id	sid	tid	token	lemma	pos
spir-10965	1	1	selected	select	VERB
spir-10965	1	2	papers	paper	NOUN
spir-10965	1	3	of	of	ADP
spir-10965	1	4	#	#	SYM
spir-10965	1	5	aoir2019	aoir2019	PROPN
spir-10965	1	6	:	:	PUNCT
spir-10965	1	7	the	the	DET
spir-10965	1	8	20th	20th	ADJ
spir-10965	1	9	annual	annual	ADJ
spir-10965	1	10	conference	conference	NOUN
spir-10965	1	11	of	of	ADP
spir-10965	1	12	the	the	DET
spir-10965	1	13	association	association	NOUN
spir-10965	1	14	of	of	ADP
spir-10965	1	15	internet	internet	NOUN
spir-10965	1	16	researchers	researcher	NOUN
spir-10965	1	17	brisbane	brisbane	NOUN
spir-10965	1	18	,	,	PUNCT
spir-10965	1	19	australia	australia	PROPN
spir-10965	1	20	/	/	SYM
spir-10965	1	21	2	2	NUM
spir-10965	1	22	-	-	SYM
spir-10965	1	23	5	5	NUM
spir-10965	1	24	october	october	NOUN
spir-10965	1	25	2019	2019	NUM
spir-10965	1	26	suggested	suggest	VERB
spir-10965	1	27	citation	citation	NOUN
spir-10965	1	28	(	(	PUNCT
spir-10965	1	29	apa	apa	PROPN
spir-10965	1	30	):	):	PUNCT
spir-10965	1	31	gray	gray	PROPN
spir-10965	1	32	,	,	PUNCT
spir-10965	1	33	j	j	PROPN
spir-10965	1	34	&	&	CCONJ
spir-10965	1	35	suzor	suzor	PROPN
spir-10965	1	36	,	,	PUNCT
spir-10965	1	37	n.	n.	NOUN
spir-10965	1	38	(	(	PUNCT
spir-10965	1	39	2019	2019	NUM
spir-10965	1	40	,	,	PUNCT
spir-10965	1	41	october	october	PROPN
spir-10965	1	42	2	2	NUM
spir-10965	1	43	-	-	SYM
spir-10965	1	44	5	5	NUM
spir-10965	1	45	)	)	PUNCT
spir-10965	1	46	.	.	PUNCT
spir-10965	2	1	algorithmic	algorithmic	ADJ
spir-10965	2	2	copyright	copyright	NOUN
spir-10965	2	3	enforcement	enforcement	NOUN
spir-10965	2	4	on	on	ADP
spir-10965	2	5	youtube	youtube	NOUN
spir-10965	2	6	:	:	PUNCT
spir-10965	2	7	using	use	VERB
spir-10965	2	8	machine	machine	NOUN
spir-10965	2	9	learning	learn	VERB
spir-10965	2	10	to	to	PART
spir-10965	2	11	understand	understand	VERB
spir-10965	2	12	automated	automate	VERB
spir-10965	2	13	decision	decision	NOUN
spir-10965	2	14	-	-	PUNCT
spir-10965	2	15	making	making	NOUN
spir-10965	2	16	at	at	ADP
spir-10965	2	17	scale	scale	NOUN
spir-10965	2	18	.	.	PUNCT
spir-10965	3	1	paper	paper	NOUN
spir-10965	3	2	presented	present	VERB
spir-10965	3	3	at	at	ADP
spir-10965	3	4	aoir	aoir	NOUN
spir-10965	3	5	2019	2019	NUM
spir-10965	3	6	:	:	PUNCT
spir-10965	3	7	the	the	DET
spir-10965	3	8	20th	20th	ADJ
spir-10965	3	9	annual	annual	ADJ
spir-10965	3	10	conference	conference	NOUN
spir-10965	3	11	of	of	ADP
spir-10965	3	12	the	the	DET
spir-10965	3	13	association	association	NOUN
spir-10965	3	14	of	of	ADP
spir-10965	3	15	internet	internet	NOUN
spir-10965	3	16	researchers	researcher	NOUN
spir-10965	3	17	.	.	PUNCT
spir-10965	4	1	brisbane	brisbane	PROPN
spir-10965	4	2	,	,	PUNCT
spir-10965	4	3	australia	australia	PROPN
spir-10965	4	4	:	:	PUNCT
spir-10965	4	5	aoir	aoir	NOUN
spir-10965	4	6	.	.	PUNCT
spir-10965	4	7	retrieved	retrieve	VERB
spir-10965	4	8	from	from	ADP
spir-10965	4	9	http://spir.aoir.org	http://spir.aoir.org	PROPN
spir-10965	4	10	.	.	PUNCT
spir-10965	5	1	algorithmic	algorithmic	ADJ
spir-10965	5	2	copyright	copyright	NOUN
spir-10965	5	3	enforcement	enforcement	NOUN
spir-10965	5	4	on	on	ADP
spir-10965	5	5	youtube	youtube	NOUN
spir-10965	5	6	:	:	PUNCT
spir-10965	5	7	using	use	VERB
spir-10965	5	8	machine	machine	NOUN
spir-10965	5	9	learning	learn	VERB
spir-10965	5	10	to	to	PART
spir-10965	5	11	understand	understand	VERB
spir-10965	5	12	automated	automate	VERB
spir-10965	5	13	decisionmaking	decisionmaking	NOUN
spir-10965	5	14	at	at	ADP
spir-10965	5	15	scale	scale	NOUN
spir-10965	5	16	joanne	joanne	PROPN
spir-10965	5	17	gray	gray	PROPN
spir-10965	5	18	queensland	queensland	PROPN
spir-10965	5	19	university	university	PROPN
spir-10965	5	20	of	of	ADP
spir-10965	5	21	technology	technology	PROPN
spir-10965	5	22	nicolas	nicolas	PROPN
spir-10965	5	23	suzor	suzor	PROPN
spir-10965	5	24	queensland	queensland	PROPN
spir-10965	5	25	university	university	PROPN
spir-10965	5	26	of	of	ADP
spir-10965	5	27	technology	technology	NOUN
spir-10965	5	28	this	this	DET
spir-10965	5	29	paper	paper	NOUN
spir-10965	5	30	presents	present	VERB
spir-10965	5	31	the	the	DET
spir-10965	5	32	results	result	NOUN
spir-10965	5	33	of	of	ADP
spir-10965	5	34	an	an	DET
spir-10965	5	35	investigation	investigation	NOUN
spir-10965	5	36	of	of	ADP
spir-10965	5	37	algorithmic	algorithmic	ADJ
spir-10965	5	38	copyright	copyright	NOUN
spir-10965	5	39	enforcement	enforcement	NOUN
spir-10965	5	40	on	on	ADP
spir-10965	5	41	youtube	youtube	NOUN
spir-10965	5	42	.	.	PUNCT
spir-10965	6	1	we	we	PRON
spir-10965	6	2	use	use	VERB
spir-10965	6	3	digital	digital	ADJ
spir-10965	6	4	and	and	CCONJ
spir-10965	6	5	computational	computational	ADJ
spir-10965	6	6	methods	method	NOUN
spir-10965	6	7	to	to	PART
spir-10965	6	8	help	help	VERB
spir-10965	6	9	understand	understand	VERB
spir-10965	6	10	the	the	DET
spir-10965	6	11	operation	operation	NOUN
spir-10965	6	12	of	of	ADP
spir-10965	6	13	automated	automate	VERB
spir-10965	6	14	decision	decision	NOUN
spir-10965	6	15	-	-	PUNCT
spir-10965	6	16	making	making	NOUN
spir-10965	6	17	at	at	ADP
spir-10965	6	18	scale	scale	NOUN
spir-10965	6	19	.	.	PUNCT
spir-10965	7	1	we	we	PRON
spir-10965	7	2	argue	argue	VERB
spir-10965	7	3	that	that	SCONJ
spir-10965	7	4	in	in	ADP
spir-10965	7	5	order	order	NOUN
spir-10965	7	6	to	to	PART
spir-10965	7	7	understand	understand	VERB
spir-10965	7	8	complex	complex	ADJ
spir-10965	7	9	,	,	PUNCT
spir-10965	7	10	automated	automated	ADJ
spir-10965	7	11	systems	system	NOUN
spir-10965	7	12	,	,	PUNCT
spir-10965	7	13	we	we	PRON
spir-10965	7	14	require	require	VERB
spir-10965	7	15	new	new	ADJ
spir-10965	7	16	methods	method	NOUN
spir-10965	7	17	and	and	CCONJ
spir-10965	7	18	research	research	NOUN
spir-10965	7	19	infrastructure	infrastructure	NOUN
spir-10965	7	20	to	to	PART
spir-10965	7	21	understand	understand	VERB
spir-10965	7	22	their	their	PRON
spir-10965	7	23	operation	operation	NOUN
spir-10965	7	24	at	at	ADP
spir-10965	7	25	scale	scale	NOUN
spir-10965	7	26	,	,	PUNCT
spir-10965	7	27	over	over	ADP
spir-10965	7	28	time	time	NOUN
spir-10965	7	29	,	,	PUNCT
spir-10965	7	30	and	and	CCONJ
spir-10965	7	31	across	across	ADP
spir-10965	7	32	platforms	platform	NOUN
spir-10965	7	33	and	and	CCONJ
spir-10965	7	34	jurisdictions	jurisdiction	NOUN
spir-10965	7	35	.	.	PUNCT
spir-10965	8	1	technology	technology	NOUN
spir-10965	8	2	companies	company	NOUN
spir-10965	8	3	play	play	VERB
spir-10965	8	4	a	a	DET
spir-10965	8	5	major	major	ADJ
spir-10965	8	6	role	role	NOUN
spir-10965	8	7	in	in	ADP
spir-10965	8	8	governing	govern	VERB
spir-10965	8	9	the	the	DET
spir-10965	8	10	internet	internet	NOUN
spir-10965	8	11	.	.	PUNCT
spir-10965	9	1	the	the	DET
