id	sid	tid	token	lemma	pos
spir-10476	1	1	selected	select	VERB
spir-10476	1	2	papers	paper	NOUN
spir-10476	1	3	of	of	ADP
spir-10476	1	4	#	#	SYM
spir-10476	1	5	aoir2018	aoir2018	NOUN
spir-10476	1	6	:	:	PUNCT
spir-10476	1	7	the	the	DET
spir-10476	1	8	19th	19th	ADJ
spir-10476	1	9	annual	annual	ADJ
spir-10476	1	10	conference	conference	NOUN
spir-10476	1	11	of	of	ADP
spir-10476	1	12	the	the	DET
spir-10476	1	13	association	association	NOUN
spir-10476	1	14	of	of	ADP
spir-10476	1	15	internet	internet	NOUN
spir-10476	1	16	researchers	researcher	NOUN
spir-10476	1	17	montréal	montréal	PROPN
spir-10476	1	18	,	,	PUNCT
spir-10476	1	19	canada	canada	PROPN
spir-10476	1	20	/	/	SYM
spir-10476	1	21	10	10	NUM
spir-10476	1	22	-	-	SYM
spir-10476	1	23	13	13	NUM
spir-10476	1	24	october	october	PROPN
spir-10476	1	25	2018	2018	NUM
spir-10476	1	26	suggested	suggest	VERB
spir-10476	1	27	citation	citation	NOUN
spir-10476	1	28	(	(	PUNCT
spir-10476	1	29	apa	apa	PROPN
spir-10476	1	30	):	):	PUNCT
spir-10476	1	31	cahill	cahill	PROPN
spir-10476	1	32	,	,	PUNCT
spir-10476	1	33	t.j	t.j	PROPN
spir-10476	1	34	.	.	PROPN
spir-10476	1	35	(	(	PUNCT
spir-10476	1	36	2018	2018	NUM
spir-10476	1	37	,	,	PUNCT
spir-10476	1	38	october	october	PROPN
spir-10476	1	39	10	10	NUM
spir-10476	1	40	-	-	SYM
spir-10476	1	41	13	13	NUM
spir-10476	1	42	)	)	PUNCT
spir-10476	1	43	.	.	PUNCT
spir-10476	2	1	the	the	DET
spir-10476	2	2	structural	structural	ADJ
spir-10476	2	3	role	role	NOUN
spir-10476	2	4	of	of	ADP
spir-10476	2	5	user	user	NOUN
spir-10476	2	6	class	class	NOUN
spir-10476	2	7	in	in	ADP
spir-10476	2	8	chat	chat	NOUN
spir-10476	2	9	interactions	interaction	NOUN
spir-10476	2	10	on	on	ADP
spir-10476	2	11	twitch	twitch	NOUN
spir-10476	2	12	.	.	PUNCT
spir-10476	3	1	paper	paper	NOUN
spir-10476	3	2	presented	present	VERB
spir-10476	3	3	at	at	ADP
spir-10476	3	4	aoir	aoir	NOUN
spir-10476	3	5	2018	2018	NUM
spir-10476	3	6	:	:	PUNCT
spir-10476	3	7	the	the	DET
spir-10476	3	8	19th	19th	ADJ
spir-10476	3	9	annual	annual	ADJ
spir-10476	3	10	conference	conference	NOUN
spir-10476	3	11	of	of	ADP
spir-10476	3	12	the	the	DET
spir-10476	3	13	association	association	NOUN
spir-10476	3	14	of	of	ADP
spir-10476	3	15	internet	internet	NOUN
spir-10476	3	16	researchers	researcher	NOUN
spir-10476	3	17	.	.	PUNCT
spir-10476	4	1	montréal	montréal	PROPN
spir-10476	4	2	,	,	PUNCT
spir-10476	4	3	canada	canada	PROPN
spir-10476	4	4	:	:	PUNCT
spir-10476	4	5	aoir	aoir	NOUN
spir-10476	4	6	.	.	PUNCT
spir-10476	4	7	retrieved	retrieve	VERB
spir-10476	4	8	from	from	ADP
spir-10476	4	9	http://spir.aoir.org	http://spir.aoir.org	PROPN
spir-10476	4	10	.	.	PUNCT
spir-10476	5	1	the	the	DET
spir-10476	5	2	structural	structural	ADJ
spir-10476	5	3	role	role	NOUN
spir-10476	5	4	of	of	ADP
spir-10476	5	5	user	user	NOUN
spir-10476	5	6	class	class	NOUN
spir-10476	5	7	in	in	ADP
spir-10476	5	8	chat	chat	NOUN
spir-10476	5	9	interactions	interaction	NOUN
spir-10476	5	10	on	on	ADP
spir-10476	5	11	twitch	twitch	PROPN
spir-10476	5	12	tiernan	tiernan	PROPN
spir-10476	5	13	j.	j.	PROPN
spir-10476	5	14	cahill	cahill	PROPN
spir-10476	5	15	boston	boston	PROPN
spir-10476	5	16	university	university	PROPN
spir-10476	5	17	background	background	NOUN
spir-10476	5	18	twitch.tv	twitch.tv	PRON
spir-10476	5	19	is	be	AUX
spir-10476	5	20	a	a	DET
spir-10476	5	21	live	live	ADJ
spir-10476	5	22	video	video	NOUN
spir-10476	5	23	streaming	streaming	NOUN
spir-10476	5	24	platform	platform	NOUN
spir-10476	5	25	with	with	ADP
spir-10476	5	26	more	more	ADJ
spir-10476	5	27	than	than	ADP
spir-10476	5	28	100	100	NUM
spir-10476	5	29	million	million	NUM
spir-10476	5	30	monthly	monthly	ADJ
spir-10476	5	31	visitors	visitor	NOUN
spir-10476	5	32	connecting	connect	VERB
spir-10476	5	33	to	to	ADP
spir-10476	5	34	2.2	2.2	NUM
spir-10476	5	35	million	million	NUM
spir-10476	5	36	channels	channel	NOUN
spir-10476	5	37	(	(	PUNCT
spir-10476	5	38	twitch	twitch	VERB
spir-10476	5	39	,	,	PUNCT
spir-10476	5	40	2017	2017	NUM
spir-10476	5	41	)	)	PUNCT
spir-10476	5	42	.	.	PUNCT
spir-10476	6	1	in	in	ADP
spir-10476	6	2	2014	2014	NUM
spir-10476	6	3	,	,	PUNCT
spir-10476	6	4	it	it	PRON
spir-10476	6	5	was	be	AUX
spir-10476	6	6	the	the	DET
spir-10476	6	7	fourth	fourth	ADV
spir-10476	6	8	-	-	PUNCT
spir-10476	6	9	largest	large	ADJ
spir-10476	6	10	source	source	NOUN
spir-10476	6	11	of	of	ADP
spir-10476	6	12	u.s	u.s	PROPN
spir-10476	6	13	.	.	PROPN
spir-10476	6	14	internet	internet	NOUN
spir-10476	6	15	traffic	traffic	NOUN
spir-10476	6	16	(	(	PUNCT
spir-10476	6	17	macmillan	macmillan	PROPN
spir-10476	6	18	&	&	CCONJ
spir-10476	6	19	bensinger	bensinger	PROPN
spir-10476	6	20	,	,	PUNCT
spir-10476	6	21	2014	2014	NUM
spir-10476	6	22	)	)	PUNCT
spir-10476	6	23	.	.	PUNCT
spir-10476	7	1	twitch	twitch	PROPN
spir-10476	7	2	is	be	AUX
spir-10476	7	3	also	also	ADV
spir-10476	7	4	relevant	relevant	ADJ
spir-10476	7	5	globally	globally	ADV
spir-10476	7	6	,	,	PUNCT
spir-10476	7	7	with	with	ADP
spir-10476	7	8	79	79	NUM
spir-10476	7	9	%	%	NOUN
spir-10476	7	10	of	of	ADP
spir-10476	7	11	traffic	traffic	NOUN
spir-10476	7	12	coming	come	VERB
spir-10476	7	13	from	from	ADP
spir-10476	7	14	outside	outside	ADP
spir-10476	7	15	the	the	DET
spir-10476	7	16	u.s	u.s	PROPN
spir-10476	7	17	.	.	PROPN
spir-10476	7	18	(	(	PUNCT
spir-10476	7	19	similarweb	similarweb	PROPN
spir-10476	7	20	,	,	PUNCT
spir-10476	7	21	2018	2018	NUM
spir-10476	7	22	)	)	PUNCT
spir-10476	7	23	.	.	PUNCT
spir-10476	8	1	in	in	ADP
spir-10476	8	2	taiwan	taiwan	PROPN
spir-10476	8	3	,	,	PUNCT
spir-10476	8	4	one	one	NUM
spir-10476	8	5	-	-	PUNCT
spir-10476	8	6	fifth	fifth	NOUN
spir-10476	8	7	of	of	ADP
spir-10476	8	8	the	the	DET
spir-10476	8	9	population	population	NOUN
spir-10476	8	10	are	be	AUX
spir-10476	8	11	active	active	ADJ
spir-10476	8	12	users	user	NOUN
spir-10476	8	13	(	(	PUNCT
spir-10476	8	14	shu	shu	NOUN
spir-10476	8	15	,	,	PUNCT
spir-10476	8	16	2015	2015	NUM
spir-10476	8	17	)	)	PUNCT
spir-10476	8	18	.	.	PUNCT
spir-10476	9	1	twitch	twitch	PROPN
spir-10476	9	2	is	be	AUX
spir-10476	9	3	organized	organize	VERB
spir-10476	9	4	around	around	ADP
spir-10476	9	5	user	user	NOUN
spir-10476	9	6	-	-	PUNCT
spir-10476	9	7	generated	generate	VERB
spir-10476	9	8	video	video	NOUN
spir-10476	9	9	streams	stream	NOUN
spir-10476	9	10	,	,	PUNCT
spir-10476	9	11	which	which	PRON
spir-10476	9	12	typically	typically	ADV
spir-10476	9	13	show	show	VERB
spir-10476	9	14	the	the	DET
spir-10476	9	15	streamer	streamer	NOUN
spir-10476	9	16	’s	’s	PART
spir-10476	9	17	screen	screen	NOUN
spir-10476	9	18	as	as	SCONJ
spir-10476	9	19	they	they	PRON
spir-10476	9	20	play	play	VERB
spir-10476	9	21	a	a	DET
spir-10476	9	22	video	video	NOUN
