id	sid	tid	token	lemma	pos
spir-11011	1	1	selected	select	VERB
spir-11011	1	2	papers	paper	NOUN
spir-11011	1	3	of	of	ADP
spir-11011	1	4	#	#	SYM
spir-11011	1	5	aoir2019	aoir2019	PROPN
spir-11011	1	6	:	:	PUNCT
spir-11011	1	7	  	  	SPACE
spir-11011	1	8	the	the	DET
spir-11011	1	9	20​th​	20​th​	PROPN
spir-11011	1	10	annual	annual	ADJ
spir-11011	1	11	conference	conference	NOUN
spir-11011	1	12	of	of	ADP
spir-11011	1	13	the	the	DET
spir-11011	1	14	  	  	SPACE
spir-11011	1	15	association	association	NOUN
spir-11011	1	16	of	of	ADP
spir-11011	1	17	internet	internet	NOUN
spir-11011	1	18	researchers	researcher	NOUN
spir-11011	1	19	brisbane	brisbane	NOUN
spir-11011	1	20	,	,	PUNCT
spir-11011	1	21	australia	australia	PROPN
spir-11011	1	22	/	/	SYM
spir-11011	1	23	2	2	NUM
spir-11011	1	24	-	-	SYM
spir-11011	1	25	5	5	NUM
spir-11011	1	26	october	october	NOUN
spir-11011	1	27	2019	2019	NUM
spir-11011	1	28	bots	bot	NOUN
spir-11011	1	29	among	among	ADP
spir-11011	1	30	us	we	PRON
spir-11011	1	31	:	:	PUNCT
spir-11011	1	32	prevalence	prevalence	NOUN
spir-11011	1	33	,	,	PUNCT
spir-11011	1	34	influence	influence	NOUN
spir-11011	1	35	,	,	PUNCT
spir-11011	1	36	and	and	CCONJ
spir-11011	1	37	roles	role	NOUN
spir-11011	1	38	of	of	ADP
spir-11011	1	39	automated	automate	VERB
spir-11011	1	40	accounts	account	NOUN
spir-11011	1	41	in	in	ADP
spir-11011	1	42	the	the	DET
spir-11011	1	43	german	german	ADJ
spir-11011	1	44	twitter	twitter	NOUN
spir-11011	1	45	follow	follow	NOUN
spir-11011	1	46	network	network	NOUN
spir-11011	1	47	felix	felix	PROPN
spir-11011	1	48	victor	victor	PROPN
spir-11011	1	49	münch	münch	PROPN
spir-11011	1	50	leibniz	leibniz	PROPN
spir-11011	1	51	institute	institute	PROPN
spir-11011	1	52	for	for	ADP
spir-11011	1	53	media	medium	NOUN
spir-11011	1	54	research	research	NOUN
spir-11011	2	1	|	|	ADV
spir-11011	2	2	hans	hans	PROPN
spir-11011	2	3	-	-	PUNCT
spir-11011	2	4	bredow	bredow	NOUN
spir-11011	2	5	-	-	PUNCT
spir-11011	2	6	institut	institut	PROPN
spir-11011	2	7	(	(	PUNCT
spir-11011	2	8	hbi	hbi	PROPN
spir-11011	2	9	)	)	PUNCT
spir-11011	2	10	cornelius	cornelius	PROPN
spir-11011	2	11	puschmann	puschmann	PROPN
spir-11011	2	12	leibniz	leibniz	PROPN
spir-11011	2	13	institute	institute	PROPN
spir-11011	2	14	for	for	ADP
spir-11011	2	15	media	medium	NOUN
spir-11011	2	16	research	research	NOUN
spir-11011	2	17	|	|	ADV
spir-11011	2	18	hans	hans	PROPN
spir-11011	2	19	-	-	PUNCT
spir-11011	2	20	bredow	bredow	NOUN
spir-11011	2	21	-	-	PUNCT
spir-11011	2	22	institut	institut	PROPN
spir-11011	2	23	(	(	PUNCT
spir-11011	2	24	hbi	hbi	PROPN
spir-11011	2	25	)	)	PUNCT
spir-11011	2	26	ben	ben	PROPN
spir-11011	2	27	thies	thies	PROPN
spir-11011	2	28	leibniz	leibniz	PROPN
spir-11011	2	29	institute	institute	PROPN
spir-11011	2	30	for	for	ADP
spir-11011	2	31	media	medium	NOUN
spir-11011	2	32	research	research	NOUN
spir-11011	2	33	|	|	ADV
spir-11011	2	34	hans	hans	PROPN
spir-11011	2	35	-	-	PUNCT
spir-11011	2	36	bredow	bredow	NOUN
spir-11011	2	37	-	-	PUNCT
spir-11011	2	38	institut	institut	PROPN
spir-11011	2	39	(	(	PUNCT
spir-11011	2	40	hbi	hbi	NOUN
spir-11011	2	41	)	)	PUNCT
spir-11011	2	42	axel	axel	PROPN
spir-11011	2	43	bruns	bruns	PROPN
spir-11011	2	44	queensland	queensland	PROPN
spir-11011	2	45	university	university	PROPN
spir-11011	2	46	of	of	ADP
spir-11011	2	47	technology	technology	NOUN
spir-11011	2	48	background	background	NOUN
spir-11011	2	49	social	social	ADJ
spir-11011	2	50	bots	bot	NOUN
spir-11011	2	51	are	be	AUX
spir-11011	2	52	undermining	undermine	VERB
spir-11011	2	53	trust	trust	NOUN
spir-11011	2	54	in	in	ADP
spir-11011	2	55	social	social	ADJ
spir-11011	2	56	media	medium	NOUN
spir-11011	2	57	.	.	PUNCT
spir-11011	3	1	they	they	PRON
spir-11011	3	2	spread	spread	VERB
spir-11011	3	3	low	low	ADJ
spir-11011	3	4	-	-	PUNCT
spir-11011	3	5	credibility	credibility	NOUN
spir-11011	3	6	content	content	NOUN
spir-11011	3	7	(	(	PUNCT
spir-11011	3	8	shao	shao	PROPN
spir-11011	3	9	et	et	PROPN
spir-11011	3	10	al	al	PROPN
spir-11011	3	11	.	.	PROPN
spir-11011	3	12	,	,	PUNCT
spir-11011	3	13	2018	2018	NUM
spir-11011	3	14	)	)	PUNCT
spir-11011	3	15	,	,	PUNCT
spir-11011	3	16	so	so	ADV
spir-11011	3	17	-	-	PUNCT
spir-11011	3	18	called	call	VERB
spir-11011	3	19	fake	fake	ADJ
spir-11011	3	20	news	news	NOUN
spir-11011	3	21	(	(	PUNCT
spir-11011	3	22	vosoughi	vosoughi	PROPN
spir-11011	3	23	,	,	PUNCT
spir-11011	3	24	roy	roy	PROPN
spir-11011	3	25	,	,	PUNCT
spir-11011	3	26	&	&	CCONJ
spir-11011	3	27	aral	aral	PROPN
spir-11011	3	28	,	,	PUNCT
spir-11011	3	29	2018	2018	NUM
spir-11011	3	30	)	)	PUNCT
spir-11011	3	31	,	,	PUNCT
spir-11011	3	32	and	and	CCONJ
spir-11011	3	33	spam	spam	NOUN
spir-11011	3	34	(	(	PUNCT
spir-11011	3	35	bruns	brun	NOUN
spir-11011	3	36	et	et	NOUN
spir-11011	3	37	al	al	PROPN
spir-11011	3	38	.	.	PROPN
spir-11011	3	39	,	,	PUNCT
spir-11011	3	40	2018	2018	NUM
spir-11011	3	41	)	)	PUNCT
spir-11011	3	42	.	.	PUNCT
spir-11011	4	1	however	however	ADV
spir-11011	4	2	,	,	PUNCT
spir-11011	4	3	most	most	ADJ
spir-11011	4	4	research	research	NOUN
spir-11011	4	5	analyses	analyse	VERB
spir-11011	4	6	data	datum	NOUN
spir-11011	4	7	based	base	VERB
spir-11011	4	8	on	on	ADP
spir-11011	4	9	the	the	DET
spir-11011	4	10	active	active	ADJ
spir-11011	4	11	sharing	sharing	NOUN
spir-11011	4	12	of	of	ADP
spir-11011	4	13	links	link	NOUN
spir-11011	4	14	,	,	PUNCT
spir-11011	4	15	keywords	keyword	NOUN
spir-11011	4	16	,	,	PUNCT
spir-11011	4	17	or	or	CCONJ
spir-11011	4	18	hashtags	hashtag	NOUN
spir-11011	4	19	rather	rather	ADV
spir-11011	4	20	than	than	ADP
spir-11011	4	21	assessing	assess	VERB
spir-11011	4	22	the	the	DET
spir-11011	4	23	longer	long	ADJ
spir-11011	4	24	-	-	PUNCT
spir-11011	4	25	term	term	NOUN
spir-11011	4	26	presence	presence	NOUN
spir-11011	4	27	of	of	ADP
spir-11011	4	28	bots	bot	NOUN
spir-11011	4	29	as	as	ADP
spir-11011	4	30	an	an	DET
spir-11011	4	31	integral	integral	ADJ
spir-11011	4	32	part	part	NOUN
spir-11011	4	33	of	of	ADP
spir-11011	4	34	platforms	platform	NOUN
spir-11011	4	35	.	.	PUNCT
spir-11011	5	1	to	to	PART
spir-11011	5	2	address	address	VERB
spir-11011	5	3	this	this	DET
spir-11011	5	4	gap	gap	NOUN
spir-11011	5	5	,	,	PUNCT
spir-11011	5	6	we	we	PRON
spir-11011	5	7	present	present	VERB
spir-11011	5	8	what	what	PRON
spir-11011	5	9	to	to	ADP
spir-11011	5	10	our	our	PRON
spir-11011	5	11	knowledge	knowledge	NOUN
spir-11011	5	12	is	be	AUX
spir-11011	5	13	the	the	DET
spir-11011	5	14	first	first	ADJ
spir-11011	5	15	study	study	NOUN
spir-11011	5	16	that	that	PRON
spir-11011	5	17	assesses	assess	VERB
spir-11011	5	18	the	the	DET
spir-11011	5	19	prevalence	prevalence	NOUN
spir-11011	5	20	,	,	PUNCT
spir-11011	5	21	influence	influence	NOUN
spir-11011	5	22	,	,	PUNCT
spir-11011	5	23	and	and	CCONJ
spir-11011	5	24	roles	role	NOUN
spir-11011	5	25	of	of	ADP
spir-11011	5	26	automated	automate	VERB
spir-11011	5	27	accounts	account	NOUN
spir-11011	5	28	in	in	ADP
spir-11011	5	29	a	a	DET
