id	sid	tid	token	lemma	pos
spir-9106	1	1	microsoft	microsoft	PROPN
spir-9106	1	2	word	word	PROPN
spir-9106	1	3	ir16_submission_update.docx	ir16_submission_update.docx	VERB
spir-9106	1	4	selected	select	VERB
spir-9106	1	5	papers	paper	NOUN
spir-9106	1	6	of	of	ADP
spir-9106	1	7	internet	internet	NOUN
spir-9106	1	8	research	research	NOUN
spir-9106	1	9	16	16	NUM
spir-9106	1	10	:	:	PUNCT
spir-9106	1	11	the	the	DET
spir-9106	1	12	16th	16th	ADJ
spir-9106	1	13	annual	annual	ADJ
spir-9106	1	14	meeting	meeting	NOUN
spir-9106	1	15	of	of	ADP
spir-9106	1	16	the	the	DET
spir-9106	1	17	association	association	NOUN
spir-9106	1	18	of	of	ADP
spir-9106	1	19	internet	internet	NOUN
spir-9106	1	20	researchers	researcher	NOUN
spir-9106	1	21	phoenix	phoenix	PROPN
spir-9106	1	22	,	,	PUNCT
spir-9106	1	23	az	az	PROPN
spir-9106	1	24	,	,	PUNCT
spir-9106	1	25	usa	usa	PROPN
spir-9106	1	26	/	/	SYM
spir-9106	1	27	21	21	NUM
spir-9106	1	28	-	-	SYM
spir-9106	1	29	24	24	NUM
spir-9106	1	30	october	october	PROPN
spir-9106	1	31	2015	2015	NUM
spir-9106	1	32	subverting	subvert	VERB
spir-9106	1	33	social	social	ADJ
spir-9106	1	34	media	medium	NOUN
spir-9106	1	35	sava	sava	PROPN
spir-9106	1	36	saheli	saheli	PROPN
spir-9106	1	37	singh	singh	PROPN
spir-9106	1	38	new	new	PROPN
spir-9106	1	39	york	york	PROPN
spir-9106	1	40	university	university	PROPN
spir-9106	1	41	introduction	introduction	NOUN
spir-9106	1	42	our	our	PRON
spir-9106	1	43	use	use	NOUN
spir-9106	1	44	of	of	ADP
spir-9106	1	45	twitter	twitter	NOUN
spir-9106	1	46	is	be	AUX
spir-9106	1	47	shaped	shape	VERB
spir-9106	1	48	by	by	ADP
spir-9106	1	49	the	the	DET
spir-9106	1	50	built	build	VERB
spir-9106	1	51	-	-	PUNCT
spir-9106	1	52	in	in	ADP
spir-9106	1	53	biases	bias	NOUN
spir-9106	1	54	of	of	ADP
spir-9106	1	55	the	the	DET
spir-9106	1	56	people	people	NOUN
spir-9106	1	57	who	who	PRON
spir-9106	1	58	created	create	VERB
spir-9106	1	59	it	it	PRON
spir-9106	1	60	(	(	PUNCT
spir-9106	1	61	winner	winner	NOUN
spir-9106	1	62	,	,	PUNCT
spir-9106	1	63	1980	1980	NUM
spir-9106	1	64	;	;	PUNCT
spir-9106	1	65	akrich	akrich	NUM
spir-9106	1	66	,	,	PUNCT
spir-9106	1	67	1992	1992	NUM
spir-9106	1	68	;	;	PUNCT
spir-9106	1	69	marx	marx	PROPN
spir-9106	1	70	,	,	PUNCT
spir-9106	1	71	2010	2010	NUM
spir-9106	1	72	;	;	PUNCT
spir-9106	1	73	etc	etc	X
spir-9106	1	74	.	.	X
spir-9106	1	75	)	)	PUNCT
spir-9106	1	76	.	.	PUNCT
spir-9106	2	1	these	these	DET
spir-9106	2	2	biases	bias	NOUN
spir-9106	2	3	may	may	AUX
spir-9106	2	4	have	have	AUX
spir-9106	2	5	come	come	VERB
spir-9106	2	6	from	from	ADP
spir-9106	2	7	a	a	DET
spir-9106	2	8	wellmeaning	wellmeaning	NOUN
spir-9106	2	9	place	place	NOUN
spir-9106	2	10	,	,	PUNCT
spir-9106	2	11	such	such	ADJ
spir-9106	2	12	as	as	ADP
spir-9106	2	13	the	the	DET
spir-9106	2	14	belief	belief	NOUN
spir-9106	2	15	in	in	ADP
spir-9106	2	16	an	an	DET
spir-9106	2	17	open	open	ADJ
spir-9106	2	18	space	space	NOUN
spir-9106	2	19	where	where	SCONJ
spir-9106	2	20	everyone	everyone	PRON
spir-9106	2	21	can	can	AUX
spir-9106	2	22	reply	reply	VERB
spir-9106	2	23	to	to	ADP
spir-9106	2	24	and	and	CCONJ
spir-9106	2	25	connect	connect	VERB
spir-9106	2	26	with	with	ADP
spir-9106	2	27	everyone	everyone	PRON
spir-9106	2	28	else	else	ADV
spir-9106	2	29	.	.	PUNCT
spir-9106	3	1	but	but	CCONJ
spir-9106	3	2	biases	bias	NOUN
spir-9106	3	3	like	like	ADP
spir-9106	3	4	this	this	PRON
spir-9106	3	5	tend	tend	VERB
spir-9106	3	6	to	to	PART
spir-9106	3	7	be	be	AUX
spir-9106	3	8	quite	quite	ADV
spir-9106	3	9	blind	blind	ADJ
spir-9106	3	10	to	to	ADP
spir-9106	3	11	the	the	DET
spir-9106	3	12	needs	need	NOUN
spir-9106	3	13	of	of	ADP
spir-9106	3	14	vulnerable	vulnerable	ADJ
spir-9106	3	15	populations	population	NOUN
spir-9106	3	16	that	that	PRON
spir-9106	3	17	come	come	VERB
spir-9106	3	18	to	to	ADP
spir-9106	3	19	a	a	DET
spir-9106	3	20	platform	platform	NOUN
spir-9106	3	21	for	for	ADP
spir-9106	3	22	various	various	ADJ
spir-9106	3	23	,	,	PUNCT
spir-9106	3	24	often	often	ADV
spir-9106	3	25	unpredicted	unpredicted	ADJ
spir-9106	3	26	,	,	PUNCT
spir-9106	3	27	reasons	reason	NOUN
spir-9106	3	28	.	.	PUNCT
spir-9106	4	1	much	much	ADJ
spir-9106	4	2	of	of	ADP
spir-9106	4	3	the	the	DET
spir-9106	4	4	writing	writing	NOUN
spir-9106	4	5	and	and	CCONJ
spir-9106	4	6	research	research	NOUN
spir-9106	4	7	around	around	ADP
spir-9106	4	8	twitter	twitter	NOUN
spir-9106	4	9	deals	deal	NOUN
spir-9106	4	10	with	with	ADP
spir-9106	4	11	how	how	SCONJ
spir-9106	4	12	we	we	PRON
spir-9106	4	13	’ve	’ve	AUX
spir-9106	4	14	used	use	VERB
spir-9106	4	15	the	the	DET
spir-9106	4	16	features	feature	NOUN
spir-9106	4	17	to	to	PART
spir-9106	4	18	perform	perform	VERB
spir-9106	4	19	our	our	PRON
spir-9106	4	20	identities	identity	NOUN
spir-9106	4	21	(	(	PUNCT
spir-9106	4	22	e.g.	e.g.	ADV
spir-9106	4	23	:	:	PUNCT
spir-9106	4	24	papacharissi	papacharissi	ADJ
spir-9106	4	25	,	,	PUNCT
spir-9106	4	26	2012	2012	NUM
spir-9106	4	27	;	;	PUNCT
spir-9106	4	28	marwick	marwick	PROPN
spir-9106	4	29	&	&	CCONJ
spir-9106	4	30	boyd	boyd	PROPN
spir-9106	4	31	,	,	PUNCT
spir-9106	4	32	2010	2010	NUM
spir-9106	4	33	)	)	PUNCT
spir-9106	4	34	,	,	PUNCT
spir-9106	4	35	connect	connect	VERB
spir-9106	4	36	with	with	ADP
spir-9106	4	37	communities	community	NOUN
spir-9106	4	38	,	,	PUNCT
spir-9106	4	39	and	and	CCONJ
spir-9106	4	40	incur	incur	VERB
spir-9106	4	41	the	the	DET
spir-9106	4	42	wrath	wrath	NOUN
spir-9106	4	43	of	of	ADP
spir-9106	4	44	those	those	PRON
spir-9106	4	45	who	who	PRON
spir-9106	4	46	feel	feel	VERB
spir-9106	4	47	wronged	wrong	VERB
spir-9106	4	48	by	by	ADP
spir-9106	4	49	us	we	PRON
spir-9106	4	50	.	.	PUNCT
spir-9106	5	1	more	more	ADV
spir-9106	5	2	recently	recently	ADV
spir-9106	5	3	,	,	PUNCT
spir-9106	5	4	there	there	PRON
spir-9106	5	5	have	have	AUX
spir-9106	5	6	been	be	AUX
spir-9106	5	7	numerous	numerous	ADJ
spir-9106	5	8	mainstream	mainstream	ADJ
spir-9106	5	9	media	medium	NOUN
spir-9106	5	10	articles	article	NOUN
spir-9106	5	11	about	about	ADP
spir-9106	5	12	how	how	SCONJ
spir-9106	5	13	much	much	ADJ
spir-9106	5	14	twitter	twitter	NOUN
spir-9106	5	15	has	have	AUX
spir-9106	5	16	changed	change	VERB
spir-9106	5	17	(	(	PUNCT
spir-9106	5	18	lafrance	lafrance	PROPN
spir-9106	5	19	&	&	CCONJ
spir-9106	5	20	meyer	meyer	PROPN
spir-9106	5	21	,	,	PUNCT
spir-9106	5	22	2104	2104	NUM
spir-9106	5	23	;	;	PUNCT
spir-9106	5	24	jacobs	jacobs	PROPN
spir-9106	5	25	,	,	PUNCT
spir-9106	5	26	2014	2014	NUM
spir-9106	5	27	;	;	PUNCT
spir-9106	5	28	chimero	chimero	NUM
spir-9106	5	29	,	,	PUNCT
spir-9106	5	30	2014	2014	NUM
spir-9106	5	31	;	;	PUNCT
spir-9106	5	32	madrigal	madrigal	PROPN
spir-9106	5	33	,	,	PUNCT
spir-9106	5	34	2014	2014	NUM
spir-9106	5	35	;	;	PUNCT
spir-9106	5	36	stewart	stewart	PROPN
spir-9106	5	37	,	,	PUNCT
spir-9106	5	38	2014	2014	NUM
spir-9106	5	39	;	;	PUNCT
spir-9106	5	40	etc	etc	X
spir-9106	5	41	.	.	X
spir-9106	5	42	)	)	PUNCT
spir-9106	6	1	a	a	DET
spir-9106	6	2	common	common	ADJ
spir-9106	6	3	nostalgic	nostalgic	ADJ
spir-9106	6	4	complaint	complaint	NOUN
spir-9106	6	5	from	from	ADP
spir-9106	6	6	those	those	PRON
spir-9106	6	7	privileged	privileged	ADJ
spir-9106	6	8	enough	enough	ADV
spir-9106	6	9	to	to	PART
spir-9106	6	10	have	have	AUX
spir-9106	6	11	been	be	AUX
spir-9106	6	12	early	early	ADJ
spir-9106	6	13	adopters	adopter	NOUN
spir-9106	6	14	,	,	PUNCT
spir-9106	6	15	and	and	CCONJ
spir-9106	6	16	privileged	privileged	ADJ
spir-9106	6	17	further	far	ADV
spir-9106	6	18	to	to	PART
spir-9106	6	19	exercise	exercise	VERB
spir-9106	6	20	the	the	DET
spir-9106	6	21	choice	choice	NOUN
spir-9106	6	22	to	to	PART
spir-9106	6	23	reduce	reduce	VERB
spir-9106	6	24	engagement	engagement	NOUN
spir-9106	6	25	or	or	CCONJ
spir-9106	6	26	even	even	ADV
spir-9106	6	27	leave	leave	VERB
spir-9106	6	28	.	.	PUNCT
spir-9106	7	1	as	as	ADP
spir-9106	7	2	internet	internet	NOUN
spir-9106	7	3	researchers	researcher	NOUN
spir-9106	7	4	,	,	PUNCT
spir-9106	7	5	we	we	PRON
spir-9106	7	6	’re	’re	VERB
spir-9106	7	7	familiar	familiar	ADJ
spir-9106	7	8	with	with	ADP
spir-9106	7	9	most	most	ADJ
spir-9106	7	10	features	feature	NOUN
spir-9106	7	11	of	of	ADP
spir-9106	7	12	twitter	twitter	NOUN
spir-9106	7	13	(	(	PUNCT
spir-9106	7	14	bruns	brun	NOUN
spir-9106	7	15	&	&	CCONJ
spir-9106	7	16	moe	moe	NOUN
spir-9106	7	17	,	,	PUNCT
spir-9106	7	18	2013	2013	NUM
spir-9106	7	19	;	;	PUNCT
spir-9106	7	20	halavais	halavais	PROPN
spir-9106	7	21	,	,	PUNCT
spir-9106	7	22	2013	2013	NUM
spir-9106	7	23	)	)	PUNCT
spir-9106	7	24	and	and	CCONJ
spir-9106	7	25	what	what	PRON
spir-9106	7	26	they	they	PRON
spir-9106	7	27	are	be	AUX
spir-9106	7	28	used	use	VERB
spir-9106	7	29	for	for	ADP
spir-9106	7	30	.	.	PUNCT
spir-9106	8	1	we	we	PRON
spir-9106	8	2	’re	’re	VERB
spir-9106	8	3	also	also	ADV
spir-9106	8	4	familiar	familiar	ADJ
spir-9106	8	5	with	with	ADP
spir-9106	8	6	how	how	SCONJ
spir-9106	8	7	users	user	NOUN
spir-9106	8	8	can	can	AUX
spir-9106	8	9	be	be	AUX
spir-9106	8	10	manipulated	manipulate	VERB
spir-9106	8	11	to	to	PART
spir-9106	8	12	change	change	VERB
spir-9106	8	13	behaviors	behavior	NOUN
spir-9106	8	14	based	base	VERB
spir-9106	8	15	on	on	ADP
spir-9106	8	16	changing	change	VERB
spir-9106	8	17	features	feature	NOUN
spir-9106	8	18	(	(	PUNCT
spir-9106	8	19	liu	liu	PROPN
spir-9106	8	20	,	,	PUNCT
spir-9106	8	21	klimansilver	klimansilver	PROPN
spir-9106	8	22	,	,	PUNCT
spir-9106	8	23	&	&	CCONJ
spir-9106	8	24	mislove	mislove	PROPN
spir-9106	8	25	,	,	PUNCT
spir-9106	8	26	2014	2014	NUM
spir-9106	8	27	)	)	PUNCT
spir-9106	8	28	.	.	PUNCT
spir-9106	9	1	here	here	ADV
spir-9106	9	2	,	,	PUNCT
spir-9106	9	3	i	i	PRON
spir-9106	9	4	will	will	AUX
spir-9106	9	5	discuss	discuss	VERB
spir-9106	9	6	how	how	SCONJ
spir-9106	9	7	some	some	PRON
spir-9106	9	8	of	of	ADP
spir-9106	9	9	these	these	DET
spir-9106	9	10	features	feature	NOUN
spir-9106	9	11	are	be	AUX
spir-9106	9	12	repurposed	repurpose	VERB
spir-9106	9	13	and	and	CCONJ
spir-9106	9	14	reinterpreted	reinterpret	VERB
spir-9106	9	15	by	by	ADP
spir-9106	9	16	users	user	NOUN
spir-9106	9	17	,	,	PUNCT
spir-9106	9	18	while	while	SCONJ
spir-9106	9	19	highlighting	highlight	VERB
spir-9106	9	20	the	the	DET
spir-9106	9	21	conflict	conflict	NOUN
spir-9106	9	22	of	of	ADP
spir-9106	9	23	features	feature	NOUN
spir-9106	9	24	that	that	PRON
spir-9106	9	25	be	be	AUX
spir-9106	9	26	used	use	VERB
spir-9106	9	27	for	for	ADP
spir-9106	9	28	both	both	CCONJ
spir-9106	9	29	useful	useful	ADJ
spir-9106	9	30	and	and	CCONJ
spir-9106	9	31	harmful	harmful	ADJ
spir-9106	9	32	actions	action	NOUN
spir-9106	9	33	.	.	PUNCT
spir-9106	10	1	observations	observation	NOUN
spir-9106	10	2	here	here	ADV
spir-9106	10	3	are	be	AUX
spir-9106	10	4	based	base	VERB
spir-9106	10	5	on	on	ADP
spir-9106	10	6	existing	exist	VERB
spir-9106	10	7	literature	literature	NOUN
spir-9106	10	8	,	,	PUNCT
spir-9106	10	9	reflecting	reflect	VERB
spir-9106	10	10	on	on	ADP
spir-9106	10	11	my	my	PRON
spir-9106	10	12	own	own	ADJ
spir-9106	10	13	practice	practice	NOUN
spir-9106	10	14	of	of	ADP
spir-9106	10	15	using	use	VERB
spir-9106	10	16	twitter	twitter	NOUN
spir-9106	10	17	,	,	PUNCT
spir-9106	10	18	my	my	PRON
spir-9106	10	19	deep	deep	ADJ
spir-9106	10	20	experience	experience	NOUN
spir-9106	10	21	with	with	ADP
spir-9106	10	22	and	and	CCONJ
spir-9106	10	23	research	research	NOUN
spir-9106	10	24	of	of	ADP
spir-9106	10	25	twitter	twitter	NOUN
spir-9106	10	26	use	use	NOUN
spir-9106	10	27	(	(	PUNCT
spir-9106	10	28	predominantly	predominantly	ADV
spir-9106	10	29	with	with	ADP
spir-9106	10	30	scholars	scholar	NOUN
spir-9106	10	31	and	and	CCONJ
spir-9106	10	32	academics	academic	NOUN
spir-9106	10	33	)	)	PUNCT
spir-9106	10	34	,	,	PUNCT
spir-9106	10	35	participant	participant	ADJ
spir-9106	10	36	observation	observation	NOUN
spir-9106	10	37	in	in	ADP
spir-9106	10	38	my	my	PRON
spir-9106	10	39	research	research	NOUN
spir-9106	10	40	community	community	NOUN
spir-9106	10	41	,	,	PUNCT
spir-9106	10	42	and	and	CCONJ
spir-9106	10	43	conversations	conversation	NOUN
spir-9106	10	44	with	with	ADP
spir-9106	10	45	other	other	ADJ
spir-9106	10	46	users	user	NOUN
spir-9106	10	47	.	.	PUNCT
spir-9106	11	1	[	[	X
spir-9106	11	2	note	note	NOUN
spir-9106	11	3	:	:	PUNCT
spir-9106	11	4	this	this	DET
spir-9106	11	5	paper	paper	NOUN
spir-9106	11	6	specifically	specifically	ADV
spir-9106	11	7	addresses	address	VERB
spir-9106	11	8	features	feature	NOUN
spir-9106	11	9	of	of	ADP
spir-9106	11	10	twitter	twitter	NOUN
spir-9106	11	11	’s	’s	PART
spir-9106	11	12	web	web	NOUN
spir-9106	11	13	application	application	NOUN
spir-9106	11	14	on	on	ADP
spir-9106	11	15	twitter.com	twitter.com	X
spir-9106	11	16	–	–	PUNCT
spir-9106	11	17	mobile	mobile	ADJ
spir-9106	11	18	and	and	CCONJ
spir-9106	11	19	other	other	ADJ
spir-9106	11	20	applications	application	NOUN
spir-9106	11	21	,	,	PUNCT
spir-9106	11	22	while	while	SCONJ
spir-9106	11	23	similar	similar	ADJ
spir-9106	11	24	,	,	PUNCT
spir-9106	11	25	require	require	VERB
spir-9106	11	26	additional	additional	ADJ
spir-9106	11	27	and	and	CCONJ
spir-9106	11	28	slightly	slightly	ADV
spir-9106	11	29	different	different	ADJ
spir-9106	11	30	considerations	consideration	NOUN
spir-9106	11	31	and	and	CCONJ
spir-9106	11	32	literacies	literacy	NOUN
spir-9106	11	33	.	.	PUNCT
spir-9106	11	34	]	]	PUNCT
spir-9106	12	1	suggested	suggest	VERB
spir-9106	12	2	citation	citation	NOUN
spir-9106	12	3	(	(	PUNCT
spir-9106	12	4	apa	apa	PROPN
spir-9106	12	5	):	):	PUNCT
spir-9106	12	6	singh	singh	PROPN
spir-9106	12	7	,	,	PUNCT
spir-9106	12	8	s.	s.	PROPN
spir-9106	12	9	(	(	PUNCT
spir-9106	12	10	2015	2015	NUM
spir-9106	12	11	,	,	PUNCT
spir-9106	12	12	october	october	PROPN
spir-9106	12	13	21	21	NUM
spir-9106	12	14	-	-	SYM
spir-9106	12	15	24	24	NUM
spir-9106	12	16	)	)	PUNCT
spir-9106	12	17	subverting	subvert	VERB
spir-9106	12	18	social	social	ADJ
spir-9106	12	19	media	medium	NOUN
spir-9106	12	20	.	.	PUNCT
spir-9106	13	1	paper	paper	NOUN
spir-9106	13	2	presented	present	VERB
spir-9106	13	3	at	at	ADP
spir-9106	13	4	internet	internet	NOUN
spir-9106	13	5	research	research	NOUN
spir-9106	13	6	16	16	NUM
spir-9106	13	7	:	:	PUNCT
spir-9106	13	8	the	the	DET
spir-9106	13	9	16th	16th	ADJ
spir-9106	13	10	annual	annual	ADJ
spir-9106	13	11	meeting	meeting	NOUN
spir-9106	13	12	of	of	ADP
spir-9106	13	13	the	the	DET
spir-9106	13	14	association	association	NOUN
spir-9106	13	15	of	of	ADP
spir-9106	13	16	internet	internet	NOUN
spir-9106	13	17	researchers	researcher	NOUN
spir-9106	13	18	.	.	PUNCT
spir-9106	14	1	phoenix	phoenix	PROPN
spir-9106	14	2	,	,	PUNCT
spir-9106	14	3	az	az	PROPN
spir-9106	14	4	,	,	PUNCT
spir-9106	14	5	usa	usa	PROPN
spir-9106	14	6	:	:	PUNCT
spir-9106	14	7	aoir	aoir	NOUN
spir-9106	14	8	.	.	PUNCT
spir-9106	14	9	retrieved	retrieve	VERB
spir-9106	14	10	from	from	ADP
spir-9106	14	11	http://spir.aoir.org	http://spir.aoir.org	PROPN
spir-9106	14	12	.	.	X
spir-9106	14	13	2	2	NUM
spir-9106	14	14	subtweeting	subtweete	VERB
spir-9106	14	15	indirectly	indirectly	ADV
spir-9106	14	16	talking	talk	VERB
spir-9106	14	17	about	about	ADP
spir-9106	14	18	someone	someone	PRON
spir-9106	14	19	is	be	AUX
spir-9106	14	20	a	a	DET
spir-9106	14	21	great	great	ADJ
spir-9106	14	22	way	way	NOUN
spir-9106	14	23	to	to	PART
spir-9106	14	24	get	get	VERB
spir-9106	14	25	opinions	opinion	NOUN
spir-9106	14	26	and	and	CCONJ
spir-9106	14	27	frustrations	frustration	NOUN
spir-9106	14	28	out	out	ADP
spir-9106	14	29	in	in	ADP
spir-9106	14	30	the	the	DET
spir-9106	14	31	open	open	NOUN
spir-9106	14	32	without	without	ADP
spir-9106	14	33	naming	name	VERB
spir-9106	14	34	them	they	PRON
spir-9106	14	35	.	.	PUNCT
spir-9106	15	1	but	but	CCONJ
spir-9106	15	2	,	,	PUNCT
spir-9106	15	3	as	as	ADP
spir-9106	15	4	part	part	NOUN
spir-9106	15	5	of	of	ADP
spir-9106	15	6	a	a	DET
spir-9106	15	7	larger	large	ADJ
spir-9106	15	8	community	community	NOUN
spir-9106	15	9	,	,	PUNCT
spir-9106	15	10	there	there	PRON
spir-9106	15	11	is	be	VERB
spir-9106	15	12	a	a	DET
spir-9106	15	13	very	very	ADV
spir-9106	15	14	good	good	ADJ
spir-9106	15	15	chance	chance	NOUN
spir-9106	15	16	that	that	SCONJ
spir-9106	15	17	other	other	ADJ
spir-9106	15	18	users	user	NOUN
spir-9106	15	19	are	be	AUX
spir-9106	15	20	going	go	VERB
spir-9106	15	21	to	to	PART
spir-9106	15	22	know	know	VERB
spir-9106	15	23	who	who	PRON
spir-9106	15	24	is	be	AUX
spir-9106	15	25	being	be	AUX
spir-9106	15	26	talked	talk	VERB
spir-9106	15	27	about	about	ADP
spir-9106	15	28	.	.	PUNCT
spir-9106	16	1	that	that	PRON
spir-9106	16	2	’s	’	VERB
spir-9106	16	3	often	often	ADV
spir-9106	16	4	the	the	DET
spir-9106	16	5	aim	aim	NOUN
spir-9106	16	6	of	of	ADP
spir-9106	16	7	what	what	PRON
spir-9106	16	8	is	be	AUX
spir-9106	16	9	known	know	VERB
spir-9106	16	10	as	as	ADP
spir-9106	16	11	a	a	DET
spir-9106	16	12	subtweet	subtweet	NOUN
spir-9106	16	13	to	to	PART
spir-9106	16	14	say	say	VERB
spir-9106	16	15	something	something	PRON
spir-9106	16	16	about	about	ADP