spir-10476	9	23	game	game	NOUN
spir-10476	9	24	.	.	PUNCT
spir-10476	10	1	the	the	DET
spir-10476	10	2	stream	stream	NOUN
spir-10476	10	3	is	be	AUX
spir-10476	10	4	accompanied	accompany	VERB
spir-10476	10	5	by	by	ADP
spir-10476	10	6	a	a	DET
spir-10476	10	7	chat	chat	NOUN
spir-10476	10	8	room	room	NOUN
spir-10476	10	9	,	,	PUNCT
spir-10476	10	10	in	in	ADP
spir-10476	10	11	which	which	PRON
spir-10476	10	12	viewers	viewer	NOUN
spir-10476	10	13	can	can	AUX
spir-10476	10	14	offer	offer	VERB
spir-10476	10	15	discussion	discussion	NOUN
spir-10476	10	16	,	,	PUNCT
spir-10476	10	17	commentary	commentary	NOUN
spir-10476	10	18	,	,	PUNCT
spir-10476	10	19	feedback	feedback	NOUN
spir-10476	10	20	and	and	CCONJ
spir-10476	10	21	suggestions	suggestion	NOUN
spir-10476	10	22	.	.	PUNCT
spir-10476	11	1	the	the	DET
spir-10476	11	2	platform	platform	NOUN
spir-10476	11	3	structure	structure	NOUN
spir-10476	11	4	of	of	ADP
spir-10476	11	5	twitch	twitch	NOUN
spir-10476	11	6	undermines	undermine	VERB
spir-10476	11	7	conventional	conventional	ADJ
spir-10476	11	8	typologies	typology	NOUN
spir-10476	11	9	such	such	ADJ
spir-10476	11	10	as	as	ADP
spir-10476	11	11	the	the	DET
spir-10476	11	12	tripartite	tripartite	ADJ
spir-10476	11	13	framework	framework	NOUN
spir-10476	11	14	of	of	ADP
spir-10476	11	15	players	player	NOUN
spir-10476	11	16	,	,	PUNCT
spir-10476	11	17	commentators	commentator	NOUN
spir-10476	11	18	,	,	PUNCT
spir-10476	11	19	and	and	CCONJ
spir-10476	11	20	spectators	spectator	NOUN
spir-10476	11	21	proposed	propose	VERB
spir-10476	11	22	by	by	ADP
spir-10476	11	23	cheung	cheung	PROPN
spir-10476	11	24	and	and	CCONJ
spir-10476	11	25	huang	huang	PROPN
spir-10476	11	26	(	(	PUNCT
spir-10476	11	27	2011	2011	NUM
spir-10476	11	28	)	)	PUNCT
spir-10476	11	29	to	to	PART
spir-10476	11	30	describe	describe	VERB
spir-10476	11	31	e	e	NOUN
spir-10476	11	32	-	-	NOUN
spir-10476	11	33	sports	sport	NOUN
spir-10476	11	34	communities	community	NOUN
spir-10476	11	35	:	:	PUNCT
spir-10476	11	36	streamers	streamer	NOUN
spir-10476	11	37	will	will	AUX
spir-10476	11	38	often	often	ADV
spir-10476	11	39	commentate	commentate	VERB
spir-10476	11	40	on	on	ADP
spir-10476	11	41	the	the	DET
spir-10476	11	42	game	game	NOUN
spir-10476	11	43	as	as	SCONJ
spir-10476	11	44	they	they	PRON
spir-10476	11	45	play	play	VERB
spir-10476	11	46	(	(	PUNCT
spir-10476	11	47	smith	smith	PROPN
spir-10476	11	48	,	,	PUNCT
spir-10476	11	49	obrist	obrist	ADJ
spir-10476	11	50	,	,	PUNCT
spir-10476	11	51	&	&	CCONJ
spir-10476	11	52	wright	wright	PROPN
spir-10476	11	53	,	,	PUNCT
spir-10476	11	54	2013	2013	NUM
spir-10476	11	55	;	;	PUNCT
spir-10476	11	56	walker	walker	NOUN
spir-10476	11	57	,	,	PUNCT
spir-10476	11	58	2014	2014	NUM
spir-10476	11	59	)	)	PUNCT
spir-10476	11	60	and	and	CCONJ
spir-10476	11	61	spectators	spectator	NOUN
spir-10476	11	62	will	will	AUX
spir-10476	11	63	often	often	ADV
spir-10476	11	64	use	use	VERB
spir-10476	11	65	the	the	DET
spir-10476	11	66	chat	chat	NOUN
spir-10476	11	67	room	room	NOUN
spir-10476	11	68	to	to	PART
spir-10476	11	69	comment	comment	VERB
spir-10476	11	70	both	both	PRON
spir-10476	11	71	on	on	ADP
spir-10476	11	72	the	the	DET
spir-10476	11	73	game	game	NOUN
spir-10476	11	74	and	and	CCONJ
spir-10476	11	75	on	on	ADP
spir-10476	11	76	the	the	DET
spir-10476	11	77	streamer	streamer	NOUN
spir-10476	11	78	’s	’s	PART
spir-10476	11	79	performance	performance	NOUN
spir-10476	11	80	(	(	PUNCT
spir-10476	11	81	nascimento	nascimento	PROPN
spir-10476	11	82	et	et	PROPN
spir-10476	11	83	al	al	PROPN
spir-10476	11	84	.	.	PROPN
spir-10476	11	85	,	,	PUNCT
spir-10476	11	86	2014	2014	NUM
spir-10476	11	87	)	)	PUNCT
spir-10476	11	88	.	.	PUNCT
spir-10476	12	1	hamilton	hamilton	PROPN
spir-10476	12	2	,	,	PUNCT
spir-10476	12	3	garretson	garretson	PROPN
spir-10476	12	4	,	,	PUNCT
spir-10476	12	5	and	and	CCONJ
spir-10476	12	6	kerne	kerne	ADJ
spir-10476	12	7	(	(	PUNCT
spir-10476	12	8	2014	2014	NUM
spir-10476	12	9	)	)	PUNCT
spir-10476	12	10	have	have	AUX
spir-10476	12	11	argued	argue	VERB
spir-10476	12	12	that	that	SCONJ
spir-10476	12	13	twitch	twitch	ADJ
spir-10476	12	14	channels	channel	NOUN
spir-10476	12	15	are	be	AUX
spir-10476	12	16	participatory	participatory	ADJ
spir-10476	12	17	communities	community	NOUN
spir-10476	12	18	,	,	PUNCT
spir-10476	12	19	building	build	VERB
spir-10476	12	20	on	on	ADP
spir-10476	12	21	the	the	DET
spir-10476	12	22	tradition	tradition	NOUN
spir-10476	12	23	of	of	ADP
spir-10476	12	24	irc	irc	PROPN
spir-10476	12	25	chat	chat	VERB
spir-10476	12	26	rooms	room	NOUN
spir-10476	12	27	by	by	ADP
spir-10476	12	28	adding	add	VERB
spir-10476	12	29	a	a	DET
spir-10476	12	30	rich	rich	ADJ
spir-10476	12	31	,	,	PUNCT
spir-10476	12	32	shared	shared	ADJ
spir-10476	12	33	experience	experience	NOUN
spir-10476	12	34	.	.	PUNCT
spir-10476	13	1	yet	yet	ADV
spir-10476	13	2	there	there	PRON
spir-10476	13	3	remain	remain	VERB
spir-10476	13	4	divisions	division	NOUN
spir-10476	13	5	within	within	ADP
spir-10476	13	6	the	the	DET
spir-10476	13	7	twitch	twitch	NOUN
spir-10476	13	8	user	user	NOUN
spir-10476	13	9	base	base	NOUN
spir-10476	13	10	:	:	PUNCT
spir-10476	13	11	while	while	SCONJ
spir-10476	13	12	viewers	viewer	NOUN
spir-10476	13	13	may	may	AUX
spir-10476	13	14	offer	offer	VERB
spir-10476	13	15	advice	advice	NOUN
spir-10476	13	16	,	,	PUNCT
spir-10476	13	17	it	it	PRON
spir-10476	13	18	is	be	AUX
spir-10476	13	19	still	still	ADV
spir-10476	13	20	up	up	ADP
spir-10476	13	21	to	to	ADP
spir-10476	13	22	the	the	DET
spir-10476	13	23	streamer	streamer	NOUN
spir-10476	13	24	to	to	PART
spir-10476	13	25	play	play	VERB
spir-10476	13	26	the	the	DET
spir-10476	13	27	game	game	NOUN
spir-10476	13	28	and	and	CCONJ
spir-10476	13	29	guide	guide	VERB
spir-10476	13	30	the	the	DET
spir-10476	13	31	core	core	NOUN
spir-10476	13	32	experience	experience	NOUN
spir-10476	13	33	(	(	PUNCT
spir-10476	13	34	walker	walker	NOUN
spir-10476	13	35	,	,	PUNCT
spir-10476	13	36	2014	2014	NUM
spir-10476	13	37	)	)	PUNCT
spir-10476	13	38	.	.	PUNCT
spir-10476	14	1	within	within	ADP
spir-10476	14	2	the	the	DET
spir-10476	14	3	chat	chat	NOUN
spir-10476	14	4	room	room	NOUN
spir-10476	14	5	,	,	PUNCT
spir-10476	14	6	privileges	privilege	NOUN
spir-10476	14	7	are	be	AUX
spir-10476	14	8	accorded	accord	VERB
spir-10476	14	9	to	to	ADP
spir-10476	14	10	moderators	moderator	NOUN
spir-10476	14	11	and	and	CCONJ
spir-10476	14	12	paid	pay	VERB
spir-10476	14	13	subscribers	subscriber	NOUN
spir-10476	14	14	of	of	ADP
spir-10476	14	15	the	the	DET
spir-10476	14	16	channel	channel	NOUN
spir-10476	14	17	,	,	PUNCT
spir-10476	14	18	which	which	PRON
spir-10476	14	19	may	may	AUX
