id	sid	tid	token	lemma	pos
ajird-1496	1	1	american	american	PROPN
ajird-1496	1	2	journal	journal	PROPN
ajird-1496	1	3	of	of	ADP
ajird-1496	1	4	interdisciplinary	interdisciplinary	ADJ
ajird-1496	1	5	research	research	NOUN
ajird-1496	1	6	and	and	CCONJ
ajird-1496	1	7	development	development	NOUN
ajird-1496	1	8	issn	issn	PROPN
ajird-1496	1	9	online	online	NOUN
ajird-1496	1	10	:	:	PUNCT
ajird-1496	1	11	2771	2771	NUM
ajird-1496	1	12	-	-	SYM
ajird-1496	1	13	8948	8948	NUM
ajird-1496	1	14	website	website	NOUN
ajird-1496	1	15	:	:	PUNCT
ajird-1496	1	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1496	1	17	volume	volume	NOUN
ajird-1496	1	18	38	38	NUM
ajird-1496	1	19	,	,	PUNCT
ajird-1496	1	20	march	march	PROPN
ajird-1496	1	21	2025	2025	NUM
ajird-1496	1	22	51	51	NUM
ajird-1496	2	1	|	|	ADV
ajird-1496	2	2	p	p	NOUN
ajird-1496	2	3	a	a	DET
ajird-1496	2	4	g	g	NOUN
ajird-1496	2	5	e	e	NOUN
ajird-1496	2	6	the	the	DET
ajird-1496	2	7	importance	importance	NOUN
ajird-1496	2	8	of	of	ADP
ajird-1496	2	9	data	datum	NOUN
ajird-1496	2	10	cleaning	cleaning	NOUN
ajird-1496	2	11	methods	method	NOUN
ajird-1496	2	12	for	for	ADP
ajird-1496	2	13	3d	3d	NUM
ajird-1496	2	14	visualization	visualization	NOUN
ajird-1496	2	15	of	of	ADP
ajird-1496	2	16	network	network	NOUN
ajird-1496	2	17	databases	database	NOUN
ajird-1496	2	18	norqulova	norqulova	PROPN
ajird-1496	2	19	ziyoda	ziyoda	PROPN
ajird-1496	2	20	nabi	nabi	PROPN
ajird-1496	2	21	qizi	qizi	PROPN
ajird-1496	2	22	assistant	assistant	PROPN
ajird-1496	2	23	teacher	teacher	NOUN
ajird-1496	2	24	of	of	ADP
ajird-1496	2	25	tseu	tseu	NOUN
ajird-1496	2	26	,	,	PUNCT
ajird-1496	2	27	ziyodanorqulova@mail.ru	ziyodanorqulova@mail.ru	X
ajird-1496	2	28	abstract	abstract	VERB
ajird-1496	2	29	the	the	DET
ajird-1496	2	30	complex	complex	ADJ
ajird-1496	2	31	structure	structure	NOUN
ajird-1496	2	32	and	and	CCONJ
ajird-1496	2	33	large	large	ADJ
ajird-1496	2	34	size	size	NOUN
ajird-1496	2	35	of	of	ADP
ajird-1496	2	36	network	network	NOUN
ajird-1496	2	37	databases	database	NOUN
ajird-1496	2	38	make	make	VERB
ajird-1496	2	39	it	it	PRON
ajird-1496	2	40	difficult	difficult	ADJ
ajird-1496	2	41	to	to	PART
ajird-1496	2	42	effectively	effectively	ADV
ajird-1496	2	43	visualize	visualize	VERB
ajird-1496	2	44	them	they	PRON
ajird-1496	2	45	.	.	PUNCT
ajird-1496	3	1	this	this	DET
ajird-1496	3	2	article	article	NOUN
ajird-1496	3	3	highlights	highlight	VERB
ajird-1496	3	4	the	the	DET
ajird-1496	3	5	importance	importance	NOUN
ajird-1496	3	6	of	of	ADP
ajird-1496	3	7	data	datum	NOUN
ajird-1496	3	8	cleaning	cleaning	NOUN
ajird-1496	3	9	methods	method	NOUN
