id	sid	tid	token	lemma	pos
spir-8747	1	1	selected	select	VERB
spir-8747	1	2	papers	paper	NOUN
spir-8747	1	3	of	of	ADP
spir-8747	1	4	internet	internet	NOUN
spir-8747	1	5	research	research	NOUN
spir-8747	1	6	16	16	NUM
spir-8747	1	7	:	:	PUNCT
spir-8747	1	8	the	the	DET
spir-8747	1	9	16th	16th	ADJ
spir-8747	1	10	annual	annual	ADJ
spir-8747	1	11	meeting	meeting	NOUN
spir-8747	1	12	of	of	ADP
spir-8747	1	13	the	the	DET
spir-8747	1	14	association	association	NOUN
spir-8747	1	15	of	of	ADP
spir-8747	1	16	internet	internet	NOUN
spir-8747	1	17	researchers	researcher	NOUN
spir-8747	1	18	phoenix	phoenix	PROPN
spir-8747	1	19	,	,	PUNCT
spir-8747	1	20	az	az	PROPN
spir-8747	1	21	,	,	PUNCT
spir-8747	1	22	usa	usa	PROPN
spir-8747	1	23	/	/	SYM
spir-8747	1	24	21	21	NUM
spir-8747	1	25	-	-	SYM
spir-8747	1	26	24	24	NUM
spir-8747	1	27	october	october	PROPN
spir-8747	1	28	2015	2015	NUM
spir-8747	1	29	networking	network	VERB
spir-8747	1	30	aggie	aggie	NOUN
spir-8747	1	31	:	:	PUNCT
spir-8747	1	32	broadcasting	broadcast	VERB
spir-8747	1	33	information	information	NOUN
spir-8747	1	34	to	to	ADP
spir-8747	1	35	topical	topical	ADJ
spir-8747	1	36	communities	community	NOUN
spir-8747	1	37	marco	marco	PROPN
spir-8747	1	38	t.	t.	PROPN
spir-8747	1	39	bastos	bastos	PROPN
spir-8747	1	40	university	university	PROPN
spir-8747	1	41	of	of	ADP
spir-8747	1	42	california	california	PROPN
spir-8747	1	43	,	,	PUNCT
spir-8747	1	44	davis	davis	PROPN
spir-8747	1	45	mark	mark	PROPN
spir-8747	1	46	lubell	lubell	PROPN
spir-8747	1	47	university	university	PROPN
spir-8747	1	48	of	of	ADP
spir-8747	1	49	california	california	PROPN
spir-8747	1	50	,	,	PUNCT
spir-8747	1	51	davis	davis	PROPN
spir-8747	1	52	abstract	abstract	PROPN
spir-8747	1	53	modern	modern	ADJ
spir-8747	1	54	agricultural	agricultural	ADJ
spir-8747	1	55	systems	system	NOUN
spir-8747	1	56	are	be	AUX
spir-8747	1	57	experiencing	experience	VERB
spir-8747	1	58	a	a	DET
spir-8747	1	59	revolution	revolution	NOUN
spir-8747	1	60	in	in	ADP
spir-8747	1	61	how	how	SCONJ
spir-8747	1	62	information	information	NOUN
spir-8747	1	63	is	be	AUX
spir-8747	1	64	disseminated	disseminate	VERB
spir-8747	1	65	and	and	CCONJ
spir-8747	1	66	exchanged	exchange	VERB
spir-8747	1	67	among	among	ADP
spir-8747	1	68	networks	network	NOUN
spir-8747	1	69	of	of	ADP
spir-8747	1	70	outreach	outreach	NOUN
spir-8747	1	71	professionals	professional	NOUN
spir-8747	1	72	,	,	PUNCT
spir-8747	1	73	farmers	farmer	NOUN
spir-8747	1	74	,	,	PUNCT
spir-8747	1	75	consumers	consumer	NOUN
spir-8747	1	76	,	,	PUNCT
spir-8747	1	77	and	and	CCONJ
spir-8747	1	78	community	community	NOUN
spir-8747	1	79	stakeholders	stakeholder	NOUN
spir-8747	1	80	.	.	PUNCT
spir-8747	2	1	the	the	DET
spir-8747	2	2	traditional	traditional	ADJ
spir-8747	2	3	approach	approach	NOUN
spir-8747	2	4	to	to	ADP
spir-8747	2	5	agricultural	agricultural	ADJ
spir-8747	2	6	extension	extension	NOUN
spir-8747	2	7	relied	rely	VERB
spir-8747	2	8	on	on	ADP
spir-8747	2	9	a	a	DET
spir-8747	2	10	top	top	ADJ
spir-8747	2	11	-	-	PUNCT
spir-8747	2	12	down	down	NOUN
spir-8747	2	13	,	,	PUNCT
spir-8747	2	14	continuum	continuum	ADJ
spir-8747	2	15	model	model	NOUN
spir-8747	2	16	that	that	PRON
spir-8747	2	17	went	go	VERB
spir-8747	2	18	from	from	ADP
spir-8747	2	19	university	university	NOUN
spir-8747	2	20	researchers	researcher	NOUN
spir-8747	2	21	to	to	ADP
spir-8747	2	22	cooperative	cooperative	ADJ
spir-8747	2	23	extension	extension	NOUN
spir-8747	2	24	and	and	CCONJ
spir-8747	2	25	finally	finally	ADV
spir-8747	2	26	to	to	ADP
spir-8747	2	27	growers	grower	NOUN
spir-8747	2	28	.	.	PUNCT
spir-8747	3	1	with	with	ADP
spir-8747	3	2	internet	internet	NOUN
spir-8747	3	3	penetration	penetration	NOUN
spir-8747	3	4	rates	rate	NOUN
spir-8747	3	5	rising	rise	VERB
spir-8747	3	6	in	in	ADP
spir-8747	3	7	rural	rural	ADJ
spir-8747	3	8	communities	community	NOUN
spir-8747	3	9	,	,	PUNCT
spir-8747	3	10	stakeholders	stakeholder	NOUN
spir-8747	3	11	are	be	AUX
spir-8747	3	12	increasingly	increasingly	ADV
spir-8747	3	13	experimenting	experiment	VERB
spir-8747	3	14	with	with	ADP
spir-8747	3	15	social	social	ADJ
spir-8747	3	16	media	medium	NOUN
spir-8747	3	17	and	and	CCONJ
spir-8747	3	18	agricultural	agricultural	ADJ
spir-8747	3	19	information	information	NOUN
spir-8747	3	20	has	have	AUX
spir-8747	3	21	been	be	AUX
spir-8747	3	22	widely	widely	ADV
spir-8747	3	23	shared	share	VERB
spir-8747	3	24	across	across	ADP
spir-8747	3	25	local	local	ADJ
spir-8747	3	26	,	,	PUNCT
spir-8747	3	27	national	national	ADJ
spir-8747	3	28	,	,	PUNCT
spir-8747	3	29	and	and	CCONJ
spir-8747	3	30	global	global	ADJ
spir-8747	3	31	networks	network	NOUN
spir-8747	3	32	.	.	PUNCT
spir-8747	4	1	this	this	DET
spir-8747	4	2	paper	paper	NOUN
spir-8747	4	3	addresses	address	VERB
spir-8747	4	4	such	such	ADJ
spir-8747	4	5	networks	network	NOUN
spir-8747	4	6	by	by	ADP
spir-8747	4	7	deploying	deploy	VERB
spir-8747	4	8	a	a	DET
spir-8747	4	9	supervised	supervised	ADJ
spir-8747	4	10	snowball	snowball	ADJ
spir-8747	4	11	census	census	NOUN
spir-8747	4	12	of	of	ADP
spir-8747	4	13	the	the	DET
spir-8747	4	14	agricultural	agricultural	ADJ
spir-8747	4	15	social	social	ADJ
spir-8747	4	16	web	web	NOUN
spir-8747	4	17	to	to	PART
spir-8747	4	18	investigate	investigate	VERB
spir-8747	4	19	the	the	DET
spir-8747	4	20	formation	formation	NOUN
spir-8747	4	21	of	of	ADP
spir-8747	4	22	communities	community	NOUN
spir-8747	4	23	dedicated	dedicate	VERB
spir-8747	4	24	to	to	ADP
spir-8747	4	25	sharing	share	VERB
spir-8747	4	26	agricultural	agricultural	ADJ
spir-8747	4	27	information	information	NOUN
spir-8747	4	28	.	.	PUNCT
spir-8747	5	1	we	we	PRON
spir-8747	5	2	identified	identify	VERB
spir-8747	5	3	a	a	DET
spir-8747	5	4	cohort	cohort	NOUN
spir-8747	5	5	of	of	ADP
spir-8747	5	6	153	153	NUM
spir-8747	5	7	individuals	individual	NOUN
spir-8747	5	8	responsible	responsible	ADJ
spir-8747	5	9	for	for	ADP
spir-8747	5	10	the	the	DET
spir-8747	5	11	outreach	outreach	NOUN
spir-8747	5	12	initiatives	initiative	NOUN
spir-8747	5	13	at	at	ADP
spir-8747	5	14	the	the	DET
spir-8747	5	15	university	university	PROPN
spir-8747	5	16	of	of	ADP
spir-8747	5	17	california	california	PROPN
spir-8747	5	18	and	and	CCONJ
spir-8747	5	19	mapped	map	VERB
spir-8747	5	20	the	the	DET
spir-8747	5	21	first	first	ADJ
spir-8747	5	22	and	and	CCONJ
spir-8747	5	23	second	second	ADJ
spir-8747	5	24	level	level	NOUN
spir-8747	5	25	network	network	NOUN
spir-8747	5	26	of	of	ADP
spir-8747	5	27	followers	follower	NOUN
spir-8747	5	28	connected	connect	VERB
spir-8747	5	29	to	to	ADP
spir-8747	5	30	this	this	DET
spir-8747	5	31	community	community	NOUN
spir-8747	5	32	,	,	PUNCT
spir-8747	5	33	thus	thus	ADV
spir-8747	5	34	rendering	render	VERB
spir-8747	5	35	a	a	DET
spir-8747	5	36	population	population	NOUN
spir-8747	5	37	of	of	ADP
spir-8747	5	38	59k	59k	NUM
spir-8747	5	39	users	user	NOUN
spir-8747	5	40	that	that	PRON
spir-8747	5	41	tweeted	tweet	VERB
spir-8747	5	42	250	250	NUM
spir-8747	5	43	m	m	NOUN
spir-8747	5	44	tweets	tweet	NOUN
spir-8747	5	45	since	since	SCONJ
spir-8747	5	46	signing	sign	VERB
spir-8747	5	47	up	up	ADP
spir-8747	5	48	to	to	ADP
spir-8747	5	49	twitter	twitter	NOUN
spir-8747	5	50	.	.	PUNCT
spir-8747	6	1	we	we	PRON
spir-8747	6	2	processed	process	VERB
spir-8747	6	3	the	the	DET
spir-8747	6	4	content	content	NOUN
spir-8747	6	5	of	of	ADP
spir-8747	6	6	each	each	DET
spir-8747	6	7	tweet	tweet	NOUN
spir-8747	6	8	posted	post	VERB
spir-8747	6	9	in	in	ADP
spir-8747	6	10	2014	2014	NUM
spir-8747	6	11	using	use	VERB
spir-8747	6	12	multiple	multiple	ADJ
spir-8747	6	13	classifiers	classifier	NOUN
spir-8747	6	14	and	and	CCONJ
spir-8747	6	15	determined	determine	VERB
spir-8747	6	16	that	that	SCONJ
spir-8747	6	17	the	the	DET
spir-8747	6	18	boundaries	boundary	NOUN
spir-8747	6	19	of	of	ADP
spir-8747	6	20	the	the	DET
spir-8747	6	21	network	network	NOUN
spir-8747	6	22	comprise	comprise	VERB
spir-8747	6	23	32k	32k	NOUN
spir-8747	6	24	nodes	node	NOUN
spir-8747	6	25	and	and	CCONJ
spir-8747	6	26	4	4	NUM
spir-8747	6	27	m	m	NOUN
spir-8747	6	28	edges	edge	NOUN
spir-8747	6	29	.	.	PUNCT
spir-8747	7	1	the	the	DET
spir-8747	7	2	resulting	result	VERB
spir-8747	7	3	graph	graph	NOUN
spir-8747	7	4	shows	show	VERB
spir-8747	7	5	that	that	SCONJ
spir-8747	7	6	this	this	DET
spir-8747	7	7	community	community	NOUN
spir-8747	7	8	is	be	AUX
spir-8747	7	9	clustered	cluster	VERB
spir-8747	7	10	in	in	ADP
spir-8747	7	11	areas	area	NOUN
spir-8747	7	12	of	of	ADP
spir-8747	7	13	agricultural	agricultural	ADJ
spir-8747	7	14	expertise	expertise	NOUN
spir-8747	7	15	with	with	ADP
spir-8747	7	16	limited	limited	ADJ
spir-8747	7	17	overlap	overlap	NOUN
spir-8747	7	18	across	across	ADP
spir-8747	7	19	cliques	clique	NOUN
spir-8747	7	20	.	.	PUNCT
spir-8747	8	1	we	we	PRON
spir-8747	8	2	also	also	ADV
spir-8747	8	3	found	find	VERB
spir-8747	8	4	increasing	increase	VERB
spir-8747	8	5	patterns	pattern	NOUN
spir-8747	8	6	of	of	ADP
spir-8747	8	7	core	core	NOUN
spir-8747	8	8	-	-	PUNCT
spir-8747	8	9	periphery	periphery	NOUN
spir-8747	8	10	dynamics	dynamic	NOUN
spir-8747	8	11	associated	associate	VERB
spir-8747	8	12	with	with	ADP
spir-8747	8	13	the	the	DET
spir-8747	8	14	level	level	NOUN
spir-8747	8	15	of	of	ADP
spir-8747	8	16	expertise	expertise	NOUN
spir-8747	8	17	attached	attach	VERB
spir-8747	8	18	to	to	ADP
spir-8747	8	19	each	each	DET
spir-8747	8	20	topical	topical	ADJ
spir-8747	8	21	subnet	subnet	NOUN
spir-8747	8	22	.	.	PUNCT
spir-8747	9	1	the	the	DET
spir-8747	9	2	paper	paper	NOUN
spir-8747	9	3	concludes	conclude	VERB
spir-8747	9	4	by	by	ADP
spir-8747	9	5	discussing	discuss	VERB
spir-8747	9	6	related	related	ADJ
spir-8747	9	7	literature	literature	NOUN
spir-8747	9	8	and	and	CCONJ
spir-8747	9	9	the	the	DET
spir-8747	9	10	policy	policy	NOUN
spir-8747	9	11	implications	implication	NOUN
spir-8747	9	12	of	of	ADP
spir-8747	9	13	our	our	PRON
spir-8747	9	14	research	research	NOUN
spir-8747	9	15	.	.	PUNCT
spir-8747	10	1	1	1	X
spir-8747	10	2	.	.	X
spir-8747	10	3	introduction	introduction	NOUN
spir-8747	10	4	modern	modern	ADJ
spir-8747	10	5	agricultural	agricultural	ADJ
spir-8747	10	6	systems	system	NOUN
spir-8747	10	7	are	be	AUX
spir-8747	10	8	experiencing	experience	VERB
spir-8747	10	9	a	a	DET
spir-8747	10	10	revolution	revolution	NOUN
spir-8747	10	11	in	in	ADP
spir-8747	10	12	how	how	SCONJ
spir-8747	10	13	knowledge	knowledge	NOUN
spir-8747	10	14	is	be	AUX
spir-8747	10	15	disseminated	disseminate	VERB
spir-8747	10	16	and	and	CCONJ
spir-8747	10	17	exchanged	exchange	VERB
spir-8747	10	18	among	among	ADP
spir-8747	10	19	networks	network	NOUN
spir-8747	10	20	of	of	ADP
spir-8747	10	21	outreach	outreach	NOUN
spir-8747	10	22	professionals	professional	NOUN
spir-8747	10	23	,	,	PUNCT
spir-8747	10	24	farmers	farmer	NOUN
spir-8747	10	25	,	,	PUNCT
spir-8747	10	26	consumers	consumer	NOUN
spir-8747	10	27	,	,	PUNCT
spir-8747	10	28	and	and	CCONJ
spir-8747	10	29	community	community	NOUN
spir-8747	10	30	stakeholders	stakeholder	NOUN
spir-8747	10	31	.	.	PUNCT
spir-8747	11	1	the	the	DET
spir-8747	11	2	traditional	traditional	ADJ
spir-8747	11	3	approach	approach	NOUN
spir-8747	11	4	to	to	ADP
spir-8747	11	5	agricultural	agricultural	ADJ
spir-8747	11	6	extension	extension	NOUN
spir-8747	11	7	relied	rely	VERB
spir-8747	11	8	on	on	ADP
spir-8747	11	9	a	a	DET
spir-8747	11	10	top	top	ADJ
spir-8747	11	11	-	-	PUNCT
spir-8747	11	12	down	down	NOUN
spir-8747	11	13	,	,	PUNCT
spir-8747	11	14	continuum	continuum	ADJ
spir-8747	11	15	model	model	NOUN
spir-8747	11	16	that	that	PRON
spir-8747	11	17	went	go	VERB
spir-8747	11	18	from	from	ADP
spir-8747	11	19	university	university	NOUN
spir-8747	11	20	researchers	researcher	NOUN
spir-8747	11	21	to	to	ADP
spir-8747	11	22	cooperative	cooperative	ADJ
spir-8747	11	23	extension	extension	NOUN
spir-8747	11	24	and	and	CCONJ
spir-8747	11	25	finally	finally	ADV
spir-8747	11	26	to	to	ADP
spir-8747	11	27	farmers	farmer	NOUN
spir-8747	11	28	.	.	PUNCT
spir-8747	12	1	with	with	ADP
spir-8747	12	2	internet	internet	NOUN
spir-8747	12	3	penetration	penetration	NOUN
spir-8747	12	4	rates	rate	NOUN
spir-8747	12	5	growing	grow	VERB
spir-8747	12	6	in	in	ADP
spir-8747	12	7	rural	rural	ADJ
spir-8747	12	8	communities	community	NOUN
spir-8747	12	9	,	,	PUNCT
spir-8747	12	10	stakeholders	stakeholder	NOUN
spir-8747	12	11	are	be	AUX
spir-8747	12	12	increasingly	increasingly	ADV
spir-8747	12	13	experimenting	experiment	VERB
spir-8747	12	14	with	with	ADP
spir-8747	12	15	social	social	ADJ
spir-8747	12	16	media	medium	NOUN
spir-8747	12	17	and	and	CCONJ
spir-8747	12	18	suggested	suggest	VERB
spir-8747	12	19	citation	citation	NOUN
spir-8747	12	20	(	(	PUNCT
spir-8747	12	21	apa	apa	PROPN
spir-8747	12	22	):	):	PUNCT
spir-8747	12	23	bastos	basto	NOUN
spir-8747	12	24	,	,	PUNCT
spir-8747	12	25	m.	m.	NOUN
spir-8747	12	26	,	,	PUNCT
spir-8747	12	27	&	&	CCONJ
spir-8747	12	28	lubell	lubell	PROPN
spir-8747	12	29	,	,	PUNCT
spir-8747	12	30	m.	m.	NOUN
spir-8747	12	31	(	(	PUNCT
spir-8747	12	32	2015	2015	NUM
spir-8747	12	33	,	,	PUNCT
spir-8747	12	34	october	october	PROPN
spir-8747	12	35	21	21	NUM
spir-8747	12	36	-	-	SYM
spir-8747	12	37	24	24	NUM
spir-8747	12	38	)	)	PUNCT
spir-8747	12	39	.	.	PUNCT
spir-8747	13	1	networking	network	VERB
spir-8747	13	2	aggie	aggie	NOUN
spir-8747	13	3	:	:	PUNCT
spir-8747	13	4	broadcasting	broadcast	VERB
spir-8747	13	5	information	information	NOUN
spir-8747	13	6	to	to	ADP
spir-8747	13	7	topical	topical	ADJ
spir-8747	13	8	communities	community	NOUN
spir-8747	13	9	.	.	PUNCT
spir-8747	14	1	paper	paper	NOUN
spir-8747	14	2	presented	present	VERB
spir-8747	14	3	at	at	ADP
spir-8747	14	4	internet	internet	NOUN
spir-8747	14	5	research	research	NOUN
spir-8747	14	6	16	16	NUM
spir-8747	14	7	:	:	PUNCT
spir-8747	14	8	the	the	DET
spir-8747	14	9	16th	16th	ADJ
spir-8747	14	10	annual	annual	ADJ
spir-8747	14	11	meeting	meeting	NOUN
spir-8747	14	12	of	of	ADP
spir-8747	14	13	the	the	DET
spir-8747	14	14	association	association	NOUN
spir-8747	14	15	of	of	ADP
spir-8747	14	16	internet	internet	NOUN
spir-8747	14	17	researchers	researcher	NOUN
spir-8747	14	18	.	.	PUNCT
spir-8747	15	1	phoenix	phoenix	PROPN
spir-8747	15	2	,	,	PUNCT
spir-8747	15	3	az	az	PROPN
spir-8747	15	4	,	,	PUNCT
spir-8747	15	5	usa	usa	PROPN
spir-8747	15	6	:	:	PUNCT
spir-8747	15	7	aoir	aoir	NOUN
spir-8747	15	8	.	.	PUNCT
spir-8747	15	9	retrieved	retrieve	VERB
spir-8747	15	10	from	from	ADP
spir-8747	15	11	http://spir.aoir.org	http://spir.aoir.org	PROPN
spir-8747	15	12	.	.	PUNCT
spir-8747	16	1	other	other	ADJ
spir-8747	16	2	online	online	ADJ
spir-8747	16	3	forms	form	NOUN
spir-8747	16	4	of	of	ADP
spir-8747	16	5	communication	communication	NOUN
spir-8747	16	6	to	to	PART
spir-8747	16	7	share	share	VERB
spir-8747	16	8	agricultural	agricultural	ADJ
spir-8747	16	9	information	information	NOUN
spir-8747	16	10	across	across	ADP
spir-8747	16	11	local	local	ADJ
spir-8747	16	12	,	,	PUNCT
spir-8747	16	13	national	national	ADJ
spir-8747	16	14	,	,	PUNCT
spir-8747	16	15	and	and	CCONJ
spir-8747	16	16	global	global	ADJ
spir-8747	16	17	networks	network	NOUN
spir-8747	16	18	.	.	PUNCT
spir-8747	17	1	yet	yet	ADV
spir-8747	17	2	,	,	PUNCT
spir-8747	17	3	systematic	systematic	ADJ
spir-8747	17	4	scholarship	scholarship	NOUN
spir-8747	17	5	investigating	investigate	VERB
spir-8747	17	6	the	the	DET
spir-8747	17	7	dynamics	dynamic	NOUN
spir-8747	17	8	of	of	ADP
spir-8747	17	9	online	online	ADJ
spir-8747	17	10	networks	network	NOUN
spir-8747	17	11	to	to	ADP
spir-8747	17	12	the	the	DET
spir-8747	17	13	agriculture	agriculture	NOUN
spir-8747	17	14	and	and	CCONJ
spir-8747	17	15	food	food	NOUN
spir-8747	17	16	sectors	sector	NOUN
spir-8747	17	17	,	,	PUNCT
spir-8747	17	18	and	and	CCONJ
spir-8747	17	19	the	the	DET
spir-8747	17	20	potential	potential	ADJ
spir-8747	17	21	effects	effect	NOUN
spir-8747	17	22	of	of	ADP
spir-8747	17	23	social	social	ADJ
spir-8747	17	24	media	medium	NOUN
spir-8747	17	25	at	at	ADP
spir-8747	17	26	spreading	spread	VERB
spir-8747	17	27	expert	expert	ADJ
spir-8747	17	28	knowledge	knowledge	NOUN
spir-8747	17	29	,	,	PUNCT
spir-8747	17	30	have	have	AUX
spir-8747	17	31	remained	remain	VERB
spir-8747	17	32	largely	largely	ADV
spir-8747	17	33	unexplored	unexplored	ADJ
spir-8747	17	34	.	.	PUNCT
spir-8747	18	1	social	social	ADJ
spir-8747	18	2	media	medium	NOUN
spir-8747	18	3	affordances	affordance	NOUN
spir-8747	18	4	have	have	AUX
spir-8747	18	5	been	be	AUX
spir-8747	18	6	remarkably	remarkably	ADV
spir-8747	18	7	efficient	efficient	ADJ
spir-8747	18	8	in	in	ADP
spir-8747	18	9	connecting	connect	VERB
spir-8747	18	10	nationwide	nationwide	ADJ
spir-8747	18	11	and	and	CCONJ
spir-8747	18	12	global	global	ADJ
spir-8747	18	13	chains	chain	NOUN
spir-8747	18	14	of	of	ADP
spir-8747	18	15	information	information	NOUN
spir-8747	18	16	diffusion	diffusion	NOUN
spir-8747	18	17	to	to	ADP
spir-8747	18	18	otherwise	otherwise	ADV
spir-8747	18	19	local	local	ADJ
spir-8747	18	20	activities	activity	NOUN
spir-8747	18	21	(	(	PUNCT
spir-8747	18	22	waldman	waldman	PROPN
spir-8747	18	23	,	,	PUNCT
spir-8747	18	24	2011	2011	NUM
spir-8747	18	25	)	)	PUNCT
spir-8747	18	26	.	.	PUNCT
spir-8747	19	1	this	this	DET
spir-8747	19	2	transition	transition	NOUN
spir-8747	19	3	was	be	AUX
spir-8747	19	4	particularly	particularly	ADV
spir-8747	19	5	salient	salient	ADJ
spir-8747	19	6	in	in	ADP
spir-8747	19	7	topics	topic	NOUN
spir-8747	19	8	and	and	CCONJ
spir-8747	19	9	problems	problem	NOUN
spir-8747	19	10	relying	rely	VERB
spir-8747	19	11	on	on	ADP
spir-8747	19	12	a	a	DET
spir-8747	19	13	small	small	ADJ
spir-8747	19	14	number	number	NOUN
spir-8747	19	15	of	of	ADP
spir-8747	19	16	specialists	specialist	NOUN
spir-8747	19	17	who	who	PRON
spir-8747	19	18	engage	engage	VERB
spir-8747	19	19	a	a	DET
spir-8747	19	20	large	large	ADJ
spir-8747	19	21	number	number	NOUN
spir-8747	19	22	of	of	ADP
spir-8747	19	23	highly	highly	ADV
spir-8747	19	24	diverse	diverse	ADJ
spir-8747	19	25	and	and	CCONJ
spir-8747	19	26	continuously	continuously	ADV
spir-8747	19	27	expanding	expand	VERB
spir-8747	19	28	body	body	NOUN
spir-8747	19	29	of	of	ADP
spir-8747	19	30	potential	potential	ADJ
spir-8747	19	31	stakeholders	stakeholder	NOUN
spir-8747	19	32	.	.	PUNCT
spir-8747	20	1	recent	recent	ADJ
spir-8747	20	2	studies	study	NOUN
spir-8747	20	3	have	have	AUX
spir-8747	20	4	shown	show	VERB
spir-8747	20	5	that	that	SCONJ
spir-8747	20	6	one	one	NUM
spir-8747	20	7	way	way	NOUN
spir-8747	20	8	to	to	PART
spir-8747	20	9	disseminate	disseminate	VERB
spir-8747	20	10	knowledge	knowledge	NOUN
spir-8747	20	11	efficiently	efficiently	ADV
spir-8747	20	12	across	across	ADP
spir-8747	20	13	broader	broad	ADJ
spir-8747	20	14	communities	community	NOUN
spir-8747	20	15	is	be	AUX
spir-8747	20	16	through	through	ADP
spir-8747	20	17	specialized	specialized	ADJ
spir-8747	20	18	knowledge	knowledge	NOUN
spir-8747	20	19	networks	network	NOUN
spir-8747	20	20	(	(	PUNCT
spir-8747	20	21	bidwell	bidwell	PROPN
spir-8747	20	22	et	et	PROPN
spir-8747	20	23	al	al	PROPN
spir-8747	20	24	.	.	PROPN
spir-8747	20	25	,	,	PUNCT
spir-8747	20	26	2013	2013	NUM
spir-8747	20	27	,	,	PUNCT
spir-8747	20	28	kalafatis	kalafatis	NOUN
spir-8747	20	29	et	et	PROPN
spir-8747	20	30	al	al	PROPN
spir-8747	20	31	.	.	PROPN
spir-8747	20	32	,	,	PUNCT
spir-8747	20	33	2015	2015	NUM
spir-8747	20	34	)	)	PUNCT
spir-8747	20	35	.	.	PUNCT
spir-8747	21	1	these	these	DET
spir-8747	21	2	networks	network	NOUN
spir-8747	21	3	are	be	AUX
spir-8747	21	4	primarily	primarily	ADV
spir-8747	21	5	knowledge	knowledge	NOUN
spir-8747	21	6	extension	extension	NOUN
spir-8747	21	7	and	and	CCONJ
spir-8747	21	8	include	include	VERB
spir-8747	21	9	organizations	organization	NOUN
spir-8747	21	10	,	,	PUNCT
spir-8747	21	11	actors	actor	NOUN
spir-8747	21	12	,	,	PUNCT
spir-8747	21	13	and	and	CCONJ
spir-8747	21	14	communication	communication	NOUN
spir-8747	21	15	infrastructure	infrastructure	NOUN
spir-8747	21	16	through	through	ADP
spir-8747	21	17	which	which	PRON
spir-8747	21	18	information	information	NOUN
spir-8747	21	19	is	be	AUX
spir-8747	21	20	disseminated	disseminate	VERB
spir-8747	21	21	,	,	PUNCT
spir-8747	21	22	often	often	ADV
spir-8747	21	23	transforming	transform	VERB
spir-8747	21	24	or	or	CCONJ
spir-8747	21	25	supporting	support	VERB
spir-8747	21	26	decision	decision	NOUN
spir-8747	21	27	-	-	PUNCT
spir-8747	21	28	making	make	VERB
spir-8747	21	29	policies	policy	NOUN
spir-8747	21	30	that	that	PRON
spir-8747	21	31	impact	impact	VERB
spir-8747	21	32	local	local	ADJ
spir-8747	21	33	and	and	CCONJ
spir-8747	21	34	national	national	ADJ
spir-8747	21	35	communities	community	NOUN
spir-8747	21	36	.	.	PUNCT
spir-8747	22	1	within	within	ADP
spir-8747	22	2	our	our	PRON
spir-8747	22	3	field	field	NOUN
spir-8747	22	4	of	of	ADP
spir-8747	22	5	inquire	inquire	NOUN
spir-8747	22	6	,	,	PUNCT
spir-8747	22	7	knowledge	knowledge	NOUN
spir-8747	22	8	networks	network	NOUN
spir-8747	22	9	allow	allow	VERB
spir-8747	22	10	for	for	SCONJ
spir-8747	22	11	specialized	specialized	ADJ
spir-8747	22	12	information	information	NOUN
spir-8747	22	13	to	to	PART
spir-8747	22	14	travel	travel	VERB
spir-8747	22	15	within	within	ADP
spir-8747	22	16	and	and	CCONJ
spir-8747	22	17	among	among	ADP
spir-8747	22	18	communities	community	NOUN
spir-8747	22	19	of	of	ADP
spir-8747	22	20	interest	interest	NOUN
spir-8747	22	21	(	(	PUNCT
spir-8747	22	22	henri	henri	PROPN
spir-8747	22	23	and	and	CCONJ
spir-8747	22	24	pudelko	pudelko	PROPN
spir-8747	22	25	,	,	PUNCT
spir-8747	22	26	2003)—that	2003)—that	PROPN
spir-8747	22	27	is	be	AUX
spir-8747	22	28	,	,	PUNCT
spir-8747	22	29	from	from	ADP
spir-8747	22	30	twitter	twitter	NOUN
spir-8747	22	31	accounts	account	NOUN
spir-8747	22	32	managed	manage	VERB
spir-8747	22	33	by	by	ADP
spir-8747	22	34	government	government	NOUN
spir-8747	22	35	agencies	agency	NOUN
spir-8747	22	36	to	to	PART
spir-8747	22	37	twitter	twitter	VERB
spir-8747	22	38	accounts	account	NOUN
spir-8747	22	39	of	of	ADP
spir-8747	22	40	outreach	outreach	NOUN
spir-8747	22	41	individuals	individual	NOUN
spir-8747	22	42	and	and	CCONJ
spir-8747	22	43	finally	finally	ADV
spir-8747	22	44	to	to	ADP
spir-8747	22	45	the	the	DET
spir-8747	22	46	locally	locally	ADV
spir-8747	22	47	grounded	ground	VERB
spir-8747	22	48	community	community	NOUN
spir-8747	22	49	of	of	ADP
spir-8747	22	50	users	user	NOUN
spir-8747	22	51	.	.	PUNCT
spir-8747	23	1	agricultural	agricultural	ADJ
spir-8747	23	2	extension	extension	NOUN
spir-8747	23	3	builds	build	VERB
spir-8747	23	4	up	up	ADP
spir-8747	23	5	on	on	ADP
spir-8747	23	6	such	such	ADJ
spir-8747	23	7	communities	community	NOUN
spir-8747	23	8	and	and	CCONJ
spir-8747	23	9	capitalizes	capitalize	VERB
spir-8747	23	10	on	on	ADP
spir-8747	23	11	the	the	DET
spir-8747	23	12	network	network	NOUN
spir-8747	23	13	structure	structure	NOUN
spir-8747	23	14	of	of	ADP
spir-8747	23	15	local	local	ADJ
spir-8747	23	16	agricultural	agricultural	ADJ
spir-8747	23	17	knowledge	knowledge	NOUN
spir-8747	23	18	systems	system	NOUN
spir-8747	23	19	comprising	comprise	VERB
spir-8747	23	20	distributed	distribute	VERB
spir-8747	23	21	actors	actor	NOUN
spir-8747	23	22	with	with	ADP
spir-8747	23	23	a	a	DET
spir-8747	23	24	diversity	diversity	NOUN
spir-8747	23	25	of	of	ADP
spir-8747	23	26	specializations	specialization	NOUN
spir-8747	23	27	and	and	CCONJ
spir-8747	23	28	expertise	expertise	NOUN
spir-8747	23	29	(	(	PUNCT
spir-8747	23	30	lubell	lubell	NOUN
spir-8747	23	31	et	et	PROPN
spir-8747	23	32	al	al	PROPN
spir-8747	23	33	.	.	PROPN
spir-8747	23	34	,	,	PUNCT
spir-8747	23	35	2014	2014	NUM
spir-8747	23	36	)	)	PUNCT
spir-8747	23	37	.	.	PUNCT
spir-8747	24	1	to	to	ADP
spir-8747	24	2	this	this	DET
spir-8747	24	3	end	end	NOUN
spir-8747	24	4	,	,	PUNCT
spir-8747	24	5	this	this	DET
spir-8747	24	6	paper	paper	NOUN
spir-8747	24	7	contributes	contribute	VERB
spir-8747	24	8	to	to	ADP
spir-8747	24	9	the	the	DET
spir-8747	24	10	literature	literature	NOUN
spir-8747	24	11	on	on	ADP
spir-8747	24	12	specialized	specialized	ADJ
spir-8747	24	13	knowledge	knowledge	NOUN
spir-8747	24	14	networks	network	NOUN
spir-8747	24	15	by	by	ADP
spir-8747	24	16	exploring	explore	VERB
spir-8747	24	17	how	how	SCONJ
spir-8747	24	18	a	a	DET
spir-8747	24	19	network	network	NOUN
spir-8747	24	20	of	of	ADP
spir-8747	24	21	twitter	twitter	NOUN
spir-8747	24	22	users	user	NOUN
spir-8747	24	23	invested	invest	VERB
spir-8747	24	24	in	in	ADP
spir-8747	24	25	the	the	DET
spir-8747	24	26	dissemination	dissemination	NOUN
spir-8747	24	27	of	of	ADP
spir-8747	24	28	agricultural	agricultural	ADJ
spir-8747	24	29	information	information	NOUN
spir-8747	24	30	provide	provide	VERB
spir-8747	24	31	higher	high	ADJ
spir-8747	24	32	exposure	exposure	NOUN
spir-8747	24	33	to	to	ADP
spir-8747	24	34	specialized	specialized	ADJ
spir-8747	24	35	knowledge	knowledge	NOUN
spir-8747	24	36	.	.	PUNCT
spir-8747	25	1	in	in	ADP
spir-8747	25	2	the	the	DET
spir-8747	25	3	following	following	NOUN
spir-8747	25	4	we	we	PRON
spir-8747	25	5	report	report	VERB
spir-8747	25	6	on	on	ADP
spir-8747	25	7	an	an	DET
spir-8747	25	8	investigation	investigation	NOUN
spir-8747	25	9	of	of	ADP
spir-8747	25	10	a	a	DET
spir-8747	25	11	community	community	NOUN
spir-8747	25	12	of	of	ADP
spir-8747	25	13	users	user	NOUN
spir-8747	25	14	dedicated	dedicate	VERB
spir-8747	25	15	to	to	ADP
spir-8747	25	16	the	the	DET
spir-8747	25	17	dissemination	dissemination	NOUN
spir-8747	25	18	of	of	ADP
spir-8747	25	19	agriculture	agriculture	NOUN
spir-8747	25	20	information	information	NOUN
spir-8747	25	21	in	in	ADP
spir-8747	25	22	california	california	PROPN
spir-8747	25	23	and	and	CCONJ
spir-8747	25	24	beyond	beyond	ADP
spir-8747	25	25	.	.	PUNCT
spir-8747	26	1	the	the	DET
spir-8747	26	2	seed	seed	NOUN
spir-8747	26	3	users	user	NOUN
spir-8747	26	4	comprise	comprise	VERB
spir-8747	26	5	153	153	NUM
spir-8747	26	6	twitter	twitter	NOUN
spir-8747	26	7	accounts	account	NOUN
spir-8747	26	8	associated	associate	VERB
spir-8747	26	9	with	with	ADP
spir-8747	26	10	the	the	DET
spir-8747	26	11	agriculture	agriculture	NOUN
spir-8747	26	12	and	and	CCONJ
spir-8747	26	13	natural	natural	ADJ
spir-8747	26	14	resources	resource	NOUN
spir-8747	26	15	of	of	ADP
spir-8747	26	16	the	the	DET
spir-8747	26	17	university	university	PROPN
spir-8747	26	18	of	of	ADP
spir-8747	26	19	california	california	PROPN
spir-8747	26	20	.	.	PUNCT
spir-8747	27	1	we	we	PRON
spir-8747	27	2	identified	identify	VERB
spir-8747	27	3	the	the	DET
spir-8747	27	4	followers	follower	NOUN
spir-8747	27	5	and	and	CCONJ
spir-8747	27	6	followees	followee	NOUN
spir-8747	27	7	connected	connect	VERB
spir-8747	27	8	to	to	ADP
spir-8747	27	9	the	the	DET
spir-8747	27	10	seed	seed	NOUN
spir-8747	27	11	users	user	NOUN
spir-8747	27	12	and	and	CCONJ
spir-8747	27	13	retrieved	retrieve	VERB
spir-8747	27	14	the	the	DET
spir-8747	27	15	timelines	timeline	NOUN
spir-8747	27	16	of	of	ADP
spir-8747	27	17	each	each	DET
spir-8747	27	18	twitter	twitter	NOUN
spir-8747	27	19	account	account	NOUN
spir-8747	27	20	,	,	PUNCT
spir-8747	27	21	thus	thus	ADV
spir-8747	27	22	rendering	render	VERB
spir-8747	27	23	a	a	DET
spir-8747	27	24	population	population	NOUN
spir-8747	27	25	of	of	ADP
spir-8747	27	26	59k	59k	NUM
spir-8747	27	27	users	user	NOUN
spir-8747	27	28	and	and	CCONJ
spir-8747	27	29	68	68	NUM
spir-8747	27	30	m	m	NOUN
spir-8747	27	31	tweets	tweet	NOUN
spir-8747	27	32	.	.	PUNCT
spir-8747	28	1	we	we	PRON
spir-8747	28	2	designed	design	VERB
spir-8747	28	3	two	two	NUM
spir-8747	28	4	classifiers	classifier	NOUN
spir-8747	28	5	to	to	PART
spir-8747	28	6	process	process	VERB
spir-8747	28	7	the	the	DET
spir-8747	28	8	content	content	NOUN
spir-8747	28	9	of	of	ADP
spir-8747	28	10	each	each	DET
spir-8747	28	11	tweet	tweet	NOUN
spir-8747	28	12	posted	post	VERB
spir-8747	28	13	in	in	ADP
spir-8747	28	14	2014	2014	NUM
spir-8747	28	15	and	and	CCONJ
spir-8747	28	16	determined	determine	VERB
spir-8747	28	17	the	the	DET
spir-8747	28	18	boundaries	boundary	NOUN
spir-8747	28	19	of	of	ADP
spir-8747	28	20	the	the	DET
spir-8747	28	21	network	network	NOUN
spir-8747	28	22	.	.	PUNCT
spir-8747	29	1	as	as	SCONJ
spir-8747	29	2	twitter	twitter	NOUN
spir-8747	29	3	interactions	interaction	NOUN
spir-8747	29	4	consist	consist	VERB
spir-8747	29	5	of	of	ADP
spir-8747	29	6	@-mentions	@-mention	NOUN
spir-8747	29	7	,	,	PUNCT
spir-8747	29	8	a	a	DET
spir-8747	29	9	publicly	publicly	ADV
spir-8747	29	10	-	-	PUNCT
spir-8747	29	11	visible	visible	ADJ
spir-8747	29	12	message	message	NOUN
spir-8747	29	13	targeting	target	VERB
spir-8747	29	14	other	other	ADJ
spir-8747	29	15	accounts	account	NOUN
spir-8747	29	16	,	,	PUNCT
spir-8747	29	17	and	and	CCONJ
spir-8747	29	18	retweets	retweet	NOUN
spir-8747	29	19	,	,	PUNCT
spir-8747	29	20	the	the	DET
spir-8747	29	21	action	action	NOUN
spir-8747	29	22	of	of	ADP
spir-8747	29	23	rebroadcasting	rebroadcast	VERB
spir-8747	29	24	a	a	DET
spir-8747	29	25	message	message	NOUN
spir-8747	29	26	to	to	ADP
spir-8747	29	27	the	the	DET
spir-8747	29	28	users	user	NOUN
spir-8747	29	29	’	’	PART
spir-8747	29	30	followers	follower	NOUN
spir-8747	29	31	,	,	PUNCT
spir-8747	29	32	we	we	PRON
spir-8747	29	33	mined	mine	VERB
spir-8747	29	34	the	the	DET
spir-8747	29	35	timelines	timeline	NOUN
spir-8747	29	36	and	and	CCONJ
spir-8747	29	37	profiles	profile	NOUN
spir-8747	29	38	of	of	ADP
spir-8747	29	39	each	each	PRON
spir-8747	29	40	of	of	ADP
spir-8747	29	41	the	the	DET
spir-8747	29	42	individuals	individual	NOUN
spir-8747	29	43	in	in	ADP
spir-8747	29	44	the	the	DET
spir-8747	29	45	population	population	NOUN
spir-8747	29	46	to	to	PART
spir-8747	29	47	identify	identify	VERB
spir-8747	29	48	instances	instance	NOUN
spir-8747	29	49	of	of	ADP
spir-8747	29	50	information	information	NOUN
spir-8747	29	51	sharing	sharing	NOUN
spir-8747	29	52	.	.	PUNCT
spir-8747	30	1	in	in	ADP
spir-8747	30	2	what	what	PRON
spir-8747	30	3	follows	follow	VERB
spir-8747	30	4	,	,	PUNCT
spir-8747	30	5	we	we	PRON
spir-8747	30	6	seek	seek	VERB
spir-8747	30	7	to	to	PART
spir-8747	30	8	advance	advance	VERB
spir-8747	30	9	foregoing	forego	VERB
spir-8747	30	10	research	research	NOUN
spir-8747	30	11	by	by	ADP
spir-8747	30	12	studying	study	VERB
spir-8747	30	13	the	the	DET
spir-8747	30	14	communication	communication	NOUN
spir-8747	30	15	patterns	pattern	NOUN
spir-8747	30	16	within	within	ADP
spir-8747	30	17	this	this	DET
spir-8747	30	18	community	community	NOUN
spir-8747	30	19	.	.	PUNCT
spir-8747	31	1	2	2	X
spir-8747	31	2	.	.	X
spir-8747	31	3	previous	previous	ADJ
spir-8747	31	4	work	work	NOUN
spir-8747	31	5	previous	previous	ADJ
spir-8747	31	6	studies	study	NOUN
spir-8747	31	7	have	have	AUX
spir-8747	31	8	investigated	investigate	VERB
spir-8747	31	9	the	the	DET
spir-8747	31	10	use	use	NOUN
spir-8747	31	11	of	of	ADP
spir-8747	31	12	social	social	ADJ
spir-8747	31	13	media	medium	NOUN
spir-8747	31	14	in	in	ADP
spir-8747	31	15	establishing	establish	VERB
spir-8747	31	16	a	a	DET
spir-8747	31	17	green	green	ADJ
spir-8747	31	18	virtual	virtual	ADJ
spir-8747	31	19	sphere	sphere	NOUN
spir-8747	31	20	by	by	ADP
spir-8747	31	21	supporting	support	VERB
spir-8747	31	22	access	access	NOUN
spir-8747	31	23	to	to	ADP
spir-8747	31	24	environmental	environmental	ADJ
spir-8747	31	25	information	information	NOUN
spir-8747	31	26	and	and	CCONJ
spir-8747	31	27	providing	provide	VERB
spir-8747	31	28	a	a	DET
spir-8747	31	29	space	space	NOUN
spir-8747	31	30	for	for	ADP
spir-8747	31	31	debate	debate	NOUN
spir-8747	31	32	.	.	PUNCT
spir-8747	32	1	this	this	DET
spir-8747	32	2	literature	literature	NOUN
spir-8747	32	3	connects	connect	VERB
spir-8747	32	4	the	the	DET
spir-8747	32	5	long	long	ADV
spir-8747	32	6	-	-	PUNCT
spir-8747	32	7	standing	stand	VERB
spir-8747	32	8	debate	debate	NOUN
spir-8747	32	9	on	on	ADP
spir-8747	32	10	the	the	DET
spir-8747	32	11	emergence	emergence	NOUN
spir-8747	32	12	of	of	ADP
spir-8747	32	13	a	a	DET
spir-8747	32	14	public	public	ADJ
spir-8747	32	15	sphere	sphere	NOUN
spir-8747	32	16	in	in	ADP
spir-8747	32	17	modern	modern	ADJ
spir-8747	32	18	society	society	NOUN
spir-8747	32	19	(	(	PUNCT
spir-8747	32	20	calhoun	calhoun	PROPN
spir-8747	32	21	,	,	PUNCT
spir-8747	32	22	1992	1992	NUM
spir-8747	32	23	,	,	PUNCT
spir-8747	32	24	habermas	haberma	NOUN
spir-8747	32	25	,	,	PUNCT
spir-8747	32	26	1991	1991	NUM
spir-8747	32	27	)	)	PUNCT
spir-8747	32	28	with	with	ADP
spir-8747	32	29	the	the	DET
spir-8747	32	30	potential	potential	ADJ
spir-8747	32	31	changes	change	NOUN
spir-8747	32	32	associated	associate	VERB
spir-8747	32	33	with	with	ADP
spir-8747	32	34	the	the	DET
spir-8747	32	35	use	use	NOUN
spir-8747	32	36	of	of	ADP
spir-8747	32	37	social	social	ADJ
spir-8747	32	38	media	medium	NOUN
spir-8747	32	39	platforms	platform	NOUN
spir-8747	32	40	to	to	PART
spir-8747	32	41	engage	engage	VERB
spir-8747	32	42	the	the	DET
spir-8747	32	43	public	public	NOUN
spir-8747	32	44	in	in	ADP
spir-8747	32	45	open	open	ADJ
spir-8747	32	46	discussions	discussion	NOUN
spir-8747	32	47	(	(	PUNCT
spir-8747	32	48	papacharissi	papacharissi	PROPN
spir-8747	32	49	,	,	PUNCT
spir-8747	32	50	2002	2002	NUM
spir-8747	32	51	,	,	PUNCT
spir-8747	32	52	bastos	basto	NOUN
spir-8747	32	53	,	,	PUNCT
spir-8747	32	54	2011	2011	NUM
spir-8747	32	55	)	)	PUNCT
spir-8747	32	56	.	.	PUNCT
spir-8747	33	1	subsequent	subsequent	ADJ
spir-8747	33	2	studies	study	NOUN
spir-8747	33	3	have	have	AUX
spir-8747	33	4	explored	explore	VERB
spir-8747	33	5	the	the	DET
spir-8747	33	6	elapsed	elapse	VERB
spir-8747	33	7	effects	effect	NOUN
spir-8747	33	8	of	of	ADP
spir-8747	33	9	social	social	ADJ
spir-8747	33	10	media	medium	NOUN
spir-8747	33	11	on	on	ADP
spir-8747	33	12	the	the	DET
spir-8747	33	13	green	green	ADJ
spir-8747	33	14	public	public	ADJ
spir-8747	33	15	sphere	sphere	NOUN
