id	sid	tid	token	lemma	pos
spir-11139	1	1	selected	select	VERB
spir-11139	1	2	papers	paper	NOUN
spir-11139	1	3	of	of	ADP
spir-11139	1	4	#	#	SYM
spir-11139	1	5	aoir2020	aoir2020	PROPN
spir-11139	1	6	:	:	PUNCT
spir-11139	1	7	the	the	DET
spir-11139	1	8	21st	21st	ADJ
spir-11139	1	9	annual	annual	ADJ
spir-11139	1	10	conference	conference	NOUN
spir-11139	1	11	of	of	ADP
spir-11139	1	12	the	the	DET
spir-11139	1	13	association	association	NOUN
spir-11139	1	14	of	of	ADP
spir-11139	1	15	internet	internet	NOUN
spir-11139	1	16	researchers	researcher	NOUN
spir-11139	1	17	virtual	virtual	ADJ
spir-11139	1	18	event	event	NOUN
spir-11139	1	19	/	/	PUNCT
spir-11139	1	20	27	27	NUM
spir-11139	1	21	-	-	SYM
spir-11139	1	22	31	31	NUM
spir-11139	1	23	october	october	PROPN
spir-11139	1	24	2020	2020	NUM
spir-11139	1	25	suggested	suggest	VERB
spir-11139	1	26	citation	citation	NOUN
spir-11139	1	27	(	(	PUNCT
spir-11139	1	28	apa	apa	PROPN
spir-11139	1	29	):	):	PUNCT
spir-11139	1	30	mckelvey	mckelvey	PROPN
spir-11139	1	31	,	,	PUNCT
spir-11139	1	32	f.	f.	PROPN
spir-11139	1	33	,	,	PUNCT
spir-11139	1	34	carmi	carmi	PROPN
spir-11139	1	35	,	,	PUNCT
spir-11139	1	36	e.	e.	PROPN
spir-11139	1	37	,	,	PUNCT
spir-11139	1	38	ten	ten	NUM
spir-11139	1	39	oever	oever	ADJ
spir-11139	1	40	,	,	PUNCT
spir-11139	1	41	n.	n.	NOUN
spir-11139	1	42	,	,	PUNCT
spir-11139	1	43	gürses	gürse	NOUN
spir-11139	1	44	,	,	PUNCT
spir-11139	1	45	s.(2020	s.(2020	PROPN
spir-11139	1	46	,	,	PUNCT
spir-11139	1	47	october	october	PROPN
spir-11139	1	48	)	)	PUNCT
spir-11139	1	49	.	.	PUNCT
spir-11139	2	1	optimizing	optimize	VERB
spir-11139	2	2	our	our	PRON
spir-11139	2	3	networked	networked	ADJ
spir-11139	2	4	lives	life	NOUN
spir-11139	2	5	.	.	PUNCT
spir-11139	3	1	panel	panel	NOUN
spir-11139	3	2	presented	present	VERB
spir-11139	3	3	at	at	ADP
spir-11139	3	4	aoir	aoir	NOUN
spir-11139	3	5	2020	2020	NUM
spir-11139	3	6	:	:	PUNCT
spir-11139	3	7	the	the	DET
spir-11139	3	8	21th	21th	ADJ
spir-11139	3	9	annual	annual	ADJ
spir-11139	3	10	conference	conference	NOUN
spir-11139	3	11	of	of	ADP
spir-11139	3	12	the	the	DET
spir-11139	3	13	association	association	NOUN
spir-11139	3	14	of	of	ADP
spir-11139	3	15	internet	internet	NOUN
spir-11139	3	16	researchers	researcher	NOUN
spir-11139	3	17	.	.	PUNCT
spir-11139	4	1	virtual	virtual	ADJ
spir-11139	4	2	event	event	NOUN
spir-11139	4	3	:	:	PUNCT
spir-11139	4	4	aoir	aoir	NOUN
spir-11139	4	5	.	.	PUNCT
spir-11139	4	6	retrieved	retrieve	VERB
spir-11139	4	7	from	from	ADP
spir-11139	4	8	http://spir.aoir.org	http://spir.aoir.org	PROPN
spir-11139	4	9	.	.	PUNCT
spir-11139	4	10	preconstituted	preconstitute	VERB
spir-11139	4	11	panel	panel	NOUN
spir-11139	4	12	:	:	PUNCT
spir-11139	4	13	optimizing	optimize	VERB
spir-11139	4	14	our	our	PRON
spir-11139	4	15	networked	networked	ADJ
spir-11139	4	16	lives	life	NOUN
spir-11139	4	17	fenwick	fenwick	PROPN
spir-11139	4	18	mckelvey	mckelvey	PROPN
spir-11139	4	19	concordia	concordia	PROPN
spir-11139	4	20	university	university	PROPN
spir-11139	4	21	elinor	elinor	PROPN
spir-11139	4	22	carmi	carmi	PROPN
spir-11139	4	23	liverpool	liverpool	PROPN
spir-11139	4	24	university	university	PROPN
spir-11139	4	25	niels	niels	PROPN
spir-11139	4	26	ten	ten	NUM
spir-11139	4	27	oever	oever	PROPN
spir-11139	4	28	university	university	PROPN
spir-11139	4	29	of	of	ADP
spir-11139	4	30	amsterdam	amsterdam	PROPN
spir-11139	4	31	&	&	CCONJ
spir-11139	4	32	texas	texas	PROPN
spir-11139	4	33	a&m	a&m	PROPN
spir-11139	4	34	university	university	PROPN
spir-11139	4	35	seda	seda	NOUN
spir-11139	4	36	gürses	gürse	VERB
spir-11139	4	37	technische	technische	PROPN
spir-11139	4	38	universiteit	universiteit	PROPN
spir-11139	4	39	delft	delft	PROPN
spir-11139	4	40	“	"	PUNCT
spir-11139	4	41	do	do	AUX
spir-11139	4	42	n’t	not	PART
spir-11139	4	43	just	just	ADV
spir-11139	4	44	live	live	VERB
spir-11139	4	45	your	your	PRON
spir-11139	4	46	life	life	NOUN
spir-11139	4	47	,	,	PUNCT
spir-11139	4	48	optimize	optimize	VERB
spir-11139	4	49	it	it	PRON
spir-11139	4	50	,	,	PUNCT
spir-11139	4	51	”	"	PUNCT
spir-11139	4	52	reads	read	VERB
spir-11139	4	53	the	the	DET
spir-11139	4	54	headline	headline	NOUN
spir-11139	4	55	of	of	ADP
spir-11139	4	56	a	a	DET
spir-11139	4	57	wry	wry	ADJ
spir-11139	4	58	new	new	PROPN
spir-11139	4	59	york	york	PROPN
spir-11139	4	60	times	times	PROPN
spir-11139	4	61	editorial	editorial	NOUN
spir-11139	4	62	from	from	ADP
spir-11139	4	63	february	february	PROPN
spir-11139	4	64	2020	2020	NUM
spir-11139	4	65	,	,	PUNCT
spir-11139	4	66	criticizing	criticize	VERB
spir-11139	4	67	the	the	DET
spir-11139	4	68	embrace	embrace	NOUN
spir-11139	4	69	of	of	ADP
spir-11139	4	70	technology	technology	NOUN
spir-11139	4	71	to	to	PART
spir-11139	4	72	better	well	ADV
spir-11139	4	73	manage	manage	VERB
spir-11139	4	74	every	every	DET
spir-11139	4	75	waking	wake	VERB
spir-11139	4	76	(	(	PUNCT
spir-11139	4	77	and	and	CCONJ
spir-11139	4	78	sleeping	sleep	VERB
spir-11139	4	79	)	)	PUNCT
spir-11139	4	80	moment	moment	NOUN
spir-11139	4	81	.	.	PUNCT
spir-11139	5	1	can	can	AUX
spir-11139	5	2	communication	communication	NOUN
spir-11139	5	3	networks	network	NOUN
spir-11139	5	4	deliver	deliver	VERB
spir-11139	5	5	a	a	DET
spir-11139	5	6	better	well	ADJ
spir-11139	5	7	life	life	NOUN
spir-11139	5	8	?	?	PUNCT
spir-11139	6	1	how	how	SCONJ
spir-11139	6	2	might	might	AUX
spir-11139	6	3	network	network	NOUN
spir-11139	6	4	engineering	engineering	NOUN
spir-11139	6	5	be	be	AUX
spir-11139	6	6	a	a	DET
spir-11139	6	7	form	form	NOUN
spir-11139	6	8	of	of	ADP
spir-11139	6	9	social	social	ADJ
spir-11139	6	10	engineering	engineering	NOUN
spir-11139	6	11	?	?	PUNCT
spir-11139	7	1	for	for	ADP
spir-11139	7	2	this	this	DET
spir-11139	7	3	year	year	NOUN
spir-11139	7	4	’s	’s	PART
spir-11139	7	5	special	special	ADJ
spir-11139	7	6	theme	theme	NOUN
spir-11139	7	7	on	on	ADP
spir-11139	7	8	‘	'	PUNCT
spir-11139	7	9	life	life	NOUN
spir-11139	7	10	’	'	PUNCT
spir-11139	7	11	our	our	PRON
spir-11139	7	12	panel	panel	NOUN
spir-11139	7	13	aims	aim	VERB
spir-11139	7	14	to	to	PART
spir-11139	7	15	interrogate	interrogate	VERB
spir-11139	7	16	questions	question	NOUN
spir-11139	7	17	around	around	ADP
spir-11139	7	18	optimizing	optimize	VERB
spir-11139	7	19	life	life	NOUN
spir-11139	7	20	through	through	ADP
spir-11139	7	21	networked	networked	ADJ
spir-11139	7	22	and	and	CCONJ
spir-11139	7	23	mediated	mediate	VERB
spir-11139	7	24	spaces	space	NOUN
spir-11139	7	25	.	.	PUNCT
spir-11139	8	1	we	we	PRON
spir-11139	8	2	use	use	VERB
spir-11139	8	3	the	the	DET
spir-11139	8	4	term	term	NOUN
spir-11139	8	5	networked	networked	ADJ
spir-11139	8	6	optimization	optimization	NOUN
spir-11139	8	7	to	to	PART
spir-11139	8	8	emphasize	emphasize	VERB
spir-11139	8	9	a	a	DET
spir-11139	8	10	sustained	sustained	ADJ
spir-11139	8	11	but	but	CCONJ
spir-11139	8	12	changing	change	VERB
spir-11139	8	13	set	set	NOUN
spir-11139	8	14	of	of	ADP
spir-11139	8	15	techniques	technique	NOUN
spir-11139	8	16	,	,	PUNCT
spir-11139	8	17	technologies	technology	NOUN
spir-11139	8	18	,	,	PUNCT
spir-11139	8	19	and	and	CCONJ
spir-11139	8	20	calculations	calculation	NOUN
spir-11139	8	21	to	to	PART
spir-11139	8	22	decide	decide	VERB
spir-11139	8	23	the	the	DET
spir-11139	8	24	best	good	ADJ
spir-11139	8	25	life	life	NOUN
spir-11139	8	26	-the	-the	DET
spir-11139	8	27	optimal	optimal	ADJ
spir-11139	8	28	-	-	PUNCT
spir-11139	8	29	through	through	ADP
spir-11139	8	30	infrastructures	infrastructure	NOUN
spir-11139	8	31	,	,	PUNCT
spir-11139	8	32	design	design	NOUN
spir-11139	8	33	,	,	PUNCT
spir-11139	8	34	mathematics	mathematic	NOUN
spir-11139	8	35	and	and	CCONJ
spir-11139	8	36	engineering	engineering	NOUN
spir-11139	8	37	.	.	PUNCT
spir-11139	9	1	optimization	optimization	NOUN
spir-11139	9	2	is	be	AUX
spir-11139	9	3	a	a	DET
spir-11139	9	4	vital	vital	ADJ
spir-11139	9	5	concept	concept	NOUN
spir-11139	9	6	at	at	ADP
spir-11139	9	7	a	a	DET
spir-11139	9	8	time	time	NOUN
spir-11139	9	9	of	of	ADP
spir-11139	9	10	critical	critical	ADJ
spir-11139	9	11	interest	interest	NOUN
spir-11139	9	12	in	in	ADP
spir-11139	9	13	infrastructural	infrastructural	ADJ
spir-11139	9	14	power	power	NOUN
spir-11139	9	15	.	.	PUNCT
spir-11139	10	1	usually	usually	ADV
spir-11139	10	2	defined	define	VERB
spir-11139	10	3	as	as	ADP
spir-11139	10	4	doing	do	VERB
spir-11139	10	5	actions	action	NOUN
spir-11139	10	6	to	to	PART
spir-11139	10	7	make	make	VERB
spir-11139	10	8	the	the	DET
spir-11139	10	9	best	good	ADJ
spir-11139	10	10	or	or	CCONJ
spir-11139	10	11	most	most	ADV
spir-11139	10	12	effective	effective	ADJ
spir-11139	10	13	use	use	NOUN
spir-11139	10	14	of	of	ADP
spir-11139	10	15	something	something	PRON
spir-11139	10	16	,	,	PUNCT
spir-11139	10	17	our	our	PRON
spir-11139	10	18	panel	panel	NOUN
spir-11139	10	19	highlights	highlight	VERB
spir-11139	10	20	the	the	DET
spir-11139	10	21	different	different	ADJ
spir-11139	10	22	uses	use	NOUN
spir-11139	10	23	of	of	ADP
spir-11139	10	24	the	the	DET
spir-11139	10	25	term	term	NOUN
spir-11139	10	26	across	across	ADP
spir-11139	10	27	the	the	DET
spir-11139	10	28	internet	internet	NOUN
spir-11139	10	29	.	.	PUNCT
spir-11139	11	1	used	use	VERB
spir-11139	11	2	as	as	ADP
spir-11139	11	3	a	a	DET
spir-11139	11	4	selling	selling	NOUN
spir-11139	11	5	point	point	NOUN
spir-11139	11	6	by	by	ADP
spir-11139	11	7	many	many	ADJ
spir-11139	11	8	technology	technology	NOUN
spir-11139	11	9	companies	company	NOUN
spir-11139	11	10	,	,	PUNCT
spir-11139	11	11	optimization	optimization	NOUN
spir-11139	11	12	means	mean	VERB
spir-11139	11	13	different	different	ADJ
spir-11139	11	14	things	thing	NOUN
spir-11139	11	15	to	to	ADP
spir-11139	11	16	different	different	ADJ
spir-11139	11	17	actors	actor	NOUN
spir-11139	11	18	.	.	PUNCT
spir-11139	12	1	perhaps	perhaps	ADV
spir-11139	12	2	the	the	DET
spir-11139	12	3	most	most	ADV
spir-11139	12	4	important	important	ADJ
spir-11139	12	5	question	question	NOUN
spir-11139	12	6	on	on	ADP
spir-11139	12	7	this	this	PRON
spir-11139	12	8	is	be	AUX
spir-11139	12	9	optimized	optimize	VERB
spir-11139	12	10	for	for	ADP
spir-11139	12	11	who	who	PRON
spir-11139	12	12	?	?	PUNCT
spir-11139	13	1	network	network	NOUN
spir-11139	13	2	optimization	optimization	NOUN
spir-11139	13	3	is	be	AUX
spir-11139	13	4	a	a	DET
spir-11139	13	5	new	new	ADJ
spir-11139	13	6	twist	twist	NOUN
spir-11139	13	7	on	on	ADP
spir-11139	13	8	enduring	endure	VERB
spir-11139	13	9	myths	myth	NOUN
spir-11139	13	10	around	around	ADP
spir-11139	13	11	technology	technology	NOUN
spir-11139	13	12	.	.	PUNCT
spir-11139	14	1	technology	technology	NOUN
spir-11139	14	2	has	have	AUX
spir-11139	14	3	always	always	ADV
spir-11139	14	4	been	be	AUX
spir-11139	14	5	a	a	DET
spir-11139	14	6	tool	tool	NOUN
spir-11139	14	7	to	to	PART
spir-11139	14	8	optimize	optimize	VERB
spir-11139	14	9	different	different	ADJ
spir-11139	14	10	aspects	aspect	NOUN
spir-11139	14	11	of	of	ADP
spir-11139	14	12	our	our	PRON
spir-11139	14	13	lives	life	NOUN
spir-11139	14	14	.	.	PUNCT
spir-11139	15	1	as	as	SCONJ
spir-11139	15	2	our	our	PRON
spir-11139	15	3	panelists	panelist	NOUN
spir-11139	15	4	suggest	suggest	VERB
spir-11139	15	5	,	,	PUNCT
spir-11139	15	6	today	today	NOUN
spir-11139	15	7	’s	’s	PART
spir-11139	15	8	enthusiasm	enthusiasm	NOUN
spir-11139	15	9	for	for	ADP
spir-11139	15	10	networked	networked	ADJ
spir-11139	15	11	optimization	optimization	NOUN
spir-11139	15	12	draws	draw	VERB
spir-11139	15	13	on	on	ADP
spir-11139	15	14	myths	myth	NOUN
spir-11139	15	15	as	as	ADV
spir-11139	15	16	old	old	ADJ
spir-11139	15	17	as	as	ADP
spir-11139	15	18	carey	carey	NOUN
spir-11139	15	19	and	and	CCONJ
spir-11139	15	20	quirk	quirk	PROPN
spir-11139	15	21	’s	’s	PART
spir-11139	15	22	electric	electric	ADJ
spir-11139	15	23	sublime	sublime	NOUN
spir-11139	15	24	.	.	PUNCT
spir-11139	16	1	sales	sale	NOUN
spir-11139	16	2	pitches	pitch	NOUN
spir-11139	16	3	for	for	ADP
spir-11139	16	4	the	the	DET
spir-11139	16	5	latest	late	ADJ
spir-11139	16	6	cloud	cloud	ADJ
spir-11139	16	7	services	service	NOUN
spir-11139	16	8	resemble	resemble	VERB
spir-11139	16	9	the	the	DET
spir-11139	16	10	promise	promise	NOUN
spir-11139	16	11	of	of	ADP
spir-11139	16	12	what	what	PRON
spir-11139	16	13	paul	paul	PROPN
spir-11139	16	14	n.	n.	PROPN
spir-11139	16	15	edwards	edwards	PROPN
spir-11139	16	16	’	'	PUNCT
spir-11139	16	17	closed	closed	ADJ
spir-11139	16	18	world	world	NOUN
spir-11139	16	19	’	'	PUNCT
spir-11139	16	20	,	,	PUNCT
spir-11139	16	21	one	one	NUM
spir-11139	16	22	manageable	manageable	ADJ
spir-11139	16	23	in	in	ADP
spir-11139	16	24	real	real	ADJ
spir-11139	16	25	-	-	PUNCT
spir-11139	16	26	time	time	NOUN
spir-11139	16	27	and	and	CCONJ
spir-11139	16	28	sold	sell	VERB
spir-11139	16	29	to	to	ADP
spir-11139	16	30	the	the	DET
spir-11139	16	31	american	american	ADJ
spir-11139	16	32	government	government	NOUN
spir-11139	16	33	.	.	PUNCT
spir-11139	17	1	our	our	PRON
spir-11139	17	2	panel	panel	NOUN
spir-11139	17	3	then	then	ADV
spir-11139	17	4	draws	draw	VERB
spir-11139	17	5	on	on	ADP
spir-11139	17	6	a	a	DET
spir-11139	17	7	rich	rich	ADJ
spir-11139	17	8	theoretical	theoretical	ADJ
spir-11139	17	9	history	history	NOUN
spir-11139	17	10	to	to	PART
spir-11139	17	11	describe	describe	VERB
spir-11139	17	12	today	today	NOUN
spir-11139	17	13	’s	’s	PART
spir-11139	17	14	networked	networked	ADJ
spir-11139	17	15	optimization	optimization	NOUN
spir-11139	17	16	.	.	PUNCT
spir-11139	18	1	from	from	ADP
spir-11139	18	2	facebook	facebook	PROPN
spir-11139	18	3	to	to	ADP
spir-11139	18	4	5	5	NUM
spir-11139	18	5	g	g	NOUN
spir-11139	18	6	,	,	PUNCT
spir-11139	18	7	our	our	PRON
spir-11139	18	8	panelists	panelist	NOUN
spir-11139	18	9	work	work	VERB
spir-11139	18	10	across	across	ADP
spir-11139	18	11	technical	technical	ADJ
spir-11139	18	12	and	and	CCONJ
spir-11139	18	13	theoretical	theoretical	ADJ
spir-11139	18	14	literatures	literature	NOUN
spir-11139	18	15	as	as	ADV
spir-11139	18	16	well	well	ADV
spir-11139	18	17	as	as	ADP
spir-11139	18	18	computer	computer	NOUN
spir-11139	18	19	science	science	NOUN
spir-11139	18	20	and	and	CCONJ
spir-11139	18	21	humanities	humanity	NOUN
spir-11139	18	22	to	to	PART
spir-11139	18	23	identify	identify	VERB
spir-11139	18	24	the	the	DET
spir-11139	18	25	social	social	ADJ
spir-11139	18	26	implications	implication	NOUN
spir-11139	18	27	of	of	ADP
spir-11139	18	28	networked	networked	ADJ
spir-11139	18	29	optimization	optimization	NOUN
spir-11139	18	30	.	.	PUNCT
spir-11139	19	1	author	author	NOUN
spir-11139	19	2	#	#	SYM
spir-11139	19	3	1	1	NUM
spir-11139	19	4	examines	examine	VERB
spir-11139	19	5	how	how	SCONJ
spir-11139	19	6	facebook	facebook	NOUN
spir-11139	19	7	’s	’s	PART
spir-11139	19	8	personalization	personalization	NOUN
spir-11139	19	9	ideology	ideology	NOUN
spir-11139	19	10	is	be	AUX
spir-11139	19	11	engineered	engineer	VERB
spir-11139	19	12	into	into	ADP
spir-11139	19	13	its	its	PRON
spir-11139	19	14	infrastructure	infrastructure	NOUN
spir-11139	19	15	to	to	PART
spir-11139	19	16	influence	influence	VERB
spir-11139	19	17	people	people	NOUN
spir-11139	19	18	’s	’s	PART
spir-11139	19	19	behaviors	behavior	NOUN
spir-11139	19	20	to	to	PART
spir-11139	19	21	maximize	maximize	VERB
spir-11139	19	22	its	its	PRON
spir-11139	19	23	advertising	advertising	NOUN
spir-11139	19	24	value	value	NOUN
spir-11139	19	25	.	.	PUNCT
spir-11139	20	1	author	author	NOUN
spir-11139	20	2	#	#	SYM
spir-11139	20	3	2	2	NUM
spir-11139	20	4	looks	look	VERB
spir-11139	20	5	to	to	ADP
spir-11139	20	6	the	the	DET
spir-11139	20	7	discourses	discourse	NOUN
spir-11139	20	8	and	and	CCONJ
spir-11139	20	9	infrastructure	infrastructure	NOUN
spir-11139	20	10	of	of	ADP
spir-11139	20	11	google	google	PROPN
spir-11139	20	12	’s	’s	PART
spir-11139	20	13	cloud	cloud	PROPN
spir-11139	20	14	computing	computing	NOUN
spir-11139	20	15	that	that	PRON
spir-11139	20	16	promise	promise	VERB
spir-11139	20	17	a	a	DET
spir-11139	20	18	form	form	NOUN
spir-11139	20	19	of	of	ADP
spir-11139	20	20	global	global	ADJ
spir-11139	20	21	social	social	ADJ
spir-11139	20	22	engineering	engineering	NOUN
spir-11139	20	23	.	.	PUNCT
spir-11139	21	1	author	author	NOUN
spir-11139	21	2	#	#	SYM
spir-11139	21	3	3	3	NUM
spir-11139	21	4	takes	take	VERB
spir-11139	21	5	these	these	DET
spir-11139	21	6	questions	question	NOUN
spir-11139	21	7	out	out	ADP
spir-11139	21	8	of	of	ADP
spir-11139	21	9	the	the	DET
spir-11139	21	10	cloud	cloud	NOUN
spir-11139	21	11	and	and	CCONJ
spir-11139	21	12	into	into	ADP
spir-11139	21	13	the	the	DET
spir-11139	21	14	next	next	ADJ
spir-11139	21	15	-	-	PUNCT
spir-11139	21	16	generation	generation	NOUN
spir-11139	21	17	of	of	ADP
spir-11139	21	18	the	the	DET
spir-11139	21	19	internet	internet	NOUN
spir-11139	21	20	,	,	PUNCT
spir-11139	21	21	5	5	NUM
spir-11139	21	22	g.	g.	NOUN
spir-11139	21	23	the	the	DET
spir-11139	21	24	promised	promise	VERB
spir-11139	21	25	new	new	ADJ
spir-11139	21	26	wireless	wireless	NOUN
spir-11139	21	27	infrastructure	infrastructure	NOUN
spir-11139	21	28	makes	make	VERB
spir-11139	21	29	a	a	DET
spir-11139	21	30	major	major	ADJ
spir-11139	21	31	shift	shift	NOUN
spir-11139	21	32	in	in	ADP
spir-11139	21	33	the	the	DET
spir-11139	21	34	meta	meta	NOUN
spir-11139	21	35	-	-	PUNCT
spir-11139	21	36	governance	governance	NOUN
spir-11139	21	37	of	of	ADP
spir-11139	21	38	communications	communication	NOUN
spir-11139	21	39	and	and	CCONJ
spir-11139	21	40	re	re	VERB
spir-11139	21	41	-	-	VERB
spir-11139	21	42	consolidates	consolidate	VERB
spir-11139	21	43	power	power	NOUN
spir-11139	21	44	in	in	ADP
spir-11139	21	45	network	network	NOUN
spir-11139	21	46	operators	operator	NOUN
spir-11139	21	47	.	.	PUNCT
spir-11139	22	1	finally	finally	ADV
spir-11139	22	2	,	,	PUNCT
spir-11139	22	3	author	author	NOUN
spir-11139	22	4	#	#	SYM
spir-11139	22	5	4	4	NUM
spir-11139	22	6	looks	look	NOUN
spir-11139	22	7	for	for	ADP
spir-11139	22	8	forms	form	NOUN
spir-11139	22	9	of	of	ADP
spir-11139	22	10	resistance	resistance	NOUN
spir-11139	22	11	through	through	ADP
spir-11139	22	12	the	the	DET
spir-11139	22	13	development	development	NOUN
spir-11139	22	14	of	of	ADP
spir-11139	22	15	protective	protective	ADJ
spir-11139	22	16	optimization	optimization	NOUN
spir-11139	22	17	technologies	technology	NOUN
spir-11139	22	18	that	that	PRON
spir-11139	22	19	help	help	VERB
spir-11139	22	20	people	people	NOUN
spir-11139	22	21	counter	counter	VERB
spir-11139	22	22	efforts	effort	NOUN
spir-11139	22	23	to	to	PART
spir-11139	22	24	nudge	nudge	VERB
spir-11139	22	25	and	and	CCONJ
spir-11139	22	26	shape	shape	VERB
spir-11139	22	27	their	their	PRON
spir-11139	22	28	behaviours	behaviour	NOUN
spir-11139	22	29	.	.	PUNCT
spir-11139	23	1	each	each	PRON
spir-11139	23	2	of	of	ADP
spir-11139	23	3	the	the	DET
spir-11139	23	4	panelists	panelist	NOUN
spir-11139	23	5	responds	respond	VERB
spir-11139	23	6	to	to	ADP
spir-11139	23	7	one	one	NUM
spir-11139	23	8	of	of	ADP
spir-11139	23	9	four	four	NUM
spir-11139	23	10	critical	critical	ADJ
spir-11139	23	11	questions	question	NOUN
spir-11139	23	12	for	for	ADP
spir-11139	23	13	optimization	optimization	NOUN
spir-11139	23	14	:	:	PUNCT
spir-11139	24	1	1	1	X
spir-11139	24	2	.	.	X
spir-11139	25	1	what	what	PRON
spir-11139	25	2	are	be	AUX
spir-11139	25	3	the	the	DET
spir-11139	25	4	myths	myth	NOUN
spir-11139	25	5	and	and	CCONJ
spir-11139	25	6	discourses	discourse	NOUN
spir-11139	25	7	that	that	PRON
spir-11139	25	8	legitimate	legitimate	ADJ
spir-11139	25	9	and	and	CCONJ
spir-11139	25	10	programs	program	NOUN
spir-11139	25	11	technologies	technology	NOUN
spir-11139	25	12	as	as	ADP
spir-11139	25	13	forms	form	NOUN
spir-11139	25	14	of	of	ADP
spir-11139	25	15	social	social	ADJ
spir-11139	25	16	engineering	engineering	NOUN
spir-11139	25	17	?	?	PUNCT
spir-11139	26	1	how	how	SCONJ
spir-11139	26	2	do	do	VERB
spir-11139	26	3	these	these	DET
spir-11139	26	4	discourse	discourse	NOUN
spir-11139	26	5	erase	erase	NOUN
spir-11139	26	6	boundaries	boundary	NOUN
spir-11139	26	7	between	between	ADP
spir-11139	26	8	humans	human	NOUN
spir-11139	26	9	and	and	CCONJ
spir-11139	26	10	a	a	DET
spir-11139	26	11	-	-	PUNCT
spir-11139	26	12	life	life	NOUN
spir-11139	26	13	?	?	PUNCT
spir-11139	27	1	2	2	X
spir-11139	27	2	.	.	X
spir-11139	27	3	who	who	PRON
spir-11139	27	4	or	or	CCONJ
spir-11139	27	5	what	what	PRON
spir-11139	27	6	decides	decide	VERB
spir-11139	27	7	the	the	DET
spir-11139	27	8	optimal	optimal	ADJ
spir-11139	27	9	?	?	PUNCT
spir-11139	28	1	how	how	SCONJ
spir-11139	28	2	do	do	AUX
spir-11139	28	3	infrastructural	infrastructural	ADJ
spir-11139	28	4	and	and	CCONJ
spir-11139	28	5	institutions	institution	NOUN
spir-11139	28	6	changes	change	VERB
spir-11139	28	7	re	re	VERB
spir-11139	28	8	-	-	ADJ
spir-11139	28	9	situate	situate	ADJ
spir-11139	28	10	calculations	calculation	NOUN
spir-11139	28	11	of	of	ADP
spir-11139	28	12	the	the	DET
spir-11139	28	13	optimal	optimal	ADJ
spir-11139	28	14	?	?	PUNCT
spir-11139	29	1	how	how	SCONJ
spir-11139	29	2	does	do	AUX
spir-11139	29	3	mathematical	mathematical	ADJ
spir-11139	29	4	states	state	NOUN
spir-11139	29	5	stand	stand	VERB
spir-11139	29	6	in	in	ADP
spir-11139	29	7	for	for	ADP
spir-11139	29	8	political	political	ADJ
spir-11139	29	9	ones	one	NOUN
spir-11139	29	10	?	?	PUNCT
spir-11139	30	1	3	3	X
spir-11139	30	2	.	.	X
spir-11139	30	3	how	how	SCONJ
spir-11139	30	4	do	do	AUX
spir-11139	30	5	different	different	ADJ
spir-11139	30	6	companies	company	NOUN
spir-11139	30	7	imagine	imagine	VERB
spir-11139	30	8	and	and	CCONJ
spir-11139	30	9	construct	construct	VERB
spir-11139	30	10	different	different	ADJ
spir-11139	30	11	ways	way	NOUN
spir-11139	30	12	to	to	PART
spir-11139	30	13	optimize	optimize	VERB
spir-11139	30	14	life	life	NOUN
spir-11139	30	15	and	and	CCONJ
spir-11139	30	16	living	live	VERB
spir-11139	30	17	on	on	ADP
spir-11139	30	18	the	the	DET
spir-11139	30	19	digital	digital	ADJ
spir-11139	30	20	life	life	NOUN
spir-11139	30	21	?	?	PUNCT
spir-11139	31	1	what	what	DET
spir-11139	31	2	types	type	NOUN
spir-11139	31	3	of	of	ADP
spir-11139	31	4	tools	tool	NOUN
spir-11139	31	5	,	,	PUNCT
spir-11139	31	6	measurements	measurement	NOUN
spir-11139	31	7	and	and	CCONJ
spir-11139	31	8	importantly	importantly	ADV
spir-11139	31	9	values	value	NOUN
spir-11139	31	10	do	do	AUX
spir-11139	31	11	they	they	PRON
spir-11139	31	12	bake	bake	VERB
spir-11139	31	13	into	into	ADP
spir-11139	31	14	their	their	PRON
spir-11139	31	15	design	design	NOUN
spir-11139	31	16	to	to	PART
spir-11139	31	17	achieve	achieve	VERB
spir-11139	31	18	optimization	optimization	NOUN
spir-11139	31	19	?	?	PUNCT
spir-11139	32	1	4	4	X
spir-11139	32	2	.	.	X
spir-11139	32	3	how	how	SCONJ
spir-11139	32	4	do	do	AUX
spir-11139	32	5	people	people	NOUN
spir-11139	32	6	understand	understand	VERB
spir-11139	32	7	,	,	PUNCT
spir-11139	32	8	negotiate	negotiate	VERB
spir-11139	32	9	and	and	CCONJ
spir-11139	32	10	perform	perform	VERB
spir-11139	32	11	optimization	optimization	NOUN
spir-11139	32	12	?	?	PUNCT
spir-11139	33	1	how	how	SCONJ
spir-11139	33	2	do	do	AUX
spir-11139	33	3	different	different	ADJ
spir-11139	33	4	communities	community	NOUN
spir-11139	33	5	develop	develop	VERB
spir-11139	33	6	tactics	tactic	NOUN
spir-11139	33	7	to	to	PART
spir-11139	33	8	disobey	disobey	VERB
spir-11139	33	9	/	/	SYM
spir-11139	33	10	distort	distort	NOUN
spir-11139	33	11	/	/	SYM
spir-11139	33	12	rebel	rebel	ADJ
spir-11139	33	13	/	/	SYM
spir-11139	33	14	protest	protest	NOUN
spir-11139	33	15	media	media	NOUN
spir-11139	33	16	corporate	corporate	ADJ
spir-11139	33	17	strategies	strategy	NOUN
spir-11139	33	18	of	of	ADP
spir-11139	33	19	optimization	optimization	NOUN
spir-11139	33	20	?	?	PUNCT
spir-11139	34	1	and	and	CCONJ
spir-11139	34	2	especially	especially	ADV
spir-11139	34	3	,	,	PUNCT
spir-11139	34	4	how	how	SCONJ
spir-11139	34	5	do	do	VERB
spir-11139	34	6	different	different	ADJ
spir-11139	34	7	groups	group	NOUN
spir-11139	34	8	of	of	ADP
spir-11139	34	9	people	people	NOUN
spir-11139	34	10	,	,	PUNCT
spir-11139	34	11	such	such	ADJ
spir-11139	34	12	as	as	ADP
spir-11139	34	13	people	people	NOUN
spir-11139	34	14	of	of	ADP
spir-11139	34	15	color	color	NOUN
spir-11139	34	16	,	,	PUNCT
spir-11139	34	17	women	woman	NOUN
spir-11139	34	18	,	,	PUNCT
spir-11139	34	19	disabled	disabled	ADJ
spir-11139	34	20	,	,	PUNCT
spir-11139	34	21	and	and	CCONJ
spir-11139	34	22	older	old	ADJ
spir-11139	34	23	people	people	NOUN
spir-11139	34	24	challenge	challenge	VERB
spir-11139	34	25	notions	notion	NOUN
spir-11139	34	26	of	of	ADP
spir-11139	34	27	optimized	optimize	VERB
spir-11139	34	28	life	life	NOUN
spir-11139	34	29	?	?	PUNCT
spir-11139	35	1	optimization	optimization	NOUN
spir-11139	35	2	has	have	AUX
spir-11139	35	3	been	be	AUX
spir-11139	35	4	sold	sell	VERB
spir-11139	35	5	as	as	ADP
spir-11139	35	6	an	an	DET
spir-11139	35	7	ideal	ideal	ADJ
spir-11139	35	8	way	way	NOUN
spir-11139	35	9	of	of	ADP
spir-11139	35	10	living	living	NOUN
spir-11139	35	11	.	.	PUNCT
spir-11139	36	1	but	but	CCONJ
spir-11139	36	2	as	as	SCONJ
spir-11139	36	3	societies	society	NOUN
spir-11139	36	4	across	across	ADP
spir-11139	36	5	the	the	DET
spir-11139	36	6	world	world	NOUN
spir-11139	36	7	start	start	VERB
spir-11139	36	8	to	to	PART
spir-11139	36	9	be	be	AUX
spir-11139	36	10	critical	critical	ADJ
spir-11139	36	11	of	of	ADP
spir-11139	36	12	the	the	DET
spir-11139	36	13	benefit	benefit	NOUN
spir-11139	36	14	of	of	ADP
spir-11139	36	15	technologies	technology	NOUN
spir-11139	36	16	and	and	CCONJ
spir-11139	36	17	networked	networked	ADJ
spir-11139	36	18	infrastructures	infrastructure	NOUN
spir-11139	36	19	,	,	PUNCT
spir-11139	36	20	this	this	DET
spir-11139	36	21	panel	panel	NOUN
spir-11139	36	22	seeks	seek	VERB
spir-11139	36	23	to	to	PART
spir-11139	36	24	reveal	reveal	VERB
spir-11139	36	25	the	the	DET
spir-11139	36	26	politics	politic	NOUN
spir-11139	36	27	behind	behind	ADP
spir-11139	36	28	this	this	DET
spir-11139	36	29	idea	idea	NOUN
spir-11139	36	30	.	.	PUNCT
spir-11139	37	1	in	in	ADP
spir-11139	37	2	a	a	DET
spir-11139	37	3	broader	broad	ADJ
spir-11139	37	4	sense	sense	NOUN
spir-11139	37	5	,	,	PUNCT
spir-11139	37	6	the	the	DET
spir-11139	37	7	panel	panel	NOUN
spir-11139	37	8	aims	aim	VERB
spir-11139	37	9	to	to	PART
spir-11139	37	10	question	question	VERB
spir-11139	37	11	the	the	DET
spir-11139	37	12	technological	technological	ADJ
spir-11139	37	13	deterministic	deterministic	ADJ
spir-11139	37	14	ideal	ideal	NOUN
spir-11139	37	15	and	and	CCONJ
spir-11139	37	16	asks	ask	VERB
spir-11139	37	17	whether	whether	SCONJ
spir-11139	37	18	technology	technology	NOUN
spir-11139	37	19	is	be	AUX
spir-11139	37	20	the	the	DET
spir-11139	37	21	solution	solution	NOUN
spir-11139	37	22	to	to	ADP
spir-11139	37	23	our	our	PRON
spir-11139	37	24	everyday	everyday	ADJ
spir-11139	37	25	life	life	NOUN
spir-11139	37	26	problems	problem	NOUN
spir-11139	37	27	,	,	PUNCT
spir-11139	37	28	dreams	dream	NOUN
spir-11139	37	29	,	,	PUNCT
spir-11139	37	30	desires	desire	NOUN
spir-11139	37	31	and	and	CCONJ
spir-11139	37	32	fears	fear	NOUN
spir-11139	37	33	.	.	PUNCT
spir-11139	38	1	personalization	personalization	NOUN
spir-11139	38	2	as	as	ADP
spir-11139	38	3	optimal	optimal	ADJ
spir-11139	38	4	(	(	PUNCT
spir-11139	38	5	digital	digital	ADJ
spir-11139	38	6	)	)	PUNCT
spir-11139	38	7	life	life	NOUN
spir-11139	38	8	:	:	PUNCT
spir-11139	38	9	ordering	order	VERB
spir-11139	38	10	people	people	NOUN
spir-11139	38	11	’s	’s	PART
spir-11139	38	12	behavior	behavior	NOUN
spir-11139	38	13	to	to	PART
spir-11139	38	14	create	create	VERB
spir-11139	38	15	a	a	DET
spir-11139	38	16	personal	personal	ADJ
spir-11139	38	17	experience	experience	NOUN
spir-11139	38	18	elinor	elinor	PROPN
spir-11139	38	19	carmi	carmi	PROPN
spir-11139	38	20	liverpool	liverpool	PROPN
spir-11139	38	21	university	university	PROPN
spir-11139	38	22	,	,	PUNCT
spir-11139	38	23	uk	uk	PROPN
spir-11139	38	24	“	"	PUNCT
spir-11139	38	25	to	to	PART
spir-11139	38	26	help	help	VERB
spir-11139	38	27	personalize	personalize	VERB
spir-11139	38	28	content	content	NOUN
spir-11139	38	29	,	,	PUNCT
spir-11139	38	30	tailor	tailor	NOUN
spir-11139	38	31	and	and	CCONJ
spir-11139	38	32	measure	measure	NOUN
spir-11139	38	33	ads	ad	NOUN
spir-11139	38	34	,	,	PUNCT
spir-11139	38	35	and	and	CCONJ
spir-11139	38	36	provide	provide	VERB
spir-11139	38	37	a	a	DET
spir-11139	38	38	safer	safe	ADJ
spir-11139	38	39	experience	experience	NOUN
spir-11139	38	40	,	,	PUNCT
spir-11139	38	41	we	we	PRON
spir-11139	38	42	use	use	VERB
spir-11139	38	43	cookies	cookie	NOUN
spir-11139	38	44	.	.	PUNCT
spir-11139	39	1	by	by	ADP
spir-11139	39	2	clicking	click	VERB
spir-11139	39	3	or	or	CCONJ
spir-11139	39	4	navigating	navigate	VERB
spir-11139	39	5	this	this	DET
spir-11139	39	6	site	site	NOUN
spir-11139	39	7	,	,	PUNCT
spir-11139	39	8	you	you	PRON
spir-11139	39	9	agree	agree	VERB
spir-11139	39	10	to	to	PART
spir-11139	39	11	allow	allow	VERB
spir-11139	39	12	our	our	PRON
spir-11139	39	13	collection	collection	NOUN
spir-11139	39	14	of	of	ADP
spir-11139	39	15	information	information	NOUN
spir-11139	39	16	on	on	ADP
spir-11139	39	17	and	and	CCONJ
spir-11139	39	18	off	off	ADP
spir-11139	39	19	facebook	facebook	PROPN
spir-11139	39	20	through	through	ADP
spir-11139	39	21	cookies	cookie	NOUN
spir-11139	39	22	”	"	PUNCT
spir-11139	39	23	.	.	PUNCT
spir-11139	40	1	if	if	SCONJ
spir-11139	40	2	this	this	DET
spir-11139	40	3	statement	statement	NOUN
spir-11139	40	4	sounds	sound	VERB
spir-11139	40	5	familiar	familiar	ADJ
spir-11139	40	6	it	it	PRON
spir-11139	40	7	is	be	AUX
spir-11139	40	8	because	because	SCONJ
spir-11139	40	9	most	most	ADJ
spir-11139	40	10	websites	website	NOUN
spir-11139	40	11	,	,	PUNCT
spir-11139	40	12	services	service	NOUN
spir-11139	40	13	and	and	CCONJ
spir-11139	40	14	apps	app	NOUN
spir-11139	40	15	have	have	VERB
spir-11139	40	16	a	a	DET
spir-11139	40	17	similar	similar	ADJ
spir-11139	40	18	phrasing	phrasing	NOUN
spir-11139	40	19	of	of	ADP
spir-11139	40	20	this	this	DET
spir-11139	40	21	‘	'	PUNCT
spir-11139	40	22	agreement	agreement	NOUN
spir-11139	40	23	’	'	PUNCT
spir-11139	40	24	.	.	PUNCT
spir-11139	41	1	presented	present	VERB
spir-11139	41	2	in	in	ADP
spir-11139	41	3	small	small	ADJ
spir-11139	41	4	boxes	box	NOUN
spir-11139	41	5	in	in	ADP
spir-11139	41	6	different	different	ADJ
spir-11139	41	7	parts	part	NOUN
spir-11139	41	8	of	of	ADP
spir-11139	41	9	your	your	PRON
spir-11139	41	10	screen	screen	NOUN
spir-11139	41	11	,	,	PUNCT
spir-11139	41	12	these	these	PRON
spir-11139	41	13	are	be	AUX
spir-11139	41	14	in	in	ADP
spir-11139	41	15	fact	fact	NOUN
spir-11139	41	16	contracts	contract	NOUN
spir-11139	41	17	whereby	whereby	SCONJ
spir-11139	41	18	people	people	NOUN
spir-11139	41	19	are	be	AUX
spir-11139	41	20	told	tell	VERB
spir-11139	41	21	that	that	SCONJ
spir-11139	41	22	they	they	PRON
spir-11139	41	23	will	will	AUX
spir-11139	41	24	be	be	AUX
spir-11139	41	25	tracked	track	VERB
spir-11139	41	26	and	and	CCONJ
spir-11139	41	27	their	their	PRON
spir-11139	41	28	data	datum	NOUN
spir-11139	41	29	traded	trade	VERB
spir-11139	41	30	because	because	SCONJ
spir-11139	41	31	that	that	PRON
spir-11139	41	32	is	be	AUX
spir-11139	41	33	what	what	PRON
spir-11139	41	34	is	be	AUX
spir-11139	41	35	needed	need	VERB
spir-11139	41	36	to	to	PART
spir-11139	41	37	produce	produce	VERB
spir-11139	41	38	their	their	PRON
spir-11139	41	39	personalized	personalized	ADJ
