id	sid	tid	token	lemma	pos
lou-using-2023	1	1	the	the	DET
lou-using-2023	1	2	code4lib	code4lib	PROPN
lou-using-2023	1	3	journal	journal	NOUN
lou-using-2023	1	4	–	–	PUNCT
lou-using-2023	1	5	using	use	VERB
lou-using-2023	1	6	python	python	DET
lou-using-2023	1	7	scripts	script	NOUN
lou-using-2023	1	8	to	to	PART
lou-using-2023	1	9	compare	compare	VERB
lou-using-2023	1	10	records	record	NOUN
lou-using-2023	1	11	from	from	ADP
lou-using-2023	1	12	vendors	vendor	NOUN
lou-using-2023	1	13	with	with	ADP
lou-using-2023	1	14	those	those	PRON
lou-using-2023	1	15	from	from	ADP
lou-using-2023	1	16	ils	il	NOUN
lou-using-2023	1	17	mission	mission	NOUN
lou-using-2023	1	18	editorial	editorial	PROPN
lou-using-2023	1	19	committee	committee	PROPN
lou-using-2023	1	20	process	process	NOUN
lou-using-2023	1	21	and	and	CCONJ
lou-using-2023	1	22	structure	structure	NOUN
lou-using-2023	1	23	code4lib	code4lib	NOUN
lou-using-2023	1	24	issue	issue	NOUN
lou-using-2023	1	25	55	55	NUM
lou-using-2023	1	26	,	,	PUNCT
lou-using-2023	1	27	2023	2023	NUM
lou-using-2023	1	28	-	-	SYM
lou-using-2023	1	29	1	1	NUM
lou-using-2023	1	30	-	-	SYM
lou-using-2023	1	31	20	20	NUM
lou-using-2023	1	32	using	use	VERB
lou-using-2023	1	33	python	python	DET
lou-using-2023	1	34	scripts	script	NOUN
lou-using-2023	1	35	to	to	PART
lou-using-2023	1	36	compare	compare	VERB
lou-using-2023	1	37	records	record	NOUN
lou-using-2023	1	38	from	from	ADP
lou-using-2023	1	39	vendors	vendor	NOUN
lou-using-2023	1	40	with	with	ADP
lou-using-2023	1	41	those	those	PRON
lou-using-2023	1	42	from	from	ADP
lou-using-2023	1	43	ils	il	NOUN
lou-using-2023	1	44	an	an	DET
lou-using-2023	1	45	increasing	increase	VERB
lou-using-2023	1	46	challenge	challenge	NOUN
lou-using-2023	1	47	libraries	library	NOUN
lou-using-2023	1	48	face	face	VERB
lou-using-2023	1	49	is	be	AUX
lou-using-2023	1	50	how	how	SCONJ
lou-using-2023	1	51	to	to	PART
lou-using-2023	1	52	maintain	maintain	VERB
lou-using-2023	1	53	and	and	CCONJ
lou-using-2023	1	54	synchronize	synchronize	VERB
lou-using-2023	1	55	the	the	DET
lou-using-2023	1	56	electronic	electronic	ADJ
lou-using-2023	1	57	resource	resource	NOUN
lou-using-2023	1	58	records	record	NOUN
lou-using-2023	1	59	from	from	ADP
lou-using-2023	1	60	vendors	vendor	NOUN
lou-using-2023	1	61	with	with	ADP
lou-using-2023	1	62	those	those	PRON
lou-using-2023	1	63	in	in	ADP
lou-using-2023	1	64	the	the	DET
lou-using-2023	1	65	integrated	integrated	ADJ
lou-using-2023	1	66	library	library	NOUN
lou-using-2023	1	67	system	system	NOUN
lou-using-2023	1	68	(	(	PUNCT
lou-using-2023	1	69	ils	il	NOUN
lou-using-2023	1	70	)	)	PUNCT
lou-using-2023	1	71	.	.	PUNCT
lou-using-2023	2	1	ideally	ideally	ADV
lou-using-2023	2	2	vendors	vendor	NOUN
lou-using-2023	2	3	send	send	VERB
lou-using-2023	2	4	record	record	NOUN
lou-using-2023	2	5	updates	update	NOUN
lou-using-2023	2	6	frequently	frequently	ADV
lou-using-2023	2	7	to	to	ADP
lou-using-2023	2	8	the	the	DET
lou-using-2023	2	9	library	library	NOUN
lou-using-2023	2	10	.	.	PUNCT
lou-using-2023	3	1	however	however	ADV
lou-using-2023	3	2	,	,	PUNCT
lou-using-2023	3	3	this	this	PRON
lou-using-2023	3	4	is	be	AUX
lou-using-2023	3	5	not	not	PART
lou-using-2023	3	6	a	a	DET
lou-using-2023	3	7	perfect	perfect	ADJ
lou-using-2023	3	8	solution	solution	NOUN
lou-using-2023	3	9	,	,	PUNCT
lou-using-2023	3	10	and	and	CCONJ
lou-using-2023	3	11	over	over	ADP
lou-using-2023	3	12	time	time	NOUN
lou-using-2023	3	13	a	a	DET
lou-using-2023	3	14	problem	problem	NOUN
lou-using-2023	3	15	with	with	ADP
lou-using-2023	3	16	record	record	NOUN
lou-using-2023	3	17	discrepancies	discrepancy	NOUN
lou-using-2023	3	18	can	can	AUX
lou-using-2023	3	19	become	become	VERB
lou-using-2023	3	20	severe	severe	ADJ
lou-using-2023	3	21	with	with	ADP
lou-using-2023	3	22	thousands	thousand	NOUN
lou-using-2023	3	23	of	of	ADP
lou-using-2023	3	24	records	record	NOUN
lou-using-2023	3	25	out	out	ADP
lou-using-2023	3	26	of	of	ADP
lou-using-2023	3	27	sync	sync	PROPN
lou-using-2023	3	28	.	.	PUNCT
lou-using-2023	4	1	this	this	PRON
lou-using-2023	4	2	is	be	AUX
lou-using-2023	4	3	what	what	PRON
lou-using-2023	4	4	happened	happen	VERB
lou-using-2023	4	5	when	when	SCONJ
lou-using-2023	4	6	,	,	PUNCT
lou-using-2023	4	7	at	at	ADP
lou-using-2023	4	8	a	a	DET
lou-using-2023	4	9	certain	certain	ADJ
lou-using-2023	4	10	point	point	NOUN
lou-using-2023	4	11	,	,	PUNCT
lou-using-2023	4	12	our	our	PRON
lou-using-2023	4	13	acquisitions	acquisition	NOUN
lou-using-2023	4	14	librarian	librarian	NOUN
lou-using-2023	4	15	and	and	CCONJ
lou-using-2023	4	16	our	our	PRON
lou-using-2023	4	17	cataloging	catalog	VERB
lou-using-2023	4	18	librarian	librarian	NOUN
lou-using-2023	4	19	noticed	notice	VERB
lou-using-2023	4	20	a	a	DET
lou-using-2023	4	21	big	big	ADJ
lou-using-2023	4	22	record	record	NOUN
lou-using-2023	4	23	discrepancy	discrepancy	NOUN
lou-using-2023	4	24	issue	issue	NOUN
lou-using-2023	4	25	.	.	PUNCT
lou-using-2023	5	1	in	in	ADP
lou-using-2023	5	2	order	order	NOUN
lou-using-2023	5	3	to	to	PART
lou-using-2023	5	4	effectively	effectively	ADV
lou-using-2023	5	5	identify	identify	VERB
lou-using-2023	5	6	the	the	DET
lou-using-2023	5	7	problematic	problematic	ADJ
lou-using-2023	5	8	records	record	NOUN
lou-using-2023	5	9	among	among	ADP
lou-using-2023	5	10	tens	ten	NOUN
lou-using-2023	5	11	of	of	ADP
lou-using-2023	5	12	thousands	thousand	NOUN
lou-using-2023	5	13	of	of	ADP
lou-using-2023	5	14	records	record	NOUN
lou-using-2023	5	15	from	from	ADP
lou-using-2023	5	16	both	both	DET
lou-using-2023	5	17	sides	side	NOUN
lou-using-2023	5	18	,	,	PUNCT
lou-using-2023	5	19	the	the	DET
lou-using-2023	5	20	author	author	NOUN
lou-using-2023	5	21	of	of	ADP
lou-using-2023	5	22	this	this	DET
lou-using-2023	5	23	article	article	NOUN
lou-using-2023	5	24	developed	develop	VERB
lou-using-2023	5	25	some	some	DET
lou-using-2023	5	26	solutions	solution	NOUN
lou-using-2023	5	27	to	to	PART
lou-using-2023	5	28	analyze	analyze	VERB
lou-using-2023	5	29	the	the	DET
lou-using-2023	5	30	data	datum	NOUN
lou-using-2023	5	31	using	use	VERB
lou-using-2023	5	32	python	python	NOUN
lou-using-2023	5	33	functions	function	NOUN
lou-using-2023	5	34	and	and	CCONJ
lou-using-2023	5	35	scripts	script	NOUN
lou-using-2023	5	36	.	.	PUNCT
lou-using-2023	6	1	this	this	DET
lou-using-2023	6	2	data	data	NOUN
lou-using-2023	6	3	analysis	analysis	NOUN
lou-using-2023	6	4	helps	help	VERB
lou-using-2023	6	5	to	to	PART
lou-using-2023	6	6	quickly	quickly	ADV
lou-using-2023	6	7	scale	scale	VERB
lou-using-2023	6	8	down	down	ADP
lou-using-2023	6	9	the	the	DET
lou-using-2023	6	10	issue	issue	NOUN
lou-using-2023	6	11	and	and	CCONJ
lou-using-2023	6	12	reduce	reduce	VERB
lou-using-2023	6	13	the	the	DET
lou-using-2023	6	14	cataloging	cataloging	NOUN
lou-using-2023	6	15	effort	effort	NOUN
lou-using-2023	6	16	.	.	PUNCT
lou-using-2023	7	1	by	by	ADP
lou-using-2023	7	2	dan	dan	PROPN
lou-using-2023	7	3	lou	lou	PROPN
lou-using-2023	7	4	the	the	DET
lou-using-2023	7	5	issue	issue	NOUN
lou-using-2023	7	6	of	of	ADP
lou-using-2023	7	7	record	record	NOUN
lou-using-2023	7	8	discrepancies	discrepancy	NOUN
lou-using-2023	7	9	at	at	ADP
lou-using-2023	7	10	a	a	DET
lou-using-2023	7	11	certain	certain	ADJ
lou-using-2023	7	12	point	point	NOUN
lou-using-2023	7	13	our	our	PRON
lou-using-2023	7	14	acquisition	acquisition	NOUN
lou-using-2023	7	15	librarian	librarian	NOUN
lou-using-2023	7	16	noticed	notice	VERB
lou-using-2023	7	17	there	there	PRON
lou-using-2023	7	18	were	be	VERB
lou-using-2023	7	19	large	large	ADJ
lou-using-2023	7	20	discrepancies	discrepancy	NOUN
lou-using-2023	7	21	between	between	ADP
lou-using-2023	7	22	the	the	DET
lou-using-2023	7	23	records	record	NOUN
lou-using-2023	7	24	from	from	ADP
lou-using-2023	7	25	vendors	vendor	NOUN
lou-using-2023	7	26	(	(	PUNCT
lou-using-2023	7	27	axis360	axis360	NOUN
lou-using-2023	7	28	and	and	CCONJ
lou-using-2023	7	29	overdrive	overdrive	PROPN
lou-using-2023	7	30	)	)	PUNCT
lou-using-2023	7	31	and	and	CCONJ
lou-using-2023	7	32	those	those	PRON
lou-using-2023	7	33	in	in	ADP
lou-using-2023	7	34	our	our	PRON
lou-using-2023	7	35	sierra	sierra	PROPN
lou-using-2023	7	36	system	system	NOUN
lou-using-2023	7	37	.	.	PUNCT
lou-using-2023	8	1	the	the	DET
lou-using-2023	8	2	vendors	vendor	NOUN
lou-using-2023	8	3	usually	usually	ADV
lou-using-2023	8	4	send	send	VERB
lou-using-2023	8	5	us	we	PRON
lou-using-2023	8	6	regular	regular	ADJ
lou-using-2023	8	7	record	record	NOUN
lou-using-2023	8	8	updates	update	NOUN
lou-using-2023	8	9	,	,	PUNCT
lou-using-2023	8	10	but	but	CCONJ
lou-using-2023	8	11	unfortunately	unfortunately	ADV
lou-using-2023	8	12	overtime	overtime	NOUN
lou-using-2023	8	13	,	,	PUNCT
lou-using-2023	8	14	it	it	PRON
lou-using-2023	8	15	still	still	ADV
lou-using-2023	8	16	became	become	VERB
lou-using-2023	8	17	a	a	DET
lou-using-2023	8	18	challenge	challenge	NOUN
lou-using-2023	8	19	to	to	PART
lou-using-2023	8	20	keep	keep	VERB
lou-using-2023	8	21	the	the	DET
lou-using-2023	8	22	information	information	NOUN
lou-using-2023	8	23	perfectly	perfectly	ADV
lou-using-2023	8	24	synchronized	synchronize	VERB
lou-using-2023	8	25	.	.	PUNCT
lou-using-2023	9	1	in	in	ADP
lou-using-2023	9	2	order	order	NOUN
lou-using-2023	9	3	to	to	PART
lou-using-2023	9	4	resolve	resolve	VERB
lou-using-2023	9	5	these	these	DET
lou-using-2023	9	6	discrepancies	discrepancy	NOUN
lou-using-2023	9	7	more	more	ADV
lou-using-2023	9	8	efficiently	efficiently	ADV
lou-using-2023	9	9	and	and	CCONJ
lou-using-2023	9	10	quickly	quickly	ADV
lou-using-2023	9	11	,	,	PUNCT
lou-using-2023	9	12	i	i	PRON
lou-using-2023	9	13	was	be	AUX
lou-using-2023	9	14	asked	ask	VERB
lou-using-2023	9	15	to	to	PART
lou-using-2023	9	16	compose	compose	VERB
lou-using-2023	9	17	a	a	DET
lou-using-2023	9	18	python	python	NOUN
lou-using-2023	9	19	script	script	NOUN
lou-using-2023	9	20	to	to	PART
lou-using-2023	9	21	compare	compare	VERB
lou-using-2023	9	22	record	record	NOUN
lou-using-2023	9	23	details	detail	NOUN
lou-using-2023	9	24	and	and	CCONJ
lou-using-2023	9	25	identify	identify	VERB
lou-using-2023	9	26	the	the	DET
lou-using-2023	9	27	exact	exact	ADJ
lou-using-2023	9	28	records	record	NOUN
lou-using-2023	9	29	we	we	PRON
lou-using-2023	9	30	needed	need	VERB
lou-using-2023	9	31	to	to	PART
lou-using-2023	9	32	modify	modify	VERB
lou-using-2023	9	33	in	in	ADP
lou-using-2023	9	34	our	our	PRON
lou-using-2023	9	35	catalog	catalog	NOUN
lou-using-2023	9	36	.	.	PUNCT
lou-using-2023	10	1	comparing	compare	VERB
lou-using-2023	10	2	records	record	NOUN
lou-using-2023	10	3	with	with	ADP
lou-using-2023	10	4	isbn	isbn	NOUN
lou-using-2023	10	5	as	as	ADP
lou-using-2023	10	6	the	the	DET
lou-using-2023	10	7	first	first	ADJ
lou-using-2023	10	8	step	step	NOUN
lou-using-2023	10	9	i	i	PRON
lou-using-2023	10	10	tried	try	VERB
lou-using-2023	10	11	to	to	PART
lou-using-2023	10	12	identify	identify	VERB
lou-using-2023	10	13	the	the	DET
lou-using-2023	10	14	discrepancies	discrepancy	NOUN
lou-using-2023	10	15	in	in	ADP
lou-using-2023	10	16	records	record	NOUN
lou-using-2023	10	17	by	by	ADP
lou-using-2023	10	18	comparing	compare	VERB
lou-using-2023	10	19	isbn	isbn	NOUN
lou-using-2023	10	20	numbers	number	NOUN
lou-using-2023	10	21	.	.	PUNCT
lou-using-2023	11	1	i	i	PRON
lou-using-2023	11	2	chose	choose	VERB
lou-using-2023	11	3	python	python	PRON
