id	sid	tid	token	lemma	pos
istl-30	1	1	cleaning	clean	VERB
istl-30	1	2	collections	collection	NOUN
istl-30	1	3	data	datum	NOUN
istl-30	1	4	using	use	VERB
istl-30	1	5	openrefine	openrefine	NOUN
istl-30	1	6	title	title	NOUN
istl-30	1	7	why	why	SCONJ
istl-30	1	8	openrefine	openrefine	ADJ
istl-30	1	9	?	?	PUNCT
istl-30	2	1	method	method	NOUN
istl-30	2	2	combining	combine	VERB
istl-30	2	3	files	file	NOUN
istl-30	2	4	selecting	select	VERB
istl-30	2	5	non	non	ADJ
istl-30	2	6	-	-	ADJ
istl-30	2	7	duplicated	duplicated	ADJ
istl-30	2	8	items	item	NOUN
istl-30	2	9	selecting	select	VERB
istl-30	2	10	all	all	DET
istl-30	2	11	duplicates	duplicate	NOUN
istl-30	2	12	everything	everything	PRON
istl-30	2	13	included	include	VERB
istl-30	2	14	?	?	PUNCT
istl-30	3	1	only	only	ADV
istl-30	3	2	"	"	PUNCT
istl-30	3	3	starred	star	VERB
istl-30	3	4	"	"	PUNCT
istl-30	3	5	items	item	NOUN
istl-30	3	6	exporting	export	VERB
istl-30	3	7	data	data	NOUN
istl-30	3	8	conclusion	conclusion	NOUN
istl-30	3	9	references	reference	NOUN
istl-30	3	10	there	there	PRON
istl-30	3	11	's	be	VERB
istl-30	3	12	an	an	DET
istl-30	3	13	app	app	NOUN
istl-30	3	14	for	for	ADP
istl-30	3	15	that	that	DET
istl-30	3	16	cleaning	clean	VERB
istl-30	3	17	collections	collection	NOUN
istl-30	3	18	data	datum	NOUN
istl-30	3	19	using	use	VERB
istl-30	3	20	openrefine	openrefine	NOUN
istl-30	3	21	elizabeth	elizabeth	PROPN
istl-30	3	22	sterner	sterner	PROPN
istl-30	3	23	,	,	PUNCT
istl-30	3	24	mlis	mlis	PROPN
istl-30	3	25	,	,	PUNCT
istl-30	3	26	ms	ms	PROPN
istl-30	3	27	health	health	PROPN
istl-30	3	28	and	and	CCONJ
istl-30	3	29	human	human	ADJ
istl-30	3	30	services	service	NOUN
istl-30	3	31	librarian	librarian	PROPN
istl-30	3	32	assistant	assistant	PROPN
istl-30	3	33	professor	professor	PROPN
istl-30	3	34	governors	governor	VERB
istl-30	3	35	state	state	PROPN
istl-30	3	36	university	university	PROPN
istl-30	3	37	esterner@govst.edu	esterner@govst.edu	PROPN
istl-30	3	38	collection	collection	NOUN
istl-30	3	39	maintenance	maintenance	PROPN
istl-30	3	40	,	,	PUNCT
istl-30	3	41	including	include	VERB
istl-30	3	42	weeding	weed	VERB
istl-30	3	43	,	,	PUNCT
istl-30	3	44	is	be	AUX
istl-30	3	45	a	a	DET
istl-30	3	46	key	key	ADJ
istl-30	3	47	component	component	NOUN
istl-30	3	48	of	of	ADP
istl-30	3	49	my	my	PRON
istl-30	3	50	position	position	NOUN
istl-30	3	51	as	as	ADP
istl-30	3	52	an	an	DET
istl-30	3	53	academic	academic	ADJ
istl-30	3	54	science	science	NOUN
istl-30	3	55	librarian	librarian	NOUN
istl-30	3	56	.	.	PUNCT
istl-30	4	1	in	in	ADP
istl-30	4	2	an	an	DET
istl-30	4	3	ideal	ideal	ADJ
istl-30	4	4	world	world	NOUN
istl-30	4	5	we	we	PRON
istl-30	4	6	receive	receive	VERB
istl-30	4	7	perfect	perfect	ADJ
istl-30	4	8	data	datum	NOUN
istl-30	4	9	that	that	PRON
istl-30	4	10	are	be	AUX
istl-30	4	11	clean	clean	ADJ
istl-30	4	12	and	and	CCONJ
istl-30	4	13	ready	ready	ADJ
istl-30	4	14	to	to	PART
istl-30	4	15	use	use	VERB
istl-30	4	16	.	.	PUNCT
istl-30	5	1	but	but	CCONJ
istl-30	5	2	unfortunately	unfortunately	ADV
istl-30	5	3	,	,	PUNCT
istl-30	5	4	that	that	PRON
istl-30	5	5	is	be	AUX
istl-30	5	6	not	not	PART
istl-30	5	7	always	always	ADV
istl-30	5	8	the	the	DET
istl-30	5	9	case	case	NOUN
istl-30	5	10	.	.	PUNCT
istl-30	6	1	in	in	ADP
istl-30	6	2	large	large	ADJ
istl-30	6	3	deselection	deselection	NOUN
istl-30	6	4	projects	project	NOUN
istl-30	6	5	you	you	PRON
istl-30	6	6	might	might	AUX
istl-30	6	7	receive	receive	VERB
istl-30	6	8	holdings	holding	NOUN
istl-30	6	9	and	and	CCONJ
istl-30	6	10	circulation	circulation	NOUN
istl-30	6	11	records	record	NOUN
istl-30	6	12	in	in	ADP
istl-30	6	13	separate	separate	ADJ
istl-30	6	14	files	file	NOUN
istl-30	6	15	which	which	PRON
istl-30	6	16	,	,	PUNCT
istl-30	6	17	once	once	SCONJ
istl-30	6	18	combined	combine	VERB
istl-30	6	19	,	,	PUNCT
istl-30	6	20	may	may	AUX
istl-30	6	21	contain	contain	VERB
istl-30	6	22	many	many	ADJ
istl-30	6	23	undesired	undesire	VERB
istl-30	6	24	duplicated	duplicated	ADJ
istl-30	6	25	line	line	NOUN
istl-30	6	26	items	item	NOUN
istl-30	6	27	.	.	PUNCT
istl-30	7	1	i	i	PRON
istl-30	7	2	will	will	AUX
istl-30	7	3	demonstrate	demonstrate	VERB
istl-30	7	4	how	how	SCONJ
istl-30	7	5	you	you	PRON
istl-30	7	6	can	can	AUX
istl-30	7	7	effectively	effectively	ADV
istl-30	7	8	and	and	CCONJ
istl-30	7	9	quickly	quickly	ADV
istl-30	7	10	use	use	VERB
istl-30	7	11	the	the	DET
istl-30	7	12	facet	facet	PROPN
istl-30	7	13	row	row	NOUN
istl-30	7	14	feature	feature	NOUN
istl-30	7	15	in	in	ADP
istl-30	7	16	openrefine	openrefine	NOUN
istl-30	7	17	to	to	PART
istl-30	7	18	deduplicate	deduplicate	VERB
istl-30	7	19	data	datum	NOUN
istl-30	7	20	.	.	PUNCT
istl-30	8	1	the	the	DET
istl-30	8	2	benefit	benefit	NOUN
istl-30	8	3	of	of	ADP
istl-30	8	4	this	this	DET
istl-30	8	5	method	method	NOUN
istl-30	8	6	is	be	AUX
istl-30	8	7	that	that	SCONJ
istl-30	8	8	you	you	PRON
istl-30	8	9	select	select	VERB
istl-30	8	10	which	which	PRON
istl-30	8	11	of	of	ADP
istl-30	8	12	the	the	DET
istl-30	8	13	duplicated	duplicate	VERB
istl-30	8	14	items	item	NOUN
istl-30	8	15	will	will	AUX
istl-30	8	16	be	be	AUX
istl-30	8	17	kept	keep	VERB
istl-30	8	18	and	and	CCONJ
istl-30	8	19	which	which	PRON
istl-30	8	20	will	will	AUX
istl-30	8	21	be	be	AUX
istl-30	8	22	deleted	delete	VERB
istl-30	8	23	.	.	PUNCT
istl-30	9	1	once	once	SCONJ
istl-30	9	2	openrefine	openrefine	NOUN
istl-30	9	3	is	be	AUX
istl-30	9	4	downloaded	download	VERB
istl-30	9	5	and	and	CCONJ
istl-30	9	6	opened	open	VERB
istl-30	9	7	,	,	PUNCT
istl-30	9	8	you	you	PRON
istl-30	9	9	work	work	VERB
istl-30	9	10	in	in	ADP
istl-30	9	11	a	a	DET
istl-30	9	12	web	web	NOUN
istl-30	9	13	user	user	NOUN
istl-30	9	14	interface	interface	NOUN
istl-30	9	15	to	to	PART
istl-30	9	16	upload	upload	VERB
istl-30	9	17	your	your	PRON
istl-30	9	18	data	datum	NOUN
istl-30	9	19	,	,	PUNCT
istl-30	9	20	clean	clean	ADJ
istl-30	9	21	and	and	CCONJ
istl-30	9	22	transform	transform	VERB
istl-30	9	23	the	the	DET
istl-30	9	24	data	datum	NOUN
istl-30	9	25	,	,	PUNCT
istl-30	9	26	and	and	CCONJ
istl-30	9	27	then	then	ADV
istl-30	9	28	download	download	VERB
istl-30	9	29	from	from	ADP
istl-30	9	30	the	the	DET
istl-30	9	31	browser	browser	NOUN
istl-30	9	32	to	to	ADP
istl-30	9	33	a	a	DET
istl-30	9	34	csv	csv	ADJ
istl-30	9	35	file	file	NOUN
istl-30	9	36	in	in	ADP
istl-30	9	37	excel	excel	PROPN
istl-30	9	38	.	.	PUNCT
istl-30	10	1	with	with	ADP
istl-30	10	2	practice	practice	NOUN
istl-30	10	3	,	,	PUNCT
istl-30	10	4	i	i	PRON
istl-30	10	5	have	have	AUX
istl-30	10	6	found	find	VERB
istl-30	10	7	that	that	SCONJ
istl-30	10	8	this	this	PRON
istl-30	10	9	only	only	ADV
istl-30	10	10	takes	take	VERB
istl-30	10	11	a	a	DET
istl-30	10	12	few	few	ADJ
istl-30	10	13	minutes	minute	NOUN
istl-30	10	14	for	for	ADP
istl-30	10	15	thousands	thousand	NOUN
istl-30	10	16	of	of	ADP
istl-30	10	17	line	line	NOUN
istl-30	10	18	items	item	NOUN
istl-30	10	19	,	,	PUNCT
istl-30	10	20	and	and	CCONJ
istl-30	10	21	ensures	ensure	VERB
istl-30	10	22	i	i	PRON
istl-30	10	23	am	be	AUX
istl-30	10	24	able	able	ADJ
istl-30	10	25	to	to	PART
istl-30	10	26	select	select	VERB
istl-30	10	27	the	the	DET
istl-30	10	28	data	datum	NOUN