spir-11011	5	30	twitter	twitter	NOUN
spir-11011	5	31	follow	follow	NOUN
spir-11011	5	32	network	network	NOUN
spir-11011	5	33	on	on	ADP
spir-11011	5	34	a	a	DET
spir-11011	5	35	national	national	ADJ
spir-11011	5	36	scale	scale	NOUN
spir-11011	5	37	:	:	PUNCT
spir-11011	5	38	the	the	DET
spir-11011	5	39	german	german	NOUN
spir-11011	5	40	-	-	PUNCT
spir-11011	5	41	speaking	speak	VERB
spir-11011	5	42	twittersphere	twittersphere	NOUN
spir-11011	5	43	.	.	PUNCT
spir-11011	6	1	this	this	DET
spir-11011	6	2	work	work	NOUN
spir-11011	6	3	in	in	ADP
spir-11011	6	4	progress	progress	NOUN
spir-11011	6	5	allows	allow	VERB
spir-11011	6	6	us	we	PRON
spir-11011	6	7	to	to	PART
spir-11011	6	8	analyse	analyse	VERB
spir-11011	6	9	the	the	DET
spir-11011	6	10	long	long	ADJ
spir-11011	6	11	-	-	PUNCT
spir-11011	6	12	term	term	NOUN
spir-11011	6	13	structural	structural	ADJ
spir-11011	6	14	role	role	NOUN
spir-11011	6	15	,	,	PUNCT
spir-11011	6	16	impact	impact	NOUN
spir-11011	6	17	,	,	PUNCT
spir-11011	6	18	and	and	CCONJ
spir-11011	6	19	possible	possible	ADJ
spir-11011	6	20	audience	audience	NOUN
spir-11011	6	21	of	of	ADP
spir-11011	6	22	bots	bot	NOUN
spir-11011	6	23	beyond	beyond	ADP
spir-11011	6	24	the	the	DET
spir-11011	6	25	context	context	NOUN
spir-11011	6	26	of	of	ADP
spir-11011	6	27	single	single	ADJ
spir-11011	6	28	events	event	NOUN
spir-11011	6	29	and	and	CCONJ
spir-11011	6	30	topics	topic	NOUN
spir-11011	6	31	.	.	PUNCT
spir-11011	7	1	suggested	suggest	VERB
spir-11011	7	2	citation	citation	NOUN
spir-11011	7	3	(	(	PUNCT
spir-11011	7	4	apa	apa	PROPN
spir-11011	7	5	):	):	PUNCT
spir-11011	7	6	münch	münch	PROPN
spir-11011	7	7	,	,	PUNCT
spir-11011	7	8	f.v	f.v	PROPN
spir-11011	7	9	.	.	PROPN
spir-11011	7	10	,	,	PUNCT
spir-11011	7	11	puschmann	puschmann	PROPN
spir-11011	7	12	,	,	PUNCT
spir-11011	7	13	c.	c.	PROPN
spir-11011	7	14	,	,	PUNCT
spir-11011	7	15	thies	thies	PROPN
spir-11011	7	16	,	,	PUNCT
spir-11011	7	17	b.	b.	PROPN
spir-11011	7	18	,	,	PUNCT
spir-11011	7	19	bruns	brun	NOUN
spir-11011	7	20	,	,	PUNCT
spir-11011	7	21	a.	a.	NOUN
spir-11011	7	22	(	(	PUNCT
spir-11011	7	23	2019	2019	NUM
spir-11011	7	24	,	,	PUNCT
spir-11011	7	25	october	october	PROPN
spir-11011	7	26	2	2	NUM
spir-11011	7	27	-	-	SYM
spir-11011	7	28	5	5	NUM
spir-11011	7	29	)	)	PUNCT
spir-11011	7	30	.	.	PUNCT
spir-11011	8	1	​bots	​bot	NOUN
spir-11011	8	2	among	among	ADP
spir-11011	8	3	us	we	PRON
spir-11011	8	4	:	:	PUNCT
spir-11011	8	5	prevalence	prevalence	NOUN
spir-11011	8	6	,	,	PUNCT
spir-11011	8	7	influence	influence	NOUN
spir-11011	8	8	and	and	CCONJ
spir-11011	8	9	role	role	NOUN
spir-11011	8	10	of	of	ADP
spir-11011	8	11	automated	automate	VERB
spir-11011	8	12	accounts	account	NOUN
spir-11011	8	13	in	in	ADP
spir-11011	8	14	the	the	DET
spir-11011	8	15	german	german	ADJ
spir-11011	8	16	twitter	twitter	NOUN
spir-11011	8	17	follow	follow	VERB
spir-11011	8	18	network​.	network​.	ADJ
spir-11011	8	19	paper	paper	NOUN
spir-11011	8	20	presented	present	VERB
spir-11011	8	21	at	at	ADP
spir-11011	8	22	aoir	aoir	NOUN
spir-11011	8	23	2019	2019	NUM
spir-11011	8	24	:	:	PUNCT
spir-11011	8	25	the	the	DET
spir-11011	8	26	20​th​	20​th​	PROPN
spir-11011	8	27	annual	annual	ADJ
spir-11011	8	28	conference	conference	NOUN
spir-11011	8	29	of	of	ADP
spir-11011	8	30	the	the	DET
spir-11011	8	31	association	association	NOUN
spir-11011	8	32	of	of	ADP
spir-11011	8	33	internet	internet	NOUN
spir-11011	8	34	researchers	researcher	NOUN
spir-11011	8	35	.	.	PUNCT
spir-11011	9	1	brisbane	brisbane	PROPN
spir-11011	9	2	,	,	PUNCT
spir-11011	9	3	australia	australia	PROPN
spir-11011	9	4	:	:	PUNCT
spir-11011	9	5	aoir	aoir	NOUN
spir-11011	9	6	.	.	PUNCT
spir-11011	9	7	retrieved	retrieve	VERB
spir-11011	9	8	from	from	ADP
spir-11011	9	9	http://spir.aoir.org	http://spir.aoir.org	PROPN
spir-11011	9	10	.	.	PUNCT
spir-11011	10	1	method	method	NOUN
spir-11011	10	2	to	to	PART
spir-11011	10	3	collect	collect	VERB
spir-11011	10	4	a	a	DET
spir-11011	10	5	follow	follow	NOUN
spir-11011	10	6	network	network	NOUN
spir-11011	10	7	of	of	ADP
spir-11011	10	8	the	the	DET
spir-11011	10	9	most	most	ADV
spir-11011	10	10	central	central	ADJ
spir-11011	10	11	accounts	account	NOUN
spir-11011	10	12	in	in	ADP
spir-11011	10	13	the	the	DET
spir-11011	10	14	german	german	NOUN
spir-11011	10	15	-	-	PUNCT
spir-11011	10	16	speaking	speak	VERB
spir-11011	10	17	twittersphere	twittersphere	NOUN
spir-11011	10	18	,	,	PUNCT
spir-11011	10	19	we	we	PRON
spir-11011	10	20	use	use	VERB
spir-11011	10	21	the	the	DET
spir-11011	10	22	rank	rank	NOUN
spir-11011	10	23	-	-	PUNCT
spir-11011	10	24	degree	degree	NOUN
spir-11011	10	25	method	method	NOUN
spir-11011	10	26	,	,	PUNCT
spir-11011	10	27	a	a	DET
spir-11011	10	28	graph	graph	NOUN
spir-11011	10	29	exploration	exploration	NOUN
spir-11011	10	30	method	method	NOUN
spir-11011	10	31	that	that	PRON
spir-11011	10	32	is	be	AUX
spir-11011	10	33	able	able	ADJ
spir-11011	10	34	to	to	PART
spir-11011	10	35	identify	identify	VERB
spir-11011	10	36	the	the	DET
spir-11011	10	37	most	most	ADV
spir-11011	10	38	influential	influential	ADJ
spir-11011	10	39	spreaders	spreader	NOUN
spir-11011	10	40	within	within	ADP
spir-11011	10	41	complex	complex	ADJ
spir-11011	10	42	networks	network	NOUN
spir-11011	10	43	(	(	PUNCT
spir-11011	10	44	salamanos	salamanos	ADV
spir-11011	10	45	,	,	PUNCT
spir-11011	10	46	voudigari	voudigari	NOUN
spir-11011	10	47	,	,	PUNCT
spir-11011	10	48	&	&	CCONJ
spir-11011	10	49	yannakoudakis	yannakoudakis	PROPN
spir-11011	10	50	,	,	PUNCT
spir-11011	10	51	2017	2017	NUM
spir-11011	10	52	)	)	PUNCT
spir-11011	10	53	.	.	PUNCT
spir-11011	11	1	as	as	SCONJ
spir-11011	11	2	this	this	DET
spir-11011	11	3	walk	walk	NOUN
spir-11011	11	4	-	-	PUNCT
spir-11011	11	5	based	base	VERB
spir-11011	11	6	technique	technique	NOUN
spir-11011	11	7	only	only	ADV
spir-11011	11	8	requires	require	VERB
spir-11011	11	9	node	node	NOUN
spir-11011	11	10	-	-	PUNCT
spir-11011	11	11	local	local	ADJ
spir-11011	11	12	information	information	NOUN
spir-11011	11	13	,	,	PUNCT
spir-11011	11	14	we	we	PRON
spir-11011	11	15	were	be	AUX
spir-11011	11	16	able	able	ADJ
spir-11011	11	17	to	to	PART
spir-11011	11	18	adapt	adapt	VERB
spir-11011	11	19	it	it	PRON
spir-11011	11	20	as	as	ADP
spir-11011	11	21	a	a	DET
spir-11011	11	22	data	data	NOUN
spir-11011	11	23	mining	mining	NOUN
spir-11011	11	24	method	method	NOUN
spir-11011	11	25	using	use	VERB
spir-11011	11	26	the	the	DET
spir-11011	11	27	cost	cost	NOUN
spir-11011	11	28	-	-	PUNCT
spir-11011	11	29	free	free	ADJ
spir-11011	11	30	standard	standard	ADJ
spir-11011	11	31	twitter	twitter	NOUN
spir-11011	11	32	api	api	NOUN
spir-11011	11	33	only	only	ADV
spir-11011	11	34	.	.	PUNCT
spir-11011	12	1	figure	figure	VERB
spir-11011	12	2	1	1	NUM
spir-11011	12	3	:	:	PUNCT
spir-11011	12	4	comparison	comparison	NOUN
spir-11011	12	5	of	of	ADP
spir-11011	12	6	the	the	DET
spir-11011	12	7	distribution	distribution	NOUN
spir-11011	12	8	of	of	ADP