lou-using-2023	11	4	pandas	panda	NOUN
lou-using-2023	11	5	(	(	PUNCT
lou-using-2023	11	6	pandas	panda	NOUN
lou-using-2023	11	7	2018[1	2018[1	NUM
lou-using-2023	11	8	]	]	PUNCT
lou-using-2023	11	9	)	)	PUNCT
lou-using-2023	11	10	as	as	ADP
lou-using-2023	11	11	the	the	DET
lou-using-2023	11	12	data	datum	NOUN
lou-using-2023	11	13	analysis	analysis	NOUN
lou-using-2023	11	14	tool	tool	NOUN
lou-using-2023	11	15	for	for	ADP
lou-using-2023	11	16	this	this	DET
lou-using-2023	11	17	task	task	NOUN
lou-using-2023	11	18	.	.	PUNCT
lou-using-2023	12	1	pandas	panda	NOUN
lou-using-2023	12	2	is	be	AUX
lou-using-2023	12	3	an	an	DET
lou-using-2023	12	4	open	open	ADJ
lou-using-2023	12	5	source	source	NOUN
lou-using-2023	12	6	python	python	PRON
lou-using-2023	12	7	package	package	NOUN
lou-using-2023	12	8	that	that	PRON
lou-using-2023	12	9	is	be	AUX
lou-using-2023	12	10	widely	widely	ADV
lou-using-2023	12	11	used	use	VERB
lou-using-2023	12	12	for	for	ADP
lou-using-2023	12	13	data	data	NOUN
lou-using-2023	12	14	science	science	NOUN
lou-using-2023	12	15	and	and	CCONJ
lou-using-2023	12	16	machine	machine	NOUN
lou-using-2023	12	17	learning	learning	NOUN
lou-using-2023	12	18	tasks	task	NOUN
lou-using-2023	12	19	.	.	PUNCT
lou-using-2023	13	1	pandas	panda	NOUN
lou-using-2023	13	2	is	be	AUX
lou-using-2023	13	3	built	build	VERB
lou-using-2023	13	4	on	on	ADP
lou-using-2023	13	5	top	top	NOUN
lou-using-2023	13	6	of	of	ADP
lou-using-2023	13	7	another	another	DET
lou-using-2023	13	8	python	python	NOUN
lou-using-2023	13	9	package	package	NOUN
lou-using-2023	13	10	named	name	VERB
lou-using-2023	13	11	numpy	numpy	ADJ
lou-using-2023	13	12	that	that	PRON
lou-using-2023	13	13	provides	provide	VERB
lou-using-2023	13	14	support	support	NOUN
lou-using-2023	13	15	for	for	ADP
lou-using-2023	13	16	multi	multi	ADJ
lou-using-2023	13	17	-	-	ADJ
lou-using-2023	13	18	dimensional	dimensional	ADJ
lou-using-2023	13	19	arrays	array	NOUN
lou-using-2023	13	20	,	,	PUNCT
lou-using-2023	13	21	and	and	CCONJ
lou-using-2023	13	22	it	it	PRON
lou-using-2023	13	23	works	work	VERB
lou-using-2023	13	24	very	very	ADV
lou-using-2023	13	25	well	well	ADV
lou-using-2023	13	26	with	with	ADP
lou-using-2023	13	27	other	other	ADJ
lou-using-2023	13	28	python	python	NOUN
lou-using-2023	13	29	packages	package	NOUN
lou-using-2023	13	30	like	like	ADP
lou-using-2023	13	31	matplotlib	matplotlib	NOUN
lou-using-2023	13	32	that	that	PRON
lou-using-2023	13	33	is	be	AUX
lou-using-2023	13	34	widely	widely	ADV
lou-using-2023	13	35	used	use	VERB
lou-using-2023	13	36	for	for	ADP
lou-using-2023	13	37	data	datum	NOUN
lou-using-2023	13	38	visualization	visualization	NOUN
lou-using-2023	13	39	.	.	PUNCT
lou-using-2023	14	1	pandas	panda	NOUN
lou-using-2023	14	2	makes	make	VERB
lou-using-2023	14	3	it	it	PRON
lou-using-2023	14	4	simple	simple	ADJ
lou-using-2023	14	5	to	to	PART
lou-using-2023	14	6	do	do	VERB
lou-using-2023	14	7	many	many	ADJ
lou-using-2023	14	8	of	of	ADP
lou-using-2023	14	9	the	the	DET
lou-using-2023	14	10	time	time	NOUN
lou-using-2023	14	11	consuming	consume	VERB
lou-using-2023	14	12	,	,	PUNCT
lou-using-2023	14	13	repetitive	repetitive	ADJ
lou-using-2023	14	14	tasks	task	NOUN
lou-using-2023	14	15	associated	associate	VERB
lou-using-2023	14	16	with	with	ADP
lou-using-2023	14	17	working	work	VERB
lou-using-2023	14	18	with	with	ADP
lou-using-2023	14	19	data	datum	NOUN
lou-using-2023	14	20	,	,	PUNCT
lou-using-2023	14	21	including	include	VERB
lou-using-2023	14	22	but	but	CCONJ
lou-using-2023	14	23	not	not	PART
lou-using-2023	14	24	limited	limit	VERB
lou-using-2023	14	25	to	to	ADP
lou-using-2023	14	26	loading	load	VERB
lou-using-2023	14	27	and	and	CCONJ
lou-using-2023	14	28	converting	convert	VERB
lou-using-2023	14	29	data	datum	NOUN
lou-using-2023	14	30	,	,	PUNCT
lou-using-2023	14	31	data	datum	NOUN
lou-using-2023	14	32	scrubbing	scrub	VERB
lou-using-2023	14	33	,	,	PUNCT
lou-using-2023	14	34	data	data	NOUN
lou-using-2023	14	35	normalization	normalization	NOUN
lou-using-2023	14	36	,	,	PUNCT
lou-using-2023	14	37	data	datum	NOUN
lou-using-2023	14	38	fill	fill	NOUN
lou-using-2023	14	39	,	,	PUNCT
lou-using-2023	14	40	data	datum	NOUN
lou-using-2023	14	41	merges	merge	NOUN
lou-using-2023	14	42	and	and	CCONJ
lou-using-2023	14	43	split	split	VERB
lou-using-2023	14	44	,	,	PUNCT
lou-using-2023	14	45	data	datum	NOUN
lou-using-2023	14	46	visualization	visualization	NOUN
lou-using-2023	14	47	,	,	PUNCT
lou-using-2023	14	48	data	data	NOUN
lou-using-2023	14	49	inspection	inspection	NOUN
lou-using-2023	14	50	etc	etc	X
lou-using-2023	14	51	.	.	PUNCT
lou-using-2023	15	1	you	you	PRON
lou-using-2023	15	2	can	can	AUX
lou-using-2023	15	3	install	install	VERB
lou-using-2023	15	4	pandas	panda	NOUN
lou-using-2023	15	5	and	and	CCONJ
lou-using-2023	15	6	all	all	DET
lou-using-2023	15	7	the	the	DET
lou-using-2023	15	8	relevant	relevant	ADJ
lou-using-2023	15	9	packages	package	NOUN
lou-using-2023	15	10	on	on	ADP
lou-using-2023	15	11	your	your	PRON
lou-using-2023	15	12	local	local	ADJ
lou-using-2023	15	13	machine	machine	NOUN
lou-using-2023	15	14	but	but	CCONJ
lou-using-2023	15	15	a	a	DET
lou-using-2023	15	16	better	well	ADJ
lou-using-2023	15	17	option	option	NOUN
lou-using-2023	15	18	is	be	AUX
lou-using-2023	15	19	to	to	PART
lou-using-2023	15	20	start	start	VERB
lou-using-2023	15	21	your	your	PRON
lou-using-2023	15	22	coding	coding	NOUN
lou-using-2023	15	23	with	with	ADP
lou-using-2023	15	24	google	google	PROPN
lou-using-2023	15	25	colab(google	colab(google	PROPN
lou-using-2023	15	26	2019[2	2019[2	NUM
lou-using-2023	15	27	]	]	PUNCT
lou-using-2023	15	28	)	)	PUNCT
lou-using-2023	15	29	.	.	PUNCT
lou-using-2023	16	1	google	google	PROPN
lou-using-2023	16	2	colab	colab	PROPN
lou-using-2023	16	3	is	be	AUX
lou-using-2023	16	4	a	a	DET
lou-using-2023	16	5	cloud	cloud	NOUN
lou-using-2023	16	6	-	-	PUNCT
lou-using-2023	16	7	based	base	VERB
lou-using-2023	16	8	python	python	PROPN
lou-using-2023	16	9	jupyter	jupyter	NOUN
lou-using-2023	16	10	notebook	notebook	NOUN
lou-using-2023	16	11	service	service	NOUN
lou-using-2023	16	12	and	and	CCONJ
lou-using-2023	16	13	it	it	PRON
lou-using-2023	16	14	provides	provide	VERB
lou-using-2023	16	15	a	a	DET
lou-using-2023	16	16	free	free	ADJ
lou-using-2023	16	17	tier	tier	NOUN
lou-using-2023	16	18	.	.	PUNCT
lou-using-2023	17	1	by	by	ADP
lou-using-2023	17	2	default	default	NOUN
lou-using-2023	17	3	,	,	PUNCT
lou-using-2023	17	4	pandas	panda	NOUN
lou-using-2023	17	5	and	and	CCONJ
lou-using-2023	17	6	matplotlib	matplotlib	PROPN
lou-using-2023	17	7	are	be	AUX
lou-using-2023	17	8	already	already	ADV
lou-using-2023	17	9	pre	pre	ADJ
lou-using-2023	17	10	-	-	VERB
lou-using-2023	17	11	installed	instal	VERB
lou-using-2023	17	12	in	in	ADP
lou-using-2023	17	13	google	google	PROPN
lou-using-2023	17	14	colab	colab	PROPN
lou-using-2023	17	15	.	.	PUNCT
lou-using-2023	18	1	to	to	PART
lou-using-2023	18	2	enable	enable	VERB
lou-using-2023	18	3	pandas	panda	NOUN
lou-using-2023	18	4	in	in	ADP
lou-using-2023	18	5	a	a	DET
lou-using-2023	18	6	jupyter	jupyter	NOUN
lou-using-2023	18	7	notebook	notebook	NOUN
lou-using-2023	18	8	in	in	ADP
lou-using-2023	18	9	google	google	PROPN
lou-using-2023	18	10	colab	colab	PROPN
lou-using-2023	18	11	,	,	PUNCT
lou-using-2023	18	12	we	we	PRON
lou-using-2023	18	13	simply	simply	ADV
lou-using-2023	18	14	import	import	VERB
lou-using-2023	18	15	the	the	DET
lou-using-2023	18	16	package	package	NOUN
lou-using-2023	18	17	and	and	CCONJ
lou-using-2023	18	18	give	give	VERB
lou-using-2023	18	19	it	it	PRON
lou-using-2023	18	20	an	an	DET
lou-using-2023	18	21	short	short	ADJ
lou-using-2023	18	22	alias	alia	NOUN
lou-using-2023	18	23	:	:	PUNCT
lou-using-2023	18	24	import	import	NOUN
lou-using-2023	18	25	pandas	panda	NOUN
lou-using-2023	18	26	as	as	SCONJ
lou-using-2023	18	27	pd	pd	PROPN
lou-using-2023	18	28	we	we	PRON
lou-using-2023	18	29	exported	export	VERB
lou-using-2023	18	30	the	the	DET
lou-using-2023	18	31	relevant	relevant	ADJ
lou-using-2023	18	32	marc	marc	PROPN
lou-using-2023	18	33	records	record	NOUN
lou-using-2023	18	34	from	from	ADP
lou-using-2023	18	35	sierra	sierra	PROPN
lou-using-2023	18	36	to	to	ADP
lou-using-2023	18	37	a	a	DET
lou-using-2023	18	38	comma	comma	NOUN
lou-using-2023	18	39	-	-	PUNCT
lou-using-2023	18	40	separated	separate	VERB
lou-using-2023	18	41	values	value	NOUN
lou-using-2023	18	42	(	(	PUNCT
lou-using-2023	18	43	csv	csv	NOUN
lou-using-2023	18	44	)	)	PUNCT
lou-using-2023	18	45	file	file	NOUN
lou-using-2023	18	46	,	,	PUNCT
lou-using-2023	18	47	and	and	CCONJ
lou-using-2023	18	48	loaded	load	VERB
lou-using-2023	18	49	it	it	PRON
lou-using-2023	18	50	into	into	ADP
lou-using-2023	18	51	the	the	DET
lou-using-2023	18	52	jupyter	jupyter	NOUN
lou-using-2023	18	53	notebook	notebook	NOUN
lou-using-2023	18	54	as	as	ADP
lou-using-2023	18	55	a	a	DET
lou-using-2023	18	56	pandas	panda	NOUN
lou-using-2023	18	57	dataframe	dataframe	NOUN
lou-using-2023	18	58	object	object	NOUN
lou-using-2023	18	59	.	.	PUNCT
lou-using-2023	19	1	for	for	ADP
lou-using-2023	19	2	example	example	NOUN
lou-using-2023	19	3	,	,	PUNCT
lou-using-2023	19	4	this	this	PRON
lou-using-2023	19	5	is	be	AUX
lou-using-2023	19	6	how	how	SCONJ
lou-using-2023	19	7	we	we	PRON
lou-using-2023	19	8	read	read	VERB
lou-using-2023	19	9	a	a	DET
lou-using-2023	19	10	csv	csv	NOUN
lou-using-2023	19	11	file	file	NOUN
lou-using-2023	19	12	of	of	ADP
lou-using-2023	19	13	the	the	DET
lou-using-2023	19	14	axis360	axis360	PROPN
lou-using-2023	19	15	audiobook	audiobook	NOUN
lou-using-2023	19	16	records	record	NOUN
lou-using-2023	19	17	exported	export	VERB
lou-using-2023	19	18	from	from	ADP
lou-using-2023	19	19	sierra	sierra	PROPN
lou-using-2023	19	20	:	:	PUNCT
lou-using-2023	19	21	sierra_axis_audio	sierra_axis_audio	X
lou-using-2023	19	22	=	=	X
lou-using-2023	19	23	pd.read_csv	pd.read_csv	X
lou-using-2023	19	24	(	(	PUNCT
lou-using-2023	19	25	"	"	PUNCT
lou-using-2023	19	26	/content	/content	NOUN
lou-using-2023	19	27	/	/	SYM
lou-using-2023	19	28	drive	drive	NOUN
lou-using-2023	19	29	/	/	SYM
lou-using-2023	19	30	my	my	PRON
lou-using-2023	19	31	drive	drive	NOUN
lou-using-2023	19	32	/	/	SYM
lou-using-2023	19	33	library	library	NOUN
lou-using-2023	19	34	/	/	SYM
lou-using-2023	19	35	axis_overdrive	axis_overdrive	PROPN
lou-using-2023	19	36	/	/	SYM
lou-using-2023	19	37	sierra_axis360_audio.csv	sierra_axis360_audio.csv	X
lou-using-2023	19	38	"	"	PUNCT
lou-using-2023	19	39	)	)	PUNCT
lou-using-2023	19	40	this	this	DET
lou-using-2023	19	41	file	file	NOUN
lou-using-2023	19	42	typically	typically	ADV
lou-using-2023	19	43	contains	contain	VERB
lou-using-2023	19	44	columns	column	NOUN
lou-using-2023	19	45	like	like	ADP
lou-using-2023	19	46	title	title	NOUN
lou-using-2023	19	47	,	,	PUNCT
lou-using-2023	19	48	author	author	NOUN
lou-using-2023	19	49	and	and	CCONJ
lou-using-2023	19	50	isbn	isbn	NOUN
lou-using-2023	19	51	entries	entry	NOUN
lou-using-2023	19	52	.	.	PUNCT
lou-using-2023	20	1	a	a	DET
lou-using-2023	20	2	record	record	NOUN
lou-using-2023	20	3	sometimes	sometimes	ADV
lou-using-2023	20	4	can	can	AUX
lou-using-2023	20	5	contain	contain	VERB
lou-using-2023	20	6	more	more	ADJ
lou-using-2023	20	7	than	than	ADP
lou-using-2023	20	8	two	two	NUM
lou-using-2023	20	9	isbn	isbn	NOUN
lou-using-2023	20	10	numbers	number	NOUN
lou-using-2023	20	11	,	,	PUNCT