spir-11139	41	40	experience	experience	NOUN
spir-11139	41	41	.	.	PUNCT
spir-11139	42	1	this	this	DET
spir-11139	42	2	personalization	personalization	NOUN
spir-11139	42	3	,	,	PUNCT
spir-11139	42	4	we	we	PRON
spir-11139	42	5	are	be	AUX
spir-11139	42	6	told	tell	VERB
spir-11139	42	7	,	,	PUNCT
spir-11139	42	8	is	be	AUX
spir-11139	42	9	how	how	SCONJ
spir-11139	42	10	we	we	PRON
spir-11139	42	11	should	should	AUX
spir-11139	42	12	experience	experience	VERB
spir-11139	42	13	networked	networked	ADJ
spir-11139	42	14	platforms	platform	NOUN
spir-11139	42	15	it	it	PRON
spir-11139	42	16	is	be	AUX
spir-11139	42	17	the	the	DET
spir-11139	42	18	optimal	optimal	ADJ
spir-11139	42	19	way	way	NOUN
spir-11139	42	20	of	of	ADP
spir-11139	42	21	living	live	VERB
spir-11139	42	22	online	online	ADV
spir-11139	42	23	.	.	PUNCT
spir-11139	43	1	this	this	DET
spir-11139	43	2	paper	paper	NOUN
spir-11139	43	3	explores	explore	VERB
spir-11139	43	4	the	the	DET
spir-11139	43	5	way	way	NOUN
spir-11139	43	6	‘	'	PUNCT
spir-11139	43	7	personalization	personalization	NOUN
spir-11139	43	8	’	'	PUNCT
spir-11139	43	9	is	be	AUX
spir-11139	43	10	sold	sell	VERB
spir-11139	43	11	to	to	ADP
spir-11139	43	12	us	we	PRON
spir-11139	43	13	as	as	ADP
spir-11139	43	14	the	the	DET
spir-11139	43	15	optimized	optimize	VERB
spir-11139	43	16	way	way	NOUN
spir-11139	43	17	to	to	PART
spir-11139	43	18	experience	experience	NOUN
spir-11139	43	19	platforms	platform	NOUN
spir-11139	43	20	,	,	PUNCT
spir-11139	43	21	and	and	CCONJ
spir-11139	43	22	how	how	SCONJ
spir-11139	43	23	it	it	PRON
spir-11139	43	24	is	be	AUX
spir-11139	43	25	operated	operate	VERB
spir-11139	43	26	according	accord	VERB
spir-11139	43	27	to	to	ADP
spir-11139	43	28	digital	digital	ADJ
spir-11139	43	29	advertising	advertising	NOUN
spir-11139	43	30	logic	logic	NOUN
spir-11139	43	31	.	.	PUNCT
spir-11139	44	1	specifically	specifically	ADV
spir-11139	44	2	,	,	PUNCT
spir-11139	44	3	the	the	DET
spir-11139	44	4	paper	paper	NOUN
spir-11139	44	5	examines	examine	VERB
spir-11139	44	6	the	the	DET
spir-11139	44	7	way	way	NOUN
spir-11139	44	8	facebook	facebook	PROPN
spir-11139	44	9	orders	order	VERB
spir-11139	44	10	people	people	NOUN
spir-11139	44	11	’s	’s	PART
spir-11139	44	12	experience	experience	NOUN
spir-11139	44	13	according	accord	VERB
spir-11139	44	14	to	to	ADP
spir-11139	44	15	its	its	PRON
spir-11139	44	16	ad	ad	NOUN
spir-11139	44	17	auction	auction	NOUN
spir-11139	44	18	mechanism	mechanism	NOUN
spir-11139	44	19	running	run	VERB
spir-11139	44	20	in	in	ADP
spir-11139	44	21	the	the	DET
spir-11139	44	22	back	back	NOUN
spir-11139	44	23	-	-	PUNCT
spir-11139	44	24	end	end	NOUN
spir-11139	44	25	to	to	PART
spir-11139	44	26	sell	sell	VERB
spir-11139	44	27	the	the	DET
spir-11139	44	28	‘	'	PUNCT
spir-11139	44	29	real	real	ADJ
spir-11139	44	30	-	-	PUNCT
spir-11139	44	31	time	time	NOUN
spir-11139	44	32	’	'	PUNCT
spir-11139	44	33	and	and	CCONJ
spir-11139	44	34	personal	personal	ADJ
spir-11139	44	35	experience	experience	NOUN
spir-11139	44	36	in	in	ADP
spir-11139	44	37	the	the	DET
spir-11139	44	38	‘	'	PUNCT
spir-11139	44	39	front	front	ADJ
spir-11139	44	40	-	-	PUNCT
spir-11139	44	41	end	end	NOUN
spir-11139	44	42	’	'	PUNCT
spir-11139	44	43	.	.	PUNCT
spir-11139	45	1	the	the	DET
spir-11139	45	2	paper	paper	NOUN
spir-11139	45	3	argues	argue	VERB
spir-11139	45	4	that	that	SCONJ
spir-11139	45	5	using	use	VERB
spir-11139	45	6	‘	'	PUNCT
spir-11139	45	7	personalization	personalization	NOUN
spir-11139	45	8	’	'	PUNCT
spir-11139	45	9	as	as	SCONJ
spir-11139	45	10	the	the	DET
spir-11139	45	11	preferred	preferred	ADJ
spir-11139	45	12	interface	interface	NOUN
spir-11139	45	13	design	design	NOUN
spir-11139	45	14	and	and	CCONJ
spir-11139	45	15	engagement	engagement	NOUN
spir-11139	45	16	is	be	AUX
spir-11139	45	17	meant	mean	VERB
spir-11139	45	18	to	to	PART
spir-11139	45	19	serve	serve	VERB
spir-11139	45	20	several	several	ADJ
spir-11139	45	21	functions	function	NOUN
spir-11139	45	22	:	:	PUNCT
spir-11139	45	23	1	1	X
spir-11139	45	24	)	)	PUNCT
spir-11139	45	25	create	create	VERB
spir-11139	45	26	profiles	profile	NOUN
spir-11139	45	27	which	which	PRON
spir-11139	45	28	can	can	AUX
spir-11139	45	29	be	be	AUX
spir-11139	45	30	sold	sell	VERB
spir-11139	45	31	as	as	ADP
spir-11139	45	32	part	part	NOUN
spir-11139	45	33	of	of	ADP
spir-11139	45	34	the	the	DET
spir-11139	45	35	digital	digital	ADJ
spir-11139	45	36	advertising	advertising	NOUN
spir-11139	45	37	market	market	NOUN
spir-11139	45	38	;	;	PUNCT
spir-11139	45	39	2	2	X
spir-11139	45	40	)	)	PUNCT
spir-11139	45	41	try	try	VERB
spir-11139	45	42	to	to	PART
spir-11139	45	43	influence	influence	VERB
spir-11139	45	44	people	people	NOUN
spir-11139	45	45	’s	’s	PART
spir-11139	45	46	tempo	tempo	PROPN
spir-11139	45	47	-	-	PUNCT
spir-11139	45	48	special	special	ADJ
spir-11139	45	49	experience	experience	NOUN
spir-11139	45	50	to	to	PART
spir-11139	45	51	change	change	VERB
spir-11139	45	52	their	their	PRON
spir-11139	45	53	behaviour	behaviour	NOUN
spir-11139	45	54	towards	towards	ADP
spir-11139	45	55	more	more	ADJ
spir-11139	45	56	value	value	NOUN
spir-11139	45	57	.	.	PUNCT
spir-11139	46	1	facebook	facebook	PROPN
spir-11139	46	2	’s	’s	PART
spir-11139	46	3	optimization	optimization	NOUN
spir-11139	46	4	machine	machine	NOUN
spir-11139	46	5	to	to	PART
spir-11139	46	6	understand	understand	VERB
spir-11139	46	7	the	the	DET
spir-11139	46	8	way	way	NOUN
spir-11139	46	9	facebook	facebook	NOUN
spir-11139	46	10	optimizes	optimize	VERB
spir-11139	46	11	our	our	PRON
spir-11139	46	12	experiences	experience	NOUN
spir-11139	46	13	,	,	PUNCT
spir-11139	46	14	this	this	DET
spir-11139	46	15	paper	paper	NOUN
spir-11139	46	16	analyses	analyse	VERB
spir-11139	46	17	the	the	DET
spir-11139	46	18	recently	recently	ADV
spir-11139	46	19	leaked	leak	VERB
spir-11139	46	20	documents	document	NOUN
spir-11139	46	21	of	of	ADP
spir-11139	46	22	six4three	six4three	PROPN
spir-11139	46	23	company	company	PROPN
spir-11139	46	24	vs.	vs.	ADP
spir-11139	46	25	facebook	facebook	PROPN
spir-11139	46	26	’s	’s	PART
spir-11139	46	27	court	court	NOUN
spir-11139	46	28	case	case	NOUN
spir-11139	46	29	in	in	ADP
spir-11139	46	30	california	california	PROPN
spir-11139	46	31	(	(	PUNCT
spir-11139	46	32	solon	solon	NOUN
spir-11139	46	33	and	and	CCONJ
spir-11139	46	34	farivar	farivar	NOUN
spir-11139	46	35	,	,	PUNCT
spir-11139	46	36	2019	2019	NUM
spir-11139	46	37	)	)	PUNCT
spir-11139	46	38	.	.	PUNCT
spir-11139	47	1	throughout	throughout	ADP
spir-11139	47	2	the	the	DET
spir-11139	47	3	years	year	NOUN
spir-11139	47	4	,	,	PUNCT
spir-11139	47	5	researchers	researcher	NOUN
spir-11139	47	6	have	have	AUX
spir-11139	47	7	struggled	struggle	VERB
spir-11139	47	8	to	to	PART
spir-11139	47	9	study	study	VERB
spir-11139	47	10	the	the	DET
spir-11139	47	11	platform	platform	NOUN
spir-11139	47	12	with	with	ADP
spir-11139	47	13	its	its	PRON
spir-11139	47	14	limited	limited	ADJ
spir-11139	47	15	access	access	NOUN
spir-11139	47	16	and	and	CCONJ
spir-11139	47	17	even	even	ADV
spir-11139	47	18	more	more	ADV
spir-11139	47	19	limited	limited	ADJ
spir-11139	47	20	details	detail	NOUN
spir-11139	47	21	about	about	ADP
spir-11139	47	22	the	the	DET
spir-11139	47	23	way	way	NOUN
spir-11139	47	24	different	different	ADJ
spir-11139	47	25	mechanisms	mechanism	NOUN
spir-11139	47	26	it	it	PRON
spir-11139	47	27	operates	operate	VERB
spir-11139	47	28	function	function	NOUN
spir-11139	47	29	.	.	PUNCT
spir-11139	48	1	the	the	DET
spir-11139	48	2	leaks	leak	NOUN
spir-11139	48	3	contain	contain	VERB
spir-11139	48	4	internal	internal	ADJ
spir-11139	48	5	communications	communication	NOUN
spir-11139	48	6	between	between	ADP
spir-11139	48	7	different	different	ADJ
spir-11139	48	8	facebook	facebook	NOUN
spir-11139	48	9	workers	worker	NOUN
spir-11139	48	10	from	from	ADP
spir-11139	48	11	2011	2011	NUM
spir-11139	48	12	to	to	ADP
spir-11139	48	13	2015	2015	NUM
spir-11139	48	14	.	.	PUNCT
spir-11139	49	1	analyzing	analyze	VERB
spir-11139	49	2	these	these	DET
spir-11139	49	3	documents	document	NOUN
spir-11139	49	4	enables	enable	VERB
spir-11139	49	5	us	we	PRON
spir-11139	49	6	to	to	PART
spir-11139	49	7	understand	understand	VERB
spir-11139	49	8	the	the	DET
spir-11139	49	9	way	way	NOUN
spir-11139	49	10	the	the	DET
spir-11139	49	11	company	company	NOUN
spir-11139	49	12	operates	operate	VERB
spir-11139	49	13	and	and	CCONJ
spir-11139	49	14	its	its	PRON
spir-11139	49	15	rationale	rationale	NOUN
spir-11139	49	16	,	,	PUNCT
spir-11139	49	17	which	which	PRON
spir-11139	49	18	are	be	AUX
spir-11139	49	19	usually	usually	ADV
spir-11139	49	20	hidden	hide	VERB
spir-11139	49	21	from	from	ADP
spir-11139	49	22	most	most	ADJ
spir-11139	49	23	people	people	NOUN
spir-11139	49	24	.	.	PUNCT
spir-11139	50	1	importantly	importantly	ADV
spir-11139	50	2	,	,	PUNCT
spir-11139	50	3	it	it	PRON
spir-11139	50	4	enables	enable	VERB
spir-11139	50	5	us	we	PRON
spir-11139	50	6	to	to	PART
spir-11139	50	7	understand	understand	VERB
spir-11139	50	8	the	the	DET
spir-11139	50	9	way	way	NOUN
spir-11139	50	10	the	the	DET
spir-11139	50	11	company	company	NOUN
spir-11139	50	12	conducts	conduct	VERB
spir-11139	50	13	procedures	procedure	NOUN
spir-11139	50	14	to	to	PART
spir-11139	50	15	optimize	optimize	VERB
spir-11139	50	16	different	different	ADJ
spir-11139	50	17	components	component	NOUN
spir-11139	50	18	of	of	ADP
spir-11139	50	19	its	its	PRON
spir-11139	50	20	platform	platform	NOUN
spir-11139	50	21	to	to	PART
spir-11139	50	22	produce	produce	VERB
spir-11139	50	23	a	a	DET
spir-11139	50	24	specific	specific	ADJ
spir-11139	50	25	sociality	sociality	NOUN
spir-11139	50	26	personalization	personalization	NOUN
spir-11139	50	27	that	that	PRON
spir-11139	50	28	yield	yield	VERB
spir-11139	50	29	more	more	ADJ
spir-11139	50	30	value	value	NOUN
spir-11139	50	31	.	.	PUNCT
spir-11139	51	1	orchestrating	orchestrate	VERB
spir-11139	51	2	people	people	NOUN
spir-11139	51	3	and	and	CCONJ
spir-11139	51	4	objects	object	NOUN
spir-11139	51	5	with	with	ADP
spir-11139	51	6	rhythmedia	rhythmedia	NOUN
spir-11139	51	7	to	to	PART
spir-11139	51	8	examine	examine	VERB
spir-11139	51	9	the	the	DET
spir-11139	51	10	way	way	NOUN
spir-11139	51	11	facebook	facebook	NOUN
spir-11139	51	12	optimizes	optimize	VERB
spir-11139	51	13	different	different	ADJ
spir-11139	51	14	components	component	NOUN
spir-11139	51	15	of	of	ADP
spir-11139	51	16	its	its	PRON
spir-11139	51	17	platform	platform	NOUN
spir-11139	51	18	to	to	PART
spir-11139	51	19	produce	produce	VERB
spir-11139	51	20	personalization	personalization	NOUN
spir-11139	51	21	,	,	PUNCT
spir-11139	51	22	this	this	DET
spir-11139	51	23	paper	paper	NOUN
spir-11139	51	24	proposes	propose	VERB
spir-11139	51	25	a	a	DET
spir-11139	51	26	media	medium	NOUN
spir-11139	51	27	power	power	NOUN
spir-11139	51	28	new	new	ADJ
spir-11139	51	29	framework	framework	NOUN
spir-11139	51	30	that	that	PRON
spir-11139	51	31	instead	instead	ADV
spir-11139	51	32	of	of	ADP
spir-11139	51	33	using	use	VERB
spir-11139	51	34	optic	optic	ADJ
spir-11139	51	35	concepts	concept	NOUN
spir-11139	51	36	such	such	ADJ
spir-11139	51	37	as	as	ADP
spir-11139	51	38	invisibility	invisibility	NOUN
spir-11139	51	39	and	and	CCONJ
spir-11139	51	40	black	black	ADJ
spir-11139	51	41	box	box	NOUN
spir-11139	51	42	,	,	PUNCT
spir-11139	51	43	uses	use	VERB
spir-11139	51	44	sound	sound	NOUN
spir-11139	51	45	concepts	concept	NOUN
spir-11139	51	46	processed	process	VERB
spir-11139	51	47	listening	listening	NOUN
spir-11139	51	48	and	and	CCONJ
spir-11139	51	49	rhythmedia	rhythmedia	NOUN
spir-11139	51	50	.	.	PUNCT
spir-11139	52	1	the	the	DET
spir-11139	52	2	first	first	ADJ
spir-11139	52	3	concept	concept	NOUN
spir-11139	52	4	describes	describe	VERB
spir-11139	52	5	the	the	DET
spir-11139	52	6	way	way	NOUN
spir-11139	52	7	media	medium	NOUN
spir-11139	52	8	companies	company	NOUN
spir-11139	52	9	“	"	PUNCT
spir-11139	52	10	selectively	selectively	ADV
spir-11139	52	11	tune	tune	NOUN
spir-11139	52	12	into	into	ADP
spir-11139	52	13	different	different	ADJ
spir-11139	52	14	sources	source	NOUN
spir-11139	52	15	through	through	ADP
spir-11139	52	16	the	the	DET
spir-11139	52	17	media	medium	NOUN
spir-11139	52	18	apparatus	apparatus	NOUN
spir-11139	52	19	,	,	PUNCT
spir-11139	52	20	by	by	ADP
spir-11139	52	21	using	use	VERB
spir-11139	52	22	several	several	ADJ
spir-11139	52	23	tools	tool	NOUN
spir-11139	52	24	(	(	PUNCT
spir-11139	52	25	which	which	PRON
spir-11139	52	26	can	can	AUX
spir-11139	52	27	be	be	AUX
spir-11139	52	28	automatic	automatic	ADJ
spir-11139	52	29	or	or	CCONJ
spir-11139	52	30	manual	manual	ADJ
spir-11139	52	31	)	)	PUNCT
spir-11139	52	32	,	,	PUNCT
spir-11139	52	33	in	in	ADP
spir-11139	52	34	different	different	ADJ
spir-11139	52	35	temporalities	temporality	NOUN
spir-11139	52	36	,	,	PUNCT
spir-11139	52	37	to	to	PART
spir-11139	52	38	produce	produce	VERB
spir-11139	52	39	different	different	ADJ
spir-11139	52	40	kinds	kind	NOUN
spir-11139	52	41	of	of	ADP
spir-11139	52	42	knowledge	knowledge	NOUN
spir-11139	52	43	for	for	ADP
spir-11139	52	44	various	various	ADJ
spir-11139	52	45	purposes	purpose	NOUN
spir-11139	52	46	(	(	PUNCT
spir-11139	52	47	mostly	mostly	ADV
spir-11139	52	48	economic	economic	ADJ
spir-11139	52	49	and	and	CCONJ
spir-11139	52	50	political	political	ADJ
spir-11139	52	51	)	)	PUNCT
spir-11139	52	52	”	"	PUNCT
spir-11139	53	1	(	(	PUNCT
spir-11139	53	2	author	author	NOUN
spir-11139	53	3	,	,	PUNCT
spir-11139	53	4	2019	2019	NUM
spir-11139	53	5	)	)	PUNCT
spir-11139	53	6	.	.	PUNCT
spir-11139	54	1	in	in	ADP
spir-11139	54	2	this	this	DET
spir-11139	54	3	way	way	NOUN
spir-11139	54	4	,	,	PUNCT
spir-11139	54	5	people	people	NOUN
spir-11139	54	6	are	be	AUX
spir-11139	54	7	rendered	render	VERB
spir-11139	54	8	as	as	ADP
spir-11139	54	9	rhythms	rhythm	NOUN
spir-11139	54	10	(	(	PUNCT
spir-11139	54	11	frequencies	frequency	NOUN
spir-11139	54	12	,	,	PUNCT
spir-11139	54	13	durations	duration	NOUN
spir-11139	54	14	,	,	PUNCT
spir-11139	54	15	pauses	pause	NOUN
spir-11139	54	16	and	and	CCONJ
spir-11139	54	17	disruptions	disruption	NOUN
spir-11139	54	18	of	of	ADP
spir-11139	54	19	behaviors	behavior	NOUN
spir-11139	54	20	,	,	PUNCT
spir-11139	54	21	interactions	interaction	NOUN
spir-11139	54	22	with	with	ADP
spir-11139	54	23	others	other	NOUN
spir-11139	54	24	,	,	PUNCT
spir-11139	54	25	selfexpressions	selfexpression	NOUN
spir-11139	54	26	etc	etc	X
spir-11139	54	27	.	.	PUNCT
spir-11139	54	28	)	)	PUNCT
spir-11139	54	29	.	.	PUNCT
spir-11139	55	1	for	for	ADP
spir-11139	55	2	example	example	NOUN
spir-11139	55	3	,	,	PUNCT
spir-11139	55	4	as	as	SCONJ
spir-11139	55	5	the	the	DET
spir-11139	55	6	leaked	leak	VERB
spir-11139	55	7	documents	document	NOUN
spir-11139	55	8	show	show	VERB
spir-11139	55	9	,	,	PUNCT
spir-11139	55	10	people	people	NOUN
spir-11139	55	11	’s	’s	PART
spir-11139	55	12	call	call	NOUN
spir-11139	55	13	rhythms	rhythm	NOUN
spir-11139	55	14	were	be	AUX
spir-11139	55	15	also	also	ADV
spir-11139	55	16	listened	listen	VERB
spir-11139	55	17	to	to	ADP
spir-11139	55	18	and	and	CCONJ
spir-11139	55	19	recorded	record	VERB
spir-11139	55	20	:	:	PUNCT
spir-11139	55	21	“	"	PUNCT
spir-11139	55	22	product	product	NOUN
spir-11139	55	23	wants	want	VERB
spir-11139	55	24	to	to	PART
spir-11139	55	25	use	use	VERB
spir-11139	55	26	call	call	NOUN
spir-11139	55	27	log	log	NOUN
spir-11139	55	28	data	datum	NOUN
spir-11139	55	29	(	(	PUNCT
spir-11139	55	30	e.g.	e.g.	ADV
spir-11139	55	31	,duration	,duration	PUNCT
spir-11139	55	32	/	/	SYM
spir-11139	55	33	frequency	frequency	NOUN
spir-11139	55	34	/	/	SYM
spir-11139	55	35	recency	recency	NOUN
spir-11139	55	36	of	of	ADP
spir-11139	55	37	incoming	incoming	ADJ
spir-11139	55	38	/	/	SYM
spir-11139	55	39	outgoing	outgoing	ADJ
spir-11139	55	40	calls	call	NOUN
spir-11139	55	41	/	/	SYM
spir-11139	55	42	texts	text	NOUN
spir-11139	55	43	)	)	PUNCT
spir-11139	55	44	to	to	PART
spir-11139	55	45	generate	generate	VERB
spir-11139	55	46	pymk	pymk	ADJ
spir-11139	55	47	suggestions	suggestion	NOUN
spir-11139	55	48	following	follow	VERB
spir-11139	55	49	contact	contact	NOUN
spir-11139	55	50	import	import	NOUN
spir-11139	55	51	”	"	PUNCT
spir-11139	55	52	.	.	PUNCT
spir-11139	56	1	these	these	DET
spir-11139	56	2	data	datum	NOUN
spir-11139	56	3	are	be	AUX
spir-11139	56	4	being	be	AUX
spir-11139	56	5	monitored	monitor	VERB
spir-11139	56	6	,	,	PUNCT
spir-11139	56	7	measured	measure	VERB
spir-11139	56	8	,	,	PUNCT
spir-11139	56	9	and	and	CCONJ
spir-11139	56	10	categorized	categorize	VERB
spir-11139	56	11	to	to	PART
spir-11139	56	12	turn	turn	VERB
spir-11139	56	13	this	this	DET
spir-11139	56	14	knowledge	knowledge	NOUN
spir-11139	56	15	into	into	ADP
spir-11139	56	16	advertising	advertising	NOUN
spir-11139	56	17	profiles	profile	NOUN
spir-11139	56	18	and	and	CCONJ
spir-11139	56	19	audience	audience	NOUN
spir-11139	56	20	segments	segment	NOUN
spir-11139	56	21	.	.	PUNCT
spir-11139	57	1	this	this	DET
spir-11139	57	2	knowledge	knowledge	NOUN
spir-11139	57	3	is	be	AUX
spir-11139	57	4	produced	produce	VERB
spir-11139	57	5	in	in	ADP
spir-11139	57	6	the	the	DET
spir-11139	57	7	‘	'	PUNCT
spir-11139	57	8	back	back	ADJ
spir-11139	57	9	-	-	PUNCT
spir-11139	57	10	end	end	NOUN
spir-11139	57	11	’	'	PUNCT
spir-11139	57	12	of	of	ADP
spir-11139	57	13	platforms	platform	NOUN
spir-11139	57	14	’	'	PUNCT
spir-11139	57	15	infrastructures	infrastructure	NOUN
spir-11139	57	16	(	(	PUNCT
spir-11139	57	17	in	in	ADP
spir-11139	57	18	this	this	DET
spir-11139	57	19	case	case	NOUN
spir-11139	57	20	,	,	PUNCT
spir-11139	57	21	as	as	ADP
spir-11139	57	22	part	part	NOUN
spir-11139	57	23	of	of	ADP
spir-11139	57	24	facebook	facebook	PROPN
spir-11139	57	25	’s	’s	PART
spir-11139	57	26	ad	ad	NOUN
spir-11139	57	27	auction	auction	NOUN
spir-11139	57	28	)	)	PUNCT
spir-11139	57	29	and	and	CCONJ
spir-11139	57	30	stored	store	VERB
spir-11139	57	31	in	in	ADP
spir-11139	57	32	a	a	DET
spir-11139	57	33	dynamic	dynamic	ADJ
spir-11139	57	34	database	database	NOUN
spir-11139	57	35	to	to	PART
spir-11139	57	36	then	then	ADV
spir-11139	57	37	be	be	AUX
spir-11139	57	38	reordered	reorder	VERB
spir-11139	57	39	with	with	ADP
spir-11139	57	40	rhythmedia	rhythmedia	NOUN
spir-11139	57	41	at	at	ADP
spir-11139	57	42	the	the	DET
spir-11139	57	43	‘	'	PUNCT
spir-11139	57	44	front	front	ADJ
spir-11139	57	45	-	-	PUNCT
spir-11139	57	46	end	end	NOUN
spir-11139	57	47	’	'	PUNCT
spir-11139	57	48	.	.	PUNCT
spir-11139	58	1	the	the	DET
spir-11139	58	2	second	second	ADJ
spir-11139	58	3	concept	concept	NOUN
spir-11139	58	4	rhythmedia	rhythmedia	NOUN
spir-11139	58	5	is	be	AUX
spir-11139	58	6	complementary	complementary	ADJ
spir-11139	58	7	and	and	CCONJ
spir-11139	58	8	inspired	inspire	VERB
spir-11139	58	9	by	by	ADP
spir-11139	58	10	raymond	raymond	PROPN
spir-11139	58	11	williams	williams	PROPN
spir-11139	58	12	’	'	PUNCT
spir-11139	58	13	planned	plan	VERB
spir-11139	58	14	flow	flow	NOUN
spir-11139	58	15	and	and	CCONJ
spir-11139	58	16	henri	henri	PROPN
spir-11139	58	17	lefebvre	lefebvre	PROPN
spir-11139	58	18	’s	’s	PART
spir-11139	58	19	rhythmanalysis	rhythmanalysis	NOUN
spir-11139	58	20	.	.	PUNCT
spir-11139	59	1	rhythmedia	rhythmedia	PROPN
spir-11139	59	2	is	be	AUX
spir-11139	59	3	about	about	ADP
spir-11139	59	4	power	power	NOUN
spir-11139	59	5	,	,	PUNCT
spir-11139	59	6	space	space	NOUN
spir-11139	59	7	and	and	CCONJ
spir-11139	59	8	time	time	NOUN
spir-11139	59	9	and	and	CCONJ
spir-11139	59	10	especially	especially	ADV
spir-11139	59	11	intentions	intention	NOUN
spir-11139	59	12	behind	behind	ADP
spir-11139	59	13	ordering	order	VERB
spir-11139	59	14	these	these	DET
spir-11139	59	15	elements	element	NOUN
spir-11139	59	16	in	in	ADP
spir-11139	59	17	a	a	DET
spir-11139	59	18	particular	particular	ADJ
spir-11139	59	19	way	way	NOUN
spir-11139	59	20	that	that	PRON
spir-11139	59	21	benefits	benefit	VERB
spir-11139	59	22	a	a	DET
spir-11139	59	23	specific	specific	ADJ
spir-11139	59	24	media	medium	NOUN
spir-11139	59	25	company	company	NOUN
spir-11139	59	26	.	.	PUNCT
spir-11139	60	1	talking	talk	VERB
spir-11139	60	2	about	about	ADP
spir-11139	60	3	the	the	DET
spir-11139	60	4	television	television	NOUN
spir-11139	60	5	,	,	PUNCT
spir-11139	60	6	williams	williams	PROPN
spir-11139	60	7	’	'	PUNCT
spir-11139	60	8	planned	plan	VERB
spir-11139	60	9	flow	flow	NOUN
spir-11139	60	10	,	,	PUNCT
spir-11139	60	11	is	be	AUX
spir-11139	60	12	about	about	ADP
spir-11139	60	13	creating	create	VERB
spir-11139	60	14	a	a	DET
spir-11139	60	15	feeling	feeling	NOUN
spir-11139	60	16	of	of	ADP
spir-11139	60	17	natural	natural	ADJ
spir-11139	60	18	rather	rather	ADV
spir-11139	60	19	than	than	ADP
spir-11139	60	20	a	a	DET
spir-11139	60	21	planned	plan	VERB
spir-11139	60	22	disruption	disruption	NOUN
spir-11139	60	23	;	;	PUNCT
spir-11139	60	24	to	to	PART
spir-11139	60	25	blur	blur	VERB
spir-11139	60	26	the	the	DET
spir-11139	60	27	lines	line	NOUN
spir-11139	60	28	between	between	ADP
spir-11139	60	29	content	content	NOUN
spir-11139	60	30	and	and	CCONJ
spir-11139	60	31	advertisements	advertisement	NOUN
spir-11139	60	32	but	but	CCONJ
spir-11139	60	33	especially	especially	ADV
spir-11139	60	34	to	to	PART
spir-11139	60	35	create	create	VERB
spir-11139	60	36	an	an	DET
spir-11139	60	37	uninterrupted	uninterrupted	ADJ
spir-11139	60	38	mediated	mediate	VERB
spir-11139	60	39	feeling	feeling	NOUN
spir-11139	60	40	;	;	PUNCT
spir-11139	60	41	to	to	PART
spir-11139	60	42	tune	tune	VERB
spir-11139	60	43	into	into	ADP
spir-11139	60	44	the	the	DET
spir-11139	60	45	television	television	NOUN
spir-11139	60	46	24	24	NUM
spir-11139	60	47	hours	hour	NOUN
spir-11139	60	48	a	a	DET
spir-11139	60	49	day	day	NOUN
spir-11139	60	50	.	.	PUNCT
spir-11139	61	1	similarly	similarly	ADV
spir-11139	61	2	,	,	PUNCT
spir-11139	61	3	lefebvre	lefebvre	PROPN
spir-11139	61	4	argues	argue	VERB
spir-11139	61	5	that	that	SCONJ
spir-11139	61	6	the	the	DET
spir-11139	61	7	“	"	PUNCT
spir-11139	61	8	[	[	X
spir-11139	61	9	p]roducers	p]roducer	NOUN
spir-11139	61	10	of	of	ADP
spir-11139	61	11	the	the	DET
spir-11139	61	12	commodity	commodity	NOUN
spir-11139	61	13	of	of	ADP
spir-11139	61	14	information	information	NOUN
spir-11139	61	15	know	know	VERB
spir-11139	61	16	empirically	empirically	ADV
spir-11139	61	17	how	how	SCONJ
spir-11139	61	18	to	to	PART
spir-11139	61	19	utilise	utilise	VERB
spir-11139	61	20	rhythms	rhythm	NOUN
spir-11139	61	21	.	.	PUNCT
spir-11139	62	1	they	they	PRON
spir-11139	62	2	have	have	AUX
spir-11139	62	3	cut	cut	VERB
spir-11139	62	4	up	up	ADP
spir-11139	62	5	time	time	NOUN
spir-11139	62	6	;	;	PUNCT
spir-11139	62	7	they	they	PRON
spir-11139	62	8	have	have	AUX
spir-11139	62	9	broken	break	VERB
spir-11139	62	10	it	it	PRON
spir-11139	62	11	up	up	ADP
spir-11139	62	12	into	into	ADP
spir-11139	62	13	hourly	hourly	ADJ
spir-11139	62	14	slices	slice	NOUN
spir-11139	62	15	.	.	PUNCT
spir-11139	63	1	the	the	DET
spir-11139	63	2	output	output	NOUN
spir-11139	63	3	(	(	PUNCT
spir-11139	63	4	rhythm	rhythm	PROPN
spir-11139	63	5	)	)	PUNCT
spir-11139	63	6	changes	change	NOUN
spir-11139	63	7	according	accord	VERB
spir-11139	63	8	to	to	ADP
spir-11139	63	9	intention	intention	NOUN
spir-11139	63	10	and	and	CCONJ
spir-11139	63	11	the	the	DET
spir-11139	63	12	hour	hour	NOUN
spir-11139	63	13	”	"	PUNCT
spir-11139	63	14	(	(	PUNCT
spir-11139	63	15	lefebvre	lefebvre	PROPN
spir-11139	63	16	,	,	PUNCT
spir-11139	63	17	2004	2004	NUM
spir-11139	63	18	:	:	PUNCT
spir-11139	63	19	48	48	NUM
spir-11139	63	20	)	)	PUNCT
spir-11139	63	21	.	.	PUNCT
spir-11139	64	1	both	both	DET
spir-11139	64	2	williams	williams	PROPN
spir-11139	64	3	and	and	CCONJ
spir-11139	64	4	lefebvre	lefebvre	PROPN
spir-11139	64	5	,	,	PUNCT
spir-11139	64	6	then	then	ADV
spir-11139	64	7	,	,	PUNCT
spir-11139	64	8	were	be	AUX
spir-11139	64	9	interested	interested	ADJ
spir-11139	64	10	in	in	ADP
spir-11139	64	11	the	the	DET
spir-11139	64	12	way	way	NOUN
spir-11139	64	13	media	medium	NOUN
spir-11139	64	14	companies	company	NOUN
spir-11139	64	15	orchestrate	orchestrate	VERB
spir-11139	64	16	pieces	piece	NOUN
spir-11139	64	17	of	of	ADP
spir-11139	64	18	data	datum	NOUN
spir-11139	64	19	to	to	PART
spir-11139	64	20	create	create	VERB
spir-11139	64	21	a	a	DET
spir-11139	64	22	specific	specific	ADJ
spir-11139	64	23	output	output	NOUN
spir-11139	64	24	–	–	PUNCT
spir-11139	64	25	a	a	DET
spir-11139	64	26	desired	desire	VERB
spir-11139	64	27	rhythm	rhythm	NOUN
spir-11139	64	28	according	accord	VERB
spir-11139	64	29	to	to	ADP
spir-11139	64	30	intention	intention	NOUN
spir-11139	64	31	and	and	CCONJ
spir-11139	64	32	timing	timing	NOUN
spir-11139	64	33	.	.	PUNCT
spir-11139	65	1	the	the	DET
spir-11139	65	2	politics	politic	NOUN
spir-11139	65	3	of	of	ADP
spir-11139	65	4	the	the	DET
spir-11139	65	5	personal	personal	NOUN
spir-11139	65	6	as	as	ADP
spir-11139	65	7	the	the	DET
spir-11139	65	8	leaked	leak	VERB
spir-11139	65	9	facebook	facebook	NOUN
spir-11139	65	10	documents	document	NOUN
spir-11139	65	11	show	show	VERB
spir-11139	65	12	,	,	PUNCT
spir-11139	65	13	facebook	facebook	PROPN
spir-11139	65	14	also	also	ADV
spir-11139	65	15	wanted	want	VERB
spir-11139	65	16	to	to	PART
spir-11139	65	17	create	create	VERB
spir-11139	65	18	a	a	DET
spir-11139	65	19	premium	premium	NOUN
spir-11139	65	20	paid	pay	VERB
spir-11139	65	21	service	service	NOUN
spir-11139	65	22	called	call	VERB
spir-11139	65	23	“	"	PUNCT
spir-11139	65	24	instant	instant	ADJ
spir-11139	65	25	personalization	personalization	NOUN
spir-11139	65	26	”	"	PUNCT
spir-11139	65	27	which	which	PRON
spir-11139	65	28	meant	mean	VERB
spir-11139	65	29	that	that	SCONJ
spir-11139	65	30	people	people	NOUN
spir-11139	65	31	would	would	AUX
spir-11139	65	32	experience	experience	VERB
spir-11139	65	33	personalization	personalization	NOUN
spir-11139	65	34	on	on	ADP
spir-11139	65	35	other	other	ADJ
spir-11139	65	36	apps	app	NOUN
spir-11139	65	37	,	,	PUNCT
spir-11139	65	38	websites	website	NOUN
spir-11139	65	39	and	and	CCONJ
spir-11139	65	40	services	service	NOUN
spir-11139	65	41	.	.	PUNCT
spir-11139	66	1	this	this	PRON
spir-11139	66	2	was	be	AUX
spir-11139	66	3	a	a	DET
spir-11139	66	4	default	default	NOUN
spir-11139	66	5	setting	setting	NOUN
spir-11139	66	6	which	which	PRON
spir-11139	66	7	meant	mean	VERB
spir-11139	66	8	that	that	SCONJ
spir-11139	66	9	people	people	NOUN
spir-11139	66	10	were	be	AUX
spir-11139	66	11	presented	present	VERB
spir-11139	66	12	with	with	ADP
spir-11139	66	13	this	this	PRON
spir-11139	66	14	as	as	ADP
spir-11139	66	15	the	the	DET
spir-11139	66	16	preferred	preferred	ADJ
spir-11139	66	17	way	way	NOUN
spir-11139	66	18	of	of	ADP
spir-11139	66	19	using	use	VERB
spir-11139	66	20	these	these	DET
spir-11139	66	21	spaces	space	NOUN
spir-11139	66	22	.	.	PUNCT
spir-11139	67	1	the	the	DET
spir-11139	67	2	leaked	leak	VERB
spir-11139	67	3	documents	document	NOUN
spir-11139	67	4	reveal	reveal	VERB
spir-11139	67	5	that	that	SCONJ
spir-11139	67	6	during	during	ADP
spir-11139	67	7	the	the	DET
spir-11139	67	8	d8	d8	PROPN
spir-11139	67	9	:	:	PUNCT
spir-11139	67	10	all	all	DET
spir-11139	67	11	things	thing	NOUN
spir-11139	67	12	digital	digital	ADJ
spir-11139	67	13	conference	conference	NOUN
spir-11139	67	14	in	in	ADP
spir-11139	67	15	2010	2010	NUM
spir-11139	67	16	,	,	PUNCT
spir-11139	67	17	walt	walt	PROPN
spir-11139	67	18	mossberg	mossberg	PROPN
spir-11139	67	19	asked	ask	VERB
spir-11139	67	20	zuckerberg	zuckerberg	PROPN
spir-11139	67	21	“	"	PUNCT
spir-11139	67	22	but	but	CCONJ
spir-11139	67	23	should	should	AUX
spir-11139	67	24	n’t	not	PART
spir-11139	67	25	people	people	NOUN
spir-11139	67	26	make	make	VERB
spir-11139	67	27	the	the	DET
spir-11139	67	28	decision	decision	NOUN
spir-11139	67	29	themselves	themselves	PRON
spir-11139	67	30	to	to	PART
spir-11139	67	31	opt	opt	VERB
spir-11139	67	32	in	in	ADP
spir-11139	67	33	on	on	ADP
spir-11139	67	34	it	it	PRON
spir-11139	67	35	?	?	PUNCT
spir-11139	67	36	”	"	PUNCT
spir-11139	67	37	.	.	PUNCT
spir-11139	68	1	while	while	SCONJ
spir-11139	68	2	mark	mark	PROPN
spir-11139	68	3	zuckerberg	zuckerberg	PROPN
spir-11139	68	4	’s	’s	PART
spir-11139	68	5	answer	answer	NOUN
spir-11139	68	6	was	be	AUX
spir-11139	68	7	“	"	PUNCT
spir-11139	68	8	no	no	INTJ
spir-11139	68	9	,	,	PUNCT
spir-11139	68	10	so	so	ADV
spir-11139	68	11	,	,	PUNCT
spir-11139	68	12	i	i	PRON
spir-11139	68	13	think	think	VERB
spir-11139	68	14	that	that	SCONJ
spir-11139	68	15	the	the	DET
spir-11139	68	16	,	,	PUNCT
spir-11139	68	17	you	you	PRON
spir-11139	68	18	know	know	VERB
spir-11139	68	19	,	,	PUNCT
spir-11139	68	20	making	make	VERB
spir-11139	68	21	these	these	DET
spir-11139	68	22	products	product	NOUN
spir-11139	68	23	that	that	SCONJ
spir-11139	68	24	people	people	NOUN
spir-11139	68	25	can	can	AUX
spir-11139	68	26	share	share	VERB
spir-11139	68	27	and	and	CCONJ
spir-11139	68	28	that	that	SCONJ
spir-11139	68	29	people	people	NOUN
spir-11139	68	30	have	have	VERB
spir-11139	68	31	control	control	NOUN
spir-11139	68	32	,	,	PUNCT
spir-11139	68	33	and	and	CCONJ
spir-11139	68	34	that	that	PRON
spir-11139	68	35	are	be	AUX
spir-11139	68	36	simple	simple	ADJ
spir-11139	68	37	to	to	PART
spir-11139	68	38	do	do	VERB
spir-11139	68	39	both	both	PRON
spir-11139	68	40	,	,	PUNCT
spir-11139	68	41	is	be	AUX
spir-11139	68	42	this	this	DET
spir-11139	68	43	balance	balance	NOUN
spir-11139	68	44	,	,	PUNCT
spir-11139	68	45	right	right	ADJ
spir-11139	68	46	and	and	CCONJ
spir-11139	68	47	opt	opt	VERB
spir-11139	68	48	in	in	ADP
spir-11139	68	49	versus	versus	ADP
spir-11139	68	50	opt	opt	VERB
spir-11139	68	51	out	out	ADP
spir-11139	68	52	is	be	AUX
spir-11139	68	53	one	one	NUM
spir-11139	68	54	part	part	NOUN
spir-11139	68	55	of	of	ADP
spir-11139	68	56	that	that	DET
spir-11139	68	57	balance	balance	NOUN
spir-11139	68	58	,	,	PUNCT
spir-11139	68	59	right	right	ADJ
spir-11139	68	60	…	…	PUNCT
spir-11139	68	61	.	.	PUNCT
spir-11139	69	1	whether	whether	SCONJ
spir-11139	69	2	it	it	PRON
spir-11139	69	3	’s	’	VERB
spir-11139	69	4	through	through	ADP
spir-11139	69	5	social	social	ADJ
spir-11139	69	6	plug	plug	NOUN
spir-11139	69	7	-	-	PUNCT
spir-11139	69	8	ins	in	NOUN
spir-11139	69	9	or	or	CCONJ
spir-11139	69	10	connect	connect	VERB
spir-11139	69	11	or	or	CCONJ
spir-11139	69	12	instant	instant	ADJ
spir-11139	69	13	personalization	personalization	NOUN
spir-11139	69	14	or	or	CCONJ
spir-11139	69	15	whatever	whatever	DET
spir-11139	69	16	programs	program	NOUN
spir-11139	69	17	other	other	ADJ
spir-11139	69	18	companies	company	NOUN
spir-11139	69	19	come	come	VERB
spir-11139	69	20	out	out	ADP
spir-11139	69	21	with	with	ADP
spir-11139	70	1	but	but	CCONJ
spir-11139	70	2	i	i	PRON
spir-11139	70	3	just	just	ADV
spir-11139	70	4	think	think	VERB
spir-11139	70	5	the	the	DET
spir-11139	70	6	world	world	NOUN
spir-11139	70	7	is	be	AUX
spir-11139	70	8	moving	move	VERB
spir-11139	70	9	in	in	ADP
spir-11139	70	10	this	this	DET
spir-11139	70	11	direction	direction	NOUN
spir-11139	70	12	where	where	SCONJ
spir-11139	70	13	links	link	NOUN
spir-11139	70	14	are	be	AUX
spir-11139	70	15	going	go	VERB
spir-11139	70	16	to	to	PART
spir-11139	70	17	be	be	AUX
spir-11139	70	18	designed	design	VERB
spir-11139	70	19	more	more	ADV
spir-11139	70	20	around	around	ADP
spir-11139	70	21	people	people	NOUN
spir-11139	70	22	um	um	INTJ
spir-11139	70	23	,	,	PUNCT
spir-11139	70	24	and	and	CCONJ
spir-11139	70	25	i	i	PRON
spir-11139	70	26	think	think	VERB