istl-30	10	29	i	i	PRON
istl-30	10	30	want	want	VERB
istl-30	10	31	.	.	PUNCT
istl-30	11	1	why	why	SCONJ
istl-30	11	2	openrefine	openrefine	ADJ
istl-30	11	3	?	?	PUNCT
istl-30	12	1	i	i	PRON
istl-30	12	2	choose	choose	VERB
istl-30	12	3	to	to	PART
istl-30	12	4	use	use	VERB
istl-30	12	5	openrefine	openrefine	NOUN
istl-30	12	6	,	,	PUNCT
istl-30	12	7	an	an	DET
istl-30	12	8	open	open	ADJ
istl-30	12	9	source	source	NOUN
istl-30	12	10	tool	tool	NOUN
istl-30	12	11	available	available	ADJ
istl-30	12	12	on	on	ADP
istl-30	12	13	github	github	PROPN
istl-30	12	14	,	,	PUNCT
istl-30	12	15	because	because	SCONJ
istl-30	12	16	it	it	PRON
istl-30	12	17	is	be	AUX
istl-30	12	18	free	free	ADJ
istl-30	12	19	,	,	PUNCT
istl-30	12	20	easy	easy	ADJ
istl-30	12	21	to	to	PART
istl-30	12	22	learn	learn	VERB
istl-30	12	23	and	and	CCONJ
istl-30	12	24	use	use	VERB
istl-30	12	25	,	,	PUNCT
istl-30	12	26	and	and	CCONJ
istl-30	12	27	allows	allow	VERB
istl-30	12	28	for	for	ADP
istl-30	12	29	the	the	DET
istl-30	12	30	selection	selection	NOUN
istl-30	12	31	of	of	ADP
istl-30	12	32	a	a	DET
istl-30	12	33	union	union	NOUN
istl-30	12	34	of	of	ADP
istl-30	12	35	rows	row	NOUN
istl-30	12	36	after	after	ADP
istl-30	12	37	applying	apply	VERB
istl-30	12	38	facets	facet	NOUN
istl-30	12	39	and	and	CCONJ
istl-30	12	40	filters	filter	NOUN
istl-30	12	41	.	.	PUNCT
istl-30	13	1	openrefine	openrefine	NOUN
istl-30	13	2	offers	offer	VERB
istl-30	13	3	a	a	DET
istl-30	13	4	platform	platform	NOUN
istl-30	13	5	for	for	ADP
istl-30	13	6	data	data	NOUN
istl-30	13	7	management	management	NOUN
istl-30	13	8	;	;	PUNCT
istl-30	13	9	and	and	CCONJ
istl-30	13	10	users	user	NOUN
istl-30	13	11	,	,	PUNCT
istl-30	13	12	including	include	VERB
istl-30	13	13	non	non	NOUN
istl-30	13	14	-	-	NOUN
istl-30	13	15	programmers	programmer	NOUN
istl-30	13	16	,	,	PUNCT
istl-30	13	17	do	do	AUX
istl-30	13	18	not	not	PART
istl-30	13	19	need	need	VERB
istl-30	13	20	to	to	PART
istl-30	13	21	know	know	VERB
istl-30	13	22	how	how	SCONJ
istl-30	13	23	to	to	PART
istl-30	13	24	code	code	VERB
istl-30	13	25	to	to	PART
istl-30	13	26	clean	clean	VERB
istl-30	13	27	and	and	CCONJ
istl-30	13	28	transform	transform	VERB
istl-30	13	29	data	datum	NOUN
istl-30	13	30	.	.	PUNCT
istl-30	14	1	with	with	ADP
istl-30	14	2	openrefine	openrefine	NOUN
istl-30	14	3	,	,	PUNCT
istl-30	14	4	i	i	PRON
istl-30	14	5	can	can	AUX
istl-30	14	6	ensure	ensure	VERB
istl-30	14	7	i	i	PRON
istl-30	14	8	am	be	AUX
istl-30	14	9	deleting	delete	VERB
istl-30	14	10	specific	specific	ADJ
istl-30	14	11	line	line	NOUN
istl-30	14	12	items	item	NOUN
istl-30	14	13	while	while	SCONJ
istl-30	14	14	confirming	confirm	VERB
istl-30	14	15	i	i	PRON
istl-30	14	16	am	be	AUX
istl-30	14	17	keeping	keep	VERB
istl-30	14	18	preferred	preferred	ADJ
istl-30	14	19	line	line	NOUN
istl-30	14	20	items	item	NOUN
istl-30	14	21	.	.	PUNCT
istl-30	15	1	method	method	PROPN
istl-30	15	2	basically	basically	ADV
istl-30	15	3	,	,	PUNCT
istl-30	15	4	i	i	PRON
istl-30	15	5	divide	divide	VERB
istl-30	15	6	my	my	PRON
istl-30	15	7	data	datum	NOUN
istl-30	15	8	into	into	ADP
istl-30	15	9	numerous	numerous	ADJ
istl-30	15	10	sets	set	NOUN
istl-30	15	11	,	,	PUNCT
istl-30	15	12	and	and	CCONJ
istl-30	15	13	then	then	ADV
istl-30	15	14	i	i	PRON
istl-30	15	15	select	select	VERB
istl-30	15	16	the	the	DET
istl-30	15	17	union	union	NOUN
istl-30	15	18	of	of	ADP
istl-30	15	19	desired	desire	VERB
istl-30	15	20	sets	set	NOUN
istl-30	15	21	.	.	PUNCT
istl-30	16	1	i	i	PRON
istl-30	16	2	have	have	AUX
istl-30	16	3	used	use	VERB
istl-30	16	4	this	this	DET
istl-30	16	5	method	method	NOUN
istl-30	16	6	during	during	ADP
istl-30	16	7	large	large	ADJ
istl-30	16	8	weeding	weed	VERB
istl-30	16	9	projects	project	NOUN
istl-30	16	10	when	when	SCONJ
istl-30	16	11	i	i	PRON
istl-30	16	12	received	receive	VERB
istl-30	16	13	two	two	NUM
istl-30	16	14	excel	excel	ADJ
istl-30	16	15	files	file	NOUN
istl-30	16	16	.	.	PUNCT
istl-30	17	1	in	in	ADP
istl-30	17	2	this	this	DET
istl-30	17	3	example	example	NOUN
istl-30	17	4	,	,	PUNCT
istl-30	17	5	i	i	PRON
istl-30	17	6	received	receive	VERB
istl-30	17	7	the	the	DET
istl-30	17	8	data	datum	NOUN
istl-30	17	9	necessary	necessary	ADJ
istl-30	17	10	for	for	ADP
istl-30	17	11	the	the	DET
istl-30	17	12	deselection	deselection	NOUN
istl-30	17	13	process	process	NOUN
istl-30	17	14	in	in	ADP
istl-30	17	15	two	two	NUM
istl-30	17	16	different	different	ADJ
istl-30	17	17	files	file	NOUN
istl-30	17	18	.	.	PUNCT
istl-30	18	1	the	the	DET
istl-30	18	2	first	first	ADJ
istl-30	18	3	file	file	NOUN
istl-30	18	4	of	of	ADP
istl-30	18	5	all	all	DET
istl-30	18	6	holdings	holding	NOUN
istl-30	18	7	included	include	VERB
istl-30	18	8	the	the	DET
istl-30	18	9	following	follow	VERB
istl-30	18	10	fields	field	NOUN
istl-30	18	11	:	:	PUNCT
istl-30	18	12	display_call_no	display_call_no	ADJ
istl-30	18	13	,	,	PUNCT
istl-30	18	14	title	title	NOUN
istl-30	18	15	,	,	PUNCT
istl-30	18	16	pub_place	pub_place	NOUN
istl-30	18	17	,	,	PUNCT
istl-30	18	18	publisher	publisher	NOUN
istl-30	18	19	,	,	PUNCT
istl-30	18	20	publisher_date	publisher_date	ADJ
istl-30	18	21	,	,	PUNCT
istl-30	18	22	item_barcode	item_barcode	INTJ
istl-30	18	23	,	,	PUNCT
istl-30	18	24	and	and	CCONJ
istl-30	18	25	location_id	location_id	PROPN
istl-30	18	26	(	(	PUNCT
istl-30	18	27	figure	figure	NOUN
istl-30	18	28	1	1	NUM
istl-30	18	29	)	)	PUNCT
istl-30	18	30	.	.	PUNCT
istl-30	19	1	figure	figure	VERB
istl-30	19	2	1	1	NUM
istl-30	19	3	:	:	PUNCT
istl-30	19	4	example	example	NOUN
istl-30	19	5	of	of	ADP
istl-30	19	6	records	record	NOUN
istl-30	19	7	holdings	holding	NOUN
istl-30	19	8	.	.	PUNCT
istl-30	20	1	the	the	DET
istl-30	20	2	second	second	ADJ
istl-30	20	3	file	file	NOUN
istl-30	20	4	of	of	ADP
istl-30	20	5	items	item	NOUN
istl-30	20	6	circulated	circulate	VERB
istl-30	20	7	included	include	VERB
istl-30	20	8	the	the	DET
istl-30	20	9	following	follow	VERB
istl-30	20	10	fields	field	NOUN
istl-30	20	11	:	:	PUNCT
istl-30	20	12	display_call_no	display_call_no	ADJ
istl-30	20	13	,	,	PUNCT
istl-30	20	14	title	title	NOUN
istl-30	20	15	,	,	PUNCT
istl-30	20	16	publisher	publisher	NOUN
istl-30	20	17	,	,	PUNCT
istl-30	20	18	publisher_date	publisher_date	ADJ
istl-30	20	19	,	,	PUNCT
istl-30	20	20	item_barcode	item_barcode	INTJ
istl-30	20	21	,	,	PUNCT
istl-30	20	22	historical_charges	historical_charge	NOUN
istl-30	20	23	,	,	PUNCT
istl-30	20	24	and	and	CCONJ
istl-30	20	25	lastofcharge_date	lastofcharge_date	VERB
istl-30	20	26	(	(	PUNCT
istl-30	20	27	figure	figure	NOUN
istl-30	20	28	2	2	NUM
istl-30	20	29	)	)	PUNCT
istl-30	20	30	.	.	PUNCT
istl-30	21	1	figure	figure	VERB
istl-30	21	2	2	2	NUM
istl-30	21	3	:	:	PUNCT
istl-30	21	4	example	example	NOUN
istl-30	21	5	of	of	ADP
istl-30	21	6	circulation	circulation	NOUN
istl-30	21	7	statistics	statistic	NOUN
istl-30	21	8	.	.	PUNCT
istl-30	22	1	combining	combine	VERB
istl-30	22	2	files	file	NOUN
istl-30	22	3	before	before	SCONJ
istl-30	22	4	i	i	PRON
istl-30	22	5	can	can	AUX
istl-30	22	6	go	go	VERB
istl-30	22	7	any	any	ADV
istl-30	22	8	further	far	ADV
istl-30	22	9	,	,	PUNCT
istl-30	22	10	i	i	PRON
istl-30	22	11	want	want	VERB
istl-30	22	12	to	to	PART
istl-30	22	13	combine	combine	VERB
