-8875	266	8	and	and	CCONJ
spir-8875	266	9	extremely	extremely	ADV
spir-8875	266	10	difficult	difficult	ADJ
spir-8875	266	11	to	to	PART
spir-8875	266	12	reliably	reliably	ADV
spir-8875	266	13	identify	identify	VERB
spir-8875	266	14	with	with	ADP
spir-8875	266	15	the	the	DET
spir-8875	266	16	conventional	conventional	ADJ
spir-8875	266	17	tools	tool	NOUN
spir-8875	266	18	of	of	ADP
spir-8875	266	19	large	large	ADJ
spir-8875	266	20	-	-	PUNCT
spir-8875	266	21	scale	scale	NOUN
spir-8875	266	22	data	datum	NOUN
spir-8875	266	23	metrics	metric	NOUN
spir-8875	266	24	.	.	PUNCT
spir-8875	267	1	scandal	scandal	NOUN
spir-8875	267	2	offered	offer	VERB
spir-8875	267	3	a	a	DET
spir-8875	267	4	predictable	predictable	ADJ
spir-8875	267	5	event	event	NOUN
spir-8875	267	6	during	during	ADP
spir-8875	267	7	which	which	PRON
spir-8875	267	8	a	a	DET
spir-8875	267	9	subset	subset	NOUN
spir-8875	267	10	of	of	ADP
spir-8875	267	11	black	black	ADJ
spir-8875	267	12	twitter	twitter	NOUN
spir-8875	267	13	users	user	NOUN
spir-8875	267	14	were	be	AUX
spir-8875	267	15	likely	likely	ADJ
spir-8875	267	16	to	to	PART
spir-8875	267	17	be	be	AUX
spir-8875	267	18	visible	visible	ADJ
spir-8875	267	19	.	.	PUNCT
spir-8875	268	1	the	the	DET
spir-8875	268	2	“	"	PUNCT
spir-8875	268	3	participant	participant	ADJ
spir-8875	268	4	viewing	viewing	NOUN
spir-8875	268	5	”	"	PUNCT
spir-8875	268	6	approach	approach	NOUN
spir-8875	268	7	described	describe	VERB
spir-8875	268	8	in	in	ADP
spir-8875	268	9	this	this	DET
spir-8875	268	10	paper	paper	NOUN
spir-8875	268	11	represents	represent	VERB
spir-8875	268	12	a	a	DET
spir-8875	268	13	combination	combination	NOUN
spir-8875	268	14	of	of	ADP
spir-8875	268	15	microand	microand	PROPN
spir-8875	268	16	macro	macro	ADJ
spir-8875	268	17	-	-	NOUN
spir-8875	268	18	scale	scale	ADJ
spir-8875	268	19	perspectives	perspective	NOUN
spir-8875	268	20	that	that	PRON
spir-8875	268	21	enabled	enable	VERB
spir-8875	268	22	collaboration	collaboration	NOUN
spir-8875	268	23	among	among	ADP
spir-8875	268	24	scholars	scholar	NOUN
spir-8875	268	25	with	with	ADP
spir-8875	268	26	different	different	ADJ
spir-8875	268	27	methodological	methodological	ADJ
spir-8875	268	28	training	training	NOUN
spir-8875	268	29	.	.	PUNCT
spir-8875	269	1	this	this	DET
spir-8875	269	2	interdisciplinarity	interdisciplinarity	NOUN
spir-8875	269	3	,	,	PUNCT
spir-8875	269	4	in	in	ADP
spir-8875	269	5	turn	turn	NOUN
spir-8875	269	6	,	,	PUNCT