spir-11139	70	27	that	that	SCONJ
spir-11139	70	28	it	it	PRON
spir-11139	70	29	’s	’s	AUX
spir-11139	70	30	going	go	VERB
spir-11139	70	31	to	to	PART
spir-11139	70	32	be	be	AUX
spir-11139	70	33	a	a	DET
spir-11139	70	34	really	really	ADV
spir-11139	70	35	power	power	NOUN
spir-11139	70	36	direction	direction	NOUN
spir-11139	70	37	”	"	PUNCT
spir-11139	70	38	.	.	PUNCT
spir-11139	71	1	this	this	DET
spir-11139	71	2	power	power	NOUN
spir-11139	71	3	that	that	SCONJ
spir-11139	71	4	zuckerberg	zuckerberg	PROPN
spir-11139	71	5	talks	talk	VERB
spir-11139	71	6	about	about	ADP
spir-11139	71	7	is	be	AUX
spir-11139	71	8	the	the	DET
spir-11139	71	9	ability	ability	NOUN
spir-11139	71	10	to	to	PART
spir-11139	71	11	make	make	VERB
spir-11139	71	12	interventions	intervention	NOUN
spir-11139	71	13	in	in	ADP
spir-11139	71	14	people	people	NOUN
spir-11139	71	15	’s	’s	PART
spir-11139	71	16	experiences	experience	NOUN
spir-11139	71	17	based	base	VERB
spir-11139	71	18	on	on	ADP
spir-11139	71	19	ad	ad	NOUN
spir-11139	71	20	auction	auction	NOUN
spir-11139	71	21	practices	practice	NOUN
spir-11139	71	22	of	of	ADP
spir-11139	71	23	bidding	bidding	NOUN
spir-11139	71	24	“	"	PUNCT
spir-11139	71	25	optimizing	optimize	VERB
spir-11139	71	26	the	the	DET
spir-11139	71	27	user	user	NOUN
spir-11139	71	28	experience	experience	NOUN
spir-11139	71	29	”	"	PUNCT
spir-11139	71	30	as	as	SCONJ
spir-11139	71	31	they	they	PRON
spir-11139	71	32	call	call	VERB
spir-11139	71	33	it	it	PRON
spir-11139	71	34	.	.	PUNCT
spir-11139	72	1	in	in	ADP
spir-11139	72	2	their	their	PRON
spir-11139	72	3	annual	annual	ADJ
spir-11139	72	4	report	report	NOUN
spir-11139	72	5	from	from	ADP
spir-11139	72	6	2013	2013	NUM
spir-11139	72	7	,	,	PUNCT
spir-11139	72	8	facebook	facebook	PROPN
spir-11139	72	9	indicated	indicate	VERB
spir-11139	72	10	that	that	SCONJ
spir-11139	72	11	the	the	DET
spir-11139	72	12	value	value	NOUN
spir-11139	72	13	they	they	PRON
spir-11139	72	14	provide	provide	VERB
spir-11139	72	15	for	for	ADP
spir-11139	72	16	marketers	marketer	NOUN
spir-11139	72	17	is	be	AUX
spir-11139	72	18	to	to	PART
spir-11139	72	19	“	"	PUNCT
spir-11139	72	20	dynamically	dynamically	ADV
spir-11139	72	21	determines	determine	VERB
spir-11139	72	22	the	the	DET
spir-11139	72	23	best	well	ADV
spir-11139	72	24	available	available	ADJ
spir-11139	72	25	ad	ad	NOUN
spir-11139	72	26	to	to	PART
spir-11139	72	27	show	show	VERB
spir-11139	72	28	each	each	DET
spir-11139	72	29	user	user	NOUN
spir-11139	72	30	based	base	VERB
spir-11139	72	31	on	on	ADP
spir-11139	72	32	the	the	DET
spir-11139	72	33	combination	combination	NOUN
spir-11139	72	34	of	of	ADP
spir-11139	72	35	the	the	DET
spir-11139	72	36	user	user	NOUN
spir-11139	72	37	's	's	PART
spir-11139	72	38	unique	unique	ADJ
spir-11139	72	39	attributes	attribute	NOUN
spir-11139	72	40	and	and	CCONJ
spir-11139	72	41	the	the	DET
spir-11139	72	42	real	real	ADJ
spir-11139	72	43	-	-	PUNCT
spir-11139	72	44	time	time	NOUN
spir-11139	72	45	comparison	comparison	NOUN
spir-11139	72	46	of	of	ADP
spir-11139	72	47	bids	bid	NOUN
spir-11139	72	48	from	from	ADP
spir-11139	72	49	eligible	eligible	ADJ
spir-11139	72	50	ads	ad	NOUN
spir-11139	72	51	”	"	PUNCT
spir-11139	72	52	.	.	PUNCT
spir-11139	73	1	bidding	bid	VERB
spir-11139	73	2	on	on	ADP
spir-11139	73	3	facebook	facebook	NOUN
spir-11139	73	4	through	through	ADP
spir-11139	73	5	ad	ad	NOUN
spir-11139	73	6	auction	auction	NOUN
spir-11139	73	7	is	be	AUX
spir-11139	73	8	a	a	DET
spir-11139	73	9	key	key	ADJ
spir-11139	73	10	element	element	NOUN
spir-11139	73	11	in	in	ADP
spir-11139	73	12	the	the	DET
spir-11139	73	13	way	way	NOUN
spir-11139	73	14	that	that	PRON
spir-11139	73	15	facebook	facebook	PROPN
spir-11139	73	16	’s	’s	PART
spir-11139	73	17	newsfeed	newsfeed	PROPN
spir-11139	73	18	ordering	ordering	NOUN
spir-11139	73	19	works	work	NOUN
spir-11139	73	20	and	and	CCONJ
spir-11139	73	21	it	it	PRON
spir-11139	73	22	consists	consist	VERB
spir-11139	73	23	of	of	ADP
spir-11139	73	24	a	a	DET
spir-11139	73	25	combination	combination	NOUN
spir-11139	73	26	of	of	ADP
spir-11139	73	27	several	several	ADJ
spir-11139	73	28	factors	factor	NOUN
spir-11139	73	29	:	:	PUNCT
spir-11139	73	30	advertisers	advertiser	NOUN
spir-11139	73	31	bid	bid	VERB
spir-11139	73	32	,	,	PUNCT
spir-11139	73	33	estimated	estimate	VERB
spir-11139	73	34	action	action	NOUN
spir-11139	73	35	rates	rate	NOUN
spir-11139	73	36	and	and	CCONJ
spir-11139	73	37	ad	ad	NOUN
spir-11139	73	38	quality	quality	NOUN
spir-11139	73	39	and	and	CCONJ
spir-11139	73	40	relevance	relevance	NOUN
spir-11139	73	41	.	.	PUNCT
spir-11139	74	1	as	as	SCONJ
spir-11139	74	2	facebook	facebook	PROPN
spir-11139	74	3	argues	argue	VERB
spir-11139	74	4	in	in	ADP
spir-11139	74	5	terms	term	NOUN
spir-11139	74	6	of	of	ADP
spir-11139	74	7	the	the	DET
spir-11139	74	8	technologies	technology	NOUN
spir-11139	74	9	they	they	PRON
spir-11139	74	10	offer	offer	VERB
spir-11139	74	11	“	"	PUNCT
spir-11139	74	12	an	an	DET
spir-11139	74	13	advanced	advanced	ADJ
spir-11139	74	14	user	user	NOUN
spir-11139	74	15	action	action	NOUN
spir-11139	74	16	prediction	prediction	NOUN
spir-11139	74	17	system	system	NOUN
spir-11139	74	18	that	that	PRON
spir-11139	74	19	weighs	weigh	VERB
spir-11139	74	20	many	many	ADJ
spir-11139	74	21	real	real	ADJ
spir-11139	74	22	-	-	PUNCT
spir-11139	74	23	time	time	NOUN
spir-11139	74	24	updated	update	VERB
spir-11139	74	25	features	feature	NOUN
spir-11139	74	26	using	use	VERB
spir-11139	74	27	automated	automate	VERB
spir-11139	74	28	learning	learning	NOUN
spir-11139	74	29	techniques	technique	NOUN
spir-11139	74	30	.	.	PUNCT
spir-11139	75	1	our	our	PRON
spir-11139	75	2	technology	technology	NOUN
spir-11139	75	3	incorporates	incorporate	VERB
spir-11139	75	4	the	the	DET
spir-11139	75	5	estimated	estimate	VERB
spir-11139	75	6	user	user	NOUN
spir-11139	75	7	action	action	NOUN
spir-11139	75	8	rate	rate	NOUN
spir-11139	75	9	with	with	ADP
spir-11139	75	10	both	both	CCONJ
spir-11139	75	11	the	the	DET
spir-11139	75	12	marketer	marketer	NOUN
spir-11139	75	13	's	's	PART
spir-11139	75	14	bid	bid	NOUN
spir-11139	75	15	and	and	CCONJ
spir-11139	75	16	a	a	DET
spir-11139	75	17	user	user	NOUN
spir-11139	75	18	relevancy	relevancy	NOUN
spir-11139	75	19	signal	signal	VERB
spir-11139	75	20	to	to	PART
spir-11139	75	21	select	select	VERB
spir-11139	75	22	what	what	PRON
spir-11139	75	23	we	we	PRON
spir-11139	75	24	believe	believe	VERB
spir-11139	75	25	to	to	PART
spir-11139	75	26	be	be	AUX
spir-11139	75	27	the	the	DET
spir-11139	75	28	optimal	optimal	ADJ
spir-11139	75	29	ads	ad	NOUN
spir-11139	75	30	to	to	PART
spir-11139	75	31	show	show	VERB
spir-11139	75	32	”	"	PUNCT
spir-11139	75	33	.	.	PUNCT
spir-11139	76	1	with	with	ADP
spir-11139	76	2	the	the	DET
spir-11139	76	3	dynamic	dynamic	ADJ
spir-11139	76	4	archive	archive	NOUN
spir-11139	76	5	of	of	ADP
spir-11139	76	6	rhythms	rhythm	NOUN
spir-11139	76	7	created	create	VERB
spir-11139	76	8	facebook	facebook	PROPN
spir-11139	76	9	’s	’s	PART
spir-11139	76	10	processed	process	VERB
spir-11139	76	11	listening	listening	NOUN
spir-11139	76	12	practices	practice	NOUN
spir-11139	76	13	,	,	PUNCT
spir-11139	76	14	the	the	DET
spir-11139	76	15	company	company	NOUN
spir-11139	76	16	can	can	AUX
spir-11139	76	17	know	know	VERB
spir-11139	76	18	what	what	PRON
spir-11139	76	19	would	would	AUX
spir-11139	76	20	encourage	encourage	VERB
spir-11139	76	21	people	people	NOUN
spir-11139	76	22	to	to	PART
spir-11139	76	23	engage	engage	VERB
spir-11139	76	24	more	more	ADV
spir-11139	76	25	according	accord	VERB
spir-11139	76	26	to	to	ADP
spir-11139	76	27	their	their	PRON
spir-11139	76	28	past	past	ADJ
spir-11139	76	29	behaviours	behaviour	NOUN
spir-11139	76	30	.	.	PUNCT
spir-11139	77	1	personalization	personalization	NOUN
spir-11139	77	2	,	,	PUNCT
spir-11139	77	3	then	then	ADV
spir-11139	77	4	,	,	PUNCT
spir-11139	77	5	is	be	AUX
spir-11139	77	6	a	a	DET
spir-11139	77	7	powerful	powerful	ADJ
spir-11139	77	8	economic	economic	ADJ
spir-11139	77	9	model	model	NOUN
spir-11139	77	10	because	because	SCONJ
spir-11139	77	11	different	different	ADJ
spir-11139	77	12	people	people	NOUN
spir-11139	77	13	are	be	AUX
spir-11139	77	14	influenced	influence	VERB
spir-11139	77	15	to	to	PART
spir-11139	77	16	engage	engage	VERB
spir-11139	77	17	in	in	ADP
spir-11139	77	18	different	different	ADJ
spir-11139	77	19	ways	way	NOUN
spir-11139	77	20	people	people	NOUN
spir-11139	77	21	’s	’s	PART
spir-11139	77	22	individual	individual	ADJ
spir-11139	77	23	and	and	CCONJ
spir-11139	77	24	personal	personal	ADJ
spir-11139	77	25	past	past	NOUN
spir-11139	77	26	can	can	AUX
spir-11139	77	27	be	be	AUX
spir-11139	77	28	turned	turn	VERB
spir-11139	77	29	into	into	ADP
spir-11139	77	30	a	a	DET
spir-11139	77	31	product	product	NOUN
spir-11139	77	32	to	to	PART
spir-11139	77	33	influence	influence	VERB
spir-11139	77	34	their	their	PRON
spir-11139	77	35	future	future	ADJ
spir-11139	77	36	actions	action	NOUN
spir-11139	77	37	.	.	PUNCT
spir-11139	78	1	conclusion	conclusion	NOUN
spir-11139	78	2	as	as	ADP
spir-11139	78	3	this	this	DET
spir-11139	78	4	paper	paper	NOUN
spir-11139	78	5	shows	show	NOUN
spir-11139	78	6	,	,	PUNCT
spir-11139	78	7	personalization	personalization	NOUN
spir-11139	78	8	is	be	AUX
spir-11139	78	9	the	the	DET
spir-11139	78	10	optimized	optimize	VERB
spir-11139	78	11	way	way	NOUN
spir-11139	78	12	to	to	PART
spir-11139	78	13	experience	experience	VERB
spir-11139	78	14	facebook	facebook	NOUN
spir-11139	78	15	it	it	PRON
spir-11139	78	16	shapes	shape	VERB
spir-11139	78	17	people	people	NOUN
spir-11139	78	18	’s	’s	PART
spir-11139	78	19	experience	experience	NOUN
spir-11139	78	20	towards	towards	ADP
spir-11139	78	21	a	a	DET
spir-11139	78	22	desired	desire	VERB
spir-11139	78	23	rhythm	rhythm	NOUN
spir-11139	78	24	that	that	PRON
spir-11139	78	25	yields	yield	VERB
spir-11139	78	26	more	more	ADJ
spir-11139	78	27	value	value	NOUN
spir-11139	78	28	.	.	PUNCT
spir-11139	79	1	the	the	DET
spir-11139	79	2	company	company	NOUN
spir-11139	79	3	conducts	conduct	VERB
spir-11139	79	4	processed	process	VERB
spir-11139	79	5	listening	listening	NOUN
spir-11139	79	6	,	,	PUNCT
spir-11139	79	7	measuring	measure	VERB
spir-11139	79	8	their	their	PRON
spir-11139	79	9	behavior	behavior	NOUN
spir-11139	79	10	across	across	ADP
spir-11139	79	11	multiple	multiple	ADJ
spir-11139	79	12	spaces	space	NOUN
spir-11139	79	13	to	to	PART
spir-11139	79	14	produce	produce	VERB
spir-11139	79	15	an	an	DET
spir-11139	79	16	archive	archive	NOUN
spir-11139	79	17	with	with	ADP
spir-11139	79	18	their	their	PRON
spir-11139	79	19	profiles	profile	NOUN
spir-11139	79	20	which	which	PRON
spir-11139	79	21	then	then	ADV
spir-11139	79	22	inform	inform	VERB
spir-11139	79	23	how	how	SCONJ
spir-11139	79	24	they	they	PRON
spir-11139	79	25	(	(	PUNCT
spir-11139	79	26	re)order	re)order	VERB
spir-11139	79	27	the	the	DET
spir-11139	79	28	platform	platform	NOUN
spir-11139	79	29	’s	’s	PART
spir-11139	79	30	interface	interface	NOUN
spir-11139	79	31	.	.	PUNCT
spir-11139	80	1	in	in	ADP
spir-11139	80	2	this	this	DET
spir-11139	80	3	way	way	NOUN
spir-11139	80	4	,	,	PUNCT
spir-11139	80	5	rather	rather	ADV
spir-11139	80	6	than	than	ADP
spir-11139	80	7	developing	develop	VERB
spir-11139	80	8	a	a	DET
spir-11139	80	9	‘	'	PUNCT
spir-11139	80	10	one	one	NUM
spir-11139	80	11	-	-	PUNCT
spir-11139	80	12	size	size	NOUN
spir-11139	80	13	-	-	PUNCT
spir-11139	80	14	fits	fit	VERB
spir-11139	80	15	-	-	PUNCT
spir-11139	80	16	all	all	PRON
spir-11139	80	17	’	'	PUNCT
spir-11139	80	18	type	type	NOUN
spir-11139	80	19	of	of	ADP
spir-11139	80	20	experience	experience	NOUN
spir-11139	80	21	,	,	PUNCT
spir-11139	80	22	platforms	platform	NOUN
spir-11139	80	23	’	'	PUNCT
spir-11139	80	24	optimization	optimization	NOUN
spir-11139	80	25	procedures	procedure	NOUN
spir-11139	80	26	are	be	AUX
spir-11139	80	27	aimed	aim	VERB
spir-11139	80	28	to	to	PART
spir-11139	80	29	create	create	VERB
spir-11139	80	30	custom	custom	NOUN
spir-11139	80	31	and	and	CCONJ
spir-11139	80	32	individual	individual	ADJ
spir-11139	80	33	experiences	experience	NOUN
spir-11139	80	34	that	that	PRON
spir-11139	80	35	can	can	AUX
spir-11139	80	36	be	be	AUX
spir-11139	80	37	monetized	monetize	VERB
spir-11139	80	38	by	by	ADP
spir-11139	80	39	these	these	DET
spir-11139	80	40	platforms	platform	NOUN
spir-11139	80	41	and	and	CCONJ
spir-11139	80	42	the	the	DET
spir-11139	80	43	advertising	advertising	NOUN
spir-11139	80	44	industry	industry	NOUN
spir-11139	80	45	that	that	PRON
spir-11139	80	46	funds	fund	VERB
spir-11139	80	47	them	they	PRON
spir-11139	80	48	.	.	PUNCT
spir-11139	81	1	references	reference	NOUN
spir-11139	81	2	author	author	NOUN
spir-11139	81	3	(	(	PUNCT
spir-11139	81	4	2019	2019	NUM
spir-11139	81	5	)	)	PUNCT
spir-11139	81	6	.	.	PUNCT
spir-11139	82	1	lefebvre	lefebvre	PROPN
spir-11139	82	2	,	,	PUNCT
spir-11139	82	3	henri	henri	PROPN
spir-11139	82	4	(	(	PUNCT
spir-11139	82	5	2004	2004	NUM
spir-11139	82	6	)	)	PUNCT
spir-11139	82	7	rhythmanalysis	rhythmanalysis	NOUN
spir-11139	82	8	:	:	PUNCT
spir-11139	82	9	space	space	NOUN
spir-11139	82	10	,	,	PUNCT
spir-11139	82	11	time	time	NOUN
spir-11139	82	12	and	and	CCONJ
spir-11139	82	13	everyday	everyday	ADJ
spir-11139	82	14	life	life	NOUN
spir-11139	82	15	.	.	PUNCT
spir-11139	83	1	a&c	a&c	PROPN
spir-11139	83	2	black	black	PROPN
spir-11139	83	3	.	.	PUNCT
spir-11139	84	1	solon	solon	PROPN
spir-11139	84	2	,	,	PUNCT
spir-11139	84	3	o.	o.	NOUN
spir-11139	84	4	,	,	PUNCT
spir-11139	84	5	and	and	CCONJ
spir-11139	84	6	farivar	farivar	NOUN
spir-11139	84	7	,	,	PUNCT
spir-11139	84	8	c.	c.	NOUN
spir-11139	84	9	(	(	PUNCT
spir-11139	84	10	2019	2019	NUM
spir-11139	84	11	)	)	PUNCT
spir-11139	84	12	.	.	PUNCT
spir-11139	85	1	leaked	leak	VERB
spir-11139	85	2	documents	document	NOUN
spir-11139	85	3	show	show	VERB
spir-11139	85	4	facebook	facebook	NOUN
spir-11139	85	5	leveraged	leverage	VERB
spir-11139	85	6	user	user	NOUN
spir-11139	85	7	data	datum	NOUN
spir-11139	85	8	to	to	PART
spir-11139	85	9	fight	fight	VERB
spir-11139	85	10	rivals	rival	NOUN
spir-11139	85	11	and	and	CCONJ
spir-11139	85	12	help	help	VERB
spir-11139	85	13	friends	friend	NOUN
spir-11139	85	14	.	.	PUNCT
spir-11139	86	1	nbc	nbc	PROPN
spir-11139	86	2	news	news	PROPN
spir-11139	86	3	.	.	PUNCT
spir-11139	87	1	available	available	ADJ
spir-11139	87	2	at	at	ADP
spir-11139	87	3	:	:	PUNCT
spir-11139	87	4	https://www.nbcnews.com/news/all/leaked-documents-show-facebook-leveraged-userdata-fight-rivals-help-n1076986	https://www.nbcnews.com/news/all/leaked-documents-show-facebook-leveraged-userdata-fight-rivals-help-n1076986	PROPN
spir-11139	87	5	.	.	PUNCT
spir-11139	88	1	williams	williams	PROPN
spir-11139	88	2	,	,	PUNCT
spir-11139	88	3	raymond	raymond	PROPN
spir-11139	88	4	(	(	PUNCT
spir-11139	88	5	1974	1974	NUM
spir-11139	88	6	)	)	PUNCT
spir-11139	88	7	television	television	NOUN
spir-11139	88	8	:	:	PUNCT
spir-11139	88	9	technology	technology	NOUN
spir-11139	88	10	and	and	CCONJ
spir-11139	88	11	cultural	cultural	ADJ
spir-11139	88	12	form	form	NOUN
spir-11139	88	13	.	.	PUNCT
spir-11139	89	1	new	new	PROPN
spir-11139	89	2	york	york	PROPN
spir-11139	89	3	routledge	routledge	PROPN
spir-11139	89	4	.	.	PUNCT
spir-11139	90	1	the	the	DET
spir-11139	90	2	internal	internal	ADJ
spir-11139	90	3	code	code	NOUN
spir-11139	90	4	in	in	ADP
spir-11139	90	5	everything	everything	PRON
spir-11139	90	6	:	:	PUNCT
spir-11139	90	7	kubernetes	kubernete	NOUN
spir-11139	90	8	,	,	PUNCT
spir-11139	90	9	optimization	optimization	NOUN
spir-11139	90	10	and	and	CCONJ
spir-11139	90	11	power	power	NOUN
spir-11139	90	12	fenwick	fenwick	PROPN
spir-11139	90	13	mckelvey	mckelvey	PROPN
spir-11139	90	14	concordia	concordia	PROPN
spir-11139	90	15	university	university	PROPN
spir-11139	90	16	,	,	PUNCT
spir-11139	90	17	canada	canada	PROPN
spir-11139	90	18	"	"	PUNCT
spir-11139	90	19	user	user	NOUN
spir-11139	90	20	data	data	PROPN
spir-11139	90	21	has	have	VERB
spir-11139	90	22	the	the	DET
spir-11139	90	23	capability	capability	NOUN
spir-11139	90	24	to	to	PART
spir-11139	90	25	survive	survive	VERB
spir-11139	90	26	beyond	beyond	ADP
spir-11139	90	27	the	the	DET
spir-11139	90	28	limits	limit	NOUN
spir-11139	90	29	of	of	ADP
spir-11139	90	30	our	our	PRON
spir-11139	90	31	biological	biological	ADJ
spir-11139	90	32	selves	self	NOUN
spir-11139	90	33	,	,	PUNCT
spir-11139	90	34	"	"	PUNCT
spir-11139	90	35	concludes	conclude	VERB
spir-11139	90	36	a	a	DET
spir-11139	90	37	soft	soft	ADJ
spir-11139	90	38	-	-	PUNCT
spir-11139	90	39	spoken	speak	VERB
spir-11139	90	40	narrator	narrator	NOUN
spir-11139	90	41	over	over	ADP
spir-11139	90	42	a	a	DET
spir-11139	90	43	tranquil	tranquil	NOUN
spir-11139	90	44	piano	piano	NOUN
spir-11139	90	45	score	score	NOUN
spir-11139	90	46	.	.	PUNCT
spir-11139	91	1	the	the	DET
spir-11139	91	2	quote	quote	NOUN
spir-11139	91	3	comes	come	VERB
spir-11139	91	4	near	near	ADP
spir-11139	91	5	the	the	DET
spir-11139	91	6	end	end	NOUN
spir-11139	91	7	of	of	ADP
spir-11139	91	8	a	a	DET
spir-11139	91	9	2016	2016	NUM
spir-11139	91	10	concept	concept	NOUN
spir-11139	91	11	video	video	NOUN
spir-11139	91	12	made	make	VERB
spir-11139	91	13	by	by	ADP
spir-11139	91	14	google	google	PROPN
spir-11139	91	15	called	call	VERB
spir-11139	91	16	the	the	DET
spir-11139	91	17	“	"	PUNCT
spir-11139	91	18	selfish	selfish	ADJ
spir-11139	91	19	ledger	ledger	NOUN
spir-11139	91	20	”	"	PUNCT
spir-11139	91	21	.	.	PUNCT
spir-11139	92	1	meant	mean	VERB
spir-11139	92	2	as	as	ADP
spir-11139	92	3	a	a	DET
spir-11139	92	4	provocation	provocation	NOUN
spir-11139	92	5	,	,	PUNCT
spir-11139	92	6	the	the	DET
spir-11139	92	7	selfish	selfish	ADJ
spir-11139	92	8	ledger	ledger	NOUN
spir-11139	92	9	speculates	speculate	VERB
spir-11139	92	10	that	that	SCONJ
spir-11139	92	11	data	datum	NOUN
spir-11139	92	12	is	be	AUX
spir-11139	92	13	a	a	DET
spir-11139	92	14	“	"	PUNCT
spir-11139	92	15	constantly	constantly	ADV
spir-11139	92	16	evolving	evolve	VERB
spir-11139	92	17	representation	representation	NOUN
spir-11139	92	18	of	of	ADP
spir-11139	92	19	who	who	PRON
spir-11139	92	20	we	we	PRON
spir-11139	92	21	are	be	AUX
spir-11139	92	22	”	"	PUNCT
spir-11139	92	23	that	that	PRON
spir-11139	92	24	might	might	AUX
spir-11139	92	25	be	be	AUX
spir-11139	92	26	enriched	enrich	VERB
spir-11139	92	27	and	and	CCONJ
spir-11139	92	28	made	make	VERB
spir-11139	92	29	goal	goal	NOUN
spir-11139	92	30	-	-	PUNCT
spir-11139	92	31	oriented	orient	VERB
spir-11139	92	32	.	.	PUNCT
spir-11139	93	1	nudges	nudge	NOUN
spir-11139	93	2	and	and	CCONJ
spir-11139	93	3	auto	auto	NOUN
spir-11139	93	4	-	-	PUNCT
spir-11139	93	5	recommendations	recommendation	NOUN
spir-11139	93	6	could	could	AUX
spir-11139	93	7	steer	steer	VERB
spir-11139	93	8	individuals	individual	NOUN
spir-11139	93	9	and	and	CCONJ
spir-11139	93	10	,	,	PUNCT
spir-11139	93	11	in	in	ADP
spir-11139	93	12	doing	do	VERB
spir-11139	93	13	so	so	ADV
spir-11139	93	14	,	,	PUNCT
spir-11139	93	15	populations	population	NOUN
spir-11139	93	16	toward	toward	ADP
spir-11139	93	17	goals	goal	NOUN
spir-11139	93	18	such	such	ADJ
spir-11139	93	19	as	as	ADP
spir-11139	93	20	environmental	environmental	ADJ
spir-11139	93	21	sustainability	sustainability	NOUN
spir-11139	93	22	.	.	PUNCT
spir-11139	94	1	eventually	eventually	ADV
spir-11139	94	2	,	,	PUNCT
spir-11139	94	3	the	the	DET
spir-11139	94	4	aggregated	aggregate	VERB
spir-11139	94	5	knowledge	knowledge	NOUN
spir-11139	94	6	could	could	AUX
spir-11139	94	7	result	result	VERB
spir-11139	94	8	in	in	ADP
spir-11139	94	9	,	,	PUNCT
spir-11139	94	10	as	as	SCONJ
spir-11139	94	11	the	the	DET
spir-11139	94	12	video	video	NOUN
spir-11139	94	13	concludes	conclude	VERB
spir-11139	94	14	,	,	PUNCT
spir-11139	94	15	a	a	DET
spir-11139	94	16	“	"	PUNCT
spir-11139	94	17	species	species	NOUN
spir-11139	94	18	-	-	PUNCT
spir-11139	94	19	level	level	NOUN
spir-11139	94	20	understanding	understanding	NOUN
spir-11139	94	21	”	"	PUNCT
spir-11139	94	22	allowing	allow	VERB
spir-11139	94	23	“	"	PUNCT
spir-11139	94	24	emerging	emerge	VERB
spir-11139	94	25	generations	generation	NOUN
spir-11139	94	26	”	"	PUNCT
spir-11139	94	27	to	to	PART
spir-11139	94	28	learn	learn	VERB
spir-11139	94	29	from	from	ADP
spir-11139	94	30	their	their	PRON
spir-11139	94	31	ancestors	ancestor	NOUN
spir-11139	94	32	'	'	PART
spir-11139	94	33	choices	choice	NOUN
spir-11139	94	34	.	.	PUNCT
spir-11139	95	1	my	my	PRON
spir-11139	95	2	presentation	presentation	NOUN
spir-11139	95	3	reads	read	VERB
spir-11139	95	4	the	the	DET
spir-11139	95	5	selfish	selfish	ADJ
spir-11139	95	6	ledger	ledger	NOUN
spir-11139	95	7	to	to	PART
spir-11139	95	8	describe	describe	VERB
spir-11139	95	9	one	one	NUM
spir-11139	95	10	form	form	NOUN
spir-11139	95	11	of	of	ADP
spir-11139	95	12	networked	networked	ADJ
spir-11139	95	13	optimization	optimization	NOUN
spir-11139	95	14	,	,	PUNCT
spir-11139	95	15	what	what	PRON
spir-11139	95	16	i	i	PRON
spir-11139	95	17	refer	refer	VERB
spir-11139	95	18	to	to	ADP
spir-11139	95	19	as	as	ADP
spir-11139	95	20	kubernetics	kubernetic	NOUN
spir-11139	95	21	(	(	PUNCT
spir-11139	95	22	a	a	DET
spir-11139	95	23	spelling	spelling	NOUN
spir-11139	95	24	of	of	ADP
spir-11139	95	25	the	the	DET
spir-11139	95	26	word	word	NOUN
spir-11139	95	27	borrowed	borrow	VERB
spir-11139	95	28	from	from	ADP
spir-11139	95	29	google	google	PROPN
spir-11139	95	30	)	)	PUNCT
spir-11139	95	31	.	.	PUNCT
spir-11139	96	1	kubernetics	kubernetic	NOUN
spir-11139	96	2	integrates	integrates	PROPN
spir-11139	96	3	data	datum	NOUN
spir-11139	96	4	,	,	PUNCT
spir-11139	96	5	cloud	cloud	NOUN
spir-11139	96	6	computing	computing	NOUN
spir-11139	96	7	and	and	CCONJ
spir-11139	96	8	behavioural	behavioural	ADJ
spir-11139	96	9	theory	theory	NOUN
spir-11139	96	10	to	to	PART
spir-11139	96	11	manage	manage	VERB
spir-11139	96	12	individuals	individual	NOUN
spir-11139	96	13	at	at	ADP
spir-11139	96	14	the	the	DET
spir-11139	96	15	scale	scale	NOUN
spir-11139	96	16	of	of	ADP
spir-11139	96	17	populations	population	NOUN
spir-11139	96	18	.	.	PUNCT
spir-11139	97	1	my	my	PRON
spir-11139	97	2	presentation	presentation	NOUN
spir-11139	97	3	contextualizes	contextualize	VERB
spir-11139	97	4	kubernetics	kubernetic	NOUN
spir-11139	97	5	part	part	NOUN
spir-11139	97	6	of	of	ADP
spir-11139	97	7	the	the	DET
spir-11139	97	8	study	study	NOUN
spir-11139	97	9	of	of	ADP
spir-11139	97	10	practices	practice	NOUN
spir-11139	97	11	of	of	ADP
spir-11139	97	12	power	power	NOUN
spir-11139	97	13	(	(	PUNCT
spir-11139	97	14	rose	rise	VERB
spir-11139	97	15	,	,	PUNCT
spir-11139	97	16	1999	1999	NUM
spir-11139	97	17	)	)	PUNCT
spir-11139	97	18	involving	involve	VERB
spir-11139	97	19	the	the	DET
spir-11139	97	20	internet	internet	NOUN
spir-11139	97	21	.	.	PUNCT
spir-11139	98	1	first	first	ADV
spir-11139	98	2	,	,	PUNCT
spir-11139	98	3	i	i	PRON
spir-11139	98	4	provide	provide	VERB
spir-11139	98	5	a	a	DET
spir-11139	98	6	diagrammatics	diagrammatic	NOUN
spir-11139	98	7	of	of	ADP
spir-11139	98	8	the	the	DET
spir-11139	98	9	selfish	selfish	ADJ
spir-11139	98	10	ledger	ledger	NOUN
spir-11139	98	11	to	to	PART
spir-11139	98	12	highlight	highlight	VERB
spir-11139	98	13	key	key	ADJ
spir-11139	98	14	features	feature	NOUN
spir-11139	98	15	of	of	ADP
spir-11139	98	16	kubernetics	kubernetic	NOUN
spir-11139	98	17	.	.	PUNCT
spir-11139	99	1	second	second	ADJ
spir-11139	99	2	,	,	PUNCT
spir-11139	99	3	i	i	PRON
spir-11139	99	4	describe	describe	VERB
spir-11139	99	5	how	how	SCONJ
spir-11139	99	6	google	google	PROPN
spir-11139	99	7	is	be	AUX
spir-11139	99	8	building	build	VERB
spir-11139	99	9	this	this	DET
spir-11139	99	10	selfish	selfish	ADJ
spir-11139	99	11	ledger	ledger	NOUN
spir-11139	99	12	through	through	ADP
spir-11139	99	13	a	a	DET
spir-11139	99	14	review	review	NOUN
spir-11139	99	15	of	of	ADP
spir-11139	99	16	its	its	PRON
spir-11139	99	17	recent	recent	ADJ
spir-11139	99	18	developments	development	NOUN
spir-11139	99	19	in	in	ADP
spir-11139	99	20	infrastructure	infrastructure	NOUN
spir-11139	99	21	-	-	PUNCT
spir-11139	99	22	as	as	ADP
spir-11139	99	23	-	-	PUNCT
spir-11139	99	24	service	service	NOUN
spir-11139	99	25	and	and	CCONJ
spir-11139	99	26	cloud	cloud	NOUN
spir-11139	99	27	architectures	architecture	NOUN
spir-11139	99	28	.	.	PUNCT
spir-11139	100	1	finally	finally	ADV
spir-11139	100	2	,	,	PUNCT
spir-11139	100	3	i	i	PRON
spir-11139	100	4	conclude	conclude	VERB
spir-11139	100	5	by	by	ADP
spir-11139	100	6	arguing	argue	VERB
spir-11139	100	7	that	that	SCONJ
spir-11139	100	8	kubernetics	kubernetic	NOUN
spir-11139	100	9	is	be	AUX
spir-11139	100	10	an	an	DET
spir-11139	100	11	important	important	ADJ
spir-11139	100	12	concept	concept	NOUN
spir-11139	100	13	to	to	PART
spir-11139	100	14	understand	understand	VERB
spir-11139	100	15	the	the	DET
spir-11139	100	16	emerging	emerge	VERB
spir-11139	100	17	logistical	logistical	ADJ
spir-11139	100	18	worlds	world	NOUN
spir-11139	100	19	resulting	result	VERB
spir-11139	100	20	from	from	ADP
spir-11139	100	21	the	the	DET
spir-11139	100	22	instrastructualization	instrastructualization	NOUN
spir-11139	100	23	of	of	ADP
spir-11139	100	24	platforms	platform	NOUN
spir-11139	100	25	and	and	CCONJ
spir-11139	100	26	helpful	helpful	ADJ
spir-11139	100	27	in	in	ADP
spir-11139	100	28	criticizing	criticize	VERB
spir-11139	100	29	the	the	DET
spir-11139	100	30	type	type	NOUN
spir-11139	100	31	of	of	ADP
spir-11139	100	32	power	power	NOUN
spir-11139	100	33	constituted	constitute	VERB
spir-11139	100	34	by	by	ADP
spir-11139	100	35	platforms	platform	NOUN
spir-11139	100	36	as	as	ADP
spir-11139	100	37	a	a	DET
spir-11139	100	38	political	political	ADJ
spir-11139	100	39	condition	condition	NOUN
spir-11139	100	40	.	.	PUNCT
spir-11139	101	1	part	part	NOUN
spir-11139	101	2	one	one	NUM
spir-11139	101	3	:	:	PUNCT
spir-11139	101	4	the	the	DET
spir-11139	101	5	selfish	selfish	ADJ
spir-11139	101	6	ledger	ledger	NOUN
spir-11139	101	7	foucault	foucault	NOUN
spir-11139	101	8	described	describe	VERB
spir-11139	101	9	the	the	DET
spir-11139	101	10	panopticon	panopticon	NOUN
spir-11139	101	11	as	as	ADP
spir-11139	101	12	a	a	DET
spir-11139	101	13	“	"	PUNCT
spir-11139	101	14	diagram	diagram	NOUN
spir-11139	101	15	of	of	ADP
spir-11139	101	16	a	a	DET
spir-11139	101	17	mechanism	mechanism	NOUN
spir-11139	101	18	of	of	ADP
spir-11139	101	19	power	power	NOUN
spir-11139	101	20	reduced	reduce	VERB
spir-11139	101	21	to	to	ADP
spir-11139	101	22	its	its	PRON
spir-11139	101	23	ideal	ideal	ADJ
spir-11139	101	24	form	form	NOUN
spir-11139	101	25	...	...	PUNCT
spir-11139	101	26	it	it	PRON
spir-11139	101	27	is	be	AUX
spir-11139	101	28	in	in	ADP
spir-11139	101	29	fact	fact	NOUN
spir-11139	101	30	a	a	DET
spir-11139	101	31	figure	figure	NOUN
spir-11139	101	32	of	of	ADP
spir-11139	101	33	political	political	ADJ
spir-11139	101	34	technology	technology	NOUN
spir-11139	101	35	that	that	PRON
spir-11139	101	36	may	may	AUX
spir-11139	101	37	and	and	CCONJ
spir-11139	101	38	must	must	AUX
spir-11139	101	39	be	be	AUX
spir-11139	101	40	detached	detach	VERB
spir-11139	101	41	from	from	ADP
spir-11139	101	42	any	any	DET
spir-11139	101	43	specific	specific	ADJ
spir-11139	101	44	use	use	NOUN
spir-11139	101	45	”	"	PUNCT
spir-11139	101	46	(	(	PUNCT
spir-11139	101	47	foucault	foucault	PROPN
spir-11139	101	48	quoted	quote	VERB
spir-11139	101	49	in	in	ADP
spir-11139	101	50	elmer	elmer	PROPN
spir-11139	101	51	,	,	PUNCT
spir-11139	101	52	2012	2012	NUM
spir-11139	101	53	)	)	PUNCT
spir-11139	101	54	.	.	PUNCT
spir-11139	102	1	in	in	ADP
spir-11139	102	2	the	the	DET
spir-11139	102	3	same	same	ADJ
spir-11139	102	4	way	way	NOUN
spir-11139	102	5	,	,	PUNCT
spir-11139	102	6	google	google	PROPN
spir-11139	102	7	’s	’s	PART
spir-11139	102	8	selfish	selfish	ADJ
spir-11139	102	9	ledger	ledger	NOUN
spir-11139	102	10	offers	offer	VERB
spir-11139	102	11	a	a	DET
spir-11139	102	12	diagram	diagram	NOUN
spir-11139	102	13	of	of	ADP
spir-11139	102	14	kubernetics	kubernetic	NOUN
spir-11139	102	15	reduced	reduce	VERB
spir-11139	102	16	to	to	ADP
spir-11139	102	17	its	its	PRON
spir-11139	102	18	ideal	ideal	ADJ
spir-11139	102	19	form	form	NOUN
spir-11139	102	20	.	.	PUNCT
spir-11139	103	1	the	the	DET
spir-11139	103	2	video	video	NOUN
spir-11139	103	3	begins	begin	VERB
spir-11139	103	4	by	by	ADP
spir-11139	103	5	juxtaposing	juxtapose	VERB
spir-11139	103	6	biologist	biologist	NOUN
spir-11139	103	7	jean	jean	PROPN
spir-11139	103	8	-	-	PUNCT
spir-11139	103	9	baptiste	baptiste	PROPN
spir-11139	103	10	lamarck	lamarck	PROPN
spir-11139	103	11	’s	’s	PART
spir-11139	103	12	outdated	outdated	ADJ
spir-11139	103	13	theories	theory	NOUN
spir-11139	103	14	of	of	ADP
spir-11139	103	15	genetics	genetic	NOUN
spir-11139	103	16	with	with	ADP
spir-11139	103	17	personal	personal	ADJ
spir-11139	103	18	data	datum	NOUN
spir-11139	103	19	collected	collect	VERB
spir-11139	103	20	by	by	ADP
spir-11139	103	21	google	google	PROPN
spir-11139	103	22	sensors	sensor	NOUN
spir-11139	103	23	and	and	CCONJ
spir-11139	103	24	stored	store	VERB
spir-11139	103	25	in	in	ADP
spir-11139	103	26	its	its	PRON
spir-11139	103	27	cloud	cloud	NOUN
spir-11139	103	28	,	,	PUNCT
spir-11139	103	29	what	what	PRON
spir-11139	103	30	the	the	DET
spir-11139	103	31	video	video	NOUN
spir-11139	103	32	calls	call	VERB
spir-11139	103	33	a	a	DET
spir-11139	103	34	ledger	ledger	NOUN
spir-11139	103	35	.	.	PUNCT
spir-11139	104	1	like	like	ADP
spir-11139	104	2	genes	gene	NOUN
spir-11139	104	3	,	,	PUNCT
spir-11139	104	4	the	the	DET
spir-11139	104	5	video	video	NOUN
spir-11139	104	6	suggests	suggest	VERB
spir-11139	104	7	,	,	PUNCT
spir-11139	104	8	data	datum	NOUN
spir-11139	104	9	is	be	AUX
spir-11139	104	10	the	the	DET
spir-11139	104	11	“	"	PUNCT
spir-11139	104	12	internal	internal	ADJ
spir-11139	104	13	code	code	NOUN
spir-11139	104	14	in	in	ADP
spir-11139	104	15	every	every	DET
spir-11139	104	16	living	living	NOUN
spir-11139	104	17	thing	thing	NOUN
spir-11139	104	18	.	.	PUNCT
spir-11139	104	19	”	"	PUNCT
spir-11139	105	1	the	the	DET
spir-11139	105	2	ledger	ledger	NOUN
spir-11139	105	3	is	be	AUX
spir-11139	105	4	“	"	PUNCT
spir-11139	105	5	a	a	DET
spir-11139	105	6	constantly	constantly	ADV
spir-11139	105	7	evolving	evolve	VERB
spir-11139	105	8	representation	representation	NOUN
spir-11139	105	9	”	"	PUNCT
spir-11139	105	10	of	of	ADP
spir-11139	105	11	the	the	DET
spir-11139	105	12	individual	individual	NOUN
spir-11139	105	13	.	.	PUNCT
spir-11139	106	1	keeping	keep	VERB
spir-11139	106	2	with	with	ADP
spir-11139	106	3	the	the	DET
spir-11139	106	4	biological	biological	ADJ
spir-11139	106	5	analogy	analogy	NOUN
spir-11139	106	6	,	,	PUNCT
spir-11139	106	7	the	the	DET
spir-11139	106	8	video	video	NOUN
spir-11139	106	9	continues	continue	VERB
spir-11139	106	10	to	to	PART
spir-11139	106	11	suggest	suggest	VERB
spir-11139	106	12	that	that	SCONJ
spir-11139	106	13	every	every	DET
spir-11139	106	14	genetics	genetics	NOUN
spir-11139	106	15	is	be	AUX
spir-11139	106	16	both	both	PRON
spir-11139	106	17	individual	individual	ADJ
spir-11139	106	18	and	and	CCONJ
spir-11139	106	19	collective	collective	ADJ
spir-11139	106	20	-using	-use	VERB
spir-11139	106	21	the	the	DET
spir-11139	106	22	evolutionary	evolutionary	ADJ
spir-11139	106	23	theorist	theorist	NOUN
spir-11139	106	24	bill	bill	PROPN
spir-11139	106	25	hamilton	hamilton	PROPN
spir-11139	106	26	’s	’s	PART
spir-11139	106	27	idea	idea	NOUN
spir-11139	106	28	of	of	ADP