spir-11011	12	9	follower	follower	NOUN
spir-11011	12	10	counts	count	VERB
spir-11011	12	11	in	in	ADP
spir-11011	12	12	our	our	PRON
spir-11011	12	13	sample	sample	NOUN
spir-11011	12	14	(	(	PUNCT
spir-11011	12	15	blue	blue	ADJ
spir-11011	12	16	)	)	PUNCT
spir-11011	12	17	and	and	CCONJ
spir-11011	12	18	the	the	DET
spir-11011	12	19	complete	complete	ADJ
spir-11011	12	20	german	german	ADJ
spir-11011	12	21	account	account	NOUN
spir-11011	12	22	data	datum	NOUN
spir-11011	12	23	from	from	ADP
spir-11011	12	24	2016	2016	NUM
spir-11011	12	25	(	(	PUNCT
spir-11011	12	26	red	red	ADJ
spir-11011	12	27	)	)	PUNCT
spir-11011	12	28	.	.	PUNCT
spir-11011	13	1	so	so	ADV
spir-11011	13	2	far	far	ADV
spir-11011	13	3	,	,	PUNCT
spir-11011	13	4	we	we	PRON
spir-11011	13	5	have	have	AUX
spir-11011	13	6	compiled	compile	VERB
spir-11011	13	7	a	a	DET
spir-11011	13	8	network	network	NOUN
spir-11011	13	9	of	of	ADP
spir-11011	13	10	more	more	ADJ
spir-11011	13	11	than	than	ADP
spir-11011	13	12	200,000	200,000	NUM
spir-11011	13	13	accounts	account	NOUN
spir-11011	13	14	and	and	CCONJ
spir-11011	13	15	840,000	840,000	NUM
spir-11011	13	16	edges	edge	NOUN
spir-11011	13	17	.	.	PUNCT
spir-11011	14	1	a	a	DET
spir-11011	14	2	detailed	detailed	ADJ
spir-11011	14	3	description	description	NOUN
spir-11011	14	4	of	of	ADP
spir-11011	14	5	our	our	PRON
spir-11011	14	6	collection	collection	NOUN
spir-11011	14	7	method	method	NOUN
spir-11011	14	8	and	and	CCONJ
spir-11011	14	9	more	more	ADJ
spir-11011	14	10	insights	insight	NOUN
spir-11011	14	11	into	into	ADP
spir-11011	14	12	the	the	DET
spir-11011	14	13	sample	sample	NOUN
spir-11011	14	14	quality	quality	NOUN
spir-11011	14	15	will	will	AUX
spir-11011	14	16	be	be	AUX
spir-11011	14	17	part	part	NOUN
spir-11011	14	18	of	of	ADP
spir-11011	14	19	forthcoming	forthcoming	ADJ
spir-11011	14	20	publications	publication	NOUN
spir-11011	14	21	.	.	PUNCT
spir-11011	15	1	a	a	DET
spir-11011	15	2	preliminary	preliminary	ADJ
spir-11011	15	3	comparison	comparison	NOUN
spir-11011	15	4	of	of	ADP
spir-11011	15	5	our	our	PRON
spir-11011	15	6	sample	sample	NOUN
spir-11011	15	7	with	with	ADP
spir-11011	15	8	a	a	DET
spir-11011	15	9	benchmark	benchmark	NOUN
spir-11011	15	10	dataset	dataset	NOUN
spir-11011	15	11	(	(	PUNCT
spir-11011	15	12	comprising	comprise	VERB
spir-11011	15	13	the	the	DET
spir-11011	15	14	details	detail	NOUN
spir-11011	15	15	of	of	ADP
spir-11011	15	16	all	all	DET
spir-11011	15	17	twitter	twitter	NOUN
spir-11011	15	18	accounts	account	NOUN
spir-11011	15	19	who	who	PRON
spir-11011	15	20	had	have	AUX
spir-11011	15	21	set	set	VERB
spir-11011	15	22	their	their	PRON
spir-11011	15	23	interface	interface	NOUN
spir-11011	15	24	language	language	NOUN
spir-11011	15	25	to	to	ADP
spir-11011	15	26	german	german	NOUN
spir-11011	15	27	in	in	ADP
spir-11011	15	28	2016	2016	NUM
spir-11011	15	29	)	)	PUNCT
spir-11011	15	30	shows	show	VERB
spir-11011	15	31	that	that	SCONJ
spir-11011	15	32	our	our	PRON
spir-11011	15	33	sample	sample	NOUN
spir-11011	15	34	contains	contain	VERB
spir-11011	15	35	an	an	DET
spir-11011	15	36	influential	influential	ADJ
spir-11011	15	37	sub	sub	NOUN
spir-11011	15	38	-	-	NOUN
spir-11011	15	39	population	population	NOUN
spir-11011	15	40	with	with	ADP
spir-11011	15	41	large	large	ADJ
spir-11011	15	42	(	(	PUNCT
spir-11011	15	43	figure	figure	NOUN
spir-11011	15	44	1	1	NUM
spir-11011	15	45	)	)	PUNCT
spir-11011	15	46	,	,	PUNCT
spir-11011	15	47	recently	recently	ADV
spir-11011	15	48	active	active	ADJ
spir-11011	15	49	(	(	PUNCT
spir-11011	15	50	figures	figure	NOUN
spir-11011	15	51	2	2	NUM
spir-11011	15	52	&	&	CCONJ
spir-11011	15	53	3	3	NUM
spir-11011	15	54	)	)	PUNCT
spir-11011	15	55	audiences	audience	NOUN
spir-11011	15	56	.	.	PUNCT
spir-11011	16	1	as	as	SCONJ
spir-11011	16	2	shown	show	VERB
spir-11011	16	3	by	by	ADP
spir-11011	16	4	münch	münch	NOUN
spir-11011	16	5	(	(	PUNCT
spir-11011	16	6	2019	2019	NUM
spir-11011	16	7	)	)	PUNCT
spir-11011	16	8	,	,	PUNCT
spir-11011	16	9	a	a	DET
spir-11011	16	10	sample	sample	NOUN
spir-11011	16	11	of	of	ADP
spir-11011	16	12	the	the	DET
spir-11011	16	13	most	most	ADV
spir-11011	16	14	followed	follow	VERB
spir-11011	16	15	accounts	account	NOUN
spir-11011	16	16	in	in	ADP
spir-11011	16	17	the	the	DET
spir-11011	16	18	australian	australian	ADJ
spir-11011	16	19	twittersphere	twittersphere	PROPN
spir-11011	16	20	sufficed	suffice	VERB
spir-11011	16	21	to	to	PART
spir-11011	16	22	identify	identify	VERB
spir-11011	16	23	densely	densely	ADV
spir-11011	16	24	connected	connected	ADJ
spir-11011	16	25	topical	topical	ADJ
spir-11011	16	26	clusters	cluster	NOUN
spir-11011	16	27	,	,	PUNCT
spir-11011	16	28	overall	overall	ADJ
spir-11011	16	29	reflecting	reflect	VERB
spir-11011	16	30	results	result	NOUN
spir-11011	16	31	from	from	ADP
spir-11011	16	32	the	the	DET
spir-11011	16	33	full	full	ADJ
spir-11011	16	34	dataset	dataset	NOUN
spir-11011	16	35	.	.	PUNCT
spir-11011	17	1	therefore	therefore	ADV
spir-11011	17	2	,	,	PUNCT
spir-11011	17	3	we	we	PRON
spir-11011	17	4	assume	assume	VERB
spir-11011	17	5	that	that	SCONJ
spir-11011	17	6	our	our	PRON
spir-11011	17	7	sample	sample	NOUN
spir-11011	17	8	allows	allow	VERB
spir-11011	17	9	to	to	PART
spir-11011	17	10	identify	identify	VERB
spir-11011	17	11	long	long	ADV
spir-11011	17	12	-	-	PUNCT
spir-11011	17	13	lasting	last	VERB
spir-11011	17	14	topical	topical	ADJ
spir-11011	17	15	sub	sub	NOUN
spir-11011	17	16	-	-	NOUN
spir-11011	17	17	publics	public	NOUN
spir-11011	17	18	which	which	PRON
spir-11011	17	19	reflect	reflect	VERB
spir-11011	17	20	the	the	DET
spir-11011	17	21	macro	macro	NOUN
spir-11011	17	22	-	-	NOUN
spir-11011	17	23	structure	structure	NOUN
spir-11011	17	24	of	of	ADP
spir-11011	17	25	the	the	DET
spir-11011	17	26	german	german	ADJ
spir-11011	17	27	twittersphere	twittersphere	NOUN
spir-11011	17	28	(	(	PUNCT
spir-11011	17	29	figure	figure	NOUN
spir-11011	17	30	5	5	NUM
spir-11011	17	31	)	)	PUNCT
spir-11011	17	32	.	.	PUNCT
spir-11011	18	1	figure	figure	VERB
spir-11011	18	2	2	2	NUM
spir-11011	18	3	:	:	PUNCT
spir-11011	18	4	comparison	comparison	NOUN
spir-11011	18	5	of	of	ADP
spir-11011	18	6	the	the	DET
spir-11011	18	7	activity	activity	NOUN
spir-11011	18	8	distribution	distribution	NOUN
spir-11011	18	9	of	of	ADP
spir-11011	18	10	statuses	status	NOUN
spir-11011	18	11	per	per	ADP
spir-11011	18	12	day	day	NOUN
spir-11011	18	13	in	in	ADP
spir-11011	18	14	our	our	PRON
spir-11011	18	15	sample	sample	NOUN
spir-11011	18	16	(	(	PUNCT
spir-11011	18	17	blue	blue	ADJ
spir-11011	18	18	)	)	PUNCT
spir-11011	18	19	and	and	CCONJ
spir-11011	18	20	the	the	DET
spir-11011	18	21	complete	complete	ADJ
spir-11011	18	22	german	german	ADJ
spir-11011	18	23	account	account	NOUN
spir-11011	18	24	data	datum	NOUN
spir-11011	18	25	from	from	ADP
spir-11011	18	26	2016	2016	NUM
spir-11011	18	27	(	(	PUNCT
spir-11011	18	28	red	red	ADJ
spir-11011	18	29	)	)	PUNCT
spir-11011	18	30	.	.	PUNCT