spir-10476	14	20	affect	affect	VERB
spir-10476	14	21	their	their	PRON
spir-10476	14	22	status	status	NOUN
spir-10476	14	23	and	and	CCONJ
spir-10476	14	24	influence	influence	NOUN
spir-10476	14	25	(	(	PUNCT
spir-10476	14	26	hamilton	hamilton	PROPN
spir-10476	14	27	et	et	PROPN
spir-10476	14	28	al	al	PROPN
spir-10476	14	29	.	.	PROPN
spir-10476	14	30	,	,	PUNCT
spir-10476	14	31	2014	2014	NUM
spir-10476	14	32	)	)	PUNCT
spir-10476	14	33	.	.	PUNCT
spir-10476	15	1	after	after	ADP
spir-10476	15	2	being	be	AUX
spir-10476	15	3	purchased	purchase	VERB
spir-10476	15	4	by	by	ADP
spir-10476	15	5	amazon	amazon	NOUN
spir-10476	15	6	in	in	ADP
spir-10476	15	7	2014	2014	NUM
spir-10476	15	8	,	,	PUNCT
spir-10476	15	9	“	"	PUNCT
spir-10476	15	10	prime	prime	ADJ
spir-10476	15	11	”	"	PUNCT
spir-10476	15	12	members	member	NOUN
spir-10476	15	13	may	may	AUX
spir-10476	15	14	also	also	ADV
spir-10476	15	15	access	access	VERB
spir-10476	15	16	certain	certain	ADJ
spir-10476	15	17	premium	premium	NOUN
spir-10476	15	18	features	feature	NOUN
spir-10476	15	19	on	on	ADP
spir-10476	15	20	twitch	twitch	PROPN
spir-10476	15	21	(	(	PUNCT
spir-10476	15	22	snider	snider	NOUN
spir-10476	15	23	,	,	PUNCT
spir-10476	15	24	2016	2016	NUM
spir-10476	15	25	)	)	PUNCT
spir-10476	15	26	.	.	PUNCT
spir-10476	16	1	this	this	DET
spir-10476	16	2	study	study	NOUN
spir-10476	16	3	aims	aim	VERB
spir-10476	16	4	to	to	PART
spir-10476	16	5	offer	offer	VERB
spir-10476	16	6	a	a	DET
spir-10476	16	7	quantitative	quantitative	ADJ
spir-10476	16	8	framework	framework	NOUN
spir-10476	16	9	for	for	ADP
spir-10476	16	10	analysing	analyse	VERB
spir-10476	16	11	user	user	NOUN
spir-10476	16	12	interactions	interaction	NOUN
spir-10476	16	13	in	in	ADP
spir-10476	16	14	twitch	twitch	ADJ
spir-10476	16	15	chat	chat	NOUN
spir-10476	16	16	rooms	room	NOUN
spir-10476	16	17	.	.	PUNCT
spir-10476	17	1	of	of	ADP
spir-10476	17	2	particular	particular	ADJ
spir-10476	17	3	interest	interest	NOUN
spir-10476	17	4	is	be	AUX
spir-10476	17	5	the	the	DET
spir-10476	17	6	potential	potential	ADJ
spir-10476	17	7	stratification	stratification	NOUN
spir-10476	17	8	of	of	ADP
spir-10476	17	9	user	user	NOUN
spir-10476	17	10	groups	group	NOUN
spir-10476	17	11	and	and	CCONJ
spir-10476	17	12	how	how	SCONJ
spir-10476	17	13	this	this	PRON
spir-10476	17	14	interacts	interact	VERB
spir-10476	17	15	with	with	ADP
spir-10476	17	16	the	the	DET
spir-10476	17	17	economic	economic	ADJ
spir-10476	17	18	concerns	concern	NOUN
spir-10476	17	19	of	of	ADP
spir-10476	17	20	the	the	DET
spir-10476	17	21	platform	platform	NOUN
spir-10476	17	22	,	,	PUNCT
spir-10476	17	23	of	of	ADP
spir-10476	17	24	the	the	DET
spir-10476	17	25	performers	performer	NOUN
spir-10476	17	26	,	,	PUNCT
spir-10476	17	27	and	and	CCONJ
spir-10476	17	28	of	of	ADP
spir-10476	17	29	the	the	DET
spir-10476	17	30	general	general	ADJ
spir-10476	17	31	user	user	NOUN
spir-10476	17	32	base	base	NOUN
spir-10476	17	33	.	.	PUNCT
spir-10476	18	1	methods	method	NOUN
spir-10476	18	2	an	an	DET
spir-10476	18	3	initial	initial	ADJ
spir-10476	18	4	convenience	convenience	NOUN
spir-10476	18	5	sample	sample	NOUN
spir-10476	18	6	of	of	ADP
spir-10476	18	7	six	six	NUM
spir-10476	18	8	twitch	twitch	NOUN
spir-10476	18	9	streams	stream	NOUN
spir-10476	18	10	was	be	AUX
spir-10476	18	11	taken	take	VERB
spir-10476	18	12	in	in	ADP
spir-10476	18	13	november	november	PROPN
spir-10476	18	14	and	and	CCONJ
spir-10476	18	15	december	december	PROPN
spir-10476	18	16	of	of	ADP
spir-10476	18	17	2017	2017	NUM
spir-10476	18	18	.	.	PUNCT
spir-10476	19	1	criteria	criterion	NOUN
spir-10476	19	2	for	for	ADP
spir-10476	19	3	selection	selection	NOUN
spir-10476	19	4	were	be	AUX
spir-10476	19	5	a	a	DET
spir-10476	19	6	listed	list	VERB
spir-10476	19	7	primary	primary	ADJ
spir-10476	19	8	language	language	NOUN
spir-10476	19	9	of	of	ADP
spir-10476	19	10	english	english	PROPN
spir-10476	19	11	,	,	PUNCT
spir-10476	19	12	a	a	DET
spir-10476	19	13	concurrent	concurrent	ADJ
spir-10476	19	14	viewership	viewership	NOUN
spir-10476	19	15	of	of	ADP
spir-10476	19	16	between	between	ADP
spir-10476	19	17	300	300	NUM
spir-10476	19	18	and	and	CCONJ
spir-10476	19	19	1500	1500	NUM
spir-10476	19	20	,	,	PUNCT
spir-10476	19	21	and	and	CCONJ
spir-10476	19	22	a	a	DET
spir-10476	19	23	listed	list	VERB
spir-10476	19	24	activity	activity	NOUN
spir-10476	19	25	related	relate	VERB
spir-10476	19	26	to	to	ADP
spir-10476	19	27	video	video	NOUN
spir-10476	19	28	games	game	NOUN
spir-10476	19	29	.	.	PUNCT
spir-10476	20	1	the	the	DET
spir-10476	20	2	chat	chat	NOUN
spir-10476	20	3	for	for	ADP
spir-10476	20	4	each	each	DET
spir-10476	20	5	stream	stream	NOUN
spir-10476	20	6	was	be	AUX
spir-10476	20	7	logged	log	VERB
spir-10476	20	8	for	for	ADP
spir-10476	20	9	a	a	DET
spir-10476	20	10	period	period	NOUN
spir-10476	20	11	of	of	ADP
spir-10476	20	12	two	two	NUM
spir-10476	20	13	hours	hour	NOUN
spir-10476	20	14	using	use	VERB
spir-10476	20	15	chatty	chatty	ADJ
spir-10476	20	16	(	(	PUNCT
spir-10476	20	17	version	version	NOUN
spir-10476	20	18	0.8.7	0.8.7	NUM
spir-10476	20	19	)	)	PUNCT
spir-10476	20	20	.	.	PUNCT
spir-10476	21	1	chat	chat	PROPN
spir-10476	21	2	logs	log	NOUN
spir-10476	21	3	were	be	AUX
spir-10476	21	4	automatically	automatically	ADV
spir-10476	21	5	coded	code	VERB
spir-10476	21	6	using	use	VERB
spir-10476	21	7	twitch	twitch	NOUN
spir-10476	21	8	-	-	PUNCT
spir-10476	21	9	chat	chat	NOUN
spir-10476	21	10	-	-	PUNCT
spir-10476	21	11	net	net	NOUN
spir-10476	21	12	(	(	PUNCT
spir-10476	21	13	version	version	NOUN
spir-10476	21	14	0.1.1	0.1.1	NOUN
spir-10476	21	15	)	)	PUNCT
spir-10476	21	16	,	,	PUNCT
spir-10476	21	17	a	a	DET
spir-10476	21	18	utility	utility	NOUN
spir-10476	21	19	developed	develop	VERB
spir-10476	21	20	for	for	ADP
spir-10476	21	21	the	the	DET
spir-10476	21	22	purposes	purpose	NOUN
spir-10476	21	23	of	of	ADP
spir-10476	21	24	this	this	DET
spir-10476	21	25	research	research	NOUN
spir-10476	21	26	,	,	PUNCT
spir-10476	21	27	which	which	PRON
spir-10476	21	28	parses	parse	VERB
spir-10476	21	29	usernames	username	NOUN
spir-10476	21	30	and	and	CCONJ
spir-10476	21	31	chat	chat	VERB
spir-10476	21	32	messages	message	NOUN
spir-10476	21	33	using	use	VERB
spir-10476	21	34	an	an	DET
spir-10476	21	35	adaptive	adaptive	ADJ
spir-10476	21	36	dictionary	dictionary	ADJ
spir-10476	21	37	-	-	PUNCT
spir-10476	21	38	based	base	VERB
spir-10476	21	39	method	method	NOUN
spir-10476	21	40	to	to	PART
spir-10476	21	41	produce	produce	VERB
spir-10476	21	42	a	a	DET
spir-10476	21	43	list	list	NOUN
spir-10476	21	44	of	of	ADP
spir-10476	21	45	users	user	NOUN
spir-10476	21	46	who	who	PRON
spir-10476	21	47	are	be	AUX