spir-10965	9	2	rules	rule	NOUN
spir-10965	9	3	of	of	ADP
spir-10965	9	4	platforms	platform	NOUN
spir-10965	9	5	,	,	PUNCT
spir-10965	9	6	content	content	NOUN
spir-10965	9	7	hosts	host	NOUN
spir-10965	9	8	,	,	PUNCT
spir-10965	9	9	search	search	NOUN
spir-10965	9	10	engines	engine	NOUN
spir-10965	9	11	,	,	PUNCT
spir-10965	9	12	and	and	CCONJ
spir-10965	9	13	telecommunications	telecommunications	NOUN
spir-10965	9	14	providers	provider	NOUN
spir-10965	9	15	govern	govern	VERB
spir-10965	9	16	how	how	SCONJ
spir-10965	9	17	we	we	PRON
spir-10965	9	18	interact	interact	VERB
spir-10965	9	19	with	with	ADP
spir-10965	9	20	each	each	DET
spir-10965	9	21	other	other	ADJ
spir-10965	9	22	,	,	PUNCT
spir-10965	9	23	and	and	CCONJ
spir-10965	9	24	they	they	PRON
spir-10965	9	25	shape	shape	VERB
spir-10965	9	26	the	the	DET
spir-10965	9	27	possibilities	possibility	NOUN
spir-10965	9	28	and	and	CCONJ
spir-10965	9	29	nature	nature	NOUN
spir-10965	9	30	of	of	ADP
spir-10965	9	31	public	public	ADJ
spir-10965	9	32	discourse	discourse	NOUN
spir-10965	9	33	(	(	PUNCT
spir-10965	9	34	gillespie	gillespie	PROPN
spir-10965	9	35	2018	2018	NUM
spir-10965	9	36	)	)	PUNCT
spir-10965	9	37	.	.	PUNCT
spir-10965	10	1	there	there	PRON
spir-10965	10	2	is	be	VERB
spir-10965	10	3	increasing	increase	VERB
spir-10965	10	4	global	global	ADJ
spir-10965	10	5	concern	concern	NOUN
spir-10965	10	6	about	about	ADP
spir-10965	10	7	how	how	SCONJ
spir-10965	10	8	the	the	DET
spir-10965	10	9	decisions	decision	NOUN
spir-10965	10	10	of	of	ADP
spir-10965	10	11	internet	internet	NOUN
spir-10965	10	12	and	and	CCONJ
spir-10965	10	13	telecommunications	telecommunications	NOUN
spir-10965	10	14	companies	company	NOUN
spir-10965	10	15	impact	impact	VERB
spir-10965	10	16	on	on	ADP
spir-10965	10	17	human	human	ADJ
spir-10965	10	18	rights	right	NOUN
spir-10965	10	19	.	.	PUNCT
spir-10965	11	1	governments	government	NOUN
spir-10965	11	2	around	around	ADP
spir-10965	11	3	the	the	DET
spir-10965	11	4	world	world	NOUN
spir-10965	11	5	are	be	AUX
spir-10965	11	6	learning	learn	VERB
spir-10965	11	7	how	how	SCONJ
spir-10965	11	8	to	to	PART
spir-10965	11	9	influence	influence	VERB
spir-10965	11	10	intermediaries	intermediary	NOUN
spir-10965	11	11	to	to	PART
spir-10965	11	12	control	control	VERB
spir-10965	11	13	the	the	DET
spir-10965	11	14	flow	flow	NOUN
spir-10965	11	15	of	of	ADP
spir-10965	11	16	information	information	NOUN
spir-10965	11	17	,	,	PUNCT
spir-10965	11	18	often	often	ADV
spir-10965	11	19	in	in	ADP
spir-10965	11	20	ways	way	NOUN
spir-10965	11	21	that	that	PRON
spir-10965	11	22	skirt	skirt	VERB
spir-10965	11	23	or	or	CCONJ
spir-10965	11	24	avoid	avoid	VERB
spir-10965	11	25	constitutional	constitutional	ADJ
spir-10965	11	26	protections	protection	NOUN
spir-10965	11	27	for	for	ADP
spir-10965	11	28	fundamental	fundamental	ADJ
spir-10965	11	29	rights	right	NOUN
spir-10965	11	30	(	(	PUNCT
spir-10965	11	31	elkin	elkin	PROPN
spir-10965	11	32	-	-	PUNCT
spir-10965	11	33	koren	koren	PROPN
spir-10965	11	34	and	and	CCONJ
spir-10965	11	35	haber	haber	PROPN
spir-10965	11	36	2016	2016	NUM
spir-10965	11	37	)	)	PUNCT
spir-10965	11	38	.	.	PUNCT
spir-10965	12	1	meanwhile	meanwhile	ADV
spir-10965	12	2	,	,	PUNCT
spir-10965	12	3	many	many	ADJ
spir-10965	12	4	worry	worry	VERB
spir-10965	12	5	that	that	SCONJ
spir-10965	12	6	platforms	platform	NOUN
spir-10965	12	7	are	be	AUX
spir-10965	12	8	not	not	PART
spir-10965	12	9	taking	take	VERB
spir-10965	12	10	sufficient	sufficient	ADJ
spir-10965	12	11	care	care	NOUN
spir-10965	12	12	to	to	PART
spir-10965	12	13	protect	protect	VERB
spir-10965	12	14	their	their	PRON
spir-10965	12	15	users	user	NOUN
spir-10965	12	16	from	from	ADP
spir-10965	12	17	harm	harm	NOUN
spir-10965	12	18	(	(	PUNCT
spir-10965	12	19	suzor	suzor	NOUN
spir-10965	12	20	et	et	PROPN
spir-10965	12	21	al	al	PROPN
spir-10965	12	22	.	.	PROPN
spir-10965	12	23	2018	2018	NUM
spir-10965	12	24	)	)	PUNCT
spir-10965	12	25	,	,	PUNCT
spir-10965	12	26	prevent	prevent	VERB
spir-10965	12	27	the	the	DET
spir-10965	12	28	spread	spread	NOUN
spir-10965	12	29	of	of	ADP
spir-10965	12	30	hate	hate	NOUN
spir-10965	12	31	and	and	CCONJ
spir-10965	12	32	disinformation	disinformation	NOUN
spir-10965	12	33	,	,	PUNCT
spir-10965	12	34	or	or	CCONJ
spir-10965	12	35	to	to	PART
spir-10965	12	36	protect	protect	VERB
spir-10965	12	37	the	the	DET
spir-10965	12	38	interests	interest	NOUN
spir-10965	12	39	of	of	ADP
spir-10965	12	40	marginalised	marginalise	VERB
spir-10965	12	41	groups	group	NOUN
spir-10965	12	42	(	(	PUNCT
spir-10965	12	43	citron	citron	NOUN
spir-10965	12	44	2014	2014	NUM
spir-10965	12	45	;	;	PUNCT
spir-10965	12	46	marwick	marwick	NOUN
spir-10965	12	47	and	and	CCONJ
spir-10965	12	48	lewis	lewis	PROPN
spir-10965	12	49	2017	2017	NUM
spir-10965	12	50	;	;	PUNCT
spir-10965	12	51	caplan	caplan	PROPN
spir-10965	12	52	,	,	PUNCT
spir-10965	12	53	hanson	hanson	PROPN
spir-10965	12	54	,	,	PUNCT
spir-10965	12	55	and	and	CCONJ
spir-10965	12	56	donovan	donovan	PROPN
spir-10965	12	57	2018	2018	NUM
spir-10965	12	58	;	;	PUNCT
spir-10965	12	59	duguay	duguay	PROPN
spir-10965	12	60	,	,	PUNCT
spir-10965	12	61	burgess	burgess	NOUN
spir-10965	12	62	,	,	PUNCT
spir-10965	12	63	and	and	CCONJ
spir-10965	12	64	suzor	suzor	NOUN
spir-10965	12	65	2018	2018	NUM
spir-10965	12	66	)	)	PUNCT
spir-10965	12	67	.	.	PUNCT
spir-10965	13	1	copyright	copyright	NOUN
spir-10965	13	2	enforcement	enforcement	NOUN
spir-10965	13	3	provides	provide	VERB
spir-10965	13	4	a	a	DET
spir-10965	13	5	useful	useful	ADJ
spir-10965	13	6	case	case	NOUN
spir-10965	13	7	study	study	NOUN
spir-10965	13	8	of	of	ADP
spir-10965	13	9	automated	automate	VERB
spir-10965	13	10	decision	decision	NOUN
spir-10965	13	11	-	-	PUNCT
spir-10965	13	12	making	making	NOUN
spir-10965	13	13	because	because	SCONJ
spir-10965	13	14	,	,	PUNCT
spir-10965	13	15	in	in	ADP
spir-10965	13	16	digital	digital	ADJ
spir-10965	13	17	media	medium	NOUN
spir-10965	13	18	networks	network	NOUN
spir-10965	13	19	,	,	PUNCT
spir-10965	13	20	automated	automate	VERB
spir-10965	13	21	tools	tool	NOUN
spir-10965	13	22	for	for	ADP
spir-10965	13	23	detecting	detect	VERB
spir-10965	13	24	copyright	copyright	NOUN
spir-10965	13	25	infringement	infringement	NOUN
spir-10965	13	26	are	be	AUX
spir-10965	13	27	widespread	widespread	ADJ
spir-10965	13	28	and	and	CCONJ
spir-10965	13	29	relatively	relatively	ADV
spir-10965	13	30	sophisticated	sophisticated	ADJ
spir-10965	13	31	.	.	PUNCT
spir-10965	14	1	the	the	DET
spir-10965	14	2	operation	operation	NOUN
spir-10965	14	3	of	of	ADP
spir-10965	14	4	these	these	DET
spir-10965	14	5	systems	system	NOUN
spir-10965	14	6	,	,	PUNCT
spir-10965	14	7	however	however	ADV