spir-11011	19	1	to	to	PART
spir-11011	19	2	identify	identify	VERB
spir-11011	19	3	bots	bot	NOUN
spir-11011	19	4	,	,	PUNCT
spir-11011	19	5	we	we	PRON
spir-11011	19	6	employ	employ	VERB
spir-11011	19	7	the	the	DET
spir-11011	19	8	botometer	botometer	NOUN
spir-11011	19	9	api	api	NOUN
spir-11011	19	10	(	(	PUNCT
spir-11011	19	11	​https://botometer.iuni.iu.edu/​	​https://botometer.iuni.iu.edu/​	NOUN
spir-11011	19	12	)	)	PUNCT
spir-11011	19	13	,	,	PUNCT
spir-11011	19	14	which	which	PRON
spir-11011	19	15	returns	return	VERB
spir-11011	19	16	a	a	DET
spir-11011	19	17	score	score	NOUN
spir-11011	19	18	between	between	ADP
spir-11011	19	19	0	0	NUM
spir-11011	19	20	and	and	CCONJ
spir-11011	19	21	1	1	NUM
spir-11011	19	22	that	that	PRON
spir-11011	19	23	indicates	indicate	VERB
spir-11011	19	24	the	the	DET
spir-11011	19	25	probability	probability	NOUN
spir-11011	19	26	of	of	ADP
spir-11011	19	27	an	an	DET
spir-11011	19	28	account	account	NOUN
spir-11011	19	29	to	to	PART
spir-11011	19	30	be	be	AUX
spir-11011	19	31	automated	automate	VERB
spir-11011	19	32	.	.	PUNCT
spir-11011	20	1	botometer	botometer	NOUN
spir-11011	20	2	is	be	AUX
spir-11011	20	3	based	base	VERB
spir-11011	20	4	on	on	ADP
spir-11011	20	5	bayesian	bayesian	NOUN
spir-11011	20	6	statistics	statistic	NOUN
spir-11011	20	7	and	and	CCONJ
spir-11011	20	8	a	a	DET
spir-11011	20	9	set	set	NOUN
spir-11011	20	10	of	of	ADP
spir-11011	20	11	machine	machine	NOUN
spir-11011	20	12	learning	learning	NOUN
spir-11011	20	13	approaches	approach	NOUN
spir-11011	20	14	that	that	PRON
spir-11011	20	15	take	take	VERB
spir-11011	20	16	over	over	ADP
spir-11011	20	17	1,000	1,000	NUM
spir-11011	20	18	features	feature	NOUN
spir-11011	20	19	into	into	ADP
spir-11011	20	20	account	account	NOUN
spir-11011	20	21	(	(	PUNCT
spir-11011	20	22	varol	varol	NOUN
spir-11011	20	23	,	,	PUNCT
spir-11011	20	24	ferrara	ferrara	NOUN
spir-11011	20	25	,	,	PUNCT
spir-11011	20	26	davis	davis	PROPN
spir-11011	20	27	,	,	PUNCT
spir-11011	20	28	menczer	menczer	NOUN
spir-11011	20	29	,	,	PUNCT
spir-11011	20	30	&	&	CCONJ
spir-11011	20	31	flammini	flammini	PROPN
spir-11011	20	32	2017	2017	NUM
spir-11011	20	33	)	)	PUNCT
spir-11011	20	34	.	.	PUNCT
spir-11011	21	1	it	it	PRON
spir-11011	21	2	represents	represent	VERB
spir-11011	21	3	one	one	NUM
spir-11011	21	4	of	of	ADP
spir-11011	21	5	the	the	DET
spir-11011	21	6	most	most	ADV
spir-11011	21	7	widely	widely	ADV
spir-11011	21	8	used	use	VERB
spir-11011	21	9	methods	method	NOUN
spir-11011	21	10	to	to	PART
spir-11011	21	11	identify	identify	VERB
spir-11011	21	12	bots	bot	NOUN
spir-11011	21	13	in	in	ADP
spir-11011	21	14	academic	academic	ADJ
spir-11011	21	15	research	research	NOUN
spir-11011	21	16	today	today	NOUN
spir-11011	21	17	.	.	PUNCT
spir-11011	22	1	our	our	PRON
spir-11011	22	2	network	network	NOUN
spir-11011	22	3	sample	sample	NOUN
spir-11011	22	4	and	and	CCONJ
spir-11011	22	5	the	the	DET
spir-11011	22	6	automation	automation	NOUN
spir-11011	22	7	scores	score	NOUN
spir-11011	22	8	allow	allow	VERB
spir-11011	22	9	us	we	PRON
spir-11011	22	10	to	to	PART
spir-11011	22	11	localise	localise	VERB
spir-11011	22	12	bots	bot	NOUN
spir-11011	22	13	within	within	ADP
spir-11011	22	14	topical	topical	ADJ
spir-11011	22	15	clusters	cluster	NOUN
spir-11011	22	16	,	,	PUNCT
spir-11011	22	17	to	to	PART
spir-11011	22	18	assess	assess	VERB
spir-11011	22	19	their	their	PRON
spir-11011	22	20	potential	potential	ADJ
spir-11011	22	21	influence	influence	NOUN
spir-11011	22	22	(	(	PUNCT
spir-11011	22	23	by	by	ADP
spir-11011	22	24	in	in	ADP
spir-11011	22	25	-	-	PUNCT
spir-11011	22	26	degree	degree	NOUN
spir-11011	22	27	,	,	PUNCT
spir-11011	22	28	page	page	NOUN
spir-11011	22	29	rank	rank	NOUN
spir-11011	22	30	,	,	PUNCT
spir-11011	22	31	harmonic	harmonic	ADJ
spir-11011	22	32	closeness	closeness	NOUN
spir-11011	22	33	centrality	centrality	NOUN
spir-11011	22	34	,	,	PUNCT
spir-11011	22	35	betweenness	betweenness	NOUN
spir-11011	22	36	centrality	centrality	NOUN
spir-11011	22	37	,	,	PUNCT
spir-11011	22	38	and	and	CCONJ
spir-11011	22	39	k	k	X
spir-11011	22	40	-	-	NOUN
spir-11011	22	41	coreness	coreness	NOUN
spir-11011	22	42	)	)	PUNCT
spir-11011	22	43	,	,	PUNCT
spir-11011	22	44	and	and	CCONJ
spir-11011	22	45	to	to	PART
spir-11011	22	46	qualitatively	qualitatively	ADV
spir-11011	22	47	assess	assess	VERB
spir-11011	22	48	the	the	DET
spir-11011	22	49	role	role	NOUN
spir-11011	22	50	of	of	ADP
spir-11011	22	51	the	the	DET
spir-11011	22	52	most	most	ADV
spir-11011	22	53	central	central	ADJ
spir-11011	22	54	bots	bot	NOUN
spir-11011	22	55	.	.	PUNCT
spir-11011	23	1	https://botometer.iuni.iu.edu/#!/api	https://botometer.iuni.iu.edu/#!/api	AUX
spir-11011	23	2	figure	figure	VERB
spir-11011	23	3	3	3	NUM
spir-11011	23	4	:	:	PUNCT
spir-11011	23	5	distribution	distribution	NOUN
spir-11011	23	6	of	of	ADP
spir-11011	23	7	the	the	DET
spir-11011	23	8	date	date	NOUN
spir-11011	23	9	of	of	ADP
spir-11011	23	10	the	the	DET
spir-11011	23	11	last	last	ADJ
spir-11011	23	12	status	status	NOUN
spir-11011	23	13	by	by	ADP
spir-11011	23	14	accounts	account	NOUN
spir-11011	23	15	in	in	ADP
spir-11011	23	16	our	our	PRON
spir-11011	23	17	sample	sample	NOUN
spir-11011	23	18	.	.	PUNCT
spir-11011	24	1	preliminary	preliminary	ADJ
spir-11011	24	2	findings	finding	NOUN
spir-11011	24	3	as	as	ADP
spir-11011	24	4	the	the	DET
spir-11011	24	5	data	data	NOUN
spir-11011	24	6	collection	collection	NOUN
spir-11011	24	7	and	and	CCONJ
spir-11011	24	8	classification	classification	NOUN
spir-11011	24	9	is	be	AUX
spir-11011	24	10	ongoing	ongoing	ADJ
spir-11011	24	11	,	,	PUNCT
spir-11011	24	12	we	we	PRON
spir-11011	24	13	can	can	AUX
spir-11011	24	14	only	only	ADV
spir-11011	24	15	discuss	discuss	VERB
spir-11011	24	16	preliminary	preliminary	ADJ
spir-11011	24	17	findings	finding	NOUN
spir-11011	24	18	.	.	PUNCT
spir-11011	25	1	when	when	SCONJ
spir-11011	25	2	presenting	present	VERB
spir-11011	25	3	this	this	DET
spir-11011	25	4	paper	paper	NOUN
spir-11011	25	5	,	,	PUNCT
spir-11011	25	6	we	we	PRON
spir-11011	25	7	will	will	AUX
spir-11011	25	8	have	have	AUX
spir-11011	25	9	concluded	conclude	VERB
spir-11011	25	10	our	our	PRON
spir-11011	25	11	analysis	analysis	NOUN
spir-11011	25	12	.	.	PUNCT
spir-11011	26	1	overall	overall	ADJ
spir-11011	26	2	,	,	PUNCT
spir-11011	26	3	using	use	VERB
spir-11011	26	4	an	an	DET
spir-11011	26	5	automation	automation	NOUN
spir-11011	26	6	score	score	NOUN
spir-11011	26	7	threshold	threshold	NOUN
spir-11011	26	8	of	of	ADP
spir-11011	26	9	0.75	0.75	NUM
spir-11011	26	10	,	,	PUNCT
spir-11011	26	11	we	we	PRON
spir-11011	26	12	find	find	VERB
spir-11011	26	13	that	that	SCONJ
spir-11011	26	14	11	11	NUM
spir-11011	26	15	%	%	NOUN
spir-11011	26	16	of	of	ADP
spir-11011	26	17	all	all	DET
spir-11011	26	18	accounts	account	NOUN
spir-11011	26	19	in	in	ADP
spir-11011	26	20	the	the	DET
spir-11011	26	21	data	datum	NOUN
spir-11011	26	22	classified	classify	VERB
