id	sid	tid	token	lemma	pos
abf-289	1	1	microsoft	microsoft	PROPN
abf-289	1	2	word	word	PROPN
abf-289	1	3	lenhard	lenhard	NOUN
abf-289	1	4	final.docx	final.docx	VERB
abf-289	1	5	1	1	NUM
abf-289	1	6	informational	informational	ADJ
abf-289	1	7	selves	self	NOUN
abf-289	1	8	–	–	PUNCT
abf-289	1	9	a	a	DET
abf-289	1	10	genealogy	genealogy	NOUN
abf-289	1	11	of	of	ADP
abf-289	1	12	how	how	SCONJ
abf-289	1	13	data	datum	NOUN
abf-289	1	14	became	become	VERB
abf-289	1	15	to	to	PART
abf-289	1	16	increasingly	increasingly	ADV
abf-289	1	17	define	define	VERB
abf-289	1	18	how	how	SCONJ
abf-289	1	19	we	we	PRON
abf-289	1	20	operate	operate	VERB
abf-289	1	21	koopman	koopman	PROPN
abf-289	1	22	,	,	PUNCT
abf-289	1	23	colin	colin	PROPN
abf-289	1	24	.	.	PROPN
abf-289	2	1	2019	2019	NUM
abf-289	2	2	.	.	PUNCT
abf-289	3	1	how	how	SCONJ
abf-289	3	2	we	we	PRON
abf-289	3	3	became	become	VERB
abf-289	3	4	our	our	PRON
abf-289	3	5	data	datum	NOUN
abf-289	3	6	–	–	PUNCT
abf-289	3	7	a	a	DET
abf-289	3	8	genealogy	genealogy	NOUN
abf-289	3	9	of	of	ADP
abf-289	3	10	the	the	DET
abf-289	3	11	informational	informational	ADJ
abf-289	3	12	person	person	NOUN
abf-289	3	13	.	.	PUNCT
abf-289	4	1	chicago	chicago	PROPN
abf-289	4	2	:	:	PUNCT
abf-289	4	3	university	university	NOUN
abf-289	4	4	of	of	ADP
abf-289	4	5	chicago	chicago	PROPN
abf-289	4	6	press	press	NOUN
abf-289	4	7	.	.	PUNCT
abf-289	5	1	pp	pp	ADJ
abf-289	5	2	.	.	PUNCT
abf-289	6	1	272	272	NUM
abf-289	6	2	isbn	isbn	NOUN
abf-289	6	3	:	:	PUNCT
abf-289	6	4	9780226626444	9780226626444	NUM
abf-289	6	5	.	.	PUNCT
abf-289	6	6	reviewed	review	VERB
abf-289	6	7	by	by	ADP
abf-289	6	8	johannes	johannes	PROPN
abf-289	6	9	lenhard	lenhard	NOUN
abf-289	6	10	,	,	PUNCT
abf-289	6	11	centre	centre	NOUN
abf-289	6	12	coordinator	coordinator	NOUN
abf-289	6	13	and	and	CCONJ
abf-289	6	14	research	research	NOUN
abf-289	6	15	associate	associate	NOUN
abf-289	6	16	,	,	PUNCT
abf-289	6	17	max	max	PROPN
abf-289	6	18	planck	planck	PROPN
abf-289	6	19	cambridge	cambridge	PROPN
abf-289	6	20	centre	centre	PROPN
abf-289	6	21	for	for	ADP
abf-289	6	22	the	the	DET
abf-289	6	23	study	study	NOUN
abf-289	6	24	of	of	ADP
abf-289	6	25	ethics	ethic	NOUN
abf-289	6	26	,	,	PUNCT
abf-289	6	27	the	the	DET
abf-289	6	28	economy	economy	NOUN
abf-289	6	29	and	and	CCONJ
abf-289	6	30	social	social	ADJ
abf-289	6	31	change	change	NOUN
abf-289	6	32	,	,	PUNCT
abf-289	6	33	university	university	NOUN
abf-289	6	34	of	of	ADP
abf-289	6	35	cambridge	cambridge	PROPN
abf-289	6	36	,	,	PUNCT
abf-289	6	37	uk	uk	PROPN
abf-289	6	38	keywords	keyword	NOUN
abf-289	6	39	:	:	PUNCT
abf-289	6	40	data	datum	NOUN
abf-289	6	41	,	,	PUNCT
abf-289	6	42	algorithm	algorithm	NOUN
abf-289	6	43	,	,	PUNCT
abf-289	6	44	politics	politic	NOUN
abf-289	6	45	,	,	PUNCT
abf-289	6	46	ethics	ethic	NOUN
abf-289	6	47	,	,	PUNCT
abf-289	6	48	genealogy	genealogy	NOUN
abf-289	6	49	.	.	PUNCT
abf-289	7	1	just	just	ADV
abf-289	7	2	in	in	ADP
abf-289	7	3	february	february	PROPN
abf-289	7	4	,	,	PUNCT
abf-289	7	5	a	a	DET
abf-289	7	6	big	big	ADJ
abf-289	7	7	blue	blue	ADJ
abf-289	7	8	metropolitan	metropolitan	ADJ
abf-289	7	9	police	police	PROPN
abf-289	7	10	van	van	PROPN
abf-289	7	11	was	be	AUX
abf-289	7	12	parked	park	VERB
abf-289	7	13	outside	outside	ADP
abf-289	7	14	the	the	DET
abf-289	7	15	exit	exit	NOUN
abf-289	7	16	of	of	ADP
abf-289	7	17	the	the	DET
abf-289	7	18	london	london	PROPN
abf-289	7	19	underground	underground	NOUN
abf-289	7	20	at	at	ADP
abf-289	7	21	the	the	DET
abf-289	7	22	second	second	ADV
abf-289	7	23	biggest	big	ADJ
abf-289	7	24	shopping	shopping	NOUN
abf-289	7	25	center	center	NOUN
abf-289	7	26	in	in	ADP
abf-289	7	27	the	the	DET
abf-289	7	28	british	british	ADJ
abf-289	7	29	capital	capital	NOUN
abf-289	7	30	in	in	ADP
abf-289	7	31	stratford	stratford	PROPN
abf-289	7	32	.	.	PUNCT
abf-289	8	1	two	two	NUM
abf-289	8	2	big	big	ADJ
abf-289	8	3	white	white	ADJ
abf-289	8	4	cameras	camera	NOUN
abf-289	8	5	sat	sit	VERB
abf-289	8	6	high	high	ADV
abf-289	8	7	on	on	ADP
abf-289	8	8	top	top	NOUN
abf-289	8	9	of	of	ADP
abf-289	8	10	the	the	DET
abf-289	8	11	van	van	PROPN
abf-289	8	12	pointing	pointing	NOUN
abf-289	8	13	at	at	ADP
abf-289	8	14	the	the	DET
abf-289	8	15	outcoming	outcome	VERB
abf-289	8	16	crowds	crowd	NOUN
abf-289	8	17	;	;	PUNCT
abf-289	8	18	a	a	DET
abf-289	8	19	red	red	ADJ
abf-289	8	20	sign	sign	NOUN
abf-289	8	21	with	with	ADP
abf-289	8	22	white	white	ADJ
abf-289	8	23	letters	letter	NOUN
abf-289	8	24	was	be	AUX
abf-289	8	25	placed	place	VERB
abf-289	8	26	in	in	ADP
abf-289	8	27	proximity	proximity	NOUN
abf-289	8	28	of	of	ADP
abf-289	8	29	the	the	DET
abf-289	8	30	car	car	NOUN
abf-289	8	31	but	but	CCONJ
abf-289	8	32	barely	barely	ADV
abf-289	8	33	readable	readable	ADJ
abf-289	8	34	for	for	ADP
abf-289	8	35	people	people	NOUN
abf-289	8	36	approaching	approach	VERB
abf-289	8	37	.	.	PUNCT
abf-289	9	1	the	the	DET
abf-289	9	2	sign	sign	NOUN
abf-289	9	3	read	read	VERB
abf-289	9	4	:	:	PUNCT
abf-289	9	5	‘	'	PUNCT
abf-289	9	6	police	police	NOUN
abf-289	9	7	live	live	VERB
abf-289	9	8	facial	facial	ADJ
abf-289	9	9	recognition	recognition	NOUN
abf-289	9	10	in	in	ADP
abf-289	9	11	use	use	NOUN
abf-289	9	12	.	.	PUNCT
abf-289	9	13	’	'	PUNCT
abf-289	10	1	despite	despite	SCONJ
abf-289	10	2	protests	protest	NOUN
abf-289	10	3	from	from	ADP
abf-289	10	4	groups	group	NOUN
abf-289	10	5	such	such	ADJ
abf-289	10	6	as	as	ADP
abf-289	10	7	big	big	ADJ
abf-289	10	8	brother	brother	NOUN
abf-289	10	9	watch	watch	PROPN
abf-289	10	10	,	,	PUNCT
abf-289	10	11	london	london	PROPN
abf-289	10	12	police	police	NOUN
abf-289	10	13	force	force	NOUN
abf-289	10	14	announced	announce	VERB
abf-289	10	15	shortly	shortly	ADV
abf-289	10	16	before	before	ADP
abf-289	10	17	this	this	DET
abf-289	10	18	first	first	ADJ
abf-289	10	19	sighting	sighting	NOUN
abf-289	10	20	of	of	ADP
abf-289	10	21	the	the	DET
abf-289	10	22	blue	blue	ADJ
abf-289	10	23	van	van	PROPN
abf-289	10	24	that	that	SCONJ
abf-289	10	25	it	it	PRON
abf-289	10	26	would	would	AUX
abf-289	10	27	increasingly	increasingly	ADV
abf-289	10	28	use	use	VERB
abf-289	10	29	facial	facial	ADJ
abf-289	10	30	recognition	recognition	NOUN
abf-289	10	31	software	software	NOUN
abf-289	10	32	in	in	ADP
abf-289	10	33	london	london	PROPN
abf-289	10	34	to	to	PART
abf-289	10	35	‘	'	PUNCT
abf-289	10	36	find	find	VERB
abf-289	10	37	and	and	CCONJ
abf-289	10	38	stop	stop	VERB
abf-289	10	39	criminals	criminal	NOUN
abf-289	10	40	.	.	PUNCT
abf-289	10	41	’	'	PUNCT
abf-289	11	1	how	how	SCONJ
abf-289	11	2	does	do	AUX
abf-289	11	3	that	that	PRON
abf-289	11	4	work	work	VERB
abf-289	11	5	?	?	PUNCT
abf-289	12	1	in	in	ADP
abf-289	12	2	fact	fact	NOUN
abf-289	12	3	,	,	PUNCT
abf-289	12	4	the	the	DET
abf-289	12	5	process	process	NOUN
abf-289	12	6	once	once	SCONJ
abf-289	12	7	the	the	DET
abf-289	12	8	pictures	picture	NOUN
abf-289	12	9	are	be	AUX
abf-289	12	10	captured	capture	VERB
abf-289	12	11	is	be	AUX
abf-289	12	12	simple	simple	ADJ
abf-289	12	13	:	:	PUNCT
abf-289	12	14	the	the	DET
abf-289	12	15	identified	identify	VERB
abf-289	12	16	faces	face	NOUN
abf-289	12	17	are	be	AUX
abf-289	12	18	fed	feed	VERB
abf-289	12	19	into	into	ADP