spir-8747	33	16	(	(	PUNCT
spir-8747	33	17	torgerson	torgerson	NOUN
spir-8747	33	18	,	,	PUNCT
spir-8747	33	19	2006	2006	NUM
spir-8747	33	20	,	,	PUNCT
spir-8747	33	21	torgerson	torgerson	NOUN
spir-8747	33	22	,	,	PUNCT
spir-8747	33	23	1999	1999	NUM
spir-8747	33	24	,	,	PUNCT
spir-8747	33	25	yang	yang	PROPN
spir-8747	33	26	and	and	CCONJ
spir-8747	33	27	calhoun	calhoun	PROPN
spir-8747	33	28	,	,	PUNCT
spir-8747	33	29	2007	2007	NUM
spir-8747	33	30	)	)	PUNCT
spir-8747	33	31	,	,	PUNCT
spir-8747	33	32	particularly	particularly	ADV
spir-8747	33	33	the	the	DET
spir-8747	33	34	user	user	NOUN
spir-8747	33	35	of	of	ADP
spir-8747	33	36	online	online	ADJ
spir-8747	33	37	social	social	ADJ
spir-8747	33	38	networks	network	NOUN
spir-8747	33	39	to	to	ADP
spir-8747	33	40	air	air	NOUN
spir-8747	33	41	grievances	grievance	NOUN
spir-8747	33	42	,	,	PUNCT
spir-8747	33	43	develop	develop	VERB
spir-8747	33	44	coordinated	coordinated	ADJ
spir-8747	33	45	actions	action	NOUN
spir-8747	33	46	for	for	ADP
spir-8747	33	47	natural	natural	ADJ
spir-8747	33	48	or	or	CCONJ
spir-8747	33	49	man	man	NOUN
spir-8747	33	50	-	-	PUNCT
spir-8747	33	51	made	make	VERB
spir-8747	33	52	disasters	disaster	NOUN
spir-8747	33	53	,	,	PUNCT
spir-8747	33	54	and	and	CCONJ
spir-8747	33	55	mediate	mediate	VERB
spir-8747	33	56	partisan	partisan	ADJ
spir-8747	33	57	battles	battle	NOUN
spir-8747	33	58	over	over	ADP
spir-8747	33	59	environmental	environmental	ADJ
spir-8747	33	60	regulation	regulation	NOUN
spir-8747	33	61	,	,	PUNCT
spir-8747	33	62	energy	energy	NOUN
spir-8747	33	63	policy	policy	NOUN
spir-8747	33	64	,	,	PUNCT
spir-8747	33	65	and	and	CCONJ
spir-8747	33	66	climate	climate	NOUN
spir-8747	33	67	change	change	NOUN
spir-8747	33	68	.	.	PUNCT
spir-8747	34	1	the	the	DET
spir-8747	34	2	notion	notion	NOUN
spir-8747	34	3	of	of	ADP
spir-8747	34	4	a	a	DET
spir-8747	34	5	green	green	ADJ
spir-8747	34	6	public	public	ADJ
spir-8747	34	7	sphere	sphere	NOUN
spir-8747	34	8	was	be	AUX
spir-8747	34	9	originally	originally	ADV
spir-8747	34	10	advanced	advance	VERB
spir-8747	34	11	by	by	ADP
spir-8747	34	12	torgerson	torgerson	NOUN
spir-8747	34	13	(	(	PUNCT
spir-8747	34	14	1999	1999	NUM
spir-8747	34	15	)	)	PUNCT
spir-8747	34	16	and	and	CCONJ
spir-8747	34	17	refers	refer	VERB
spir-8747	34	18	to	to	ADP
spir-8747	34	19	a	a	DET
spir-8747	34	20	subsection	subsection	NOUN
spir-8747	34	21	of	of	ADP
spir-8747	34	22	the	the	DET
spir-8747	34	23	public	public	ADJ
spir-8747	34	24	sphere	sphere	NOUN
spir-8747	34	25	focused	focus	VERB
spir-8747	34	26	on	on	ADP
spir-8747	34	27	environmental	environmental	ADJ
spir-8747	34	28	issues	issue	NOUN
spir-8747	34	29	.	.	PUNCT
spir-8747	35	1	following	follow	VERB
spir-8747	35	2	the	the	DET
spir-8747	35	3	early	early	ADJ
spir-8747	35	4	definition	definition	NOUN
spir-8747	35	5	proposed	propose	VERB
spir-8747	35	6	by	by	ADP
spir-8747	35	7	habermas	habermas	PROPN
spir-8747	35	8	(	(	PUNCT
spir-8747	35	9	1991	1991	NUM
spir-8747	35	10	)	)	PUNCT
spir-8747	35	11	,	,	PUNCT
spir-8747	35	12	the	the	DET
spir-8747	35	13	green	green	ADJ
spir-8747	35	14	public	public	ADJ
spir-8747	35	15	sphere	sphere	NOUN
spir-8747	35	16	would	would	AUX
spir-8747	35	17	form	form	VERB
spir-8747	35	18	a	a	DET
spir-8747	35	19	space	space	NOUN
spir-8747	35	20	for	for	ADP
spir-8747	35	21	discussion	discussion	NOUN
spir-8747	35	22	detached	detach	VERB
spir-8747	35	23	from	from	ADP
spir-8747	35	24	individual	individual	ADJ
spir-8747	35	25	or	or	CCONJ
spir-8747	35	26	private	private	ADJ
spir-8747	35	27	interest	interest	NOUN
spir-8747	35	28	and	and	CCONJ
spir-8747	35	29	displaying	display	VERB
spir-8747	35	30	an	an	DET
spir-8747	35	31	interest	interest	NOUN
spir-8747	35	32	in	in	ADP
spir-8747	35	33	plurality	plurality	NOUN
spir-8747	35	34	of	of	ADP
spir-8747	35	35	opinions	opinion	NOUN
spir-8747	35	36	however	however	ADV
spir-8747	35	37	inconvenient	inconvenient	ADJ
spir-8747	35	38	and	and	CCONJ
spir-8747	35	39	troubling	troubling	ADJ
spir-8747	35	40	they	they	PRON
spir-8747	35	41	can	can	AUX
spir-8747	35	42	be	be	AUX
spir-8747	35	43	.	.	PUNCT
spir-8747	36	1	yet	yet	ADV
spir-8747	36	2	,	,	PUNCT
spir-8747	36	3	according	accord	VERB
spir-8747	36	4	to	to	ADP
spir-8747	36	5	torgerson	torgerson	NOUN
spir-8747	36	6	(	(	PUNCT
spir-8747	36	7	1999	1999	NUM
spir-8747	36	8	)	)	PUNCT
spir-8747	36	9	,	,	PUNCT
spir-8747	36	10	the	the	DET
spir-8747	36	11	green	green	ADJ
spir-8747	36	12	public	public	PROPN
spir-8747	36	13	sphere	sphere	NOUN
spir-8747	36	14	is	be	AUX
spir-8747	36	15	not	not	PART
spir-8747	36	16	without	without	ADP
spir-8747	36	17	its	its	PRON
spir-8747	36	18	boundaries	boundary	NOUN
spir-8747	36	19	,	,	PUNCT
spir-8747	36	20	as	as	SCONJ
spir-8747	36	21	meaningful	meaningful	ADJ
spir-8747	36	22	disagreements	disagreement	NOUN
spir-8747	36	23	require	require	VERB
spir-8747	36	24	clear	clear	ADJ
spir-8747	36	25	and	and	CCONJ
spir-8747	36	26	agreed	agree	VERB
spir-8747	36	27	limits	limit	NOUN
spir-8747	36	28	to	to	PART
spir-8747	36	29	move	move	VERB
spir-8747	36	30	forward	forward	ADV
spir-8747	36	31	the	the	DET
spir-8747	36	32	discussion	discussion	NOUN
spir-8747	36	33	.	.	PUNCT
spir-8747	37	1	according	accord	VERB
spir-8747	37	2	to	to	ADP
spir-8747	37	3	yang	yang	PROPN
spir-8747	37	4	and	and	CCONJ
spir-8747	37	5	calhoun	calhoun	PROPN
spir-8747	37	6	(	(	PUNCT
spir-8747	37	7	2007	2007	NUM
spir-8747	37	8	)	)	PUNCT
spir-8747	37	9	,	,	PUNCT
spir-8747	37	10	the	the	DET
spir-8747	37	11	emergence	emergence	NOUN
spir-8747	37	12	of	of	ADP
spir-8747	37	13	a	a	DET
spir-8747	37	14	green	green	ADJ
spir-8747	37	15	public	public	ADJ
spir-8747	37	16	sphere	sphere	NOUN
spir-8747	37	17	resulted	result	VERB
spir-8747	37	18	from	from	ADP
spir-8747	37	19	users	user	NOUN
spir-8747	37	20	resorting	resort	VERB
spir-8747	37	21	to	to	ADP
spir-8747	37	22	legacy	legacy	NOUN
spir-8747	37	23	and	and	CCONJ
spir-8747	37	24	social	social	ADJ
spir-8747	37	25	media	medium	NOUN
spir-8747	37	26	to	to	PART
spir-8747	37	27	voice	voice	VERB
spir-8747	37	28	their	their	PRON
spir-8747	37	29	grievances	grievance	NOUN
spir-8747	37	30	about	about	ADP
spir-8747	37	31	environmental	environmental	ADJ
spir-8747	37	32	issues	issue	NOUN
spir-8747	37	33	which	which	PRON
spir-8747	37	34	otherwise	otherwise	ADV
spir-8747	37	35	would	would	AUX
spir-8747	37	36	not	not	PART
spir-8747	37	37	have	have	AUX
spir-8747	37	38	been	be	AUX
spir-8747	37	39	heard	hear	VERB
spir-8747	37	40	.	.	PUNCT
spir-8747	38	1	within	within	ADP
spir-8747	38	2	this	this	DET
spir-8747	38	3	field	field	NOUN
spir-8747	38	4	of	of	ADP
spir-8747	38	5	inquire	inquire	NOUN
spir-8747	38	6	,	,	PUNCT
spir-8747	38	7	segerberg	segerberg	PROPN
spir-8747	38	8	and	and	CCONJ
spir-8747	38	9	bennett	bennett	PROPN
spir-8747	38	10	(	(	PUNCT
spir-8747	38	11	2011	2011	NUM
spir-8747	38	12	)	)	PUNCT
spir-8747	38	13	analyzed	analyze	VERB
spir-8747	38	14	the	the	DET
spir-8747	38	15	content	content	NOUN
spir-8747	38	16	of	of	ADP
spir-8747	38	17	tweets	tweet	NOUN
spir-8747	38	18	associated	associate	VERB
spir-8747	38	19	with	with	ADP
spir-8747	38	20	protests	protest	NOUN
spir-8747	38	21	against	against	ADP
spir-8747	38	22	the	the	DET
spir-8747	38	23	2009	2009	NUM
spir-8747	38	24	united	united	PROPN
spir-8747	38	25	nations	nations	PROPN
spir-8747	38	26	climate	climate	NOUN
spir-8747	38	27	summit	summit	NOUN
spir-8747	38	28	in	in	ADP
spir-8747	38	29	copenhagen	copenhagen	PROPN
spir-8747	38	30	and	and	CCONJ
spir-8747	38	31	white	white	PROPN
spir-8747	38	32	et	et	PROPN
spir-8747	38	33	al	al	PROPN
spir-8747	38	34	.	.	PROPN
spir-8747	39	1	(	(	PUNCT
spir-8747	39	2	2014	2014	NUM
spir-8747	39	3	)	)	PUNCT
spir-8747	39	4	explored	explore	VERB
spir-8747	39	5	the	the	DET
spir-8747	39	6	motivations	motivation	NOUN
spir-8747	39	7	behind	behind	ADP
spir-8747	39	8	social	social	ADJ
spir-8747	39	9	media	medium	NOUN
spir-8747	39	10	use	use	NOUN
spir-8747	39	11	during	during	ADP
spir-8747	39	12	the	the	DET
spir-8747	39	13	alberta	alberta	PROPN
spir-8747	39	14	oil	oil	NOUN
spir-8747	39	15	sands	sand	NOUN
spir-8747	39	16	.	.	PUNCT
spir-8747	40	1	this	this	DET
spir-8747	40	2	body	body	NOUN
spir-8747	40	3	of	of	ADP
spir-8747	40	4	scholarship	scholarship	NOUN
spir-8747	40	5	reported	report	VERB
spir-8747	40	6	that	that	SCONJ
spir-8747	40	7	twitter	twitter	NOUN
spir-8747	40	8	was	be	AUX
spir-8747	40	9	used	use	VERB
spir-8747	40	10	to	to	PART
spir-8747	40	11	access	access	VERB
spir-8747	40	12	news	news	NOUN
spir-8747	40	13	,	,	PUNCT
spir-8747	40	14	particularly	particularly	ADV
spir-8747	40	15	alternative	alternative	ADJ
spir-8747	40	16	sources	source	NOUN
spir-8747	40	17	covering	cover	VERB
spir-8747	40	18	the	the	DET
spir-8747	40	19	unfolding	unfold	VERB
spir-8747	40	20	events	event	NOUN
spir-8747	40	21	.	.	PUNCT
spir-8747	41	1	white	white	PROPN
spir-8747	41	2	et	et	PROPN
spir-8747	41	3	al	al	PROPN
spir-8747	41	4	.	.	PROPN
spir-8747	42	1	(	(	PUNCT
spir-8747	42	2	2014	2014	NUM
spir-8747	42	3	)	)	PUNCT
spir-8747	42	4	reported	report	VERB
spir-8747	42	5	that	that	SCONJ
spir-8747	42	6	even	even	ADV
spir-8747	42	7	though	though	SCONJ
spir-8747	42	8	users	user	NOUN
spir-8747	42	9	resorted	resort	VERB
spir-8747	42	10	to	to	PART
spir-8747	42	11	twitter	twitter	VERB
spir-8747	42	12	to	to	PART
spir-8747	42	13	engage	engage	VERB
spir-8747	42	14	in	in	ADP
spir-8747	42	15	debates	debate	NOUN
spir-8747	42	16	over	over	ADP
spir-8747	42	17	the	the	DET
spir-8747	42	18	northern	northern	ADJ
spir-8747	42	19	gateway	gateway	NOUN
spir-8747	42	20	pipeline	pipeline	NOUN
spir-8747	42	21	,	,	PUNCT
spir-8747	42	22	interviewees	interviewee	NOUN
spir-8747	42	23	underplayed	underplay	VERB
spir-8747	42	24	the	the	DET
spir-8747	42	25	importance	importance	NOUN
spir-8747	42	26	of	of	ADP
spir-8747	42	27	twitter	twitter	NOUN
spir-8747	42	28	in	in	ADP
spir-8747	42	29	the	the	DET
spir-8747	42	30	formation	formation	NOUN
spir-8747	42	31	of	of	ADP
spir-8747	42	32	a	a	DET
spir-8747	42	33	green	green	ADJ
spir-8747	42	34	virtual	virtual	ADJ
spir-8747	42	35	sphere	sphere	NOUN
spir-8747	42	36	,	,	PUNCT
spir-8747	42	37	as	as	SCONJ
spir-8747	42	38	access	access	NOUN
spir-8747	42	39	to	to	ADP
spir-8747	42	40	the	the	DET
spir-8747	42	41	space	space	NOUN
spir-8747	42	42	was	be	AUX
spir-8747	42	43	not	not	PART
spir-8747	42	44	equal	equal	ADJ
spir-8747	42	45	and	and	CCONJ
spir-8747	42	46	the	the	DET
spir-8747	42	47	discussions	discussion	NOUN
spir-8747	42	48	most	most	ADV
spir-8747	42	49	likely	likely	ADV
spir-8747	42	50	monitored	monitor	VERB
spir-8747	42	51	.	.	PUNCT
spir-8747	43	1	similarly	similarly	ADV
spir-8747	43	2	,	,	PUNCT
spir-8747	43	3	bortree	bortree	NOUN
spir-8747	43	4	and	and	CCONJ
spir-8747	43	5	seltzer	seltzer	NOUN
spir-8747	43	6	(	(	PUNCT
spir-8747	43	7	2009	2009	NUM
spir-8747	43	8	)	)	PUNCT
spir-8747	43	9	examined	examine	VERB
spir-8747	43	10	communication	communication	NOUN
spir-8747	43	11	strategies	strategy	NOUN
spir-8747	43	12	employed	employ	VERB
spir-8747	43	13	by	by	ADP
spir-8747	43	14	environmental	environmental	ADJ
spir-8747	43	15	advocacy	advocacy	NOUN
spir-8747	43	16	groups	group	NOUN
spir-8747	43	17	on	on	ADP
spir-8747	43	18	facebook	facebook	PROPN
spir-8747	43	19	and	and	CCONJ
spir-8747	43	20	cheong	cheong	PROPN
spir-8747	43	21	and	and	CCONJ
spir-8747	43	22	lee	lee	PROPN
spir-8747	43	23	(	(	PUNCT
spir-8747	43	24	2010	2010	NUM
spir-8747	43	25	)	)	PUNCT
spir-8747	43	26	investigated	investigate	VERB
spir-8747	43	27	how	how	SCONJ
spir-8747	43	28	the	the	DET
spir-8747	43	29	use	use	NOUN
spir-8747	43	30	of	of	ADP
spir-8747	43	31	twitter	twitter	NOUN
spir-8747	43	32	in	in	ADP
spir-8747	43	33	australia	australia	PROPN
spir-8747	43	34	was	be	AUX
spir-8747	43	35	connected	connect	VERB
spir-8747	43	36	to	to	ADP
spir-8747	43	37	the	the	DET
spir-8747	43	38	earth	earth	NOUN
spir-8747	43	39	hour	hour	NOUN
spir-8747	43	40	2009	2009	NUM
spir-8747	43	41	campaign	campaign	NOUN
spir-8747	43	42	.	.	PUNCT
spir-8747	44	1	we	we	PRON
spir-8747	44	2	draw	draw	VERB
spir-8747	44	3	from	from	ADP
spir-8747	44	4	this	this	DET
spir-8747	44	5	scholarship	scholarship	NOUN
spir-8747	44	6	on	on	ADP
spir-8747	44	7	social	social	ADJ
spir-8747	44	8	media	medium	NOUN
spir-8747	44	9	and	and	CCONJ
spir-8747	44	10	the	the	DET
spir-8747	44	11	green	green	ADJ
spir-8747	44	12	public	public	ADJ
spir-8747	44	13	sphere	sphere	NOUN
spir-8747	44	14	and	and	CCONJ
spir-8747	44	15	hypothesize	hypothesize	VERB
spir-8747	44	16	that	that	SCONJ
spir-8747	44	17	the	the	DET
spir-8747	44	18	ensuing	ensue	VERB
spir-8747	44	19	networks	network	NOUN
spir-8747	44	20	used	use	VERB
spir-8747	44	21	to	to	PART
spir-8747	44	22	convey	convey	VERB
spir-8747	44	23	agriculture	agriculture	NOUN
spir-8747	44	24	information	information	NOUN
spir-8747	44	25	follows	follow	VERB
spir-8747	44	26	a	a	DET
spir-8747	44	27	multi	multi	ADJ
spir-8747	44	28	-	-	ADJ
spir-8747	44	29	step	step	ADJ
spir-8747	44	30	model	model	NOUN
spir-8747	44	31	of	of	ADP
spir-8747	44	32	information	information	NOUN
spir-8747	44	33	diffusion	diffusion	NOUN
spir-8747	44	34	centered	center	VERB
spir-8747	44	35	on	on	ADP
spir-8747	44	36	core	core	NOUN
spir-8747	44	37	users	user	NOUN
spir-8747	44	38	and	and	CCONJ
spir-8747	44	39	surrounded	surround	VERB
spir-8747	44	40	by	by	ADP
spir-8747	44	41	highly	highly	ADV
spir-8747	44	42	active	active	ADJ
spir-8747	44	43	brokers	broker	NOUN
spir-8747	44	44	exporting	export	VERB
spir-8747	44	45	local	local	ADJ
spir-8747	44	46	knowledge	knowledge	NOUN
spir-8747	44	47	to	to	ADP
spir-8747	44	48	other	other	ADJ
spir-8747	44	49	agricultural	agricultural	ADJ
spir-8747	44	50	systems	system	NOUN
spir-8747	44	51	and	and	CCONJ
spir-8747	44	52	the	the	DET
spir-8747	44	53	broader	broad	ADJ
spir-8747	44	54	public	public	NOUN
spir-8747	44	55	.	.	PUNCT
spir-8747	45	1	this	this	DET
spir-8747	45	2	framework	framework	NOUN
spir-8747	45	3	has	have	AUX
spir-8747	45	4	been	be	AUX
spir-8747	45	5	applied	apply	VERB
spir-8747	45	6	in	in	ADP
spir-8747	45	7	twitter	twitter	NOUN
spir-8747	45	8	literature	literature	NOUN
spir-8747	45	9	to	to	PART
spir-8747	45	10	describe	describe	VERB
spir-8747	45	11	a	a	DET
spir-8747	45	12	process	process	NOUN
spir-8747	45	13	of	of	ADP
spir-8747	45	14	information	information	NOUN
spir-8747	45	15	diffusion	diffusion	NOUN
spir-8747	45	16	that	that	PRON
spir-8747	45	17	often	often	ADV
spir-8747	45	18	deviates	deviate	VERB
spir-8747	45	19	from	from	ADP
spir-8747	45	20	patterns	pattern	NOUN
spir-8747	45	21	observed	observe	VERB
spir-8747	45	22	in	in	ADP
spir-8747	45	23	social	social	ADJ
spir-8747	45	24	networks	network	NOUN
spir-8747	45	25	(	(	PUNCT
spir-8747	45	26	wu	wu	PROPN
spir-8747	45	27	et	et	PROPN
spir-8747	45	28	al	al	PROPN
spir-8747	45	29	.	.	PROPN
spir-8747	45	30	,	,	PUNCT
spir-8747	45	31	2011	2011	NUM
spir-8747	45	32	)	)	PUNCT
spir-8747	45	33	,	,	PUNCT
spir-8747	45	34	as	as	SCONJ
spir-8747	45	35	information	information	NOUN
spir-8747	45	36	exchange	exchange	NOUN
spir-8747	45	37	relies	rely	VERB
spir-8747	45	38	on	on	ADP
spir-8747	45	39	hubs	hub	NOUN
spir-8747	45	40	and	and	CCONJ
spir-8747	45	41	authorities	authority	NOUN
spir-8747	45	42	(	(	PUNCT
spir-8747	45	43	dubois	dubois	PROPN
spir-8747	45	44	and	and	CCONJ
spir-8747	45	45	gaffney	gaffney	PROPN
spir-8747	45	46	,	,	PUNCT
spir-8747	45	47	2014	2014	NUM
spir-8747	45	48	)	)	PUNCT
spir-8747	45	49	and	and	CCONJ
spir-8747	45	50	the	the	DET
spir-8747	45	51	network	network	NOUN
spir-8747	45	52	topology	topology	NOUN
spir-8747	45	53	behaves	behave	VERB
spir-8747	45	54	much	much	ADV
spir-8747	45	55	like	like	ADP
spir-8747	45	56	an	an	DET
spir-8747	45	57	information	information	NOUN
spir-8747	45	58	network	network	NOUN
spir-8747	45	59	with	with	ADP
spir-8747	45	60	pronounced	pronounce	VERB
spir-8747	45	61	amplification	amplification	NOUN
spir-8747	45	62	effect	effect	NOUN
spir-8747	45	63	for	for	ADP
spir-8747	45	64	information	information	NOUN
spir-8747	45	65	dissemination	dissemination	NOUN
spir-8747	45	66	(	(	PUNCT
spir-8747	45	67	myers	myers	PROPN
spir-8747	45	68	et	et	PROPN
spir-8747	45	69	al	al	PROPN
spir-8747	45	70	.	.	PROPN
spir-8747	45	71	,	,	PUNCT
spir-8747	45	72	2014	2014	NUM
spir-8747	45	73	)	)	PUNCT
spir-8747	45	74	.	.	PUNCT
spir-8747	46	1	broadly	broadly	ADV
spir-8747	46	2	speaking	speak	VERB
spir-8747	46	3	this	this	DET
spir-8747	46	4	framework	framework	NOUN
spir-8747	46	5	foregrounds	foreground	VERB
spir-8747	46	6	the	the	DET
spir-8747	46	7	diffusion	diffusion	NOUN
spir-8747	46	8	of	of	ADP
spir-8747	46	9	information	information	NOUN
spir-8747	46	10	from	from	ADP
spir-8747	46	11	elite	elite	ADJ
spir-8747	46	12	towards	towards	ADP
spir-8747	46	13	ordinary	ordinary	ADJ
spir-8747	46	14	users	user	NOUN
spir-8747	46	15	and	and	CCONJ
spir-8747	46	16	is	be	AUX
spir-8747	46	17	consistent	consistent	ADJ
spir-8747	46	18	with	with	ADP
spir-8747	46	19	the	the	DET
spir-8747	46	20	two	two	NUM
spir-8747	46	21	-	-	PUNCT
spir-8747	46	22	step	step	NOUN
spir-8747	46	23	flow	flow	NOUN
spir-8747	46	24	theory	theory	NOUN
spir-8747	46	25	of	of	ADP
spir-8747	46	26	communication	communication	NOUN
spir-8747	46	27	originally	originally	ADV
spir-8747	46	28	proposed	propose	VERB
spir-8747	46	29	by	by	ADP
spir-8747	46	30	katz	katz	PROPN
spir-8747	46	31	(	(	PUNCT
spir-8747	46	32	1957	1957	NUM
spir-8747	46	33	)	)	PUNCT
spir-8747	46	34	.	.	PUNCT
spir-8747	47	1	3	3	X
spir-8747	47	2	.	.	X
spir-8747	47	3	rationale	rationale	NOUN
spir-8747	47	4	due	due	ADP
spir-8747	47	5	to	to	ADP
spir-8747	47	6	technical	technical	ADJ
spir-8747	47	7	requirements	requirement	NOUN
spir-8747	47	8	and	and	CCONJ
spir-8747	47	9	stringent	stringent	ADJ
spir-8747	47	10	rules	rule	NOUN
spir-8747	47	11	to	to	PART
spir-8747	47	12	retrieve	retrieve	VERB
spir-8747	47	13	twitter	twitter	NOUN
spir-8747	47	14	data	data	PROPN
spir-8747	47	15	,	,	PUNCT
spir-8747	47	16	scholarship	scholarship	NOUN
spir-8747	47	17	on	on	ADP
spir-8747	47	18	twitter	twitter	NOUN
spir-8747	47	19	has	have	AUX
spir-8747	47	20	often	often	ADV
spir-8747	47	21	focused	focus	VERB
spir-8747	47	22	on	on	ADP
spir-8747	47	23	a	a	DET
spir-8747	47	24	set	set	NOUN
spir-8747	47	25	of	of	ADP
spir-8747	47	26	hashtagged	hashtagged	ADJ
spir-8747	47	27	tweets	tweet	NOUN
spir-8747	47	28	as	as	ADP
spir-8747	47	29	a	a	DET
spir-8747	47	30	marker	marker	NOUN
spir-8747	47	31	to	to	ADP
spir-8747	47	32	unfolding	unfold	VERB
spir-8747	47	33	events	event	NOUN
spir-8747	47	34	around	around	ADP
spir-8747	47	35	the	the	DET
spir-8747	47	36	world	world	NOUN
spir-8747	47	37	.	.	PUNCT
spir-8747	48	1	with	with	ADP
spir-8747	48	2	the	the	DET
spir-8747	48	3	exception	exception	NOUN
spir-8747	48	4	of	of	ADP
spir-8747	48	5	a	a	DET
spir-8747	48	6	few	few	ADJ
spir-8747	48	7	macroscopic	macroscopic	ADJ
spir-8747	48	8	studies	study	NOUN
spir-8747	48	9	of	of	ADP
spir-8747	48	10	twitter	twitter	NOUN
spir-8747	48	11	network	network	NOUN
spir-8747	48	12	(	(	PUNCT
spir-8747	48	13	kwak	kwak	PROPN
spir-8747	48	14	et	et	PROPN
spir-8747	48	15	al	al	PROPN
spir-8747	48	16	.	.	PROPN
spir-8747	48	17	,	,	PUNCT
spir-8747	48	18	2010	2010	NUM
spir-8747	48	19	,	,	PUNCT
spir-8747	48	20	gabielkov	gabielkov	NOUN
spir-8747	48	21	et	et	PROPN
spir-8747	48	22	al	al	PROPN
spir-8747	48	23	.	.	PROPN
spir-8747	48	24	,	,	PUNCT
spir-8747	48	25	2014	2014	NUM
spir-8747	48	26	,	,	PUNCT
spir-8747	48	27	myers	myers	PROPN
spir-8747	48	28	et	et	PROPN
spir-8747	48	29	al	al	PROPN
spir-8747	48	30	.	.	PROPN
spir-8747	48	31	,	,	PUNCT
spir-8747	48	32	2014	2014	NUM
spir-8747	48	33	)	)	PUNCT
spir-8747	48	34	,	,	PUNCT
spir-8747	48	35	the	the	DET
spir-8747	48	36	high	high	ADJ
spir-8747	48	37	computational	computational	ADJ
spir-8747	48	38	and	and	CCONJ
spir-8747	48	39	financial	financial	ADJ
spir-8747	48	40	costs	cost	NOUN
spir-8747	48	41	involved	involve	VERB
spir-8747	48	42	in	in	ADP
spir-8747	48	43	retrieving	retrieve	VERB
spir-8747	48	44	a	a	DET
spir-8747	48	45	complete	complete	ADJ
spir-8747	48	46	set	set	NOUN
spir-8747	48	47	of	of	ADP
spir-8747	48	48	tweets	tweet	NOUN
spir-8747	48	49	compelled	compel	VERB
spir-8747	48	50	researchers	researcher	NOUN
spir-8747	48	51	to	to	PART
spir-8747	48	52	focus	focus	VERB
spir-8747	48	53	on	on	ADP
spir-8747	48	54	subsets	subset	NOUN
spir-8747	48	55	of	of	ADP
spir-8747	48	56	data	datum	NOUN
spir-8747	48	57	revolving	revolve	VERB
spir-8747	48	58	around	around	ADP
spir-8747	48	59	events	event	NOUN
spir-8747	48	60	and/or	and/or	CCONJ
spir-8747	48	61	contextual	contextual	ADJ
spir-8747	48	62	markers	marker	NOUN
spir-8747	48	63	.	.	PUNCT
spir-8747	49	1	as	as	ADP
spir-8747	49	2	a	a	DET
spir-8747	49	3	result	result	NOUN
spir-8747	49	4	,	,	PUNCT
spir-8747	49	5	twitter	twitter	NOUN
spir-8747	49	6	scholarship	scholarship	NOUN
spir-8747	49	7	has	have	AUX
spir-8747	49	8	dealt	deal	VERB
spir-8747	49	9	with	with	ADP
spir-8747	49	10	a	a	DET
spir-8747	49	11	particularly	particularly	ADV
spir-8747	49	12	set	set	NOUN
spir-8747	49	13	of	of	ADP
spir-8747	49	14	data	datum	NOUN
spir-8747	49	15	mostly	mostly	ADV
spir-8747	49	16	characterized	characterize	VERB
spir-8747	49	17	by	by	ADP
spir-8747	49	18	the	the	DET
spir-8747	49	19	phatic	phatic	ADJ
spir-8747	49	20	function	function	NOUN
spir-8747	49	21	of	of	ADP
spir-8747	49	22	social	social	ADJ
spir-8747	49	23	media	medium	NOUN
spir-8747	49	24	communication	communication	NOUN
spir-8747	49	25	(	(	PUNCT
spir-8747	49	26	miller	miller	PROPN
spir-8747	49	27	,	,	PUNCT
spir-8747	49	28	2015	2015	NUM
spir-8747	49	29	)	)	PUNCT
spir-8747	49	30	.	.	PUNCT
spir-8747	50	1	this	this	DET
spir-8747	50	2	de	de	X
spir-8747	50	3	facto	facto	X
spir-8747	50	4	standard	standard	ADJ
spir-8747	50	5	approach	approach	NOUN
spir-8747	50	6	to	to	ADP
spir-8747	50	7	twitter	twitter	NOUN
spir-8747	50	8	research	research	NOUN
spir-8747	50	9	is	be	AUX
spir-8747	50	10	centered	center	VERB
spir-8747	50	11	on	on	ADP
spir-8747	50	12	messages	message	NOUN
spir-8747	50	13	motivated	motivate	VERB
spir-8747	50	14	by	by	ADP
spir-8747	50	15	ongoing	ongoing	ADJ
spir-8747	50	16	events	event	NOUN
spir-8747	50	17	and	and	CCONJ
spir-8747	50	18	often	often	ADV
spir-8747	50	19	crafted	craft	VERB
spir-8747	50	20	with	with	ADP
spir-8747	50	21	the	the	DET
spir-8747	50	22	potential	potential	NOUN
spir-8747	50	23	for	for	ADP
spir-8747	50	24	viral	viral	ADJ
spir-8747	50	25	cascades	cascade	NOUN
spir-8747	50	26	.	.	PUNCT
spir-8747	51	1	while	while	SCONJ
spir-8747	51	2	datasets	dataset	NOUN
spir-8747	51	3	retrieved	retrieve	VERB
spir-8747	51	4	using	use	VERB
spir-8747	51	5	markers	marker	NOUN
spir-8747	51	6	such	such	ADJ
spir-8747	51	7	as	as	ADP
spir-8747	51	8	keywords	keyword	NOUN
spir-8747	51	9	and	and	CCONJ
spir-8747	51	10	hashtags	hashtag	NOUN
spir-8747	51	11	are	be	AUX
spir-8747	51	12	useful	useful	ADJ
spir-8747	51	13	to	to	PART
spir-8747	51	14	track	track	VERB
spir-8747	51	15	the	the	DET
spir-8747	51	16	diffusion	diffusion	NOUN
spir-8747	51	17	of	of	ADP
spir-8747	51	18	information	information	NOUN
spir-8747	51	19	about	about	ADP
spir-8747	51	20	a	a	DET
spir-8747	51	21	given	give	VERB
spir-8747	51	22	topic	topic	NOUN
spir-8747	51	23	,	,	PUNCT
spir-8747	51	24	calls	call	VERB
spir-8747	51	25	for	for	ADP
spir-8747	51	26	awareness	awareness	NOUN
spir-8747	51	27	about	about	ADP
spir-8747	51	28	political	political	ADJ
spir-8747	51	29	issues	issue	NOUN
spir-8747	51	30	,	,	PUNCT
spir-8747	51	31	and	and	CCONJ
spir-8747	51	32	the	the	DET
spir-8747	51	33	coordination	coordination	NOUN
spir-8747	51	34	of	of	ADP
spir-8747	51	35	social	social	ADJ
spir-8747	51	36	movements	movement	NOUN
spir-8747	51	37	(	(	PUNCT
spir-8747	51	38	bastos	basto	NOUN
spir-8747	51	39	and	and	CCONJ
spir-8747	51	40	mercea	mercea	ADJ
spir-8747	51	41	,	,	PUNCT
spir-8747	51	42	2015	2015	NUM
spir-8747	51	43	)	)	PUNCT
spir-8747	51	44	,	,	PUNCT
spir-8747	51	45	this	this	DET
spir-8747	51	46	procedure	procedure	NOUN
spir-8747	51	47	of	of	ADP
spir-8747	51	48	data	datum	NOUN
spir-8747	51	49	collection	collection	NOUN
spir-8747	51	50	emphasizes	emphasize	VERB
spir-8747	51	51	phatic	phatic	ADJ
spir-8747	51	52	messages	message	NOUN
spir-8747	51	53	against	against	ADP
spir-8747	51	54	the	the	DET
spir-8747	51	55	dialogic	dialogic	ADJ
spir-8747	51	56	exchanges	exchange	NOUN
spir-8747	51	57	between	between	ADP
spir-8747	51	58	social	social	ADJ
spir-8747	51	59	media	medium	NOUN
spir-8747	51	60	users	user	NOUN
spir-8747	51	61	.	.	PUNCT
spir-8747	52	1	in	in	ADP
spir-8747	52	2	fact	fact	NOUN
spir-8747	52	3	,	,	PUNCT
spir-8747	52	4	twitter	twitter	NOUN
spir-8747	52	5	users	user	NOUN
spir-8747	52	6	often	often	ADV
spir-8747	52	7	begin	begin	VERB
spir-8747	52	8	interacting	interact	VERB
spir-8747	52	9	within	within	ADP
spir-8747	52	10	a	a	DET
spir-8747	52	11	hashtagged	hashtagged	ADJ
spir-8747	52	12	stream	stream	NOUN
spir-8747	52	13	only	only	ADV
spir-8747	52	14	to	to	PART
spir-8747	52	15	subsequently	subsequently	ADV
spir-8747	52	16	drop	drop	VERB
spir-8747	52	17	the	the	DET
spir-8747	52	18	hashtag	hashtag	NOUN
spir-8747	52	19	as	as	SCONJ
spir-8747	52	20	their	their	PRON
spir-8747	52	21	one	one	NUM
spir-8747	52	22	-	-	PUNCT
spir-8747	52	23	to	to	ADP
spir-8747	52	24	-	-	PUNCT
spir-8747	52	25	one	one	NUM
spir-8747	52	26	interaction	interaction	NOUN
spir-8747	52	27	unfolds	unfold	VERB
spir-8747	52	28	.	.	PUNCT
spir-8747	53	1	as	as	ADP
spir-8747	53	2	a	a	DET
spir-8747	53	3	result	result	NOUN
spir-8747	53	4	,	,	PUNCT
spir-8747	53	5	researchers	researcher	NOUN
spir-8747	53	6	mining	mining	NOUN
spir-8747	53	7	twitter	twitter	NOUN
spir-8747	53	8	streaming	streaming	NOUN
spir-8747	53	9	api1	api1	NOUN
spir-8747	53	10	are	be	AUX
spir-8747	53	11	often	often	ADV
spir-8747	53	12	left	leave	VERB
spir-8747	53	13	with	with	ADP
spir-8747	53	14	data	datum	NOUN
spir-8747	53	15	lacking	lack	VERB
spir-8747	53	16	interactions	interaction	NOUN
spir-8747	53	17	initiated	initiate	VERB
spir-8747	53	18	with	with	ADP
spir-8747	53	19	the	the	DET
spir-8747	53	20	hashtag	hashtag	NOUN
spir-8747	53	21	but	but	CCONJ
spir-8747	53	22	dropped	drop	VERB
spir-8747	53	23	afterwards	afterwards	ADV
spir-8747	53	24	.	.	PUNCT
spir-8747	54	1	another	another	DET
spir-8747	54	2	significant	significant	ADJ
spir-8747	54	3	shortcoming	shortcoming	NOUN
spir-8747	54	4	of	of	ADP
spir-8747	54	5	this	this	DET
spir-8747	54	6	approach	approach	NOUN
spir-8747	54	7	is	be	AUX
spir-8747	54	8	that	that	SCONJ
spir-8747	54	9	data	datum	NOUN
spir-8747	54	10	can	can	AUX
spir-8747	54	11	only	only	ADV
spir-8747	54	12	be	be	AUX
spir-8747	54	13	retrieved	retrieve	VERB
spir-8747	54	14	prospectively	prospectively	ADV
spir-8747	54	15	,	,	PUNCT
spir-8747	54	16	as	as	SCONJ
spir-8747	54	17	access	access	NOUN
spir-8747	54	18	to	to	ADP
spir-8747	54	19	historical	historical	ADJ
spir-8747	54	20	twitter	twitter	NOUN
spir-8747	54	21	data	datum	NOUN
spir-8747	54	22	is	be	AUX
spir-8747	54	23	prohibitively	prohibitively	ADV
spir-8747	54	24	expensively	expensively	ADV
spir-8747	54	25	.	.	PUNCT
spir-8747	55	1	as	as	ADP
spir-8747	55	2	a	a	DET
spir-8747	55	3	result	result	NOUN
spir-8747	55	4	,	,	PUNCT
spir-8747	55	5	social	social	ADJ
spir-8747	55	6	media	medium	NOUN
spir-8747	55	7	research	research	NOUN
spir-8747	55	8	has	have	AUX
spir-8747	55	9	involuntarily	involuntarily	ADV
spir-8747	55	10	emphasized	emphasize	VERB
spir-8747	55	11	and	and	CCONJ
spir-8747	55	12	scrutinized	scrutinize	VERB
spir-8747	55	13	a	a	DET
spir-8747	55	14	set	set	NOUN
spir-8747	55	15	of	of	ADP
spir-8747	55	16	messages	message	NOUN
spir-8747	55	17	purposely	purposely	ADV
spir-8747	55	18	tailored	tailor	VERB
spir-8747	55	19	to	to	PART
spir-8747	55	20	be	be	AUX
spir-8747	55	21	phatic	phatic	ADJ
spir-8747	55	22	and	and	CCONJ
spir-8747	55	23	designed	design	VERB
spir-8747	55	24	for	for	ADP
spir-8747	55	25	maximum	maximum	ADJ
spir-8747	55	26	effect	effect	NOUN
spir-8747	55	27	,	,	PUNCT
spir-8747	55	28	all	all	DET
spir-8747	55	29	the	the	DET
spir-8747	55	30	while	while	NOUN
spir-8747	55	31	ignoring	ignore	VERB
spir-8747	55	32	the	the	DET
spir-8747	55	33	larger	large	ADJ
spir-8747	55	34	conversation	conversation	NOUN
spir-8747	55	35	in	in	ADP
spir-8747	55	36	the	the	DET
spir-8747	55	37	background	background	NOUN
spir-8747	55	38	that	that	PRON
spir-8747	55	39	is	be	AUX
spir-8747	55	40	potentially	potentially	ADV
spir-8747	55	41	connected	connect	VERB
spir-8747	55	42	to	to	ADP
spir-8747	55	43	the	the	DET
spir-8747	55	44	hashtag	hashtag	NOUN
spir-8747	55	45	stream	stream	NOUN
spir-8747	55	46	.	.	PUNCT
spir-8747	56	1	moreover	moreover	ADV
spir-8747	56	2	,	,	PUNCT
spir-8747	56	3	the	the	DET
spir-8747	56	4	representation	representation	NOUN
spir-8747	56	5	of	of	ADP
spir-8747	56	6	a	a	DET
spir-8747	56	7	public	public	ADJ
spir-8747	56	8	sphere	sphere	NOUN
spir-8747	56	9	by	by	ADP
spir-8747	56	10	means	mean	NOUN
spir-8747	56	11	of	of	ADP
spir-8747	56	12	an	an	DET
spir-8747	56	13	ad	ad	NOUN
spir-8747	56	14	-	-	PUNCT
spir-8747	56	15	hoc	hoc	X
spir-8747	56	16	public	public	NOUN
spir-8747	56	17	deserves	deserve	VERB
spir-8747	56	18	careful	careful	ADJ
spir-8747	56	19	consideration	consideration	NOUN
spir-8747	56	20	as	as	SCONJ
spir-8747	56	21	the	the	DET
spir-8747	56	22	raison	raison	NOUN
spir-8747	56	23	-	-	PUNCT
spir-8747	56	24	d'etre	d'etre	NOUN
spir-8747	56	25	of	of	ADP
spir-8747	56	26	hashtagged	hashtagged	ADJ
spir-8747	56	27	messages	message	NOUN
spir-8747	56	28	is	be	AUX
spir-8747	56	29	to	to	PART
spir-8747	56	30	perform	perform	VERB
spir-8747	56	31	a	a	DET
spir-8747	56	32	one	one	NUM
spir-8747	56	33	-	-	PUNCT
spir-8747	56	34	to	to	ADP
spir-8747	56	35	-	-	PUNCT
spir-8747	56	36	many	many	ADJ
spir-8747	56	37	broadcast	broadcast	NOUN
spir-8747	56	38	.	.	PUNCT
spir-8747	57	1	by	by	ADP
spir-8747	57	2	losing	lose	VERB
spir-8747	57	3	track	track	NOUN
spir-8747	57	4	of	of	ADP
spir-8747	57	5	myriad	myriad	ADJ
spir-8747	57	6	interactions	interaction	NOUN
spir-8747	57	7	between	between	ADP
spir-8747	57	8	twitter	twitter	NOUN
spir-8747	57	9	users	user	NOUN
spir-8747	57	10	,	,	PUNCT
spir-8747	57	11	and	and	CCONJ
spir-8747	57	12	frequently	frequently	ADV
spir-8747	57	13	relying	rely	VERB
spir-8747	57	14	on	on	ADP
spir-8747	57	15	hashtags	hashtag	NOUN
spir-8747	57	16	,	,	PUNCT
spir-8747	57	17	social	social	ADJ
spir-8747	57	18	media	medium	NOUN
spir-8747	57	19	scholarship	scholarship	NOUN
spir-8747	57	20	has	have	AUX
spir-8747	57	21	inspected	inspect	VERB
spir-8747	57	22	a	a	DET
spir-8747	57	23	reduced	reduced	ADJ
spir-8747	57	24	version	version	NOUN
spir-8747	57	25	of	of	ADP
spir-8747	57	26	twitter	twitter	NOUN
spir-8747	57	27	’s	’s	PART
spir-8747	57	28	agora	agora	PROPN
spir-8747	57	29	(	(	PUNCT
spir-8747	57	30	miller	miller	PROPN
spir-8747	57	31	,	,	PUNCT
spir-8747	57	32	2015	2015	NUM
spir-8747	57	33	)	)	PUNCT
spir-8747	57	34	that	that	PRON
spir-8747	57	35	departs	depart	VERB
spir-8747	57	36	considerably	considerably	ADV
spir-8747	57	37	from	from	ADP
spir-8747	57	38	the	the	DET
spir-8747	57	39	engaged	engage	VERB
spir-8747	57	40	,	,	PUNCT
spir-8747	57	41	content	content	NOUN
spir-8747	57	42	-	-	PUNCT
spir-8747	57	43	driven	drive	VERB
spir-8747	57	44	,	,	PUNCT
spir-8747	57	45	dialogic	dialogic	ADJ
spir-8747	57	46	public	public	NOUN
spir-8747	57	47	sphere	sphere	NOUN
spir-8747	57	48	envisioned	envision	VERB
spir-8747	57	49	by	by	ADP
spir-8747	57	50	habermas	haberma	NOUN
spir-8747	57	51	(	(	PUNCT
spir-8747	57	52	1987	1987	NUM
spir-8747	57	53	)	)	PUNCT
spir-8747	57	54	;	;	PUNCT
spir-8747	57	55	a	a	DET
spir-8747	57	56	public	public	ADJ
spir-8747	57	57	sphere	sphere	NOUN
spir-8747	57	58	marked	mark	VERB
spir-8747	57	59	by	by	ADP
spir-8747	57	60	the	the	DET
spir-8747	57	61	lively	lively	ADJ
spir-8747	57	62	exchange	exchange	NOUN
spir-8747	57	63	carried	carry	VERB
spir-8747	57	64	out	out	ADP
spir-8747	57	65	on	on	ADP
spir-8747	57	66	a	a	DET
spir-8747	57	67	daily	daily	ADJ
spir-8747	57	68	basis	basis	NOUN
spir-8747	57	69	.	.	PUNCT
spir-8747	58	1	data	datum	NOUN
spir-8747	58	2	collection	collection	NOUN
spir-8747	58	3	based	base	VERB
spir-8747	58	4	on	on	ADP
spir-8747	58	5	hashtags	hashtag	NOUN
spir-8747	58	6	or	or	CCONJ
spir-8747	58	7	other	other	ADJ
spir-8747	58	8	textual	textual	ADJ
spir-8747	58	9	markers	marker	NOUN
spir-8747	58	10	are	be	AUX
spir-8747	58	11	thus	thus	ADV
spir-8747	58	12	inadequate	inadequate	ADJ
spir-8747	58	13	for	for	ADP
spir-8747	58	14	tracking	track	VERB
spir-8747	58	15	the	the	DET
spir-8747	58	16	dynamics	dynamic	NOUN
spir-8747	58	17	of	of	ADP
spir-8747	58	18	communities	community	NOUN
spir-8747	58	19	over	over	ADP
spir-8747	58	20	extended	extended	ADJ
spir-8747	58	21	periods	period	NOUN
spir-8747	58	22	of	of	ADP
spir-8747	58	23	time	time	NOUN
spir-8747	58	24	.	.	PUNCT
spir-8747	59	1	the	the	DET
spir-8747	59	2	research	research	NOUN
spir-8747	59	3	design	design	NOUN
spir-8747	59	4	described	describe	VERB
spir-8747	59	5	in	in	ADP
spir-8747	59	6	the	the	DET
spir-8747	59	7	following	follow	VERB
spir-8747	59	8	sections	section	NOUN
spir-8747	59	9	addresses	address	VERB
spir-8747	59	10	these	these	DET
spir-8747	59	11	shortcomings	shortcoming	NOUN
spir-8747	59	12	by	by	ADP
spir-8747	59	13	moving	move	VERB
spir-8747	59	14	the	the	DET
spir-8747	59	15	focus	focus	NOUN
spir-8747	59	16	from	from	ADP
spir-8747	59	17	the	the	DET
spir-8747	59	18	streaming	streaming	NOUN
spir-8747	59	19	of	of	ADP
spir-8747	59	20	evens	even	NOUN
spir-8747	59	21	to	to	PART
spir-8747	59	22	long	long	ADJ
spir-8747	59	23	and	and	CCONJ
spir-8747	59	24	sustained	sustained	ADJ
spir-8747	59	25	interactions	interaction	NOUN
spir-8747	59	26	within	within	ADP
spir-8747	59	27	a	a	DET
spir-8747	59	28	community	community	NOUN
spir-8747	59	29	of	of	ADP
spir-8747	59	30	users	user	NOUN