spir-10476	21	48	active	active	ADJ
spir-10476	21	49	in	in	ADP
spir-10476	21	50	the	the	DET
spir-10476	21	51	chat	chat	NOUN
spir-10476	21	52	,	,	PUNCT
spir-10476	21	53	along	along	ADP
spir-10476	21	54	with	with	ADP
spir-10476	21	55	their	their	PRON
spir-10476	21	56	user	user	NOUN
spir-10476	21	57	class	class	NOUN
spir-10476	21	58	,	,	PUNCT
spir-10476	21	59	and	and	CCONJ
spir-10476	21	60	a	a	DET
spir-10476	21	61	list	list	NOUN
spir-10476	21	62	of	of	ADP
spir-10476	21	63	directed	direct	VERB
spir-10476	21	64	interactions	interaction	NOUN
spir-10476	21	65	between	between	ADP
spir-10476	21	66	users	user	NOUN
spir-10476	21	67	.	.	PUNCT
spir-10476	22	1	these	these	DET
spir-10476	22	2	lists	list	NOUN
spir-10476	22	3	were	be	AUX
spir-10476	22	4	used	use	VERB
spir-10476	22	5	to	to	PART
spir-10476	22	6	generate	generate	VERB
spir-10476	22	7	complete	complete	ADJ
spir-10476	22	8	network	network	NOUN
spir-10476	22	9	models	model	NOUN
spir-10476	22	10	of	of	ADP
spir-10476	22	11	the	the	DET
spir-10476	22	12	directed	direct	VERB
spir-10476	22	13	interactions	interaction	NOUN
spir-10476	22	14	between	between	ADP
spir-10476	22	15	users	user	NOUN
spir-10476	22	16	in	in	ADP
spir-10476	22	17	each	each	DET
spir-10476	22	18	chat	chat	NOUN
spir-10476	22	19	room	room	NOUN
spir-10476	22	20	.	.	PUNCT
spir-10476	23	1	each	each	DET
spir-10476	23	2	node	node	NOUN
spir-10476	23	3	of	of	ADP
spir-10476	23	4	the	the	DET
spir-10476	23	5	network	network	NOUN
spir-10476	23	6	represents	represent	VERB
spir-10476	23	7	a	a	DET
spir-10476	23	8	user	user	NOUN
spir-10476	23	9	who	who	PRON
spir-10476	23	10	is	be	AUX
spir-10476	23	11	active	active	ADJ
spir-10476	23	12	in	in	ADP
spir-10476	23	13	the	the	DET
spir-10476	23	14	chat	chat	NOUN
spir-10476	23	15	and	and	CCONJ
spir-10476	23	16	an	an	DET
spir-10476	23	17	edge	edge	NOUN
spir-10476	23	18	is	be	AUX
spir-10476	23	19	placed	place	VERB
spir-10476	23	20	between	between	ADP
spir-10476	23	21	the	the	DET
spir-10476	23	22	sender	sender	NOUN
spir-10476	23	23	and	and	CCONJ
spir-10476	23	24	receiver	receiver	NOUN
spir-10476	23	25	of	of	ADP
spir-10476	23	26	each	each	DET
spir-10476	23	27	message	message	NOUN
spir-10476	23	28	,	,	PUNCT
spir-10476	23	29	weighted	weight	VERB
spir-10476	23	30	by	by	ADP
spir-10476	23	31	the	the	DET
spir-10476	23	32	number	number	NOUN
spir-10476	23	33	of	of	ADP
spir-10476	23	34	messages	message	NOUN
spir-10476	23	35	sent	send	VERB
spir-10476	23	36	in	in	ADP
spir-10476	23	37	each	each	DET
spir-10476	23	38	direction	direction	NOUN
spir-10476	23	39	.	.	PUNCT
spir-10476	24	1	results	result	VERB
spir-10476	24	2	network	network	NOUN
spir-10476	24	3	models	model	NOUN
spir-10476	24	4	were	be	AUX
spir-10476	24	5	analysed	analyse	VERB
spir-10476	24	6	in	in	ADP
spir-10476	24	7	terms	term	NOUN
spir-10476	24	8	of	of	ADP
spir-10476	24	9	three	three	NUM
spir-10476	24	10	different	different	ADJ
spir-10476	24	11	measures	measure	NOUN
spir-10476	24	12	of	of	ADP
spir-10476	24	13	nodal	nodal	ADJ
spir-10476	24	14	centrality	centrality	NOUN
spir-10476	24	15	:	:	PUNCT
spir-10476	24	16	closeness	closeness	NOUN
spir-10476	24	17	,	,	PUNCT
spir-10476	24	18	betweenness	betweenness	NOUN
spir-10476	24	19	,	,	PUNCT
spir-10476	24	20	and	and	CCONJ
spir-10476	24	21	degree	degree	NOUN
spir-10476	24	22	.	.	PUNCT
spir-10476	25	1	these	these	PRON
spir-10476	25	2	are	be	AUX
spir-10476	25	3	typically	typically	ADV
spir-10476	25	4	interpreted	interpret	VERB
spir-10476	25	5	as	as	ADP
spir-10476	25	6	user	user	NOUN
spir-10476	25	7	-	-	PUNCT
spir-10476	25	8	level	level	NOUN
spir-10476	25	9	indices	index	NOUN
spir-10476	25	10	of	of	ADP
spir-10476	25	11	connectedness	connectedness	NOUN
spir-10476	25	12	,	,	PUNCT
spir-10476	25	13	control	control	NOUN
spir-10476	25	14	,	,	PUNCT
spir-10476	25	15	and	and	CCONJ
spir-10476	25	16	involvement	involvement	NOUN
spir-10476	25	17	,	,	PUNCT
spir-10476	25	18	respectively	respectively	ADV
spir-10476	25	19	(	(	PUNCT
spir-10476	25	20	kouznetsov	kouznetsov	PROPN
spir-10476	25	21	&	&	CCONJ
spir-10476	25	22	tsvetovat	tsvetovat	PROPN
spir-10476	25	23	,	,	PUNCT
spir-10476	25	24	2011	2011	NUM
spir-10476	25	25	;	;	PUNCT
spir-10476	25	26	prell	prell	PROPN
spir-10476	25	27	,	,	PUNCT
spir-10476	25	28	2012	2012	NUM
spir-10476	25	29	)	)	PUNCT
spir-10476	25	30	.	.	PUNCT
spir-10476	26	1	for	for	ADP
spir-10476	26	2	each	each	DET
spir-10476	26	3	index	index	NOUN
spir-10476	26	4	,	,	PUNCT
spir-10476	26	5	there	there	PRON
spir-10476	26	6	were	be	VERB
spir-10476	26	7	significant	significant	ADJ
spir-10476	26	8	(	(	PUNCT
spir-10476	26	9			X
spir-10476	26	10	=	=	SYM
spir-10476	26	11	.05	.05	NUM
spir-10476	26	12	)	)	PUNCT
spir-10476	26	13	differences	difference	NOUN
spir-10476	26	14	between	between	ADP
spir-10476	26	15	the	the	DET
spir-10476	26	16	centrality	centrality	NOUN
spir-10476	26	17	of	of	ADP
spir-10476	26	18	moderators	moderator	NOUN
spir-10476	26	19	and	and	CCONJ
spir-10476	26	20	other	other	ADJ
spir-10476	26	21	users	user	NOUN
spir-10476	26	22	,	,	PUNCT
spir-10476	26	23	and	and	CCONJ
spir-10476	26	24	between	between	ADP
spir-10476	26	25	subscribers	subscriber	NOUN
spir-10476	26	26	and	and	CCONJ
spir-10476	26	27	non	non	NOUN
spir-10476	26	28	-	-	NOUN
spir-10476	26	29	subscribers	subscriber	NOUN
spir-10476	26	30	.	.	PUNCT
spir-10476	27	1	notably	notably	ADV
spir-10476	27	2	,	,	PUNCT
spir-10476	27	3	there	there	PRON
spir-10476	27	4	were	be	VERB
spir-10476	27	5	no	no	DET
spir-10476	27	6	significant	significant	ADJ
spir-10476	27	7	differences	difference	NOUN
spir-10476	27	8	in	in	ADP
spir-10476	27	9	the	the	DET
spir-10476	27	10	centrality	centrality	NOUN
spir-10476	27	11	of	of	ADP
spir-10476	27	12	twitch	twitch	ADJ
spir-10476	27	13	prime	prime	ADJ
spir-10476	27	14	users	user	NOUN
spir-10476	27	15	.	.	PUNCT
spir-10476	28	1	this	this	PRON
spir-10476	28	2	suggests	suggest	VERB
spir-10476	28	3	that	that	SCONJ
spir-10476	28	4	being	be	AUX
spir-10476	28	5	a	a	DET
spir-10476	28	6	moderator	moderator	NOUN
spir-10476	28	7	or	or	CCONJ
spir-10476	28	8	channel	channel	NOUN
spir-10476	28	9	subscriber	subscriber	NOUN
spir-10476	28	10	is	be	AUX
spir-10476	28	11	associated	associate	VERB
spir-10476	28	12	with	with	ADP
spir-10476	28	13	higher	high	ADJ
spir-10476	28	14	levels	level	NOUN
spir-10476	28	15	of	of	ADP
spir-10476	28	16	social	social	ADJ
spir-10476	28	17	engagement	engagement	NOUN
spir-10476	28	18	and	and	CCONJ
spir-10476	28	19	status	status	NOUN
spir-10476	28	20	within	within	ADP
spir-10476	28	21	the	the	DET
spir-10476	28	22	community	community	NOUN
spir-10476	28	23	,	,	PUNCT
spir-10476	28	24	whereas	whereas	SCONJ
spir-10476	28	25	being	be	AUX