lou-using-2023	20	12	and	and	CCONJ
lou-using-2023	20	13	those	those	PRON
lou-using-2023	20	14	are	be	AUX
lou-using-2023	20	15	stored	store	VERB
lou-using-2023	20	16	in	in	ADP
lou-using-2023	20	17	the	the	DET
lou-using-2023	20	18	“	"	PUNCT
lou-using-2023	20	19	unnamed	unnamed	ADJ
lou-using-2023	20	20	”	"	PUNCT
lou-using-2023	20	21	columns	column	NOUN
lou-using-2023	20	22	towards	towards	ADP
lou-using-2023	20	23	the	the	DET
lou-using-2023	20	24	end	end	NOUN
lou-using-2023	20	25	for	for	ADP
lou-using-2023	20	26	now	now	ADV
lou-using-2023	20	27	:	:	PUNCT
lou-using-2023	20	28	sierra_axis_audio.columns	sierra_axis_audio.columns	NOUN
lou-using-2023	20	29	index(['title	index(['title	SPACE
lou-using-2023	20	30	'	'	PUNCT
lou-using-2023	20	31	,	,	PUNCT
lou-using-2023	20	32	'	'	PUNCT
lou-using-2023	20	33	author	author	NOUN
lou-using-2023	20	34	'	'	PUNCT
lou-using-2023	20	35	,	,	PUNCT
lou-using-2023	20	36	'	'	PUNCT
lou-using-2023	20	37	isbn1	isbn1	NOUN
lou-using-2023	20	38	'	'	PUNCT
lou-using-2023	20	39	,	,	PUNCT
lou-using-2023	20	40	'	'	PUNCT
lou-using-2023	20	41	isbn2	isbn2	NOUN
lou-using-2023	20	42	'	'	PUNCT
lou-using-2023	20	43	,	,	PUNCT
lou-using-2023	20	44	'	'	PUNCT
lou-using-2023	20	45	unnamed	unnamed	ADJ
lou-using-2023	20	46	:	:	PUNCT
lou-using-2023	20	47	4	4	NUM
lou-using-2023	20	48	'	'	NUM
lou-using-2023	20	49	,	,	PUNCT
lou-using-2023	20	50	'	'	PUNCT
lou-using-2023	20	51	unnamed	unnamed	ADJ
lou-using-2023	20	52	:	:	PUNCT
lou-using-2023	20	53	5	5	NUM
lou-using-2023	20	54	'	'	NUM
lou-using-2023	20	55	,	,	PUNCT
lou-using-2023	20	56	'	'	PUNCT
lou-using-2023	20	57	unnamed	unnamed	ADJ
lou-using-2023	20	58	:	:	PUNCT
lou-using-2023	20	59	6	6	NUM
lou-using-2023	20	60	'	'	NUM
lou-using-2023	20	61	]	]	X
lou-using-2023	20	62	,	,	PUNCT
lou-using-2023	20	63	dtype='object	dtype='object	SPACE
lou-using-2023	20	64	'	'	PUNCT
lou-using-2023	20	65	)	)	PUNCT
lou-using-2023	20	66	we	we	PRON
lou-using-2023	20	67	also	also	ADV
lou-using-2023	20	68	needed	need	VERB
lou-using-2023	20	69	to	to	PART
lou-using-2023	20	70	further	far	ADV
lou-using-2023	20	71	clean	clean	VERB
lou-using-2023	20	72	up	up	ADP
lou-using-2023	20	73	all	all	DET
lou-using-2023	20	74	the	the	DET
lou-using-2023	20	75	isbn	isbn	NOUN
lou-using-2023	20	76	numbers	number	NOUN
lou-using-2023	20	77	in	in	ADP
lou-using-2023	20	78	order	order	NOUN
lou-using-2023	20	79	to	to	PART
lou-using-2023	20	80	compare	compare	VERB
lou-using-2023	20	81	them	they	PRON
lou-using-2023	20	82	with	with	ADP
lou-using-2023	20	83	those	those	PRON
lou-using-2023	20	84	from	from	ADP
lou-using-2023	20	85	the	the	DET
lou-using-2023	20	86	vendor	vendor	NOUN
lou-using-2023	20	87	.	.	PUNCT
lou-using-2023	21	1	a	a	DET
lou-using-2023	21	2	typical	typical	ADJ
lou-using-2023	21	3	marc	marc	NOUN
lou-using-2023	21	4	020	020	NUM
lou-using-2023	21	5	field	field	NOUN
lou-using-2023	21	6	can	can	AUX
lou-using-2023	21	7	contain	contain	VERB
lou-using-2023	21	8	many	many	ADJ
lou-using-2023	21	9	subfields	subfield	NOUN
lou-using-2023	21	10	besides	besides	SCONJ
lou-using-2023	21	11	the	the	DET
lou-using-2023	21	12	subfield	subfield	NOUN
lou-using-2023	21	13	a	a	NOUN
lou-using-2023	21	14	for	for	ADP
lou-using-2023	21	15	the	the	DET
lou-using-2023	21	16	isbn	isbn	NOUN
lou-using-2023	21	17	number	number	NOUN
lou-using-2023	21	18	.	.	PUNCT
lou-using-2023	22	1	in	in	ADP
lou-using-2023	22	2	our	our	PRON
lou-using-2023	22	3	exported	export	VERB
lou-using-2023	22	4	file	file	NOUN
lou-using-2023	22	5	,	,	PUNCT
lou-using-2023	22	6	the	the	DET
lou-using-2023	22	7	isbn	isbn	PROPN
lou-using-2023	22	8	field	field	NOUN
lou-using-2023	22	9	usually	usually	ADV
lou-using-2023	22	10	contains	contain	VERB
lou-using-2023	22	11	more	more	ADJ
lou-using-2023	22	12	information	information	NOUN
lou-using-2023	22	13	than	than	SCONJ
lou-using-2023	22	14	we	we	PRON
lou-using-2023	22	15	needed	need	VERB
lou-using-2023	22	16	for	for	ADP
lou-using-2023	22	17	the	the	DET
lou-using-2023	22	18	comparison	comparison	NOUN
lou-using-2023	22	19	.	.	PUNCT
lou-using-2023	23	1	for	for	ADP
lou-using-2023	23	2	example	example	NOUN
lou-using-2023	23	3	,	,	PUNCT
lou-using-2023	23	4	“	"	PUNCT
lou-using-2023	23	5	9780804148757	9780804148757	NUM
lou-using-2023	23	6	(	(	PUNCT
lou-using-2023	23	7	electronic	electronic	ADJ
lou-using-2023	23	8	audio	audio	NOUN
lou-using-2023	23	9	bk	bk	PRON
lou-using-2023	23	10	.	.	PUNCT
lou-using-2023	23	11	)	)	PUNCT
lou-using-2023	24	1	“	"	PUNCT
lou-using-2023	24	2	,	,	PUNCT
lou-using-2023	24	3	“	"	PUNCT
lou-using-2023	24	4	9780062460110	9780062460110	NUM
lou-using-2023	24	5	:	:	PUNCT
lou-using-2023	24	6	$	$	SYM
lou-using-2023	24	7	62.99	62.99	NUM
lou-using-2023	24	8	”	"	PUNCT
lou-using-2023	24	9	etc	etc	X
lou-using-2023	24	10	.	.	PUNCT
lou-using-2023	25	1	i	i	PRON
lou-using-2023	25	2	composed	compose	VERB
lou-using-2023	25	3	a	a	DET
lou-using-2023	25	4	python	python	NOUN
lou-using-2023	25	5	function	function	NOUN
lou-using-2023	25	6	to	to	PART
lou-using-2023	25	7	extract	extract	VERB
lou-using-2023	25	8	the	the	DET
lou-using-2023	25	9	isolated	isolated	ADJ
lou-using-2023	25	10	isbn	isbn	NOUN
lou-using-2023	25	11	number	number	NOUN
lou-using-2023	25	12	from	from	ADP
lou-using-2023	25	13	each	each	PRON
lou-using-2023	25	14	of	of	ADP
lou-using-2023	25	15	the	the	DET
lou-using-2023	25	16	columns	column	NOUN
lou-using-2023	25	17	after	after	ADP
lou-using-2023	25	18	the	the	DET
lou-using-2023	25	19	“	"	PUNCT
lou-using-2023	25	20	author	author	NOUN
lou-using-2023	25	21	”	"	PUNCT
lou-using-2023	25	22	column	column	NOUN
lou-using-2023	25	23	,	,	PUNCT
lou-using-2023	25	24	and	and	CCONJ
lou-using-2023	25	25	compile	compile	VERB
lou-using-2023	25	26	all	all	DET
lou-using-2023	25	27	the	the	DET
lou-using-2023	25	28	isbn	isbn	NOUN
lou-using-2023	25	29	numbers	number	NOUN
lou-using-2023	25	30	into	into	ADP
lou-using-2023	25	31	a	a	DET
lou-using-2023	25	32	new	new	ADJ
lou-using-2023	25	33	dataframe	dataframe	NOUN
lou-using-2023	25	34	object	object	NOUN
lou-using-2023	25	35	.	.	PUNCT
lou-using-2023	26	1	one	one	NUM
lou-using-2023	26	2	sierra	sierra	PROPN
lou-using-2023	26	3	record	record	PROPN
lou-using-2023	26	4	can	can	AUX
lou-using-2023	26	5	contain	contain	VERB
lou-using-2023	26	6	multiple	multiple	ADJ
lou-using-2023	26	7	isbn	isbn	NOUN
lou-using-2023	26	8	numbers	number	NOUN
lou-using-2023	26	9	.	.	PUNCT
lou-using-2023	27	1	in	in	ADP
lou-using-2023	27	2	this	this	DET
lou-using-2023	27	3	way	way	NOUN
lou-using-2023	27	4	,	,	PUNCT
lou-using-2023	27	5	i	i	PRON
lou-using-2023	27	6	was	be	AUX
lou-using-2023	27	7	able	able	ADJ
lou-using-2023	27	8	to	to	PART
lou-using-2023	27	9	generate	generate	VERB
lou-using-2023	27	10	a	a	DET
lou-using-2023	27	11	complete	complete	ADJ
lou-using-2023	27	12	list	list	NOUN
lou-using-2023	27	13	of	of	ADP
lou-using-2023	27	14	all	all	DET
lou-using-2023	27	15	isbn	isbn	NOUN
lou-using-2023	27	16	numbers	number	NOUN
lou-using-2023	27	17	from	from	ADP
lou-using-2023	27	18	the	the	DET
lou-using-2023	27	19	marc	marc	PROPN
lou-using-2023	27	20	records	record	NOUN
lou-using-2023	27	21	exported	export	VERB
lou-using-2023	27	22	from	from	ADP
lou-using-2023	27	23	sierra	sierra	PROPN
lou-using-2023	27	24	:	:	PUNCT
lou-using-2023	27	25	def	def	PROPN
lou-using-2023	27	26	extract_isbns(df	extract_isbns(df	PROPN
lou-using-2023	27	27	):	):	PUNCT
lou-using-2023	27	28	isbns	isbns	PROPN
lou-using-2023	27	29	=	=	PUNCT
lou-using-2023	27	30	pd.dataframe	pd.dataframe	SPACE
lou-using-2023	27	31	(	(	PUNCT
lou-using-2023	27	32	)	)	PUNCT
lou-using-2023	27	33	result	result	VERB
lou-using-2023	27	34	=	=	PUNCT
lou-using-2023	27	35	pd.dataframe	pd.dataframe	SPACE
lou-using-2023	28	1	(	(	PUNCT
lou-using-2023	28	2	)	)	PUNCT
lou-using-2023	28	3	for	for	ADP
lou-using-2023	28	4	i	i	PRON
lou-using-2023	28	5	in	in	ADP
lou-using-2023	28	6	range(2,len(df.columns)-1	range(2,len(df.columns)-1	PROPN
lou-using-2023	28	7	):	):	PUNCT
lou-using-2023	28	8	new_isbns	new_isbns	NOUN
lou-using-2023	28	9	=	=	NOUN
lou-using-2023	28	10	df.iloc[:,i].astype(str	df.iloc[:,i].astype(str	NOUN
lou-using-2023	28	11	)	)	PUNCT
lou-using-2023	28	12	new_isbns	new_isbns	NOUN
lou-using-2023	28	13	=	=	NOUN
lou-using-2023	28	14	new_isbns.str.split	new_isbns.str.split	ADJ
lou-using-2023	28	15	(	(	PUNCT
lou-using-2023	28	16	'	'	PUNCT
lou-using-2023	28	17	'	'	PUNCT
lou-using-2023	28	18	,	,	PUNCT
lou-using-2023	28	19	1).str[0].str.strip	1).str[0].str.strip	NUM
lou-using-2023	28	20	(	(	PUNCT
lou-using-2023	28	21	)	)	PUNCT
lou-using-2023	28	22	isbns	isbns	PROPN
lou-using-2023	28	23	=	=	PROPN
lou-using-2023	28	24	pd.concat([isbns	pd.concat([isbns	NOUN
lou-using-2023	28	25	,	,	PUNCT
lou-using-2023	28	26	new_isbns	new_isbns	ADV
lou-using-2023	28	27	]	]	X
lou-using-2023	28	28	)	)	PUNCT
lou-using-2023	28	29	isbns	isbns	PROPN
lou-using-2023	28	30	=	=	PROPN
lou-using-2023	28	31	isbns.reset_index	isbns.reset_index	PROPN
lou-using-2023	28	32	(	(	PUNCT
lou-using-2023	28	33	)	)	PUNCT
lou-using-2023	28	34	isbns	isbns	PROPN
lou-using-2023	28	35	=	=	PROPN
lou-using-2023	28	36	isbns[isbns[0]!='nan	isbns[isbns[0]!='nan	PROPN
lou-using-2023	28	37	'	'	PUNCT
lou-using-2023	28	38	]	]	PUNCT
lou-using-2023	28	39	return	return	VERB
lou-using-2023	28	40	isbns	isbns	NOUN
lou-using-2023	28	41	in	in	ADP
lou-using-2023	28	42	comparison	comparison	NOUN
lou-using-2023	28	43	the	the	DET
lou-using-2023	28	44	vendor	vendor	NOUN
lou-using-2023	28	45	’s	’s	PART
lou-using-2023	28	46	csv	csv	NOUN
lou-using-2023	28	47	file	file	NOUN
lou-using-2023	28	48	is	be	AUX
lou-using-2023	28	49	simple	simple	ADJ
lou-using-2023	28	50	and	and	CCONJ
lou-using-2023	28	51	straightforward	straightforward	ADJ
lou-using-2023	28	52	.	.	PUNCT
lou-using-2023	29	1	it	it	PRON
lou-using-2023	29	2	contains	contain	VERB
lou-using-2023	29	3	only	only	ADV
lou-using-2023	29	4	one	one	NUM
lou-using-2023	29	5	isbn	isbn	NOUN
lou-using-2023	29	6	field	field	NOUN
lou-using-2023	29	7	with	with	ADP
lou-using-2023	29	8	the	the	DET
lou-using-2023	29	9	clean	clean	ADJ
lou-using-2023	29	10	isbn	isbn	NOUN
lou-using-2023	29	11	number	number	NOUN
lou-using-2023	29	12	.	.	PUNCT
lou-using-2023	30	1	it	it	PRON
lou-using-2023	30	2	also	also	ADV
lou-using-2023	30	3	has	have	VERB
lou-using-2023	30	4	some	some	DET
lou-using-2023	30	5	other	other	ADJ
lou-using-2023	30	6	fields	field	NOUN
lou-using-2023	30	7	like	like	ADP
lou-using-2023	30	8	title	title	NOUN
lou-using-2023	30	9	,	,	PUNCT
lou-using-2023	30	10	author	author	NOUN
lou-using-2023	30	11	,	,	PUNCT
lou-using-2023	30	12	publication	publication	NOUN
lou-using-2023	30	13	date	date	NOUN
lou-using-2023	30	14	,	,	PUNCT
lou-using-2023	30	15	data	datum	NOUN
lou-using-2023	30	16	added	add	VERB
lou-using-2023	30	17	,	,	PUNCT
lou-using-2023	30	18	format	format	NOUN
lou-using-2023	30	19	,	,	PUNCT
lou-using-2023	30	20	total	total	ADJ
lou-using-2023	30	21	quantity	quantity	NOUN
lou-using-2023	30	22	and	and	CCONJ
lou-using-2023	30	23	total	total	ADJ
lou-using-2023	30	24	checkouts	checkout	NOUN
lou-using-2023	30	25	.	.	PUNCT
lou-using-2023	31	1	all	all	PRON
lou-using-2023	31	2	that	that	PRON
lou-using-2023	31	3	is	be	AUX
lou-using-2023	31	4	left	leave	VERB
lou-using-2023	31	5	to	to	PART
lou-using-2023	31	6	do	do	VERB
lou-using-2023	31	7	is	be	AUX
lou-using-2023	31	8	to	to	PART