spir-8875	269	7	drove	drive	VERB
spir-8875	269	8	a	a	DET
spir-8875	269	9	set	set	NOUN
spir-8875	269	10	of	of	ADP
spir-8875	269	11	analyses	analysis	NOUN
spir-8875	269	12	that	that	PRON
spir-8875	269	13	call	call	VERB
spir-8875	269	14	attention	attention	NOUN
spir-8875	269	15	to	to	ADP
spir-8875	269	16	the	the	DET
spir-8875	269	17	diversity	diversity	NOUN
spir-8875	269	18	of	of	ADP
spir-8875	269	19	practices	practice	NOUN
spir-8875	269	20	and	and	CCONJ
spir-8875	269	21	plurality	plurality	NOUN
spir-8875	269	22	of	of	ADP
spir-8875	269	23	voices	voice	NOUN
spir-8875	269	24	that	that	PRON
spir-8875	269	25	made	make	VERB
spir-8875	269	26	up	up	ADP
spir-8875	269	27	the	the	DET
spir-8875	269	28	population	population	NOUN
spir-8875	269	29	of	of	ADP
spir-8875	269	30	users	user	NOUN
spir-8875	269	31	live	live	ADV
spir-8875	269	32	-	-	PUNCT
spir-8875	269	33	tweeting	tweet	VERB
spir-8875	269	34	scandal	scandal	NOUN
spir-8875	269	35	.	.	PUNCT
spir-8875	270	1	future	future	ADJ
spir-8875	270	2	research	research	NOUN
spir-8875	270	3	will	will	AUX
spir-8875	270	4	expand	expand	VERB
spir-8875	270	5	the	the	DET
spir-8875	270	6	scope	scope	NOUN
spir-8875	270	7	of	of	ADP
spir-8875	270	8	observation	observation	NOUN
spir-8875	270	9	beyond	beyond	ADP
spir-8875	270	10	scandal	scandal	NOUN
spir-8875	270	11	to	to	ADP
spir-8875	270	12	other	other	ADJ
spir-8875	270	13	cultural	cultural	ADJ
spir-8875	270	14	and	and	CCONJ
spir-8875	270	15	political	political	ADJ
spir-8875	270	16	events	event	NOUN
spir-8875	270	17	relevant	relevant	ADJ
spir-8875	270	18	to	to	ADP
spir-8875	270	19	black	black	ADJ
spir-8875	270	20	twitter	twitter	NOUN
spir-8875	270	21	.	.	PUNCT
spir-8875	271	1	acknowledgments	acknowledgment	NOUN
spir-8875	271	2	this	this	DET
spir-8875	271	3	work	work	NOUN
spir-8875	271	4	was	be	AUX
spir-8875	271	5	carried	carry	VERB
spir-8875	271	6	out	out	ADP
spir-8875	271	7	with	with	ADP
spir-8875	271	8	the	the	DET
spir-8875	271	9	support	support	NOUN
spir-8875	271	10	of	of	ADP
spir-8875	271	11	the	the	DET
spir-8875	271	12	annenberg	annenberg	PROPN
spir-8875	271	13	innovation	innovation	PROPN
spir-8875	271	14	lab	lab	PROPN
spir-8875	271	15	.	.	PUNCT
spir-8875	272	1	references	reference	NOUN
spir-8875	272	2	hargittai	hargittai	PROPN
spir-8875	272	3	,	,	PUNCT
spir-8875	272	4	e.	e.	PROPN
spir-8875	272	5	,	,	PUNCT
spir-8875	272	6	and	and	CCONJ
spir-8875	272	7	litt	litt	VERB
spir-8875	272	8	,	,	PUNCT
spir-8875	272	9	e.	e.	PROPN