spir-8747	59	31	.	.	PUNCT
spir-8747	60	1	while	while	SCONJ
spir-8747	60	2	historical	historical	ADJ
spir-8747	60	3	twitter	twitter	NOUN
spir-8747	60	4	is	be	AUX
spir-8747	60	5	difficult	difficult	ADJ
spir-8747	60	6	and	and	CCONJ
spir-8747	60	7	often	often	ADV
spir-8747	60	8	expensive	expensive	ADJ
spir-8747	60	9	to	to	PART
spir-8747	60	10	retrieve	retrieve	VERB
spir-8747	60	11	,	,	PUNCT
spir-8747	60	12	twitter	twitter	NOUN
spir-8747	60	13	rest	rest	NOUN
spir-8747	60	14	api	api	NOUN
spir-8747	60	15	can	can	AUX
spir-8747	60	16	be	be	AUX
spir-8747	60	17	used	use	VERB
spir-8747	60	18	to	to	PART
spir-8747	60	19	retrieve	retrieve	VERB
spir-8747	60	20	the	the	DET
spir-8747	60	21	timeline	timeline	NOUN
spir-8747	60	22	of	of	ADP
spir-8747	60	23	individual	individual	ADJ
spir-8747	60	24	users	user	NOUN
spir-8747	60	25	with	with	ADP
spir-8747	60	26	no	no	DET
spir-8747	60	27	temporal	temporal	ADJ
spir-8747	60	28	restriction	restriction	NOUN
spir-8747	60	29	or	or	CCONJ
spir-8747	60	30	extemporaneous	extemporaneous	ADJ
spir-8747	60	31	costs	cost	NOUN
spir-8747	60	32	beyond	beyond	ADP
spir-8747	60	33	the	the	DET
spir-8747	60	34	computational	computational	ADJ
spir-8747	60	35	resources	resource	NOUN
spir-8747	60	36	required	require	VERB
spir-8747	60	37	to	to	PART
spir-8747	60	38	cover	cover	VERB
spir-8747	60	39	a	a	DET
spir-8747	60	40	given	give	VERB
spir-8747	60	41	population	population	NOUN
spir-8747	60	42	of	of	ADP
spir-8747	60	43	users	user	NOUN
spir-8747	60	44	.	.	PUNCT
spir-8747	61	1	by	by	ADP
spir-8747	61	2	focusing	focus	VERB
spir-8747	61	3	on	on	ADP
spir-8747	61	4	the	the	DET
spir-8747	61	5	organic	organic	ADJ
spir-8747	61	6	interactions	interaction	NOUN
spir-8747	61	7	between	between	ADP
spir-8747	61	8	users	user	NOUN
spir-8747	61	9	that	that	PRON
spir-8747	61	10	evolved	evolve	VERB
spir-8747	61	11	over	over	ADP
spir-8747	61	12	several	several	ADJ
spir-8747	61	13	months	month	NOUN
spir-8747	61	14	or	or	CCONJ
spir-8747	61	15	years	year	NOUN
spir-8747	61	16	,	,	PUNCT
spir-8747	61	17	this	this	DET
spir-8747	61	18	research	research	NOUN
spir-8747	61	19	design	design	NOUN
spir-8747	61	20	can	can	AUX
spir-8747	61	21	shed	shed	VERB
spir-8747	61	22	light	light	NOUN
spir-8747	61	23	on	on	ADP
spir-8747	61	24	community	community	NOUN
spir-8747	61	25	formation	formation	NOUN
spir-8747	61	26	,	,	PUNCT
spir-8747	61	27	users	user	NOUN
spir-8747	61	28	’	'	PUNCT
spir-8747	61	29	interaction	interaction	NOUN
spir-8747	61	30	on	on	ADP
spir-8747	61	31	social	social	ADJ
spir-8747	61	32	media	medium	NOUN
spir-8747	61	33	,	,	PUNCT
spir-8747	61	34	and	and	CCONJ
spir-8747	61	35	the	the	DET
spir-8747	61	36	structure	structure	NOUN
spir-8747	61	37	and	and	CCONJ
spir-8747	61	38	dynamics	dynamic	NOUN
spir-8747	61	39	of	of	ADP
spir-8747	61	40	communities	community	NOUN
spir-8747	61	41	of	of	ADP
spir-8747	61	42	interest	interest	NOUN
spir-8747	61	43	.	.	PUNCT
spir-8747	62	1	4	4	X
spir-8747	62	2	.	.	X
spir-8747	62	3	objectives	objective	VERB
spir-8747	62	4	the	the	DET
spir-8747	62	5	aims	aim	NOUN
spir-8747	62	6	of	of	ADP
spir-8747	62	7	this	this	DET
spir-8747	62	8	study	study	NOUN
spir-8747	62	9	are	be	AUX
spir-8747	62	10	threefold	threefold	VERB
spir-8747	62	11	.	.	PUNCT
spir-8747	63	1	firstly	firstly	ADV
spir-8747	63	2	,	,	PUNCT
spir-8747	63	3	we	we	PRON
spir-8747	63	4	present	present	VERB
spir-8747	63	5	a	a	DET
spir-8747	63	6	census	census	NOUN
spir-8747	63	7	-	-	PUNCT
spir-8747	63	8	based	base	VERB
spir-8747	63	9	,	,	PUNCT
spir-8747	63	10	viable	viable	ADJ
spir-8747	63	11	,	,	PUNCT
spir-8747	63	12	costeffective	costeffective	ADJ
spir-8747	63	13	,	,	PUNCT
spir-8747	63	14	and	and	CCONJ
spir-8747	63	15	replicable	replicable	ADJ
spir-8747	63	16	research	research	NOUN
spir-8747	63	17	design	design	NOUN
spir-8747	63	18	to	to	PART
spir-8747	63	19	track	track	VERB
spir-8747	63	20	the	the	DET
spir-8747	63	21	information	information	NOUN
spir-8747	63	22	exchange	exchange	NOUN
spir-8747	63	23	within	within	ADP
spir-8747	63	24	a	a	DET
spir-8747	63	25	community	community	NOUN
spir-8747	63	26	of	of	ADP
spir-8747	63	27	twitter	twitter	NOUN
spir-8747	63	28	users	user	NOUN
spir-8747	63	29	.	.	PUNCT
spir-8747	64	1	secondly	secondly	ADV
spir-8747	64	2	,	,	PUNCT
spir-8747	64	3	we	we	PRON
spir-8747	64	4	report	report	VERB
spir-8747	64	5	on	on	ADP
spir-8747	64	6	the	the	DET
spir-8747	64	7	affordances	affordance	NOUN
spir-8747	64	8	of	of	ADP
spir-8747	64	9	social	social	ADJ
spir-8747	64	10	media	medium	NOUN
spir-8747	64	11	to	to	ADP
spir-8747	64	12	1	1	NUM
spir-8747	64	13	twitter	twitter	NOUN
spir-8747	64	14	streaming	streaming	NOUN
spir-8747	64	15	api	api	NOUN
spir-8747	64	16	documentation	documentation	NOUN
spir-8747	64	17	is	be	AUX
spir-8747	64	18	available	available	ADJ
spir-8747	64	19	at	at	SCONJ
spir-8747	64	20	https://dev.twitter.com/streaming/overview	https://dev.twitter.com/streaming/overview	NOUN
spir-8747	64	21	https://dev.twitter.com/streaming/overview	https://dev.twitter.com/streaming/overview	NOUN
spir-8747	64	22	outreach	outreach	NOUN
spir-8747	64	23	initiatives	initiative	NOUN
spir-8747	64	24	focused	focus	VERB
spir-8747	64	25	on	on	ADP
spir-8747	64	26	the	the	DET
spir-8747	64	27	dissemination	dissemination	NOUN
spir-8747	64	28	of	of	ADP
spir-8747	64	29	agriculture	agriculture	NOUN
spir-8747	64	30	-	-	PUNCT
spir-8747	64	31	related	relate	VERB
spir-8747	64	32	information	information	NOUN
spir-8747	64	33	.	.	PUNCT
spir-8747	65	1	thirdly	thirdly	ADV
spir-8747	65	2	,	,	PUNCT
spir-8747	65	3	we	we	PRON
spir-8747	65	4	investigate	investigate	VERB
spir-8747	65	5	whether	whether	SCONJ
spir-8747	65	6	the	the	DET
spir-8747	65	7	network	network	NOUN
spir-8747	65	8	connecting	connect	VERB
spir-8747	65	9	outreach	outreach	NOUN
spir-8747	65	10	centers	center	NOUN
spir-8747	65	11	,	,	PUNCT
spir-8747	65	12	farmers	farmer	NOUN
spir-8747	65	13	,	,	PUNCT
spir-8747	65	14	and	and	CCONJ
spir-8747	65	15	government	government	NOUN
spir-8747	65	16	agencies	agency	NOUN
spir-8747	65	17	follows	follow	VERB
spir-8747	65	18	a	a	DET
spir-8747	65	19	multi	multi	ADJ
spir-8747	65	20	-	-	ADJ
spir-8747	65	21	step	step	ADJ
spir-8747	65	22	flow	flow	NOUN
spir-8747	65	23	of	of	ADP
spir-8747	65	24	communication	communication	NOUN
spir-8747	65	25	that	that	PRON
spir-8747	65	26	structurally	structurally	ADV
spir-8747	65	27	displays	display	VERB
spir-8747	65	28	core	core	NOUN
spir-8747	65	29	-	-	PUNCT
spir-8747	65	30	periphery	periphery	NOUN
spir-8747	65	31	dynamics	dynamic	NOUN
spir-8747	65	32	.	.	PUNCT
spir-8747	66	1	we	we	PRON
spir-8747	66	2	hypothesized	hypothesize	VERB
spir-8747	66	3	that	that	SCONJ
spir-8747	66	4	the	the	DET
spir-8747	66	5	network	network	NOUN
spir-8747	66	6	follows	follow	VERB
spir-8747	66	7	a	a	DET
spir-8747	66	8	two	two	NUM
spir-8747	66	9	-	-	PUNCT
spir-8747	66	10	step	step	NOUN
spir-8747	66	11	flow	flow	NOUN
spir-8747	66	12	of	of	ADP
spir-8747	66	13	communication	communication	NOUN
spir-8747	66	14	with	with	ADP
spir-8747	66	15	a	a	DET
spir-8747	66	16	core	core	ADJ
spir-8747	66	17	social	social	ADJ
spir-8747	66	18	network	network	NOUN
spir-8747	66	19	centered	center	VERB
spir-8747	66	20	on	on	ADP
spir-8747	66	21	a	a	DET
spir-8747	66	22	particular	particular	ADJ
spir-8747	66	23	set	set	NOUN
spir-8747	66	24	of	of	ADP
spir-8747	66	25	nodes	node	NOUN
spir-8747	66	26	surrounded	surround	VERB
spir-8747	66	27	by	by	ADP
spir-8747	66	28	highly	highly	ADV
spir-8747	66	29	active	active	ADJ
spir-8747	66	30	brokers	broker	NOUN
spir-8747	66	31	exporting	export	VERB
spir-8747	66	32	local	local	ADJ
spir-8747	66	33	knowledge	knowledge	NOUN
spir-8747	66	34	to	to	ADP
spir-8747	66	35	other	other	ADJ
spir-8747	66	36	agricultural	agricultural	ADJ
spir-8747	66	37	systems	system	NOUN
spir-8747	66	38	and	and	CCONJ
spir-8747	66	39	the	the	DET
spir-8747	66	40	broader	broad	ADJ
spir-8747	66	41	public	public	NOUN
spir-8747	66	42	.	.	PUNCT
spir-8747	67	1	specifically	specifically	ADV
spir-8747	67	2	,	,	PUNCT
spir-8747	67	3	we	we	PRON
spir-8747	67	4	anticipated	anticipate	VERB
spir-8747	67	5	that	that	SCONJ
spir-8747	67	6	the	the	DET
spir-8747	67	7	network	network	NOUN
spir-8747	67	8	might	might	AUX
spir-8747	67	9	enforce	enforce	VERB
spir-8747	67	10	different	different	ADJ
spir-8747	67	11	paths	path	NOUN
spir-8747	67	12	to	to	PART
spir-8747	67	13	disseminate	disseminate	VERB
spir-8747	67	14	agriculture	agriculture	NOUN
spir-8747	67	15	and	and	CCONJ
spir-8747	67	16	general	general	ADJ
spir-8747	67	17	information	information	NOUN
spir-8747	67	18	to	to	ADP
spir-8747	67	19	the	the	DET
spir-8747	67	20	periphery	periphery	NOUN
spir-8747	67	21	of	of	ADP
spir-8747	67	22	the	the	DET
spir-8747	67	23	graph	graph	NOUN
spir-8747	67	24	.	.	PUNCT
spir-8747	68	1	to	to	ADP
spir-8747	68	2	this	this	DET
spir-8747	68	3	end	end	NOUN
spir-8747	68	4	,	,	PUNCT
spir-8747	68	5	and	and	CCONJ
spir-8747	68	6	considering	consider	VERB
spir-8747	68	7	the	the	DET
spir-8747	68	8	rationale	rationale	NOUN
spir-8747	68	9	for	for	ADP
spir-8747	68	10	developing	develop	VERB
spir-8747	68	11	a	a	DET
spir-8747	68	12	“	"	PUNCT
spir-8747	68	13	snowballing	snowballing	NOUN
spir-8747	68	14	census	census	NOUN
spir-8747	68	15	”	"	PUNCT
spir-8747	68	16	approach	approach	NOUN
spir-8747	68	17	to	to	ADP
spir-8747	68	18	internet	internet	NOUN
spir-8747	68	19	communities	community	NOUN
spir-8747	68	20	reviewed	review	VERB
spir-8747	68	21	hitherto	hitherto	NOUN
spir-8747	68	22	,	,	PUNCT
spir-8747	68	23	we	we	PRON
spir-8747	68	24	pursue	pursue	VERB
spir-8747	68	25	the	the	DET
spir-8747	68	26	following	follow	VERB
spir-8747	68	27	research	research	NOUN
spir-8747	68	28	objectives	objective	NOUN
spir-8747	68	29	:	:	PUNCT
spir-8747	68	30	ro1	ro1	NOUN
spir-8747	68	31	.	.	PUNCT
spir-8747	69	1	describe	describe	VERB
spir-8747	69	2	a	a	DET
spir-8747	69	3	replicable	replicable	ADJ
spir-8747	69	4	research	research	NOUN
spir-8747	69	5	design	design	NOUN
spir-8747	69	6	based	base	VERB
spir-8747	69	7	on	on	ADP
spir-8747	69	8	seed	seed	NOUN
spir-8747	69	9	nodes	node	NOUN
spir-8747	69	10	and	and	CCONJ
spir-8747	69	11	successive	successive	ADJ
spir-8747	69	12	network	network	NOUN
spir-8747	69	13	levels	level	NOUN
spir-8747	69	14	by	by	ADP
spir-8747	69	15	snowballing	snowball	VERB
spir-8747	69	16	the	the	DET
spir-8747	69	17	follower	follower	NOUN
spir-8747	69	18	-	-	PUNCT
spir-8747	69	19	followee	followee	NOUN
spir-8747	69	20	network	network	NOUN
spir-8747	69	21	;	;	PUNCT
spir-8747	69	22	ro2	ro2	NOUN
spir-8747	69	23	.	.	PUNCT
spir-8747	70	1	report	report	NOUN
spir-8747	70	2	on	on	ADP
spir-8747	70	3	the	the	DET
spir-8747	70	4	diffusion	diffusion	NOUN
spir-8747	70	5	of	of	ADP
spir-8747	70	6	agriculture	agriculture	NOUN
spir-8747	70	7	information	information	NOUN
spir-8747	70	8	across	across	ADP
spir-8747	70	9	network	network	NOUN
spir-8747	70	10	cliques	clique	NOUN
spir-8747	70	11	and	and	CCONJ
spir-8747	70	12	subcommunities	subcommunitie	NOUN
spir-8747	70	13	;	;	PUNCT
spir-8747	70	14	ro3	ro3	X
spir-8747	70	15	.	.	PUNCT
spir-8747	70	16	identify	identify	VERB
spir-8747	70	17	whether	whether	SCONJ
spir-8747	70	18	the	the	DET
spir-8747	70	19	network	network	NOUN
spir-8747	70	20	follows	follow	VERB
spir-8747	70	21	a	a	DET
spir-8747	70	22	multi	multi	ADJ
spir-8747	70	23	-	-	ADJ
spir-8747	70	24	step	step	ADJ
spir-8747	70	25	flow	flow	NOUN
spir-8747	70	26	of	of	ADP
spir-8747	70	27	communication	communication	NOUN
spir-8747	70	28	structured	structure	VERB
spir-8747	70	29	with	with	ADP
spir-8747	70	30	strong	strong	ADJ
spir-8747	70	31	core	core	NOUN
spir-8747	70	32	-	-	PUNCT
spir-8747	70	33	periphery	periphery	NOUN
spir-8747	70	34	dynamics	dynamic	NOUN
spir-8747	70	35	.	.	PUNCT
spir-8747	71	1	5	5	X
spir-8747	71	2	.	.	X
spir-8747	71	3	research	research	NOUN
spir-8747	71	4	design	design	NOUN
spir-8747	71	5	due	due	ADP
spir-8747	71	6	to	to	ADP
spir-8747	71	7	restrictions	restriction	NOUN
spir-8747	71	8	imposed	impose	VERB
spir-8747	71	9	by	by	ADP
spir-8747	71	10	twitter	twitter	NOUN
spir-8747	71	11	’s	’s	PART
spir-8747	71	12	rest	rest	PROPN
spir-8747	71	13	api	api	NOUN
spir-8747	71	14	,	,	PUNCT
spir-8747	71	15	data	datum	NOUN
spir-8747	71	16	collection	collection	NOUN
spir-8747	71	17	began	begin	VERB
spir-8747	71	18	with	with	ADP
spir-8747	71	19	a	a	DET
spir-8747	71	20	relatively	relatively	ADV
spir-8747	71	21	small	small	ADJ
spir-8747	71	22	subset	subset	NOUN
spir-8747	71	23	of	of	ADP
spir-8747	71	24	users	user	NOUN
spir-8747	71	25	listed	list	VERB
spir-8747	71	26	in	in	ADP
spir-8747	71	27	the	the	DET
spir-8747	71	28	uc	uc	PROPN
spir-8747	71	29	ag	ag	PROPN
spir-8747	71	30	and	and	CCONJ
spir-8747	71	31	uc	uc	PROPN
spir-8747	71	32	anr	anr	PROPN
spir-8747	71	33	twitter	twitter	PROPN
spir-8747	71	34	lists	list	NOUN
spir-8747	71	35	,	,	PUNCT
spir-8747	71	36	from	from	ADP
spir-8747	71	37	which	which	PRON
spir-8747	71	38	we	we	PRON
spir-8747	71	39	snowballed	snowball	VERB
spir-8747	71	40	data	datum	NOUN
spir-8747	71	41	collection	collection	NOUN
spir-8747	71	42	to	to	ADP
spir-8747	71	43	users	user	NOUN
spir-8747	71	44	they	they	PRON
spir-8747	71	45	follow	follow	VERB
spir-8747	71	46	or	or	CCONJ
spir-8747	71	47	are	be	AUX
spir-8747	71	48	followed	follow	VERB
spir-8747	71	49	.	.	PUNCT
spir-8747	72	1	all	all	DET
spir-8747	72	2	data	datum	NOUN
spir-8747	72	3	collection	collection	NOUN
spir-8747	72	4	occurred	occur	VERB
spir-8747	72	5	between	between	ADP
spir-8747	72	6	may	may	PROPN
spir-8747	72	7	5	5	NUM
spir-8747	72	8	and	and	CCONJ
spir-8747	72	9	june	june	PROPN
spir-8747	72	10	27	27	NUM
spir-8747	72	11	,	,	PUNCT
spir-8747	72	12	2015	2015	NUM
spir-8747	72	13	via	via	ADP
spir-8747	72	14	the	the	DET
spir-8747	72	15	twitter	twitter	NOUN
spir-8747	72	16	rest	rest	NOUN
spir-8747	72	17	api	api	NOUN
spir-8747	72	18	,	,	PUNCT
spir-8747	72	19	thus	thus	ADV
spir-8747	72	20	providing	provide	VERB
spir-8747	72	21	an	an	DET
spir-8747	72	22	estimate	estimate	NOUN
spir-8747	72	23	for	for	ADP
spir-8747	72	24	the	the	DET
spir-8747	72	25	time	time	NOUN
spir-8747	72	26	required	require	VERB
spir-8747	72	27	for	for	ADP
spir-8747	72	28	this	this	DET
spir-8747	72	29	research	research	NOUN
spir-8747	72	30	approach	approach	NOUN
spir-8747	72	31	.	.	PUNCT
spir-8747	73	1	the	the	DET
spir-8747	73	2	ensuing	ensue	VERB
spir-8747	73	3	dataset	dataset	NOUN
spir-8747	73	4	includes	include	VERB
spir-8747	73	5	the	the	DET
spir-8747	73	6	complete	complete	ADJ
spir-8747	73	7	set	set	NOUN
spir-8747	73	8	of	of	ADP
spir-8747	73	9	messages	message	NOUN
spir-8747	73	10	posted	post	VERB
spir-8747	73	11	by	by	ADP
spir-8747	73	12	this	this	DET
spir-8747	73	13	population	population	NOUN
spir-8747	73	14	since	since	SCONJ
spir-8747	73	15	signing	sign	VERB
spir-8747	73	16	up	up	ADP
spir-8747	73	17	to	to	ADP
spir-8747	73	18	twitter	twitter	NOUN
spir-8747	73	19	,	,	PUNCT
spir-8747	73	20	up	up	ADP
spir-8747	73	21	to	to	ADP
spir-8747	73	22	a	a	DET
spir-8747	73	23	limit	limit	NOUN
spir-8747	73	24	of	of	ADP
spir-8747	73	25	3200	3200	NUM
spir-8747	73	26	.	.	PUNCT
spir-8747	74	1	therefore	therefore	ADV
spir-8747	74	2	,	,	PUNCT
spir-8747	74	3	the	the	DET
spir-8747	74	4	population	population	NOUN
spir-8747	74	5	studied	study	VERB
spir-8747	74	6	in	in	ADP
spir-8747	74	7	this	this	DET
spir-8747	74	8	paper	paper	NOUN
spir-8747	74	9	includes	include	VERB
spir-8747	74	10	the	the	DET
spir-8747	74	11	core	core	NOUN
spir-8747	74	12	153	153	NUM
spir-8747	74	13	seed	seed	NOUN
spir-8747	74	14	nodes	node	NOUN
spir-8747	74	15	extracted	extract	VERB
spir-8747	74	16	from	from	ADP
spir-8747	74	17	the	the	DET
spir-8747	74	18	uc	uc	PROPN
spir-8747	74	19	twitter	twitter	NOUN
spir-8747	74	20	lists	list	NOUN
spir-8747	74	21	and	and	CCONJ
spir-8747	74	22	their	their	PRON
spir-8747	74	23	followers	follower	NOUN
spir-8747	74	24	and	and	CCONJ
spir-8747	74	25	followees	followee	NOUN
spir-8747	74	26	,	,	PUNCT
spir-8747	74	27	totaling	total	VERB
spir-8747	74	28	59,761	59,761	NUM
spir-8747	74	29	users	user	NOUN
spir-8747	74	30	.	.	PUNCT
spir-8747	75	1	figure	figure	NOUN
spir-8747	75	2	1	1	NUM
spir-8747	75	3	shows	show	VERB
spir-8747	75	4	the	the	DET
spir-8747	75	5	resulting	result	VERB
spir-8747	75	6	two	two	NUM
spir-8747	75	7	levels	level	NOUN
spir-8747	75	8	of	of	ADP
spir-8747	75	9	this	this	DET
spir-8747	75	10	network	network	NOUN
spir-8747	75	11	,	,	PUNCT
spir-8747	75	12	from	from	ADP
spir-8747	75	13	the	the	DET
spir-8747	75	14	153	153	NUM
spir-8747	75	15	seed	seed	NOUN
spir-8747	75	16	nodes	node	NOUN
spir-8747	75	17	(	(	PUNCT
spir-8747	75	18	colored	color	VERB
spir-8747	75	19	back	back	ADV
spir-8747	75	20	)	)	PUNCT
spir-8747	75	21	to	to	ADP
spir-8747	75	22	the	the	DET
spir-8747	75	23	59k	59k	NUM
spir-8747	75	24	users	user	NOUN
spir-8747	75	25	interconnected	interconnect	VERB
spir-8747	75	26	as	as	ADP
spir-8747	75	27	follower	follower	NOUN
spir-8747	75	28	and	and	CCONJ
spir-8747	75	29	followees	followee	NOUN
spir-8747	75	30	(	(	PUNCT
spir-8747	75	31	colored	colored	ADJ
spir-8747	75	32	blue	blue	NOUN
spir-8747	75	33	)	)	PUNCT
spir-8747	75	34	.	.	PUNCT
spir-8747	76	1	there	there	PRON
spir-8747	76	2	are	be	VERB
spir-8747	76	3	differences	difference	NOUN
spir-8747	76	4	between	between	ADP
spir-8747	76	5	@-mentions	@-mention	NOUN
spir-8747	76	6	and	and	CCONJ
spir-8747	76	7	retweets	retweet	NOUN
spir-8747	76	8	that	that	PRON
spir-8747	76	9	need	need	VERB
spir-8747	76	10	to	to	PART
spir-8747	76	11	be	be	AUX
spir-8747	76	12	accounted	account	VERB
spir-8747	76	13	for	for	ADP
spir-8747	76	14	separately	separately	ADV
spir-8747	76	15	.	.	PUNCT
spir-8747	77	1	although	although	SCONJ
spir-8747	77	2	@-mentions	@-mention	NOUN
spir-8747	77	3	are	be	AUX
spir-8747	77	4	arguably	arguably	ADV
spir-8747	77	5	more	more	ADV
spir-8747	77	6	social	social	ADJ
spir-8747	77	7	,	,	PUNCT
spir-8747	77	8	they	they	PRON
spir-8747	77	9	are	be	AUX
spir-8747	77	10	also	also	ADV
spir-8747	77	11	used	use	VERB
spir-8747	77	12	for	for	ADP
spir-8747	77	13	drawing	draw	VERB
spir-8747	77	14	attention	attention	NOUN
spir-8747	77	15	of	of	ADP
spir-8747	77	16	celebrities	celebrity	NOUN
spir-8747	77	17	,	,	PUNCT
spir-8747	77	18	politicians	politician	NOUN
spir-8747	77	19	,	,	PUNCT
spir-8747	77	20	and	and	CCONJ
spir-8747	77	21	media	medium	NOUN
spir-8747	77	22	pundits	pundit	NOUN
spir-8747	77	23	and	and	CCONJ
spir-8747	77	24	are	be	AUX
spir-8747	77	25	often	often	ADV
spir-8747	77	26	an	an	DET
spir-8747	77	27	instrument	instrument	NOUN
spir-8747	77	28	for	for	ADP
spir-8747	77	29	sockpuppeting	sockpuppeting	NOUN
spir-8747	77	30	(	(	PUNCT
spir-8747	77	31	bastos	basto	NOUN
spir-8747	77	32	et	et	PROPN
spir-8747	77	33	al	al	PROPN
spir-8747	77	34	.	.	PROPN
spir-8747	77	35	,	,	PUNCT
spir-8747	77	36	2013	2013	NUM
spir-8747	77	37	)	)	PUNCT
spir-8747	77	38	.	.	PUNCT
spir-8747	78	1	as	as	SCONJ
spir-8747	78	2	we	we	PRON
spir-8747	78	3	are	be	AUX
spir-8747	78	4	interested	interested	ADJ
spir-8747	78	5	in	in	ADP
spir-8747	78	6	the	the	DET
spir-8747	78	7	diffusion	diffusion	NOUN
spir-8747	78	8	of	of	ADP
spir-8747	78	9	topical	topical	ADJ
spir-8747	78	10	information	information	NOUN
spir-8747	78	11	within	within	ADP
spir-8747	78	12	agriculture	agriculture	NOUN
spir-8747	78	13	communities	community	NOUN
spir-8747	78	14	,	,	PUNCT
spir-8747	78	15	we	we	PRON
spir-8747	78	16	relied	rely	VERB
spir-8747	78	17	on	on	ADP
spir-8747	78	18	@-mentions	@-mention	NOUN
spir-8747	78	19	and	and	CCONJ
spir-8747	78	20	retweets	retweet	NOUN
spir-8747	78	21	as	as	ADP
spir-8747	78	22	relevant	relevant	ADJ
spir-8747	78	23	edges	edge	NOUN
spir-8747	78	24	connecting	connect	VERB
spir-8747	78	25	twitter	twitter	NOUN
spir-8747	78	26	accounts	account	NOUN
spir-8747	78	27	.	.	PUNCT
spir-8747	79	1	in	in	ADP
spir-8747	79	2	both	both	DET
spir-8747	79	3	cases	case	NOUN
spir-8747	79	4	we	we	PRON
spir-8747	79	5	draw	draw	VERB
spir-8747	79	6	an	an	DET
spir-8747	79	7	edge	edge	NOUN
spir-8747	79	8	connecting	connect	VERB
spir-8747	79	9	two	two	NUM
spir-8747	79	10	accounts	account	NOUN
spir-8747	79	11	that	that	PRON
spir-8747	79	12	have	have	AUX
spir-8747	79	13	posted	post	VERB
spir-8747	79	14	at	at	ADP
spir-8747	79	15	least	least	ADV
spir-8747	79	16	one	one	NUM
spir-8747	79	17	message	message	NOUN
spir-8747	79	18	with	with	ADP
spir-8747	79	19	agriculture	agriculture	NOUN
spir-8747	79	20	-	-	PUNCT
spir-8747	79	21	relevant	relevant	ADJ
spir-8747	79	22	content	content	NOUN
spir-8747	79	23	at	at	ADP
spir-8747	79	24	some	some	DET
spir-8747	79	25	point	point	NOUN
spir-8747	79	26	in	in	ADP
spir-8747	79	27	the	the	DET
spir-8747	79	28	year	year	NOUN
spir-8747	79	29	of	of	ADP
spir-8747	79	30	2014	2014	NUM
spir-8747	79	31	.	.	PUNCT
spir-8747	80	1	although	although	SCONJ
spir-8747	80	2	the	the	DET
spir-8747	80	3	network	network	NOUN
spir-8747	80	4	object	object	NOUN
spir-8747	80	5	includes	include	VERB
spir-8747	80	6	both	both	DET
spir-8747	80	7	@-mentions	@-mention	NOUN
spir-8747	80	8	and	and	CCONJ
spir-8747	80	9	retweets	retweet	NOUN
spir-8747	80	10	,	,	PUNCT
spir-8747	80	11	the	the	DET
spir-8747	80	12	analyses	analysis	NOUN
spir-8747	80	13	reported	report	VERB
spir-8747	80	14	in	in	ADP
spir-8747	80	15	the	the	DET
spir-8747	80	16	next	next	ADJ
spir-8747	80	17	section	section	NOUN
spir-8747	80	18	were	be	AUX
spir-8747	80	19	performed	perform	VERB
spir-8747	80	20	on	on	ADP
spir-8747	80	21	@-mentions	@-mention	NOUN
spir-8747	80	22	and	and	CCONJ
spir-8747	80	23	retweets	retweet	NOUN
spir-8747	80	24	separately	separately	ADV
spir-8747	80	25	.	.	PUNCT
spir-8747	81	1	figure	figure	VERB
spir-8747	81	2	2	2	NUM
spir-8747	81	3	details	detail	NOUN
spir-8747	81	4	the	the	DET
spir-8747	81	5	process	process	NOUN
spir-8747	81	6	of	of	ADP
spir-8747	81	7	data	datum	NOUN
spir-8747	81	8	collection	collection	NOUN
spir-8747	81	9	,	,	PUNCT
spir-8747	81	10	processing	processing	NOUN
spir-8747	81	11	,	,	PUNCT
spir-8747	81	12	and	and	CCONJ
spir-8747	81	13	analysis	analysis	NOUN
spir-8747	81	14	and	and	CCONJ
spir-8747	81	15	informs	inform	VERB
spir-8747	81	16	ro1	ro1	PROPN
spir-8747	81	17	.	.	PUNCT
spir-8747	81	18	figure	figure	NOUN
spir-8747	81	19	1	1	NUM
spir-8747	81	20	:	:	PUNCT
spir-8747	81	21	initial	initial	ADJ
spir-8747	81	22	group	group	NOUN
spir-8747	81	23	of	of	ADP
spir-8747	81	24	153	153	NUM
spir-8747	81	25	seed	seed	NOUN
spir-8747	81	26	users	user	NOUN
spir-8747	81	27	in	in	ADP
spir-8747	81	28	black	black	ADJ
spir-8747	81	29	and	and	CCONJ
spir-8747	81	30	extended	extended	ADJ
spir-8747	81	31	network	network	NOUN
spir-8747	81	32	in	in	ADP
spir-8747	81	33	blue	blue	ADJ
spir-8747	81	34	(	(	PUNCT
spir-8747	81	35	2nd	2nd	ADJ
spir-8747	81	36	level	level	NOUN
spir-8747	81	37	network	network	NOUN
spir-8747	81	38	)	)	PUNCT
spir-8747	81	39	the	the	DET
spir-8747	81	40	complete	complete	ADJ
spir-8747	81	41	set	set	NOUN
spir-8747	81	42	of	of	ADP
spir-8747	81	43	messages	message	NOUN
spir-8747	81	44	tweeted	tweet	VERB
spir-8747	81	45	by	by	ADP
spir-8747	81	46	these	these	DET
spir-8747	81	47	users	user	NOUN
spir-8747	81	48	since	since	SCONJ
spir-8747	81	49	joining	join	VERB
spir-8747	81	50	twitter	twitter	NOUN
spir-8747	81	51	totals	total	VERB
spir-8747	81	52	285	285	NUM
spir-8747	81	53	m	m	NOUN
spir-8747	81	54	tweets	tweet	NOUN
spir-8747	81	55	(	(	PUNCT
spir-8747	81	56	285,628,862	285,628,862	NUM
spir-8747	81	57	)	)	PUNCT
spir-8747	81	58	.	.	PUNCT
spir-8747	82	1	from	from	ADP
spir-8747	82	2	the	the	DET
spir-8747	82	3	59,761	59,761	NUM
spir-8747	82	4	accounts	account	NOUN
spir-8747	82	5	in	in	ADP
spir-8747	82	6	the	the	DET
spir-8747	82	7	population	population	NOUN
spir-8747	82	8	we	we	PRON
spir-8747	82	9	managed	manage	VERB
spir-8747	82	10	to	to	PART
spir-8747	82	11	retrieve	retrieve	VERB
spir-8747	82	12	the	the	DET
spir-8747	82	13	timelines	timeline	NOUN
spir-8747	82	14	of	of	ADP
spir-8747	82	15	54,422	54,422	NUM
spir-8747	82	16	accounts	account	NOUN
spir-8747	82	17	(	(	PUNCT
spir-8747	82	18	91	91	NUM
spir-8747	82	19	%	%	NOUN
spir-8747	82	20	of	of	ADP
spir-8747	82	21	users	user	NOUN
spir-8747	82	22	in	in	ADP
spir-8747	82	23	the	the	DET
spir-8747	82	24	target	target	NOUN
spir-8747	82	25	population	population	NOUN
spir-8747	82	26	)	)	PUNCT
spir-8747	82	27	.	.	PUNCT
spir-8747	83	1	from	from	ADP
spir-8747	83	2	the	the	DET
spir-8747	83	3	total	total	NOUN
spir-8747	83	4	of	of	ADP
spir-8747	83	5	5352	5352	NUM
spir-8747	83	6	users	user	NOUN
spir-8747	83	7	left	leave	VERB
spir-8747	83	8	out	out	ADP
spir-8747	83	9	of	of	ADP
spir-8747	83	10	the	the	DET
spir-8747	83	11	network	network	NOUN
spir-8747	83	12	,	,	PUNCT
spir-8747	83	13	we	we	PRON
spir-8747	83	14	found	find	VERB
spir-8747	83	15	that	that	SCONJ
spir-8747	83	16	501	501	NUM
spir-8747	83	17	accounts	account	NOUN
spir-8747	83	18	have	have	VERB
spir-8747	83	19	yet	yet	ADV
spir-8747	83	20	to	to	PART
spir-8747	83	21	tweet	tweet	VERB
spir-8747	83	22	a	a	DET
spir-8747	83	23	single	single	ADJ
spir-8747	83	24	message	message	NOUN
spir-8747	83	25	and	and	CCONJ
spir-8747	83	26	4894	4894	NUM
spir-8747	83	27	accounts	account	NOUN
spir-8747	83	28	were	be	AUX
spir-8747	83	29	protected	protect	VERB
spir-8747	83	30	or	or	CCONJ
spir-8747	83	31	have	have	AUX
spir-8747	83	32	been	be	AUX
spir-8747	83	33	deactivated	deactivate	VERB
spir-8747	83	34	since	since	SCONJ
spir-8747	83	35	data	data	NOUN
spir-8747	83	36	collection	collection	NOUN
spir-8747	83	37	started	start	VERB
spir-8747	83	38	.	.	PUNCT
spir-8747	84	1	finally	finally	ADV
spir-8747	84	2	,	,	PUNCT
spir-8747	84	3	a	a	DET
spir-8747	84	4	total	total	NOUN
spir-8747	84	5	of	of	ADP
spir-8747	84	6	43	43	NUM
spir-8747	84	7	accounts	account	NOUN
spir-8747	84	8	were	be	AUX
spir-8747	84	9	both	both	PRON
spir-8747	84	10	protected	protect	VERB
spir-8747	84	11	and	and	CCONJ
spir-8747	84	12	had	have	AUX
spir-8747	84	13	not	not	PART
spir-8747	84	14	tweeted	tweet	VERB
spir-8747	84	15	any	any	DET
spir-8747	84	16	message	message	NOUN
spir-8747	84	17	at	at	ADP
spir-8747	84	18	the	the	DET
spir-8747	84	19	time	time	NOUN
spir-8747	84	20	of	of	ADP
spir-8747	84	21	data	data	NOUN
spir-8747	84	22	collection	collection	NOUN
spir-8747	84	23	.	.	PUNCT
spir-8747	85	1	in	in	ADP
spir-8747	85	2	addition	addition	NOUN
spir-8747	85	3	to	to	ADP
spir-8747	85	4	these	these	DET
spir-8747	85	5	silent	silent	ADJ
spir-8747	85	6	accounts	account	NOUN
spir-8747	85	7	,	,	PUNCT
spir-8747	85	8	twitter	twitter	NOUN
spir-8747	85	9	rest	rest	NOUN
spir-8747	85	10	api	api	NOUN
spir-8747	85	11	limits	limit	VERB
spir-8747	85	12	access	access	NOUN
spir-8747	85	13	to	to	ADP
spir-8747	85	14	a	a	DET
spir-8747	85	15	maximum	maximum	NOUN
spir-8747	85	16	of	of	ADP
spir-8747	85	17	3200	3200	NUM
spir-8747	85	18	statuses	status	NOUN
spir-8747	85	19	(	(	PUNCT
spir-8747	85	20	tweets	tweet	NOUN
spir-8747	85	21	)	)	PUNCT
spir-8747	85	22	per	per	ADP
spir-8747	85	23	user	user	NOUN
spir-8747	85	24	.	.	PUNCT
spir-8747	86	1	our	our	PRON
spir-8747	86	2	population	population	NOUN
spir-8747	86	3	of	of	ADP
spir-8747	86	4	59,761	59,761	NUM
spir-8747	86	5	users	user	NOUN
spir-8747	86	6	includes	include	VERB
spir-8747	86	7	13,112	13,112	NUM
spir-8747	86	8	accounts	account	NOUN
spir-8747	86	9	that	that	PRON
spir-8747	86	10	tweeted	tweet	VERB
spir-8747	86	11	over	over	ADP
spir-8747	86	12	this	this	DET
spir-8747	86	13	limit	limit	NOUN
spir-8747	86	14	.	.	PUNCT
spir-8747	87	1	this	this	DET
spir-8747	87	2	technical	technical	ADJ
spir-8747	87	3	limitation	limitation	NOUN
spir-8747	87	4	imposes	impose	VERB
spir-8747	87	5	considerable	considerable	ADJ
spir-8747	87	6	challenges	challenge	NOUN
spir-8747	87	7	to	to	ADP
spir-8747	87	8	retrieving	retrieve	VERB
spir-8747	87	9	the	the	DET
spir-8747	87	10	complete	complete	ADJ
spir-8747	87	11	set	set	NOUN
spir-8747	87	12	of	of	ADP
spir-8747	87	13	tweets	tweet	NOUN
spir-8747	87	14	of	of	ADP
spir-8747	87	15	a	a	DET
spir-8747	87	16	population	population	NOUN
spir-8747	87	17	over	over	ADP
spir-8747	87	18	extended	extended	ADJ
spir-8747	87	19	periods	period	NOUN
spir-8747	87	20	of	of	ADP
spir-8747	87	21	time	time	NOUN
spir-8747	87	22	.	.	PUNCT
spir-8747	88	1	as	as	ADP
spir-8747	88	2	a	a	DET
spir-8747	88	3	result	result	NOUN
spir-8747	88	4	,	,	PUNCT
spir-8747	88	5	we	we	PRON
spir-8747	88	6	managed	manage	VERB
spir-8747	88	7	to	to	PART
spir-8747	88	8	retrieve	retrieve	VERB
spir-8747	88	9	only	only	ADV
spir-8747	88	10	65	65	NUM
spir-8747	88	11	m	m	PROPN
spir-8747	88	12	(	(	PUNCT
spir-8747	88	13	65,294,710	65,294,710	NUM
spir-8747	88	14	)	)	PUNCT
spir-8747	88	15	tweets	tweet	NOUN
spir-8747	88	16	from	from	ADP
spir-8747	88	17	54,422	54,422	NUM
spir-8747	88	18	users	user	NOUN
spir-8747	88	19	,	,	PUNCT
spir-8747	88	20	as	as	SCONJ
spir-8747	88	21	opposed	oppose	VERB
spir-8747	88	22	to	to	ADP
spir-8747	88	23	a	a	DET
spir-8747	88	24	potential	potential	ADJ
spir-8747	88	25	total	total	NOUN
spir-8747	88	26	of	of	ADP
spir-8747	88	27	285	285	NUM
spir-8747	88	28	m.	m.	NOUN
spir-8747	88	29	moreover	moreover	ADV
spir-8747	88	30	,	,	PUNCT
spir-8747	88	31	the	the	DET
spir-8747	88	32	temporal	temporal	ADJ
spir-8747	88	33	series	series	NOUN
spir-8747	88	34	retrieve	retrieve	VERB
spir-8747	88	35	for	for	ADP
spir-8747	88	36	this	this	DET
spir-8747	88	37	population	population	NOUN
spir-8747	88	38	is	be	AUX
spir-8747	88	39	likely	likely	ADJ
spir-8747	88	40	to	to	PART
spir-8747	88	41	vary	vary	VERB
spir-8747	88	42	considerably	considerably	ADV
spir-8747	88	43	as	as	SCONJ
spir-8747	88	44	only	only	ADV
spir-8747	88	45	a	a	DET
spir-8747	88	46	portion	portion	NOUN
spir-8747	88	47	of	of	ADP
spir-8747	88	48	the	the	DET
spir-8747	88	49	timelines	timeline	NOUN
spir-8747	88	50	retrieved	retrieve	VERB
spir-8747	88	51	was	be	AUX
spir-8747	88	52	objected	object	VERB
spir-8747	88	53	to	to	PART
spir-8747	88	54	twitter	twitter	VERB
spir-8747	88	55	restriction	restriction	NOUN
spir-8747	88	56	of	of	ADP
spir-8747	88	57	3200	3200	NUM
spir-8747	88	58	tweets	tweet	NOUN
spir-8747	88	59	per	per	ADP
spir-8747	88	60	user	user	NOUN
spir-8747	88	61	.	.	PUNCT
spir-8747	89	1	we	we	PRON
spir-8747	89	2	addressed	address	VERB
spir-8747	89	3	this	this	DET
spir-8747	89	4	problem	problem	NOUN
spir-8747	89	5	by	by	ADP
spir-8747	89	6	identifying	identify	VERB
spir-8747	89	7	the	the	DET
spir-8747	89	8	average	average	ADJ
spir-8747	89	9	cut	cut	NOUN
spir-8747	89	10	-	-	PUNCT
spir-8747	89	11	off	off	ADP
spir-8747	89	12	date	date	NOUN
spir-8747	89	13	for	for	ADP
spir-8747	89	14	users	user	NOUN
spir-8747	89	15	that	that	PRON
spir-8747	89	16	posted	post	VERB
spir-8747	89	17	over	over	ADP
spir-8747	89	18	3199	3199	NUM
spir-8747	89	19	tweets	tweet	NOUN
spir-8747	89	20	and	and	CCONJ
spir-8747	89	21	removed	remove	VERB
spir-8747	89	22	messages	message	NOUN
spir-8747	89	23	posted	post	VERB
spir-8747	89	24	prior	prior	ADV
spir-8747	89	25	to	to	ADP
spir-8747	89	26	this	this	DET
spir-8747	89	27	date	date	NOUN
spir-8747	89	28	.	.	PUNCT
spir-8747	90	1	as	as	ADP
spir-8747	90	2	a	a	DET
spir-8747	90	3	result	result	NOUN
spir-8747	90	4	,	,	PUNCT
spir-8747	90	5	we	we	PRON
spir-8747	90	6	only	only	ADV
spir-8747	90	7	analyzed	analyze	VERB
spir-8747	90	8	messages	message	NOUN
spir-8747	90	9	tweeted	tweet	VERB
spir-8747	90	10	by	by	ADP
spir-8747	90	11	the	the	DET
spir-8747	90	12	target	target	NOUN
spir-8747	90	13	population	population	NOUN
spir-8747	90	14	after	after	ADP
spir-8747	90	15	this	this	DET
spir-8747	90	16	point	point	NOUN
spir-8747	90	17	in	in	ADP
spir-8747	90	18	time	time	NOUN
spir-8747	90	19	.	.	PUNCT
spir-8747	91	1	we	we	PRON
spir-8747	91	2	resorted	resort	VERB
spir-8747	91	3	to	to	ADP
spir-8747	91	4	this	this	DET
spir-8747	91	5	procedure	procedure	NOUN
spir-8747	91	6	to	to	PART
spir-8747	91	7	filter	filter	VERB
spir-8747	91	8	the	the	DET
spir-8747	91	9	65	65	NUM
spir-8747	91	10	m	m	NOUN
spir-8747	91	11	tweets	tweet	NOUN
spir-8747	91	12	collected	collect	VERB
spir-8747	91	13	from	from	ADP
spir-8747	91	14	twitter	twitter	NOUN
spir-8747	91	15	api	api	NOUN
spir-8747	91	16	and	and	CCONJ
spir-8747	91	17	ended	end	VERB
spir-8747	91	18	up	up	ADP
spir-8747	91	19	with	with	ADP
spir-8747	91	20	a	a	DET
spir-8747	91	21	total	total	NOUN
spir-8747	91	22	of	of	ADP
spir-8747	91	23	43	43	NUM
spir-8747	91	24	m	m	NOUN
spir-8747	91	25	messages	message	NOUN
spir-8747	91	26	.	.	PUNCT
spir-8747	92	1	as	as	SCONJ
spir-8747	92	2	our	our	PRON
spir-8747	92	3	research	research	NOUN
spir-8747	92	4	is	be	AUX
spir-8747	92	5	focused	focus	VERB
spir-8747	92	6	on	on	ADP
spir-8747	92	7	information	information	NOUN
spir-8747	92	8	exchange	exchange	NOUN
spir-8747	92	9	,	,	PUNCT
spir-8747	92	10	we	we	PRON
spir-8747	92	11	subsequently	subsequently	ADV
spir-8747	92	12	removed	remove	VERB
spir-8747	92	13	messages	message	NOUN
spir-8747	92	14	that	that	PRON
spir-8747	92	15	were	be	AUX
spir-8747	92	16	not	not	PART
spir-8747	92	17	retweets	retweet	NOUN
spir-8747	92	18	nor	nor	CCONJ
spir-8747	92	19	included	include	VERB
spir-8747	92	20	@-mentions	@-mention	NOUN
spir-8747	92	21	to	to	ADP
spir-8747	92	22	other	other	ADJ
spir-8747	92	23	users	user	NOUN
spir-8747	92	24	in	in	ADP
spir-8747	92	25	the	the	DET
spir-8747	92	26	target	target	NOUN
spir-8747	92	27	population	population	NOUN
spir-8747	92	28	.	.	PUNCT
spir-8747	93	1	the	the	DET
spir-8747	93	2	procedure	procedure	NOUN
spir-8747	93	3	further	far	ADV
spir-8747	93	4	reduced	reduce	VERB
spir-8747	93	5	the	the	DET
spir-8747	93	6	dataset	dataset	NOUN
spir-8747	93	7	to	to	ADP
spir-8747	93	8	26	26	NUM
spir-8747	93	9	m	m	NOUN
spir-8747	93	10	messages	message	NOUN
spir-8747	93	11	posted	post	VERB
spir-8747	93	12	between	between	ADP
spir-8747	93	13	august	august	PROPN
spir-8747	93	14	1	1	NUM
spir-8747	93	15	,	,	PUNCT
spir-8747	93	16	2013	2013	NUM
spir-8747	93	17	and	and	CCONJ
spir-8747	93	18	may	may	PROPN