istl-30	22	14	the	the	DET
istl-30	22	15	two	two	NUM
istl-30	22	16	data	datum	NOUN
istl-30	22	17	files	file	NOUN
istl-30	22	18	into	into	ADP
istl-30	22	19	one	one	NUM
istl-30	22	20	file	file	NOUN
istl-30	22	21	.	.	PUNCT
istl-30	23	1	i	i	PRON
istl-30	23	2	want	want	VERB
istl-30	23	3	all	all	DET
istl-30	23	4	the	the	DET
istl-30	23	5	information	information	NOUN
istl-30	23	6	available	available	ADJ
istl-30	23	7	in	in	ADP
istl-30	23	8	one	one	NUM
istl-30	23	9	file	file	NOUN
istl-30	23	10	to	to	PART
istl-30	23	11	increase	increase	VERB
istl-30	23	12	my	my	PRON
istl-30	23	13	efficiency	efficiency	NOUN
istl-30	23	14	while	while	SCONJ
istl-30	23	15	in	in	ADP
istl-30	23	16	the	the	DET
istl-30	23	17	stacks	stack	NOUN
istl-30	23	18	reviewing	review	VERB
istl-30	23	19	the	the	DET
istl-30	23	20	collection	collection	NOUN
istl-30	23	21	,	,	PUNCT
istl-30	23	22	and	and	CCONJ
istl-30	23	23	to	to	PART
istl-30	23	24	provide	provide	VERB
istl-30	23	25	one	one	NUM
istl-30	23	26	file	file	NOUN
istl-30	23	27	of	of	ADP
istl-30	23	28	data	datum	NOUN
istl-30	23	29	to	to	ADP
istl-30	23	30	the	the	DET
istl-30	23	31	faculty	faculty	NOUN
istl-30	23	32	members	member	NOUN
istl-30	23	33	of	of	ADP
istl-30	23	34	my	my	PRON
istl-30	23	35	liaison	liaison	NOUN
istl-30	23	36	areas	area	NOUN
istl-30	23	37	.	.	PUNCT
istl-30	24	1	i	i	PRON
istl-30	24	2	combine	combine	VERB
istl-30	24	3	the	the	DET
istl-30	24	4	data	datum	NOUN
istl-30	24	5	with	with	ADP
istl-30	24	6	some	some	DET
istl-30	24	7	simple	simple	ADJ
istl-30	24	8	manipulations	manipulation	NOUN
istl-30	24	9	in	in	ADP
istl-30	24	10	excel	excel	PROPN
istl-30	24	11	.	.	PUNCT
istl-30	25	1	first	first	ADV
istl-30	25	2	,	,	PUNCT
istl-30	25	3	i	i	PRON
istl-30	25	4	make	make	VERB
istl-30	25	5	sure	sure	ADJ
istl-30	25	6	that	that	SCONJ
istl-30	25	7	all	all	DET
istl-30	25	8	columns	column	NOUN
istl-30	25	9	match	match	VERB
istl-30	25	10	(	(	PUNCT
istl-30	25	11	figure	figure	NOUN
istl-30	25	12	3	3	NUM
istl-30	25	13	)	)	PUNCT
istl-30	25	14	.	.	PUNCT
istl-30	26	1	then	then	ADV
istl-30	26	2	i	i	PRON
istl-30	26	3	copy	copy	VERB
istl-30	26	4	and	and	CCONJ
istl-30	26	5	paste	paste	VERB
istl-30	26	6	the	the	DET
istl-30	26	7	smaller	small	ADJ
istl-30	26	8	circulation	circulation	NOUN
istl-30	26	9	file	file	NOUN
istl-30	26	10	to	to	ADP
istl-30	26	11	the	the	DET
istl-30	26	12	significantly	significantly	ADV
istl-30	26	13	larger	large	ADJ
istl-30	26	14	file	file	NOUN
istl-30	26	15	of	of	ADP
istl-30	26	16	holdings	holding	NOUN
istl-30	26	17	(	(	PUNCT
istl-30	26	18	figure	figure	NOUN
istl-30	26	19	4	4	NUM
istl-30	26	20	)	)	PUNCT
istl-30	26	21	.	.	PUNCT
istl-30	27	1	the	the	DET
istl-30	27	2	smaller	small	ADJ
istl-30	27	3	circulation	circulation	NOUN
istl-30	27	4	files	file	NOUN
istl-30	27	5	typically	typically	ADV
istl-30	27	6	holds	hold	VERB
istl-30	27	7	approximately	approximately	ADV
istl-30	27	8	200	200	NUM
istl-30	27	9	-	-	SYM
istl-30	27	10	3,000	3,000	NUM
istl-30	27	11	lines	line	NOUN
istl-30	27	12	of	of	ADP
istl-30	27	13	data	datum	NOUN
istl-30	27	14	.	.	PUNCT
istl-30	28	1	the	the	DET
istl-30	28	2	larger	large	ADJ
istl-30	28	3	files	file	NOUN
istl-30	28	4	of	of	ADP
istl-30	28	5	holdings	holding	NOUN
istl-30	28	6	hold	hold	VERB
istl-30	28	7	between	between	ADP
istl-30	28	8	5,000	5,000	NUM
istl-30	28	9	-	-	SYM
istl-30	28	10	20,000	20,000	NUM
istl-30	28	11	lines	line	NOUN
istl-30	28	12	of	of	ADP
istl-30	28	13	data	datum	NOUN
istl-30	28	14	.	.	PUNCT
istl-30	29	1	figure	figure	NOUN
istl-30	29	2	3	3	NUM
istl-30	29	3	:	:	PUNCT
istl-30	29	4	mismatch	mismatch	NOUN
istl-30	29	5	of	of	ADP
istl-30	29	6	combined	combine	VERB
istl-30	29	7	data	datum	NOUN
istl-30	29	8	.	.	PUNCT
istl-30	30	1	figure	figure	NOUN
istl-30	30	2	4	4	NUM
istl-30	30	3	:	:	PUNCT
istl-30	30	4	example	example	NOUN
istl-30	30	5	of	of	ADP
istl-30	30	6	combined	combine	VERB
istl-30	30	7	data	datum	NOUN
istl-30	30	8	with	with	ADP
istl-30	30	9	duplicates	duplicate	NOUN
istl-30	30	10	.	.	PUNCT
istl-30	31	1	this	this	DET
istl-30	31	2	first	first	ADJ
istl-30	31	3	step	step	NOUN
istl-30	31	4	creates	create	VERB
istl-30	31	5	duplicates	duplicate	NOUN
istl-30	31	6	of	of	ADP
istl-30	31	7	items	item	NOUN
istl-30	31	8	,	,	PUNCT
istl-30	31	9	books	book	NOUN
istl-30	31	10	in	in	ADP
istl-30	31	11	this	this	DET
istl-30	31	12	case	case	NOUN
istl-30	31	13	,	,	PUNCT
istl-30	31	14	that	that	PRON
istl-30	31	15	had	have	AUX
istl-30	31	16	been	be	AUX
istl-30	31	17	previously	previously	ADV
istl-30	31	18	checked	check	VERB
istl-30	31	19	out	out	ADP
istl-30	31	20	.	.	PUNCT
istl-30	32	1	this	this	PRON
istl-30	32	2	is	be	AUX
istl-30	32	3	not	not	PART
istl-30	32	4	something	something	PRON
istl-30	32	5	that	that	PRON
istl-30	32	6	i	i	PRON
istl-30	32	7	want	want	VERB
istl-30	32	8	to	to	PART
istl-30	32	9	deduplicate	deduplicate	VERB
istl-30	32	10	by	by	ADP
istl-30	32	11	hand	hand	NOUN
istl-30	32	12	.	.	PUNCT
istl-30	33	1	i	i	PRON
istl-30	33	2	opt	opt	VERB
istl-30	33	3	to	to	PART
istl-30	33	4	use	use	VERB
istl-30	33	5	openrefine	openrefine	NOUN
istl-30	33	6	so	so	SCONJ
istl-30	33	7	that	that	SCONJ
istl-30	33	8	i	i	PRON
istl-30	33	9	can	can	AUX
istl-30	33	10	control	control	VERB
istl-30	33	11	which	which	PRON
istl-30	33	12	duplicate	duplicate	VERB
istl-30	33	13	line	line	NOUN
istl-30	33	14	item	item	NOUN
istl-30	33	15	i	i	PRON
istl-30	33	16	am	be	AUX
istl-30	33	17	deleting	delete	VERB
istl-30	33	18	.	.	PUNCT
istl-30	34	1	openrefine	openrefine	NOUN
istl-30	34	2	provides	provide	VERB
istl-30	34	3	the	the	DET
istl-30	34	4	functionality	functionality	NOUN
istl-30	34	5	of	of	ADP
istl-30	34	6	the	the	DET
istl-30	34	7	facets	facet	NOUN
istl-30	34	8	for	for	ADP
istl-30	34	9	my	my	PRON
istl-30	34	10	desired	desire	VERB
istl-30	34	11	data	datum	NOUN
istl-30	34	12	cleanup	cleanup	NOUN
istl-30	34	13	.	.	PUNCT
istl-30	35	1	after	after	ADP
istl-30	35	2	downloading	download	VERB
istl-30	35	3	and	and	CCONJ
istl-30	35	4	opening	open	VERB
istl-30	35	5	openrefine	openrefine	NOUN
istl-30	35	6	,	,	PUNCT
istl-30	35	7	i	i	PRON
istl-30	35	8	create	create	VERB
istl-30	35	9	a	a	DET
istl-30	35	10	project	project	NOUN
istl-30	35	11	(	(	PUNCT
istl-30	35	12	figure	figure	NOUN
istl-30	35	13	5	5	NUM
istl-30	35	14	)	)	PUNCT
istl-30	35	15	.	.	PUNCT
istl-30	36	1	figure	figure	VERB
istl-30	36	2	5	5	NUM
istl-30	36	3	:	:	PUNCT
istl-30	36	4	screenshot	screenshot	NOUN
istl-30	36	5	of	of	ADP
istl-30	36	6	creating	create	VERB
istl-30	36	7	a	a	DET
istl-30	36	8	project	project	NOUN
istl-30	36	9	in	in	ADP
istl-30	36	10	openrefine	openrefine	NOUN
istl-30	36	11	.	.	PUNCT
istl-30	37	1	selecting	select	VERB
istl-30	37	2	non	non	ADJ
istl-30	37	3	-	-	ADJ
istl-30	37	4	duplicated	duplicate	VERB
istl-30	37	5	items	item	NOUN
istl-30	37	6	my	my	PRON
istl-30	37	7	first	first	ADJ
istl-30	37	8	step	step	NOUN
istl-30	37	9	is	be	AUX
istl-30	37	10	to	to	PART
istl-30	37	11	select	select	VERB
istl-30	37	12	items	item	NOUN
istl-30	37	13	which	which	PRON
istl-30	37	14	are	be	AUX
istl-30	37	15	not	not	PART
istl-30	37	16	duplicated	duplicate	VERB
istl-30	37	17	.	.	PUNCT
istl-30	38	1	that	that	PRON
istl-30	38	2	is	is	ADV
istl-30	38	3	,	,	PUNCT