spir-11139	106	29	the	the	DET
spir-11139	106	30	selfish	selfish	ADJ
spir-11139	106	31	gene	gene	NOUN
spir-11139	106	32	to	to	PART
spir-11139	106	33	suggest	suggest	VERB
spir-11139	106	34	that	that	SCONJ
spir-11139	106	35	individual	individual	ADJ
spir-11139	106	36	behaviour	behaviour	NOUN
spir-11139	106	37	simultaneously	simultaneously	ADV
spir-11139	106	38	has	have	VERB
spir-11139	106	39	collective	collective	ADJ
spir-11139	106	40	consequences	consequence	NOUN
spir-11139	106	41	.	.	PUNCT
spir-11139	107	1	indeed	indeed	ADV
spir-11139	107	2	,	,	PUNCT
spir-11139	107	3	genes	gene	NOUN
spir-11139	107	4	succeed	succeed	VERB
spir-11139	107	5	even	even	ADV
spir-11139	107	6	at	at	ADP
spir-11139	107	7	the	the	DET
spir-11139	107	8	expense	expense	NOUN
spir-11139	107	9	of	of	ADP
spir-11139	107	10	the	the	DET
spir-11139	107	11	individual	individual	NOUN
spir-11139	107	12	.	.	PUNCT
spir-11139	108	1	the	the	DET
spir-11139	108	2	same	same	ADJ
spir-11139	108	3	applies	apply	VERB
spir-11139	108	4	to	to	ADP
spir-11139	108	5	data	datum	NOUN
spir-11139	108	6	and	and	CCONJ
spir-11139	108	7	the	the	DET
spir-11139	108	8	ledger	ledger	NOUN
spir-11139	108	9	when	when	SCONJ
spir-11139	108	10	individual	individual	ADJ
spir-11139	108	11	choices	choice	NOUN
spir-11139	108	12	could	could	AUX
spir-11139	108	13	be	be	AUX
spir-11139	108	14	attuned	attune	VERB
spir-11139	108	15	to	to	ADP
spir-11139	108	16	the	the	DET
spir-11139	108	17	common	common	ADJ
spir-11139	108	18	good	good	NOUN
spir-11139	108	19	,	,	PUNCT
spir-11139	108	20	which	which	PRON
spir-11139	108	21	google	google	NOUN
spir-11139	108	22	keeps	keep	VERB
spir-11139	108	23	vague	vague	NOUN
spir-11139	108	24	beyond	beyond	ADP
spir-11139	108	25	a	a	DET
spir-11139	108	26	short	short	ADJ
spir-11139	108	27	mention	mention	NOUN
spir-11139	108	28	of	of	ADP
spir-11139	108	29	health	health	NOUN
spir-11139	108	30	and	and	CCONJ
spir-11139	108	31	climate	climate	NOUN
spir-11139	108	32	.	.	PUNCT
spir-11139	109	1	three	three	NUM
spir-11139	109	2	qualities	quality	NOUN
spir-11139	109	3	of	of	ADP
spir-11139	109	4	kubernetics	kubernetic	NOUN
spir-11139	109	5	may	may	AUX
spir-11139	109	6	be	be	AUX
spir-11139	109	7	drawn	draw	VERB
spir-11139	109	8	from	from	ADP
spir-11139	109	9	my	my	PRON
spir-11139	109	10	description	description	NOUN
spir-11139	109	11	about	about	ADP
spir-11139	109	12	:	:	PUNCT
spir-11139	109	13	•	•	ADP
spir-11139	109	14	the	the	DET
spir-11139	109	15	desire	desire	NOUN
spir-11139	109	16	to	to	PART
spir-11139	109	17	create	create	VERB
spir-11139	109	18	operating	operating	NOUN
spir-11139	109	19	systems	system	NOUN
spir-11139	109	20	at	at	ADP
spir-11139	109	21	planetary	planetary	ADJ
spir-11139	109	22	scale	scale	NOUN
spir-11139	109	23	composed	compose	VERB
spir-11139	109	24	of	of	ADP
spir-11139	109	25	the	the	DET
spir-11139	109	26	sensors	sensor	NOUN
spir-11139	109	27	,	,	PUNCT
spir-11139	109	28	smartphones	smartphone	NOUN
spir-11139	109	29	and	and	CCONJ
spir-11139	109	30	cloud	cloud	NOUN
spir-11139	109	31	computing	computing	NOUN
spir-11139	109	32	as	as	SCONJ
spir-11139	109	33	seen	see	VERB
spir-11139	109	34	in	in	ADP
spir-11139	109	35	the	the	DET
spir-11139	109	36	video	video	NOUN
spir-11139	109	37	’s	’s	PART
spir-11139	109	38	visual	visual	ADJ
spir-11139	109	39	reliance	reliance	NOUN
spir-11139	109	40	on	on	ADP
spir-11139	109	41	smartphones	smartphone	NOUN
spir-11139	109	42	and	and	CCONJ
spir-11139	109	43	data	datum	NOUN
spir-11139	109	44	centers	center	NOUN
spir-11139	109	45	;	;	PUNCT
spir-11139	109	46	•	•	NUM
spir-11139	109	47	framing	frame	VERB
spir-11139	109	48	this	this	DET
spir-11139	109	49	operating	operating	NOUN
spir-11139	109	50	system	system	NOUN
spir-11139	109	51	as	as	ADP
spir-11139	109	52	a	a	DET
spir-11139	109	53	problem	problem	NOUN
spir-11139	109	54	to	to	PART
spir-11139	109	55	be	be	AUX
spir-11139	109	56	solved	solve	VERB
spir-11139	109	57	through	through	ADP
spir-11139	109	58	calculation	calculation	NOUN
spir-11139	109	59	that	that	PRON
spir-11139	109	60	evaluates	evaluate	VERB
spir-11139	109	61	every	every	DET
spir-11139	109	62	possible	possible	ADJ
spir-11139	109	63	action	action	NOUN
spir-11139	109	64	against	against	ADP
spir-11139	109	65	its	its	PRON
spir-11139	109	66	optimal	optimal	ADJ
spir-11139	109	67	choice	choice	NOUN
spir-11139	109	68	as	as	ADP
spir-11139	109	69	when	when	SCONJ
spir-11139	109	70	the	the	DET
spir-11139	109	71	video	video	NOUN
spir-11139	109	72	discusses	discuss	VERB
spir-11139	109	73	how	how	SCONJ
spir-11139	109	74	global	global	ADJ
spir-11139	109	75	health	health	NOUN
spir-11139	109	76	could	could	AUX
spir-11139	109	77	be	be	AUX
spir-11139	109	78	an	an	DET
spir-11139	109	79	end	end	NOUN
spir-11139	109	80	goal	goal	NOUN
spir-11139	109	81	;	;	PUNCT
spir-11139	109	82	•	•	X
spir-11139	109	83	actualizing	actualize	VERB
spir-11139	109	84	calculated	calculate	VERB
spir-11139	109	85	optimalities	optimalitie	NOUN
spir-11139	109	86	through	through	ADP
spir-11139	109	87	perpetual	perpetual	ADJ
spir-11139	109	88	micro	micro	NOUN
spir-11139	109	89	-	-	NOUN
spir-11139	109	90	transactions	transaction	NOUN
spir-11139	109	91	operating	operate	VERB
spir-11139	109	92	on	on	ADP
spir-11139	109	93	individuals	individual	NOUN
spir-11139	109	94	and	and	CCONJ
spir-11139	109	95	on	on	ADP
spir-11139	109	96	populations	population	NOUN
spir-11139	109	97	at	at	ADP
spir-11139	109	98	once	once	ADV
spir-11139	109	99	as	as	ADP
spir-11139	109	100	in	in	ADP
spir-11139	109	101	the	the	DET
spir-11139	109	102	video	video	NOUN
spir-11139	109	103	’s	’s	PART
spir-11139	109	104	discussion	discussion	NOUN
spir-11139	109	105	of	of	ADP
spir-11139	109	106	general	general	ADJ
spir-11139	109	107	system	system	NOUN
spir-11139	109	108	of	of	ADP
spir-11139	109	109	smart	smart	ADJ
spir-11139	109	110	manufacturing	manufacturing	NOUN
spir-11139	109	111	to	to	PART
spir-11139	109	112	produce	produce	VERB
spir-11139	109	113	goods	good	NOUN
spir-11139	109	114	targeted	target	VERB
spir-11139	109	115	at	at	ADP
spir-11139	109	116	individuals	individual	NOUN
spir-11139	109	117	.	.	PUNCT
spir-11139	110	1	these	these	PRON
spir-11139	110	2	are	be	AUX
spir-11139	110	3	characteristics	characteristic	NOUN
spir-11139	110	4	of	of	ADP
spir-11139	110	5	a	a	DET
spir-11139	110	6	mode	mode	NOUN
spir-11139	110	7	of	of	ADP
spir-11139	110	8	power	power	NOUN
spir-11139	110	9	operating	operate	VERB
spir-11139	110	10	not	not	PART
spir-11139	110	11	just	just	ADV
spir-11139	110	12	in	in	ADP
spir-11139	110	13	google	google	NOUN
spir-11139	110	14	,	,	PUNCT
spir-11139	110	15	but	but	CCONJ
spir-11139	110	16	increasingly	increasingly	ADV
spir-11139	110	17	in	in	ADP
spir-11139	110	18	other	other	ADJ
spir-11139	110	19	technology	technology	NOUN
spir-11139	110	20	firms	firm	NOUN
spir-11139	110	21	that	that	PRON
spir-11139	110	22	include	include	VERB
spir-11139	110	23	famg	famg	PROPN
spir-11139	110	24	(	(	PUNCT
spir-11139	110	25	facebook	facebook	PROPN
spir-11139	110	26	,	,	PUNCT
spir-11139	110	27	amazon	amazon	PROPN
spir-11139	110	28	,	,	PUNCT
spir-11139	110	29	microsoft	microsoft	PROPN
spir-11139	110	30	and	and	CCONJ
spir-11139	110	31	google	google	PROPN
spir-11139	110	32	)	)	PUNCT
spir-11139	110	33	and	and	CCONJ
spir-11139	110	34	bat	bat	NOUN
spir-11139	110	35	(	(	PUNCT
spir-11139	110	36	baidu	baidu	PROPN
spir-11139	110	37	,	,	PUNCT
spir-11139	110	38	alibaba	alibaba	NOUN
spir-11139	110	39	,	,	PUNCT
spir-11139	110	40	and	and	CCONJ
spir-11139	110	41	tencent	tencent	NOUN
spir-11139	110	42	)	)	PUNCT
spir-11139	110	43	.	.	PUNCT
spir-11139	111	1	each	each	DET
spir-11139	111	2	deploying	deploy	VERB
spir-11139	111	3	and	and	CCONJ
spir-11139	111	4	manage	manage	VERB
spir-11139	111	5	their	their	PRON
spir-11139	111	6	operating	operating	NOUN
spir-11139	111	7	systems	system	NOUN
spir-11139	111	8	to	to	ADP
spir-11139	111	9	different	different	ADJ
spir-11139	111	10	ends	end	NOUN
spir-11139	111	11	(	(	PUNCT
spir-11139	111	12	author	author	NOUN
spir-11139	111	13	,	,	PUNCT
spir-11139	111	14	2018	2018	NUM
spir-11139	111	15	)	)	PUNCT
spir-11139	111	16	.	.	PUNCT
spir-11139	112	1	part	part	NOUN
spir-11139	112	2	two	two	NUM
spir-11139	112	3	:	:	PUNCT
spir-11139	112	4	from	from	ADP
spir-11139	112	5	borg	borg	PROPN
spir-11139	112	6	to	to	AUX
spir-11139	112	7	kubernetes	kubernete	NOUN
spir-11139	112	8	the	the	DET
spir-11139	112	9	second	second	ADJ
spir-11139	112	10	part	part	NOUN
spir-11139	112	11	of	of	ADP
spir-11139	112	12	the	the	DET
spir-11139	112	13	presentation	presentation	NOUN
spir-11139	112	14	explores	explore	VERB
spir-11139	112	15	how	how	SCONJ
spir-11139	112	16	kubernetics	kubernetic	NOUN
spir-11139	112	17	rebuilds	rebuild	VERB
spir-11139	112	18	the	the	DET
spir-11139	112	19	internet	internet	NOUN
spir-11139	112	20	infrastructure	infrastructure	NOUN
spir-11139	112	21	through	through	ADP
spir-11139	112	22	a	a	DET
spir-11139	112	23	close	close	ADJ
spir-11139	112	24	reading	reading	NOUN
spir-11139	112	25	of	of	ADP
spir-11139	112	26	google	google	PROPN
spir-11139	112	27	’s	’s	PART
spir-11139	112	28	innovations	innovation	NOUN
spir-11139	112	29	in	in	ADP
spir-11139	112	30	server	server	NOUN
spir-11139	112	31	operating	operating	NOUN
spir-11139	112	32	systems	system	NOUN
spir-11139	112	33	.	.	PUNCT
spir-11139	113	1	while	while	SCONJ
spir-11139	113	2	google	google	PROPN
spir-11139	113	3	is	be	AUX
spir-11139	113	4	best	well	ADV
spir-11139	113	5	known	know	VERB
spir-11139	113	6	for	for	ADP
spir-11139	113	7	its	its	PRON
spir-11139	113	8	android	android	PROPN
spir-11139	113	9	,	,	PUNCT
spir-11139	113	10	chrome	chrome	NOUN
spir-11139	113	11	and	and	CCONJ
spir-11139	113	12	experimental	experimental	ADJ
spir-11139	113	13	fuchsia	fuchsia	NOUN
spir-11139	113	14	operating	operating	NOUN
spir-11139	113	15	systems	system	NOUN
spir-11139	113	16	,	,	PUNCT
spir-11139	113	17	the	the	DET
spir-11139	113	18	company	company	NOUN
spir-11139	113	19	has	have	AUX
spir-11139	113	20	more	more	ADV
spir-11139	113	21	quietly	quietly	ADV
spir-11139	113	22	invested	invest	VERB
spir-11139	113	23	in	in	ADP
spir-11139	113	24	major	major	ADJ
spir-11139	113	25	advances	advance	NOUN
spir-11139	113	26	in	in	ADP
spir-11139	113	27	the	the	DET
spir-11139	113	28	design	design	NOUN
spir-11139	113	29	of	of	ADP
spir-11139	113	30	server	server	NOUN
spir-11139	113	31	architecture	architecture	NOUN
spir-11139	113	32	from	from	ADP
spir-11139	113	33	its	its	PRON
spir-11139	113	34	secret	secret	ADJ
spir-11139	113	35	google	google	PROPN
spir-11139	113	36	borg	borg	PROPN
spir-11139	113	37	to	to	ADP
spir-11139	113	38	its	its	PRON
spir-11139	113	39	replacement	replacement	NOUN
spir-11139	113	40	,	,	PUNCT
spir-11139	113	41	kubernetes	kubernete	NOUN
spir-11139	113	42	.	.	PUNCT
spir-11139	114	1	kubernetes	kubernete	NOUN
spir-11139	114	2	,	,	PUNCT
spir-11139	114	3	which	which	PRON
spir-11139	114	4	attributes	attribute	VERB
spir-11139	114	5	its	its	PRON
spir-11139	114	6	name	name	NOUN
spir-11139	114	7	to	to	ADP
spir-11139	114	8	the	the	DET
spir-11139	114	9	same	same	ADJ
spir-11139	114	10	greek	greek	ADJ
spir-11139	114	11	word	word	NOUN
spir-11139	114	12	for	for	ADP
spir-11139	114	13	helmsman	helmsman	NOUN
spir-11139	114	14	that	that	PRON
spir-11139	114	15	inspired	inspire	VERB
spir-11139	114	16	norbert	norbert	PROPN
spir-11139	114	17	wiener	wiener	NOUN
spir-11139	114	18	,	,	PUNCT
spir-11139	114	19	actualizes	actualize	VERB
spir-11139	114	20	the	the	DET
spir-11139	114	21	selfish	selfish	ADJ
spir-11139	114	22	ledger	ledger	NOUN
spir-11139	114	23	discussed	discuss	VERB
spir-11139	114	24	above	above	ADV
spir-11139	114	25	.	.	PUNCT
spir-11139	115	1	kubernetes	kubernete	NOUN
spir-11139	115	2	,	,	PUNCT
spir-11139	115	3	according	accord	VERB
spir-11139	115	4	to	to	ADP
spir-11139	115	5	google	google	PROPN
spir-11139	115	6	,	,	PUNCT
spir-11139	115	7	is	be	AUX
spir-11139	115	8	a	a	DET
spir-11139	115	9	third	third	ADJ
spir-11139	115	10	iteration	iteration	NOUN
spir-11139	115	11	of	of	ADP
spir-11139	115	12	server	server	NOUN
spir-11139	115	13	deployment	deployment	NOUN
spir-11139	115	14	,	,	PUNCT
spir-11139	115	15	replacing	replace	VERB
spir-11139	115	16	traditional	traditional	ADJ
spir-11139	115	17	server	server	NOUN
spir-11139	115	18	deployment	deployment	NOUN
spir-11139	115	19	and	and	CCONJ
spir-11139	115	20	virtualized	virtualized	ADJ
spir-11139	115	21	deployment	deployment	NOUN
spir-11139	115	22	.	.	PUNCT
spir-11139	116	1	today	today	NOUN
spir-11139	116	2	,	,	PUNCT
spir-11139	116	3	kubernetes	kubernete	NOUN
spir-11139	116	4	involves	involve	VERB
spir-11139	116	5	:	:	PUNCT
spir-11139	116	6	•	•	ADP
spir-11139	116	7	the	the	DET
spir-11139	116	8	built	build	VERB
spir-11139	116	9	server	server	NOUN
spir-11139	116	10	infrastructure	infrastructure	NOUN
spir-11139	116	11	referred	refer	VERB
spir-11139	116	12	to	to	ADP
spir-11139	116	13	as	as	SCONJ
spir-11139	116	14	clusters	cluster	NOUN
spir-11139	116	15	of	of	ADP
spir-11139	116	16	kubernetes	kubernete	NOUN
spir-11139	116	17	nodes	node	NOUN
spir-11139	116	18	;	;	PUNCT
spir-11139	116	19	•	•	ADV
spir-11139	116	20	abstracted	abstract	VERB
spir-11139	116	21	into	into	ADP
spir-11139	116	22	a	a	DET
spir-11139	116	23	control	control	NOUN
spir-11139	116	24	plane	plane	NOUN
spir-11139	116	25	that	that	PRON
spir-11139	116	26	manages	manage	VERB
spir-11139	116	27	the	the	DET
spir-11139	116	28	cluster	cluster	NOUN
spir-11139	116	29	’s	’s	PART
spir-11139	116	30	net	net	ADJ
spir-11139	116	31	computational	computational	ADJ
spir-11139	116	32	capacity	capacity	NOUN
spir-11139	116	33	all	all	PRON
spir-11139	116	34	managed	manage	VERB
spir-11139	116	35	by	by	ADP
spir-11139	116	36	;	;	PUNCT
spir-11139	116	37	•	•	ADP
spir-11139	116	38	the	the	DET
spir-11139	116	39	kubernetes	kubernete	NOUN
spir-11139	116	40	engine	engine	NOUN
spir-11139	116	41	that	that	PRON
spir-11139	116	42	includes	include	VERB
spir-11139	116	43	a	a	DET
spir-11139	116	44	scheduler	scheduler	NOUN
spir-11139	116	45	process	process	NOUN
spir-11139	116	46	making	make	VERB
spir-11139	116	47	important	important	ADJ
spir-11139	116	48	decisions	decision	NOUN
spir-11139	116	49	about	about	ADP
spir-11139	116	50	the	the	DET
spir-11139	116	51	allocation	allocation	NOUN
spir-11139	116	52	of	of	ADP
spir-11139	116	53	resources	resource	NOUN
spir-11139	116	54	to	to	PART
spir-11139	116	55	;	;	PUNCT
spir-11139	116	56	•	•	NUM
spir-11139	116	57	containers	container	NOUN
spir-11139	116	58	or	or	CCONJ
spir-11139	116	59	individual	individual	ADJ
spir-11139	116	60	applications	application	NOUN
spir-11139	116	61	run	run	VERB
spir-11139	116	62	on	on	ADP
spir-11139	116	63	behalf	behalf	NOUN
spir-11139	116	64	of	of	ADP
spir-11139	116	65	individual	individual	ADJ
spir-11139	116	66	users	user	NOUN
spir-11139	116	67	.	.	PUNCT
spir-11139	117	1	kubernetes	kubernete	NOUN
spir-11139	117	2	is	be	AUX
spir-11139	117	3	what	what	PRON
spir-11139	117	4	runs	run	VERB
spir-11139	117	5	the	the	DET
spir-11139	117	6	google	google	PROPN
spir-11139	117	7	cloud	cloud	NOUN
spir-11139	117	8	and	and	CCONJ
spir-11139	117	9	actualizes	actualize	VERB
spir-11139	117	10	speculative	speculative	ADJ
spir-11139	117	11	selfish	selfish	ADJ
spir-11139	117	12	ledger	ledger	NOUN
spir-11139	117	13	.	.	PUNCT
spir-11139	118	1	google	google	PROPN
spir-11139	118	2	’s	’s	PART
spir-11139	118	3	architecture	architecture	NOUN
spir-11139	118	4	:	:	PUNCT
spir-11139	118	5	•	•	NUM
spir-11139	118	6	operates	operate	VERB
spir-11139	118	7	at	at	ADP
spir-11139	118	8	a	a	DET
spir-11139	118	9	global	global	ADJ
spir-11139	118	10	scale	scale	NOUN
spir-11139	118	11	due	due	ADP
spir-11139	118	12	to	to	ADP
spir-11139	118	13	its	its	PRON
spir-11139	118	14	novel	novel	NOUN
spir-11139	118	15	kubernetes	kubernete	NOUN
spir-11139	118	16	nodes	node	NOUN
spir-11139	118	17	and	and	CCONJ
spir-11139	118	18	clusters	cluster	NOUN
spir-11139	118	19	architecture	architecture	NOUN
spir-11139	118	20	;	;	PUNCT
spir-11139	118	21	•	•	NOUN
spir-11139	118	22	centrally	centrally	ADV
spir-11139	118	23	managed	manage	VERB
spir-11139	118	24	through	through	ADP
spir-11139	118	25	the	the	DET
spir-11139	118	26	kubernetes	kubernete	NOUN
spir-11139	118	27	engine	engine	NOUN
spir-11139	118	28	scheduler	scheduler	NOUN
spir-11139	118	29	,	,	PUNCT
spir-11139	118	30	making	make	VERB
spir-11139	118	31	calculations	calculation	NOUN
spir-11139	118	32	of	of	ADP
spir-11139	118	33	optimal	optimal	ADJ
spir-11139	118	34	performance	performance	NOUN
spir-11139	118	35	;	;	PUNCT
spir-11139	118	36	•	•	NUM
spir-11139	118	37	deployed	deploy	VERB
spir-11139	118	38	as	as	ADP
spir-11139	118	39	separate	separate	ADJ
spir-11139	118	40	instances	instance	NOUN
spir-11139	118	41	of	of	ADP
spir-11139	118	42	common	common	ADJ
spir-11139	118	43	programs	program	NOUN
spir-11139	118	44	,	,	PUNCT
spir-11139	118	45	working	work	VERB
spir-11139	118	46	at	at	ADP
spir-11139	118	47	the	the	DET
spir-11139	118	48	individualspecies	individualspecie	NOUN
spir-11139	118	49	level	level	NOUN
spir-11139	118	50	.	.	PUNCT
spir-11139	119	1	kubernetics	kubernetic	NOUN
spir-11139	119	2	,	,	PUNCT
spir-11139	119	3	as	as	ADP
spir-11139	119	4	a	a	DET
spir-11139	119	5	mode	mode	NOUN
spir-11139	119	6	of	of	ADP
spir-11139	119	7	power	power	NOUN
spir-11139	119	8	,	,	PUNCT
spir-11139	119	9	thus	thus	ADV
spir-11139	119	10	can	can	AUX
spir-11139	119	11	be	be	AUX
spir-11139	119	12	understood	understand	VERB
spir-11139	119	13	both	both	CCONJ
spir-11139	119	14	as	as	ADP
spir-11139	119	15	an	an	DET
spir-11139	119	16	abstract	abstract	ADJ
spir-11139	119	17	machine	machine	NOUN
spir-11139	119	18	as	as	ADV
spir-11139	119	19	well	well	ADV
spir-11139	119	20	as	as	ADP
spir-11139	119	21	in	in	ADP
spir-11139	119	22	the	the	DET
spir-11139	119	23	built	build	VERB
spir-11139	119	24	world	world	NOUN
spir-11139	119	25	,	,	PUNCT
spir-11139	119	26	the	the	DET
spir-11139	119	27	expression	expression	NOUN
spir-11139	119	28	of	of	ADP
spir-11139	119	29	cloud	cloud	NOUN
spir-11139	119	30	computing	computing	NOUN
spir-11139	119	31	today	today	NOUN
spir-11139	119	32	.	.	PUNCT
spir-11139	120	1	conclusion	conclusion	NOUN
spir-11139	120	2	:	:	PUNCT
spir-11139	120	3	practices	practice	NOUN
spir-11139	120	4	of	of	ADP
spir-11139	120	5	power	power	NOUN
spir-11139	120	6	and	and	CCONJ
spir-11139	120	7	kubernetics	kubernetic	NOUN
spir-11139	120	8	my	my	PRON
spir-11139	120	9	concept	concept	NOUN
spir-11139	120	10	of	of	ADP
spir-11139	120	11	kubernetics	kubernetic	NOUN
spir-11139	120	12	contributes	contribute	VERB
spir-11139	120	13	to	to	ADP
spir-11139	120	14	the	the	DET
spir-11139	120	15	study	study	NOUN
spir-11139	120	16	of	of	ADP
spir-11139	120	17	the	the	DET
spir-11139	120	18	internet	internet	NOUN
spir-11139	120	19	in	in	ADP
spir-11139	120	20	relation	relation	NOUN
spir-11139	120	21	to	to	ADP
spir-11139	120	22	modes	mode	NOUN
spir-11139	120	23	of	of	ADP
spir-11139	120	24	power	power	NOUN
spir-11139	120	25	,	,	PUNCT
spir-11139	120	26	most	most	ADV
spir-11139	120	27	recently	recently	ADV
spir-11139	120	28	popularized	popularize	VERB
spir-11139	120	29	by	by	ADP
spir-11139	120	30	the	the	DET
spir-11139	120	31	concept	concept	NOUN
spir-11139	120	32	of	of	ADP
spir-11139	120	33	surveillance	surveillance	NOUN
spir-11139	120	34	capitalism	capitalism	NOUN
spir-11139	120	35	(	(	PUNCT
spir-11139	120	36	zuboff	zuboff	NOUN
spir-11139	120	37	,	,	PUNCT
spir-11139	120	38	2019	2019	NUM
spir-11139	120	39	)	)	PUNCT
spir-11139	120	40	.	.	PUNCT
spir-11139	121	1	zuboff	zuboff	PROPN
spir-11139	121	2	’s	’s	PART
spir-11139	121	3	blockbuster	blockbuster	NOUN
spir-11139	121	4	book	book	NOUN
spir-11139	121	5	legitimates	legitimate	VERB
spir-11139	121	6	long	long	ADV
spir-11139	121	7	-	-	PUNCT
spir-11139	121	8	standing	stand	VERB
spir-11139	121	9	attention	attention	NOUN
spir-11139	121	10	to	to	ADP
spir-11139	121	11	the	the	DET
spir-11139	121	12	managerial	managerial	ADJ
spir-11139	121	13	capacities	capacity	NOUN
spir-11139	121	14	of	of	ADP
spir-11139	121	15	the	the	DET
spir-11139	121	16	internet	internet	NOUN
spir-11139	121	17	,	,	PUNCT
spir-11139	121	18	better	well	ADV
spir-11139	121	19	understood	understand	VERB
spir-11139	121	20	through	through	ADP
spir-11139	121	21	the	the	DET
spir-11139	121	22	attention	attention	NOUN
spir-11139	121	23	to	to	ADP
spir-11139	121	24	the	the	DET
spir-11139	121	25	subjectivation	subjectivation	NOUN
spir-11139	121	26	properties	property	NOUN
spir-11139	121	27	of	of	ADP
spir-11139	121	28	platforms	platform	NOUN
spir-11139	121	29	-	-	PUNCT
spir-11139	121	30	as	as	ADP
spir-11139	121	31	-	-	PUNCT
spir-11139	121	32	infrastructure	infrastructure	NOUN
spir-11139	121	33	(	(	PUNCT
spir-11139	121	34	langlois	langlois	PROPN
spir-11139	121	35	&	&	CCONJ
spir-11139	121	36	elmer	elmer	PROPN
spir-11139	121	37	,	,	PUNCT
spir-11139	121	38	2019	2019	NUM
spir-11139	121	39	)	)	PUNCT
spir-11139	121	40	,	,	PUNCT
spir-11139	121	41	the	the	DET
spir-11139	121	42	lean	lean	ADJ
spir-11139	121	43	platforms	platform	NOUN
spir-11139	121	44	(	(	PUNCT
spir-11139	121	45	srnicek	srnicek	NOUN
spir-11139	121	46	,	,	PUNCT
spir-11139	121	47	2017	2017	NUM
spir-11139	121	48	;	;	PUNCT
spir-11139	121	49	steinberg	steinberg	PROPN
spir-11139	121	50	,	,	PUNCT
spir-11139	121	51	2019	2019	NUM
spir-11139	121	52	)	)	PUNCT
spir-11139	121	53	as	as	ADV
spir-11139	121	54	well	well	ADV
spir-11139	121	55	as	as	ADP
spir-11139	121	56	the	the	DET
spir-11139	121	57	internet	internet	NOUN
spir-11139	121	58	as	as	ADP
spir-11139	121	59	logistical	logistical	ADJ
spir-11139	121	60	media	medium	NOUN
spir-11139	121	61	(	(	PUNCT
spir-11139	121	62	rossiter	rossiter	NOUN
spir-11139	121	63	,	,	PUNCT
spir-11139	121	64	2017	2017	NUM
spir-11139	121	65	;	;	PUNCT
spir-11139	121	66	sadowski	sadowski	PROPN
spir-11139	121	67	,	,	PUNCT
spir-11139	121	68	2019	2019	NUM
spir-11139	121	69	)	)	PUNCT
spir-11139	121	70	.	.	PUNCT
spir-11139	122	1	with	with	ADP
spir-11139	122	2	these	these	DET
spir-11139	122	3	contemporary	contemporary	ADJ
spir-11139	122	4	concepts	concept	NOUN
spir-11139	122	5	in	in	ADP
spir-11139	122	6	mind	mind	NOUN
spir-11139	122	7	,	,	PUNCT
spir-11139	122	8	my	my	PRON
spir-11139	122	9	presentation	presentation	NOUN
spir-11139	122	10	concludes	conclude	VERB
spir-11139	122	11	by	by	ADP
spir-11139	122	12	situating	situate	VERB
spir-11139	122	13	kubernetics	kubernetic	NOUN
spir-11139	122	14	and	and	CCONJ
spir-11139	122	15	optimization	optimization	NOUN
spir-11139	122	16	within	within	ADP
spir-11139	122	17	a	a	DET
spir-11139	122	18	longer	long	ADJ
spir-11139	122	19	and	and	CCONJ
spir-11139	122	20	unfinished	unfinished	ADJ
spir-11139	122	21	genealogy	genealogy	NOUN
spir-11139	122	22	of	of	ADP
spir-11139	122	23	modes	mode	NOUN
spir-11139	122	24	of	of	ADP
spir-11139	122	25	power	power	NOUN
spir-11139	122	26	.	.	PUNCT
spir-11139	123	1	inquiries	inquiry	NOUN
spir-11139	123	2	into	into	ADP
spir-11139	123	3	these	these	DET
spir-11139	123	4	modes	mode	NOUN
spir-11139	123	5	include	include	VERB
spir-11139	123	6	foucault	foucault	PROPN
spir-11139	123	7	’s	’s	PART
spir-11139	123	8	concepts	concept	NOUN
spir-11139	123	9	of	of	ADP
spir-11139	123	10	discipline	discipline	NOUN
spir-11139	123	11	and	and	CCONJ
spir-11139	123	12	governmentality	governmentality	NOUN
spir-11139	123	13	as	as	ADV
spir-11139	123	14	well	well	ADV
spir-11139	123	15	as	as	ADP
spir-11139	123	16	deleuze	deleuze	PROPN
spir-11139	123	17	’s	’s	PART
spir-11139	123	18	notes	note	NOUN
spir-11139	123	19	on	on	ADP
spir-11139	123	20	what	what	PRON
spir-11139	123	21	he	he	PRON
spir-11139	123	22	called	call	VERB
spir-11139	123	23	a	a	DET
spir-11139	123	24	control	control	NOUN
spir-11139	123	25	society	society	NOUN
spir-11139	123	26	.	.	PUNCT
spir-11139	124	1	their	their	PRON
spir-11139	124	2	influence	influence	NOUN
spir-11139	124	3	is	be	AUX
spir-11139	124	4	an	an	DET
spir-11139	124	5	important	important	ADJ
spir-11139	124	6	part	part	NOUN
spir-11139	124	7	of	of	ADP
spir-11139	124	8	early	early	ADJ
spir-11139	124	9	internet	internet	NOUN
spir-11139	124	10	studies	study	NOUN
spir-11139	124	11	with	with	ADP
spir-11139	124	12	wendy	wendy	PROPN
spir-11139	124	13	chun	chun	PROPN
spir-11139	124	14	(	(	PUNCT
spir-11139	124	15	2006	2006	NUM
spir-11139	124	16	)	)	PUNCT
spir-11139	124	17	,	,	PUNCT
spir-11139	124	18	phil	phil	PROPN
spir-11139	124	19	agre	agre	PROPN
spir-11139	124	20	(	(	PUNCT
spir-11139	124	21	1994	1994	NUM
spir-11139	124	22	)	)	PUNCT
spir-11139	124	23	,	,	PUNCT
spir-11139	124	24	paul	paul	PROPN
spir-11139	124	25	edwards	edwards	PROPN
spir-11139	124	26	(	(	PUNCT
spir-11139	124	27	1996	1996	NUM
spir-11139	124	28	)	)	PUNCT
spir-11139	124	29	,	,	PUNCT
spir-11139	124	30	and	and	CCONJ
spir-11139	124	31	alexander	alexander	PROPN
spir-11139	124	32	galloway	galloway	PROPN
spir-11139	124	33	(	(	PUNCT
spir-11139	124	34	2004	2004	NUM
spir-11139	124	35	)	)	PUNCT
spir-11139	124	36	being	be	AUX
spir-11139	124	37	notable	notable	ADJ
spir-11139	124	38	examples	example	NOUN
spir-11139	124	39	of	of	ADP
spir-11139	124	40	theoretical	theoretical	ADJ
spir-11139	124	41	inquiries	inquiry	NOUN
spir-11139	124	42	into	into	ADP
spir-11139	124	43	the	the	DET
spir-11139	124	44	changing	change	VERB
spir-11139	124	45	possibilities	possibility	NOUN
spir-11139	124	46	of	of	ADP
spir-11139	124	47	power	power	NOUN
spir-11139	124	48	through	through	ADP
spir-11139	124	49	digitally	digitally	ADV
spir-11139	124	50	networked	network	VERB
spir-11139	124	51	technologies	technology	NOUN
spir-11139	124	52	.	.	PUNCT
spir-11139	125	1	kubernetics	kubernetic	NOUN
spir-11139	125	2	is	be	AUX
spir-11139	125	3	an	an	DET
spir-11139	125	4	important	important	ADJ
spir-11139	125	5	concept	concept	NOUN
spir-11139	125	6	to	to	ADP
spir-11139	125	7	understanding	understand	VERB
spir-11139	125	8	the	the	DET
spir-11139	125	9	logistical	logistical	ADJ
spir-11139	125	10	worlds	world	NOUN
spir-11139	125	11	now	now	ADV
spir-11139	125	12	enabled	enable	VERB
spir-11139	125	13	by	by	ADP
spir-11139	125	14	cloud	cloud	NOUN
spir-11139	125	15	computing	computing	NOUN
spir-11139	125	16	as	as	ADV
spir-11139	125	17	well	well	ADV
spir-11139	125	18	as	as	ADP
spir-11139	125	19	understand	understand	VERB
spir-11139	125	20	the	the	DET
spir-11139	125	21	next	next	ADJ
spir-11139	125	22	-	-	PUNCT
spir-11139	125	23	generation	generation	NOUN
spir-11139	125	24	of	of	ADP
spir-11139	125	25	infrastructural	infrastructural	ADJ
spir-11139	125	26	battles	battle	NOUN
spir-11139	125	27	.	.	PUNCT
spir-11139	126	1	while	while	SCONJ
spir-11139	126	2	kubernetics	kubernetic	NOUN
spir-11139	126	3	might	might	AUX
spir-11139	126	4	be	be	AUX
spir-11139	126	5	a	a	DET
spir-11139	126	6	dominant	dominant	ADJ
spir-11139	126	7	mode	mode	NOUN
spir-11139	126	8	of	of	ADP
spir-11139	126	9	power	power	NOUN
spir-11139	126	10	today	today	NOUN
spir-11139	126	11	,	,	PUNCT
spir-11139	126	12	google	google	PROPN
spir-11139	126	13	is	be	AUX
spir-11139	126	14	just	just	ADV
spir-11139	126	15	one	one	NUM
spir-11139	126	16	example	example	NOUN
spir-11139	126	17	of	of	ADP
spir-11139	126	18	a	a	DET
spir-11139	126	19	player	player	NOUN
spir-11139	126	20	engaged	engage	VERB
spir-11139	126	21	in	in	ADP
spir-11139	126	22	competition	competition	NOUN
spir-11139	126	23	to	to	PART
spir-11139	126	24	expand	expand	VERB
spir-11139	126	25	the	the	DET
spir-11139	126	26	scale	scale	NOUN
spir-11139	126	27	of	of	ADP
spir-11139	126	28	its	its	PRON
spir-11139	126	29	operating	operating	NOUN
spir-11139	126	30	systems	system	NOUN
spir-11139	126	31	.	.	PUNCT
spir-11139	127	1	references	reference	NOUN
spir-11139	127	2	agre	agre	PROPN
spir-11139	127	3	,	,	PUNCT
spir-11139	127	4	p.	p.	PROPN
spir-11139	127	5	e.	e.	PROPN
spir-11139	127	6	(	(	PUNCT
spir-11139	127	7	1994	1994	NUM
spir-11139	127	8	)	)	PUNCT
spir-11139	127	9	.	.	PUNCT
spir-11139	128	1	surveillance	surveillance	NOUN
spir-11139	128	2	and	and	CCONJ
spir-11139	128	3	capture	capture	NOUN
spir-11139	128	4	:	:	PUNCT
spir-11139	128	5	two	two	NUM
spir-11139	128	6	models	model	NOUN
spir-11139	128	7	of	of	ADP
spir-11139	128	8	privacy	privacy	NOUN
spir-11139	128	9	.	.	PUNCT
spir-11139	129	1	the	the	DET
spir-11139	129	2	information	information	NOUN
spir-11139	129	3	society	society	NOUN
spir-11139	129	4	,	,	PUNCT
spir-11139	129	5	10(2	10(2	NUM
spir-11139	129	6	)	)	PUNCT
spir-11139	129	7	,	,	PUNCT
spir-11139	129	8	101–127	101–127	NUM
spir-11139	129	9	.	.	PUNCT
spir-11139	130	1	https://doi.org/10.1080/01972243.1994.9960162	https://doi.org/10.1080/01972243.1994.9960162	X
spir-11139	130	2	author	author	NOUN
spir-11139	130	3	,	,	PUNCT
spir-11139	130	4	2018	2018	NUM
spir-11139	130	5	.	.	PUNCT
spir-11139	131	1	chun	chun	PROPN
spir-11139	131	2	,	,	PUNCT
spir-11139	131	3	w.	w.	PROPN
spir-11139	131	4	(	(	PUNCT
spir-11139	131	5	2006	2006	NUM
spir-11139	131	6	)	)	PUNCT
spir-11139	131	7	.	.	PUNCT
spir-11139	132	1	control	control	NOUN
spir-11139	132	2	and	and	CCONJ
spir-11139	132	3	freedom	freedom	NOUN
spir-11139	132	4	:	:	PUNCT
spir-11139	132	5	power	power	NOUN
spir-11139	132	6	and	and	CCONJ
spir-11139	132	7	paranoia	paranoia	NOUN
spir-11139	132	8	in	in	ADP
spir-11139	132	9	the	the	DET
spir-11139	132	10	age	age	NOUN
spir-11139	132	11	of	of	ADP
spir-11139	132	12	fiber	fiber	NOUN
spir-11139	132	13	optics	optic	NOUN
spir-11139	132	14	.	.	PUNCT
spir-11139	133	1	mit	mit	PROPN
spir-11139	133	2	press	press	NOUN
spir-11139	133	3	.	.	PUNCT
spir-11139	134	1	edwards	edwards	PROPN
spir-11139	134	2	,	,	PUNCT
spir-11139	134	3	p.	p.	PROPN
spir-11139	134	4	n.	n.	PROPN
spir-11139	134	5	(	(	PUNCT
spir-11139	134	6	1997	1997	NUM
spir-11139	134	7	)	)	PUNCT
spir-11139	134	8	.	.	PUNCT
spir-11139	135	1	the	the	DET
spir-11139	135	2	closed	closed	ADJ
spir-11139	135	3	world	world	NOUN
spir-11139	135	4	:	:	PUNCT
spir-11139	135	5	computers	computer	NOUN
spir-11139	135	6	and	and	CCONJ
spir-11139	135	7	the	the	DET
spir-11139	135	8	politics	politic	NOUN
spir-11139	135	9	of	of	ADP
spir-11139	135	10	discourse	discourse	NOUN
spir-11139	135	11	in	in	ADP
spir-11139	135	12	cold	cold	PROPN
spir-11139	135	13	war	war	PROPN
spir-11139	135	14	america	america	PROPN
spir-11139	135	15	.	.	PUNCT
spir-11139	136	1	mit	mit	PROPN
spir-11139	136	2	press	press	PROPN
spir-11139	136	3	.	.	PUNCT
spir-11139	137	1	elmer	elmer	PROPN
spir-11139	137	2	,	,	PUNCT
spir-11139	137	3	g.	g.	PROPN
spir-11139	137	4	(	(	PUNCT
spir-11139	137	5	2012	2012	NUM
spir-11139	137	6	)	)	PUNCT
spir-11139	137	7	.	.	PUNCT
spir-11139	138	1	panopticon	panopticon	NOUN
spir-11139	138	2	—	—	PUNCT
spir-11139	138	3	discipline	discipline	NOUN
spir-11139	138	4	—	—	PUNCT
spir-11139	138	5	control	control	NOUN
spir-11139	138	6	.	.	PUNCT
spir-11139	139	1	in	in	ADP
spir-11139	139	2	k.	k.	PROPN
spir-11139	139	3	ball	ball	PROPN
spir-11139	139	4	,	,	PUNCT
spir-11139	139	5	k.	k.	PROPN
spir-11139	139	6	haggerty	haggerty	PROPN
spir-11139	139	7	,	,	PUNCT
spir-11139	139	8	&	&	CCONJ
spir-11139	139	9	d.	d.	PROPN
spir-11139	139	10	lyon	lyon	PROPN
spir-11139	139	11	(	(	PUNCT
spir-11139	139	12	eds	eds	PROPN
spir-11139	139	13	.	.	PUNCT
spir-11139	139	14	)	)	PUNCT
spir-11139	139	15	,	,	PUNCT
spir-11139	139	16	routledge	routledge	PROPN
spir-11139	139	17	handbook	handbook	PROPN
spir-11139	139	18	of	of	ADP
spir-11139	139	19	surveillance	surveillance	NOUN
spir-11139	139	20	studies	study	NOUN
spir-11139	139	21	(	(	PUNCT
spir-11139	139	22	pp	pp	X