spir-10476	28	26	a	a	DET
spir-10476	28	27	prime	prime	ADJ
spir-10476	28	28	member	member	NOUN
spir-10476	28	29	has	have	VERB
spir-10476	28	30	only	only	ADV
spir-10476	28	31	a	a	DET
spir-10476	28	32	negligible	negligible	ADJ
spir-10476	28	33	effect	effect	NOUN
spir-10476	28	34	.	.	PUNCT
spir-10476	29	1	user	user	NOUN
spir-10476	29	2	classes	class	NOUN
spir-10476	29	3	were	be	AUX
spir-10476	29	4	also	also	ADV
spir-10476	29	5	analysed	analyse	VERB
spir-10476	29	6	using	use	VERB
spir-10476	29	7	the	the	DET
spir-10476	29	8	e	e	NOUN
spir-10476	29	9	-	-	PROPN
spir-10476	29	10	i	i	PRON
spir-10476	29	11	index	index	NOUN
spir-10476	29	12	of	of	ADP
spir-10476	29	13	homophily	homophily	ADV
spir-10476	29	14	.	.	PUNCT
spir-10476	30	1	homophily	homophily	ADV
spir-10476	30	2	refers	refer	VERB
spir-10476	30	3	to	to	ADP
spir-10476	30	4	the	the	DET
spir-10476	30	5	principle	principle	NOUN
spir-10476	30	6	that	that	SCONJ
spir-10476	30	7	actors	actor	NOUN
spir-10476	30	8	that	that	PRON
spir-10476	30	9	share	share	NOUN
spir-10476	30	10	characteristics	characteristic	NOUN
spir-10476	30	11	will	will	AUX
spir-10476	30	12	be	be	AUX
spir-10476	30	13	more	more	ADV
spir-10476	30	14	likely	likely	ADJ
spir-10476	30	15	to	to	PART
spir-10476	30	16	form	form	VERB
spir-10476	30	17	relationships	relationship	NOUN
spir-10476	30	18	(	(	PUNCT
spir-10476	30	19	mcpherson	mcpherson	PROPN
spir-10476	30	20	,	,	PUNCT
spir-10476	30	21	smith	smith	PROPN
spir-10476	30	22	-	-	PUNCT
spir-10476	30	23	lovin	lovin	PROPN
spir-10476	30	24	,	,	PUNCT
spir-10476	30	25	&	&	CCONJ
spir-10476	30	26	cook	cook	PROPN
spir-10476	30	27	,	,	PUNCT
spir-10476	30	28	2001	2001	NUM
spir-10476	30	29	)	)	PUNCT
spir-10476	30	30	.	.	PUNCT
spir-10476	31	1	indices	index	NOUN
spir-10476	31	2	of	of	ADP
spir-10476	31	3	all	all	DET
spir-10476	31	4	user	user	NOUN
spir-10476	31	5	classes	class	NOUN
spir-10476	31	6	supported	support	VERB
spir-10476	31	7	a	a	DET
spir-10476	31	8	tendency	tendency	NOUN
spir-10476	31	9	towards	towards	ADP
spir-10476	31	10	homophily	homophily	ADV
spir-10476	31	11	;	;	PUNCT
spir-10476	31	12	however	however	ADV
spir-10476	31	13	,	,	PUNCT
spir-10476	31	14	the	the	DET
spir-10476	31	15	magnitude	magnitude	NOUN
spir-10476	31	16	of	of	ADP
spir-10476	31	17	this	this	DET
spir-10476	31	18	effect	effect	NOUN
spir-10476	31	19	varied	vary	VERB
spir-10476	31	20	substantially	substantially	ADV
spir-10476	31	21	.	.	PUNCT
spir-10476	32	1	in	in	ADP
spir-10476	32	2	most	most	ADJ
spir-10476	32	3	networks	network	NOUN
spir-10476	32	4	,	,	PUNCT
spir-10476	32	5	homophily	homophily	ADV
spir-10476	32	6	was	be	AUX
spir-10476	32	7	weakest	weak	ADJ
spir-10476	32	8	amongst	amongst	ADP
spir-10476	32	9	moderators	moderator	NOUN
spir-10476	32	10	,	,	PUNCT
spir-10476	32	11	consistent	consistent	ADJ
spir-10476	32	12	with	with	ADP
spir-10476	32	13	their	their	PRON
spir-10476	32	14	outwards	outward	NOUN
spir-10476	32	15	-	-	PUNCT
spir-10476	32	16	facing	face	VERB
spir-10476	32	17	role	role	NOUN
spir-10476	32	18	in	in	ADP
spir-10476	32	19	the	the	DET
spir-10476	32	20	community	community	NOUN
spir-10476	32	21	.	.	PUNCT
spir-10476	33	1	discussion	discussion	NOUN
spir-10476	33	2	the	the	DET
spir-10476	33	3	observed	observed	ADJ
spir-10476	33	4	differences	difference	NOUN
spir-10476	33	5	in	in	ADP
spir-10476	33	6	nodal	nodal	NOUN
spir-10476	33	7	centrality	centrality	NOUN
spir-10476	33	8	suggest	suggest	VERB
spir-10476	33	9	that	that	SCONJ
spir-10476	33	10	the	the	DET
spir-10476	33	11	act	act	NOUN
spir-10476	33	12	of	of	ADP
spir-10476	33	13	paying	pay	VERB
spir-10476	33	14	for	for	ADP
spir-10476	33	15	access	access	NOUN
spir-10476	33	16	may	may	AUX
spir-10476	33	17	not	not	PART
spir-10476	33	18	reflect	reflect	VERB
spir-10476	33	19	an	an	DET
spir-10476	33	20	intent	intent	NOUN
spir-10476	33	21	to	to	PART
spir-10476	33	22	engage	engage	VERB
spir-10476	33	23	socially	socially	ADV
spir-10476	33	24	in	in	ADP
spir-10476	33	25	that	that	DET
spir-10476	33	26	space	space	NOUN
spir-10476	33	27	,	,	PUNCT
spir-10476	33	28	whereas	whereas	SCONJ
spir-10476	33	29	overt	overt	ADJ
spir-10476	33	30	expressions	expression	NOUN
spir-10476	33	31	of	of	ADP
spir-10476	33	32	affiliation	affiliation	NOUN
spir-10476	33	33	may	may	AUX
spir-10476	33	34	have	have	VERB
spir-10476	33	35	more	more	ADJ
spir-10476	33	36	weight	weight	NOUN
spir-10476	33	37	in	in	ADP
spir-10476	33	38	this	this	DET
spir-10476	33	39	regard	regard	NOUN
spir-10476	33	40	.	.	PUNCT
spir-10476	34	1	given	give	VERB
spir-10476	34	2	that	that	DET
spir-10476	34	3	revenue	revenue	NOUN
spir-10476	34	4	from	from	ADP
spir-10476	34	5	subscriptions	subscription	NOUN
spir-10476	34	6	is	be	AUX
spir-10476	34	7	directed	direct	VERB
spir-10476	34	8	towards	towards	ADP
spir-10476	34	9	a	a	DET
spir-10476	34	10	particular	particular	ADJ
spir-10476	34	11	channel	channel	NOUN
spir-10476	34	12	,	,	PUNCT
spir-10476	34	13	and	and	CCONJ
spir-10476	34	14	that	that	SCONJ
spir-10476	34	15	the	the	DET
spir-10476	34	16	icon	icon	NOUN
spir-10476	34	17	indicating	indicate	VERB
spir-10476	34	18	a	a	DET
spir-10476	34	19	subscriber	subscriber	NOUN
spir-10476	34	20	in	in	ADP
spir-10476	34	21	chat	chat	PROPN
spir-10476	34	22	is	be	AUX
spir-10476	34	23	unique	unique	ADJ
spir-10476	34	24	to	to	ADP
spir-10476	34	25	each	each	DET
spir-10476	34	26	channel	channel	NOUN
spir-10476	34	27	,	,	PUNCT
spir-10476	34	28	rather	rather	ADV
spir-10476	34	29	than	than	ADP
spir-10476	34	30	the	the	DET
spir-10476	34	31	generic	generic	ADJ
spir-10476	34	32	prime	prime	ADJ
spir-10476	34	33	icon	icon	NOUN
spir-10476	34	34	,	,	PUNCT
spir-10476	34	35	it	it	PRON
spir-10476	34	36	may	may	AUX
spir-10476	34	37	be	be	AUX
spir-10476	34	38	that	that	SCONJ
spir-10476	34	39	paying	pay	VERB
spir-10476	34	40	to	to	PART
spir-10476	34	41	subscribe	subscribe	VERB
spir-10476	34	42	to	to	ADP
spir-10476	34	43	a	a	DET
spir-10476	34	44	channel	channel	NOUN
spir-10476	34	45	is	be	AUX
spir-10476	34	46	more	more	ADV
spir-10476	34	47	akin	akin	ADJ
spir-10476	34	48	to	to	ADP
spir-10476	34	49	supporting	support	VERB
spir-10476	34	50	a	a	DET
spir-10476	34	51	favoured	favour	VERB
spir-10476	34	52	artist	artist	NOUN
spir-10476	34	53	than	than	ADP
spir-10476	34	54	to	to	ADP
spir-10476	34	55	paying	pay	VERB
spir-10476	34	56	a	a	DET
spir-10476	34	57	simple	simple	ADJ
spir-10476	34	58	fee	fee	NOUN
spir-10476	34	59	for	for	ADP
spir-10476	34	60	content	content	NOUN
spir-10476	34	61	.	.	PUNCT
spir-10476	35	1	the	the	DET
spir-10476	35	2	centrality	centrality	NOUN
spir-10476	35	3	of	of	ADP
spir-10476	35	4	subscribers	subscriber	NOUN
spir-10476	35	5	in	in	ADP