spir-10965	14	8	,	,	PUNCT
spir-10965	14	9	is	be	AUX
spir-10965	14	10	often	often	ADV
spir-10965	14	11	opaque	opaque	ADJ
spir-10965	14	12	,	,	PUNCT
spir-10965	14	13	and	and	CCONJ
spir-10965	14	14	platforms	platform	NOUN
spir-10965	14	15	are	be	AUX
spir-10965	14	16	frequently	frequently	ADV
spir-10965	14	17	criticised	criticise	VERB
spir-10965	14	18	for	for	ADP
spir-10965	14	19	unduly	unduly	ADV
spir-10965	14	20	silencing	silence	VERB
spir-10965	14	21	legitimate	legitimate	ADJ
spir-10965	14	22	speech	speech	NOUN
spir-10965	14	23	through	through	ADP
spir-10965	14	24	their	their	PRON
spir-10965	14	25	copyright	copyright	NOUN
spir-10965	14	26	takedown	takedown	NOUN
spir-10965	14	27	processes	process	NOUN
spir-10965	14	28	(	(	PUNCT
spir-10965	14	29	urban	urban	ADJ
spir-10965	14	30	,	,	PUNCT
spir-10965	14	31	karaganis	karaganis	PROPN
spir-10965	14	32	,	,	PUNCT
spir-10965	14	33	and	and	CCONJ
spir-10965	14	34	schofield	schofield	PROPN
spir-10965	14	35	2016	2016	NUM
spir-10965	14	36	)	)	PUNCT
spir-10965	14	37	.	.	PUNCT
spir-10965	15	1	content	content	NOUN
spir-10965	15	2	i	i	PROPN
spir-10965	15	3	d	d	PROPN
spir-10965	15	4	and	and	CCONJ
spir-10965	15	5	copyright	copyright	NOUN
spir-10965	15	6	notice	notice	NOUN
spir-10965	15	7	-	-	PUNCT
spir-10965	15	8	and	and	CCONJ
spir-10965	15	9	-	-	PUNCT
spir-10965	15	10	takedown	takedown	NOUN
spir-10965	15	11	requests	request	NOUN
spir-10965	15	12	play	play	VERB
spir-10965	15	13	an	an	DET
spir-10965	15	14	extremely	extremely	ADV
spir-10965	15	15	important	important	ADJ
spir-10965	15	16	role	role	NOUN
spir-10965	15	17	in	in	ADP
spir-10965	15	18	regulating	regulate	VERB
spir-10965	15	19	the	the	DET
spir-10965	15	20	content	content	NOUN
spir-10965	15	21	that	that	PRON
spir-10965	15	22	is	be	AUX
spir-10965	15	23	visible	visible	ADJ
spir-10965	15	24	on	on	ADP
spir-10965	15	25	youtube	youtube	NOUN
spir-10965	15	26	,	,	PUNCT
spir-10965	15	27	but	but	CCONJ
spir-10965	15	28	there	there	PRON
spir-10965	15	29	is	be	VERB
spir-10965	15	30	no	no	DET
spir-10965	15	31	easy	easy	ADJ
spir-10965	15	32	way	way	NOUN
spir-10965	15	33	to	to	PART
spir-10965	15	34	understand	understand	VERB
spir-10965	15	35	how	how	SCONJ
spir-10965	15	36	these	these	DET
spir-10965	15	37	systems	system	NOUN
spir-10965	15	38	operate	operate	VERB
spir-10965	15	39	.	.	PUNCT
spir-10965	16	1	we	we	PRON
spir-10965	16	2	use	use	VERB
spir-10965	16	3	youtube	youtube	NOUN
spir-10965	16	4	takedowns	takedown	NOUN
spir-10965	16	5	as	as	ADP
spir-10965	16	6	a	a	DET
spir-10965	16	7	case	case	NOUN
spir-10965	16	8	study	study	NOUN
spir-10965	16	9	to	to	PART
spir-10965	16	10	develop	develop	VERB
spir-10965	16	11	and	and	CCONJ
spir-10965	16	12	test	test	VERB
spir-10965	16	13	an	an	DET
spir-10965	16	14	innovative	innovative	ADJ
spir-10965	16	15	methodology	methodology	NOUN
spir-10965	16	16	for	for	ADP
spir-10965	16	17	evaluating	evaluate	VERB
spir-10965	16	18	automated	automate	VERB
spir-10965	16	19	decision	decision	NOUN
spir-10965	16	20	-	-	PUNCT
spir-10965	16	21	making	making	NOUN
spir-10965	16	22	.	.	PUNCT
spir-10965	17	1	first	first	ADV
spir-10965	17	2	,	,	PUNCT
spir-10965	17	3	we	we	PRON
spir-10965	17	4	built	build	VERB
spir-10965	17	5	technical	technical	ADJ
spir-10965	17	6	infrastructure	infrastructure	NOUN
spir-10965	17	7	to	to	PART
spir-10965	17	8	obtain	obtain	VERB
spir-10965	17	9	a	a	DET
spir-10965	17	10	random	random	ADJ
spir-10965	17	11	sample	sample	NOUN
spir-10965	17	12	of	of	ADP
spir-10965	17	13	59	59	NUM
spir-10965	17	14	million	million	NUM
spir-10965	17	15	youtube	youtube	NOUN
spir-10965	17	16	videos	video	NOUN
spir-10965	17	17	and	and	CCONJ
spir-10965	17	18	to	to	PART
spir-10965	17	19	test	test	VERB
spir-10965	17	20	their	their	PRON
spir-10965	17	21	availability	availability	NOUN
spir-10965	17	22	.	.	PUNCT
spir-10965	18	1	the	the	DET
spir-10965	18	2	initial	initial	ADJ
spir-10965	18	3	sample	sample	NOUN
spir-10965	18	4	of	of	ADP
spir-10965	18	5	youtube	youtube	NOUN
spir-10965	18	6	videos	video	NOUN
spir-10965	18	7	is	be	AUX
spir-10965	18	8	derived	derive	VERB
spir-10965	18	9	from	from	ADP
spir-10965	18	10	youtube	youtube	NOUN
spir-10965	18	11	’s	’s	PART
spir-10965	18	12	search	search	NOUN
spir-10965	18	13	api	api	NOUN
spir-10965	18	14	(	(	PUNCT
spir-10965	18	15	‘	'	PUNCT
spir-10965	18	16	list	list	NOUN
spir-10965	18	17	’	'	PUNCT
spir-10965	18	18	endpoint	endpoint	NOUN
spir-10965	18	19	)	)	PUNCT
spir-10965	18	20	.	.	PUNCT
spir-10965	19	1	the	the	DET
spir-10965	19	2	sample	sample	NOUN
spir-10965	19	3	is	be	AUX
spir-10965	19	4	built	build	VERB
spir-10965	19	5	by	by	ADP
spir-10965	19	6	requesting	request	VERB
spir-10965	19	7	,	,	PUNCT
spir-10965	19	8	every	every	DET
spir-10965	19	9	ten	ten	NUM
spir-10965	19	10	seconds	second	NOUN
spir-10965	19	11	,	,	PUNCT
spir-10965	19	12	50	50	NUM
spir-10965	19	13	videos	video	NOUN
spir-10965	19	14	that	that	PRON
spir-10965	19	15	were	be	AUX
spir-10965	19	16	published	publish	VERB
spir-10965	19	17	in	in	ADP
spir-10965	19	18	a	a	DET
spir-10965	19	19	ten	ten	NUM
spir-10965	19	20	second	second	ADJ
spir-10965	19	21	window	window	NOUN
spir-10965	19	22	one	one	NUM
spir-10965	19	23	minute	minute	NOUN
spir-10965	19	24	prior	prior	ADV
spir-10965	19	25	.	.	PUNCT
spir-10965	20	1	we	we	PRON
spir-10965	20	2	then	then	ADV
spir-10965	20	3	use	use	VERB
spir-10965	20	4	web	web	NOUN
spir-10965	20	5	-	-	ADJ
spir-10965	20	6	scraping	scraping	NOUN
spir-10965	20	7	to	to	PART
spir-10965	20	8	check	check	VERB
spir-10965	20	9	the	the	DET
spir-10965	20	10	availability	availability	NOUN
spir-10965	20	11	of	of	ADP
spir-10965	20	12	each	each	DET
spir-10965	20	13	video	video	NOUN
spir-10965	20	14	two	two	NUM
spir-10965	20	15	weeks	week	NOUN
spir-10965	20	16	after	after	SCONJ
spir-10965	20	17	it	it	PRON
spir-10965	20	18	was	be	AUX
spir-10965	20	19	first	first	ADV
spir-10965	20	20	published	publish	VERB
spir-10965	20	21	,	,	PUNCT
spir-10965	20	22	and	and	CCONJ
spir-10965	20	23	log	log	VERB
spir-10965	20	24	whether	whether	SCONJ
spir-10965	20	25	it	it	PRON
spir-10965	20	26	was	be	AUX
spir-10965	20	27	removed	remove	VERB
spir-10965	20	28	,	,	PUNCT
spir-10965	20	29	as	as	ADV
spir-10965	20	30	well	well	ADV
spir-10965	20	31	as	as	ADP
spir-10965	20	32	the	the	DET
spir-10965	20	33	reason	reason	NOUN
spir-10965	20	34	that	that	PRON
spir-10965	20	35	youtube	youtube	NOUN
spir-10965	20	36	gives	give	VERB
spir-10965	20	37	for	for	ADP
spir-10965	20	38	its	its	PRON
spir-10965	20	39	removal	removal	NOUN
spir-10965	20	40	.	.	PUNCT
spir-10965	21	1	in	in	ADP
spir-10965	21	2	our	our	PRON
spir-10965	21	3	sample	sample	NOUN
spir-10965	21	4	,	,	PUNCT
spir-10965	21	5	508,406	508,406	NUM