spir-9106	16	17	someone	someone	PRON
spir-9106	16	18	behind	behind	ADP
spir-9106	16	19	their	their	PRON
spir-9106	16	20	back	back	NOUN
spir-9106	16	21	,	,	PUNCT
spir-9106	16	22	to	to	PART
spir-9106	16	23	create	create	VERB
spir-9106	16	24	a	a	DET
spir-9106	16	25	buzz	buzz	NOUN
spir-9106	16	26	about	about	ADP
spir-9106	16	27	what	what	PRON
spir-9106	16	28	’s	’s	AUX
spir-9106	16	29	being	be	AUX
spir-9106	16	30	said	say	VERB
spir-9106	16	31	or	or	CCONJ
spir-9106	16	32	let	let	VERB
spir-9106	16	33	other	other	ADJ
spir-9106	16	34	people	people	NOUN
spir-9106	16	35	know	know	VERB
spir-9106	16	36	something	something	PRON
spir-9106	16	37	about	about	ADP
spir-9106	16	38	the	the	DET
spir-9106	16	39	other	other	ADJ
spir-9106	16	40	person	person	NOUN
spir-9106	16	41	without	without	ADP
spir-9106	16	42	being	be	AUX
spir-9106	16	43	obvious	obvious	ADJ
spir-9106	16	44	.	.	PUNCT
spir-9106	17	1	subtweets	subtweet	NOUN
spir-9106	17	2	allow	allow	VERB
spir-9106	17	3	for	for	ADP
spir-9106	17	4	“	"	PUNCT
spir-9106	17	5	plausible	plausible	ADJ
spir-9106	17	6	deniability	deniability	NOUN
spir-9106	17	7	”	"	PUNCT
spir-9106	17	8	(	(	PUNCT
spir-9106	17	9	marwick	marwick	PROPN
spir-9106	17	10	&	&	CCONJ
spir-9106	17	11	boyd	boyd	PROPN
spir-9106	17	12	,	,	PUNCT
spir-9106	17	13	2014	2014	NUM
spir-9106	17	14	)	)	PUNCT
spir-9106	17	15	because	because	SCONJ
spir-9106	17	16	the	the	DET
spir-9106	17	17	subtweeter	subtweeter	NOUN
spir-9106	17	18	can	can	AUX
spir-9106	17	19	always	always	ADV
spir-9106	17	20	deny	deny	VERB
spir-9106	17	21	a	a	DET
spir-9106	17	22	specific	specific	ADJ
spir-9106	17	23	target	target	NOUN
spir-9106	17	24	.	.	PUNCT
spir-9106	18	1	there	there	PRON
spir-9106	18	2	’s	’	VERB
spir-9106	18	3	also	also	ADV
spir-9106	18	4	another	another	DET
spir-9106	18	5	layer	layer	NOUN
spir-9106	18	6	of	of	ADP
spir-9106	18	7	subtweet	subtweet	NOUN
spir-9106	18	8	,	,	PUNCT
spir-9106	18	9	through	through	ADP
spir-9106	18	10	a	a	DET
spir-9106	18	11	private	private	ADJ
spir-9106	18	12	account	account	NOUN
spir-9106	18	13	.	.	PUNCT
spir-9106	19	1	private	private	ADJ
spir-9106	19	2	accounts	account	NOUN
spir-9106	19	3	of	of	ADP
spir-9106	19	4	people	people	NOUN
spir-9106	19	5	who	who	PRON
spir-9106	19	6	have	have	VERB
spir-9106	19	7	public	public	ADJ
spir-9106	19	8	twitter	twitter	NOUN
spir-9106	19	9	accounts	account	NOUN
spir-9106	19	10	are	be	AUX
spir-9106	19	11	a	a	DET
spir-9106	19	12	way	way	NOUN
spir-9106	19	13	for	for	SCONJ
spir-9106	19	14	people	people	NOUN
spir-9106	19	15	to	to	PART
spir-9106	19	16	create	create	VERB
spir-9106	19	17	a	a	DET
spir-9106	19	18	more	more	ADV
spir-9106	19	19	private	private	ADJ
spir-9106	19	20	and	and	CCONJ
spir-9106	19	21	safe	safe	ADJ
spir-9106	19	22	space	space	NOUN
spir-9106	19	23	for	for	SCONJ
spir-9106	19	24	them	they	PRON
spir-9106	19	25	to	to	PART
spir-9106	19	26	express	express	VERB
spir-9106	19	27	themselves	themselves	PRON
spir-9106	19	28	,	,	PUNCT
spir-9106	19	29	while	while	SCONJ
spir-9106	19	30	controlling	control	VERB
spir-9106	19	31	who	who	PRON
spir-9106	19	32	gets	get	VERB
spir-9106	19	33	to	to	PART
spir-9106	19	34	see	see	VERB
spir-9106	19	35	these	these	DET
spir-9106	19	36	tweets	tweet	NOUN
spir-9106	19	37	.	.	PUNCT
spir-9106	20	1	subtweeting	subtweeting	NOUN
spir-9106	20	2	can	can	AUX
spir-9106	20	3	take	take	VERB
spir-9106	20	4	on	on	ADP
spir-9106	20	5	an	an	DET
spir-9106	20	6	interesting	interesting	ADJ
spir-9106	20	7	level	level	NOUN
spir-9106	20	8	of	of	ADP
spir-9106	20	9	passive	passive	ADJ
spir-9106	20	10	aggression	aggression	NOUN
spir-9106	20	11	when	when	SCONJ
spir-9106	20	12	someone	someone	PRON
spir-9106	20	13	does	do	VERB
spir-9106	20	14	so	so	ADV
spir-9106	20	15	from	from	ADP
spir-9106	20	16	a	a	DET
spir-9106	20	17	private	private	ADJ
spir-9106	20	18	account	account	NOUN
spir-9106	20	19	because	because	SCONJ
spir-9106	20	20	only	only	ADV
spir-9106	20	21	that	that	DET
spir-9106	20	22	special	special	ADJ
spir-9106	20	23	private	private	ADJ
spir-9106	20	24	community	community	NOUN
spir-9106	20	25	is	be	AUX
spir-9106	20	26	privy	privy	ADJ
spir-9106	20	27	to	to	ADP
spir-9106	20	28	this	this	PRON
spir-9106	20	29	.	.	PUNCT
spir-9106	21	1	block	block	NOUN
spir-9106	21	2	-	-	PUNCT
spir-9106	21	3	unblock	unblock	NOUN
spir-9106	21	4	unfollow	unfollow	NOUN
spir-9106	22	1	this	this	PRON
spir-9106	22	2	is	be	AUX
spir-9106	22	3	the	the	DET
spir-9106	22	4	repurposing	repurposing	NOUN
spir-9106	22	5	of	of	ADP
spir-9106	22	6	a	a	DET
spir-9106	22	7	twitter	twitter	NOUN
spir-9106	22	8	feature	feature	NOUN
spir-9106	22	9	as	as	ADP
spir-9106	22	10	a	a	DET
spir-9106	22	11	way	way	NOUN
spir-9106	22	12	to	to	PART
spir-9106	22	13	control	control	VERB
spir-9106	22	14	and	and	CCONJ
spir-9106	22	15	manage	manage	VERB
spir-9106	22	16	followers	follower	NOUN
spir-9106	22	17	and	and	CCONJ
spir-9106	22	18	appearances	appearance	NOUN
spir-9106	22	19	on	on	ADP
spir-9106	22	20	lists	list	NOUN
spir-9106	22	21	.	.	PUNCT
spir-9106	23	1	there	there	PRON
spir-9106	23	2	are	be	VERB
spir-9106	23	3	some	some	DET
spir-9106	23	4	third	third	ADJ
spir-9106	23	5	-	-	PUNCT
spir-9106	23	6	party	party	NOUN
spir-9106	23	7	twitter	twitter	NOUN
spir-9106	23	8	applications	application	NOUN
spir-9106	23	9	that	that	PRON
spir-9106	23	10	provide	provide	VERB
spir-9106	23	11	a	a	DET
spir-9106	23	12	‘	'	PUNCT
spir-9106	23	13	force	force	NOUN
spir-9106	23	14	unfollow	unfollow	NOUN
spir-9106	23	15	’	'	PUNCT
spir-9106	23	16	function	function	NOUN
spir-9106	23	17	,	,	PUNCT
spir-9106	23	18	but	but	CCONJ
spir-9106	23	19	there	there	PRON
spir-9106	23	20	is	be	VERB
spir-9106	23	21	no	no	DET
spir-9106	23	22	other	other	ADJ
spir-9106	23	23	“	"	PUNCT
spir-9106	23	24	official	official	ADJ
spir-9106	23	25	”	"	PUNCT
spir-9106	23	26	way	way	NOUN
spir-9106	23	27	to	to	PART
spir-9106	23	28	do	do	VERB
spir-9106	23	29	this	this	PRON
spir-9106	23	30	.	.	PUNCT
spir-9106	24	1	the	the	DET
spir-9106	24	2	earliest	early	ADJ
spir-9106	24	3	mention	mention	NOUN
spir-9106	24	4	of	of	ADP
spir-9106	24	5	the	the	DET
spir-9106	24	6	tactic	tactic	NOUN
spir-9106	24	7	i	i	PRON
spir-9106	24	8	found	find	VERB
spir-9106	24	9	was	be	AUX
spir-9106	24	10	from	from	ADP
spir-9106	24	11	a	a	DET
spir-9106	24	12	blogpost	blogpost	NOUN
spir-9106	24	13	(	(	PUNCT
spir-9106	24	14	jorgensen	jorgensen	PROPN
spir-9106	24	15	,	,	PUNCT
spir-9106	24	16	2010	2010	NUM
spir-9106	24	17	)	)	PUNCT
spir-9106	24	18	in	in	ADP
spir-9106	24	19	2010	2010	NUM
spir-9106	24	20	that	that	PRON
spir-9106	24	21	provided	provide	VERB
spir-9106	24	22	it	it	PRON
spir-9106	24	23	as	as	ADP
spir-9106	24	24	a	a	DET
spir-9106	24	25	solution	solution	NOUN
spir-9106	24	26	to	to	PART
spir-9106	24	27	reduce	reduce	VERB
spir-9106	24	28	the	the	DET
spir-9106	24	29	number	number	NOUN
spir-9106	24	30	of	of	ADP
spir-9106	24	31	followers	follower	NOUN
spir-9106	24	32	.	.	PUNCT
spir-9106	25	1	the	the	DET
spir-9106	25	2	action	action	NOUN
spir-9106	25	3	is	be	AUX
spir-9106	25	4	simple	simple	ADJ
spir-9106	25	5	:	:	PUNCT
spir-9106	25	6	if	if	SCONJ
spir-9106	25	7	a	a	DET
spir-9106	25	8	user	user	NOUN
spir-9106	25	9	is	be	AUX
spir-9106	25	10	followed	follow	VERB
spir-9106	25	11	by	by	ADP
spir-9106	25	12	someone	someone	PRON
spir-9106	25	13	they	they	PRON
spir-9106	25	14	do	do	VERB
spir-9106	25	15	n’t	not	PART
spir-9106	25	16	want	want	VERB
spir-9106	25	17	to	to	PART
spir-9106	25	18	be	be	AUX
spir-9106	25	19	followed	follow	VERB
spir-9106	25	20	by	by	ADP
spir-9106	25	21	,	,	PUNCT
spir-9106	25	22	they	they	PRON
spir-9106	25	23	can	can	AUX
spir-9106	25	24	block	block	VERB
spir-9106	25	25	them	they	PRON
spir-9106	25	26	and	and	CCONJ
spir-9106	25	27	then	then	ADV
spir-9106	25	28	immediately	immediately	ADV
spir-9106	25	29	unblock	unblock	VERB
spir-9106	25	30	them	they	PRON
spir-9106	25	31	,	,	PUNCT
spir-9106	25	32	which	which	PRON
spir-9106	25	33	causes	cause	VERB
spir-9106	25	34	an	an	DET
spir-9106	25	35	automatic	automatic	ADJ
spir-9106	25	36	unfollow	unfollow	NOUN
spir-9106	25	37	,	,	PUNCT
spir-9106	25	38	without	without	ADP
spir-9106	25	39	the	the	DET
spir-9106	25	40	follower	follower	NOUN
spir-9106	25	41	’s	’s	PART
spir-9106	25	42	knowledge	knowledge	NOUN
spir-9106	25	43	.	.	PUNCT
spir-9106	26	1	you	you	PRON
spir-9106	26	2	can	can	AUX
spir-9106	26	3	also	also	ADV
spir-9106	26	4	use	use	VERB
spir-9106	26	5	this	this	DET
spir-9106	26	6	tactic	tactic	NOUN
spir-9106	26	7	to	to	PART
spir-9106	26	8	be	be	AUX
spir-9106	26	9	taken	take	VERB
spir-9106	26	10	off	off	ADP
spir-9106	26	11	a	a	DET
spir-9106	26	12	list	list	NOUN
spir-9106	26	13	that	that	PRON
spir-9106	26	14	someone	someone	PRON
spir-9106	26	15	may	may	AUX
spir-9106	26	16	have	have	AUX
spir-9106	26	17	added	add	VERB
spir-9106	26	18	you	you	PRON
spir-9106	26	19	to	to	ADP
spir-9106	26	20	.	.	PUNCT
spir-9106	27	1	forcing	force	VERB
spir-9106	27	2	an	an	DET
spir-9106	27	3	unfollow	unfollow	NOUN
spir-9106	27	4	might	might	AUX
spir-9106	27	5	seem	seem	VERB
spir-9106	27	6	somewhat	somewhat	ADV
spir-9106	27	7	counter	counter	ADJ
spir-9106	27	8	to	to	ADP
spir-9106	27	9	the	the	DET
spir-9106	27	10	expectation	expectation	NOUN
spir-9106	27	11	that	that	SCONJ
spir-9106	27	12	twitter	twitter	NOUN
spir-9106	27	13	is	be	AUX
spir-9106	27	14	an	an	DET
spir-9106	27	15	open	open	ADJ
spir-9106	27	16	space	space	NOUN
spir-9106	27	17	where	where	SCONJ
spir-9106	27	18	anyone	anyone	PRON
spir-9106	27	19	can	can	AUX
spir-9106	27	20	“	"	PUNCT
spir-9106	27	21	follow	follow	VERB
spir-9106	27	22	”	"	PUNCT
spir-9106	27	23	anyone	anyone	PRON
spir-9106	27	24	else	else	ADV
spir-9106	27	25	,	,	PUNCT
spir-9106	27	26	but	but	CCONJ
spir-9106	27	27	it	it	PRON
spir-9106	27	28	is	be	AUX
spir-9106	27	29	a	a	DET
spir-9106	27	30	subversion	subversion	NOUN
spir-9106	27	31	of	of	ADP
spir-9106	27	32	a	a	DET
spir-9106	27	33	twitter	twitter	NOUN
spir-9106	27	34	feature	feature	NOUN
spir-9106	27	35	that	that	PRON
spir-9106	27	36	can	can	AUX
spir-9106	27	37	be	be	AUX
spir-9106	27	38	used	use	VERB
spir-9106	27	39	to	to	PART
spir-9106	27	40	‘	'	PUNCT
spir-9106	27	41	clean	clean	VERB
spir-9106	27	42	up	up	ADP
spir-9106	27	43	’	'	PUNCT
spir-9106	27	44	one	one	NUM
spir-9106	27	45	’s	’s	PART
spir-9106	27	46	twitter	twitter	NOUN
spir-9106	27	47	followers	follower	NOUN
spir-9106	27	48	and	and	CCONJ
spir-9106	27	49	remove	remove	VERB
spir-9106	27	50	bots	bot	NOUN
spir-9106	27	51	and	and	CCONJ
spir-9106	27	52	people	people	NOUN
spir-9106	27	53	who	who	PRON
spir-9106	27	54	have	have	AUX
spir-9106	27	55	n’t	not	PART
spir-9106	27	56	tweeted	tweet	VERB
spir-9106	27	57	in	in	ADP
spir-9106	27	58	a	a	DET
spir-9106	27	59	while	while	NOUN
spir-9106	27	60	.	.	PUNCT
spir-9106	28	1	it	it	PRON
spir-9106	28	2	can	can	AUX
spir-9106	28	3	also	also	ADV
spir-9106	28	4	be	be	AUX
spir-9106	28	5	a	a	DET
spir-9106	28	6	form	form	NOUN
spir-9106	28	7	of	of	ADP
spir-9106	28	8	self	self	NOUN
spir-9106	28	9	-	-	PUNCT
spir-9106	28	10	preservation	preservation	NOUN
spir-9106	28	11	or	or	CCONJ
spir-9106	28	12	selfcare	selfcare	NOUN
spir-9106	28	13	.	.	PUNCT
spir-9106	29	1	people	people	NOUN
spir-9106	29	2	have	have	AUX
spir-9106	29	3	used	use	VERB
spir-9106	29	4	this	this	PRON
spir-9106	29	5	to	to	PART
spir-9106	29	6	avoid	avoid	VERB
spir-9106	29	7	scrutiny	scrutiny	NOUN
spir-9106	29	8	,	,	PUNCT
spir-9106	29	9	to	to	PART
spir-9106	29	10	discreetly	discreetly	ADV
spir-9106	29	11	distance	distance	VERB
spir-9106	29	12	themselves	themselves	PRON
spir-9106	29	13	from	from	ADP
spir-9106	29	14	potentially	potentially	ADV
spir-9106	29	15	harmful	harmful	ADJ
spir-9106	29	16	individuals	individual	NOUN
spir-9106	29	17	,	,	PUNCT
spir-9106	29	18	and	and	CCONJ
spir-9106	29	19	reduce	reduce	VERB
spir-9106	29	20	the	the	DET
spir-9106	29	21	reach	reach	NOUN
spir-9106	29	22	of	of	ADP
spir-9106	29	23	what	what	PRON
spir-9106	29	24	they	they	PRON
spir-9106	29	25	might	might	AUX
spir-9106	29	26	tweet	tweet	VERB
spir-9106	29	27	,	,	PUNCT
spir-9106	29	28	as	as	ADP
spir-9106	29	29	a	a	DET
spir-9106	29	30	way	way	NOUN
spir-9106	29	31	to	to	PART
spir-9106	29	32	control	control	VERB
spir-9106	29	33	one	one	PRON
spir-9106	29	34	’s	’s	PART
spir-9106	29	35	own	own	ADJ
spir-9106	29	36	“	"	PUNCT
spir-9106	29	37	publicness	publicness	NOUN
spir-9106	29	38	”	"	PUNCT
spir-9106	29	39	.	.	PUNCT
spir-9106	30	1	tweet	tweet	NOUN
spir-9106	30	2	deletion	deletion	NOUN
spir-9106	30	3	users	user	NOUN
spir-9106	30	4	might	might	AUX
spir-9106	30	5	delete	delete	VERB
spir-9106	30	6	social	social	ADJ
spir-9106	30	7	media	medium	NOUN
spir-9106	30	8	posts	post	NOUN
spir-9106	30	9	for	for	ADP
spir-9106	30	10	a	a	DET
spir-9106	30	11	few	few	ADJ
spir-9106	30	12	reasons	reason	NOUN
spir-9106	30	13	:	:	PUNCT
spir-9106	30	14	because	because	SCONJ
spir-9106	30	15	there	there	PRON
spir-9106	30	16	’s	’	VERB
spir-9106	30	17	a	a	DET
spir-9106	30	18	typo	typo	NOUN
spir-9106	30	19	they	they	PRON
spir-9106	30	20	want	want	VERB
spir-9106	30	21	to	to	PART
spir-9106	30	22	fix	fix	VERB
spir-9106	30	23	,	,	PUNCT
spir-9106	30	24	because	because	SCONJ
spir-9106	30	25	they	they	PRON
spir-9106	30	26	changed	change	VERB
spir-9106	30	27	their	their	PRON
spir-9106	30	28	mind	mind	NOUN
spir-9106	30	29	,	,	PUNCT
spir-9106	30	30	or	or	CCONJ
spir-9106	30	31	because	because	SCONJ
spir-9106	30	32	they	they	PRON
spir-9106	30	33	regret	regret	VERB
spir-9106	30	34	something	something	PRON
spir-9106	30	35	they	they	PRON
spir-9106	30	36	said	say	VERB
spir-9106	30	37	(	(	PUNCT
spir-9106	30	38	wang	wang	PROPN
spir-9106	30	39	et	et	PROPN
spir-9106	30	40	al	al	PROPN
spir-9106	30	41	,	,	PUNCT
spir-9106	30	42	2011	2011	NUM
spir-9106	30	43	)	)	PUNCT
spir-9106	30	44	.	.	PUNCT
spir-9106	31	1	some	some	DET
spir-9106	31	2	researchers	researcher	NOUN
spir-9106	31	3	claim	claim	VERB
spir-9106	31	4	that	that	SCONJ
spir-9106	31	5	it	it	PRON
spir-9106	31	6	is	be	AUX
spir-9106	31	7	possible	possible	ADJ
spir-9106	31	8	to	to	PART
spir-9106	31	9	predict	predict	VERB
spir-9106	31	10	the	the	DET
spir-9106	31	11	kinds	kind	NOUN
spir-9106	31	12	of	of	ADP
spir-9106	31	13	tweets	tweet	NOUN
spir-9106	31	14	that	that	PRON
spir-9106	31	15	will	will	AUX
spir-9106	31	16	be	be	AUX
spir-9106	31	17	deleted	delete	VERB
spir-9106	31	18	based	base	VERB
spir-9106	31	19	on	on	ADP
spir-9106	31	20	factors	factor	NOUN
spir-9106	31	21	such	such	ADJ
spir-9106	31	22	as	as	ADP
spir-9106	31	23	role	role	NOUN
spir-9106	31	24	of	of	ADP
spir-9106	31	25	the	the	DET
spir-9106	31	26	author	author	NOUN
spir-9106	31	27	and	and	CCONJ
spir-9106	31	28	certain	certain	ADJ
spir-9106	31	29	words	word	NOUN
spir-9106	31	30	(	(	PUNCT
spir-9106	31	31	xu	xu	INTJ
spir-9106	31	32	,	,	PUNCT
spir-9106	31	33	burchfiel	burchfiel	ADJ
spir-9106	31	34	,	,	PUNCT
spir-9106	31	35	zhu	zhu	PROPN
spir-9106	31	36	,	,	PUNCT
spir-9106	31	37	&	&	CCONJ
spir-9106	31	38	bellmore	bellmore	PROPN
spir-9106	31	39	,	,	PUNCT
spir-9106	31	40	2013	2013	NUM
spir-9106	31	41	;	;	PUNCT
spir-9106	31	42	petrovic	petrovic	PROPN
spir-9106	31	43	,	,	PUNCT
spir-9106	31	44	osborne	osborne	PROPN
spir-9106	31	45	,	,	PUNCT
spir-9106	31	46	&	&	CCONJ
spir-9106	31	47	lavrenko	lavrenko	PROPN
spir-9106	31	48	,	,	PUNCT
spir-9106	31	49	2013	2013	NUM
spir-9106	31	50	)	)	PUNCT
spir-9106	31	51	,	,	PUNCT
spir-9106	31	52	but	but	CCONJ
spir-9106	31	53	others	other	NOUN
spir-9106	31	54	note	note	VERB
spir-9106	31	55	that	that	SCONJ
spir-9106	31	56	there	there	PRON
spir-9106	31	57	are	be	VERB
spir-9106	31	58	no	no	DET
spir-9106	31	59	real	real	ADJ
spir-9106	31	60	reasons	reason	NOUN
spir-9106	31	61	for	for	ADP
spir-9106	31	62	tweet	tweet	NOUN
spir-9106	31	63	deletion	deletion	NOUN
spir-9106	31	64	that	that	PRON
spir-9106	31	65	can	can	AUX
spir-9106	31	66	be	be	AUX
spir-9106	31	67	surmised	surmise	VERB
spir-9106	31	68	through	through	ADP
spir-9106	31	69	examination	examination	NOUN
spir-9106	31	70	of	of	ADP
spir-9106	31	71	twitter	twitter	NOUN
spir-9106	31	72	data	datum	NOUN
spir-9106	31	73	because	because	SCONJ
spir-9106	31	74	people	people	NOUN
spir-9106	31	75	delete	delete	VERB
spir-9106	31	76	for	for	ADP
spir-9106	31	77	a	a	DET
spir-9106	31	78	variety	variety	NOUN
spir-9106	31	79	of	of	ADP
spir-9106	31	80	reasons	reason	NOUN
spir-9106	31	81	3	3	NUM
spir-9106	31	82	(	(	PUNCT
spir-9106	31	83	almuhimedi	almuhimedi	PROPN
spir-9106	31	84	,	,	PUNCT
spir-9106	31	85	wilson	wilson	PROPN
spir-9106	31	86	,	,	PUNCT
spir-9106	31	87	liu	liu	PROPN
spir-9106	31	88	,	,	PUNCT
spir-9106	31	89	sadeh	sadeh	NOUN
spir-9106	31	90	,	,	PUNCT
spir-9106	31	91	&	&	CCONJ
spir-9106	31	92	acquisti	acquisti	PROPN
spir-9106	31	93	,	,	PUNCT
spir-9106	31	94	2013	2013	NUM
spir-9106	31	95	)	)	PUNCT
spir-9106	31	96	.	.	PUNCT
spir-9106	32	1	the	the	DET
spir-9106	32	2	evolving	evolve	VERB
spir-9106	32	3	nature	nature	NOUN
spir-9106	32	4	of	of	ADP
spir-9106	32	5	twitter	twitter	NOUN