spir-10476	35	6	chat	chat	NOUN
spir-10476	35	7	discussions	discussion	NOUN
spir-10476	35	8	demonstrates	demonstrate	VERB
spir-10476	35	9	the	the	DET
spir-10476	35	10	ways	way	NOUN
spir-10476	35	11	in	in	ADP
spir-10476	35	12	which	which	DET
spir-10476	35	13	monetization	monetization	NOUN
spir-10476	35	14	and	and	CCONJ
spir-10476	35	15	social	social	ADJ
spir-10476	35	16	stratification	stratification	NOUN
spir-10476	35	17	complement	complement	VERB
spir-10476	35	18	one	one	NOUN
spir-10476	35	19	another	another	DET
spir-10476	35	20	in	in	ADP
spir-10476	35	21	participatory	participatory	ADJ
spir-10476	35	22	communities	community	NOUN
spir-10476	35	23	:	:	PUNCT
spir-10476	35	24	there	there	PRON
spir-10476	35	25	may	may	AUX
spir-10476	35	26	be	be	AUX
spir-10476	35	27	competitive	competitive	ADJ
spir-10476	35	28	advantages	advantage	NOUN
spir-10476	35	29	,	,	PUNCT
spir-10476	35	30	as	as	ADV
spir-10476	35	31	well	well	ADV
spir-10476	35	32	as	as	ADP
spir-10476	35	33	cause	cause	NOUN
spir-10476	35	34	for	for	ADP
spir-10476	35	35	concern	concern	NOUN
spir-10476	35	36	,	,	PUNCT
spir-10476	35	37	in	in	ADP
spir-10476	35	38	monetization	monetization	NOUN
spir-10476	35	39	strategies	strategy	NOUN
spir-10476	35	40	that	that	PRON
spir-10476	35	41	leverage	leverage	VERB
spir-10476	35	42	specific	specific	ADJ
spir-10476	35	43	group	group	NOUN
spir-10476	35	44	affiliations	affiliation	NOUN
spir-10476	35	45	and	and	CCONJ
spir-10476	35	46	social	social	ADJ
spir-10476	35	47	status	status	NOUN
spir-10476	35	48	to	to	PART
spir-10476	35	49	attract	attract	VERB
spir-10476	35	50	and	and	CCONJ
spir-10476	35	51	retain	retain	VERB
spir-10476	35	52	paying	pay	VERB
spir-10476	35	53	users	user	NOUN
spir-10476	35	54	.	.	PUNCT
spir-10476	36	1	the	the	DET
spir-10476	36	2	observation	observation	NOUN
spir-10476	36	3	of	of	ADP
spir-10476	36	4	homophily	homophily	ADV
spir-10476	36	5	on	on	ADP
spir-10476	36	6	the	the	DET
spir-10476	36	7	basis	basis	NOUN
spir-10476	36	8	of	of	ADP
spir-10476	36	9	user	user	NOUN
spir-10476	36	10	class	class	NOUN
spir-10476	36	11	is	be	AUX
spir-10476	36	12	significant	significant	ADJ
spir-10476	36	13	in	in	ADP
spir-10476	36	14	that	that	SCONJ
spir-10476	36	15	it	it	PRON
spir-10476	36	16	indicates	indicate	VERB
spir-10476	36	17	that	that	SCONJ
spir-10476	36	18	homophilous	homophilous	ADJ
spir-10476	36	19	tendencies	tendency	NOUN
spir-10476	36	20	may	may	AUX
spir-10476	36	21	emerge	emerge	VERB
spir-10476	36	22	over	over	ADP
spir-10476	36	23	the	the	DET
spir-10476	36	24	course	course	NOUN
spir-10476	36	25	of	of	ADP
spir-10476	36	26	relatively	relatively	ADV
spir-10476	36	27	short	short	ADJ
spir-10476	36	28	-	-	PUNCT
spir-10476	36	29	term	term	NOUN
spir-10476	36	30	,	,	PUNCT
spir-10476	36	31	ephemeral	ephemeral	ADJ
spir-10476	36	32	interactions	interaction	NOUN
spir-10476	36	33	.	.	PUNCT
spir-10476	37	1	in	in	ADP
spir-10476	37	2	contrast	contrast	NOUN
spir-10476	37	3	to	to	ADP
spir-10476	37	4	past	past	ADJ
spir-10476	37	5	research	research	NOUN
spir-10476	37	6	,	,	PUNCT
spir-10476	37	7	there	there	PRON
spir-10476	37	8	are	be	VERB
spir-10476	37	9	very	very	ADV
spir-10476	37	10	few	few	ADJ
spir-10476	37	11	social	social	ADJ
spir-10476	37	12	cues	cue	NOUN
spir-10476	37	13	on	on	ADP
spir-10476	37	14	twitch	twitch	NOUN
spir-10476	37	15	that	that	PRON
spir-10476	37	16	allow	allow	VERB
spir-10476	37	17	users	user	NOUN
spir-10476	37	18	to	to	PART
spir-10476	37	19	ascertain	ascertain	VERB
spir-10476	37	20	many	many	ADJ
spir-10476	37	21	traits	trait	NOUN
spir-10476	37	22	,	,	PUNCT
spir-10476	37	23	such	such	ADJ
spir-10476	37	24	as	as	ADP
spir-10476	37	25	race	race	NOUN
spir-10476	37	26	,	,	PUNCT
spir-10476	37	27	class	class	NOUN
spir-10476	37	28	,	,	PUNCT
spir-10476	37	29	and	and	CCONJ
spir-10476	37	30	gender	gender	NOUN
spir-10476	37	31	.	.	PUNCT
spir-10476	38	1	yet	yet	ADV
spir-10476	38	2	,	,	PUNCT
spir-10476	38	3	it	it	PRON
spir-10476	38	4	appears	appear	VERB
spir-10476	38	5	that	that	SCONJ
spir-10476	38	6	homophily	homophily	ADV
spir-10476	38	7	may	may	AUX
spir-10476	38	8	nonetheless	nonetheless	ADV
spir-10476	38	9	result	result	VERB
spir-10476	38	10	from	from	ADP
spir-10476	38	11	status	status	NOUN
spir-10476	38	12	cues	cue	NOUN
spir-10476	38	13	as	as	ADV
spir-10476	38	14	innocuous	innocuous	ADJ
spir-10476	38	15	as	as	ADP
spir-10476	38	16	an	an	DET
spir-10476	38	17	icon	icon	NOUN
spir-10476	38	18	next	next	ADV
spir-10476	38	19	to	to	ADP
spir-10476	38	20	one	one	PRON
spir-10476	38	21	’s	’s	PART
spir-10476	38	22	username	username	NOUN
spir-10476	38	23	.	.	PUNCT
spir-10476	39	1	the	the	DET
spir-10476	39	2	non	non	ADJ
spir-10476	39	3	-	-	ADJ
spir-10476	39	4	probabilistic	probabilistic	ADJ
spir-10476	39	5	nature	nature	NOUN
spir-10476	39	6	of	of	ADP
spir-10476	39	7	the	the	DET
spir-10476	39	8	preliminary	preliminary	ADJ
spir-10476	39	9	sample	sample	NOUN
spir-10476	39	10	gathered	gather	VERB
spir-10476	39	11	for	for	ADP
spir-10476	39	12	this	this	DET
spir-10476	39	13	analysis	analysis	NOUN
spir-10476	39	14	limits	limit	VERB
spir-10476	39	15	the	the	DET
spir-10476	39	16	generalizability	generalizability	NOUN
spir-10476	39	17	of	of	ADP
spir-10476	39	18	the	the	DET
spir-10476	39	19	findings	finding	NOUN
spir-10476	39	20	.	.	PUNCT
spir-10476	40	1	as	as	ADP
spir-10476	40	2	such	such	ADJ
spir-10476	40	3	,	,	PUNCT
spir-10476	40	4	the	the	DET
spir-10476	40	5	next	next	ADJ
spir-10476	40	6	step	step	NOUN
spir-10476	40	7	will	will	AUX
spir-10476	40	8	be	be	AUX
spir-10476	40	9	to	to	PART
spir-10476	40	10	develop	develop	VERB
spir-10476	40	11	a	a	DET
spir-10476	40	12	more	more	ADV
spir-10476	40	13	systematic	systematic	ADJ
spir-10476	40	14	sampling	sampling	NOUN
spir-10476	40	15	method	method	NOUN
spir-10476	40	16	for	for	ADP
spir-10476	40	17	the	the	DET
spir-10476	40	18	platform	platform	NOUN
spir-10476	40	19	.	.	PUNCT
spir-10476	41	1	combined	combine	VERB
spir-10476	41	2	with	with	ADP
spir-10476	41	3	the	the	DET
spir-10476	41	4	tools	tool	NOUN
spir-10476	41	5	and	and	CCONJ
spir-10476	41	6	workflow	workflow	NOUN
spir-10476	41	7	developed	develop	VERB
spir-10476	41	8	in	in	ADP
spir-10476	41	9	this	this	DET
spir-10476	41	10	initial	initial	ADJ
spir-10476	41	11	stage	stage	NOUN
spir-10476	41	12	,	,	PUNCT
spir-10476	41	13	this	this	PRON
spir-10476	41	14	will	will	AUX
spir-10476	41	15	permit	permit	VERB
spir-10476	41	16	the	the	DET
spir-10476	41	17	analysis	analysis	NOUN
spir-10476	41	18	of	of	ADP
spir-10476	41	19	twitch	twitch	ADJ
spir-10476	41	20	chat	chat	NOUN
spir-10476	41	21	interaction	interaction	NOUN
spir-10476	41	22	at	at	ADP
spir-10476	41	23	a	a	DET
spir-10476	41	24	more	more	ADV