spir-10965	21	6	(	(	PUNCT
spir-10965	21	7	1.2	1.2	NUM
spir-10965	21	8	%	%	NOUN
spir-10965	21	9	)	)	PUNCT
spir-10965	21	10	were	be	AUX
spir-10965	21	11	unavailable	unavailable	ADJ
spir-10965	21	12	because	because	SCONJ
spir-10965	21	13	of	of	ADP
spir-10965	21	14	a	a	DET
spir-10965	21	15	copyright	copyright	NOUN
spir-10965	21	16	claim	claim	NOUN
spir-10965	21	17	(	(	PUNCT
spir-10965	21	18	including	include	VERB
spir-10965	21	19	approximately	approximately	ADV
spir-10965	21	20	80,000	80,000	NUM
spir-10965	21	21	that	that	PRON
spir-10965	21	22	were	be	AUX
spir-10965	21	23	geoblocked	geoblocke	VERB
spir-10965	21	24	in	in	ADP
spir-10965	21	25	the	the	DET
spir-10965	21	26	country	country	NOUN
spir-10965	21	27	where	where	SCONJ
spir-10965	21	28	our	our	PRON
spir-10965	21	29	server	server	NOUN
spir-10965	21	30	is	be	AUX
spir-10965	21	31	based	base	VERB
spir-10965	21	32	)	)	PUNCT
spir-10965	21	33	.	.	PUNCT
spir-10965	22	1	next	next	ADV
spir-10965	22	2	,	,	PUNCT
spir-10965	22	3	we	we	PRON
spir-10965	22	4	sought	seek	VERB
spir-10965	22	5	to	to	PART
spir-10965	22	6	better	well	ADV
spir-10965	22	7	understand	understand	VERB
spir-10965	22	8	the	the	DET
spir-10965	22	9	types	type	NOUN
spir-10965	22	10	of	of	ADP
spir-10965	22	11	videos	video	NOUN
spir-10965	22	12	that	that	PRON
spir-10965	22	13	are	be	AUX
spir-10965	22	14	being	be	AUX
spir-10965	22	15	removed	remove	VERB
spir-10965	22	16	from	from	ADP
spir-10965	22	17	youtube	youtube	NOUN
spir-10965	22	18	.	.	PUNCT
spir-10965	23	1	we	we	PRON
spir-10965	23	2	used	use	VERB
spir-10965	23	3	topic	topic	NOUN
spir-10965	23	4	modeling	modeling	NOUN
spir-10965	23	5	techniques	technique	NOUN
spir-10965	23	6	(	(	PUNCT
spir-10965	23	7	latent	latent	ADJ
spir-10965	23	8	dirichlet	dirichlet	PROPN
spir-10965	23	9	allocation	allocation	NOUN
spir-10965	23	10	)	)	PUNCT
spir-10965	23	11	on	on	ADP
spir-10965	23	12	the	the	DET
spir-10965	23	13	title	title	NOUN
spir-10965	23	14	and	and	CCONJ
spir-10965	23	15	description	description	NOUN
spir-10965	23	16	metadata	metadata	NOUN
spir-10965	23	17	of	of	ADP
spir-10965	23	18	20,000	20,000	NUM
spir-10965	23	19	videos	video	NOUN
spir-10965	23	20	to	to	PART
spir-10965	23	21	develop	develop	VERB
spir-10965	23	22	an	an	DET
spir-10965	23	23	initial	initial	ADJ
spir-10965	23	24	understanding	understanding	NOUN
spir-10965	23	25	of	of	ADP
spir-10965	23	26	the	the	DET
spir-10965	23	27	main	main	ADJ
spir-10965	23	28	types	type	NOUN
spir-10965	23	29	of	of	ADP
spir-10965	23	30	content	content	NOUN
spir-10965	23	31	that	that	PRON
spir-10965	23	32	are	be	AUX
spir-10965	23	33	blocked	block	VERB
spir-10965	23	34	.	.	PUNCT
spir-10965	24	1	we	we	PRON
spir-10965	24	2	developed	develop	VERB
spir-10965	24	3	and	and	CCONJ
spir-10965	24	4	assessed	assess	VERB
spir-10965	24	5	a	a	DET
spir-10965	24	6	series	series	NOUN
spir-10965	24	7	of	of	ADP
spir-10965	24	8	topic	topic	NOUN
spir-10965	24	9	models	model	NOUN
spir-10965	24	10	at	at	ADP
spir-10965	24	11	varying	vary	VERB
spir-10965	24	12	degrees	degree	NOUN
spir-10965	24	13	of	of	ADP
spir-10965	24	14	granularity	granularity	NOUN
spir-10965	24	15	.	.	PUNCT
spir-10965	25	1	as	as	ADP
spir-10965	25	2	a	a	DET
spir-10965	25	3	first	first	ADJ
spir-10965	25	4	step	step	NOUN
spir-10965	25	5	in	in	ADP
spir-10965	25	6	developing	develop	VERB
spir-10965	25	7	an	an	DET
spir-10965	25	8	initial	initial	ADJ
spir-10965	25	9	methodology	methodology	NOUN
spir-10965	25	10	,	,	PUNCT
spir-10965	25	11	we	we	PRON
spir-10965	25	12	did	do	AUX
spir-10965	25	13	not	not	PART
spir-10965	25	14	seek	seek	VERB
spir-10965	25	15	to	to	PART
spir-10965	25	16	comprehensively	comprehensively	ADV
spir-10965	25	17	categorise	categorise	VERB
spir-10965	25	18	the	the	DET
spir-10965	25	19	broad	broad	ADJ
spir-10965	25	20	range	range	NOUN
spir-10965	25	21	of	of	ADP
spir-10965	25	22	videos	video	NOUN
spir-10965	25	23	into	into	ADP
spir-10965	25	24	an	an	DET
spir-10965	25	25	exclusive	exclusive	ADJ
spir-10965	25	26	set	set	NOUN
spir-10965	25	27	of	of	ADP
spir-10965	25	28	categories	category	NOUN
spir-10965	25	29	.	.	PUNCT
spir-10965	26	1	instead	instead	ADV
spir-10965	26	2	,	,	PUNCT
spir-10965	26	3	we	we	PRON
spir-10965	26	4	selected	select	VERB
spir-10965	26	5	five	five	NUM
spir-10965	26	6	well	well	ADV
spir-10965	26	7	-	-	PUNCT
spir-10965	26	8	defined	define	VERB
spir-10965	26	9	clusters	cluster	NOUN
spir-10965	26	10	of	of	ADP
spir-10965	26	11	content	content	NOUN
spir-10965	26	12	that	that	PRON
spir-10965	26	13	lend	lend	VERB
spir-10965	26	14	themselves	themselves	PRON
spir-10965	26	15	to	to	ADP
spir-10965	26	16	further	further	ADJ
spir-10965	26	17	computational	computational	ADJ
spir-10965	26	18	analysis	analysis	NOUN
spir-10965	26	19	:	:	PUNCT
spir-10965	26	20	gameplay	gameplay	NOUN
spir-10965	26	21	videos	video	NOUN
spir-10965	26	22	,	,	PUNCT
spir-10965	26	23	full	full	ADJ
spir-10965	26	24	movies	movie	NOUN
spir-10965	26	25	,	,	PUNCT
spir-10965	26	26	live	live	ADJ
spir-10965	26	27	sports	sport	NOUN
spir-10965	26	28	broadcasts	broadcast	NOUN
spir-10965	26	29	,	,	PUNCT
spir-10965	26	30	tutorials	tutorial	NOUN
spir-10965	26	31	on	on	ADP
spir-10965	26	32	game	game	NOUN
spir-10965	26	33	cheats	cheat	NOUN
spir-10965	26	34	and	and	CCONJ
spir-10965	26	35	copy	copy	VERB
spir-10965	26	36	control	control	NOUN
spir-10965	26	37	circumvention	circumvention	NOUN
spir-10965	26	38	,	,	PUNCT
spir-10965	26	39	and	and	CCONJ
spir-10965	26	40	highlight	highlight	VERB
spir-10965	26	41	clips	clip	NOUN
spir-10965	26	42	from	from	ADP
spir-10965	26	43	popular	popular	ADJ
spir-10965	26	44	media	medium	NOUN
spir-10965	26	45	.	.	PUNCT
spir-10965	27	1	these	these	DET
spir-10965	27	2	categories	category	NOUN
spir-10965	27	3	are	be	AUX
spir-10965	27	4	particularly	particularly	ADV
spir-10965	27	5	interesting	interesting	ADJ
spir-10965	27	6	since	since	SCONJ
spir-10965	27	7	they	they	PRON
spir-10965	27	8	map	map	VERB
spir-10965	27	9	onto	onto	ADP
spir-10965	27	10	major	major	ADJ
spir-10965	27	11	controversies	controversy	NOUN
spir-10965	27	12	over	over	ADP
spir-10965	27	13	automated	automate	VERB
spir-10965	27	14	copyright	copyright	NOUN
spir-10965	27	15	enforcement	enforcement	NOUN
spir-10965	27	16	.	.	PUNCT
spir-10965	28	1	in	in	ADP
spir-10965	28	2	the	the	DET
spir-10965	28	3	third	third	ADJ
spir-10965	28	4	stage	stage	NOUN
spir-10965	28	5	of	of	ADP
spir-10965	28	6	our	our	PRON
spir-10965	28	7	work	work	NOUN
spir-10965	28	8	,	,	PUNCT
spir-10965	28	9	we	we	PRON
spir-10965	28	10	trained	train	VERB
spir-10965	28	11	a	a	DET
spir-10965	28	12	machine	machine	NOUN
spir-10965	28	13	learning	learn	VERB
spir-10965	28	14	classifier	classifier	NOUN