spir-9106	32	6	and	and	CCONJ
spir-9106	32	7	how	how	SCONJ
spir-9106	32	8	people	people	NOUN
spir-9106	32	9	are	be	AUX
spir-9106	32	10	learning	learn	VERB
spir-9106	32	11	to	to	PART
spir-9106	32	12	protect	protect	VERB
spir-9106	32	13	themselves	themselves	PRON
spir-9106	32	14	means	mean	VERB
spir-9106	32	15	it	it	PRON
spir-9106	32	16	will	will	AUX
spir-9106	32	17	get	get	VERB
spir-9106	32	18	harder	hard	ADJ
spir-9106	32	19	to	to	PART
spir-9106	32	20	predict	predict	VERB
spir-9106	32	21	.	.	PUNCT
spir-9106	33	1	there	there	PRON
spir-9106	33	2	are	be	VERB
spir-9106	33	3	also	also	ADV
spir-9106	33	4	instances	instance	NOUN
spir-9106	33	5	in	in	ADP
spir-9106	33	6	which	which	PRON
spir-9106	33	7	a	a	DET
spir-9106	33	8	user	user	NOUN
spir-9106	33	9	may	may	AUX
spir-9106	33	10	have	have	AUX
spir-9106	33	11	had	have	VERB
spir-9106	33	12	a	a	DET
spir-9106	33	13	conversation	conversation	NOUN
spir-9106	33	14	maybe	maybe	ADV
spir-9106	33	15	an	an	DET
spir-9106	33	16	argument	argument	NOUN
spir-9106	33	17	or	or	CCONJ
spir-9106	33	18	a	a	DET
spir-9106	33	19	disagreement	disagreement	NOUN
spir-9106	33	20	and	and	CCONJ
spir-9106	33	21	they	they	PRON
spir-9106	33	22	want	want	VERB
spir-9106	33	23	to	to	PART
spir-9106	33	24	erase	erase	VERB
spir-9106	33	25	that	that	DET
spir-9106	33	26	discussion	discussion	NOUN
spir-9106	33	27	.	.	PUNCT
spir-9106	34	1	it	it	PRON
spir-9106	34	2	is	be	AUX
spir-9106	34	3	a	a	DET
spir-9106	34	4	way	way	NOUN
spir-9106	34	5	for	for	SCONJ
spir-9106	34	6	users	user	NOUN
spir-9106	34	7	to	to	PART
spir-9106	34	8	control	control	VERB
spir-9106	34	9	their	their	PRON
spir-9106	34	10	content	content	NOUN
spir-9106	34	11	and	and	CCONJ
spir-9106	34	12	manage	manage	VERB
spir-9106	34	13	both	both	PRON
spir-9106	34	14	their	their	PRON
spir-9106	34	15	external	external	ADJ
spir-9106	34	16	and	and	CCONJ
spir-9106	34	17	personal	personal	ADJ
spir-9106	34	18	identities	identity	NOUN
spir-9106	34	19	,	,	PUNCT
spir-9106	34	20	and	and	CCONJ
spir-9106	34	21	sense	sense	NOUN
spir-9106	34	22	of	of	ADP
spir-9106	34	23	self	self	NOUN
spir-9106	34	24	.	.	PUNCT
spir-9106	35	1	on	on	ADP
spir-9106	35	2	the	the	DET
spir-9106	35	3	receiving	receiving	NOUN
spir-9106	35	4	end	end	NOUN
spir-9106	35	5	,	,	PUNCT
spir-9106	35	6	it	it	PRON
spir-9106	35	7	can	can	AUX
spir-9106	35	8	leave	leave	VERB
spir-9106	35	9	other	other	ADJ
spir-9106	35	10	users	user	NOUN
spir-9106	35	11	looking	look	VERB
spir-9106	35	12	as	as	SCONJ
spir-9106	35	13	though	though	SCONJ
spir-9106	35	14	they	they	PRON
spir-9106	35	15	tweeted	tweet	VERB
spir-9106	35	16	multiple	multiple	ADJ
spir-9106	35	17	times	time	NOUN
spir-9106	35	18	at	at	ADP
spir-9106	35	19	a	a	DET
spir-9106	35	20	user	user	NOUN
spir-9106	35	21	and	and	CCONJ
spir-9106	35	22	got	get	VERB
spir-9106	35	23	no	no	DET
spir-9106	35	24	response	response	NOUN
spir-9106	35	25	,	,	PUNCT
spir-9106	35	26	as	as	SCONJ
spir-9106	35	27	though	though	SCONJ
spir-9106	35	28	they	they	PRON
spir-9106	35	29	were	be	AUX
spir-9106	35	30	trying	try	VERB
spir-9106	35	31	to	to	PART
spir-9106	35	32	force	force	VERB
spir-9106	35	33	a	a	DET
spir-9106	35	34	conversation	conversation	NOUN
spir-9106	35	35	but	but	CCONJ
spir-9106	35	36	were	be	AUX
spir-9106	35	37	rejected	reject	VERB
spir-9106	35	38	.	.	PUNCT
spir-9106	36	1	tweet	tweet	NOUN
spir-9106	36	2	deletion	deletion	NOUN
spir-9106	36	3	has	have	VERB
spir-9106	36	4	interesting	interesting	ADJ
spir-9106	36	5	implications	implication	NOUN
spir-9106	36	6	for	for	ADP
spir-9106	36	7	identity	identity	NOUN
spir-9106	36	8	and	and	CCONJ
spir-9106	36	9	interaction	interaction	NOUN
spir-9106	36	10	on	on	ADP
spir-9106	36	11	twitter	twitter	NOUN
spir-9106	36	12	.	.	PUNCT
spir-9106	37	1	in	in	ADP
spir-9106	37	2	2011	2011	NUM
spir-9106	37	3	,	,	PUNCT
spir-9106	37	4	twitter	twitter	NOUN
spir-9106	37	5	shut	shut	VERB
spir-9106	37	6	down	down	ADP
spir-9106	37	7	undetweetable	undetweetable	ADJ
spir-9106	37	8	–	–	PUNCT
spir-9106	37	9	a	a	DET
spir-9106	37	10	service	service	NOUN
spir-9106	37	11	that	that	PRON
spir-9106	37	12	let	let	VERB
spir-9106	37	13	you	you	PRON
spir-9106	37	14	browse	browse	VERB
spir-9106	37	15	through	through	ADP
spir-9106	37	16	deleted	delete	VERB
spir-9106	37	17	tweets	tweet	NOUN
spir-9106	37	18	by	by	ADP
spir-9106	37	19	entering	enter	VERB
spir-9106	37	20	a	a	DET
spir-9106	37	21	username	username	NOUN
spir-9106	37	22	(	(	PUNCT
spir-9106	37	23	hughes	hughe	NOUN
spir-9106	37	24	,	,	PUNCT
spir-9106	37	25	2011	2011	NUM
spir-9106	37	26	)	)	PUNCT
spir-9106	37	27	.	.	PUNCT
spir-9106	38	1	ostensibly	ostensibly	ADV
spir-9106	38	2	created	create	VERB
spir-9106	38	3	in	in	ADP
spir-9106	38	4	order	order	NOUN
spir-9106	38	5	to	to	PART
spir-9106	38	6	provoke	provoke	VERB
spir-9106	38	7	conversations	conversation	NOUN
spir-9106	38	8	about	about	ADP
spir-9106	38	9	online	online	ADJ
spir-9106	38	10	identity	identity	NOUN
spir-9106	38	11	and	and	CCONJ
spir-9106	38	12	privacy	privacy	NOUN
spir-9106	38	13	,	,	PUNCT
spir-9106	38	14	it	it	PRON
spir-9106	38	15	also	also	ADV
spir-9106	38	16	ran	run	VERB
spir-9106	38	17	the	the	DET
spir-9106	38	18	risk	risk	NOUN
spir-9106	38	19	of	of	ADP
spir-9106	38	20	opening	open	VERB
spir-9106	38	21	people	people	NOUN
spir-9106	38	22	up	up	ADP
spir-9106	38	23	to	to	ADP
spir-9106	38	24	harassment	harassment	NOUN
spir-9106	38	25	and	and	CCONJ
spir-9106	38	26	embarrassment	embarrassment	NOUN
spir-9106	38	27	.	.	PUNCT
spir-9106	39	1	more	more	ADV
spir-9106	39	2	recently	recently	ADV
spir-9106	39	3	,	,	PUNCT
spir-9106	39	4	the	the	DET
spir-9106	39	5	sunlight	sunlight	NOUN
spir-9106	39	6	foundation	foundation	NOUN
spir-9106	39	7	–	–	PUNCT
spir-9106	39	8	a	a	DET
spir-9106	39	9	nonprofit	nonprofit	ADJ
spir-9106	39	10	organization	organization	NOUN
spir-9106	39	11	that	that	PRON
spir-9106	39	12	aims	aim	VERB
spir-9106	39	13	to	to	PART
spir-9106	39	14	increase	increase	VERB
spir-9106	39	15	the	the	DET
spir-9106	39	16	transparency	transparency	NOUN
spir-9106	39	17	and	and	CCONJ
spir-9106	39	18	accountability	accountability	NOUN
spir-9106	39	19	of	of	ADP
spir-9106	39	20	public	public	ADJ
spir-9106	39	21	officials	official	NOUN
spir-9106	39	22	in	in	ADP
spir-9106	39	23	the	the	DET
spir-9106	39	24	government	government	NOUN
spir-9106	39	25	–	–	PUNCT
spir-9106	39	26	had	have	VERB
spir-9106	39	27	to	to	PART
spir-9106	39	28	shut	shut	VERB
spir-9106	39	29	down	down	ADP
spir-9106	39	30	politwoops	politwoop	NOUN
spir-9106	39	31	,	,	PUNCT
spir-9106	39	32	a	a	DET
spir-9106	39	33	web	web	NOUN
spir-9106	39	34	service	service	NOUN
spir-9106	39	35	that	that	PRON
spir-9106	39	36	collected	collect	VERB
spir-9106	39	37	deleted	delete	VERB
spir-9106	39	38	tweets	tweet	NOUN
spir-9106	39	39	from	from	ADP
spir-9106	39	40	politicians	politician	NOUN
spir-9106	39	41	and	and	CCONJ
spir-9106	39	42	made	make	VERB
spir-9106	39	43	them	they	PRON
spir-9106	39	44	available	available	ADJ
spir-9106	39	45	for	for	SCONJ
spir-9106	39	46	people	people	NOUN
spir-9106	39	47	to	to	PART
spir-9106	39	48	search	search	VERB
spir-9106	39	49	through	through	ADP
spir-9106	39	50	on	on	ADP
spir-9106	39	51	their	their	PRON
spir-9106	39	52	website	website	NOUN
spir-9106	39	53	.	.	PUNCT
spir-9106	40	1	these	these	DET
spir-9106	40	2	deleted	delete	VERB
spir-9106	40	3	tweets	tweet	NOUN
spir-9106	40	4	from	from	ADP
spir-9106	40	5	politicians	politician	NOUN
spir-9106	40	6	and	and	CCONJ
spir-9106	40	7	other	other	ADJ
spir-9106	40	8	government	government	NOUN
spir-9106	40	9	officials	official	NOUN
spir-9106	40	10	visible	visible	ADJ
spir-9106	40	11	allowed	allow	VERB
spir-9106	40	12	us	we	PRON
spir-9106	40	13	to	to	PART
spir-9106	40	14	see	see	VERB
spir-9106	40	15	everything	everything	PRON
spir-9106	40	16	from	from	ADP
spir-9106	40	17	minor	minor	ADJ
spir-9106	40	18	typos	typo	NOUN
spir-9106	40	19	to	to	ADP
spir-9106	40	20	major	major	ADJ
spir-9106	40	21	gaffes	gaffe	NOUN
spir-9106	40	22	,	,	PUNCT
spir-9106	40	23	thus	thus	ADV
spir-9106	40	24	exposing	expose	VERB
spir-9106	40	25	the	the	DET
spir-9106	40	26	inner	inner	ADJ
spir-9106	40	27	workings	working	NOUN
spir-9106	40	28	of	of	ADP
spir-9106	40	29	political	political	ADJ
spir-9106	40	30	social	social	ADJ
spir-9106	40	31	media	medium	NOUN
spir-9106	40	32	.	.	PUNCT
spir-9106	41	1	both	both	DET
spir-9106	41	2	these	these	DET
spir-9106	41	3	services	service	NOUN
spir-9106	41	4	were	be	AUX
spir-9106	41	5	told	tell	VERB
spir-9106	41	6	that	that	SCONJ
spir-9106	41	7	they	they	PRON
spir-9106	41	8	were	be	AUX
spir-9106	41	9	in	in	ADP
spir-9106	41	10	breach	breach	NOUN
spir-9106	41	11	of	of	ADP
spir-9106	41	12	twitter	twitter	NOUN
spir-9106	41	13	’s	’s	PART
spir-9106	41	14	terms	term	NOUN
spir-9106	41	15	of	of	ADP
spir-9106	41	16	service	service	NOUN
spir-9106	41	17	and	and	CCONJ
spir-9106	41	18	were	be	AUX
spir-9106	41	19	shut	shut	VERB
spir-9106	41	20	down	down	ADP
spir-9106	41	21	after	after	SCONJ
spir-9106	41	22	they	they	PRON
spir-9106	41	23	had	have	AUX
spir-9106	41	24	already	already	ADV
spir-9106	41	25	been	be	AUX
spir-9106	41	26	in	in	ADP
spir-9106	41	27	operation	operation	NOUN
spir-9106	41	28	for	for	ADP
spir-9106	41	29	a	a	DET
spir-9106	41	30	while	while	NOUN
spir-9106	41	31	.	.	PUNCT
spir-9106	42	1	it	it	PRON
spir-9106	42	2	’s	’	VERB
spir-9106	42	3	hard	hard	ADJ
spir-9106	42	4	to	to	PART
spir-9106	42	5	say	say	VERB
spir-9106	42	6	what	what	PRON
spir-9106	42	7	harm	harm	NOUN
spir-9106	42	8	was	be	AUX
spir-9106	42	9	done	do	VERB
spir-9106	42	10	to	to	ADP
spir-9106	42	11	individuals	individual	NOUN
spir-9106	42	12	based	base	VERB
spir-9106	42	13	on	on	ADP
spir-9106	42	14	these	these	DET
spir-9106	42	15	services	service	NOUN
spir-9106	42	16	,	,	PUNCT
spir-9106	42	17	but	but	CCONJ
spir-9106	42	18	this	this	DET
spir-9106	42	19	reaction	reaction	NOUN
spir-9106	42	20	is	be	AUX
spir-9106	42	21	indicative	indicative	ADJ
spir-9106	42	22	of	of	ADP
spir-9106	42	23	how	how	SCONJ
spir-9106	42	24	services	service	NOUN
spir-9106	42	25	like	like	ADP
spir-9106	42	26	twitter	twitter	NOUN
spir-9106	42	27	tend	tend	VERB
spir-9106	42	28	to	to	PART
spir-9106	42	29	adopt	adopt	VERB
spir-9106	42	30	a	a	DET
spir-9106	42	31	just	just	ADV
spir-9106	42	32	-	-	PUNCT
spir-9106	42	33	in	in	ADP
spir-9106	42	34	-	-	PUNCT
spir-9106	42	35	time	time	NOUN
spir-9106	42	36	approach	approach	NOUN
spir-9106	42	37	to	to	ADP
spir-9106	42	38	potentially	potentially	ADV
spir-9106	42	39	harmful	harmful	ADJ
spir-9106	42	40	uses	use	NOUN
spir-9106	42	41	of	of	ADP
spir-9106	42	42	their	their	PRON
spir-9106	42	43	services	service	NOUN
spir-9106	42	44	,	,	PUNCT
spir-9106	42	45	rather	rather	ADV
spir-9106	42	46	than	than	ADP
spir-9106	42	47	create	create	VERB
spir-9106	42	48	a	a	DET
spir-9106	42	49	service	service	NOUN
spir-9106	42	50	that	that	PRON
spir-9106	42	51	addresses	address	VERB
spir-9106	42	52	these	these	PRON
spir-9106	42	53	before	before	SCONJ
spir-9106	42	54	they	they	PRON
spir-9106	42	55	can	can	AUX
spir-9106	42	56	be	be	AUX
spir-9106	42	57	the	the	DET
spir-9106	42	58	conduits	conduit	NOUN
spir-9106	42	59	of	of	ADP
spir-9106	42	60	actual	actual	ADJ
spir-9106	42	61	harm	harm	NOUN
spir-9106	42	62	.	.	PUNCT
spir-9106	43	1	twitter	twitter	NOUN
spir-9106	43	2	advertisements	advertisement	NOUN
spir-9106	43	3	and	and	CCONJ
spir-9106	43	4	promoted	promote	VERB
spir-9106	43	5	tweets	tweet	NOUN
spir-9106	43	6	this	this	PRON
spir-9106	43	7	may	may	AUX
spir-9106	43	8	seem	seem	VERB
spir-9106	43	9	out	out	ADP
spir-9106	43	10	of	of	ADP
spir-9106	43	11	place	place	NOUN
spir-9106	43	12	on	on	ADP
spir-9106	43	13	this	this	DET
spir-9106	43	14	list	list	NOUN
spir-9106	43	15	,	,	PUNCT
spir-9106	43	16	but	but	CCONJ
spir-9106	43	17	advertisements	advertisement	NOUN
spir-9106	43	18	and	and	CCONJ
spir-9106	43	19	promoted	promote	VERB
spir-9106	43	20	tweets	tweet	NOUN
spir-9106	43	21	can	can	AUX
spir-9106	43	22	be	be	AUX
spir-9106	43	23	effective	effective	ADJ
spir-9106	43	24	forms	form	NOUN
spir-9106	43	25	of	of	ADP
spir-9106	43	26	aggressions	aggression	NOUN
spir-9106	43	27	and	and	CCONJ
spir-9106	43	28	microaggressions	microaggression	NOUN
spir-9106	43	29	.	.	PUNCT
spir-9106	44	1	they	they	PRON
spir-9106	44	2	are	be	AUX
spir-9106	44	3	unwanted	unwanted	ADJ
spir-9106	44	4	noise	noise	NOUN
spir-9106	44	5	.	.	PUNCT
spir-9106	45	1	at	at	ADP
spir-9106	45	2	their	their	PRON
spir-9106	45	3	most	most	ADV
spir-9106	45	4	benign	benign	ADJ
spir-9106	45	5	,	,	PUNCT
spir-9106	45	6	their	their	PRON
spir-9106	45	7	irrelevance	irrelevance	NOUN
spir-9106	45	8	can	can	AUX
spir-9106	45	9	be	be	AUX
spir-9106	45	10	an	an	DET
spir-9106	45	11	annoyance	annoyance	NOUN
spir-9106	45	12	,	,	PUNCT
spir-9106	45	13	but	but	CCONJ
spir-9106	45	14	at	at	ADP
spir-9106	45	15	worst	bad	ADJ
spir-9106	45	16	their	their	PRON
spir-9106	45	17	tone	tone	NOUN
spir-9106	45	18	-	-	PUNCT
spir-9106	45	19	deaf	deaf	NOUN
spir-9106	45	20	ad	ad	NOUN
spir-9106	45	21	copy	copy	NOUN
spir-9106	45	22	can	can	AUX
spir-9106	45	23	be	be	AUX
spir-9106	45	24	offensive	offensive	ADJ
spir-9106	45	25	,	,	PUNCT
spir-9106	45	26	and	and	CCONJ
spir-9106	45	27	even	even	ADV
spir-9106	45	28	triggering	trigger	VERB
spir-9106	45	29	.	.	PUNCT
spir-9106	46	1	as	as	SCONJ
spir-9106	46	2	expected	expect	VERB
spir-9106	46	3	,	,	PUNCT
spir-9106	46	4	most	most	ADJ
spir-9106	46	5	research	research	NOUN
spir-9106	46	6	and	and	CCONJ
spir-9106	46	7	writing	write	VERB
spir-9106	46	8	on	on	ADP
spir-9106	46	9	twitter	twitter	NOUN
spir-9106	46	10	ads	ad	NOUN
spir-9106	46	11	and	and	CCONJ
spir-9106	46	12	promoted	promote	VERB
spir-9106	46	13	tweets	tweet	NOUN
spir-9106	46	14	are	be	AUX
spir-9106	46	15	in	in	ADP
spir-9106	46	16	the	the	DET
spir-9106	46	17	realm	realm	NOUN
spir-9106	46	18	of	of	ADP
spir-9106	46	19	celebrity	celebrity	NOUN
spir-9106	46	20	,	,	PUNCT
spir-9106	46	21	marketing	marketing	NOUN
spir-9106	46	22	,	,	PUNCT
spir-9106	46	23	and	and	CCONJ
spir-9106	46	24	business	business	NOUN
spir-9106	46	25	(	(	PUNCT
spir-9106	46	26	wood	wood	NOUN
spir-9106	46	27	&	&	CCONJ
spir-9106	46	28	burkhalter	burkhalter	NOUN
spir-9106	46	29	,	,	PUNCT
spir-9106	46	30	2014	2014	NUM
spir-9106	46	31	;	;	PUNCT
spir-9106	46	32	dacres	dacre	NOUN
spir-9106	46	33	,	,	PUNCT
spir-9106	46	34	haddadi	haddadi	NOUN
spir-9106	46	35	,	,	PUNCT
spir-9106	46	36	&	&	CCONJ
spir-9106	46	37	purver	purver	ADV
spir-9106	46	38	,	,	PUNCT
spir-9106	46	39	2014	2014	NUM
spir-9106	46	40	;	;	PUNCT
spir-9106	46	41	and	and	CCONJ
spir-9106	46	42	many	many	ADJ
spir-9106	46	43	more	more	ADJ
spir-9106	46	44	)	)	PUNCT
spir-9106	46	45	,	,	PUNCT
spir-9106	46	46	with	with	ADP
spir-9106	46	47	not	not	PART
spir-9106	46	48	as	as	ADV
spir-9106	46	49	much	much	ADJ
spir-9106	46	50	consideration	consideration	NOUN
spir-9106	46	51	to	to	ADP
spir-9106	46	52	the	the	DET
spir-9106	46	53	effects	effect	NOUN
spir-9106	46	54	of	of	ADP
spir-9106	46	55	the	the	DET
spir-9106	46	56	features	feature	NOUN
spir-9106	46	57	on	on	ADP
spir-9106	46	58	users	user	NOUN
spir-9106	46	59	beyond	beyond	ADP
spir-9106	46	60	getting	get	VERB
spir-9106	46	61	them	they	PRON
spir-9106	46	62	to	to	PART
spir-9106	46	63	click	click	VERB
spir-9106	46	64	on	on	ADP
spir-9106	46	65	something	something	PRON
spir-9106	46	66	and	and	CCONJ
spir-9106	46	67	hopefully	hopefully	ADV
spir-9106	46	68	buy	buy	VERB
spir-9106	46	69	something	something	PRON
spir-9106	46	70	.	.	PUNCT
spir-9106	47	1	promoted	promote	VERB
spir-9106	47	2	tweets	tweet	NOUN
spir-9106	47	3	allow	allow	VERB
spir-9106	47	4	a	a	DET
spir-9106	47	5	user	user	NOUN
spir-9106	47	6	to	to	PART
spir-9106	47	7	create	create	VERB
spir-9106	47	8	content	content	NOUN
spir-9106	47	9	and	and	CCONJ
spir-9106	47	10	push	push	VERB
spir-9106	47	11	this	this	DET
spir-9106	47	12	content	content	NOUN
spir-9106	47	13	to	to	ADP
spir-9106	47	14	specific	specific	ADJ
spir-9106	47	15	demographics	demographic	NOUN
spir-9106	47	16	via	via	ADP
spir-9106	47	17	a	a	DET
spir-9106	47	18	dashboard	dashboard	NOUN
spir-9106	47	19	that	that	PRON
spir-9106	47	20	lets	let	VERB
spir-9106	47	21	you	you	PRON
spir-9106	47	22	target	target	VERB
spir-9106	47	23	particular	particular	ADJ
spir-9106	47	24	audiences	audience	NOUN
spir-9106	47	25	based	base	VERB
spir-9106	47	26	on	on	ADP
spir-9106	47	27	gender	gender	NOUN
spir-9106	47	28	,	,	PUNCT
spir-9106	47	29	location	location	NOUN
spir-9106	47	30	,	,	PUNCT
spir-9106	47	31	interests	interest	NOUN
spir-9106	47	32	,	,	PUNCT
spir-9106	47	33	keywords	keyword	NOUN
spir-9106	47	34	,	,	PUNCT
spir-9106	47	35	and	and	CCONJ
spir-9106	47	36	other	other	ADJ
spir-9106	47	37	factors	factor	NOUN
spir-9106	47	38	(	(	PUNCT
spir-9106	47	39	“	"	PUNCT
spir-9106	47	40	increase	increase	VERB
spir-9106	47	41	twitter	twitter	NOUN
spir-9106	47	42	engagement	engagement	NOUN
spir-9106	47	43	”	"	PUNCT
spir-9106	47	44	,	,	PUNCT
spir-9106	47	45	n.d	n.d	PROPN