spir-11139	139	23	.	.	PUNCT
spir-11139	139	24	21–29	21–29	NUM
spir-11139	139	25	)	)	PUNCT
spir-11139	139	26	.	.	PUNCT
spir-11139	140	1	routledge	routledge	PROPN
spir-11139	140	2	.	.	PUNCT
spir-11139	141	1	galloway	galloway	PROPN
spir-11139	141	2	,	,	PUNCT
spir-11139	141	3	a.	a.	NOUN
spir-11139	141	4	(	(	PUNCT
spir-11139	141	5	2004	2004	NUM
spir-11139	141	6	)	)	PUNCT
spir-11139	141	7	.	.	PUNCT
spir-11139	142	1	protocol	protocol	NOUN
spir-11139	142	2	:	:	PUNCT
spir-11139	142	3	how	how	SCONJ
spir-11139	142	4	control	control	NOUN
spir-11139	142	5	exists	exist	VERB
spir-11139	142	6	after	after	ADP
spir-11139	142	7	decentralization	decentralization	NOUN
spir-11139	142	8	.	.	PUNCT
spir-11139	143	1	mit	mit	PROPN
spir-11139	143	2	press	press	NOUN
spir-11139	143	3	.	.	PUNCT
spir-11139	144	1	langlois	langlois	PROPN
spir-11139	144	2	,	,	PUNCT
spir-11139	144	3	g.	g.	PROPN
spir-11139	144	4	,	,	PUNCT
spir-11139	144	5	&	&	CCONJ
spir-11139	144	6	elmer	elmer	PROPN
spir-11139	144	7	,	,	PUNCT
spir-11139	144	8	g.	g.	PROPN
spir-11139	144	9	(	(	PUNCT
spir-11139	144	10	2019	2019	NUM
spir-11139	144	11	)	)	PUNCT
spir-11139	144	12	.	.	PUNCT
spir-11139	145	1	impersonal	impersonal	ADJ
spir-11139	145	2	subjectivation	subjectivation	NOUN
spir-11139	145	3	from	from	ADP
spir-11139	145	4	platforms	platform	NOUN
spir-11139	145	5	to	to	ADP
spir-11139	145	6	infrastructures	infrastructure	NOUN
spir-11139	145	7	.	.	PUNCT
spir-11139	146	1	media	medium	NOUN
spir-11139	146	2	,	,	PUNCT
spir-11139	146	3	culture	culture	NOUN
spir-11139	146	4	&	&	CCONJ
spir-11139	146	5	society	society	PROPN
spir-11139	146	6	,	,	PUNCT
spir-11139	146	7	41(2	41(2	NUM
spir-11139	146	8	)	)	PUNCT
spir-11139	146	9	,	,	PUNCT
spir-11139	146	10	236–251	236–251	NUM
spir-11139	146	11	.	.	PUNCT
spir-11139	147	1	https://doi.org/10.1177/0163443718818374	https://doi.org/10.1177/0163443718818374	NOUN
spir-11139	147	2	rose	rise	VERB
spir-11139	147	3	,	,	PUNCT
spir-11139	147	4	n.	n.	PROPN
spir-11139	147	5	s.	s.	PROPN
spir-11139	147	6	(	(	PUNCT
spir-11139	147	7	1999	1999	NUM
spir-11139	147	8	)	)	PUNCT
spir-11139	147	9	.	.	PUNCT
spir-11139	148	1	powers	power	NOUN
spir-11139	148	2	of	of	ADP
spir-11139	148	3	freedom	freedom	NOUN
spir-11139	148	4	:	:	PUNCT
spir-11139	148	5	reframing	reframe	VERB
spir-11139	148	6	political	political	ADJ
spir-11139	148	7	thought	thought	NOUN
spir-11139	148	8	.	.	PUNCT
spir-11139	149	1	cambridge	cambridge	PROPN
spir-11139	149	2	university	university	PROPN
spir-11139	149	3	press	press	NOUN
spir-11139	149	4	.	.	PUNCT
spir-11139	150	1	rossiter	rossiter	NOUN
spir-11139	150	2	,	,	PUNCT
spir-11139	150	3	n.	n.	NOUN
spir-11139	150	4	(	(	PUNCT
spir-11139	150	5	2017	2017	NUM
spir-11139	150	6	)	)	PUNCT
spir-11139	150	7	.	.	PUNCT
spir-11139	151	1	imperial	imperial	ADJ
spir-11139	151	2	infrastructures	infrastructure	NOUN
spir-11139	151	3	and	and	CCONJ
spir-11139	151	4	asia	asia	PROPN
spir-11139	151	5	beyond	beyond	ADP
spir-11139	151	6	asia	asia	PROPN
spir-11139	151	7	:	:	PUNCT
spir-11139	151	8	data	datum	NOUN
spir-11139	151	9	centres	centre	NOUN
spir-11139	151	10	,	,	PUNCT
spir-11139	151	11	state	state	NOUN
spir-11139	151	12	formation	formation	NOUN
spir-11139	151	13	and	and	CCONJ
spir-11139	151	14	the	the	DET
spir-11139	151	15	territoriality	territoriality	NOUN
spir-11139	151	16	of	of	ADP
spir-11139	151	17	logistical	logistical	ADJ
spir-11139	151	18	media	medium	NOUN
spir-11139	151	19	.	.	PUNCT
spir-11139	152	1	the	the	DET
spir-11139	152	2	fibreculture	fibreculture	PROPN
spir-11139	152	3	journal	journal	NOUN
spir-11139	152	4	,	,	PUNCT
spir-11139	152	5	29	29	NUM
spir-11139	152	6	.	.	PUNCT
spir-11139	153	1	https://doi.org/10.15307/fcj.29.220.2017	https://doi.org/10.15307/fcj.29.220.2017	PROPN
spir-11139	153	2	sadowski	sadowski	PROPN
spir-11139	153	3	,	,	PUNCT
spir-11139	153	4	j.	j.	PROPN
spir-11139	153	5	(	(	PUNCT
spir-11139	153	6	2019	2019	NUM
spir-11139	153	7	)	)	PUNCT
spir-11139	153	8	.	.	PUNCT
spir-11139	154	1	when	when	SCONJ
spir-11139	154	2	data	datum	NOUN
spir-11139	154	3	is	be	AUX
spir-11139	154	4	capital	capital	NOUN
spir-11139	154	5	:	:	PUNCT
spir-11139	154	6	datafication	datafication	ADJ
spir-11139	154	7	,	,	PUNCT
spir-11139	154	8	accumulation	accumulation	NOUN
spir-11139	154	9	,	,	PUNCT
spir-11139	154	10	and	and	CCONJ
spir-11139	154	11	extraction	extraction	NOUN
spir-11139	154	12	.	.	PUNCT
spir-11139	155	1	big	big	ADJ
spir-11139	155	2	data	datum	NOUN
spir-11139	155	3	&	&	CCONJ
spir-11139	155	4	society	society	NOUN
spir-11139	155	5	,	,	PUNCT
spir-11139	155	6	6(1	6(1	NUM
spir-11139	155	7	)	)	PUNCT
spir-11139	155	8	.	.	PUNCT
spir-11139	156	1	https://doi.org/10.1177/2053951718820549	https://doi.org/10.1177/2053951718820549	PROPN
spir-11139	156	2	srnicek	srnicek	PROPN
spir-11139	156	3	,	,	PUNCT
spir-11139	156	4	n.	n.	NOUN
spir-11139	156	5	(	(	PUNCT
spir-11139	156	6	2017	2017	NUM
spir-11139	156	7	)	)	PUNCT
spir-11139	156	8	.	.	PUNCT
spir-11139	157	1	platform	platform	NOUN
spir-11139	157	2	capitalism	capitalism	NOUN
spir-11139	157	3	.	.	PUNCT
spir-11139	158	1	polity	polity	NOUN
spir-11139	158	2	.	.	PUNCT
spir-11139	159	1	steinberg	steinberg	PROPN
spir-11139	159	2	,	,	PUNCT
spir-11139	159	3	m.	m.	NOUN
spir-11139	159	4	(	(	PUNCT
spir-11139	159	5	2019	2019	NUM
spir-11139	159	6	)	)	PUNCT
spir-11139	159	7	.	.	PUNCT
spir-11139	160	1	the	the	DET
spir-11139	160	2	platform	platform	NOUN
spir-11139	160	3	economy	economy	NOUN
spir-11139	160	4	:	:	PUNCT
spir-11139	160	5	how	how	SCONJ
spir-11139	160	6	japan	japan	PROPN
spir-11139	160	7	transformed	transform	VERB
spir-11139	160	8	the	the	DET
spir-11139	160	9	consumer	consumer	NOUN
spir-11139	160	10	internet	internet	NOUN
spir-11139	160	11	.	.	PUNCT
spir-11139	161	1	university	university	NOUN
spir-11139	161	2	of	of	ADP
spir-11139	161	3	minnesota	minnesota	PROPN
spir-11139	161	4	press	press	PROPN
spir-11139	161	5	.	.	PUNCT
spir-11139	162	1	zuboff	zuboff	PROPN
spir-11139	162	2	,	,	PUNCT
spir-11139	162	3	s.	s.	PROPN
spir-11139	162	4	(	(	PUNCT
spir-11139	162	5	2019	2019	NUM
spir-11139	162	6	)	)	PUNCT
spir-11139	162	7	.	.	PUNCT
spir-11139	163	1	the	the	DET
spir-11139	163	2	age	age	NOUN
spir-11139	163	3	of	of	ADP
spir-11139	163	4	surveillance	surveillance	NOUN
spir-11139	163	5	capitalism	capitalism	NOUN
spir-11139	163	6	:	:	PUNCT
spir-11139	163	7	the	the	DET
spir-11139	163	8	fight	fight	NOUN
spir-11139	163	9	for	for	ADP
spir-11139	163	10	a	a	DET
spir-11139	163	11	human	human	ADJ
spir-11139	163	12	future	future	NOUN
spir-11139	163	13	at	at	ADP
spir-11139	163	14	the	the	DET
spir-11139	163	15	new	new	ADJ
spir-11139	163	16	frontier	frontier	NOUN
spir-11139	163	17	of	of	ADP
spir-11139	163	18	power	power	NOUN
spir-11139	163	19	.	.	PUNCT
spir-11139	164	1	publicaffairs	publicaffair	NOUN
spir-11139	164	2	.	.	PUNCT
spir-11139	165	1	power	power	NOUN
spir-11139	165	2	and	and	CCONJ
spir-11139	165	3	optimization	optimization	NOUN
spir-11139	165	4	in	in	ADP
spir-11139	165	5	the	the	DET
spir-11139	165	6	internet	internet	NOUN
spir-11139	165	7	architecture	architecture	NOUN
spir-11139	165	8	:	:	PUNCT
spir-11139	165	9	the	the	DET
spir-11139	165	10	programmable	programmable	ADJ
spir-11139	165	11	infrastructure	infrastructure	NOUN
spir-11139	165	12	of	of	ADP
spir-11139	165	13	5	5	NUM
spir-11139	165	14	g	g	NOUN
spir-11139	165	15	networks	network	NOUN
spir-11139	165	16	niels	niels	VERB
spir-11139	165	17	ten	ten	NUM
spir-11139	165	18	oever	oever	PROPN
spir-11139	165	19	university	university	PROPN
spir-11139	165	20	of	of	ADP
spir-11139	165	21	amsterdam	amsterdam	PROPN
spir-11139	165	22	&	&	CCONJ
spir-11139	165	23	texas	texas	PROPN
spir-11139	165	24	a&m	a&m	PROPN
spir-11139	165	25	university	university	PROPN
spir-11139	165	26	,	,	PUNCT
spir-11139	165	27	netherlands	netherlands	PROPN
spir-11139	165	28	&	&	CCONJ
spir-11139	165	29	usa	usa	PROPN
spir-11139	165	30	there	there	PRON
spir-11139	165	31	is	be	VERB
spir-11139	165	32	a	a	DET
spir-11139	165	33	seemingly	seemingly	ADV
spir-11139	165	34	full	full	ADJ
spir-11139	165	35	consensus	consensus	NOUN
spir-11139	165	36	among	among	ADP
spir-11139	165	37	governments	government	NOUN
spir-11139	165	38	,	,	PUNCT
spir-11139	165	39	telecommunication	telecommunication	NOUN
spir-11139	165	40	providers	provider	NOUN
spir-11139	165	41	,	,	PUNCT
spir-11139	165	42	and	and	CCONJ
spir-11139	165	43	network	network	NOUN
spir-11139	165	44	equipment	equipment	NOUN
spir-11139	165	45	vendors	vendor	NOUN
spir-11139	165	46	about	about	ADP
spir-11139	165	47	the	the	DET
spir-11139	165	48	societal	societal	ADJ
spir-11139	165	49	progress	progress	NOUN
spir-11139	165	50	,	,	PUNCT
spir-11139	165	51	innovation	innovation	NOUN
spir-11139	165	52	,	,	PUNCT
spir-11139	165	53	and	and	CCONJ
spir-11139	165	54	economic	economic	ADJ
spir-11139	165	55	growth	growth	NOUN
spir-11139	165	56	that	that	PRON
spir-11139	165	57	will	will	AUX
spir-11139	165	58	be	be	AUX
spir-11139	165	59	achieved	achieve	VERB
spir-11139	165	60	through	through	ADP
spir-11139	165	61	the	the	DET
spir-11139	165	62	implementation	implementation	NOUN
spir-11139	165	63	of	of	ADP
spir-11139	165	64	5	5	NUM
spir-11139	165	65	g	g	NOUN
spir-11139	165	66	networking	network	VERB
spir-11139	165	67	technology	technology	NOUN
spir-11139	165	68	(	(	PUNCT
spir-11139	165	69	selinis	selinis	PROPN
spir-11139	165	70	et	et	PROPN
spir-11139	165	71	al	al	PROPN
spir-11139	165	72	.	.	PROPN
spir-11139	165	73	,	,	PUNCT
spir-11139	165	74	2018	2018	NUM
spir-11139	165	75	)	)	PUNCT
spir-11139	165	76	.	.	PUNCT
spir-11139	166	1	the	the	DET
spir-11139	166	2	introduction	introduction	NOUN
spir-11139	166	3	of	of	ADP
spir-11139	166	4	5	5	NUM
spir-11139	166	5	g	g	NOUN
spir-11139	166	6	will	will	AUX
spir-11139	166	7	have	have	VERB
spir-11139	166	8	a	a	DET
spir-11139	166	9	significant	significant	ADJ
spir-11139	166	10	impact	impact	NOUN
spir-11139	166	11	on	on	ADP
spir-11139	166	12	the	the	DET
spir-11139	166	13	information	information	NOUN
spir-11139	166	14	architecture	architecture	NOUN
spir-11139	166	15	:	:	PUNCT
spir-11139	166	16	it	it	PRON
spir-11139	166	17	will	will	AUX
spir-11139	166	18	alter	alter	VERB
spir-11139	166	19	the	the	DET
spir-11139	166	20	characteristics	characteristic	NOUN
spir-11139	166	21	of	of	ADP
spir-11139	166	22	how	how	SCONJ
spir-11139	166	23	data	datum	NOUN
spir-11139	166	24	is	be	AUX
spir-11139	166	25	send	send	VERB
spir-11139	166	26	,	,	PUNCT
spir-11139	166	27	transported	transport	VERB
spir-11139	166	28	,	,	PUNCT
spir-11139	166	29	filtered	filter	VERB
spir-11139	166	30	,	,	PUNCT
spir-11139	166	31	and	and	CCONJ
spir-11139	166	32	routed	route	VERB
spir-11139	166	33	,	,	PUNCT
spir-11139	166	34	as	as	ADV
spir-11139	166	35	well	well	ADV
spir-11139	166	36	as	as	ADP
spir-11139	166	37	the	the	DET
spir-11139	166	38	parties	party	NOUN
spir-11139	166	39	that	that	PRON
spir-11139	166	40	have	have	VERB
spir-11139	166	41	access	access	NOUN
spir-11139	166	42	to	to	ADP
spir-11139	166	43	it	it	PRON
spir-11139	166	44	.	.	PUNCT
spir-11139	167	1	concerns	concern	NOUN
spir-11139	167	2	about	about	ADP
spir-11139	167	3	5	5	NUM
spir-11139	167	4	g	g	NOUN
spir-11139	167	5	have	have	AUX
spir-11139	167	6	been	be	AUX
spir-11139	167	7	framed	frame	VERB
spir-11139	167	8	either	either	CCONJ
spir-11139	167	9	in	in	ADP
spir-11139	167	10	the	the	DET
spir-11139	167	11	realm	realm	NOUN
spir-11139	167	12	of	of	ADP
spir-11139	167	13	concerns	concern	NOUN
spir-11139	167	14	about	about	ADP
spir-11139	167	15	electromagnetic	electromagnetic	ADJ
spir-11139	167	16	fields	field	NOUN
spir-11139	167	17	and	and	CCONJ
spir-11139	167	18	the	the	DET
spir-11139	167	19	warnings	warning	NOUN
spir-11139	167	20	from	from	ADP
spir-11139	167	21	the	the	DET
spir-11139	167	22	us	us	PROPN
spir-11139	167	23	government	government	NOUN
spir-11139	167	24	about	about	ADP
spir-11139	167	25	security	security	NOUN
spir-11139	167	26	risks	risk	NOUN
spir-11139	167	27	resulting	result	VERB
spir-11139	167	28	from	from	ADP
spir-11139	167	29	implementing	implement	VERB
spir-11139	167	30	chinese	chinese	ADJ
spir-11139	167	31	networking	network	VERB
spir-11139	167	32	equipment	equipment	NOUN
spir-11139	167	33	(	(	PUNCT
spir-11139	167	34	kaska	kaska	PROPN
spir-11139	167	35	et	et	PROPN
spir-11139	167	36	al	al	PROPN
spir-11139	167	37	.	.	PROPN
spir-11139	167	38	,	,	PUNCT
spir-11139	167	39	2019	2019	NUM
spir-11139	167	40	)	)	PUNCT
spir-11139	167	41	.	.	PUNCT
spir-11139	168	1	in	in	ADP
spir-11139	168	2	this	this	DET
spir-11139	168	3	paper	paper	NOUN
spir-11139	168	4	,	,	PUNCT
spir-11139	168	5	i	i	PRON
spir-11139	168	6	explore	explore	VERB
spir-11139	168	7	the	the	DET
spir-11139	168	8	powershifts	powershift	NOUN
spir-11139	168	9	that	that	PRON
spir-11139	168	10	come	come	VERB
spir-11139	168	11	with	with	ADP
spir-11139	168	12	sociotechnical	sociotechnical	ADJ
spir-11139	168	13	and	and	CCONJ
spir-11139	168	14	sociopolitical	sociopolitical	ADJ
spir-11139	168	15	reconfiguration	reconfiguration	NOUN
spir-11139	168	16	of	of	ADP
spir-11139	168	17	the	the	DET
spir-11139	168	18	internet	internet	NOUN
spir-11139	168	19	architecture	architecture	NOUN
spir-11139	168	20	that	that	PRON
spir-11139	168	21	happens	happen	VERB
spir-11139	168	22	with	with	ADP
spir-11139	168	23	the	the	DET
spir-11139	168	24	introduction	introduction	NOUN
spir-11139	168	25	of	of	ADP
spir-11139	168	26	5	5	NUM
spir-11139	168	27	g.	g.	NOUN
spir-11139	168	28	the	the	DET
spir-11139	168	29	internet	internet	NOUN
spir-11139	168	30	architecture	architecture	NOUN
spir-11139	168	31	,	,	PUNCT
spir-11139	168	32	with	with	ADP
spir-11139	168	33	its	its	PRON
spir-11139	168	34	principal	principal	ADJ
spir-11139	168	35	design	design	NOUN
spir-11139	168	36	principles	principle	NOUN
spir-11139	168	37	of	of	ADP
spir-11139	168	38	openness	openness	NOUN
spir-11139	168	39	,	,	PUNCT
spir-11139	168	40	end	end	NOUN
spir-11139	168	41	-	-	PUNCT
spir-11139	168	42	to	to	ADP
spir-11139	168	43	-	-	PUNCT
spir-11139	168	44	end	end	NOUN
spir-11139	168	45	,	,	PUNCT
spir-11139	168	46	and	and	CCONJ
spir-11139	168	47	permissionless	permissionless	NOUN
spir-11139	168	48	innovation	innovation	NOUN
spir-11139	168	49	,	,	PUNCT
spir-11139	168	50	was	be	AUX
spir-11139	168	51	developed	develop	VERB
spir-11139	168	52	in	in	ADP
spir-11139	168	53	response	response	NOUN
spir-11139	168	54	to	to	ADP
spir-11139	168	55	the	the	DET
spir-11139	168	56	centralized	centralized	ADJ
spir-11139	168	57	control	control	NOUN
spir-11139	168	58	over	over	ADP
spir-11139	168	59	communication	communication	NOUN
spir-11139	168	60	systems	system	NOUN
spir-11139	168	61	by	by	ADP
spir-11139	168	62	telecommunication	telecommunication	NOUN
spir-11139	168	63	providers	provider	NOUN
spir-11139	168	64	(	(	PUNCT
spir-11139	168	65	abbate	abbate	NOUN
spir-11139	168	66	,	,	PUNCT
spir-11139	168	67	1999	1999	NUM
spir-11139	168	68	;	;	PUNCT
spir-11139	168	69	russell	russell	PROPN
spir-11139	168	70	,	,	PUNCT
spir-11139	168	71	2014	2014	NUM
spir-11139	168	72	)	)	PUNCT
spir-11139	168	73	.	.	PUNCT
spir-11139	169	1	with	with	ADP
spir-11139	169	2	the	the	DET
spir-11139	169	3	deployment	deployment	NOUN
spir-11139	169	4	of	of	ADP
spir-11139	169	5	the	the	DET
spir-11139	169	6	new	new	ADJ
spir-11139	169	7	network	network	NOUN
spir-11139	169	8	infrastructure	infrastructure	NOUN
spir-11139	169	9	for	for	ADP
spir-11139	169	10	5	5	NUM
spir-11139	169	11	g	g	NOUN
spir-11139	169	12	,	,	PUNCT
spir-11139	169	13	which	which	PRON
spir-11139	169	14	likely	likely	ADV
spir-11139	169	15	will	will	AUX
spir-11139	169	16	be	be	AUX
spir-11139	169	17	the	the	DET
spir-11139	169	18	main	main	ADJ
spir-11139	169	19	means	mean	NOUN
spir-11139	169	20	of	of	ADP
spir-11139	169	21	network	network	NOUN
spir-11139	169	22	access	access	NOUN
spir-11139	169	23	in	in	ADP
spir-11139	169	24	urban	urban	ADJ
spir-11139	169	25	environments	environment	NOUN
spir-11139	169	26	,	,	PUNCT
spir-11139	169	27	telecommunication	telecommunication	NOUN
spir-11139	169	28	providers	provider	NOUN
spir-11139	169	29	are	be	AUX
spir-11139	169	30	introducing	introduce	VERB
spir-11139	169	31	a	a	DET
spir-11139	169	32	new	new	ADJ
spir-11139	169	33	architectural	architectural	ADJ
spir-11139	169	34	paradigm	paradigm	NOUN
spir-11139	169	35	to	to	PART
spir-11139	169	36	produce	produce	VERB
spir-11139	169	37	a	a	DET
spir-11139	169	38	highly	highly	ADV
spir-11139	169	39	configurable	configurable	ADJ
spir-11139	169	40	network	network	NOUN
spir-11139	169	41	with	with	ADP
spir-11139	169	42	less	less	ADJ
spir-11139	169	43	complexity	complexity	NOUN
spir-11139	169	44	and	and	CCONJ
spir-11139	169	45	higher	high	ADJ
spir-11139	169	46	bandwidths	bandwidth	NOUN
spir-11139	169	47	.	.	PUNCT
spir-11139	170	1	different	different	ADJ
spir-11139	170	2	from	from	ADP
spir-11139	170	3	what	what	PRON
spir-11139	170	4	the	the	DET
spir-11139	170	5	name	name	NOUN
spir-11139	170	6	suggests	suggest	VERB
spir-11139	170	7	,	,	PUNCT
spir-11139	170	8	5	5	NUM
spir-11139	170	9	g	g	NOUN
spir-11139	170	10	is	be	AUX
spir-11139	170	11	not	not	PART
spir-11139	170	12	an	an	DET
spir-11139	170	13	incremental	incremental	ADJ
spir-11139	170	14	development	development	NOUN
spir-11139	170	15	of	of	ADP
spir-11139	170	16	4	4	NUM
spir-11139	170	17	g	g	NOUN
spir-11139	170	18	(	(	PUNCT
spir-11139	170	19	andrews	andrews	PROPN
spir-11139	170	20	et	et	PROPN
spir-11139	170	21	al	al	PROPN
spir-11139	170	22	.	.	PROPN
spir-11139	170	23	,	,	PUNCT
spir-11139	170	24	2014	2014	NUM
spir-11139	170	25	)	)	PUNCT
spir-11139	170	26	,	,	PUNCT
spir-11139	170	27	but	but	CCONJ
spir-11139	170	28	rather	rather	ADV
spir-11139	170	29	a	a	DET
spir-11139	170	30	sociotechnical	sociotechnical	ADJ
spir-11139	170	31	and	and	CCONJ
spir-11139	170	32	socio	socio	NOUN
spir-11139	170	33	-	-	PUNCT
spir-11139	170	34	political	political	ADJ
spir-11139	170	35	paradigm	paradigm	NOUN
spir-11139	170	36	shift	shift	NOUN
spir-11139	170	37	.	.	PUNCT
spir-11139	171	1	this	this	DET
spir-11139	171	2	shift	shift	NOUN
spir-11139	171	3	will	will	AUX
spir-11139	171	4	empower	empower	VERB
spir-11139	171	5	telecommunication	telecommunication	NOUN
spir-11139	171	6	providers	provider	NOUN
spir-11139	171	7	with	with	ADP
spir-11139	171	8	significant	significant	ADJ
spir-11139	171	9	controls	control	NOUN
spir-11139	171	10	over	over	ADP
spir-11139	171	11	the	the	DET
spir-11139	171	12	network	network	NOUN
spir-11139	171	13	,	,	PUNCT
spir-11139	171	14	and	and	CCONJ
spir-11139	171	15	thus	thus	ADV
spir-11139	171	16	reinstate	reinstate	VERB
spir-11139	171	17	a	a	DET
spir-11139	171	18	telecommunication	telecommunication	NOUN
spir-11139	171	19	regime	regime	NOUN
spir-11139	171	20	that	that	PRON
spir-11139	171	21	bears	bear	VERB
spir-11139	171	22	resemblance	resemblance	NOUN
spir-11139	171	23	to	to	ADP
spir-11139	171	24	that	that	PRON
spir-11139	171	25	of	of	ADP
spir-11139	171	26	the	the	DET
spir-11139	171	27	pre	pre	ADJ
spir-11139	171	28	-	-	ADJ
spir-11139	171	29	internet	internet	ADJ
spir-11139	171	30	age	age	NOUN
spir-11139	171	31	.	.	PUNCT
spir-11139	172	1	i	i	PRON
spir-11139	172	2	build	build	VERB
spir-11139	172	3	on	on	ADP
spir-11139	172	4	science	science	NOUN
spir-11139	172	5	and	and	CCONJ
spir-11139	172	6	technology	technology	NOUN
spir-11139	172	7	studies	study	NOUN
spir-11139	172	8	and	and	CCONJ
spir-11139	172	9	international	international	ADJ
spir-11139	172	10	relations	relation	NOUN
spir-11139	172	11	to	to	PART
spir-11139	172	12	foreground	foreground	VERB
spir-11139	172	13	how	how	SCONJ
spir-11139	172	14	power	power	NOUN
spir-11139	172	15	and	and	CCONJ
spir-11139	172	16	control	control	NOUN
spir-11139	172	17	are	be	AUX
spir-11139	172	18	exercised	exercise	VERB
spir-11139	172	19	through	through	ADP
spir-11139	172	20	and	and	CCONJ
spir-11139	172	21	over	over	ADP
spir-11139	172	22	international	international	ADJ
spir-11139	172	23	information	information	NOUN
spir-11139	172	24	networks	network	NOUN
spir-11139	172	25	.	.	PUNCT
spir-11139	173	1	i	i	PRON
spir-11139	173	2	show	show	VERB
spir-11139	173	3	how	how	SCONJ
spir-11139	173	4	the	the	DET
spir-11139	173	5	sociotechnical	sociotechnical	ADJ
spir-11139	173	6	imaginary	imaginary	ADJ
spir-11139	173	7	of	of	ADP
spir-11139	173	8	5	5	NUM
spir-11139	173	9	g	g	NOUN
spir-11139	173	10	,	,	PUNCT
spir-11139	173	11	echoes	echo	VERB
spir-11139	173	12	a	a	DET
spir-11139	173	13	‘	'	PUNCT
spir-11139	173	14	rhetoric	rhetoric	NOUN
spir-11139	173	15	of	of	ADP
spir-11139	173	16	the	the	DET
spir-11139	173	17	electronic	electronic	ADJ
spir-11139	173	18	sublime	sublime	NOUN
spir-11139	173	19	’	'	PUNCT
spir-11139	173	20	(	(	PUNCT
spir-11139	173	21	j.	j.	PROPN
spir-11139	173	22	w.	w.	PROPN
spir-11139	173	23	carey	carey	PROPN
spir-11139	173	24	&	&	CCONJ
spir-11139	173	25	quirk	quirk	PROPN
spir-11139	173	26	,	,	PUNCT
spir-11139	173	27	1970	1970	NUM
spir-11139	173	28	)	)	PUNCT
spir-11139	173	29	and	and	CCONJ
spir-11139	173	30	a	a	DET
spir-11139	173	31	‘	'	PUNCT
spir-11139	173	32	nostalgia	nostalgia	NOUN
spir-11139	173	33	for	for	ADP
spir-11139	173	34	the	the	DET
spir-11139	173	35	future	future	NOUN
spir-11139	173	36	’	'	PUNCT
spir-11139	173	37	(	(	PUNCT
spir-11139	173	38	j.	j.	PROPN
spir-11139	173	39	carey	carey	PROPN
spir-11139	173	40	,	,	PUNCT
spir-11139	173	41	1989	1989	NUM
spir-11139	173	42	,	,	PUNCT
spir-11139	173	43	p.	p.	NOUN
spir-11139	173	44	200	200	NUM
spir-11139	173	45	)	)	PUNCT
spir-11139	173	46	that	that	PRON
spir-11139	173	47	legitimize	legitimize	VERB
spir-11139	173	48	the	the	DET
spir-11139	173	49	shift	shift	NOUN
spir-11139	173	50	from	from	ADP
spir-11139	173	51	industry	industry	NOUN
spir-11139	173	52	self	self	NOUN
spir-11139	173	53	-	-	PUNCT
spir-11139	173	54	regulation	regulation	NOUN
spir-11139	173	55	(	(	PUNCT
spir-11139	173	56	sowell	sowell	PROPN
spir-11139	173	57	,	,	PUNCT
spir-11139	173	58	2012	2012	NUM
spir-11139	173	59	)	)	PUNCT
spir-11139	173	60	towards	towards	ADP
spir-11139	173	61	an	an	DET
spir-11139	173	62	intergovernmental	intergovernmental	ADJ
spir-11139	173	63	telecommunications	telecommunications	NOUN
spir-11139	173	64	governance	governance	NOUN
spir-11139	173	65	regime	regime	NOUN
spir-11139	173	66	(	(	PUNCT
spir-11139	173	67	drake	drake	PROPN
spir-11139	173	68	&	&	CCONJ
spir-11139	173	69	wilson	wilson	PROPN
spir-11139	173	70	,	,	PUNCT
spir-11139	173	71	2008	2008	NUM
spir-11139	173	72	)	)	PUNCT
spir-11139	173	73	,	,	PUNCT
spir-11139	173	74	that	that	PRON
spir-11139	173	75	is	be	AUX
spir-11139	173	76	being	be	AUX
spir-11139	173	77	facilitated	facilitate	VERB
spir-11139	173	78	by	by	ADP
spir-11139	173	79	telecommunications	telecommunication	NOUN
spir-11139	173	80	operators	operator	NOUN
spir-11139	173	81	and	and	CCONJ
spir-11139	173	82	equipment	equipment	NOUN
spir-11139	173	83	vendors	vendor	NOUN
spir-11139	173	84	.	.	PUNCT
spir-11139	174	1	in	in	ADP
spir-11139	174	2	order	order	NOUN
spir-11139	174	3	to	to	PART
spir-11139	174	4	do	do	AUX
spir-11139	174	5	this	this	PRON
spir-11139	174	6	,	,	PUNCT
spir-11139	174	7	i	i	PRON
spir-11139	174	8	operationalize	operationalize	VERB
spir-11139	174	9	my	my	PRON
spir-11139	174	10	analysis	analysis	NOUN
spir-11139	174	11	through	through	ADP
spir-11139	174	12	code	code	NOUN
spir-11139	174	13	ethnography	ethnography	NOUN
spir-11139	174	14	(	(	PUNCT
spir-11139	174	15	rosa	rosa	PROPN
spir-11139	174	16	,	,	PUNCT
spir-11139	174	17	2019	2019	NUM
spir-11139	174	18	)	)	PUNCT
spir-11139	174	19	,	,	PUNCT
spir-11139	174	20	the	the	DET
spir-11139	174	21	qualitative	qualitative	ADJ
spir-11139	174	22	and	and	CCONJ
spir-11139	174	23	quantitative	quantitative	ADJ
spir-11139	174	24	document	document	NOUN
spir-11139	174	25	analysis	analysis	NOUN
spir-11139	174	26	of	of	ADP
spir-11139	174	27	technical	technical	ADJ
spir-11139	174	28	standards	standard	NOUN
spir-11139	174	29	,	,	PUNCT
spir-11139	174	30	and	and	CCONJ
spir-11139	174	31	process	process	NOUN
spir-11139	174	32	tracing	trace	VERB
spir-11139	174	33	of	of	ADP
spir-11139	174	34	standards	standard	NOUN
spir-11139	174	35	development	development	NOUN
spir-11139	174	36	in	in	ADP
spir-11139	174	37	the	the	DET
spir-11139	174	38	3gpp	3gpp	PROPN
spir-11139	174	39	.	.	PUNCT
spir-11139	175	1	i	i	PRON
spir-11139	175	2	subsequently	subsequently	ADV
spir-11139	175	3	leverage	leverage	VERB
spir-11139	175	4	the	the	DET
spir-11139	175	5	theoretical	theoretical	ADJ
spir-11139	175	6	lenses	lense	NOUN
spir-11139	175	7	of	of	ADP
spir-11139	175	8	socio	socio	NOUN
spir-11139	175	9	-	-	PUNCT
spir-11139	175	10	technical	technical	ADJ
spir-11139	175	11	imaginaries	imaginary	NOUN
spir-11139	175	12	(	(	PUNCT
spir-11139	175	13	jasanoff	jasanoff	PROPN
spir-11139	175	14	&	&	CCONJ
spir-11139	175	15	kim	kim	PROPN
spir-11139	175	16	,	,	PUNCT
spir-11139	175	17	2015	2015	NUM
spir-11139	175	18	)	)	PUNCT
spir-11139	175	19	and	and	CCONJ
spir-11139	175	20	metagovernance	metagovernance	NOUN
spir-11139	175	21	(	(	PUNCT
spir-11139	175	22	torfing	torfing	NOUN
spir-11139	175	23	,	,	PUNCT
spir-11139	175	24	2016	2016	NUM
spir-11139	175	25	)	)	PUNCT
spir-11139	175	26	to	to	PART
spir-11139	175	27	uncover	uncover	VERB
spir-11139	175	28	‘	'	PUNCT
spir-11139	175	29	the	the	DET
spir-11139	175	30	agency	agency	NOUN
spir-11139	175	31	of	of	ADP
spir-11139	175	32	technology	technology	NOUN
spir-11139	175	33	designers	designer	NOUN
spir-11139	175	34	,	,	PUNCT
spir-11139	175	35	policy	policy	NOUN
spir-11139	175	36	-	-	PUNCT
spir-11139	175	37	makers	maker	NOUN
spir-11139	175	38	,	,	PUNCT
spir-11139	175	39	and	and	CCONJ
spir-11139	175	40	users	user	NOUN
spir-11139	175	41	as	as	SCONJ
spir-11139	175	42	those	those	DET
spir-11139	175	43	interact	interact	VERB
spir-11139	175	44	in	in	ADP
spir-11139	175	45	a	a	DET
spir-11139	175	46	distributed	distribute	VERB
spir-11139	175	47	fashion	fashion	NOUN
spir-11139	175	48	,	,	PUNCT
spir-11139	175	49	with	with	ADP
spir-11139	175	50	technologies	technology	NOUN
spir-11139	175	51	,	,	PUNCT
spir-11139	175	52	rules	rule	NOUN
spir-11139	175	53	,	,	PUNCT
spir-11139	175	54	and	and	CCONJ
spir-11139	175	55	regulations	regulation	NOUN
spir-11139	175	56	,	,	PUNCT
spir-11139	175	57	leading	lead	VERB
spir-11139	175	58	to	to	ADP
spir-11139	175	59	unintended	unintended	ADJ
spir-11139	175	60	consequences	consequence	NOUN
spir-11139	175	61	with	with	ADP
spir-11139	175	62	systemic	systemic	ADJ
spir-11139	175	63	effects	effect	NOUN
spir-11139	175	64	’	'	PUNCT
spir-11139	175	65	(	(	PUNCT
spir-11139	175	66	epstein	epstein	PROPN
spir-11139	175	67	et	et	PROPN
spir-11139	175	68	al	al	PROPN
spir-11139	175	69	.	.	PROPN
spir-11139	175	70	,	,	PUNCT
spir-11139	175	71	2016	2016	NUM
spir-11139	175	72	)	)	PUNCT
spir-11139	175	73	.	.	PUNCT
spir-11139	176	1	the	the	DET
spir-11139	176	2	socio	socio	NOUN
spir-11139	176	3	-	-	PUNCT
spir-11139	176	4	political	political	ADJ
spir-11139	176	5	reordering	reordering	NOUN
spir-11139	176	6	of	of	ADP
spir-11139	176	7	the	the	DET
spir-11139	176	8	network	network	NOUN
spir-11139	176	9	through	through	ADP
spir-11139	176	10	the	the	DET
spir-11139	176	11	introduction	introduction	NOUN
spir-11139	176	12	of	of	ADP
spir-11139	176	13	5	5	NUM
spir-11139	176	14	g	g	NOUN
spir-11139	176	15	finds	find	VERB
spir-11139	176	16	its	its	PRON
spir-11139	176	17	origins	origin	NOUN
spir-11139	176	18	in	in	ADP
spir-11139	176	19	institutional	institutional	ADJ
spir-11139	176	20	design	design	NOUN
spir-11139	176	21	.	.	PUNCT
spir-11139	177	1	the	the	DET
spir-11139	177	2	current	current	ADJ
spir-11139	177	3	development	development	NOUN
spir-11139	177	4	of	of	ADP
spir-11139	177	5	internet	internet	NOUN
spir-11139	177	6	protocols	protocol	NOUN
spir-11139	177	7	happens	happen	VERB
spir-11139	177	8	at	at	ADP
spir-11139	177	9	the	the	DET
spir-11139	177	10	internet	internet	NOUN
spir-11139	177	11	engineering	engineering	NOUN
spir-11139	177	12	taskforce	taskforce	NOUN
spir-11139	177	13	(	(	PUNCT
spir-11139	177	14	ietf	ietf	ADJ
spir-11139	177	15	)	)	PUNCT
spir-11139	177	16	,	,	PUNCT
spir-11139	177	17	where	where	SCONJ
spir-11139	177	18	voluntary	voluntary	ADJ
spir-11139	177	19	standards	standard	NOUN
spir-11139	177	20	are	be	AUX
spir-11139	177	21	developed	develop	VERB
spir-11139	177	22	through	through	ADP
spir-11139	177	23	an	an	DET
spir-11139	177	24	open	open	ADJ
spir-11139	177	25	and	and	CCONJ
spir-11139	177	26	participatory	participatory	ADJ
spir-11139	177	27	process	process	NOUN
spir-11139	177	28	.	.	PUNCT
spir-11139	178	1	in	in	ADP
spir-11139	178	2	contrast	contrast	NOUN
spir-11139	178	3	,	,	PUNCT
spir-11139	178	4	telecommunications	telecommunications	NOUN
spir-11139	178	5	standards	standard	NOUN
spir-11139	178	6	for	for	ADP
spir-11139	178	7	mobile	mobile	ADJ
spir-11139	178	8	networks	network	NOUN
spir-11139	178	9	are	be	AUX
spir-11139	178	10	developed	develop	VERB
spir-11139	178	11	by	by	ADP
spir-11139	178	12	companies	company	NOUN
spir-11139	178	13	,	,	PUNCT
spir-11139	178	14	national	national	ADJ
spir-11139	178	15	,	,	PUNCT
spir-11139	178	16	and	and	CCONJ
spir-11139	178	17	regional	regional	ADJ
spir-11139	178	18	standards	standard	NOUN
spir-11139	178	19	bodies	body	NOUN
spir-11139	178	20	that	that	PRON
spir-11139	178	21	are	be	AUX
spir-11139	178	22	organized	organize	VERB
spir-11139	178	23	in	in	ADP
spir-11139	178	24	a	a	DET
spir-11139	178	25	membership	membership	NOUN
spir-11139	178	26	organization	organization	NOUN
spir-11139	178	27	called	call	VERB
spir-11139	178	28	the	the	DET
spir-11139	178	29	3rd	3rd	ADJ
spir-11139	178	30	generation	generation	NOUN
spir-11139	178	31	partnership	partnership	NOUN
spir-11139	178	32	project	project	NOUN
spir-11139	178	33	(	(	PUNCT
spir-11139	178	34	3gpp	3gpp	PROPN
spir-11139	178	35	)	)	PUNCT
spir-11139	178	36	.	.	PUNCT
spir-11139	179	1	after	after	SCONJ
spir-11139	179	2	the	the	DET
spir-11139	179	3	standards	standard	NOUN
spir-11139	179	4	are	be	AUX
spir-11139	179	5	developed	develop	VERB
spir-11139	179	6	in	in	ADP
spir-11139	179	7	3gpp	3gpp	PROPN
spir-11139	179	8	,	,	PUNCT
spir-11139	179	9	they	they	PRON
spir-11139	179	10	move	move	VERB
spir-11139	179	11	on	on	ADP
spir-11139	179	12	for	for	ADP
spir-11139	179	13	official	official	ADJ
spir-11139	179	14	standardization	standardization	NOUN
spir-11139	179	15	in	in	ADP
spir-11139	179	16	the	the	DET
spir-11139	179	17	united	united	PROPN
spir-11139	179	18	nations	nations	PROPN
spir-11139	179	19	international	international	PROPN
spir-11139	179	20	telecommunications	telecommunications	PROPN
spir-11139	179	21	union	union	PROPN
spir-11139	179	22	(	(	PUNCT
spir-11139	179	23	itu	itu	PROPN
spir-11139	179	24	)	)	PUNCT
spir-11139	179	25	.	.	PUNCT
spir-11139	180	1	the	the	DET
spir-11139	180	2	standards	standard	NOUN
spir-11139	180	3	that	that	PRON
spir-11139	180	4	are	be	AUX
spir-11139	180	5	sanctioned	sanction	VERB
spir-11139	180	6	by	by	ADP
spir-11139	180	7	the	the	DET
spir-11139	180	8	itu	itu	PROPN
spir-11139	180	9	are	be	AUX
spir-11139	180	10	therefore	therefore	ADV
spir-11139	180	11	obligatory	obligatory	ADJ
spir-11139	180	12	standards	standard	NOUN
spir-11139	180	13	.	.	PUNCT
spir-11139	181	1	traditionally	traditionally	ADV
spir-11139	181	2	,	,	PUNCT
spir-11139	181	3	the	the	DET
spir-11139	181	4	3gpp	3gpp	PROPN
spir-11139	181	5	provides	provide	VERB
spir-11139	181	6	the	the	DET
spir-11139	181	7	standards	standard	NOUN
spir-11139	181	8	for	for	ADP
spir-11139	181	9	the	the	DET
spir-11139	181	10	lower	low	ADJ