abf-289	12	20	a	a	DET
abf-289	12	21	big	big	ADJ
abf-289	12	22	database	database	NOUN
abf-289	12	23	of	of	ADP
abf-289	12	24	acutely	acutely	ADV
abf-289	12	25	searched	search	VERB
abf-289	12	26	-	-	PUNCT
abf-289	12	27	for	for	ADP
abf-289	12	28	supposed	suppose	VERB
abf-289	12	29	criminals	criminal	NOUN
abf-289	12	30	.	.	PUNCT
abf-289	13	1	in	in	ADP
abf-289	13	2	case	case	NOUN
abf-289	13	3	of	of	ADP
abf-289	13	4	a	a	DET
abf-289	13	5	match	match	NOUN
abf-289	13	6	between	between	ADP
abf-289	13	7	a	a	DET
abf-289	13	8	filmed	filmed	ADJ
abf-289	13	9	face	face	NOUN
abf-289	13	10	and	and	CCONJ
abf-289	13	11	the	the	DET
abf-289	13	12	database	database	NOUN
abf-289	13	13	,	,	PUNCT
abf-289	13	14	police	police	NOUN
abf-289	13	15	captures	capture	VERB
abf-289	13	16	the	the	DET
abf-289	13	17	suspect	suspect	NOUN
abf-289	13	18	immediately	immediately	ADV
abf-289	13	19	,	,	PUNCT
abf-289	13	20	so	so	ADV
abf-289	13	21	the	the	DET
abf-289	13	22	theory	theory	NOUN
abf-289	13	23	.	.	PUNCT
abf-289	14	1	unfortunately	unfortunately	ADV
abf-289	14	2	,	,	PUNCT
abf-289	14	3	an	an	DET
abf-289	14	4	independent	independent	ADJ
abf-289	14	5	review	review	NOUN
abf-289	14	6	during	during	ADP
abf-289	14	7	trials	trial	NOUN
abf-289	14	8	of	of	ADP
abf-289	14	9	the	the	DET
abf-289	14	10	software	software	NOUN
abf-289	14	11	has	have	AUX
abf-289	14	12	found	find	VERB
abf-289	14	13	significant	significant	ADJ
abf-289	14	14	flaws	flaw	NOUN
abf-289	14	15	with	with	ADP
abf-289	14	16	the	the	DET
abf-289	14	17	practice	practice	NOUN
abf-289	14	18	of	of	ADP
abf-289	14	19	this	this	DET
abf-289	14	20	data	data	NOUN
abf-289	14	21	-	-	PUNCT
abf-289	14	22	driven	drive	VERB
abf-289	14	23	prosecution	prosecution	NOUN
abf-289	14	24	aide	aide	NOUN
abf-289	14	25	.	.	PUNCT
abf-289	15	1	researchers	researcher	NOUN
abf-289	15	2	around	around	ADP
abf-289	15	3	professor	professor	NOUN
abf-289	15	4	peter	peter	PROPN
abf-289	15	5	fussey	fussey	PROPN
abf-289	15	6	2	2	NUM
abf-289	15	7	at	at	ADP
abf-289	15	8	the	the	DET
abf-289	15	9	university	university	PROPN
abf-289	15	10	of	of	ADP
abf-289	15	11	essex	essex	PROPN
abf-289	15	12	have	have	AUX
abf-289	15	13	observed	observe	VERB
abf-289	15	14	issues	issue	NOUN
abf-289	15	15	both	both	CCONJ
abf-289	15	16	with	with	ADP
abf-289	15	17	the	the	DET
abf-289	15	18	lawfulness	lawfulness	NOUN
abf-289	15	19	of	of	ADP
abf-289	15	20	the	the	DET
abf-289	15	21	process	process	NOUN
abf-289	15	22	and	and	CCONJ
abf-289	15	23	its	its	PRON
abf-289	15	24	effectiveness	effectiveness	NOUN
abf-289	15	25	.	.	PUNCT
abf-289	16	1	the	the	DET
abf-289	16	2	reviewers	reviewer	NOUN
abf-289	16	3	concluded	conclude	VERB
abf-289	16	4	that	that	SCONJ
abf-289	16	5	there	there	PRON
abf-289	16	6	is	be	VERB
abf-289	16	7	no	no	DET
abf-289	16	8	explicit	explicit	ADJ
abf-289	16	9	and	and	CCONJ
abf-289	16	10	only	only	ADV
abf-289	16	11	insufficient	insufficient	ADJ
abf-289	16	12	implicit	implicit	ADJ
abf-289	16	13	legal	legal	ADJ
abf-289	16	14	authority	authority	NOUN
abf-289	16	15	for	for	ADP
abf-289	16	16	the	the	DET
abf-289	16	17	use	use	NOUN
abf-289	16	18	of	of	ADP
abf-289	16	19	facial	facial	ADJ
abf-289	16	20	recognition	recognition	NOUN
abf-289	16	21	in	in	ADP
abf-289	16	22	domestic	domestic	ADJ
abf-289	16	23	law	law	NOUN
abf-289	16	24	on	on	ADP
abf-289	16	25	the	the	DET
abf-289	16	26	one	one	NUM
abf-289	16	27	hand	hand	NOUN
abf-289	16	28	;	;	PUNCT
abf-289	16	29	they	they	PRON
abf-289	16	30	found	find	VERB
abf-289	16	31	on	on	ADP
abf-289	16	32	the	the	DET
abf-289	16	33	other	other	ADJ
abf-289	16	34	hand	hand	NOUN
abf-289	16	35	,	,	PUNCT
abf-289	16	36	that	that	SCONJ
abf-289	16	37	the	the	DET
abf-289	16	38	machine	machine	NOUN
abf-289	16	39	-	-	PUNCT
abf-289	16	40	identified	identify	VERB
abf-289	16	41	matches	match	NOUN
abf-289	16	42	during	during	ADP
abf-289	16	43	the	the	DET
abf-289	16	44	trial	trial	NOUN
abf-289	16	45	period	period	NOUN
abf-289	16	46	were	be	AUX
abf-289	16	47	only	only	ADV
abf-289	16	48	in	in	ADP
abf-289	16	49	8	8	NUM
abf-289	16	50	out	out	ADP
abf-289	16	51	of	of	ADP
abf-289	16	52	42	42	NUM
abf-289	16	53	cases	case	NOUN
abf-289	16	54	‘	'	PUNCT
abf-289	16	55	verifiably	verifiably	ADV
abf-289	16	56	correct	correct	ADJ
abf-289	16	57	.	.	PUNCT
abf-289	16	58	’	'	PUNCT
abf-289	17	1	that	that	PRON
abf-289	17	2	is	be	AUX
abf-289	17	3	a	a	DET
abf-289	17	4	terrible	terrible	ADJ
abf-289	17	5	20	20	NUM
abf-289	17	6	%	%	NOUN
abf-289	17	7	quota	quota	NOUN
abf-289	17	8	.	.	PUNCT
abf-289	18	1	*	*	PUNCT
abf-289	18	2	*	*	PUNCT
abf-289	18	3	*	*	PUNCT
abf-289	18	4	the	the	DET
abf-289	18	5	use	use	NOUN
abf-289	18	6	of	of	ADP
abf-289	18	7	facial	facial	ADJ
abf-289	18	8	recognition	recognition	NOUN
abf-289	18	9	software	software	NOUN
abf-289	18	10	by	by	ADP
abf-289	18	11	the	the	DET
abf-289	18	12	police	police	NOUN
abf-289	18	13	in	in	ADP
abf-289	18	14	london	london	PROPN
abf-289	18	15	(	(	PUNCT
abf-289	18	16	and	and	CCONJ
abf-289	18	17	elsewhere	elsewhere	ADV
abf-289	18	18	–	–	PUNCT
abf-289	18	19	see	see	VERB
abf-289	18	20	conversations	conversation	NOUN
abf-289	18	21	in	in	ADP
abf-289	18	22	california	california	PROPN
abf-289	18	23	)	)	PUNCT
abf-289	18	24	opens	open	VERB
abf-289	18	25	up	up	ADP
abf-289	18	26	questions	question	NOUN
abf-289	18	27	of	of	ADP
abf-289	18	28	both	both	DET
abf-289	18	29	ethics	ethic	NOUN
abf-289	18	30	and	and	CCONJ
abf-289	18	31	data	datum	NOUN
abf-289	18	32	reliability	reliability	NOUN
abf-289	18	33	that	that	SCONJ
abf-289	18	34	–	–	PUNCT
abf-289	18	35	as	as	SCONJ
abf-289	18	36	koopman	koopman	PROPN
abf-289	18	37	shows	show	VERB
abf-289	18	38	in	in	ADP
abf-289	18	39	his	his	PRON
abf-289	18	40	excellent	excellent	ADJ
abf-289	18	41	genealogy	genealogy	NOUN
abf-289	18	42	of	of	ADP
abf-289	18	43	the	the	DET
abf-289	18	44	‘	'	PUNCT
abf-289	18	45	informational	informational	ADJ
abf-289	18	46	person	person	NOUN
abf-289	18	47	’	'	PUNCT
abf-289	18	48	–	–	PUNCT
abf-289	18	49	date	date	NOUN
abf-289	18	50	back	back	ADV
abf-289	18	51	at	at	ADV
abf-289	18	52	least	least	ADV
abf-289	18	53	100	100	NUM
abf-289	18	54	years	year	NOUN
abf-289	18	55	.	.	PUNCT
abf-289	19	1	who	who	PRON
abf-289	19	2	can	can	AUX
abf-289	19	3	legitimately	legitimately	ADV
abf-289	19	4	collect	collect	VERB
abf-289	19	5	which	which	DET
abf-289	19	6	kinds	kind	NOUN
abf-289	19	7	of	of	ADP
abf-289	19	8	data	datum	NOUN
abf-289	19	9	?	?	PUNCT
abf-289	20	1	what	what	PRON
abf-289	20	2	kind	kind	NOUN
abf-289	20	3	of	of	ADP
abf-289	20	4	usages	usage	NOUN
abf-289	20	5	for	for	ADP
abf-289	20	6	the	the	DET
abf-289	20	7	data	datum	NOUN
abf-289	20	8	once	once	ADV
abf-289	20	9	collected	collect	VERB
abf-289	20	10	are	be	AUX
abf-289	20	11	legitimate	legitimate	ADJ
abf-289	20	12	?	?	PUNCT
abf-289	21	1	what	what	PRON
abf-289	21	2	kind	kind	NOUN
abf-289	21	3	of	of	ADP
abf-289	21	4	models	model	NOUN
abf-289	21	5	can	can	AUX
abf-289	21	6	help	help	VERB
abf-289	21	7	make	make	VERB
abf-289	21	8	use	use	NOUN
abf-289	21	9	of	of	ADP
abf-289	21	10	the	the	DET
abf-289	21	11	data	datum	NOUN
abf-289	21	12	and	and	CCONJ
abf-289	21	13	which	which	DET
abf-289	21	14	assumptions	assumption	NOUN