spir-9106	47	46	.	.	PROPN
spir-9106	47	47	)	)	PUNCT
spir-9106	47	48	.	.	PUNCT
spir-9106	48	1	promoted	promote	VERB
spir-9106	48	2	tweets	tweet	NOUN
spir-9106	48	3	and	and	CCONJ
spir-9106	48	4	sponsored	sponsor	VERB
spir-9106	48	5	links	link	NOUN
spir-9106	48	6	,	,	PUNCT
spir-9106	48	7	either	either	CCONJ
spir-9106	48	8	by	by	ADP
spir-9106	48	9	individuals	individual	NOUN
spir-9106	48	10	or	or	CCONJ
spir-9106	48	11	companies	company	NOUN
spir-9106	48	12	,	,	PUNCT
spir-9106	48	13	manifest	manifest	VERB
spir-9106	48	14	much	much	ADV
spir-9106	48	15	like	like	ADP
spir-9106	48	16	the	the	DET
spir-9106	48	17	pop	pop	VERB
spir-9106	48	18	-	-	PUNCT
spir-9106	48	19	up	up	ADP
spir-9106	48	20	ads	ad	NOUN
spir-9106	48	21	of	of	ADP
spir-9106	48	22	the	the	DET
spir-9106	48	23	early	early	ADJ
spir-9106	48	24	internet	internet	NOUN
spir-9106	48	25	,	,	PUNCT
spir-9106	48	26	forcing	force	VERB
spir-9106	48	27	users	user	NOUN
spir-9106	48	28	to	to	PART
spir-9106	48	29	expend	expend	VERB
spir-9106	48	30	more	more	ADJ
spir-9106	48	31	emotional	emotional	ADJ
spir-9106	48	32	labor	labor	NOUN
spir-9106	48	33	in	in	ADP
spir-9106	48	34	the	the	DET
spir-9106	48	35	effort	effort	NOUN
spir-9106	48	36	of	of	ADP
spir-9106	48	37	refusing	refuse	VERB
spir-9106	48	38	them	they	PRON
spir-9106	48	39	attention	attention	NOUN
spir-9106	48	40	.	.	PUNCT
spir-9106	49	1	a	a	DET
spir-9106	49	2	disturbing	disturbing	ADJ
spir-9106	49	3	case	case	NOUN
spir-9106	49	4	of	of	ADP
spir-9106	49	5	the	the	DET
spir-9106	49	6	use	use	NOUN
spir-9106	49	7	of	of	ADP
spir-9106	49	8	promoted	promote	VERB
spir-9106	49	9	tweets	tweet	NOUN
spir-9106	49	10	to	to	PART
spir-9106	49	11	spread	spread	VERB
spir-9106	49	12	racist	racist	ADJ
spir-9106	49	13	remarks	remark	NOUN
spir-9106	49	14	gained	gain	VERB
spir-9106	49	15	attention	attention	NOUN
spir-9106	49	16	when	when	SCONJ
spir-9106	49	17	a	a	DET
spir-9106	49	18	troll	troll	NOUN
spir-9106	49	19	used	use	VERB
spir-9106	49	20	the	the	DET
spir-9106	49	21	system	system	NOUN
spir-9106	49	22	to	to	PART
spir-9106	49	23	target	target	VERB
spir-9106	49	24	particular	particular	ADJ
spir-9106	49	25	groups	group	NOUN
spir-9106	49	26	of	of	ADP
spir-9106	49	27	people	people	NOUN
spir-9106	49	28	with	with	ADP
spir-9106	49	29	white	white	ADJ
spir-9106	49	30	supremacist	supremacist	ADJ
spir-9106	49	31	“	"	PUNCT
spir-9106	49	32	ads	ad	NOUN
spir-9106	49	33	”	"	PUNCT
spir-9106	49	34	(	(	PUNCT
spir-9106	49	35	smith	smith	PROPN
spir-9106	49	36	,	,	PUNCT
spir-9106	49	37	2015	2015	NUM
spir-9106	49	38	)	)	PUNCT
spir-9106	49	39	.	.	PUNCT
spir-9106	50	1	as	as	ADP
spir-9106	50	2	4	4	NUM
spir-9106	50	3	disturbing	disturbing	ADJ
spir-9106	50	4	as	as	SCONJ
spir-9106	50	5	this	this	PRON
spir-9106	50	6	was	be	AUX
spir-9106	50	7	,	,	PUNCT
spir-9106	50	8	it	it	PRON
spir-9106	50	9	took	take	VERB
spir-9106	50	10	a	a	DET
spir-9106	50	11	troll	troll	NOUN
spir-9106	50	12	to	to	PART
spir-9106	50	13	subvert	subvert	VERB
spir-9106	50	14	the	the	DET
spir-9106	50	15	system	system	NOUN
spir-9106	50	16	for	for	ADP
spir-9106	50	17	negative	negative	ADJ
spir-9106	50	18	purposes	purpose	NOUN
spir-9106	50	19	in	in	ADP
spir-9106	50	20	order	order	NOUN
spir-9106	50	21	to	to	PART
spir-9106	50	22	reveal	reveal	VERB
spir-9106	50	23	the	the	DET
spir-9106	50	24	flaws	flaw	NOUN
spir-9106	50	25	in	in	ADP
spir-9106	50	26	the	the	DET
spir-9106	50	27	system	system	NOUN
spir-9106	50	28	.	.	PUNCT
spir-9106	51	1	open	open	ADJ
spir-9106	51	2	@-ing	@-e	VERB
spir-9106	51	3	inserting	insert	VERB
spir-9106	51	4	characters	character	NOUN
spir-9106	51	5	in	in	ADP
spir-9106	51	6	front	front	NOUN
spir-9106	51	7	of	of	ADP
spir-9106	51	8	a	a	DET
spir-9106	51	9	user	user	NOUN
spir-9106	51	10	’s	’s	PART
spir-9106	51	11	twitter	twitter	NOUN
spir-9106	51	12	handle	handle	NOUN
spir-9106	51	13	makes	make	VERB
spir-9106	51	14	their	their	PRON
spir-9106	51	15	identity	identity	NOUN
spir-9106	51	16	visible	visible	ADJ
spir-9106	51	17	to	to	ADP
spir-9106	51	18	all	all	PRON
spir-9106	51	19	of	of	ADP
spir-9106	51	20	the	the	DET
spir-9106	51	21	poster	poster	NOUN
spir-9106	51	22	’s	’s	PART
spir-9106	51	23	followers	follower	NOUN
spir-9106	51	24	,	,	PUNCT
spir-9106	51	25	regardless	regardless	ADV
spir-9106	51	26	of	of	ADP
spir-9106	51	27	whether	whether	SCONJ
spir-9106	51	28	they	they	PRON
spir-9106	51	29	follow	follow	VERB
spir-9106	51	30	them	they	PRON
spir-9106	51	31	or	or	CCONJ
spir-9106	51	32	not	not	PART
spir-9106	51	33	.	.	PUNCT
spir-9106	52	1	replying	reply	VERB
spir-9106	52	2	like	like	ADP
spir-9106	52	3	this	this	PRON
spir-9106	52	4	to	to	ADP
spir-9106	52	5	someone	someone	PRON
spir-9106	52	6	can	can	AUX
spir-9106	52	7	have	have	VERB
spir-9106	52	8	multiple	multiple	ADJ
spir-9106	52	9	implications	implication	NOUN
spir-9106	52	10	.	.	PUNCT
spir-9106	53	1	in	in	ADP
spir-9106	53	2	its	its	PRON
spir-9106	53	3	most	most	ADV
spir-9106	53	4	harmless	harmless	ADJ
spir-9106	53	5	manifestation	manifestation	NOUN
spir-9106	53	6	,	,	PUNCT
spir-9106	53	7	this	this	DET
spir-9106	53	8	type	type	NOUN
spir-9106	53	9	of	of	ADP
spir-9106	53	10	tweet	tweet	NOUN
spir-9106	53	11	can	can	AUX
spir-9106	53	12	broadcast	broadcast	VERB
spir-9106	53	13	information	information	NOUN
spir-9106	53	14	that	that	PRON
spir-9106	53	15	a	a	DET
spir-9106	53	16	tweeter	tweeter	NOUN
spir-9106	53	17	might	might	AUX
spir-9106	53	18	think	think	VERB
spir-9106	53	19	the	the	DET
spir-9106	53	20	rest	rest	NOUN
spir-9106	53	21	of	of	ADP
spir-9106	53	22	their	their	PRON
spir-9106	53	23	followers	follower	NOUN
spir-9106	53	24	would	would	AUX
spir-9106	53	25	find	find	VERB
spir-9106	53	26	relevant	relevant	ADJ
spir-9106	53	27	or	or	CCONJ
spir-9106	53	28	interesting	interesting	ADJ
spir-9106	53	29	.	.	PUNCT
spir-9106	54	1	but	but	CCONJ
spir-9106	54	2	as	as	ADP
spir-9106	54	3	a	a	DET
spir-9106	54	4	defense	defense	NOUN
spir-9106	54	5	mechanism	mechanism	NOUN
spir-9106	54	6	and	and	CCONJ
spir-9106	54	7	a	a	DET
spir-9106	54	8	warning	warning	NOUN
spir-9106	54	9	to	to	ADP
spir-9106	54	10	the	the	DET
spir-9106	54	11	rest	rest	NOUN
spir-9106	54	12	of	of	ADP
spir-9106	54	13	the	the	DET
spir-9106	54	14	community	community	NOUN
spir-9106	54	15	,	,	PUNCT
spir-9106	54	16	it	it	PRON
spir-9106	54	17	can	can	AUX
spir-9106	54	18	draw	draw	VERB
spir-9106	54	19	attention	attention	NOUN
spir-9106	54	20	to	to	ADP
spir-9106	54	21	a	a	DET
spir-9106	54	22	harasser	harasser	NOUN
spir-9106	54	23	,	,	PUNCT
spir-9106	54	24	making	make	VERB
spir-9106	54	25	public	public	ADJ
spir-9106	54	26	the	the	DET
spir-9106	54	27	harassment	harassment	NOUN
spir-9106	54	28	being	be	AUX
spir-9106	54	29	enacted	enact	VERB
spir-9106	54	30	with	with	ADP
spir-9106	54	31	the	the	DET
spir-9106	54	32	intention	intention	NOUN
spir-9106	54	33	of	of	ADP
spir-9106	54	34	eliciting	elicit	VERB
spir-9106	54	35	support	support	NOUN
spir-9106	54	36	from	from	ADP
spir-9106	54	37	one	one	NUM
spir-9106	54	38	’s	’s	PART
spir-9106	54	39	community	community	NOUN
spir-9106	54	40	and	and	CCONJ
spir-9106	54	41	also	also	ADV
spir-9106	54	42	publicizing	publicize	VERB
spir-9106	54	43	the	the	DET
spir-9106	54	44	harassment	harassment	NOUN
spir-9106	54	45	.	.	PUNCT
spir-9106	55	1	as	as	ADP
spir-9106	55	2	an	an	DET
spir-9106	55	3	offensive	offensive	ADJ
spir-9106	55	4	or	or	CCONJ
spir-9106	55	5	bullying	bullying	NOUN
spir-9106	55	6	mechanism	mechanism	NOUN
spir-9106	55	7	,	,	PUNCT
spir-9106	55	8	it	it	PRON
spir-9106	55	9	can	can	AUX
spir-9106	55	10	draw	draw	VERB
spir-9106	55	11	harassment	harassment	NOUN
spir-9106	55	12	to	to	ADP
spir-9106	55	13	the	the	DET
spir-9106	55	14	recipient	recipient	NOUN
spir-9106	55	15	,	,	PUNCT
spir-9106	55	16	including	include	VERB
spir-9106	55	17	unwanted	unwanted	ADJ
spir-9106	55	18	comments	comment	NOUN
spir-9106	55	19	,	,	PUNCT
spir-9106	55	20	abuse	abuse	NOUN
spir-9106	55	21	,	,	PUNCT
spir-9106	55	22	and	and	CCONJ
spir-9106	55	23	even	even	ADV
spir-9106	55	24	shame	shame	NOUN
spir-9106	55	25	.	.	PUNCT
spir-9106	56	1	storifies	storifie	NOUN
spir-9106	56	2	storify	storify	VERB
spir-9106	56	3	is	be	AUX
spir-9106	56	4	a	a	DET
spir-9106	56	5	third	third	ADJ
spir-9106	56	6	party	party	NOUN
spir-9106	56	7	web	web	NOUN
spir-9106	56	8	-	-	PUNCT
spir-9106	56	9	based	base	VERB
spir-9106	56	10	application	application	NOUN
spir-9106	56	11	that	that	PRON
spir-9106	56	12	allows	allow	VERB
spir-9106	56	13	users	user	NOUN
spir-9106	56	14	to	to	ADP
spir-9106	56	15	archive	archive	NOUN
spir-9106	56	16	conversations	conversation	NOUN
spir-9106	56	17	and	and	CCONJ
spir-9106	56	18	posts	post	NOUN
spir-9106	56	19	from	from	ADP
spir-9106	56	20	multiple	multiple	ADJ
spir-9106	56	21	social	social	ADJ
spir-9106	56	22	media	medium	NOUN
spir-9106	56	23	applications	application	NOUN
spir-9106	56	24	,	,	PUNCT
spir-9106	56	25	often	often	ADV
spir-9106	56	26	to	to	PART
spir-9106	56	27	create	create	VERB
spir-9106	56	28	a	a	DET
spir-9106	56	29	larger	large	ADJ
spir-9106	56	30	narrative	narrative	NOUN
spir-9106	56	31	outside	outside	ADP
spir-9106	56	32	of	of	ADP
spir-9106	56	33	the	the	DET
spir-9106	56	34	context	context	NOUN
spir-9106	56	35	of	of	ADP
spir-9106	56	36	the	the	DET
spir-9106	56	37	original	original	ADJ
spir-9106	56	38	social	social	ADJ
spir-9106	56	39	media	medium	NOUN
spir-9106	56	40	platform	platform	NOUN
spir-9106	56	41	.	.	PUNCT
spir-9106	57	1	users	user	NOUN
spir-9106	57	2	can	can	AUX
spir-9106	57	3	create	create	VERB
spir-9106	57	4	a	a	DET
spir-9106	57	5	record	record	NOUN
spir-9106	57	6	of	of	ADP
spir-9106	57	7	a	a	DET
spir-9106	57	8	series	series	NOUN
spir-9106	57	9	of	of	ADP
spir-9106	57	10	tweets	tweet	NOUN
spir-9106	57	11	(	(	PUNCT
spir-9106	57	12	or	or	CCONJ
spir-9106	57	13	other	other	ADJ
spir-9106	57	14	social	social	ADJ
spir-9106	57	15	media	medium	NOUN
spir-9106	57	16	posts	post	NOUN
spir-9106	57	17	)	)	PUNCT
spir-9106	57	18	–	–	PUNCT
spir-9106	57	19	either	either	CCONJ
spir-9106	57	20	from	from	ADP
spir-9106	57	21	one	one	NUM
spir-9106	57	22	user	user	NOUN
spir-9106	57	23	or	or	CCONJ
spir-9106	57	24	from	from	ADP
spir-9106	57	25	a	a	DET
spir-9106	57	26	conversation	conversation	NOUN
spir-9106	57	27	.	.	PUNCT
spir-9106	58	1	on	on	ADP
spir-9106	58	2	the	the	DET
spir-9106	58	3	surface	surface	NOUN
spir-9106	58	4	,	,	PUNCT
spir-9106	58	5	this	this	PRON
spir-9106	58	6	is	be	AUX
spir-9106	58	7	a	a	DET
spir-9106	58	8	useful	useful	ADJ
spir-9106	58	9	way	way	NOUN
spir-9106	58	10	to	to	PART
spir-9106	58	11	preserve	preserve	VERB
spir-9106	58	12	and	and	CCONJ
spir-9106	58	13	present	present	VERB
spir-9106	58	14	particular	particular	ADJ
spir-9106	58	15	events	event	NOUN
spir-9106	58	16	or	or	CCONJ
spir-9106	58	17	conversations	conversation	NOUN
spir-9106	58	18	,	,	PUNCT
spir-9106	58	19	but	but	CCONJ
spir-9106	58	20	these	these	PRON
spir-9106	58	21	can	can	AUX
spir-9106	58	22	also	also	ADV
spir-9106	58	23	be	be	AUX
spir-9106	58	24	constructed	construct	VERB
spir-9106	58	25	out	out	ADP
spir-9106	58	26	of	of	ADP
spir-9106	58	27	context	context	NOUN
spir-9106	58	28	and	and	CCONJ
spir-9106	58	29	at	at	ADP
spir-9106	58	30	the	the	DET
spir-9106	58	31	discretion	discretion	NOUN
spir-9106	58	32	of	of	ADP
spir-9106	58	33	the	the	DET
spir-9106	58	34	creator	creator	NOUN
spir-9106	58	35	,	,	PUNCT
spir-9106	58	36	injecting	inject	VERB
spir-9106	58	37	that	that	DET
spir-9106	58	38	creator	creator	NOUN
spir-9106	58	39	’s	’s	PART
spir-9106	58	40	bias	bias	NOUN
spir-9106	58	41	into	into	ADP
spir-9106	58	42	the	the	DET
spir-9106	58	43	curation	curation	NOUN
spir-9106	58	44	of	of	ADP
spir-9106	58	45	those	those	DET
spir-9106	58	46	tweets	tweet	NOUN
spir-9106	58	47	.	.	PUNCT
spir-9106	59	1	people	people	NOUN
spir-9106	59	2	might	might	AUX
spir-9106	59	3	ostensibly	ostensibly	ADV
spir-9106	59	4	want	want	VERB
spir-9106	59	5	to	to	PART
spir-9106	59	6	preserve	preserve	VERB
spir-9106	59	7	a	a	DET
spir-9106	59	8	series	series	NOUN
spir-9106	59	9	of	of	ADP
spir-9106	59	10	tweets	tweet	NOUN
spir-9106	59	11	,	,	PUNCT
spir-9106	59	12	an	an	DET
spir-9106	59	13	argument	argument	NOUN
spir-9106	59	14	,	,	PUNCT
spir-9106	59	15	or	or	CCONJ
spir-9106	59	16	a	a	DET
spir-9106	59	17	conversation	conversation	NOUN
spir-9106	59	18	,	,	PUNCT
spir-9106	59	19	but	but	CCONJ
spir-9106	59	20	it	it	PRON
spir-9106	59	21	can	can	AUX
spir-9106	59	22	also	also	ADV
spir-9106	59	23	be	be	AUX
spir-9106	59	24	used	use	VERB
spir-9106	59	25	as	as	ADP
spir-9106	59	26	a	a	DET
spir-9106	59	27	form	form	NOUN
spir-9106	59	28	of	of	ADP
spir-9106	59	29	abuse	abuse	NOUN
spir-9106	59	30	,	,	PUNCT
spir-9106	59	31	and	and	CCONJ
spir-9106	59	32	longer	long	ADJ
spir-9106	59	33	conversations	conversation	NOUN
spir-9106	59	34	are	be	AUX
spir-9106	59	35	rarely	rarely	ADV
spir-9106	59	36	completely	completely	ADV
spir-9106	59	37	recorded	record	VERB
spir-9106	59	38	.	.	PUNCT
spir-9106	60	1	storifies	storifie	NOUN
spir-9106	60	2	and	and	CCONJ
spir-9106	60	3	tweets	tweet	NOUN
spir-9106	60	4	are	be	AUX
spir-9106	60	5	also	also	ADV
spir-9106	60	6	used	use	VERB
spir-9106	60	7	/	/	PUNCT
spir-9106	60	8	embedded	embed	VERB
spir-9106	60	9	in	in	ADP
spir-9106	60	10	news	news	NOUN
spir-9106	60	11	stories	story	NOUN
spir-9106	60	12	or	or	CCONJ
spir-9106	60	13	articles	article	NOUN
spir-9106	60	14	or	or	CCONJ
spir-9106	60	15	blog	blog	NOUN
spir-9106	60	16	posts	post	NOUN
spir-9106	60	17	and	and	CCONJ
spir-9106	60	18	serve	serve	VERB
spir-9106	60	19	as	as	ADP
spir-9106	60	20	a	a	DET
spir-9106	60	21	further	further	ADJ
spir-9106	60	22	magnifier	magnifier	NOUN
spir-9106	60	23	to	to	ADP
spir-9106	60	24	the	the	DET
spir-9106	60	25	tweet	tweet	NOUN
spir-9106	60	26	or	or	CCONJ
spir-9106	60	27	person	person	NOUN
spir-9106	60	28	being	be	AUX
spir-9106	60	29	reported	report	VERB
spir-9106	60	30	on	on	ADP
spir-9106	60	31	.	.	PUNCT
spir-9106	61	1	again	again	ADV
spir-9106	61	2	,	,	PUNCT
spir-9106	61	3	this	this	PRON
spir-9106	61	4	could	could	AUX
spir-9106	61	5	work	work	VERB
spir-9106	61	6	a	a	DET
spir-9106	61	7	couple	couple	NOUN
spir-9106	61	8	of	of	ADP
spir-9106	61	9	ways	way	NOUN
spir-9106	61	10	:	:	PUNCT
spir-9106	61	11	purely	purely	ADV
spir-9106	61	12	as	as	ADP
spir-9106	61	13	a	a	DET
spir-9106	61	14	record	record	NOUN
spir-9106	61	15	of	of	ADP
spir-9106	61	16	something	something	PRON
spir-9106	61	17	,	,	PUNCT
spir-9106	61	18	as	as	ADP
spir-9106	61	19	a	a	DET
spir-9106	61	20	way	way	NOUN
spir-9106	61	21	to	to	PART
spir-9106	61	22	point	point	VERB
spir-9106	61	23	would	would	AUX
spir-9106	61	24	-	-	PUNCT
spir-9106	61	25	be	be	AUX
spir-9106	61	26	harassers	harasser	NOUN
spir-9106	61	27	at	at	ADP
spir-9106	61	28	someone	someone	PRON
spir-9106	61	29	,	,	PUNCT
spir-9106	61	30	or	or	CCONJ
spir-9106	61	31	as	as	ADP
spir-9106	61	32	a	a	DET
spir-9106	61	33	way	way	NOUN
spir-9106	61	34	to	to	PART
spir-9106	61	35	point	point	VERB
spir-9106	61	36	out	out	ADP
spir-9106	61	37	inequities	inequity	NOUN
spir-9106	61	38	or	or	CCONJ
spir-9106	61	39	harassment	harassment	NOUN
spir-9106	61	40	.	.	PUNCT
spir-9106	62	1	retweeting	retweete	VERB
spir-9106	62	2	and	and	CCONJ
spir-9106	62	3	links	link	NOUN
spir-9106	62	4	to	to	ADP
spir-9106	62	5	tweets	tweet	NOUN
spir-9106	62	6	retweeting	retweete	VERB
spir-9106	62	7	is	be	AUX
spir-9106	62	8	a	a	DET
spir-9106	62	9	common	common	ADJ
spir-9106	62	10	activity	activity	NOUN
spir-9106	62	11	on	on	ADP
spir-9106	62	12	twitter	twitter	NOUN
spir-9106	62	13	and	and	CCONJ
spir-9106	62	14	has	have	AUX
spir-9106	62	15	gone	go	VERB
spir-9106	62	16	through	through	ADP
spir-9106	62	17	several	several	ADJ
spir-9106	62	18	changes	change	NOUN
spir-9106	62	19	over	over	ADP
spir-9106	62	20	time	time	NOUN
spir-9106	62	21	.	.	PUNCT
spir-9106	63	1	in	in	ADP
spir-9106	63	2	its	its	PRON
spir-9106	63	3	basic	basic	ADJ
spir-9106	63	4	form	form	NOUN
spir-9106	63	5	,	,	PUNCT
spir-9106	63	6	it	it	PRON
spir-9106	63	7	is	be	AUX
spir-9106	63	8	a	a	DET
spir-9106	63	9	way	way	NOUN
spir-9106	63	10	to	to	PART
spir-9106	63	11	re	re	VERB
spir-9106	63	12	-	-	VERB
spir-9106	63	13	broadcast	broadcast	VERB
spir-9106	63	14	a	a	DET
spir-9106	63	15	tweet	tweet	NOUN
spir-9106	63	16	by	by	ADP
spir-9106	63	17	someone	someone	PRON
spir-9106	63	18	else	else	ADV
spir-9106	63	19	to	to	ADP
spir-9106	63	20	your	your	PRON
spir-9106	63	21	followers	follower	NOUN
spir-9106	63	22	.	.	PUNCT
spir-9106	64	1	people	people	NOUN
spir-9106	64	2	retweet	retweet	VERB
spir-9106	64	3	for	for	ADP
spir-9106	64	4	a	a	DET
spir-9106	64	5	variety	variety	NOUN
spir-9106	64	6	of	of	ADP
spir-9106	64	7	reason	reason	NOUN
spir-9106	64	8	ranging	range	VERB
spir-9106	64	9	from	from	ADP
spir-9106	64	10	amplification	amplification	NOUN
spir-9106	64	11	to	to	ADP
spir-9106	64	12	sharing	share	VERB
spir-9106	64	13	information	information	NOUN
spir-9106	64	14	(	(	PUNCT
spir-9106	64	15	boyd	boyd	PROPN
spir-9106	64	16	,	,	PUNCT