istl-30	38	4	they	they	PRON
istl-30	38	5	are	be	AUX
istl-30	38	6	in	in	ADP
istl-30	38	7	the	the	DET
istl-30	38	8	collection	collection	NOUN
istl-30	38	9	,	,	PUNCT
istl-30	38	10	but	but	CCONJ
istl-30	38	11	they	they	PRON
istl-30	38	12	have	have	AUX
istl-30	38	13	not	not	PART
istl-30	38	14	been	be	AUX
istl-30	38	15	checked	check	VERB
istl-30	38	16	out	out	ADP
istl-30	38	17	.	.	PUNCT
istl-30	39	1	to	to	PART
istl-30	39	2	do	do	VERB
istl-30	39	3	this	this	PRON
istl-30	39	4	,	,	PUNCT
istl-30	39	5	i	i	PRON
istl-30	39	6	need	need	VERB
istl-30	39	7	to	to	PART
istl-30	39	8	transform	transform	VERB
istl-30	39	9	the	the	DET
istl-30	39	10	data	datum	NOUN
istl-30	39	11	into	into	ADP
istl-30	39	12	“	"	PUNCT
istl-30	39	13	text	text	NOUN
istl-30	39	14	”	"	PUNCT
istl-30	39	15	first	first	ADV
istl-30	39	16	.	.	PUNCT
istl-30	40	1	i	i	PRON
istl-30	40	2	select	select	VERB
istl-30	40	3	“	"	PUNCT
istl-30	40	4	edit	edit	NOUN
istl-30	40	5	cells	cell	NOUN
istl-30	40	6	,	,	PUNCT
istl-30	40	7	”	"	PUNCT
istl-30	40	8	“	"	PUNCT
istl-30	40	9	common	common	ADJ
istl-30	40	10	transformations	transformation	NOUN
istl-30	40	11	”	"	PUNCT
istl-30	40	12	and	and	CCONJ
istl-30	40	13	“	"	PUNCT
istl-30	40	14	to	to	PART
istl-30	40	15	text	text	VERB
istl-30	40	16	”	"	PUNCT
istl-30	40	17	under	under	ADP
istl-30	40	18	item_barcode	item_barcode	PROPN
istl-30	40	19	(	(	PUNCT
istl-30	40	20	figures	figure	NOUN
istl-30	40	21	6	6	NUM
istl-30	40	22	-	-	SYM
istl-30	40	23	7	7	NUM
istl-30	40	24	)	)	PUNCT
istl-30	40	25	.	.	PUNCT
istl-30	41	1	figure	figure	VERB
istl-30	41	2	6	6	NUM
istl-30	41	3	:	:	PUNCT
istl-30	41	4	screenshot	screenshot	NOUN
istl-30	41	5	of	of	ADP
istl-30	41	6	preparing	prepare	VERB
istl-30	41	7	item_barcode	item_barcode	PROPN
istl-30	41	8	data	data	PROPN
istl-30	41	9	.	.	PUNCT
istl-30	42	1	figure	figure	NOUN
istl-30	42	2	7	7	NUM
istl-30	42	3	:	:	PUNCT
istl-30	42	4	screenshot	screenshot	NOUN
istl-30	42	5	of	of	ADP
istl-30	42	6	transforming	transform	VERB
istl-30	42	7	item_barcode	item_barcode	PROPN
istl-30	42	8	data	data	PROPN
istl-30	42	9	.	.	PUNCT
istl-30	43	1	next	next	ADV
istl-30	43	2	,	,	PUNCT
istl-30	43	3	i	i	PRON
istl-30	43	4	want	want	VERB
istl-30	43	5	to	to	PART
istl-30	43	6	find	find	VERB
istl-30	43	7	the	the	DET
istl-30	43	8	values	value	NOUN
istl-30	43	9	that	that	PRON
istl-30	43	10	are	be	AUX
istl-30	43	11	not	not	PART
istl-30	43	12	duplicates	duplicate	NOUN
istl-30	43	13	.	.	PUNCT
istl-30	44	1	i	i	PRON
istl-30	44	2	select	select	VERB
istl-30	44	3	“	"	PUNCT
istl-30	44	4	facet	facet	PROPN
istl-30	44	5	,	,	PUNCT
istl-30	44	6	”	"	PUNCT
istl-30	44	7	“	"	PUNCT
istl-30	44	8	customized	customized	ADJ
istl-30	44	9	facets	facet	NOUN
istl-30	44	10	”	"	PUNCT
istl-30	44	11	and	and	CCONJ
istl-30	44	12	“	"	PUNCT
istl-30	44	13	duplicates	duplicate	VERB
istl-30	44	14	facet	facet	PROPN
istl-30	44	15	”	"	PUNCT
istl-30	44	16	on	on	ADP
istl-30	44	17	item_barcode	item_barcode	PROPN
istl-30	44	18	.	.	PUNCT
istl-30	45	1	i	i	PRON
istl-30	45	2	select	select	VERB
istl-30	45	3	“	"	PUNCT
istl-30	45	4	false	false	ADJ
istl-30	45	5	”	"	PUNCT
istl-30	45	6	in	in	ADP
istl-30	45	7	the	the	DET
istl-30	45	8	item_barcode	item_barcode	PROPN
istl-30	45	9	box	box	PROPN
istl-30	45	10	on	on	ADP
istl-30	45	11	the	the	DET
istl-30	45	12	left	left	ADJ
istl-30	45	13	-	-	PUNCT
istl-30	45	14	hand	hand	NOUN
istl-30	45	15	side	side	NOUN
istl-30	45	16	.	.	PUNCT
istl-30	46	1	this	this	PRON
istl-30	46	2	will	will	AUX
istl-30	46	3	find	find	VERB
istl-30	46	4	all	all	DET
istl-30	46	5	items	item	NOUN
istl-30	46	6	that	that	PRON
istl-30	46	7	do	do	AUX
istl-30	46	8	not	not	PART
istl-30	46	9	have	have	VERB
istl-30	46	10	a	a	DET
istl-30	46	11	duplicate	duplicate	NOUN
istl-30	46	12	in	in	ADP
istl-30	46	13	the	the	DET
istl-30	46	14	same	same	ADJ
istl-30	46	15	column	column	NOUN
istl-30	46	16	.	.	PUNCT
istl-30	47	1	after	after	ADP
istl-30	47	2	selecting	select	VERB
istl-30	47	3	“	"	PUNCT
istl-30	47	4	false	false	ADJ
istl-30	47	5	,	,	PUNCT
istl-30	47	6	”	"	PUNCT
istl-30	47	7	only	only	ADV
istl-30	47	8	the	the	DET
istl-30	47	9	non	non	ADJ
istl-30	47	10	-	-	ADJ
istl-30	47	11	duplicated	duplicate	VERB
istl-30	47	12	items	item	NOUN
istl-30	47	13	will	will	AUX
istl-30	47	14	show	show	VERB
istl-30	47	15	(	(	PUNCT
istl-30	47	16	figures	figure	NOUN
istl-30	47	17	8	8	NUM
istl-30	47	18	-	-	SYM
istl-30	47	19	10	10	NUM
istl-30	47	20	)	)	PUNCT
istl-30	47	21	.	.	PUNCT
istl-30	48	1	figure	figure	NOUN
istl-30	48	2	8	8	NUM
istl-30	48	3	:	:	PUNCT
istl-30	48	4	screenshot	screenshot	NOUN
istl-30	48	5	of	of	ADP
istl-30	48	6	selecting	select	VERB
istl-30	48	7	the	the	DET
istl-30	48	8	type	type	NOUN
istl-30	48	9	of	of	ADP
istl-30	48	10	facet	facet	PROPN
istl-30	48	11	in	in	ADP
istl-30	48	12	item_barcode	item_barcode	PROPN
istl-30	48	13	.	.	PUNCT
istl-30	49	1	figure	figure	VERB
istl-30	49	2	9	9	NUM
istl-30	49	3	:	:	PUNCT
istl-30	49	4	screenshot	screenshot	NOUN
istl-30	49	5	of	of	ADP
istl-30	49	6	faceting	facete	VERB
istl-30	49	7	item_barcode	item_barcode	PROPN
istl-30	49	8	by	by	ADP
istl-30	49	9	duplicates	duplicate	NOUN
istl-30	49	10	.	.	PUNCT
istl-30	50	1	figure	figure	VERB
istl-30	50	2	10	10	NUM
istl-30	50	3	:	:	PUNCT
istl-30	50	4	screenshot	screenshot	NOUN
istl-30	50	5	of	of	ADP
istl-30	50	6	“	"	PUNCT
istl-30	50	7	false	false	ADJ
istl-30	50	8	”	"	PUNCT
istl-30	50	9	selection	selection	NOUN
istl-30	50	10	of	of	ADP
istl-30	50	11	item_barcode	item_barcode	PROPN
istl-30	50	12	duplicates	duplicate	NOUN
istl-30	50	13	.	.	PUNCT
istl-30	51	1	after	after	ADP
istl-30	51	2	selecting	select	VERB
istl-30	51	3	“	"	PUNCT
istl-30	51	4	false	false	ADJ
istl-30	51	5	”	"	PUNCT
istl-30	51	6	to	to	PART
istl-30	51	7	find	find	VERB
istl-30	51	8	all	all	DET
istl-30	51	9	items	item	NOUN
istl-30	51	10	that	that	PRON
istl-30	51	11	do	do	AUX
istl-30	51	12	not	not	PART
istl-30	51	13	have	have	VERB
istl-30	51	14	a	a	DET
istl-30	51	15	duplicate	duplicate	NOUN
istl-30	51	16	,	,	PUNCT
istl-30	51	17	i	i	PRON
istl-30	51	18	navigate	navigate	VERB
istl-30	51	19	to	to	ADP
istl-30	51	20	the	the	DET
istl-30	51	21	all	all	DET
istl-30	51	22	column	column	NOUN
istl-30	51	23	with	with	ADP
istl-30	51	24	stars	star	NOUN
istl-30	51	25	.	.	PUNCT
istl-30	52	1	i	i	PRON
istl-30	52	2	then	then	ADV
istl-30	52	3	select	select	VERB
istl-30	52	4	“	"	PUNCT
istl-30	52	5	edit	edit	NOUN
istl-30	52	6	rows	row	NOUN
istl-30	52	7	”	"	PUNCT
istl-30	52	8	and	and	CCONJ
istl-30	52	9	“	"	PUNCT
istl-30	52	10	star	star	NOUN
istl-30	52	11	rows	row	NOUN
istl-30	52	12	,	,	PUNCT
istl-30	52	13	”	"	PUNCT
istl-30	52	14	and	and	CCONJ
istl-30	52	15	then	then	ADV
istl-30	52	16	close	close	VERB
istl-30	52	17	the	the	DET
istl-30	52	18	item_barcode	item_barcode	PROPN
istl-30	52	19	box	box	PROPN
istl-30	52	20	on	on	ADP
istl-30	52	21	the	the	DET
istl-30	52	22	left	left	ADJ
istl-30	52	23	-	-	PUNCT
istl-30	52	24	hand	hand	NOUN
istl-30	52	25	side	side	NOUN
istl-30	52	26	(	(	PUNCT
istl-30	52	27	figures	figure	NOUN
istl-30	52	28	11	11	NUM
istl-30	52	29	-	-	SYM
istl-30	52	30	12	12	NUM
istl-30	52	31	)	)	PUNCT
istl-30	52	32	.	.	PUNCT
istl-30	53	1	closing	close	VERB
istl-30	53	2	the	the	DET