abf-289	21	15	are	be	AUX
abf-289	21	16	fed	feed	VERB
abf-289	21	17	into	into	ADP
abf-289	21	18	these	these	DET
abf-289	21	19	models	model	NOUN
abf-289	21	20	?	?	PUNCT
abf-289	22	1	do	do	AUX
abf-289	22	2	the	the	DET
abf-289	22	3	models	model	NOUN
abf-289	22	4	lead	lead	VERB
abf-289	22	5	to	to	ADP
abf-289	22	6	reliable	reliable	ADJ
abf-289	22	7	results	result	NOUN
abf-289	22	8	with	with	ADP
abf-289	22	9	regards	regard	NOUN
abf-289	22	10	to	to	ADP
abf-289	22	11	the	the	DET
abf-289	22	12	set	set	NOUN
abf-289	22	13	goals	goal	NOUN
abf-289	22	14	?	?	PUNCT
abf-289	23	1	koopman	koopman	PROPN
abf-289	23	2	starts	start	VERB
abf-289	23	3	even	even	ADV
abf-289	23	4	more	more	ADV
abf-289	23	5	simple	simple	ADJ
abf-289	23	6	than	than	ADP
abf-289	23	7	that	that	PRON
abf-289	23	8	,	,	PUNCT
abf-289	23	9	however	however	ADV
abf-289	23	10	,	,	PUNCT
abf-289	23	11	and	and	CCONJ
abf-289	23	12	asks	ask	VERB
abf-289	23	13	:	:	PUNCT
abf-289	23	14	how	how	SCONJ
abf-289	23	15	,	,	PUNCT
abf-289	23	16	in	in	ADP
abf-289	23	17	what	what	PRON
abf-289	23	18	formats	format	NOUN
abf-289	23	19	is	be	AUX
abf-289	23	20	data	datum	NOUN
abf-289	23	21	collected	collect	VERB
abf-289	23	22	?	?	PUNCT
abf-289	24	1	he	he	PRON
abf-289	24	2	traces	trace	VERB
abf-289	24	3	back	back	ADV
abf-289	24	4	many	many	ADJ
abf-289	24	5	of	of	ADP
abf-289	24	6	these	these	DET
abf-289	24	7	highly	highly	ADV
abf-289	24	8	topical	topical	ADJ
abf-289	24	9	questions	question	NOUN
abf-289	24	10	to	to	ADP
abf-289	24	11	the	the	DET
abf-289	24	12	1910s	1910	NOUN
abf-289	24	13	and	and	CCONJ
abf-289	24	14	,	,	PUNCT
abf-289	24	15	in	in	ADP
abf-289	24	16	a	a	DET
abf-289	24	17	very	very	ADV
abf-289	24	18	explicitly	explicitly	ADV
abf-289	24	19	foucauldian	foucauldian	ADJ
abf-289	24	20	genealogical	genealogical	ADJ
abf-289	24	21	analysis	analysis	NOUN
abf-289	24	22	,	,	PUNCT
abf-289	24	23	he	he	PRON
abf-289	24	24	begins	begin	VERB
abf-289	24	25	with	with	ADP
abf-289	24	26	a	a	DET
abf-289	24	27	startling	startling	ADJ
abf-289	24	28	observation	observation	NOUN
abf-289	24	29	:	:	PUNCT
abf-289	24	30	“	"	PUNCT
abf-289	24	31	our	our	PRON
abf-289	24	32	information	information	NOUN
abf-289	24	33	composes	compose	VERB
abf-289	24	34	significant	significant	ADJ
abf-289	24	35	parts	part	NOUN
abf-289	24	36	of	of	ADP
abf-289	24	37	our	our	PRON
abf-289	24	38	very	very	ADJ
abf-289	24	39	selves	self	NOUN
abf-289	24	40	.	.	PUNCT
abf-289	24	41	”	"	PUNCT
abf-289	25	1	(	(	PUNCT
abf-289	25	2	vii	vii	PROPN
abf-289	25	3	)	)	PUNCT
abf-289	25	4	.	.	PUNCT
abf-289	26	1	his	his	PRON
abf-289	26	2	fundamental	fundamental	ADJ
abf-289	26	3	curiosity	curiosity	NOUN
abf-289	26	4	:	:	PUNCT
abf-289	26	5	“	"	PUNCT
abf-289	26	6	how	how	SCONJ
abf-289	26	7	have	have	AUX
abf-289	26	8	[	[	X
abf-289	26	9	we	we	PRON
abf-289	26	10	]	]	PUNCT
abf-289	26	11	become	become	VERB
abf-289	26	12	our	our	PRON
abf-289	26	13	data	datum	NOUN
abf-289	26	14	?	?	PUNCT
abf-289	26	15	”	"	PUNCT
abf-289	26	16	(	(	PUNCT
abf-289	26	17	ix	ix	PROPN
abf-289	26	18	)	)	PUNCT
abf-289	26	19	.	.	PUNCT
abf-289	27	1	he	he	PRON
abf-289	27	2	argues	argue	VERB
abf-289	27	3	,	,	PUNCT
abf-289	27	4	to	to	PART
abf-289	27	5	put	put	VERB
abf-289	27	6	this	this	PRON
abf-289	27	7	differently	differently	ADV
abf-289	27	8	,	,	PUNCT
abf-289	27	9	that	that	SCONJ
abf-289	27	10	we	we	PRON
abf-289	27	11	are	be	AUX
abf-289	27	12	‘	'	PUNCT
abf-289	27	13	informational	informational	ADJ
abf-289	27	14	persons	person	NOUN
abf-289	27	15	’	'	PUNCT
abf-289	27	16	“	"	PUNCT
abf-289	27	17	inscribed	inscribe	VERB
abf-289	27	18	,	,	PUNCT
abf-289	27	19	processed	process	VERB
abf-289	27	20	,	,	PUNCT
abf-289	27	21	and	and	CCONJ
abf-289	27	22	reproduced	reproduce	VERB
abf-289	27	23	as	as	ADP
abf-289	27	24	subjects	subject	NOUN
abf-289	27	25	of	of	ADP
abf-289	27	26	data	datum	NOUN
abf-289	27	27	”	"	PUNCT
abf-289	27	28	(	(	PUNCT
abf-289	27	29	4	4	NUM
abf-289	27	30	)	)	PUNCT
abf-289	27	31	(	(	PUNCT
abf-289	27	32	to	to	ADP
abf-289	27	33	a	a	DET
abf-289	27	34	point	point	NOUN
abf-289	27	35	where	where	SCONJ
abf-289	27	36	we	we	PRON
abf-289	27	37	would	would	AUX
abf-289	27	38	lose	lose	VERB
abf-289	27	39	a	a	DET
abf-289	27	40	significant	significant	ADJ
abf-289	27	41	part	part	NOUN
abf-289	27	42	of	of	ADP
abf-289	27	43	our	our	PRON
abf-289	27	44	selves	self	NOUN
abf-289	27	45	if	if	SCONJ
abf-289	27	46	we	we	PRON
abf-289	27	47	lost	lose	VERB
abf-289	27	48	our	our	PRON
abf-289	27	49	data	datum	NOUN
abf-289	27	50	,	,	PUNCT
abf-289	27	51	5	5	NUM
abf-289	27	52	)	)	PUNCT
abf-289	27	53	and	and	CCONJ
abf-289	27	54	wonders	wonder	NOUN
abf-289	27	55	:	:	PUNCT
abf-289	27	56	when	when	SCONJ
abf-289	27	57	and	and	CCONJ
abf-289	27	58	how	how	SCONJ
abf-289	27	59	did	do	AUX
abf-289	27	60	that	that	PRON
abf-289	27	61	start	start	VERB
abf-289	27	62	?	?	PUNCT
abf-289	28	1	with	with	ADP
abf-289	28	2	a	a	DET
abf-289	28	3	strong	strong	ADJ
abf-289	28	4	focus	focus	NOUN
abf-289	28	5	on	on	ADP
abf-289	28	6	the	the	DET
abf-289	28	7	american	american	ADJ
abf-289	28	8	context	context	NOUN
abf-289	28	9	,	,	PUNCT
abf-289	28	10	koopman	koopman	PROPN
abf-289	28	11	presents	present	VERB
abf-289	28	12	three	three	NUM
abf-289	28	13	very	very	ADV
abf-289	28	14	detailed	detailed	ADJ
abf-289	28	15	case	case	NOUN
abf-289	28	16	studies	study	NOUN
abf-289	28	17	of	of	ADP
abf-289	28	18	the	the	DET
abf-289	28	19	traces	trace	NOUN
abf-289	28	20	he	he	PRON
abf-289	28	21	found	find	VERB
abf-289	28	22	about	about	ADP
abf-289	28	23	120	120	NUM
abf-289	28	24	years	year	NOUN
abf-289	28	25	ago	ago	ADV
abf-289	28	26	:	:	PUNCT
abf-289	28	27	the	the	DET
abf-289	28	28	beginning	beginning	NOUN
abf-289	28	29	of	of	ADP
abf-289	28	30	identity	identity	NOUN
abf-289	28	31	documents	document	NOUN
abf-289	28	32	(	(	PUNCT
abf-289	28	33	birth	birth	NOUN
abf-289	28	34	certificates	certificate	NOUN
abf-289	28	35	and	and	CCONJ
abf-289	28	36	national	national	ADJ
abf-289	28	37	insurance	insurance	NOUN
abf-289	28	38	number	number	NOUN
abf-289	28	39	)	)	PUNCT
abf-289	28	40	,	,	PUNCT
abf-289	28	41	the	the	DET
abf-289	28	42	origin	origin	NOUN
abf-289	28	43	of	of	ADP
abf-289	28	44	personality	personality	NOUN
abf-289	28	45	traits	trait	NOUN
abf-289	28	46	(	(	PUNCT
abf-289	28	47	in	in	ADP
abf-289	28	48	personality	personality	NOUN
abf-289	28	49	testing	testing	NOUN
abf-289	28	50	)	)	PUNCT
abf-289	28	51	and	and	CCONJ
abf-289	28	52	the	the	DET
abf-289	28	53	history	history	NOUN
abf-289	28	54	of	of	ADP
abf-289	28	55	racialized	racialize	VERB
abf-289	28	56	real	real	ADJ
abf-289	28	57	-	-	PUNCT
abf-289	28	58	estate	estate	NOUN
abf-289	28	59	redlining	redlining	NOUN
abf-289	28	60	.	.	PUNCT
abf-289	29	1	in	in	ADP
abf-289	29	2	the	the	DET
abf-289	29	3	first	first	ADJ
abf-289	29	4	case	case	NOUN
abf-289	29	5	study	study	NOUN
abf-289	29	6	,	,	PUNCT
abf-289	29	7	koopman	koopman	PROPN
abf-289	29	8	puts	put	VERB
abf-289	29	9	forward	forward	ADP
abf-289	29	10	a	a	DET
abf-289	29	11	very	very	ADV
abf-289	29	12	vivid	vivid	ADJ
abf-289	29	13	example	example	NOUN
abf-289	29	14	of	of	ADP
abf-289	29	15	a	a	DET
abf-289	29	16	‘	'	PUNCT
abf-289	29	17	form	form	NOUN