spir-8875	272	10	(	(	PUNCT
spir-8875	272	11	2011	2011	NUM
spir-8875	272	12	)	)	PUNCT
spir-8875	272	13	.	.	PUNCT
spir-8875	273	1	the	the	DET
spir-8875	273	2	tweet	tweet	NOUN
spir-8875	273	3	smell	smell	NOUN
spir-8875	273	4	of	of	ADP
spir-8875	273	5	celebrity	celebrity	NOUN
spir-8875	273	6	success	success	NOUN
spir-8875	273	7	:	:	PUNCT
spir-8875	273	8	explaining	explain	VERB
spir-8875	273	9	variation	variation	NOUN
spir-8875	273	10	in	in	ADP
spir-8875	273	11	twitter	twitter	NOUN
spir-8875	273	12	adoption	adoption	NOUN
spir-8875	273	13	amongst	amongst	ADP
spir-8875	273	14	a	a	DET
spir-8875	273	15	diverse	diverse	ADJ
spir-8875	273	16	group	group	NOUN
spir-8875	273	17	of	of	ADP
spir-8875	273	18	young	young	ADJ
spir-8875	273	19	adults	adult	NOUN
spir-8875	273	20	.	.	PUNCT
spir-8875	274	1	new	new	ADJ
spir-8875	274	2	media	medium	NOUN
spir-8875	274	3	&	&	CCONJ
spir-8875	274	4	society	society	NOUN
spir-8875	274	5	,	,	PUNCT
spir-8875	274	6	13(5	13(5	NUM
spir-8875	274	7	)	)	PUNCT
spir-8875	274	8	,	,	PUNCT
spir-8875	274	9	pp	pp	ADP
spir-8875	274	10	.	.	PUNCT
spir-8875	274	11	824	824	NUM
spir-8875	274	12	-	-	SYM
spir-8875	274	13	842	842	NUM
spir-8875	274	14	.	.	PUNCT
spir-8875	274	15	hawthorne	hawthorne	PROPN
spir-8875	274	16	,	,	PUNCT
spir-8875	274	17	j.	j.	PROPN
spir-8875	274	18	,	,	PUNCT
spir-8875	274	19	houston	houston	PROPN
spir-8875	274	20	,	,	PUNCT
spir-8875	274	21	j.	j.	PROPN
spir-8875	274	22	b.	b.	PROPN
spir-8875	274	23	,	,	PUNCT
spir-8875	274	24	and	and	CCONJ
spir-8875	274	25	mckinney	mckinney	PROPN
spir-8875	274	26	,	,	PUNCT
spir-8875	274	27	m.s	m.s	PROPN
spir-8875	274	28	.	.	PROPN
spir-8875	274	29	(	(	PUNCT
spir-8875	274	30	2013	2013	NUM
spir-8875	274	31	)	)	PUNCT
spir-8875	274	32	.	.	PUNCT
spir-8875	275	1	live	live	ADV
spir-8875	275	2	-	-	PUNCT
spir-8875	275	3	tweeting	tweet	VERB
spir-8875	275	4	a	a	DET
spir-8875	275	5	presidential	presidential	ADJ
spir-8875	275	6	primary	primary	ADJ
spir-8875	275	7	debate	debate	NOUN
spir-8875	275	8	:	:	PUNCT
spir-8875	275	9	exploring	explore	VERB
spir-8875	275	10	new	new	ADJ
spir-8875	275	11	political	political	ADJ
spir-8875	275	12	conversations	conversation	NOUN
spir-8875	275	13	.	.	PUNCT
spir-8875	276	1	social	social	ADJ
spir-8875	276	2	science	science	PROPN
spir-8875	276	3	computer	computer	NOUN
spir-8875	276	4	review	review	PROPN
spir-8875	276	5	,	,	PUNCT
spir-8875	276	6	31(5	31(5	NUM
spir-8875	276	7	)	)	PUNCT
spir-8875	276	8	,	,	PUNCT