istl-30	53	3	item_barcode	item_barcode	PROPN
istl-30	53	4	box	box	PROPN
istl-30	53	5	will	will	AUX
istl-30	53	6	display	display	VERB
istl-30	53	7	all	all	DET
istl-30	53	8	the	the	DET
istl-30	53	9	data	datum	NOUN
istl-30	53	10	while	while	SCONJ
istl-30	53	11	maintaining	maintain	VERB
istl-30	53	12	the	the	DET
istl-30	53	13	stars	star	NOUN
istl-30	53	14	on	on	ADP
istl-30	53	15	the	the	DET
istl-30	53	16	non	non	ADJ
istl-30	53	17	-	-	ADJ
istl-30	53	18	duplicated	duplicated	ADJ
istl-30	53	19	data	datum	NOUN
istl-30	53	20	(	(	PUNCT
istl-30	53	21	figure	figure	NOUN
istl-30	53	22	13	13	NUM
istl-30	53	23	)	)	PUNCT
istl-30	53	24	.	.	PUNCT
istl-30	54	1	figure	figure	VERB
istl-30	54	2	11	11	NUM
istl-30	54	3	:	:	PUNCT
istl-30	54	4	screenshot	screenshot	NOUN
istl-30	54	5	of	of	ADP
istl-30	54	6	starring	star	VERB
istl-30	54	7	row	row	NOUN
istl-30	54	8	in	in	ADP
istl-30	54	9	all	all	DET
istl-30	54	10	column	column	NOUN
istl-30	54	11	.	.	PUNCT
istl-30	55	1	figure	figure	NOUN
istl-30	55	2	12	12	NUM
istl-30	55	3	:	:	PUNCT
istl-30	55	4	screenshot	screenshot	NOUN
istl-30	55	5	of	of	ADP
istl-30	55	6	selected	select	VERB
istl-30	55	7	starred	star	VERB
istl-30	55	8	rows	row	NOUN
istl-30	55	9	.	.	PUNCT
istl-30	56	1	figure	figure	NOUN
istl-30	56	2	13	13	NUM
istl-30	56	3	:	:	PUNCT
istl-30	56	4	screenshot	screenshot	NOUN
istl-30	56	5	of	of	ADP
istl-30	56	6	selected	select	VERB
istl-30	56	7	data	datum	NOUN
istl-30	56	8	starred	star	VERB
istl-30	56	9	within	within	ADP
istl-30	56	10	all	all	DET
istl-30	56	11	data	datum	NOUN
istl-30	56	12	.	.	PUNCT
istl-30	57	1	selecting	select	VERB
istl-30	57	2	all	all	DET
istl-30	57	3	duplicates	duplicate	NOUN
istl-30	57	4	&	&	CCONJ
istl-30	57	5	‘	'	PUNCT
istl-30	57	6	starring	star	VERB
istl-30	57	7	’	'	PUNCT
istl-30	57	8	certain	certain	ADJ
istl-30	57	9	items	item	NOUN
istl-30	57	10	next	next	ADV
istl-30	57	11	i	i	PRON
istl-30	57	12	want	want	VERB
istl-30	57	13	to	to	PART
istl-30	57	14	select	select	VERB
istl-30	57	15	all	all	DET
istl-30	57	16	duplicated	duplicate	VERB
istl-30	57	17	items	item	NOUN
istl-30	57	18	and	and	CCONJ
istl-30	57	19	star	star	NOUN
istl-30	57	20	only	only	ADV
istl-30	57	21	those	those	DET
istl-30	57	22	items	item	NOUN
istl-30	57	23	which	which	PRON
istl-30	57	24	contain	contain	VERB
istl-30	57	25	lastofcharge_date	lastofcharge_date	VERB
istl-30	57	26	data	datum	NOUN
istl-30	57	27	.	.	PUNCT
istl-30	58	1	to	to	PART
istl-30	58	2	do	do	VERB
istl-30	58	3	this	this	PRON
istl-30	58	4	,	,	PUNCT
istl-30	58	5	i	i	PRON
istl-30	58	6	select	select	VERB
istl-30	58	7	“	"	PUNCT
istl-30	58	8	facet	facet	PROPN
istl-30	58	9	,	,	PUNCT
istl-30	58	10	”	"	PUNCT
istl-30	58	11	“	"	PUNCT
istl-30	58	12	customized	customized	ADJ
istl-30	58	13	facets	facet	NOUN
istl-30	58	14	,	,	PUNCT
istl-30	58	15	”	"	PUNCT
istl-30	58	16	and	and	CCONJ
istl-30	58	17	“	"	PUNCT
istl-30	58	18	facet	facet	PROPN
istl-30	58	19	by	by	ADP
istl-30	58	20	blank	blank	PROPN
istl-30	58	21	(	(	PUNCT
istl-30	58	22	null	null	ADJ
istl-30	58	23	or	or	CCONJ
istl-30	58	24	empty	empty	ADJ
istl-30	58	25	string	string	NOUN
istl-30	58	26	)	)	PUNCT
istl-30	58	27	”	"	PUNCT
istl-30	58	28	on	on	ADP
istl-30	58	29	the	the	DET
istl-30	58	30	lastofcharge_date	lastofcharge_date	ADJ
istl-30	58	31	column	column	NOUN
istl-30	58	32	(	(	PUNCT
istl-30	58	33	figures	figure	NOUN
istl-30	58	34	14	14	NUM
istl-30	58	35	-	-	SYM
istl-30	58	36	15	15	NUM
istl-30	58	37	)	)	PUNCT
istl-30	58	38	.	.	PUNCT
istl-30	59	1	figure	figure	VERB
istl-30	59	2	14	14	NUM
istl-30	59	3	:	:	PUNCT
istl-30	59	4	screenshot	screenshot	NOUN
istl-30	59	5	of	of	ADP
istl-30	59	6	selecting	select	VERB
istl-30	59	7	the	the	DET
istl-30	59	8	type	type	NOUN
istl-30	59	9	of	of	ADP
istl-30	59	10	facet	facet	PROPN
istl-30	59	11	in	in	ADP
istl-30	59	12	lastofcharge_date	lastofcharge_date	PROPN
istl-30	59	13	.	.	PUNCT
istl-30	60	1	figure	figure	VERB
istl-30	60	2	15	15	NUM
istl-30	60	3	:	:	PUNCT
istl-30	60	4	screenshot	screenshot	NOUN
istl-30	60	5	of	of	ADP
istl-30	60	6	“	"	PUNCT
istl-30	60	7	false	false	ADJ
istl-30	60	8	”	"	PUNCT
istl-30	60	9	selection	selection	NOUN
istl-30	60	10	of	of	ADP
istl-30	60	11	lastofcharge_date	lastofcharge_date	NOUN
istl-30	60	12	.	.	PUNCT
istl-30	61	1	i	i	PRON
istl-30	61	2	want	want	VERB
istl-30	61	3	the	the	DET
istl-30	61	4	items	item	NOUN
istl-30	61	5	that	that	PRON
istl-30	61	6	are	be	AUX
istl-30	61	7	not	not	PART
istl-30	61	8	blank	blank	ADJ
istl-30	61	9	,	,	PUNCT
istl-30	61	10	and	and	CCONJ
istl-30	61	11	so	so	ADV
istl-30	61	12	i	i	PRON
istl-30	61	13	select	select	VERB
istl-30	61	14	“	"	PUNCT
istl-30	61	15	false	false	ADJ
istl-30	61	16	.	.	PUNCT
istl-30	61	17	”	"	PUNCT
istl-30	62	1	after	after	ADP
istl-30	62	2	selecting	select	VERB
istl-30	62	3	“	"	PUNCT
istl-30	62	4	false	false	ADJ
istl-30	62	5	”	"	PUNCT
istl-30	62	6	to	to	PART
istl-30	62	7	find	find	VERB
istl-30	62	8	all	all	DET
istl-30	62	9	items	item	NOUN
istl-30	62	10	that	that	PRON
istl-30	62	11	have	have	VERB
istl-30	62	12	information	information	NOUN
istl-30	62	13	in	in	ADP
istl-30	62	14	the	the	DET
istl-30	62	15	lastofcharge_date	lastofcharge_date	ADJ
istl-30	62	16	column	column	NOUN
istl-30	62	17	,	,	PUNCT
istl-30	62	18	i	i	PRON
istl-30	62	19	navigate	navigate	VERB
istl-30	62	20	to	to	ADP
istl-30	62	21	the	the	DET
istl-30	62	22	all	all	DET
istl-30	62	23	column	column	NOUN
istl-30	62	24	with	with	ADP
istl-30	62	25	stars	star	NOUN
istl-30	62	26	.	.	PUNCT
istl-30	63	1	i	i	PRON
istl-30	63	2	select	select	VERB
istl-30	63	3	“	"	PUNCT
istl-30	63	4	edit	edit	NOUN
istl-30	63	5	rows	row	NOUN
istl-30	63	6	”	"	PUNCT
istl-30	63	7	and	and	CCONJ
istl-30	63	8	“	"	PUNCT
istl-30	63	9	star	star	NOUN
istl-30	63	10	rows	row	NOUN
istl-30	63	11	,	,	PUNCT
istl-30	63	12	”	"	PUNCT
istl-30	63	13	and	and	CCONJ
istl-30	63	14	then	then	ADV
istl-30	63	15	close	close	VERB
istl-30	63	16	the	the	DET
istl-30	63	17	lastofcharge_date	lastofcharge_date	PROPN
istl-30	63	18	box	box	PROPN
istl-30	63	19	(	(	PUNCT
istl-30	63	20	figures	figure	NOUN
istl-30	63	21	16	16	NUM
istl-30	63	22	-	-	SYM
istl-30	63	23	17	17	NUM
istl-30	63	24	)	)	PUNCT
istl-30	63	25	.	.	PUNCT
istl-30	64	1	closing	close	VERB
istl-30	64	2	this	this	DET
istl-30	64	3	box	box	NOUN
istl-30	64	4	will	will	AUX
istl-30	64	5	display	display	VERB
istl-30	64	6	all	all	DET
istl-30	64	7	the	the	DET
istl-30	64	8	data	datum	NOUN
istl-30	64	9	while	while	SCONJ
istl-30	64	10	maintaining	maintain	VERB
istl-30	64	11	the	the	DET
istl-30	64	12	stars	star	NOUN
istl-30	64	13	on	on	ADP
istl-30	64	14	the	the	DET
istl-30	64	15	non	non	ADJ
istl-30	64	16	-	-	ADJ
istl-30	64	17	duplicated	duplicated	ADJ
istl-30	64	18	data	datum	NOUN
istl-30	64	19	and	and	CCONJ
istl-30	64	20	the	the	DET
istl-30	64	21	duplicated	duplicate	VERB
istl-30	64	22	item	item	NOUN
istl-30	64	23	lines	line	NOUN
istl-30	64	24	with	with	ADP
istl-30	64	25	lastofcharge_date	lastofcharge_date	PROPN
istl-30	64	26	data	datum	NOUN
istl-30	64	27	(	(	PUNCT
istl-30	64	28	figure	figure	NOUN
istl-30	64	29	18	18	NUM
istl-30	64	30	)	)	PUNCT
istl-30	64	31	.	.	PUNCT
istl-30	65	1	figure	figure	VERB
istl-30	65	2	16	16	NUM
istl-30	65	3	:	:	PUNCT
istl-30	65	4	screenshot	screenshot	NOUN