spir-8747	93	19	15	15	NUM
spir-8747	93	20	,	,	PUNCT
spir-8747	93	21	2015	2015	NUM
spir-8747	93	22	,	,	PUNCT
spir-8747	93	23	thus	thus	ADV
spir-8747	93	24	covering	cover	VERB
spir-8747	93	25	a	a	DET
spir-8747	93	26	period	period	NOUN
spir-8747	93	27	of	of	ADP
spir-8747	93	28	roughly	roughly	ADV
spir-8747	93	29	2	2	NUM
spir-8747	93	30	years	year	NOUN
spir-8747	93	31	(	(	PUNCT
spir-8747	93	32	652	652	NUM
spir-8747	93	33	days	day	NOUN
spir-8747	93	34	)	)	PUNCT
spir-8747	93	35	with	with	ADP
spir-8747	93	36	conspicuous	conspicuous	ADJ
spir-8747	93	37	dips	dip	NOUN
spir-8747	93	38	corresponding	correspond	VERB
spir-8747	93	39	to	to	ADP
spir-8747	93	40	summer	summer	NOUN
spir-8747	93	41	vacations	vacation	NOUN
spir-8747	93	42	and	and	CCONJ
spir-8747	93	43	regular	regular	ADJ
spir-8747	93	44	oscillations	oscillation	NOUN
spir-8747	93	45	associated	associate	VERB
spir-8747	93	46	with	with	ADP
spir-8747	93	47	monthly	monthly	ADJ
spir-8747	93	48	cycles	cycle	NOUN
spir-8747	93	49	of	of	ADP
spir-8747	93	50	activity	activity	NOUN
spir-8747	93	51	.	.	PUNCT
spir-8747	94	1	1	1	X
spir-8747	94	2	.	.	X
spir-8747	94	3	snowball	snowball	NOUN
spir-8747	94	4	:	:	PUNCT
spir-8747	94	5	identifying	identify	VERB
spir-8747	94	6	aggie	aggie	NOUN
spir-8747	94	7	population	population	NOUN
spir-8747	94	8	2	2	NUM
spir-8747	94	9	.	.	PUNCT
spir-8747	94	10	data	datum	NOUN
spir-8747	94	11	mining	mining	NOUN
spir-8747	94	12	:	:	PUNCT
spir-8747	94	13	retrieving	retrieve	VERB
spir-8747	94	14	tweets	tweet	NOUN
spir-8747	94	15	from	from	ADP
spir-8747	94	16	2006	2006	NUM
spir-8747	94	17	to	to	ADP
spir-8747	94	18	2015	2015	NUM
spir-8747	94	19	3	3	NUM
spir-8747	94	20	.	.	PUNCT
spir-8747	95	1	processing	processing	NOUN
spir-8747	95	2	:	:	PUNCT
spir-8747	95	3	identify	identify	VERB
spir-8747	95	4	aggie	aggie	NOUN
spir-8747	95	5	relevant	relevant	ADJ
spir-8747	95	6	tweets	tweet	NOUN
spir-8747	95	7	and	and	CCONJ
spir-8747	95	8	users	user	NOUN
spir-8747	95	9	4	4	NUM
spir-8747	95	10	.	.	PUNCT
spir-8747	96	1	network	network	NOUN
spir-8747	96	2	analysis	analysis	NOUN
spir-8747	96	3	:	:	PUNCT
spir-8747	96	4	explore	explore	VERB
spir-8747	96	5	and	and	CCONJ
spir-8747	96	6	model	model	NOUN
spir-8747	96	7	aggie	aggie	NOUN
spir-8747	96	8	network	network	PROPN
spir-8747	96	9	twitter	twitter	PROPN
spir-8747	96	10	rest	rest	NOUN
spir-8747	96	11	api	api	NOUN
spir-8747	96	12	target	target	NOUN
spir-8747	96	13	population	population	NOUN
spir-8747	96	14	(	(	PUNCT
spir-8747	96	15	59k	59k	NUM
spir-8747	96	16	users	user	NOUN
spir-8747	96	17	)	)	PUNCT
spir-8747	96	18	seed	seed	NOUN
spir-8747	96	19	population	population	NOUN
spir-8747	96	20	:	:	PUNCT
spir-8747	96	21	153	153	NUM
spir-8747	96	22	ucanr	ucanr	NOUN
spir-8747	96	23	users	user	NOUN
spir-8747	96	24	first	first	ADJ
spir-8747	96	25	level	level	NOUN
spir-8747	96	26	network	network	NOUN
spir-8747	96	27	(	(	PUNCT
spir-8747	96	28	59k	59k	NUM
spir-8747	96	29	users	user	NOUN
spir-8747	96	30	)	)	PUNCT
spir-8747	96	31	retrieve	retrieve	VERB
spir-8747	96	32	user	user	NOUN
spir-8747	96	33	profile	profile	PROPN
spir-8747	96	34	followers	follower	NOUN
spir-8747	96	35	and	and	CCONJ
spir-8747	96	36	followees	followee	NOUN
spir-8747	96	37	add	add	VERB
spir-8747	96	38	followers	follower	NOUN
spir-8747	96	39	and	and	CCONJ
spir-8747	96	40	followees	followee	NOUN
spir-8747	96	41	to	to	ADP
spir-8747	96	42	population	population	NOUN
spir-8747	96	43	twitter	twitter	PROPN
spir-8747	96	44	rest	rest	NOUN
spir-8747	96	45	api	api	NOUN
spir-8747	96	46	retrieve	retrieve	NOUN
spir-8747	96	47	users	user	NOUN
spir-8747	96	48	’	'	PUNCT
spir-8747	96	49	timelines	timeline	NOUN
spir-8747	96	50	(	(	PUNCT
spir-8747	96	51	all	all	DET
spir-8747	96	52	tweets	tweet	NOUN
spir-8747	96	53	since	since	SCONJ
spir-8747	96	54	account	account	NOUN
spir-8747	96	55	creation	creation	NOUN
spir-8747	96	56	of	of	ADP
spir-8747	96	57	twitter	twitter	NOUN
spir-8747	96	58	accont	accont	PROPN
spir-8747	96	59	)	)	PUNCT
spir-8747	96	60	user_lookup	user_lookup	PROPN
spir-8747	96	61	following_id	following_id	PROPN
spir-8747	96	62	user	user	NOUN
spir-8747	96	63	tweets	tweet	NOUN
spir-8747	96	64	and	and	CCONJ
spir-8747	96	65	metadata	metadata	NOUN
spir-8747	96	66	(	(	PUNCT
spir-8747	96	67	68	68	NUM
spir-8747	96	68	m	m	NOUN
spir-8747	96	69	)	)	PUNCT
spir-8747	96	70	user	user	NOUN
spir-8747	96	71	profiles	profile	NOUN
spir-8747	96	72	and	and	CCONJ
spir-8747	96	73	metadata	metadata	NOUN
spir-8747	96	74	(	(	PUNCT
spir-8747	96	75	44k	44k	PROPN
spir-8747	96	76	)	)	PUNCT
spir-8747	96	77	retrieve	retrieve	NOUN
spir-8747	96	78	geo	geo	PROPN
spir-8747	96	79	location	location	NOUN
spir-8747	96	80	of	of	ADP
spir-8747	96	81	users	user	NOUN
spir-8747	96	82	classify	classify	VERB
spir-8747	96	83	users	user	NOUN
spir-8747	96	84	in	in	ADP
spir-8747	96	85	us	us	PROPN
spir-8747	96	86	states	state	NOUN
spir-8747	96	87	classify	classify	VERB
spir-8747	96	88	users	user	NOUN
spir-8747	96	89	worldwide	worldwide	ADV
spir-8747	96	90	classify	classify	VERB
spir-8747	96	91	tweets	tweet	NOUN
spir-8747	96	92	by	by	ADP
spir-8747	96	93	aggie	aggie	NOUN
spir-8747	96	94	relevance	relevance	NOUN
spir-8747	96	95	identify	identify	VERB
spir-8747	96	96	@-mentions	@-mention	NOUN
spir-8747	96	97	and	and	CCONJ
spir-8747	96	98	retweets	retweet	NOUN
spir-8747	96	99	calculate	calculate	VERB
spir-8747	96	100	distance	distance	NOUN
spir-8747	96	101	travelled	travel	VERB
spir-8747	96	102	per	per	ADP
spir-8747	96	103	tweet	tweet	NOUN
spir-8747	96	104	twitter	twitter	NOUN
spir-8747	96	105	network	network	NOUN
spir-8747	96	106	44,947	44,947	NUM
spir-8747	96	107	nodes	node	NOUN
spir-8747	96	108	9,092,116	9,092,116	NUM
spir-8747	96	109	edges	edge	NOUN
spir-8747	96	110	main	main	ADJ
spir-8747	96	111	user	user	NOUN
spir-8747	96	112	(	(	PUNCT
spir-8747	96	113	node	node	NOUN
spir-8747	96	114	)	)	PUNCT
spir-8747	96	115	attributes	attribute	VERB
spir-8747	96	116	:	:	PUNCT
spir-8747	96	117	screenname	screenname	NOUN
spir-8747	96	118	,	,	PUNCT
spir-8747	96	119	i	i	PROPN
spir-8747	96	120	d	d	PROPN
spir-8747	96	121	,	,	PUNCT
spir-8747	96	122	location	location	NOUN
spir-8747	96	123	,	,	PUNCT
spir-8747	96	124	time	time	NOUN
spir-8747	96	125	,	,	PUNCT
spir-8747	96	126	tweets	tweet	NOUN
spir-8747	96	127	,	,	PUNCT
spir-8747	96	128	followers	follower	NOUN
spir-8747	96	129	,	,	PUNCT
spir-8747	96	130	followees	followee	NOUN
spir-8747	96	131	,	,	PUNCT
spir-8747	96	132	latitude	latitude	NOUN
spir-8747	96	133	,	,	PUNCT
spir-8747	96	134	longitude	longitude	NOUN
spir-8747	96	135	,	,	PUNCT
spir-8747	96	136	list	list	NOUN
spir-8747	96	137	,	,	PUNCT
spir-8747	96	138	state	state	NOUN
spir-8747	96	139	,	,	PUNCT
spir-8747	96	140	network	network	NOUN
spir-8747	96	141	metrics	metric	NOUN
spir-8747	96	142	main	main	ADJ
spir-8747	96	143	tweet	tweet	NOUN
spir-8747	96	144	(	(	PUNCT
spir-8747	96	145	edge	edge	NOUN
spir-8747	96	146	)	)	PUNCT
spir-8747	96	147	attributes	attribute	VERB
spir-8747	96	148	:	:	PUNCT
spir-8747	96	149	type	type	NOUN
spir-8747	96	150	,	,	PUNCT
spir-8747	96	151	aggiescore	aggiescore	ADV
spir-8747	96	152	,	,	PUNCT
spir-8747	96	153	sustainscore	sustainscore	NOUN
spir-8747	96	154	,	,	PUNCT
spir-8747	96	155	sustaggscore	sustaggscore	NOUN
spir-8747	96	156	,	,	PUNCT
spir-8747	96	157	favoritecount	favoritecount	NOUN
spir-8747	96	158	,	,	PUNCT
spir-8747	96	159	retweetcount	retweetcount	NOUN
spir-8747	96	160	,	,	PUNCT
spir-8747	96	161	retweetnum	retweetnum	ADJ
spir-8747	96	162	,	,	PUNCT
spir-8747	96	163	isretweet	isretweet	NOUN
spir-8747	96	164	,	,	PUNCT
spir-8747	96	165	tweetid	tweetid	NOUN
spir-8747	96	166	,	,	PUNCT
spir-8747	96	167	date	date	NOUN
spir-8747	96	168	,	,	PUNCT
spir-8747	96	169	time	time	NOUN
spir-8747	96	170	,	,	PUNCT
spir-8747	96	171	distkm	distkm	NOUN
spir-8747	96	172	,	,	PUNCT
spir-8747	96	173	isfollower	isfollower	NOUN
spir-8747	96	174	,	,	PUNCT
spir-8747	96	175	isfollowed	isfollowe	VERB
spir-8747	96	176	figure	figure	NOUN
spir-8747	96	177	2	2	NUM
spir-8747	96	178	:	:	PUNCT
spir-8747	96	179	data	datum	NOUN
spir-8747	96	180	mining	mining	NOUN
spir-8747	96	181	workflow	workflow	NOUN
spir-8747	96	182	and	and	CCONJ
spir-8747	96	183	resulting	result	VERB
spir-8747	96	184	network	network	NOUN
spir-8747	96	185	graph	graph	NOUN
spir-8747	96	186	figure	figure	NOUN
spir-8747	96	187	3a	3a	PROPN
spir-8747	96	188	shows	show	VERB
spir-8747	96	189	a	a	DET
spir-8747	96	190	histogram	histogram	NOUN
spir-8747	96	191	of	of	ADP
spir-8747	96	192	messages	message	NOUN
spir-8747	96	193	binned	bin	VERB
spir-8747	96	194	by	by	ADP
spir-8747	96	195	month	month	NOUN
spir-8747	96	196	,	,	PUNCT
spir-8747	96	197	with	with	ADP
spir-8747	96	198	a	a	DET
spir-8747	96	199	cut	cut	VERB
spir-8747	96	200	-	-	PUNCT
spir-8747	96	201	off	off	ADP
spir-8747	96	202	date	date	NOUN
spir-8747	96	203	around	around	ADP
spir-8747	96	204	mid-2003	mid-2003	NOUN
spir-8747	96	205	that	that	PRON
spir-8747	96	206	includes	include	VERB
spir-8747	96	207	the	the	DET
spir-8747	96	208	complete	complete	ADJ
spir-8747	96	209	set	set	NOUN
spir-8747	96	210	of	of	ADP
spir-8747	96	211	messages	message	NOUN
spir-8747	96	212	tweeted	tweet	VERB
spir-8747	96	213	both	both	PRON
spir-8747	96	214	by	by	ADP
spir-8747	96	215	filtered	filter	VERB
spir-8747	96	216	users	user	NOUN
spir-8747	96	217	(	(	PUNCT
spir-8747	96	218	>	>	X
spir-8747	96	219	3200	3200	NUM
spir-8747	96	220	tweets	tweet	NOUN
spir-8747	96	221	)	)	PUNCT
spir-8747	96	222	and	and	CCONJ
spir-8747	96	223	unfiltered	unfiltered	ADJ
spir-8747	96	224	users	user	NOUN
spir-8747	96	225	(	(	PUNCT
spir-8747	96	226	<	<	X
spir-8747	96	227	3200	3200	NUM
spir-8747	96	228	tweets	tweet	NOUN
spir-8747	96	229	)	)	PUNCT
spir-8747	96	230	.	.	PUNCT
spir-8747	97	1	although	although	SCONJ
spir-8747	97	2	this	this	DET
spir-8747	97	3	period	period	NOUN
spir-8747	97	4	of	of	ADP
spir-8747	97	5	652	652	NUM
spir-8747	97	6	days	day	NOUN
spir-8747	97	7	includes	include	VERB
spir-8747	97	8	a	a	DET
spir-8747	97	9	comprehensive	comprehensive	ADJ
spir-8747	97	10	set	set	NOUN
spir-8747	97	11	of	of	ADP
spir-8747	97	12	tweets	tweet	NOUN
spir-8747	97	13	posted	post	VERB
spir-8747	97	14	by	by	ADP
spir-8747	97	15	this	this	DET
spir-8747	97	16	community	community	NOUN
spir-8747	97	17	,	,	PUNCT
spir-8747	97	18	we	we	PRON
spir-8747	97	19	found	find	VERB
spir-8747	97	20	inconsistencies	inconsistency	NOUN
spir-8747	97	21	in	in	ADP
spir-8747	97	22	the	the	DET
spir-8747	97	23	temporal	temporal	ADJ
spir-8747	97	24	distribution	distribution	NOUN
spir-8747	97	25	of	of	ADP
spir-8747	97	26	tweets	tweet	NOUN
spir-8747	97	27	.	.	PUNCT
spir-8747	98	1	kernel	kernel	PROPN
spir-8747	98	2	estimation	estimation	PROPN
spir-8747	98	3	shows	show	VERB
spir-8747	98	4	that	that	SCONJ
spir-8747	98	5	the	the	DET
spir-8747	98	6	data	data	NOUN
spir-8747	98	7	drops	drop	VERB
spir-8747	98	8	off	off	ADP
spir-8747	98	9	artificially	artificially	ADV
spir-8747	98	10	at	at	ADP
spir-8747	98	11	the	the	DET
spir-8747	98	12	upper	upper	ADJ
spir-8747	98	13	end	end	NOUN
spir-8747	98	14	of	of	ADP
spir-8747	98	15	the	the	DET
spir-8747	98	16	time	time	NOUN
spir-8747	98	17	series	series	NOUN
spir-8747	98	18	.	.	PUNCT
spir-8747	99	1	this	this	PRON
spir-8747	99	2	is	be	AUX
spir-8747	99	3	likely	likely	ADJ
spir-8747	99	4	a	a	DET
spir-8747	99	5	result	result	NOUN
spir-8747	99	6	of	of	ADP
spir-8747	99	7	user	user	NOUN
spir-8747	99	8	’s	’s	PART
spir-8747	99	9	timelines	timeline	NOUN
spir-8747	99	10	being	be	AUX
spir-8747	99	11	collected	collect	VERB
spir-8747	99	12	sequentially	sequentially	ADV
spir-8747	99	13	and	and	CCONJ
spir-8747	99	14	thus	thus	ADV
spir-8747	99	15	at	at	ADP
spir-8747	99	16	different	different	ADJ
spir-8747	99	17	points	point	NOUN
spir-8747	99	18	in	in	ADP
spir-8747	99	19	time	time	NOUN
spir-8747	99	20	.	.	PUNCT
spir-8747	100	1	in	in	ADP
spir-8747	100	2	addition	addition	NOUN
spir-8747	100	3	to	to	ADP
spir-8747	100	4	that	that	PRON
spir-8747	100	5	,	,	PUNCT
spir-8747	100	6	we	we	PRON
spir-8747	100	7	anticipated	anticipate	VERB
spir-8747	100	8	that	that	SCONJ
spir-8747	100	9	older	old	ADJ
spir-8747	100	10	messages	message	NOUN
spir-8747	100	11	would	would	AUX
spir-8747	100	12	fare	fare	VERB
spir-8747	100	13	relatively	relatively	ADV
spir-8747	100	14	better	well	ADV
spir-8747	100	15	in	in	ADP
spir-8747	100	16	terms	term	NOUN
spir-8747	100	17	of	of	ADP
spir-8747	100	18	retweets	retweet	NOUN
spir-8747	100	19	compared	compare	VERB
spir-8747	100	20	to	to	ADP
spir-8747	100	21	newer	new	ADJ
spir-8747	100	22	messages	message	NOUN
spir-8747	100	23	,	,	PUNCT
spir-8747	100	24	as	as	SCONJ
spir-8747	100	25	they	they	PRON
spir-8747	100	26	would	would	AUX
spir-8747	100	27	have	have	AUX
spir-8747	100	28	benefitted	benefit	VERB
spir-8747	100	29	from	from	ADP
spir-8747	100	30	a	a	DET
spir-8747	100	31	larger	large	ADJ
spir-8747	100	32	period	period	NOUN
spir-8747	100	33	of	of	ADP
spir-8747	100	34	time	time	NOUN
spir-8747	100	35	to	to	PART
spir-8747	100	36	spread	spread	VERB
spir-8747	100	37	throughout	throughout	ADP
spir-8747	100	38	the	the	DET
spir-8747	100	39	network	network	NOUN
spir-8747	100	40	.	.	PUNCT
spir-8747	101	1	figure	figure	VERB
spir-8747	101	2	3	3	NUM
spir-8747	101	3	:	:	PUNCT
spir-8747	101	4	complete	complete	ADJ
spir-8747	101	5	set	set	NOUN
spir-8747	101	6	of	of	ADP
spir-8747	101	7	messages	message	NOUN
spir-8747	101	8	retrieved	retrieve	VERB
spir-8747	101	9	binned	bin	VERB
spir-8747	101	10	by	by	ADP
spir-8747	101	11	month	month	NOUN
spir-8747	101	12	(	(	PUNCT
spir-8747	101	13	a	a	NOUN
spir-8747	101	14	)	)	PUNCT
spir-8747	101	15	and	and	CCONJ
spir-8747	101	16	sampled	sample	VERB
spir-8747	101	17	data	datum	NOUN
spir-8747	101	18	binned	bin	VERB
spir-8747	101	19	by	by	ADP
spir-8747	101	20	week	week	NOUN
spir-8747	101	21	(	(	PUNCT
spir-8747	101	22	b	b	X
spir-8747	101	23	)	)	PUNCT
spir-8747	101	24	we	we	PRON
spir-8747	101	25	addressed	address	VERB
spir-8747	101	26	these	these	DET
spir-8747	101	27	issues	issue	NOUN
spir-8747	101	28	by	by	ADP
spir-8747	101	29	selecting	select	VERB
spir-8747	101	30	an	an	DET
spir-8747	101	31	intermediate	intermediate	ADJ
spir-8747	101	32	period	period	NOUN
spir-8747	101	33	of	of	ADP
spir-8747	101	34	time	time	NOUN
spir-8747	101	35	that	that	PRON
spir-8747	101	36	was	be	AUX
spir-8747	101	37	unaffected	unaffected	ADJ
spir-8747	101	38	by	by	ADP
spir-8747	101	39	any	any	DET
spir-8747	101	40	variation	variation	NOUN
spir-8747	101	41	resulting	result	VERB
spir-8747	101	42	from	from	ADP
spir-8747	101	43	data	datum	NOUN
spir-8747	101	44	collection	collection	NOUN
spir-8747	101	45	.	.	PUNCT
spir-8747	102	1	this	this	DET
spir-8747	102	2	period	period	NOUN
spir-8747	102	3	of	of	ADP
spir-8747	102	4	time	time	NOUN
spir-8747	102	5	comprehends	comprehend	VERB
spir-8747	102	6	the	the	DET
spir-8747	102	7	entire	entire	ADJ
spir-8747	102	8	year	year	NOUN
spir-8747	102	9	of	of	ADP
spir-8747	102	10	2014	2014	NUM
spir-8747	102	11	and	and	CCONJ
spir-8747	102	12	includes	include	VERB
spir-8747	102	13	a	a	DET
spir-8747	102	14	total	total	NOUN
spir-8747	102	15	of	of	ADP
spir-8747	102	16	3.7	3.7	NUM
spir-8747	102	17	m	m	NOUN
spir-8747	102	18	(	(	PUNCT
spir-8747	102	19	3,691,342	3,691,342	NUM
spir-8747	102	20	)	)	PUNCT
spir-8747	102	21	tweets	tweet	NOUN
spir-8747	102	22	.	.	PUNCT
spir-8747	103	1	therefore	therefore	ADV
spir-8747	103	2	,	,	PUNCT
spir-8747	103	3	our	our	PRON
spir-8747	103	4	resulting	result	VERB
spir-8747	103	5	dataset	dataset	NOUN
spir-8747	103	6	includes	include	VERB
spir-8747	103	7	messages	message	NOUN
spir-8747	103	8	posted	post	VERB
spir-8747	103	9	in	in	ADP
spir-8747	103	10	2014	2014	NUM
spir-8747	103	11	and	and	CCONJ
spir-8747	103	12	the	the	DET
spir-8747	103	13	analysis	analysis	NOUN
spir-8747	103	14	reported	report	VERB
spir-8747	103	15	in	in	ADP
spir-8747	103	16	this	this	DET
spir-8747	103	17	paper	paper	NOUN
spir-8747	103	18	refers	refer	VERB
spir-8747	103	19	to	to	ADP
spir-8747	103	20	this	this	DET
spir-8747	103	21	subset	subset	NOUN
spir-8747	103	22	of	of	ADP
spir-8747	103	23	retrieved	retrieve	VERB
spir-8747	103	24	tweets	tweet	NOUN
spir-8747	103	25	.	.	PUNCT
spir-8747	104	1	the	the	DET
spir-8747	104	2	frequency	frequency	NOUN
spir-8747	104	3	of	of	ADP
spir-8747	104	4	tweets	tweet	NOUN
spir-8747	104	5	binned	bin	VERB
spir-8747	104	6	by	by	ADP
spir-8747	104	7	week	week	NOUN
spir-8747	104	8	is	be	AUX
spir-8747	104	9	shown	show	VERB
spir-8747	104	10	in	in	ADP
spir-8747	104	11	figure	figure	NOUN
spir-8747	104	12	3b	3b	NUM
spir-8747	104	13	,	,	PUNCT
spir-8747	104	14	with	with	ADP
spir-8747	104	15	similar	similar	ADJ
spir-8747	104	16	frequency	frequency	NOUN
spir-8747	104	17	distributions	distribution	NOUN
spir-8747	104	18	across	across	ADP
spir-8747	104	19	filtered	filter	VERB
spir-8747	104	20	and	and	CCONJ
spir-8747	104	21	unfiltered	unfiltered	ADJ
spir-8747	104	22	users	user	NOUN
spir-8747	104	23	.	.	PUNCT
spir-8747	105	1	we	we	PRON
spir-8747	105	2	expect	expect	VERB
spir-8747	105	3	these	these	DET
spir-8747	105	4	procedures	procedure	NOUN
spir-8747	105	5	to	to	PART
spir-8747	105	6	have	have	AUX
spir-8747	105	7	addressed	address	VERB
spir-8747	105	8	the	the	DET
spir-8747	105	9	restrictions	restriction	NOUN
spir-8747	105	10	imposed	impose	VERB
spir-8747	105	11	by	by	ADP
spir-8747	105	12	twitter	twitter	NOUN
spir-8747	105	13	rest	rest	NOUN
spir-8747	105	14	api	api	NOUN
spir-8747	105	15	and	and	CCONJ
spir-8747	105	16	to	to	PART
spir-8747	105	17	have	have	AUX
spir-8747	105	18	provided	provide	VERB
spir-8747	105	19	a	a	DET
spir-8747	105	20	comprehensive	comprehensive	ADJ
spir-8747	105	21	set	set	NOUN
spir-8747	105	22	of	of	ADP
spir-8747	105	23	messages	message	NOUN
spir-8747	105	24	posted	post	VERB
spir-8747	105	25	by	by	ADP
spir-8747	105	26	our	our	PRON
spir-8747	105	27	population	population	NOUN
spir-8747	105	28	in	in	ADP
spir-8747	105	29	2014	2014	NUM
spir-8747	105	30	.	.	PUNCT
spir-8747	106	1	in	in	ADP
spir-8747	106	2	summary	summary	NOUN
spir-8747	106	3	,	,	PUNCT
spir-8747	106	4	our	our	PRON
spir-8747	106	5	research	research	NOUN
spir-8747	106	6	design	design	NOUN
spir-8747	106	7	draws	draw	VERB
spir-8747	106	8	from	from	ADP
spir-8747	106	9	liang	liang	PROPN
spir-8747	106	10	and	and	CCONJ
spir-8747	106	11	fu	fu	PROPN
spir-8747	106	12	(	(	PUNCT
spir-8747	106	13	2015	2015	NUM
spir-8747	106	14	)	)	PUNCT
spir-8747	106	15	by	by	ADP
spir-8747	106	16	identifying	identify	VERB
spir-8747	106	17	a	a	DET
spir-8747	106	18	representative	representative	ADJ
spir-8747	106	19	set	set	NOUN
spir-8747	106	20	of	of	ADP
spir-8747	106	21	twitter	twitter	NOUN
spir-8747	106	22	users	user	NOUN
spir-8747	106	23	(	(	PUNCT
spir-8747	106	24	egos	ego	NOUN
spir-8747	106	25	)	)	PUNCT
spir-8747	106	26	,	,	PUNCT
spir-8747	106	27	collecting	collect	VERB
spir-8747	106	28	all	all	DET
spir-8747	106	29	the	the	DET
spir-8747	106	30	egos	ego	NOUN
spir-8747	106	31	’	'	PUNCT
spir-8747	106	32	alters	alter	VERB
spir-8747	106	33	(	(	PUNCT
spir-8747	106	34	i.e.	i.e.	X
spir-8747	106	35	,	,	PUNCT
spir-8747	106	36	followers	follower	NOUN
spir-8747	106	37	and	and	CCONJ
spir-8747	106	38	followees	followee	NOUN
spir-8747	106	39	)	)	PUNCT
spir-8747	106	40	,	,	PUNCT
spir-8747	106	41	and	and	CCONJ
spir-8747	106	42	the	the	DET
spir-8747	106	43	following	follow	VERB
spir-8747	106	44	relationships	relationship	NOUN
spir-8747	106	45	among	among	ADP
spir-8747	106	46	the	the	DET
spir-8747	106	47	alters	alter	NOUN
spir-8747	106	48	.	.	PUNCT
spir-8747	107	1	finally	finally	ADV
spir-8747	107	2	,	,	PUNCT
spir-8747	107	3	we	we	PRON
spir-8747	107	4	obtained	obtain	VERB
spir-8747	107	5	the	the	DET
spir-8747	107	6	profiles	profile	NOUN
spir-8747	107	7	and	and	CCONJ
spir-8747	107	8	the	the	DET
spir-8747	107	9	timelines	timeline	NOUN
spir-8747	107	10	of	of	ADP
spir-8747	107	11	the	the	DET
spir-8747	107	12	selected	select	VERB
spir-8747	107	13	users	user	NOUN
spir-8747	107	14	(	(	PUNCT
spir-8747	107	15	egos	ego	NOUN
spir-8747	107	16	and	and	CCONJ
spir-8747	107	17	alters	alter	NOUN
spir-8747	107	18	)	)	PUNCT
spir-8747	107	19	and	and	CCONJ
spir-8747	107	20	processed	process	VERB
spir-8747	107	21	the	the	DET
spir-8747	107	22	data	datum	NOUN
spir-8747	107	23	to	to	PART
spir-8747	107	24	generated	generate	VERB
spir-8747	107	25	a	a	DET
spir-8747	107	26	graph	graph	NOUN
spir-8747	107	27	with	with	ADP
spir-8747	107	28	various	various	ADJ
spir-8747	107	29	edge	edge	NOUN
spir-8747	107	30	and	and	CCONJ
spir-8747	107	31	node	node	NOUN
spir-8747	107	32	properties	property	NOUN
spir-8747	107	33	.	.	PUNCT
spir-8747	108	1	we	we	PRON
spir-8747	108	2	expect	expect	VERB
spir-8747	108	3	this	this	DET
spir-8747	108	4	approach	approach	NOUN
spir-8747	108	5	based	base	VERB
spir-8747	108	6	on	on	ADP
spir-8747	108	7	sampling	sampling	NOUN
spir-8747	108	8	of	of	ADP
spir-8747	108	9	users	user	NOUN
spir-8747	108	10	,	,	PUNCT
spir-8747	108	11	rather	rather	ADV
spir-8747	108	12	than	than	ADP
spir-8747	108	13	sampling	sample	VERB
spir-8747	108	14	of	of	ADP
spir-8747	108	15	tweets	tweet	NOUN
spir-8747	108	16	,	,	PUNCT
spir-8747	108	17	to	to	PART
spir-8747	108	18	provide	provide	VERB
spir-8747	108	19	a	a	DET
spir-8747	108	20	more	more	ADV
spir-8747	108	21	reliable	reliable	ADJ
spir-8747	108	22	and	and	CCONJ
spir-8747	108	23	appropriate	appropriate	ADJ
spir-8747	108	24	approach	approach	NOUN
spir-8747	108	25	to	to	ADP
spir-8747	108	26	analyzing	analyze	VERB
spir-8747	108	27	individual	individual	ADJ
spir-8747	108	28	and	and	CCONJ
spir-8747	108	29	community	community	NOUN
spir-8747	108	30	-	-	PUNCT
spir-8747	108	31	level	level	NOUN
spir-8747	108	32	behaviors	behavior	NOUN
spir-8747	108	33	.	.	PUNCT
spir-8747	109	1	6	6	X
spir-8747	109	2	.	.	X
spir-8747	109	3	data	datum	NOUN
spir-8747	109	4	analysis	analysis	NOUN
spir-8747	109	5	for	for	ADP
spir-8747	109	6	the	the	DET
spir-8747	109	7	purposes	purpose	NOUN
spir-8747	109	8	of	of	ADP
spir-8747	109	9	this	this	DET
spir-8747	109	10	investigation	investigation	NOUN
spir-8747	109	11	we	we	PRON
spir-8747	109	12	trained	train	VERB
spir-8747	109	13	two	two	NUM
spir-8747	109	14	classifiers	classifier	NOUN
spir-8747	109	15	to	to	PART
spir-8747	109	16	identify	identify	VERB
spir-8747	109	17	messages	message	NOUN
spir-8747	109	18	dedicated	dedicate	VERB
spir-8747	109	19	to	to	ADP
spir-8747	109	20	agriculture	agriculture	NOUN
spir-8747	109	21	and	and	CCONJ
spir-8747	109	22	messages	message	NOUN
spir-8747	109	23	associated	associate	VERB
spir-8747	109	24	with	with	ADP
spir-8747	109	25	sustainability	sustainability	NOUN
spir-8747	109	26	issues	issue	NOUN
spir-8747	109	27	.	.	PUNCT
spir-8747	110	1	tweets	tweet	NOUN
spir-8747	110	2	often	often	ADV
spir-8747	110	3	include	include	VERB
spir-8747	110	4	url	url	ADJ
spir-8747	110	5	links	link	NOUN
spir-8747	110	6	pointing	point	VERB
spir-8747	110	7	to	to	ADP
spir-8747	110	8	the	the	DET
spir-8747	110	9	actual	actual	ADJ
spir-8747	110	10	content	content	NOUN
spir-8747	110	11	under	under	ADP
spir-8747	110	12	discussion	discussion	NOUN
spir-8747	110	13	and	and	CCONJ
spir-8747	110	14	without	without	ADP
spir-8747	110	15	which	which	PRON
spir-8747	110	16	is	be	AUX
spir-8747	110	17	not	not	PART
spir-8747	110	18	possible	possible	ADJ
spir-8747	110	19	to	to	PART
spir-8747	110	20	determine	determine	VERB
spir-8747	110	21	the	the	DET
spir-8747	110	22	topic	topic	NOUN
spir-8747	110	23	addressed	address	VERB
spir-8747	110	24	by	by	ADP
spir-8747	110	25	each	each	DET
spir-8747	110	26	tweet	tweet	NOUN
spir-8747	110	27	.	.	PUNCT
spir-8747	111	1	to	to	PART
spir-8747	111	2	account	account	VERB
spir-8747	111	3	for	for	ADP
spir-8747	111	4	this	this	DET
spir-8747	111	5	supplementary	supplementary	ADJ
spir-8747	111	6	body	body	NOUN
spir-8747	111	7	of	of	ADP
spir-8747	111	8	text	text	NOUN
spir-8747	111	9	,	,	PUNCT
spir-8747	111	10	we	we	PRON
spir-8747	111	11	retrieved	retrieve	VERB
spir-8747	111	12	the	the	DET
spir-8747	111	13	webpage	webpage	NOUN
spir-8747	111	14	title	title	NOUN
spir-8747	111	15	of	of	ADP
spir-8747	111	16	each	each	DET
spir-8747	111	17	url	url	NOUN
spir-8747	111	18	in	in	ADP
spir-8747	111	19	the	the	DET
spir-8747	111	20	dataset	dataset	NOUN
spir-8747	111	21	and	and	CCONJ
spir-8747	111	22	ran	run	VERB
spir-8747	111	23	the	the	DET
spir-8747	111	24	classifiers	classifier	NOUN
spir-8747	111	25	over	over	ADP
spir-8747	111	26	the	the	DET
spir-8747	111	27	combined	combine	VERB
spir-8747	111	28	corpus	corpus	NOUN
spir-8747	111	29	of	of	ADP
spir-8747	111	30	tweet	tweet	NOUN
spir-8747	111	31	and	and	CCONJ
spir-8747	111	32	webpage	webpage	NOUN
spir-8747	111	33	title	title	NOUN
spir-8747	111	34	(	(	PUNCT
spir-8747	111	35	when	when	SCONJ
spir-8747	111	36	available	available	ADJ
spir-8747	111	37	)	)	PUNCT
spir-8747	111	38	.	.	PUNCT
spir-8747	112	1	the	the	DET
spir-8747	112	2	agriculture	agriculture	NOUN
spir-8747	112	3	classifier	classifier	NOUN
spir-8747	112	4	is	be	AUX
spir-8747	112	5	based	base	VERB
spir-8747	112	6	on	on	ADP
spir-8747	112	7	a	a	DET
spir-8747	112	8	set	set	NOUN
spir-8747	112	9	of	of	ADP
spir-8747	112	10	37	37	NUM
spir-8747	112	11	items	item	NOUN
spir-8747	112	12	,	,	PUNCT
spir-8747	112	13	while	while	SCONJ
spir-8747	112	14	the	the	DET
spir-8747	112	15	sustainability	sustainability	NOUN
spir-8747	112	16	classifier	classifier	NOUN
spir-8747	112	17	relies	rely	VERB
spir-8747	112	18	on	on	ADP
spir-8747	112	19	a	a	DET
spir-8747	112	20	set	set	NOUN
spir-8747	112	21	of	of	ADP
spir-8747	112	22	30	30	NUM
spir-8747	112	23	keywords	keyword	NOUN
spir-8747	112	24	,	,	PUNCT
spir-8747	112	25	bigrams	bigram	NOUN
spir-8747	112	26	,	,	PUNCT
spir-8747	112	27	and	and	CCONJ
spir-8747	112	28	tokens	token	NOUN
spir-8747	112	29	.	.	PUNCT
spir-8747	113	1	each	each	DET
spir-8747	113	2	classifier	classifier	NOUN
spir-8747	113	3	returns	return	VERB
spir-8747	113	4	a	a	DET
spir-8747	113	5	score	score	NOUN
spir-8747	113	6	based	base	VERB
spir-8747	113	7	on	on	ADP
spir-8747	113	8	the	the	DET
spir-8747	113	9	concentration	concentration	NOUN
spir-8747	113	10	of	of	ADP
spir-8747	113	11	such	such	ADJ
spir-8747	113	12	terms	term	NOUN
spir-8747	113	13	,	,	PUNCT
spir-8747	113	14	bigrams	bigram	NOUN
spir-8747	113	15	,	,	PUNCT
spir-8747	113	16	keywords	keyword	NOUN
spir-8747	113	17	,	,	PUNCT
spir-8747	113	18	and	and	CCONJ
spir-8747	113	19	tokens	token	NOUN
spir-8747	113	20	relative	relative	ADJ
spir-8747	113	21	to	to	ADP
spir-8747	113	22	the	the	DET
spir-8747	113	23	number	number	NOUN
spir-8747	113	24	of	of	ADP
spir-8747	113	25	words	word	NOUN
spir-8747	113	26	in	in	ADP
spir-8747	113	27	the	the	DET
spir-8747	113	28	tweet	tweet	NOUN
spir-8747	113	29	or	or	CCONJ
spir-8747	113	30	the	the	DET
spir-8747	113	31	number	number	NOUN
spir-8747	113	32	of	of	ADP
spir-8747	113	33	words	word	NOUN
spir-8747	113	34	in	in	ADP
spir-8747	113	35	the	the	DET
spir-8747	113	36	tweet	tweet	NOUN
spir-8747	113	37	plus	plus	CCONJ
spir-8747	113	38	the	the	DET
spir-8747	113	39	webpage	webpage	NOUN
spir-8747	113	40	title	title	NOUN
spir-8747	113	41	(	(	PUNCT
spir-8747	113	42	when	when	SCONJ
spir-8747	113	43	url	url	X
spir-8747	113	44	link	link	NOUN
spir-8747	113	45	was	be	AUX
spir-8747	113	46	available	available	ADJ
spir-8747	113	47	)	)	PUNCT
spir-8747	113	48	.	.	PUNCT
spir-8747	114	1	we	we	PRON
spir-8747	114	2	ran	run	VERB
spir-8747	114	3	the	the	DET
spir-8747	114	4	classifiers	classifier	NOUN
spir-8747	114	5	on	on	ADP
spir-8747	114	6	set	set	NOUN
spir-8747	114	7	of	of	ADP
spir-8747	114	8	9,627,146	9,627,146	NUM
spir-8747	114	9	tweets	tweet	NOUN
spir-8747	114	10	and	and	CCONJ
spir-8747	114	11	found	find	VERB
spir-8747	114	12	that	that	SCONJ
spir-8747	114	13	only	only	ADV
spir-8747	114	14	12.09	12.09	NUM
spir-8747	114	15	%	%	NOUN
spir-8747	114	16	(	(	PUNCT
spir-8747	114	17	1,164,014	1,164,014	NUM
spir-8747	114	18	tweets	tweet	NOUN
spir-8747	114	19	)	)	PUNCT
spir-8747	114	20	of	of	ADP
spir-8747	114	21	the	the	DET
spir-8747	114	22	dataset	dataset	NOUN
spir-8747	114	23	scored	score	VERB
spir-8747	114	24	above	above	ADP
spir-8747	114	25	zero	zero	NUM
spir-8747	114	26	for	for	ADP
spir-8747	114	27	agriculture	agriculture	NOUN
spir-8747	114	28	content	content	NOUN
spir-8747	114	29	and	and	CCONJ
spir-8747	114	30	only	only	ADV
spir-8747	114	31	5.48	5.48	NUM
spir-8747	114	32	%	%	NOUN
spir-8747	114	33	(	(	PUNCT
spir-8747	114	34	527,167	527,167	NUM
spir-8747	114	35	tweets	tweet	NOUN
spir-8747	114	36	)	)	PUNCT
spir-8747	114	37	for	for	ADP
spir-8747	114	38	sustainability	sustainability	NOUN
spir-8747	114	39	content	content	NOUN
spir-8747	114	40	.	.	PUNCT
spir-8747	115	1	the	the	DET
spir-8747	115	2	average	average	ADJ
spir-8747	115	3	score	score	NOUN
spir-8747	115	4	was	be	AUX
spir-8747	115	5	.009	.009	NUM
spir-8747	115	6	and	and	CCONJ
spir-8747	115	7	.005	.005	NUM
spir-8747	115	8	for	for	ADP
spir-8747	115	9	agriculture	agriculture	NOUN
spir-8747	115	10	and	and	CCONJ
spir-8747	115	11	sustainability	sustainability	NOUN
spir-8747	115	12	messages	message	NOUN
spir-8747	115	13	,	,	PUNCT
spir-8747	115	14	respectively	respectively	ADV
spir-8747	115	15	.	.	PUNCT
spir-8747	116	1	we	we	PRON
spir-8747	116	2	relied	rely	VERB
spir-8747	116	3	on	on	ADP
spir-8747	116	4	the	the	DET
spir-8747	116	5	scores	score	NOUN
spir-8747	116	6	calculated	calculate	VERB
spir-8747	116	7	by	by	ADP
spir-8747	116	8	the	the	DET
spir-8747	116	9	classifiers	classifier	NOUN
spir-8747	116	10	(	(	PUNCT
spir-8747	116	11	aggiescore	aggiescore	ADV
spir-8747	116	12	and	and	CCONJ
spir-8747	116	13	sustainscore	sustainscore	ADV
spir-8747	116	14	,	,	PUNCT
spir-8747	116	15	henceforth	henceforth	ADV
spir-8747	116	16	)	)	PUNCT
spir-8747	116	17	to	to	PART
spir-8747	116	18	process	process	VERB
spir-8747	116	19	the	the	DET
spir-8747	116	20	text	text	NOUN
spir-8747	116	21	and	and	CCONJ
spir-8747	116	22	identify	identify	VERB
spir-8747	116	23	relevant	relevant	ADJ
spir-8747	116	24	messages	message	NOUN
spir-8747	116	25	.	.	PUNCT
spir-8747	117	1	users	user	NOUN
spir-8747	117	2	that	that	PRON
spir-8747	117	3	failed	fail	VERB
spir-8747	117	4	to	to	PART
spir-8747	117	5	post	post	VERB
spir-8747	117	6	any	any	DET
spir-8747	117	7	agriculture	agriculture	NOUN
spir-8747	117	8	or	or	CCONJ
spir-8747	117	9	sustainability	sustainability	NOUN
spir-8747	117	10	related	relate	VERB
spir-8747	117	11	message	message	NOUN
spir-8747	117	12	during	during	ADP
spir-8747	117	13	the	the	DET
spir-8747	117	14	entire	entire	ADJ
spir-8747	117	15	period	period	NOUN
spir-8747	117	16	were	be	AUX
spir-8747	117	17	further	far	ADV
spir-8747	117	18	removed	remove	VERB
spir-8747	117	19	from	from	ADP
spir-8747	117	20	the	the	DET
spir-8747	117	21	data	datum	NOUN
spir-8747	117	22	.	.	PUNCT
spir-8747	118	1	in	in	ADP
spir-8747	118	2	other	other	ADJ
spir-8747	118	3	words	word	NOUN
spir-8747	118	4	,	,	PUNCT
spir-8747	118	5	the	the	DET
spir-8747	118	6	final	final	ADJ
spir-8747	118	7	dataset	dataset	NOUN
spir-8747	118	8	is	be	AUX
spir-8747	118	9	restricted	restrict	VERB
spir-8747	118	10	to	to	ADP
spir-8747	118	11	tweets	tweet	NOUN
spir-8747	118	12	posted	post	VERB
spir-8747	118	13	in	in	ADP
spir-8747	118	14	2014	2014	NUM
spir-8747	118	15	and	and	CCONJ
spir-8747	118	16	it	it	PRON
spir-8747	118	17	does	do	AUX
spir-8747	118	18	not	not	PART
spir-8747	118	19	include	include	VERB
spir-8747	118	20	users	user	NOUN
spir-8747	118	21	that	that	PRON
spir-8747	118	22	did	do	AUX
spir-8747	118	23	not	not	PART
spir-8747	118	24	tweet	tweet	VERB
spir-8747	118	25	any	any	DET
spir-8747	118	26	agricultural	agricultural	ADJ
spir-8747	118	27	-	-	PUNCT
spir-8747	118	28	relevant	relevant	ADJ
spir-8747	118	29	message	message	NOUN
spir-8747	118	30	.	.	PUNCT
spir-8747	119	1	yet	yet	ADV
spir-8747	119	2	,	,	PUNCT
spir-8747	119	3	the	the	DET
spir-8747	119	4	data	datum	NOUN
spir-8747	119	5	does	do	AUX
spir-8747	119	6	include	include	VERB
spir-8747	119	7	non	non	ADJ
spir-8747	119	8	-	-	ADJ
spir-8747	119	9	agricultural	agricultural	ADJ
spir-8747	119	10	content	content	NOUN
spir-8747	119	11	posted	post	VERB
spir-8747	119	12	by	by	ADP
spir-8747	119	13	users	user	NOUN
spir-8747	119	14	who	who	PRON
spir-8747	119	15	tweeted	tweet	VERB
spir-8747	119	16	relevant	relevant	ADJ
spir-8747	119	17	content	content	NOUN
spir-8747	119	18	at	at	ADP
spir-8747	119	19	some	some	DET
spir-8747	119	20	point	point	NOUN
spir-8747	119	21	.	.	PUNCT
spir-8747	120	1	figure	figure	VERB
spir-8747	120	2	4	4	NUM
spir-8747	120	3	:	:	PUNCT
spir-8747	120	4	gall	gall	NOUN
spir-8747	120	5	-	-	PUNCT
spir-8747	120	6	peters	peters	PROPN
spir-8747	120	7	projection	projection	NOUN
spir-8747	120	8	of	of	ADP
spir-8747	120	9	@-mentions	@-mention	NOUN
spir-8747	120	10	and	and	CCONJ
spir-8747	120	11	retweets	retweet	NOUN
spir-8747	120	12	in	in	ADP
spir-8747	120	13	the	the	DET
spir-8747	120	14	sampled	sample	VERB
spir-8747	120	15	network	network	NOUN
spir-8747	120	16	we	we	PRON
spir-8747	120	17	subsequently	subsequently	ADV
spir-8747	120	18	retrieved	retrieve	VERB
spir-8747	120	19	geographic	geographic	ADJ
spir-8747	120	20	information	information	NOUN
spir-8747	120	21	from	from	ADP
spir-8747	120	22	our	our	PRON
spir-8747	120	23	population	population	NOUN
spir-8747	120	24	and	and	CCONJ
spir-8747	120	25	identified	identify	VERB
spir-8747	120	26	the	the	DET
spir-8747	120	27	location	location	NOUN
spir-8747	120	28	of	of	ADP
spir-8747	120	29	73	73	NUM
spir-8747	120	30	%	%	NOUN
spir-8747	120	31	of	of	ADP
spir-8747	120	32	users	user	NOUN
spir-8747	120	33	(	(	PUNCT
spir-8747	120	34	39,858	39,858	NUM
spir-8747	120	35	from	from	ADP
spir-8747	120	36	a	a	DET
spir-8747	120	37	total	total	NOUN
spir-8747	120	38	of	of	ADP
spir-8747	120	39	54,422	54,422	NUM
spir-8747	120	40	profiles	profile	NOUN
spir-8747	120	41	)	)	PUNCT
spir-8747	120	42	.	.	PUNCT