lou-using-2023	31	9	import	import	VERB
lou-using-2023	31	10	these	these	PRON
lou-using-2023	31	11	as	as	ADP
lou-using-2023	31	12	a	a	DET
lou-using-2023	31	13	pandas	panda	NOUN
lou-using-2023	31	14	dataframe	dataframe	NOUN
lou-using-2023	31	15	object	object	NOUN
lou-using-2023	31	16	.	.	PUNCT
lou-using-2023	32	1	next	next	ADV
lou-using-2023	32	2	i	i	PRON
lou-using-2023	32	3	composed	compose	VERB
lou-using-2023	32	4	a	a	DET
lou-using-2023	32	5	python	python	NOUN
lou-using-2023	32	6	function	function	NOUN
lou-using-2023	32	7	to	to	PART
lou-using-2023	32	8	compare	compare	VERB
lou-using-2023	32	9	the	the	DET
lou-using-2023	32	10	isbn	isbn	NOUN
lou-using-2023	32	11	numbers	number	NOUN
lou-using-2023	32	12	in	in	ADP
lou-using-2023	32	13	the	the	DET
lou-using-2023	32	14	cleaned	clean	VERB
lou-using-2023	32	15	up	up	ADP
lou-using-2023	32	16	data	datum	NOUN
lou-using-2023	32	17	from	from	ADP
lou-using-2023	32	18	both	both	DET
lou-using-2023	32	19	sources	source	NOUN
lou-using-2023	32	20	.	.	PUNCT
lou-using-2023	33	1	i	i	PRON
lou-using-2023	33	2	created	create	VERB
lou-using-2023	33	3	a	a	DET
lou-using-2023	33	4	new	new	ADJ
lou-using-2023	33	5	column	column	NOUN
lou-using-2023	33	6	,	,	PUNCT
lou-using-2023	33	7	“	"	PUNCT
lou-using-2023	33	8	exist	exist	VERB
lou-using-2023	33	9	,	,	PUNCT
lou-using-2023	33	10	”	"	PUNCT
lou-using-2023	33	11	in	in	ADP
lou-using-2023	33	12	both	both	CCONJ
lou-using-2023	33	13	python	python	PRON
lou-using-2023	33	14	dataframe	dataframe	NOUN
lou-using-2023	33	15	objects	object	NOUN
lou-using-2023	33	16	.	.	PUNCT
lou-using-2023	34	1	if	if	SCONJ
lou-using-2023	34	2	an	an	DET
lou-using-2023	34	3	isbn	isbn	NOUN
lou-using-2023	34	4	number	number	NOUN
lou-using-2023	34	5	from	from	ADP
lou-using-2023	34	6	a	a	DET
lou-using-2023	34	7	vendor	vendor	NOUN
lou-using-2023	34	8	record	record	NOUN
lou-using-2023	34	9	exists	exist	VERB
lou-using-2023	34	10	in	in	ADP
lou-using-2023	34	11	a	a	DET
lou-using-2023	34	12	sierra	sierra	PROPN
lou-using-2023	34	13	record	record	NOUN
lou-using-2023	34	14	,	,	PUNCT
lou-using-2023	34	15	the	the	DET
lou-using-2023	34	16	“	"	PUNCT
lou-using-2023	34	17	exist	exist	ADJ
lou-using-2023	34	18	”	"	PUNCT
lou-using-2023	34	19	column	column	NOUN
lou-using-2023	34	20	on	on	ADP
lou-using-2023	34	21	the	the	DET
lou-using-2023	34	22	sierra	sierra	PROPN
lou-using-2023	34	23	record	record	PROPN
lou-using-2023	34	24	has	have	VERB
lou-using-2023	34	25	a	a	DET
lou-using-2023	34	26	value	value	NOUN
lou-using-2023	34	27	of	of	ADP
lou-using-2023	34	28	“	"	PUNCT
lou-using-2023	34	29	1	1	NUM
lou-using-2023	34	30	”	"	PUNCT
lou-using-2023	34	31	;	;	PUNCT
lou-using-2023	34	32	if	if	SCONJ
lou-using-2023	34	33	not	not	PART
lou-using-2023	34	34	,	,	PUNCT
lou-using-2023	34	35	the	the	DET
lou-using-2023	34	36	value	value	NOUN
lou-using-2023	34	37	is	be	AUX
lou-using-2023	34	38	“	"	PUNCT
lou-using-2023	34	39	0	0	NUM
lou-using-2023	34	40	”	"	PUNCT
lou-using-2023	34	41	.	.	PUNCT
lou-using-2023	35	1	the	the	DET
lou-using-2023	35	2	opposite	opposite	NOUN
lou-using-2023	35	3	is	be	AUX
lou-using-2023	35	4	also	also	ADV
lou-using-2023	35	5	true	true	ADJ
lou-using-2023	35	6	.	.	PUNCT
lou-using-2023	36	1	if	if	SCONJ
lou-using-2023	36	2	an	an	DET
lou-using-2023	36	3	isbn	isbn	NOUN
lou-using-2023	36	4	from	from	ADP
lou-using-2023	36	5	the	the	DET
lou-using-2023	36	6	sierra	sierra	PROPN
lou-using-2023	36	7	record	record	PROPN
lou-using-2023	36	8	matches	match	NOUN
lou-using-2023	36	9	that	that	PRON
lou-using-2023	36	10	of	of	ADP
lou-using-2023	36	11	a	a	DET
lou-using-2023	36	12	vendor	vendor	NOUN
lou-using-2023	36	13	record	record	NOUN
lou-using-2023	36	14	,	,	PUNCT
lou-using-2023	36	15	the	the	DET
lou-using-2023	36	16	“	"	PUNCT
lou-using-2023	36	17	exist	exist	ADJ
lou-using-2023	36	18	”	"	PUNCT
lou-using-2023	36	19	column	column	NOUN
lou-using-2023	36	20	on	on	ADP
lou-using-2023	36	21	the	the	DET
lou-using-2023	36	22	vendor	vendor	NOUN
lou-using-2023	36	23	record	record	NOUN
lou-using-2023	36	24	will	will	AUX
lou-using-2023	36	25	have	have	VERB
lou-using-2023	36	26	a	a	DET
lou-using-2023	36	27	value	value	NOUN
lou-using-2023	36	28	of	of	ADP
lou-using-2023	36	29	“	"	PUNCT
lou-using-2023	36	30	1	1	NUM
lou-using-2023	36	31	”	"	PUNCT
lou-using-2023	36	32	set	set	NOUN
lou-using-2023	36	33	;	;	PUNCT
lou-using-2023	36	34	if	if	SCONJ
lou-using-2023	36	35	not	not	PART
lou-using-2023	36	36	,	,	PUNCT
lou-using-2023	36	37	the	the	DET
lou-using-2023	36	38	value	value	NOUN
lou-using-2023	36	39	is	be	AUX
lou-using-2023	36	40	“	"	PUNCT
lou-using-2023	36	41	0	0	NUM
lou-using-2023	36	42	”	"	PUNCT
lou-using-2023	36	43	.	.	PUNCT
lou-using-2023	37	1	the	the	DET
lou-using-2023	37	2	function	function	NOUN
lou-using-2023	37	3	also	also	ADV
lou-using-2023	37	4	returns	return	VERB
lou-using-2023	37	5	two	two	NUM
lou-using-2023	37	6	additional	additional	ADJ
lou-using-2023	37	7	dataframe	dataframe	NOUN
lou-using-2023	37	8	objects	object	NOUN
lou-using-2023	37	9	that	that	PRON
lou-using-2023	37	10	contain	contain	VERB
lou-using-2023	37	11	the	the	DET
lou-using-2023	37	12	discrepant	discrepant	ADJ
lou-using-2023	37	13	records	record	NOUN
lou-using-2023	37	14	only	only	ADV
lou-using-2023	37	15	.	.	PUNCT
lou-using-2023	38	1	def	def	PROPN
lou-using-2023	38	2	find_mismatch(vendor_df	find_mismatch(vendor_df	PROPN
lou-using-2023	38	3	,	,	PUNCT
lou-using-2023	38	4	sierra_df	sierra_df	PROPN
lou-using-2023	38	5	,	,	PUNCT
lou-using-2023	38	6	sierra_isbns_df	sierra_isbns_df	PROPN
lou-using-2023	38	7	):	):	PUNCT
lou-using-2023	38	8	vendor_df["exist	vendor_df["exist	NOUN
lou-using-2023	38	9	"	"	PUNCT
lou-using-2023	38	10	]	]	PUNCT
lou-using-2023	38	11	=	=	X
lou-using-2023	38	12	vendor_df["isbn"].astype(str).isin(sierra_isbns_df[0	vendor_df["isbn"].astype(str).isin(sierra_isbns_df[0	NOUN
lou-using-2023	38	13	]	]	X
lou-using-2023	38	14	)	)	PUNCT
lou-using-2023	38	15	not_in_sierra	not_in_sierra	PROPN
lou-using-2023	38	16	=	=	VERB
lou-using-2023	38	17	vendor_df[vendor_df["exist"]==false	vendor_df[vendor_df["exist"]==false	PUNCT
lou-using-2023	38	18	|	|	NOUN
lou-using-2023	38	19	vendor_df["exist"].isna	vendor_df["exist"].isna	NOUN
lou-using-2023	38	20	(	(	PUNCT
lou-using-2023	38	21	)	)	PUNCT
lou-using-2023	38	22	|	|	ADP
lou-using-2023	38	23	vendor_df["exist"].empty	vendor_df["exist"].empty	X
lou-using-2023	38	24	]	]	X
lou-using-2023	38	25	sierra_isbns_df["exist	sierra_isbns_df["exist	NOUN
lou-using-2023	38	26	"	"	PUNCT
lou-using-2023	38	27	]	]	PUNCT
lou-using-2023	38	28	=	=	X
lou-using-2023	38	29	sierra_isbns_df[0].astype(str).isin(vendor_df["isbn"].astype(str	sierra_isbns_df[0].astype(str).isin(vendor_df["isbn"].astype(str	NOUN
lou-using-2023	38	30	)	)	PUNCT
lou-using-2023	38	31	)	)	PUNCT
lou-using-2023	38	32	exists	exist	VERB
lou-using-2023	38	33	=	=	PUNCT
lou-using-2023	38	34	sierra_isbns_df[sierra_isbns_df['exist']==1].drop_duplicates("index	sierra_isbns_df[sierra_isbns_df['exist']==1].drop_duplicates("index	PROPN
lou-using-2023	38	35	"	"	PUNCT
lou-using-2023	38	36	)	)	PUNCT
lou-using-2023	38	37	not_exists	not_exist	NOUN
lou-using-2023	38	38	=	=	PUNCT
lou-using-2023	38	39	sierra_isbns_df[sierra_isbns_df['exist']==0].drop_duplicates("index	sierra_isbns_df[sierra_isbns_df['exist']==0].drop_duplicates("index	ADP
lou-using-2023	38	40	"	"	PUNCT
lou-using-2023	38	41	)	)	PUNCT
lou-using-2023	38	42	not_exists	not_exist	NOUN
lou-using-2023	38	43	=	=	PUNCT
lou-using-2023	38	44	not_exists[~not_exists["index"].isin(exists['index	not_exists[~not_exists["index"].isin(exists['index	ADV
lou-using-2023	38	45	'	'	NOUN
lou-using-2023	38	46	]	]	PUNCT
lou-using-2023	38	47	)	)	PUNCT
lou-using-2023	38	48	]	]	X
lou-using-2023	39	1	isbns	isbns	NOUN
lou-using-2023	39	2	=	=	VERB
lou-using-2023	39	3	pd.concat([exists	pd.concat([exist	NOUN
lou-using-2023	39	4	,	,	PUNCT
lou-using-2023	39	5	not_exists	not_exist	NOUN
lou-using-2023	39	6	]	]	X
lou-using-2023	39	7	)	)	PUNCT
lou-using-2023	39	8	sierra_df	sierra_df	PROPN
lou-using-2023	39	9	=	=	PROPN
lou-using-2023	39	10	pd.merge(sierra_df	pd.merge(sierra_df	PROPN
lou-using-2023	39	11	,	,	PUNCT
lou-using-2023	39	12	isbns	isbns	NOUN
lou-using-2023	39	13	,	,	PUNCT
lou-using-2023	39	14	how="left	how="left	SPACE
lou-using-2023	39	15	"	"	PUNCT
lou-using-2023	39	16	,	,	PUNCT
lou-using-2023	39	17	left_index	left_index	NOUN
lou-using-2023	39	18	=	=	VERB
lou-using-2023	39	19	true	true	ADJ
lou-using-2023	39	20	,	,	PUNCT
lou-using-2023	39	21	right_on="index	right_on="index	NOUN
lou-using-2023	39	22	"	"	PUNCT
lou-using-2023	39	23	)	)	PUNCT
lou-using-2023	39	24	not_in_vendor	not_in_vendor	ADJ
lou-using-2023	39	25	=	=	NOUN
lou-using-2023	39	26	sierra_df[sierra_df["exist"]==false	sierra_df[sierra_df["exist"]==false	X
lou-using-2023	39	27	|	|	PROPN
lou-using-2023	39	28	sierra_df["exist"].isna	sierra_df["exist"].isna	PROPN
lou-using-2023	39	29	(	(	PUNCT
lou-using-2023	39	30	)	)	PUNCT
lou-using-2023	39	31	|	|	ADP
lou-using-2023	39	32	sierra_df["exist"].empty	sierra_df["exist"].empty	ADV
lou-using-2023	39	33	]	]	PUNCT
lou-using-2023	39	34	return	return	NOUN
lou-using-2023	39	35	vendor_df	vendor_df	PROPN
lou-using-2023	39	36	,	,	PUNCT
lou-using-2023	39	37	sierra_df	sierra_df	PROPN
lou-using-2023	39	38	,	,	PUNCT
lou-using-2023	39	39	not_in_vendor	not_in_vendor	PROPN
lou-using-2023	39	40	,	,	PUNCT
lou-using-2023	39	41	not_in_sierra	not_in_sierra	PROPN
lou-using-2023	39	42	after	after	ADP
lou-using-2023	39	43	running	run	VERB
lou-using-2023	39	44	this	this	DET
lou-using-2023	39	45	script	script	NOUN
lou-using-2023	39	46	against	against	ADP
lou-using-2023	39	47	our	our	PRON
lou-using-2023	39	48	records	record	NOUN
lou-using-2023	39	49	,	,	PUNCT
lou-using-2023	39	50	i	i	PRON
lou-using-2023	39	51	did	do	VERB
lou-using-2023	39	52	some	some	DET
lou-using-2023	39	53	data	data	NOUN
lou-using-2023	39	54	analysis	analysis	NOUN
lou-using-2023	39	55	to	to	PART
lou-using-2023	39	56	see	see	VERB
lou-using-2023	39	57	how	how	SCONJ
lou-using-2023	39	58	many	many	ADJ
lou-using-2023	39	59	conflicting	conflicting	ADJ
lou-using-2023	39	60	records	record	NOUN
lou-using-2023	39	61	were	be	AUX
lou-using-2023	39	62	resolved	resolve	VERB
lou-using-2023	39	63	after	after	ADP
lou-using-2023	39	64	comparing	compare	VERB
lou-using-2023	39	65	isbn	isbn	NOUN
lou-using-2023	39	66	numbers	number	NOUN
lou-using-2023	39	67	.	.	PUNCT
lou-using-2023	40	1	i	i	PRON
lou-using-2023	40	2	generated	generate	VERB
lou-using-2023	40	3	the	the	DET
lou-using-2023	40	4	list	list	NOUN
lou-using-2023	40	5	of	of	ADP
lou-using-2023	40	6	all	all	DET
lou-using-2023	40	7	marc	marc	PROPN
lou-using-2023	40	8	records	record	NOUN
lou-using-2023	40	9	that	that	PRON
lou-using-2023	40	10	need	need	VERB
lou-using-2023	40	11	to	to	PART
lou-using-2023	40	12	be	be	AUX
lou-using-2023	40	13	added	add	VERB
lou-using-2023	40	14	to	to	ADP
lou-using-2023	40	15	the	the	DET
lou-using-2023	40	16	ils	il	NOUN
lou-using-2023	40	17	and	and	CCONJ
lou-using-2023	40	18	another	another	DET
lou-using-2023	40	19	list	list	NOUN
lou-using-2023	40	20	of	of	ADP
lou-using-2023	40	21	records	record	NOUN
lou-using-2023	40	22	that	that	PRON
lou-using-2023	40	23	need	need	VERB
lou-using-2023	40	24	to	to	PART
lou-using-2023	40	25	be	be	AUX
lou-using-2023	40	26	removed	remove	VERB
lou-using-2023	40	27	.	.	PUNCT