istl-30	65	5	of	of	ADP
istl-30	65	6	starring	star	VERB
istl-30	65	7	row	row	NOUN
istl-30	65	8	in	in	ADP
istl-30	65	9	all	all	DET
istl-30	65	10	column	column	NOUN
istl-30	65	11	.	.	PUNCT
istl-30	66	1	figure	figure	VERB
istl-30	66	2	17	17	NUM
istl-30	66	3	:	:	PUNCT
istl-30	66	4	screenshot	screenshot	NOUN
istl-30	66	5	of	of	ADP
istl-30	66	6	selected	select	VERB
istl-30	66	7	starred	star	VERB
istl-30	66	8	rows	row	NOUN
istl-30	66	9	.	.	PUNCT
istl-30	67	1	figure	figure	NOUN
istl-30	67	2	18	18	NUM
istl-30	67	3	:	:	PUNCT
istl-30	67	4	screenshot	screenshot	NOUN
istl-30	67	5	of	of	ADP
istl-30	67	6	selected	select	VERB
istl-30	67	7	data	datum	NOUN
istl-30	67	8	starred	star	VERB
istl-30	67	9	within	within	ADP
istl-30	67	10	all	all	DET
istl-30	67	11	data	datum	NOUN
istl-30	67	12	.	.	PUNCT
istl-30	68	1	ensuring	ensure	VERB
istl-30	68	2	all	all	DET
istl-30	68	3	data	datum	NOUN
istl-30	68	4	are	be	AUX
istl-30	68	5	included	include	VERB
istl-30	68	6	then	then	ADV
istl-30	68	7	,	,	PUNCT
istl-30	68	8	i	i	PRON
istl-30	68	9	want	want	VERB
istl-30	68	10	to	to	PART
istl-30	68	11	ensure	ensure	VERB
istl-30	68	12	that	that	SCONJ
istl-30	68	13	i	i	PRON
istl-30	68	14	have	have	AUX
istl-30	68	15	included	include	VERB
istl-30	68	16	all	all	DET
istl-30	68	17	data	datum	NOUN
istl-30	68	18	.	.	PUNCT
istl-30	69	1	it	it	PRON
istl-30	69	2	is	be	AUX
istl-30	69	3	possible	possible	ADJ
istl-30	69	4	that	that	SCONJ
istl-30	69	5	i	i	PRON
istl-30	69	6	did	do	AUX
istl-30	69	7	not	not	PART
istl-30	69	8	have	have	VERB
istl-30	69	9	a	a	DET
istl-30	69	10	barcode	barcode	NOUN
istl-30	69	11	number	number	NOUN
istl-30	69	12	for	for	ADP
istl-30	69	13	all	all	DET
istl-30	69	14	items	item	NOUN
istl-30	69	15	.	.	PUNCT
istl-30	70	1	in	in	ADP
istl-30	70	2	my	my	PRON
istl-30	70	3	example	example	NOUN
istl-30	70	4	,	,	PUNCT
istl-30	70	5	the	the	DET
istl-30	70	6	single	single	ADJ
istl-30	70	7	blank	blank	ADJ
istl-30	70	8	barcode	barcode	NOUN
istl-30	70	9	was	be	AUX
istl-30	70	10	detected	detect	VERB
istl-30	70	11	when	when	SCONJ
istl-30	70	12	i	i	PRON
istl-30	70	13	looked	look	VERB
istl-30	70	14	for	for	ADP
istl-30	70	15	duplicated	duplicated	ADJ
istl-30	70	16	items	item	NOUN
istl-30	70	17	.	.	PUNCT
istl-30	71	1	however	however	ADV
istl-30	71	2	,	,	PUNCT
istl-30	71	3	if	if	SCONJ
istl-30	71	4	you	you	PRON
istl-30	71	5	have	have	VERB
istl-30	71	6	multiple	multiple	ADJ
istl-30	71	7	blank	blank	ADJ
istl-30	71	8	barcode	barcode	NOUN
istl-30	71	9	items	item	NOUN
istl-30	71	10	,	,	PUNCT
istl-30	71	11	this	this	PRON
istl-30	71	12	would	would	AUX
istl-30	71	13	have	have	AUX
istl-30	71	14	been	be	AUX
istl-30	71	15	overlooked	overlook	VERB
istl-30	71	16	.	.	PUNCT
istl-30	72	1	to	to	PART
istl-30	72	2	check	check	VERB
istl-30	72	3	for	for	ADP
istl-30	72	4	blank	blank	ADJ
istl-30	72	5	barcodes	barcode	NOUN
istl-30	72	6	,	,	PUNCT
istl-30	72	7	select	select	ADJ
istl-30	72	8	“	"	PUNCT
istl-30	72	9	facet	facet	PROPN
istl-30	72	10	,	,	PUNCT
istl-30	72	11	”	"	PUNCT
istl-30	72	12	“	"	PUNCT
istl-30	72	13	customized	customized	ADJ
istl-30	72	14	facets	facet	NOUN
istl-30	72	15	”	"	PUNCT
istl-30	72	16	and	and	CCONJ
istl-30	72	17	“	"	PUNCT
istl-30	72	18	facet	facet	PROPN
istl-30	72	19	by	by	ADP
istl-30	72	20	blank	blank	PROPN
istl-30	72	21	(	(	PUNCT
istl-30	72	22	null	null	ADJ
istl-30	72	23	or	or	CCONJ
istl-30	72	24	empty	empty	ADJ
istl-30	72	25	string	string	NOUN
istl-30	72	26	)	)	PUNCT
istl-30	72	27	”	"	PUNCT
istl-30	72	28	on	on	ADP
istl-30	72	29	the	the	DET
istl-30	72	30	item_barcode	item_barcode	PROPN
istl-30	72	31	column	column	NOUN
istl-30	72	32	(	(	PUNCT
istl-30	72	33	figures	figure	NOUN
istl-30	72	34	19	19	NUM
istl-30	72	35	-	-	SYM
istl-30	72	36	20	20	NUM
istl-30	72	37	)	)	PUNCT
istl-30	72	38	.	.	PUNCT
istl-30	73	1	figure	figure	VERB
istl-30	73	2	19	19	NUM
istl-30	73	3	:	:	PUNCT
istl-30	73	4	screenshot	screenshot	NOUN
istl-30	73	5	of	of	ADP
istl-30	73	6	selecting	select	VERB
istl-30	73	7	the	the	DET
istl-30	73	8	type	type	NOUN
istl-30	73	9	of	of	ADP
istl-30	73	10	facet	facet	PROPN
istl-30	73	11	in	in	ADP
istl-30	73	12	item_barcode	item_barcode	PROPN
istl-30	73	13	.	.	PUNCT
istl-30	74	1	figure	figure	VERB
istl-30	74	2	20	20	NUM
istl-30	74	3	:	:	PUNCT
istl-30	74	4	screenshot	screenshot	NOUN
istl-30	74	5	of	of	ADP
istl-30	74	6	“	"	PUNCT
istl-30	74	7	true	true	ADJ
istl-30	74	8	”	"	PUNCT
istl-30	74	9	selection	selection	NOUN
istl-30	74	10	of	of	ADP
istl-30	74	11	item_barcode	item_barcode	PROPN
istl-30	74	12	.	.	PUNCT
istl-30	75	1	in	in	ADP
istl-30	75	2	this	this	DET
istl-30	75	3	case	case	NOUN
istl-30	75	4	,	,	PUNCT
istl-30	75	5	i	i	PRON
istl-30	75	6	want	want	VERB
istl-30	75	7	to	to	PART
istl-30	75	8	select	select	VERB
istl-30	75	9	“	"	PUNCT
istl-30	75	10	true	true	ADJ
istl-30	75	11	”	"	PUNCT
istl-30	75	12	because	because	SCONJ
istl-30	75	13	i	i	PRON
istl-30	75	14	am	be	AUX
istl-30	75	15	looking	look	VERB
istl-30	75	16	for	for	ADP
istl-30	75	17	blank	blank	ADJ
istl-30	75	18	barcode	barcode	NOUN
istl-30	75	19	lines	line	NOUN
istl-30	75	20	.	.	PUNCT
istl-30	76	1	again	again	ADV
istl-30	76	2	,	,	PUNCT
istl-30	76	3	select	select	ADJ
istl-30	76	4	“	"	PUNCT
istl-30	76	5	edit	edit	NOUN
istl-30	76	6	rows	row	NOUN
istl-30	76	7	”	"	PUNCT
istl-30	76	8	and	and	CCONJ
istl-30	76	9	“	"	PUNCT
istl-30	76	10	star	star	NOUN
istl-30	76	11	rows	row	NOUN
istl-30	76	12	,	,	PUNCT
istl-30	76	13	”	"	PUNCT
istl-30	76	14	and	and	CCONJ
istl-30	76	15	then	then	ADV
istl-30	76	16	close	close	VERB
istl-30	76	17	the	the	DET
istl-30	76	18	item_barcode	item_barcode	PROPN
istl-30	76	19	box	box	PROPN
istl-30	76	20	(	(	PUNCT
istl-30	76	21	figures	figure	NOUN
istl-30	76	22	21	21	NUM
istl-30	76	23	-	-	SYM
istl-30	76	24	22	22	NUM
istl-30	76	25	)	)	PUNCT
istl-30	76	26	.	.	PUNCT
istl-30	77	1	closing	close	VERB
istl-30	77	2	this	this	DET
istl-30	77	3	box	box	NOUN
istl-30	77	4	will	will	AUX
istl-30	77	5	display	display	VERB
istl-30	77	6	all	all	DET
istl-30	77	7	the	the	DET
istl-30	77	8	data	datum	NOUN
istl-30	77	9	while	while	SCONJ
istl-30	77	10	maintaining	maintain	VERB
istl-30	77	11	the	the	DET
istl-30	77	12	stars	star	NOUN
istl-30	77	13	on	on	ADP
istl-30	77	14	the	the	DET
istl-30	77	15	non	non	ADJ
istl-30	77	16	-	-	ADJ
istl-30	77	17	duplicated	duplicated	ADJ
istl-30	77	18	data	datum	NOUN
istl-30	77	19	,	,	PUNCT
istl-30	77	20	the	the	DET
istl-30	77	21	duplicated	duplicate	VERB
istl-30	77	22	item	item	NOUN
istl-30	77	23	lines	line	NOUN
istl-30	77	24	with	with	ADP
istl-30	77	25	item_barcode	item_barcode	PROPN
istl-30	77	26	data	datum	NOUN
istl-30	77	27	,	,	PUNCT
istl-30	77	28	and	and	CCONJ
istl-30	77	29	any	any	DET
istl-30	77	30	items	item	NOUN
istl-30	77	31	without	without	ADP
istl-30	77	32	barcodes	barcode	NOUN
istl-30	77	33	(	(	PUNCT
istl-30	77	34	figure	figure	NOUN
istl-30	77	35	23	23	NUM
istl-30	77	36	)	)	PUNCT
istl-30	77	37	.	.	PUNCT
istl-30	78	1	figure	figure	VERB
istl-30	78	2	21	21	NUM
istl-30	78	3	:	:	PUNCT
istl-30	78	4	screenshot	screenshot	NOUN
istl-30	78	5	of	of	ADP
istl-30	78	6	starring	star	VERB
istl-30	78	7	row	row	NOUN
istl-30	78	8	in	in	ADP
istl-30	78	9	all	all	DET
istl-30	78	10	column	column	NOUN
istl-30	78	11	.	.	PUNCT