abf-289	29	18	’	'	PUNCT
abf-289	29	19	and	and	CCONJ
abf-289	29	20	a	a	DET
abf-289	29	21	‘	'	PUNCT
abf-289	29	22	format	format	NOUN
abf-289	29	23	’	'	PUNCT
abf-289	29	24	that	that	PRON
abf-289	29	25	fixes	fix	VERB
abf-289	29	26	everyone	everyone	PRON
abf-289	29	27	from	from	ADP
abf-289	29	28	the	the	DET
abf-289	29	29	moment	moment	NOUN
abf-289	29	30	they	they	PRON
abf-289	29	31	are	be	AUX
abf-289	29	32	born	bear	VERB
abf-289	29	33	and	and	CCONJ
abf-289	29	34	hence	hence	ADV
abf-289	29	35	marks	mark	VERB
abf-289	29	36	the	the	DET
abf-289	29	37	“	"	PUNCT
abf-289	29	38	first	first	ADJ
abf-289	29	39	point	point	NOUN
abf-289	29	40	of	of	ADP
abf-289	29	41	entry	entry	NOUN
abf-289	29	42	into	into	ADP
abf-289	29	43	the	the	DET
abf-289	29	44	information	information	NOUN
abf-289	29	45	systems	system	NOUN
abf-289	29	46	”	"	PUNCT
abf-289	29	47	(	(	PUNCT
abf-289	29	48	41	41	NUM
abf-289	29	49	)	)	PUNCT
abf-289	29	50	.	.	PUNCT
abf-289	30	1	the	the	DET
abf-289	30	2	practice	practice	NOUN
abf-289	30	3	of	of	ADP
abf-289	30	4	issuing	issue	VERB
abf-289	30	5	birth	birth	NOUN
abf-289	30	6	certificates	certificate	NOUN
abf-289	30	7	started	start	VERB
abf-289	30	8	off	off	ADP
abf-289	30	9	in	in	ADP
abf-289	30	10	the	the	DET
abf-289	30	11	us	us	PROPN
abf-289	30	12	as	as	ADV
abf-289	30	13	late	late	ADV
abf-289	30	14	as	as	ADP
abf-289	30	15	1905	1905	NUM
abf-289	30	16	with	with	ADP
abf-289	30	17	a	a	DET
abf-289	30	18	first	first	ADJ
abf-289	30	19	bill	bill	NOUN
abf-289	30	20	in	in	ADP
abf-289	30	21	pennsylvania	pennsylvania	PROPN
abf-289	30	22	3	3	NUM
abf-289	30	23	which	which	PRON
abf-289	30	24	was	be	AUX
abf-289	30	25	subsequently	subsequently	ADV
abf-289	30	26	copied	copy	VERB
abf-289	30	27	into	into	ADP
abf-289	30	28	other	other	ADJ
abf-289	30	29	states	state	NOUN
abf-289	30	30	.	.	PUNCT
abf-289	31	1	but	but	CCONJ
abf-289	31	2	despite	despite	SCONJ
abf-289	31	3	a	a	DET
abf-289	31	4	strong	strong	ADJ
abf-289	31	5	audit	audit	NOUN
abf-289	31	6	culture	culture	NOUN
abf-289	31	7	around	around	ADP
abf-289	31	8	the	the	DET
abf-289	31	9	certificate	certificate	NOUN
abf-289	31	10	(	(	PUNCT
abf-289	31	11	driven	drive	VERB
abf-289	31	12	by	by	ADP
abf-289	31	13	the	the	DET
abf-289	31	14	census	census	PROPN
abf-289	31	15	bureau	bureau	NOUN
abf-289	31	16	and	and	CCONJ
abf-289	31	17	so	so	ADV
abf-289	31	18	-	-	PUNCT
abf-289	31	19	called	call	VERB
abf-289	31	20	‘	'	PUNCT
abf-289	31	21	birth	birth	NOUN
abf-289	31	22	registration	registration	NOUN
abf-289	31	23	areas	area	NOUN
abf-289	31	24	,	,	PUNCT
abf-289	31	25	’	'	PUNCT
abf-289	31	26	54	54	NUM
abf-289	31	27	)	)	PUNCT
abf-289	31	28	,	,	PUNCT
abf-289	31	29	it	it	PRON
abf-289	31	30	only	only	ADV
abf-289	31	31	found	find	VERB
abf-289	31	32	true	true	ADJ
abf-289	31	33	universal	universal	ADJ
abf-289	31	34	application	application	NOUN
abf-289	31	35	when	when	SCONJ
abf-289	31	36	,	,	PUNCT
abf-289	31	37	with	with	ADP
abf-289	31	38	the	the	DET
abf-289	31	39	social	social	ADJ
abf-289	31	40	security	security	NOUN
abf-289	31	41	number	number	NOUN
abf-289	31	42	rollout	rollout	NOUN
abf-289	31	43	in	in	ADP
abf-289	31	44	the	the	DET
abf-289	31	45	mid-1930s	mid-1930s	NUM
abf-289	31	46	,	,	PUNCT
abf-289	31	47	a	a	DET
abf-289	31	48	strong	strong	ADJ
abf-289	31	49	incentive	incentive	NOUN
abf-289	31	50	was	be	AUX
abf-289	31	51	established	establish	VERB
abf-289	31	52	(	(	PUNCT
abf-289	31	53	61	61	NUM
abf-289	31	54	)	)	PUNCT
abf-289	31	55	.	.	PUNCT
abf-289	32	1	the	the	DET
abf-289	32	2	birth	birth	NOUN
abf-289	32	3	certificate	certificate	NOUN
abf-289	32	4	became	become	VERB
abf-289	32	5	the	the	DET
abf-289	32	6	necessary	necessary	ADJ
abf-289	32	7	proof	proof	NOUN
abf-289	32	8	of	of	ADP
abf-289	32	9	age	age	NOUN
abf-289	32	10	to	to	PART
abf-289	32	11	be	be	AUX
abf-289	32	12	able	able	ADJ
abf-289	32	13	to	to	PART
abf-289	32	14	work	work	VERB
abf-289	32	15	and	and	CCONJ
abf-289	32	16	to	to	PART
abf-289	32	17	receive	receive	VERB
abf-289	32	18	social	social	ADJ
abf-289	32	19	security	security	NOUN
abf-289	32	20	benefits	benefit	NOUN
abf-289	32	21	and	and	CCONJ
abf-289	32	22	later	later	ADJ
abf-289	32	23	pension	pension	NOUN
abf-289	32	24	payments	payment	NOUN
abf-289	32	25	.	.	PUNCT
abf-289	33	1	on	on	ADP
abf-289	33	2	the	the	DET
abf-289	33	3	flip	flip	ADJ
abf-289	33	4	side	side	NOUN
abf-289	33	5	,	,	PUNCT
abf-289	33	6	the	the	DET
abf-289	33	7	state	state	NOUN
abf-289	33	8	was	be	AUX
abf-289	33	9	able	able	ADJ
abf-289	33	10	to	to	PART
abf-289	33	11	measure	measure	VERB
abf-289	33	12	tax	tax	NOUN
abf-289	33	13	incomes	income	NOUN
abf-289	33	14	and	and	CCONJ
abf-289	33	15	track	track	VERB
abf-289	33	16	wages	wage	NOUN
abf-289	33	17	.	.	PUNCT
abf-289	34	1	as	as	SCONJ
abf-289	34	2	koopman	koopman	PROPN
abf-289	34	3	claims	claim	VERB
abf-289	34	4	:	:	PUNCT
abf-289	34	5	“	"	PUNCT
abf-289	34	6	ssn	ssn	PROPN
abf-289	34	7	solidified	solidify	VERB
abf-289	34	8	[	[	X
abf-289	34	9	…	…	X
abf-289	34	10	]	]	X
abf-289	34	11	a	a	DET
abf-289	34	12	stable	stable	ADJ
abf-289	34	13	kind	kind	NOUN
abf-289	34	14	of	of	ADP
abf-289	34	15	person	person	NOUN
abf-289	34	16	who	who	PRON
abf-289	34	17	could	could	AUX
abf-289	34	18	move	move	VERB
abf-289	34	19	to	to	ADP
abf-289	34	20	the	the	DET
abf-289	34	21	beat	beat	NOUN
abf-289	34	22	of	of	ADP
abf-289	34	23	the	the	DET
abf-289	34	24	drum	drum	NOUN
abf-289	34	25	of	of	ADP
abf-289	34	26	data	datum	NOUN
abf-289	34	27	”	"	PUNCT
abf-289	34	28	(	(	PUNCT
abf-289	34	29	63	63	NUM
abf-289	34	30	)	)	PUNCT
abf-289	34	31	.	.	PUNCT
abf-289	35	1	in	in	ADP
abf-289	35	2	the	the	DET
abf-289	35	3	second	second	ADJ
abf-289	35	4	case	case	NOUN
abf-289	35	5	study	study	NOUN
abf-289	35	6	,	,	PUNCT
abf-289	35	7	koopman	koopman	PROPN
abf-289	35	8	goes	go	VERB
abf-289	35	9	into	into	ADP
abf-289	35	10	detail	detail	NOUN
abf-289	35	11	on	on	ADP
abf-289	35	12	how	how	SCONJ
abf-289	35	13	personality	personality	NOUN
abf-289	35	14	has	have	AUX
abf-289	35	15	become	become	VERB
abf-289	35	16	a	a	DET
abf-289	35	17	vector	vector	NOUN
abf-289	35	18	of	of	ADP
abf-289	35	19	ourselves	ourselves	PRON
abf-289	35	20	as	as	ADP
abf-289	35	21	something	something	PRON
abf-289	35	22	“	"	PUNCT
abf-289	35	23	measurable	measurable	ADJ
abf-289	35	24	and	and	CCONJ
abf-289	35	25	differentiable	differentiable	ADJ
abf-289	35	26	”	"	PUNCT
abf-289	35	27	through	through	ADP
abf-289	35	28	measuring	measure	VERB
abf-289	35	29	personality	personality	NOUN
abf-289	35	30	traits	trait	NOUN
abf-289	35	31	(	(	PUNCT
abf-289	35	32	69	69	NUM
abf-289	35	33	)	)	PUNCT
abf-289	35	34	from	from	ADP
abf-289	35	35	the	the	DET
abf-289	35	36	1930s	1930	NOUN
abf-289	35	37	onwards	onwards	ADV
abf-289	35	38	.	.	PUNCT
abf-289	36	1	while	while	SCONJ
abf-289	36	2	developed	develop	VERB
abf-289	36	3	scientifically	scientifically	ADV
abf-289	36	4	as	as	ADP
abf-289	36	5	part	part	NOUN
abf-289	36	6	of	of	ADP
abf-289	36	7	the	the	DET
abf-289	36	8	field	field	NOUN
abf-289	36	9	of	of	ADP
abf-289	36	10	‘	'	PUNCT
abf-289	36	11	abnormal	abnormal	ADJ
abf-289	36	12	psychology	psychology	NOUN
abf-289	36	13	,	,	PUNCT
abf-289	36	14	’	'	PUNCT
abf-289	36	15	it	it	PRON