spir-10476	41	25	comprehensive	comprehensive	ADJ
spir-10476	41	26	scale	scale	NOUN
spir-10476	41	27	.	.	PUNCT
spir-10476	42	1	references	reference	NOUN
spir-10476	42	2	cheung	cheung	PROPN
spir-10476	42	3	,	,	PUNCT
spir-10476	42	4	g.	g.	PROPN
spir-10476	42	5	,	,	PUNCT
spir-10476	42	6	&	&	CCONJ
spir-10476	42	7	huang	huang	PROPN
spir-10476	42	8	,	,	PUNCT
spir-10476	42	9	j.	j.	PROPN
spir-10476	42	10	(	(	PUNCT
spir-10476	42	11	2011	2011	NUM
spir-10476	42	12	)	)	PUNCT
spir-10476	42	13	.	.	PUNCT
spir-10476	43	1	starcraft	starcraft	NOUN
spir-10476	43	2	from	from	ADP
spir-10476	43	3	the	the	DET
spir-10476	43	4	stands	stand	NOUN
spir-10476	43	5	:	:	PUNCT
spir-10476	43	6	understanding	understand	VERB
spir-10476	43	7	the	the	DET
spir-10476	43	8	game	game	NOUN
spir-10476	43	9	spectator	spectator	NOUN
spir-10476	43	10	.	.	PUNCT
spir-10476	44	1	in	in	ADP
spir-10476	44	2	chi	chi	PROPN
spir-10476	44	3	2011	2011	NUM
spir-10476	44	4	(	(	PUNCT
spir-10476	44	5	pp	pp	ADJ
spir-10476	44	6	.	.	PUNCT
spir-10476	45	1	763–772	763–772	NUM
spir-10476	45	2	)	)	PUNCT
spir-10476	45	3	.	.	PUNCT
spir-10476	46	1	vancouver	vancouver	PROPN
spir-10476	46	2	,	,	PUNCT
spir-10476	46	3	canada	canada	PROPN
spir-10476	46	4	:	:	PUNCT
spir-10476	46	5	acm	acm	PROPN
spir-10476	46	6	.	.	PUNCT
spir-10476	46	7	https://doi.org/10.1145/1978942.1979053	https://doi.org/10.1145/1978942.1979053	PROPN
spir-10476	46	8	hamilton	hamilton	PROPN
spir-10476	46	9	,	,	PUNCT
spir-10476	46	10	w.	w.	PROPN
spir-10476	46	11	a.	a.	PROPN
spir-10476	46	12	,	,	PUNCT
spir-10476	46	13	garretson	garretson	NOUN
spir-10476	46	14	,	,	PUNCT
spir-10476	46	15	o.	o.	PROPN
spir-10476	46	16	,	,	PUNCT
spir-10476	46	17	&	&	CCONJ
spir-10476	46	18	kerne	kerne	PROPN
spir-10476	46	19	,	,	PUNCT
spir-10476	46	20	a.	a.	NOUN
spir-10476	46	21	(	(	PUNCT
spir-10476	46	22	2014	2014	NUM
spir-10476	46	23	)	)	PUNCT
spir-10476	46	24	.	.	PUNCT
spir-10476	47	1	streaming	streaming	NOUN
spir-10476	47	2	on	on	ADP
spir-10476	47	3	twitch	twitch	NOUN
spir-10476	47	4	:	:	PUNCT
spir-10476	47	5	fostering	foster	VERB
spir-10476	47	6	participatory	participatory	ADJ
spir-10476	47	7	communities	community	NOUN
spir-10476	47	8	of	of	ADP
spir-10476	47	9	play	play	NOUN
spir-10476	47	10	within	within	ADP
spir-10476	47	11	live	live	ADJ
spir-10476	47	12	mixed	mixed	ADJ
spir-10476	47	13	media	medium	NOUN
spir-10476	47	14	.	.	PUNCT
spir-10476	48	1	in	in	ADP
spir-10476	48	2	chi	chi	PROPN
spir-10476	48	3	’	'	PUNCT
spir-10476	48	4	14	14	NUM
spir-10476	48	5	(	(	PUNCT
spir-10476	48	6	pp	pp	ADJ
spir-10476	48	7	.	.	PUNCT
spir-10476	48	8	1315	1315	NUM
spir-10476	48	9	–	–	PUNCT
spir-10476	48	10	1324	1324	NUM
spir-10476	48	11	)	)	PUNCT
spir-10476	48	12	.	.	PUNCT
spir-10476	49	1	toronto	toronto	PROPN
spir-10476	49	2	,	,	PUNCT
spir-10476	49	3	canada	canada	PROPN
spir-10476	49	4	:	:	PUNCT
spir-10476	49	5	acm	acm	PROPN
spir-10476	49	6	.	.	PROPN
spir-10476	49	7	https://doi.org/10.1145/2556288.2557048	https://doi.org/10.1145/2556288.2557048	PROPN
spir-10476	49	8	kouznetsov	kouznetsov	PROPN
spir-10476	49	9	,	,	PUNCT
spir-10476	49	10	a.	a.	PROPN
spir-10476	49	11	,	,	PUNCT
spir-10476	49	12	&	&	CCONJ
spir-10476	49	13	tsvetovat	tsvetovat	PROPN
spir-10476	49	14	,	,	PUNCT
spir-10476	49	15	m.	m.	NOUN
spir-10476	49	16	(	(	PUNCT
spir-10476	49	17	2011	2011	NUM
spir-10476	49	18	)	)	PUNCT
spir-10476	49	19	.	.	PUNCT
spir-10476	50	1	social	social	ADJ
spir-10476	50	2	network	network	NOUN
spir-10476	50	3	analysis	analysis	NOUN
spir-10476	50	4	for	for	ADP
spir-10476	50	5	startups	startup	NOUN
spir-10476	50	6	.	.	PUNCT
spir-10476	51	1	boston	boston	PROPN
spir-10476	51	2	,	,	PUNCT
spir-10476	51	3	ma	ma	PROPN
spir-10476	51	4	.	.	PROPN
spir-10476	51	5	:	:	PUNCT
spir-10476	52	1	o’reilly	o’reilly	ADV
spir-10476	52	2	.	.	PUNCT
spir-10476	53	1	macmillan	macmillan	PROPN
spir-10476	53	2	,	,	PUNCT
spir-10476	53	3	d.	d.	PROPN
spir-10476	53	4	,	,	PUNCT
spir-10476	53	5	&	&	CCONJ
spir-10476	53	6	bensinger	bensinger	PROPN
spir-10476	53	7	,	,	PUNCT
spir-10476	53	8	g.	g.	PROPN
spir-10476	53	9	(	(	PUNCT
spir-10476	53	10	2014	2014	NUM
spir-10476	53	11	,	,	PUNCT
spir-10476	53	12	august	august	PROPN
spir-10476	53	13	26	26	NUM
spir-10476	53	14	)	)	PUNCT
spir-10476	53	15	.	.	PUNCT
spir-10476	54	1	amazon	amazon	PROPN
spir-10476	54	2	to	to	PART
spir-10476	54	3	buy	buy	VERB
spir-10476	54	4	video	video	NOUN
spir-10476	54	5	site	site	NOUN
spir-10476	54	6	twitch	twitch	VERB
spir-10476	54	7	for	for	ADP
spir-10476	54	8	$	$	SYM
spir-10476	54	9	970	970	NUM
spir-10476	54	10	million	million	NUM
spir-10476	54	11	.	.	PUNCT
spir-10476	55	1	the	the	DET
spir-10476	55	2	wall	wall	PROPN
spir-10476	55	3	street	street	PROPN
spir-10476	55	4	journal	journal	PROPN
spir-10476	55	5	.	.	PUNCT
spir-10476	56	1	new	new	PROPN
spir-10476	56	2	york	york	PROPN
spir-10476	56	3	,	,	PUNCT
spir-10476	56	4	ny	ny	PROPN
spir-10476	56	5	.	.	PROPN
spir-10476	56	6	mcpherson	mcpherson	PROPN
spir-10476	56	7	,	,	PUNCT
spir-10476	56	8	m.	m.	NOUN
spir-10476	56	9	,	,	PUNCT
spir-10476	56	10	smith	smith	PROPN
spir-10476	56	11	-	-	PUNCT
spir-10476	56	12	lovin	lovin	PROPN
spir-10476	56	13	,	,	PUNCT
spir-10476	56	14	l.	l.	PROPN
spir-10476	56	15	,	,	PUNCT
spir-10476	56	16	&	&	CCONJ
spir-10476	56	17	cook	cook	PROPN
spir-10476	56	18	,	,	PUNCT
spir-10476	56	19	j.	j.	PROPN
spir-10476	56	20	m.	m.	PROPN
spir-10476	56	21	(	(	PUNCT
spir-10476	56	22	2001	2001	NUM
spir-10476	56	23	)	)	PUNCT
spir-10476	56	24	.	.	PUNCT
spir-10476	57	1	birds	bird	NOUN
spir-10476	57	2	of	of	ADP
spir-10476	57	3	a	a	DET
spir-10476	57	4	feather	feather	NOUN
spir-10476	57	5	:	:	PUNCT
spir-10476	57	6	homophily	homophily	ADV
spir-10476	57	7	in	in	ADP
spir-10476	57	8	social	social	ADJ
spir-10476	57	9	networks	network	NOUN
spir-10476	57	10	.	.	PUNCT
spir-10476	58	1	annual	annual	ADJ
spir-10476	58	2	review	review	NOUN
spir-10476	58	3	of	of	ADP
spir-10476	58	4	sociology	sociology	NOUN
spir-10476	58	5	,	,	PUNCT
spir-10476	58	6	27	27	NUM
spir-10476	58	7	,	,	PUNCT
spir-10476	58	8	415–444	415–444	NUM
spir-10476	58	9	.	.	PUNCT
spir-10476	59	1	https://doi.org/10.1146/annurev.soc.27.1.415	https://doi.org/10.1146/annurev.soc.27.1.415	NOUN
spir-10476	59	2	nascimento	nascimento	PROPN
spir-10476	59	3	,	,	PUNCT
spir-10476	59	4	g.	g.	PROPN
spir-10476	59	5	,	,	PUNCT
spir-10476	59	6	ribeiro	ribeiro	PROPN
spir-10476	59	7	,	,	PUNCT
spir-10476	59	8	m.	m.	NOUN
spir-10476	59	9	,	,	PUNCT
spir-10476	59	10	cerf	cerf	PROPN
spir-10476	59	11	,	,	PUNCT
spir-10476	59	12	l.	l.	PROPN
spir-10476	59	13	,	,	PUNCT
spir-10476	59	14	cesario	cesario	PROPN
spir-10476	59	15	,	,	PUNCT
spir-10476	59	16	n.	n.	NOUN
spir-10476	59	17	,	,	PUNCT