spir-9106	64	17	golder	golder	NOUN
spir-9106	64	18	,	,	PUNCT
spir-9106	64	19	&	&	CCONJ
spir-9106	64	20	lotan	lotan	PROPN
spir-9106	64	21	,	,	PUNCT
spir-9106	64	22	2010	2010	NUM
spir-9106	64	23	)	)	PUNCT
spir-9106	64	24	.	.	PUNCT
spir-9106	65	1	one	one	NUM
spir-9106	65	2	of	of	ADP
spir-9106	65	3	the	the	DET
spir-9106	65	4	earliest	early	ADJ
spir-9106	65	5	forms	form	NOUN
spir-9106	65	6	of	of	ADP
spir-9106	65	7	retweeting	retweete	VERB
spir-9106	65	8	required	require	VERB
spir-9106	65	9	users	user	NOUN
spir-9106	65	10	to	to	PART
spir-9106	65	11	insert	insert	VERB
spir-9106	65	12	‘	'	PUNCT
spir-9106	65	13	rt	rt	NOUN
spir-9106	65	14	’	'	PUNCT
spir-9106	65	15	in	in	ADP
spir-9106	65	16	front	front	NOUN
spir-9106	65	17	of	of	ADP
spir-9106	65	18	the	the	DET
spir-9106	65	19	text	text	NOUN
spir-9106	65	20	copied	copy	VERB
spir-9106	65	21	from	from	ADP
spir-9106	65	22	a	a	DET
spir-9106	65	23	tweet	tweet	NOUN
spir-9106	65	24	.	.	PUNCT
spir-9106	66	1	sometimes	sometimes	ADV
spir-9106	66	2	,	,	PUNCT
spir-9106	66	3	users	user	NOUN
spir-9106	66	4	could	could	AUX
spir-9106	66	5	include	include	VERB
spir-9106	66	6	a	a	DET
spir-9106	66	7	comment	comment	NOUN
spir-9106	66	8	before	before	ADP
spir-9106	66	9	the	the	DET
spir-9106	66	10	‘	'	PUNCT
spir-9106	66	11	rt	rt	NOUN
spir-9106	66	12	’	'	PUNCT
spir-9106	66	13	or	or	CCONJ
spir-9106	66	14	even	even	ADV
spir-9106	66	15	change	change	VERB
spir-9106	66	16	it	it	PRON
spir-9106	66	17	to	to	ADP
spir-9106	66	18	‘	'	PUNCT
spir-9106	66	19	mt	mt	PROPN
spir-9106	66	20	’	'	PUNCT
spir-9106	66	21	to	to	PART
spir-9106	66	22	indicate	indicate	VERB
spir-9106	66	23	that	that	SCONJ
spir-9106	66	24	the	the	DET
spir-9106	66	25	tweet	tweet	NOUN
spir-9106	66	26	had	have	AUX
spir-9106	66	27	been	be	AUX
spir-9106	66	28	modified	modify	VERB
spir-9106	66	29	,	,	PUNCT
spir-9106	66	30	but	but	CCONJ
spir-9106	66	31	this	this	PRON
spir-9106	66	32	meant	mean	VERB
spir-9106	66	33	that	that	SCONJ
spir-9106	66	34	both	both	CCONJ
spir-9106	66	35	the	the	DET
spir-9106	66	36	comment	comment	NOUN
spir-9106	66	37	and	and	CCONJ
spir-9106	66	38	the	the	DET
spir-9106	66	39	text	text	NOUN
spir-9106	66	40	of	of	ADP
spir-9106	66	41	the	the	DET
spir-9106	66	42	retweet	retweet	NOUN
spir-9106	66	43	had	have	VERB
spir-9106	66	44	to	to	PART
spir-9106	66	45	fit	fit	VERB
spir-9106	66	46	twitter	twitter	NOUN
spir-9106	66	47	’s	’s	PART
spir-9106	66	48	140	140	NUM
spir-9106	66	49	-	-	PUNCT
spir-9106	66	50	character	character	NOUN
spir-9106	66	51	constraint	constraint	NOUN
spir-9106	66	52	.	.	PUNCT
spir-9106	67	1	now	now	ADV
spir-9106	67	2	,	,	PUNCT
spir-9106	67	3	you	you	PRON
spir-9106	67	4	can	can	AUX
spir-9106	67	5	retweet	retweet	VERB
spir-9106	67	6	in	in	ADP
spir-9106	67	7	a	a	DET
spir-9106	67	8	couple	couple	NOUN
spir-9106	67	9	of	of	ADP
spir-9106	67	10	ways	way	NOUN
spir-9106	67	11	:	:	PUNCT
spir-9106	67	12	hitting	hit	VERB
spir-9106	67	13	the	the	DET
spir-9106	67	14	retweet	retweet	NOUN
spir-9106	67	15	button	button	NOUN
spir-9106	67	16	transmits	transmit	VERB
spir-9106	67	17	the	the	DET
spir-9106	67	18	original	original	ADJ
spir-9106	67	19	tweet	tweet	NOUN
spir-9106	67	20	as	as	ADP
spir-9106	67	21	a	a	DET
spir-9106	67	22	whole	whole	NOUN
spir-9106	67	23	and	and	CCONJ
spir-9106	67	24	adds	add	VERB
spir-9106	67	25	a	a	DET
spir-9106	67	26	notation	notation	NOUN
spir-9106	67	27	that	that	PRON
spir-9106	67	28	shows	show	VERB
spir-9106	67	29	it	it	PRON
spir-9106	67	30	has	have	AUX
spir-9106	67	31	been	be	AUX
spir-9106	67	32	retweeted	retweete	VERB
spir-9106	67	33	by	by	ADP
spir-9106	67	34	you	you	PRON
spir-9106	67	35	,	,	PUNCT
spir-9106	67	36	or	or	CCONJ
spir-9106	67	37	it	it	PRON
spir-9106	67	38	gives	give	VERB
spir-9106	67	39	you	you	PRON
spir-9106	67	40	the	the	DET
spir-9106	67	41	option	option	NOUN
spir-9106	67	42	of	of	ADP
spir-9106	67	43	adding	add	VERB
spir-9106	67	44	a	a	DET
spir-9106	67	45	comment	comment	NOUN
spir-9106	67	46	to	to	ADP
spir-9106	67	47	an	an	DET
spir-9106	67	48	embedded	embed	VERB
spir-9106	67	49	version	version	NOUN
spir-9106	67	50	of	of	ADP
spir-9106	67	51	the	the	DET
spir-9106	67	52	original	original	ADJ
spir-9106	67	53	5	5	NUM
spir-9106	67	54	tweet	tweet	NOUN
spir-9106	67	55	.	.	PUNCT
spir-9106	68	1	the	the	DET
spir-9106	68	2	difference	difference	NOUN
spir-9106	68	3	in	in	ADP
spir-9106	68	4	this	this	DET
spir-9106	68	5	type	type	NOUN
spir-9106	68	6	of	of	ADP
spir-9106	68	7	commenting	commenting	NOUN
spir-9106	68	8	is	be	AUX
spir-9106	68	9	that	that	SCONJ
spir-9106	68	10	you	you	PRON
spir-9106	68	11	get	get	VERB
spir-9106	68	12	the	the	DET
spir-9106	68	13	full	full	ADJ
spir-9106	68	14	140	140	NUM
spir-9106	68	15	characters	character	NOUN
spir-9106	68	16	to	to	PART
spir-9106	68	17	comment	comment	VERB
spir-9106	68	18	rather	rather	ADV
spir-9106	68	19	than	than	ADP
spir-9106	68	20	having	have	VERB
spir-9106	68	21	to	to	PART
spir-9106	68	22	share	share	VERB
spir-9106	68	23	characters	character	NOUN
spir-9106	68	24	with	with	ADP
spir-9106	68	25	the	the	DET
spir-9106	68	26	content	content	NOUN
spir-9106	68	27	of	of	ADP
spir-9106	68	28	the	the	DET
spir-9106	68	29	retweeted	retweeted	ADJ
spir-9106	68	30	tweet	tweet	NOUN
spir-9106	68	31	.	.	PUNCT
spir-9106	69	1	i	i	PRON
spir-9106	69	2	describe	describe	VERB
spir-9106	69	3	the	the	DET
spir-9106	69	4	historical	historical	ADJ
spir-9106	69	5	difference	difference	NOUN
spir-9106	69	6	in	in	ADP
spir-9106	69	7	retweeting	retweete	VERB
spir-9106	69	8	format	format	NOUN
spir-9106	69	9	because	because	SCONJ
spir-9106	69	10	it	it	PRON
spir-9106	69	11	is	be	AUX
spir-9106	69	12	interesting	interesting	ADJ
spir-9106	69	13	and	and	CCONJ
spir-9106	69	14	important	important	ADJ
spir-9106	69	15	to	to	PART
spir-9106	69	16	note	note	VERB
spir-9106	69	17	the	the	DET
spir-9106	69	18	implications	implication	NOUN
spir-9106	69	19	of	of	ADP
spir-9106	69	20	this	this	DET
spir-9106	69	21	change	change	NOUN
spir-9106	69	22	on	on	ADP
spir-9106	69	23	user	user	NOUN
spir-9106	69	24	behavior	behavior	NOUN
spir-9106	69	25	.	.	PUNCT
spir-9106	70	1	the	the	DET
spir-9106	70	2	first	first	ADJ
spir-9106	70	3	iteration	iteration	NOUN
spir-9106	70	4	meant	mean	VERB
spir-9106	70	5	you	you	PRON
spir-9106	70	6	retweeted	retweete	VERB
spir-9106	70	7	someone	someone	PRON
spir-9106	70	8	and	and	CCONJ
spir-9106	70	9	they	they	PRON
spir-9106	70	10	’d	’d	ADV
spir-9106	70	11	know	know	VERB
spir-9106	70	12	you	you	PRON
spir-9106	70	13	did	do	VERB
spir-9106	70	14	,	,	PUNCT
spir-9106	70	15	but	but	CCONJ
spir-9106	70	16	you	you	PRON
spir-9106	70	17	could	could	AUX
spir-9106	70	18	tweet	tweet	VERB
spir-9106	70	19	a	a	DET
spir-9106	70	20	link	link	NOUN
spir-9106	70	21	to	to	ADP
spir-9106	70	22	their	their	PRON
spir-9106	70	23	tweet	tweet	NOUN
spir-9106	70	24	and	and	CCONJ
spir-9106	70	25	they	they	PRON
spir-9106	70	26	would	would	AUX
spir-9106	70	27	n’t	not	PART
spir-9106	70	28	know	know	VERB
spir-9106	70	29	–	–	PUNCT
spir-9106	70	30	this	this	PRON
spir-9106	70	31	allowed	allow	VERB
spir-9106	70	32	for	for	ADP
spir-9106	70	33	more	more	ADJ
spir-9106	70	34	flexibility	flexibility	NOUN
spir-9106	70	35	in	in	ADP
spir-9106	70	36	how	how	SCONJ
spir-9106	70	37	users	user	NOUN
spir-9106	70	38	retweeting	retweete	VERB
spir-9106	70	39	.	.	PUNCT
spir-9106	71	1	the	the	DET
spir-9106	71	2	former	former	ADJ
spir-9106	71	3	approach	approach	NOUN
spir-9106	71	4	credited	credit	VERB
spir-9106	71	5	the	the	DET
spir-9106	71	6	author	author	NOUN
spir-9106	71	7	with	with	ADP
spir-9106	71	8	tweeting	tweet	VERB
spir-9106	71	9	content	content	NOUN
spir-9106	71	10	,	,	PUNCT
spir-9106	71	11	but	but	CCONJ
spir-9106	71	12	the	the	DET
spir-9106	71	13	latter	latter	ADJ
spir-9106	71	14	approach	approach	NOUN
spir-9106	71	15	allowed	allow	VERB
spir-9106	71	16	for	for	ADP
spir-9106	71	17	shaming	shame	VERB
spir-9106	71	18	,	,	PUNCT
spir-9106	71	19	drawing	draw	VERB
spir-9106	71	20	attention	attention	NOUN
spir-9106	71	21	to	to	ADP
spir-9106	71	22	a	a	DET
spir-9106	71	23	harasser	harasser	NOUN
spir-9106	71	24	,	,	PUNCT
spir-9106	71	25	or	or	CCONJ
spir-9106	71	26	making	make	VERB
spir-9106	71	27	a	a	DET
spir-9106	71	28	snarky	snarky	ADJ
spir-9106	71	29	comment	comment	NOUN
spir-9106	71	30	without	without	ADP
spir-9106	71	31	the	the	DET
spir-9106	71	32	author	author	NOUN
spir-9106	71	33	’s	’s	PART
spir-9106	71	34	knowledge	knowledge	NOUN
spir-9106	71	35	.	.	PUNCT
spir-9106	72	1	the	the	DET
spir-9106	72	2	new	new	ADJ
spir-9106	72	3	format	format	NOUN
spir-9106	72	4	changes	change	VERB
spir-9106	72	5	how	how	SCONJ
spir-9106	72	6	users	user	NOUN
spir-9106	72	7	interact	interact	VERB
spir-9106	72	8	with	with	ADP
spir-9106	72	9	a	a	DET
spir-9106	72	10	retweet	retweet	NOUN
spir-9106	72	11	and	and	CCONJ
spir-9106	72	12	how	how	SCONJ
spir-9106	72	13	a	a	DET
spir-9106	72	14	retweet	retweet	NOUN
spir-9106	72	15	can	can	AUX
spir-9106	72	16	be	be	AUX
spir-9106	72	17	used	use	VERB
spir-9106	72	18	to	to	PART
spir-9106	72	19	signal	signal	VERB
spir-9106	72	20	different	different	ADJ
spir-9106	72	21	things	thing	NOUN
spir-9106	72	22	,	,	PUNCT
spir-9106	72	23	and	and	CCONJ
spir-9106	72	24	makes	make	VERB
spir-9106	72	25	it	it	PRON
spir-9106	72	26	harder	hard	ADJ
spir-9106	72	27	to	to	PART
spir-9106	72	28	draw	draw	VERB
spir-9106	72	29	negative	negative	ADJ
spir-9106	72	30	attention	attention	NOUN
spir-9106	72	31	to	to	ADP
spir-9106	72	32	a	a	DET
spir-9106	72	33	tweet	tweet	NOUN
spir-9106	72	34	/	/	SYM
spir-9106	72	35	tweeter	tweeter	PROPN
spir-9106	72	36	.	.	PUNCT
spir-9106	73	1	you	you	PRON
spir-9106	73	2	can	can	AUX
spir-9106	73	3	still	still	ADV
spir-9106	73	4	copy	copy	VERB
spir-9106	73	5	a	a	DET
spir-9106	73	6	tweet	tweet	NOUN
spir-9106	73	7	and	and	CCONJ
spir-9106	73	8	put	put	VERB
spir-9106	73	9	‘	'	PUNCT
spir-9106	73	10	rt	rt	NOUN
spir-9106	73	11	’	'	PUNCT
spir-9106	73	12	in	in	ADP
spir-9106	73	13	front	front	NOUN
spir-9106	73	14	of	of	ADP
spir-9106	73	15	it	it	PRON
spir-9106	73	16	,	,	PUNCT
spir-9106	73	17	but	but	CCONJ
spir-9106	73	18	compared	compare	VERB
spir-9106	73	19	to	to	ADP
spir-9106	73	20	the	the	DET
spir-9106	73	21	new	new	ADJ
spir-9106	73	22	retweet	retweet	NOUN
spir-9106	73	23	,	,	PUNCT
spir-9106	73	24	that	that	PRON
spir-9106	73	25	is	be	AUX
spir-9106	73	26	time	time	NOUN
spir-9106	73	27	-	-	PUNCT
spir-9106	73	28	consuming	consume	VERB
spir-9106	73	29	and	and	CCONJ
spir-9106	73	30	would	would	AUX
spir-9106	73	31	use	use	VERB
spir-9106	73	32	up	up	ADP
spir-9106	73	33	the	the	DET
spir-9106	73	34	140	140	NUM
spir-9106	73	35	characters	character	NOUN
spir-9106	73	36	limit	limit	VERB
spir-9106	73	37	.	.	PUNCT
spir-9106	74	1	users	user	NOUN
spir-9106	74	2	sometimes	sometimes	ADV
spir-9106	74	3	tweet	tweet	NOUN
spir-9106	74	4	screenshots	screenshot	NOUN
spir-9106	74	5	of	of	ADP
spir-9106	74	6	a	a	DET
spir-9106	74	7	tweet	tweet	NOUN
spir-9106	74	8	or	or	CCONJ
spir-9106	74	9	text	text	NOUN
spir-9106	74	10	–	–	PUNCT
spir-9106	74	11	this	this	PRON
spir-9106	74	12	was	be	AUX
spir-9106	74	13	not	not	PART
spir-9106	74	14	uncommon	uncommon	ADJ
spir-9106	74	15	before	before	ADP
spir-9106	74	16	the	the	DET
spir-9106	74	17	changes	change	NOUN
spir-9106	74	18	to	to	ADP
spir-9106	74	19	how	how	SCONJ
spir-9106	74	20	retweeting	retweete	VERB
spir-9106	74	21	works	work	VERB
spir-9106	74	22	now	now	ADV
spir-9106	74	23	,	,	PUNCT
spir-9106	74	24	but	but	CCONJ
spir-9106	74	25	it	it	PRON
spir-9106	74	26	has	have	AUX
spir-9106	74	27	gained	gain	VERB
spir-9106	74	28	further	further	ADJ
spir-9106	74	29	traction	traction	NOUN
spir-9106	74	30	as	as	ADP
spir-9106	74	31	a	a	DET
spir-9106	74	32	way	way	NOUN
spir-9106	74	33	to	to	PART
spir-9106	74	34	subvert	subvert	VERB
spir-9106	74	35	the	the	DET
spir-9106	74	36	new	new	ADJ
spir-9106	74	37	changes	change	NOUN
spir-9106	74	38	–	–	PUNCT
spir-9106	74	39	both	both	PRON
spir-9106	74	40	to	to	PART
spir-9106	74	41	publicly	publicly	ADV
spir-9106	74	42	shame	shame	NOUN
spir-9106	74	43	and	and	CCONJ
spir-9106	74	44	to	to	PART
spir-9106	74	45	potentially	potentially	ADV
spir-9106	74	46	call	call	VERB
spir-9106	74	47	out	out	ADP
spir-9106	74	48	negative	negative	ADJ
spir-9106	74	49	twitter	twitter	NOUN
spir-9106	74	50	behavior	behavior	NOUN
spir-9106	74	51	without	without	ADP
spir-9106	74	52	drawing	draw	VERB
spir-9106	74	53	attention	attention	NOUN
spir-9106	74	54	to	to	ADP
spir-9106	74	55	the	the	DET
spir-9106	74	56	tweeter	tweeter	NOUN
spir-9106	74	57	.	.	PUNCT
spir-9106	75	1	faving	fave	VERB
spir-9106	75	2	favoriting	favorite	VERB
spir-9106	75	3	or	or	CCONJ
spir-9106	75	4	faving	fave	VERB
spir-9106	75	5	as	as	ADP
spir-9106	75	6	a	a	DET
spir-9106	75	7	feature	feature	NOUN
spir-9106	75	8	was	be	AUX
spir-9106	75	9	ostensibly	ostensibly	ADV
spir-9106	75	10	meant	mean	VERB
spir-9106	75	11	to	to	PART
spir-9106	75	12	be	be	AUX
spir-9106	75	13	used	use	VERB
spir-9106	75	14	as	as	ADP
spir-9106	75	15	a	a	DET
spir-9106	75	16	way	way	NOUN
spir-9106	75	17	to	to	PART
spir-9106	75	18	bookmark	bookmark	VERB
spir-9106	75	19	interesting	interesting	ADJ
spir-9106	75	20	tweets	tweet	NOUN
spir-9106	75	21	or	or	CCONJ
spir-9106	75	22	links	link	NOUN
spir-9106	75	23	in	in	ADP
spir-9106	75	24	tweets	tweet	NOUN
spir-9106	75	25	,	,	PUNCT
spir-9106	75	26	but	but	CCONJ
spir-9106	75	27	it	it	PRON
spir-9106	75	28	plays	play	VERB
spir-9106	75	29	many	many	ADJ
spir-9106	75	30	roles	role	NOUN
spir-9106	75	31	now	now	ADV
spir-9106	75	32	,	,	PUNCT
spir-9106	75	33	from	from	ADP
spir-9106	75	34	,	,	PUNCT
spir-9106	75	35	well	well	INTJ
spir-9106	75	36	,	,	PUNCT
spir-9106	75	37	bookmarking	bookmarke	VERB
spir-9106	75	38	to	to	ADP
spir-9106	75	39	signaling	signal	VERB
spir-9106	75	40	different	different	ADJ
spir-9106	75	41	kinds	kind	NOUN
spir-9106	75	42	of	of	ADP
spir-9106	75	43	acknowledgments	acknowledgment	NOUN
spir-9106	75	44	.	.	PUNCT
spir-9106	76	1	users	user	NOUN
spir-9106	76	2	still	still	ADV
spir-9106	76	3	use	use	VERB
spir-9106	76	4	faving	fave	VERB
spir-9106	76	5	as	as	ADP
spir-9106	76	6	a	a	DET
spir-9106	76	7	bookmarking	bookmarking	NOUN
spir-9106	76	8	tool	tool	NOUN
spir-9106	76	9	,	,	PUNCT
spir-9106	76	10	sometimes	sometimes	ADV
spir-9106	76	11	as	as	ADP
spir-9106	76	12	a	a	DET
spir-9106	76	13	trigger	trigger	NOUN
spir-9106	76	14	for	for	ADP
spir-9106	76	15	web	web	NOUN
spir-9106	76	16	bookmarking	bookmarking	NOUN
spir-9106	76	17	services	service	NOUN
spir-9106	76	18	like	like	ADP
spir-9106	76	19	pinboard	pinboard	NOUN
spir-9106	76	20	using	use	VERB
spir-9106	76	21	ifttt	ifttt	PROPN
spir-9106	76	22	(	(	PUNCT
spir-9106	76	23	a	a	DET
spir-9106	76	24	web	web	NOUN
spir-9106	76	25	application	application	NOUN
spir-9106	76	26	that	that	PRON
spir-9106	76	27	uses	use	VERB
spir-9106	76	28	changes	change	NOUN
spir-9106	76	29	in	in	ADP
spir-9106	76	30	web	web	NOUN
spir-9106	76	31	applications	application	NOUN
spir-9106	76	32	–	–	PUNCT
spir-9106	76	33	such	such	ADJ
spir-9106	76	34	as	as	ADP
spir-9106	76	35	favoriting	favorite	VERB
spir-9106	76	36	a	a	DET
spir-9106	76	37	tweet	tweet	NOUN
spir-9106	76	38	–	–	PUNCT
spir-9106	76	39	to	to	PART
spir-9106	76	40	trigger	trigger	VERB
spir-9106	76	41	another	another	DET
spir-9106	76	42	web	web	NOUN
spir-9106	76	43	application	application	NOUN
spir-9106	76	44	–	–	PUNCT
spir-9106	76	45	such	such	ADJ
spir-9106	76	46	as	as	ADP
spir-9106	76	47	pinboard	pinboard	NOUN
spir-9106	76	48	–	–	PUNCT
spir-9106	76	49	to	to	PART
spir-9106	76	50	perform	perform	VERB
spir-9106	76	51	an	an	DET
spir-9106	76	52	action	action	NOUN
spir-9106	76	53	)	)	PUNCT
spir-9106	76	54	to	to	PART
spir-9106	76	55	send	send	VERB
spir-9106	76	56	a	a	DET
spir-9106	76	57	tweet	tweet	NOUN
spir-9106	76	58	or	or	CCONJ
spir-9106	76	59	a	a	DET
spir-9106	76	60	link	link	NOUN
spir-9106	76	61	in	in	ADP
spir-9106	76	62	a	a	DET
spir-9106	76	63	tweet	tweet	NOUN
spir-9106	76	64	to	to	ADP
spir-9106	76	65	a	a	DET
spir-9106	76	66	bookmarking	bookmarking	NOUN
spir-9106	76	67	database	database	NOUN
spir-9106	76	68	which	which	PRON
spir-9106	76	69	offers	offer	VERB
spir-9106	76	70	an	an	DET
spir-9106	76	71	easier	easy	ADJ
spir-9106	76	72	way	way	NOUN
spir-9106	76	73	to	to	PART
spir-9106	76	74	record	record	VERB
spir-9106	76	75	these	these	DET
spir-9106	76	76	tweets	tweet	NOUN
spir-9106	76	77	.	.	PUNCT
spir-9106	77	1	but	but	CCONJ
spir-9106	77	2	there	there	PRON
spir-9106	77	3	is	be	VERB
spir-9106	77	4	a	a	DET
spir-9106	77	5	vast	vast	ADJ
spir-9106	77	6	range	range	NOUN
spir-9106	77	7	of	of	ADP
spir-9106	77	8	uses	use	NOUN
spir-9106	77	9	outside	outside	ADV
spir-9106	77	10	of	of	ADP
spir-9106	77	11	bookmarking	bookmarking	NOUN
spir-9106	77	12	–	–	PUNCT
spir-9106	77	13	as	as	ADP
spir-9106	77	14	a	a	DET
spir-9106	77	15	“	"	PUNCT
spir-9106	77	16	like	like	ADJ
spir-9106	77	17	”	"	PUNCT
spir-9106	77	18	a	a	DET
spir-9106	77	19	la	la	X
spir-9106	77	20	facebook	facebook	NOUN