ajird-1496	3	10	in	in	ADP
ajird-1496	3	11	the	the	DET
ajird-1496	3	12	process	process	NOUN
ajird-1496	3	13	of	of	ADP
ajird-1496	3	14	depicting	depict	VERB
ajird-1496	3	15	network	network	NOUN
ajird-1496	3	16	data	datum	NOUN
ajird-1496	3	17	in	in	ADP
ajird-1496	3	18	3d	3d	PROPN
ajird-1496	3	19	format	format	NOUN
ajird-1496	3	20	.	.	PUNCT
ajird-1496	4	1	the	the	DET
ajird-1496	4	2	article	article	NOUN
ajird-1496	4	3	considers	consider	VERB
ajird-1496	4	4	the	the	DET
ajird-1496	4	5	stages	stage	NOUN
ajird-1496	4	6	of	of	ADP
ajird-1496	4	7	identifying	identify	VERB
ajird-1496	4	8	incorrect	incorrect	ADJ
ajird-1496	4	9	,	,	PUNCT
ajird-1496	4	10	duplicate	duplicate	ADJ
ajird-1496	4	11	and	and	CCONJ
ajird-1496	4	12	unnecessary	unnecessary	ADJ
ajird-1496	4	13	data	datum	NOUN
ajird-1496	4	14	,	,	PUNCT
ajird-1496	4	15	their	their	PRON
ajird-1496	4	16	correction	correction	NOUN
ajird-1496	4	17	and	and	CCONJ
ajird-1496	4	18	standardization	standardization	NOUN
ajird-1496	4	19	.	.	PUNCT
ajird-1496	5	1	using	use	VERB
ajird-1496	5	2	cleaned	clean	VERB
ajird-1496	5	3	and	and	CCONJ
ajird-1496	5	4	accurate	accurate	ADJ
ajird-1496	5	5	data	datum	NOUN
ajird-1496	5	6	,	,	PUNCT
ajird-1496	5	7	it	it	PRON
ajird-1496	5	8	is	be	AUX
ajird-1496	5	9	shown	show	VERB
ajird-1496	5	10	how	how	SCONJ
ajird-1496	5	11	to	to	PART
ajird-1496	5	12	improve	improve	VERB
ajird-1496	5	13	the	the	DET
ajird-1496	5	14	quality	quality	NOUN
ajird-1496	5	15	of	of	ADP
ajird-1496	5	16	the	the	DET
ajird-1496	5	17	visualization	visualization	NOUN
ajird-1496	5	18	process	process	NOUN
ajird-1496	5	19	and	and	CCONJ
ajird-1496	5	20	effectively	effectively	ADV
ajird-1496	5	21	analyze	analyze	VERB
ajird-1496	5	22	it	it	PRON
ajird-1496	5	23	through	through	ADP
ajird-1496	5	24	a	a	DET
ajird-1496	5	25	graphical	graphical	ADJ
ajird-1496	5	26	model	model	NOUN
ajird-1496	5	27	of	of	ADP
ajird-1496	5	28	the	the	DET
ajird-1496	5	29	network	network	NOUN
ajird-1496	5	30	.	.	PUNCT
ajird-1496	6	1	this	this	DET
ajird-1496	6	2	article	article	NOUN
ajird-1496	6	3	presents	present	VERB
ajird-1496	6	4	new	new	ADJ
ajird-1496	6	5	approaches	approach	NOUN
ajird-1496	6	6	to	to	ADP
ajird-1496	6	7	3d	3d	NUM
ajird-1496	6	8	visualization	visualization	NOUN
ajird-1496	6	9	and	and	CCONJ
ajird-1496	6	10	data	datum	NOUN
ajird-1496	6	11	management	management	NOUN
ajird-1496	6	12	from	from	ADP
ajird-1496	6	13	a	a	DET
ajird-1496	6	14	scientific	scientific	ADJ
ajird-1496	6	15	and	and	CCONJ
ajird-1496	6	16	practical	practical	ADJ
ajird-1496	6	17	perspective	perspective	NOUN
ajird-1496	6	18	.	.	PUNCT
ajird-1496	7	1	keywords	keyword	NOUN