abf-289	36	16	was	be	AUX
abf-289	36	17	again	again	ADV
abf-289	36	18	the	the	DET
abf-289	36	19	state	state	NOUN
abf-289	36	20	that	that	PRON
abf-289	36	21	made	make	VERB
abf-289	36	22	intelligence	intelligence	NOUN
abf-289	36	23	and	and	CCONJ
abf-289	36	24	psychometric	psychometric	ADJ
abf-289	36	25	tests	test	VERB
abf-289	36	26	a	a	DET
abf-289	36	27	standard	standard	ADJ
abf-289	36	28	measure	measure	NOUN
abf-289	36	29	of	of	ADP
abf-289	36	30	personality	personality	NOUN
abf-289	36	31	traits	trait	NOUN
abf-289	36	32	(	(	PUNCT
abf-289	36	33	93	93	NUM
abf-289	36	34	)	)	PUNCT
abf-289	36	35	and	and	CCONJ
abf-289	36	36	eventually	eventually	ADV
abf-289	36	37	character	character	NOUN
abf-289	36	38	,	,	PUNCT
abf-289	36	39	starting	start	VERB
abf-289	36	40	with	with	ADP
abf-289	36	41	their	their	PRON
abf-289	36	42	wwi	wwi	NOUN
abf-289	36	43	recruits	recruit	NOUN
abf-289	36	44	(	(	PUNCT
abf-289	36	45	77	77	NUM
abf-289	36	46	)	)	PUNCT
abf-289	36	47	.	.	PUNCT
abf-289	37	1	koopman	koopman	PROPN
abf-289	37	2	goes	go	VERB
abf-289	37	3	into	into	ADP
abf-289	37	4	much	much	ADJ
abf-289	37	5	detail	detail	NOUN
abf-289	37	6	about	about	ADP
abf-289	37	7	the	the	DET
abf-289	37	8	different	different	ADJ
abf-289	37	9	kind	kind	NOUN
abf-289	37	10	of	of	ADP
abf-289	37	11	test	test	NOUN
abf-289	37	12	regimes	regime	NOUN
abf-289	37	13	and	and	CCONJ
abf-289	37	14	forms	form	NOUN
abf-289	37	15	as	as	ADV
abf-289	37	16	well	well	ADV
abf-289	37	17	measurement	measurement	NOUN
abf-289	37	18	of	of	ADP
abf-289	37	19	personality	personality	NOUN
abf-289	37	20	more	more	ADV
abf-289	37	21	generally	generally	ADV
abf-289	37	22	,	,	PUNCT
abf-289	37	23	but	but	CCONJ
abf-289	37	24	–	–	PUNCT
abf-289	37	25	just	just	ADV
abf-289	37	26	as	as	ADP
abf-289	37	27	with	with	ADP
abf-289	37	28	the	the	DET
abf-289	37	29	first	first	ADJ
abf-289	37	30	case	case	NOUN
abf-289	37	31	study	study	NOUN
abf-289	37	32	–	–	PUNCT
abf-289	37	33	one	one	NUM
abf-289	37	34	thing	thing	NOUN
abf-289	37	35	i	i	PRON
abf-289	37	36	am	be	AUX
abf-289	37	37	missing	miss	VERB
abf-289	37	38	is	be	AUX
abf-289	37	39	not	not	PART
abf-289	37	40	just	just	ADV
abf-289	37	41	a	a	DET
abf-289	37	42	genealogy	genealogy	NOUN
abf-289	37	43	of	of	ADP
abf-289	37	44	the	the	DET
abf-289	37	45	tests	test	NOUN
abf-289	37	46	as	as	ADP
abf-289	37	47	such	such	ADJ
abf-289	37	48	but	but	CCONJ
abf-289	37	49	their	their	PRON
abf-289	37	50	politics	politic	NOUN
abf-289	37	51	.	.	PUNCT
abf-289	38	1	what	what	PRON
abf-289	38	2	are	be	AUX
abf-289	38	3	these	these	DET
abf-289	38	4	tests	test	NOUN
abf-289	38	5	not	not	PART
abf-289	38	6	measuring	measure	VERB
abf-289	38	7	?	?	PUNCT
abf-289	39	1	do	do	AUX
abf-289	39	2	they	they	PRON
abf-289	39	3	claim	claim	VERB
abf-289	39	4	‘	'	PUNCT
abf-289	39	5	objectivity	objectivity	NOUN
abf-289	39	6	’	'	PUNCT
abf-289	39	7	and	and	CCONJ
abf-289	39	8	if	if	SCONJ
abf-289	39	9	so	so	ADV
abf-289	39	10	what	what	PRON
abf-289	39	11	is	be	AUX
abf-289	39	12	this	this	PRON
abf-289	39	13	based	base	VERB
abf-289	39	14	on	on	ADP
abf-289	39	15	?	?	PUNCT
abf-289	40	1	more	more	ADV
abf-289	40	2	importantly	importantly	ADV
abf-289	40	3	what	what	DET
abf-289	40	4	consequences	consequence	NOUN
abf-289	40	5	do	do	VERB
abf-289	40	6	the	the	DET
abf-289	40	7	underlying	underlie	VERB
abf-289	40	8	assumptions	assumption	NOUN
abf-289	40	9	have	have	AUX
abf-289	40	10	on	on	ADP
abf-289	40	11	the	the	DET
abf-289	40	12	data	datum	NOUN
abf-289	40	13	collected	collect	VERB
abf-289	40	14	,	,	PUNCT
abf-289	40	15	and	and	CCONJ
abf-289	40	16	eventually	eventually	ADV
abf-289	40	17	on	on	ADP
abf-289	40	18	the	the	DET
abf-289	40	19	processed	process	VERB
abf-289	40	20	outputs	output	NOUN
abf-289	40	21	?	?	PUNCT
abf-289	41	1	the	the	DET
abf-289	41	2	third	third	ADJ
abf-289	41	3	and	and	CCONJ
abf-289	41	4	by	by	ADP
abf-289	41	5	far	far	ADV
abf-289	41	6	most	most	ADV
abf-289	41	7	detailed	detailed	ADJ
abf-289	41	8	case	case	NOUN
abf-289	41	9	study	study	NOUN
abf-289	41	10	on	on	ADP
abf-289	41	11	racialized	racialize	VERB
abf-289	41	12	real	real	ADJ
abf-289	41	13	-	-	PUNCT
abf-289	41	14	estate	estate	NOUN
abf-289	41	15	appraisal	appraisal	NOUN
abf-289	41	16	methods	method	NOUN
abf-289	41	17	–	–	PUNCT
abf-289	41	18	what	what	PRON
abf-289	41	19	is	be	AUX
abf-289	41	20	often	often	ADV
abf-289	41	21	described	describe	VERB
abf-289	41	22	as	as	ADP
abf-289	41	23	redlining	redline	VERB
abf-289	41	24	–	–	PUNCT
abf-289	41	25	is	be	AUX
abf-289	41	26	in	in	ADP
abf-289	41	27	contrast	contrast	NOUN
abf-289	41	28	focused	focus	VERB
abf-289	41	29	strongly	strongly	ADV
abf-289	41	30	on	on	ADP
abf-289	41	31	this	this	DET
abf-289	41	32	aspect	aspect	NOUN
abf-289	41	33	of	of	ADP
abf-289	41	34	the	the	DET
abf-289	41	35	informational	informational	ADJ
abf-289	41	36	person	person	NOUN
abf-289	41	37	:	:	PUNCT
abf-289	41	38	the	the	DET
abf-289	41	39	ethics	ethic	NOUN
abf-289	41	40	and	and	CCONJ
abf-289	41	41	politics	politic	NOUN
abf-289	41	42	of	of	ADP
abf-289	41	43	data	datum	NOUN
abf-289	41	44	gathering	gathering	NOUN
abf-289	41	45	,	,	PUNCT
abf-289	41	46	processing	processing	NOUN
abf-289	41	47	and	and	CCONJ
abf-289	41	48	output	output	NOUN
abf-289	41	49	.	.	PUNCT
abf-289	42	1	koopman	koopman	PROPN
abf-289	42	2	lays	lay	VERB
abf-289	42	3	out	out	ADP
abf-289	42	4	how	how	SCONJ
abf-289	42	5	real	real	ADJ
abf-289	42	6	estate	estate	NOUN
abf-289	42	7	appraisals	appraisal	NOUN
abf-289	42	8	–	–	PUNCT
abf-289	42	9	judging	judge	VERB
abf-289	42	10	the	the	DET
abf-289	42	11	price	price	NOUN
abf-289	42	12	of	of	ADP
abf-289	42	13	a	a	DET
abf-289	42	14	given	give	VERB
abf-289	42	15	property	property	NOUN
abf-289	42	16	–	–	PUNCT
abf-289	42	17	became	become	VERB
abf-289	42	18	scientific	scientific	ADJ
abf-289	42	19	-	-	PUNCT
abf-289	42	20	ized	ized	ADJ
abf-289	42	21	in	in	ADP
abf-289	42	22	the	the	DET
abf-289	42	23	1920s	1920s	NUM
abf-289	42	24	mostly	mostly	ADV
abf-289	42	25	driven	drive	VERB
abf-289	42	26	by	by	ADP
abf-289	42	27	increasingly	increasingly	ADV
abf-289	42	28	professionalizing	professionalize	VERB
abf-289	42	29	real	real	ADJ
abf-289	42	30	estate	estate	NOUN
abf-289	42	31	brokers	broker	NOUN
abf-289	42	32	(	(	PUNCT
abf-289	42	33	122	122	NUM
abf-289	42	34	)	)	PUNCT
abf-289	42	35	.	.	PUNCT
abf-289	43	1	the	the	DET
abf-289	43	2	problem	problem	NOUN
abf-289	43	3	was	be	AUX
abf-289	43	4	that	that	SCONJ
abf-289	43	5	one	one	NUM
abf-289	43	6	of	of	ADP
abf-289	43	7	the	the	DET
abf-289	43	8	inputs	input	NOUN
abf-289	43	9	in	in	ADP
abf-289	43	10	the	the	DET
abf-289	43	11	appraisal	appraisal	NOUN
abf-289	43	12	method	method	NOUN
abf-289	43	13	was	be	AUX
abf-289	43	14	“	"	PUNCT
abf-289	43	15	new	new	ADJ
abf-289	43	16	forms	form	NOUN
abf-289	43	17	of	of	ADP
abf-289	43	18	racialized	racialize	VERB
abf-289	43	19	evidence	evidence	NOUN
abf-289	43	20	”	"	PUNCT
abf-289	43	21	(	(	PUNCT
abf-289	43	22	116	116	NUM
abf-289	43	23	)	)	PUNCT
abf-289	43	24	;	;	PUNCT
abf-289	43	25	in	in	ADP
abf-289	43	26	simple	simple	ADJ
abf-289	43	27	words	word	NOUN
abf-289	43	28	:	:	PUNCT
abf-289	43	29	in	in	ADP
abf-289	43	30	order	order	NOUN
abf-289	43	31	to	to	PART