spir-8747	121	1	twenty	twenty	NUM
spir-8747	121	2	percent	percent	NOUN
spir-8747	121	3	of	of	ADP
spir-8747	121	4	users	user	NOUN
spir-8747	121	5	with	with	ADP
spir-8747	121	6	geographic	geographic	ADJ
spir-8747	121	7	information	information	NOUN
spir-8747	121	8	were	be	AUX
spir-8747	121	9	based	base	VERB
spir-8747	121	10	in	in	ADP
spir-8747	121	11	california	california	PROPN
spir-8747	121	12	(	(	PUNCT
spir-8747	121	13	12,058	12,058	NUM
spir-8747	121	14	users	user	NOUN
spir-8747	121	15	)	)	PUNCT
spir-8747	121	16	,	,	PUNCT
spir-8747	121	17	which	which	PRON
spir-8747	121	18	is	be	AUX
spir-8747	121	19	unsurprising	unsurprising	ADJ
spir-8747	121	20	given	give	VERB
spir-8747	121	21	the	the	DET
spir-8747	121	22	location	location	NOUN
spir-8747	121	23	of	of	ADP
spir-8747	121	24	the	the	DET
spir-8747	121	25	seed	seed	NOUN
spir-8747	121	26	nodes	nod	VERB
spir-8747	121	27	.	.	PUNCT
spir-8747	122	1	next	next	ADV
spir-8747	122	2	we	we	PRON
spir-8747	122	3	processed	process	VERB
spir-8747	122	4	the	the	DET
spir-8747	122	5	text	text	NOUN
spir-8747	122	6	corpora	corpora	NOUN
spir-8747	122	7	and	and	CCONJ
spir-8747	122	8	identified	identify	VERB
spir-8747	122	9	senders	sender	NOUN
spir-8747	122	10	and	and	CCONJ
spir-8747	122	11	receivers	receiver	NOUN
spir-8747	122	12	of	of	ADP
spir-8747	122	13	retweet	retweet	NOUN
spir-8747	122	14	messages	message	NOUN
spir-8747	122	15	in	in	ADP
spir-8747	122	16	the	the	DET
spir-8747	122	17	form	form	NOUN
spir-8747	122	18	of	of	ADP
spir-8747	122	19	'	'	PUNCT
spir-8747	122	20	rt	rt	NOUN
spir-8747	122	21	@	@	ADP
spir-8747	122	22	'	'	PUNCT
spir-8747	122	23	and	and	CCONJ
spir-8747	122	24	'	'	PUNCT
spir-8747	122	25	via	via	ADP
spir-8747	122	26	@	@	ADP
spir-8747	122	27	'	'	PUNCT
spir-8747	122	28	(	(	PUNCT
spir-8747	122	29	including	include	VERB
spir-8747	122	30	retweets	retweet	NOUN
spir-8747	122	31	resulting	result	VERB
spir-8747	122	32	from	from	ADP
spir-8747	122	33	twitter	twitter	NOUN
spir-8747	122	34	's	's	PART
spir-8747	122	35	retweet	retweet	NOUN
spir-8747	122	36	button	button	NOUN
spir-8747	122	37	)	)	PUNCT
spir-8747	122	38	that	that	PRON
spir-8747	122	39	appeared	appear	VERB
spir-8747	122	40	in	in	ADP
spir-8747	122	41	the	the	DET
spir-8747	122	42	text	text	NOUN
spir-8747	122	43	corpora	corpora	NOUN
spir-8747	122	44	.	.	PUNCT
spir-8747	123	1	we	we	PRON
spir-8747	123	2	subsequently	subsequently	ADV
spir-8747	123	3	extracted	extract	VERB
spir-8747	123	4	the	the	DET
spir-8747	123	5	arcs	arcs	NOUN
spir-8747	123	6	between	between	ADP
spir-8747	123	7	users	user	NOUN
spir-8747	123	8	that	that	PRON
spir-8747	123	9	mentioned	mention	VERB
spir-8747	123	10	other	other	ADJ
spir-8747	123	11	users	user	NOUN
spir-8747	123	12	,	,	PUNCT
spir-8747	123	13	creating	create	VERB
spir-8747	123	14	a	a	DET
spir-8747	123	15	link	link	NOUN
spir-8747	123	16	between	between	ADP
spir-8747	123	17	the	the	DET
spir-8747	123	18	author	author	NOUN
spir-8747	123	19	of	of	ADP
spir-8747	123	20	the	the	DET
spir-8747	123	21	tweet	tweet	NOUN
spir-8747	123	22	and	and	CCONJ
spir-8747	123	23	every	every	DET
spir-8747	123	24	other	other	ADJ
spir-8747	123	25	account	account	NOUN
spir-8747	123	26	mentioned	mention	VERB
spir-8747	123	27	in	in	ADP
spir-8747	123	28	a	a	DET
spir-8747	123	29	message	message	NOUN
spir-8747	123	30	that	that	PRON
spir-8747	123	31	was	be	AUX
spir-8747	123	32	not	not	PART
spir-8747	123	33	a	a	DET
spir-8747	123	34	retweet	retweet	NOUN
spir-8747	123	35	(	(	PUNCT
spir-8747	123	36	thus	thus	ADV
spir-8747	123	37	allowing	allow	VERB
spir-8747	123	38	for	for	ADP
spir-8747	123	39	multiple	multiple	ADJ
spir-8747	123	40	arcs	arc	NOUN
spir-8747	123	41	within	within	ADP
spir-8747	123	42	the	the	DET
spir-8747	123	43	same	same	ADJ
spir-8747	123	44	tweet	tweet	NOUN
spir-8747	123	45	)	)	PUNCT
spir-8747	123	46	.	.	PUNCT
spir-8747	124	1	as	as	ADP
spir-8747	124	2	a	a	DET
spir-8747	124	3	result	result	NOUN
spir-8747	124	4	,	,	PUNCT
spir-8747	124	5	the	the	DET
spir-8747	124	6	number	number	NOUN
spir-8747	124	7	of	of	ADP
spir-8747	124	8	@-mentions	@-mention	NOUN
spir-8747	124	9	is	be	AUX
spir-8747	124	10	slight	slight	ADV
spir-8747	124	11	higher	high	ADJ
spir-8747	124	12	than	than	ADP
spir-8747	124	13	the	the	DET
spir-8747	124	14	number	number	NOUN
spir-8747	124	15	of	of	ADP
spir-8747	124	16	retweets	retweet	NOUN
spir-8747	124	17	.	.	PUNCT
spir-8747	125	1	figure	figure	NOUN
spir-8747	125	2	4	4	NUM
spir-8747	125	3	shows	show	VERB
spir-8747	125	4	the	the	DET
spir-8747	125	5	geographic	geographic	ADJ
spir-8747	125	6	location	location	NOUN
spir-8747	125	7	(	(	PUNCT
spir-8747	125	8	gall	gall	NOUN
spir-8747	125	9	-	-	PUNCT
spir-8747	125	10	peters	peters	PROPN
spir-8747	125	11	projection	projection	NOUN
spir-8747	125	12	)	)	PUNCT
spir-8747	125	13	of	of	ADP
spir-8747	125	14	sender	sender	NOUN
spir-8747	125	15	and	and	CCONJ
spir-8747	125	16	recipient	recipient	NOUN
spir-8747	125	17	of	of	ADP
spir-8747	125	18	@mentions	@mentions	PROPN
spir-8747	125	19	(	(	PUNCT
spir-8747	125	20	in	in	ADP
spir-8747	125	21	red	red	ADJ
spir-8747	125	22	)	)	PUNCT
spir-8747	125	23	and	and	CCONJ
spir-8747	125	24	retweets	retweet	NOUN
spir-8747	125	25	(	(	PUNCT
spir-8747	125	26	in	in	ADP
spir-8747	125	27	blue	blue	NOUN
spir-8747	125	28	)	)	PUNCT
spir-8747	125	29	with	with	ADP
spir-8747	125	30	hotspots	hotspot	NOUN
spir-8747	125	31	of	of	ADP
spir-8747	125	32	activity	activity	NOUN
spir-8747	125	33	in	in	ADP
spir-8747	125	34	north	north	PROPN
spir-8747	125	35	america	america	PROPN
spir-8747	125	36	and	and	CCONJ
spir-8747	125	37	a	a	DET
spir-8747	125	38	clear	clear	ADJ
spir-8747	125	39	cross	cross	ADJ
spir-8747	125	40	-	-	ADJ
spir-8747	125	41	atlantic	atlantic	ADJ
spir-8747	125	42	highways	highway	NOUN
spir-8747	125	43	of	of	ADP
spir-8747	125	44	retweet	retweet	NOUN
spir-8747	125	45	activity	activity	NOUN
spir-8747	125	46	(	(	PUNCT
spir-8747	125	47	the	the	DET
spir-8747	125	48	directionality	directionality	NOUN
spir-8747	125	49	of	of	ADP
spir-8747	125	50	the	the	DET
spir-8747	125	51	message	message	NOUN
spir-8747	125	52	is	be	AUX
spir-8747	125	53	bent	bent	ADJ
spir-8747	125	54	clockwise	clockwise	NOUN
spir-8747	125	55	)	)	PUNCT
spir-8747	125	56	.	.	PUNCT
spir-8747	126	1	we	we	PRON
spir-8747	126	2	removed	remove	VERB
spir-8747	126	3	self	self	NOUN
spir-8747	126	4	-	-	PUNCT
spir-8747	126	5	loops	loop	NOUN
spir-8747	126	6	and	and	CCONJ
spir-8747	126	7	messages	message	NOUN
spir-8747	126	8	directed	direct	VERB
spir-8747	126	9	to	to	ADP
spir-8747	126	10	or	or	CCONJ
spir-8747	126	11	originated	originate	VERB
spir-8747	126	12	from	from	ADP
spir-8747	126	13	users	user	NOUN
spir-8747	126	14	outside	outside	ADP
spir-8747	126	15	the	the	DET
spir-8747	126	16	target	target	NOUN
spir-8747	126	17	population	population	NOUN
spir-8747	126	18	of	of	ADP
spir-8747	126	19	59,761	59,761	NUM
spir-8747	126	20	,	,	PUNCT
spir-8747	126	21	which	which	PRON
spir-8747	126	22	defines	define	VERB
spir-8747	126	23	the	the	DET
spir-8747	126	24	boundaries	boundary	NOUN
spir-8747	126	25	of	of	ADP
spir-8747	126	26	our	our	PRON
spir-8747	126	27	community	community	NOUN
spir-8747	126	28	.	.	PUNCT
spir-8747	127	1	as	as	ADP
spir-8747	127	2	a	a	DET
spir-8747	127	3	result	result	NOUN
spir-8747	127	4	of	of	ADP
spir-8747	127	5	the	the	DET
spir-8747	127	6	multiple	multiple	ADJ
spir-8747	127	7	sampling	sampling	NOUN
spir-8747	127	8	procedures	procedure	NOUN
spir-8747	127	9	,	,	PUNCT
spir-8747	127	10	we	we	PRON
spir-8747	127	11	ended	end	VERB
spir-8747	127	12	up	up	ADP
spir-8747	127	13	with	with	ADP
spir-8747	127	14	a	a	DET
spir-8747	127	15	network	network	NOUN
spir-8747	127	16	of	of	ADP
spir-8747	127	17	32,152	32,152	NUM
spir-8747	127	18	nodes	node	NOUN
spir-8747	127	19	(	(	PUNCT
spir-8747	127	20	users	user	NOUN
spir-8747	127	21	)	)	PUNCT
spir-8747	127	22	and	and	CCONJ
spir-8747	127	23	4,418,390	4,418,390	NUM
spir-8747	127	24	edges	edge	NOUN
spir-8747	127	25	(	(	PUNCT
spir-8747	127	26	2,502,107	2,502,107	NUM
spir-8747	127	27	@-mentions	@-mention	NOUN
spir-8747	127	28	and	and	CCONJ
spir-8747	127	29	1,916,283	1,916,283	NUM
spir-8747	127	30	retweets	retweet	NOUN
spir-8747	127	31	)	)	PUNCT
spir-8747	127	32	posted	post	VERB
spir-8747	127	33	between	between	ADP
spir-8747	127	34	the	the	DET
spir-8747	127	35	first	first	ADJ
spir-8747	127	36	and	and	CCONJ
spir-8747	127	37	the	the	DET
spir-8747	127	38	last	last	ADJ
spir-8747	127	39	day	day	NOUN
spir-8747	127	40	of	of	ADP
spir-8747	127	41	2014	2014	NUM
spir-8747	127	42	.	.	PUNCT
spir-8747	128	1	as	as	SCONJ
spir-8747	128	2	our	our	PRON
spir-8747	128	3	research	research	NOUN
spir-8747	128	4	design	design	NOUN
spir-8747	128	5	is	be	AUX
spir-8747	128	6	focused	focus	VERB
spir-8747	128	7	on	on	ADP
spir-8747	128	8	information	information	NOUN
spir-8747	128	9	diffusion	diffusion	NOUN
spir-8747	128	10	,	,	PUNCT
spir-8747	128	11	we	we	PRON
spir-8747	128	12	consider	consider	VERB
spir-8747	128	13	ab	ab	PRON
spir-8747	128	14	when	when	SCONJ
spir-8747	128	15	b	b	NOUN
spir-8747	128	16	retweets	retweet	NOUN
spir-8747	128	17	a	a	PRON
spir-8747	128	18	and	and	CCONJ
spir-8747	128	19	ab	ab	PROPN
spir-8747	128	20	when	when	SCONJ
spir-8747	128	21	a	a	DET
spir-8747	128	22	mentions	mention	NOUN
spir-8747	128	23	b	b	X
spir-8747	128	24	(	(	PUNCT
spir-8747	128	25	thus	thus	ADV
spir-8747	128	26	following	follow	VERB
spir-8747	128	27	the	the	DET
spir-8747	128	28	directionality	directionality	NOUN
spir-8747	128	29	of	of	ADP
spir-8747	128	30	the	the	DET
spir-8747	128	31	information	information	NOUN
spir-8747	128	32	flow	flow	NOUN
spir-8747	128	33	)	)	PUNCT
spir-8747	128	34	.	.	PUNCT
spir-8747	129	1	given	give	VERB
spir-8747	129	2	the	the	DET
spir-8747	129	3	different	different	ADJ
spir-8747	129	4	rationales	rationale	NOUN
spir-8747	129	5	involved	involve	VERB
spir-8747	129	6	in	in	ADP
spir-8747	129	7	retweeting	retweete	VERB
spir-8747	129	8	and	and	CCONJ
spir-8747	129	9	mentioning	mention	VERB
spir-8747	129	10	,	,	PUNCT
spir-8747	129	11	we	we	PRON
spir-8747	129	12	labelled	label	VERB
spir-8747	129	13	the	the	DET
spir-8747	129	14	network	network	NOUN
spir-8747	129	15	edges	edge	VERB
spir-8747	129	16	to	to	PART
spir-8747	129	17	separate	separate	VERB
spir-8747	129	18	retweets	retweet	NOUN
spir-8747	129	19	from	from	ADP
spir-8747	129	20	mentions	mention	NOUN
spir-8747	129	21	.	.	PUNCT
spir-8747	130	1	figure	figure	VERB
spir-8747	130	2	5	5	NUM
spir-8747	130	3	depicts	depict	VERB
spir-8747	130	4	the	the	DET
spir-8747	130	5	directionality	directionality	NOUN
spir-8747	130	6	of	of	ADP
spir-8747	130	7	network	network	NOUN
spir-8747	130	8	edges	edge	NOUN
spir-8747	130	9	considered	consider	VERB
spir-8747	130	10	in	in	ADP
spir-8747	130	11	this	this	DET
spir-8747	130	12	study	study	NOUN
spir-8747	130	13	.	.	PUNCT
spir-8747	131	1	figure	figure	VERB
spir-8747	131	2	5	5	NUM
spir-8747	131	3	:	:	PUNCT
spir-8747	131	4	direction	direction	NOUN
spir-8747	131	5	of	of	ADP
spir-8747	131	6	edges	edge	NOUN
spir-8747	131	7	considered	consider	VERB
spir-8747	131	8	in	in	ADP
spir-8747	131	9	this	this	DET
spir-8747	131	10	study	study	NOUN
spir-8747	131	11	,	,	PUNCT
spir-8747	131	12	with	with	ADP
spir-8747	131	13	the	the	DET
spir-8747	131	14	author	author	NOUN
spir-8747	131	15	of	of	ADP
spir-8747	131	16	a	a	DET
spir-8747	131	17	retweeted	retweeted	ADJ
spir-8747	131	18	message	message	NOUN
spir-8747	131	19	as	as	ADP
spir-8747	131	20	the	the	DET
spir-8747	131	21	sender	sender	NOUN
spir-8747	131	22	the	the	DET
spir-8747	131	23	last	last	ADJ
spir-8747	131	24	step	step	NOUN
spir-8747	131	25	of	of	ADP
spir-8747	131	26	data	datum	NOUN
spir-8747	131	27	processing	processing	NOUN
spir-8747	131	28	consisted	consist	VERB
spir-8747	131	29	of	of	ADP
spir-8747	131	30	calculating	calculate	VERB
spir-8747	131	31	the	the	DET
spir-8747	131	32	geographic	geographic	ADJ
spir-8747	131	33	distance	distance	NOUN
spir-8747	131	34	travelled	travel	VERB
spir-8747	131	35	by	by	ADP
spir-8747	131	36	each	each	DET
spir-8747	131	37	retweet	retweet	NOUN
spir-8747	131	38	and	and	CCONJ
spir-8747	131	39	@-mention	@-mention	NOUN
spir-8747	131	40	message	message	NOUN
spir-8747	131	41	.	.	PUNCT
spir-8747	132	1	we	we	PRON
spir-8747	132	2	retrieved	retrieve	VERB
spir-8747	132	3	the	the	DET
spir-8747	132	4	location	location	NOUN
spir-8747	132	5	and	and	CCONJ
spir-8747	132	6	geographical	geographical	ADJ
spir-8747	132	7	coordinates	coordinate	NOUN
spir-8747	132	8	of	of	ADP
spir-8747	132	9	users	user	NOUN
spir-8747	132	10	in	in	ADP
spir-8747	132	11	our	our	PRON
spir-8747	132	12	population	population	NOUN
spir-8747	132	13	and	and	CCONJ
spir-8747	132	14	deployed	deploy	VERB
spir-8747	132	15	a	a	DET
spir-8747	132	16	function	function	NOUN
spir-8747	132	17	to	to	PART
spir-8747	132	18	calculate	calculate	VERB
spir-8747	132	19	the	the	DET
spir-8747	132	20	euclidean	euclidean	ADJ
spir-8747	132	21	distance	distance	NOUN
spir-8747	132	22	travelled	travel	VERB
spir-8747	132	23	by	by	ADP
spir-8747	132	24	each	each	DET
spir-8747	132	25	arc	arc	NOUN
spir-8747	132	26	connecting	connect	VERB
spir-8747	132	27	two	two	NUM
spir-8747	132	28	users	user	NOUN
spir-8747	132	29	.	.	PUNCT
spir-8747	133	1	the	the	DET
spir-8747	133	2	calculation	calculation	NOUN
spir-8747	133	3	relies	rely	VERB
spir-8747	133	4	on	on	ADP
spir-8747	133	5	an	an	DET
spir-8747	133	6	estimate	estimate	NOUN
spir-8747	133	7	of	of	ADP
spir-8747	133	8	the	the	DET
spir-8747	133	9	earth	earth	NOUN
spir-8747	133	10	radius	radius	NOUN
spir-8747	133	11	with	with	ADP
spir-8747	133	12	the	the	DET
spir-8747	133	13	canonical	canonical	ADJ
spir-8747	133	14	mean	mean	NOUN
spir-8747	133	15	equatorial	equatorial	ADJ
spir-8747	133	16	radius	radius	NOUN
spir-8747	133	17	of	of	ADP
spir-8747	133	18	6378.145	6378.145	NUM
spir-8747	133	19	kilometers	kilometer	NOUN
spir-8747	133	20	.	.	PUNCT
spir-8747	134	1	together	together	ADV
spir-8747	134	2	with	with	ADP
spir-8747	134	3	other	other	ADJ
spir-8747	134	4	information	information	NOUN
spir-8747	134	5	collected	collect	VERB
spir-8747	134	6	by	by	ADP
spir-8747	134	7	processing	process	VERB
spir-8747	134	8	the	the	DET
spir-8747	134	9	data	datum	NOUN
spir-8747	134	10	,	,	PUNCT
spir-8747	134	11	as	as	ADV
spir-8747	134	12	well	well	ADV
spir-8747	134	13	as	as	ADP
spir-8747	134	14	the	the	DET
spir-8747	134	15	information	information	NOUN
spir-8747	134	16	about	about	ADP
spir-8747	134	17	each	each	DET
spir-8747	134	18	message	message	NOUN
spir-8747	134	19	offered	offer	VERB
spir-8747	134	20	by	by	ADP
spir-8747	134	21	twitter	twitter	NOUN
spir-8747	134	22	rest	rest	PROPN
spir-8747	134	23	api	api	NOUN
spir-8747	134	24	,	,	PUNCT
spir-8747	134	25	the	the	DET
spir-8747	134	26	resulting	result	VERB
spir-8747	134	27	graph	graph	NOUN
spir-8747	134	28	includes	include	VERB
spir-8747	134	29	detailed	detailed	ADJ
spir-8747	134	30	information	information	NOUN
spir-8747	134	31	about	about	ADP
spir-8747	134	32	each	each	PRON
spir-8747	134	33	of	of	ADP
spir-8747	134	34	the	the	DET
spir-8747	134	35	nodes	node	NOUN
spir-8747	134	36	and	and	CCONJ
spir-8747	134	37	each	each	PRON
spir-8747	134	38	of	of	ADP
spir-8747	134	39	the	the	DET
spir-8747	134	40	edges	edge	NOUN
spir-8747	134	41	in	in	ADP
spir-8747	134	42	the	the	DET
spir-8747	134	43	network	network	NOUN
spir-8747	134	44	(	(	PUNCT
spir-8747	134	45	table	table	NOUN
spir-8747	134	46	1	1	NUM
spir-8747	134	47	)	)	PUNCT
spir-8747	134	48	.	.	PUNCT
spir-8747	135	1	table	table	NOUN
spir-8747	135	2	1	1	NUM
spir-8747	135	3	:	:	PUNCT
spir-8747	135	4	table1	table1	PROPN
spir-8747	135	5	:	:	PUNCT
spir-8747	135	6	node	node	NOUN
spir-8747	135	7	and	and	CCONJ
spir-8747	135	8	edge	edge	VERB
spir-8747	135	9	attributes	attribute	NOUN
spir-8747	135	10	in	in	ADP
spir-8747	135	11	the	the	DET
spir-8747	135	12	processed	process	VERB
spir-8747	135	13	network	network	NOUN
spir-8747	135	14	data	datum	NOUN
spir-8747	135	15	nodes	node	NOUN
spir-8747	135	16	edges	edge	VERB
spir-8747	135	17	user	user	NOUN
spir-8747	135	18	usernames	username	NOUN
spir-8747	135	19	or	or	CCONJ
spir-8747	135	20	twitter	twitter	NOUN
spir-8747	135	21	handles	handle	VERB
spir-8747	135	22	type	type	NOUN
spir-8747	135	23	type	type	NOUN
spir-8747	135	24	of	of	ADP
spir-8747	135	25	exchange	exchange	NOUN
spir-8747	135	26	(	(	PUNCT
spir-8747	135	27	@-mention	@-mention	NOUN
spir-8747	135	28	or	or	CCONJ
spir-8747	135	29	retweet	retweet	NOUN
spir-8747	135	30	)	)	PUNCT
spir-8747	136	1	i	i	PROPN
spir-8747	136	2	d	d	PROPN
spir-8747	136	3	unique	unique	VERB
spir-8747	136	4	i	i	PRON
spir-8747	136	5	d	d	PROPN
spir-8747	136	6	of	of	ADP
spir-8747	136	7	twitter	twitter	NOUN
spir-8747	136	8	users	user	NOUN
spir-8747	136	9	aggiescore	aggiescore	ADP
spir-8747	136	10	aggie	aggie	NOUN
spir-8747	136	11	score	score	NOUN
spir-8747	136	12	calculated	calculate	VERB
spir-8747	136	13	by	by	ADP
spir-8747	136	14	aggie	aggie	NOUN
spir-8747	136	15	classifier	classifier	PROPN
spir-8747	136	16	location	location	PROPN
spir-8747	136	17	geographic	geographic	ADJ
spir-8747	136	18	location	location	NOUN
spir-8747	136	19	sustainscore	sustainscore	NOUN
spir-8747	136	20	sustainability	sustainability	NOUN
spir-8747	136	21	score	score	NOUN
spir-8747	136	22	calculated	calculate	VERB
spir-8747	136	23	by	by	ADP
spir-8747	136	24	sustain	sustain	ADJ
spir-8747	136	25	classifier	classifier	NOUN
spir-8747	136	26	time	time	NOUN
spir-8747	136	27	account	account	NOUN
spir-8747	136	28	creation	creation	NOUN
spir-8747	136	29	date	date	NOUN
spir-8747	136	30	sustaggscore	sustaggscore	NOUN
spir-8747	136	31	aggregated	aggregate	VERB
spir-8747	136	32	aggie	aggie	NOUN
spir-8747	136	33	and	and	CCONJ
spir-8747	136	34	sustain	sustain	VERB
spir-8747	136	35	scores	score	NOUN
spir-8747	136	36	tweets	tweet	NOUN
spir-8747	136	37	number	number	NOUN
spir-8747	136	38	of	of	ADP
spir-8747	136	39	tweets	tweet	NOUN
spir-8747	136	40	posted	post	VERB
spir-8747	136	41	by	by	ADP
spir-8747	136	42	user	user	NOUN
spir-8747	136	43	text	text	NOUN
spir-8747	136	44	tweeted	tweet	VERB
spir-8747	136	45	message	message	NOUN
spir-8747	136	46	followers	follower	NOUN
spir-8747	136	47	number	number	NOUN
spir-8747	136	48	of	of	ADP
spir-8747	136	49	users	user	NOUN
spir-8747	136	50	following	follow	VERB
spir-8747	136	51	the	the	DET
spir-8747	136	52	account	account	NOUN
spir-8747	136	53	favoritecount	favoritecount	NOUN
spir-8747	136	54	number	number	NOUN
spir-8747	136	55	of	of	ADP
spir-8747	136	56	times	time	NOUN
spir-8747	136	57	the	the	DET
spir-8747	136	58	message	message	NOUN
spir-8747	136	59	was	be	AUX
spir-8747	136	60	favorited	favorite	VERB
spir-8747	136	61	(	(	PUNCT
spir-8747	136	62	global	global	ADJ
spir-8747	136	63	)	)	PUNCT
spir-8747	136	64	followees	followee	NOUN
spir-8747	136	65	number	number	NOUN
spir-8747	136	66	of	of	ADP
spir-8747	136	67	accounts	account	NOUN
spir-8747	136	68	followed	follow	VERB
spir-8747	136	69	by	by	ADP
spir-8747	136	70	user	user	NOUN
spir-8747	136	71	retweetcount	retweetcount	NOUN
spir-8747	136	72	number	number	NOUN
spir-8747	136	73	of	of	ADP
spir-8747	136	74	retweets	retweet	NOUN
spir-8747	136	75	globally	globally	ADV
spir-8747	136	76	(	(	PUNCT
spir-8747	136	77	all	all	DET
spir-8747	136	78	twitter	twitter	NOUN
spir-8747	136	79	users	user	NOUN
spir-8747	136	80	)	)	PUNCT
spir-8747	136	81	description	description	NOUN
spir-8747	136	82	user	user	NOUN
spir-8747	136	83	's	's	PART
spir-8747	136	84	profile	profile	ADJ
spir-8747	136	85	description	description	NOUN
spir-8747	136	86	retweetnum	retweetnum	ADJ
spir-8747	136	87	number	number	NOUN
spir-8747	136	88	of	of	ADP
spir-8747	136	89	retweets	retweet	NOUN
spir-8747	136	90	within	within	ADP
spir-8747	136	91	the	the	DET
spir-8747	136	92	population	population	NOUN
spir-8747	136	93	lasttweet	lasttweet	ADJ
spir-8747	136	94	last	last	ADJ
spir-8747	136	95	retrieved	retrieve	VERB
spir-8747	136	96	tweet	tweet	NOUN
spir-8747	136	97	isretweet	isretweet	NOUN
spir-8747	136	98	whether	whether	SCONJ
spir-8747	136	99	the	the	DET
spir-8747	136	100	message	message	NOUN
spir-8747	136	101	is	be	AUX
spir-8747	136	102	a	a	DET
spir-8747	136	103	retweet	retweet	NOUN
spir-8747	136	104	(	(	PUNCT
spir-8747	136	105	retweet	retweet	NOUN
spir-8747	136	106	button	button	NOUN
spir-8747	136	107	)	)	PUNCT
spir-8747	136	108	latitude	latitude	NOUN
spir-8747	136	109	geographic	geographic	ADJ
spir-8747	136	110	location	location	NOUN
spir-8747	136	111	(	(	PUNCT
spir-8747	136	112	coordinate	coordinate	NOUN
spir-8747	136	113	)	)	PUNCT
spir-8747	136	114	tweetid	tweetid	NOUN
spir-8747	136	115	unique	unique	ADJ
spir-8747	136	116	i	i	PRON
spir-8747	136	117	d	d	PROPN
spir-8747	136	118	of	of	ADP
spir-8747	136	119	the	the	DET
spir-8747	136	120	message	message	NOUN
spir-8747	136	121	longitude	longitude	VERB
spir-8747	136	122	geographic	geographic	ADJ
spir-8747	136	123	location	location	NOUN
spir-8747	136	124	(	(	PUNCT
spir-8747	136	125	coordinate	coordinate	NOUN
spir-8747	136	126	)	)	PUNCT
spir-8747	136	127	datechar	datechar	ADJ
spir-8747	136	128	timestamp	timestamp	NOUN
spir-8747	136	129	when	when	SCONJ
spir-8747	136	130	the	the	DET
spir-8747	136	131	message	message	NOUN
spir-8747	136	132	was	be	AUX
spir-8747	136	133	posted	post	VERB
spir-8747	136	134	(	(	PUNCT
spir-8747	136	135	utc	utc	NOUN
spir-8747	136	136	)	)	PUNCT
spir-8747	136	137	list	list	NOUN
spir-8747	136	138	uc	uc	PROPN
spir-8747	136	139	anr	anr	PROPN
spir-8747	136	140	twitter	twitter	NOUN
spir-8747	136	141	list	list	NOUN
spir-8747	136	142	timechar	timechar	ADJ
spir-8747	136	143	timestamp	timestamp	NOUN
spir-8747	136	144	when	when	SCONJ
spir-8747	136	145	the	the	DET
spir-8747	136	146	message	message	NOUN
spir-8747	136	147	was	be	AUX
spir-8747	136	148	posted	post	VERB
spir-8747	136	149	(	(	PUNCT
spir-8747	136	150	utc	utc	PROPN
spir-8747	136	151	)	)	PUNCT
spir-8747	136	152	california	california	PROPN
spir-8747	136	153	geographic	geographic	ADJ
spir-8747	136	154	location	location	NOUN
spir-8747	136	155	(	(	PUNCT
spir-8747	136	156	if	if	SCONJ
spir-8747	136	157	in	in	ADP
spir-8747	136	158	california	california	NOUN
spir-8747	136	159	)	)	PUNCT
spir-8747	136	160	timenum	timenum	NOUN
spir-8747	136	161	timestamp	timestamp	NOUN
spir-8747	136	162	when	when	SCONJ
spir-8747	136	163	the	the	DET
spir-8747	136	164	message	message	NOUN
spir-8747	136	165	was	be	AUX
spir-8747	136	166	posted	post	VERB
spir-8747	136	167	(	(	PUNCT
spir-8747	136	168	utc	utc	NOUN
spir-8747	136	169	)	)	PUNCT
spir-8747	136	170	state	state	NOUN
spir-8747	136	171	geographic	geographic	ADJ
spir-8747	136	172	location	location	NOUN
spir-8747	136	173	(	(	PUNCT
spir-8747	136	174	us	us	PROPN
spir-8747	136	175	states	state	VERB
spir-8747	136	176	only	only	ADV
spir-8747	136	177	)	)	PUNCT
spir-8747	136	178	distkm	distkm	NOUN
spir-8747	136	179	geographic	geographic	ADJ
spir-8747	136	180	distance	distance	NOUN
spir-8747	136	181	between	between	ADP
spir-8747	136	182	sender	sender	NOUN
spir-8747	136	183	and	and	CCONJ
spir-8747	136	184	receiver	receiver	ADJ
spir-8747	136	185	state.abb	state.abb	NUM
spir-8747	136	186	geographic	geographic	ADJ
spir-8747	136	187	location	location	NOUN
spir-8747	136	188	abbreviated	abbreviate	VERB
spir-8747	136	189	)	)	PUNCT
spir-8747	136	190	color	color	NOUN
spir-8747	136	191	edge	edge	NOUN
spir-8747	136	192	color	color	NOUN
spir-8747	136	193	(	(	PUNCT
spir-8747	136	194	mentions	mention	NOUN
spir-8747	136	195	in	in	ADP
spir-8747	136	196	red	red	ADJ
spir-8747	136	197	and	and	CCONJ
spir-8747	136	198	retweets	retweet	NOUN
spir-8747	136	199	in	in	ADP
spir-8747	136	200	blue	blue	ADJ
spir-8747	136	201	)	)	PUNCT
spir-8747	136	202	membership	membership	NOUN
spir-8747	136	203	modularity	modularity	NOUN
spir-8747	136	204	community	community	NOUN
spir-8747	136	205	assigned	assign	VERB
spir-8747	136	206	to	to	ADP
spir-8747	136	207	user	user	NOUN
spir-8747	136	208	isfollower	isfollower	NOUN
spir-8747	136	209	whether	whether	SCONJ
spir-8747	136	210	the	the	DET
spir-8747	136	211	sender	sender	NOUN
spir-8747	136	212	follows	follow	VERB
spir-8747	136	213	the	the	DET
spir-8747	136	214	receiver	receiver	ADJ
spir-8747	136	215	7	7	NUM
spir-8747	136	216	.	.	PUNCT
spir-8747	136	217	results	result	NOUN
spir-8747	136	218	we	we	PRON
spir-8747	136	219	relied	rely	VERB
spir-8747	136	220	on	on	ADP
spir-8747	136	221	the	the	DET
spir-8747	136	222	fastgreedy	fastgreedy	NOUN
spir-8747	136	223	community	community	NOUN
spir-8747	136	224	algorithm	algorithm	NOUN
spir-8747	136	225	implemented	implement	VERB
spir-8747	136	226	in	in	ADP
spir-8747	136	227	igraph	igraph	PROPN
spir-8747	136	228	(	(	PUNCT
spir-8747	136	229	csardi	csardi	NOUN
spir-8747	136	230	and	and	CCONJ
spir-8747	136	231	nepusz	nepusz	NOUN
spir-8747	136	232	,	,	PUNCT
spir-8747	136	233	2006	2006	NUM
spir-8747	136	234	)	)	PUNCT
spir-8747	136	235	to	to	PART
spir-8747	136	236	classify	classify	VERB
spir-8747	136	237	the	the	DET
spir-8747	136	238	nodes	node	NOUN
spir-8747	136	239	into	into	ADP
spir-8747	136	240	subcommunities	subcommunitie	NOUN
spir-8747	136	241	or	or	CCONJ
spir-8747	136	242	modules	module	NOUN
spir-8747	136	243	.	.	PUNCT
spir-8747	137	1	the	the	DET
spir-8747	137	2	network	network	NOUN
spir-8747	137	3	was	be	AUX
spir-8747	137	4	thus	thus	ADV
spir-8747	137	5	divided	divide	VERB
spir-8747	137	6	into	into	ADP
spir-8747	137	7	10	10	NUM
spir-8747	137	8	large	large	ADJ
spir-8747	137	9	modules	module	NOUN
spir-8747	137	10	that	that	PRON
spir-8747	137	11	account	account	VERB
spir-8747	137	12	for	for	ADP
spir-8747	137	13	80	80	NUM
spir-8747	137	14	%	%	NOUN
spir-8747	137	15	of	of	ADP
spir-8747	137	16	the	the	DET
spir-8747	137	17	graph	graph	NOUN
spir-8747	137	18	(	(	PUNCT
spir-8747	137	19	32,152	32,152	NUM
spir-8747	137	20	users	user	NOUN
spir-8747	137	21	)	)	PUNCT
spir-8747	137	22	,	,	PUNCT
spir-8747	137	23	with	with	ADP
spir-8747	137	24	the	the	DET
spir-8747	137	25	11th	11th	ADJ
spir-8747	137	26	module	module	NOUN
spir-8747	137	27	including	include	VERB
spir-8747	137	28	the	the	DET
spir-8747	137	29	remaining	remain	VERB
spir-8747	137	30	,	,	PUNCT
spir-8747	137	31	more	more	ADV
spir-8747	137	32	sparsely	sparsely	ADV
spir-8747	137	33	connected	connect	VERB
spir-8747	137	34	nodes	node	NOUN
spir-8747	137	35	in	in	ADP
spir-8747	137	36	the	the	DET
spir-8747	137	37	network	network	NOUN
spir-8747	137	38	.	.	PUNCT
spir-8747	138	1	we	we	PRON
spir-8747	138	2	subsequently	subsequently	ADV
spir-8747	138	3	mined	mine	VERB
spir-8747	138	4	the	the	DET
spir-8747	138	5	content	content	NOUN
spir-8747	138	6	tweeted	tweet	VERB
spir-8747	138	7	by	by	ADP
spir-8747	138	8	users	user	NOUN
spir-8747	138	9	in	in	ADP
spir-8747	138	10	each	each	DET
spir-8747	138	11	module	module	NOUN
spir-8747	138	12	and	and	CCONJ
spir-8747	138	13	found	find	VERB
spir-8747	138	14	it	it	PRON
spir-8747	138	15	to	to	PART
spir-8747	138	16	be	be	AUX
spir-8747	138	17	consistent	consistent	ADJ
spir-8747	138	18	with	with	ADP
spir-8747	138	19	topical	topical	ADJ
spir-8747	138	20	subcommunities	subcommunitie	NOUN
spir-8747	138	21	broadly	broadly	ADV
spir-8747	138	22	associated	associate	VERB
spir-8747	138	23	with	with	ADP
spir-8747	138	24	agriculture	agriculture	NOUN
spir-8747	138	25	.	.	PUNCT
spir-8747	139	1	the	the	DET
spir-8747	139	2	modules	module	NOUN
spir-8747	139	3	detected	detect	VERB
spir-8747	139	4	in	in	ADP
spir-8747	139	5	the	the	DET
spir-8747	139	6	network	network	NOUN
spir-8747	139	7	consistently	consistently	ADV
spir-8747	139	8	presented	present	VERB
spir-8747	139	9	different	different	ADJ
spir-8747	139	10	averages	average	NOUN
spir-8747	139	11	for	for	ADP
spir-8747	139	12	indegree	indegree	NOUN
spir-8747	139	13	and	and	CCONJ
spir-8747	139	14	outdegree	outdegree	NOUN
spir-8747	139	15	,	,	PUNCT
spir-8747	139	16	both	both	PRON
spir-8747	139	17	for	for	ADP
spir-8747	139	18	retweets	retweet	NOUN
spir-8747	139	19	and	and	CCONJ
spir-8747	139	20	@-mentions	@-mention	NOUN
spir-8747	139	21	,	,	PUNCT
spir-8747	139	22	with	with	ADP
spir-8747	139	23	influential	influential	ADJ
spir-8747	139	24	accounts	account	NOUN
spir-8747	139	25	displaying	display	VERB
spir-8747	139	26	high	high	ADJ
spir-8747	139	27	indegree	indegree	NOUN
spir-8747	139	28	for	for	ADP
spir-8747	139	29	@-mentions	@-mention	NOUN
spir-8747	139	30	and	and	CCONJ
spir-8747	139	31	high	high	ADJ
spir-8747	139	32	outdegree	outdegree	NOUN
spir-8747	139	33	for	for	ADP
spir-8747	139	34	retweets	retweet	NOUN
spir-8747	139	35	,	,	PUNCT
spir-8747	139	36	thus	thus	ADV
spir-8747	139	37	confirming	confirm	VERB
spir-8747	139	38	our	our	PRON
spir-8747	139	39	assertion	assertion	NOUN
spir-8747	139	40	in	in	ADP
spir-8747	139	41	ro2	ro2	NOUN
spir-8747	139	42	.	.	PUNCT
spir-8747	140	1	such	such	ADJ
spir-8747	140	2	accounts	account	NOUN
spir-8747	140	3	provide	provide	VERB
spir-8747	140	4	most	most	ADJ
spir-8747	140	5	of	of	ADP
spir-8747	140	6	the	the	DET
spir-8747	140	7	content	content	NOUN
spir-8747	140	8	to	to	ADP
spir-8747	140	9	the	the	DET
spir-8747	140	10	community	community	NOUN
spir-8747	140	11	and	and	CCONJ
spir-8747	140	12	represent	represent	VERB
spir-8747	140	13	important	important	ADJ
spir-8747	140	14	stakeholders	stakeholder	NOUN
spir-8747	140	15	to	to	PART
spir-8747	140	16	whom	whom	PRON
spir-8747	140	17	the	the	DET
spir-8747	140	18	community	community	NOUN
spir-8747	140	19	directs	direct	VERB
spir-8747	140	20	their	their	PRON
spir-8747	140	21	questions	question	NOUN
spir-8747	140	22	and	and	CCONJ
spir-8747	140	23	expectations	expectation	NOUN
spir-8747	140	24	.	.	PUNCT
spir-8747	141	1	as	as	ADP
spir-8747	141	2	an	an	DET
spir-8747	141	3	example	example	NOUN
spir-8747	141	4	,	,	PUNCT
spir-8747	141	5	the	the	DET
spir-8747	141	6	uc	uc	PROPN
spir-8747	141	7	anr	anr	PROPN
spir-8747	141	8	account	account	PROPN
spir-8747	141	9	has	have	VERB
spir-8747	141	10	a	a	DET
spir-8747	141	11	@-mention	@-mention	NOUN
spir-8747	141	12	indegree	indegree	NOUN
spir-8747	141	13	of	of	ADP
spir-8747	141	14	2,446	2,446	NUM
spir-8747	141	15	and	and	CCONJ
spir-8747	141	16	a	a	DET
spir-8747	141	17	retweet	retweet	NOUN
spir-8747	141	18	outdegree	outdegree	NOUN
spir-8747	141	19	of	of	ADP
spir-8747	141	20	1,820	1,820	NUM
spir-8747	141	21	but	but	CCONJ
spir-8747	141	22	the	the	DET
spir-8747	141	23	@-mention	@-mention	NOUN
spir-8747	141	24	outdegree	outdegree	NOUN
spir-8747	141	25	and	and	CCONJ
spir-8747	141	26	the	the	DET
spir-8747	141	27	retweet	retweet	NOUN
spir-8747	141	28	indegree	indegree	NOUN
spir-8747	141	29	are	be	AUX
spir-8747	141	30	considerably	considerably	ADV
spir-8747	141	31	lower	low	ADJ
spir-8747	141	32	at	at	ADP
spir-8747	141	33	370	370	NUM
spir-8747	141	34	and	and	CCONJ
spir-8747	141	35	458	458	NUM
spir-8747	141	36	,	,	PUNCT
spir-8747	141	37	respectively	respectively	ADV
spir-8747	141	38	.	.	PUNCT
spir-8747	142	1	figure	figure	NOUN
spir-8747	142	2	6	6	NUM
spir-8747	142	3	gives	give	VERB
spir-8747	142	4	the	the	DET
spir-8747	142	5	breakdown	breakdown	NOUN
spir-8747	142	6	of	of	ADP
spir-8747	142	7	inbound	inbound	ADJ
spir-8747	142	8	and	and	CCONJ
spir-8747	142	9	outbound	outbound	NOUN
spir-8747	142	10	connections	connection	NOUN
spir-8747	142	11	across	across	ADP
spir-8747	142	12	modularity	modularity	NOUN
spir-8747	142	13	communities	community	NOUN
spir-8747	142	14	compared	compare	VERB
spir-8747	142	15	to	to	ADP
spir-8747	142	16	their	their	PRON
spir-8747	142	17	average	average	ADJ
spir-8747	142	18	number	number	NOUN
spir-8747	142	19	of	of	ADP
spir-8747	142	20	followers	follower	NOUN
spir-8747	142	21	,	,	PUNCT
spir-8747	142	22	followees	followee	NOUN
spir-8747	142	23	,	,	PUNCT
spir-8747	142	24	and	and	CCONJ
spir-8747	142	25	tweets	tweet	NOUN
spir-8747	142	26	.	.	PUNCT
spir-8747	143	1	modules	module	NOUN
spir-8747	143	2	#	#	SYM
spir-8747	143	3	1	1	NUM
spir-8747	143	4	and	and	CCONJ
spir-8747	143	5	#	#	SYM
spir-8747	143	6	6	6	NUM
spir-8747	143	7	present	present	ADJ
spir-8747	143	8	a	a	DET
spir-8747	143	9	higher	high	ADJ
spir-8747	143	10	average	average	NOUN
spir-8747	143	11	and	and	CCONJ
spir-8747	143	12	a	a	DET
spir-8747	143	13	few	few	ADJ
spir-8747	143	14	extraordinarily	extraordinarily	ADV
spir-8747	143	15	active	active	ADJ
spir-8747	143	16	and	and	CCONJ
spir-8747	143	17	connected	connected	ADJ
spir-8747	143	18	nodes	node	NOUN
spir-8747	143	19	.	.	PUNCT
spir-8747	144	1	figure	figure	VERB
spir-8747	144	2	6	6	NUM
spir-8747	144	3	:	:	PUNCT
spir-8747	144	4	follower	follower	NOUN
spir-8747	144	5	,	,	PUNCT
spir-8747	144	6	followee	followee	PROPN
spir-8747	144	7	,	,	PUNCT
spir-8747	144	8	and	and	CCONJ
spir-8747	144	9	tweet	tweet	NOUN
spir-8747	144	10	averages	average	NOUN
spir-8747	144	11	compared	compare	VERB
spir-8747	144	12	to	to	ADP
spir-8747	144	13	degree	degree	NOUN
spir-8747	144	14	,	,	PUNCT
spir-8747	144	15	indegree	indegree	NOUN
spir-8747	144	16	,	,	PUNCT
spir-8747	144	17	and	and	CCONJ
spir-8747	144	18	outdegree	outdegree	NOUN
spir-8747	144	19	per	per	ADP
spir-8747	144	20	module	module	NOUN
spir-8747	144	21	the	the	DET
spir-8747	144	22	nonreciprocal	nonreciprocal	ADJ
spir-8747	144	23	and	and	CCONJ
spir-8747	144	24	directed	direct	VERB
spir-8747	144	25	nature	nature	NOUN
spir-8747	144	26	of	of	ADP
spir-8747	144	27	retweet	retweet	NOUN
spir-8747	144	28	and	and	CCONJ
spir-8747	144	29	@-mention	@-mention	NOUN
spir-8747	144	30	interactions	interaction	NOUN
spir-8747	144	31	indicates	indicate	VERB
spir-8747	144	32	the	the	DET
spir-8747	144	33	existence	existence	NOUN
spir-8747	144	34	of	of	ADP
spir-8747	144	35	an	an	DET
spir-8747	144	36	informational	informational	ADJ
spir-8747	144	37	relationship	relationship	NOUN
spir-8747	144	38	between	between	ADP
spir-8747	144	39	users	user	NOUN
spir-8747	144	40	,	,	PUNCT
spir-8747	144	41	as	as	SCONJ
spir-8747	144	42	the	the	DET