spir-9106	77	21	,	,	PUNCT
spir-9106	77	22	to	to	PART
spir-9106	77	23	signal	signal	VERB
spir-9106	77	24	agreement	agreement	NOUN
spir-9106	77	25	,	,	PUNCT
spir-9106	77	26	take	take	VERB
spir-9106	77	27	a	a	DET
spir-9106	77	28	side	side	NOUN
spir-9106	77	29	in	in	ADP
spir-9106	77	30	a	a	DET
spir-9106	77	31	twitter	twitter	NOUN
spir-9106	77	32	argument	argument	NOUN
spir-9106	77	33	between	between	ADP
spir-9106	77	34	two	two	NUM
spir-9106	77	35	people	people	NOUN
spir-9106	77	36	you	you	PRON
spir-9106	77	37	know	know	VERB
spir-9106	77	38	,	,	PUNCT
spir-9106	77	39	or	or	CCONJ
spir-9106	77	40	just	just	ADV
spir-9106	77	41	because	because	SCONJ
spir-9106	77	42	something	something	PRON
spir-9106	77	43	was	be	AUX
spir-9106	77	44	funny	funny	ADJ
spir-9106	77	45	.	.	PUNCT
spir-9106	78	1	there	there	PRON
spir-9106	78	2	might	might	AUX
spir-9106	78	3	be	be	AUX
spir-9106	78	4	deeper	deep	ADJ
spir-9106	78	5	cultural	cultural	ADJ
spir-9106	78	6	reasons	reason	NOUN
spir-9106	78	7	for	for	ADP
spir-9106	78	8	favoriting	favorite	VERB
spir-9106	78	9	a	a	DET
spir-9106	78	10	tweet	tweet	NOUN
spir-9106	78	11	,	,	PUNCT
spir-9106	78	12	such	such	ADJ
spir-9106	78	13	as	as	ADP
spir-9106	78	14	“	"	PUNCT
spir-9106	78	15	participating	participate	VERB
spir-9106	78	16	in	in	ADP
spir-9106	78	17	a	a	DET
spir-9106	78	18	shared	shared	ADJ
spir-9106	78	19	context	context	NOUN
spir-9106	78	20	”	"	PUNCT
spir-9106	78	21	as	as	ADP
spir-9106	78	22	cottom	cottom	ADJ
spir-9106	78	23	(	(	PUNCT
spir-9106	78	24	2015	2015	NUM
spir-9106	78	25	)	)	PUNCT
spir-9106	78	26	says	say	VERB
spir-9106	78	27	,	,	PUNCT
spir-9106	78	28	that	that	SCONJ
spir-9106	78	29	she	she	PRON
spir-9106	78	30	prefers	prefer	VERB
spir-9106	78	31	to	to	PART
spir-9106	78	32	favorite	favorite	VERB
spir-9106	78	33	over	over	ADP
spir-9106	78	34	retweet	retweet	NOUN
spir-9106	78	35	,	,	PUNCT
spir-9106	78	36	to	to	PART
spir-9106	78	37	avoid	avoid	VERB
spir-9106	78	38	having	have	VERB
spir-9106	78	39	to	to	PART
spir-9106	78	40	explain	explain	VERB
spir-9106	78	41	the	the	DET
spir-9106	78	42	context	context	NOUN
spir-9106	78	43	–	–	PUNCT
spir-9106	78	44	something	something	PRON
spir-9106	78	45	she	she	PRON
spir-9106	78	46	can	can	AUX
spir-9106	78	47	choose	choose	VERB
spir-9106	78	48	not	not	PART
spir-9106	78	49	to	to	PART
spir-9106	78	50	do	do	VERB
spir-9106	78	51	.	.	PUNCT
spir-9106	79	1	there	there	PRON
spir-9106	79	2	are	be	VERB
spir-9106	79	3	a	a	DET
spir-9106	79	4	number	number	NOUN
spir-9106	79	5	of	of	ADP
spir-9106	79	6	interpretations	interpretation	NOUN
spir-9106	79	7	–	–	PUNCT
spir-9106	79	8	real	real	ADJ
spir-9106	79	9	and	and	CCONJ
spir-9106	79	10	humorous	humorous	ADJ
spir-9106	79	11	–	–	PUNCT
spir-9106	79	12	that	that	PRON
spir-9106	79	13	can	can	AUX
spir-9106	79	14	be	be	AUX
spir-9106	79	15	inferred	infer	VERB
spir-9106	79	16	from	from	ADP
spir-9106	79	17	a	a	DET
spir-9106	79	18	fav	fav	NOUN
spir-9106	79	19	ranging	range	VERB
spir-9106	79	20	from	from	ADP
spir-9106	79	21	polite	polite	ADJ
spir-9106	79	22	to	to	ADP
spir-9106	79	23	maybe	maybe	ADV
spir-9106	79	24	a	a	DET
spir-9106	79	25	little	little	ADJ
spir-9106	79	26	creepy	creepy	ADJ
spir-9106	79	27	(	(	PUNCT
spir-9106	79	28	smale	smale	NOUN
spir-9106	79	29	,	,	PUNCT
spir-9106	79	30	2014	2014	NUM
spir-9106	79	31	)	)	PUNCT
spir-9106	79	32	.	.	PUNCT
spir-9106	80	1	an	an	DET
spir-9106	80	2	interesting	interesting	ADJ
spir-9106	80	3	phenomenon	phenomenon	NOUN
spir-9106	80	4	that	that	PRON
spir-9106	80	5	brings	bring	VERB
spir-9106	80	6	a	a	DET
spir-9106	80	7	new	new	ADJ
spir-9106	80	8	aspect	aspect	NOUN
spir-9106	80	9	to	to	ADP
spir-9106	80	10	faving	fave	VERB
spir-9106	80	11	is	be	AUX
spir-9106	80	12	the	the	DET
spir-9106	80	13	“	"	PUNCT
spir-9106	80	14	while	while	SCONJ
spir-9106	80	15	you	you	PRON
spir-9106	80	16	were	be	AUX
spir-9106	80	17	away	away	ADV
spir-9106	80	18	…	…	PUNCT
spir-9106	80	19	”	"	PUNCT
spir-9106	80	20	feature	feature	NOUN
spir-9106	80	21	.	.	PUNCT
spir-9106	81	1	in	in	ADP
spir-9106	81	2	what	what	PRON
spir-9106	81	3	seems	seem	VERB
spir-9106	81	4	to	to	PART
spir-9106	81	5	be	be	AUX
spir-9106	81	6	an	an	DET
spir-9106	81	7	attempt	attempt	NOUN
spir-9106	81	8	to	to	PART
spir-9106	81	9	emulate	emulate	VERB
spir-9106	81	10	facebook	facebook	NOUN
spir-9106	81	11	,	,	PUNCT
spir-9106	81	12	twitter	twitter	NOUN
spir-9106	81	13	introduced	introduce	VERB
spir-9106	81	14	this	this	DET
spir-9106	81	15	feature	feature	NOUN
spir-9106	81	16	to	to	PART
spir-9106	81	17	show	show	VERB
spir-9106	81	18	users	user	NOUN
spir-9106	81	19	tweets	tweet	NOUN
spir-9106	81	20	they	they	PRON
spir-9106	81	21	might	might	AUX
spir-9106	81	22	have	have	AUX
spir-9106	81	23	missed	miss	VERB
spir-9106	81	24	from	from	ADP
spir-9106	81	25	people	people	NOUN
spir-9106	81	26	they	they	PRON
spir-9106	81	27	follow	follow	VERB
spir-9106	81	28	,	,	PUNCT
spir-9106	81	29	based	base	VERB
spir-9106	81	30	on	on	ADP
spir-9106	81	31	engagement	engagement	NOUN
spir-9106	81	32	and	and	CCONJ
spir-9106	81	33	other	other	ADJ
spir-9106	81	34	metrics	metric	NOUN
spir-9106	81	35	(	(	PUNCT
spir-9106	81	36	rosania	rosania	NOUN
spir-9106	81	37	,	,	PUNCT
spir-9106	81	38	2015	2015	NUM
spir-9106	81	39	)	)	PUNCT
spir-9106	81	40	.	.	PUNCT
spir-9106	82	1	this	this	PRON
spir-9106	82	2	breaks	break	VERB
spir-9106	82	3	what	what	PRON
spir-9106	82	4	used	use	VERB
spir-9106	82	5	to	to	PART
spir-9106	82	6	be	be	AUX
spir-9106	82	7	the	the	DET
spir-9106	82	8	traditional	traditional	ADJ
spir-9106	82	9	twitter	twitter	NOUN
spir-9106	82	10	stream	stream	NOUN
spir-9106	82	11	–	–	PUNCT
spir-9106	82	12	the	the	DET
spir-9106	82	13	ephemerality	ephemerality	NOUN
spir-9106	82	14	of	of	ADP
spir-9106	82	15	twitter	twitter	NOUN
spir-9106	82	16	being	be	AUX
spir-9106	82	17	one	one	NUM
spir-9106	82	18	of	of	ADP
spir-9106	82	19	its	its	PRON
spir-9106	82	20	defining	define	VERB
spir-9106	82	21	features	feature	NOUN
spir-9106	82	22	–	–	PUNCT
spir-9106	82	23	and	and	CCONJ
spir-9106	82	24	displays	display	VERB
spir-9106	82	25	tweets	tweet	NOUN
spir-9106	82	26	from	from	ADP
spir-9106	82	27	hours	hour	NOUN
spir-9106	82	28	ago	ago	ADV
spir-9106	82	29	.	.	PUNCT
spir-9106	83	1	not	not	PART
spir-9106	83	2	long	long	ADV
spir-9106	83	3	ago	ago	ADV
spir-9106	83	4	,	,	PUNCT
spir-9106	83	5	if	if	SCONJ
spir-9106	83	6	someone	someone	PRON
spir-9106	83	7	favorited	favorite	VERB
spir-9106	83	8	someone	someone	PRON
spir-9106	83	9	else	else	ADV
spir-9106	83	10	’s	’s	PART
spir-9106	83	11	tweets	tweet	NOUN
spir-9106	83	12	from	from	ADP
spir-9106	83	13	a	a	DET
spir-9106	83	14	while	while	NOUN
spir-9106	83	15	ago	ago	ADV
spir-9106	83	16	,	,	PUNCT
spir-9106	83	17	it	it	PRON
spir-9106	83	18	was	be	AUX
spir-9106	83	19	more	more	ADJ
spir-9106	83	20	than	than	ADP
spir-9106	83	21	likely	likely	ADJ
spir-9106	83	22	that	that	SCONJ
spir-9106	83	23	they	they	PRON
spir-9106	83	24	were	be	AUX
spir-9106	83	25	going	go	VERB
spir-9106	83	26	through	through	ADP
spir-9106	83	27	the	the	DET
spir-9106	83	28	person	person	NOUN
spir-9106	83	29	’s	’s	PART
spir-9106	83	30	timeline	timeline	NOUN
spir-9106	83	31	looking	look	VERB
spir-9106	83	32	at	at	ADP
spir-9106	83	33	their	their	PRON
spir-9106	83	34	older	old	ADJ
spir-9106	83	35	tweets	tweet	NOUN
spir-9106	83	36	.	.	PUNCT
spir-9106	84	1	but	but	CCONJ
spir-9106	84	2	now	now	ADV
spir-9106	84	3	,	,	PUNCT
spir-9106	84	4	if	if	SCONJ
spir-9106	84	5	someone	someone	PRON
spir-9106	84	6	faved	fave	VERB
spir-9106	84	7	a	a	DET
spir-9106	84	8	tweet	tweet	NOUN
spir-9106	84	9	from	from	ADP
spir-9106	84	10	a	a	DET
spir-9106	84	11	few	few	ADJ
spir-9106	84	12	hours	hour	NOUN
spir-9106	84	13	ago	ago	ADV
spir-9106	84	14	,	,	PUNCT
spir-9106	84	15	it	it	PRON
spir-9106	84	16	could	could	AUX
spir-9106	84	17	be	be	AUX
spir-9106	84	18	that	that	SCONJ
spir-9106	84	19	they	they	PRON
spir-9106	84	20	saw	see	VERB
spir-9106	84	21	it	it	PRON
spir-9106	84	22	as	as	ADP
spir-9106	84	23	part	part	NOUN
spir-9106	84	24	of	of	ADP
spir-9106	84	25	the	the	PRON
spir-9106	84	26	“	"	PUNCT
spir-9106	84	27	while	while	SCONJ
spir-9106	84	28	you	you	PRON
spir-9106	84	29	were	be	AUX
spir-9106	84	30	away	away	ADV
spir-9106	84	31	…	…	PUNCT
spir-9106	84	32	”	"	PUNCT
spir-9106	84	33	feature	feature	NOUN
spir-9106	84	34	.	.	PUNCT
spir-9106	85	1	6	6	NUM
spir-9106	85	2	conclusion	conclusion	NOUN
spir-9106	85	3	there	there	PRON
spir-9106	85	4	are	be	VERB
spir-9106	85	5	subversive	subversive	ADJ
spir-9106	85	6	behaviors	behavior	NOUN
spir-9106	85	7	that	that	PRON
spir-9106	85	8	i	i	PRON
spir-9106	85	9	have	have	AUX
spir-9106	85	10	not	not	PART
spir-9106	85	11	listed	list	VERB
spir-9106	85	12	here	here	ADV
spir-9106	85	13	,	,	PUNCT
spir-9106	85	14	and	and	CCONJ
spir-9106	85	15	there	there	PRON
spir-9106	85	16	are	be	VERB
spir-9106	85	17	probably	probably	ADV
spir-9106	85	18	new	new	ADJ
spir-9106	85	19	ones	one	NOUN
spir-9106	85	20	being	be	AUX
spir-9106	85	21	born	bear	VERB
spir-9106	85	22	as	as	SCONJ
spir-9106	85	23	i	i	PRON
spir-9106	85	24	type	type	VERB
spir-9106	85	25	.	.	PUNCT
spir-9106	86	1	none	none	NOUN
spir-9106	86	2	of	of	ADP
spir-9106	86	3	these	these	PRON
spir-9106	86	4	are	be	AUX
spir-9106	86	5	objectively	objectively	ADV
spir-9106	86	6	good	good	ADJ
spir-9106	86	7	or	or	CCONJ
spir-9106	86	8	bad	bad	ADJ
spir-9106	86	9	.	.	PUNCT
spir-9106	87	1	as	as	ADP
spir-9106	87	2	with	with	ADP
spir-9106	87	3	most	most	ADJ
spir-9106	87	4	systems	system	NOUN
spir-9106	87	5	built	build	VERB
spir-9106	87	6	with	with	ADP
spir-9106	87	7	apparent	apparent	ADJ
spir-9106	87	8	“	"	PUNCT
spir-9106	87	9	openness	openness	NOUN
spir-9106	87	10	and	and	CCONJ
spir-9106	87	11	sharing	sharing	NOUN
spir-9106	87	12	”	"	PUNCT
spir-9106	87	13	at	at	ADP
spir-9106	87	14	the	the	DET
spir-9106	87	15	heart	heart	NOUN
spir-9106	87	16	of	of	ADP
spir-9106	87	17	their	their	PRON
spir-9106	87	18	design	design	NOUN
spir-9106	87	19	a	a	DET
spir-9106	87	20	fallacy	fallacy	NOUN
spir-9106	87	21	that	that	PRON
spir-9106	87	22	is	be	AUX
spir-9106	87	23	used	use	VERB
spir-9106	87	24	as	as	ADP
spir-9106	87	25	an	an	DET
spir-9106	87	26	excuse	excuse	NOUN
spir-9106	87	27	for	for	ADP
spir-9106	87	28	the	the	DET
spir-9106	87	29	biases	bias	NOUN
spir-9106	87	30	that	that	PRON
spir-9106	87	31	are	be	AUX
spir-9106	87	32	built	build	VERB
spir-9106	87	33	into	into	ADP
spir-9106	87	34	various	various	ADJ
spir-9106	87	35	platforms	platform	NOUN
spir-9106	87	36	they	they	PRON
spir-9106	87	37	are	be	AUX
spir-9106	87	38	not	not	PART
spir-9106	87	39	neutral	neutral	ADJ
spir-9106	87	40	.	.	PUNCT
spir-9106	88	1	they	they	PRON
spir-9106	88	2	are	be	AUX
spir-9106	88	3	built	build	VERB
spir-9106	88	4	with	with	ADP
spir-9106	88	5	very	very	ADV
spir-9106	88	6	specific	specific	ADJ
spir-9106	88	7	biases	bias	NOUN
spir-9106	88	8	often	often	ADV
spir-9106	88	9	by	by	ADP
spir-9106	88	10	those	those	PRON
spir-9106	88	11	at	at	ADP
spir-9106	88	12	the	the	DET
spir-9106	88	13	top	top	NOUN
spir-9106	88	14	of	of	ADP
spir-9106	88	15	the	the	DET
spir-9106	88	16	privilege	privilege	NOUN
spir-9106	88	17	structure	structure	NOUN
spir-9106	88	18	who	who	PRON
spir-9106	88	19	can	can	AUX
spir-9106	88	20	not	not	PART
spir-9106	88	21	envision	envision	VERB
spir-9106	88	22	the	the	DET
spir-9106	88	23	harm	harm	NOUN
spir-9106	88	24	and	and	CCONJ
spir-9106	88	25	misuse	misuse	NOUN
spir-9106	88	26	of	of	ADP
spir-9106	88	27	the	the	DET
spir-9106	88	28	tools	tool	NOUN
spir-9106	88	29	that	that	PRON
spir-9106	88	30	were	be	AUX
spir-9106	88	31	purportedly	purportedly	ADV
spir-9106	88	32	meant	mean	VERB
spir-9106	88	33	to	to	PART
spir-9106	88	34	allow	allow	VERB
spir-9106	88	35	for	for	ADP
spir-9106	88	36	the	the	DET
spir-9106	88	37	free	free	ADJ
spir-9106	88	38	flow	flow	NOUN
spir-9106	88	39	of	of	ADP
spir-9106	88	40	ideas	idea	NOUN
spir-9106	88	41	.	.	PUNCT
spir-9106	89	1	those	those	DET
spir-9106	89	2	users	user	NOUN
spir-9106	89	3	who	who	PRON
spir-9106	89	4	are	be	AUX
spir-9106	89	5	not	not	PART
spir-9106	89	6	part	part	NOUN
spir-9106	89	7	of	of	ADP
spir-9106	89	8	this	this	DET
spir-9106	89	9	demographic	demographic	ADJ
spir-9106	89	10	must	must	AUX
spir-9106	89	11	find	find	VERB
spir-9106	89	12	ways	way	NOUN
spir-9106	89	13	to	to	PART
spir-9106	89	14	protect	protect	VERB
spir-9106	89	15	themselves	themselves	PRON
spir-9106	89	16	and	and	CCONJ
spir-9106	89	17	the	the	DET
spir-9106	89	18	most	most	ADV
spir-9106	89	19	vulnerable	vulnerable	ADJ
spir-9106	89	20	,	,	PUNCT
spir-9106	89	21	which	which	PRON
spir-9106	89	22	often	often	ADV
spir-9106	89	23	involves	involve	VERB
spir-9106	89	24	subverting	subvert	VERB
spir-9106	89	25	the	the	DET
spir-9106	89	26	uses	use	NOUN
spir-9106	89	27	of	of	ADP
spir-9106	89	28	the	the	DET
spir-9106	89	29	platform	platform	NOUN
spir-9106	89	30	to	to	PART
spir-9106	89	31	meet	meet	VERB
spir-9106	89	32	their	their	PRON
spir-9106	89	33	needs	need	NOUN
spir-9106	89	34	.	.	PUNCT
spir-9106	90	1	in	in	ADP
spir-9106	90	2	the	the	DET
spir-9106	90	3	context	context	NOUN
spir-9106	90	4	of	of	ADP
spir-9106	90	5	researching	research	VERB
spir-9106	90	6	behavior	behavior	NOUN
spir-9106	90	7	in	in	ADP
spir-9106	90	8	and	and	CCONJ
spir-9106	90	9	culture	culture	NOUN
spir-9106	90	10	of	of	ADP
spir-9106	90	11	these	these	DET
spir-9106	90	12	spaces	space	NOUN
spir-9106	90	13	,	,	PUNCT
spir-9106	90	14	these	these	DET
spir-9106	90	15	kinds	kind	NOUN
spir-9106	90	16	of	of	ADP
spir-9106	90	17	uses	use	NOUN
spir-9106	90	18	of	of	ADP
spir-9106	90	19	twitter	twitter	NOUN
spir-9106	90	20	features	feature	NOUN
spir-9106	90	21	can	can	AUX
spir-9106	90	22	add	add	VERB
spir-9106	90	23	messiness	messiness	NOUN
spir-9106	90	24	–	–	PUNCT
spir-9106	90	25	desired	desire	VERB
spir-9106	90	26	and	and	CCONJ
spir-9106	90	27	undesired	undesired	ADJ
spir-9106	90	28	(	(	PUNCT
spir-9106	90	29	tufekci	tufekci	ADJ
spir-9106	90	30	,	,	PUNCT
spir-9106	90	31	2014	2014	NUM
spir-9106	90	32	)	)	PUNCT
spir-9106	90	33	–	–	PUNCT
spir-9106	90	34	to	to	ADP
spir-9106	90	35	the	the	DET
spir-9106	90	36	data	datum	NOUN
spir-9106	90	37	collected	collect	VERB
spir-9106	90	38	.	.	PUNCT
spir-9106	91	1	taking	take	VERB
spir-9106	91	2	these	these	DET
spir-9106	91	3	phenomena	phenomenon	NOUN
spir-9106	91	4	into	into	ADP
spir-9106	91	5	account	account	NOUN
spir-9106	91	6	can	can	AUX
spir-9106	91	7	provide	provide	VERB
spir-9106	91	8	insight	insight	NOUN
spir-9106	91	9	into	into	ADP
spir-9106	91	10	the	the	DET
spir-9106	91	11	ad	ad	NOUN
spir-9106	91	12	hoc	hoc	X
spir-9106	91	13	use	use	NOUN
spir-9106	91	14	of	of	ADP
spir-9106	91	15	these	these	DET
spir-9106	91	16	features	feature	NOUN
spir-9106	91	17	and	and	CCONJ
spir-9106	91	18	platforms	platform	NOUN
spir-9106	91	19	outside	outside	ADP
spir-9106	91	20	of	of	ADP
spir-9106	91	21	the	the	DET
spir-9106	91	22	usual	usual	ADJ
spir-9106	91	23	types	type	NOUN
spir-9106	91	24	of	of	ADP
spir-9106	91	25	data	datum	NOUN
spir-9106	91	26	collected	collect	VERB
spir-9106	91	27	,	,	PUNCT
spir-9106	91	28	but	but	CCONJ
spir-9106	91	29	as	as	SCONJ
spir-9106	91	30	features	feature	NOUN
spir-9106	91	31	keep	keep	VERB
spir-9106	91	32	changing	change	VERB
spir-9106	91	33	researchers	researcher	NOUN
spir-9106	91	34	must	must	AUX
spir-9106	91	35	keep	keep	VERB
spir-9106	91	36	up	up	ADP
spir-9106	91	37	with	with	ADP
spir-9106	91	38	how	how	SCONJ
spir-9106	91	39	the	the	DET
spir-9106	91	40	community	community	NOUN
spir-9106	91	41	both	both	CCONJ
spir-9106	91	42	uses	use	VERB
spir-9106	91	43	and	and	CCONJ
spir-9106	91	44	subverts	subvert	VERB
spir-9106	91	45	them	they	PRON
spir-9106	91	46	.	.	PUNCT
spir-9106	92	1	as	as	SCONJ
spir-9106	92	2	we	we	PRON
spir-9106	92	3	continue	continue	VERB
spir-9106	92	4	to	to	PART
spir-9106	92	5	conduct	conduct	VERB
spir-9106	92	6	research	research	NOUN
spir-9106	92	7	and	and	CCONJ
spir-9106	92	8	examine	examine	VERB
spir-9106	92	9	the	the	DET
spir-9106	92	10	cultural	cultural	ADJ
spir-9106	92	11	implications	implication	NOUN
spir-9106	92	12	of	of	ADP
spir-9106	92	13	twitter	twitter	NOUN
spir-9106	92	14	,	,	PUNCT
spir-9106	92	15	we	we	PRON
spir-9106	92	16	have	have	VERB
spir-9106	92	17	to	to	PART
spir-9106	92	18	take	take	VERB
spir-9106	92	19	into	into	ADP
spir-9106	92	20	account	account	NOUN
spir-9106	92	21	the	the	DET
spir-9106	92	22	constantly	constantly	ADV
spir-9106	92	23	shifting	shift	VERB
spir-9106	92	24	ground	ground	NOUN
spir-9106	92	25	on	on	ADP
spir-9106	92	26	which	which	PRON
spir-9106	92	27	we	we	PRON
spir-9106	92	28	are	be	AUX
spir-9106	92	29	attempting	attempt	VERB
spir-9106	92	30	to	to	PART
spir-9106	92	31	base	base	VERB
spir-9106	92	32	our	our	PRON
spir-9106	92	33	research	research	NOUN
spir-9106	92	34	.	.	PUNCT
spir-9106	93	1	twitter	twitter	NOUN
spir-9106	93	2	will	will	AUX
spir-9106	93	3	probably	probably	ADV
spir-9106	93	4	go	go	VERB
spir-9106	93	5	through	through	ADP