spir-8875	276	9	pp	pp	PROPN
spir-8875	276	10	.	.	PUNCT
spir-8875	277	1	552	552	NUM
spir-8875	277	2	-	-	SYM
spir-8875	277	3	562	562	NUM
spir-8875	277	4	.	.	PUNCT
spir-8875	278	1	houston	houston	PROPN
spir-8875	278	2	,	,	PUNCT
spir-8875	278	3	b.	b.	PROPN
spir-8875	278	4	j.	j.	PROPN
spir-8875	278	5	,	,	PUNCT
spir-8875	278	6	hawthorne	hawthorne	PROPN
spir-8875	278	7	,	,	PUNCT
spir-8875	278	8	j.	j.	PROPN
spir-8875	278	9	,	,	PUNCT
spir-8875	278	10	spialek	spialek	NOUN
spir-8875	278	11	,	,	PUNCT
spir-8875	278	12	m.	m.	NOUN
spir-8875	278	13	l.	l.	PROPN
spir-8875	278	14	,	,	PUNCT
spir-8875	278	15	greenwood	greenwood	PROPN
spir-8875	278	16	,	,	PUNCT
spir-8875	278	17	m.	m.	NOUN
spir-8875	278	18	,	,	PUNCT
spir-8875	278	19	and	and	CCONJ
spir-8875	278	20	mckinney	mckinney	PROPN
spir-8875	278	21	,	,	PUNCT
spir-8875	278	22	m.s	m.s	PROPN
spir-8875	278	23	.	.	PROPN
spir-8875	279	1	(	(	PUNCT
spir-8875	279	2	2013	2013	NUM
spir-8875	279	3	)	)	PUNCT
spir-8875	279	4	.	.	PUNCT
spir-8875	280	1	tweeting	tweet	VERB
spir-8875	280	2	during	during	ADP
spir-8875	280	3	presidential	presidential	ADJ
spir-8875	280	4	debates	debate	NOUN
spir-8875	280	5	:	:	PUNCT
spir-8875	280	6	effect	effect	NOUN
spir-8875	280	7	on	on	ADP
spir-8875	280	8	candidate	candidate	NOUN
spir-8875	280	9	evaluations	evaluation	NOUN
spir-8875	280	10	and	and	CCONJ
spir-8875	280	11	debate	debate	VERB
spir-8875	280	12	attitudes	attitude	NOUN
spir-8875	280	13	.	.	PUNCT
spir-8875	280	14	argument	argument	NOUN
spir-8875	280	15	and	and	CCONJ
spir-8875	280	16	advocacy	advocacy	NOUN
spir-8875	280	17	,	,	PUNCT
spir-8875	280	18	49(4	49(4	NOUN
spir-8875	280	19	)	)	PUNCT
spir-8875	280	20	,	,	PUNCT
spir-8875	280	21	pp	pp	PROPN
spir-8875	280	22	.	.	PUNCT
spir-8875	281	1	301	301	NUM
spir-8875	281	2	-	-	SYM
spir-8875	281	3	311	311	NUM
spir-8875	281	4	.	.	PUNCT
spir-8875	282	1	houston	houston	PROPN
spir-8875	282	2	,	,	PUNCT
spir-8875	282	3	b.	b.	PROPN
spir-8875	282	4	j.	j.	PROPN
spir-8875	282	5	,	,	PUNCT
spir-8875	282	6	mckinney	mckinney	PROPN
spir-8875	282	7	,	,	PUNCT
spir-8875	282	8	m.s	m.s	PROPN
spir-8875	282	9	.	.	PROPN
spir-8875	282	10	,	,	PUNCT
spir-8875	282	11	hawthorne	hawthorne	PROPN
spir-8875	282	12	,	,	PUNCT
spir-8875	282	13	j.	j.	PROPN
spir-8875	282	14	,	,	PUNCT
spir-8875	282	15	spialek	spialek	NOUN
spir-8875	282	16	,	,	PUNCT
spir-8875	282	17	m.l	m.l	PROPN
spir-8875	282	18	.	.	PUNCT
spir-8875	282	19	(	(	PUNCT
spir-8875	282	20	2013	2013	NUM
spir-8875	282	21	)	)	PUNCT