spir-11139	181	11	layers	layer	NOUN
spir-11139	181	12	of	of	ADP
spir-11139	181	13	communication	communication	NOUN
spir-11139	181	14	networks	network	NOUN
spir-11139	181	15	on	on	ADP
spir-11139	181	16	which	which	PRON
spir-11139	181	17	the	the	DET
spir-11139	181	18	ietf	ietf	ADJ
spir-11139	181	19	would	would	AUX
spir-11139	181	20	standardize	standardize	VERB
spir-11139	181	21	the	the	DET
spir-11139	181	22	internet	internet	NOUN
spir-11139	181	23	protocol	protocol	NOUN
spir-11139	181	24	(	(	PUNCT
spir-11139	181	25	ip	ip	NOUN
spir-11139	181	26	)	)	PUNCT
spir-11139	181	27	to	to	PART
spir-11139	181	28	produce	produce	VERB
spir-11139	181	29	the	the	DET
spir-11139	181	30	network	network	NOUN
spir-11139	181	31	of	of	ADP
spir-11139	181	32	networks	network	NOUN
spir-11139	181	33	,	,	PUNCT
spir-11139	181	34	which	which	PRON
spir-11139	181	35	we	we	PRON
spir-11139	181	36	know	know	VERB
spir-11139	181	37	as	as	ADP
spir-11139	181	38	the	the	DET
spir-11139	181	39	internet	internet	NOUN
spir-11139	181	40	.	.	PUNCT
spir-11139	182	1	with	with	ADP
spir-11139	182	2	the	the	DET
spir-11139	182	3	advent	advent	NOUN
spir-11139	182	4	of	of	ADP
spir-11139	182	5	5	5	NUM
spir-11139	182	6	g	g	NOUN
spir-11139	182	7	,	,	PUNCT
spir-11139	182	8	member	member	NOUN
spir-11139	182	9	organizations	organization	NOUN
spir-11139	182	10	of	of	ADP
spir-11139	182	11	the	the	DET
spir-11139	182	12	3gpp	3gpp	PROPN
spir-11139	182	13	have	have	AUX
spir-11139	182	14	made	make	VERB
spir-11139	182	15	it	it	PRON
spir-11139	182	16	clear	clear	ADJ
spir-11139	182	17	they	they	PRON
spir-11139	182	18	want	want	VERB
spir-11139	182	19	to	to	PART
spir-11139	182	20	replace	replace	VERB
spir-11139	182	21	ip	ip	ADV
spir-11139	182	22	based	base	VERB
spir-11139	182	23	networks	network	NOUN
spir-11139	182	24	to	to	PART
spir-11139	182	25	reduce	reduce	VERB
spir-11139	182	26	complexity	complexity	NOUN
spir-11139	182	27	,	,	PUNCT
spir-11139	182	28	increase	increase	VERB
spir-11139	182	29	control	control	NOUN
spir-11139	182	30	by	by	ADP
spir-11139	182	31	network	network	NOUN
spir-11139	182	32	operators	operator	NOUN
spir-11139	182	33	,	,	PUNCT
spir-11139	182	34	and	and	CCONJ
spir-11139	182	35	address	address	VERB
spir-11139	182	36	‘	'	PUNCT
spir-11139	182	37	challenges	challenge	NOUN
spir-11139	182	38	with	with	ADP
spir-11139	182	39	end	end	NOUN
spir-11139	182	40	-	-	PUNCT
spir-11139	182	41	to	to	ADP
spir-11139	182	42	-	-	PUNCT
spir-11139	182	43	end	end	NOUN
spir-11139	182	44	encrypted	encrypt	VERB
spir-11139	182	45	content	content	NOUN
spir-11139	182	46	’	'	PUNCT
spir-11139	182	47	(	(	PUNCT
spir-11139	182	48	sutton	sutton	PROPN
spir-11139	182	49	et	et	PROPN
spir-11139	182	50	al	al	PROPN
spir-11139	182	51	.	.	PROPN
spir-11139	182	52	,	,	PUNCT
spir-11139	182	53	2016	2016	NUM
spir-11139	182	54	,	,	PUNCT
spir-11139	182	55	p.	p.	NOUN
spir-11139	182	56	8)	8)	NUM
spir-11139	182	57	.	.	PUNCT
spir-11139	183	1	a	a	DET
spir-11139	183	2	shift	shift	NOUN
spir-11139	183	3	in	in	ADP
spir-11139	183	4	authority	authority	NOUN
spir-11139	183	5	over	over	ADP
spir-11139	183	6	internet	internet	NOUN
spir-11139	183	7	standards	standard	NOUN
spir-11139	183	8	development	development	NOUN
spir-11139	183	9	would	would	AUX
spir-11139	183	10	increase	increase	VERB
spir-11139	183	11	the	the	DET
spir-11139	183	12	influence	influence	NOUN
spir-11139	183	13	by	by	ADP
spir-11139	183	14	nation	nation	NOUN
spir-11139	183	15	-	-	PUNCT
spir-11139	183	16	states	state	NOUN
spir-11139	183	17	over	over	ADP
spir-11139	183	18	information	information	NOUN
spir-11139	183	19	networks	network	NOUN
spir-11139	183	20	since	since	SCONJ
spir-11139	183	21	only	only	ADJ
spir-11139	183	22	countries	country	NOUN
spir-11139	183	23	have	have	VERB
spir-11139	183	24	a	a	DET
spir-11139	183	25	vote	vote	NOUN
spir-11139	183	26	in	in	ADP
spir-11139	183	27	the	the	DET
spir-11139	183	28	itu	itu	PROPN
spir-11139	183	29	,	,	PUNCT
spir-11139	183	30	and	and	CCONJ
spir-11139	183	31	itu	itu	PROPN
spir-11139	183	32	standards	standard	NOUN
spir-11139	183	33	are	be	AUX
spir-11139	183	34	binding	bind	VERB
spir-11139	183	35	,	,	PUNCT
spir-11139	183	36	not	not	PART
spir-11139	183	37	voluntary	voluntary	ADJ
spir-11139	183	38	as	as	SCONJ
spir-11139	183	39	the	the	DET
spir-11139	183	40	current	current	ADJ
spir-11139	183	41	internet	internet	NOUN
spir-11139	183	42	standards	standard	NOUN
spir-11139	183	43	are	be	AUX
spir-11139	183	44	.	.	PUNCT
spir-11139	184	1	this	this	PRON
spir-11139	184	2	would	would	AUX
spir-11139	184	3	alter	alter	VERB
spir-11139	184	4	the	the	DET
spir-11139	184	5	standards	standard	NOUN
spir-11139	184	6	development	development	NOUN
spir-11139	184	7	process	process	NOUN
spir-11139	184	8	from	from	ADP
spir-11139	184	9	the	the	DET
spir-11139	184	10	current	current	ADJ
spir-11139	184	11	participatory	participatory	ADJ
spir-11139	184	12	consensus	consensus	NOUN
spir-11139	184	13	process	process	NOUN
spir-11139	184	14	for	for	ADP
spir-11139	184	15	open	open	ADJ
spir-11139	184	16	standards	standard	NOUN
spir-11139	184	17	in	in	ADP
spir-11139	184	18	the	the	DET
spir-11139	184	19	ietf	ietf	ADJ
spir-11139	184	20	,	,	PUNCT
spir-11139	184	21	as	as	ADV
spir-11139	184	22	well	well	ADV
spir-11139	184	23	as	as	ADP
spir-11139	184	24	the	the	DET
spir-11139	184	25	design	design	NOUN
spir-11139	184	26	of	of	ADP
spir-11139	184	27	the	the	DET
spir-11139	184	28	internet	internet	NOUN
spir-11139	184	29	.	.	PUNCT
spir-11139	185	1	the	the	DET
spir-11139	185	2	current	current	ADJ
spir-11139	185	3	internet	internet	NOUN
spir-11139	185	4	architecture	architecture	NOUN
spir-11139	185	5	is	be	AUX
spir-11139	185	6	based	base	VERB
spir-11139	185	7	on	on	ADP
spir-11139	185	8	principles	principle	NOUN
spir-11139	185	9	such	such	ADJ
spir-11139	185	10	as	as	ADP
spir-11139	185	11	‘	'	PUNCT
spir-11139	185	12	decentralized	decentralized	ADJ
spir-11139	185	13	control	control	NOUN
spir-11139	185	14	,	,	PUNCT
spir-11139	185	15	edge	edge	NOUN
spir-11139	185	16	user	user	NOUN
spir-11139	185	17	empowerment	empowerment	NOUN
spir-11139	185	18	,	,	PUNCT
spir-11139	185	19	and	and	CCONJ
spir-11139	185	20	the	the	DET
spir-11139	185	21	sharing	sharing	NOUN
spir-11139	185	22	of	of	ADP
spir-11139	185	23	resources	resource	NOUN
spir-11139	185	24	’	'	PUNCT
spir-11139	185	25	(	(	PUNCT
spir-11139	185	26	alvestrand	alvestrand	ADP
spir-11139	185	27	,	,	PUNCT
spir-11139	185	28	2004	2004	NUM
spir-11139	185	29	)	)	PUNCT
spir-11139	185	30	,	,	PUNCT
spir-11139	185	31	whereas	whereas	SCONJ
spir-11139	185	32	telecom	telecom	NOUN
spir-11139	185	33	operators	operator	NOUN
spir-11139	185	34	aim	aim	VERB
spir-11139	185	35	for	for	ADP
spir-11139	185	36	less	less	ADJ
spir-11139	185	37	complexity	complexity	NOUN
spir-11139	185	38	and	and	CCONJ
spir-11139	185	39	unified	unified	ADJ
spir-11139	185	40	control	control	NOUN
spir-11139	185	41	planes	plane	NOUN
spir-11139	185	42	(	(	PUNCT
spir-11139	185	43	sutton	sutton	PROPN
spir-11139	185	44	et	et	PROPN
spir-11139	185	45	al	al	PROPN
spir-11139	185	46	.	.	PROPN
spir-11139	185	47	,	,	PUNCT
spir-11139	185	48	2016	2016	NUM
spir-11139	185	49	)	)	PUNCT
spir-11139	185	50	.	.	PUNCT
spir-11139	186	1	the	the	DET
spir-11139	186	2	socio	socio	NOUN
spir-11139	186	3	-	-	PUNCT
spir-11139	186	4	technical	technical	ADJ
spir-11139	186	5	reconfiguration	reconfiguration	NOUN
spir-11139	186	6	of	of	ADP
spir-11139	186	7	the	the	DET
spir-11139	186	8	network	network	NOUN
spir-11139	186	9	is	be	AUX
spir-11139	186	10	the	the	DET
spir-11139	186	11	result	result	NOUN
spir-11139	186	12	of	of	ADP
spir-11139	186	13	the	the	DET
spir-11139	186	14	installation	installation	NOUN
spir-11139	186	15	of	of	ADP
spir-11139	186	16	a	a	DET
spir-11139	186	17	new	new	ADJ
spir-11139	186	18	dense	dense	ADJ
spir-11139	186	19	grid	grid	NOUN
spir-11139	186	20	of	of	ADP
spir-11139	186	21	antennas	antenna	NOUN
spir-11139	186	22	and	and	CCONJ
spir-11139	186	23	routers	router	NOUN
spir-11139	186	24	that	that	PRON
spir-11139	186	25	are	be	AUX
spir-11139	186	26	needed	need	VERB
spir-11139	186	27	to	to	PART
spir-11139	186	28	service	service	VERB
spir-11139	186	29	new	new	ADJ
spir-11139	186	30	frequencies	frequency	NOUN
spir-11139	186	31	in	in	ADP
spir-11139	186	32	the	the	DET
spir-11139	186	33	radio	radio	NOUN
spir-11139	186	34	spectrum	spectrum	NOUN
spir-11139	186	35	.	.	PUNCT
spir-11139	187	1	this	this	DET
spir-11139	187	2	infrastructure	infrastructure	NOUN
spir-11139	187	3	investment	investment	NOUN
spir-11139	187	4	brings	bring	VERB
spir-11139	187	5	about	about	ADP
spir-11139	187	6	a	a	DET
spir-11139	187	7	new	new	ADJ
spir-11139	187	8	generation	generation	NOUN
spir-11139	187	9	of	of	ADP
spir-11139	187	10	technologies	technology	NOUN
spir-11139	187	11	such	such	ADJ
spir-11139	187	12	as	as	ADP
spir-11139	187	13	‘	'	PUNCT
spir-11139	187	14	software	software	NOUN
spir-11139	187	15	defined	define	VERB
spir-11139	187	16	networking	network	VERB
spir-11139	187	17	’	'	PUNCT
spir-11139	187	18	,	,	PUNCT
spir-11139	187	19	‘	'	PUNCT
spir-11139	187	20	network	network	NOUN
spir-11139	187	21	function	function	NOUN
spir-11139	187	22	virtualization	virtualization	NOUN
spir-11139	187	23	’	'	PUNCT
spir-11139	187	24	,	,	PUNCT
spir-11139	187	25	and	and	CCONJ
spir-11139	187	26	‘	'	PUNCT
spir-11139	187	27	information	information	NOUN
spir-11139	187	28	centric	centric	ADJ
spir-11139	187	29	networking	networking	NOUN
spir-11139	187	30	’	'	PUNCT
spir-11139	187	31	.	.	PUNCT
spir-11139	188	1	the	the	DET
spir-11139	188	2	combination	combination	NOUN
spir-11139	188	3	of	of	ADP
spir-11139	188	4	these	these	DET
spir-11139	188	5	technologies	technology	NOUN
spir-11139	188	6	produces	produce	VERB
spir-11139	188	7	a	a	DET
spir-11139	188	8	distributed	distribute	VERB
spir-11139	188	9	network	network	NOUN
spir-11139	188	10	with	with	ADP
spir-11139	188	11	centralized	centralized	ADJ
spir-11139	188	12	configuration	configuration	NOUN
spir-11139	188	13	functions	function	NOUN
spir-11139	188	14	that	that	PRON
spir-11139	188	15	previously	previously	ADV
spir-11139	188	16	could	could	AUX
spir-11139	188	17	not	not	PART
spir-11139	188	18	be	be	AUX
spir-11139	188	19	implemented	implement	VERB
spir-11139	188	20	due	due	ADP
spir-11139	188	21	to	to	ADP
spir-11139	188	22	the	the	DET
spir-11139	188	23	reliance	reliance	NOUN
spir-11139	188	24	on	on	ADP
spir-11139	188	25	expensive	expensive	ADJ
spir-11139	188	26	and	and	CCONJ
spir-11139	188	27	inflexible	inflexible	ADJ
spir-11139	188	28	hardware	hardware	NOUN
spir-11139	188	29	,	,	PUNCT
spir-11139	188	30	instead	instead	ADV
spir-11139	188	31	of	of	ADP
spir-11139	188	32	a	a	DET
spir-11139	188	33	programmable	programmable	ADJ
spir-11139	188	34	general	general	ADJ
spir-11139	188	35	-	-	PUNCT
spir-11139	188	36	purpose	purpose	NOUN
spir-11139	188	37	infrastructure	infrastructure	NOUN
spir-11139	188	38	.	.	PUNCT
spir-11139	189	1	the	the	DET
spir-11139	189	2	algorithmic	algorithmic	ADJ
spir-11139	189	3	optimization	optimization	NOUN
spir-11139	189	4	of	of	ADP
spir-11139	189	5	the	the	DET
spir-11139	189	6	network	network	NOUN
spir-11139	189	7	,	,	PUNCT
spir-11139	189	8	based	base	VERB
spir-11139	189	9	on	on	ADP
spir-11139	189	10	network	network	NOUN
spir-11139	189	11	data	datum	NOUN
spir-11139	189	12	,	,	PUNCT
spir-11139	189	13	can	can	AUX
spir-11139	189	14	,	,	PUNCT
spir-11139	189	15	for	for	ADP
spir-11139	189	16	instance	instance	NOUN
spir-11139	189	17	,	,	PUNCT
spir-11139	189	18	be	be	AUX
spir-11139	189	19	instrumentalized	instrumentalize	VERB
spir-11139	189	20	for	for	ADP
spir-11139	189	21	the	the	DET
spir-11139	189	22	timely	timely	ADV
spir-11139	189	23	caching	caching	NOUN
spir-11139	189	24	of	of	ADP
spir-11139	189	25	content	content	NOUN
spir-11139	189	26	,	,	PUNCT
spir-11139	189	27	targeted	target	VERB
spir-11139	189	28	advertisement	advertisement	NOUN
spir-11139	189	29	provision	provision	NOUN
spir-11139	189	30	,	,	PUNCT
spir-11139	189	31	as	as	ADV
spir-11139	189	32	well	well	ADV
spir-11139	189	33	as	as	ADP
spir-11139	189	34	individual	individual	ADJ
spir-11139	189	35	-	-	PUNCT
spir-11139	189	36	level	level	NOUN
spir-11139	189	37	content	content	NOUN
spir-11139	189	38	filtering	filtering	NOUN
spir-11139	189	39	.	.	PUNCT
spir-11139	190	1	aside	aside	ADV
spir-11139	190	2	from	from	ADP
spir-11139	190	3	the	the	DET
spir-11139	190	4	shift	shift	NOUN
spir-11139	190	5	in	in	ADP
spir-11139	190	6	control	control	NOUN
spir-11139	190	7	over	over	ADP
spir-11139	190	8	the	the	DET
spir-11139	190	9	standardization	standardization	NOUN
spir-11139	190	10	process	process	NOUN
spir-11139	190	11	to	to	ADP
spir-11139	190	12	nation	nation	NOUN
spir-11139	190	13	states	state	NOUN
spir-11139	190	14	,	,	PUNCT
spir-11139	190	15	algorithmic	algorithmic	ADJ
spir-11139	190	16	optimization	optimization	NOUN
spir-11139	190	17	and	and	CCONJ
spir-11139	190	18	the	the	DET
spir-11139	190	19	recentralized	recentralize	VERB
spir-11139	190	20	control	control	NOUN
spir-11139	190	21	over	over	ADP
spir-11139	190	22	telecommunication	telecommunication	NOUN
spir-11139	190	23	networks	network	NOUN
spir-11139	190	24	will	will	AUX
spir-11139	190	25	negatively	negatively	ADV
spir-11139	190	26	impact	impact	VERB
spir-11139	190	27	the	the	DET
spir-11139	190	28	transparent	transparent	ADJ
spir-11139	190	29	,	,	PUNCT
spir-11139	190	30	accountable	accountable	ADJ
spir-11139	190	31	,	,	PUNCT
spir-11139	190	32	and	and	CCONJ
spir-11139	190	33	configurable	configurable	ADJ
spir-11139	190	34	workings	working	NOUN
spir-11139	190	35	of	of	ADP
spir-11139	190	36	the	the	DET
spir-11139	190	37	network	network	NOUN
spir-11139	190	38	for	for	ADP
spir-11139	190	39	end	end	NOUN
spir-11139	190	40	users	user	NOUN
spir-11139	190	41	.	.	PUNCT
spir-11139	191	1	references	reference	NOUN
spir-11139	191	2	abbate	abbate	VERB
spir-11139	191	3	,	,	PUNCT
spir-11139	191	4	j.	j.	PROPN
spir-11139	191	5	(	(	PUNCT
spir-11139	191	6	1999	1999	NUM
spir-11139	191	7	)	)	PUNCT
spir-11139	191	8	.	.	PUNCT
spir-11139	192	1	inventing	invent	VERB
spir-11139	192	2	the	the	DET
spir-11139	192	3	internet	internet	NOUN
spir-11139	192	4	.	.	PUNCT
spir-11139	193	1	the	the	DET
spir-11139	193	2	mit	mit	PROPN
spir-11139	193	3	press	press	NOUN
spir-11139	193	4	.	.	PUNCT
spir-11139	194	1	alvestrand	alvestrand	ADP
spir-11139	194	2	,	,	PUNCT
spir-11139	194	3	h.	h.	PROPN
spir-11139	194	4	t.	t.	PROPN
spir-11139	194	5	(	(	PUNCT
spir-11139	194	6	2004	2004	NUM
spir-11139	194	7	)	)	PUNCT
spir-11139	194	8	.	.	PUNCT
spir-11139	195	1	rfc3935	rfc3935	ADV
spir-11139	195	2	—	—	PUNCT
spir-11139	195	3	a	a	DET
spir-11139	195	4	mission	mission	NOUN
spir-11139	195	5	statement	statement	NOUN
spir-11139	195	6	for	for	ADP
spir-11139	195	7	the	the	DET
spir-11139	195	8	ietf	ietf	ADJ
spir-11139	195	9	(	(	PUNCT
spir-11139	195	10	rfc	rfc	NOUN
spir-11139	195	11	-	-	PUNCT
spir-11139	195	12	series	series	NOUN
spir-11139	195	13	)	)	PUNCT
spir-11139	195	14	.	.	PUNCT
spir-11139	196	1	ietf	ietf	ADJ
spir-11139	196	2	.	.	PUNCT
spir-11139	197	1	https://tools.ietf.org/html/rfc3935	https://tools.ietf.org/html/rfc3935	PROPN
spir-11139	197	2	andrews	andrews	PROPN
spir-11139	197	3	,	,	PUNCT
spir-11139	197	4	j.	j.	PROPN
spir-11139	197	5	g.	g.	PROPN
spir-11139	197	6	,	,	PUNCT
spir-11139	197	7	buzzi	buzzi	PROPN
spir-11139	197	8	,	,	PUNCT
spir-11139	197	9	s.	s.	PROPN
spir-11139	197	10	,	,	PUNCT
spir-11139	197	11	choi	choi	PROPN
spir-11139	197	12	,	,	PUNCT
spir-11139	197	13	w.	w.	PROPN
spir-11139	197	14	,	,	PUNCT
spir-11139	197	15	hanly	hanly	ADV
spir-11139	197	16	,	,	PUNCT
spir-11139	197	17	s.	s.	PROPN
spir-11139	197	18	v.	v.	PROPN
spir-11139	197	19	,	,	PUNCT
spir-11139	197	20	lozano	lozano	PROPN
spir-11139	197	21	,	,	PUNCT
spir-11139	197	22	a.	a.	PROPN
spir-11139	197	23	,	,	PUNCT
spir-11139	197	24	soong	soong	PROPN
spir-11139	197	25	,	,	PUNCT
spir-11139	197	26	a.	a.	PROPN
spir-11139	197	27	c.	c.	PROPN
spir-11139	197	28	k.	k.	PROPN
spir-11139	197	29	,	,	PUNCT
spir-11139	197	30	&	&	CCONJ
spir-11139	197	31	zhang	zhang	PROPN
spir-11139	197	32	,	,	PUNCT
spir-11139	197	33	j.	j.	PROPN
spir-11139	197	34	c.	c.	PROPN
spir-11139	197	35	(	(	PUNCT
spir-11139	197	36	2014	2014	NUM
spir-11139	197	37	)	)	PUNCT
spir-11139	197	38	.	.	PUNCT
spir-11139	198	1	what	what	PRON
spir-11139	198	2	will	will	AUX
spir-11139	198	3	5	5	NUM
spir-11139	198	4	g	g	NOUN
spir-11139	198	5	be	be	AUX
spir-11139	198	6	?	?	PUNCT
spir-11139	199	1	ieee	ieee	PROPN
spir-11139	199	2	journal	journal	PROPN
spir-11139	199	3	on	on	ADP
spir-11139	199	4	selected	select	VERB
spir-11139	199	5	areas	area	NOUN
spir-11139	199	6	in	in	ADP
spir-11139	199	7	communications	communication	NOUN
spir-11139	199	8	,	,	PUNCT
spir-11139	199	9	32(6	32(6	NUM
spir-11139	199	10	)	)	PUNCT
spir-11139	199	11	,	,	PUNCT
spir-11139	199	12	1065–1082	1065–1082	NUM
spir-11139	199	13	.	.	PUNCT
spir-11139	200	1	https://doi.org/10.1109/jsac.2014.2328098	https://doi.org/10.1109/jsac.2014.2328098	PROPN
spir-11139	200	2	carey	carey	PROPN
spir-11139	200	3	,	,	PUNCT
spir-11139	200	4	j.	j.	PROPN
spir-11139	200	5	(	(	PUNCT
spir-11139	200	6	1989	1989	NUM
spir-11139	200	7	)	)	PUNCT
spir-11139	200	8	.	.	PUNCT
spir-11139	201	1	communication	communication	NOUN
spir-11139	201	2	as	as	ADP
spir-11139	201	3	culture	culture	NOUN
spir-11139	201	4	:	:	PUNCT
spir-11139	201	5	essays	essay	NOUN
spir-11139	201	6	on	on	ADP
spir-11139	201	7	media	medium	NOUN
spir-11139	201	8	and	and	CCONJ
spir-11139	201	9	culture	culture	NOUN
spir-11139	201	10	.	.	PUNCT
spir-11139	202	1	new	new	PROPN
spir-11139	202	2	york	york	PROPN
spir-11139	202	3	,	,	PUNCT
spir-11139	202	4	ny	ny	PROPN
spir-11139	202	5	:	:	PUNCT
spir-11139	202	6	unwin	unwin	PROPN
spir-11139	202	7	hyman	hyman	PROPN
spir-11139	202	8	.	.	PROPN
spir-11139	202	9	carey	carey	PROPN
spir-11139	202	10	,	,	PUNCT
spir-11139	202	11	j.	j.	PROPN
spir-11139	202	12	w.	w.	PROPN
spir-11139	202	13	,	,	PUNCT
spir-11139	202	14	&	&	CCONJ
spir-11139	202	15	quirk	quirk	PROPN
spir-11139	202	16	,	,	PUNCT
spir-11139	202	17	j.	j.	PROPN
spir-11139	202	18	j.	j.	PROPN
spir-11139	202	19	(	(	PUNCT
spir-11139	202	20	1970	1970	NUM
spir-11139	202	21	)	)	PUNCT
spir-11139	202	22	.	.	PUNCT
spir-11139	203	1	the	the	DET
spir-11139	203	2	mythos	mythos	NOUN
spir-11139	203	3	of	of	ADP
spir-11139	203	4	the	the	DET
spir-11139	203	5	electronic	electronic	ADJ
spir-11139	203	6	revolution	revolution	NOUN
spir-11139	203	7	.	.	PUNCT
spir-11139	204	1	the	the	DET
spir-11139	204	2	american	american	ADJ
spir-11139	204	3	scholar	scholar	NOUN
spir-11139	204	4	,	,	PUNCT
spir-11139	204	5	395–424	395–424	NUM
spir-11139	204	6	.	.	PUNCT
spir-11139	204	7	drake	drake	PROPN
spir-11139	204	8	,	,	PUNCT
spir-11139	204	9	w.	w.	PROPN
spir-11139	204	10	j.	j.	PROPN
spir-11139	204	11	,	,	PUNCT
spir-11139	204	12	&	&	CCONJ
spir-11139	204	13	wilson	wilson	PROPN
spir-11139	204	14	,	,	PUNCT
spir-11139	204	15	i.	i.	PROPN
spir-11139	204	16	i.	i.	PROPN
spir-11139	204	17	i.	i.	PROPN
spir-11139	204	18	(	(	PUNCT
spir-11139	204	19	2008	2008	NUM
spir-11139	204	20	)	)	PUNCT
spir-11139	204	21	.	.	PUNCT
spir-11139	205	1	governing	govern	VERB
spir-11139	205	2	global	global	ADJ
spir-11139	205	3	electronic	electronic	ADJ
spir-11139	205	4	networks	network	NOUN
spir-11139	205	5	:	:	PUNCT
spir-11139	205	6	international	international	ADJ
spir-11139	205	7	perspectives	perspective	NOUN
spir-11139	205	8	on	on	ADP
spir-11139	205	9	policy	policy	NOUN
spir-11139	205	10	and	and	CCONJ
spir-11139	205	11	power	power	NOUN
spir-11139	205	12	/	/	SYM
spir-11139	205	13	ed	ed	NOUN
spir-11139	205	14	.	.	PUNCT
spir-11139	206	1	by	by	ADP
spir-11139	206	2	william	william	PROPN
spir-11139	206	3	j.	j.	PROPN
spir-11139	206	4	drake	drake	PROPN
spir-11139	206	5	and	and	CCONJ
spir-11139	206	6	ernest	ernest	PROPN
spir-11139	206	7	j.	j.	PROPN
spir-11139	206	8	wilson	wilson	PROPN
spir-11139	206	9	,	,	PUNCT
spir-11139	206	10	iii	iii	PROPN
spir-11139	206	11	.	.	PUNCT
spir-11139	206	12	mit	mit	PROPN
spir-11139	206	13	press	press	PROPN
spir-11139	206	14	.	.	PUNCT
spir-11139	207	1	epstein	epstein	PROPN
spir-11139	207	2	,	,	PUNCT
spir-11139	207	3	d.	d.	PROPN
spir-11139	207	4	,	,	PUNCT
spir-11139	207	5	katzenbach	katzenbach	NOUN
spir-11139	207	6	,	,	PUNCT
spir-11139	207	7	c.	c.	PROPN
spir-11139	207	8	,	,	PUNCT
spir-11139	207	9	&	&	CCONJ
spir-11139	207	10	musiani	musiani	PROPN
spir-11139	207	11	,	,	PUNCT
spir-11139	207	12	f.	f.	PROPN
spir-11139	207	13	(	(	PUNCT
spir-11139	207	14	2016	2016	NUM
spir-11139	207	15	)	)	PUNCT
spir-11139	207	16	.	.	PUNCT
spir-11139	208	1	doing	do	VERB
spir-11139	208	2	internet	internet	NOUN
spir-11139	208	3	governance	governance	NOUN
spir-11139	208	4	:	:	PUNCT
spir-11139	208	5	practices	practice	NOUN
spir-11139	208	6	,	,	PUNCT
spir-11139	208	7	controversies	controversy	NOUN
spir-11139	208	8	,	,	PUNCT
spir-11139	208	9	infrastructures	infrastructure	NOUN
spir-11139	208	10	,	,	PUNCT
spir-11139	208	11	and	and	CCONJ
spir-11139	208	12	institutions	institution	NOUN
spir-11139	208	13	.	.	PUNCT
spir-11139	209	1	internet	internet	NOUN
spir-11139	209	2	policy	policy	NOUN
spir-11139	209	3	review	review	NOUN
spir-11139	209	4	.	.	PUNCT
spir-11139	210	1	https://policyreview.info/articles/analysis/doing-internet-governance-practicescontroversies-infrastructures-and-0	https://policyreview.info/articles/analysis/doing-internet-governance-practicescontroversies-infrastructures-and-0	NOUN
spir-11139	210	2	jasanoff	jasanoff	PROPN
spir-11139	210	3	,	,	PUNCT
spir-11139	210	4	s.	s.	PROPN
spir-11139	210	5	,	,	PUNCT
spir-11139	210	6	&	&	CCONJ
spir-11139	210	7	kim	kim	PROPN
spir-11139	210	8	,	,	PUNCT
spir-11139	210	9	s.-h	s.-h	NOUN
spir-11139	210	10	.	.	PUNCT
spir-11139	211	1	(	(	PUNCT
spir-11139	211	2	2015	2015	NUM
spir-11139	211	3	)	)	PUNCT
spir-11139	211	4	.	.	PUNCT
spir-11139	212	1	dreamscapes	dreamscapes	PROPN
spir-11139	212	2	of	of	ADP
spir-11139	212	3	modernity	modernity	NOUN
spir-11139	212	4	:	:	PUNCT
spir-11139	212	5	sociotechnical	sociotechnical	ADJ
spir-11139	212	6	imaginaries	imaginary	NOUN
spir-11139	212	7	and	and	CCONJ
spir-11139	212	8	the	the	DET
spir-11139	212	9	fabrication	fabrication	NOUN
spir-11139	212	10	of	of	ADP
spir-11139	212	11	power	power	NOUN
spir-11139	212	12	.	.	PUNCT
spir-11139	213	1	university	university	NOUN
spir-11139	213	2	of	of	ADP
spir-11139	213	3	chicago	chicago	PROPN
spir-11139	213	4	press	press	PROPN
spir-11139	213	5	.	.	PUNCT
spir-11139	214	1	kaska	kaska	PROPN
spir-11139	214	2	,	,	PUNCT
spir-11139	214	3	k.	k.	PROPN
spir-11139	214	4	,	,	PUNCT
spir-11139	214	5	beckvard	beckvard	PROPN
spir-11139	214	6	,	,	PUNCT
spir-11139	214	7	h.	h.	PROPN
spir-11139	214	8	,	,	PUNCT
spir-11139	214	9	&	&	CCONJ
spir-11139	214	10	minárik	minárik	PROPN
spir-11139	214	11	,	,	PUNCT
spir-11139	214	12	t.	t.	PROPN
spir-11139	214	13	(	(	PUNCT
spir-11139	214	14	2019	2019	NUM
spir-11139	214	15	)	)	PUNCT
spir-11139	214	16	.	.	PUNCT
spir-11139	215	1	huawei	huawei	PROPN
spir-11139	215	2	,	,	PUNCT
spir-11139	215	3	5	5	NUM
spir-11139	215	4	g	g	NOUN
spir-11139	215	5	and	and	CCONJ
spir-11139	215	6	china	china	PROPN
spir-11139	215	7	as	as	ADP
spir-11139	215	8	a	a	DET
spir-11139	215	9	security	security	NOUN
spir-11139	215	10	threat	threat	NOUN
spir-11139	215	11	.	.	PUNCT
spir-11139	216	1	nato	nato	PROPN
spir-11139	216	2	cooperative	cooperative	ADJ
spir-11139	216	3	cyber	cyber	NOUN
spir-11139	216	4	defence	defence	NOUN
spir-11139	216	5	center	center	NOUN
spir-11139	216	6	for	for	ADP
spir-11139	216	7	excellence	excellence	NOUN
spir-11139	216	8	(	(	PUNCT
spir-11139	216	9	ccdcoe	ccdcoe	NOUN
spir-11139	216	10	)	)	PUNCT
spir-11139	216	11	,	,	PUNCT
spir-11139	216	12	28	28	NUM
spir-11139	216	13	.	.	PUNCT
spir-11139	217	1	rosa	rosa	PROPN
spir-11139	217	2	,	,	PUNCT
spir-11139	217	3	f.	f.	PROPN
spir-11139	217	4	r.	r.	PROPN
spir-11139	217	5	(	(	PUNCT
spir-11139	217	6	2019	2019	NUM
spir-11139	217	7	)	)	PUNCT
spir-11139	217	8	.	.	PUNCT
spir-11139	218	1	global	global	ADJ
spir-11139	218	2	internet	internet	NOUN
spir-11139	218	3	interconnection	interconnection	NOUN
spir-11139	218	4	infrastructure	infrastructure	NOUN
spir-11139	218	5	:	:	PUNCT
spir-11139	218	6	materiality	materiality	NOUN
spir-11139	218	7	,	,	PUNCT
spir-11139	218	8	concealment	concealment	NOUN
spir-11139	218	9	,	,	PUNCT
spir-11139	218	10	and	and	CCONJ
spir-11139	218	11	surveillance	surveillance	NOUN
spir-11139	218	12	in	in	ADP
spir-11139	218	13	contemporary	contemporary	ADJ
spir-11139	218	14	communication	communication	NOUN
spir-11139	219	1	[	[	X
spir-11139	219	2	phd	phd	NOUN
spir-11139	219	3	thesis	thesis	NOUN
spir-11139	219	4	]	]	X
spir-11139	219	5	.	.	PUNCT
spir-11139	220	1	american	american	PROPN
spir-11139	220	2	university	university	PROPN
spir-11139	220	3	.	.	PUNCT
spir-11139	221	1	russell	russell	PROPN
spir-11139	221	2	,	,	PUNCT
spir-11139	221	3	a.	a.	PROPN
spir-11139	221	4	l.	l.	PROPN
spir-11139	221	5	(	(	PUNCT
spir-11139	221	6	2014	2014	NUM
spir-11139	221	7	)	)	PUNCT
spir-11139	221	8	.	.	PUNCT
spir-11139	222	1	open	open	ADJ
spir-11139	222	2	standards	standard	NOUN
spir-11139	222	3	and	and	CCONJ
spir-11139	222	4	the	the	DET
spir-11139	222	5	digital	digital	ADJ
spir-11139	222	6	age	age	NOUN
spir-11139	222	7	.	.	PUNCT
spir-11139	223	1	cambridge	cambridge	PROPN
spir-11139	223	2	university	university	PROPN
spir-11139	223	3	press	press	NOUN
spir-11139	223	4	.	.	PUNCT
spir-11139	224	1	selinis	selinis	PROPN
spir-11139	224	2	,	,	PUNCT
spir-11139	224	3	i.	i.	PROPN
spir-11139	224	4	,	,	PUNCT
spir-11139	224	5	katsaros	katsaros	PROPN
spir-11139	224	6	,	,	PUNCT
spir-11139	224	7	k.	k.	PROPN
spir-11139	224	8	,	,	PUNCT
spir-11139	224	9	allayioti	allayioti	PROPN
spir-11139	224	10	,	,	PUNCT
spir-11139	224	11	m.	m.	NOUN
spir-11139	224	12	,	,	PUNCT
spir-11139	224	13	vahid	vahid	PROPN
spir-11139	224	14	,	,	PUNCT
spir-11139	224	15	s.	s.	PROPN
spir-11139	224	16	,	,	PUNCT
spir-11139	224	17	&	&	CCONJ
spir-11139	224	18	tafazolli	tafazolli	PROPN
spir-11139	224	19	,	,	PUNCT
spir-11139	224	20	r.	r.	PROPN
spir-11139	224	21	(	(	PUNCT
spir-11139	224	22	2018	2018	NUM
spir-11139	224	23	)	)	PUNCT
spir-11139	224	24	.	.	PUNCT
spir-11139	225	1	the	the	DET
spir-11139	225	2	race	race	NOUN
spir-11139	225	3	to	to	ADP
spir-11139	225	4	5	5	NUM
spir-11139	225	5	g	g	NOUN
spir-11139	225	6	era	era	NOUN
spir-11139	225	7	;	;	PUNCT
spir-11139	225	8	lte	lte	PROPN
spir-11139	225	9	and	and	CCONJ
spir-11139	225	10	wi	wi	PROPN
spir-11139	225	11	-	-	PUNCT
spir-11139	225	12	fi	fi	NOUN
spir-11139	225	13	.	.	PUNCT
spir-11139	226	1	ieee	ieee	NOUN
spir-11139	226	2	access	access	NOUN
spir-11139	226	3	,	,	PUNCT
spir-11139	226	4	6	6	NUM
spir-11139	226	5	,	,	PUNCT
spir-11139	226	6	56598–56636	56598–56636	NUM
spir-11139	226	7	.	.	PUNCT
spir-11139	227	1	https://doi.org/10.1109/access.2018.2867729	https://doi.org/10.1109/access.2018.2867729	PROPN
spir-11139	227	2	sowell	sowell	PROPN
spir-11139	227	3	,	,	PUNCT
spir-11139	227	4	j.	j.	PROPN
spir-11139	227	5	h.	h.	PROPN
spir-11139	227	6	(	(	PUNCT
spir-11139	227	7	2012	2012	NUM
spir-11139	227	8	)	)	PUNCT
spir-11139	227	9	.	.	PUNCT
spir-11139	228	1	empirical	empirical	ADJ
spir-11139	228	2	studies	study	NOUN
spir-11139	228	3	of	of	ADP
spir-11139	228	4	bottom	bottom	ADJ
spir-11139	228	5	-	-	PUNCT
spir-11139	228	6	up	up	ADP
spir-11139	228	7	internet	internet	NOUN
spir-11139	228	8	governance	governance	NOUN
spir-11139	228	9	.	.	PUNCT
spir-11139	229	1	proc	proc	NOUN
spir-11139	229	2	.	.	PUNCT
spir-11139	230	1	tprc	tprc	PROPN
spir-11139	230	2	.	.	PUNCT
spir-11139	231	1	sutton	sutton	PROPN
spir-11139	231	2	,	,	PUNCT
spir-11139	231	3	a.	a.	PROPN
spir-11139	231	4	,	,	PUNCT
spir-11139	231	5	li	li	PROPN
spir-11139	231	6	,	,	PUNCT
spir-11139	231	7	r.	r.	PROPN
spir-11139	231	8	,	,	PUNCT
spir-11139	231	9	pillay	pillay	PROPN
spir-11139	231	10	esnault	esnault	PROPN
spir-11139	231	11	,	,	PUNCT
spir-11139	231	12	p.	p.	NOUN
spir-11139	231	13	,	,	PUNCT
spir-11139	231	14	foster	foster	PROPN
spir-11139	231	15	,	,	PUNCT
spir-11139	231	16	g.	g.	PROPN
spir-11139	231	17	,	,	PUNCT
spir-11139	231	18	han	han	PROPN
spir-11139	231	19	,	,	PUNCT
spir-11139	231	20	l.	l.	PROPN
spir-11139	231	21	,	,	PUNCT
spir-11139	231	22	grasa	grasa	PROPN
spir-11139	231	23	gras	gras	PROPN
spir-11139	231	24	,	,	PUNCT
spir-11139	231	25	e.	e.	PROPN
spir-11139	231	26	,	,	PUNCT
spir-11139	231	27	shepher	shepher	ADV
spir-11139	231	28	,	,	PUNCT
spir-11139	231	29	m.	m.	NOUN
spir-11139	231	30	,	,	PUNCT
spir-11139	231	31	sheng	sheng	PROPN
spir-11139	231	32	,	,	PUNCT
spir-11139	231	33	j.	j.	PROPN
spir-11139	231	34	,	,	PUNCT
spir-11139	231	35	makhijani	makhijani	PROPN
spir-11139	231	36	,	,	PUNCT
spir-11139	231	37	k.	k.	PROPN
spir-11139	231	38	,	,	PUNCT
spir-11139	231	39	grant	grant	PROPN
spir-11139	231	40	,	,	PUNCT
spir-11139	231	41	j.	j.	PROPN
spir-11139	231	42	,	,	PUNCT
spir-11139	231	43	mohajer	mohajer	PROPN
spir-11139	231	44	,	,	PUNCT
spir-11139	231	45	m.	m.	NOUN
spir-11139	231	46	,	,	PUNCT
spir-11139	231	47	lopez	lopez	NOUN
spir-11139	231	48	,	,	PUNCT
spir-11139	231	49	d.	d.	PROPN
spir-11139	231	50	,	,	PUNCT
spir-11139	231	51	day	day	PROPN
spir-11139	231	52	,	,	PUNCT
spir-11139	231	53	j.	j.	PROPN
spir-11139	231	54	,	,	PUNCT
spir-11139	231	55	chenhao	chenhao	PROPN
spir-11139	231	56	,	,	PUNCT
spir-11139	231	57	y.	y.	PROPN
spir-11139	231	58	,	,	PUNCT
spir-11139	231	59	&	&	CCONJ
spir-11139	231	60	yinyue	yinyue	PROPN
spir-11139	231	61	,	,	PUNCT
spir-11139	231	62	m.	m.	NOUN
spir-11139	231	63	(	(	PUNCT
spir-11139	231	64	2016	2016	NUM
spir-11139	231	65	)	)	PUNCT
spir-11139	231	66	.	.	PUNCT
spir-11139	232	1	next	next	ADJ
spir-11139	232	2	generation	generation	NOUN
spir-11139	232	3	protocols	protocol	NOUN
spir-11139	232	4	–	–	PUNCT
spir-11139	232	5	market	market	NOUN
spir-11139	232	6	drivers	driver	NOUN
spir-11139	232	7	and	and	CCONJ
spir-11139	232	8	key	key	ADJ
spir-11139	232	9	scenarios	scenario	NOUN
spir-11139	232	10	.	.	PUNCT
spir-11139	233	1	etsi	etsi	PROPN
spir-11139	233	2	.	.	PROPN
spir-11139	233	3	https://www.etsi.org/technologies/next-generation-protocols	https://www.etsi.org/technologies/next-generation-protocols	PROPN
spir-11139	233	4	torfing	torfing	NOUN
spir-11139	233	5	,	,	PUNCT
spir-11139	233	6	j.	j.	PROPN
spir-11139	233	7	(	(	PUNCT
spir-11139	233	8	2016	2016	NUM
spir-11139	233	9	)	)	PUNCT
spir-11139	233	10	.	.	PUNCT
spir-11139	234	1	metagovernance	metagovernance	NOUN
spir-11139	234	2	.	.	PUNCT
spir-11139	235	1	in	in	ADP
spir-11139	235	2	handbook	handbook	NOUN
spir-11139	235	3	on	on	ADP
spir-11139	235	4	theories	theory	NOUN
spir-11139	235	5	of	of	ADP
spir-11139	235	6	governance	governance	NOUN
spir-11139	235	7	.	.	PUNCT
spir-11139	236	1	edward	edward	PROPN
spir-11139	236	2	elgar	elgar	PROPN
spir-11139	236	3	publishing	publishing	PROPN
spir-11139	236	4	.	.	PUNCT
spir-11139	237	1	protective	protective	ADJ
spir-11139	237	2	optimization	optimization	NOUN
spir-11139	237	3	technologies	technology	NOUN
spir-11139	237	4	(	(	PUNCT
spir-11139	237	5	pots	pot	NOUN
spir-11139	237	6	)	)	PUNCT
spir-11139	237	7	seda	seda	NOUN
spir-11139	237	8	gürses	gürse	VERB
spir-11139	237	9	technische	technische	PROPN
spir-11139	237	10	universiteit	universiteit	PROPN
spir-11139	237	11	delft	delft	PROPN
spir-11139	237	12	,	,	PUNCT
spir-11139	237	13	netherlands	netherlands	PROPN
spir-11139	237	14	as	as	SCONJ
spir-11139	237	15	software	software	NOUN
spir-11139	237	16	engineering	engineering	NOUN
spir-11139	237	17	shifted	shift	VERB