spir-11011	26	23	so	so	ADV
spir-11011	26	24	far	far	ADV
spir-11011	26	25	(	(	PUNCT
spir-11011	26	26	n	n	NOUN
spir-11011	26	27	=	=	SYM
spir-11011	26	28	91,000	91,000	NUM
spir-11011	26	29	)	)	PUNCT
spir-11011	26	30	meet	meet	VERB
spir-11011	26	31	this	this	DET
spir-11011	26	32	criterion	criterion	NOUN
spir-11011	26	33	(	(	PUNCT
spir-11011	26	34	figure	figure	NOUN
spir-11011	26	35	4	4	NUM
spir-11011	26	36	)	)	PUNCT
spir-11011	26	37	.	.	PUNCT
spir-11011	27	1	all	all	PRON
spir-11011	27	2	of	of	ADP
spir-11011	27	3	these	these	DET
spir-11011	27	4	accounts	account	NOUN
spir-11011	27	5	have	have	VERB
spir-11011	27	6	a	a	DET
spir-11011	27	7	comparably	comparably	ADV
spir-11011	27	8	low	low	ADJ
spir-11011	27	9	page	page	NOUN
spir-11011	27	10	rank	rank	NOUN
spir-11011	27	11	and	and	CCONJ
spir-11011	27	12	in	in	ADP
spir-11011	27	13	-	-	PUNCT
spir-11011	27	14	degree	degree	NOUN
spir-11011	27	15	(	(	PUNCT
spir-11011	27	16	figures	figure	NOUN
spir-11011	27	17	6	6	NUM
spir-11011	27	18	&	&	CCONJ
spir-11011	27	19	7	7	NUM
spir-11011	27	20	)	)	PUNCT
spir-11011	27	21	.	.	PUNCT
spir-11011	28	1	most	most	ADJ
spir-11011	28	2	bots	bot	NOUN
spir-11011	28	3	are	be	AUX
spir-11011	28	4	concentrated	concentrate	VERB
spir-11011	28	5	in	in	ADP
spir-11011	28	6	a	a	DET
spir-11011	28	7	cluster	cluster	NOUN
spir-11011	28	8	dominated	dominate	VERB
spir-11011	28	9	by	by	ADP
spir-11011	28	10	pr	pr	NOUN
spir-11011	28	11	and	and	CCONJ
spir-11011	28	12	marketing	marketing	NOUN
spir-11011	28	13	accounts	account	NOUN
spir-11011	28	14	(	(	PUNCT
spir-11011	28	15	red	red	ADJ
spir-11011	28	16	in	in	ADP
spir-11011	28	17	figure	figure	NOUN
spir-11011	28	18	5	5	NUM
spir-11011	28	19	)	)	PUNCT
spir-11011	28	20	or	or	CCONJ
spir-11011	28	21	in	in	ADP
spir-11011	28	22	isolated	isolated	ADJ
spir-11011	28	23	bot	bot	NOUN
spir-11011	28	24	-	-	PUNCT
spir-11011	28	25	nets	net	NOUN
spir-11011	28	26	(	(	PUNCT
spir-11011	28	27	figures	figure	NOUN
spir-11011	28	28	6	6	NUM
spir-11011	28	29	&	&	CCONJ
spir-11011	28	30	7	7	NUM
spir-11011	28	31	)	)	PUNCT
spir-11011	28	32	.	.	PUNCT
spir-11011	29	1	the	the	DET
spir-11011	29	2	cluster	cluster	NOUN
spir-11011	29	3	dominated	dominate	VERB
spir-11011	29	4	by	by	ADP
spir-11011	29	5	political	political	ADJ
spir-11011	29	6	and	and	CCONJ
spir-11011	29	7	news	news	NOUN
spir-11011	29	8	accounts	account	NOUN
spir-11011	29	9	(	(	PUNCT
spir-11011	29	10	purple	purple	ADJ
spir-11011	29	11	/	/	SYM
spir-11011	29	12	black	black	NOUN
spir-11011	29	13	in	in	ADP
spir-11011	29	14	figure	figure	NOUN
spir-11011	29	15	5	5	NUM
spir-11011	29	16	)	)	PUNCT
spir-11011	29	17	remains	remain	VERB
spir-11011	29	18	largely	largely	ADV
spir-11011	29	19	unaffected	unaffected	ADJ
spir-11011	29	20	.	.	PUNCT
spir-11011	30	1	qualitatively	qualitatively	ADV
spir-11011	30	2	examining	examine	VERB
spir-11011	30	3	central	central	ADJ
spir-11011	30	4	bots	bot	NOUN
spir-11011	30	5	we	we	PRON
spir-11011	30	6	find	find	VERB
spir-11011	30	7	that	that	SCONJ
spir-11011	30	8	many	many	ADJ
spir-11011	30	9	of	of	ADP
spir-11011	30	10	them	they	PRON
spir-11011	30	11	are	be	AUX
spir-11011	30	12	benign	benign	ADJ
spir-11011	30	13	and/or	and/or	CCONJ
spir-11011	30	14	inactive	inactive	ADJ
spir-11011	30	15	.	.	PUNCT
spir-11011	31	1	for	for	ADP
spir-11011	31	2	example	example	NOUN
spir-11011	31	3	,	,	PUNCT
spir-11011	31	4	the	the	DET
spir-11011	31	5	​verified​	​verified​	NUM
spir-11011	31	6	account	account	NOUN
spir-11011	31	7	of	of	ADP
spir-11011	31	8	the	the	DET
spir-11011	31	9	german	german	ADJ
spir-11011	31	10	a	a	DET
spir-11011	31	11	-	-	PUNCT
spir-11011	31	12	capella	capella	NOUN
spir-11011	31	13	band	band	NOUN
spir-11011	31	14	wise	wise	ADJ
spir-11011	31	15	guys	guy	NOUN
spir-11011	31	16	(	(	PUNCT
spir-11011	31	17	​https://twitter.com	​https://twitter.com	PROPN
spir-11011	31	18	/	/	SYM
spir-11011	31	19	wise_guys​	wise_guys​	PROPN
spir-11011	31	20	)	)	PUNCT
spir-11011	31	21	was	be	AUX
spir-11011	31	22	automated	automate	VERB
spir-11011	31	23	,	,	PUNCT
spir-11011	31	24	but	but	CCONJ
spir-11011	31	25	only	only	ADV
spir-11011	31	26	shared	share	VERB
spir-11011	31	27	their	their	PRON
spir-11011	31	28	blog	blog	NOUN
spir-11011	31	29	posts	post	NOUN
spir-11011	31	30	until	until	SCONJ
spir-11011	31	31	they	they	PRON
spir-11011	31	32	split	split	VERB
spir-11011	31	33	up	up	ADP
spir-11011	31	34	in	in	ADP
spir-11011	31	35	2017	2017	NUM
spir-11011	31	36	.	.	PUNCT
spir-11011	32	1	https://twitter.com/wise_guys	https://twitter.com/wise_guys	PRON
spir-11011	32	2	figure	figure	VERB
spir-11011	32	3	4	4	NUM
spir-11011	32	4	:	:	PUNCT
spir-11011	32	5	distribution	distribution	NOUN
spir-11011	32	6	of	of	ADP
spir-11011	32	7	automation	automation	NOUN
spir-11011	32	8	probability	probability	NOUN
spir-11011	32	9	of	of	ADP
spir-11011	32	10	accounts	account	NOUN
spir-11011	32	11	as	as	SCONJ
spir-11011	32	12	determined	determine	VERB
spir-11011	32	13	by	by	ADP
spir-11011	32	14	botometer	botometer	NOUN
spir-11011	32	15	.	.	PUNCT
spir-11011	33	1	conclusion	conclusion	NOUN
spir-11011	33	2	within	within	ADP
spir-11011	33	3	the	the	DET
spir-11011	33	4	influential	influential	ADJ
spir-11011	33	5	population	population	NOUN
spir-11011	33	6	of	of	ADP
spir-11011	33	7	our	our	PRON
spir-11011	33	8	sample	sample	NOUN
spir-11011	33	9	,	,	PUNCT
spir-11011	33	10	automated	automate	VERB
spir-11011	33	11	accounts	account	NOUN
spir-11011	33	12	are	be	AUX
spir-11011	33	13	prevalent	prevalent	ADJ
spir-11011	33	14	at	at	ADP
spir-11011	33	15	a	a	DET
spir-11011	33	16	percentage	percentage	NOUN
spir-11011	33	17	that	that	PRON
spir-11011	33	18	confirms	confirm	VERB
spir-11011	33	19	estimates	estimate	NOUN
spir-11011	33	20	of	of	ADP
spir-11011	33	21	other	other	ADJ
spir-11011	33	22	analyses	analysis	NOUN
spir-11011	33	23	.	.	PUNCT
spir-11011	34	1	varol	varol	NOUN
spir-11011	34	2	et	et	PROPN
spir-11011	34	3	al	al	PROPN
spir-11011	34	4	.	.	PROPN
spir-11011	35	1	(	(	PUNCT
spir-11011	35	2	2017	2017	NUM
spir-11011	35	3	)	)	PUNCT
spir-11011	35	4	,	,	PUNCT
spir-11011	35	5	for	for	ADP
spir-11011	35	6	example	example	NOUN
spir-11011	35	7	,	,	PUNCT
spir-11011	35	8	estimate	estimate	VERB
spir-11011	35	9	that	that	SCONJ
spir-11011	35	10	9	9	NUM
spir-11011	35	11	%	%	NOUN
spir-11011	35	12	to	to	PART
spir-11011	35	13	15	15	NUM
spir-11011	35	14	%	%	NOUN
spir-11011	35	15	of	of	ADP
spir-11011	35	16	the	the	DET
spir-11011	35	17	active	active	ADJ
spir-11011	35	18	twitter	twitter	NOUN
spir-11011	35	19	population	population	NOUN
spir-11011	35	20	are	be	AUX
spir-11011	35	21	automated	automate	VERB
spir-11011	35	22	.	.	PUNCT
spir-11011	36	1	however	however	ADV
spir-11011	36	2	,	,	PUNCT
spir-11011	36	3	based	base	VERB
spir-11011	36	4	on	on	ADP
spir-11011	36	5	their	their	PRON
spir-11011	36	6	low	low	ADJ
spir-11011	36	7	centrality	centrality	NOUN
spir-11011	36	8	and	and	CCONJ
spir-11011	36	9	cluster	cluster	NOUN
spir-11011	36	10	locations	location	NOUN