spir-8875	282	22	.	.	PUNCT
spir-8875	283	1	frequency	frequency	NOUN
spir-8875	283	2	of	of	ADP
spir-8875	283	3	tweeting	tweet	VERB
spir-8875	283	4	during	during	ADP
spir-8875	283	5	presidential	presidential	ADJ
spir-8875	283	6	debates	debate	NOUN
spir-8875	283	7	:	:	PUNCT
spir-8875	283	8	effect	effect	NOUN
spir-8875	283	9	on	on	ADP
spir-8875	283	10	debate	debate	NOUN
spir-8875	283	11	attitudes	attitude	NOUN
spir-8875	283	12	and	and	CCONJ
spir-8875	283	13	knowledge	knowledge	NOUN
spir-8875	283	14	.	.	PUNCT
spir-8875	284	1	communication	communication	NOUN
spir-8875	284	2	studies	study	NOUN
spir-8875	284	3	,	,	PUNCT
spir-8875	284	4	64(5	64(5	PROPN
spir-8875	284	5	)	)	PUNCT
spir-8875	284	6	,	,	PUNCT
spir-8875	284	7	pp	pp	ADP
spir-8875	284	8	.	.	PUNCT
spir-8875	285	1	548	548	NUM
spir-8875	285	2	-	-	SYM
spir-8875	285	3	560	560	NUM
spir-8875	285	4	.	.	PUNCT
spir-8875	286	1	kondolojy	kondolojy	NOUN
spir-8875	286	2	,	,	PUNCT
spir-8875	286	3	a.	a.	NOUN
spir-8875	286	4	(	(	PUNCT
spir-8875	286	5	2013	2013	NUM
spir-8875	286	6	,	,	PUNCT
spir-8875	286	7	october	october	PROPN
spir-8875	286	8	7	7	NUM
spir-8875	286	9	)	)	PUNCT
spir-8875	286	10	.	.	PUNCT
spir-8875	287	1	‘	'	PUNCT
spir-8875	287	2	scandal	scandal	NOUN
spir-8875	287	3	’	'	PUNCT
spir-8875	287	4	tops	top	VERB
spir-8875	287	5	nielsen	nielsen	PROPN
spir-8875	287	6	twitter	twitter	PROPN
spir-8875	287	7	tv	tv	NOUN
spir-8875	287	8	ratings	rating	NOUN
spir-8875	287	9	for	for	ADP
spir-8875	287	10	the	the	DET
spir-8875	287	11	week	week	NOUN
spir-8875	287	12	of	of	ADP
spir-8875	287	13	september	september	PROPN
spir-8875	287	14	30october	30october	NUM
spir-8875	287	15	6	6	NUM
spir-8875	287	16	.	.	PUNCT
spir-8875	287	17	retrieved	retrieve	VERB
spir-8875	287	18	from	from	ADP
spir-8875	287	19	http://tvbythenumbers.zap2it.com/2013/10/07/scandal-tops-nielsen-twittertv-ratingsfor-the-week-of-september-30-october	http://tvbythenumbers.zap2it.com/2013/10/07/scandal-tops-nielsen-twittertv-ratingsfor-the-week-of-september-30-october	NOUN
spir-8875	287	20	6/207432/?utm_source	6/207432/?utm_source	NOUN
spir-8875	287	21	=	=	NOUN
spir-8875	287	22	feedburner&utm_medium	feedburner&utm_medium	NOUN
spir-8875	287	23	=	=	ADJ
spir-8875	287	24	feed&utm_campaign	feed&utm_campaign	NOUN
spir-8875	287	25	=	=	NOUN
spir-8875	287	26	feed%3a+tv	feed%3a+tv	NOUN
spir-8875	287	27	bythenumbers+	bythenumbers+	ADP
spir-8875	287	28	%	%	NOUN
spir-8875	287	29	28tvbythenumbers%29	28tvbythenumbers%29	PROPN