istl-30	79	1	figure	figure	VERB
istl-30	79	2	22	22	NUM
istl-30	79	3	:	:	PUNCT
istl-30	79	4	screenshot	screenshot	NOUN
istl-30	79	5	of	of	ADP
istl-30	79	6	selected	select	VERB
istl-30	79	7	starred	star	VERB
istl-30	79	8	rows	row	NOUN
istl-30	79	9	.	.	PUNCT
istl-30	80	1	figure	figure	VERB
istl-30	80	2	23	23	NUM
istl-30	80	3	:	:	PUNCT
istl-30	80	4	screenshot	screenshot	NOUN
istl-30	80	5	of	of	ADP
istl-30	80	6	selected	select	VERB
istl-30	80	7	data	datum	NOUN
istl-30	80	8	starred	star	VERB
istl-30	80	9	within	within	ADP
istl-30	80	10	all	all	DET
istl-30	80	11	data	datum	NOUN
istl-30	80	12	.	.	PUNCT
istl-30	81	1	selecting	select	VERB
istl-30	81	2	only	only	ADV
istl-30	81	3	“	"	PUNCT
istl-30	81	4	starred	star	VERB
istl-30	81	5	”	"	PUNCT
istl-30	81	6	items	item	NOUN
istl-30	81	7	next	next	ADV
istl-30	81	8	,	,	PUNCT
istl-30	81	9	i	i	PRON
istl-30	81	10	want	want	VERB
istl-30	81	11	to	to	PART
istl-30	81	12	select	select	VERB
istl-30	81	13	only	only	ADV
istl-30	81	14	the	the	DET
istl-30	81	15	data	datum	NOUN
istl-30	81	16	that	that	PRON
istl-30	81	17	have	have	AUX
istl-30	81	18	been	be	AUX
istl-30	81	19	marked	mark	VERB
istl-30	81	20	with	with	ADP
istl-30	81	21	a	a	DET
istl-30	81	22	star	star	NOUN
istl-30	81	23	.	.	PUNCT
istl-30	82	1	this	this	PRON
istl-30	82	2	includes	include	VERB
istl-30	82	3	all	all	DET
istl-30	82	4	items	item	NOUN
istl-30	82	5	that	that	PRON
istl-30	82	6	have	have	VERB
istl-30	82	7	no	no	DET
istl-30	82	8	barcodes	barcode	NOUN
istl-30	82	9	,	,	PUNCT
istl-30	82	10	do	do	AUX
istl-30	82	11	not	not	PART
istl-30	82	12	have	have	VERB
istl-30	82	13	a	a	DET
istl-30	82	14	duplicate	duplicate	NOUN
istl-30	82	15	,	,	PUNCT
istl-30	82	16	and	and	CCONJ
istl-30	82	17	duplicated	duplicate	VERB
istl-30	82	18	items	item	NOUN
istl-30	82	19	with	with	ADP
istl-30	82	20	the	the	DET
istl-30	82	21	historical	historical	ADJ
istl-30	82	22	charge	charge	NOUN
istl-30	82	23	information	information	NOUN
istl-30	82	24	.	.	PUNCT
istl-30	83	1	to	to	PART
istl-30	83	2	do	do	VERB
istl-30	83	3	this	this	PRON
istl-30	83	4	,	,	PUNCT
istl-30	83	5	select	select	ADJ
istl-30	83	6	“	"	PUNCT
istl-30	83	7	facet	facet	PROPN
istl-30	83	8	”	"	PUNCT
istl-30	83	9	and	and	CCONJ
istl-30	83	10	“	"	PUNCT
istl-30	83	11	facet	facet	PROPN
istl-30	83	12	by	by	ADP
istl-30	83	13	star	star	NOUN
istl-30	83	14	”	"	PUNCT
istl-30	83	15	on	on	ADP
istl-30	83	16	the	the	DET
istl-30	83	17	all	all	DET
istl-30	83	18	column	column	NOUN
istl-30	83	19	with	with	ADP
istl-30	83	20	stars	star	NOUN
istl-30	83	21	(	(	PUNCT
istl-30	83	22	figure	figure	NOUN
istl-30	83	23	24	24	NUM
istl-30	83	24	)	)	PUNCT
istl-30	83	25	.	.	PUNCT
istl-30	84	1	then	then	ADV
istl-30	84	2	select	select	VERB
istl-30	84	3	“	"	PUNCT
istl-30	84	4	true	true	ADJ
istl-30	84	5	”	"	PUNCT
istl-30	84	6	(	(	PUNCT
istl-30	84	7	figures	figure	NOUN
istl-30	84	8	25	25	NUM
istl-30	84	9	-	-	SYM
istl-30	84	10	26	26	NUM
istl-30	84	11	)	)	PUNCT
istl-30	84	12	.	.	PUNCT
istl-30	85	1	this	this	PRON
istl-30	85	2	will	will	AUX
istl-30	85	3	display	display	VERB
istl-30	85	4	all	all	DET
istl-30	85	5	the	the	DET
istl-30	85	6	desired	desire	VERB
istl-30	85	7	items	item	NOUN
istl-30	85	8	.	.	PUNCT
istl-30	86	1	figure	figure	VERB
istl-30	86	2	24	24	NUM
istl-30	86	3	:	:	PUNCT
istl-30	86	4	screenshot	screenshot	NOUN
istl-30	86	5	of	of	ADP
istl-30	86	6	selecting	select	VERB
istl-30	86	7	the	the	DET
istl-30	86	8	type	type	NOUN
istl-30	86	9	of	of	ADP
istl-30	86	10	facet	facet	PROPN
istl-30	86	11	in	in	ADV
istl-30	86	12	all	all	ADV
istl-30	86	13	.	.	PUNCT
istl-30	87	1	figure	figure	VERB
istl-30	87	2	25	25	NUM
istl-30	87	3	:	:	PUNCT
istl-30	87	4	screenshot	screenshot	NOUN
istl-30	87	5	of	of	ADP
istl-30	87	6	selected	select	VERB
istl-30	87	7	starred	star	VERB
istl-30	87	8	rows	row	NOUN
istl-30	87	9	.	.	PUNCT
istl-30	88	1	figure	figure	VERB
istl-30	88	2	26	26	NUM
istl-30	88	3	:	:	PUNCT
istl-30	88	4	screenshot	screenshot	NOUN
istl-30	88	5	of	of	ADP
istl-30	88	6	selected	select	VERB
istl-30	88	7	data	datum	NOUN
istl-30	88	8	starred	star	VERB
istl-30	88	9	.	.	PUNCT
istl-30	89	1	almost	almost	ADV
istl-30	89	2	done	do	VERB
istl-30	89	3	!	!	PUNCT
istl-30	90	1	exporting	export	VERB
istl-30	90	2	data	datum	NOUN
istl-30	90	3	finally	finally	ADV
istl-30	90	4	,	,	PUNCT
istl-30	90	5	you	you	PRON
istl-30	90	6	can	can	AUX
istl-30	90	7	export	export	VERB
istl-30	90	8	your	your	PRON
istl-30	90	9	data	datum	NOUN
istl-30	90	10	into	into	ADP
istl-30	90	11	many	many	ADJ
istl-30	90	12	different	different	ADJ
istl-30	90	13	forms	form	NOUN
istl-30	90	14	.	.	PUNCT
istl-30	91	1	do	do	AUX
istl-30	91	2	not	not	PART
istl-30	91	3	close	close	VERB
istl-30	91	4	the	the	DET
istl-30	91	5	“	"	PUNCT
istl-30	91	6	starred	star	VERB
istl-30	91	7	rows	row	NOUN
istl-30	91	8	”	"	PUNCT
istl-30	91	9	box	box	PROPN
istl-30	91	10	.	.	PUNCT
istl-30	92	1	select	select	ADJ
istl-30	92	2	“	"	PUNCT
istl-30	92	3	export	export	NOUN
istl-30	92	4	”	"	PUNCT
istl-30	92	5	in	in	ADP
istl-30	92	6	the	the	DET
istl-30	92	7	upper	upper	ADJ
istl-30	92	8	right	right	ADJ
istl-30	92	9	hand	hand	NOUN
istl-30	92	10	corner	corner	NOUN
istl-30	92	11	and	and	CCONJ
istl-30	92	12	select	select	VERB
istl-30	92	13	your	your	PRON
istl-30	92	14	desired	desire	VERB
istl-30	92	15	format	format	NOUN
istl-30	92	16	(	(	PUNCT
istl-30	92	17	figure	figure	NOUN
istl-30	92	18	27	27	NUM
istl-30	92	19	)	)	PUNCT
istl-30	92	20	.	.	PUNCT
istl-30	93	1	i	i	PRON
istl-30	93	2	’ll	’ll	AUX
istl-30	93	3	use	use	VERB
istl-30	93	4	the	the	DET
istl-30	93	5	excel	excel	ADJ
istl-30	93	6	format	format	NOUN
istl-30	93	7	(	(	PUNCT
istl-30	93	8	figure	figure	NOUN
istl-30	93	9	28	28	NUM
istl-30	93	10	)	)	PUNCT
istl-30	93	11	.	.	PUNCT
istl-30	94	1	once	once	ADV
istl-30	94	2	in	in	ADP
istl-30	94	3	excel	excel	PROPN
istl-30	94	4	,	,	PUNCT
istl-30	94	5	i	i	PRON
istl-30	94	6	prefer	prefer	VERB
istl-30	94	7	to	to	PART
istl-30	94	8	format	format	VERB
istl-30	94	9	columns	column	NOUN
istl-30	94	10	,	,	PUNCT
istl-30	94	11	e.g.	e.g.	ADV
istl-30	94	12	wrapping	wrap	VERB
istl-30	94	13	text	text	NOUN
istl-30	94	14	,	,	PUNCT
istl-30	94	15	in	in	ADP
istl-30	94	16	order	order	NOUN
istl-30	94	17	to	to	PART
istl-30	94	18	make	make	VERB
istl-30	94	19	the	the	DET
istl-30	94	20	table	table	NOUN
istl-30	94	21	more	more	ADV
istl-30	94	22	visually	visually	ADV
istl-30	94	23	pleasing	pleasing	ADJ
istl-30	94	24	.	.	PUNCT
istl-30	95	1	figure	figure	NOUN
istl-30	95	2	27	27	NUM
istl-30	95	3	:	:	PUNCT
istl-30	95	4	screenshot	screenshot	NOUN
istl-30	95	5	of	of	ADP
istl-30	95	6	export	export	NOUN
istl-30	95	7	options	option	NOUN
istl-30	95	8	.	.	PUNCT
istl-30	96	1	figure	figure	VERB
istl-30	96	2	28	28	NUM
istl-30	96	3	:	:	PUNCT
istl-30	96	4	screenshot	screenshot	NOUN
istl-30	96	5	of	of	ADP
istl-30	96	6	exported	export	VERB
istl-30	96	7	data	datum	NOUN
istl-30	96	8	from	from	ADP
istl-30	96	9	openrefine	openrefine	NOUN
istl-30	96	10	.	.	PUNCT
istl-30	97	1	conclusion	conclusion	NOUN
istl-30	97	2	with	with	ADP
istl-30	97	3	these	these	DET
istl-30	97	4	few	few	ADJ
istl-30	97	5	steps	step	NOUN
istl-30	97	6	,	,	PUNCT
istl-30	97	7	i	i	PRON
istl-30	97	8	have	have	AUX