spir-9106	93	6	a	a	DET
spir-9106	93	7	lot	lot	NOUN
spir-9106	93	8	of	of	ADP
spir-9106	93	9	changes	change	NOUN
spir-9106	93	10	in	in	ADP
spir-9106	93	11	response	response	NOUN
spir-9106	93	12	to	to	ADP
spir-9106	93	13	shareholder	shareholder	NOUN
spir-9106	93	14	expectations	expectation	NOUN
spir-9106	93	15	and	and	CCONJ
spir-9106	93	16	concerns	concern	NOUN
spir-9106	93	17	of	of	ADP
spir-9106	93	18	return	return	NOUN
spir-9106	93	19	on	on	ADP
spir-9106	93	20	investment	investment	NOUN
spir-9106	93	21	.	.	PUNCT
spir-9106	94	1	post	post	ADJ
spir-9106	94	2	-	-	PROPN
spir-9106	94	3	ipo	ipo	NOUN
spir-9106	94	4	,	,	PUNCT
spir-9106	94	5	twitter	twitter	NOUN
spir-9106	94	6	is	be	AUX
spir-9106	94	7	competing	compete	VERB
spir-9106	94	8	with	with	ADP
spir-9106	94	9	other	other	ADJ
spir-9106	94	10	social	social	ADJ
spir-9106	94	11	media	medium	NOUN
spir-9106	94	12	platforms	platform	NOUN
spir-9106	94	13	like	like	ADP
spir-9106	94	14	facebook	facebook	PROPN
spir-9106	94	15	,	,	PUNCT
spir-9106	94	16	snapchat	snapchat	PROPN
spir-9106	94	17	,	,	PUNCT
spir-9106	94	18	and	and	CCONJ
spir-9106	94	19	instagram	instagram	PROPN
spir-9106	94	20	,	,	PUNCT
spir-9106	94	21	and	and	CCONJ
spir-9106	94	22	will	will	AUX
spir-9106	94	23	feel	feel	VERB
spir-9106	94	24	the	the	DET
spir-9106	94	25	pressure	pressure	NOUN
spir-9106	94	26	to	to	PART
spir-9106	94	27	change	change	VERB
spir-9106	94	28	or	or	CCONJ
spir-9106	94	29	introduce	introduce	VERB
spir-9106	94	30	features	feature	NOUN
spir-9106	94	31	in	in	ADP
spir-9106	94	32	order	order	NOUN
spir-9106	94	33	to	to	PART
spir-9106	94	34	remain	remain	VERB
spir-9106	94	35	relevant	relevant	ADJ
spir-9106	94	36	.	.	PUNCT
spir-9106	95	1	for	for	ADP
spir-9106	95	2	example	example	NOUN
spir-9106	95	3	,	,	PUNCT
spir-9106	95	4	recent	recent	ADJ
spir-9106	95	5	changes	change	NOUN
spir-9106	95	6	like	like	ADP
spir-9106	95	7	the	the	DET
spir-9106	95	8	ability	ability	NOUN
spir-9106	95	9	to	to	PART
spir-9106	95	10	send	send	VERB
spir-9106	95	11	direct	direct	ADJ
spir-9106	95	12	messages	message	NOUN
spir-9106	95	13	to	to	ADP
spir-9106	95	14	multiple	multiple	ADJ
spir-9106	95	15	people	people	NOUN
spir-9106	95	16	and	and	CCONJ
spir-9106	95	17	lifting	lift	VERB
spir-9106	95	18	the	the	DET
spir-9106	95	19	character	character	NOUN
spir-9106	95	20	limit	limit	NOUN
spir-9106	95	21	on	on	ADP
spir-9106	95	22	direct	direct	ADJ
spir-9106	95	23	messages	message	NOUN
spir-9106	95	24	have	have	AUX
spir-9106	95	25	already	already	ADV
spir-9106	95	26	changed	change	VERB
spir-9106	95	27	the	the	DET
spir-9106	95	28	twitter	twitter	NOUN
spir-9106	95	29	experience	experience	NOUN
spir-9106	95	30	.	.	PUNCT
spir-9106	96	1	imagine	imagine	VERB
spir-9106	96	2	what	what	PRON
spir-9106	96	3	would	would	AUX
spir-9106	96	4	happen	happen	VERB
spir-9106	96	5	if	if	SCONJ
spir-9106	96	6	twitter	twitter	NOUN
spir-9106	96	7	lifted	lift	VERB
spir-9106	96	8	the	the	DET
spir-9106	96	9	character	character	NOUN
spir-9106	96	10	limit	limit	NOUN
spir-9106	96	11	on	on	ADP
spir-9106	96	12	tweets	tweet	NOUN
spir-9106	96	13	–	–	PUNCT
spir-9106	96	14	this	this	PRON
spir-9106	96	15	would	would	AUX
spir-9106	96	16	be	be	AUX
spir-9106	96	17	a	a	DET
spir-9106	96	18	fundamental	fundamental	ADJ
spir-9106	96	19	change	change	NOUN
spir-9106	96	20	to	to	ADP
spir-9106	96	21	the	the	DET
spir-9106	96	22	experience	experience	NOUN
spir-9106	96	23	and	and	CCONJ
spir-9106	96	24	there	there	PRON
spir-9106	96	25	would	would	AUX
spir-9106	96	26	be	be	AUX
spir-9106	96	27	a	a	DET
spir-9106	96	28	drastic	drastic	ADJ
spir-9106	96	29	cultural	cultural	ADJ
spir-9106	96	30	shift	shift	NOUN
spir-9106	96	31	.	.	PUNCT
spir-9106	97	1	our	our	PRON
spir-9106	97	2	use	use	NOUN
spir-9106	97	3	of	of	ADP
spir-9106	97	4	twitter	twitter	NOUN
spir-9106	97	5	has	have	AUX
spir-9106	97	6	already	already	ADV
spir-9106	97	7	changed	change	VERB
spir-9106	97	8	significantly	significantly	ADV
spir-9106	97	9	over	over	ADP
spir-9106	97	10	the	the	DET
spir-9106	97	11	years	year	NOUN
spir-9106	97	12	(	(	PUNCT
spir-9106	97	13	liu	liu	PROPN
spir-9106	97	14	,	,	PUNCT
spir-9106	97	15	kliman	kliman	NOUN
spir-9106	97	16	-	-	PUNCT
spir-9106	97	17	silver	silver	NOUN
spir-9106	97	18	,	,	PUNCT
spir-9106	97	19	&	&	CCONJ
spir-9106	97	20	mislove	mislove	PROPN
spir-9106	97	21	,	,	PUNCT
spir-9106	97	22	2014	2014	NUM
spir-9106	97	23	)	)	PUNCT
spir-9106	97	24	.	.	PUNCT
spir-9106	98	1	with	with	ADP
spir-9106	98	2	every	every	DET
spir-9106	98	3	changing	change	VERB
spir-9106	98	4	feature	feature	NOUN
spir-9106	98	5	,	,	PUNCT
spir-9106	98	6	we	we	PRON
spir-9106	98	7	are	be	AUX
spir-9106	98	8	forced	force	VERB
spir-9106	98	9	to	to	PART
spir-9106	98	10	change	change	VERB
spir-9106	98	11	our	our	PRON
spir-9106	98	12	behaviors	behavior	NOUN
spir-9106	98	13	,	,	PUNCT
spir-9106	98	14	find	find	VERB
spir-9106	98	15	different	different	ADJ
spir-9106	98	16	workarounds	workaround	NOUN
spir-9106	98	17	,	,	PUNCT
spir-9106	98	18	worry	worry	VERB
spir-9106	98	19	about	about	ADP
spir-9106	98	20	new	new	ADJ
spir-9106	98	21	ways	way	NOUN
spir-9106	98	22	to	to	PART
spir-9106	98	23	nurture	nurture	VERB
spir-9106	98	24	and	and	CCONJ
spir-9106	98	25	protect	protect	VERB
spir-9106	98	26	our	our	PRON
spir-9106	98	27	communities	community	NOUN
spir-9106	98	28	,	,	PUNCT
spir-9106	98	29	and	and	CCONJ
spir-9106	98	30	of	of	ADP
spir-9106	98	31	course	course	NOUN
spir-9106	98	32	,	,	PUNCT
spir-9106	98	33	update	update	VERB
spir-9106	98	34	our	our	PRON
spir-9106	98	35	research	research	NOUN
spir-9106	98	36	agendas	agenda	NOUN
spir-9106	98	37	.	.	PUNCT
spir-9106	99	1	as	as	SCONJ
spir-9106	99	2	twitter	twitter	NOUN
spir-9106	99	3	continues	continue	VERB
spir-9106	99	4	to	to	PART
spir-9106	99	5	introduce	introduce	VERB
spir-9106	99	6	new	new	ADJ
spir-9106	99	7	changes	change	NOUN
spir-9106	99	8	,	,	PUNCT
spir-9106	99	9	we	we	PRON
spir-9106	99	10	will	will	AUX
spir-9106	99	11	need	need	VERB
spir-9106	99	12	new	new	ADJ
spir-9106	99	13	literacies	literacy	NOUN
spir-9106	99	14	to	to	PART
spir-9106	99	15	keep	keep	VERB
spir-9106	99	16	up	up	ADP
spir-9106	99	17	and	and	CCONJ
spir-9106	99	18	old	old	ADJ
spir-9106	99	19	cues	cue	NOUN
spir-9106	99	20	that	that	SCONJ
spir-9106	99	21	we	we	PRON
spir-9106	99	22	depended	depend	VERB
spir-9106	99	23	on	on	ADP
spir-9106	99	24	will	will	AUX
spir-9106	99	25	no	no	ADV
spir-9106	99	26	longer	long	ADV
spir-9106	99	27	be	be	AUX
spir-9106	99	28	valid	valid	ADJ
spir-9106	99	29	–	–	PUNCT
spir-9106	99	30	how	how	SCONJ
spir-9106	99	31	we	we	PRON
spir-9106	99	32	are	be	AUX
spir-9106	99	33	online	online	ADJ
spir-9106	99	34	is	be	AUX
spir-9106	99	35	changing	change	VERB
spir-9106	99	36	and	and	CCONJ
spir-9106	99	37	will	will	AUX
spir-9106	99	38	continue	continue	VERB
spir-9106	99	39	to	to	PART
spir-9106	99	40	change	change	VERB
spir-9106	99	41	.	.	PUNCT
spir-9106	100	1	7	7	NUM
spir-9106	100	2	references	reference	NOUN
spir-9106	100	3	akrich	akrich	NOUN
spir-9106	100	4	,	,	PUNCT
spir-9106	100	5	m.	m.	NOUN
spir-9106	100	6	(	(	PUNCT
spir-9106	100	7	1992	1992	NUM
spir-9106	100	8	)	)	PUNCT
spir-9106	100	9	.	.	PUNCT
spir-9106	101	1	the	the	DET
spir-9106	101	2	de	de	NOUN
spir-9106	101	3	-	-	NOUN
spir-9106	101	4	scription	scription	NOUN
spir-9106	101	5	of	of	ADP
spir-9106	101	6	technical	technical	ADJ
spir-9106	101	7	objects	object	NOUN
spir-9106	101	8	.	.	PUNCT
spir-9106	102	1	shaping	shape	VERB
spir-9106	102	2	technology	technology	NOUN
spir-9106	102	3	/	/	SYM
spir-9106	102	4	building	building	NOUN
spir-9106	102	5	society	society	NOUN
spir-9106	102	6	,	,	PUNCT
spir-9106	102	7	205	205	NUM
spir-9106	102	8	-	-	SYM
spir-9106	102	9	224	224	NUM
spir-9106	102	10	.	.	PUNCT
spir-9106	103	1	almuhimedi	almuhimedi	PROPN
spir-9106	103	2	,	,	PUNCT
spir-9106	103	3	h.	h.	PROPN
spir-9106	103	4	,	,	PUNCT
spir-9106	103	5	wilson	wilson	PROPN
spir-9106	103	6	,	,	PUNCT
spir-9106	103	7	s.	s.	PROPN
spir-9106	103	8	,	,	PUNCT
spir-9106	103	9	liu	liu	PROPN
spir-9106	103	10	,	,	PUNCT
spir-9106	103	11	b.	b.	PROPN
spir-9106	103	12	,	,	PUNCT
spir-9106	103	13	sadeh	sadeh	PROPN
spir-9106	103	14	,	,	PUNCT
spir-9106	103	15	n.	n.	NOUN
spir-9106	103	16	,	,	PUNCT
spir-9106	103	17	&	&	CCONJ
spir-9106	103	18	acquisti	acquisti	PROPN
spir-9106	103	19	,	,	PUNCT
spir-9106	103	20	a.	a.	PROPN
spir-9106	103	21	(	(	PUNCT
spir-9106	103	22	2013	2013	NUM
spir-9106	103	23	,	,	PUNCT
spir-9106	103	24	february	february	PROPN
spir-9106	103	25	)	)	PUNCT
spir-9106	103	26	.	.	PUNCT
spir-9106	104	1	tweets	tweet	NOUN
spir-9106	104	2	are	be	AUX
spir-9106	104	3	forever	forever	ADV
spir-9106	104	4	:	:	PUNCT
spir-9106	104	5	a	a	DET
spir-9106	104	6	large	large	ADJ
spir-9106	104	7	-	-	PUNCT
spir-9106	104	8	scale	scale	NOUN
spir-9106	104	9	quantitative	quantitative	ADJ
spir-9106	104	10	analysis	analysis	NOUN
spir-9106	104	11	of	of	ADP
spir-9106	104	12	deleted	delete	VERB
spir-9106	104	13	tweets	tweet	NOUN
spir-9106	104	14	.	.	PUNCT
spir-9106	105	1	in	in	ADP
spir-9106	105	2	proceedings	proceeding	NOUN
spir-9106	105	3	of	of	ADP
spir-9106	105	4	the	the	DET
spir-9106	105	5	2013	2013	NUM
spir-9106	105	6	conference	conference	NOUN
spir-9106	105	7	on	on	ADP
spir-9106	105	8	computer	computer	NOUN
spir-9106	105	9	supported	support	VERB
spir-9106	105	10	cooperative	cooperative	ADJ
spir-9106	105	11	work(pp	work(pp	NOUN
spir-9106	105	12	.	.	PUNCT
spir-9106	106	1	897	897	NUM
spir-9106	106	2	-	-	SYM
spir-9106	106	3	908	908	NUM
spir-9106	106	4	)	)	PUNCT
spir-9106	106	5	.	.	PUNCT
spir-9106	107	1	acm	acm	PROPN
spir-9106	107	2	.	.	PUNCT
spir-9106	108	1	bruns	bruns	PROPN
spir-9106	108	2	,	,	PUNCT
spir-9106	108	3	a.	a.	NOUN
spir-9106	108	4	,	,	PUNCT
spir-9106	108	5	&	&	CCONJ
spir-9106	108	6	moe	moe	PROPN
spir-9106	108	7	,	,	PUNCT
spir-9106	108	8	h.	h.	PROPN
spir-9106	108	9	(	(	PUNCT
spir-9106	108	10	2013	2013	NUM
spir-9106	108	11	)	)	PUNCT
spir-9106	108	12	.	.	PUNCT
spir-9106	109	1	structural	structural	ADJ
spir-9106	109	2	layers	layer	NOUN
spir-9106	109	3	of	of	ADP
spir-9106	109	4	communication	communication	NOUN
spir-9106	109	5	on	on	ADP
spir-9106	109	6	twitter	twitter	NOUN
spir-9106	109	7	.	.	PUNCT
spir-9106	110	1	in	in	ADP
spir-9106	110	2	k.	k.	PROPN
spir-9106	110	3	weller	weller	PROPN
spir-9106	110	4	,	,	PUNCT
spir-9106	110	5	a.	a.	NOUN
spir-9106	110	6	bruns	bruns	PROPN
spir-9106	110	7	,	,	PUNCT
spir-9106	110	8	j.	j.	PROPN
spir-9106	110	9	burgess	burgess	PROPN
spir-9106	110	10	,	,	PUNCT
spir-9106	110	11	m.	m.	NOUN
spir-9106	110	12	mahrt	mahrt	PROPN
spir-9106	110	13	,	,	PUNCT
spir-9106	110	14	&	&	CCONJ
spir-9106	110	15	c.	c.	PROPN
spir-9106	110	16	pushmann	pushmann	PROPN
spir-9106	110	17	(	(	PUNCT
spir-9106	110	18	eds	ed	NOUN
spir-9106	110	19	.	.	PUNCT
spir-9106	110	20	)	)	PUNCT
spir-9106	110	21	,	,	PUNCT
spir-9106	110	22	twitter	twitter	NOUN
spir-9106	110	23	and	and	CCONJ
spir-9106	110	24	society	society	NOUN
spir-9106	110	25	(	(	PUNCT
spir-9106	110	26	pp	pp	ADJ
spir-9106	110	27	.	.	PUNCT
spir-9106	111	1	15–28	15–28	NUM
spir-9106	111	2	)	)	PUNCT
spir-9106	111	3	.	.	PUNCT
spir-9106	112	1	new	new	PROPN
spir-9106	112	2	york	york	PROPN
spir-9106	112	3	:	:	PUNCT
spir-9106	112	4	peter	peter	PROPN
spir-9106	112	5	lang	lang	PROPN
spir-9106	112	6	.	.	PUNCT
spir-9106	113	1	cottom	cottom	PROPN
spir-9106	113	2	,	,	PUNCT
spir-9106	113	3	t.	t.	NOUN
spir-9106	113	4	m.	m.	NOUN
spir-9106	113	5	(	(	PUNCT
spir-9106	113	6	2015	2015	NUM
spir-9106	113	7	,	,	PUNCT
spir-9106	113	8	august	august	PROPN
spir-9106	113	9	19	19	NUM
spir-9106	113	10	)	)	PUNCT
spir-9106	113	11	.	.	PUNCT
spir-9106	114	1	faves	fave	NOUN
spir-9106	114	2	.	.	PUNCT
spir-9106	115	1	the	the	DET
spir-9106	115	2	message	message	NOUN
spir-9106	115	3	.	.	PUNCT
spir-9106	115	4	retrieved	retrieve	VERB
spir-9106	115	5	from	from	ADP
spir-9106	115	6	https://medium.com/message/faves-71b8fc71659e	https://medium.com/message/faves-71b8fc71659e	NOUN
spir-9106	115	7	dacres	dacre	NOUN
spir-9106	115	8	,	,	PUNCT
spir-9106	115	9	s.	s.	PROPN
spir-9106	115	10	,	,	PUNCT
spir-9106	115	11	haddadi	haddadi	PROPN
spir-9106	115	12	,	,	PUNCT
spir-9106	115	13	h.	h.	PROPN
spir-9106	115	14	,	,	PUNCT
spir-9106	115	15	&	&	CCONJ
spir-9106	115	16	purver	purver	ADV
spir-9106	115	17	,	,	PUNCT
spir-9106	115	18	m.	m.	NOUN
spir-9106	115	19	(	(	PUNCT
spir-9106	115	20	2013	2013	NUM
spir-9106	115	21	)	)	PUNCT
spir-9106	115	22	.	.	PUNCT
spir-9106	116	1	topic	topic	NOUN
spir-9106	116	2	and	and	CCONJ
spir-9106	116	3	sentiment	sentiment	NOUN
spir-9106	116	4	analysis	analysis	NOUN
spir-9106	116	5	on	on	ADP
spir-9106	116	6	osns	osns	NOUN
spir-9106	116	7	:	:	PUNCT
spir-9106	116	8	a	a	DET
spir-9106	116	9	case	case	NOUN
spir-9106	116	10	study	study	NOUN
spir-9106	116	11	of	of	ADP
spir-9106	116	12	advertising	advertising	NOUN
spir-9106	116	13	strategies	strategy	NOUN
spir-9106	116	14	on	on	ADP
spir-9106	116	15	twitter	twitter	NOUN
spir-9106	116	16	.	.	PUNCT
spir-9106	117	1	in	in	ADP
spir-9106	117	2	proceedings	proceeding	NOUN
spir-9106	117	3	of	of	ADP
spir-9106	117	4	the	the	DET
spir-9106	117	5	second	second	ADJ
spir-9106	117	6	ase	ase	PROPN
spir-9106	117	7	international	international	ADJ
spir-9106	117	8	conference	conference	NOUN
spir-9106	117	9	on	on	ADP
spir-9106	117	10	big	big	ADJ
spir-9106	117	11	data	datum	NOUN
spir-9106	117	12	science	science	NOUN
spir-9106	117	13	and	and	CCONJ
spir-9106	117	14	computing	computing	NOUN
spir-9106	117	15	.	.	PUNCT
spir-9106	118	1	halavais	halavais	PROPN
spir-9106	118	2	,	,	PUNCT
spir-9106	118	3	a.	a.	NOUN
spir-9106	118	4	(	(	PUNCT
spir-9106	118	5	2013	2013	NUM
spir-9106	118	6	)	)	PUNCT
spir-9106	118	7	.	.	PUNCT
spir-9106	119	1	structure	structure	NOUN
spir-9106	119	2	of	of	ADP
spir-9106	119	3	twitter	twitter	NOUN
spir-9106	119	4	:	:	PUNCT
spir-9106	119	5	social	social	ADJ
spir-9106	119	6	and	and	CCONJ
spir-9106	119	7	technical	technical	ADJ
spir-9106	119	8	.	.	PUNCT
spir-9106	120	1	in	in	ADP
spir-9106	120	2	k.	k.	PROPN
spir-9106	120	3	weller	weller	PROPN
spir-9106	120	4	,	,	PUNCT
spir-9106	120	5	a.	a.	NOUN
spir-9106	120	6	bruns	bruns	PROPN
spir-9106	120	7	,	,	PUNCT
spir-9106	120	8	j.	j.	PROPN
spir-9106	120	9	burgess	burgess	PROPN
spir-9106	120	10	,	,	PUNCT
spir-9106	120	11	m.	m.	NOUN
spir-9106	120	12	mahrt	mahrt	PROPN
spir-9106	120	13	,	,	PUNCT
spir-9106	120	14	&	&	CCONJ
spir-9106	120	15	c.	c.	PROPN
spir-9106	120	16	pushmann	pushmann	PROPN
spir-9106	120	17	(	(	PUNCT
spir-9106	120	18	eds	ed	NOUN
spir-9106	120	19	.	.	PUNCT
spir-9106	120	20	)	)	PUNCT
spir-9106	120	21	,	,	PUNCT
spir-9106	120	22	twitter	twitter	NOUN
spir-9106	120	23	and	and	CCONJ
spir-9106	120	24	society	society	NOUN
spir-9106	120	25	(	(	PUNCT
spir-9106	120	26	pp	pp	ADJ
spir-9106	120	27	.	.	PUNCT
spir-9106	120	28	29	29	NUM
spir-9106	120	29	-	-	SYM
spir-9106	120	30	41	41	NUM
spir-9106	120	31	)	)	PUNCT
spir-9106	120	32	.	.	PUNCT
spir-9106	121	1	new	new	PROPN
spir-9106	121	2	york	york	PROPN
spir-9106	121	3	:	:	PUNCT
spir-9106	121	4	peter	peter	PROPN
spir-9106	121	5	lang	lang	PROPN
spir-9106	121	6	.	.	PUNCT
spir-9106	122	1	hughes	hughes	PROPN
spir-9106	122	2	,	,	PUNCT
spir-9106	122	3	s.	s.	PROPN
spir-9106	122	4	a.	a.	PROPN
spir-9106	122	5	(	(	PUNCT
spir-9106	122	6	2011	2011	NUM
spir-9106	122	7	,	,	PUNCT
spir-9106	122	8	august	august	PROPN
spir-9106	122	9	4	4	NUM
spir-9106	122	10	)	)	PUNCT
spir-9106	122	11	.	.	PUNCT
spir-9106	123	1	undetweetable	undetweetable	ADJ
spir-9106	123	2	archives	archive	NOUN
spir-9106	123	3	deleted	delete	VERB
spir-9106	123	4	tweets	tweet	NOUN
spir-9106	123	5	,	,	PUNCT
spir-9106	123	6	gets	get	AUX
spir-9106	123	7	warning	warn	VERB
spir-9106	123	8	from	from	ADP
spir-9106	123	9	twitter	twitter	NOUN
spir-9106	123	10	(	(	PUNCT
spir-9106	123	11	update	update	NOUN
spir-9106	123	12	)	)	PUNCT
spir-9106	123	13	.	.	PUNCT
spir-9106	124	1	the	the	DET
spir-9106	124	2	washington	washington	PROPN
spir-9106	124	3	post	post	PROPN
spir-9106	124	4	.	.	PUNCT
spir-9106	124	5	rerieved	rerieve	VERB
spir-9106	124	6	from	from	ADP
spir-9106	124	7	https://www.washingtonpost.com/blogs/worldviews/post/undetweetable-archivesdeleted-tweets-gets-warning-from-twitter/2011/08/04/giqalqlbui_blog.html	https://www.washingtonpost.com/blogs/worldviews/post/undetweetable-archivesdeleted-tweets-gets-warning-from-twitter/2011/08/04/giqalqlbui_blog.html	PROPN
spir-9106	124	8	“	"	PUNCT
spir-9106	124	9	increase	increase	VERB
spir-9106	124	10	twitter	twitter	NOUN
spir-9106	124	11	engagement	engagement	NOUN
spir-9106	124	12	”	"	PUNCT
spir-9106	124	13	.	.	PUNCT
spir-9106	125	1	(	(	PUNCT
spir-9106	125	2	n.d	n.d	PROPN
spir-9106	125	3	.	.	PROPN
spir-9106	125	4	)	)	PUNCT
spir-9106	125	5	.	.	PUNCT
spir-9106	126	1	retrieved	retrieve	VERB
spir-9106	126	2	from	from	ADP
spir-9106	126	3	https://business.twitter.com/solutions/tweet-engagements	https://business.twitter.com/solutions/tweet-engagements	PROPN
spir-9106	126	4	jorgensen	jorgensen	PROPN