spir-8875	287	30	lotz	lotz	PROPN
spir-8875	287	31	,	,	PUNCT
spir-8875	287	32	a.	a.	NOUN
spir-8875	287	33	(	(	PUNCT
spir-8875	287	34	2007	2007	NUM
spir-8875	287	35	)	)	PUNCT
spir-8875	287	36	.	.	PUNCT
spir-8875	288	1	the	the	DET
spir-8875	288	2	television	television	NOUN
spir-8875	288	3	will	will	AUX
spir-8875	288	4	be	be	AUX
spir-8875	288	5	revolutionized	revolutionize	VERB
spir-8875	288	6	.	.	PUNCT
spir-8875	289	1	new	new	PROPN
spir-8875	289	2	york	york	PROPN
spir-8875	289	3	:	:	PUNCT
spir-8875	289	4	new	new	PROPN
spir-8875	289	5	york	york	PROPN
spir-8875	289	6	university	university	PROPN
spir-8875	289	7	press	press	NOUN
spir-8875	289	8	.	.	PUNCT
spir-8875	290	1	smith	smith	PROPN
spir-8875	290	2	,	,	PUNCT
spir-8875	290	3	m.	m.	NOUN
spir-8875	290	4	a.	a.	PROPN
spir-8875	290	5	(	(	PUNCT
spir-8875	290	6	2013	2013	NUM
spir-8875	290	7	)	)	PUNCT
spir-8875	290	8	.	.	PUNCT
spir-8875	291	1	african	african	ADJ
spir-8875	291	2	americans	americans	PROPN
spir-8875	291	3	and	and	CCONJ
spir-8875	291	4	technology	technology	NOUN
spir-8875	291	5	use	use	NOUN
spir-8875	291	6	:	:	PUNCT
spir-8875	291	7	a	a	DET
spir-8875	291	8	demographic	demographic	ADJ
spir-8875	291	9	portrait	portrait	NOUN
spir-8875	291	10	.	.	PUNCT
spir-8875	292	1	pew	pew	NOUN
spir-8875	292	2	research	research	NOUN
spir-8875	292	3	center	center	NOUN
spir-8875	292	4	.	.	PUNCT
spir-8875	293	1	retrieved	retrieve	VERB
spir-8875	293	2	from	from	ADP
spir-8875	293	3	http://www.pewinternet.org/2014/01/06/african-americans-andtechnology-use/	http://www.pewinternet.org/2014/01/06/african-americans-andtechnology-use/	PROPN
spir-8875	293	4	smith	smith	PROPN
spir-8875	293	5	,	,	PUNCT
spir-8875	293	6	m.	m.	NOUN
spir-8875	293	7	a.	a.	PROPN
spir-8875	293	8	,	,	PUNCT
spir-8875	293	9	rainie	rainie	PROPN
spir-8875	293	10	,	,	PUNCT
spir-8875	293	11	l.	l.	PROPN
spir-8875	293	12	,	,	PUNCT
spir-8875	293	13	shneiderman	shneiderman	PROPN
spir-8875	293	14	,	,	PUNCT
spir-8875	293	15	b.	b.	PROPN
spir-8875	293	16	,	,	PUNCT
spir-8875	293	17	and	and	CCONJ
spir-8875	293	18	himelboim	himelboim	NOUN
spir-8875	293	19	.	.	PUNCT
spir-8875	294	1	(	(	PUNCT
spir-8875	294	2	2014	2014	NUM
spir-8875	294	3	)	)	PUNCT
spir-8875	294	4	.	.	PUNCT
spir-8875	295	1	mapping	mapping	NOUN
spir-8875	295	2	twitter	twitter	NOUN
spir-8875	295	3	topic	topic	NOUN
spir-8875	295	4	networks	network	NOUN
spir-8875	295	5	:	:	PUNCT
spir-8875	295	6	from	from	ADP