ajird-1496	7	2	:	:	PUNCT
ajird-1496	7	3	data	datum	NOUN
ajird-1496	7	4	cleaning	cleaning	NOUN
ajird-1496	7	5	,	,	PUNCT
ajird-1496	7	6	3d	3d	NUM
ajird-1496	7	7	visualization	visualization	NOUN
ajird-1496	7	8	,	,	PUNCT
ajird-1496	7	9	network	network	NOUN
ajird-1496	7	10	database	database	NOUN
ajird-1496	7	11	,	,	PUNCT
ajird-1496	7	12	data	datum	NOUN
ajird-1496	7	13	quality	quality	NOUN
ajird-1496	7	14	,	,	PUNCT
ajird-1496	7	15	big	big	ADJ
ajird-1496	7	16	data	datum	NOUN
ajird-1496	7	17	processing	processing	NOUN
ajird-1496	7	18	,	,	PUNCT
ajird-1496	7	19	data	datum	NOUN
ajird-1496	7	20	preprocessing	preprocessing	NOUN
ajird-1496	7	21	,	,	PUNCT
ajird-1496	7	22	data	datum	NOUN
ajird-1496	7	23	imputation	imputation	NOUN
ajird-1496	7	24	.	.	PUNCT
ajird-1496	8	1	introduction	introduction	NOUN
ajird-1496	8	2	modern	modern	ADJ
ajird-1496	8	3	networks	network	NOUN
ajird-1496	8	4	and	and	CCONJ
ajird-1496	8	5	large	large	ADJ
ajird-1496	8	6	-	-	PUNCT
ajird-1496	8	7	scale	scale	NOUN
ajird-1496	8	8	databases	database	NOUN
ajird-1496	8	9	(	(	PUNCT
ajird-1496	8	10	big	big	ADJ
ajird-1496	8	11	data	datum	NOUN
ajird-1496	8	12	)	)	PUNCT
ajird-1496	8	13	are	be	AUX
ajird-1496	8	14	widely	widely	ADV
ajird-1496	8	15	used	use	VERB
ajird-1496	8	16	in	in	ADP
ajird-1496	8	17	various	various	ADJ
ajird-1496	8	18	fields	field	NOUN
ajird-1496	8	19	.	.	PUNCT
ajird-1496	9	1	however	however	ADV
ajird-1496	9	2	,	,	PUNCT
ajird-1496	9	3	their	their	PRON
ajird-1496	9	4	complexity	complexity	NOUN
ajird-1496	9	5	and	and	CCONJ
ajird-1496	9	6	uncertainty	uncertainty	NOUN
ajird-1496	9	7	make	make	VERB
ajird-1496	9	8	data	datum	NOUN
ajird-1496	9	9	analysis	analysis	NOUN
ajird-1496	9	10	and	and	CCONJ
ajird-1496	9	11	visualization	visualization	NOUN
ajird-1496	9	12	processes	process	NOUN
ajird-1496	9	13	difficult	difficult	ADJ
ajird-1496	9	14	.	.	PUNCT
ajird-1496	10	1	data	datum	NOUN
ajird-1496	10	2	cleaning	cleaning	NOUN
ajird-1496	10	3	is	be	AUX
ajird-1496	10	4	an	an	DET
ajird-1496	10	5	important	important	ADJ
ajird-1496	10	6	step	step	NOUN
ajird-1496	10	7	to	to	PART
ajird-1496	10	8	ensure	ensure	VERB
ajird-1496	10	9	the	the	DET
ajird-1496	10	10	reliability	reliability	NOUN
ajird-1496	10	11	of	of	ADP
ajird-1496	10	12	data	datum	NOUN
ajird-1496	10	13	and	and	CCONJ
ajird-1496	10	14	facilitate	facilitate	VERB
ajird-1496	10	15	the	the	DET
ajird-1496	10	16	process	process	NOUN
ajird-1496	10	17	of	of	ADP
ajird-1496	10	18	their	their	PRON
ajird-1496	10	19	analysis	analysis	NOUN
ajird-1496	10	20	.	.	PUNCT
ajird-1496	11	1	especially	especially	ADV
ajird-1496	11	2	when	when	SCONJ
ajird-1496	11	3	visualizing	visualize	VERB