spir-8747	144	43	information	information	NOUN
spir-8747	144	44	flows	flow	VERB
spir-8747	144	45	only	only	ADV
spir-8747	144	46	one	one	NUM
spir-8747	144	47	way	way	NOUN
spir-8747	144	48	from	from	ADP
spir-8747	144	49	one	one	NUM
spir-8747	144	50	user	user	NOUN
spir-8747	144	51	to	to	ADP
spir-8747	144	52	another	another	PRON
spir-8747	144	53	,	,	PUNCT
spir-8747	144	54	with	with	ADP
spir-8747	144	55	reciprocal	reciprocal	ADJ
spir-8747	144	56	relationships	relationship	NOUN
spir-8747	144	57	—	—	PUNCT
spir-8747	144	58	either	either	CCONJ
spir-8747	144	59	as	as	ADP
spir-8747	144	60	mutual	mutual	ADJ
spir-8747	144	61	@mentions	@mention	NOUN
spir-8747	144	62	or	or	CCONJ
spir-8747	144	63	retweets	retweet	NOUN
spir-8747	144	64	—	—	PUNCT
spir-8747	144	65	being	be	AUX
spir-8747	144	66	particularly	particularly	ADV
spir-8747	144	67	uncommon	uncommon	ADJ
spir-8747	144	68	in	in	ADP
spir-8747	144	69	the	the	DET
spir-8747	144	70	community	community	NOUN
spir-8747	144	71	.	.	PUNCT
spir-8747	145	1	this	this	PRON
spir-8747	145	2	is	be	AUX
spir-8747	145	3	also	also	ADV
spir-8747	145	4	consistent	consistent	ADJ
spir-8747	145	5	with	with	ADP
spir-8747	145	6	the	the	DET
spir-8747	145	7	hypothesis	hypothesis	NOUN
spir-8747	145	8	that	that	PRON
spir-8747	145	9	the	the	DET
spir-8747	145	10	network	network	NOUN
spir-8747	145	11	is	be	AUX
spir-8747	145	12	structured	structure	VERB
spir-8747	145	13	around	around	ADP
spir-8747	145	14	a	a	DET
spir-8747	145	15	core	core	NOUN
spir-8747	145	16	(	(	PUNCT
spir-8747	145	17	borgatti	borgatti	PROPN
spir-8747	145	18	and	and	CCONJ
spir-8747	145	19	everett	everett	PROPN
spir-8747	145	20	,	,	PUNCT
spir-8747	145	21	2000	2000	NUM
spir-8747	145	22	,	,	PUNCT
spir-8747	145	23	holme	holme	NOUN
spir-8747	145	24	,	,	PUNCT
spir-8747	145	25	2005	2005	NUM
spir-8747	145	26	)	)	PUNCT
spir-8747	145	27	and	and	CCONJ
spir-8747	145	28	a	a	DET
spir-8747	145	29	periphery	periphery	NOUN
spir-8747	145	30	and	and	CCONJ
spir-8747	145	31	sheds	shed	VERB
spir-8747	145	32	particular	particular	ADJ
spir-8747	145	33	light	light	NOUN
spir-8747	145	34	on	on	ADP
spir-8747	145	35	ro3	ro3	PROPN
spir-8747	145	36	,	,	PUNCT
spir-8747	145	37	with	with	ADP
spir-8747	145	38	retweets	retweet	NOUN
spir-8747	145	39	flowing	flow	VERB
spir-8747	145	40	from	from	ADP
spir-8747	145	41	core	core	NOUN
spir-8747	145	42	members	member	NOUN
spir-8747	145	43	of	of	ADP
spir-8747	145	44	the	the	DET
spir-8747	145	45	community	community	NOUN
spir-8747	145	46	towards	towards	ADP
spir-8747	145	47	the	the	DET
spir-8747	145	48	periphery	periphery	NOUN
spir-8747	145	49	,	,	PUNCT
spir-8747	145	50	and	and	CCONJ
spir-8747	145	51	@mentions	@mentions	PROPN
spir-8747	145	52	flowing	flow	VERB
spir-8747	145	53	from	from	ADP
spir-8747	145	54	the	the	DET
spir-8747	145	55	periphery	periphery	NOUN
spir-8747	145	56	towards	towards	ADP
spir-8747	145	57	the	the	DET
spir-8747	145	58	core	core	NOUN
spir-8747	145	59	.	.	PUNCT
spir-8747	146	1	we	we	PRON
spir-8747	146	2	subsequently	subsequently	ADV
spir-8747	146	3	tested	test	VERB
spir-8747	146	4	the	the	DET
spir-8747	146	5	network	network	NOUN
spir-8747	146	6	for	for	ADP
spir-8747	146	7	core	core	NOUN
spir-8747	146	8	-	-	PUNCT
spir-8747	146	9	periphery	periphery	NOUN
spir-8747	146	10	structure	structure	NOUN
spir-8747	146	11	and	and	CCONJ
spir-8747	146	12	found	find	VERB
spir-8747	146	13	significant	significant	ADJ
spir-8747	146	14	correlations	correlation	NOUN
spir-8747	146	15	between	between	ADP
spir-8747	146	16	coreness	coreness	NOUN
spir-8747	146	17	and	and	CCONJ
spir-8747	146	18	degree	degree	NOUN
spir-8747	146	19	for	for	ADP
spir-8747	146	20	retweet	retweet	NOUN
spir-8747	146	21	indegree	indegree	NOUN
spir-8747	146	22	and	and	CCONJ
spir-8747	146	23	outdegree	outdegree	NOUN
spir-8747	146	24	(	(	PUNCT
spir-8747	146	25	.69	.69	NUM
spir-8747	146	26	and	and	CCONJ
spir-8747	146	27	.40	.40	NUM
spir-8747	146	28	,	,	PUNCT
spir-8747	146	29	respectively	respectively	ADV
spir-8747	146	30	,	,	PUNCT
spir-8747	146	31	p<.001	p<.001	NOUN
spir-8747	146	32	)	)	PUNCT
spir-8747	146	33	and	and	CCONJ
spir-8747	146	34	@-mention	@-mention	NOUN
spir-8747	146	35	indegree	indegree	NOUN
spir-8747	146	36	and	and	CCONJ
spir-8747	146	37	outdegree	outdegree	NOUN
spir-8747	146	38	(	(	PUNCT
spir-8747	146	39	.52	.52	NUM
spir-8747	146	40	and	and	CCONJ
spir-8747	146	41	.77	.77	NUM
spir-8747	146	42	,	,	PUNCT
spir-8747	146	43	respectively	respectively	ADV
spir-8747	146	44	,	,	PUNCT
spir-8747	146	45	p<.001	p<.001	PROPN
spir-8747	146	46	)	)	PUNCT
spir-8747	146	47	.	.	PUNCT
spir-8747	147	1	the	the	DET
spir-8747	147	2	test	test	NOUN
spir-8747	147	3	for	for	ADP
spir-8747	147	4	the	the	DET
spir-8747	147	5	aggregated	aggregate	VERB
spir-8747	147	6	network	network	NOUN
spir-8747	147	7	of	of	ADP
spir-8747	147	8	@-mentions	@-mention	NOUN
spir-8747	147	9	and	and	CCONJ
spir-8747	147	10	retweets	retweet	NOUN
spir-8747	147	11	also	also	ADV
spir-8747	147	12	reported	report	VERB
spir-8747	147	13	a	a	DET
spir-8747	147	14	significant	significant	ADJ
spir-8747	147	15	correlation	correlation	NOUN
spir-8747	147	16	between	between	ADP
spir-8747	147	17	coreness	coreness	NOUN
spir-8747	147	18	and	and	CCONJ
spir-8747	147	19	degree	degree	NOUN
spir-8747	147	20	with	with	ADP
spir-8747	147	21	r=.65	r=.65	NOUN
spir-8747	147	22	(	(	PUNCT
spir-8747	147	23	p<.001	p<.001	PROPN
spir-8747	147	24	)	)	PUNCT
spir-8747	147	25	.	.	PUNCT
spir-8747	148	1	most	most	ADV
spir-8747	148	2	remarkably	remarkably	ADV
spir-8747	148	3	,	,	PUNCT
spir-8747	148	4	@-mentions	@-mention	NOUN
spir-8747	148	5	mostly	mostly	ADV
spir-8747	148	6	flow	flow	VERB
spir-8747	148	7	from	from	ADP
spir-8747	148	8	california	california	PROPN
spir-8747	148	9	towards	towards	ADP
spir-8747	148	10	washington	washington	PROPN
spir-8747	148	11	,	,	PUNCT
spir-8747	148	12	dc	dc	PROPN
spir-8747	148	13	,	,	PUNCT
spir-8747	148	14	likely	likely	ADV
spir-8747	148	15	a	a	DET
spir-8747	148	16	marker	marker	NOUN
spir-8747	148	17	of	of	ADP
spir-8747	148	18	messages	message	NOUN
spir-8747	148	19	politically	politically	ADV
spir-8747	148	20	laden	laden	ADJ
spir-8747	148	21	and	and	CCONJ
spir-8747	148	22	aimed	aim	VERB
spir-8747	148	23	at	at	ADP
spir-8747	148	24	policy	policy	NOUN
spir-8747	148	25	makers	maker	NOUN
spir-8747	148	26	.	.	PUNCT
spir-8747	149	1	figure	figure	VERB
spir-8747	149	2	7	7	NUM
spir-8747	149	3	shows	show	VERB
spir-8747	149	4	the	the	DET
spir-8747	149	5	interactions	interaction	NOUN
spir-8747	149	6	between	between	ADP
spir-8747	149	7	east	east	PROPN
spir-8747	149	8	and	and	CCONJ
spir-8747	149	9	west	west	PROPN
spir-8747	149	10	coast	coast	PROPN
spir-8747	149	11	,	,	PUNCT
spir-8747	149	12	with	with	ADP
spir-8747	149	13	the	the	DET
spir-8747	149	14	direction	direction	NOUN
spir-8747	149	15	of	of	ADP
spir-8747	149	16	retweets	retweet	NOUN
spir-8747	149	17	following	follow	VERB
spir-8747	149	18	clockwise	clockwise	NOUN
spir-8747	149	19	from	from	ADP
spir-8747	149	20	california	california	PROPN
spir-8747	149	21	towards	towards	ADP
spir-8747	149	22	washington	washington	PROPN
spir-8747	149	23	,	,	PUNCT
spir-8747	149	24	dc	dc	PROPN
spir-8747	149	25	and	and	CCONJ
spir-8747	149	26	new	new	PROPN
spir-8747	149	27	york	york	PROPN
spir-8747	149	28	,	,	PUNCT
spir-8747	149	29	and	and	CCONJ
spir-8747	149	30	@-mentions	@-mention	NOUN
spir-8747	149	31	flowing	flow	VERB
spir-8747	149	32	from	from	ADP
spir-8747	149	33	east	east	PROPN
spir-8747	149	34	to	to	ADP
spir-8747	149	35	the	the	DET
spir-8747	149	36	west	west	PROPN
spir-8747	149	37	coast	coast	PROPN
spir-8747	149	38	.	.	PUNCT
spir-8747	150	1	figure	figure	VERB
spir-8747	150	2	7	7	NUM
spir-8747	150	3	:	:	PUNCT
spir-8747	150	4	directionality	directionality	NOUN
spir-8747	150	5	of	of	ADP
spir-8747	150	6	@-mentions	@-mention	NOUN
spir-8747	150	7	and	and	CCONJ
spir-8747	150	8	retweets	retweet	NOUN
spir-8747	150	9	from	from	ADP
spir-8747	150	10	west	west	NOUN
spir-8747	150	11	to	to	ADP
spir-8747	150	12	east	east	PROPN
spir-8747	150	13	coast	coast	NOUN
spir-8747	150	14	and	and	CCONJ
spir-8747	150	15	back	back	ADV
spir-8747	150	16	again	again	ADV
spir-8747	150	17	core	core	ADJ
spir-8747	150	18	-	-	PUNCT
spir-8747	150	19	periphery	periphery	NOUN
spir-8747	150	20	patterns	pattern	NOUN
spir-8747	150	21	are	be	AUX
spir-8747	150	22	yet	yet	ADV
spir-8747	150	23	stronger	strong	ADJ
spir-8747	150	24	when	when	SCONJ
spir-8747	150	25	subsetting	subsette	VERB
spir-8747	150	26	the	the	DET
spir-8747	150	27	network	network	NOUN
spir-8747	150	28	for	for	ADP
spir-8747	150	29	messages	message	NOUN
spir-8747	150	30	pertinent	pertinent	ADJ
spir-8747	150	31	to	to	ADP
spir-8747	150	32	agriculture	agriculture	NOUN
spir-8747	150	33	and	and	CCONJ
spir-8747	150	34	sustainability	sustainability	NOUN
spir-8747	150	35	.	.	PUNCT
spir-8747	151	1	the	the	DET
spir-8747	151	2	correlations	correlation	NOUN
spir-8747	151	3	between	between	ADP
spir-8747	151	4	coreness	coreness	NOUN
spir-8747	151	5	and	and	CCONJ
spir-8747	151	6	degree	degree	NOUN
spir-8747	151	7	for	for	ADP
spir-8747	151	8	retweets	retweet	NOUN
spir-8747	151	9	is	be	AUX
spir-8747	151	10	significantly	significantly	ADV
spir-8747	151	11	higher	high	ADJ
spir-8747	151	12	for	for	ADP
spir-8747	151	13	indegree	indegree	NOUN
spir-8747	151	14	and	and	CCONJ
spir-8747	151	15	outdegree	outdegree	NOUN
spir-8747	151	16	(	(	PUNCT
spir-8747	151	17	r=.77	r=.77	VERB
spir-8747	151	18	and	and	CCONJ
spir-8747	151	19	.64	.64	NUM
spir-8747	151	20	,	,	PUNCT
spir-8747	151	21	respectively	respectively	ADV
spir-8747	151	22	,	,	PUNCT
spir-8747	151	23	p<.001	p<.001	PROPN
spir-8747	151	24	)	)	PUNCT
spir-8747	151	25	.	.	PUNCT
spir-8747	152	1	the	the	DET
spir-8747	152	2	same	same	ADJ
spir-8747	152	3	difference	difference	NOUN
spir-8747	152	4	is	be	AUX
spir-8747	152	5	observed	observe	VERB
spir-8747	152	6	with	with	ADP
spir-8747	152	7	agriculture	agriculture	NOUN
spir-8747	152	8	and	and	CCONJ
spir-8747	152	9	sustainability	sustainability	NOUN
spir-8747	152	10	relevant	relevant	ADJ
spir-8747	152	11	@mention	@mention	PROPN
spir-8747	152	12	messages	message	NOUN
spir-8747	152	13	,	,	PUNCT
spir-8747	152	14	with	with	ADP
spir-8747	152	15	yet	yet	ADV
spir-8747	152	16	higher	high	ADJ
spir-8747	152	17	correlations	correlation	NOUN
spir-8747	152	18	between	between	ADP
spir-8747	152	19	coreness	coreness	NOUN
spir-8747	152	20	and	and	CCONJ
spir-8747	152	21	@-mention	@-mention	NOUN
spir-8747	152	22	indegree	indegree	NOUN
spir-8747	152	23	and	and	CCONJ
spir-8747	152	24	outdegree	outdegree	NOUN
spir-8747	152	25	(	(	PUNCT
spir-8747	152	26	.56	.56	NUM
spir-8747	152	27	and	and	CCONJ
spir-8747	152	28	.80	.80	NUM
spir-8747	152	29	,	,	PUNCT
spir-8747	152	30	respectively	respectively	ADV
spir-8747	152	31	,	,	PUNCT
spir-8747	152	32	p<.001	p<.001	NOUN
spir-8747	152	33	)	)	PUNCT
spir-8747	152	34	.	.	PUNCT
spir-8747	153	1	although	although	SCONJ
spir-8747	153	2	the	the	DET
spir-8747	153	3	estimates	estimate	NOUN
spir-8747	153	4	for	for	ADP
spir-8747	153	5	product	product	NOUN
spir-8747	153	6	-	-	PUNCT
spir-8747	153	7	moment	moment	NOUN
spir-8747	153	8	correlation	correlation	NOUN
spir-8747	153	9	between	between	ADP
spir-8747	153	10	coreness	coreness	NOUN
spir-8747	153	11	and	and	CCONJ
spir-8747	153	12	degree	degree	NOUN
spir-8747	153	13	remain	remain	VERB
spir-8747	153	14	significant	significant	ADJ
spir-8747	153	15	for	for	ADP
spir-8747	153	16	nonagriculture	nonagriculture	NOUN
spir-8747	153	17	-	-	PUNCT
spir-8747	153	18	relevant	relevant	ADJ
spir-8747	153	19	messages	message	NOUN
spir-8747	153	20	,	,	PUNCT
spir-8747	153	21	it	it	PRON
spir-8747	153	22	is	be	AUX
spir-8747	153	23	significantly	significantly	ADV
spir-8747	153	24	lower	low	ADJ
spir-8747	153	25	compared	compare	VERB
spir-8747	153	26	to	to	ADP
spir-8747	153	27	the	the	DET
spir-8747	153	28	subnetwork	subnetwork	NOUN
spir-8747	153	29	of	of	ADP
spir-8747	153	30	agriculture	agriculture	NOUN
spir-8747	153	31	-	-	PUNCT
spir-8747	153	32	relevant	relevant	ADJ
spir-8747	153	33	messages	message	NOUN
spir-8747	153	34	(	(	PUNCT
spir-8747	153	35	r=.77	r=.77	VERB
spir-8747	153	36	and	and	CCONJ
spir-8747	153	37	.57	.57	NUM
spir-8747	153	38	,	,	PUNCT
spir-8747	153	39	respectively	respectively	ADV
spir-8747	153	40	,	,	PUNCT
spir-8747	153	41	p<.001	p<.001	PROPN
spir-8747	153	42	)	)	PUNCT
spir-8747	153	43	.	.	PUNCT
spir-8747	154	1	comparatively	comparatively	ADV
spir-8747	154	2	,	,	PUNCT
spir-8747	154	3	a	a	DET
spir-8747	154	4	random	random	ADJ
spir-8747	154	5	erdös	erdös	ADJ
spir-8747	154	6	-	-	PUNCT
spir-8747	154	7	rényi	rényi	NOUN
spir-8747	154	8	graph	graph	NOUN
spir-8747	154	9	with	with	ADP
spir-8747	154	10	the	the	DET
spir-8747	154	11	same	same	ADJ
spir-8747	154	12	number	number	NOUN
spir-8747	154	13	of	of	ADP
spir-8747	154	14	nodes	node	NOUN
spir-8747	154	15	and	and	CCONJ
spir-8747	154	16	edges	edge	NOUN
spir-8747	154	17	presents	present	VERB
spir-8747	154	18	a	a	DET
spir-8747	154	19	much	much	ADV
spir-8747	154	20	lower	low	ADJ
spir-8747	154	21	correlation	correlation	NOUN
spir-8747	154	22	between	between	ADP
spir-8747	154	23	coreness	coreness	NOUN
spir-8747	154	24	and	and	CCONJ
spir-8747	154	25	degree	degree	NOUN
spir-8747	154	26	compared	compare	VERB
spir-8747	154	27	to	to	ADP
spir-8747	154	28	our	our	PRON
spir-8747	154	29	network	network	NOUN
spir-8747	154	30	(	(	PUNCT
spir-8747	154	31	r=.30	r=.30	NOUN
spir-8747	154	32	and	and	CCONJ
spir-8747	154	33	.65	.65	NUM
spir-8747	154	34	,	,	PUNCT
spir-8747	154	35	respectively	respectively	ADV
spir-8747	154	36	,	,	PUNCT
spir-8747	154	37	p<.001	p<.001	NOUN
spir-8747	154	38	)	)	PUNCT
spir-8747	154	39	,	,	PUNCT
spir-8747	154	40	and	and	CCONJ
spir-8747	154	41	unsurprisingly	unsurprisingly	ADV
spir-8747	154	42	,	,	PUNCT
spir-8747	154	43	a	a	DET
spir-8747	154	44	random	random	ADJ
spir-8747	154	45	small	small	ADJ
spir-8747	154	46	-	-	PUNCT
spir-8747	154	47	world	world	NOUN
spir-8747	154	48	network	network	NOUN
spir-8747	154	49	with	with	ADP
spir-8747	154	50	the	the	DET
spir-8747	154	51	same	same	ADJ
spir-8747	154	52	dimensions	dimension	NOUN
spir-8747	154	53	reports	report	VERB
spir-8747	154	54	a	a	DET
spir-8747	154	55	correlation	correlation	NOUN
spir-8747	154	56	between	between	ADP
spir-8747	154	57	coreness	coreness	NOUN
spir-8747	154	58	and	and	CCONJ
spir-8747	154	59	degree	degree	NOUN
spir-8747	154	60	of	of	ADP
spir-8747	154	61	only	only	ADV
spir-8747	154	62	.07	.07	NUM
spir-8747	154	63	(	(	PUNCT
spir-8747	154	64	p<.001	p<.001	NOUN
spir-8747	154	65	)	)	PUNCT
spir-8747	154	66	.	.	PUNCT
spir-8747	155	1	after	after	ADP
spir-8747	155	2	establishing	establish	VERB
spir-8747	155	3	that	that	SCONJ
spir-8747	155	4	the	the	DET
spir-8747	155	5	network	network	NOUN
spir-8747	155	6	was	be	AUX
spir-8747	155	7	structured	structure	VERB
spir-8747	155	8	as	as	ADP
spir-8747	155	9	a	a	DET
spir-8747	155	10	core	core	NOUN
spir-8747	155	11	-	-	PUNCT
spir-8747	155	12	periphery	periphery	NOUN
spir-8747	155	13	(	(	PUNCT
spir-8747	155	14	ro3	ro3	PROPN
spir-8747	155	15	)	)	PUNCT
spir-8747	155	16	we	we	PRON
spir-8747	155	17	further	far	ADV
spir-8747	155	18	investigated	investigate	VERB
spir-8747	155	19	the	the	DET
spir-8747	155	20	network	network	NOUN
spir-8747	155	21	properties	property	NOUN
spir-8747	155	22	of	of	ADP
spir-8747	155	23	users	user	NOUN
spir-8747	155	24	in	in	ADP
spir-8747	155	25	each	each	PRON
spir-8747	155	26	of	of	ADP
spir-8747	155	27	the	the	DET
spir-8747	155	28	modules	module	NOUN
spir-8747	155	29	.	.	PUNCT
spir-8747	156	1	we	we	PRON
spir-8747	156	2	found	find	VERB
spir-8747	156	3	that	that	SCONJ
spir-8747	156	4	communities	community	NOUN
spir-8747	156	5	#	#	SYM
spir-8747	156	6	1	1	NUM
spir-8747	156	7	and	and	CCONJ
spir-8747	156	8	#	#	SYM
spir-8747	156	9	6	6	NUM
spir-8747	156	10	present	present	ADJ
spir-8747	156	11	much	much	ADV
spir-8747	156	12	higher	high	ADJ
spir-8747	156	13	average	average	ADJ
spir-8747	156	14	number	number	NOUN
spir-8747	156	15	of	of	ADP
spir-8747	156	16	inbound	inbound	ADJ
spir-8747	156	17	@-mention	@-mention	NOUN
spir-8747	156	18	and	and	CCONJ
spir-8747	156	19	outbound	outbound	NOUN
spir-8747	156	20	retweet	retweet	PROPN
spir-8747	156	21	,	,	PUNCT
spir-8747	156	22	a	a	DET
spir-8747	156	23	marker	marker	NOUN
spir-8747	156	24	of	of	ADP
spir-8747	156	25	their	their	PRON
spir-8747	156	26	position	position	NOUN
spir-8747	156	27	as	as	ADP
spir-8747	156	28	informational	informational	ADJ
spir-8747	156	29	centers	center	NOUN
spir-8747	156	30	of	of	ADP
spir-8747	156	31	the	the	DET
spir-8747	156	32	network	network	NOUN
spir-8747	156	33	that	that	PRON
spir-8747	156	34	include	include	VERB
spir-8747	156	35	highly	highly	ADV
spir-8747	156	36	-	-	PUNCT
spir-8747	156	37	active	active	ADJ
spir-8747	156	38	and	and	CCONJ
spir-8747	156	39	highly	highly	ADV
spir-8747	156	40	-	-	PUNCT
spir-8747	156	41	followed	follow	VERB
spir-8747	156	42	accounts	account	NOUN
spir-8747	156	43	(	(	PUNCT
spir-8747	156	44	ro2	ro2	NOUN
spir-8747	156	45	)	)	PUNCT
spir-8747	156	46	.	.	PUNCT
spir-8747	157	1	we	we	PRON
spir-8747	157	2	subsequently	subsequently	ADV
spir-8747	157	3	fit	fit	VERB
spir-8747	157	4	an	an	DET
spir-8747	157	5	ergm	ergm	NOUN
spir-8747	157	6	model	model	NOUN
spir-8747	157	7	(	(	PUNCT
spir-8747	157	8	goodreau	goodreau	NOUN
spir-8747	157	9	,	,	PUNCT
spir-8747	157	10	2007	2007	NUM
spir-8747	157	11	,	,	PUNCT
spir-8747	157	12	robins	robin	NOUN
spir-8747	157	13	et	et	NOUN
spir-8747	157	14	al	al	PROPN
spir-8747	157	15	.	.	PROPN
spir-8747	157	16	,	,	PUNCT
spir-8747	157	17	2007	2007	NUM
spir-8747	157	18	)	)	PUNCT
spir-8747	157	19	to	to	ADP
spir-8747	157	20	a	a	DET
spir-8747	157	21	single	single	ADJ
spir-8747	157	22	day	day	NOUN
spir-8747	157	23	of	of	ADP
spir-8747	157	24	message	message	NOUN
spir-8747	157	25	exchanges	exchange	NOUN
spir-8747	157	26	and	and	CCONJ
spir-8747	157	27	confirmed	confirm	VERB
spir-8747	157	28	that	that	SCONJ
spir-8747	157	29	users	user	NOUN
spir-8747	157	30	located	locate	VERB
spir-8747	157	31	in	in	ADP
spir-8747	157	32	california	california	PROPN
spir-8747	157	33	,	,	PUNCT
spir-8747	157	34	as	as	ADV
spir-8747	157	35	well	well	ADV
spir-8747	157	36	as	as	ADP
spir-8747	157	37	tweet	tweet	NOUN
spir-8747	157	38	activity	activity	NOUN
spir-8747	157	39	and	and	CCONJ
spir-8747	157	40	following	follow	VERB
spir-8747	157	41	size	size	NOUN
spir-8747	157	42	,	,	PUNCT
spir-8747	157	43	were	be	AUX
spir-8747	157	44	significant	significant	ADJ
spir-8747	157	45	predictors	predictor	NOUN
spir-8747	157	46	or	or	CCONJ
spir-8747	157	47	tie	tie	VERB
spir-8747	157	48	formation	formation	NOUN
spir-8747	157	49	(	(	PUNCT
spir-8747	157	50	p<.0001	p<.0001	NOUN
spir-8747	157	51	,	,	PUNCT
spir-8747	157	52	p<.005	p<.005	PROPN
spir-8747	157	53	,	,	PUNCT
spir-8747	157	54	and	and	CCONJ
spir-8747	157	55	p<.0001	p<.0001	NOUN
spir-8747	157	56	,	,	PUNCT
spir-8747	157	57	respectively	respectively	ADV
spir-8747	157	58	)	)	PUNCT
spir-8747	157	59	.	.	PUNCT
spir-8747	158	1	we	we	PRON
spir-8747	158	2	understand	understand	VERB
spir-8747	158	3	these	these	DET
spir-8747	158	4	results	result	NOUN
spir-8747	158	5	to	to	PART
spir-8747	158	6	indicate	indicate	VERB
spir-8747	158	7	the	the	DET
spir-8747	158	8	presence	presence	NOUN
spir-8747	158	9	of	of	ADP
spir-8747	158	10	hubs	hub	NOUN
spir-8747	158	11	in	in	ADP
spir-8747	158	12	the	the	DET
spir-8747	158	13	network	network	NOUN
spir-8747	158	14	feeding	feed	VERB
spir-8747	158	15	information	information	NOUN
spir-8747	158	16	to	to	ADP
spir-8747	158	17	the	the	DET
spir-8747	158	18	community	community	NOUN
spir-8747	158	19	,	,	PUNCT
spir-8747	158	20	an	an	DET
spir-8747	158	21	asymmetry	asymmetry	NOUN
spir-8747	158	22	detailed	detail	VERB
spir-8747	158	23	in	in	ADP
spir-8747	158	24	figure	figure	NOUN
spir-8747	158	25	8	8	NUM
spir-8747	158	26	.	.	PUNCT
spir-8747	158	27	figure	figure	NOUN
spir-8747	158	28	8	8	NUM
spir-8747	158	29	:	:	PUNCT
spir-8747	158	30	average	average	ADJ
spir-8747	158	31	network	network	NOUN
spir-8747	158	32	metrics	metric	NOUN
spir-8747	158	33	for	for	ADP
spir-8747	158	34	users	user	NOUN
spir-8747	158	35	in	in	ADP
spir-8747	158	36	each	each	PRON
spir-8747	158	37	of	of	ADP
spir-8747	158	38	the	the	DET
spir-8747	158	39	10	10	NUM
spir-8747	158	40	modules	module	NOUN
spir-8747	158	41	the	the	DET
spir-8747	158	42	degree	degree	NOUN
spir-8747	158	43	distribution	distribution	NOUN
spir-8747	158	44	of	of	ADP
spir-8747	158	45	the	the	DET
spir-8747	158	46	twitter	twitter	NOUN
spir-8747	158	47	network	network	NOUN
spir-8747	158	48	is	be	AUX
spir-8747	158	49	characterized	characterize	VERB
spir-8747	158	50	by	by	ADP
spir-8747	158	51	a	a	DET
spir-8747	158	52	very	very	ADV
spir-8747	158	53	long	long	ADJ
spir-8747	158	54	tail	tail	NOUN
spir-8747	158	55	(	(	PUNCT
spir-8747	158	56	kwak	kwak	PROPN
spir-8747	158	57	et	et	PROPN
spir-8747	158	58	al	al	PROPN
spir-8747	158	59	.	.	PROPN
spir-8747	158	60	,	,	PUNCT
spir-8747	158	61	2010	2010	NUM
spir-8747	158	62	)	)	PUNCT
spir-8747	158	63	that	that	PRON
spir-8747	158	64	makes	make	VERB
spir-8747	158	65	indegree	indegree	NOUN
spir-8747	158	66	and	and	CCONJ
spir-8747	158	67	outdegre	outdegre	ADJ
spir-8747	158	68	averages	average	NOUN
spir-8747	158	69	impractical	impractical	ADJ
spir-8747	158	70	for	for	ADP
spir-8747	158	71	network	network	NOUN
spir-8747	158	72	analysis	analysis	NOUN
spir-8747	158	73	.	.	PUNCT
spir-8747	159	1	however	however	ADV
spir-8747	159	2	,	,	PUNCT
spir-8747	159	3	by	by	ADP
spir-8747	159	4	subsetting	subsette	VERB
spir-8747	159	5	degree	degree	NOUN
spir-8747	159	6	averages	average	NOUN
spir-8747	159	7	per	per	ADP
spir-8747	159	8	module	module	NOUN
spir-8747	159	9	,	,	PUNCT
spir-8747	159	10	we	we	PRON
spir-8747	159	11	found	find	VERB
spir-8747	159	12	that	that	SCONJ
spir-8747	159	13	the	the	DET
spir-8747	159	14	10	10	NUM
spir-8747	159	15	subcommunities	subcommunitie	NOUN
spir-8747	159	16	present	present	VERB
spir-8747	159	17	relatively	relatively	ADV
spir-8747	159	18	comparable	comparable	ADJ
spir-8747	159	19	number	number	NOUN
spir-8747	159	20	of	of	ADP
spir-8747	159	21	users	user	NOUN
spir-8747	159	22	and	and	CCONJ
spir-8747	159	23	similar	similar	ADJ
spir-8747	159	24	averages	average	NOUN
spir-8747	159	25	for	for	ADP
spir-8747	159	26	the	the	DET
spir-8747	159	27	number	number	NOUN
spir-8747	159	28	of	of	ADP
spir-8747	159	29	retweet	retweet	NOUN
spir-8747	159	30	and	and	CCONJ
spir-8747	159	31	mentions	mention	NOUN
spir-8747	159	32	.	.	PUNCT
spir-8747	160	1	moreover	moreover	ADV
spir-8747	160	2	,	,	PUNCT
spir-8747	160	3	the	the	DET
spir-8747	160	4	subcommunities	subcommunitie	NOUN
spir-8747	160	5	display	display	VERB
spir-8747	160	6	considerable	considerable	ADJ
spir-8747	160	7	skewed	skewed	ADJ
spir-8747	160	8	averages	average	NOUN
spir-8747	160	9	for	for	ADP
spir-8747	160	10	@-mentions	@-mention	NOUN
spir-8747	160	11	and	and	CCONJ
spir-8747	160	12	retweets	retweet	NOUN
spir-8747	160	13	when	when	SCONJ
spir-8747	160	14	indegree	indegree	NOUN
spir-8747	160	15	and	and	CCONJ
spir-8747	160	16	outdegree	outdegree	NOUN
spir-8747	160	17	are	be	AUX
spir-8747	160	18	considered	consider	VERB
spir-8747	160	19	.	.	PUNCT
spir-8747	161	1	figure	figure	VERB
spir-8747	161	2	8	8	NUM
spir-8747	161	3	provides	provide	VERB
spir-8747	161	4	detailed	detailed	ADJ
spir-8747	161	5	information	information	NOUN
spir-8747	161	6	about	about	ADP
spir-8747	161	7	the	the	DET
spir-8747	161	8	10	10	NUM
spir-8747	161	9	subcommunities	subcommunitie	NOUN
spir-8747	161	10	with	with	ADP
spir-8747	161	11	prevailing	prevail	VERB
spir-8747	161	12	higher	high	ADJ
spir-8747	161	13	retweet	retweet	NOUN
spir-8747	161	14	indegree	indegree	NOUN
spir-8747	161	15	averages	average	NOUN
spir-8747	161	16	compared	compare	VERB
spir-8747	161	17	to	to	ADP
spir-8747	161	18	retweet	retweet	NOUN
spir-8747	161	19	outdegree	outdegree	NOUN
spir-8747	161	20	,	,	PUNCT
spir-8747	161	21	particularly	particularly	ADV
spir-8747	161	22	in	in	ADP
spir-8747	161	23	communities	community	NOUN
spir-8747	161	24	#	#	SYM
spir-8747	161	25	1	1	NUM
spir-8747	161	26	,	,	PUNCT
spir-8747	161	27	#	#	SYM
spir-8747	161	28	6	6	NUM
spir-8747	161	29	,	,	PUNCT
spir-8747	161	30	and	and	CCONJ
spir-8747	161	31	#	#	SYM
spir-8747	161	32	10	10	NUM
spir-8747	161	33	.	.	PUNCT
spir-8747	162	1	the	the	DET
spir-8747	162	2	same	same	ADJ
spir-8747	162	3	difference	difference	NOUN
spir-8747	162	4	is	be	AUX
spir-8747	162	5	observed	observe	VERB
spir-8747	162	6	in	in	ADP
spir-8747	162	7	the	the	DET
spir-8747	162	8	averages	average	NOUN
spir-8747	162	9	for	for	ADP
spir-8747	162	10	@mentions	@mention	NOUN
spir-8747	162	11	,	,	PUNCT
spir-8747	162	12	with	with	ADP
spir-8747	162	13	considerable	considerable	ADJ
spir-8747	162	14	differences	difference	NOUN
spir-8747	162	15	depicting	depict	VERB
spir-8747	162	16	subcommunities	subcommunitie	NOUN
spir-8747	162	17	of	of	ADP
spir-8747	162	18	users	user	NOUN
spir-8747	162	19	that	that	PRON
spir-8747	162	20	are	be	AUX
spir-8747	162	21	the	the	DET
spir-8747	162	22	object	object	NOUN
spir-8747	162	23	of	of	ADP
spir-8747	162	24	messages	message	NOUN
spir-8747	162	25	and	and	CCONJ
spir-8747	162	26	subcommunities	subcommunitie	NOUN
spir-8747	162	27	of	of	ADP
spir-8747	162	28	users	user	NOUN
spir-8747	162	29	that	that	PRON
spir-8747	162	30	constantly	constantly	ADV
spir-8747	162	31	direct	direct	VERB
spir-8747	162	32	their	their	PRON
spir-8747	162	33	messages	message	NOUN
spir-8747	162	34	to	to	ADP
spir-8747	162	35	other	other	ADJ
spir-8747	162	36	accounts	account	NOUN
spir-8747	162	37	.	.	PUNCT
spir-8747	163	1	most	most	ADV
spir-8747	163	2	remarkably	remarkably	ADV
spir-8747	163	3	,	,	PUNCT
spir-8747	163	4	and	and	CCONJ
spir-8747	163	5	again	again	ADV
spir-8747	163	6	consistent	consistent	ADJ
spir-8747	163	7	with	with	ADP
spir-8747	163	8	the	the	DET
spir-8747	163	9	core	core	NOUN
spir-8747	163	10	-	-	PUNCT
spir-8747	163	11	periphery	periphery	NOUN
spir-8747	163	12	structure	structure	NOUN
spir-8747	163	13	of	of	ADP
spir-8747	163	14	this	this	DET
spir-8747	163	15	network	network	NOUN
spir-8747	163	16	,	,	PUNCT
spir-8747	163	17	we	we	PRON
spir-8747	163	18	found	find	VERB
spir-8747	163	19	that	that	SCONJ
spir-8747	163	20	central	central	ADJ
spir-8747	163	21	subcommunities	subcommunitie	NOUN
spir-8747	163	22	were	be	AUX
spir-8747	163	23	both	both	CCONJ
spir-8747	163	24	the	the	DET
spir-8747	163	25	object	object	NOUN
spir-8747	163	26	of	of	ADP
spir-8747	163	27	@-mentions	@-mention	NOUN
spir-8747	163	28	and	and	CCONJ
spir-8747	163	29	the	the	DET
spir-8747	163	30	source	source	NOUN
spir-8747	163	31	of	of	ADP
spir-8747	163	32	retweets	retweet	NOUN
spir-8747	163	33	,	,	PUNCT
spir-8747	163	34	another	another	DET
spir-8747	163	35	marker	marker	NOUN
spir-8747	163	36	of	of	ADP
spir-8747	163	37	their	their	PRON
spir-8747	163	38	centrality	centrality	NOUN
spir-8747	163	39	in	in	ADP
spir-8747	163	40	the	the	DET
spir-8747	163	41	network	network	NOUN
spir-8747	163	42	.	.	PUNCT
spir-8747	164	1	as	as	SCONJ
spir-8747	164	2	shown	show	VERB
spir-8747	164	3	in	in	ADP
spir-8747	164	4	figure	figure	NOUN
spir-8747	164	5	8	8	NUM
spir-8747	164	6	,	,	PUNCT
spir-8747	164	7	this	this	PRON
spir-8747	164	8	is	be	AUX
spir-8747	164	9	particularly	particularly	ADV
spir-8747	164	10	the	the	DET
spir-8747	164	11	case	case	NOUN
spir-8747	164	12	of	of	ADP
spir-8747	164	13	communities	community	NOUN
spir-8747	164	14	#	#	SYM
spir-8747	164	15	1	1	NUM
spir-8747	164	16	,	,	PUNCT
spir-8747	164	17	#	#	SYM
spir-8747	164	18	4	4	NUM
spir-8747	164	19	,	,	PUNCT
spir-8747	164	20	and	and	CCONJ
spir-8747	164	21	#	#	SYM
spir-8747	164	22	6	6	NUM
spir-8747	164	23	,	,	PUNCT
spir-8747	164	24	which	which	PRON
spir-8747	164	25	include	include	VERB
spir-8747	164	26	a	a	DET
spir-8747	164	27	large	large	ADJ
spir-8747	164	28	number	number	NOUN
spir-8747	164	29	of	of	ADP
spir-8747	164	30	highly	highly	ADV
spir-8747	164	31	-	-	PUNCT
spir-8747	164	32	tweeted	tweet	VERB
spir-8747	164	33	and	and	CCONJ
spir-8747	164	34	highly	highly	ADV
spir-8747	164	35	-	-	PUNCT
spir-8747	164	36	mentioned	mention	VERB
spir-8747	164	37	accounts	account	NOUN
spir-8747	164	38	.	.	PUNCT
spir-8747	165	1	figure	figure	VERB
spir-8747	165	2	9	9	NUM
spir-8747	165	3	:	:	PUNCT
spir-8747	165	4	hashtag	hashtag	NOUN
spir-8747	165	5	frequency	frequency	NOUN
spir-8747	165	6	over	over	ADP
spir-8747	165	7	time	time	NOUN
spir-8747	165	8	in	in	ADP
spir-8747	165	9	each	each	PRON
spir-8747	165	10	of	of	ADP
spir-8747	165	11	the	the	DET
spir-8747	165	12	10	10	NUM
spir-8747	165	13	subcommunities	subcommunitie	NOUN
spir-8747	165	14	taken	take	VERB
spir-8747	165	15	together	together	ADV
spir-8747	165	16	the	the	DET
spir-8747	165	17	network	network	NOUN
spir-8747	165	18	comprises	comprise	VERB
spir-8747	165	19	a	a	DET
spir-8747	165	20	long	long	ADJ
spir-8747	165	21	tail	tail	NOUN
spir-8747	165	22	of	of	ADP
spir-8747	165	23	the	the	DET
spir-8747	165	24	indegree	indegree	NOUN
spir-8747	165	25	and	and	CCONJ
spir-8747	165	26	outdegree	outdegree	NOUN
spir-8747	165	27	distributions	distribution	NOUN
spir-8747	165	28	,	,	PUNCT
spir-8747	165	29	both	both	PRON
spir-8747	165	30	for	for	ADP
spir-8747	165	31	retweets	retweet	NOUN
spir-8747	165	32	and	and	CCONJ
spir-8747	165	33	@-mentions	@-mention	NOUN
spir-8747	165	34	.	.	PUNCT
spir-8747	166	1	accounts	account	NOUN
spir-8747	166	2	with	with	ADP
spir-8747	166	3	large	large	ADJ
spir-8747	166	4	retweet	retweet	NOUN
spir-8747	166	5	outdegree	outdegree	NOUN
spir-8747	166	6	refer	refer	NOUN
spir-8747	166	7	to	to	ADP
spir-8747	166	8	users	user	NOUN
spir-8747	166	9	whose	whose	DET
spir-8747	166	10	tweets	tweet	NOUN
spir-8747	166	11	were	be	AUX
spir-8747	166	12	retweeted	retweete	VERB
spir-8747	166	13	many	many	ADJ
spir-8747	166	14	times	time	NOUN
spir-8747	166	15	by	by	ADP
spir-8747	166	16	different	different	ADJ
spir-8747	166	17	users	user	NOUN
spir-8747	166	18	,	,	PUNCT
spir-8747	166	19	often	often	ADV
spir-8747	166	20	at	at	ADP
spir-8747	166	21	a	a	DET
spir-8747	166	22	very	very	ADV
spir-8747	166	23	high	high	ADJ
spir-8747	166	24	rate	rate	NOUN
spir-8747	166	25	.	.	PUNCT
spir-8747	167	1	this	this	PRON
spir-8747	167	2	is	be	AUX
spir-8747	167	3	the	the	DET
spir-8747	167	4	set	set	NOUN
spir-8747	167	5	of	of	ADP
spir-8747	167	6	users	user	NOUN
spir-8747	167	7	spreading	spread	VERB
spir-8747	167	8	information	information	NOUN
spir-8747	167	9	that	that	PRON
spir-8747	167	10	we	we	PRON
spir-8747	167	11	refer	refer	VERB
spir-8747	167	12	to	to	ADP
spir-8747	167	13	as	as	ADP
spir-8747	167	14	broadcasters	broadcaster	NOUN
spir-8747	167	15	.	.	PUNCT
spir-8747	168	1	the	the	DET
spir-8747	168	2	results	result	NOUN
spir-8747	168	3	of	of	ADP
spir-8747	168	4	the	the	DET
spir-8747	168	5	aggiescore	aggiescore	ADJ
spir-8747	168	6	show	show	NOUN
spir-8747	168	7	that	that	SCONJ
spir-8747	168	8	these	these	DET
spir-8747	168	9	users	user	NOUN
spir-8747	168	10	tend	tend	VERB
spir-8747	168	11	to	to	PART
spir-8747	168	12	either	either	CCONJ
spir-8747	168	13	generate	generate	VERB
spir-8747	168	14	agriculturerelavant	agriculturerelavant	ADJ
spir-8747	168	15	content	content	NOUN
spir-8747	168	16	or	or	CCONJ
spir-8747	168	17	introduce	introduce	VERB
spir-8747	168	18	it	it	PRON
spir-8747	168	19	to	to	ADP
spir-8747	168	20	the	the	DET
spir-8747	168	21	network	network	NOUN
spir-8747	168	22	.	.	PUNCT
spir-8747	169	1	accounts	account	VERB
spir-8747	169	2	with	with	ADP
spir-8747	169	3	a	a	DET
spir-8747	169	4	high	high	ADJ
spir-8747	169	5	retweet	retweet	NOUN
spir-8747	169	6	indegree	indegree	NOUN
spir-8747	169	7	,	,	PUNCT
spir-8747	169	8	on	on	ADP
spir-8747	169	9	the	the	DET
spir-8747	169	10	other	other	ADJ
spir-8747	169	11	hand	hand	NOUN
spir-8747	169	12	,	,	PUNCT
spir-8747	169	13	refer	refer	VERB
spir-8747	169	14	to	to	ADP
spir-8747	169	15	users	user	NOUN
spir-8747	169	16	that	that	PRON
spir-8747	169	17	retweet	retweet	VERB
spir-8747	169	18	a	a	DET
spir-8747	169	19	large	large	ADJ
spir-8747	169	20	number	number	NOUN
spir-8747	169	21	of	of	ADP
spir-8747	169	22	messages	message	NOUN
spir-8747	169	23	.	.	PUNCT
spir-8747	170	1	we	we	PRON
spir-8747	170	2	refer	refer	VERB
spir-8747	170	3	to	to	ADP
spir-8747	170	4	these	these	DET
spir-8747	170	5	users	user	NOUN
spir-8747	170	6	as	as	ADP
spir-8747	170	7	receivers	receiver	NOUN
spir-8747	170	8	or	or	CCONJ
spir-8747	170	9	the	the	DET
spir-8747	170	10	information	information	NOUN
spir-8747	170	11	,	,	PUNCT
spir-8747	170	12	albeit	albeit	SCONJ
spir-8747	170	13	from	from	ADP
spir-8747	170	14	a	a	DET
spir-8747	170	15	user	user	NOUN
spir-8747	170	16	-	-	PUNCT
spir-8747	170	17	centered	center	VERB
spir-8747	170	18	perspective	perspective	NOUN
spir-8747	170	19	one	one	PRON
spir-8747	170	20	can	can	AUX
spir-8747	170	21	also	also	ADV
spir-8747	170	22	assert	assert	VERB
spir-8747	170	23	that	that	SCONJ
spir-8747	170	24	they	they	PRON
spir-8747	170	25	are	be	AUX
spir-8747	170	26	moving	move	VERB
spir-8747	170	27	information	information	NOUN
spir-8747	170	28	throughout	throughout	ADP
spir-8747	170	29	the	the	DET
spir-8747	170	30	network	network	NOUN
spir-8747	170	31	.	.	PUNCT
spir-8747	171	1	next	next	ADV
spir-8747	171	2	we	we	PRON
spir-8747	171	3	modelled	model	VERB
spir-8747	171	4	the	the	DET
spir-8747	171	5	topics	topic	NOUN
spir-8747	171	6	discussed	discuss	VERB
spir-8747	171	7	across	across	ADP
spir-8747	171	8	the	the	DET
spir-8747	171	9	network	network	NOUN
spir-8747	171	10	to	to	PART
spir-8747	171	11	understand	understand	VERB
spir-8747	171	12	the	the	DET
spir-8747	171	13	overarching	overarching	ADJ
spir-8747	171	14	issues	issue	NOUN
spir-8747	171	15	considered	consider	VERB
spir-8747	171	16	by	by	ADP
spir-8747	171	17	this	this	DET
spir-8747	171	18	community	community	NOUN