spir-8875	295	7	polarized	polarize	VERB
spir-8875	295	8	crowds	crowd	NOUN
spir-8875	295	9	to	to	ADP
spir-8875	295	10	community	community	NOUN
spir-8875	295	11	clusters	cluster	NOUN
spir-8875	295	12	.	.	PUNCT
spir-8875	296	1	pew	pew	NOUN
spir-8875	296	2	research	research	NOUN
spir-8875	296	3	center	center	NOUN
spir-8875	296	4	.	.	PUNCT
spir-8875	297	1	retrieved	retrieve	VERB
spir-8875	297	2	from	from	ADP
spir-8875	297	3	:	:	PUNCT
spir-8875	297	4	http://www.pewinternet.org/2014/02/20/mapping-twitter-topic-networksfrom-polarized-crowds-tocommunity-clusters/	http://www.pewinternet.org/2014/02/20/mapping-twitter-topic-networksfrom-polarized-crowds-tocommunity-clusters/	NUM
spir-8875	297	5	wood	wood	NOUN
spir-8875	297	6	,	,	PUNCT
spir-8875	297	7	m.m	m.m	PROPN
spir-8875	297	8	.	.	PROPN
spir-8875	297	9	,	,	PUNCT
spir-8875	297	10	and	and	CCONJ
spir-8875	297	11	baughman	baughman	NOUN
spir-8875	297	12	,	,	PUNCT
spir-8875	297	13	l.	l.	PROPN
spir-8875	297	14	(	(	PUNCT
spir-8875	297	15	2012	2012	NUM
spir-8875	297	16	)	)	PUNCT
spir-8875	297	17	.	.	PUNCT
spir-8875	298	1	glee	glee	NOUN
spir-8875	298	2	fandom	fandom	NOUN
spir-8875	298	3	and	and	CCONJ
spir-8875	298	4	twitter	twitter	NOUN
spir-8875	298	5	:	:	PUNCT
spir-8875	298	6	something	something	PRON
spir-8875	298	7	new	new	ADJ
spir-8875	298	8	,	,	PUNCT
spir-8875	298	9	or	or	CCONJ
spir-8875	298	10	more	more	ADJ
spir-8875	298	11	of	of	ADP
spir-8875	298	12	the	the	DET
spir-8875	298	13	same	same	ADJ
spir-8875	298	14	old	old	ADJ
spir-8875	298	15	thing	thing	NOUN
spir-8875	298	16	?	?	PUNCT
spir-8875	299	1	communication	communication	NOUN
spir-8875	299	2	studies	study	NOUN
spir-8875	299	3	,	,	PUNCT
spir-8875	299	4	63(3	63(3	NUM
spir-8875	299	5	)	)	PUNCT
spir-8875	299	6	,	,	PUNCT
spir-8875	299	7	pp	pp	PROPN
spir-8875	299	8	.	.	PUNCT
spir-8875	300	1	328	328	NUM
spir-8875	300	2	-	-	SYM
spir-8875	300	3	344	344	NUM
spir-8875	300	4	.	.	PUNCT
spir-8875	301	1	license	license	VERB
spir-8875	301	2	this	this	DET
spir-8875	301	3	article	article	NOUN
spir-8875	301	4	is	be	AUX
spir-8875	301	5	©	©	PROPN
spir-8875	301	6	2014	2014	NUM
spir-8875	301	7	authors	author	NOUN
spir-8875	301	8	,	,	PUNCT
spir-8875	301	9	and	and	CCONJ
spir-8875	301	10	licensed	license	VERB
spir-8875	301	11	under	under	ADP
spir-8875	301	12	cc	cc	NOUN
spir-8875	301	13	by	by	ADP
spir-8875	301	14	-	-	PUNCT
spir-8875	301	15	nc	nc	PROPN
spir-8875	301	16	-	-	PUNCT
spir-8875	301	17	nd	nd	NOUN
spir-8875	301	18	.	.	PUNCT