spir-11011	36	11	,	,	PUNCT
spir-11011	36	12	bots	bot	NOUN
spir-11011	36	13	seem	seem	VERB
spir-11011	36	14	to	to	PART
spir-11011	36	15	have	have	VERB
spir-11011	36	16	a	a	DET
spir-11011	36	17	low	low	ADJ
spir-11011	36	18	potential	potential	NOUN
spir-11011	36	19	to	to	PART
spir-11011	36	20	spread	spread	VERB
spir-11011	36	21	information	information	NOUN
spir-11011	36	22	outside	outside	ADP
spir-11011	36	23	of	of	ADP
spir-11011	36	24	commercial	commercial	ADJ
spir-11011	36	25	contexts	contexts	NOUN
spir-11011	36	26	.	.	PUNCT
spir-11011	37	1	spot	spot	NOUN
spir-11011	37	2	testing	testing	NOUN
spir-11011	37	3	confirms	confirm	VERB
spir-11011	37	4	that	that	SCONJ
spir-11011	37	5	inactivity	inactivity	NOUN
spir-11011	37	6	leads	lead	VERB
spir-11011	37	7	to	to	ADP
spir-11011	37	8	high	high	ADJ
spir-11011	37	9	botometer	botometer	NOUN
spir-11011	37	10	scores	score	NOUN
spir-11011	37	11	.	.	PUNCT
spir-11011	38	1	our	our	PRON
spir-11011	38	2	estimate	estimate	NOUN
spir-11011	38	3	of	of	ADP
spir-11011	38	4	bot	bot	NOUN
spir-11011	38	5	prevalence	prevalence	NOUN
spir-11011	38	6	will	will	AUX
spir-11011	38	7	likely	likely	ADV
spir-11011	38	8	drop	drop	VERB
spir-11011	38	9	when	when	SCONJ
spir-11011	38	10	we	we	PRON
spir-11011	38	11	account	account	VERB
spir-11011	38	12	for	for	ADP
spir-11011	38	13	this	this	PRON
spir-11011	38	14	.	.	PUNCT
spir-11011	39	1	also	also	ADV
spir-11011	39	2	,	,	PUNCT
spir-11011	39	3	not	not	PART
spir-11011	39	4	all	all	DET
spir-11011	39	5	automation	automation	NOUN
spir-11011	39	6	is	be	AUX
spir-11011	39	7	malignant	malignant	ADJ
spir-11011	39	8	,	,	PUNCT
spir-11011	39	9	but	but	CCONJ
spir-11011	39	10	,	,	PUNCT
spir-11011	39	11	for	for	ADP
spir-11011	39	12	example	example	NOUN
spir-11011	39	13	,	,	PUNCT
spir-11011	39	14	helps	helps	AUX
spir-11011	39	15	content	content	VERB
spir-11011	39	16	creators	creator	NOUN
spir-11011	39	17	to	to	PART
spir-11011	39	18	serve	serve	VERB
spir-11011	39	19	several	several	ADJ
spir-11011	39	20	platforms	platform	NOUN
spir-11011	39	21	at	at	ADP
spir-11011	39	22	once	once	ADV
spir-11011	39	23	.	.	PUNCT
spir-11011	40	1	this	this	PRON
spir-11011	40	2	indicates	indicate	VERB
spir-11011	40	3	that	that	SCONJ
spir-11011	40	4	bots	bot	NOUN
spir-11011	40	5	have	have	VERB
spir-11011	40	6	only	only	ADV
spir-11011	40	7	a	a	DET
spir-11011	40	8	low	low	ADJ
spir-11011	40	9	negative	negative	ADJ
spir-11011	40	10	impact	impact	NOUN
spir-11011	40	11	on	on	ADP
spir-11011	40	12	the	the	DET
spir-11011	40	13	german	german	NOUN
spir-11011	40	14	-	-	PUNCT
spir-11011	40	15	speaking	speak	VERB
spir-11011	40	16	twittersphere	twittersphere	NOUN
spir-11011	40	17	.	.	PUNCT
spir-11011	41	1	however	however	ADV
spir-11011	41	2	,	,	PUNCT
spir-11011	41	3	the	the	DET
spir-11011	41	4	most	most	ADV
spir-11011	41	5	sophisticated	sophisticated	ADJ
spir-11011	41	6	bots	bot	NOUN
spir-11011	41	7	will	will	AUX
spir-11011	41	8	likely	likely	ADV
spir-11011	41	9	remain	remain	VERB
spir-11011	41	10	absent	absent	ADJ
spir-11011	41	11	from	from	ADP
spir-11011	41	12	our	our	PRON
spir-11011	41	13	study	study	NOUN
spir-11011	41	14	,	,	PUNCT
spir-11011	41	15	as	as	ADP
spir-11011	41	16	false	false	ADJ
spir-11011	41	17	negatives	negative	NOUN
spir-11011	41	18	.	.	PUNCT
spir-11011	42	1	trolls	troll	NOUN
spir-11011	42	2	and	and	CCONJ
spir-11011	42	3	semi	semi	ADJ
spir-11011	42	4	-	-	ADJ
spir-11011	42	5	automated	automated	ADJ
spir-11011	42	6	accounts	account	NOUN
spir-11011	42	7	necessitate	necessitate	ADJ
spir-11011	42	8	further	further	ADJ
spir-11011	42	9	research	research	NOUN
spir-11011	42	10	.	.	PUNCT
spir-11011	43	1	figure	figure	VERB
spir-11011	43	2	5	5	NUM
spir-11011	43	3	:	:	PUNCT
spir-11011	43	4	detail	detail	NOUN
spir-11011	43	5	of	of	ADP
spir-11011	43	6	a	a	DET
spir-11011	43	7	network	network	NOUN
spir-11011	43	8	visualisation	visualisation	NOUN
spir-11011	43	9	of	of	ADP
spir-11011	43	10	the	the	DET
spir-11011	43	11	german	german	ADJ
spir-11011	43	12	twittersphere	twittersphere	PROPN
spir-11011	43	13	sample	sample	NOUN
spir-11011	43	14	with	with	ADP
spir-11011	43	15	topical	topical	ADJ
spir-11011	43	16	sub	sub	NOUN
spir-11011	43	17	-	-	NOUN
spir-11011	43	18	clusters	cluster	NOUN
spir-11011	43	19	of	of	ADP
spir-11011	43	20	nodes	node	NOUN
spir-11011	43	21	,	,	PUNCT
spir-11011	43	22	coloured	colour	VERB
spir-11011	43	23	by	by	ADP
spir-11011	43	24	selected	select	VERB
spir-11011	43	25	groups	group	NOUN
spir-11011	43	26	identified	identify	VERB
spir-11011	43	27	via	via	ADP
spir-11011	43	28	modularity	modularity	NOUN
spir-11011	43	29	maximisation	maximisation	NOUN
spir-11011	43	30	.	.	PUNCT
spir-11011	44	1	size	size	NOUN
spir-11011	44	2	of	of	ADP
spir-11011	44	3	nodes	node	NOUN
spir-11011	44	4	is	be	AUX
spir-11011	44	5	proportional	proportional	ADJ
spir-11011	44	6	to	to	AUX
spir-11011	44	7	pagerank	pagerank	VERB
spir-11011	44	8	.	.	PUNCT
spir-11011	45	1	links	link	NOUN
spir-11011	45	2	are	be	AUX
spir-11011	45	3	hidden	hide	VERB
spir-11011	45	4	.	.	PUNCT
spir-11011	46	1	(	(	PUNCT
spir-11011	46	2	layout	layout	NOUN
spir-11011	46	3	based	base	VERB
spir-11011	46	4	on	on	ADP
spir-11011	46	5	force	force	NOUN
spir-11011	46	6	-	-	PUNCT
spir-11011	46	7	atlas	atlas	PROPN
spir-11011	46	8	2	2	NUM
spir-11011	46	9	with	with	ADP
spir-11011	46	10	lin	lin	PROPN
spir-11011	46	11	-	-	PUNCT
spir-11011	46	12	log	log	NOUN
spir-11011	46	13	-	-	PUNCT
spir-11011	46	14	mode	mode	NOUN
spir-11011	46	15	and	and	CCONJ
spir-11011	46	16	no	no	DET
spir-11011	46	17	-	-	PUNCT
spir-11011	46	18	overlap	overlap	NOUN
spir-11011	46	19	applied	apply	VERB
spir-11011	46	20	as	as	SCONJ
spir-11011	46	21	implemented	implement	VERB
spir-11011	46	22	in	in	ADP
spir-11011	46	23	gephi	gephi	ADJ
spir-11011	46	24	0.9.2	0.9.2	PROPN
spir-11011	46	25	.	.	PUNCT
spir-11011	46	26	)	)	PUNCT
spir-11011	47	1	outlook	outlook	VERB
spir-11011	47	2	our	our	PRON
spir-11011	47	3	new	new	ADJ
spir-11011	47	4	sampling	sampling	NOUN
spir-11011	47	5	approach	approach	NOUN
spir-11011	47	6	for	for	ADP
spir-11011	47	7	large	large	ADJ
spir-11011	47	8	-	-	PUNCT
spir-11011	47	9	scale	scale	NOUN
spir-11011	47	10	follow	follow	NOUN
spir-11011	47	11	networks	network	NOUN
spir-11011	47	12	combined	combine	VERB
spir-11011	47	13	with	with	ADP
spir-11011	47	14	the	the	DET
spir-11011	47	15	bot	bot	NOUN
spir-11011	47	16	-	-	PUNCT
spir-11011	47	17	detection	detection	NOUN
spir-11011	47	18	api	api	NOUN
spir-11011	47	19	of	of	ADP
spir-11011	47	20	botometer	botometer	NOUN
spir-11011	47	21	is	be	AUX
spir-11011	47	22	also	also	ADV
spir-11011	47	23	promising	promise	VERB
spir-11011	47	24	in	in	ADP
spir-11011	47	25	other	other	ADJ
spir-11011	47	26	contexts	contexts	NOUN
spir-11011	47	27	:	:	PUNCT
spir-11011	47	28	for	for	ADP
spir-11011	47	29	example	example	NOUN
spir-11011	47	30	,	,	PUNCT
spir-11011	47	31	twitterspheres	twittersphere	NOUN
spir-11011	47	32	based	base	VERB