spir-8747	171	19	.	.	PUNCT
spir-8747	172	1	we	we	PRON
spir-8747	172	2	relied	rely	VERB
spir-8747	172	3	on	on	ADP
spir-8747	172	4	hashtags	hashtag	NOUN
spir-8747	172	5	as	as	ADP
spir-8747	172	6	unifying	unify	VERB
spir-8747	172	7	textual	textual	ADJ
spir-8747	172	8	markers	marker	NOUN
spir-8747	172	9	and	and	CCONJ
spir-8747	172	10	modelled	model	VERB
spir-8747	172	11	the	the	DET
spir-8747	172	12	most	most	ADV
spir-8747	172	13	common	common	ADJ
spir-8747	172	14	terms	term	NOUN
spir-8747	172	15	for	for	ADP
spir-8747	172	16	each	each	PRON
spir-8747	172	17	of	of	ADP
spir-8747	172	18	the	the	DET
spir-8747	172	19	10	10	NUM
spir-8747	172	20	modules	module	NOUN
spir-8747	172	21	or	or	CCONJ
spir-8747	172	22	groups	group	NOUN
spir-8747	172	23	.	.	PUNCT
spir-8747	173	1	perhaps	perhaps	ADV
spir-8747	173	2	unsurprisingly	unsurprisingly	ADV
spir-8747	173	3	,	,	PUNCT
spir-8747	173	4	the	the	DET
spir-8747	173	5	communities	community	NOUN
spir-8747	173	6	showed	show	VERB
spir-8747	173	7	clear	clear	ADJ
spir-8747	173	8	thematic	thematic	ADJ
spir-8747	173	9	focus	focus	NOUN
spir-8747	173	10	,	,	PUNCT
spir-8747	173	11	particularly	particularly	ADV
spir-8747	173	12	around	around	ADP
spir-8747	173	13	issues	issue	NOUN
spir-8747	173	14	such	such	ADJ
spir-8747	173	15	as	as	ADP
spir-8747	173	16	water	water	NOUN
spir-8747	173	17	,	,	PUNCT
spir-8747	173	18	food	food	NOUN
spir-8747	173	19	,	,	PUNCT
spir-8747	173	20	agriculture	agriculture	NOUN
spir-8747	173	21	,	,	PUNCT
spir-8747	173	22	wine	wine	NOUN
spir-8747	173	23	,	,	PUNCT
spir-8747	173	24	climate	climate	NOUN
spir-8747	173	25	change	change	NOUN
spir-8747	173	26	,	,	PUNCT
spir-8747	173	27	pets	pet	NOUN
spir-8747	173	28	,	,	PUNCT
spir-8747	173	29	gardening	gardening	NOUN
spir-8747	173	30	,	,	PUNCT
spir-8747	173	31	policy	policy	NOUN
spir-8747	173	32	,	,	PUNCT
spir-8747	173	33	and	and	CCONJ
spir-8747	173	34	politics	politic	NOUN
spir-8747	173	35	.	.	PUNCT
spir-8747	174	1	we	we	PRON
spir-8747	174	2	subsequently	subsequently	ADV
spir-8747	174	3	analyzed	analyze	VERB
spir-8747	174	4	the	the	DET
spir-8747	174	5	hashtag	hashtag	NOUN
spir-8747	174	6	frequency	frequency	NOUN
spir-8747	174	7	and	and	CCONJ
spir-8747	174	8	the	the	DET
spir-8747	174	9	topics	topic	NOUN
spir-8747	174	10	discussed	discuss	VERB
spir-8747	174	11	by	by	ADP
spir-8747	174	12	users	user	NOUN
spir-8747	174	13	in	in	ADP
spir-8747	174	14	each	each	PRON
spir-8747	174	15	of	of	ADP
spir-8747	174	16	the	the	DET
spir-8747	174	17	subcommunities	subcommunitie	NOUN
spir-8747	174	18	.	.	PUNCT
spir-8747	175	1	figure	figure	NOUN
spir-8747	175	2	9	9	NUM
spir-8747	175	3	shows	show	VERB
spir-8747	175	4	the	the	DET
spir-8747	175	5	frequency	frequency	NOUN
spir-8747	175	6	of	of	ADP
spir-8747	175	7	hashtags	hashtag	NOUN
spir-8747	175	8	over	over	ADP
spir-8747	175	9	time	time	NOUN
spir-8747	175	10	for	for	ADP
spir-8747	175	11	each	each	PRON
spir-8747	175	12	of	of	ADP
spir-8747	175	13	the	the	DET
spir-8747	175	14	10	10	NUM
spir-8747	175	15	modules	module	NOUN
spir-8747	175	16	and	and	CCONJ
spir-8747	175	17	highlights	highlight	NOUN
spir-8747	175	18	the	the	DET
spir-8747	175	19	thematic	thematic	ADJ
spir-8747	175	20	consistency	consistency	NOUN
spir-8747	175	21	within	within	ADP
spir-8747	175	22	each	each	DET
spir-8747	175	23	subcommunity	subcommunity	NOUN
spir-8747	175	24	.	.	PUNCT
spir-8747	176	1	in	in	ADP
spir-8747	176	2	order	order	NOUN
spir-8747	176	3	to	to	PART
spir-8747	176	4	provide	provide	VERB
spir-8747	176	5	a	a	DET
spir-8747	176	6	conclusive	conclusive	ADJ
spir-8747	176	7	answer	answer	NOUN
spir-8747	176	8	to	to	ADP
spir-8747	176	9	ro3	ro3	PROPN
spir-8747	176	10	,	,	PUNCT
spir-8747	176	11	we	we	PRON
spir-8747	176	12	sampled	sample	VERB
spir-8747	176	13	the	the	DET
spir-8747	176	14	network	network	NOUN
spir-8747	176	15	in	in	ADP
spir-8747	176	16	10	10	NUM
spir-8747	176	17	graphs	graph	NOUN
spir-8747	176	18	restricted	restrict	VERB
spir-8747	176	19	to	to	ADP
spir-8747	176	20	the	the	DET
spir-8747	176	21	users	user	NOUN
spir-8747	176	22	identified	identify	VERB
spir-8747	176	23	in	in	ADP
spir-8747	176	24	each	each	PRON
spir-8747	176	25	of	of	ADP
spir-8747	176	26	the	the	DET
spir-8747	176	27	subcommunitues	subcommunitue	NOUN
spir-8747	176	28	.	.	PUNCT
spir-8747	177	1	as	as	SCONJ
spir-8747	177	2	topical	topical	ADJ
spir-8747	177	3	modules	module	NOUN
spir-8747	177	4	are	be	AUX
spir-8747	177	5	necessarily	necessarily	ADV
spir-8747	177	6	a	a	DET
spir-8747	177	7	subset	subset	NOUN
spir-8747	177	8	of	of	ADP
spir-8747	177	9	the	the	DET
spir-8747	177	10	network	network	NOUN
spir-8747	177	11	,	,	PUNCT
spir-8747	177	12	we	we	PRON
spir-8747	177	13	generated	generate	VERB
spir-8747	177	14	erdös	erdös	ADJ
spir-8747	177	15	-	-	PUNCT
spir-8747	177	16	rényi	rényi	NOUN
spir-8747	177	17	random	random	ADJ
spir-8747	177	18	graphs	graph	NOUN
spir-8747	177	19	of	of	ADP
spir-8747	177	20	equal	equal	ADJ
spir-8747	177	21	dimensions	dimension	NOUN
spir-8747	177	22	(	(	PUNCT
spir-8747	177	23	equal	equal	ADJ
spir-8747	177	24	number	number	NOUN
spir-8747	177	25	of	of	ADP
spir-8747	177	26	nodes	node	NOUN
spir-8747	177	27	and	and	CCONJ
spir-8747	177	28	edges	edge	NOUN
spir-8747	177	29	)	)	PUNCT
spir-8747	177	30	and	and	CCONJ
spir-8747	177	31	compared	compare	VERB
spir-8747	177	32	the	the	DET
spir-8747	177	33	correlation	correlation	NOUN
spir-8747	177	34	of	of	ADP
spir-8747	177	35	coreness	coreness	NOUN
spir-8747	177	36	and	and	CCONJ
spir-8747	177	37	degree	degree	NOUN
spir-8747	177	38	between	between	ADP
spir-8747	177	39	the	the	DET
spir-8747	177	40	modularity	modularity	NOUN
spir-8747	177	41	groups	group	NOUN
spir-8747	177	42	and	and	CCONJ
spir-8747	177	43	the	the	DET
spir-8747	177	44	random	random	ADJ
spir-8747	177	45	graphs	graph	NOUN
spir-8747	177	46	.	.	PUNCT
spir-8747	178	1	by	by	ADP
spir-8747	178	2	iteratively	iteratively	ADV
spir-8747	178	3	retrieving	retrieve	VERB
spir-8747	178	4	core	core	NOUN
spir-8747	178	5	-	-	PUNCT
spir-8747	178	6	periphery	periphery	NOUN
spir-8747	178	7	estimates	estimate	NOUN
spir-8747	178	8	for	for	ADP
spir-8747	178	9	the	the	DET
spir-8747	178	10	observed	observed	ADJ
spir-8747	178	11	subcommunities	subcommunitie	NOUN
spir-8747	178	12	and	and	CCONJ
spir-8747	178	13	the	the	DET
spir-8747	178	14	random	random	ADJ
spir-8747	178	15	network	network	NOUN
spir-8747	178	16	,	,	PUNCT
spir-8747	178	17	we	we	PRON
spir-8747	178	18	tested	test	VERB
spir-8747	178	19	the	the	DET
spir-8747	178	20	hypothesis	hypothesis	NOUN
spir-8747	178	21	that	that	PRON
spir-8747	178	22	the	the	DET
spir-8747	178	23	subcommunities	subcommunitie	NOUN
spir-8747	178	24	present	present	VERB
spir-8747	178	25	cumulative	cumulative	ADJ
spir-8747	178	26	core	core	NOUN
spir-8747	178	27	-	-	PUNCT
spir-8747	178	28	periphery	periphery	NOUN
spir-8747	178	29	dynamics	dynamic	NOUN
spir-8747	178	30	as	as	SCONJ
spir-8747	178	31	the	the	DET
spir-8747	178	32	network	network	NOUN
spir-8747	178	33	becomes	become	VERB
spir-8747	178	34	increasingly	increasingly	ADV
spir-8747	178	35	specialized	specialize	VERB
spir-8747	178	36	.	.	PUNCT
spir-8747	179	1	the	the	DET
spir-8747	179	2	estimators	estimator	NOUN
spir-8747	179	3	for	for	ADP
spir-8747	179	4	randomly	randomly	ADV
spir-8747	179	5	selected	select	VERB
spir-8747	179	6	subnets	subnet	NOUN
spir-8747	179	7	consistently	consistently	ADV
spir-8747	179	8	presented	present	VERB
spir-8747	179	9	lower	low	ADJ
spir-8747	179	10	correlation	correlation	NOUN
spir-8747	179	11	between	between	ADP
spir-8747	179	12	coreness	coreness	NOUN
spir-8747	179	13	and	and	CCONJ
spir-8747	179	14	degree	degree	NOUN
spir-8747	179	15	and	and	CCONJ
spir-8747	179	16	a	a	DET
spir-8747	179	17	significantly	significantly	ADV
spir-8747	179	18	more	more	ADV
spir-8747	179	19	cohesive	cohesive	ADJ
spir-8747	179	20	core	core	NOUN
spir-8747	179	21	was	be	AUX
spir-8747	179	22	found	find	VERB
spir-8747	179	23	in	in	ADP
spir-8747	179	24	all	all	DET
spir-8747	179	25	subnetworks	subnetwork	NOUN
spir-8747	179	26	compared	compare	VERB
spir-8747	179	27	to	to	ADP
spir-8747	179	28	the	the	DET
spir-8747	179	29	random	random	ADJ
spir-8747	179	30	networks	network	NOUN
spir-8747	179	31	.	.	PUNCT
spir-8747	180	1	figure	figure	VERB
spir-8747	180	2	10	10	NUM
spir-8747	180	3	:	:	PUNCT
spir-8747	180	4	core	core	NOUN
spir-8747	180	5	-	-	PUNCT
spir-8747	180	6	periphery	periphery	NOUN
spir-8747	180	7	estimates	estimate	NOUN
spir-8747	180	8	for	for	ADP
spir-8747	180	9	observed	observed	ADJ
spir-8747	180	10	communities	community	NOUN
spir-8747	180	11	and	and	CCONJ
spir-8747	180	12	erdös	erdös	ADJ
spir-8747	180	13	-	-	PUNCT
spir-8747	180	14	rényi	rényi	NOUN
spir-8747	180	15	random	random	ADJ
spir-8747	180	16	graphs	graph	NOUN
spir-8747	180	17	of	of	ADP
spir-8747	180	18	equal	equal	ADJ
spir-8747	180	19	size	size	NOUN
spir-8747	180	20	the	the	DET
spir-8747	180	21	only	only	ADJ
spir-8747	180	22	exception	exception	NOUN
spir-8747	180	23	to	to	ADP
spir-8747	180	24	these	these	DET
spir-8747	180	25	results	result	NOUN
spir-8747	180	26	is	be	AUX
spir-8747	180	27	module	module	NOUN
spir-8747	180	28	#	#	SYM
spir-8747	180	29	11	11	NUM
spir-8747	180	30	,	,	PUNCT
spir-8747	180	31	which	which	PRON
spir-8747	180	32	again	again	ADV
spir-8747	180	33	confirms	confirm	VERB
spir-8747	180	34	the	the	DET
spir-8747	180	35	results	result	NOUN
spir-8747	180	36	as	as	ADP
spir-8747	180	37	this	this	DET
spir-8747	180	38	module	module	NOUN
spir-8747	180	39	it	it	PRON
spir-8747	180	40	is	be	AUX
spir-8747	180	41	not	not	PART
spir-8747	180	42	a	a	DET
spir-8747	180	43	subcommunity	subcommunity	NOUN
spir-8747	180	44	but	but	CCONJ
spir-8747	180	45	an	an	DET
spir-8747	180	46	aggregated	aggregate	VERB
spir-8747	180	47	of	of	ADP
spir-8747	180	48	nodes	node	NOUN
spir-8747	180	49	detached	detach	VERB
spir-8747	180	50	from	from	ADP
spir-8747	180	51	any	any	DET
spir-8747	180	52	organic	organic	ADJ
spir-8747	180	53	subcommunity	subcommunity	NOUN
spir-8747	180	54	.	.	PUNCT
spir-8747	181	1	we	we	PRON
spir-8747	181	2	understand	understand	VERB
spir-8747	181	3	these	these	DET
spir-8747	181	4	results	result	NOUN
spir-8747	181	5	to	to	PART
spir-8747	181	6	indicate	indicate	VERB
spir-8747	181	7	that	that	SCONJ
spir-8747	181	8	the	the	DET
spir-8747	181	9	core	core	NOUN
spir-8747	181	10	-	-	PUNCT
spir-8747	181	11	periphery	periphery	NOUN
spir-8747	181	12	topology	topology	NOUN
spir-8747	181	13	of	of	ADP
spir-8747	181	14	twitter	twitter	NOUN
spir-8747	181	15	subnetworks	subnetwork	NOUN
spir-8747	181	16	dedicated	dedicate	VERB
spir-8747	181	17	to	to	ADP
spir-8747	181	18	agriculture	agriculture	NOUN
spir-8747	181	19	is	be	AUX
spir-8747	181	20	associated	associate	VERB
spir-8747	181	21	with	with	ADP
spir-8747	181	22	the	the	DET
spir-8747	181	23	type	type	NOUN
spir-8747	181	24	of	of	ADP
spir-8747	181	25	content	content	NOUN
spir-8747	181	26	shared	share	VERB
spir-8747	181	27	and	and	CCONJ
spir-8747	181	28	discussed	discuss	VERB
spir-8747	181	29	by	by	ADP
spir-8747	181	30	users	user	NOUN
spir-8747	181	31	,	,	PUNCT
spir-8747	181	32	with	with	ADP
spir-8747	181	33	more	more	ADJ
spir-8747	181	34	specialized	specialized	ADJ
spir-8747	181	35	content	content	NOUN
spir-8747	181	36	structuring	structure	VERB
spir-8747	181	37	the	the	DET
spir-8747	181	38	network	network	NOUN
spir-8747	181	39	around	around	ADP
spir-8747	181	40	cores	core	NOUN
spir-8747	181	41	and	and	CCONJ
spir-8747	181	42	peripheries	periphery	NOUN
spir-8747	181	43	broadly	broadly	ADV
spir-8747	181	44	consistent	consistent	ADJ
spir-8747	181	45	with	with	ADP
spir-8747	181	46	the	the	DET
spir-8747	181	47	separations	separation	NOUN
spir-8747	181	48	between	between	ADP
spir-8747	181	49	topical	topical	ADJ
spir-8747	181	50	experts	expert	NOUN
spir-8747	181	51	and	and	CCONJ
spir-8747	181	52	general	general	ADJ
spir-8747	181	53	public	public	NOUN
spir-8747	181	54	.	.	PUNCT
spir-8747	182	1	figure	figure	NOUN
spir-8747	182	2	10	10	NUM
spir-8747	182	3	shows	show	VERB
spir-8747	182	4	the	the	DET
spir-8747	182	5	tests	test	NOUN
spir-8747	182	6	statistics	statistic	NOUN
spir-8747	182	7	for	for	ADP
spir-8747	182	8	the	the	DET
spir-8747	182	9	observed	observed	ADJ
spir-8747	182	10	subnetworks	subnetwork	NOUN
spir-8747	182	11	and	and	CCONJ
spir-8747	182	12	the	the	DET
spir-8747	182	13	random	random	ADJ
spir-8747	182	14	graphs	graph	NOUN
spir-8747	182	15	.	.	PUNCT
spir-8747	183	1	8	8	X
spir-8747	183	2	.	.	X
spir-8747	183	3	conclusion	conclusion	NOUN
spir-8747	183	4	in	in	ADP
spir-8747	183	5	this	this	DET
spir-8747	183	6	paper	paper	NOUN
spir-8747	183	7	we	we	PRON
spir-8747	183	8	reported	report	VERB
spir-8747	183	9	on	on	ADP
spir-8747	183	10	an	an	DET
spir-8747	183	11	investigation	investigation	NOUN
spir-8747	183	12	on	on	ADP
spir-8747	183	13	the	the	DET
spir-8747	183	14	affordances	affordance	NOUN
spir-8747	183	15	of	of	ADP
spir-8747	183	16	social	social	ADJ
spir-8747	183	17	media	medium	NOUN
spir-8747	183	18	to	to	ADP
spir-8747	183	19	the	the	DET
spir-8747	183	20	diffusion	diffusion	NOUN
spir-8747	183	21	of	of	ADP
spir-8747	183	22	agricultural	agricultural	ADJ
spir-8747	183	23	information	information	NOUN
spir-8747	183	24	and	and	CCONJ
spir-8747	183	25	described	describe	VERB
spir-8747	183	26	a	a	DET
spir-8747	183	27	replicable	replicable	ADJ
spir-8747	183	28	research	research	NOUN
spir-8747	183	29	design	design	NOUN
spir-8747	183	30	that	that	PRON
spir-8747	183	31	can	can	AUX
spir-8747	183	32	be	be	AUX
spir-8747	183	33	applied	apply	VERB
spir-8747	183	34	to	to	ADP
spir-8747	183	35	other	other	ADJ
spir-8747	183	36	studies	study	NOUN
spir-8747	183	37	focused	focus	VERB
spir-8747	183	38	on	on	ADP
spir-8747	183	39	social	social	ADJ
spir-8747	183	40	media	medium	NOUN
spir-8747	183	41	communities	community	NOUN
spir-8747	183	42	.	.	PUNCT
spir-8747	184	1	we	we	PRON
spir-8747	184	2	identified	identify	VERB
spir-8747	184	3	,	,	PUNCT
spir-8747	184	4	mined	mine	VERB
spir-8747	184	5	,	,	PUNCT
spir-8747	184	6	graphed	graph	VERB
spir-8747	184	7	,	,	PUNCT
spir-8747	184	8	and	and	CCONJ
spir-8747	184	9	retrieved	retrieve	VERB
spir-8747	184	10	the	the	DET
spir-8747	184	11	profile	profile	NOUN
spir-8747	184	12	of	of	ADP
spir-8747	184	13	54,422	54,422	NUM
spir-8747	184	14	users	user	NOUN
spir-8747	184	15	and	and	CCONJ
spir-8747	184	16	their	their	PRON
spir-8747	184	17	following	follow	VERB
spir-8747	184	18	invested	invest	VERB
spir-8747	184	19	in	in	ADP
spir-8747	184	20	spreading	spread	VERB
spir-8747	184	21	agricultural	agricultural	ADJ
spir-8747	184	22	information	information	NOUN
spir-8747	184	23	and	and	CCONJ
spir-8747	184	24	assigned	assign	VERB
spir-8747	184	25	users	user	NOUN
spir-8747	184	26	to	to	ADP
spir-8747	184	27	cliques	clique	NOUN
spir-8747	184	28	and	and	CCONJ
spir-8747	184	29	topical	topical	ADJ
spir-8747	184	30	subcommunities	subcommunitie	NOUN
spir-8747	184	31	.	.	PUNCT
spir-8747	185	1	we	we	PRON
spir-8747	185	2	found	find	VERB
spir-8747	185	3	that	that	SCONJ
spir-8747	185	4	the	the	DET
spir-8747	185	5	network	network	NOUN
spir-8747	185	6	structure	structure	NOUN
spir-8747	185	7	shows	show	VERB
spir-8747	185	8	distinct	distinct	ADJ
spir-8747	185	9	patterns	pattern	NOUN
spir-8747	185	10	of	of	ADP
spir-8747	185	11	coreperiphery	coreperiphery	NOUN
spir-8747	185	12	shifts	shift	NOUN
spir-8747	185	13	due	due	ADP
spir-8747	185	14	to	to	ADP
spir-8747	185	15	a	a	DET
spir-8747	185	16	dense	dense	ADJ
spir-8747	185	17	,	,	PUNCT
spir-8747	185	18	cohesive	cohesive	ADJ
spir-8747	185	19	core	core	NOUN
spir-8747	185	20	and	and	CCONJ
spir-8747	185	21	a	a	DET
spir-8747	185	22	sparse	sparse	ADJ
spir-8747	185	23	,	,	PUNCT
spir-8747	185	24	unconnected	unconnected	ADJ
spir-8747	185	25	periphery	periphery	NOUN
spir-8747	185	26	(	(	PUNCT
spir-8747	185	27	borgatti	borgatti	PROPN
spir-8747	185	28	and	and	CCONJ
spir-8747	185	29	everett	everett	PROPN
spir-8747	185	30	,	,	PUNCT
spir-8747	185	31	2000	2000	NUM
spir-8747	185	32	)	)	PUNCT
spir-8747	185	33	extending	extend	VERB
spir-8747	185	34	beyond	beyond	ADP
spir-8747	185	35	the	the	DET
spir-8747	185	36	geographic	geographic	ADJ
spir-8747	185	37	borders	border	NOUN
spir-8747	185	38	of	of	ADP
spir-8747	185	39	the	the	DET
spir-8747	185	40	immediate	immediate	ADJ
spir-8747	185	41	clique	clique	NOUN
spir-8747	185	42	of	of	ADP
spir-8747	185	43	tightly	tightly	ADV
spir-8747	185	44	knit	knit	VERB
spir-8747	185	45	users	user	NOUN
spir-8747	185	46	.	.	PUNCT
spir-8747	186	1	we	we	PRON
spir-8747	186	2	found	find	VERB
spir-8747	186	3	that	that	SCONJ
spir-8747	186	4	retweets	retweet	NOUN
spir-8747	186	5	cascade	cascade	NOUN
spir-8747	186	6	from	from	ADP
spir-8747	186	7	a	a	DET
spir-8747	186	8	few	few	ADJ
spir-8747	186	9	accounts	account	NOUN
spir-8747	186	10	to	to	ADP
spir-8747	186	11	a	a	DET
spir-8747	186	12	large	large	ADJ
spir-8747	186	13	crowd	crowd	NOUN
spir-8747	186	14	of	of	ADP
spir-8747	186	15	peripheral	peripheral	ADJ
spir-8747	186	16	,	,	PUNCT
spir-8747	186	17	but	but	CCONJ
spir-8747	186	18	highly	highly	ADV
spir-8747	186	19	active	active	ADJ
spir-8747	186	20	users	user	NOUN
spir-8747	186	21	,	,	PUNCT
spir-8747	186	22	and	and	CCONJ
spir-8747	186	23	that	that	DET
spir-8747	186	24	@-mentions	@-mention	NOUN
spir-8747	186	25	originate	originate	VERB
spir-8747	186	26	from	from	ADP
spir-8747	186	27	or	or	CCONJ
spir-8747	186	28	are	be	AUX
spir-8747	186	29	directed	direct	VERB
spir-8747	186	30	to	to	ADP
spir-8747	186	31	a	a	DET
spir-8747	186	32	few	few	ADJ
spir-8747	186	33	users	user	NOUN
spir-8747	186	34	that	that	PRON
spir-8747	186	35	perform	perform	VERB
spir-8747	186	36	the	the	DET
spir-8747	186	37	role	role	NOUN
spir-8747	186	38	of	of	ADP
spir-8747	186	39	hubs	hub	NOUN
spir-8747	186	40	and	and	CCONJ
spir-8747	186	41	authorities	authority	NOUN
spir-8747	186	42	in	in	ADP
spir-8747	186	43	the	the	DET
spir-8747	186	44	network	network	NOUN
spir-8747	186	45	.	.	PUNCT
spir-8747	187	1	as	as	ADP
spir-8747	187	2	a	a	DET
spir-8747	187	3	result	result	NOUN
spir-8747	187	4	,	,	PUNCT
spir-8747	187	5	we	we	PRON
spir-8747	187	6	posit	posit	VERB
spir-8747	187	7	that	that	SCONJ
spir-8747	187	8	outreach	outreach	NOUN
spir-8747	187	9	initiatives	initiative	NOUN
spir-8747	187	10	resort	resort	VERB
spir-8747	187	11	to	to	ADP
spir-8747	187	12	social	social	ADJ
spir-8747	187	13	networks	network	NOUN
spir-8747	187	14	to	to	PART
spir-8747	187	15	broadcast	broadcast	VERB
spir-8747	187	16	information	information	NOUN
spir-8747	187	17	from	from	ADP
spir-8747	187	18	relevant	relevant	ADJ
spir-8747	187	19	government	government	NOUN
spir-8747	187	20	agencies	agency	NOUN
spir-8747	187	21	to	to	ADP
spir-8747	187	22	a	a	DET
spir-8747	187	23	tightly	tightly	ADV
spir-8747	187	24	interconnected	interconnected	ADJ
spir-8747	187	25	community	community	NOUN
spir-8747	187	26	of	of	ADP
spir-8747	187	27	users	user	NOUN
spir-8747	187	28	invested	invest	VERB
spir-8747	187	29	in	in	ADP
spir-8747	187	30	specific	specific	ADJ
spir-8747	187	31	subtopics	subtopic	NOUN
spir-8747	187	32	of	of	ADP
spir-8747	187	33	agriculture	agriculture	NOUN
spir-8747	187	34	,	,	PUNCT
spir-8747	187	35	a	a	DET
spir-8747	187	36	theoretical	theoretical	ADJ
spir-8747	187	37	framework	framework	NOUN
spir-8747	187	38	consistent	consistent	ADJ
spir-8747	187	39	with	with	ADP
spir-8747	187	40	the	the	DET
spir-8747	187	41	two	two	NUM
spir-8747	187	42	-	-	PUNCT
spir-8747	187	43	step	step	NOUN
spir-8747	187	44	flow	flow	NOUN
spir-8747	187	45	theory	theory	NOUN
spir-8747	187	46	of	of	ADP
spir-8747	187	47	communication	communication	NOUN
spir-8747	187	48	originally	originally	ADV
spir-8747	187	49	proposed	propose	VERB
spir-8747	187	50	by	by	ADP
spir-8747	187	51	katz	katz	PROPN
spir-8747	187	52	(	(	PUNCT
spir-8747	187	53	1957	1957	NUM
spir-8747	187	54	)	)	PUNCT
spir-8747	187	55	.	.	PUNCT
spir-8747	188	1	the	the	DET
spir-8747	188	2	intuitive	intuitive	ADJ
spir-8747	188	3	understanding	understanding	NOUN
spir-8747	188	4	of	of	ADP
spir-8747	188	5	the	the	DET
spir-8747	188	6	core	core	NOUN
spir-8747	188	7	-	-	PUNCT
spir-8747	188	8	periphery	periphery	NOUN
spir-8747	188	9	structure	structure	NOUN
spir-8747	188	10	stems	stem	VERB
spir-8747	188	11	from	from	ADP
spir-8747	188	12	the	the	DET
spir-8747	188	13	layout	layout	NOUN
spir-8747	188	14	of	of	ADP
spir-8747	188	15	a	a	DET
spir-8747	188	16	network	network	NOUN
spir-8747	188	17	that	that	PRON
spir-8747	188	18	can	can	AUX
spir-8747	188	19	not	not	PART
spir-8747	188	20	be	be	AUX
spir-8747	188	21	subdivided	subdivide	VERB
spir-8747	188	22	into	into	ADP
spir-8747	188	23	exclusive	exclusive	ADJ
spir-8747	188	24	cohesive	cohesive	ADJ
spir-8747	188	25	subgroups	subgroup	NOUN
spir-8747	188	26	or	or	CCONJ
spir-8747	188	27	factions	faction	NOUN
spir-8747	188	28	,	,	PUNCT
spir-8747	188	29	even	even	ADV
spir-8747	188	30	though	though	SCONJ
spir-8747	188	31	some	some	DET
spir-8747	188	32	nodes	node	NOUN
spir-8747	188	33	appear	appear	VERB
spir-8747	188	34	much	much	ADV
spir-8747	188	35	better	well	ADV
spir-8747	188	36	connected	connect	VERB
spir-8747	188	37	than	than	ADP
spir-8747	188	38	others	other	NOUN
spir-8747	188	39	.	.	PUNCT
spir-8747	189	1	according	accord	VERB
spir-8747	189	2	to	to	ADP
spir-8747	189	3	pattison	pattison	NOUN
spir-8747	189	4	(	(	PUNCT
spir-8747	189	5	1993	1993	NUM
spir-8747	189	6	)	)	PUNCT
spir-8747	189	7	and	and	CCONJ
spir-8747	189	8	borgatti	borgatti	VERB
spir-8747	189	9	and	and	CCONJ
spir-8747	189	10	everett	everett	PROPN
spir-8747	189	11	(	(	PUNCT
spir-8747	189	12	2000	2000	NUM
spir-8747	189	13	)	)	PUNCT
spir-8747	189	14	,	,	PUNCT
spir-8747	189	15	core	core	NOUN
spir-8747	189	16	-	-	PUNCT
spir-8747	189	17	periphery	periphery	NOUN
spir-8747	189	18	networks	network	NOUN
spir-8747	189	19	consist	consist	VERB
spir-8747	189	20	of	of	ADP
spir-8747	189	21	just	just	ADV
spir-8747	189	22	one	one	NUM
spir-8747	189	23	group	group	NOUN
spir-8747	189	24	to	to	PART
spir-8747	189	25	which	which	PRON
spir-8747	189	26	all	all	DET
spir-8747	189	27	actors	actor	NOUN
spir-8747	189	28	belong	belong	VERB
spir-8747	189	29	to	to	ADP
spir-8747	189	30	a	a	DET
spir-8747	189	31	greater	great	ADJ
spir-8747	189	32	or	or	CCONJ
spir-8747	189	33	lesser	less	ADJ
spir-8747	189	34	extent	extent	NOUN
spir-8747	189	35	.	.	PUNCT
spir-8747	190	1	therefore	therefore	ADV
spir-8747	190	2	,	,	PUNCT
spir-8747	190	3	the	the	DET
spir-8747	190	4	core	core	NOUN
spir-8747	190	5	community	community	NOUN
spir-8747	190	6	of	of	ADP
spir-8747	190	7	agricultural	agricultural	ADJ
spir-8747	190	8	influential	influential	ADJ
spir-8747	190	9	users	user	NOUN
spir-8747	190	10	occupy	occupy	VERB
spir-8747	190	11	the	the	DET
spir-8747	190	12	center	center	NOUN
spir-8747	190	13	of	of	ADP
spir-8747	190	14	the	the	DET
spir-8747	190	15	graph	graph	NOUN
spir-8747	190	16	and	and	CCONJ
spir-8747	190	17	are	be	AUX
spir-8747	190	18	proximate	proximate	ADJ
spir-8747	190	19	not	not	PART
spir-8747	190	20	only	only	ADV
spir-8747	190	21	to	to	ADP
spir-8747	190	22	each	each	DET
spir-8747	190	23	other	other	ADJ
spir-8747	190	24	but	but	CCONJ
spir-8747	190	25	to	to	ADP
spir-8747	190	26	all	all	DET
spir-8747	190	27	nodes	node	NOUN
spir-8747	190	28	in	in	ADP
spir-8747	190	29	the	the	DET
spir-8747	190	30	network	network	NOUN
spir-8747	190	31	,	,	PUNCT
spir-8747	190	32	while	while	SCONJ
spir-8747	190	33	the	the	DET
spir-8747	190	34	remaining	remain	VERB
spir-8747	190	35	nodes	node	NOUN
spir-8747	190	36	are	be	AUX
spir-8747	190	37	located	locate	VERB
spir-8747	190	38	in	in	ADP
spir-8747	190	39	the	the	DET
spir-8747	190	40	outskirts	outskirt	NOUN
spir-8747	190	41	and	and	CCONJ
spir-8747	190	42	relatively	relatively	ADV
spir-8747	190	43	close	close	ADJ
spir-8747	190	44	only	only	ADV
spir-8747	190	45	to	to	ADP
spir-8747	190	46	the	the	DET
spir-8747	190	47	center	center	NOUN
spir-8747	190	48	.	.	PUNCT
spir-8747	191	1	in	in	ADP
spir-8747	191	2	addition	addition	NOUN
spir-8747	191	3	to	to	ADP
spir-8747	191	4	the	the	DET
spir-8747	191	5	core	core	NOUN
spir-8747	191	6	-	-	PUNCT
spir-8747	191	7	periphery	periphery	NOUN
spir-8747	191	8	patterns	pattern	NOUN
spir-8747	191	9	found	find	VERB
spir-8747	191	10	in	in	ADP
spir-8747	191	11	these	these	DET
spir-8747	191	12	graphs	graph	NOUN
spir-8747	191	13	,	,	PUNCT
spir-8747	191	14	the	the	DET
spir-8747	191	15	structural	structural	ADJ
spir-8747	191	16	properties	property	NOUN
spir-8747	191	17	of	of	ADP
spir-8747	191	18	the	the	DET
spir-8747	191	19	networks	network	NOUN
spir-8747	191	20	are	be	AUX
spir-8747	191	21	neither	neither	CCONJ
spir-8747	191	22	completely	completely	ADV
spir-8747	191	23	regular	regular	ADJ
spir-8747	191	24	nor	nor	CCONJ
spir-8747	191	25	completely	completely	ADV
spir-8747	191	26	random	random	ADJ
spir-8747	191	27	,	,	PUNCT
spir-8747	191	28	as	as	SCONJ
spir-8747	191	29	they	they	PRON
spir-8747	191	30	display	display	VERB
spir-8747	191	31	small	small	ADJ
spir-8747	191	32	average	average	ADJ
spir-8747	191	33	path	path	NOUN
spir-8747	191	34	lengths	length	NOUN
spir-8747	191	35	typical	typical	ADJ
spir-8747	191	36	of	of	ADP
spir-8747	191	37	random	random	ADJ
spir-8747	191	38	graphs	graph	NOUN
spir-8747	191	39	.	.	PUNCT
spir-8747	192	1	this	this	DET
spir-8747	192	2	pattern	pattern	NOUN
spir-8747	192	3	of	of	ADP
spir-8747	192	4	information	information	NOUN
spir-8747	192	5	exchange	exchange	NOUN
spir-8747	192	6	suggests	suggest	VERB
spir-8747	192	7	that	that	SCONJ
spir-8747	192	8	a	a	DET
spir-8747	192	9	few	few	ADJ
spir-8747	192	10	accounts	account	NOUN
spir-8747	192	11	source	source	NOUN
spir-8747	192	12	information	information	NOUN
spir-8747	192	13	to	to	ADP
spir-8747	192	14	the	the	DET
spir-8747	192	15	community	community	NOUN
spir-8747	192	16	which	which	PRON
spir-8747	192	17	subsequently	subsequently	ADV
spir-8747	192	18	retweet	retweet	VERB
spir-8747	192	19	this	this	DET
spir-8747	192	20	information	information	NOUN
spir-8747	192	21	to	to	ADP
spir-8747	192	22	their	their	PRON
spir-8747	192	23	subcommunities	subcommunitie	NOUN
spir-8747	192	24	of	of	ADP
spir-8747	192	25	interest	interest	NOUN
spir-8747	192	26	.	.	PUNCT
spir-8747	193	1	this	this	DET
spir-8747	193	2	snapshot	snapshot	NOUN
spir-8747	193	3	of	of	ADP
spir-8747	193	4	the	the	DET
spir-8747	193	5	network	network	NOUN
spir-8747	193	6	provides	provide	VERB
spir-8747	193	7	an	an	DET
spir-8747	193	8	alternative	alternative	ADJ
spir-8747	193	9	view	view	NOUN
spir-8747	193	10	of	of	ADP
spir-8747	193	11	the	the	DET
spir-8747	193	12	dynamics	dynamic	NOUN
spir-8747	193	13	of	of	ADP
spir-8747	193	14	a	a	DET
spir-8747	193	15	green	green	ADJ
spir-8747	193	16	virtual	virtual	ADJ
spir-8747	193	17	sphere	sphere	NOUN
spir-8747	193	18	.	.	PUNCT
spir-8747	194	1	although	although	SCONJ
spir-8747	194	2	it	it	PRON
spir-8747	194	3	includes	include	VERB
spir-8747	194	4	a	a	DET
spir-8747	194	5	considerable	considerable	ADJ
spir-8747	194	6	portion	portion	NOUN
spir-8747	194	7	of	of	ADP
spir-8747	194	8	contentious	contentious	ADJ
spir-8747	194	9	topics	topic	NOUN
spir-8747	194	10	,	,	PUNCT
spir-8747	194	11	particularly	particularly	ADV
spir-8747	194	12	climate	climate	NOUN
spir-8747	194	13	change	change	NOUN
spir-8747	194	14	and	and	CCONJ
spir-8747	194	15	issues	issue	NOUN
spir-8747	194	16	related	relate	VERB
spir-8747	194	17	to	to	ADP
spir-8747	194	18	draught	draught	NOUN
spir-8747	194	19	and	and	CCONJ
spir-8747	194	20	water	water	NOUN
spir-8747	194	21	resources	resource	NOUN
spir-8747	194	22	,	,	PUNCT
spir-8747	194	23	it	it	PRON
spir-8747	194	24	also	also	ADV
spir-8747	194	25	includes	include	VERB
spir-8747	194	26	a	a	DET
spir-8747	194	27	large	large	ADJ
spir-8747	194	28	set	set	NOUN
spir-8747	194	29	of	of	ADP
spir-8747	194	30	messages	message	NOUN
spir-8747	194	31	and	and	CCONJ
spir-8747	194	32	the	the	DET
spir-8747	194	33	ensuing	ensue	VERB
spir-8747	194	34	user	user	NOUN
spir-8747	194	35	interaction	interaction	NOUN
spir-8747	194	36	focused	focus	VERB
spir-8747	194	37	on	on	ADP
spir-8747	194	38	specialized	specialized	ADJ
spir-8747	194	39	agriculture	agriculture	NOUN
spir-8747	194	40	information	information	NOUN
spir-8747	194	41	,	,	PUNCT
spir-8747	194	42	particularly	particularly	ADV
spir-8747	194	43	wine	wine	NOUN
spir-8747	194	44	and	and	CCONJ
spir-8747	194	45	plant	plant	NOUN
spir-8747	194	46	sciences	science	NOUN
spir-8747	194	47	.	.	PUNCT
spir-8747	195	1	this	this	DET
spir-8747	195	2	confluence	confluence	NOUN
spir-8747	195	3	of	of	ADP
spir-8747	195	4	subtopics	subtopic	NOUN
spir-8747	195	5	mirrors	mirror	VERB
spir-8747	195	6	the	the	DET
spir-8747	195	7	diversity	diversity	NOUN
spir-8747	195	8	of	of	ADP
spir-8747	195	9	stakeholders	stakeholder	NOUN
spir-8747	195	10	involved	involve	VERB
spir-8747	195	11	in	in	ADP
spir-8747	195	12	the	the	DET
spir-8747	195	13	agriculture	agriculture	NOUN
spir-8747	195	14	and	and	CCONJ
spir-8747	195	15	food	food	NOUN
spir-8747	195	16	sectors	sector	NOUN
spir-8747	195	17	,	,	PUNCT
spir-8747	195	18	including	include	VERB
spir-8747	195	19	outreach	outreach	NOUN
spir-8747	195	20	centers	center	NOUN
spir-8747	195	21	,	,	PUNCT
spir-8747	195	22	farmers	farmer	NOUN
spir-8747	195	23	,	,	PUNCT
spir-8747	195	24	and	and	CCONJ
spir-8747	195	25	government	government	NOUN
spir-8747	195	26	agencies	agency	NOUN
spir-8747	195	27	.	.	PUNCT
spir-8747	196	1	however	however	ADV
spir-8747	196	2	,	,	PUNCT
spir-8747	196	3	the	the	DET
spir-8747	196	4	highly	highly	ADV
spir-8747	196	5	skewed	skewed	ADJ
spir-8747	196	6	distribution	distribution	NOUN
spir-8747	196	7	of	of	ADP
spir-8747	196	8	@-mention	@-mention	NOUN
spir-8747	196	9	and	and	CCONJ
spir-8747	196	10	retweet	retweet	NOUN
spir-8747	196	11	indegree	indegree	NOUN
spir-8747	196	12	and	and	CCONJ
spir-8747	196	13	outdegree	outdegree	NOUN
spir-8747	196	14	,	,	PUNCT
spir-8747	196	15	together	together	ADV
spir-8747	196	16	with	with	ADP
spir-8747	196	17	the	the	DET
spir-8747	196	18	concentration	concentration	NOUN
spir-8747	196	19	of	of	ADP
spir-8747	196	20	such	such	ADJ
spir-8747	196	21	user	user	NOUN
spir-8747	196	22	accounts	account	NOUN
spir-8747	196	23	in	in	ADP
spir-8747	196	24	metropolitan	metropolitan	ADJ
spir-8747	196	25	areas	area	NOUN
spir-8747	196	26	,	,	PUNCT
spir-8747	196	27	indicates	indicate	VERB
spir-8747	196	28	that	that	SCONJ
spir-8747	196	29	the	the	DET
spir-8747	196	30	core	core	NOUN
spir-8747	196	31	of	of	ADP
spir-8747	196	32	the	the	DET
spir-8747	196	33	network	network	NOUN
spir-8747	196	34	is	be	AUX
spir-8747	196	35	centralized	centralize	VERB
spir-8747	196	36	around	around	ADP
spir-8747	196	37	government	government	NOUN
spir-8747	196	38	agencies	agency	NOUN
spir-8747	196	39	and	and	CCONJ
spir-8747	196	40	news	news	NOUN
spir-8747	196	41	outlets	outlet	NOUN
spir-8747	196	42	,	,	PUNCT
spir-8747	196	43	as	as	SCONJ
spir-8747	196	44	opposed	oppose	VERB
spir-8747	196	45	to	to	ADP
spir-8747	196	46	farmers	farmer	NOUN
spir-8747	196	47	and	and	CCONJ
spir-8747	196	48	growers	grower	NOUN
spir-8747	196	49	who	who	PRON
spir-8747	196	50	can	can	AUX
spir-8747	196	51	benefit	benefit	VERB
spir-8747	196	52	from	from	ADP
spir-8747	196	53	having	have	VERB
spir-8747	196	54	easy	easy	ADJ
spir-8747	196	55	and	and	CCONJ
spir-8747	196	56	direct	direct	ADJ
spir-8747	196	57	access	access	NOUN
spir-8747	196	58	to	to	ADP
spir-8747	196	59	new	new	ADJ
spir-8747	196	60	sources	source	NOUN
spir-8747	196	61	of	of	ADP
spir-8747	196	62	agriculture	agriculture	NOUN
spir-8747	196	63	knowledge	knowledge	NOUN
spir-8747	196	64	.	.	PUNCT
spir-8747	197	1	despite	despite	SCONJ
spir-8747	197	2	the	the	DET
spir-8747	197	3	efforts	effort	NOUN
spir-8747	197	4	of	of	ADP
spir-8747	197	5	outreach	outreach	NOUN
spir-8747	197	6	professionals	professional	NOUN
spir-8747	197	7	,	,	PUNCT
spir-8747	197	8	the	the	DET
spir-8747	197	9	twitter	twitter	NOUN
spir-8747	197	10	subcommunities	subcommunitie	NOUN
spir-8747	197	11	associated	associate	VERB
spir-8747	197	12	with	with	ADP
spir-8747	197	13	agriculture	agriculture	NOUN
spir-8747	197	14	seemingly	seemingly	ADV
spir-8747	197	15	replicate	replicate	VERB
spir-8747	197	16	the	the	DET
spir-8747	197	17	top	top	ADJ
spir-8747	197	18	-	-	PUNCT
spir-8747	197	19	down	down	NOUN
spir-8747	197	20	,	,	PUNCT
spir-8747	197	21	continuum	continuum	ADJ
spir-8747	197	22	model	model	NOUN
spir-8747	197	23	in	in	ADP
spir-8747	197	24	which	which	PRON
spir-8747	197	25	information	information	NOUN
spir-8747	197	26	flows	flow	VERB
spir-8747	197	27	from	from	ADP
spir-8747	197	28	government	government	NOUN
spir-8747	197	29	agencies	agency	NOUN
spir-8747	197	30	and	and	CCONJ
spir-8747	197	31	news	news	NOUN
spir-8747	197	32	organizations	organization	NOUN
spir-8747	197	33	towards	towards	ADP
spir-8747	197	34	growers	grower	NOUN
spir-8747	197	35	,	,	PUNCT
spir-8747	197	36	with	with	ADP
spir-8747	197	37	little	little	ADJ
spir-8747	197	38	reciprocal	reciprocal	ADJ
spir-8747	197	39	interaction	interaction	NOUN
spir-8747	197	40	between	between	ADP
spir-8747	197	41	users	user	NOUN
spir-8747	197	42	in	in	ADP
spir-8747	197	43	the	the	DET
spir-8747	197	44	periphery	periphery	NOUN
spir-8747	197	45	of	of	ADP
spir-8747	197	46	the	the	DET
spir-8747	197	47	network	network	NOUN
spir-8747	197	48	.	.	PUNCT
spir-8747	198	1	9	9	X
spir-8747	198	2	.	.	X
spir-8747	198	3	references	reference	NOUN
spir-8747	198	4	bastos	basto	NOUN
spir-8747	198	5	,	,	PUNCT
spir-8747	198	6	m.	m.	NOUN
spir-8747	198	7	t.	t.	PROPN
spir-8747	198	8	2011	2011	NUM
spir-8747	198	9	.	.	PUNCT
spir-8747	199	1	public	public	ADJ
spir-8747	199	2	opinion	opinion	NOUN
spir-8747	199	3	revisited	revisit	VERB
spir-8747	199	4	:	:	PUNCT
spir-8747	199	5	the	the	DET
spir-8747	199	6	propagation	propagation	NOUN
spir-8747	199	7	of	of	ADP
spir-8747	199	8	opinions	opinion	NOUN