lou-using-2023	41	1	as	as	SCONJ
lou-using-2023	41	2	shown	show	VERB
lou-using-2023	41	3	in	in	ADP
lou-using-2023	41	4	the	the	DET
lou-using-2023	41	5	following	following	ADJ
lou-using-2023	41	6	chart	chart	NOUN
lou-using-2023	41	7	,	,	PUNCT
lou-using-2023	41	8	we	we	PRON
lou-using-2023	41	9	were	be	AUX
lou-using-2023	41	10	able	able	ADJ
lou-using-2023	41	11	to	to	PART
lou-using-2023	41	12	identify	identify	VERB
lou-using-2023	41	13	that	that	SCONJ
lou-using-2023	41	14	the	the	DET
lou-using-2023	41	15	majority	majority	NOUN
lou-using-2023	41	16	of	of	ADP
lou-using-2023	41	17	our	our	PRON
lou-using-2023	41	18	axis360	axis360	PROPN
lou-using-2023	41	19	records	record	NOUN
lou-using-2023	41	20	were	be	AUX
lou-using-2023	41	21	well	well	ADV
lou-using-2023	41	22	positioned	positioned	ADJ
lou-using-2023	41	23	,	,	PUNCT
lou-using-2023	41	24	but	but	CCONJ
lou-using-2023	41	25	on	on	ADP
lou-using-2023	41	26	the	the	DET
lou-using-2023	41	27	overdrive	overdrive	ADJ
lou-using-2023	41	28	side	side	NOUN
lou-using-2023	41	29	,	,	PUNCT
lou-using-2023	41	30	about	about	ADV
lou-using-2023	41	31	a	a	DET
lou-using-2023	41	32	third	third	NOUN
lou-using-2023	41	33	of	of	ADP
lou-using-2023	41	34	the	the	DET
lou-using-2023	41	35	records	record	NOUN
lou-using-2023	41	36	are	be	AUX
lou-using-2023	41	37	problematic	problematic	ADJ
lou-using-2023	41	38	.	.	PUNCT
lou-using-2023	42	1	in	in	ADP
lou-using-2023	42	2	total	total	ADJ
lou-using-2023	42	3	,	,	PUNCT
lou-using-2023	42	4	we	we	PRON
lou-using-2023	42	5	still	still	ADV
lou-using-2023	42	6	have	have	VERB
lou-using-2023	42	7	over	over	ADP
lou-using-2023	42	8	4,600	4,600	NUM
lou-using-2023	42	9	records	record	NOUN
lou-using-2023	42	10	in	in	ADP
lou-using-2023	42	11	sierra	sierra	PROPN
lou-using-2023	42	12	that	that	PRON
lou-using-2023	42	13	are	be	AUX
lou-using-2023	42	14	troublesome	troublesome	ADJ
lou-using-2023	42	15	.	.	PUNCT
lou-using-2023	43	1	figure	figure	NOUN
lou-using-2023	43	2	i.	i.	PROPN
lou-using-2023	43	3	vendor	vendor	PROPN
lou-using-2023	43	4	vs.	vs.	ADP
lou-using-2023	43	5	sierra	sierra	PROPN
lou-using-2023	43	6	:	:	PUNCT
lou-using-2023	43	7	total	total	ADJ
lou-using-2023	43	8	mismatches	mismatch	NOUN
lou-using-2023	43	9	by	by	ADP
lou-using-2023	43	10	isbn	isbn	NOUN
lou-using-2023	43	11	comparing	compare	VERB
lou-using-2023	43	12	records	record	NOUN
lou-using-2023	43	13	with	with	ADP
lou-using-2023	43	14	title	title	NOUN
lou-using-2023	43	15	and	and	CCONJ
lou-using-2023	43	16	author	author	NOUN
lou-using-2023	43	17	fields	field	NOUN
lou-using-2023	43	18	to	to	PART
lou-using-2023	43	19	further	far	ADV
lou-using-2023	43	20	scale	scale	VERB
lou-using-2023	43	21	down	down	ADP
lou-using-2023	43	22	the	the	DET
lou-using-2023	43	23	issue	issue	NOUN
lou-using-2023	43	24	,	,	PUNCT
lou-using-2023	43	25	i	i	PRON
lou-using-2023	43	26	moved	move	VERB
lou-using-2023	43	27	on	on	ADP
lou-using-2023	43	28	to	to	PART
lou-using-2023	43	29	align	align	VERB
lou-using-2023	43	30	the	the	DET
lou-using-2023	43	31	remaining	remain	VERB
lou-using-2023	43	32	mismatched	mismatch	VERB
lou-using-2023	43	33	records	record	NOUN
lou-using-2023	43	34	by	by	ADP
lou-using-2023	43	35	comparing	compare	VERB
lou-using-2023	43	36	the	the	DET
lou-using-2023	43	37	similarity	similarity	NOUN
lou-using-2023	43	38	of	of	ADP
lou-using-2023	43	39	the	the	DET
lou-using-2023	43	40	author	author	NOUN
lou-using-2023	43	41	and	and	CCONJ
lou-using-2023	43	42	title	title	NOUN
lou-using-2023	43	43	fields	field	NOUN
lou-using-2023	43	44	.	.	PUNCT
lou-using-2023	44	1	a	a	DET
lou-using-2023	44	2	list	list	NOUN
lou-using-2023	44	3	of	of	ADP
lou-using-2023	44	4	mismatched	mismatch	VERB
lou-using-2023	44	5	records	record	NOUN
lou-using-2023	44	6	is	be	AUX
lou-using-2023	44	7	one	one	NUM
lou-using-2023	44	8	of	of	ADP
lou-using-2023	44	9	the	the	DET
lou-using-2023	44	10	outputs	output	NOUN
lou-using-2023	44	11	from	from	ADP
lou-using-2023	44	12	the	the	DET
lou-using-2023	44	13	previous	previous	ADJ
lou-using-2023	44	14	step	step	NOUN
lou-using-2023	44	15	after	after	ADP
lou-using-2023	44	16	aligning	align	VERB
lou-using-2023	44	17	the	the	DET
lou-using-2023	44	18	isbn	isbn	NOUN
lou-using-2023	44	19	numbers	number	NOUN
lou-using-2023	44	20	.	.	PUNCT
lou-using-2023	45	1	first	first	ADV
lou-using-2023	45	2	,	,	PUNCT
lou-using-2023	45	3	we	we	PRON
lou-using-2023	45	4	needed	need	VERB
lou-using-2023	45	5	to	to	PART
lou-using-2023	45	6	clean	clean	VERB
lou-using-2023	45	7	up	up	ADP
lou-using-2023	45	8	and	and	CCONJ
lou-using-2023	45	9	extract	extract	VERB
lou-using-2023	45	10	the	the	DET
lou-using-2023	45	11	title	title	NOUN
lou-using-2023	45	12	and	and	CCONJ
lou-using-2023	45	13	author	author	NOUN
lou-using-2023	45	14	field	field	NOUN
lou-using-2023	45	15	.	.	PUNCT
lou-using-2023	46	1	i	i	PRON
lou-using-2023	46	2	made	make	VERB
lou-using-2023	46	3	a	a	DET
lou-using-2023	46	4	function	function	NOUN
lou-using-2023	46	5	to	to	PART
lou-using-2023	46	6	concatenate	concatenate	VERB
lou-using-2023	46	7	the	the	DET
lou-using-2023	46	8	title	title	NOUN
lou-using-2023	46	9	and	and	CCONJ
lou-using-2023	46	10	author	author	NOUN
lou-using-2023	46	11	fields	field	NOUN
lou-using-2023	46	12	for	for	ADP
lou-using-2023	46	13	each	each	DET
lou-using-2023	46	14	record	record	NOUN
lou-using-2023	46	15	from	from	ADP
lou-using-2023	46	16	both	both	DET
lou-using-2023	46	17	sources	source	NOUN
lou-using-2023	46	18	.	.	PUNCT
lou-using-2023	47	1	the	the	DET
lou-using-2023	47	2	following	follow	VERB
lou-using-2023	47	3	function	function	NOUN
lou-using-2023	47	4	transforms	transform	VERB
lou-using-2023	47	5	all	all	DET
lou-using-2023	47	6	text	text	NOUN
lou-using-2023	47	7	to	to	PART
lou-using-2023	47	8	lower	lower	VERB
lou-using-2023	47	9	cases	case	NOUN
lou-using-2023	47	10	,	,	PUNCT
lou-using-2023	47	11	removes	remove	VERB
lou-using-2023	47	12	extra	extra	ADJ
lou-using-2023	47	13	punctuation	punctuation	NOUN
lou-using-2023	47	14	,	,	PUNCT
lou-using-2023	47	15	extracts	extract	VERB
lou-using-2023	47	16	the	the	DET
lou-using-2023	47	17	relevant	relevant	ADJ
lou-using-2023	47	18	information	information	NOUN
lou-using-2023	47	19	,	,	PUNCT
lou-using-2023	47	20	and	and	CCONJ
lou-using-2023	47	21	concatenates	concatenate	VERB
lou-using-2023	47	22	the	the	DET
lou-using-2023	47	23	data	datum	NOUN
lou-using-2023	47	24	to	to	PART
lou-using-2023	47	25	create	create	VERB
lou-using-2023	47	26	a	a	DET
lou-using-2023	47	27	new	new	ADJ
lou-using-2023	47	28	column	column	NOUN
lou-using-2023	47	29	,	,	PUNCT
lou-using-2023	47	30	“	"	PUNCT
lou-using-2023	47	31	titleauthor	titleauthor	NOUN
lou-using-2023	47	32	,	,	PUNCT
lou-using-2023	47	33	”	"	PUNCT
lou-using-2023	47	34	for	for	ADP
lou-using-2023	47	35	all	all	DET
lou-using-2023	47	36	the	the	DET
lou-using-2023	47	37	records	record	NOUN
lou-using-2023	47	38	:	:	PUNCT
lou-using-2023	47	39	def	def	PROPN
lou-using-2023	47	40	extract_title_author(vendor_df	extract_title_author(vendor_df	PROPN
lou-using-2023	47	41	,	,	PUNCT
lou-using-2023	47	42	sierra_df	sierra_df	PROPN
lou-using-2023	47	43	,	,	PUNCT
lou-using-2023	47	44	vendor_title_field	vendor_title_field	SPACE
lou-using-2023	47	45	,	,	PUNCT
lou-using-2023	47	46	vendor_author_field	vendor_author_field	SPACE
lou-using-2023	47	47	,	,	PUNCT
lou-using-2023	47	48	sierra_title_field	sierra_title_field	X
lou-using-2023	47	49	=	=	PUNCT
lou-using-2023	48	1	"	"	PUNCT
lou-using-2023	48	2	title	title	NOUN
lou-using-2023	48	3	"	"	PUNCT
lou-using-2023	48	4	,	,	PUNCT
lou-using-2023	48	5	sierra_author_field	sierra_author_field	X
lou-using-2023	48	6	=	=	ADP
lou-using-2023	48	7	"	"	PUNCT
lou-using-2023	48	8	author	author	NOUN
lou-using-2023	48	9	"	"	PUNCT
lou-using-2023	48	10	):	):	PUNCT
lou-using-2023	48	11	vendor_df['titleauthor	vendor_df['titleauthor	PROPN
lou-using-2023	48	12	'	'	PUNCT
lou-using-2023	48	13	]	]	PUNCT
lou-using-2023	48	14	=	=	X
lou-using-2023	48	15	vendor_df[vendor_title_field].astype(str).str.lower().apply(remove_punctuations).astype(str	vendor_df[vendor_title_field].astype(str).str.lower().apply(remove_punctuations).astype(str	NOUN
lou-using-2023	48	16	)	)	PUNCT
lou-using-2023	48	17	+	+	CCONJ
lou-using-2023	48	18	'	'	PUNCT
lou-using-2023	48	19	'	'	PUNCT
lou-using-2023	48	20	+	+	CCONJ
lou-using-2023	48	21	vendor_df[vendor_author_field].astype(str).str.lower().apply(remove_punctuations).astype(str	vendor_df[vendor_author_field].astype(str).str.lower().apply(remove_punctuations).astype(str	NOUN
lou-using-2023	48	22	)	)	PUNCT
lou-using-2023	48	23	sierra_df['titleauthor	sierra_df['titleauthor	NOUN
lou-using-2023	48	24	'	'	PUNCT
lou-using-2023	48	25	]	]	PUNCT
lou-using-2023	48	26	=	=	PUNCT
lou-using-2023	48	27	sierra_df[sierra_title_field].str.lower().str.extract("([^[]*\w*)").astype(str).apply(remove_punctuations).astype(str	sierra_df[sierra_title_field].str.lower().str.extract("([^[]*\w*)").astype(str).apply(remove_punctuations).astype(str	NOUN
lou-using-2023	48	28	)	)	PUNCT
lou-using-2023	48	29	+	+	CCONJ
lou-using-2023	48	30	'	'	PUNCT
lou-using-2023	48	31	'	'	PUNCT
lou-using-2023	49	1	+	+	CCONJ
lou-using-2023	49	2	sierra_df[sierra_author_field].str.lower().astype(str).apply(remove_punctuations).astype(str).str.extract	sierra_df[sierra_author_field].str.lower().astype(str).apply(remove_punctuations).astype(str).str.extract	PROPN
lou-using-2023	49	3	(	(	PUNCT
lou-using-2023	49	4	"	"	PUNCT
lou-using-2023	49	5	(	(	PUNCT
lou-using-2023	49	6	[	[	PUNCT
lou-using-2023	49	7	a	a	DET
lou-using-2023	49	8	-	-	PUNCT
lou-using-2023	49	9	z]*)").astype(str	z]*)").astype(str	NOUN
lou-using-2023	49	10	)	)	PUNCT
lou-using-2023	49	11	then	then	ADV
lou-using-2023	49	12	i	i	PRON
lou-using-2023	49	13	used	use	VERB
lou-using-2023	49	14	the	the	DET
lou-using-2023	49	15	python	python	PROPN
lou-using-2023	49	16	module	module	NOUN
lou-using-2023	49	17	difflib	difflib	NOUN
lou-using-2023	49	18	to	to	PART
lou-using-2023	49	19	compare	compare	VERB
lou-using-2023	49	20	the	the	DET
lou-using-2023	49	21	similarity	similarity	NOUN
lou-using-2023	49	22	of	of	ADP
lou-using-2023	49	23	the	the	DET
lou-using-2023	49	24	“	"	PUNCT
lou-using-2023	49	25	titleauthor	titleauthor	NOUN
lou-using-2023	49	26	”	"	PUNCT
lou-using-2023	49	27	columns	column	NOUN
lou-using-2023	49	28	from	from	ADP
lou-using-2023	49	29	both	both	DET
lou-using-2023	49	30	sources	source	NOUN
lou-using-2023	49	31	.	.	PUNCT
lou-using-2023	50	1	the	the	DET
lou-using-2023	50	2	difflib	difflib	ADJ
lou-using-2023	50	3	module	module	NOUN
lou-using-2023	50	4	provides	provide	VERB
lou-using-2023	50	5	classes	class	NOUN
lou-using-2023	50	6	and	and	CCONJ
lou-using-2023	50	7	functions	function	NOUN
lou-using-2023	50	8	for	for	ADP
lou-using-2023	50	9	comparing	compare	VERB
lou-using-2023	50	10	data	datum	NOUN
lou-using-2023	50	11	differences	difference	NOUN
lou-using-2023	50	12	.	.	PUNCT
lou-using-2023	51	1	here	here	ADV
lou-using-2023	51	2	is	be	AUX
lou-using-2023	51	3	the	the	DET
lou-using-2023	51	4	function	function	NOUN
lou-using-2023	51	5	to	to	PART
lou-using-2023	51	6	compare	compare	VERB
lou-using-2023	51	7	and	and	CCONJ
lou-using-2023	51	8	get	get	VERB
lou-using-2023	51	9	the	the	DET
lou-using-2023	51	10	similarity	similarity	NOUN
lou-using-2023	51	11	level	level	NOUN
lou-using-2023	51	12	from	from	ADP
lou-using-2023	51	13	two	two	NUM