abf-289	43	32	fulfil	fulfil	VERB
abf-289	43	33	their	their	PRON
abf-289	43	34	‘	'	PUNCT
abf-289	43	35	economic	economic	ADJ
abf-289	43	36	duty	duty	NOUN
abf-289	43	37	’	'	PUNCT
abf-289	43	38	and	and	CCONJ
abf-289	43	39	value	value	VERB
abf-289	43	40	the	the	DET
abf-289	43	41	property	property	NOUN
abf-289	43	42	correctly	correctly	ADV
abf-289	43	43	,	,	PUNCT
abf-289	43	44	the	the	DET
abf-289	43	45	‘	'	PUNCT
abf-289	43	46	racial	racial	ADJ
abf-289	43	47	composition	composition	NOUN
abf-289	43	48	of	of	ADP
abf-289	43	49	the	the	DET
abf-289	43	50	neighborhood	neighborhood	NOUN
abf-289	43	51	’	'	PUNCT
abf-289	43	52	had	have	VERB
abf-289	43	53	to	to	PART
abf-289	43	54	be	be	AUX
abf-289	43	55	considered	consider	VERB
abf-289	43	56	(	(	PUNCT
abf-289	43	57	119	119	NUM
abf-289	43	58	)	)	PUNCT
abf-289	43	59	.	.	PUNCT
abf-289	44	1	race	race	NOUN
abf-289	44	2	was	be	AUX
abf-289	44	3	a	a	DET
abf-289	44	4	“	"	PUNCT
abf-289	44	5	valuation	valuation	NOUN
abf-289	44	6	factor	factor	NOUN
abf-289	44	7	”	"	PUNCT
abf-289	44	8	(	(	PUNCT
abf-289	44	9	126	126	NUM
abf-289	44	10	)	)	PUNCT
abf-289	44	11	that	that	PRON
abf-289	44	12	was	be	AUX
abf-289	44	13	worked	work	VERB
abf-289	44	14	into	into	ADP
abf-289	44	15	standard	standard	ADJ
abf-289	44	16	valuation	valuation	NOUN
abf-289	44	17	work	work	NOUN
abf-289	44	18	sheets	sheet	NOUN
abf-289	44	19	and	and	CCONJ
abf-289	44	20	reports	report	NOUN
abf-289	44	21	(	(	PUNCT
abf-289	44	22	128f	128f	NOUN
abf-289	44	23	)	)	PUNCT
abf-289	44	24	based	base	VERB
abf-289	44	25	on	on	ADP
abf-289	44	26	guidelines	guideline	NOUN
abf-289	44	27	published	publish	VERB
abf-289	44	28	in	in	ADP
abf-289	44	29	newly	newly	ADV
abf-289	44	30	conceptualized	conceptualize	VERB
abf-289	44	31	‘	'	PUNCT
abf-289	44	32	manuals	manual	NOUN
abf-289	44	33	’	'	PUNCT
abf-289	44	34	(	(	PUNCT
abf-289	44	35	133	133	NUM
abf-289	44	36	)	)	PUNCT
abf-289	44	37	.	.	PUNCT
abf-289	45	1	this	this	PRON
abf-289	45	2	had	have	VERB
abf-289	45	3	immediate	immediate	ADJ
abf-289	45	4	effects	effect	NOUN
abf-289	45	5	not	not	PART
abf-289	45	6	only	only	ADV
abf-289	45	7	on	on	ADP
abf-289	45	8	house	house	NOUN
abf-289	45	9	prices	price	NOUN
abf-289	45	10	but	but	CCONJ
abf-289	45	11	also	also	ADV
abf-289	45	12	on	on	ADP
abf-289	45	13	mortgages	mortgage	NOUN
abf-289	45	14	(	(	PUNCT
abf-289	45	15	and	and	CCONJ
abf-289	45	16	the	the	DET
abf-289	45	17	possibility	possibility	NOUN
abf-289	45	18	of	of	ADP
abf-289	45	19	remortgaging	remortgage	VERB
abf-289	45	20	properties	property	NOUN
abf-289	45	21	)	)	PUNCT
abf-289	45	22	as	as	ADP
abf-289	45	23	4	4	NUM
abf-289	45	24	the	the	DET
abf-289	45	25	home	home	NOUN
abf-289	45	26	owners	owner	NOUN
abf-289	45	27	’	'	PUNCT
abf-289	45	28	loan	loan	NOUN
abf-289	45	29	corporation	corporation	NOUN
abf-289	45	30	(	(	PUNCT
abf-289	45	31	holc	holc	NOUN
abf-289	45	32	)	)	PUNCT
abf-289	45	33	,	,	PUNCT
abf-289	45	34	which	which	PRON
abf-289	45	35	gave	give	VERB
abf-289	45	36	out	out	ADP
abf-289	45	37	specific	specific	ADJ
abf-289	45	38	kinds	kind	NOUN
abf-289	45	39	of	of	ADP
abf-289	45	40	mortgages	mortgage	NOUN
abf-289	45	41	,	,	PUNCT
abf-289	45	42	was	be	AUX
abf-289	45	43	among	among	ADP
abf-289	45	44	the	the	DET
abf-289	45	45	first	first	ADJ
abf-289	45	46	to	to	ADP
abf-289	45	47	‘	'	PUNCT
abf-289	45	48	redline	redline	ADJ
abf-289	45	49	’	'	PUNCT
abf-289	45	50	maps	map	NOUN
abf-289	45	51	in	in	ADP
abf-289	45	52	1933	1933	NUM
abf-289	45	53	(	(	PUNCT
abf-289	45	54	138	138	NUM
abf-289	45	55	)	)	PUNCT
abf-289	45	56	.	.	PUNCT
abf-289	46	1	while	while	SCONJ
abf-289	46	2	their	their	PRON
abf-289	46	3	goal	goal	NOUN
abf-289	46	4	was	be	AUX
abf-289	46	5	to	to	PART
abf-289	46	6	extend	extend	VERB
abf-289	46	7	access	access	NOUN
abf-289	46	8	to	to	ADP
abf-289	46	9	mortgages	mortgage	NOUN
abf-289	46	10	,	,	PUNCT
abf-289	46	11	they	they	PRON
abf-289	46	12	were	be	AUX
abf-289	46	13	trying	try	VERB
abf-289	46	14	to	to	PART
abf-289	46	15	de	de	VERB
abf-289	46	16	-	-	VERB
abf-289	46	17	risk	risk	VERB
abf-289	46	18	their	their	PRON
abf-289	46	19	operations	operation	NOUN
abf-289	46	20	by	by	ADP
abf-289	46	21	grading	grade	VERB
abf-289	46	22	properties	property	NOUN
abf-289	46	23	and	and	CCONJ
abf-289	46	24	areas	area	NOUN
abf-289	46	25	on	on	ADP
abf-289	46	26	a	a	DET
abf-289	46	27	scale	scale	NOUN
abf-289	46	28	of	of	ADP
abf-289	46	29	‘	'	PUNCT
abf-289	46	30	residential	residential	ADJ
abf-289	46	31	security	security	NOUN
abf-289	46	32	’	'	PUNCT
abf-289	46	33	:	:	PUNCT
abf-289	46	34	“	"	PUNCT
abf-289	46	35	black	black	ADJ
abf-289	46	36	neighborhoods	neighborhood	NOUN
abf-289	46	37	were	be	AUX
abf-289	46	38	invariably	invariably	ADV
abf-289	46	39	rated	rate	VERB
abf-289	46	40	as	as	ADP
abf-289	46	41	fourth	fourth	ADJ
abf-289	46	42	grade	grade	NOUN
abf-289	46	43	,	,	PUNCT
abf-289	46	44	”	"	PUNCT
abf-289	46	45	i.e.	i.e.	X
abf-289	46	46	the	the	DET
abf-289	46	47	worst	bad	ADJ
abf-289	46	48	possible	possible	ADJ
abf-289	46	49	grade	grade	NOUN
abf-289	46	50	(	(	PUNCT
abf-289	46	51	141	141	NUM
abf-289	46	52	)	)	PUNCT
abf-289	46	53	.	.	PUNCT
abf-289	47	1	naturally	naturally	ADV
abf-289	47	2	,	,	PUNCT
abf-289	47	3	these	these	DET
abf-289	47	4	techniques	technique	NOUN
abf-289	47	5	produced	produce	VERB
abf-289	47	6	highly	highly	ADV
abf-289	47	7	unequal	unequal	ADJ
abf-289	47	8	decisions	decision	NOUN
abf-289	47	9	negatively	negatively	ADV
abf-289	47	10	affecting	affect	VERB
abf-289	47	11	access	access	NOUN
abf-289	47	12	to	to	ADP
abf-289	47	13	properties	property	NOUN
abf-289	47	14	and	and	CCONJ
abf-289	47	15	credit	credit	NOUN
abf-289	47	16	for	for	ADP
abf-289	47	17	african	african	ADJ
abf-289	47	18	-	-	PUNCT
abf-289	47	19	americans	americans	PROPN
abf-289	47	20	and	and	CCONJ
abf-289	47	21	–	–	PUNCT
abf-289	47	22	as	as	SCONJ
abf-289	47	23	koopman	koopman	PROPN
abf-289	47	24	does	do	AUX
abf-289	47	25	point	point	VERB
abf-289	47	26	out	out	ADP
abf-289	47	27	–	–	PUNCT
abf-289	47	28	often	often	ADV
abf-289	47	29	continue	continue	VERB
abf-289	47	30	to	to	PART
abf-289	47	31	do	do	VERB
abf-289	47	32	so	so	ADV
abf-289	47	33	.	.	PUNCT
abf-289	48	1	*	*	PUNCT
abf-289	48	2	*	*	PUNCT
abf-289	48	3	*	*	PUNCT
abf-289	48	4	what	what	PRON
abf-289	48	5	koopman	koopman	NOUN
abf-289	48	6	calls	call	VERB
abf-289	48	7	technical	technical	ADJ
abf-289	48	8	formatting	formatting	NOUN
abf-289	48	9	is	be	AUX
abf-289	48	10	an	an	DET
abf-289	48	11	act	act	NOUN
abf-289	48	12	of	of	ADP
abf-289	48	13	power	power	NOUN
abf-289	48	14	that	that	PRON
abf-289	48	15	fastens	fasten	VERB
abf-289	48	16	its	its	PRON
abf-289	48	17	subject	subject	NOUN
abf-289	48	18	to	to	ADP
abf-289	48	19	their	their	PRON
abf-289	48	20	data	datum	NOUN
abf-289	48	21	(	(	PUNCT
abf-289	48	22	12	12	NUM
abf-289	48	23	)	)	PUNCT
abf-289	48	24	,	,	PUNCT
abf-289	48	25	all	all	PRON
abf-289	48	26	in	in	ADP
abf-289	48	27	the	the	DET
abf-289	48	28	name	name	NOUN
abf-289	48	29	of	of	ADP
abf-289	48	30	efficiency	efficiency	NOUN
abf-289	48	31	and	and	CCONJ
abf-289	48	32	better	well	ADJ
abf-289	48	33	measurement	measurement	NOUN
abf-289	48	34	and	and	CCONJ
abf-289	48	35	decision	decision	NOUN