spir-8747	199	9	in	in	ADP
spir-8747	199	10	digital	digital	ADJ
spir-8747	199	11	networks	network	NOUN
spir-8747	199	12	.	.	PUNCT
spir-8747	200	1	journal	journal	PROPN
spir-8747	200	2	of	of	ADP
spir-8747	200	3	arab	arab	PROPN
spir-8747	200	4	&	&	CCONJ
spir-8747	200	5	muslim	muslim	PROPN
spir-8747	200	6	media	medium	NOUN
spir-8747	200	7	research	research	NOUN
spir-8747	200	8	,	,	PUNCT
spir-8747	200	9	4	4	NUM
spir-8747	200	10	,	,	PUNCT
spir-8747	200	11	179–195	179–195	NUM
spir-8747	200	12	.	.	PUNCT
spir-8747	200	13	bastos	basto	NOUN
spir-8747	200	14	,	,	PUNCT
spir-8747	200	15	m.	m.	NOUN
spir-8747	200	16	t.	t.	PROPN
spir-8747	200	17	&	&	CCONJ
spir-8747	200	18	mercea	mercea	PROPN
spir-8747	200	19	,	,	PUNCT
spir-8747	200	20	d.	d.	PROPN
spir-8747	200	21	2015	2015	NUM
spir-8747	200	22	.	.	PUNCT
spir-8747	201	1	serial	serial	ADJ
spir-8747	201	2	activists	activist	NOUN
spir-8747	201	3	:	:	PUNCT
spir-8747	201	4	political	political	ADJ
spir-8747	201	5	twitter	twitter	NOUN
spir-8747	201	6	beyond	beyond	ADP
spir-8747	201	7	influentials	influential	NOUN
spir-8747	201	8	and	and	CCONJ
spir-8747	201	9	the	the	DET
spir-8747	201	10	twittertariat	twittertariat	NOUN
spir-8747	201	11	.	.	PUNCT
spir-8747	202	1	new	new	ADJ
spir-8747	202	2	media	medium	NOUN
spir-8747	202	3	&	&	CCONJ
spir-8747	202	4	society	society	NOUN
spir-8747	202	5	.	.	PUNCT
spir-8747	203	1	bastos	basto	NOUN
spir-8747	203	2	,	,	PUNCT
spir-8747	203	3	m.	m.	NOUN
spir-8747	203	4	t.	t.	PROPN
spir-8747	203	5	,	,	PUNCT
spir-8747	203	6	puschmann	puschmann	PROPN
spir-8747	203	7	,	,	PUNCT
spir-8747	203	8	c.	c.	PROPN
spir-8747	203	9	&	&	CCONJ
spir-8747	203	10	travitzki	travitzki	PROPN
spir-8747	203	11	,	,	PUNCT
spir-8747	203	12	r.	r.	PROPN
spir-8747	203	13	2013	2013	NUM
spir-8747	203	14	.	.	PUNCT
spir-8747	204	1	tweeting	tweet	VERB
spir-8747	204	2	across	across	ADP
spir-8747	204	3	hashtags	hashtag	NOUN
spir-8747	204	4	:	:	PUNCT
spir-8747	204	5	overlapping	overlap	VERB
spir-8747	204	6	users	user	NOUN
spir-8747	204	7	and	and	CCONJ
spir-8747	204	8	the	the	DET
spir-8747	204	9	importance	importance	NOUN
spir-8747	204	10	of	of	ADP
spir-8747	204	11	language	language	NOUN
spir-8747	204	12	,	,	PUNCT
spir-8747	204	13	topics	topic	NOUN
spir-8747	204	14	,	,	PUNCT
spir-8747	204	15	and	and	CCONJ
spir-8747	204	16	politics	politic	NOUN
spir-8747	204	17	.	.	PUNCT
spir-8747	205	1	proceedings	proceeding	NOUN
spir-8747	205	2	of	of	ADP
spir-8747	205	3	the	the	DET
spir-8747	205	4	24th	24th	PROPN
spir-8747	205	5	acm	acm	NOUN
spir-8747	205	6	conference	conference	NOUN
spir-8747	205	7	on	on	ADP
spir-8747	205	8	hypertext	hypertext	NOUN
spir-8747	205	9	and	and	CCONJ
spir-8747	205	10	social	social	ADJ
spir-8747	205	11	media	medium	NOUN
spir-8747	205	12	.	.	PUNCT
spir-8747	206	1	paris	paris	PROPN
spir-8747	206	2	,	,	PUNCT
spir-8747	206	3	france	france	PROPN
spir-8747	206	4	:	:	PUNCT
spir-8747	206	5	acm	acm	PROPN
spir-8747	206	6	.	.	PUNCT
spir-8747	207	1	bidwell	bidwell	PROPN
spir-8747	207	2	,	,	PUNCT
spir-8747	207	3	d.	d.	PROPN
spir-8747	207	4	,	,	PUNCT
spir-8747	207	5	dietz	dietz	PROPN
spir-8747	207	6	,	,	PUNCT
spir-8747	207	7	t.	t.	PROPN
spir-8747	207	8	&	&	CCONJ
spir-8747	207	9	scavia	scavia	PROPN
spir-8747	207	10	,	,	PUNCT
spir-8747	207	11	d.	d.	PROPN
spir-8747	207	12	2013	2013	NUM
spir-8747	207	13	.	.	PUNCT
spir-8747	208	1	fostering	foster	VERB
spir-8747	208	2	knowledge	knowledge	NOUN
spir-8747	208	3	networks	network	NOUN
spir-8747	208	4	for	for	ADP
spir-8747	208	5	climate	climate	NOUN
spir-8747	208	6	adaptation	adaptation	NOUN
spir-8747	208	7	.	.	PUNCT
spir-8747	209	1	nature	nature	NOUN
spir-8747	209	2	climate	climate	NOUN
spir-8747	209	3	change	change	NOUN
spir-8747	209	4	,	,	PUNCT
spir-8747	209	5	3	3	NUM
spir-8747	209	6	,	,	PUNCT
spir-8747	209	7	610	610	NUM
spir-8747	209	8	-	-	SYM
spir-8747	209	9	611	611	NUM
spir-8747	209	10	.	.	PUNCT
spir-8747	210	1	borgatti	borgatti	PROPN
spir-8747	210	2	,	,	PUNCT
spir-8747	210	3	s.	s.	PROPN
spir-8747	210	4	p.	p.	PROPN
spir-8747	210	5	&	&	CCONJ
spir-8747	210	6	everett	everett	PROPN
spir-8747	210	7	,	,	PUNCT
spir-8747	210	8	m.	m.	NOUN
spir-8747	210	9	g.	g.	PROPN
spir-8747	210	10	2000	2000	NUM
spir-8747	210	11	.	.	PUNCT
spir-8747	211	1	models	model	NOUN
spir-8747	211	2	of	of	ADP
spir-8747	211	3	core	core	NOUN
spir-8747	211	4	/	/	SYM
spir-8747	211	5	periphery	periphery	NOUN
spir-8747	211	6	structures	structure	NOUN
spir-8747	211	7	.	.	PUNCT
spir-8747	212	1	social	social	ADJ
spir-8747	212	2	networks	network	NOUN
spir-8747	212	3	,	,	PUNCT
spir-8747	212	4	21	21	NUM
spir-8747	212	5	,	,	PUNCT
spir-8747	212	6	375	375	NUM
spir-8747	212	7	-	-	SYM
spir-8747	212	8	395	395	NUM
spir-8747	212	9	.	.	PUNCT
spir-8747	213	1	bortree	bortree	PROPN
spir-8747	213	2	,	,	PUNCT
spir-8747	213	3	d.	d.	PROPN
spir-8747	213	4	s.	s.	PROPN
spir-8747	213	5	&	&	CCONJ
spir-8747	213	6	seltzer	seltzer	PROPN
spir-8747	213	7	,	,	PUNCT
spir-8747	213	8	t.	t.	PROPN
spir-8747	213	9	2009	2009	NUM
spir-8747	213	10	.	.	PUNCT
spir-8747	214	1	dialogic	dialogic	ADJ
spir-8747	214	2	strategies	strategy	NOUN
spir-8747	214	3	and	and	CCONJ
spir-8747	214	4	outcomes	outcome	NOUN
spir-8747	214	5	:	:	PUNCT
spir-8747	214	6	an	an	DET
spir-8747	214	7	analysis	analysis	NOUN
spir-8747	214	8	of	of	ADP
spir-8747	214	9	environmental	environmental	ADJ
spir-8747	214	10	advocacy	advocacy	NOUN
spir-8747	214	11	groups	group	NOUN
spir-8747	214	12	’	’	PART
spir-8747	214	13	facebook	facebook	NOUN
spir-8747	214	14	profiles	profile	NOUN
spir-8747	214	15	.	.	PUNCT
spir-8747	215	1	public	public	ADJ
spir-8747	215	2	relations	relation	NOUN
spir-8747	215	3	review	review	NOUN
spir-8747	215	4	,	,	PUNCT
spir-8747	215	5	35	35	NUM
spir-8747	215	6	,	,	PUNCT
spir-8747	215	7	317	317	NUM
spir-8747	215	8	-	-	SYM
spir-8747	215	9	319	319	NUM
spir-8747	215	10	.	.	PUNCT
spir-8747	216	1	calhoun	calhoun	PROPN
spir-8747	216	2	,	,	PUNCT
spir-8747	216	3	c.	c.	PROPN
spir-8747	216	4	j.	j.	PROPN
spir-8747	216	5	1992	1992	NUM
spir-8747	216	6	.	.	PUNCT
spir-8747	217	1	habermas	haberma	NOUN
spir-8747	217	2	and	and	CCONJ
spir-8747	217	3	the	the	DET
spir-8747	217	4	public	public	ADJ
spir-8747	217	5	sphere	sphere	NOUN
spir-8747	217	6	,	,	PUNCT
spir-8747	217	7	cambridge	cambridge	PROPN
spir-8747	217	8	,	,	PUNCT
spir-8747	217	9	mit	mit	PROPN
spir-8747	217	10	press	press	NOUN
spir-8747	217	11	.	.	PUNCT
spir-8747	218	1	cheong	cheong	PROPN
spir-8747	218	2	,	,	PUNCT
spir-8747	218	3	m.	m.	PROPN
spir-8747	218	4	&	&	CCONJ
spir-8747	218	5	lee	lee	PROPN
spir-8747	218	6	,	,	PUNCT
spir-8747	218	7	v.	v.	ADP
spir-8747	218	8	2010	2010	NUM
spir-8747	218	9	.	.	PUNCT
spir-8747	219	1	twittering	twitter	VERB
spir-8747	219	2	for	for	ADP
spir-8747	219	3	earth	earth	NOUN
spir-8747	219	4	:	:	PUNCT
spir-8747	219	5	a	a	DET
spir-8747	219	6	study	study	NOUN
spir-8747	219	7	on	on	ADP
spir-8747	219	8	the	the	DET
spir-8747	219	9	impact	impact	NOUN
spir-8747	219	10	of	of	ADP
spir-8747	219	11	microblogging	microblogge	VERB
spir-8747	219	12	activism	activism	NOUN
spir-8747	219	13	on	on	ADP
spir-8747	219	14	earth	earth	NOUN
spir-8747	219	15	hour	hour	NOUN
spir-8747	219	16	2009	2009	NUM
spir-8747	219	17	in	in	ADP
spir-8747	219	18	australia	australia	PROPN
spir-8747	219	19	.	.	PUNCT
spir-8747	220	1	intelligent	intelligent	ADJ
spir-8747	220	2	information	information	NOUN
spir-8747	220	3	and	and	CCONJ
spir-8747	220	4	database	database	NOUN
spir-8747	220	5	systems	system	NOUN
spir-8747	220	6	.	.	PUNCT
spir-8747	221	1	springer	springer	NOUN
spir-8747	221	2	.	.	PUNCT
spir-8747	222	1	csardi	csardi	PROPN
spir-8747	222	2	,	,	PUNCT
spir-8747	222	3	g.	g.	PROPN
spir-8747	222	4	&	&	CCONJ
spir-8747	222	5	nepusz	nepusz	PROPN
spir-8747	222	6	,	,	PUNCT
spir-8747	222	7	t.	t.	NOUN
spir-8747	222	8	2006	2006	NUM
spir-8747	222	9	.	.	PUNCT
spir-8747	223	1	the	the	DET
spir-8747	223	2	igraph	igraph	PROPN
spir-8747	223	3	software	software	NOUN
spir-8747	223	4	package	package	NOUN
spir-8747	223	5	for	for	ADP
spir-8747	223	6	complex	complex	ADJ
spir-8747	223	7	network	network	NOUN
spir-8747	223	8	research	research	NOUN
spir-8747	223	9	.	.	PUNCT
spir-8747	224	1	interjournal	interjournal	ADJ
spir-8747	224	2	,	,	PUNCT
spir-8747	224	3	complex	complex	ADJ
spir-8747	224	4	systems	system	NOUN
spir-8747	224	5	,	,	PUNCT
spir-8747	224	6	1695	1695	NUM
spir-8747	224	7	.	.	PUNCT
spir-8747	225	1	dubois	dubois	PROPN
spir-8747	225	2	,	,	PUNCT
spir-8747	225	3	e.	e.	PROPN
spir-8747	225	4	&	&	CCONJ
spir-8747	225	5	gaffney	gaffney	PROPN
spir-8747	225	6	,	,	PUNCT
spir-8747	225	7	d.	d.	PROPN
spir-8747	225	8	2014	2014	NUM
spir-8747	225	9	.	.	PUNCT
spir-8747	226	1	the	the	DET
spir-8747	226	2	multiple	multiple	ADJ
spir-8747	226	3	facets	facet	NOUN
spir-8747	226	4	of	of	ADP
spir-8747	226	5	influence	influence	NOUN
spir-8747	226	6	:	:	PUNCT
spir-8747	226	7	identifying	identify	VERB
spir-8747	226	8	political	political	ADJ
spir-8747	226	9	influentials	influential	NOUN
spir-8747	226	10	and	and	CCONJ
spir-8747	226	11	opinion	opinion	NOUN
spir-8747	226	12	leaders	leader	NOUN
spir-8747	226	13	on	on	ADP
spir-8747	226	14	twitter	twitter	NOUN
spir-8747	226	15	.	.	PUNCT
spir-8747	227	1	american	american	ADJ
spir-8747	227	2	behavioral	behavioral	ADJ
spir-8747	227	3	scientist	scientist	NOUN
spir-8747	227	4	.	.	PUNCT
spir-8747	228	1	gabielkov	gabielkov	PROPN
spir-8747	228	2	,	,	PUNCT
spir-8747	228	3	m.	m.	NOUN
spir-8747	228	4	,	,	PUNCT
spir-8747	228	5	rao	rao	PROPN
spir-8747	228	6	,	,	PUNCT
spir-8747	228	7	a.	a.	PROPN
spir-8747	228	8	&	&	CCONJ
spir-8747	228	9	legout	legout	PROPN
spir-8747	228	10	,	,	PUNCT
spir-8747	228	11	a.	a.	NOUN
spir-8747	228	12	2014	2014	NUM
spir-8747	228	13	.	.	PUNCT
spir-8747	229	1	studying	study	VERB
spir-8747	229	2	social	social	ADJ
spir-8747	229	3	networks	network	NOUN
spir-8747	229	4	at	at	ADP
spir-8747	229	5	scale	scale	NOUN
spir-8747	229	6	:	:	PUNCT
spir-8747	229	7	macroscopic	macroscopic	ADJ
spir-8747	229	8	anatomy	anatomy	NOUN
spir-8747	229	9	of	of	ADP
spir-8747	229	10	the	the	DET
spir-8747	229	11	twitter	twitter	NOUN
spir-8747	229	12	social	social	ADJ
spir-8747	229	13	graph	graph	NOUN
spir-8747	229	14	.	.	PUNCT
spir-8747	230	1	in	in	ADP
spir-8747	230	2	:	:	PUNCT
spir-8747	230	3	acm	acm	PROPN
spir-8747	230	4	sigmetrics	sigmetric	NOUN
spir-8747	230	5	2014	2014	NUM
spir-8747	230	6	,	,	PUNCT
spir-8747	230	7	2014	2014	NUM
spir-8747	230	8	austin	austin	PROPN
spir-8747	230	9	,	,	PUNCT
spir-8747	230	10	united	united	PROPN
spir-8747	230	11	states	states	PROPN
spir-8747	230	12	.	.	PUNCT
spir-8747	231	1	goodreau	goodreau	PROPN
spir-8747	231	2	,	,	PUNCT
spir-8747	231	3	s.	s.	PROPN
spir-8747	231	4	m.	m.	PROPN
spir-8747	231	5	2007	2007	NUM
spir-8747	231	6	.	.	PUNCT
spir-8747	232	1	advances	advance	NOUN
spir-8747	232	2	in	in	ADP
spir-8747	232	3	exponential	exponential	ADJ
spir-8747	232	4	random	random	ADJ
spir-8747	232	5	graph	graph	NOUN
spir-8747	232	6	(	(	PUNCT
spir-8747	232	7	p	p	NOUN
spir-8747	232	8	*	*	NOUN
spir-8747	232	9	)	)	PUNCT
spir-8747	232	10	models	model	NOUN
spir-8747	232	11	applied	apply	VERB
spir-8747	232	12	to	to	ADP
spir-8747	232	13	a	a	DET
spir-8747	232	14	large	large	ADJ
spir-8747	232	15	social	social	ADJ
spir-8747	232	16	network	network	NOUN
spir-8747	232	17	.	.	PUNCT
spir-8747	233	1	social	social	ADJ
spir-8747	233	2	networks	network	NOUN
spir-8747	233	3	,	,	PUNCT
spir-8747	233	4	29	29	NUM
spir-8747	233	5	,	,	PUNCT
spir-8747	233	6	231	231	NUM
spir-8747	233	7	-	-	SYM
spir-8747	233	8	248	248	NUM
spir-8747	233	9	.	.	PUNCT
spir-8747	234	1	habermas	habermas	PROPN
spir-8747	234	2	,	,	PUNCT
spir-8747	234	3	j.	j.	PROPN
spir-8747	234	4	1987	1987	NUM
spir-8747	234	5	.	.	PUNCT
spir-8747	235	1	the	the	DET
spir-8747	235	2	philosophical	philosophical	ADJ
spir-8747	235	3	discourse	discourse	NOUN
spir-8747	235	4	of	of	ADP
spir-8747	235	5	modernity	modernity	NOUN
spir-8747	235	6	,	,	PUNCT
spir-8747	235	7	cambridge	cambridge	PROPN
spir-8747	235	8	,	,	PUNCT
spir-8747	235	9	mit	mit	PROPN
spir-8747	235	10	press	press	NOUN
spir-8747	235	11	.	.	PUNCT
spir-8747	236	1	habermas	habermas	PROPN
spir-8747	236	2	,	,	PUNCT
spir-8747	236	3	j.	j.	PROPN
spir-8747	236	4	1991	1991	NUM
spir-8747	236	5	.	.	PUNCT
spir-8747	237	1	the	the	DET
spir-8747	237	2	structural	structural	ADJ
spir-8747	237	3	transformation	transformation	NOUN
spir-8747	237	4	of	of	ADP
spir-8747	237	5	the	the	DET
spir-8747	237	6	public	public	ADJ
spir-8747	237	7	sphere	sphere	NOUN
spir-8747	237	8	:	:	PUNCT
spir-8747	237	9	an	an	DET
spir-8747	237	10	inquiry	inquiry	NOUN
spir-8747	237	11	into	into	ADP
spir-8747	237	12	a	a	DET
spir-8747	237	13	category	category	NOUN
spir-8747	237	14	of	of	ADP
spir-8747	237	15	bourgeois	bourgeois	ADJ
spir-8747	237	16	society	society	NOUN
spir-8747	237	17	,	,	PUNCT
spir-8747	237	18	cambridge	cambridge	PROPN
spir-8747	237	19	,	,	PUNCT
spir-8747	237	20	mit	mit	PROPN
spir-8747	237	21	press	press	NOUN
spir-8747	237	22	.	.	PUNCT
spir-8747	238	1	henri	henri	PROPN
spir-8747	238	2	,	,	PUNCT
spir-8747	238	3	f.	f.	PROPN
spir-8747	238	4	&	&	CCONJ
spir-8747	238	5	pudelko	pudelko	PROPN
spir-8747	238	6	,	,	PUNCT
spir-8747	238	7	b.	b.	PROPN
spir-8747	238	8	2003	2003	NUM
spir-8747	238	9	.	.	PUNCT
spir-8747	239	1	understanding	understanding	NOUN
spir-8747	239	2	and	and	CCONJ
spir-8747	239	3	analysing	analyse	VERB
spir-8747	239	4	activity	activity	NOUN
spir-8747	239	5	and	and	CCONJ
spir-8747	239	6	learning	learn	VERB
spir-8747	239	7	in	in	ADP
spir-8747	239	8	virtual	virtual	ADJ
spir-8747	239	9	communities	community	NOUN
spir-8747	239	10	.	.	PUNCT
spir-8747	240	1	journal	journal	PROPN
spir-8747	240	2	of	of	ADP
spir-8747	240	3	computer	computer	NOUN
spir-8747	240	4	assisted	assist	VERB
spir-8747	240	5	learning	learning	NOUN
spir-8747	240	6	,	,	PUNCT
spir-8747	240	7	19	19	NUM
spir-8747	240	8	,	,	PUNCT
spir-8747	240	9	474	474	NUM
spir-8747	240	10	-	-	SYM
spir-8747	240	11	487	487	NUM
spir-8747	240	12	.	.	PUNCT
spir-8747	241	1	holme	holme	NOUN
spir-8747	241	2	,	,	PUNCT
spir-8747	241	3	p.	p.	NOUN
spir-8747	241	4	2005	2005	NUM
spir-8747	241	5	.	.	PUNCT
spir-8747	242	1	core	core	NOUN
spir-8747	242	2	-	-	PUNCT
spir-8747	242	3	periphery	periphery	NOUN
spir-8747	242	4	organization	organization	NOUN
spir-8747	242	5	of	of	ADP
spir-8747	242	6	complex	complex	ADJ
spir-8747	242	7	networks	network	NOUN
spir-8747	242	8	.	.	PUNCT
spir-8747	243	1	physical	physical	ADJ
spir-8747	243	2	review	review	PROPN
spir-8747	243	3	e	e	NOUN
spir-8747	243	4	,	,	PUNCT
spir-8747	243	5	72	72	NUM
spir-8747	243	6	,	,	PUNCT
spir-8747	243	7	046111	046111	NUM
spir-8747	243	8	.	.	PUNCT
spir-8747	244	1	kalafatis	kalafatis	PROPN
spir-8747	244	2	,	,	PUNCT
spir-8747	244	3	s.	s.	PROPN
spir-8747	244	4	e.	e.	PROPN
spir-8747	244	5	,	,	PUNCT
spir-8747	244	6	lemos	lemos	PROPN
spir-8747	244	7	,	,	PUNCT
spir-8747	244	8	m.	m.	PROPN
spir-8747	244	9	c.	c.	PROPN
spir-8747	244	10	,	,	PUNCT
spir-8747	244	11	lo	lo	PROPN
spir-8747	244	12	,	,	PUNCT
spir-8747	244	13	y.-j	y.-j	PROPN
spir-8747	244	14	.	.	PROPN
spir-8747	244	15	&	&	CCONJ
spir-8747	244	16	frank	frank	PROPN
spir-8747	244	17	,	,	PUNCT
spir-8747	244	18	k.	k.	PROPN
spir-8747	244	19	a.	a.	PROPN
spir-8747	244	20	2015	2015	NUM
spir-8747	244	21	.	.	PUNCT
spir-8747	245	1	increasing	increase	VERB
spir-8747	245	2	information	information	NOUN
spir-8747	245	3	usability	usability	NOUN
spir-8747	245	4	for	for	ADP
spir-8747	245	5	climate	climate	NOUN
spir-8747	245	6	adaptation	adaptation	NOUN
spir-8747	245	7	:	:	PUNCT
spir-8747	245	8	the	the	DET
spir-8747	245	9	role	role	NOUN
spir-8747	245	10	of	of	ADP
spir-8747	245	11	knowledge	knowledge	NOUN
spir-8747	245	12	networks	network	NOUN
spir-8747	245	13	and	and	CCONJ
spir-8747	245	14	communities	community	NOUN
spir-8747	245	15	of	of	ADP
spir-8747	245	16	practice	practice	NOUN
spir-8747	245	17	.	.	PUNCT
spir-8747	246	1	global	global	ADJ
spir-8747	246	2	environmental	environmental	ADJ
spir-8747	246	3	change	change	NOUN
spir-8747	246	4	,	,	PUNCT
spir-8747	246	5	32	32	NUM
spir-8747	246	6	,	,	PUNCT
spir-8747	246	7	30	30	NUM
spir-8747	246	8	-	-	SYM
spir-8747	246	9	39	39	NUM
spir-8747	246	10	.	.	PUNCT
spir-8747	247	1	katz	katz	PROPN
spir-8747	247	2	,	,	PUNCT
spir-8747	247	3	e.	e.	PROPN
spir-8747	247	4	1957	1957	NUM
spir-8747	247	5	.	.	PUNCT
spir-8747	248	1	the	the	DET
spir-8747	248	2	two	two	NUM
spir-8747	248	3	-	-	PUNCT
spir-8747	248	4	step	step	NOUN
spir-8747	248	5	flow	flow	NOUN
spir-8747	248	6	of	of	ADP
spir-8747	248	7	communication	communication	NOUN
spir-8747	248	8	:	:	PUNCT
spir-8747	248	9	an	an	DET
spir-8747	248	10	up	up	ADP
spir-8747	248	11	-	-	PUNCT
spir-8747	248	12	to	to	ADP
spir-8747	248	13	-	-	PUNCT
spir-8747	248	14	date	date	NOUN
spir-8747	248	15	report	report	NOUN
spir-8747	248	16	on	on	ADP
spir-8747	248	17	an	an	DET
spir-8747	248	18	hypothesis	hypothesis	NOUN
spir-8747	248	19	.	.	PUNCT
spir-8747	249	1	public	public	ADJ
spir-8747	249	2	opinion	opinion	NOUN
spir-8747	249	3	quarterly	quarterly	ADV
spir-8747	249	4	,	,	PUNCT
spir-8747	249	5	21	21	NUM
spir-8747	249	6	,	,	PUNCT
spir-8747	249	7	61	61	NUM
spir-8747	249	8	-	-	SYM
spir-8747	249	9	78	78	NUM
spir-8747	249	10	.	.	PUNCT
spir-8747	250	1	kwak	kwak	PROPN
spir-8747	250	2	,	,	PUNCT
spir-8747	250	3	h.	h.	PROPN
spir-8747	250	4	,	,	PUNCT
spir-8747	250	5	lee	lee	PROPN
spir-8747	250	6	,	,	PUNCT
spir-8747	250	7	c.	c.	PROPN
spir-8747	250	8	,	,	PUNCT
spir-8747	250	9	park	park	NOUN
spir-8747	250	10	,	,	PUNCT
spir-8747	250	11	h.	h.	PROPN
spir-8747	250	12	&	&	CCONJ
spir-8747	250	13	moon	moon	PROPN
spir-8747	250	14	,	,	PUNCT
spir-8747	250	15	s.	s.	PROPN
spir-8747	250	16	2010	2010	NUM
spir-8747	250	17	.	.	PUNCT
spir-8747	251	1	what	what	PRON
spir-8747	251	2	is	be	AUX
spir-8747	251	3	twitter	twitter	NOUN
spir-8747	251	4	,	,	PUNCT
spir-8747	251	5	a	a	DET
spir-8747	251	6	social	social	ADJ
spir-8747	251	7	network	network	NOUN
spir-8747	251	8	or	or	CCONJ
spir-8747	251	9	a	a	DET
spir-8747	251	10	news	news	NOUN
spir-8747	251	11	media	medium	NOUN
spir-8747	251	12	?	?	PUNCT
spir-8747	252	1	in	in	ADP
spir-8747	252	2	:	:	PUNCT
spir-8747	252	3	19th	19th	ADJ
spir-8747	252	4	international	international	ADJ
spir-8747	252	5	conference	conference	NOUN
spir-8747	252	6	on	on	ADP
spir-8747	252	7	world	world	NOUN
spir-8747	252	8	wide	wide	ADJ
spir-8747	252	9	web	web	NOUN
spir-8747	252	10	,	,	PUNCT
spir-8747	252	11	2010	2010	NUM
spir-8747	252	12	new	new	PROPN
spir-8747	252	13	york	york	PROPN
spir-8747	252	14	,	,	PUNCT
spir-8747	252	15	ny	ny	PROPN
spir-8747	252	16	,	,	PUNCT
spir-8747	252	17	usa	usa	PROPN
spir-8747	252	18	.	.	PROPN
spir-8747	252	19	acm	acm	PROPN
spir-8747	252	20	,	,	PUNCT
spir-8747	252	21	591	591	NUM
spir-8747	252	22	-	-	SYM
spir-8747	252	23	600	600	NUM
spir-8747	252	24	.	.	PUNCT
spir-8747	253	1	liang	liang	PROPN
spir-8747	253	2	,	,	PUNCT
spir-8747	253	3	h.	h.	PROPN
spir-8747	253	4	&	&	CCONJ
spir-8747	253	5	fu	fu	PROPN
spir-8747	253	6	,	,	PUNCT
spir-8747	253	7	k.-w	k.-w	PROPN
spir-8747	253	8	.	.	PROPN
spir-8747	253	9	2015	2015	NUM
spir-8747	253	10	.	.	PUNCT
spir-8747	254	1	testing	testing	NOUN
spir-8747	254	2	propositions	proposition	NOUN
spir-8747	254	3	derived	derive	VERB
spir-8747	254	4	from	from	ADP
spir-8747	254	5	twitter	twitter	NOUN
spir-8747	254	6	studies	study	NOUN
spir-8747	254	7	:	:	PUNCT
spir-8747	254	8	generalization	generalization	NOUN
spir-8747	254	9	and	and	CCONJ
spir-8747	254	10	replication	replication	NOUN
spir-8747	254	11	in	in	ADP
spir-8747	254	12	computational	computational	ADJ
spir-8747	254	13	social	social	ADJ
spir-8747	254	14	science	science	NOUN
spir-8747	254	15	.	.	PUNCT
spir-8747	255	1	plos	plos	PROPN
spir-8747	255	2	one	one	NUM
spir-8747	255	3	,	,	PUNCT
spir-8747	255	4	10	10	NUM
spir-8747	255	5	,	,	PUNCT
spir-8747	255	6	e0134270	e0134270	PROPN
spir-8747	255	7	.	.	PUNCT
spir-8747	256	1	lubell	lubell	PROPN
spir-8747	256	2	,	,	PUNCT
spir-8747	256	3	m.	m.	NOUN
spir-8747	256	4	,	,	PUNCT
spir-8747	256	5	niles	nile	NOUN
spir-8747	256	6	,	,	PUNCT
spir-8747	256	7	m.	m.	NOUN
spir-8747	256	8	&	&	CCONJ
spir-8747	256	9	hoffman	hoffman	PROPN
spir-8747	256	10	,	,	PUNCT
spir-8747	256	11	m.	m.	NOUN
spir-8747	256	12	2014	2014	NUM
spir-8747	256	13	.	.	PUNCT
spir-8747	257	1	extension	extension	NOUN
spir-8747	257	2	3.0	3.0	NUM
spir-8747	257	3	:	:	PUNCT
spir-8747	257	4	managing	manage	VERB
spir-8747	257	5	agricultural	agricultural	ADJ
spir-8747	257	6	knowledge	knowledge	NOUN
spir-8747	257	7	systems	system	NOUN
spir-8747	257	8	in	in	ADP
spir-8747	257	9	the	the	DET
spir-8747	257	10	network	network	NOUN
spir-8747	257	11	age	age	NOUN
spir-8747	257	12	.	.	PUNCT
spir-8747	258	1	society	society	NOUN
spir-8747	258	2	&	&	CCONJ
spir-8747	258	3	natural	natural	ADJ
spir-8747	258	4	resources	resource	NOUN
spir-8747	258	5	,	,	PUNCT
spir-8747	258	6	27	27	NUM
spir-8747	258	7	,	,	PUNCT
spir-8747	258	8	1089	1089	NUM
spir-8747	258	9	-	-	SYM
spir-8747	258	10	1103	1103	NUM
spir-8747	258	11	.	.	PUNCT
spir-8747	259	1	miller	miller	PROPN
spir-8747	259	2	,	,	PUNCT
spir-8747	259	3	v.	v.	PROPN
spir-8747	259	4	2015	2015	NUM
spir-8747	259	5	.	.	PUNCT
spir-8747	260	1	phatic	phatic	ADJ
spir-8747	260	2	culture	culture	NOUN
spir-8747	260	3	and	and	CCONJ
spir-8747	260	4	the	the	DET
spir-8747	260	5	status	status	NOUN
spir-8747	260	6	quo	quo	NOUN
spir-8747	260	7	:	:	PUNCT
spir-8747	260	8	reconsidering	reconsider	VERB
spir-8747	260	9	the	the	DET
spir-8747	260	10	purpose	purpose	NOUN
spir-8747	260	11	of	of	ADP
spir-8747	260	12	social	social	ADJ
spir-8747	260	13	media	medium	NOUN
spir-8747	260	14	activism	activism	NOUN
spir-8747	260	15	.	.	PUNCT
spir-8747	261	1	convergence	convergence	NOUN
spir-8747	261	2	:	:	PUNCT
spir-8747	261	3	the	the	DET
spir-8747	261	4	international	international	ADJ
spir-8747	261	5	journal	journal	NOUN
spir-8747	261	6	of	of	ADP
spir-8747	261	7	research	research	NOUN
spir-8747	261	8	into	into	ADP
spir-8747	261	9	new	new	ADJ
spir-8747	261	10	media	medium	NOUN
spir-8747	261	11	technologies	technology	NOUN
spir-8747	261	12	.	.	PUNCT
spir-8747	262	1	myers	myers	PROPN
spir-8747	262	2	,	,	PUNCT
spir-8747	262	3	s.	s.	PROPN
spir-8747	262	4	a.	a.	PROPN
spir-8747	262	5	,	,	PUNCT
spir-8747	262	6	sharma	sharma	PROPN
spir-8747	262	7	,	,	PUNCT
spir-8747	262	8	a.	a.	NOUN
spir-8747	262	9	,	,	PUNCT
spir-8747	262	10	gupta	gupta	PROPN
spir-8747	262	11	,	,	PUNCT
spir-8747	262	12	p.	p.	PROPN
spir-8747	262	13	&	&	CCONJ
spir-8747	262	14	lin	lin	PROPN
spir-8747	262	15	,	,	PUNCT
spir-8747	262	16	j.	j.	PROPN
spir-8747	262	17	2014	2014	NUM
spir-8747	262	18	.	.	PUNCT
spir-8747	263	1	information	information	NOUN
spir-8747	263	2	network	network	NOUN
spir-8747	263	3	or	or	CCONJ
spir-8747	263	4	social	social	ADJ
spir-8747	263	5	network	network	NOUN
spir-8747	263	6	?	?	PUNCT
spir-8747	263	7	:	:	PUNCT
spir-8747	264	1	the	the	DET
spir-8747	264	2	structure	structure	NOUN
spir-8747	264	3	of	of	ADP
spir-8747	264	4	the	the	DET
spir-8747	264	5	twitter	twitter	NOUN
spir-8747	264	6	follow	follow	NOUN
spir-8747	264	7	graph	graph	NOUN
spir-8747	264	8	.	.	PUNCT
spir-8747	265	1	proceedings	proceeding	NOUN
spir-8747	265	2	of	of	ADP
spir-8747	265	3	the	the	DET
spir-8747	265	4	23rd	23rd	ADJ
spir-8747	265	5	international	international	ADJ
spir-8747	265	6	conference	conference	NOUN
spir-8747	265	7	on	on	ADP
spir-8747	265	8	world	world	NOUN
spir-8747	265	9	wide	wide	ADJ
spir-8747	265	10	web	web	NOUN
spir-8747	265	11	.	.	PROPN
spir-8747	265	12	seoul	seoul	PROPN
spir-8747	265	13	,	,	PUNCT
spir-8747	265	14	korea	korea	PROPN
spir-8747	265	15	:	:	PUNCT
spir-8747	265	16	international	international	ADJ
spir-8747	265	17	world	world	NOUN
spir-8747	265	18	wide	wide	ADJ
spir-8747	265	19	web	web	NOUN
spir-8747	265	20	conferences	conference	NOUN
spir-8747	265	21	steering	steering	NOUN
spir-8747	265	22	committee	committee	NOUN
spir-8747	265	23	.	.	PUNCT
spir-8747	266	1	papacharissi	papacharissi	PROPN
spir-8747	266	2	,	,	PUNCT
spir-8747	266	3	z.	z.	PROPN
spir-8747	266	4	2002	2002	NUM
spir-8747	266	5	.	.	PUNCT
spir-8747	267	1	the	the	DET
spir-8747	267	2	virtual	virtual	ADJ
spir-8747	267	3	sphere	sphere	NOUN
spir-8747	267	4	.	.	PUNCT
spir-8747	268	1	new	new	ADJ
spir-8747	268	2	media	medium	NOUN
spir-8747	268	3	&	&	CCONJ
spir-8747	268	4	society	society	NOUN
spir-8747	268	5	,	,	PUNCT
spir-8747	268	6	4	4	NUM
spir-8747	268	7	,	,	PUNCT
spir-8747	268	8	9	9	NUM
spir-8747	268	9	-	-	SYM
spir-8747	268	10	27	27	NUM
spir-8747	268	11	.	.	PUNCT
spir-8747	268	12	pattison	pattison	NOUN
spir-8747	268	13	,	,	PUNCT
spir-8747	268	14	p.	p.	NOUN
spir-8747	268	15	1993	1993	NUM
spir-8747	268	16	.	.	PUNCT
spir-8747	269	1	algebraic	algebraic	ADJ
spir-8747	269	2	models	model	NOUN
spir-8747	269	3	for	for	ADP
spir-8747	269	4	social	social	ADJ
spir-8747	269	5	networks	network	NOUN
spir-8747	269	6	,	,	PUNCT
spir-8747	269	7	cambridge	cambridge	PROPN
spir-8747	269	8	,	,	PUNCT
spir-8747	269	9	cambridge	cambridge	PROPN
spir-8747	269	10	university	university	PROPN
spir-8747	269	11	press	press	NOUN
spir-8747	269	12	.	.	PUNCT
spir-8747	270	1	robins	robin	NOUN
spir-8747	270	2	,	,	PUNCT
spir-8747	270	3	g.	g.	PROPN
spir-8747	270	4	,	,	PUNCT
spir-8747	270	5	snijders	snijder	NOUN
spir-8747	270	6	,	,	PUNCT
spir-8747	270	7	t.	t.	PROPN
spir-8747	270	8	,	,	PUNCT
spir-8747	270	9	wang	wang	PROPN
spir-8747	270	10	,	,	PUNCT
spir-8747	270	11	p.	p.	PROPN
spir-8747	270	12	,	,	PUNCT
spir-8747	270	13	handcock	handcock	NOUN
spir-8747	270	14	,	,	PUNCT
spir-8747	270	15	m.	m.	NOUN
spir-8747	270	16	&	&	CCONJ
spir-8747	270	17	pattison	pattison	PROPN
spir-8747	270	18	,	,	PUNCT
spir-8747	270	19	p.	p.	NOUN
spir-8747	270	20	2007	2007	NUM
spir-8747	270	21	.	.	PUNCT
spir-8747	271	1	recent	recent	ADJ
spir-8747	271	2	developments	development	NOUN
spir-8747	271	3	in	in	ADP
spir-8747	271	4	exponential	exponential	ADJ
spir-8747	271	5	random	random	ADJ
spir-8747	271	6	graph	graph	NOUN
spir-8747	271	7	(	(	PUNCT
spir-8747	271	8	p	p	NOUN
spir-8747	271	9	*	*	NOUN
spir-8747	271	10	)	)	PUNCT
spir-8747	271	11	models	model	NOUN
spir-8747	271	12	for	for	ADP
spir-8747	271	13	social	social	ADJ
spir-8747	271	14	networks	network	NOUN
spir-8747	271	15	.	.	PUNCT
spir-8747	272	1	social	social	ADJ
spir-8747	272	2	networks	network	NOUN
spir-8747	272	3	,	,	PUNCT
spir-8747	272	4	29	29	NUM
spir-8747	272	5	,	,	PUNCT
spir-8747	272	6	192	192	NUM
spir-8747	272	7	-	-	SYM
spir-8747	272	8	215	215	NUM
spir-8747	272	9	.	.	PUNCT
spir-8747	273	1	segerberg	segerberg	PROPN
spir-8747	273	2	,	,	PUNCT
spir-8747	273	3	a.	a.	PROPN
spir-8747	273	4	&	&	CCONJ
spir-8747	273	5	bennett	bennett	PROPN
spir-8747	273	6	,	,	PUNCT
spir-8747	273	7	w.	w.	PROPN
spir-8747	273	8	l.	l.	PROPN
spir-8747	273	9	2011	2011	NUM
spir-8747	273	10	.	.	PUNCT
spir-8747	274	1	social	social	ADJ
spir-8747	274	2	media	medium	NOUN
spir-8747	274	3	and	and	CCONJ
spir-8747	274	4	the	the	DET
spir-8747	274	5	organization	organization	NOUN
spir-8747	274	6	of	of	ADP
spir-8747	274	7	collective	collective	ADJ
spir-8747	274	8	action	action	NOUN
spir-8747	274	9	:	:	PUNCT
spir-8747	274	10	using	use	VERB
spir-8747	274	11	twitter	twitter	NOUN
spir-8747	274	12	to	to	PART
spir-8747	274	13	explore	explore	VERB
spir-8747	274	14	the	the	DET
spir-8747	274	15	ecologies	ecology	NOUN
spir-8747	274	16	of	of	ADP
spir-8747	274	17	two	two	NUM
spir-8747	274	18	climate	climate	NOUN
spir-8747	274	19	change	change	NOUN
spir-8747	274	20	protests	protest	NOUN
spir-8747	274	21	.	.	PUNCT
spir-8747	275	1	the	the	DET
spir-8747	275	2	communication	communication	NOUN
spir-8747	275	3	review	review	NOUN
spir-8747	275	4	,	,	PUNCT
spir-8747	275	5	14	14	NUM
spir-8747	275	6	,	,	PUNCT
spir-8747	275	7	197	197	NUM
spir-8747	275	8	-	-	SYM
spir-8747	275	9	215	215	NUM
spir-8747	275	10	.	.	PUNCT
spir-8747	276	1	torgerson	torgerson	PROPN
spir-8747	276	2	,	,	PUNCT
spir-8747	276	3	d.	d.	PROPN
spir-8747	276	4	1999	1999	NUM
spir-8747	276	5	.	.	PUNCT
spir-8747	277	1	the	the	DET
spir-8747	277	2	promise	promise	NOUN
spir-8747	277	3	of	of	ADP
spir-8747	277	4	green	green	ADJ
spir-8747	277	5	politics	politic	NOUN
spir-8747	277	6	:	:	PUNCT
spir-8747	277	7	environmentalism	environmentalism	NOUN
spir-8747	277	8	and	and	CCONJ
spir-8747	277	9	the	the	DET
spir-8747	277	10	public	public	ADJ
spir-8747	277	11	sphere	sphere	NOUN
spir-8747	277	12	,	,	PUNCT
spir-8747	277	13	duke	duke	PROPN
spir-8747	277	14	university	university	PROPN
spir-8747	277	15	press	press	NOUN
spir-8747	277	16	.	.	PUNCT
spir-8747	278	1	torgerson	torgerson	PROPN
spir-8747	278	2	,	,	PUNCT
spir-8747	278	3	d.	d.	PROPN
spir-8747	278	4	2006	2006	NUM
spir-8747	278	5	.	.	PUNCT
spir-8747	279	1	expanding	expand	VERB
spir-8747	279	2	the	the	DET
spir-8747	279	3	green	green	ADJ
spir-8747	279	4	public	public	ADJ
spir-8747	279	5	sphere	sphere	NOUN
spir-8747	279	6	:	:	PUNCT
spir-8747	279	7	post	post	ADJ
spir-8747	279	8	-	-	ADJ
spir-8747	279	9	colonial	colonial	ADJ
spir-8747	279	10	connections	connection	NOUN
spir-8747	279	11	.	.	PUNCT
spir-8747	280	1	environmental	environmental	ADJ
spir-8747	280	2	politics	politic	NOUN
spir-8747	280	3	,	,	PUNCT
spir-8747	280	4	15	15	NUM
spir-8747	280	5	,	,	PUNCT
spir-8747	280	6	713	713	NUM
spir-8747	280	7	-	-	SYM
spir-8747	280	8	730	730	NUM
spir-8747	280	9	.	.	PUNCT
spir-8747	281	1	waldman	waldman	PROPN
spir-8747	281	2	,	,	PUNCT
spir-8747	281	3	s.	s.	PROPN
spir-8747	281	4	2011	2011	NUM
spir-8747	281	5	.	.	PUNCT
spir-8747	282	1	information	information	NOUN
spir-8747	282	2	needs	need	NOUN
spir-8747	282	3	of	of	ADP
spir-8747	282	4	communities	community	NOUN
spir-8747	282	5	:	:	PUNCT
spir-8747	282	6	the	the	DET
spir-8747	282	7	changing	change	VERB
spir-8747	282	8	media	medium	NOUN
spir-8747	282	9	landscape	landscape	NOUN
spir-8747	282	10	in	in	ADP
spir-8747	282	11	a	a	DET
spir-8747	282	12	broadband	broadband	NOUN
spir-8747	282	13	age	age	NOUN
spir-8747	282	14	.	.	PUNCT
spir-8747	283	1	washington	washington	PROPN
spir-8747	283	2	d.c	d.c	PROPN
spir-8747	283	3	.	.	PUNCT
spir-8747	283	4	:	:	PUNCT
spir-8747	284	1	diane	diane	NOUN
spir-8747	284	2	publishing	publishing	PROPN
spir-8747	284	3	company	company	NOUN
spir-8747	284	4	.	.	PUNCT
spir-8747	285	1	white	white	PROPN
spir-8747	285	2	,	,	PUNCT
spir-8747	285	3	b.	b.	PROPN
spir-8747	285	4	,	,	PUNCT
spir-8747	285	5	castleden	castleden	ADJ
spir-8747	285	6	,	,	PUNCT
spir-8747	285	7	h.	h.	PROPN
spir-8747	285	8	&	&	CCONJ
spir-8747	285	9	gruzd	gruzd	PROPN
spir-8747	285	10	,	,	PUNCT
spir-8747	285	11	a.	a.	NOUN
spir-8747	285	12	2014	2014	NUM
spir-8747	285	13	.	.	PUNCT
spir-8747	286	1	talking	talk	VERB
spir-8747	286	2	to	to	ADP
spir-8747	286	3	twitter	twitter	NOUN
spir-8747	286	4	users	user	NOUN
spir-8747	286	5	:	:	PUNCT
spir-8747	286	6	motivations	motivation	NOUN
spir-8747	286	7	behind	behind	ADP
spir-8747	286	8	twitter	twitter	NOUN
spir-8747	286	9	use	use	NOUN
spir-8747	286	10	on	on	ADP
spir-8747	286	11	the	the	DET
spir-8747	286	12	alberta	alberta	PROPN
spir-8747	286	13	oil	oil	NOUN
spir-8747	286	14	sands	sand	NOUN
spir-8747	286	15	and	and	CCONJ
spir-8747	286	16	the	the	DET
spir-8747	286	17	northern	northern	ADJ
spir-8747	286	18	gateway	gateway	NOUN
spir-8747	286	19	pipeline	pipeline	NOUN
spir-8747	286	20	.	.	PUNCT
spir-8747	287	1	first	first	ADJ
spir-8747	287	2	monday	monday	PROPN
spir-8747	287	3	,	,	PUNCT
spir-8747	287	4	20	20	NUM
spir-8747	287	5	.	.	PUNCT
spir-8747	288	1	wu	wu	PROPN
spir-8747	288	2	,	,	PUNCT
spir-8747	288	3	s.	s.	PROPN
spir-8747	288	4	,	,	PUNCT
spir-8747	288	5	hofman	hofman	PROPN
spir-8747	288	6	,	,	PUNCT
spir-8747	288	7	j.	j.	PROPN
spir-8747	288	8	m.	m.	PROPN
spir-8747	288	9	,	,	PUNCT
spir-8747	288	10	mason	mason	PROPN
spir-8747	288	11	,	,	PUNCT
spir-8747	288	12	w.	w.	PROPN
spir-8747	288	13	a.	a.	PROPN
spir-8747	288	14	&	&	CCONJ
spir-8747	288	15	watts	watts	PROPN
spir-8747	288	16	,	,	PUNCT
spir-8747	288	17	d.	d.	PROPN
spir-8747	288	18	j.	j.	PROPN
spir-8747	288	19	2011	2011	NUM
spir-8747	288	20	.	.	PUNCT
spir-8747	289	1	who	who	PRON
spir-8747	289	2	says	say	VERB
spir-8747	289	3	what	what	PRON
spir-8747	289	4	to	to	PART
spir-8747	289	5	whom	whom	PRON
spir-8747	289	6	on	on	ADP
spir-8747	289	7	twitter	twitter	NOUN
spir-8747	289	8	.	.	PUNCT
spir-8747	290	1	in	in	ADP
spir-8747	290	2	:	:	PUNCT
spir-8747	290	3	20th	20th	ADJ
spir-8747	290	4	international	international	ADJ
spir-8747	290	5	conference	conference	NOUN
spir-8747	290	6	on	on	ADP
spir-8747	290	7	world	world	NOUN
spir-8747	290	8	wide	wide	ADJ
spir-8747	290	9	web	web	NOUN
spir-8747	290	10	,	,	PUNCT
spir-8747	290	11	2011	2011	NUM
spir-8747	290	12	new	new	PROPN
spir-8747	290	13	york	york	PROPN
spir-8747	290	14	.	.	PUNCT
spir-8747	290	15	acm	acm	PROPN
spir-8747	290	16	,	,	PUNCT
spir-8747	290	17	705	705	NUM
spir-8747	290	18	-	-	SYM
spir-8747	290	19	714	714	NUM
spir-8747	290	20	.	.	PUNCT
spir-8747	291	1	yang	yang	PROPN
spir-8747	291	2	,	,	PUNCT
spir-8747	291	3	g.	g.	PROPN
spir-8747	291	4	&	&	CCONJ
spir-8747	291	5	calhoun	calhoun	PROPN
spir-8747	291	6	,	,	PUNCT
spir-8747	291	7	c.	c.	PROPN
spir-8747	291	8	2007	2007	NUM
spir-8747	291	9	.	.	PUNCT
spir-8747	292	1	media	medium	NOUN
spir-8747	292	2	,	,	PUNCT
spir-8747	292	3	civil	civil	ADJ
spir-8747	292	4	society	society	NOUN
spir-8747	292	5	,	,	PUNCT
spir-8747	292	6	and	and	CCONJ
spir-8747	292	7	the	the	DET
spir-8747	292	8	rise	rise	NOUN
spir-8747	292	9	of	of	ADP
spir-8747	292	10	a	a	DET
spir-8747	292	11	green	green	ADJ
spir-8747	292	12	public	public	ADJ
spir-8747	292	13	sphere	sphere	NOUN
spir-8747	292	14	in	in	ADP
spir-8747	292	15	china	china	PROPN
spir-8747	292	16	.	.	PUNCT
spir-8747	293	1	china	china	PROPN
spir-8747	293	2	information	information	PROPN
spir-8747	293	3	,	,	PUNCT
spir-8747	293	4	21	21	NUM
spir-8747	293	5	,	,	PUNCT
spir-8747	293	6	211	211	NUM
spir-8747	293	7	-	-	SYM
spir-8747	293	8	236	236	NUM
spir-8747	293	9	.	.	PUNCT