ajird-1496	11	4	databases	database	NOUN
ajird-1496	11	5	in	in	ADP
ajird-1496	11	6	the	the	DET
ajird-1496	11	7	network	network	NOUN
ajird-1496	11	8	in	in	ADP
ajird-1496	11	9	3d	3d	PROPN
ajird-1496	11	10	format	format	NOUN
ajird-1496	11	11	,	,	PUNCT
ajird-1496	11	12	the	the	DET
ajird-1496	11	13	accuracy	accuracy	NOUN
ajird-1496	11	14	of	of	ADP
ajird-1496	11	15	data	datum	NOUN
ajird-1496	11	16	is	be	AUX
ajird-1496	11	17	crucial	crucial	ADJ
ajird-1496	11	18	for	for	ADP
ajird-1496	11	19	creating	create	VERB
ajird-1496	11	20	visual	visual	ADJ
ajird-1496	11	21	models	model	NOUN
ajird-1496	11	22	.	.	PUNCT
ajird-1496	12	1	this	this	DET
ajird-1496	12	2	article	article	NOUN
ajird-1496	12	3	examines	examine	VERB
ajird-1496	12	4	the	the	DET
ajird-1496	12	5	technical	technical	ADJ
ajird-1496	12	6	aspects	aspect	NOUN
ajird-1496	12	7	of	of	ADP
ajird-1496	12	8	the	the	DET
ajird-1496	12	9	data	datum	NOUN
ajird-1496	12	10	cleaning	cleaning	NOUN
ajird-1496	12	11	process	process	NOUN
ajird-1496	12	12	for	for	ADP
ajird-1496	12	13	network	network	NOUN
ajird-1496	12	14	data	datum	NOUN
ajird-1496	12	15	,	,	PUNCT
ajird-1496	12	16	methods	method	NOUN
ajird-1496	12	17	for	for	ADP
ajird-1496	12	18	correcting	correct	VERB
ajird-1496	12	19	incorrect	incorrect	ADJ
ajird-1496	12	20	and	and	CCONJ
ajird-1496	12	21	missing	miss	VERB
ajird-1496	12	22	data	datum	NOUN
ajird-1496	12	23	,	,	PUNCT
ajird-1496	12	24	as	as	ADV
ajird-1496	12	25	well	well	ADV
ajird-1496	12	26	as	as	ADP
ajird-1496	12	27	the	the	DET
ajird-1496	12	28	advantages	advantage	NOUN
ajird-1496	12	29	of	of	ADP
ajird-1496	12	30	data	datum	NOUN
ajird-1496	12	31	prepared	prepare	VERB
ajird-1496	12	32	for	for	ADP
ajird-1496	12	33	3d	3d	NUM
ajird-1496	12	34	visualization	visualization	NOUN
ajird-1496	12	35	.	.	PUNCT
ajird-1496	13	1	it	it	PRON
ajird-1496	13	2	also	also	ADV
ajird-1496	13	3	examines	examine	VERB
ajird-1496	13	4	the	the	DET
ajird-1496	13	5	theoretical	theoretical	ADJ
ajird-1496	13	6	significance	significance	NOUN
ajird-1496	13	7	and	and	CCONJ
ajird-1496	13	8	practical	practical	ADJ
ajird-1496	13	9	approaches	approach	NOUN
ajird-1496	13	10	of	of	ADP
ajird-1496	13	11	this	this	DET
ajird-1496	13	12	process	process	NOUN
ajird-1496	13	13	,	,	PUNCT
ajird-1496	13	14	and	and	CCONJ
ajird-1496	13	15	analyzes	analyze	VERB
ajird-1496	13	16	the	the	DET
ajird-1496	13	17	impact	impact	NOUN
ajird-1496	13	18	of	of	ADP
ajird-1496	13	19	the	the	DET
ajird-1496	13	20	results	result	NOUN
ajird-1496	13	21	on	on	ADP
ajird-1496	13	22	visualization	visualization	NOUN
ajird-1496	13	23	.	.	PUNCT
ajird-1496	14	1	this	this	DET