spir-11011	47	33	on	on	ADP
spir-11011	47	34	other	other	ADJ
spir-11011	47	35	languages	language	NOUN
spir-11011	47	36	.	.	PUNCT
spir-11011	48	1	we	we	PRON
spir-11011	48	2	will	will	AUX
spir-11011	48	3	publish	publish	VERB
spir-11011	48	4	the	the	DET
spir-11011	48	5	code	code	NOUN
spir-11011	48	6	for	for	ADP
spir-11011	48	7	collecting	collect	VERB
spir-11011	48	8	the	the	DET
spir-11011	48	9	data	datum	NOUN
spir-11011	48	10	necessary	necessary	ADJ
spir-11011	48	11	for	for	ADP
spir-11011	48	12	this	this	DET
spir-11011	48	13	analysis	analysis	NOUN
spir-11011	48	14	under	under	ADP
spir-11011	48	15	an	an	DET
spir-11011	48	16	open	open	ADJ
spir-11011	48	17	source	source	NOUN
spir-11011	48	18	license	license	NOUN
spir-11011	48	19	.	.	PUNCT
spir-11011	49	1	for	for	ADP
spir-11011	49	2	this	this	DET
spir-11011	49	3	dataset	dataset	NOUN
spir-11011	49	4	,	,	PUNCT
spir-11011	49	5	our	our	PRON
spir-11011	49	6	approach	approach	NOUN
spir-11011	49	7	opens	open	VERB
spir-11011	49	8	further	further	ADJ
spir-11011	49	9	avenues	avenue	NOUN
spir-11011	49	10	of	of	ADP
spir-11011	49	11	enquiry	enquiry	NOUN
spir-11011	49	12	,	,	PUNCT
spir-11011	49	13	such	such	ADJ
spir-11011	49	14	as	as	ADP
spir-11011	49	15	the	the	DET
spir-11011	49	16	long	long	ADJ
spir-11011	49	17	-	-	PUNCT
spir-11011	49	18	term	term	NOUN
spir-11011	49	19	monitoring	monitoring	NOUN
spir-11011	49	20	of	of	ADP
spir-11011	49	21	automated	automate	VERB
spir-11011	49	22	accounts	account	NOUN
spir-11011	49	23	in	in	ADP
spir-11011	49	24	the	the	DET
spir-11011	49	25	german	german	ADJ
spir-11011	49	26	twittersphere	twittersphere	NOUN
spir-11011	49	27	,	,	PUNCT
spir-11011	49	28	including	include	VERB
spir-11011	49	29	content	content	NOUN
spir-11011	49	30	analyses	analysis	NOUN
spir-11011	49	31	of	of	ADP
spir-11011	49	32	their	their	PRON
spir-11011	49	33	activities	activity	NOUN
spir-11011	49	34	.	.	PUNCT
spir-11011	50	1	figure	figure	VERB
spir-11011	50	2	6	6	NUM
spir-11011	50	3	:	:	PUNCT
spir-11011	50	4	detail	detail	NOUN
spir-11011	50	5	of	of	ADP
spir-11011	50	6	follow	follow	NOUN
spir-11011	50	7	network	network	NOUN
spir-11011	50	8	with	with	ADP
spir-11011	50	9	automation	automation	NOUN
spir-11011	50	10	probabilities	probability	NOUN
spir-11011	50	11	represented	represent	VERB
spir-11011	50	12	by	by	ADP
spir-11011	50	13	colour	colour	NOUN
spir-11011	50	14	from	from	ADP
spir-11011	50	15	blue	blue	ADJ
spir-11011	50	16	(	(	PUNCT
spir-11011	50	17	0	0	NUM
spir-11011	50	18	)	)	PUNCT
spir-11011	50	19	to	to	AUX
spir-11011	50	20	red	red	ADJ
spir-11011	50	21	(	(	PUNCT
spir-11011	50	22	1	1	NUM
spir-11011	50	23	)	)	PUNCT
spir-11011	50	24	.	.	PUNCT
spir-11011	51	1	figure	figure	VERB
spir-11011	51	2	7	7	NUM
spir-11011	51	3	:	:	PUNCT
spir-11011	51	4	overview	overview	NOUN
spir-11011	51	5	of	of	ADP
spir-11011	51	6	follow	follow	NOUN
spir-11011	51	7	network	network	NOUN
spir-11011	51	8	with	with	ADP
spir-11011	51	9	automation	automation	NOUN
spir-11011	51	10	probabilities	probability	NOUN
spir-11011	51	11	represented	represent	VERB
spir-11011	51	12	by	by	ADP
spir-11011	51	13	colour	colour	NOUN
spir-11011	51	14	from	from	ADP
spir-11011	51	15	blue	blue	ADJ
spir-11011	51	16	(	(	PUNCT
spir-11011	51	17	0	0	NUM
spir-11011	51	18	)	)	PUNCT
spir-11011	51	19	to	to	AUX
spir-11011	51	20	red	red	ADJ
spir-11011	51	21	(	(	PUNCT
spir-11011	51	22	1	1	NUM
spir-11011	51	23	)	)	PUNCT
spir-11011	51	24	.	.	PUNCT
spir-11011	52	1	the	the	DET
spir-11011	52	2	red	red	ADJ
spir-11011	52	3	clusters	cluster	NOUN
spir-11011	52	4	in	in	ADP
spir-11011	52	5	the	the	DET
spir-11011	52	6	upper	upper	ADJ
spir-11011	52	7	and	and	CCONJ
spir-11011	52	8	lower	low	ADJ
spir-11011	52	9	left	left	ADJ
spir-11011	52	10	corners	corner	NOUN
spir-11011	52	11	have	have	AUX
spir-11011	52	12	been	be	AUX
spir-11011	52	13	identified	identify	VERB
spir-11011	52	14	as	as	ADP
spir-11011	52	15	bot	bot	NOUN
spir-11011	52	16	-	-	PUNCT
spir-11011	52	17	nets	net	NOUN
spir-11011	52	18	.	.	PUNCT
spir-11011	53	1	references	reference	NOUN
spir-11011	53	2	bruns	brun	NOUN
spir-11011	53	3	,	,	PUNCT
spir-11011	53	4	a.	a.	NOUN
spir-11011	53	5	,	,	PUNCT
spir-11011	53	6	moon	moon	PROPN
spir-11011	53	7	,	,	PUNCT
spir-11011	53	8	b.	b.	PROPN
spir-11011	53	9	,	,	PUNCT
spir-11011	53	10	münch	münch	PROPN
spir-11011	53	11	,	,	PUNCT
spir-11011	53	12	f.	f.	PROPN
spir-11011	53	13	v.	v.	PROPN
spir-11011	53	14	,	,	PUNCT
spir-11011	53	15	wikström	wikström	NOUN
spir-11011	53	16	,	,	PUNCT
spir-11011	53	17	p.	p.	NOUN
spir-11011	53	18	,	,	PUNCT
spir-11011	53	19	stieglitz	stieglitz	PROPN
spir-11011	53	20	,	,	PUNCT
spir-11011	53	21	s.	s.	PROPN
spir-11011	53	22	,	,	PUNCT
spir-11011	53	23	brachten	brachten	NOUN
spir-11011	53	24	,	,	PUNCT
spir-11011	53	25	f.	f.	PROPN
spir-11011	53	26	,	,	PUNCT
spir-11011	53	27	&	&	CCONJ
spir-11011	53	28	ross	ross	PROPN
spir-11011	53	29	,	,	PUNCT
spir-11011	53	30	b.	b.	PROPN
spir-11011	53	31	(	(	PUNCT
spir-11011	53	32	2018	2018	NUM
spir-11011	53	33	)	)	PUNCT
spir-11011	53	34	.	.	PUNCT
spir-11011	54	1	detecting	detect	VERB
spir-11011	54	2	twitter	twitter	NOUN
spir-11011	54	3	bots	bot	NOUN
spir-11011	54	4	that	that	PRON
spir-11011	54	5	share	share	VERB
spir-11011	54	6	soundcloud	soundcloud	NOUN
spir-11011	54	7	tracks	track	NOUN
spir-11011	54	8	.	.	PUNCT
spir-11011	55	1	in	in	ADP
spir-11011	55	2	​proceedings	​proceeding	NOUN
spir-11011	55	3	of	of	ADP
spir-11011	55	4	the	the	DET
spir-11011	55	5	9th	9th	ADJ
spir-11011	55	6	international	international	ADJ
spir-11011	55	7	conference	conference	NOUN
spir-11011	55	8	on	on	ADP
spir-11011	55	9	social	social	ADJ
spir-11011	55	10	media	medium	NOUN
spir-11011	55	11	and	and	CCONJ
spir-11011	55	12	society	society	NOUN
spir-11011	55	13	smsociety	smsociety	NOUN
spir-11011	55	14	’	'	PUNCT
spir-11011	55	15	18​.	18​.	NUM
spir-11011	55	16	copenhagen	copenhagen	PROPN
spir-11011	55	17	,	,	PUNCT
spir-11011	55	18	denmark	denmark	PROPN
spir-11011	55	19	:	:	PUNCT
spir-11011	55	20	acm	acm	PROPN
spir-11011	55	21	press	press	PROPN
spir-11011	55	22	.	.	PUNCT
spir-11011	56	1	​http://doi.org/10.1145/3217804.3217923	​http://doi.org/10.1145/3217804.3217923	PROPN
spir-11011	56	2	münch	münch	PROPN
spir-11011	56	3	,	,	PUNCT
spir-11011	56	4	f.	f.	PROPN
spir-11011	56	5	v.	v.	PROPN
spir-11011	56	6	(	(	PUNCT
spir-11011	56	7	2019	2019	NUM
spir-11011	56	8	)	)	PUNCT
spir-11011	56	9	.	.	PUNCT
spir-11011	57	1	​measuring	​measure	VERB
spir-11011	57	2	the	the	DET
spir-11011	57	3	networked	networked	ADJ
spir-11011	57	4	public	public	NOUN
spir-11011	57	5	–	–	PUNCT
spir-11011	57	6	exploring	explore	VERB
spir-11011	57	7	network	network	NOUN
spir-11011	57	8	science	science	NOUN
spir-11011	57	9	methods	method	NOUN
spir-11011	57	10	for	for	ADP
spir-11011	57	11	large	large	ADJ
spir-11011	57	12	scale	scale	NOUN
spir-11011	57	13	online	online	ADJ
spir-11011	57	14	media	medium	NOUN
spir-11011	57	15	studies​.	studies​.	PROPN
spir-11011	57	16	queensland	queensland	PROPN