spir-10965	28	15	to	to	PART
spir-10965	28	16	identify	identify	VERB
spir-10965	28	17	videos	video	NOUN
spir-10965	28	18	in	in	ADP
spir-10965	28	19	each	each	PRON
spir-10965	28	20	of	of	ADP
spir-10965	28	21	these	these	DET
spir-10965	28	22	categories	category	NOUN
spir-10965	28	23	across	across	ADP
spir-10965	28	24	our	our	PRON
spir-10965	28	25	dataset	dataset	NOUN
spir-10965	28	26	larger	large	ADJ
spir-10965	28	27	.	.	PUNCT
spir-10965	29	1	we	we	PRON
spir-10965	29	2	made	make	VERB
spir-10965	29	3	use	use	NOUN
spir-10965	29	4	of	of	ADP
spir-10965	29	5	state	state	NOUN
spir-10965	29	6	of	of	ADP
spir-10965	29	7	the	the	DET
spir-10965	29	8	art	art	NOUN
spir-10965	29	9	natural	natural	ADJ
spir-10965	29	10	language	language	NOUN
spir-10965	29	11	processing	processing	NOUN
spir-10965	29	12	techniques	technique	NOUN
spir-10965	29	13	,	,	PUNCT
spir-10965	29	14	including	include	VERB
spir-10965	29	15	the	the	DET
spir-10965	29	16	newly	newly	ADV
spir-10965	29	17	released	release	VERB
spir-10965	29	18	bidirectional	bidirectional	ADJ
spir-10965	29	19	encoder	encoder	NOUN
spir-10965	29	20	representations	representation	VERB
spir-10965	29	21	from	from	ADP
spir-10965	29	22	transformers	transformer	NOUN
spir-10965	29	23	(	(	PUNCT
spir-10965	29	24	bert	bert	PROPN
spir-10965	29	25	)	)	PUNCT
spir-10965	29	26	(	(	PUNCT
spir-10965	29	27	devlin	devlin	PROPN
spir-10965	29	28	et	et	PROPN
spir-10965	29	29	al	al	PROPN
spir-10965	29	30	.	.	PROPN
spir-10965	29	31	2018	2018	NUM
spir-10965	29	32	)	)	PUNCT
spir-10965	29	33	.	.	PUNCT
spir-10965	30	1	bert	bert	PROPN
spir-10965	30	2	provides	provide	VERB
spir-10965	30	3	sentence	sentence	NOUN
spir-10965	30	4	-	-	PUNCT
spir-10965	30	5	level	level	NOUN
spir-10965	30	6	representations	representation	NOUN
spir-10965	30	7	trained	train	VERB
spir-10965	30	8	on	on	ADP
spir-10965	30	9	massive	massive	ADJ
spir-10965	30	10	corpora	corpora	PROPN
spir-10965	30	11	of	of	ADP
spir-10965	30	12	wikipedia	wikipedia	PROPN
spir-10965	30	13	articles	article	NOUN
spir-10965	30	14	and	and	CCONJ
spir-10965	30	15	books	book	NOUN
spir-10965	30	16	.	.	PUNCT
spir-10965	31	1	we	we	PRON
spir-10965	31	2	use	use	VERB
spir-10965	31	3	a	a	DET
spir-10965	31	4	transformer	transformer	ADJ
spir-10965	31	5	attention	attention	NOUN
spir-10965	31	6	-	-	PUNCT
spir-10965	31	7	based	base	VERB
spir-10965	31	8	deep	deep	ADJ
spir-10965	31	9	learning	learning	NOUN
spir-10965	31	10	model	model	NOUN
spir-10965	31	11	to	to	PART
spir-10965	31	12	perform	perform	VERB
spir-10965	31	13	classification	classification	NOUN
spir-10965	31	14	on	on	ADP
spir-10965	31	15	youtube	youtube	NOUN
spir-10965	31	16	video	video	NOUN
spir-10965	31	17	titles	title	NOUN
spir-10965	31	18	and	and	CCONJ
spir-10965	31	19	descriptions	description	NOUN
spir-10965	31	20	,	,	PUNCT
spir-10965	31	21	and	and	CCONJ
spir-10965	31	22	undertook	undertake	VERB
spir-10965	31	23	several	several	ADJ
spir-10965	31	24	rounds	round	NOUN
spir-10965	31	25	of	of	ADP
spir-10965	31	26	active	active	ADJ
spir-10965	31	27	learning	learning	NOUN
spir-10965	31	28	to	to	PART
spir-10965	31	29	train	train	VERB
spir-10965	31	30	the	the	DET
spir-10965	31	31	classifier	classifier	NOUN
spir-10965	31	32	(	(	PUNCT
spir-10965	31	33	we	we	PRON
spir-10965	31	34	ultimately	ultimately	ADV
spir-10965	31	35	manually	manually	ADV
spir-10965	31	36	labeled	label	VERB
spir-10965	31	37	approximately	approximately	ADV
spir-10965	31	38	5000	5000	NUM
spir-10965	31	39	videos	video	NOUN
spir-10965	31	40	to	to	PART
spir-10965	31	41	develop	develop	VERB
spir-10965	31	42	an	an	DET
spir-10965	31	43	adequate	adequate	ADJ
spir-10965	31	44	training	training	NOUN
spir-10965	31	45	set	set	NOUN
spir-10965	31	46	)	)	PUNCT
spir-10965	31	47	.	.	PUNCT
spir-10965	32	1	at	at	ADP
spir-10965	32	2	the	the	DET
spir-10965	32	3	time	time	NOUN
spir-10965	32	4	of	of	ADP
spir-10965	32	5	writing	writing	NOUN
spir-10965	32	6	,	,	PUNCT
spir-10965	32	7	we	we	PRON
spir-10965	32	8	have	have	AUX
spir-10965	32	9	been	be	AUX
spir-10965	32	10	able	able	ADJ
spir-10965	32	11	to	to	PART
spir-10965	32	12	achieve	achieve	VERB
spir-10965	32	13	over	over	ADP
spir-10965	32	14	93	93	NUM
spir-10965	32	15	%	%	NOUN
spir-10965	32	16	accuracy	accuracy	NOUN
spir-10965	32	17	on	on	ADP
spir-10965	32	18	test	test	NOUN
spir-10965	32	19	data	datum	NOUN
spir-10965	32	20	.	.	PUNCT
spir-10965	33	1	we	we	PRON
spir-10965	33	2	deployed	deploy	VERB
spir-10965	33	3	the	the	DET
spir-10965	33	4	trained	train	VERB
spir-10965	33	5	model	model	NOUN
spir-10965	33	6	to	to	PART
spir-10965	33	7	categorize	categorize	VERB
spir-10965	33	8	our	our	PRON
spir-10965	33	9	entire	entire	ADJ
spir-10965	33	10	random	random	ADJ
spir-10965	33	11	sample	sample	NOUN
spir-10965	33	12	of	of	ADP
spir-10965	33	13	59	59	NUM
spir-10965	33	14	million	million	NUM
spir-10965	33	15	youtube	youtube	NOUN
spir-10965	33	16	videos	video	NOUN
spir-10965	33	17	.	.	PUNCT
spir-10965	34	1	we	we	PRON
spir-10965	34	2	validated	validate	VERB
spir-10965	34	3	the	the	DET
spir-10965	34	4	model	model	NOUN
spir-10965	34	5	's	's	PART
spir-10965	34	6	results	result	NOUN
spir-10965	34	7	by	by	ADP
spir-10965	34	8	manual	manual	ADJ
spir-10965	34	9	review	review	NOUN
spir-10965	34	10	and	and	CCONJ
spir-10965	34	11	performed	perform	VERB
spir-10965	34	12	inter	inter	ADJ
spir-10965	34	13	-	-	ADJ
spir-10965	34	14	coder	coder	ADJ
spir-10965	34	15	reliability	reliability	NOUN
spir-10965	34	16	checks	check	NOUN
spir-10965	34	17	.	.	PUNCT
spir-10965	35	1	in	in	ADP
spir-10965	35	2	the	the	DET
spir-10965	35	3	coming	come	VERB
spir-10965	35	4	weeks	week	NOUN
spir-10965	35	5	,	,	PUNCT
spir-10965	35	6	we	we	PRON
spir-10965	35	7	will	will	AUX
spir-10965	35	8	analyse	analyse	VERB
spir-10965	35	9	the	the	DET
spir-10965	35	10	factors	factor	NOUN
spir-10965	35	11	that	that	PRON
spir-10965	35	12	appear	appear	VERB
spir-10965	35	13	to	to	PART
spir-10965	35	14	influence	influence	VERB
spir-10965	35	15	decisions	decision	NOUN
spir-10965	35	16	to	to	PART
spir-10965	35	17	block	block	VERB
spir-10965	35	18	content	content	NOUN
spir-10965	35	19	across	across	ADP
spir-10965	35	20	different	different	ADJ
spir-10965	35	21	categories	category	NOUN
spir-10965	35	22	,	,	PUNCT
spir-10965	35	23	as	as	ADV
spir-10965	35	24	well	well	ADV
spir-10965	35	25	as	as	ADP
spir-10965	35	26	changes	change	NOUN
spir-10965	35	27	over	over	ADP
spir-10965	35	28	time	time	NOUN
spir-10965	35	29	since	since	SCONJ
spir-10965	35	30	late	late	ADJ
spir-10965	35	31	2016	2016	NUM
spir-10965	35	32	.	.	PUNCT
spir-10965	36	1	we	we	PRON
spir-10965	36	2	will	will	AUX
spir-10965	36	3	make	make	VERB
spir-10965	36	4	use	use	NOUN