istl-30	97	9	used	use	VERB
istl-30	97	10	the	the	DET
istl-30	97	11	facet	facet	PROPN
istl-30	97	12	row	row	NOUN
istl-30	97	13	feature	feature	NOUN
istl-30	97	14	to	to	PART
istl-30	97	15	ensure	ensure	VERB
istl-30	97	16	that	that	SCONJ
istl-30	97	17	i	i	PRON
istl-30	97	18	have	have	AUX
istl-30	97	19	kept	keep	VERB
istl-30	97	20	the	the	DET
istl-30	97	21	correct	correct	ADJ
istl-30	97	22	duplicate	duplicate	NOUN
istl-30	97	23	line	line	NOUN
istl-30	97	24	with	with	ADP
istl-30	97	25	the	the	DET
istl-30	97	26	historical	historical	ADJ
istl-30	97	27	charge	charge	NOUN
istl-30	97	28	information	information	NOUN
istl-30	97	29	while	while	SCONJ
istl-30	97	30	also	also	ADV
istl-30	97	31	ensuring	ensure	VERB
istl-30	97	32	that	that	SCONJ
istl-30	97	33	i	i	PRON
istl-30	97	34	have	have	AUX
istl-30	97	35	kept	keep	VERB
istl-30	97	36	non	non	ADJ
istl-30	97	37	-	-	ADJ
istl-30	97	38	duplicated	duplicate	VERB
istl-30	97	39	items	item	NOUN
istl-30	97	40	or	or	CCONJ
istl-30	97	41	items	item	NOUN
istl-30	97	42	without	without	ADP
istl-30	97	43	barcodes	barcode	NOUN
istl-30	97	44	in	in	ADP
istl-30	97	45	the	the	DET
istl-30	97	46	file	file	NOUN
istl-30	97	47	.	.	PUNCT
istl-30	98	1	openrefine	openrefine	NOUN
istl-30	98	2	has	have	AUX
istl-30	98	3	free	free	ADJ
istl-30	98	4	online	online	ADJ
istl-30	98	5	courses	course	NOUN
istl-30	98	6	available	available	ADJ
istl-30	98	7	(	(	PUNCT
istl-30	98	8	openrefine	openrefine	NOUN
istl-30	98	9	)	)	PUNCT
istl-30	98	10	,	,	PUNCT
istl-30	98	11	and	and	CCONJ
istl-30	98	12	other	other	ADJ
istl-30	98	13	articles	article	NOUN
istl-30	98	14	provide	provide	VERB
istl-30	98	15	detailed	detailed	ADJ
istl-30	98	16	descriptions	description	NOUN
istl-30	98	17	of	of	ADP
istl-30	98	18	how	how	SCONJ
istl-30	98	19	to	to	PART
istl-30	98	20	get	get	VERB
istl-30	98	21	and	and	CCONJ
istl-30	98	22	use	use	VERB
istl-30	98	23	openrefine	openrefine	NOUN
istl-30	98	24	(	(	PUNCT
istl-30	98	25	groves	grove	NOUN
istl-30	98	26	2016	2016	NUM
istl-30	98	27	;	;	PUNCT
istl-30	98	28	hill	hill	NOUN
istl-30	98	29	2016	2016	NUM
istl-30	98	30	)	)	PUNCT
istl-30	98	31	.	.	PUNCT
istl-30	99	1	i	i	PRON
istl-30	99	2	used	use	VERB
istl-30	99	3	this	this	DET
istl-30	99	4	method	method	NOUN
istl-30	99	5	as	as	ADP
istl-30	99	6	part	part	NOUN
istl-30	99	7	of	of	ADP
istl-30	99	8	the	the	DET
istl-30	99	9	weeding	weed	VERB
istl-30	99	10	project	project	NOUN
istl-30	99	11	,	,	PUNCT
istl-30	99	12	but	but	CCONJ
istl-30	99	13	it	it	PRON
istl-30	99	14	could	could	AUX
istl-30	99	15	be	be	AUX
istl-30	99	16	applied	apply	VERB
istl-30	99	17	to	to	ADP
istl-30	99	18	any	any	DET
istl-30	99	19	situation	situation	NOUN
istl-30	99	20	with	with	ADP
istl-30	99	21	duplicated	duplicate	VERB
istl-30	99	22	data	datum	NOUN
istl-30	99	23	.	.	PUNCT
istl-30	100	1	after	after	ADP
istl-30	100	2	completing	complete	VERB
istl-30	100	3	this	this	DET
istl-30	100	4	process	process	NOUN
istl-30	100	5	,	,	PUNCT
istl-30	100	6	i	i	PRON
istl-30	100	7	have	have	AUX
istl-30	100	8	effectively	effectively	ADV
istl-30	100	9	and	and	CCONJ
istl-30	100	10	quickly	quickly	ADV
istl-30	100	11	deleted	delete	VERB
istl-30	100	12	selected	select	VERB
istl-30	100	13	duplicated	duplicate	VERB
istl-30	100	14	information	information	NOUN
istl-30	100	15	to	to	PART
istl-30	100	16	improve	improve	VERB
istl-30	100	17	my	my	PRON
istl-30	100	18	workflow	workflow	NOUN
istl-30	100	19	during	during	ADP
istl-30	100	20	the	the	DET
istl-30	100	21	deselection	deselection	NOUN
istl-30	100	22	process	process	NOUN
istl-30	100	23	.	.	PUNCT
istl-30	101	1	references	reference	NOUN
istl-30	101	2	groves	grove	NOUN
istl-30	101	3	,	,	PUNCT
istl-30	101	4	a.	a.	NOUN
istl-30	101	5	2016	2016	NUM
istl-30	101	6	.	.	PUNCT
istl-30	102	1	beyond	beyond	ADP
istl-30	102	2	excel	excel	PROPN
istl-30	102	3	:	:	PUNCT
istl-30	102	4	how	how	SCONJ
istl-30	102	5	to	to	PART
istl-30	102	6	start	start	VERB
istl-30	102	7	cleaning	clean	VERB
istl-30	102	8	data	datum	NOUN
istl-30	102	9	with	with	ADP
istl-30	102	10	openrefine	openrefine	NOUN
istl-30	102	11	.	.	PUNCT
istl-30	103	1	multimedia	multimedia	NOUN
istl-30	103	2	information	information	NOUN
istl-30	103	3	&	&	CCONJ
istl-30	103	4	technology	technology	NOUN
istl-30	103	5	42(2	42(2	NUM
istl-30	103	6	):	):	PUNCT
istl-30	103	7	18	18	NUM
istl-30	103	8	-	-	SYM
istl-30	103	9	22	22	NUM
istl-30	103	10	.	.	PUNCT
istl-30	103	11	hill	hill	PROPN
istl-30	103	12	,	,	PUNCT
istl-30	103	13	k.m	k.m	PROPN
istl-30	103	14	.	.	PROPN
istl-30	103	15	2016	2016	NUM
istl-30	103	16	.	.	PUNCT
istl-30	104	1	in	in	ADP
istl-30	104	2	search	search	NOUN
istl-30	104	3	of	of	ADP
istl-30	104	4	useful	useful	ADJ
istl-30	104	5	collection	collection	NOUN
istl-30	104	6	metadata	metadata	NOUN
istl-30	104	7	:	:	PUNCT
istl-30	104	8	using	use	VERB
istl-30	104	9	openrefine	openrefine	NOUN
istl-30	104	10	to	to	PART
istl-30	104	11	create	create	VERB
istl-30	104	12	accurate	accurate	ADJ
istl-30	104	13	,	,	PUNCT
istl-30	104	14	complete	complete	ADJ
istl-30	104	15	,	,	PUNCT
istl-30	104	16	and	and	CCONJ
istl-30	104	17	clean	clean	ADJ
istl-30	104	18	title	title	NOUN
istl-30	104	19	-	-	PUNCT
istl-30	104	20	level	level	NOUN
istl-30	104	21	collection	collection	NOUN
istl-30	104	22	information	information	NOUN
istl-30	104	23	.	.	PUNCT
istl-30	105	1	serials	serial	NOUN
istl-30	105	2	review	review	VERB
istl-30	105	3	42(3	42(3	NUM
istl-30	105	4	):	):	PUNCT
istl-30	105	5	222	222	NUM
istl-30	105	6	-	-	SYM
istl-30	105	7	228	228	NUM
istl-30	105	8	.	.	PUNCT
istl-30	106	1	doi	doi	PROPN
istl-30	106	2	:	:	PUNCT
istl-30	106	3	10.1080/00987913.2016.1214529	10.1080/00987913.2016.1214529	NUM
istl-30	106	4	.	.	PUNCT
istl-30	107	1	openrefine	openrefine	NOUN
istl-30	108	1	[	[	X
istl-30	108	2	internet	internet	NOUN
istl-30	108	3	]	]	PUNCT
istl-30	108	4	[	[	X
istl-30	108	5	accessed	access	VERB
istl-30	108	6	2019	2019	NUM
istl-30	108	7	july	july	PROPN
istl-30	108	8	5	5	NUM
istl-30	108	9	]	]	PUNCT
istl-30	108	10	.	.	PUNCT
istl-30	109	1	available	available	ADJ
istl-30	109	2	from	from	ADP
istl-30	109	3	:	:	PUNCT
istl-30	109	4	http://openrefine.org/documentation.html	http://openrefine.org/documentation.html	NOUN
istl-30	109	5	.	.	PUNCT
istl-30	110	1	this	this	DET
istl-30	110	2	work	work	NOUN
istl-30	110	3	is	be	AUX
istl-30	110	4	licensed	license	VERB
istl-30	110	5	under	under	ADP
istl-30	110	6	a	a	DET
istl-30	110	7	creative	creative	ADJ
istl-30	110	8	commons	common	NOUN
istl-30	110	9	attribution	attribution	NOUN
istl-30	110	10	4.0	4.0	NUM
istl-30	110	11	international	international	ADJ
istl-30	110	12	license	license	NOUN
istl-30	110	13	.	.	PUNCT
istl-30	111	1	issues	issue	NOUN
istl-30	111	2	in	in	ADP
istl-30	111	3	science	science	NOUN
istl-30	111	4	and	and	CCONJ
istl-30	111	5	technology	technology	NOUN
istl-30	111	6	librarianship	librarianship	NOUN
istl-30	112	1	no	no	NOUN
istl-30	112	2	.	.	PROPN
istl-30	112	3	92	92	NUM
istl-30	112	4	,	,	PUNCT
istl-30	112	5	fall	fall	VERB
istl-30	112	6	2019	2019	NUM
istl-30	112	7	.	.	PUNCT
istl-30	113	1	doi	doi	PROPN
istl-30	113	2	:	:	PUNCT
istl-30	113	3	10.29173	10.29173	NUM
istl-30	113	4	/	/	SYM
istl-30	113	5	istl30	istl30	NOUN
istl-30	113	6	.	.	PUNCT