spir-11139	237	18	in	in	ADP
spir-11139	237	19	the	the	DET
spir-11139	237	20	2000s	2000s	NUM
spir-11139	237	21	from	from	ADP
spir-11139	237	22	packaged	package	VERB
spir-11139	237	23	software	software	NOUN
spir-11139	237	24	and	and	CCONJ
spir-11139	237	25	pcs	pc	NOUN
spir-11139	237	26	to	to	ADP
spir-11139	237	27	services	service	NOUN
spir-11139	237	28	and	and	CCONJ
spir-11139	237	29	clouds	cloud	NOUN
spir-11139	237	30	,	,	PUNCT
spir-11139	237	31	enabling	enable	VERB
spir-11139	237	32	distributed	distribute	VERB
spir-11139	237	33	architectures	architecture	NOUN
spir-11139	237	34	that	that	PRON
spir-11139	237	35	incorporate	incorporate	VERB
spir-11139	237	36	real	real	ADJ
spir-11139	237	37	-	-	PUNCT
spir-11139	237	38	time	time	NOUN
spir-11139	237	39	feedback	feedback	NOUN
spir-11139	237	40	from	from	ADP
spir-11139	237	41	users	user	NOUN
spir-11139	237	42	[	[	X
spir-11139	237	43	kaldrack	kaldrack	NOUN
spir-11139	237	44	and	and	CCONJ
spir-11139	237	45	leeker	leeker	NOUN
spir-11139	237	46	,	,	PUNCT
spir-11139	237	47	2015	2015	NUM
spir-11139	237	48	]	]	PUNCT
spir-11139	237	49	,	,	PUNCT
spir-11139	237	50	digital	digital	ADJ
spir-11139	237	51	systems	system	NOUN
spir-11139	237	52	became	become	VERB
spir-11139	237	53	layers	layer	NOUN
spir-11139	237	54	of	of	ADP
spir-11139	237	55	technologies	technology	NOUN
spir-11139	237	56	,	,	PUNCT
spir-11139	237	57	metricized	metricize	VERB
spir-11139	237	58	under	under	ADP
spir-11139	237	59	the	the	DET
spir-11139	237	60	authority	authority	NOUN
spir-11139	237	61	of	of	ADP
spir-11139	237	62	objective	objective	ADJ
spir-11139	237	63	functions	function	NOUN
spir-11139	237	64	.	.	PUNCT
spir-11139	238	1	these	these	DET
spir-11139	238	2	functions	function	NOUN
spir-11139	238	3	define	define	VERB
spir-11139	238	4	the	the	DET
spir-11139	238	5	optimization	optimization	NOUN
spir-11139	238	6	objectives	objective	NOUN
spir-11139	238	7	of	of	ADP
spir-11139	238	8	,	,	PUNCT
spir-11139	238	9	among	among	ADP
spir-11139	238	10	others	other	NOUN
spir-11139	238	11	,	,	PUNCT
spir-11139	238	12	the	the	DET
spir-11139	238	13	selection	selection	NOUN
spir-11139	238	14	of	of	ADP
spir-11139	238	15	software	software	NOUN
spir-11139	238	16	features	feature	NOUN
spir-11139	238	17	,	,	PUNCT
spir-11139	238	18	the	the	DET
spir-11139	238	19	orchestration	orchestration	NOUN
spir-11139	238	20	of	of	ADP
spir-11139	238	21	cloud	cloud	ADJ
spir-11139	238	22	usage	usage	NOUN
spir-11139	238	23	,	,	PUNCT
spir-11139	238	24	and	and	CCONJ
spir-11139	238	25	the	the	DET
spir-11139	238	26	design	design	NOUN
spir-11139	238	27	of	of	ADP
spir-11139	238	28	user	user	NOUN
spir-11139	238	29	interaction	interaction	NOUN
spir-11139	238	30	and	and	CCONJ
spir-11139	238	31	growth	growth	NOUN
spir-11139	238	32	planning	planning	NOUN
spir-11139	239	1	[	[	X
spir-11139	239	2	author	author	NOUN
spir-11139	239	3	#	#	SYM
spir-11139	239	4	4	4	NUM
spir-11139	239	5	]	]	PUNCT
spir-11139	239	6	.	.	PUNCT
spir-11139	240	1	in	in	ADP
spir-11139	240	2	contrast	contrast	NOUN
spir-11139	240	3	to	to	ADP
spir-11139	240	4	traditional	traditional	ADJ
spir-11139	240	5	information	information	NOUN
spir-11139	240	6	systems	system	NOUN
spir-11139	240	7	,	,	PUNCT
spir-11139	240	8	which	which	PRON
spir-11139	240	9	treat	treat	VERB
spir-11139	240	10	the	the	DET
spir-11139	240	11	world	world	NOUN
spir-11139	240	12	as	as	ADP
spir-11139	240	13	a	a	DET
spir-11139	240	14	static	static	ADJ
spir-11139	240	15	place	place	NOUN
spir-11139	240	16	to	to	PART
spir-11139	240	17	be	be	AUX
spir-11139	240	18	known	know	VERB
spir-11139	240	19	and	and	CCONJ
spir-11139	240	20	focus	focus	VERB
spir-11139	240	21	on	on	ADP
spir-11139	240	22	storage	storage	NOUN
spir-11139	240	23	,	,	PUNCT
spir-11139	240	24	processing	processing	NOUN
spir-11139	240	25	,	,	PUNCT
spir-11139	240	26	transport	transport	NOUN
spir-11139	240	27	,	,	PUNCT
spir-11139	240	28	and	and	CCONJ
spir-11139	240	29	organizing	organize	VERB
spir-11139	240	30	information	information	NOUN
spir-11139	240	31	,	,	PUNCT
spir-11139	240	32	systems	system	NOUN
spir-11139	240	33	produced	produce	VERB
spir-11139	240	34	under	under	ADP
spir-11139	240	35	these	these	DET
spir-11139	240	36	logic	logic	NOUN
spir-11139	240	37	of	of	ADP
spir-11139	240	38	optimization	optimization	NOUN
spir-11139	240	39	consider	consider	VERB
spir-11139	240	40	the	the	DET
spir-11139	240	41	world	world	NOUN
spir-11139	240	42	as	as	ADP
spir-11139	240	43	a	a	DET
spir-11139	240	44	place	place	NOUN
spir-11139	240	45	to	to	PART
spir-11139	240	46	sense	sense	VERB
spir-11139	240	47	and	and	CCONJ
spir-11139	240	48	co	co	VERB
spir-11139	240	49	-	-	VERB
spir-11139	240	50	create	create	ADJ
spir-11139	240	51	.	.	PUNCT
spir-11139	241	1	they	they	PRON
spir-11139	241	2	seek	seek	VERB
spir-11139	241	3	maximum	maximum	ADJ
spir-11139	241	4	extraction	extraction	NOUN
spir-11139	241	5	of	of	ADP
spir-11139	241	6	economic	economic	ADJ
spir-11139	241	7	value	value	NOUN
spir-11139	241	8	by	by	ADP
spir-11139	241	9	optimizing	optimize	VERB
spir-11139	241	10	the	the	DET
spir-11139	241	11	capture	capture	NOUN
spir-11139	241	12	and	and	CCONJ
spir-11139	241	13	manipulation	manipulation	NOUN
spir-11139	241	14	of	of	ADP
spir-11139	241	15	people	people	NOUN
spir-11139	241	16	’s	’s	PART
spir-11139	241	17	activities	activity	NOUN
spir-11139	241	18	and	and	CCONJ
spir-11139	241	19	environments	environment	NOUN
spir-11139	241	20	[	[	X
spir-11139	241	21	agre	agre	NOUN
spir-11139	241	22	1994	1994	NUM
spir-11139	241	23	;	;	PUNCT
spir-11139	241	24	curry	curry	NOUN
spir-11139	241	25	and	and	CCONJ
spir-11139	241	26	phillips	phillip	NOUN
spir-11139	241	27	,	,	PUNCT
spir-11139	241	28	2003	2003	NUM
spir-11139	241	29	]	]	PUNCT
spir-11139	241	30	.	.	PUNCT
spir-11139	242	1	optimization	optimization	NOUN
spir-11139	242	2	systems	system	NOUN
spir-11139	242	3	apply	apply	VERB
spir-11139	242	4	a	a	DET
spir-11139	242	5	logic	logic	NOUN
spir-11139	242	6	of	of	ADP
spir-11139	242	7	operational	operational	ADJ
spir-11139	242	8	control	control	NOUN
spir-11139	242	9	that	that	PRON
spir-11139	242	10	focuses	focus	VERB
spir-11139	242	11	on	on	ADP
spir-11139	242	12	outcomes	outcome	NOUN
spir-11139	242	13	rather	rather	ADV
spir-11139	242	14	than	than	ADP
spir-11139	242	15	the	the	DET
spir-11139	242	16	process	process	NOUN
spir-11139	242	17	[	[	X
spir-11139	242	18	poon	poon	NOUN
spir-11139	242	19	,	,	PUNCT
spir-11139	242	20	2016	2016	NUM
spir-11139	242	21	]	]	PUNCT
spir-11139	242	22	.	.	PUNCT
spir-11139	243	1	while	while	SCONJ
spir-11139	243	2	this	this	DET
spir-11139	243	3	introduces	introduce	VERB
spir-11139	243	4	efficiency	efficiency	NOUN
spir-11139	243	5	and	and	CCONJ
spir-11139	243	6	allows	allow	VERB
spir-11139	243	7	systems	system	NOUN
spir-11139	243	8	to	to	PART
spir-11139	243	9	scale	scale	VERB
spir-11139	243	10	,	,	PUNCT
spir-11139	243	11	they	they	PRON
spir-11139	243	12	also	also	ADV
spir-11139	243	13	pose	pose	VERB
spir-11139	243	14	social	social	ADJ
spir-11139	243	15	risks	risk	NOUN
spir-11139	243	16	and	and	CCONJ
spir-11139	243	17	harms	harm	NOUN
spir-11139	243	18	such	such	ADJ
spir-11139	243	19	as	as	ADP
spir-11139	243	20	social	social	ADJ
spir-11139	243	21	sorting	sorting	NOUN
spir-11139	243	22	,	,	PUNCT
spir-11139	243	23	mass	mass	NOUN
spir-11139	243	24	manipulation	manipulation	NOUN
spir-11139	243	25	,	,	PUNCT
spir-11139	243	26	majority	majority	NOUN
spir-11139	243	27	dominance	dominance	NOUN
spir-11139	243	28	,	,	PUNCT
spir-11139	243	29	and	and	CCONJ
spir-11139	243	30	minority	minority	NOUN
spir-11139	243	31	erasure	erasure	NOUN
spir-11139	243	32	.	.	PUNCT
spir-11139	244	1	in	in	ADP
spir-11139	244	2	the	the	DET
spir-11139	244	3	vocabulary	vocabulary	NOUN
spir-11139	244	4	of	of	ADP
spir-11139	244	5	optimization	optimization	NOUN
spir-11139	244	6	,	,	PUNCT
spir-11139	244	7	these	these	DET
spir-11139	244	8	systems	system	NOUN
spir-11139	244	9	create	create	VERB
spir-11139	244	10	substantial	substantial	ADJ
spir-11139	244	11	externalities	externality	NOUN
spir-11139	244	12	that	that	PRON
spir-11139	244	13	arise	arise	VERB
spir-11139	244	14	due	due	ADP
spir-11139	244	15	to	to	ADP
spir-11139	244	16	the	the	DET
spir-11139	244	17	inadequacy	inadequacy	NOUN
spir-11139	244	18	of	of	ADP
spir-11139	244	19	their	their	PRON
spir-11139	244	20	objective	objective	ADJ
spir-11139	244	21	functions	function	NOUN
spir-11139	244	22	to	to	PART
spir-11139	244	23	address	address	VERB
spir-11139	244	24	the	the	DET
spir-11139	244	25	world	world	NOUN
spir-11139	244	26	.	.	PUNCT
spir-11139	245	1	moreover	moreover	ADV
spir-11139	245	2	,	,	PUNCT
spir-11139	245	3	optimization	optimization	NOUN
spir-11139	245	4	systems	system	NOUN
spir-11139	245	5	hold	hold	VERB
spir-11139	245	6	great	great	ADJ
spir-11139	245	7	potential	potential	NOUN
spir-11139	245	8	to	to	PART
spir-11139	245	9	shift	shift	VERB
spir-11139	245	10	power	power	NOUN
spir-11139	245	11	.	.	PUNCT
spir-11139	246	1	the	the	DET
spir-11139	246	2	fast	fast	ADJ
spir-11139	246	3	pace	pace	NOUN
spir-11139	246	4	at	at	ADP
spir-11139	246	5	which	which	PRON
spir-11139	246	6	they	they	PRON
spir-11139	246	7	manipulate	manipulate	VERB
spir-11139	246	8	users	user	NOUN
spir-11139	246	9	and	and	CCONJ
spir-11139	246	10	environments	environment	NOUN
spir-11139	246	11	obscures	obscure	VERB
spir-11139	246	12	their	their	PRON
spir-11139	246	13	effect	effect	NOUN
spir-11139	246	14	,	,	PUNCT
spir-11139	246	15	making	make	VERB
spir-11139	246	16	it	it	PRON
spir-11139	246	17	difficult	difficult	ADJ
spir-11139	246	18	to	to	PART
spir-11139	246	19	devise	devise	VERB
spir-11139	246	20	strategies	strategy	NOUN
spir-11139	246	21	to	to	PART
spir-11139	246	22	contest	contest	VERB
spir-11139	246	23	them	they	PRON
spir-11139	246	24	.	.	PUNCT
spir-11139	247	1	optimization	optimization	NOUN
spir-11139	247	2	also	also	ADV
spir-11139	247	3	often	often	ADV
spir-11139	247	4	leads	lead	VERB
spir-11139	247	5	to	to	ADP
spir-11139	247	6	asymmetrical	asymmetrical	ADJ
spir-11139	247	7	concentration	concentration	NOUN
spir-11139	247	8	of	of	ADP
spir-11139	247	9	resources	resource	NOUN
spir-11139	247	10	in	in	ADP
spir-11139	247	11	the	the	DET
spir-11139	247	12	hands	hand	NOUN
spir-11139	247	13	of	of	ADP
spir-11139	247	14	a	a	DET
spir-11139	247	15	few	few	ADJ
spir-11139	247	16	companies	company	NOUN
spir-11139	247	17	which	which	PRON
spir-11139	247	18	can	can	AUX
spir-11139	247	19	collect	collect	VERB
spir-11139	247	20	large	large	ADJ
spir-11139	247	21	scale	scale	NOUN
spir-11139	247	22	data	datum	NOUN
spir-11139	247	23	and	and	CCONJ
spir-11139	247	24	muster	muster	VERB
spir-11139	247	25	the	the	DET
spir-11139	247	26	computational	computational	ADJ
spir-11139	247	27	power	power	NOUN
spir-11139	247	28	to	to	PART
spir-11139	247	29	process	process	VERB
spir-11139	247	30	these	these	PRON
spir-11139	247	31	in	in	ADP
spir-11139	247	32	the	the	DET
spir-11139	247	33	pursuit	pursuit	NOUN
spir-11139	247	34	of	of	ADP
spir-11139	247	35	financial	financial	ADJ
spir-11139	247	36	gain	gain	NOUN
spir-11139	247	37	[	[	X
spir-11139	247	38	hwang	hwang	PROPN
spir-11139	247	39	2018	2018	NUM
spir-11139	247	40	,	,	PUNCT
spir-11139	247	41	poon	poon	NOUN
spir-11139	247	42	2016	2016	NUM
spir-11139	247	43	]	]	PUNCT
spir-11139	247	44	.	.	PUNCT
spir-11139	248	1	this	this	PRON
spir-11139	248	2	centralizes	centralize	VERB
spir-11139	248	3	governance	governance	NOUN
spir-11139	248	4	and	and	CCONJ
spir-11139	248	5	reconfigures	reconfigure	VERB
spir-11139	248	6	market	market	NOUN
spir-11139	248	7	structures	structure	NOUN
spir-11139	248	8	,	,	PUNCT
spir-11139	248	9	creating	create	VERB
spir-11139	248	10	an	an	DET
spir-11139	248	11	imbalance	imbalance	NOUN
spir-11139	248	12	of	of	ADP
spir-11139	248	13	power	power	NOUN
spir-11139	248	14	that	that	PRON
spir-11139	248	15	benefits	benefit	VERB
spir-11139	248	16	a	a	DET
spir-11139	248	17	select	select	ADJ
spir-11139	248	18	portion	portion	NOUN
spir-11139	248	19	of	of	ADP
spir-11139	248	20	society	society	NOUN
spir-11139	248	21	.	.	PUNCT
spir-11139	249	1	in	in	ADP
spir-11139	249	2	response	response	NOUN
spir-11139	249	3	to	to	ADP
spir-11139	249	4	the	the	DET
spir-11139	249	5	externalities	externality	NOUN
spir-11139	249	6	and	and	CCONJ
spir-11139	249	7	centralizing	centralize	VERB
spir-11139	249	8	gist	gist	NOUN
spir-11139	249	9	of	of	ADP
spir-11139	249	10	optimization	optimization	NOUN
spir-11139	249	11	systems	system	NOUN
spir-11139	249	12	,	,	PUNCT
spir-11139	249	13	we	we	PRON
spir-11139	249	14	introduce	introduce	VERB
spir-11139	249	15	protective	protective	ADJ
spir-11139	249	16	optimization	optimization	NOUN
spir-11139	249	17	technologies	technology	NOUN
spir-11139	249	18	(	(	PUNCT
spir-11139	249	19	pots	pot	NOUN
spir-11139	249	20	)	)	PUNCT
spir-11139	249	21	which	which	PRON
spir-11139	249	22	enable	enable	VERB
spir-11139	249	23	those	those	PRON
spir-11139	249	24	affected	affect	VERB
spir-11139	249	25	by	by	ADP
spir-11139	249	26	optimization	optimization	NOUN
spir-11139	249	27	systems	system	NOUN
spir-11139	249	28	to	to	PART
spir-11139	249	29	influence	influence	NOUN
spir-11139	249	30	,	,	PUNCT
spir-11139	249	31	alter	alter	NOUN
spir-11139	249	32	,	,	PUNCT
spir-11139	249	33	and	and	CCONJ
spir-11139	249	34	contest	contest	VERB
spir-11139	249	35	these	these	DET
spir-11139	249	36	systems	system	NOUN
spir-11139	249	37	from	from	ADP
spir-11139	249	38	the	the	DET
spir-11139	249	39	outside	outside	NOUN
spir-11139	249	40	.	.	PUNCT
spir-11139	250	1	pots	pot	NOUN
spir-11139	250	2	build	build	VERB
spir-11139	250	3	on	on	ADP
spir-11139	250	4	the	the	DET
spir-11139	250	5	idea	idea	NOUN
spir-11139	250	6	that	that	SCONJ
spir-11139	250	7	optimization	optimization	NOUN
spir-11139	250	8	systems	system	NOUN
spir-11139	250	9	infer	infer	VERB
spir-11139	250	10	,	,	PUNCT
spir-11139	250	11	induce	induce	VERB
spir-11139	250	12	and	and	CCONJ
spir-11139	250	13	shape	shape	VERB
spir-11139	250	14	events	event	NOUN
spir-11139	250	15	in	in	ADP
spir-11139	250	16	the	the	DET
spir-11139	250	17	real	real	ADJ
spir-11139	250	18	world	world	NOUN
spir-11139	250	19	to	to	PART
spir-11139	250	20	fulfill	fulfill	VERB
spir-11139	250	21	objective	objective	ADJ
spir-11139	250	22	functions	function	NOUN
spir-11139	250	23	.	.	PUNCT
spir-11139	251	1	pots	pot	NOUN
spir-11139	251	2	analyze	analyze	VERB
spir-11139	251	3	how	how	SCONJ
spir-11139	251	4	events	event	NOUN
spir-11139	251	5	(	(	PUNCT
spir-11139	251	6	or	or	CCONJ
spir-11139	251	7	lack	lack	NOUN
spir-11139	251	8	thereof	thereof	ADV
spir-11139	251	9	)	)	PUNCT
spir-11139	251	10	affect	affect	VERB
spir-11139	251	11	users	user	NOUN
spir-11139	251	12	and	and	CCONJ
spir-11139	251	13	environments	environment	NOUN
spir-11139	251	14	,	,	PUNCT
spir-11139	251	15	then	then	ADV
spir-11139	251	16	reconfigure	reconfigure	VERB
spir-11139	251	17	these	these	DET
spir-11139	251	18	events	event	NOUN
spir-11139	251	19	to	to	PART
spir-11139	251	20	influence	influence	VERB
spir-11139	251	21	system	system	NOUN
spir-11139	251	22	outcomes	outcome	NOUN
spir-11139	251	23	,	,	PUNCT
spir-11139	251	24	e.g.	e.g.	ADV
spir-11139	251	25	,	,	PUNCT
spir-11139	251	26	by	by	ADP
spir-11139	251	27	altering	alter	VERB
spir-11139	251	28	the	the	DET
spir-11139	251	29	optimization	optimization	NOUN
spir-11139	251	30	constraints	constraint	NOUN
spir-11139	251	31	or	or	CCONJ
spir-11139	251	32	poisoning	poison	VERB
spir-11139	251	33	the	the	DET
spir-11139	251	34	system	system	NOUN
spir-11139	251	35	inputs	input	NOUN
spir-11139	251	36	.	.	PUNCT
spir-11139	252	1	we	we	PRON
spir-11139	252	2	specifically	specifically	ADV
spir-11139	252	3	conceive	conceive	VERB
spir-11139	252	4	pots	pot	NOUN
spir-11139	252	5	to	to	PART
spir-11139	252	6	address	address	VERB
spir-11139	252	7	the	the	DET
spir-11139	252	8	negative	negative	ADJ
spir-11139	252	9	externalities	externality	NOUN
spir-11139	252	10	of	of	ADP
spir-11139	252	11	optimization	optimization	NOUN
spir-11139	252	12	.	.	PUNCT
spir-11139	253	1	externalities	externality	NOUN
spir-11139	253	2	of	of	ADP
spir-11139	253	3	optimization	optimization	NOUN
spir-11139	253	4	systems	system	NOUN
spir-11139	253	5	optimization	optimization	NOUN
spir-11139	253	6	systems	system	NOUN
spir-11139	253	7	capture	capture	VERB
spir-11139	253	8	and	and	CCONJ
spir-11139	253	9	manipulate	manipulate	VERB
spir-11139	253	10	user	user	NOUN
spir-11139	253	11	behavior	behavior	NOUN
spir-11139	253	12	and	and	CCONJ
spir-11139	253	13	environments	environment	NOUN
spir-11139	253	14	under	under	ADP
spir-11139	253	15	the	the	DET
spir-11139	253	16	logic	logic	NOUN
spir-11139	253	17	of	of	ADP
spir-11139	253	18	optimization	optimization	NOUN
spir-11139	253	19	.	.	PUNCT
spir-11139	254	1	for	for	ADP
spir-11139	254	2	instance	instance	NOUN
spir-11139	254	3	,	,	PUNCT
spir-11139	254	4	ride	ride	VERB
spir-11139	254	5	sharing	sharing	NOUN
spir-11139	254	6	applications	application	NOUN
spir-11139	254	7	such	such	ADJ
spir-11139	254	8	as	as	ADP
spir-11139	254	9	uber	uber	NOUN
spir-11139	254	10	,	,	PUNCT
spir-11139	254	11	which	which	PRON
spir-11139	254	12	rely	rely	VERB
spir-11139	254	13	on	on	ADP
spir-11139	254	14	optimization	optimization	NOUN
spir-11139	254	15	to	to	PART
spir-11139	254	16	decide	decide	VERB
spir-11139	254	17	on	on	ADP
spir-11139	254	18	the	the	DET
spir-11139	254	19	pricing	pricing	NOUN
spir-11139	254	20	of	of	ADP
spir-11139	254	21	rides	ride	NOUN
spir-11139	254	22	;	;	PUNCT
spir-11139	254	23	navigation	navigation	NOUN
spir-11139	254	24	applications	application	NOUN
spir-11139	254	25	such	such	ADJ
spir-11139	254	26	as	as	ADP
spir-11139	254	27	waze	waze	NOUN
spir-11139	254	28	,	,	PUNCT
spir-11139	254	29	which	which	PRON
spir-11139	254	30	rely	rely	VERB
spir-11139	254	31	on	on	ADP
spir-11139	254	32	optimization	optimization	NOUN
spir-11139	254	33	to	to	PART
spir-11139	254	34	propose	propose	VERB
spir-11139	254	35	best	good	ADJ
spir-11139	254	36	alternative	alternative	ADJ
spir-11139	254	37	routes	route	NOUN
spir-11139	254	38	to	to	PART
spir-11139	254	39	beat	beat	VERB
spir-11139	254	40	traffic	traffic	NOUN
spir-11139	254	41	congestion	congestion	NOUN
spir-11139	254	42	;	;	PUNCT
spir-11139	254	43	and	and	CCONJ
spir-11139	254	44	advertising	advertising	NOUN
spir-11139	254	45	networks	network	NOUN
spir-11139	254	46	,	,	PUNCT
spir-11139	254	47	which	which	PRON
spir-11139	254	48	rely	rely	VERB
spir-11139	254	49	on	on	ADP
spir-11139	254	50	optimization	optimization	NOUN
spir-11139	254	51	to	to	PART
spir-11139	254	52	decide	decide	VERB
spir-11139	254	53	what	what	PRON
spir-11139	254	54	is	be	AUX
spir-11139	254	55	the	the	DET
spir-11139	254	56	best	good	ADJ
spir-11139	254	57	advertisement	advertisement	NOUN
spir-11139	254	58	to	to	PART
spir-11139	254	59	show	show	VERB
spir-11139	254	60	to	to	ADP
spir-11139	254	61	a	a	DET
spir-11139	254	62	user	user	NOUN
spir-11139	254	63	.	.	PUNCT
spir-11139	255	1	optimization	optimization	NOUN
spir-11139	255	2	systems	system	NOUN
spir-11139	255	3	result	result	VERB
spir-11139	255	4	in	in	ADP
spir-11139	255	5	the	the	DET
spir-11139	255	6	common	common	ADJ
spir-11139	255	7	negative	negative	ADJ
spir-11139	255	8	outcomes	outcome	NOUN
spir-11139	255	9	that	that	PRON
spir-11139	255	10	usually	usually	ADV
spir-11139	255	11	surface	surface	VERB
spir-11139	255	12	during	during	ADP
spir-11139	255	13	deployment	deployment	NOUN
spir-11139	255	14	—	—	PUNCT
spir-11139	255	15	that	that	PRON
spir-11139	255	16	are	be	AUX
spir-11139	255	17	typically	typically	ADV
spir-11139	255	18	(	(	PUNCT
spir-11139	255	19	dis)regarded	dis)regarde	VERB
spir-11139	255	20	as	as	ADP
spir-11139	255	21	‘	'	PUNCT
spir-11139	255	22	externalities	externality	NOUN
spir-11139	255	23	’	'	PUNCT
spir-11139	255	24	.	.	PUNCT
spir-11139	256	1	externalities	externality	NOUN
spir-11139	256	2	refer	refer	VERB
spir-11139	256	3	to	to	ADP
spir-11139	256	4	situations	situation	NOUN
spir-11139	256	5	when	when	SCONJ
spir-11139	256	6	the	the	DET
spir-11139	256	7	actions	action	NOUN
spir-11139	256	8	of	of	ADP
spir-11139	256	9	a	a	DET
spir-11139	256	10	group	group	NOUN
spir-11139	256	11	of	of	ADP
spir-11139	256	12	agents	agent	NOUN
spir-11139	256	13	,	,	PUNCT
spir-11139	256	14	e.g.	e.g.	ADV
spir-11139	256	15	,	,	PUNCT
spir-11139	256	16	consumption	consumption	NOUN
spir-11139	256	17	,	,	PUNCT
spir-11139	256	18	production	production	NOUN
spir-11139	256	19	and	and	CCONJ
spir-11139	256	20	investment	investment	NOUN
spir-11139	256	21	decisions	decision	NOUN
spir-11139	256	22	,	,	PUNCT
spir-11139	256	23	have	have	VERB
spir-11139	256	24	“	"	PUNCT
spir-11139	256	25	significant	significant	ADJ
spir-11139	256	26	repercussions	repercussion	NOUN
spir-11139	256	27	on	on	ADP
spir-11139	256	28	agents	agent	NOUN
spir-11139	256	29	outside	outside	ADP
spir-11139	256	30	of	of	ADP
spir-11139	256	31	the	the	DET
spir-11139	256	32	group	group	NOUN
spir-11139	256	33	”	"	PUNCT
spir-11139	257	1	[	[	X
spir-11139	257	2	starrett	starrett	PROPN
spir-11139	257	3	,	,	PUNCT
spir-11139	257	4	2011	2011	NUM
spir-11139	257	5	]	]	PUNCT
spir-11139	257	6	.	.	PUNCT
spir-11139	258	1	the	the	DET
spir-11139	258	2	following	follow	VERB
spir-11139	258	3	are	be	AUX
spir-11139	258	4	some	some	PRON
spir-11139	258	5	of	of	ADP
spir-11139	258	6	the	the	DET
spir-11139	258	7	common	common	ADJ
spir-11139	258	8	externalities	externality	NOUN
spir-11139	258	9	intrinsic	intrinsic	ADJ
spir-11139	258	10	to	to	ADP
spir-11139	258	11	optimization	optimization	NOUN
spir-11139	258	12	systems	system	NOUN
spir-11139	258	13	:	:	PUNCT
spir-11139	258	14	disregard	disregard	NOUN
spir-11139	258	15	for	for	ADP
spir-11139	258	16	non	non	NOUN
spir-11139	258	17	-	-	NOUN
spir-11139	258	18	users	user	NOUN
spir-11139	258	19	and	and	CCONJ
spir-11139	258	20	environments	environment	NOUN
spir-11139	258	21	.	.	PUNCT
spir-11139	259	1	optimizing	optimize	VERB
spir-11139	259	2	the	the	DET
spir-11139	259	3	service	service	NOUN
spir-11139	259	4	for	for	ADP
spir-11139	259	5	targeted	target	VERB
spir-11139	259	6	users	user	NOUN
spir-11139	259	7	results	result	NOUN
spir-11139	259	8	in	in	ADP
spir-11139	259	9	costs	cost	NOUN
spir-11139	259	10	to	to	ADP
spir-11139	259	11	non	non	NOUN
spir-11139	259	12	-	-	NOUN
spir-11139	259	13	users	user	NOUN
spir-11139	259	14	and	and	CCONJ
spir-11139	259	15	environments	environment	NOUN
spir-11139	259	16	affected	affect	VERB
spir-11139	259	17	by	by	ADP
spir-11139	259	18	the	the	DET
spir-11139	259	19	system	system	NOUN
spir-11139	259	20	.	.	PUNCT
spir-11139	260	1	traffic	traffic	NOUN
spir-11139	260	2	and	and	CCONJ
spir-11139	260	3	navigation	navigation	NOUN
spir-11139	260	4	services	service	NOUN
spir-11139	260	5	only	only	ADV
spir-11139	260	6	consider	consider	VERB
spir-11139	260	7	ways	way	NOUN
spir-11139	260	8	to	to	PART
spir-11139	260	9	optimize	optimize	VERB
spir-11139	260	10	the	the	DET
spir-11139	260	11	travel	travel	NOUN
spir-11139	260	12	time	time	NOUN
spir-11139	260	13	of	of	ADP
spir-11139	260	14	their	their	PRON
spir-11139	260	15	users	user	NOUN
spir-11139	260	16	,	,	PUNCT
spir-11139	260	17	exposing	expose	VERB
spir-11139	260	18	non	non	NOUN
spir-11139	260	19	-	-	NOUN
spir-11139	260	20	users	user	NOUN
spir-11139	260	21	to	to	ADP
spir-11139	260	22	more	more	ADJ
spir-11139	260	23	congestion	congestion	NOUN
spir-11139	260	24	[	[	X
spir-11139	260	25	lopez	lopez	NOUN
spir-11139	260	26	,	,	PUNCT
spir-11139	260	27	2018	2018	NUM
spir-11139	260	28	]	]	PUNCT
spir-11139	260	29	.	.	PUNCT
spir-11139	261	1	disregard	disregard	NOUN
spir-11139	261	2	for	for	ADP
spir-11139	261	3	certain	certain	ADJ
spir-11139	261	4	users	user	NOUN
spir-11139	261	5	.	.	PUNCT
spir-11139	262	1	many	many	ADJ
spir-11139	262	2	optimization	optimization	NOUN
spir-11139	262	3	systems	system	NOUN
spir-11139	262	4	provide	provide	VERB
spir-11139	262	5	the	the	DET
spir-11139	262	6	most	most	ADJ
spir-11139	262	7	benefit	benefit	NOUN
spir-11139	262	8	to	to	ADP
spir-11139	262	9	“	"	PUNCT
spir-11139	262	10	high	high	ADJ
spir-11139	262	11	-	-	PUNCT
spir-11139	262	12	value	value	NOUN
spir-11139	262	13	”	"	PUNCT
spir-11139	262	14	population	population	NOUN
spir-11139	262	15	segments	segment	NOUN
spir-11139	262	16	.	.	PUNCT
spir-11139	263	1	for	for	ADP
spir-11139	263	2	instance	instance	NOUN
spir-11139	263	3	,	,	PUNCT
spir-11139	263	4	in	in	ADP
spir-11139	263	5	the	the	DET
spir-11139	263	6	popular	popular	ADJ
spir-11139	263	7	augmented	augment	VERB
spir-11139	263	8	reality	reality	NOUN
spir-11139	263	9	mobile	mobile	ADJ
spir-11139	263	10	game	game	NOUN
spir-11139	263	11	pokémon	pokémon	NOUN
spir-11139	263	12	go	go	VERB
spir-11139	263	13	the	the	DET
spir-11139	263	14	placement	placement	NOUN
spir-11139	263	15	of	of	ADP
spir-11139	263	16	pokémon	pokémon	NOUN
spir-11139	263	17	and	and	CCONJ
spir-11139	263	18	in	in	ADP
spir-11139	263	19	-	-	PUNCT
spir-11139	263	20	game	game	NOUN
spir-11139	263	21	resource	resource	NOUN
spir-11139	263	22	stations	station	NOUN
spir-11139	263	23	rely	rely	VERB
spir-11139	263	24	on	on	ADP
spir-11139	263	25	maps	map	NOUN
spir-11139	263	26	that	that	PRON
spir-11139	263	27	heavily	heavily	ADV
spir-11139	263	28	benefit	benefit	NOUN
spir-11139	263	29	players	player	NOUN
spir-11139	263	30	in	in	ADP
spir-11139	263	31	urban	urban	ADJ
spir-11139	263	32	areas	area	NOUN
spir-11139	263	33	,	,	PUNCT
spir-11139	263	34	leaving	leave	VERB
spir-11139	263	35	players	player	NOUN
spir-11139	263	36	in	in	ADP
spir-11139	263	37	rural	rural	ADJ
spir-11139	263	38	areas	area	NOUN
spir-11139	263	39	and	and	CCONJ
spir-11139	263	40	underserved	underserved	ADJ
spir-11139	263	41	neighborhoods	neighborhood	NOUN
spir-11139	263	42	starved	starve	VERB
spir-11139	263	43	of	of	ADP
spir-11139	263	44	pokémon	pokémon	NOUN
spir-11139	263	45	resources	resource	NOUN
spir-11139	264	1	[	[	X
spir-11139	264	2	huffaker	huffaker	NOUN
spir-11139	264	3	,	,	PUNCT
spir-11139	264	4	2016	2016	NUM
spir-11139	264	5	]	]	PUNCT
spir-11139	264	6	.	.	PUNCT
spir-11139	265	1	externalization	externalization	NOUN
spir-11139	265	2	of	of	ADP
spir-11139	265	3	exploration	exploration	NOUN
spir-11139	265	4	risks	risk	NOUN
spir-11139	265	5	to	to	ADP
spir-11139	265	6	users	user	NOUN
spir-11139	265	7	and	and	CCONJ
spir-11139	265	8	environments	environment	NOUN
spir-11139	265	9	.	.	PUNCT
spir-11139	266	1	optimization	optimization	NOUN
spir-11139	266	2	systems	system	NOUN
spir-11139	266	3	benefit	benefit	VERB
spir-11139	266	4	from	from	ADP
spir-11139	266	5	exploration	exploration	NOUN
spir-11139	266	6	and	and	CCONJ
spir-11139	266	7	experimentation	experimentation	NOUN
spir-11139	266	8	to	to	PART
spir-11139	266	9	reduce	reduce	VERB
spir-11139	266	10	risks	risk	NOUN
spir-11139	266	11	associated	associate	VERB
spir-11139	266	12	with	with	ADP
spir-11139	266	13	environmental	environmental	ADJ
spir-11139	266	14	unknowns	unknown	NOUN
spir-11139	266	15	.	.	PUNCT
spir-11139	267	1	however	however	ADV
spir-11139	267	2	,	,	PUNCT
spir-11139	267	3	exploration	exploration	NOUN
spir-11139	267	4	often	often	ADV
spir-11139	267	5	means	mean	VERB
spir-11139	267	6	that	that	SCONJ
spir-11139	267	7	risks	risk	NOUN
spir-11139	267	8	stemming	stem	VERB
spir-11139	267	9	from	from	ADP
spir-11139	267	10	unknowns	unknown	NOUN
spir-11139	267	11	are	be	AUX
spir-11139	267	12	pushed	push	VERB
spir-11139	267	13	to	to	ADP
spir-11139	267	14	users	user	NOUN
spir-11139	267	15	and	and	CCONJ
spir-11139	267	16	their	their	PRON
spir-11139	267	17	surroundings	surrounding	NOUN
spir-11139	268	1	[	[	X
spir-11139	268	2	bird	bird	NOUN
spir-11139	268	3	et	et	PROPN
spir-11139	268	4	al	al	PROPN
spir-11139	268	5	.	.	PROPN
spir-11139	268	6	2016	2016	NUM
spir-11139	268	7	]	]	PUNCT
spir-11139	268	8	.	.	PUNCT
spir-11139	269	1	distributional	distributional	ADJ
spir-11139	269	2	shift	shift	NOUN
spir-11139	269	3	.	.	PUNCT
spir-11139	270	1	optimization	optimization	NOUN
spir-11139	270	2	systems	system	NOUN
spir-11139	270	3	built	build	VERB
spir-11139	270	4	on	on	ADP
spir-11139	270	5	data	datum	NOUN
spir-11139	270	6	from	from	ADP
spir-11139	270	7	a	a	DET
spir-11139	270	8	particular	particular	ADJ
spir-11139	270	9	area	area	NOUN
spir-11139	270	10	or	or	CCONJ
spir-11139	270	11	“	"	PUNCT
spir-11139	270	12	domain	domain	NOUN
spir-11139	270	13	”	"	PUNCT
spir-11139	270	14	may	may	AUX
spir-11139	270	15	underperform	underperform	VERB
spir-11139	270	16	or	or	CCONJ
spir-11139	270	17	downright	downright	ADV
spir-11139	270	18	flounder	flounder	NOUN
spir-11139	270	19	when	when	SCONJ
spir-11139	270	20	deployed	deploy	VERB
spir-11139	270	21	in	in	ADP
spir-11139	270	22	a	a	DET
spir-11139	270	23	different	different	ADJ
spir-11139	270	24	environment	environment	NOUN
spir-11139	271	1	[	[	X
spir-11139	271	2	sugiyama	sugiyama	NOUN
spir-11139	271	3	and	and	CCONJ
spir-11139	271	4	lawrence	lawrence	PROPN
spir-11139	271	5	,	,	PUNCT
spir-11139	271	6	2017	2017	NUM
spir-11139	271	7	]	]	PUNCT
spir-11139	271	8	,	,	PUNCT
spir-11139	271	9	e.g.	e.g.	ADV
spir-11139	271	10	,	,	PUNCT
spir-11139	271	11	a	a	DET
spir-11139	271	12	voice	voice	NOUN
spir-11139	271	13	recognition	recognition	NOUN
spir-11139	271	14	algorithm	algorithm	NOUN
spir-11139	271	15	that	that	PRON
spir-11139	271	16	is	be	AUX
spir-11139	271	17	only	only	ADV
spir-11139	271	18	trained	train	VERB
spir-11139	271	19	on	on	ADP
spir-11139	271	20	men	man	NOUN
spir-11139	271	21	’s	’s	PART
spir-11139	271	22	voices	voice	NOUN
spir-11139	271	23	fails	fail	VERB
spir-11139	271	24	to	to	PART
spir-11139	271	25	recognize	recognize	VERB
spir-11139	271	26	women	woman	NOUN
spir-11139	271	27	’s	’s	PART
spir-11139	271	28	voices	voice	NOUN
spir-11139	271	29	[	[	X
spir-11139	271	30	rodgerand	rodgerand	NOUN
spir-11139	271	31	and	and	CCONJ
spir-11139	271	32	pendharkar	pendharkar	NOUN
spir-11139	271	33	,	,	PUNCT
spir-11139	271	34	2004	2004	NUM
spir-11139	271	35	]	]	PUNCT
spir-11139	271	36	.	.	PUNCT
spir-11139	272	1	unfair	unfair	ADJ
spir-11139	272	2	distribution	distribution	NOUN
spir-11139	272	3	of	of	ADP
spir-11139	272	4	errors	error	NOUN
spir-11139	272	5	.	.	PUNCT
spir-11139	273	1	optimization	optimization	NOUN
spir-11139	273	2	algorithms	algorithm	NOUN
spir-11139	273	3	may	may	AUX
spir-11139	273	4	learn	learn	VERB
spir-11139	273	5	to	to	PART
spir-11139	273	6	maximize	maximize	VERB
spir-11139	273	7	success	success	NOUN
spir-11139	273	8	by	by	ADP
spir-11139	273	9	favoring	favor	VERB
spir-11139	273	10	the	the	DET
spir-11139	273	11	most	most	ADV
spir-11139	273	12	likely	likely	ADJ
spir-11139	273	13	option	option	NOUN
spir-11139	274	1	[	[	X
spir-11139	274	2	hardt	hardt	NOUN
spir-11139	274	3	,	,	PUNCT
spir-11139	274	4	2014	2014	NUM
spir-11139	274	5	]	]	PUNCT
spir-11139	274	6	.	.	PUNCT
spir-11139	275	1	as	as	ADP
spir-11139	275	2	a	a	DET
spir-11139	275	3	result	result	NOUN
spir-11139	275	4	,	,	PUNCT
spir-11139	275	5	for	for	ADP
spir-11139	275	6	example	example	NOUN
spir-11139	275	7	,	,	PUNCT
spir-11139	275	8	minorities	minority	NOUN
spir-11139	275	9	underrepresented	underrepresente	VERB
spir-11139	275	10	in	in	ADP
spir-11139	275	11	training	training	NOUN
spir-11139	275	12	may	may	AUX
spir-11139	275	13	not	not	PART
spir-11139	275	14	perform	perform	VERB
spir-11139	275	15	well	well	ADV
spir-11139	275	16	under	under	ADP
spir-11139	275	17	deployment	deployment	NOUN
spir-11139	275	18	as	as	ADP
spir-11139	275	19	in	in	ADP
spir-11139	275	20	the	the	DET
spir-11139	275	21	case	case	NOUN