spir-10965	36	5	of	of	ADP
spir-10965	36	6	statistical	statistical	ADJ
spir-10965	36	7	learning	learning	NOUN
spir-10965	36	8	methods	method	NOUN
spir-10965	36	9	(	(	PUNCT
spir-10965	36	10	multinomial	multinomial	ADJ
spir-10965	36	11	logistic	logistic	ADJ
spir-10965	36	12	regression	regression	NOUN
spir-10965	36	13	and	and	CCONJ
spir-10965	36	14	support	support	VERB
spir-10965	36	15	vector	vector	NOUN
spir-10965	36	16	machines	machine	NOUN
spir-10965	36	17	)	)	PUNCT
spir-10965	36	18	to	to	PART
spir-10965	36	19	examine	examine	VERB
spir-10965	36	20	the	the	DET
spir-10965	36	21	relationship	relationship	NOUN
spir-10965	36	22	between	between	ADP
spir-10965	36	23	categories	category	NOUN
spir-10965	36	24	,	,	PUNCT
spir-10965	36	25	variables	variable	NOUN
spir-10965	36	26	in	in	ADP
spir-10965	36	27	the	the	DET
spir-10965	36	28	metadata	metadata	NOUN
spir-10965	36	29	that	that	PRON
spir-10965	36	30	youtube	youtube	NOUN
spir-10965	36	31	exposes	expose	VERB
spir-10965	36	32	(	(	PUNCT
spir-10965	36	33	duration	duration	NOUN
spir-10965	36	34	,	,	PUNCT
spir-10965	36	35	genre	genre	NOUN
spir-10965	36	36	,	,	PUNCT
spir-10965	36	37	likes	like	NOUN
spir-10965	36	38	,	,	PUNCT
spir-10965	36	39	dislikes	dislike	NOUN
spir-10965	36	40	,	,	PUNCT
spir-10965	36	41	and	and	CCONJ
spir-10965	36	42	so	so	ADV
spir-10965	36	43	on	on	ADV
spir-10965	36	44	)	)	PUNCT
spir-10965	36	45	,	,	PUNCT
spir-10965	36	46	and	and	CCONJ
spir-10965	36	47	takedown	takedown	NOUN
spir-10965	36	48	rates	rate	NOUN
spir-10965	36	49	.	.	PUNCT
spir-10965	37	1	these	these	DET
spir-10965	37	2	methods	method	NOUN
spir-10965	37	3	enable	enable	VERB
spir-10965	37	4	us	we	PRON
spir-10965	37	5	to	to	PART
spir-10965	37	6	examine	examine	VERB
spir-10965	37	7	the	the	DET
spir-10965	37	8	characteristics	characteristic	NOUN
spir-10965	37	9	of	of	ADP
spir-10965	37	10	videos	video	NOUN
spir-10965	37	11	that	that	PRON
spir-10965	37	12	are	be	AUX
spir-10965	37	13	most	most	ADV
spir-10965	37	14	likely	likely	ADJ
spir-10965	37	15	to	to	PART
spir-10965	37	16	be	be	AUX
spir-10965	37	17	removed	remove	VERB
spir-10965	37	18	through	through	ADP
spir-10965	37	19	dmca	dmca	NOUN
spir-10965	37	20	notices	notice	NOUN
spir-10965	37	21	,	,	PUNCT
spir-10965	37	22	content	content	NOUN
spir-10965	37	23	i	i	PROPN
spir-10965	37	24	d	d	PROPN
spir-10965	37	25	removals	removal	NOUN
spir-10965	37	26	,	,	PUNCT
spir-10965	37	27	and	and	CCONJ
spir-10965	37	28	terms	term	NOUN
spir-10965	37	29	of	of	ADP
spir-10965	37	30	service	service	NOUN
spir-10965	37	31	enforcement	enforcement	NOUN
spir-10965	37	32	.	.	PUNCT
spir-10965	38	1	this	this	DET
spir-10965	38	2	interdisciplinary	interdisciplinary	ADJ
spir-10965	38	3	research	research	NOUN
spir-10965	38	4	provides	provide	VERB
spir-10965	38	5	an	an	DET
spir-10965	38	6	initial	initial	ADJ
spir-10965	38	7	case	case	NOUN
spir-10965	38	8	study	study	NOUN
spir-10965	38	9	in	in	ADP
spir-10965	38	10	developing	develop	VERB
spir-10965	38	11	black	black	ADJ
spir-10965	38	12	-	-	PUNCT
spir-10965	38	13	box	box	NOUN
spir-10965	38	14	methodologies	methodology	NOUN
spir-10965	38	15	(	(	PUNCT
spir-10965	38	16	pasquale	pasquale	NOUN
spir-10965	38	17	2015	2015	NUM
spir-10965	38	18	)	)	PUNCT
spir-10965	38	19	to	to	PART
spir-10965	38	20	understand	understand	VERB
spir-10965	38	21	the	the	DET
spir-10965	38	22	operation	operation	NOUN
spir-10965	38	23	of	of	ADP
spir-10965	38	24	automated	automate	VERB
spir-10965	38	25	decisionmaking	decisionmaking	NOUN
spir-10965	38	26	at	at	ADP
spir-10965	38	27	scale	scale	NOUN
spir-10965	38	28	.	.	PUNCT
spir-10965	39	1	we	we	PRON
spir-10965	39	2	reflect	reflect	VERB
spir-10965	39	3	on	on	ADP
spir-10965	39	4	the	the	DET
spir-10965	39	5	utility	utility	NOUN
spir-10965	39	6	of	of	ADP
spir-10965	39	7	different	different	ADJ
spir-10965	39	8	computational	computational	ADJ
spir-10965	39	9	approaches	approach	NOUN
spir-10965	39	10	to	to	ADP
spir-10965	39	11	understanding	understand	VERB
spir-10965	39	12	content	content	NOUN
spir-10965	39	13	moderation	moderation	NOUN
spir-10965	39	14	systems	system	NOUN
spir-10965	39	15	,	,	PUNCT
spir-10965	39	16	and	and	CCONJ
spir-10965	39	17	seek	seek	VERB
spir-10965	39	18	to	to	PART
spir-10965	39	19	identify	identify	VERB
spir-10965	39	20	opportunities	opportunity	NOUN
spir-10965	39	21	for	for	ADP
spir-10965	39	22	further	further	ADJ
spir-10965	39	23	work	work	NOUN
spir-10965	39	24	that	that	PRON
spir-10965	39	25	leverages	leverage	VERB
spir-10965	39	26	close	close	ADJ
spir-10965	39	27	qualitative	qualitative	ADJ
spir-10965	39	28	analysis	analysis	NOUN
spir-10965	39	29	in	in	ADP
spir-10965	39	30	conjunction	conjunction	NOUN
spir-10965	39	31	with	with	ADP
spir-10965	39	32	large	large	ADJ
spir-10965	39	33	-	-	PUNCT
spir-10965	39	34	scale	scale	NOUN
spir-10965	39	35	computational	computational	ADJ
spir-10965	39	36	processing	processing	NOUN
spir-10965	39	37	.	.	PUNCT
spir-10965	40	1	this	this	DET
spir-10965	40	2	work	work	NOUN
spir-10965	40	3	provides	provide	VERB
spir-10965	40	4	the	the	DET
spir-10965	40	5	methodological	methodological	ADJ
spir-10965	40	6	base	base	NOUN
spir-10965	40	7	for	for	ADP
spir-10965	40	8	further	further	ADJ
spir-10965	40	9	experimentation	experimentation	NOUN
spir-10965	40	10	with	with	ADP
spir-10965	40	11	the	the	DET
spir-10965	40	12	use	use	NOUN
spir-10965	40	13	of	of	ADP
spir-10965	40	14	deep	deep	ADJ
spir-10965	40	15	neural	neural	ADJ
spir-10965	40	16	nets	net	NOUN
spir-10965	40	17	to	to	PART
spir-10965	40	18	enable	enable	VERB
spir-10965	40	19	large	large	ADJ
spir-10965	40	20	-	-	PUNCT
spir-10965	40	21	scale	scale	NOUN
spir-10965	40	22	analysis	analysis	NOUN
spir-10965	40	23	of	of	ADP
spir-10965	40	24	the	the	DET
spir-10965	40	25	operation	operation	NOUN
spir-10965	40	26	of	of	ADP
spir-10965	40	27	automated	automate	VERB
spir-10965	40	28	systems	system	NOUN
spir-10965	40	29	in	in	ADP
spir-10965	40	30	the	the	DET
spir-10965	40	31	realm	realm	NOUN
spir-10965	40	32	of	of	ADP
spir-10965	40	33	digital	digital	ADJ
spir-10965	40	34	media	medium	NOUN
spir-10965	40	35	.	.	PUNCT
spir-10965	41	1	we	we	PRON
spir-10965	41	2	hope	hope	VERB
spir-10965	41	3	that	that	SCONJ
spir-10965	41	4	this	this	DET
spir-10965	41	5	work	work	NOUN
spir-10965	41	6	will	will	AUX
spir-10965	41	7	improve	improve	VERB
spir-10965	41	8	understanding	understanding	NOUN
spir-10965	41	9	of	of	ADP
spir-10965	41	10	a	a	DET
spir-10965	41	11	useful	useful	ADJ
spir-10965	41	12	and	and	CCONJ
spir-10965	41	13	fruitful	fruitful	ADJ
spir-10965	41	14	set	set	NOUN
spir-10965	41	15	of	of	ADP
spir-10965	41	16	methods	method	NOUN
spir-10965	41	17	to	to	PART
spir-10965	41	18	interrogate	interrogate	VERB