spir-9106	126	5	,	,	PUNCT
spir-9106	126	6	l.	l.	PROPN
spir-9106	126	7	(	(	PUNCT
spir-9106	126	8	2010	2010	NUM
spir-9106	126	9	,	,	PUNCT
spir-9106	126	10	february	february	PROPN
spir-9106	126	11	20	20	NUM
spir-9106	126	12	)	)	PUNCT
spir-9106	126	13	.	.	PUNCT
spir-9106	127	1	the	the	DET
spir-9106	127	2	secret	secret	NOUN
spir-9106	127	3	to	to	ADP
spir-9106	127	4	fewer	few	ADJ
spir-9106	127	5	followers	follower	NOUN
spir-9106	127	6	[	[	X
spir-9106	127	7	guest	guest	NOUN
spir-9106	127	8	blog	blog	NOUN
spir-9106	127	9	post	post	NOUN
spir-9106	127	10	]	]	X
spir-9106	127	11	.	.	PUNCT
spir-9106	127	12	retrieved	retrieve	VERB
spir-9106	127	13	from	from	ADP
spir-9106	127	14	http://www.twitter-fail.com/2010/02/20/the-secret-to-fewer-followers/	http://www.twitter-fail.com/2010/02/20/the-secret-to-fewer-followers/	PROPN
spir-9106	127	15	liu	liu	PROPN
spir-9106	127	16	,	,	PUNCT
spir-9106	127	17	y.	y.	PROPN
spir-9106	127	18	,	,	PUNCT
spir-9106	127	19	kliman	kliman	NOUN
spir-9106	127	20	-	-	PUNCT
spir-9106	127	21	silver	silver	NOUN
spir-9106	127	22	,	,	PUNCT
spir-9106	127	23	c.	c.	NOUN
spir-9106	127	24	,	,	PUNCT
spir-9106	127	25	&	&	CCONJ
spir-9106	127	26	mislove	mislove	PROPN
spir-9106	127	27	,	,	PUNCT
spir-9106	127	28	a.	a.	NOUN
spir-9106	127	29	(	(	PUNCT
spir-9106	127	30	2014	2014	NUM
spir-9106	127	31	,	,	PUNCT
spir-9106	127	32	may	may	AUX
spir-9106	127	33	)	)	PUNCT
spir-9106	127	34	.	.	PUNCT
spir-9106	128	1	the	the	DET
spir-9106	128	2	tweets	tweet	NOUN
spir-9106	128	3	they	they	PRON
spir-9106	128	4	are	be	AUX
spir-9106	128	5	a	a	DET
spir-9106	128	6	-	-	PUNCT
spir-9106	128	7	changin	changin	NOUN
spir-9106	128	8	’	'	PUNCT
spir-9106	128	9	:	:	PUNCT
spir-9106	128	10	evolution	evolution	NOUN
spir-9106	128	11	of	of	ADP
spir-9106	128	12	twitter	twitter	NOUN
spir-9106	128	13	users	user	NOUN
spir-9106	128	14	and	and	CCONJ
spir-9106	128	15	behavior	behavior	NOUN
spir-9106	128	16	.	.	PUNCT
spir-9106	129	1	in	in	ADP
spir-9106	129	2	international	international	ADJ
spir-9106	129	3	aaai	aaai	PROPN
spir-9106	129	4	conference	conference	NOUN
spir-9106	129	5	on	on	ADP
spir-9106	129	6	weblogs	weblog	NOUN
spir-9106	129	7	and	and	CCONJ
spir-9106	129	8	social	social	ADJ
spir-9106	129	9	media	medium	NOUN
spir-9106	129	10	(	(	PUNCT
spir-9106	129	11	icwsm	icwsm	NOUN
spir-9106	129	12	)	)	PUNCT
spir-9106	129	13	(	(	PUNCT
spir-9106	129	14	vol	vol	NOUN
spir-9106	129	15	.	.	PROPN
spir-9106	129	16	13	13	NUM
spir-9106	129	17	,	,	PUNCT
spir-9106	129	18	p.	p.	NOUN
spir-9106	129	19	55	55	NUM
spir-9106	129	20	)	)	PUNCT
spir-9106	129	21	.	.	PUNCT
spir-9106	130	1	marwick	marwick	PROPN
spir-9106	130	2	,	,	PUNCT
spir-9106	130	3	a.	a.	PROPN
spir-9106	130	4	,	,	PUNCT
spir-9106	130	5	&	&	CCONJ
spir-9106	130	6	boyd	boyd	PROPN
spir-9106	130	7	,	,	PUNCT
spir-9106	130	8	d.	d.	PROPN
spir-9106	130	9	(	(	PUNCT
spir-9106	130	10	2010	2010	NUM
spir-9106	130	11	)	)	PUNCT
spir-9106	130	12	.	.	PUNCT
spir-9106	131	1	i	i	PRON
spir-9106	131	2	tweet	tweet	VERB
spir-9106	131	3	honestly	honestly	ADV
spir-9106	131	4	,	,	PUNCT
spir-9106	131	5	i	i	PRON
spir-9106	131	6	tweet	tweet	VERB
spir-9106	131	7	passionately	passionately	ADV
spir-9106	131	8	:	:	PUNCT
spir-9106	131	9	twitter	twitter	NOUN
spir-9106	131	10	users	user	NOUN
spir-9106	131	11	,	,	PUNCT
spir-9106	131	12	context	context	NOUN
spir-9106	131	13	collapse	collapse	NOUN
spir-9106	131	14	,	,	PUNCT
spir-9106	131	15	and	and	CCONJ
spir-9106	131	16	the	the	DET
spir-9106	131	17	imagined	imagined	ADJ
spir-9106	131	18	audience	audience	NOUN
spir-9106	131	19	.	.	PUNCT
spir-9106	131	20	"	"	PUNCT
spir-9106	132	1	new	new	ADJ
spir-9106	132	2	media	medium	NOUN
spir-9106	132	3	and	and	CCONJ
spir-9106	132	4	society	society	NOUN
spir-9106	132	5	,	,	PUNCT
spir-9106	132	6	13	13	NUM
spir-9106	132	7	,	,	PUNCT
spir-9106	132	8	96	96	NUM
spir-9106	132	9	-	-	SYM
spir-9106	132	10	113	113	NUM
spir-9106	132	11	.	.	PUNCT
spir-9106	133	1	marwick	marwick	PROPN
spir-9106	133	2	,	,	PUNCT
spir-9106	133	3	a.	a.	PROPN
spir-9106	133	4	e.	e.	PROPN
spir-9106	133	5	(	(	PUNCT
spir-9106	133	6	2014	2014	NUM
spir-9106	133	7	)	)	PUNCT
spir-9106	133	8	.	.	PUNCT
spir-9106	134	1	networked	networked	ADJ
spir-9106	134	2	privacy	privacy	NOUN
spir-9106	134	3	:	:	PUNCT
spir-9106	134	4	how	how	SCONJ
spir-9106	134	5	teenagers	teenager	NOUN
spir-9106	134	6	negotiate	negotiate	VERB
spir-9106	134	7	context	context	NOUN
spir-9106	134	8	in	in	ADP
spir-9106	134	9	social	social	ADJ
spir-9106	134	10	media	medium	NOUN
spir-9106	134	11	.	.	PUNCT
spir-9106	135	1	new	new	ADJ
spir-9106	135	2	media	medium	NOUN
spir-9106	135	3	&	&	CCONJ
spir-9106	135	4	society	society	NOUN
spir-9106	135	5	,	,	PUNCT
spir-9106	135	6	16(7	16(7	NUM
spir-9106	135	7	)	)	PUNCT
spir-9106	135	8	,	,	PUNCT
spir-9106	135	9	1051	1051	NUM
spir-9106	135	10	-	-	SYM
spir-9106	135	11	1067	1067	NUM
spir-9106	135	12	.	.	PUNCT
spir-9106	136	1	marx	marx	PROPN
spir-9106	136	2	,	,	PUNCT
spir-9106	136	3	l.	l.	PROPN
spir-9106	136	4	(	(	PUNCT
spir-9106	136	5	2010	2010	NUM
spir-9106	136	6	)	)	PUNCT
spir-9106	136	7	.	.	PUNCT
spir-9106	137	1	technology	technology	NOUN
spir-9106	137	2	:	:	PUNCT
spir-9106	137	3	the	the	DET
spir-9106	137	4	emergence	emergence	NOUN
spir-9106	137	5	of	of	ADP
spir-9106	137	6	a	a	DET
spir-9106	137	7	hazardous	hazardous	ADJ
spir-9106	137	8	concept	concept	NOUN
spir-9106	137	9	.	.	PUNCT
spir-9106	138	1	technology	technology	NOUN
spir-9106	138	2	and	and	CCONJ
spir-9106	138	3	culture	culture	NOUN
spir-9106	138	4	,	,	PUNCT
spir-9106	138	5	51(3	51(3	NUM
spir-9106	138	6	)	)	PUNCT
spir-9106	138	7	,	,	PUNCT
spir-9106	138	8	561	561	NUM
spir-9106	138	9	-	-	SYM
spir-9106	138	10	577	577	NUM
spir-9106	138	11	.	.	PUNCT
spir-9106	139	1	papacharissi	papacharissi	PROPN
spir-9106	139	2	,	,	PUNCT
spir-9106	139	3	z.	z.	PROPN
spir-9106	139	4	(	(	PUNCT
spir-9106	139	5	2012	2012	NUM
spir-9106	139	6	)	)	PUNCT
spir-9106	139	7	.	.	PUNCT
spir-9106	140	1	without	without	ADP
spir-9106	140	2	you	you	PRON
spir-9106	140	3	,	,	PUNCT
spir-9106	140	4	i	i	PRON
spir-9106	140	5	'm	be	AUX
spir-9106	140	6	nothing	nothing	PRON
spir-9106	140	7	:	:	PUNCT
spir-9106	140	8	performances	performance	NOUN
spir-9106	140	9	of	of	ADP
spir-9106	140	10	the	the	DET
spir-9106	140	11	self	self	NOUN
spir-9106	140	12	on	on	ADP
spir-9106	140	13	twitter	twitter	NOUN
spir-9106	140	14	.	.	PUNCT
spir-9106	141	1	international	international	ADJ
spir-9106	141	2	journal	journal	NOUN
spir-9106	141	3	of	of	ADP
spir-9106	141	4	communication	communication	NOUN
spir-9106	141	5	,	,	PUNCT
spir-9106	141	6	6	6	NUM
spir-9106	141	7	,	,	PUNCT
spir-9106	141	8	18	18	NUM
spir-9106	141	9	.	.	PUNCT
spir-9106	142	1	petrovic	petrovic	PROPN
spir-9106	142	2	,	,	PUNCT
spir-9106	142	3	s.	s.	PROPN
spir-9106	142	4	,	,	PUNCT
spir-9106	142	5	osborne	osborne	PROPN
spir-9106	142	6	,	,	PUNCT
spir-9106	142	7	m.	m.	NOUN
spir-9106	142	8	,	,	PUNCT
spir-9106	142	9	&	&	CCONJ
spir-9106	142	10	lavrenko	lavrenko	PROPN
spir-9106	142	11	,	,	PUNCT
spir-9106	142	12	v.	v.	PROPN
spir-9106	142	13	(	(	PUNCT
spir-9106	142	14	2013	2013	NUM
spir-9106	142	15	)	)	PUNCT
spir-9106	142	16	.	.	PUNCT
spir-9106	143	1	i	i	PRON
spir-9106	143	2	wish	wish	VERB
spir-9106	143	3	i	i	PRON
spir-9106	143	4	did	do	AUX
spir-9106	143	5	n't	not	PART
spir-9106	143	6	say	say	VERB
spir-9106	143	7	that	that	PRON
spir-9106	143	8	!	!	PUNCT
spir-9106	144	1	analyzing	analyze	VERB
spir-9106	144	2	and	and	CCONJ
spir-9106	144	3	predicting	predict	VERB
spir-9106	144	4	deleted	delete	VERB
spir-9106	144	5	messages	message	NOUN
spir-9106	144	6	in	in	ADP
spir-9106	144	7	twitter	twitter	NOUN
spir-9106	144	8	.	.	PUNCT
spir-9106	145	1	corr	corr	PROPN
spir-9106	145	2	,	,	PUNCT
spir-9106	145	3	abs/1305.3107	abs/1305.3107	NOUN
spir-9106	145	4	,	,	PUNCT
spir-9106	145	5	2013	2013	NUM
spir-9106	145	6	.	.	PUNCT
spir-9106	146	1	smale	smale	PROPN
spir-9106	146	2	,	,	PUNCT
spir-9106	146	3	h.	h.	PROPN
spir-9106	146	4	(	(	PUNCT
spir-9106	146	5	2014	2014	NUM
spir-9106	146	6	,	,	PUNCT
spir-9106	146	7	october	october	PROPN
spir-9106	146	8	23	23	NUM
spir-9106	146	9	)	)	PUNCT
spir-9106	146	10	.	.	PUNCT
spir-9106	147	1	mum	mum	PROPN
spir-9106	147	2	asked	ask	VERB
spir-9106	147	3	what	what	PRON
spir-9106	147	4	a	a	DET
spir-9106	147	5	twitter	twitter	NOUN
spir-9106	147	6	favourite	favourite	ADJ
spir-9106	147	7	"	"	PUNCT
spir-9106	147	8	meant	mean	VERB
spir-9106	147	9	"	"	PUNCT
spir-9106	147	10	,	,	PUNCT
spir-9106	147	11	so	so	ADV
spir-9106	147	12	.....	.....	PUNCT
spir-9106	147	13	good	good	ADJ
spir-9106	147	14	luck	luck	NOUN
spir-9106	147	15	mum	mum	NOUN
spir-9106	147	16	.	.	PUNCT
spir-9106	148	1	[	[	X
spir-9106	148	2	tweet	tweet	NOUN
spir-9106	148	3	with	with	ADP
spir-9106	148	4	image	image	NOUN
spir-9106	148	5	]	]	PUNCT
spir-9106	148	6	.	.	PUNCT
spir-9106	149	1	retrieved	retrieve	VERB
spir-9106	149	2	from	from	ADP
spir-9106	149	3	https://twitter.com/holsmale/status/525370488437350401	https://twitter.com/holsmale/status/525370488437350401	PROPN
spir-9106	149	4	smith	smith	PROPN
spir-9106	149	5	,	,	PUNCT
spir-9106	149	6	s.	s.	PROPN
spir-9106	149	7	e.	e.	PROPN
spir-9106	149	8	(	(	PUNCT
spir-9106	149	9	2015	2015	NUM
spir-9106	149	10	)	)	PUNCT
spir-9106	149	11	.	.	PUNCT
spir-9106	150	1	how	how	SCONJ
spir-9106	150	2	a	a	DET
spir-9106	150	3	racist	racist	ADJ
spir-9106	150	4	troll	troll	NOUN
spir-9106	150	5	tricked	trick	VERB
spir-9106	150	6	twitter	twitter	NOUN
spir-9106	150	7	into	into	ADP
spir-9106	150	8	promoting	promote	VERB
spir-9106	150	9	white	white	ADJ
spir-9106	150	10	supremacy	supremacy	NOUN
spir-9106	150	11	.	.	PUNCT
spir-9106	151	1	the	the	DET
spir-9106	151	2	daily	daily	ADJ
spir-9106	151	3	dot	dot	NOUN
spir-9106	151	4	.	.	PUNCT
spir-9106	151	5	retrieved	retrieve	VERB
spir-9106	151	6	from	from	ADP
spir-9106	151	7	http://www.dailydot.com/opinion/weev-supremacisttwitter-ad/	http://www.dailydot.com/opinion/weev-supremacisttwitter-ad/	NOUN
spir-9106	151	8	tufekci	tufekci	NOUN
spir-9106	151	9	,	,	PUNCT
spir-9106	151	10	z.	z.	PROPN
spir-9106	151	11	(	(	PUNCT
spir-9106	151	12	2014	2014	NUM
spir-9106	151	13	)	)	PUNCT
spir-9106	151	14	.	.	PUNCT
spir-9106	152	1	big	big	ADJ
spir-9106	152	2	questions	question	NOUN
spir-9106	152	3	for	for	ADP
spir-9106	152	4	social	social	ADJ
spir-9106	152	5	media	medium	NOUN
spir-9106	152	6	big	big	ADJ
spir-9106	152	7	data	datum	NOUN
spir-9106	152	8	:	:	PUNCT
spir-9106	152	9	representativeness	representativeness	ADJ
spir-9106	152	10	,	,	PUNCT
spir-9106	152	11	validity	validity	NOUN
spir-9106	152	12	and	and	CCONJ
spir-9106	152	13	other	other	ADJ
spir-9106	152	14	methodological	methodological	ADJ
spir-9106	152	15	pitfalls	pitfall	NOUN
spir-9106	152	16	.	.	PUNCT
spir-9106	153	1	in	in	ADP
spir-9106	153	2	icwsm	icwsm	ADJ
spir-9106	153	3	'	'	NUM
spir-9106	153	4	14	14	NUM
spir-9106	153	5	:	:	PUNCT
spir-9106	153	6	proceedings	proceeding	NOUN
spir-9106	153	7	of	of	ADP
spir-9106	153	8	the	the	DET
spir-9106	153	9	8th	8th	ADJ
spir-9106	153	10	international	international	PROPN
spir-9106	153	11	aaai	aaai	PROPN
spir-9106	153	12	conference	conference	NOUN
spir-9106	153	13	on	on	ADP
spir-9106	153	14	weblogs	weblog	NOUN
spir-9106	153	15	and	and	CCONJ
spir-9106	153	16	social	social	ADJ
spir-9106	153	17	media	medium	NOUN
spir-9106	153	18	,	,	PUNCT
spir-9106	153	19	2014	2014	NUM
spir-9106	153	20	.	.	PUNCT
spir-9106	153	21	8	8	NUM
spir-9106	153	22	wang	wang	PROPN
spir-9106	153	23	,	,	PUNCT
spir-9106	153	24	y.	y.	PROPN
spir-9106	153	25	,	,	PUNCT
spir-9106	153	26	norcie	norcie	PROPN
spir-9106	153	27	,	,	PUNCT
spir-9106	153	28	g.	g.	PROPN
spir-9106	153	29	,	,	PUNCT
spir-9106	153	30	komanduri	komanduri	PROPN
spir-9106	153	31	,	,	PUNCT
spir-9106	153	32	s.	s.	PROPN
spir-9106	153	33	,	,	PUNCT
spir-9106	153	34	acquisti	acquisti	PROPN
spir-9106	153	35	,	,	PUNCT
spir-9106	153	36	a.	a.	PROPN
spir-9106	153	37	,	,	PUNCT
spir-9106	153	38	leon	leon	PROPN
spir-9106	153	39	,	,	PUNCT
spir-9106	153	40	p.	p.	PROPN
spir-9106	153	41	g.	g.	PROPN
spir-9106	153	42	,	,	PUNCT
spir-9106	153	43	&	&	CCONJ
spir-9106	153	44	cranor	cranor	PROPN
spir-9106	153	45	,	,	PUNCT
spir-9106	153	46	l.	l.	PROPN
spir-9106	153	47	f.	f.	PROPN
spir-9106	153	48	(	(	PUNCT
spir-9106	153	49	2011	2011	NUM
spir-9106	153	50	)	)	PUNCT
spir-9106	153	51	.	.	PUNCT
spir-9106	154	1	“	"	PUNCT
spir-9106	154	2	i	i	PRON
spir-9106	154	3	regretted	regret	VERB
spir-9106	154	4	the	the	DET
spir-9106	154	5	minute	minute	NOUN
spir-9106	154	6	i	i	PRON
spir-9106	154	7	pressed	press	VERB
spir-9106	154	8	share	share	NOUN
spir-9106	154	9	”	"	PUNCT
spir-9106	154	10	:	:	PUNCT
spir-9106	154	11	a	a	DET
spir-9106	154	12	qualitative	qualitative	ADJ
spir-9106	154	13	study	study	NOUN
spir-9106	154	14	of	of	ADP
spir-9106	154	15	regrets	regret	NOUN
spir-9106	154	16	on	on	ADP
spir-9106	154	17	facebook	facebook	PROPN
spir-9106	154	18	.	.	PUNCT
spir-9106	155	1	in	in	ADP
spir-9106	155	2	soups	soup	NOUN
spir-9106	155	3	‘	'	PUNCT
spir-9106	155	4	11	11	NUM
spir-9106	155	5	:	:	PUNCT
spir-9106	155	6	proceedings	proceeding	NOUN
spir-9106	155	7	of	of	ADP
spir-9106	155	8	the	the	DET
spir-9106	155	9	seventh	seventh	ADJ
spir-9106	155	10	symposium	symposium	NOUN
spir-9106	155	11	on	on	ADP
spir-9106	155	12	usable	usable	ADJ
spir-9106	155	13	privacy	privacy	NOUN
spir-9106	155	14	and	and	CCONJ
spir-9106	155	15	security	security	NOUN
spir-9106	155	16	,	,	PUNCT
spir-9106	155	17	(	(	PUNCT
spir-9106	155	18	pp	pp	ADJ
spir-9106	155	19	.	.	PUNCT
spir-9106	155	20	1	1	NUM
spir-9106	155	21	-	-	SYM
spir-9106	155	22	16	16	NUM
spir-9106	155	23	)	)	PUNCT
spir-9106	155	24	.	.	PUNCT
spir-9106	156	1	wood	wood	NOUN
spir-9106	156	2	,	,	PUNCT
spir-9106	156	3	n.	n.	PROPN
spir-9106	156	4	t.	t.	PROPN
spir-9106	156	5	,	,	PUNCT
spir-9106	156	6	&	&	CCONJ
spir-9106	156	7	burkhalter	burkhalter	PROPN
spir-9106	156	8	,	,	PUNCT
spir-9106	156	9	j.	j.	PROPN
spir-9106	156	10	n.	n.	PROPN
spir-9106	156	11	(	(	PUNCT
spir-9106	156	12	2014	2014	NUM
spir-9106	156	13	)	)	PUNCT
spir-9106	156	14	.	.	PUNCT
spir-9106	157	1	tweet	tweet	NOUN
spir-9106	157	2	this	this	PRON
spir-9106	157	3	,	,	PUNCT
spir-9106	157	4	not	not	PART
spir-9106	157	5	that	that	SCONJ
spir-9106	157	6	:	:	PUNCT
spir-9106	157	7	a	a	DET
spir-9106	157	8	comparison	comparison	NOUN
spir-9106	157	9	between	between	ADP
spir-9106	157	10	brand	brand	NOUN
spir-9106	157	11	promotions	promotion	NOUN
spir-9106	157	12	in	in	ADP
spir-9106	157	13	microblogging	microblogge	VERB
spir-9106	157	14	environments	environment	NOUN
spir-9106	157	15	using	use	VERB
spir-9106	157	16	celebrity	celebrity	NOUN
spir-9106	157	17	and	and	CCONJ
spir-9106	157	18	companygenerated	companygenerate	VERB
spir-9106	157	19	tweets	tweet	NOUN
spir-9106	157	20	.	.	PUNCT
spir-9106	158	1	journal	journal	NOUN
spir-9106	158	2	of	of	ADP
spir-9106	158	3	marketing	marketing	NOUN
spir-9106	158	4	communications	communication	NOUN
spir-9106	158	5	,	,	PUNCT
spir-9106	158	6	20(1	20(1	NUM
spir-9106	158	7	-	-	SYM
spir-9106	158	8	2	2	NUM
spir-9106	158	9	)	)	PUNCT
spir-9106	158	10	,	,	PUNCT
spir-9106	158	11	129	129	NUM
spir-9106	158	12	-	-	SYM
spir-9106	158	13	146	146	NUM
spir-9106	158	14	.	.	PUNCT
spir-9106	159	1	winner	winner	NOUN
spir-9106	159	2	,	,	PUNCT
spir-9106	159	3	l.	l.	PROPN
spir-9106	159	4	(	(	PUNCT
spir-9106	159	5	1980	1980	NUM
spir-9106	159	6	)	)	PUNCT
spir-9106	159	7	.	.	PUNCT
spir-9106	160	1	do	do	AUX
spir-9106	160	2	artifacts	artifact	NOUN
spir-9106	160	3	have	have	VERB
spir-9106	160	4	politics	politic	NOUN
spir-9106	160	5	?	?	PUNCT
spir-9106	160	6	.	.	PUNCT
spir-9106	161	1	daedalus	daedalus	NOUN
spir-9106	161	2	,	,	PUNCT
spir-9106	161	3	121	121	NUM
spir-9106	161	4	-	-	SYM
spir-9106	161	5	136	136	NUM
spir-9106	161	6	.	.	PUNCT
spir-9106	162	1	xu	xu	PROPN
spir-9106	162	2	,	,	PUNCT
spir-9106	162	3	j.	j.	PROPN
spir-9106	162	4	m.	m.	PROPN
spir-9106	162	5	,	,	PUNCT
spir-9106	162	6	burchfiel	burchfiel	PROPN
spir-9106	162	7	,	,	PUNCT
spir-9106	162	8	b.	b.	PROPN
spir-9106	162	9	,	,	PUNCT
spir-9106	162	10	zhu	zhu	PROPN
spir-9106	162	11	,	,	PUNCT
spir-9106	162	12	x.	x.	PROPN
spir-9106	162	13	,	,	PUNCT
spir-9106	162	14	&	&	CCONJ
spir-9106	162	15	bellmore	bellmore	PROPN
spir-9106	162	16	,	,	PUNCT
spir-9106	162	17	a.	a.	NOUN
spir-9106	162	18	(	(	PUNCT
spir-9106	162	19	2013	2013	NUM
spir-9106	162	20	)	)	PUNCT
spir-9106	162	21	.	.	PUNCT
spir-9106	163	1	an	an	DET
spir-9106	163	2	examination	examination	NOUN
spir-9106	163	3	of	of	ADP
spir-9106	163	4	regret	regret	NOUN
spir-9106	163	5	in	in	ADP
spir-9106	163	6	bullying	bully	VERB
spir-9106	163	7	tweets	tweet	NOUN
spir-9106	163	8	.	.	PUNCT
spir-9106	164	1	in	in	ADP
spir-9106	164	2	hlt	hlt	PROPN
spir-9106	164	3	-	-	PUNCT
spir-9106	164	4	naacl	naacl	PROPN
spir-9106	164	5	(	(	PUNCT
spir-9106	164	6	pp	pp	ADJ
spir-9106	164	7	.	.	PUNCT
spir-9106	165	1	697	697	NUM
spir-9106	165	2	-	-	NUM
spir-9106	165	3	702	702	NUM
spir-9106	165	4	)	)	PUNCT
spir-9106	165	5	.	.	PUNCT