spir-11139	275	22	of	of	ADP
spir-11139	275	23	facial	facial	ADJ
spir-11139	275	24	recognition	recognition	NOUN
spir-11139	275	25	algorithms	algorithm	NOUN
spir-11139	275	26	that	that	PRON
spir-11139	275	27	misclassify	misclassify	VERB
spir-11139	275	28	faces	face	NOUN
spir-11139	275	29	of	of	ADP
spir-11139	275	30	black	black	ADJ
spir-11139	275	31	women	woman	NOUN
spir-11139	275	32	[	[	X
spir-11139	275	33	buolamwini	buolamwini	NOUN
spir-11139	275	34	and	and	CCONJ
spir-11139	275	35	t.	t.	NOUN
spir-11139	275	36	gebru	gebru	NOUN
spir-11139	275	37	,	,	PUNCT
spir-11139	275	38	2018	2018	NUM
spir-11139	275	39	]	]	PUNCT
spir-11139	275	40	.	.	PUNCT
spir-11139	276	1	promotion	promotion	NOUN
spir-11139	276	2	of	of	ADP
spir-11139	276	3	unintended	unintended	ADJ
spir-11139	276	4	actions	action	NOUN
spir-11139	276	5	to	to	PART
spir-11139	276	6	fulfill	fulfill	VERB
spir-11139	276	7	intended	intended	ADJ
spir-11139	276	8	outcomes	outcome	NOUN
spir-11139	276	9	.	.	PUNCT
spir-11139	277	1	systems	system	NOUN
spir-11139	277	2	may	may	AUX
spir-11139	277	3	find	find	VERB
spir-11139	277	4	shortcuts	shortcut	NOUN
spir-11139	277	5	to	to	ADP
spir-11139	277	6	their	their	PRON
spir-11139	277	7	optimization	optimization	NOUN
spir-11139	277	8	goals	goal	NOUN
spir-11139	277	9	,	,	PUNCT
spir-11139	277	10	also	also	ADV
spir-11139	277	11	known	know	VERB
spir-11139	277	12	as	as	ADP
spir-11139	277	13	“	"	PUNCT
spir-11139	277	14	reward	reward	VERB
spir-11139	277	15	hacking	hacking	NOUN
spir-11139	277	16	”	"	PUNCT
spir-11139	277	17	[	[	X
spir-11139	277	18	amodei	amodei	X
spir-11139	277	19	et	et	NOUN
spir-11139	277	20	al	al	PROPN
spir-11139	277	21	.	.	PROPN
spir-11139	277	22	,	,	PUNCT
spir-11139	277	23	2016	2016	NUM
spir-11139	277	24	]	]	PUNCT
spir-11139	277	25	,	,	PUNCT
spir-11139	277	26	e.g.	e.g.	ADV
spir-11139	277	27	,	,	PUNCT
spir-11139	277	28	electricity	electricity	NOUN
spir-11139	277	29	grid	grid	NOUN
spir-11139	277	30	manager	manager	NOUN
spir-11139	277	31	choosing	choose	VERB
spir-11139	277	32	to	to	PART
spir-11139	277	33	cause	cause	VERB
spir-11139	277	34	a	a	DET
spir-11139	277	35	blackout	blackout	NOUN
spir-11139	277	36	in	in	ADP
spir-11139	277	37	order	order	NOUN
spir-11139	277	38	to	to	PART
spir-11139	277	39	save	save	VERB
spir-11139	277	40	energy	energy	NOUN
spir-11139	277	41	[	[	X
spir-11139	277	42	simonite	simonite	ADJ
spir-11139	277	43	,	,	PUNCT
spir-11139	277	44	2018	2018	NUM
spir-11139	277	45	]	]	PUNCT
spir-11139	277	46	.	.	PUNCT
spir-11139	278	1	mass	mass	PROPN
spir-11139	278	2	data	data	PROPN
spir-11139	278	3	collection	collection	NOUN
spir-11139	278	4	.	.	PUNCT
spir-11139	279	1	many	many	ADJ
spir-11139	279	2	optimization	optimization	NOUN
spir-11139	279	3	systems	system	NOUN
spir-11139	279	4	need	need	VERB
spir-11139	279	5	massive	massive	ADJ
spir-11139	279	6	amounts	amount	NOUN
spir-11139	279	7	of	of	ADP
spir-11139	279	8	data	datum	NOUN
spir-11139	279	9	to	to	PART
spir-11139	279	10	function	function	VERB
spir-11139	279	11	.	.	PUNCT
spir-11139	280	1	the	the	DET
spir-11139	280	2	concentration	concentration	NOUN
spir-11139	280	3	of	of	ADP
spir-11139	280	4	resources	resource	NOUN
spir-11139	280	5	and	and	CCONJ
spir-11139	280	6	power	power	NOUN
spir-11139	280	7	in	in	ADP
spir-11139	280	8	data	datum	NOUN
spir-11139	280	9	holders	holder	NOUN
spir-11139	280	10	may	may	AUX
spir-11139	280	11	enable	enable	VERB
spir-11139	280	12	more	more	ADV
spir-11139	280	13	accurate	accurate	ADJ
spir-11139	280	14	inferences	inference	NOUN
spir-11139	280	15	about	about	ADP
spir-11139	280	16	populations	population	NOUN
spir-11139	280	17	.	.	PUNCT
spir-11139	281	1	however	however	ADV
spir-11139	281	2	,	,	PUNCT
spir-11139	281	3	it	it	PRON
spir-11139	281	4	exposes	expose	VERB
spir-11139	281	5	the	the	DET
spir-11139	281	6	individuals	individual	NOUN
spir-11139	281	7	whose	whose	DET
spir-11139	281	8	data	datum	NOUN
spir-11139	281	9	is	be	AUX
spir-11139	281	10	input	input	NOUN
spir-11139	281	11	to	to	ADP
spir-11139	281	12	optimization	optimization	NOUN
spir-11139	281	13	systems	system	NOUN
spir-11139	281	14	to	to	ADP
spir-11139	281	15	greater	great	ADJ
spir-11139	281	16	privacy	privacy	NOUN
spir-11139	281	17	risks	risk	NOUN
spir-11139	281	18	.	.	PUNCT
spir-11139	282	1	enter	enter	VERB
spir-11139	282	2	pots	pot	NOUN
spir-11139	282	3	in	in	ADP
spir-11139	282	4	response	response	NOUN
spir-11139	282	5	to	to	ADP
spir-11139	282	6	these	these	DET
spir-11139	282	7	externalities	externality	NOUN
spir-11139	282	8	,	,	PUNCT
spir-11139	282	9	we	we	PRON
spir-11139	282	10	introduce	introduce	VERB
spir-11139	282	11	pots	pot	NOUN
spir-11139	282	12	,	,	PUNCT
spir-11139	282	13	technologies	technology	NOUN
spir-11139	282	14	conceived	conceive	VERB
spir-11139	282	15	to	to	PART
spir-11139	282	16	address	address	VERB
spir-11139	282	17	the	the	DET
spir-11139	282	18	negative	negative	ADJ
spir-11139	282	19	externalities	externality	NOUN
spir-11139	282	20	of	of	ADP
spir-11139	282	21	optimization	optimization	NOUN
spir-11139	282	22	when	when	SCONJ
spir-11139	282	23	all	all	DET
spir-11139	282	24	other	other	ADJ
spir-11139	282	25	attempts	attempt	NOUN
spir-11139	282	26	to	to	PART
spir-11139	282	27	internalize	internalize	VERB
spir-11139	282	28	the	the	DET
spir-11139	282	29	externalities	externality	NOUN
spir-11139	282	30	of	of	ADP
spir-11139	282	31	optimization	optimization	NOUN
spir-11139	282	32	systems	system	NOUN
spir-11139	282	33	fail	fail	VERB
spir-11139	282	34	.	.	PUNCT
spir-11139	283	1	the	the	DET
spir-11139	283	2	externalities	externality	NOUN
spir-11139	283	3	of	of	ADP
spir-11139	283	4	optimizations	optimization	NOUN
spir-11139	283	5	could	could	AUX
spir-11139	283	6	be	be	AUX
spir-11139	283	7	better	well	ADV
spir-11139	283	8	addressed	address	VERB
spir-11139	283	9	using	use	VERB
spir-11139	283	10	socio	socio	NOUN
spir-11139	283	11	-	-	PUNCT
spir-11139	283	12	legal	legal	ADJ
spir-11139	283	13	means	mean	NOUN
spir-11139	283	14	,	,	PUNCT
spir-11139	283	15	however	however	ADV
spir-11139	283	16	,	,	PUNCT
spir-11139	283	17	we	we	PRON
spir-11139	283	18	focus	focus	VERB
spir-11139	283	19	on	on	ADP
spir-11139	283	20	technological	technological	ADJ
spir-11139	283	21	approaches	approach	NOUN
spir-11139	283	22	that	that	PRON
spir-11139	283	23	can	can	AUX
spir-11139	283	24	kick	kick	VERB
spir-11139	283	25	in	in	ADP
spir-11139	283	26	when	when	SCONJ
spir-11139	283	27	these	these	DET
spir-11139	283	28	alternatives	alternative	NOUN
spir-11139	283	29	return	return	VERB
spir-11139	283	30	no	no	DET
spir-11139	283	31	results	result	NOUN
spir-11139	283	32	.	.	PUNCT
spir-11139	284	1	pots	pot	NOUN
spir-11139	284	2	are	be	AUX
spir-11139	284	3	designed	design	VERB
spir-11139	284	4	to	to	PART
spir-11139	284	5	be	be	AUX
spir-11139	284	6	deployed	deploy	VERB
spir-11139	284	7	by	by	ADP
spir-11139	284	8	actors	actor	NOUN
spir-11139	284	9	affected	affect	VERB
spir-11139	284	10	by	by	ADP
spir-11139	284	11	the	the	DET
spir-11139	284	12	optimization	optimization	NOUN
spir-11139	284	13	system	system	NOUN
spir-11139	284	14	.	.	PUNCT
spir-11139	285	1	as	as	SCONJ
spir-11139	285	2	these	these	DET
spir-11139	285	3	actors	actor	NOUN
spir-11139	285	4	directly	directly	ADV
spir-11139	285	5	experience	experience	VERB
spir-11139	285	6	the	the	DET
spir-11139	285	7	externalities	externality	NOUN
spir-11139	285	8	,	,	PUNCT
spir-11139	285	9	they	they	PRON
spir-11139	285	10	have	have	VERB
spir-11139	285	11	intimate	intimate	ADJ
spir-11139	285	12	knowledge	knowledge	NOUN
spir-11139	285	13	of	of	ADP
spir-11139	285	14	the	the	DET
spir-11139	285	15	system	system	NOUN
spir-11139	285	16	’s	’s	PART
spir-11139	285	17	negative	negative	ADJ
spir-11139	285	18	effects	effect	NOUN
spir-11139	285	19	;	;	PUNCT
spir-11139	285	20	they	they	PRON
spir-11139	285	21	are	be	AUX
spir-11139	285	22	in	in	ADP
spir-11139	285	23	position	position	NOUN
spir-11139	285	24	to	to	PART
spir-11139	285	25	have	have	VERB
spir-11139	285	26	a	a	DET
spir-11139	285	27	better	well	ADJ
spir-11139	285	28	view	view	NOUN
spir-11139	285	29	of	of	ADP
spir-11139	285	30	their	their	PRON
spir-11139	285	31	social	social	ADJ
spir-11139	285	32	utility	utility	NOUN
spir-11139	285	33	than	than	SCONJ
spir-11139	285	34	a	a	DET
spir-11139	285	35	system	system	NOUN
spir-11139	285	36	provider	provider	NOUN
spir-11139	285	37	can	can	AUX
spir-11139	285	38	model	model	VERB
spir-11139	285	39	—	—	PUNCT
spir-11139	285	40	because	because	SCONJ
spir-11139	285	41	it	it	PRON
spir-11139	285	42	is	be	AUX
spir-11139	285	43	their	their	PRON
spir-11139	285	44	own	own	ADJ
spir-11139	285	45	utility	utility	NOUN
spir-11139	285	46	.	.	PUNCT
spir-11139	286	1	lastly	lastly	ADV
spir-11139	286	2	,	,	PUNCT
spir-11139	286	3	pots	pot	NOUN
spir-11139	286	4	do	do	AUX
spir-11139	286	5	not	not	PART
spir-11139	286	6	rely	rely	VERB
spir-11139	286	7	on	on	ADP
spir-11139	286	8	the	the	DET
spir-11139	286	9	incentives	incentive	NOUN
spir-11139	286	10	of	of	ADP
spir-11139	286	11	the	the	DET
spir-11139	286	12	provider	provider	NOUN
spir-11139	286	13	.	.	PUNCT
spir-11139	287	1	pots	pot	NOUN
spir-11139	287	2	are	be	AUX
spir-11139	287	3	intended	intend	VERB
spir-11139	287	4	to	to	PART
spir-11139	287	5	eliminate	eliminate	VERB
spir-11139	287	6	the	the	DET
spir-11139	287	7	harms	harm	NOUN
spir-11139	287	8	induced	induce	VERB
spir-11139	287	9	by	by	ADP
spir-11139	287	10	the	the	DET
spir-11139	287	11	optimization	optimization	NOUN
spir-11139	287	12	system	system	NOUN
spir-11139	287	13	,	,	PUNCT
spir-11139	287	14	or	or	CCONJ
spir-11139	287	15	at	at	ADP
spir-11139	287	16	least	least	ADJ
spir-11139	287	17	expose	expose	VERB
spir-11139	287	18	them	they	PRON
spir-11139	287	19	.	.	PUNCT
spir-11139	288	1	for	for	ADP
spir-11139	288	2	example	example	NOUN
spir-11139	288	3	,	,	PUNCT
spir-11139	288	4	uber	uber	NOUN
spir-11139	288	5	optimizes	optimize	VERB
spir-11139	288	6	the	the	DET
spir-11139	288	7	prices	price	NOUN
spir-11139	288	8	offered	offer	VERB
spir-11139	288	9	to	to	ADP
spir-11139	288	10	riders	rider	NOUN
spir-11139	288	11	and	and	CCONJ
spir-11139	288	12	the	the	DET
spir-11139	288	13	wages	wage	NOUN
spir-11139	288	14	offered	offer	VERB
spir-11139	288	15	to	to	ADP
spir-11139	288	16	drivers	driver	NOUN
spir-11139	288	17	.	.	PUNCT
spir-11139	289	1	uber	uber	ADJ
spir-11139	289	2	uses	use	NOUN
spir-11139	289	3	from	from	ADP
spir-11139	289	4	both	both	DET
spir-11139	289	5	riders	rider	NOUN
spir-11139	289	6	and	and	CCONJ
spir-11139	289	7	drivers	driver	NOUN
spir-11139	289	8	,	,	PUNCT
spir-11139	289	9	as	as	ADV
spir-11139	289	10	well	well	ADV
spir-11139	289	11	as	as	ADP
spir-11139	289	12	data	datum	NOUN
spir-11139	289	13	from	from	ADP
spir-11139	289	14	other	other	ADJ
spir-11139	289	15	sources	source	NOUN
spir-11139	289	16	such	such	ADJ
spir-11139	289	17	as	as	ADP
spir-11139	289	18	online	online	ADJ
spir-11139	289	19	service	service	NOUN
spir-11139	289	20	providers	provider	NOUN
spir-11139	289	21	,	,	PUNCT
spir-11139	289	22	e.g.	e.g.	ADV
spir-11139	289	23	,	,	PUNCT
spir-11139	289	24	google	google	VERB
spir-11139	289	25	for	for	ADP
spir-11139	289	26	maps	map	NOUN
spir-11139	289	27	and	and	CCONJ
spir-11139	289	28	data	datum	NOUN
spir-11139	289	29	that	that	PRON
spir-11139	289	30	they	they	PRON
spir-11139	289	31	might	might	AUX
spir-11139	289	32	collect	collect	VERB
spir-11139	289	33	using	use	VERB
spir-11139	289	34	cookies	cookie	NOUN
spir-11139	289	35	.	.	PUNCT
spir-11139	290	1	uber	uber	PROPN
spir-11139	290	2	also	also	ADV
spir-11139	290	3	receives	receive	VERB
spir-11139	290	4	offine	offine	ADJ
spir-11139	290	5	data	datum	NOUN
spir-11139	290	6	from	from	ADP
spir-11139	290	7	parties	party	NOUN
spir-11139	290	8	like	like	ADP
spir-11139	290	9	municipalities	municipality	NOUN
spir-11139	290	10	interested	interested	ADJ
spir-11139	290	11	in	in	ADP
spir-11139	290	12	promoting	promote	VERB
spir-11139	290	13	the	the	DET
spir-11139	290	14	use	use	NOUN
spir-11139	290	15	of	of	ADP
spir-11139	290	16	uber	uber	NOUN
spir-11139	290	17	to	to	PART
spir-11139	290	18	reduce	reduce	VERB
spir-11139	290	19	costs	cost	NOUN
spir-11139	290	20	of	of	ADP
spir-11139	290	21	public	public	ADJ
spir-11139	290	22	transport	transport	NOUN
spir-11139	290	23	.	.	PUNCT
spir-11139	291	1	lastly	lastly	ADV
spir-11139	291	2	,	,	PUNCT
spir-11139	291	3	uber	uber	ADJ
spir-11139	291	4	uses	use	VERB
spir-11139	291	5	inputs	input	NOUN
spir-11139	291	6	from	from	ADP
spir-11139	291	7	the	the	DET
spir-11139	291	8	market	market	NOUN
spir-11139	291	9	and	and	CCONJ
spir-11139	291	10	regulators	regulator	NOUN
spir-11139	291	11	to	to	PART
spir-11139	291	12	evaluate	evaluate	VERB
spir-11139	291	13	the	the	DET
spir-11139	291	14	economic	economic	ADJ
spir-11139	291	15	context	context	NOUN
spir-11139	291	16	in	in	ADP
spir-11139	291	17	order	order	NOUN
spir-11139	291	18	to	to	PART
spir-11139	291	19	adjust	adjust	VERB
spir-11139	291	20	wages	wage	NOUN
spir-11139	291	21	and	and	CCONJ
spir-11139	291	22	ride	ride	VERB
spir-11139	291	23	prices	price	NOUN
spir-11139	291	24	.	.	PUNCT
spir-11139	292	1	uber	uber	ADJ
spir-11139	292	2	ultimately	ultimately	ADV
spir-11139	292	3	uses	use	VERB
spir-11139	292	4	these	these	DET
spir-11139	292	5	inputs	input	NOUN
spir-11139	292	6	and	and	CCONJ
spir-11139	292	7	all	all	DET
spir-11139	292	8	the	the	DET
spir-11139	292	9	political	political	ADJ
spir-11139	292	10	and	and	CCONJ
spir-11139	292	11	economic	economic	ADJ
spir-11139	292	12	context	context	NOUN
spir-11139	292	13	in	in	ADP
spir-11139	292	14	a	a	DET
spir-11139	292	15	combination	combination	NOUN
spir-11139	292	16	of	of	ADP
spir-11139	292	17	managerial	managerial	ADJ
spir-11139	292	18	and	and	CCONJ
spir-11139	292	19	mathematical	mathematical	ADJ
spir-11139	292	20	optimization	optimization	NOUN
spir-11139	292	21	to	to	PART
spir-11139	292	22	deliver	deliver	VERB
spir-11139	292	23	outcomes	outcome	NOUN
spir-11139	292	24	to	to	ADP
spir-11139	292	25	the	the	DET
spir-11139	292	26	environment	environment	NOUN
spir-11139	292	27	:	:	PUNCT
spir-11139	292	28	match	match	VERB
spir-11139	292	29	riders	rider	NOUN
spir-11139	292	30	to	to	ADP
spir-11139	292	31	drivers	driver	NOUN
spir-11139	292	32	and	and	CCONJ
spir-11139	292	33	set	set	VERB
spir-11139	292	34	ride	ride	NOUN
spir-11139	292	35	prices	price	NOUN
spir-11139	292	36	.	.	PUNCT
spir-11139	293	1	reports	report	NOUN
spir-11139	293	2	and	and	CCONJ
spir-11139	293	3	studies	study	NOUN
spir-11139	293	4	demonstrate	demonstrate	VERB
spir-11139	293	5	that	that	SCONJ
spir-11139	293	6	these	these	DET
spir-11139	293	7	outcomes	outcome	NOUN
spir-11139	293	8	cause	cause	VERB
spir-11139	293	9	externalities	externality	NOUN
spir-11139	293	10	:	:	PUNCT
spir-11139	293	11	uber	uber	ADJ
spir-11139	293	12	’s	’s	PART
spir-11139	293	13	activity	activity	NOUN
spir-11139	293	14	increases	increase	VERB
spir-11139	293	15	congestion	congestion	NOUN
spir-11139	293	16	and	and	CCONJ
spir-11139	293	17	misuse	misuse	NOUN
spir-11139	293	18	of	of	ADP
spir-11139	293	19	bike	bike	NOUN
spir-11139	293	20	lanes	lane	NOUN
spir-11139	293	21	,	,	PUNCT
spir-11139	293	22	increases	increase	VERB
spir-11139	293	23	pollution	pollution	NOUN
spir-11139	293	24	,	,	PUNCT
spir-11139	293	25	and	and	CCONJ
spir-11139	293	26	decreases	decrease	VERB
spir-11139	293	27	public	public	ADJ
spir-11139	293	28	support	support	NOUN
spir-11139	293	29	for	for	ADP
spir-11139	293	30	transit	transit	NOUN
spir-11139	293	31	.	.	PUNCT
spir-11139	294	1	in	in	ADP
spir-11139	294	2	the	the	DET
spir-11139	294	3	uber	uber	ADJ
spir-11139	294	4	scenario	scenario	NOUN
spir-11139	294	5	,	,	PUNCT
spir-11139	294	6	pots	pot	NOUN
spir-11139	294	7	can	can	AUX
spir-11139	294	8	be	be	AUX
spir-11139	294	9	deployed	deploy	VERB
spir-11139	294	10	by	by	ADP
spir-11139	294	11	users	user	NOUN
spir-11139	294	12	and	and	CCONJ
spir-11139	294	13	non	non	NOUN
spir-11139	294	14	-	-	NOUN
spir-11139	294	15	users	user	NOUN
spir-11139	294	16	with	with	ADP
spir-11139	294	17	the	the	DET
spir-11139	294	18	goal	goal	NOUN
spir-11139	294	19	of	of	ADP
spir-11139	294	20	changing	change	VERB
spir-11139	294	21	the	the	DET
spir-11139	294	22	phenomena	phenomenon	NOUN
spir-11139	294	23	captured	capture	VERB
spir-11139	294	24	by	by	ADP
spir-11139	294	25	uber	uber	NOUN
spir-11139	294	26	.	.	PUNCT
spir-11139	295	1	these	these	PRON
spir-11139	295	2	can	can	AUX
spir-11139	295	3	come	come	VERB
spir-11139	295	4	in	in	ADP
spir-11139	295	5	different	different	ADJ
spir-11139	295	6	forms	form	NOUN
spir-11139	295	7	:	:	PUNCT
spir-11139	295	8	by	by	ADP
spir-11139	295	9	changing	change	VERB
spir-11139	295	10	the	the	DET
spir-11139	295	11	inputs	input	NOUN
spir-11139	295	12	of	of	ADP
spir-11139	295	13	the	the	DET
spir-11139	295	14	users	user	NOUN
spir-11139	295	15	to	to	ADP
spir-11139	295	16	the	the	DET
spir-11139	295	17	system	system	NOUN
spir-11139	295	18	(	(	PUNCT
spir-11139	295	19	e.g.	e.g.	ADV
spir-11139	295	20	drivers	driver	NOUN
spir-11139	295	21	can	can	AUX
spir-11139	295	22	simultaneously	simultaneously	ADV
spir-11139	295	23	turn	turn	VERB
spir-11139	295	24	off	off	ADP
spir-11139	295	25	the	the	DET
spir-11139	295	26	app	app	NOUN
spir-11139	295	27	to	to	PART
spir-11139	295	28	induce	induce	VERB
spir-11139	295	29	surge	surge	ADJ
spir-11139	295	30	pricing	pricing	NOUN
spir-11139	295	31	)	)	PUNCT
spir-11139	295	32	or	or	CCONJ
spir-11139	295	33	by	by	ADP
spir-11139	295	34	changing	change	VERB
spir-11139	295	35	the	the	DET
spir-11139	295	36	online	online	ADJ
spir-11139	295	37	or	or	CCONJ
spir-11139	295	38	offline	offline	ADJ
spir-11139	295	39	signals	signal	NOUN
spir-11139	295	40	gathered	gather	VERB
spir-11139	295	41	by	by	ADP
spir-11139	295	42	uber	uber	NOUN
spir-11139	295	43	(	(	PUNCT
spir-11139	295	44	e.g.	e.g.	ADV
spir-11139	295	45	,	,	PUNCT
spir-11139	295	46	mayors	mayor	NOUN
spir-11139	295	47	changing	change	VERB
spir-11139	295	48	the	the	DET
spir-11139	295	49	city	city	NOUN
spir-11139	295	50	urban	urban	ADJ
spir-11139	295	51	planning	planning	NOUN
spir-11139	295	52	)	)	PUNCT
spir-11139	295	53	,	,	PUNCT
spir-11139	295	54	and	and	CCONJ
spir-11139	295	55	could	could	AUX
spir-11139	295	56	be	be	AUX
spir-11139	295	57	further	far	ADV
spir-11139	295	58	reinforced	reinforce	VERB
spir-11139	295	59	by	by	ADP
spir-11139	295	60	affecting	affect	VERB
spir-11139	295	61	the	the	DET
spir-11139	295	62	market	market	NOUN
spir-11139	295	63	(	(	PUNCT
spir-11139	295	64	e.g.	e.g.	ADV
spir-11139	295	65	,	,	PUNCT
spir-11139	295	66	by	by	ADP
spir-11139	295	67	changing	change	VERB
spir-11139	295	68	regulations	regulation	NOUN
spir-11139	295	69	or	or	CCONJ
spir-11139	295	70	mandating	mandate	VERB
spir-11139	295	71	salary	salary	NOUN
spir-11139	295	72	increases	increase	NOUN
spir-11139	295	73	)	)	PUNCT
spir-11139	295	74	.	.	PUNCT
spir-11139	296	1	references	reference	NOUN
spir-11139	296	2	i.	i.	PROPN
spir-11139	296	3	kaldrack	kaldrack	PROPN
spir-11139	296	4	and	and	CCONJ
spir-11139	296	5	m.	m.	PROPN
spir-11139	296	6	leeker	leeker	PROPN
spir-11139	296	7	.	.	PUNCT
spir-11139	297	1	there	there	PRON
spir-11139	297	2	is	be	VERB
spir-11139	297	3	no	no	DET
spir-11139	297	4	software	software	NOUN
spir-11139	297	5	,	,	PUNCT
spir-11139	297	6	there	there	PRON
spir-11139	297	7	are	be	VERB
spir-11139	297	8	just	just	ADV
spir-11139	297	9	services	service	NOUN
spir-11139	297	10	:	:	PUNCT
spir-11139	297	11	introduction	introduction	NOUN
spir-11139	297	12	.	.	PUNCT
spir-11139	298	1	there	there	PRON
spir-11139	298	2	is	be	VERB
spir-11139	298	3	no	no	DET
spir-11139	298	4	software	software	NOUN
spir-11139	298	5	,	,	PUNCT
spir-11139	298	6	there	there	PRON
spir-11139	298	7	are	be	VERB
spir-11139	298	8	just	just	ADV
spir-11139	298	9	services	service	NOUN
spir-11139	298	10	,	,	PUNCT
spir-11139	298	11	2015	2015	NUM
spir-11139	298	12	.	.	PUNCT
spir-11139	299	1	author	author	NOUN
spir-11139	299	2	#	#	SYM
spir-11139	299	3	4	4	NUM
spir-11139	299	4	p.	p.	NOUN
spir-11139	299	5	e.	e.	PROPN
spir-11139	299	6	agre	agre	PROPN
spir-11139	299	7	.	.	PUNCT
spir-11139	300	1	surveillance	surveillance	NOUN
spir-11139	300	2	and	and	CCONJ
spir-11139	300	3	capture	capture	NOUN
spir-11139	300	4	:	:	PUNCT
spir-11139	300	5	two	two	NUM
spir-11139	300	6	models	model	NOUN
spir-11139	300	7	of	of	ADP
spir-11139	300	8	privacy	privacy	NOUN
spir-11139	300	9	.	.	PUNCT
spir-11139	301	1	the	the	DET
spir-11139	301	2	information	information	NOUN
spir-11139	301	3	society	society	NOUN
spir-11139	301	4	,	,	PUNCT
spir-11139	301	5	1994	1994	NUM
spir-11139	301	6	.	.	PUNCT
spir-11139	302	1	m.	m.	PROPN
spir-11139	302	2	r.	r.	PROPN
spir-11139	302	3	curry	curry	PROPN
spir-11139	302	4	and	and	CCONJ
spir-11139	302	5	d.	d.	PROPN
spir-11139	302	6	phillips	phillips	PROPN
spir-11139	302	7	.	.	PUNCT
spir-11139	303	1	surveillance	surveillance	NOUN
spir-11139	303	2	as	as	ADP
spir-11139	303	3	social	social	ADJ
spir-11139	303	4	sorting	sorting	NOUN
spir-11139	303	5	:	:	PUNCT
spir-11139	303	6	privacy	privacy	NOUN
spir-11139	303	7	,	,	PUNCT
spir-11139	303	8	risk	risk	NOUN
spir-11139	303	9	,	,	PUNCT
spir-11139	303	10	and	and	CCONJ
spir-11139	303	11	automated	automate	VERB
spir-11139	303	12	discrimination	discrimination	NOUN
spir-11139	303	13	.	.	PUNCT
spir-11139	304	1	in	in	ADP
spir-11139	304	2	privacy	privacy	NOUN
spir-11139	304	3	and	and	CCONJ
spir-11139	304	4	the	the	DET
spir-11139	304	5	phenetic	phenetic	ADJ
spir-11139	304	6	urge	urge	NOUN
spir-11139	304	7	:	:	PUNCT
spir-11139	304	8	geodemographics	geodemographic	NOUN
spir-11139	304	9	and	and	CCONJ
spir-11139	304	10	the	the	DET
spir-11139	304	11	changing	change	VERB
spir-11139	304	12	spatiality	spatiality	NOUN
spir-11139	304	13	of	of	ADP
spir-11139	304	14	local	local	ADJ
spir-11139	304	15	practice	practice	NOUN
spir-11139	304	16	,	,	PUNCT
spir-11139	304	17	2003	2003	NUM
spir-11139	304	18	.	.	PUNCT
spir-11139	305	1	m.	m.	NOUN
spir-11139	305	2	poon	poon	NOUN
spir-11139	305	3	.	.	PUNCT
spir-11139	306	1	corporate	corporate	ADJ
spir-11139	306	2	capitalism	capitalism	NOUN
spir-11139	306	3	and	and	CCONJ
spir-11139	306	4	the	the	DET
spir-11139	306	5	growing	grow	VERB
spir-11139	306	6	power	power	NOUN
spir-11139	306	7	of	of	ADP
spir-11139	306	8	big	big	ADJ
spir-11139	306	9	data	datum	NOUN
spir-11139	306	10	:	:	PUNCT
spir-11139	306	11	review	review	NOUN
spir-11139	306	12	essay	essay	NOUN
spir-11139	306	13	,	,	PUNCT
spir-11139	306	14	2016	2016	NUM
spir-11139	306	15	.	.	PUNCT
spir-11139	307	1	t.	t.	PROPN
spir-11139	307	2	hwang	hwang	PROPN
spir-11139	307	3	.	.	PUNCT
spir-11139	308	1	computational	computational	ADJ
spir-11139	308	2	power	power	NOUN
spir-11139	308	3	and	and	CCONJ
spir-11139	308	4	the	the	DET
spir-11139	308	5	social	social	ADJ
spir-11139	308	6	impact	impact	NOUN
spir-11139	308	7	of	of	ADP
spir-11139	308	8	artificial	artificial	ADJ
spir-11139	308	9	intelligence	intelligence	NOUN
spir-11139	308	10	.	.	PUNCT
spir-11139	309	1	arxiv	arxiv	PROPN
spir-11139	309	2	preprint	preprint	PROPN
spir-11139	309	3	arxiv:1803.08971	arxiv:1803.08971	VERB
spir-11139	309	4	,	,	PUNCT
spir-11139	309	5	2018	2018	NUM
spir-11139	309	6	.	.	PUNCT
spir-11139	310	1	d.	d.	PROPN
spir-11139	310	2	a.	a.	PROPN
spir-11139	310	3	starrett	starrett	PROPN
spir-11139	310	4	.	.	PUNCT
spir-11139	311	1	economic	economic	ADJ
spir-11139	311	2	externalities	externality	NOUN
spir-11139	311	3	.	.	PUNCT
spir-11139	312	1	eolss	eolss	ADJ
spir-11139	312	2	,	,	PUNCT
spir-11139	312	3	2011	2011	NUM
spir-11139	312	4	.	.	PUNCT
spir-11139	313	1	s.	s.	PROPN
spir-11139	313	2	lopez	lopez	PROPN
spir-11139	313	3	.	.	PUNCT
spir-11139	314	1	on	on	ADP
spir-11139	314	2	one	one	NUM
spir-11139	314	3	of	of	ADP
spir-11139	314	4	l.a	l.a	PROPN
spir-11139	314	5	.	.	PROPN
spir-11139	314	6	’s	’s	PART
spir-11139	314	7	steepest	steep	ADJ
spir-11139	314	8	streets	street	NOUN
spir-11139	314	9	,	,	PUNCT
spir-11139	314	10	an	an	DET
spir-11139	314	11	app	app	NOUN
spir-11139	314	12	-	-	PUNCT
spir-11139	314	13	driven	drive	VERB
spir-11139	314	14	frenzy	frenzy	NOUN
spir-11139	314	15	of	of	ADP
spir-11139	314	16	spinouts	spinout	NOUN
spir-11139	314	17	,	,	PUNCT
spir-11139	314	18	confusion	confusion	NOUN
spir-11139	314	19	and	and	CCONJ
spir-11139	314	20	crashes	crash	NOUN
spir-11139	314	21	.	.	PUNCT
spir-11139	315	1	los	los	PROPN
spir-11139	315	2	angeles	angeles	PROPN
spir-11139	315	3	times	times	PROPN
spir-11139	315	4	,	,	PUNCT
spir-11139	315	5	april	april	PROPN
spir-11139	315	6	2018	2018	NUM
spir-11139	315	7	.	.	PUNCT
spir-11139	316	1	c.	c.	PROPN
spir-11139	316	2	huffaker	huffaker	PROPN
spir-11139	316	3	.	.	PUNCT
spir-11139	317	1	there	there	PRON
spir-11139	317	2	are	be	VERB
spir-11139	317	3	fewer	few	ADJ
spir-11139	317	4	pokémon	pokémon	NOUN
spir-11139	317	5	go	go	NOUN
spir-11139	317	6	locations	location	NOUN
spir-11139	317	7	in	in	ADP
spir-11139	317	8	black	black	ADJ
spir-11139	317	9	neighborhoods	neighborhood	NOUN
spir-11139	317	10	,	,	PUNCT
spir-11139	317	11	but	but	CCONJ
spir-11139	317	12	why	why	SCONJ
spir-11139	317	13	?	?	PUNCT
spir-11139	318	1	the	the	DET
spir-11139	318	2	miami	miami	PROPN
spir-11139	318	3	herald	herald	PROPN
spir-11139	318	4	,	,	PUNCT
spir-11139	318	5	july	july	PROPN
spir-11139	318	6	2016	2016	NUM
spir-11139	318	7	.	.	PUNCT
spir-11139	319	1	s.	s.	PROPN
spir-11139	319	2	bird	bird	PROPN
spir-11139	319	3	,	,	PUNCT
spir-11139	319	4	s.	s.	PROPN
spir-11139	319	5	barocas	barocas	PROPN
spir-11139	319	6	,	,	PUNCT
spir-11139	319	7	k.	k.	PROPN
spir-11139	319	8	crawford	crawford	PROPN
spir-11139	319	9	,	,	PUNCT
spir-11139	319	10	and	and	CCONJ
spir-11139	319	11	h.	h.	PROPN
spir-11139	319	12	wallach	wallach	PROPN
spir-11139	319	13	.	.	PUNCT
spir-11139	320	1	exploring	explore	VERB
spir-11139	320	2	or	or	CCONJ
spir-11139	320	3	exploiting	exploit	VERB
spir-11139	320	4	?	?	PUNCT
spir-11139	321	1	social	social	ADJ
spir-11139	321	2	and	and	CCONJ
spir-11139	321	3	ethical	ethical	ADJ
spir-11139	321	4	implications	implication	NOUN
spir-11139	321	5	of	of	ADP
spir-11139	321	6	autonomous	autonomous	ADJ
spir-11139	321	7	experimentation	experimentation	NOUN
spir-11139	321	8	in	in	ADP
spir-11139	321	9	ai	ai	PROPN
spir-11139	321	10	.	.	PUNCT
spir-11139	322	1	in	in	ADP
spir-11139	322	2	fat	fat	PROPN
spir-11139	322	3	,	,	PUNCT
spir-11139	322	4	2016	2016	NUM
spir-11139	322	5	.	.	PUNCT
spir-11139	323	1	m.	m.	NOUN
spir-11139	323	2	sugiyama	sugiyama	PROPN
spir-11139	323	3	,	,	PUNCT
spir-11139	323	4	n.	n.	PROPN
spir-11139	323	5	d.	d.	PROPN
spir-11139	323	6	lawrence	lawrence	PROPN
spir-11139	323	7	,	,	PUNCT
spir-11139	323	8	a.	a.	NOUN
spir-11139	323	9	schwaighofer	schwaighofer	NOUN
spir-11139	323	10	,	,	PUNCT
spir-11139	323	11	et	et	PROPN
spir-11139	323	12	al	al	PROPN
spir-11139	323	13	.	.	PROPN
spir-11139	323	14	dataset	dataset	PROPN
spir-11139	323	15	shift	shift	NOUN
spir-11139	323	16	in	in	ADP
spir-11139	323	17	machine	machine	NOUN
spir-11139	323	18	learning	learning	NOUN
spir-11139	323	19	.	.	PUNCT
spir-11139	324	1	the	the	DET
spir-11139	324	2	mit	mit	PROPN
spir-11139	324	3	press	press	NOUN
spir-11139	324	4	,	,	PUNCT
spir-11139	324	5	2017	2017	NUM
spir-11139	324	6	.	.	PUNCT
spir-11139	325	1	j.a.rodgerand	j.a.rodgerand	PROPN
spir-11139	325	2	,	,	PUNCT
spir-11139	325	3	p.c.pendharkar	p.c.pendharkar	PROPN
spir-11139	325	4	.	.	PUNCT
spir-11139	326	1	a	a	DET
spir-11139	326	2	field	field	NOUN
spir-11139	326	3	study	study	NOUN
spir-11139	326	4	of	of	ADP
spir-11139	326	5	the	the	DET
spir-11139	326	6	impact	impact	NOUN
spir-11139	326	7	of	of	ADP
spir-11139	326	8	gender	gender	NOUN
spir-11139	326	9	and	and	CCONJ
spir-11139	326	10	user	user	NOUN
spir-11139	326	11	’s	’s	PART
spir-11139	326	12	technical	technical	ADJ
spir-11139	326	13	experience	experience	NOUN
spir-11139	326	14	on	on	ADP
spir-11139	326	15	the	the	DET
spir-11139	326	16	performance	performance	NOUN
spir-11139	326	17	of	of	ADP
spir-11139	326	18	voice	voice	NOUN
spir-11139	326	19	-	-	PUNCT
spir-11139	326	20	activated	activate	VERB
spir-11139	326	21	medical	medical	ADJ
spir-11139	326	22	tracking	tracking	NOUN
spir-11139	326	23	application	application	NOUN
spir-11139	326	24	.	.	PUNCT
spir-11139	327	1	international	international	ADJ
spir-11139	327	2	journal	journal	PROPN
spir-11139	327	3	of	of	ADP
spir-11139	327	4	human	human	ADJ
spir-11139	327	5	-	-	PUNCT
spir-11139	327	6	computer	computer	NOUN
spir-11139	327	7	studies	study	NOUN
spir-11139	327	8	,	,	PUNCT
spir-11139	327	9	2004	2004	NUM
spir-11139	327	10	.	.	PUNCT
spir-11139	328	1	m.	m.	NOUN
spir-11139	328	2	hardt	hardt	PROPN
spir-11139	328	3	.	.	PUNCT
spir-11139	329	1	how	how	SCONJ
spir-11139	329	2	big	big	ADJ
spir-11139	329	3	data	data	NOUN
spir-11139	329	4	is	be	AUX
spir-11139	329	5	unfair	unfair	ADJ
spir-11139	329	6	?	?	PUNCT
spir-11139	330	1	medium	medium	ADJ
spir-11139	330	2	,	,	PUNCT
spir-11139	330	3	september	september	PROPN
spir-11139	330	4	2014	2014	NUM
spir-11139	330	5	.	.	PUNCT
spir-11139	331	1	j.	j.	PROPN
spir-11139	331	2	buolamwini	buolamwini	PROPN
spir-11139	331	3	and	and	CCONJ
spir-11139	331	4	t.	t.	PROPN
spir-11139	331	5	gebru	gebru	NOUN
spir-11139	331	6	.	.	PUNCT
spir-11139	332	1	gender	gender	NOUN
spir-11139	332	2	shades	shade	NOUN
spir-11139	332	3	:	:	PUNCT
spir-11139	332	4	intersectional	intersectional	ADJ
spir-11139	332	5	accuracy	accuracy	NOUN
spir-11139	332	6	disparities	disparity	NOUN
spir-11139	332	7	in	in	ADP
spir-11139	332	8	commercial	commercial	ADJ
spir-11139	332	9	gender	gender	NOUN
spir-11139	332	10	classification	classification	NOUN
spir-11139	332	11	.	.	PUNCT
spir-11139	333	1	in	in	ADP
spir-11139	333	2	conference	conference	NOUN
spir-11139	333	3	on	on	ADP
spir-11139	333	4	fairness	fairness	NOUN
spir-11139	333	5	,	,	PUNCT
spir-11139	333	6	accountability	accountability	NOUN
spir-11139	333	7	and	and	CCONJ
spir-11139	333	8	transparency	transparency	NOUN
spir-11139	333	9	,	,	PUNCT
spir-11139	333	10	2018	2018	NUM
spir-11139	333	11	.	.	PUNCT
spir-11139	334	1	d.	d.	PROPN
spir-11139	334	2	amodei	amodei	PROPN
spir-11139	334	3	,	,	PUNCT
spir-11139	334	4	c.	c.	PROPN
spir-11139	334	5	olah	olah	PROPN
spir-11139	334	6	,	,	PUNCT
spir-11139	334	7	j.	j.	PROPN
spir-11139	334	8	steinhardt	steinhardt	PROPN
spir-11139	334	9	,	,	PUNCT
spir-11139	334	10	p.	p.	PROPN
spir-11139	334	11	f.	f.	PROPN
spir-11139	334	12	christiano	christiano	PROPN
spir-11139	334	13	,	,	PUNCT
spir-11139	334	14	j.	j.	PROPN
spir-11139	334	15	schulman	schulman	PROPN
spir-11139	334	16	,	,	PUNCT
spir-11139	334	17	and	and	CCONJ
spir-11139	334	18	d.	d.	PROPN
spir-11139	334	19	mané	mané	PROPN
spir-11139	334	20	.	.	PUNCT
spir-11139	335	1	concrete	concrete	ADJ
spir-11139	335	2	problems	problem	NOUN
spir-11139	335	3	in	in	ADP
spir-11139	335	4	ai	ai	PROPN
spir-11139	335	5	safety	safety	NOUN
spir-11139	335	6	.	.	PUNCT
spir-11139	336	1	corr	corr	PROPN
spir-11139	336	2	,	,	PUNCT
spir-11139	336	3	abs/1606.06565	abs/1606.06565	ADV
spir-11139	336	4	,	,	PUNCT
spir-11139	336	5	2016	2016	NUM
spir-11139	336	6	.	.	PUNCT
spir-11139	337	1	t.	t.	PROPN
spir-11139	337	2	simonite	simonite	PROPN
spir-11139	337	3	.	.	PUNCT
spir-11139	338	1	when	when	SCONJ
spir-11139	338	2	bots	bot	NOUN
spir-11139	338	3	teach	teach	VERB
spir-11139	338	4	themselves	themselves	PRON
spir-11139	338	5	to	to	PART
spir-11139	338	6	cheat	cheat	VERB
spir-11139	338	7	.	.	PUNCT
spir-11139	339	1	wired	wire	VERB
spir-11139	339	2	,	,	PUNCT
spir-11139	339	3	august	august	PROPN
spir-11139	339	4	2018	2018	NUM