spir-10965	41	19	pressing	press	VERB
spir-10965	41	20	public	public	ADJ
spir-10965	41	21	policy	policy	NOUN
spir-10965	41	22	research	research	NOUN
spir-10965	41	23	questions	question	NOUN
spir-10965	41	24	in	in	ADP
spir-10965	41	25	the	the	DET
spir-10965	41	26	context	context	NOUN
spir-10965	41	27	of	of	ADP
spir-10965	41	28	content	content	NOUN
spir-10965	41	29	moderation	moderation	NOUN
spir-10965	41	30	and	and	CCONJ
spir-10965	41	31	automated	automate	VERB
spir-10965	41	32	decision	decision	NOUN
spir-10965	41	33	-	-	PUNCT
spir-10965	41	34	making	making	NOUN
spir-10965	41	35	.	.	PUNCT
spir-10965	42	1	references	reference	NOUN
spir-10965	42	2	caplan	caplan	PROPN
spir-10965	42	3	,	,	PUNCT
spir-10965	42	4	robyn	robyn	PROPN
spir-10965	42	5	,	,	PUNCT
spir-10965	42	6	lauren	lauren	PROPN
spir-10965	42	7	hanson	hanson	PROPN
spir-10965	42	8	,	,	PUNCT
spir-10965	42	9	and	and	CCONJ
spir-10965	42	10	joan	joan	PROPN
spir-10965	42	11	donovan	donovan	PROPN
spir-10965	42	12	.	.	PROPN
spir-10965	42	13	2018	2018	NUM
spir-10965	42	14	.	.	PUNCT
spir-10965	43	1	“	"	PUNCT
spir-10965	43	2	dead	dead	ADJ
spir-10965	43	3	reckoning	reckoning	NOUN
spir-10965	43	4	:	:	PUNCT
spir-10965	43	5	navigating	navigate	VERB
spir-10965	43	6	content	content	NOUN
spir-10965	43	7	moderation	moderation	NOUN
spir-10965	43	8	after	after	ADP
spir-10965	43	9	‘	'	PUNCT
spir-10965	43	10	fake	fake	ADJ
spir-10965	43	11	news	news	NOUN
spir-10965	43	12	.	.	PUNCT
spir-10965	43	13	’	'	PUNCT
spir-10965	43	14	”	"	PUNCT
spir-10965	43	15	data	data	PROPN
spir-10965	43	16	&	&	CCONJ
spir-10965	43	17	society	society	PROPN
spir-10965	43	18	research	research	PROPN
spir-10965	43	19	institute	institute	PROPN
spir-10965	43	20	.	.	PUNCT
spir-10965	44	1	https://datasociety.net/pubs/oh/dataandsociety_dead_reckoning_2018.pdf	https://datasociety.net/pubs/oh/dataandsociety_dead_reckoning_2018.pdf	PROPN
spir-10965	44	2	.	.	PUNCT
spir-10965	44	3	citron	citron	PROPN
spir-10965	44	4	,	,	PUNCT
spir-10965	44	5	danielle	danielle	PROPN
spir-10965	44	6	keats	keats	PROPN
spir-10965	44	7	.	.	PUNCT
spir-10965	45	1	2014	2014	NUM
spir-10965	45	2	.	.	PUNCT
spir-10965	46	1	hate	hate	VERB
spir-10965	46	2	crimes	crime	NOUN
spir-10965	46	3	in	in	ADP
spir-10965	46	4	cyberspace	cyberspace	NOUN
spir-10965	46	5	.	.	PUNCT
spir-10965	47	1	cambridge	cambridge	PROPN
spir-10965	47	2	,	,	PUNCT
spir-10965	47	3	massachusetts	massachusetts	PROPN
spir-10965	47	4	 	 	SPACE
spir-10965	47	5	;	;	PUNCT
spir-10965	47	6	london	london	PROPN
spir-10965	47	7	,	,	PUNCT
spir-10965	47	8	england	england	PROPN
spir-10965	47	9	:	:	PUNCT
spir-10965	47	10	harvard	harvard	PROPN
spir-10965	47	11	university	university	PROPN
spir-10965	47	12	press	press	NOUN
spir-10965	47	13	.	.	PUNCT
spir-10965	48	1	devlin	devlin	PROPN
spir-10965	48	2	,	,	PUNCT
spir-10965	48	3	jacob	jacob	PROPN
spir-10965	48	4	,	,	PUNCT
spir-10965	48	5	ming	ming	PROPN
spir-10965	48	6	-	-	PUNCT
spir-10965	48	7	wei	wei	PROPN
spir-10965	48	8	chang	chang	PROPN
spir-10965	48	9	,	,	PUNCT
spir-10965	48	10	kenton	kenton	PROPN
spir-10965	48	11	lee	lee	PROPN
spir-10965	48	12	,	,	PUNCT
spir-10965	48	13	and	and	CCONJ
spir-10965	48	14	kristina	kristina	PROPN
spir-10965	48	15	toutanova	toutanova	PROPN
spir-10965	48	16	.	.	PROPN
spir-10965	48	17	2018	2018	NUM
spir-10965	48	18	.	.	PUNCT
spir-10965	49	1	“	"	PUNCT
spir-10965	49	2	bert	bert	NOUN
spir-10965	49	3	:	:	PUNCT
spir-10965	49	4	pre	pre	ADJ
spir-10965	49	5	-	-	NOUN
spir-10965	49	6	training	training	NOUN
spir-10965	49	7	of	of	ADP
spir-10965	49	8	deep	deep	ADJ
spir-10965	49	9	bidirectional	bidirectional	ADJ
spir-10965	49	10	transformers	transformer	NOUN
spir-10965	49	11	for	for	ADP
spir-10965	49	12	language	language	NOUN
spir-10965	49	13	understanding	understanding	NOUN
spir-10965	49	14	,	,	PUNCT
spir-10965	49	15	”	"	PUNCT
spir-10965	49	16	october	october	PROPN
spir-10965	49	17	.	.	PUNCT
spir-10965	50	1	https://arxiv.org/abs/1810.04805v1	https://arxiv.org/abs/1810.04805v1	NOUN
spir-10965	50	2	.	.	PUNCT
spir-10965	50	3	duguay	duguay	PROPN
spir-10965	50	4	,	,	PUNCT
spir-10965	50	5	stefanie	stefanie	PROPN
spir-10965	50	6	,	,	PUNCT
spir-10965	50	7	jean	jean	PROPN
spir-10965	50	8	burgess	burgess	PROPN
spir-10965	50	9	,	,	PUNCT
spir-10965	50	10	and	and	CCONJ
spir-10965	50	11	nicolas	nicolas	PROPN
spir-10965	50	12	p.	p.	PROPN
spir-10965	50	13	suzor	suzor	PROPN
spir-10965	50	14	.	.	PUNCT
spir-10965	51	1	2018	2018	NUM
spir-10965	51	2	.	.	PUNCT
spir-10965	52	1	“	"	PUNCT
spir-10965	52	2	queer	queer	NOUN
spir-10965	52	3	women	woman	NOUN
spir-10965	52	4	’s	’s	PART
spir-10965	52	5	experiences	experience	NOUN
spir-10965	52	6	of	of	ADP
spir-10965	52	7	patchwork	patchwork	NOUN
spir-10965	52	8	platform	platform	NOUN
spir-10965	52	9	governance	governance	NOUN
spir-10965	52	10	on	on	ADP
spir-10965	52	11	tinder	tinder	NOUN
spir-10965	52	12	,	,	PUNCT
spir-10965	52	13	instagram	instagram	PROPN
spir-10965	52	14	,	,	PUNCT
spir-10965	52	15	and	and	CCONJ
spir-10965	52	16	vine	vine	NOUN
spir-10965	52	17	.	.	PUNCT
spir-10965	52	18	”	"	PUNCT
spir-10965	53	1	convergence	convergence	NOUN
spir-10965	53	2	,	,	PUNCT
spir-10965	53	3	june	june	PROPN
spir-10965	53	4	,	,	PUNCT
spir-10965	53	5	1354856518781530	1354856518781530	NUM
spir-10965	53	6	.	.	PUNCT
spir-10965	54	1	https://doi.org/10.1177/1354856518781530	https://doi.org/10.1177/1354856518781530	X
spir-10965	54	2	.	.	PUNCT
spir-10965	54	3	elkin	elkin	PROPN
spir-10965	54	4	-	-	PUNCT
spir-10965	54	5	koren	koren	PROPN
spir-10965	54	6	,	,	PUNCT
spir-10965	54	7	niva	niva	PROPN
spir-10965	54	8	,	,	PUNCT
spir-10965	54	9	and	and	CCONJ
spir-10965	54	10	eldar	eldar	PROPN
spir-10965	54	11	haber	haber	PROPN
spir-10965	54	12	.	.	PROPN
spir-10965	54	13	2016	2016	NUM
spir-10965	54	14	.	.	PUNCT
spir-10965	55	1	“	"	PUNCT
spir-10965	55	2	governance	governance	NOUN
spir-10965	55	3	by	by	ADP
spir-10965	55	4	proxy	proxy	NOUN
spir-10965	55	5	:	:	PUNCT
spir-10965	55	6	cyber	cyber	ADJ
spir-10965	55	7	challenges	challenge	NOUN
spir-10965	55	8	to	to	ADP
spir-10965	55	9	civil	civil	ADJ
spir-10965	55	10	liberties	liberty	NOUN
spir-10965	55	11	.	.	PUNCT
spir-10965	55	12	”	"	PUNCT
spir-10965	56	1	brooklyn	brooklyn	PROPN
spir-10965	56	2	law	law	PROPN
spir-10965	56	3	review	review	VERB
spir-10965	56	4	82	82	NUM
spir-10965	56	5	(	(	PUNCT
spir-10965	56	6	february	february	PROPN
spir-10965	56	7	):	):	PUNCT
spir-10965	56	8	2016	2016	NUM
spir-10965	56	9	.	.	PUNCT
spir-10965	57	1	gillespie	gillespie	PROPN
spir-10965	57	2	,	,	PUNCT
spir-10965	57	3	tarleton	tarleton	PROPN
spir-10965	57	4	.	.	PUNCT
spir-10965	58	1	2018	2018	NUM
spir-10965	58	2	.	.	PUNCT