spir-10476	59	18	kaytoue	kaytoue	NOUN
spir-10476	59	19	,	,	PUNCT
spir-10476	59	20	m.	m.	NOUN
spir-10476	59	21	,	,	PUNCT
spir-10476	59	22	raissi	raissi	ADJ
spir-10476	59	23	,	,	PUNCT
spir-10476	59	24	c.	c.	PROPN
spir-10476	59	25	,	,	PUNCT
spir-10476	59	26	…	…	PUNCT
spir-10476	59	27	meira	meira	PROPN
spir-10476	59	28	,	,	PUNCT
spir-10476	59	29	w.	w.	PROPN
spir-10476	59	30	(	(	PUNCT
spir-10476	59	31	2014	2014	NUM
spir-10476	59	32	)	)	PUNCT
spir-10476	59	33	.	.	PUNCT
spir-10476	60	1	modeling	modeling	NOUN
spir-10476	60	2	and	and	CCONJ
spir-10476	60	3	analyzing	analyze	VERB
spir-10476	60	4	the	the	DET
spir-10476	60	5	video	video	NOUN
spir-10476	60	6	game	game	NOUN
spir-10476	60	7	live	live	ADV
spir-10476	60	8	-	-	PUNCT
spir-10476	60	9	streaming	streaming	NOUN
spir-10476	60	10	community	community	NOUN
spir-10476	60	11	.	.	PUNCT
spir-10476	61	1	in	in	ADP
spir-10476	61	2	laweb	laweb	PROPN
spir-10476	61	3	2014	2014	NUM
spir-10476	61	4	.	.	PUNCT
spir-10476	61	5	ouro	ouro	PROPN
spir-10476	61	6	preto	preto	PROPN
spir-10476	61	7	,	,	PUNCT
spir-10476	61	8	brazil	brazil	PROPN
spir-10476	61	9	:	:	PUNCT
spir-10476	61	10	ieee	ieee	PROPN
spir-10476	61	11	.	.	PUNCT
spir-10476	61	12	https://doi.org/10.1109/laweb.2014.9	https://doi.org/10.1109/laweb.2014.9	PROPN
spir-10476	61	13	prell	prell	PROPN
spir-10476	61	14	,	,	PUNCT
spir-10476	61	15	c.	c.	PROPN
spir-10476	61	16	(	(	PUNCT
spir-10476	61	17	2012	2012	NUM
spir-10476	61	18	)	)	PUNCT
spir-10476	61	19	.	.	PUNCT
spir-10476	62	1	social	social	ADJ
spir-10476	62	2	network	network	NOUN
spir-10476	62	3	analysis	analysis	NOUN
spir-10476	62	4	:	:	PUNCT
spir-10476	62	5	history	history	NOUN
spir-10476	62	6	,	,	PUNCT
spir-10476	62	7	theory	theory	NOUN
spir-10476	62	8	,	,	PUNCT
spir-10476	62	9	and	and	CCONJ
spir-10476	62	10	methodology	methodology	NOUN
spir-10476	62	11	.	.	PUNCT
spir-10476	63	1	london	london	PROPN
spir-10476	63	2	,	,	PUNCT
spir-10476	63	3	uk	uk	PROPN
spir-10476	63	4	:	:	PUNCT
spir-10476	63	5	sage	sage	NOUN
spir-10476	63	6	.	.	PUNCT
spir-10476	64	1	shu	shu	PROPN
spir-10476	64	2	,	,	PUNCT
spir-10476	64	3	c.	c.	PROPN
spir-10476	64	4	(	(	PUNCT
spir-10476	64	5	2015	2015	NUM
spir-10476	64	6	,	,	PUNCT
spir-10476	64	7	october	october	PROPN
spir-10476	64	8	22	22	NUM
spir-10476	64	9	)	)	PUNCT
spir-10476	64	10	.	.	PUNCT
spir-10476	65	1	twitch	twitch	PROPN
spir-10476	65	2	coo	coo	PROPN
spir-10476	65	3	kevin	kevin	PROPN
spir-10476	65	4	lin	lin	PROPN
spir-10476	65	5	on	on	ADP
spir-10476	65	6	the	the	DET
spir-10476	65	7	potential	potential	NOUN
spir-10476	65	8	of	of	ADP
spir-10476	65	9	taiwan	taiwan	PROPN
spir-10476	65	10	’s	’s	PART
spir-10476	65	11	gaming	gaming	NOUN
spir-10476	65	12	industry	industry	NOUN
spir-10476	65	13	.	.	PUNCT
spir-10476	66	1	techcrunch	techcrunch	PROPN
spir-10476	66	2	.	.	PUNCT
spir-10476	67	1	similarweb	similarweb	PROPN
spir-10476	67	2	.	.	PUNCT
spir-10476	68	1	(	(	PUNCT
spir-10476	68	2	2018	2018	NUM
spir-10476	68	3	)	)	PUNCT
spir-10476	68	4	.	.	PUNCT
spir-10476	69	1	twitch.tv	twitch.tv	PRON
spir-10476	69	2	.	.	PUNCT
spir-10476	70	1	retrieved	retrieve	VERB
spir-10476	70	2	march	march	PROPN
spir-10476	70	3	1	1	NUM
spir-10476	70	4	,	,	PUNCT
spir-10476	70	5	2018	2018	NUM
spir-10476	70	6	,	,	PUNCT
spir-10476	70	7	from	from	ADP
spir-10476	70	8	https://www.similarweb.com/website/twitch.tv	https://www.similarweb.com/website/twitch.tv	PROPN
spir-10476	70	9	smith	smith	PROPN
spir-10476	70	10	,	,	PUNCT
spir-10476	70	11	t.	t.	PROPN
spir-10476	70	12	,	,	PUNCT
spir-10476	70	13	obrist	obrist	ADJ
spir-10476	70	14	,	,	PUNCT
spir-10476	70	15	m.	m.	NOUN
spir-10476	70	16	,	,	PUNCT
spir-10476	70	17	&	&	CCONJ
spir-10476	70	18	wright	wright	PROPN
spir-10476	70	19	,	,	PUNCT
spir-10476	70	20	p.	p.	NOUN
spir-10476	70	21	(	(	PUNCT
spir-10476	70	22	2013	2013	NUM
spir-10476	70	23	)	)	PUNCT
spir-10476	70	24	.	.	PUNCT
spir-10476	71	1	live	live	ADJ
spir-10476	71	2	-	-	PUNCT
spir-10476	71	3	streaming	streaming	NOUN
spir-10476	71	4	chages	chage	VERB
spir-10476	71	5	the	the	DET
spir-10476	71	6	(	(	PUNCT
spir-10476	71	7	video	video	NOUN
spir-10476	71	8	)	)	PUNCT
spir-10476	71	9	game	game	NOUN
spir-10476	71	10	.	.	PUNCT
spir-10476	72	1	in	in	ADP
spir-10476	72	2	euroitv	euroitv	NOUN
spir-10476	72	3	’	'	PUNCT
spir-10476	72	4	13	13	NUM
spir-10476	72	5	.	.	PUNCT
spir-10476	72	6	como	como	PROPN
spir-10476	72	7	,	,	PUNCT
spir-10476	72	8	italy	italy	PROPN
spir-10476	72	9	:	:	PUNCT
spir-10476	72	10	acm	acm	PROPN
spir-10476	72	11	.	.	PUNCT
spir-10476	72	12	https://doi.org/10.1145/2465958.2465971	https://doi.org/10.1145/2465958.2465971	PROPN
spir-10476	72	13	snider	snider	PROPN
spir-10476	72	14	,	,	PUNCT
spir-10476	72	15	m.	m.	NOUN
spir-10476	72	16	(	(	PUNCT
spir-10476	72	17	2016	2016	NUM
spir-10476	72	18	,	,	PUNCT
spir-10476	72	19	september	september	PROPN
spir-10476	72	20	30	30	NUM
spir-10476	72	21	)	)	PUNCT
spir-10476	72	22	.	.	PUNCT
spir-10476	73	1	twitch	twitch	VERB
spir-10476	73	2	prime	prime	NOUN
spir-10476	73	3	expands	expand	VERB
spir-10476	73	4	amazon	amazon	NOUN
spir-10476	73	5	,	,	PUNCT
spir-10476	73	6	twitch	twitch	ADJ
spir-10476	73	7	synergies	synergy	NOUN
spir-10476	73	8	.	.	PUNCT
spir-10476	74	1	usa	usa	PROPN
spir-10476	74	2	today	today	NOUN
spir-10476	74	3	.	.	PUNCT
spir-10476	75	1	twitch	twitch	VERB
spir-10476	75	2	.	.	PUNCT
spir-10476	76	1	(	(	PUNCT
spir-10476	76	2	2017	2017	NUM
spir-10476	76	3	)	)	PUNCT
spir-10476	76	4	.	.	PUNCT
spir-10476	77	1	audience	audience	NOUN
spir-10476	77	2	.	.	PUNCT
spir-10476	78	1	retrieved	retrieve	VERB
spir-10476	78	2	march	march	PROPN
spir-10476	78	3	1	1	NUM
spir-10476	78	4	,	,	PUNCT
spir-10476	78	5	2018	2018	NUM
spir-10476	78	6	,	,	PUNCT
spir-10476	78	7	from	from	ADP
spir-10476	78	8	http://twitchadvertising.tv/audience/	http://twitchadvertising.tv/audience/	PUNCT
spir-10476	78	9	walker	walker	PROPN
spir-10476	78	10	,	,	PUNCT
spir-10476	78	11	a.	a.	NOUN
spir-10476	78	12	(	(	PUNCT
spir-10476	78	13	2014	2014	NUM
spir-10476	78	14	)	)	PUNCT
spir-10476	78	15	.	.	PUNCT
spir-10476	79	1	watching	watch	VERB
spir-10476	79	2	us	we	PRON
spir-10476	79	3	play	play	VERB
spir-10476	79	4	:	:	PUNCT
spir-10476	79	5	postures	posture	NOUN
spir-10476	79	6	and	and	CCONJ
spir-10476	79	7	platforms	platform	NOUN
spir-10476	79	8	of	of	ADP
spir-10476	79	9	live	live	ADJ
spir-10476	79	10	streaming	streaming	NOUN
spir-10476	79	11	.	.	PUNCT
spir-10476	80	1	surveillance	surveillance	NOUN
spir-10476	80	2	and	and	CCONJ
spir-10476	80	3	society	society	NOUN
spir-10476	80	4	,	,	PUNCT
spir-10476	80	5	12(3	12(3	NUM
spir-10476	80	6	)	)	PUNCT
spir-10476	80	7	,	,	PUNCT
spir-10476	80	8	437–442	437–442	NUM
spir-10476	80	9	.	.	PUNCT