spir-11011	57	17	university	university	PROPN
spir-11011	57	18	of	of	ADP
spir-11011	57	19	technology	technology	NOUN
spir-11011	57	20	.	.	PUNCT
spir-11011	58	1	retrieved	retrieve	VERB
spir-11011	58	2	from	from	ADP
spir-11011	58	3	​https://eprints.qut.edu.au/125543	​https://eprints.qut.edu.au/125543	PROPN
spir-11011	58	4	salamanos	salamano	NOUN
spir-11011	58	5	,	,	PUNCT
spir-11011	58	6	n.	n.	NOUN
spir-11011	58	7	,	,	PUNCT
spir-11011	58	8	voudigari	voudigari	PROPN
spir-11011	58	9	,	,	PUNCT
spir-11011	58	10	e.	e.	PROPN
spir-11011	58	11	,	,	PUNCT
spir-11011	58	12	&	&	CCONJ
spir-11011	58	13	yannakoudakis	yannakoudakis	PROPN
spir-11011	58	14	,	,	PUNCT
spir-11011	58	15	e.	e.	PROPN
spir-11011	58	16	j.	j.	PROPN
spir-11011	58	17	(	(	PUNCT
spir-11011	58	18	2017	2017	NUM
spir-11011	58	19	)	)	PUNCT
spir-11011	58	20	.	.	PUNCT
spir-11011	59	1	a	a	DET
spir-11011	59	2	graph	graph	NOUN
spir-11011	59	3	exploration	exploration	NOUN
spir-11011	59	4	method	method	NOUN
spir-11011	59	5	for	for	ADP
spir-11011	59	6	identifying	identify	VERB
spir-11011	59	7	influential	influential	ADJ
spir-11011	59	8	spreaders	spreader	NOUN
spir-11011	59	9	in	in	ADP
spir-11011	59	10	complex	complex	ADJ
spir-11011	59	11	networks	network	NOUN
spir-11011	59	12	.	.	PUNCT
spir-11011	60	1	​applied	​applie	VERB
spir-11011	60	2	network	network	NOUN
spir-11011	60	3	science​	science​	PROPN
spir-11011	60	4	,	,	PUNCT
spir-11011	60	5	​2​(1	​2​(1	NOUN
spir-11011	60	6	)	)	PUNCT
spir-11011	60	7	,	,	PUNCT
spir-11011	60	8	26	26	NUM
spir-11011	60	9	.	.	PUNCT
spir-11011	60	10	​http://doi.org/10.1007	​http://doi.org/10.1007	NOUN
spir-11011	60	11	/	/	SYM
spir-11011	60	12	s41109	s41109	VERB
spir-11011	60	13	-	-	PUNCT
spir-11011	60	14	017	017	NUM
spir-11011	60	15	-	-	PUNCT
spir-11011	60	16	0047	0047	NUM
spir-11011	60	17	-	-	PUNCT
spir-11011	60	18	y	y	PROPN
spir-11011	60	19	shao	shao	PROPN
spir-11011	60	20	,	,	PUNCT
spir-11011	60	21	c.	c.	PROPN
spir-11011	60	22	,	,	PUNCT
spir-11011	60	23	ciampaglia	ciampaglia	PROPN
spir-11011	60	24	,	,	PUNCT
spir-11011	60	25	g.	g.	PROPN
spir-11011	60	26	l.	l.	PROPN
spir-11011	60	27	,	,	PUNCT
spir-11011	60	28	varol	varol	PROPN
spir-11011	60	29	,	,	PUNCT
spir-11011	60	30	o.	o.	PROPN
spir-11011	60	31	,	,	PUNCT
spir-11011	60	32	yang	yang	PROPN
spir-11011	60	33	,	,	PUNCT
spir-11011	60	34	k.-c	k.-c	PROPN
spir-11011	60	35	.	.	PUNCT
spir-11011	60	36	,	,	PUNCT
spir-11011	60	37	flammini	flammini	PROPN
spir-11011	60	38	,	,	PUNCT
spir-11011	60	39	a.	a.	NOUN
spir-11011	60	40	,	,	PUNCT
spir-11011	60	41	&	&	CCONJ
spir-11011	60	42	menczer	menczer	NOUN
spir-11011	60	43	,	,	PUNCT
spir-11011	60	44	f.	f.	PROPN
spir-11011	60	45	(	(	PUNCT
spir-11011	60	46	2018	2018	NUM
spir-11011	60	47	)	)	PUNCT
spir-11011	60	48	.	.	PUNCT
spir-11011	61	1	the	the	DET
spir-11011	61	2	spread	spread	NOUN
spir-11011	61	3	of	of	ADP
spir-11011	61	4	low	low	ADJ
spir-11011	61	5	-	-	PUNCT
spir-11011	61	6	credibility	credibility	NOUN
spir-11011	61	7	content	content	NOUN
spir-11011	61	8	by	by	ADP
spir-11011	61	9	social	social	ADJ
spir-11011	61	10	bots	bot	NOUN
spir-11011	61	11	.	.	PUNCT
spir-11011	62	1	​nature	​nature	ADV
spir-11011	62	2	communications​	communications​	PROPN
spir-11011	62	3	,	,	PUNCT
spir-11011	62	4	​9​(1	​9​(1	ADJ
spir-11011	62	5	)	)	PUNCT
spir-11011	62	6	.	.	PUNCT
spir-11011	63	1	http://doi.org/10.1038/s41467-018-06930-7	http://doi.org/10.1038/s41467-018-06930-7	NUM
spir-11011	63	2	varol	varol	NOUN
spir-11011	63	3	,	,	PUNCT
spir-11011	63	4	o.	o.	PROPN
spir-11011	63	5	,	,	PUNCT
spir-11011	63	6	ferrara	ferrara	NOUN
spir-11011	63	7	,	,	PUNCT
spir-11011	63	8	e.	e.	PROPN
spir-11011	63	9	,	,	PUNCT
spir-11011	63	10	davis	davis	PROPN
spir-11011	63	11	,	,	PUNCT
spir-11011	63	12	c.	c.	PROPN
spir-11011	63	13	a.	a.	PROPN
spir-11011	63	14	,	,	PUNCT
spir-11011	63	15	menczer	menczer	NOUN
spir-11011	63	16	,	,	PUNCT
spir-11011	63	17	f.	f.	PROPN
spir-11011	63	18	,	,	PUNCT
spir-11011	63	19	&	&	CCONJ
spir-11011	63	20	flammini	flammini	PROPN
spir-11011	63	21	,	,	PUNCT
spir-11011	63	22	a.	a.	NOUN
spir-11011	63	23	(	(	PUNCT
spir-11011	63	24	2017	2017	NUM
spir-11011	63	25	)	)	PUNCT
spir-11011	63	26	.	.	PUNCT
spir-11011	64	1	online	online	ADJ
spir-11011	64	2	human	human	ADJ
spir-11011	64	3	-	-	PUNCT
spir-11011	64	4	bot	bot	NOUN
spir-11011	64	5	interactions	interaction	NOUN
spir-11011	64	6	:	:	PUNCT
spir-11011	64	7	detection	detection	NOUN
spir-11011	64	8	,	,	PUNCT
spir-11011	64	9	estimation	estimation	NOUN
spir-11011	64	10	,	,	PUNCT
spir-11011	64	11	and	and	CCONJ
spir-11011	64	12	characterization	characterization	NOUN
spir-11011	64	13	.	.	PUNCT
spir-11011	65	1	in	in	ADP
spir-11011	65	2	international	international	ADJ
spir-11011	65	3	aaai	aaai	PROPN
spir-11011	65	4	conference	conference	PROPN
spir-11011	65	5	on	on	ADP
spir-11011	65	6	web	web	NOUN
spir-11011	65	7	and	and	CCONJ
spir-11011	65	8	social	social	ADJ
spir-11011	65	9	media​.	media​.	NOUN
spir-11011	65	10	retrieved	retrieve	VERB
spir-11011	65	11	from	from	ADP
spir-11011	65	12	https://aaai.org/ocs/index.php/icwsm/icwsm17/paper/view/15587/14817	https://aaai.org/ocs/index.php/icwsm/icwsm17/paper/view/15587/14817	PROPN
spir-11011	65	13	vosoughi	vosoughi	PROPN
spir-11011	65	14	,	,	PUNCT
spir-11011	65	15	s.	s.	PROPN
spir-11011	65	16	,	,	PUNCT
spir-11011	65	17	roy	roy	PROPN
spir-11011	65	18	,	,	PUNCT
spir-11011	65	19	d.	d.	PROPN
spir-11011	65	20	,	,	PUNCT
spir-11011	65	21	&	&	CCONJ
spir-11011	65	22	aral	aral	PROPN
spir-11011	65	23	,	,	PUNCT
spir-11011	65	24	s.	s.	PROPN
spir-11011	65	25	(	(	PUNCT
spir-11011	65	26	2018	2018	NUM
spir-11011	65	27	)	)	PUNCT
spir-11011	65	28	.	.	PUNCT
spir-11011	66	1	the	the	DET
spir-11011	66	2	spread	spread	NOUN
spir-11011	66	3	of	of	ADP
spir-11011	66	4	true	true	ADJ
spir-11011	66	5	and	and	CCONJ
spir-11011	66	6	false	false	ADJ
spir-11011	66	7	news	news	NOUN
spir-11011	66	8	online	online	NOUN
spir-11011	66	9	.	.	PUNCT
spir-11011	67	1	science​	science​	PROPN
spir-11011	67	2	,	,	PUNCT
spir-11011	67	3	​359​	​359​	PROPN
spir-11011	67	4	,	,	PUNCT
spir-11011	67	5	1146–1151	1146–1151	NUM
spir-11011	67	6	.	.	PUNCT
spir-11011	68	1	​http://doi.org/10.1126	​http://doi.org/10.1126	NOUN
spir-11011	68	2	/	/	SYM
spir-11011	68	3	science.aap9559	science.aap9559	NUM
spir-11011	68	4	http://doi.org/10.1145/3217804.3217923	http://doi.org/10.1145/3217804.3217923	PROPN
spir-11011	68	5	https://eprints.qut.edu.au/125543	https://eprints.qut.edu.au/125543	PROPN
spir-11011	68	6	http://doi.org/10.1007/s41109-017-0047-y	http://doi.org/10.1007/s41109-017-0047-y	PROPN
spir-11011	68	7	http://doi.org/10.1038/s41467-018-06930-7	http://doi.org/10.1038/s41467-018-06930-7	NUM
spir-11011	68	8	https://aaai.org/ocs/index.php/icwsm/icwsm17/paper/view/15587/14817	https://aaai.org/ocs/index.php/icwsm/icwsm17/paper/view/15587/14817	NOUN
spir-11011	68	9	http://doi.org/10.1126/science.aap9559	http://doi.org/10.1126/science.aap9559	PROPN