abf-289	48	36	making	making	NOUN
abf-289	48	37	;	;	PUNCT
abf-289	48	38	ultimately	ultimately	ADV
abf-289	48	39	,	,	PUNCT
abf-289	48	40	this	this	DET
abf-289	48	41	kind	kind	NOUN
abf-289	48	42	of	of	ADP
abf-289	48	43	analysis	analysis	NOUN
abf-289	48	44	based	base	VERB
abf-289	48	45	on	on	ADP
abf-289	48	46	standardized	standardized	ADJ
abf-289	48	47	forms	form	NOUN
abf-289	48	48	is	be	AUX
abf-289	48	49	supposed	suppose	VERB
abf-289	48	50	to	to	PART
abf-289	48	51	be	be	AUX
abf-289	48	52	more	more	ADV
abf-289	48	53	scientific	scientific	ADJ
abf-289	48	54	,	,	PUNCT
abf-289	48	55	quicker	quick	ADJ
abf-289	48	56	,	,	PUNCT
abf-289	48	57	more	more	ADV
abf-289	48	58	reliable	reliable	ADJ
abf-289	48	59	and	and	CCONJ
abf-289	48	60	more	more	ADJ
abf-289	48	61	objective	objective	ADJ
abf-289	48	62	.	.	PUNCT
abf-289	49	1	but	but	CCONJ
abf-289	49	2	the	the	DET
abf-289	49	3	consequences	consequence	NOUN
abf-289	49	4	of	of	ADP
abf-289	49	5	these	these	DET
abf-289	49	6	processes	process	NOUN
abf-289	49	7	and	and	CCONJ
abf-289	49	8	the	the	DET
abf-289	49	9	related	relate	VERB
abf-289	49	10	infopower	infopower	NOUN
abf-289	49	11	as	as	ADP
abf-289	49	12	koopman	koopman	PROPN
abf-289	49	13	terms	term	NOUN
abf-289	49	14	it	it	PRON
abf-289	49	15	can	can	AUX
abf-289	49	16	“	"	PUNCT
abf-289	49	17	limit	limit	VERB
abf-289	49	18	our	our	PRON
abf-289	49	19	freedoms	freedom	NOUN
abf-289	49	20	or	or	CCONJ
abf-289	49	21	open	open	VERB
abf-289	49	22	up	up	ADP
abf-289	49	23	our	our	PRON
abf-289	49	24	liberties	liberty	NOUN
abf-289	49	25	”	"	PUNCT
abf-289	49	26	(	(	PUNCT
abf-289	49	27	159	159	NUM
abf-289	49	28	)	)	PUNCT
abf-289	49	29	.	.	PUNCT
abf-289	50	1	while	while	SCONJ
abf-289	50	2	koopman	koopman	PROPN
abf-289	50	3	seems	seem	VERB
abf-289	50	4	to	to	PART
abf-289	50	5	stay	stay	VERB
abf-289	50	6	mostly	mostly	ADV
abf-289	50	7	neutral	neutral	ADJ
abf-289	50	8	as	as	ADP
abf-289	50	9	to	to	ADP
abf-289	50	10	which	which	DET
abf-289	50	11	direction	direction	NOUN
abf-289	50	12	–	–	PUNCT
abf-289	50	13	limiting	limit	VERB
abf-289	50	14	or	or	CCONJ
abf-289	50	15	opening	open	VERB
abf-289	50	16	up	up	ADP
abf-289	50	17	liberties	liberty	NOUN
abf-289	50	18	?	?	PUNCT
abf-289	51	1	–	–	PUNCT
abf-289	51	2	the	the	DET
abf-289	51	3	processes	process	NOUN
abf-289	51	4	enabled	enable	VERB
abf-289	51	5	more	more	ADJ
abf-289	51	6	,	,	PUNCT
abf-289	51	7	as	as	SCONJ
abf-289	51	8	i	i	PRON
abf-289	51	9	already	already	ADV
abf-289	51	10	suggested	suggest	VERB
abf-289	51	11	above	above	ADV
abf-289	51	12	,	,	PUNCT
abf-289	51	13	he	he	PRON
abf-289	51	14	closes	close	VERB
abf-289	51	15	his	his	PRON
abf-289	51	16	volume	volume	NOUN
abf-289	51	17	with	with	ADP
abf-289	51	18	a	a	DET
abf-289	51	19	question	question	NOUN
abf-289	51	20	implicitly	implicitly	ADV
abf-289	51	21	fearing	fear	VERB
abf-289	51	22	the	the	DET
abf-289	51	23	danger	danger	NOUN
abf-289	51	24	of	of	ADP
abf-289	51	25	the	the	DET
abf-289	51	26	techniques	technique	NOUN
abf-289	51	27	:	:	PUNCT
abf-289	51	28	“	"	PUNCT
abf-289	51	29	what	what	PRON
abf-289	51	30	can	can	AUX
abf-289	51	31	we	we	PRON
abf-289	51	32	do	do	VERB
abf-289	51	33	to	to	PART
abf-289	51	34	redesign	redesign	VERB
abf-289	51	35	these	these	DET
abf-289	51	36	formats	format	NOUN
abf-289	51	37	where	where	SCONJ
abf-289	51	38	they	they	PRON
abf-289	51	39	function	function	VERB
abf-289	51	40	today	today	NOUN
abf-289	51	41	as	as	ADP
abf-289	51	42	programs	program	NOUN
abf-289	51	43	for	for	ADP
abf-289	51	44	the	the	DET
abf-289	51	45	disposition	disposition	NOUN
abf-289	51	46	of	of	ADP
abf-289	51	47	burdens	burden	NOUN
abf-289	51	48	?	?	PUNCT
abf-289	51	49	”	"	PUNCT
abf-289	52	1	(	(	PUNCT
abf-289	52	2	180	180	NUM
abf-289	52	3	)	)	PUNCT
abf-289	52	4	.	.	PUNCT
abf-289	53	1	koopman	koopman	PROPN
abf-289	53	2	is	be	AUX
abf-289	53	3	doing	do	VERB
abf-289	53	4	something	something	PRON
abf-289	53	5	very	very	ADV
abf-289	53	6	well	well	ADV
abf-289	53	7	that	that	SCONJ
abf-289	53	8	many	many	ADJ
abf-289	53	9	other	other	ADJ
abf-289	53	10	authors	author	NOUN
abf-289	53	11	–	–	PUNCT
abf-289	53	12	partly	partly	ADV
abf-289	53	13	because	because	SCONJ
abf-289	53	14	of	of	ADP
abf-289	53	15	their	their	PRON
abf-289	53	16	disciplinary	disciplinary	ADJ
abf-289	53	17	affiliation	affiliation	NOUN
abf-289	53	18	,	,	PUNCT
abf-289	53	19	partly	partly	ADV
abf-289	53	20	because	because	SCONJ
abf-289	53	21	it	it	PRON
abf-289	53	22	is	be	AUX
abf-289	53	23	a	a	DET
abf-289	53	24	really	really	ADV
abf-289	53	25	tedious	tedious	ADJ
abf-289	53	26	task	task	NOUN
abf-289	53	27	–	–	PUNCT
abf-289	53	28	do	do	AUX
abf-289	53	29	n’t	not	PART
abf-289	53	30	do	do	VERB
abf-289	53	31	:	:	PUNCT
abf-289	53	32	he	he	PRON
abf-289	53	33	goes	go	VERB
abf-289	53	34	back	back	ADV
abf-289	53	35	in	in	ADP
abf-289	53	36	history	history	NOUN
abf-289	53	37	to	to	PART
abf-289	53	38	trace	trace	VERB
abf-289	53	39	the	the	DET
abf-289	53	40	origins	origin	NOUN
abf-289	53	41	of	of	ADP
abf-289	53	42	something	something	PRON
abf-289	53	43	we	we	PRON
abf-289	53	44	are	be	AUX
abf-289	53	45	living	live	VERB
abf-289	53	46	with	with	ADP
abf-289	53	47	today	today	NOUN
abf-289	53	48	–	–	PUNCT
abf-289	53	49	the	the	DET
abf-289	53	50	fixation	fixation	NOUN
abf-289	53	51	as	as	ADP
abf-289	53	52	our	our	PRON
abf-289	53	53	beings	being	NOUN
abf-289	53	54	as	as	ADP
abf-289	53	55	informational	informational	ADJ
abf-289	53	56	.	.	PUNCT
abf-289	54	1	what	what	PRON
abf-289	54	2	remains	remain	VERB
abf-289	54	3	for	for	ADP
abf-289	54	4	me	i	PRON
abf-289	54	5	beyond	beyond	ADP
abf-289	54	6	my	my	PRON
abf-289	54	7	quarrel	quarrel	NOUN
abf-289	54	8	with	with	ADP
abf-289	54	9	his	his	PRON
abf-289	54	10	selective	selective	ADJ
abf-289	54	11	digging	digging	NOUN
abf-289	54	12	deeper	deeply	ADV
abf-289	54	13	into	into	ADP
abf-289	54	14	the	the	DET
abf-289	54	15	politics	politic	NOUN
abf-289	54	16	of	of	ADP
abf-289	54	17	the	the	DET
abf-289	54	18	techniques	technique	NOUN
abf-289	54	19	is	be	AUX
abf-289	54	20	twofold	twofold	ADV
abf-289	54	21	:	:	PUNCT
abf-289	54	22	first	first	ADV
abf-289	54	23	,	,	PUNCT
abf-289	54	24	the	the	DET
abf-289	54	25	state	state	NOUN
abf-289	54	26	throughout	throughout	ADP
abf-289	54	27	koopman	koopman	PROPN
abf-289	54	28	’s	’s	PART
abf-289	54	29	analysis	analysis	NOUN
abf-289	54	30	plays	play	VERB
abf-289	54	31	a	a	DET
abf-289	54	32	crucial	crucial	ADJ
abf-289	54	33	role	role	NOUN
abf-289	54	34	,	,	PUNCT
abf-289	54	35	as	as	ADP
abf-289	54	36	financier	financier	NOUN
abf-289	54	37	,	,	PUNCT
abf-289	54	38	as	as	ADP
abf-289	54	39	regulator	regulator	NOUN
abf-289	54	40	,	,	PUNCT
abf-289	54	41	as	as	ADP
abf-289	54	42	administrator	administrator	NOUN
abf-289	54	43	of	of	ADP
abf-289	54	44	the	the	DET
abf-289	54	45	data	datum	NOUN
abf-289	54	46	collection	collection	NOUN
abf-289	54	47	,	,	PUNCT
abf-289	54	48	procession	procession	NOUN
abf-289	54	49	and	and	CCONJ
abf-289	54	50	validation	validation	NOUN
abf-289	54	51	;	;	PUNCT
abf-289	54	52	perhaps	perhaps	ADV
abf-289	54	53	a	a	DET
abf-289	54	54	further	further	ADJ
abf-289	54	55	step	step	NOUN
abf-289	54	56	in	in	ADP
abf-289	54	57	the	the	DET