ajird-1496	14	2	approach	approach	NOUN
ajird-1496	14	3	allows	allow	VERB
ajird-1496	14	4	for	for	ADP
ajird-1496	14	5	effective	effective	ADJ
ajird-1496	14	6	analysis	analysis	NOUN
ajird-1496	14	7	and	and	CCONJ
ajird-1496	14	8	decision	decision	NOUN
ajird-1496	14	9	-	-	PUNCT
ajird-1496	14	10	making	making	NOUN
ajird-1496	14	11	in	in	ADP
ajird-1496	14	12	the	the	DET
ajird-1496	14	13	field	field	NOUN
ajird-1496	14	14	of	of	ADP
ajird-1496	14	15	3d	3d	PROPN
ajird-1496	14	16	visualization	visualization	NOUN
ajird-1496	14	17	.	.	PUNCT
ajird-1496	15	1	american	american	ADJ
ajird-1496	15	2	journal	journal	PROPN
ajird-1496	15	3	of	of	ADP
ajird-1496	15	4	interdisciplinary	interdisciplinary	ADJ
ajird-1496	15	5	research	research	NOUN
ajird-1496	15	6	and	and	CCONJ
ajird-1496	15	7	development	development	NOUN
ajird-1496	15	8	issn	issn	PROPN
ajird-1496	15	9	online	online	NOUN
ajird-1496	15	10	:	:	PUNCT
ajird-1496	15	11	2771	2771	NUM
ajird-1496	15	12	-	-	SYM
ajird-1496	15	13	8948	8948	NUM
ajird-1496	15	14	website	website	NOUN
ajird-1496	15	15	:	:	PUNCT
ajird-1496	15	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1496	15	17	volume	volume	NOUN
ajird-1496	15	18	38	38	NUM
ajird-1496	15	19	,	,	PUNCT
ajird-1496	15	20	march	march	PROPN
ajird-1496	15	21	2025	2025	NUM
ajird-1496	15	22	52	52	NUM
ajird-1496	16	1	|	|	ADV
ajird-1496	16	2	p	p	ADP
ajird-1496	16	3	a	a	DET
ajird-1496	16	4	g	g	NOUN
ajird-1496	16	5	e	e	NOUN
ajird-1496	16	6	four	four	NUM
ajird-1496	16	7	stages	stage	NOUN
ajird-1496	16	8	of	of	ADP
ajird-1496	16	9	data	datum	NOUN
ajird-1496	16	10	cleaning	cleaning	NOUN
ajird-1496	16	11	:	:	PUNCT
ajird-1496	16	12	screen	screen	NOUN
ajird-1496	16	13	lack	lack	NOUN
ajird-1496	16	14	of	of	ADP
ajird-1496	16	15	data	datum	NOUN
ajird-1496	16	16	excess	excess	NOUN
ajird-1496	16	17	of	of	ADP
ajird-1496	16	18	data	datum	NOUN
ajird-1496	16	19	outliers	outlier	NOUN
ajird-1496	16	20	inconsistencies	inconsistencie	VERB
ajird-1496	16	21	strange	strange	ADJ
ajird-1496	16	22	patterns	pattern	NOUN
ajird-1496	16	23	suspect	suspect	VERB
ajird-1496	16	24	analysis	analysis	NOUN
ajird-1496	16	25	results	result	NOUN
ajird-1496	16	26	diagnose	diagnose	VERB
ajird-1496	16	27	data	datum	NOUN
ajird-1496	16	28	is	be	AUX
ajird-1496	16	29	missing	miss	VERB
ajird-1496	16	30	errors	error	NOUN
ajird-1496	16	31	valid	valid	ADJ
ajird-1496	16	32	records	record	NOUN
ajird-1496	16	33	:	:	PUNCT
ajird-1496	17	1	true	true	ADJ
ajird-1496	17	2	extremes	extreme	NOUN
ajird-1496	17	3	no	no	DET
ajird-1496	17	4	diagnosis	diagnosis	NOUN
ajird-1496	17	5	:	:	PUNCT
ajird-1496	17	6	still	still	ADV