lou-using-2023	51	14	sources	source	NOUN
lou-using-2023	51	15	:	:	PUNCT
lou-using-2023	51	16	from	from	ADP
lou-using-2023	51	17	difflib	difflib	PROPN
lou-using-2023	51	18	import	import	PROPN
lou-using-2023	51	19	sequencematcher	sequencematcher	ADV
lou-using-2023	51	20	def	def	VERB
lou-using-2023	51	21	get_close_matches_indexes(word	get_close_matches_indexes(word	PROPN
lou-using-2023	51	22	,	,	PUNCT
lou-using-2023	51	23	possibilities	possibility	NOUN
lou-using-2023	51	24	,	,	PUNCT
lou-using-2023	51	25	n=3	n=3	NOUN
lou-using-2023	51	26	,	,	PUNCT
lou-using-2023	51	27	cutoff=0.6	cutoff=0.6	NOUN
lou-using-2023	51	28	):	):	PUNCT
lou-using-2023	51	29	if	if	SCONJ
lou-using-2023	51	30	not	not	PART
lou-using-2023	51	31	n	n	X
lou-using-2023	51	32	&	&	CCONJ
lou-using-2023	51	33	gt	gt	PROPN
lou-using-2023	51	34	;	;	PUNCT
lou-using-2023	51	35	0	0	NUM
lou-using-2023	51	36	:	:	PUNCT
lou-using-2023	51	37	raise	raise	VERB
lou-using-2023	51	38	valueerror("n	valueerror("n	NOUN
lou-using-2023	51	39	must	must	AUX
lou-using-2023	51	40	be	be	AUX
lou-using-2023	51	41	&	&	CCONJ
lou-using-2023	51	42	gt	gt	PROPN
lou-using-2023	51	43	;	;	PUNCT
lou-using-2023	51	44	0	0	NUM
lou-using-2023	51	45	:	:	PUNCT
lou-using-2023	51	46	%	%	NOUN
lou-using-2023	51	47	r	r	NOUN
lou-using-2023	51	48	"	"	PUNCT
lou-using-2023	51	49	%	%	NOUN
lou-using-2023	51	50	(	(	PUNCT
lou-using-2023	51	51	n	n	X
lou-using-2023	51	52	,	,	PUNCT
lou-using-2023	51	53	)	)	PUNCT
lou-using-2023	51	54	)	)	PUNCT
lou-using-2023	51	55	if	if	SCONJ
lou-using-2023	51	56	not	not	PART
lou-using-2023	51	57	0.0	0.0	NUM
lou-using-2023	51	58	&	&	CCONJ
lou-using-2023	51	59	lt;=	lt;=	ADJ
lou-using-2023	51	60	cutoff	cutoff	NOUN
lou-using-2023	51	61	&	&	CCONJ
lou-using-2023	51	62	lt;=	lt;=	ADJ
lou-using-2023	51	63	1.0	1.0	NUM
lou-using-2023	51	64	:	:	PUNCT
lou-using-2023	51	65	raise	raise	VERB
lou-using-2023	51	66	valueerror("cutoff	valueerror("cutoff	PRON
lou-using-2023	51	67	must	must	AUX
lou-using-2023	51	68	be	be	AUX
lou-using-2023	51	69	in	in	ADP
lou-using-2023	51	70	[	[	PUNCT
lou-using-2023	51	71	0.0	0.0	NUM
lou-using-2023	51	72	,	,	PUNCT
lou-using-2023	51	73	1.0	1.0	NUM
lou-using-2023	51	74	]	]	X
lou-using-2023	51	75	:	:	PUNCT
lou-using-2023	51	76	%	%	NOUN
lou-using-2023	51	77	r	r	NOUN
lou-using-2023	51	78	"	"	PUNCT
lou-using-2023	51	79	%	%	NOUN
lou-using-2023	51	80	(	(	PUNCT
lou-using-2023	51	81	cutoff	cutoff	NOUN
lou-using-2023	51	82	,	,	PUNCT
lou-using-2023	51	83	)	)	PUNCT
lou-using-2023	51	84	)	)	PUNCT
lou-using-2023	51	85	result	result	VERB
lou-using-2023	51	86	=	=	PUNCT
lou-using-2023	52	1	[	[	X
lou-using-2023	52	2	]	]	X
lou-using-2023	52	3	s	s	X
lou-using-2023	52	4	=	=	X
lou-using-2023	52	5	sequencematcher	sequencematcher	ADV
lou-using-2023	52	6	(	(	PUNCT
lou-using-2023	52	7	)	)	PUNCT
lou-using-2023	52	8	s.set_seq2(word	s.set_seq2(word	PROPN
lou-using-2023	52	9	)	)	PUNCT
lou-using-2023	52	10	for	for	ADP
lou-using-2023	52	11	idx	idx	PROPN
lou-using-2023	52	12	,	,	PUNCT
lou-using-2023	52	13	x	x	PUNCT
lou-using-2023	52	14	in	in	ADP
lou-using-2023	52	15	enumerate(possibilities	enumerate(possibilitie	NOUN
lou-using-2023	52	16	):	):	PUNCT
lou-using-2023	52	17	s.set_seq1(x	s.set_seq1(x	PROPN
lou-using-2023	52	18	)	)	PUNCT
lou-using-2023	53	1	if	if	SCONJ
lou-using-2023	53	2	s.real_quick_ratio	s.real_quick_ratio	PROPN
lou-using-2023	53	3	(	(	PUNCT
lou-using-2023	53	4	)	)	PUNCT
lou-using-2023	53	5	&	&	CCONJ
lou-using-2023	53	6	gt;=	gt;=	PROPN
lou-using-2023	53	7	cutoff	cutoff	NOUN
lou-using-2023	53	8	and	and	CCONJ
lou-using-2023	53	9	\	\	PROPN
lou-using-2023	53	10	s.quick_ratio	s.quick_ratio	PROPN
lou-using-2023	53	11	(	(	PUNCT
lou-using-2023	53	12	)	)	PUNCT
lou-using-2023	53	13	&	&	CCONJ
lou-using-2023	53	14	gt;=	gt;=	PROPN
lou-using-2023	53	15	cutoff	cutoff	NOUN
lou-using-2023	53	16	and	and	CCONJ
lou-using-2023	53	17	\	\	PROPN
lou-using-2023	53	18	s.ratio	s.ratio	PROPN
lou-using-2023	53	19	(	(	PUNCT
lou-using-2023	53	20	)	)	PUNCT
lou-using-2023	53	21	&	&	CCONJ
lou-using-2023	53	22	gt;=	gt;=	PROPN
lou-using-2023	53	23	cutoff	cutoff	NOUN
lou-using-2023	53	24	:	:	PUNCT
lou-using-2023	53	25	result.append((s.ratio	result.append((s.ratio	ADV
lou-using-2023	53	26	(	(	PUNCT
lou-using-2023	53	27	)	)	PUNCT
lou-using-2023	53	28	,	,	PUNCT
lou-using-2023	53	29	idx	idx	PROPN
lou-using-2023	53	30	)	)	PUNCT
lou-using-2023	53	31	)	)	PUNCT
lou-using-2023	53	32	after	after	ADP
lou-using-2023	53	33	comparing	compare	VERB
lou-using-2023	53	34	the	the	DET
lou-using-2023	53	35	similarity	similarity	NOUN
lou-using-2023	53	36	of	of	ADP
lou-using-2023	53	37	the	the	DET
lou-using-2023	53	38	title	title	NOUN
lou-using-2023	53	39	and	and	CCONJ
lou-using-2023	53	40	author	author	NOUN
lou-using-2023	53	41	fields	field	NOUN
lou-using-2023	53	42	,	,	PUNCT
lou-using-2023	53	43	i	i	PRON
lou-using-2023	53	44	was	be	AUX
lou-using-2023	53	45	able	able	ADJ
lou-using-2023	53	46	to	to	PART
lou-using-2023	53	47	generate	generate	VERB
lou-using-2023	53	48	new	new	ADJ
lou-using-2023	53	49	spreadsheet	spreadsheet	NOUN
lou-using-2023	53	50	files	file	NOUN
lou-using-2023	53	51	for	for	ADP
lou-using-2023	53	52	all	all	PRON
lou-using-2023	53	53	of	of	ADP
lou-using-2023	53	54	the	the	DET
lou-using-2023	53	55	mismatched	mismatch	VERB
lou-using-2023	53	56	records	record	NOUN
lou-using-2023	53	57	.	.	PUNCT
lou-using-2023	54	1	each	each	DET
lou-using-2023	54	2	row	row	NOUN
lou-using-2023	54	3	in	in	ADP
lou-using-2023	54	4	the	the	DET
lou-using-2023	54	5	spreadsheet	spreadsheet	NOUN
lou-using-2023	54	6	contains	contain	VERB
lou-using-2023	54	7	a	a	DET
lou-using-2023	54	8	sierra	sierra	PROPN
lou-using-2023	54	9	record	record	NOUN
lou-using-2023	54	10	together	together	ADV
lou-using-2023	54	11	with	with	ADP
lou-using-2023	54	12	the	the	DET
lou-using-2023	54	13	most	most	ADV
lou-using-2023	54	14	similar	similar	ADJ
lou-using-2023	54	15	record	record	NOUN
lou-using-2023	54	16	from	from	ADP
lou-using-2023	54	17	the	the	DET
lou-using-2023	54	18	vendor	vendor	NOUN
lou-using-2023	54	19	side	side	NOUN
lou-using-2023	54	20	using	use	VERB
lou-using-2023	54	21	title	title	NOUN
lou-using-2023	54	22	and	and	CCONJ
lou-using-2023	54	23	author	author	NOUN
lou-using-2023	54	24	.	.	PUNCT
lou-using-2023	55	1	all	all	DET
lou-using-2023	55	2	rows	row	NOUN
lou-using-2023	55	3	are	be	AUX
lou-using-2023	55	4	sorted	sort	VERB
lou-using-2023	55	5	by	by	ADP
lou-using-2023	55	6	similarity	similarity	NOUN
lou-using-2023	55	7	level	level	NOUN
lou-using-2023	55	8	(	(	PUNCT
lou-using-2023	55	9	on	on	ADP
lou-using-2023	55	10	a	a	DET
lou-using-2023	55	11	scale	scale	NOUN
lou-using-2023	55	12	of	of	ADP
lou-using-2023	55	13	0	0	NUM
lou-using-2023	55	14	to	to	ADP
lou-using-2023	55	15	1	1	NUM
lou-using-2023	55	16	)	)	PUNCT
lou-using-2023	55	17	.	.	PUNCT
lou-using-2023	56	1	similarity	similarity	NOUN
lou-using-2023	56	2	level	level	NOUN
lou-using-2023	56	3	0	0	NUM
lou-using-2023	56	4	means	mean	VERB
lou-using-2023	56	5	the	the	DET
lou-using-2023	56	6	two	two	NUM
lou-using-2023	56	7	records	record	NOUN
lou-using-2023	56	8	in	in	ADP
lou-using-2023	56	9	the	the	DET
lou-using-2023	56	10	row	row	NOUN
lou-using-2023	56	11	are	be	AUX
lou-using-2023	56	12	very	very	ADV
lou-using-2023	56	13	different	different	ADJ
lou-using-2023	56	14	;	;	PUNCT
lou-using-2023	56	15	1	1	NUM
lou-using-2023	56	16	means	mean	VERB
lou-using-2023	56	17	they	they	PRON
lou-using-2023	56	18	are	be	AUX
lou-using-2023	56	19	highly	highly	ADV
lou-using-2023	56	20	identical	identical	ADJ
lou-using-2023	56	21	.	.	PUNCT
lou-using-2023	57	1	again	again	ADV
lou-using-2023	57	2	,	,	PUNCT
lou-using-2023	57	3	i	i	PRON
lou-using-2023	57	4	made	make	VERB
lou-using-2023	57	5	some	some	DET
lou-using-2023	57	6	charts	chart	NOUN
lou-using-2023	57	7	to	to	PART
lou-using-2023	57	8	see	see	VERB
lou-using-2023	57	9	how	how	SCONJ
lou-using-2023	57	10	much	much	ADJ
lou-using-2023	57	11	it	it	PRON
lou-using-2023	57	12	would	would	AUX
lou-using-2023	57	13	help	help	VERB
lou-using-2023	57	14	to	to	PART
lou-using-2023	57	15	scale	scale	VERB
lou-using-2023	57	16	down	down	ADP
lou-using-2023	57	17	the	the	DET
lou-using-2023	57	18	issue	issue	NOUN
lou-using-2023	57	19	further	far	ADV
lou-using-2023	57	20	.	.	PUNCT
lou-using-2023	58	1	figure	figure	PROPN
lou-using-2023	58	2	ii	ii	PROPN
lou-using-2023	58	3	.	.	PROPN
lou-using-2023	58	4	similarity	similarity	NOUN
lou-using-2023	58	5	of	of	ADP
lou-using-2023	58	6	title	title	NOUN
lou-using-2023	58	7	and	and	CCONJ
lou-using-2023	58	8	author	author	NOUN
lou-using-2023	58	9	for	for	ADP
lou-using-2023	58	10	mismatched	mismatch	VERB
lou-using-2023	58	11	axis	axis	NOUN
lou-using-2023	58	12	360	360	NUM
lou-using-2023	58	13	audio	audio	ADJ
lou-using-2023	58	14	records	record	NOUN
lou-using-2023	58	15	figure	figure	VERB
lou-using-2023	58	16	iii	iii	PROPN
lou-using-2023	58	17	.	.	PUNCT
lou-using-2023	58	18	similarity	similarity	NOUN
lou-using-2023	58	19	of	of	ADP
lou-using-2023	58	20	title	title	NOUN
lou-using-2023	58	21	and	and	CCONJ
lou-using-2023	58	22	author	author	NOUN
lou-using-2023	58	23	for	for	ADP
lou-using-2023	58	24	mismatched	mismatch	VERB
lou-using-2023	58	25	axis	axis	NOUN
lou-using-2023	58	26	360	360	NUM
lou-using-2023	58	27	ebook	ebook	NOUN
lou-using-2023	58	28	records	record	NOUN
lou-using-2023	58	29	figure	figure	VERB
lou-using-2023	58	30	iv	iv	PROPN
lou-using-2023	58	31	.	.	PROPN
lou-using-2023	58	32	similarity	similarity	NOUN
lou-using-2023	58	33	of	of	ADP
lou-using-2023	58	34	title	title	NOUN
lou-using-2023	58	35	and	and	CCONJ
lou-using-2023	58	36	author	author	NOUN
lou-using-2023	58	37	for	for	ADP
lou-using-2023	58	38	mismatched	mismatch	VERB
lou-using-2023	58	39	overdrive	overdrive	NOUN
lou-using-2023	58	40	audio	audio	ADJ
lou-using-2023	58	41	records	record	NOUN
lou-using-2023	58	42	figure	figure	NOUN
lou-using-2023	58	43	v.	v.	ADP
lou-using-2023	58	44	similarity	similarity	NOUN
lou-using-2023	58	45	of	of	ADP
lou-using-2023	58	46	title	title	NOUN
lou-using-2023	58	47	and	and	CCONJ
lou-using-2023	58	48	author	author	NOUN
lou-using-2023	58	49	for	for	ADP
lou-using-2023	58	50	mismatched	mismatch	VERB
lou-using-2023	58	51	overdrive	overdrive	NOUN
lou-using-2023	58	52	ebookrecords	ebookrecord	NOUN
lou-using-2023	58	53	as	as	SCONJ
lou-using-2023	58	54	shown	show	VERB
lou-using-2023	58	55	in	in	ADP
lou-using-2023	58	56	the	the	DET
lou-using-2023	58	57	charts	chart	NOUN
lou-using-2023	58	58	,	,	PUNCT
lou-using-2023	58	59	if	if	SCONJ
lou-using-2023	58	60	we	we	PRON
lou-using-2023	58	61	take	take	VERB
lou-using-2023	58	62	a	a	DET
lou-using-2023	58	63	similarity	similarity	NOUN
lou-using-2023	58	64	level	level	NOUN
lou-using-2023	58	65	of	of	ADP
lou-using-2023	58	66	0.7	0.7	NUM
lou-using-2023	58	67	as	as	ADP
lou-using-2023	58	68	a	a	DET
lou-using-2023	58	69	benchmark	benchmark	NOUN
lou-using-2023	58	70	,	,	PUNCT
lou-using-2023	58	71	roughly	roughly	ADV
lou-using-2023	58	72	two	two	NUM
lou-using-2023	58	73	-	-	PUNCT
lou-using-2023	58	74	thirds	third	NOUN
lou-using-2023	58	75	of	of	ADP
lou-using-2023	58	76	the	the	DET
lou-using-2023	58	77	mismatched	mismatch	VERB
lou-using-2023	58	78	records	record	NOUN
lou-using-2023	58	79	required	require	VERB
lou-using-2023	58	80	more	more	ADJ
lou-using-2023	58	81	cataloging	cataloging	ADJ