abf-289	54	58	analysis	analysis	NOUN
abf-289	54	59	could	could	AUX
abf-289	54	60	zoom	zoom	VERB
abf-289	54	61	in	in	ADP
abf-289	54	62	on	on	ADP
abf-289	54	63	the	the	DET
abf-289	54	64	role	role	NOUN
abf-289	54	65	the	the	DET
abf-289	54	66	state	state	NOUN
abf-289	54	67	played	play	VERB
abf-289	54	68	in	in	ADP
abf-289	54	69	the	the	DET
abf-289	54	70	development	development	NOUN
abf-289	54	71	of	of	ADP
abf-289	54	72	the	the	DET
abf-289	54	73	informational	informational	ADJ
abf-289	54	74	self	self	NOUN
abf-289	54	75	more	more	ADV
abf-289	54	76	explicitly	explicitly	ADV
abf-289	54	77	(	(	PUNCT
abf-289	54	78	inspired	inspire	VERB
abf-289	54	79	by	by	ADP
abf-289	54	80	authors	author	NOUN
abf-289	54	81	such	such	ADJ
abf-289	54	82	as	as	ADP
abf-289	54	83	mazzucato	mazzucato	NOUN
abf-289	54	84	2017	2017	NUM
abf-289	54	85	,	,	PUNCT
abf-289	54	86	for	for	ADP
abf-289	54	87	instance	instance	NOUN
abf-289	54	88	)	)	PUNCT
abf-289	54	89	.	.	PUNCT
abf-289	55	1	secondly	secondly	ADV
abf-289	55	2	,	,	PUNCT
abf-289	55	3	i	i	PRON
abf-289	55	4	am	be	AUX
abf-289	55	5	curious	curious	ADJ
abf-289	55	6	to	to	PART
abf-289	55	7	hear	hear	VERB
abf-289	55	8	more	more	ADV
abf-289	55	9	directly	directly	ADV
abf-289	55	10	about	about	ADP
abf-289	55	11	how	how	SCONJ
abf-289	55	12	he	he	PRON
abf-289	55	13	thinks	think	VERB
abf-289	55	14	the	the	DET
abf-289	55	15	issues	issue	NOUN
abf-289	55	16	he	he	PRON
abf-289	55	17	unearths	unearth	VERB
abf-289	55	18	with	with	ADP
abf-289	55	19	data	datum	NOUN
abf-289	55	20	–	–	PUNCT
abf-289	55	21	from	from	ADP
abf-289	55	22	its	its	PRON
abf-289	55	23	collection	collection	NOUN
abf-289	55	24	,	,	PUNCT
abf-289	55	25	its	its	PRON
abf-289	55	26	procession	procession	NOUN
abf-289	55	27	to	to	ADP
abf-289	55	28	the	the	DET
abf-289	55	29	outputs	output	NOUN
abf-289	55	30	it	it	PRON
abf-289	55	31	generates	generate	VERB
abf-289	55	32	–	–	PUNCT
abf-289	55	33	relate	relate	VERB
abf-289	55	34	to	to	ADP
abf-289	55	35	problems	problem	NOUN
abf-289	55	36	today	today	NOUN
abf-289	55	37	.	.	PUNCT
abf-289	56	1	what	what	PRON
abf-289	56	2	exactly	exactly	ADV
abf-289	56	3	can	can	AUX
abf-289	56	4	we	we	PRON
abf-289	56	5	learn	learn	VERB
abf-289	56	6	from	from	ADP
abf-289	56	7	the	the	DET
abf-289	56	8	teething	teethe	VERB
abf-289	56	9	issues	issue	NOUN
abf-289	56	10	of	of	ADP
abf-289	56	11	the	the	DET
abf-289	56	12	birth	birth	NOUN
abf-289	56	13	certificate	certificate	NOUN
abf-289	56	14	?	?	PUNCT
abf-289	57	1	how	how	SCONJ
abf-289	57	2	5	5	NUM
abf-289	57	3	are	be	AUX
abf-289	57	4	the	the	DET
abf-289	57	5	historical	historical	ADJ
abf-289	57	6	formats	format	NOUN
abf-289	57	7	still	still	ADV
abf-289	57	8	shaping	shape	VERB
abf-289	57	9	outputs	output	NOUN
abf-289	57	10	today	today	NOUN
abf-289	57	11	?	?	PUNCT
abf-289	58	1	there	there	PRON
abf-289	58	2	are	be	VERB
abf-289	58	3	surely	surely	ADV
abf-289	58	4	other	other	ADJ
abf-289	58	5	authors	author	NOUN
abf-289	58	6	(	(	PUNCT
abf-289	58	7	e.g.	e.g.	ADV
abf-289	58	8	o’neil	o’neil	PROPN
abf-289	58	9	2016	2016	NUM
abf-289	58	10	;	;	PUNCT
abf-289	58	11	noble	noble	ADJ
abf-289	58	12	2018	2018	NUM
abf-289	58	13	)	)	PUNCT
abf-289	58	14	who	who	PRON
abf-289	58	15	pick	pick	VERB
abf-289	58	16	up	up	ADP
abf-289	58	17	this	this	DET
abf-289	58	18	thread	thread	NOUN
abf-289	58	19	very	very	ADV
abf-289	58	20	elegantly	elegantly	ADV
abf-289	58	21	.	.	PUNCT
abf-289	59	1	obviously	obviously	ADV
abf-289	59	2	,	,	PUNCT
abf-289	59	3	as	as	ADP
abf-289	59	4	a	a	DET
abf-289	59	5	european	european	NOUN
abf-289	59	6	,	,	PUNCT
abf-289	59	7	i	i	PRON
abf-289	59	8	also	also	ADV
abf-289	59	9	now	now	ADV
abf-289	59	10	want	want	VERB
abf-289	59	11	to	to	PART
abf-289	59	12	see	see	VERB
abf-289	59	13	koopman	koopman	PROPN
abf-289	59	14	’s	’s	PART
abf-289	59	15	american	american	PROPN
abf-289	59	16	genealogy	genealogy	NOUN
abf-289	59	17	replicated	replicate	VERB
abf-289	59	18	to	to	ADP
abf-289	59	19	this	this	DET
abf-289	59	20	side	side	NOUN
abf-289	59	21	of	of	ADP
abf-289	59	22	the	the	DET
abf-289	59	23	planet	planet	NOUN
abf-289	59	24	–	–	PUNCT
abf-289	59	25	and	and	CCONJ
abf-289	59	26	i	i	PRON
abf-289	59	27	hope	hope	VERB
abf-289	59	28	somebody	somebody	PRON
abf-289	59	29	as	as	ADP
abf-289	59	30	careful	careful	ADJ
abf-289	59	31	and	and	CCONJ
abf-289	59	32	considerate	considerate	ADJ
abf-289	59	33	as	as	SCONJ
abf-289	59	34	koopman	koopman	PROPN
abf-289	59	35	takes	take	VERB
abf-289	59	36	that	that	DET
abf-289	59	37	task	task	NOUN
abf-289	59	38	up	up	ADP
abf-289	59	39	in	in	ADP
abf-289	59	40	the	the	DET
abf-289	59	41	near	near	ADJ
abf-289	59	42	future	future	NOUN
abf-289	59	43	.	.	PUNCT
abf-289	60	1	dr	dr	PROPN
abf-289	60	2	.	.	PROPN
abf-289	60	3	johannes	johannes	PROPN
abf-289	60	4	lenhard	lenhard	PROPN
abf-289	60	5	is	be	AUX
abf-289	60	6	the	the	DET
abf-289	60	7	centre	centre	NOUN
abf-289	60	8	coordinator	coordinator	NOUN
abf-289	60	9	of	of	ADP
abf-289	60	10	the	the	DET
abf-289	60	11	max	max	PROPN
abf-289	60	12	planck	planck	PROPN
abf-289	60	13	cambridge	cambridge	PROPN
abf-289	60	14	centre	centre	PROPN
abf-289	60	15	for	for	ADP
abf-289	60	16	the	the	DET
abf-289	60	17	study	study	NOUN
abf-289	60	18	of	of	ADP
abf-289	60	19	ethics	ethic	NOUN
abf-289	60	20	,	,	PUNCT
abf-289	60	21	the	the	DET
abf-289	60	22	economy	economy	NOUN
abf-289	60	23	and	and	CCONJ
abf-289	60	24	social	social	ADJ
abf-289	60	25	change	change	NOUN
abf-289	60	26	(	(	PUNCT
abf-289	60	27	max	max	PROPN
abf-289	60	28	cam	cam	PROPN
abf-289	60	29	)	)	PUNCT
abf-289	60	30	.	.	PUNCT
abf-289	61	1	while	while	SCONJ
abf-289	61	2	his	his	PRON
abf-289	61	3	doctoral	doctoral	ADJ
abf-289	61	4	research	research	NOUN
abf-289	61	5	was	be	AUX
abf-289	61	6	focused	focus	VERB
abf-289	61	7	on	on	ADP
abf-289	61	8	the	the	DET
abf-289	61	9	home	home	NOUN
abf-289	61	10	making	making	NOUN
abf-289	61	11	practices	practice	NOUN
abf-289	61	12	of	of	ADP
abf-289	61	13	people	people	NOUN
abf-289	61	14	sleeping	sleep	VERB
abf-289	61	15	rough	rough	ADJ
abf-289	61	16	on	on	ADP
abf-289	61	17	the	the	DET
abf-289	61	18	streets	street	NOUN
abf-289	61	19	of	of	ADP
abf-289	61	20	paris	paris	PROPN
abf-289	61	21	,	,	PUNCT
abf-289	61	22	he	he	PRON
abf-289	61	23	is	be	AUX
abf-289	61	24	currently	currently	ADV
abf-289	61	25	working	work	VERB
abf-289	61	26	on	on	ADP
abf-289	61	27	a	a	DET
abf-289	61	28	new	new	ADJ
abf-289	61	29	project	project	NOUN
abf-289	61	30	on	on	ADP
abf-289	61	31	the	the	DET
abf-289	61	32	ethics	ethic	NOUN
abf-289	61	33	of	of	ADP
abf-289	61	34	venture	venture	NOUN
abf-289	61	35	capital	capital	NOUN
abf-289	61	36	investors	investor	NOUN
abf-289	61	37	in	in	ADP
abf-289	61	38	berlin	berlin	PROPN
abf-289	61	39	,	,	PUNCT
abf-289	61	40	london	london	PROPN
abf-289	61	41	and	and	CCONJ
abf-289	61	42	san	san	PROPN
abf-289	61	43	francisco	francisco	PROPN
abf-289	61	44	.	.	PUNCT
abf-289	62	1	find	find	VERB
abf-289	62	2	his	his	PRON
abf-289	62	3	twitter	twitter	NOUN
abf-289	62	4	at	at	ADP
abf-289	62	5	@jflenhard	@jflenhard	PROPN
abf-289	62	6	.	.	PUNCT
abf-289	63	1	©	©	NOUN
abf-289	63	2	2020	2020	NUM
abf-289	63	3	johannes	johanne	NOUN
abf-289	63	4	lenhard	lenhard	NOUN