spir-10965	59	1	custodians	custodian	NOUN
spir-10965	59	2	of	of	ADP
spir-10965	59	3	the	the	DET
spir-10965	59	4	internet	internet	NOUN
spir-10965	59	5	:	:	PUNCT
spir-10965	59	6	platforms	platform	NOUN
spir-10965	59	7	,	,	PUNCT
spir-10965	59	8	content	content	NOUN
spir-10965	59	9	moderation	moderation	NOUN
spir-10965	59	10	,	,	PUNCT
spir-10965	59	11	and	and	CCONJ
spir-10965	59	12	the	the	DET
spir-10965	59	13	hidden	hide	VERB
spir-10965	59	14	decisions	decision	NOUN
spir-10965	59	15	that	that	PRON
spir-10965	59	16	shape	shape	VERB
spir-10965	59	17	social	social	ADJ
spir-10965	59	18	media	medium	NOUN
spir-10965	59	19	.	.	PUNCT
spir-10965	60	1	1st	1st	PROPN
spir-10965	60	2	edition	edition	PROPN
spir-10965	60	3	.	.	PUNCT
spir-10965	61	1	new	new	PROPN
spir-10965	61	2	haven	haven	PROPN
spir-10965	61	3	,	,	PUNCT
spir-10965	61	4	ct	ct	PROPN
spir-10965	61	5	:	:	PUNCT
spir-10965	61	6	yale	yale	PROPN
spir-10965	61	7	university	university	PROPN
spir-10965	61	8	press	press	NOUN
spir-10965	61	9	.	.	PUNCT
spir-10965	62	1	google	google	PROPN
spir-10965	62	2	.	.	PUNCT
spir-10965	63	1	n.d	n.d	PROPN
spir-10965	63	2	.	.	PUNCT
spir-10965	64	1	“	"	PUNCT
spir-10965	64	2	content	content	NOUN
spir-10965	64	3	removals	removal	NOUN
spir-10965	64	4	due	due	ADJ
spir-10965	64	5	to	to	ADP
spir-10965	64	6	copyright	copyright	NOUN
spir-10965	64	7	.	.	PUNCT
spir-10965	64	8	”	"	PUNCT
spir-10965	65	1	google	google	PROPN
spir-10965	65	2	transparency	transparency	NOUN
spir-10965	65	3	report	report	NOUN
spir-10965	65	4	.	.	PUNCT
spir-10965	66	1	accessed	access	VERB
spir-10965	66	2	october	october	PROPN
spir-10965	66	3	3	3	NUM
spir-10965	66	4	,	,	PUNCT
spir-10965	66	5	2018	2018	NUM
spir-10965	66	6	.	.	PUNCT
spir-10965	67	1	https://transparencyreport.google.com/copyright/explore?hl=en	https://transparencyreport.google.com/copyright/explore?hl=en	PROPN
spir-10965	67	2	.	.	PUNCT
spir-10965	67	3	marwick	marwick	PROPN
spir-10965	67	4	,	,	PUNCT
spir-10965	67	5	alice	alice	PROPN
spir-10965	67	6	e.	e.	PROPN
spir-10965	67	7	,	,	PUNCT
spir-10965	67	8	and	and	CCONJ
spir-10965	67	9	rebecca	rebecca	PROPN
spir-10965	67	10	lewis	lewis	PROPN
spir-10965	67	11	.	.	PROPN
spir-10965	67	12	2017	2017	NUM
spir-10965	67	13	.	.	PUNCT
spir-10965	68	1	“	"	PUNCT
spir-10965	68	2	media	media	NOUN
spir-10965	68	3	manipulation	manipulation	NOUN
spir-10965	68	4	and	and	CCONJ
spir-10965	68	5	disinformation	disinformation	NOUN
spir-10965	68	6	online	online	ADV
spir-10965	68	7	.	.	PUNCT
spir-10965	68	8	”	"	PUNCT
spir-10965	69	1	data	data	PROPN
spir-10965	69	2	&	&	CCONJ
spir-10965	69	3	society	society	PROPN
spir-10965	69	4	research	research	PROPN
spir-10965	69	5	institute	institute	PROPN
spir-10965	69	6	.	.	PUNCT
spir-10965	70	1	https://datasociety.net/output/mediamanipulation-and-disinfo-online/.	https://datasociety.net/output/mediamanipulation-and-disinfo-online/.	PROPN
spir-10965	70	2	pasquale	pasquale	PROPN
spir-10965	70	3	,	,	PUNCT
spir-10965	70	4	frank	frank	PROPN
spir-10965	70	5	.	.	PROPN
spir-10965	70	6	2015	2015	NUM
spir-10965	70	7	.	.	PUNCT
spir-10965	71	1	the	the	DET
spir-10965	71	2	black	black	PROPN
spir-10965	71	3	box	box	PROPN
spir-10965	71	4	society	society	NOUN
spir-10965	71	5	.	.	PUNCT
spir-10965	72	1	cambridge	cambridge	PROPN
spir-10965	72	2	,	,	PUNCT
spir-10965	72	3	mass	mass	PROPN
spir-10965	72	4	.	.	PUNCT
spir-10965	72	5	:	:	PUNCT
spir-10965	73	1	harvard	harvard	PROPN
spir-10965	73	2	university	university	PROPN
spir-10965	73	3	press	press	NOUN
spir-10965	73	4	.	.	PUNCT
spir-10965	74	1	suzor	suzor	PROPN
spir-10965	74	2	,	,	PUNCT
spir-10965	74	3	nicolas	nicolas	PROPN
spir-10965	74	4	p.	p.	PROPN
spir-10965	74	5	,	,	PUNCT
spir-10965	74	6	molly	molly	ADV
spir-10965	74	7	dragiewicz	dragiewicz	PROPN
spir-10965	74	8	,	,	PUNCT
spir-10965	74	9	bridget	bridget	PROPN
spir-10965	74	10	harris	harris	PROPN
spir-10965	74	11	,	,	PUNCT
spir-10965	74	12	rosalie	rosalie	PROPN
spir-10965	74	13	gillett	gillett	PROPN
spir-10965	74	14	,	,	PUNCT
spir-10965	74	15	jean	jean	PROPN
spir-10965	74	16	burgess	burgess	PROPN
spir-10965	74	17	,	,	PUNCT
spir-10965	74	18	and	and	CCONJ
spir-10965	74	19	tess	tess	PROPN
spir-10965	74	20	van	van	PROPN
spir-10965	74	21	geelen	geelen	PROPN
spir-10965	74	22	.	.	PUNCT
spir-10965	75	1	2018	2018	NUM
spir-10965	75	2	.	.	PUNCT
spir-10965	76	1	“	"	PUNCT
spir-10965	76	2	human	human	ADJ
spir-10965	76	3	rights	right	NOUN
spir-10965	76	4	by	by	ADP
spir-10965	76	5	design	design	NOUN
spir-10965	76	6	:	:	PUNCT
spir-10965	76	7	the	the	DET
spir-10965	76	8	responsibilities	responsibility	NOUN
spir-10965	76	9	of	of	ADP
spir-10965	76	10	social	social	ADJ
spir-10965	76	11	media	medium	NOUN
spir-10965	76	12	platforms	platform	NOUN
spir-10965	76	13	to	to	PART
spir-10965	76	14	address	address	VERB
spir-10965	76	15	gender	gender	NOUN
spir-10965	76	16	-	-	PUNCT
spir-10965	76	17	based	base	VERB
spir-10965	76	18	violence	violence	NOUN
spir-10965	76	19	online	online	ADV
spir-10965	76	20	.	.	PUNCT
spir-10965	76	21	”	"	PUNCT
spir-10965	77	1	policy	policy	NOUN
spir-10965	77	2	&	&	CCONJ
spir-10965	77	3	internet	internet	NOUN
spir-10965	77	4	.	.	PUNCT
spir-10965	78	1	https://doi.org/10.1002/poi3.185	https://doi.org/10.1002/poi3.185	INTJ
spir-10965	78	2	.	.	PUNCT
spir-10965	79	1	urban	urban	PROPN
spir-10965	79	2	,	,	PUNCT
spir-10965	79	3	jennifer	jennifer	PROPN
spir-10965	79	4	m.	m.	NOUN
spir-10965	79	5	,	,	PUNCT
spir-10965	79	6	joe	joe	PROPN
spir-10965	79	7	karaganis	karaganis	PROPN
spir-10965	79	8	,	,	PUNCT
spir-10965	79	9	and	and	CCONJ
spir-10965	79	10	brianna	brianna	PROPN
spir-10965	79	11	l.	l.	PROPN
spir-10965	79	12	schofield	schofield	PROPN
spir-10965	79	13	.	.	PUNCT
spir-10965	79	14	2016	2016	NUM
spir-10965	79	15	.	.	PUNCT
spir-10965	80	1	“	"	PUNCT
spir-10965	80	2	notice	notice	VERB
spir-10965	80	3	and	and	CCONJ
spir-10965	80	4	takedown	takedown	NOUN
spir-10965	80	5	in	in	ADP
spir-10965	80	6	everyday	everyday	ADJ
spir-10965	80	7	practice	practice	NOUN
spir-10965	80	8	.	.	PUNCT
spir-10965	80	9	”	"	PUNCT
spir-10965	81	1	ssrn	ssrn	PROPN
spir-10965	81	2	scholarly	scholarly	ADJ
spir-10965	81	3	paper	paper	NOUN
spir-10965	81	4	i	i	PROPN
spir-10965	81	5	d	d	PROPN
spir-10965	81	6	2755628	2755628	NUM
spir-10965	81	7	.	.	PUNCT
spir-10965	82	1	rochester	rochester	PROPN
spir-10965	82	2	,	,	PUNCT
spir-10965	82	3	ny	ny	PROPN
spir-10965	82	4	:	:	PUNCT
spir-10965	82	5	social	social	ADJ
spir-10965	82	6	science	science	NOUN
spir-10965	82	7	research	research	NOUN
spir-10965	82	8	network	network	NOUN
spir-10965	82	9	.	.	PUNCT
spir-10965	83	1	http://papers.ssrn.com/abstract=2755628	http://papers.ssrn.com/abstract=2755628	PROPN
spir-10965	83	2	.	.	PUNCT