lou-using-2023	58	82	effort	effort	NOUN
lou-using-2023	58	83	.	.	PUNCT
lou-using-2023	59	1	with	with	ADP
lou-using-2023	59	2	the	the	DET
lou-using-2023	59	3	python	python	NOUN
lou-using-2023	59	4	scripts	script	NOUN
lou-using-2023	59	5	we	we	PRON
lou-using-2023	59	6	successfully	successfully	ADV
lou-using-2023	59	7	narrowed	narrow	VERB
lou-using-2023	59	8	down	down	ADP
lou-using-2023	59	9	a	a	DET
lou-using-2023	59	10	problem	problem	NOUN
lou-using-2023	59	11	of	of	ADP
lou-using-2023	59	12	30,843	30,843	NUM
lou-using-2023	59	13	records	record	NOUN
lou-using-2023	59	14	to	to	ADP
lou-using-2023	59	15	that	that	PRON
lou-using-2023	59	16	of	of	ADP
lou-using-2023	59	17	3,394	3,394	NUM
lou-using-2023	59	18	within	within	ADP
lou-using-2023	59	19	a	a	DET
lou-using-2023	59	20	few	few	ADJ
lou-using-2023	59	21	days	day	NOUN
lou-using-2023	59	22	.	.	PUNCT
lou-using-2023	60	1	only	only	ADV
lou-using-2023	60	2	the	the	DET
lou-using-2023	60	3	3,394	3,394	NUM
lou-using-2023	60	4	records	record	NOUN
lou-using-2023	60	5	require	require	VERB
lou-using-2023	60	6	further	further	ADJ
lou-using-2023	60	7	examination	examination	NOUN
lou-using-2023	60	8	by	by	ADP
lou-using-2023	60	9	our	our	PRON
lou-using-2023	60	10	cataloger	cataloger	NOUN
lou-using-2023	60	11	.	.	PUNCT
lou-using-2023	61	1	this	this	PRON
lou-using-2023	61	2	reduced	reduce	VERB
lou-using-2023	61	3	the	the	DET
lou-using-2023	61	4	cataloging	catalog	VERB
lou-using-2023	61	5	effort	effort	NOUN
lou-using-2023	61	6	eventually	eventually	ADV
lou-using-2023	61	7	needed	need	VERB
lou-using-2023	61	8	to	to	PART
lou-using-2023	61	9	fix	fix	VERB
lou-using-2023	61	10	record	record	ADJ
lou-using-2023	61	11	discrepancies	discrepancy	NOUN
lou-using-2023	61	12	.	.	PUNCT
lou-using-2023	62	1	figure	figure	NOUN
lou-using-2023	62	2	vi	vi	PROPN
lou-using-2023	62	3	.	.	PUNCT
lou-using-2023	62	4	comparing	compare	VERB
lou-using-2023	62	5	30,843	30,843	NUM
lou-using-2023	62	6	records	record	NOUN
lou-using-2023	62	7	from	from	ADP
lou-using-2023	62	8	sierra	sierra	PROPN
lou-using-2023	62	9	and	and	CCONJ
lou-using-2023	62	10	vendors	vendor	NOUN
lou-using-2023	62	11	(	(	PUNCT
lou-using-2023	62	12	overdrive	overdrive	VERB
lou-using-2023	62	13	and	and	CCONJ
lou-using-2023	62	14	axis360	axis360	PROPN
lou-using-2023	62	15	)	)	PUNCT
lou-using-2023	62	16	conclusion	conclusion	NOUN
lou-using-2023	62	17	it	it	PRON
lou-using-2023	62	18	has	have	AUX
lou-using-2023	62	19	become	become	VERB
lou-using-2023	62	20	an	an	DET
lou-using-2023	62	21	increasing	increase	VERB
lou-using-2023	62	22	challenge	challenge	NOUN
lou-using-2023	62	23	to	to	PART
lou-using-2023	62	24	keep	keep	VERB
lou-using-2023	62	25	the	the	DET
lou-using-2023	62	26	marc	marc	PROPN
lou-using-2023	62	27	records	record	NOUN
lou-using-2023	62	28	of	of	ADP
lou-using-2023	62	29	online	online	ADJ
lou-using-2023	62	30	resources	resource	NOUN
lou-using-2023	62	31	up	up	ADP
lou-using-2023	62	32	to	to	ADP
lou-using-2023	62	33	date	date	NOUN
lou-using-2023	62	34	between	between	ADP
lou-using-2023	62	35	the	the	DET
lou-using-2023	62	36	library	library	NOUN
lou-using-2023	62	37	’s	’s	PART
lou-using-2023	62	38	ils	il	NOUN
lou-using-2023	62	39	and	and	CCONJ
lou-using-2023	62	40	the	the	DET
lou-using-2023	62	41	vendors	vendor	NOUN
lou-using-2023	62	42	’	'	PUNCT
lou-using-2023	62	43	provided	provide	VERB
lou-using-2023	62	44	records	record	NOUN
lou-using-2023	62	45	due	due	ADP
lou-using-2023	62	46	to	to	ADP
lou-using-2023	62	47	the	the	DET
lou-using-2023	62	48	frequent	frequent	ADJ
lou-using-2023	62	49	changes	change	NOUN
lou-using-2023	62	50	taking	take	VERB
lou-using-2023	62	51	place	place	NOUN
lou-using-2023	62	52	.	.	PUNCT
lou-using-2023	63	1	the	the	DET
lou-using-2023	63	2	solution	solution	NOUN
lou-using-2023	63	3	described	describe	VERB
lou-using-2023	63	4	in	in	ADP
lou-using-2023	63	5	this	this	DET
lou-using-2023	63	6	article	article	NOUN
lou-using-2023	63	7	is	be	AUX
lou-using-2023	63	8	a	a	DET
lou-using-2023	63	9	good	good	ADJ
lou-using-2023	63	10	remedy	remedy	NOUN
lou-using-2023	63	11	to	to	PART
lou-using-2023	63	12	identify	identify	VERB
lou-using-2023	63	13	and	and	CCONJ
lou-using-2023	63	14	fix	fix	VERB
lou-using-2023	63	15	record	record	NOUN
lou-using-2023	63	16	discrepancies	discrepancy	NOUN
lou-using-2023	63	17	accumulated	accumulate	VERB
lou-using-2023	63	18	over	over	ADP
lou-using-2023	63	19	time	time	NOUN
lou-using-2023	63	20	.	.	PUNCT
lou-using-2023	64	1	i	i	PRON
lou-using-2023	64	2	highly	highly	ADV
lou-using-2023	64	3	recommend	recommend	VERB
lou-using-2023	64	4	libraries	library	NOUN
lou-using-2023	64	5	adopt	adopt	VERB
lou-using-2023	64	6	this	this	DET
lou-using-2023	64	7	method	method	NOUN
lou-using-2023	64	8	and	and	CCONJ
lou-using-2023	64	9	make	make	VERB
lou-using-2023	64	10	it	it	PRON
lou-using-2023	64	11	a	a	DET
lou-using-2023	64	12	routine	routine	ADJ
lou-using-2023	64	13	task	task	NOUN
lou-using-2023	64	14	to	to	PART
lou-using-2023	64	15	prevent	prevent	VERB
lou-using-2023	64	16	the	the	DET
lou-using-2023	64	17	issue	issue	NOUN
lou-using-2023	64	18	having	have	VERB
lou-using-2023	64	19	a	a	DET
lou-using-2023	64	20	snowball	snowball	NOUN
lou-using-2023	64	21	effect	effect	NOUN
lou-using-2023	64	22	.	.	PUNCT
lou-using-2023	65	1	it	it	PRON
lou-using-2023	65	2	is	be	AUX
lou-using-2023	65	3	better	well	ADJ
lou-using-2023	65	4	if	if	SCONJ
lou-using-2023	65	5	we	we	PRON
lou-using-2023	65	6	can	can	AUX
lou-using-2023	65	7	insert	insert	VERB
lou-using-2023	65	8	in	in	ADP
lou-using-2023	65	9	the	the	DET
lou-using-2023	65	10	vendor	vendor	NOUN
lou-using-2023	65	11	provided	provide	VERB
lou-using-2023	65	12	marc	marc	PROPN
lou-using-2023	65	13	records	record	VERB
lou-using-2023	65	14	a	a	DET
lou-using-2023	65	15	customized	customize	VERB
lou-using-2023	65	16	field	field	NOUN
lou-using-2023	65	17	to	to	PART
lou-using-2023	65	18	identify	identify	VERB
lou-using-2023	65	19	the	the	DET
lou-using-2023	65	20	valid	valid	ADJ
lou-using-2023	65	21	date	date	NOUN
lou-using-2023	65	22	range	range	NOUN
lou-using-2023	65	23	.	.	PUNCT
lou-using-2023	66	1	then	then	ADV
lou-using-2023	66	2	we	we	PRON
lou-using-2023	66	3	can	can	AUX
lou-using-2023	66	4	develop	develop	VERB
lou-using-2023	66	5	a	a	DET
lou-using-2023	66	6	script	script	NOUN
lou-using-2023	66	7	to	to	PART
lou-using-2023	66	8	automatically	automatically	ADV
lou-using-2023	66	9	renew	renew	VERB
lou-using-2023	66	10	or	or	CCONJ
lou-using-2023	66	11	modify	modify	VERB
lou-using-2023	66	12	the	the	DET
lou-using-2023	66	13	records	record	NOUN
lou-using-2023	66	14	that	that	PRON
lou-using-2023	66	15	are	be	AUX
lou-using-2023	66	16	close	close	ADJ
lou-using-2023	66	17	to	to	ADP
lou-using-2023	66	18	or	or	CCONJ
lou-using-2023	66	19	past	past	ADP
lou-using-2023	66	20	the	the	DET
lou-using-2023	66	21	due	due	ADJ
lou-using-2023	66	22	date	date	NOUN
lou-using-2023	66	23	by	by	ADP
lou-using-2023	66	24	retrieving	retrieve	VERB
lou-using-2023	66	25	them	they	PRON
lou-using-2023	66	26	from	from	ADP
lou-using-2023	66	27	the	the	DET
lou-using-2023	66	28	ils	il	NOUN
lou-using-2023	66	29	system	system	NOUN
lou-using-2023	66	30	via	via	ADP
lou-using-2023	66	31	record	record	NOUN
lou-using-2023	66	32	exporting	exporting	NOUN
lou-using-2023	66	33	or	or	CCONJ
lou-using-2023	66	34	via	via	ADP
lou-using-2023	66	35	api	api	NOUN
lou-using-2023	66	36	.	.	PUNCT
lou-using-2023	67	1	many	many	ADJ
lou-using-2023	67	2	vendors	vendor	NOUN
lou-using-2023	67	3	tend	tend	VERB
lou-using-2023	67	4	to	to	PART
lou-using-2023	67	5	not	not	PART
lou-using-2023	67	6	generate	generate	VERB
lou-using-2023	67	7	a	a	DET
lou-using-2023	67	8	404	404	NUM
lou-using-2023	67	9	error	error	NOUN
lou-using-2023	67	10	page	page	NOUN
lou-using-2023	67	11	when	when	SCONJ
lou-using-2023	67	12	a	a	DET
lou-using-2023	67	13	library	library	NOUN
lou-using-2023	67	14	loses	lose	VERB
lou-using-2023	67	15	access	access	NOUN
lou-using-2023	67	16	to	to	ADP
lou-using-2023	67	17	an	an	DET
lou-using-2023	67	18	online	online	ADJ
lou-using-2023	67	19	resource	resource	NOUN
lou-using-2023	67	20	like	like	ADP
lou-using-2023	67	21	an	an	DET
lou-using-2023	67	22	ebook	ebook	NOUN
lou-using-2023	67	23	,	,	PUNCT
lou-using-2023	67	24	so	so	SCONJ
lou-using-2023	67	25	the	the	DET
lou-using-2023	67	26	script	script	NOUN
lou-using-2023	67	27	will	will	AUX
lou-using-2023	67	28	need	need	VERB
lou-using-2023	67	29	to	to	PART
lou-using-2023	67	30	be	be	AUX
lou-using-2023	67	31	developed	develop	VERB
lou-using-2023	67	32	to	to	PART
lou-using-2023	67	33	be	be	AUX
lou-using-2023	67	34	versatile	versatile	ADJ
lou-using-2023	67	35	enough	enough	ADV
lou-using-2023	67	36	to	to	PART
lou-using-2023	67	37	detect	detect	VERB
lou-using-2023	67	38	those	those	DET
lou-using-2023	67	39	links	link	NOUN
lou-using-2023	67	40	that	that	PRON
lou-using-2023	67	41	stop	stop	VERB
lou-using-2023	67	42	working	work	VERB
lou-using-2023	67	43	properly	properly	ADV
lou-using-2023	67	44	.	.	PUNCT
lou-using-2023	68	1	on	on	ADP
lou-using-2023	68	2	the	the	DET
lou-using-2023	68	3	other	other	ADJ
lou-using-2023	68	4	hand	hand	NOUN
lou-using-2023	68	5	,	,	PUNCT
lou-using-2023	68	6	a	a	DET
lou-using-2023	68	7	huge	huge	ADJ
lou-using-2023	68	8	change	change	NOUN
lou-using-2023	68	9	has	have	AUX
lou-using-2023	68	10	been	be	AUX
lou-using-2023	68	11	taking	take	VERB
lou-using-2023	68	12	place	place	NOUN
lou-using-2023	68	13	in	in	ADP
lou-using-2023	68	14	recent	recent	ADJ
lou-using-2023	68	15	years	year	NOUN
lou-using-2023	68	16	as	as	SCONJ
lou-using-2023	68	17	the	the	DET
lou-using-2023	68	18	record	record	NOUN
lou-using-2023	68	19	system	system	NOUN
lou-using-2023	68	20	of	of	ADP
lou-using-2023	68	21	online	online	ADJ
lou-using-2023	68	22	resources	resource	NOUN
lou-using-2023	68	23	slowly	slowly	ADV
lou-using-2023	68	24	eases	ease	VERB
lou-using-2023	68	25	out	out	ADP
lou-using-2023	68	26	of	of	ADP
lou-using-2023	68	27	the	the	DET
lou-using-2023	68	28	library	library	NOUN
lou-using-2023	68	29	’s	’s	PART
lou-using-2023	68	30	ils	il	NOUN
lou-using-2023	68	31	.	.	PUNCT
lou-using-2023	69	1	for	for	ADP
lou-using-2023	69	2	example	example	NOUN
lou-using-2023	69	3	,	,	PUNCT
lou-using-2023	69	4	library	library	NOUN
lou-using-2023	69	5	online	online	ADJ
lou-using-2023	69	6	service	service	NOUN
lou-using-2023	69	7	provider	provider	NOUN
lou-using-2023	69	8	bibliocommons	bibliocommon	NOUN
lou-using-2023	69	9	has	have	AUX
lou-using-2023	69	10	implemented	implement	VERB
lou-using-2023	69	11	bibliocloudrecords	bibliocloudrecord	NOUN
lou-using-2023	69	12	which	which	PRON
lou-using-2023	69	13	allows	allow	VERB
lou-using-2023	69	14	libraries	library	NOUN
lou-using-2023	69	15	to	to	PART
lou-using-2023	69	16	add	add	VERB
lou-using-2023	69	17	certain	certain	ADJ
lou-using-2023	69	18	online	online	ADJ
lou-using-2023	69	19	resources	resource	NOUN
lou-using-2023	69	20	records	record	NOUN
lou-using-2023	69	21	via	via	ADP
lou-using-2023	69	22	api	api	NOUN
lou-using-2023	69	23	to	to	ADP
lou-using-2023	69	24	the	the	DET
lou-using-2023	69	25	library	library	NOUN
lou-using-2023	69	26	’s	’s	PART
lou-using-2023	69	27	catalog	catalog	NOUN
lou-using-2023	69	28	website	website	NOUN
lou-using-2023	69	29	without	without	ADP
lou-using-2023	69	30	needing	need	VERB
lou-using-2023	69	31	to	to	PART
lou-using-2023	69	32	add	add	VERB
lou-using-2023	69	33	the	the	DET
lou-using-2023	69	34	marc	marc	PROPN
lou-using-2023	69	35	records	record	NOUN
lou-using-2023	69	36	to	to	ADP
lou-using-2023	69	37	the	the	DET
lou-using-2023	69	38	ils	il	NOUN
lou-using-2023	69	39	.	.	PUNCT
lou-using-2023	70	1	while	while	SCONJ
lou-using-2023	70	2	this	this	PRON
lou-using-2023	70	3	improves	improve	VERB
lou-using-2023	70	4	the	the	DET
lou-using-2023	70	5	resource	resource	NOUN
lou-using-2023	70	6	access	access	NOUN
lou-using-2023	70	7	for	for	ADP
lou-using-2023	70	8	library	library	NOUN
lou-using-2023	70	9	customers	customer	NOUN
lou-using-2023	70	10	,	,	PUNCT
lou-using-2023	70	11	it	it	PRON
lou-using-2023	70	12	means	mean	VERB
lou-using-2023	70	13	patron	patron	NOUN
lou-using-2023	70	14	data	datum	NOUN
lou-using-2023	70	15	and	and	CCONJ
lou-using-2023	70	16	usage	usage	NOUN
lou-using-2023	70	17	statistics	statistic	NOUN
lou-using-2023	70	18	have	have	AUX
lou-using-2023	70	19	inevitably	inevitably	ADV
lou-using-2023	70	20	shifted	shift	VERB
lou-using-2023	70	21	from	from	ADP
lou-using-2023	70	22	libraries	library	NOUN
lou-using-2023	70	23	to	to	ADP
lou-using-2023	70	24	the	the	DET
lou-using-2023	70	25	vendors	vendor	NOUN
lou-using-2023	70	26	.	.	PUNCT
lou-using-2023	71	1	online	online	ADJ
lou-using-2023	71	2	resources	resource	NOUN
lou-using-2023	71	3	have	have	AUX
lou-using-2023	71	4	had	have	VERB
lou-using-2023	71	5	a	a	DET
lou-using-2023	71	6	stronger	strong	ADJ
lou-using-2023	71	7	presence	presence	NOUN
lou-using-2023	71	8	in	in	ADP
lou-using-2023	71	9	the	the	DET
lou-using-2023	71	10	library	library	NOUN
lou-using-2023	71	11	’s	’s	PART
lou-using-2023	71	12	collection	collection	NOUN
lou-using-2023	71	13	since	since	SCONJ
lou-using-2023	71	14	the	the	DET
lou-using-2023	71	15	pandemic	pandemic	NOUN
lou-using-2023	71	16	and	and	CCONJ
lou-using-2023	71	17	will	will	AUX
lou-using-2023	71	18	become	become	VERB
lou-using-2023	71	19	more	more	ADV
lou-using-2023	71	20	and	and	CCONJ
lou-using-2023	71	21	more	more	ADV
lou-using-2023	71	22	influential	influential	ADJ
lou-using-2023	71	23	in	in	ADP
lou-using-2023	71	24	the	the	DET
lou-using-2023	71	25	foreseeable	foreseeable	ADJ
lou-using-2023	71	26	future	future	NOUN
lou-using-2023	71	27	.	.	PUNCT
lou-using-2023	72	1	it	it	PRON
lou-using-2023	72	2	is	be	AUX
lou-using-2023	72	3	a	a	DET
lou-using-2023	72	4	good	good	ADJ
lou-using-2023	72	5	question	question	NOUN
lou-using-2023	72	6	to	to	PART
lou-using-2023	72	7	ask	ask	VERB
lou-using-2023	72	8	now	now	ADV
lou-using-2023	72	9	how	how	SCONJ
lou-using-2023	72	10	libraries	library	NOUN
lou-using-2023	72	11	could	could	AUX
lou-using-2023	72	12	better	well	ADV
lou-using-2023	72	13	position	position	VERB
lou-using-2023	72	14	ourselves	ourselves	PRON
lou-using-2023	72	15	in	in	ADP
lou-using-2023	72	16	this	this	DET
lou-using-2023	72	17	new	new	ADJ
lou-using-2023	72	18	online	online	ADJ
lou-using-2023	72	19	resources	resource	NOUN
lou-using-2023	72	20	landscape	landscape	NOUN
lou-using-2023	72	21	.	.	PUNCT
lou-using-2023	73	1	references	reference	NOUN
lou-using-2023	73	2	[	[	X
lou-using-2023	73	3	1	1	NUM
lou-using-2023	73	4	]	]	PUNCT
lou-using-2023	73	5	pandas	panda	NOUN
lou-using-2023	73	6	.	.	PUNCT
lou-using-2023	74	1	2018	2018	NUM
lou-using-2023	74	2	.	.	PUNCT
lou-using-2023	75	1	python	python	PROPN
lou-using-2023	75	2	data	datum	NOUN
lou-using-2023	75	3	analysis	analysis	NOUN
lou-using-2023	75	4	library	library	NOUN
lou-using-2023	75	5	—	—	PUNCT
lou-using-2023	75	6	pandas	panda	NOUN
lou-using-2023	75	7	:	:	PUNCT
lou-using-2023	75	8	python	python	PROPN
lou-using-2023	75	9	data	datum	NOUN
lou-using-2023	75	10	analysis	analysis	NOUN
lou-using-2023	75	11	library	library	NOUN
lou-using-2023	75	12	.	.	PUNCT
lou-using-2023	76	1	pydataorg	pydataorg	PROPN
lou-using-2023	76	2	.	.	PUNCT
lou-using-2023	77	1	https://pandas.pydata.org/.	https://pandas.pydata.org/.	NOUN
lou-using-2023	78	1	[	[	X
lou-using-2023	78	2	2	2	X
lou-using-2023	78	3	]	]	PUNCT
lou-using-2023	78	4	google	google	PROPN
lou-using-2023	78	5	colaboratory	colaboratory	PROPN
lou-using-2023	78	6	.	.	PUNCT
lou-using-2023	79	1	2019	2019	NUM
lou-using-2023	79	2	.	.	PUNCT
lou-using-2023	80	1	googlecom	googlecom	PROPN
lou-using-2023	80	2	.	.	PUNCT
lou-using-2023	81	1	https://colab.research.google.com/	https://colab.research.google.com/	NOUN
lou-using-2023	81	2	about	about	ADP
lou-using-2023	81	3	the	the	DET
lou-using-2023	81	4	author	author	NOUN
lou-using-2023	81	5	dan	dan	PROPN
lou-using-2023	81	6	lou	lou	PROPN
lou-using-2023	81	7	is	be	AUX
lou-using-2023	81	8	a	a	DET
lou-using-2023	81	9	senior	senior	ADJ
lou-using-2023	81	10	librarian	librarian	NOUN
lou-using-2023	81	11	at	at	ADP
lou-using-2023	81	12	palo	palo	PROPN
lou-using-2023	81	13	alto	alto	PROPN
lou-using-2023	81	14	city	city	PROPN
lou-using-2023	81	15	library	library	PROPN
lou-using-2023	81	16	,	,	PUNCT
lou-using-2023	81	17	where	where	SCONJ
lou-using-2023	81	18	she	she	PRON
lou-using-2023	81	19	works	work	VERB
lou-using-2023	81	20	on	on	ADP
lou-using-2023	81	21	web	web	NOUN
lou-using-2023	81	22	content	content	NOUN
lou-using-2023	81	23	management	management	NOUN
lou-using-2023	81	24	and	and	CCONJ
lou-using-2023	81	25	develops	develop	VERB
lou-using-2023	81	26	pioneering	pioneering	ADJ
lou-using-2023	81	27	projects	project	NOUN
lou-using-2023	81	28	on	on	ADP
lou-using-2023	81	29	robotics	robotic	NOUN
lou-using-2023	81	30	,	,	PUNCT
lou-using-2023	81	31	coding	code	VERB
lou-using-2023	81	32	,	,	PUNCT
lou-using-2023	81	33	ar	ar	PROPN
lou-using-2023	81	34	and	and	CCONJ
lou-using-2023	81	35	distributed	distribute	VERB
lou-using-2023	81	36	web	web	NOUN
lou-using-2023	81	37	.	.	PUNCT
lou-using-2023	82	1	her	her	PRON
lou-using-2023	82	2	particular	particular	ADJ
lou-using-2023	82	3	interests	interest	NOUN
lou-using-2023	82	4	include	include	VERB
lou-using-2023	82	5	python	python	PROPN
lou-using-2023	82	6	,	,	PUNCT
lou-using-2023	82	7	machine	machine	NOUN
lou-using-2023	82	8	learning	learning	NOUN
lou-using-2023	82	9	and	and	CCONJ
lou-using-2023	82	10	data	data	NOUN
lou-using-2023	82	11	analytics	analytic	NOUN
lou-using-2023	82	12	.	.	PUNCT
lou-using-2023	83	1	previously	previously	ADV
lou-using-2023	83	2	,	,	PUNCT
lou-using-2023	83	3	she	she	PRON
lou-using-2023	83	4	worked	work	VERB
lou-using-2023	83	5	as	as	ADP
lou-using-2023	83	6	a	a	DET
lou-using-2023	83	7	technical	technical	ADJ
lou-using-2023	83	8	project	project	NOUN
lou-using-2023	83	9	manager	manager	NOUN
lou-using-2023	83	10	at	at	ADP
lou-using-2023	83	11	wolfram	wolfram	NOUN
lou-using-2023	83	12	alpha	alpha	NOUN
lou-using-2023	83	13	,	,	PUNCT
lou-using-2023	83	14	a	a	DET
lou-using-2023	83	15	knowledge	knowledge	NOUN
lou-using-2023	83	16	base	base	NOUN
lou-using-2023	83	17	queried	query	VERB
lou-using-2023	83	18	by	by	ADP
lou-using-2023	83	19	apple	apple	NOUN
lou-using-2023	83	20	siri	siri	NOUN
lou-using-2023	83	21	and	and	CCONJ
lou-using-2023	83	22	amazon	amazon	PROPN
lou-using-2023	83	23	alexa	alexa	NOUN
lou-using-2023	83	24	.	.	PUNCT
lou-using-2023	84	1	before	before	ADP
lou-using-2023	84	2	that	that	PRON
lou-using-2023	84	3	,	,	PUNCT
lou-using-2023	84	4	she	she	PRON
lou-using-2023	84	5	was	be	AUX
lou-using-2023	84	6	a	a	DET
lou-using-2023	84	7	systems	system	NOUN
lou-using-2023	84	8	librarian	librarian	NOUN
lou-using-2023	84	9	at	at	ADP
lou-using-2023	84	10	innovative	innovative	ADJ
lou-using-2023	84	11	interfaces	interface	NOUN
lou-using-2023	84	12	.	.	PUNCT
lou-using-2023	85	1	author	author	NOUN
lou-using-2023	85	2	email	email	NOUN
lou-using-2023	85	3	:	:	PUNCT
lou-using-2023	85	4	loudan980@gmail.com	loudan980@gmail.com	X
lou-using-2023	85	5	subscribe	subscribe	VERB
lou-using-2023	85	6	to	to	ADP
lou-using-2023	85	7	comments	comment	NOUN
lou-using-2023	85	8	:	:	PUNCT
lou-using-2023	85	9	for	for	ADP
lou-using-2023	85	10	this	this	DET
lou-using-2023	85	11	article	article	NOUN
lou-using-2023	85	12	|	|	ADP
lou-using-2023	85	13	for	for	SCONJ
lou-using-2023	85	14	all	all	DET
lou-using-2023	85	15	articles	article	NOUN
lou-using-2023	85	16	leave	leave	VERB
lou-using-2023	85	17	a	a	DET
lou-using-2023	85	18	reply	reply	NOUN
lou-using-2023	85	19	name	name	NOUN
lou-using-2023	85	20	(	(	PUNCT
lou-using-2023	85	21	required	require	VERB
lou-using-2023	85	22	)	)	PUNCT
lou-using-2023	85	23	mail	mail	NOUN
lou-using-2023	85	24	(	(	PUNCT
lou-using-2023	85	25	will	will	AUX
lou-using-2023	85	26	not	not	PART
lou-using-2023	85	27	be	be	AUX
lou-using-2023	85	28	published	publish	VERB
lou-using-2023	85	29	)	)	PUNCT
lou-using-2023	85	30	(	(	PUNCT
lou-using-2023	85	31	required	require	VERB
lou-using-2023	85	32	)	)	PUNCT
lou-using-2023	85	33	website	website	NOUN
lou-using-2023	85	34	δ	δ	PROPN
lou-using-2023	85	35	issn	issn	PROPN
lou-using-2023	85	36	1940	1940	NUM
lou-using-2023	85	37	-	-	SYM
lou-using-2023	85	38	5758	5758	NUM
lou-using-2023	85	39	current	current	ADJ
lou-using-2023	85	40	issue	issue	NOUN
lou-using-2023	85	41	issue	issue	NOUN
lou-using-2023	85	42	55	55	NUM
lou-using-2023	85	43	,	,	PUNCT
lou-using-2023	85	44	2023	2023	NUM
lou-using-2023	85	45	-	-	SYM
lou-using-2023	85	46	1	1	NUM
lou-using-2023	85	47	-	-	SYM
lou-using-2023	85	48	20	20	NUM
lou-using-2023	85	49	previous	previous	ADJ
lou-using-2023	85	50	issues	issue	NOUN
lou-using-2023	85	51	issue	issue	VERB
lou-using-2023	85	52	54	54	NUM
lou-using-2023	85	53	,	,	PUNCT
lou-using-2023	85	54	2022	2022	NUM
lou-using-2023	85	55	-	-	SYM
lou-using-2023	85	56	08	08	NUM
lou-using-2023	85	57	-	-	SYM
lou-using-2023	85	58	29	29	NUM
lou-using-2023	85	59	issue	issue	NOUN
lou-using-2023	85	60	53	53	NUM
lou-using-2023	85	61	,	,	PUNCT
lou-using-2023	85	62	2022	2022	NUM
lou-using-2023	85	63	-	-	SYM
lou-using-2023	85	64	05	05	NUM
lou-using-2023	85	65	-	-	SYM
lou-using-2023	85	66	09	09	NUM
lou-using-2023	85	67	issue	issue	NOUN
lou-using-2023	85	68	52	52	NUM
lou-using-2023	85	69	,	,	PUNCT
lou-using-2023	85	70	2021	2021	NUM
lou-using-2023	85	71	-	-	SYM
lou-using-2023	85	72	09	09	NUM
lou-using-2023	85	73	-	-	PUNCT
lou-using-2023	85	74	22	22	NUM
lou-using-2023	85	75	issue	issue	NOUN
lou-using-2023	85	76	51	51	NUM
lou-using-2023	85	77	,	,	PUNCT
lou-using-2023	85	78	2021	2021	NUM
lou-using-2023	85	79	-	-	SYM
lou-using-2023	85	80	06	06	NUM
lou-using-2023	85	81	-	-	SYM
lou-using-2023	85	82	14	14	NUM
lou-using-2023	85	83	older	old	ADJ
lou-using-2023	85	84	issues	issue	NOUN
lou-using-2023	85	85	for	for	SCONJ
lou-using-2023	85	86	authors	author	NOUN
lou-using-2023	85	87	call	call	VERB
lou-using-2023	85	88	for	for	SCONJ
lou-using-2023	85	89	submissions	submission	NOUN
lou-using-2023	85	90	article	article	NOUN
lou-using-2023	85	91	guidelines	guideline	NOUN
lou-using-2023	85	92	log	log	VERB
lou-using-2023	85	93	in	in	ADP
lou-using-2023	85	94	this	this	DET
lou-using-2023	85	95	work	work	NOUN
lou-using-2023	85	96	is	be	AUX
lou-using-2023	85	97	licensed	license	VERB
lou-using-2023	85	98	under	under	ADP
lou-using-2023	85	99	a	a	DET
lou-using-2023	85	100	creative	creative	ADJ
lou-using-2023	85	101	commons	common	NOUN
lou-using-2023	85	102	attribution	attribution	NOUN
lou-using-2023	85	103	3.0	3.0	NUM
lou-using-2023	85	104	united	united	PROPN
lou-using-2023	85	105	states	states	PROPN
lou-using-2023	85	106	license	license	PROPN
lou-using-2023	85	107	.	.	PUNCT