ajird-1496	17	7	suspect	suspect	VERB
ajird-1496	17	8	treat	treat	NOUN
ajird-1496	17	9	leave	leave	VERB
ajird-1496	17	10	unchanged	unchanged	ADJ
ajird-1496	17	11	correct	correct	ADJ
ajird-1496	17	12	delete	delete	ADJ
ajird-1496	17	13	document	document	NOUN
ajird-1496	17	14	maintain	maintain	VERB
ajird-1496	17	15	change	change	NOUN
ajird-1496	17	16	log	log	NOUN
ajird-1496	17	17	archive	archive	ADJ
ajird-1496	17	18	raw	raw	ADJ
ajird-1496	17	19	data	datum	NOUN
ajird-1496	17	20	and	and	CCONJ
ajird-1496	17	21	old	old	ADJ
ajird-1496	17	22	values	value	NOUN
ajird-1496	17	23	data	datum	NOUN
ajird-1496	17	24	cleaning	clean	VERB
ajird-1496	17	25	methods	method	NOUN
ajird-1496	17	26	:	:	PUNCT
ajird-1496	17	27	1	1	X
ajird-1496	17	28	.	.	X
ajird-1496	17	29	various	various	ADJ
ajird-1496	17	30	methods	method	NOUN
ajird-1496	17	31	are	be	AUX
ajird-1496	17	32	used	use	VERB
ajird-1496	17	33	for	for	ADP
ajird-1496	17	34	data	datum	NOUN
ajird-1496	17	35	cleaning	cleaning	NOUN
ajird-1496	17	36	.	.	PUNCT
ajird-1496	18	1	the	the	DET
ajird-1496	18	2	most	most	ADV
ajird-1496	18	3	important	important	ADJ
ajird-1496	18	4	ones	one	NOUN
ajird-1496	18	5	are	be	AUX
ajird-1496	18	6	listed	list	VERB
ajird-1496	18	7	below	below	ADV
ajird-1496	18	8	:	:	PUNCT
ajird-1496	18	9	identifying	identify	VERB
ajird-1496	18	10	and	and	CCONJ
ajird-1496	18	11	filling	fill	VERB
ajird-1496	18	12	in	in	ADP
ajird-1496	18	13	missing	miss	VERB
ajird-1496	18	14	data	datum	NOUN
ajird-1496	18	15	:	:	PUNCT
ajird-1496	18	16	imputation	imputation	NOUN
ajird-1496	18	17	of	of	ADP
ajird-1496	18	18	missing	miss	VERB
ajird-1496	18	19	values	value	NOUN
ajird-1496	18	20	using	use	VERB
ajird-1496	18	21	statistical	statistical	ADJ
ajird-1496	18	22	methods	method	NOUN
ajird-1496	18	23	.	.	PUNCT
ajird-1496	19	1	imputation	imputation	NOUN
ajird-1496	19	2	by	by	ADP
ajird-1496	19	3	referencing	reference	VERB
ajird-1496	19	4	the	the	DET
ajird-1496	19	5	data	datum	NOUN
ajird-1496	19	6	source	source	NOUN
ajird-1496	19	7	.	.	PUNCT
ajird-1496	20	1	2	2	X
ajird-1496	20	2	.	.	X
ajird-1496	20	3	correcting	correct	VERB
ajird-1496	20	4	incorrect	incorrect	ADJ
ajird-1496	20	5	values	value	NOUN
ajird-1496	20	6	:	:	PUNCT
ajird-1496	20	7	identify	identify	VERB
ajird-1496	20	8	and	and	CCONJ
ajird-1496	20	9	filter	filter	NOUN
ajird-1496	20	10	outliers	outlier	NOUN
ajird-1496	20	11	.	.	PUNCT
ajird-1496	21	1	find	find	VERB
ajird-1496	21	2	and	and	CCONJ
ajird-1496	21	3	correct	correct	ADJ
ajird-1496	21	4	logical	logical	ADJ
ajird-1496	21	5	errors	error	NOUN
ajird-1496	21	6	.	.	PUNCT
ajird-1496	22	1	3	3	X
ajird-1496	22	2	.	.	X
ajird-1496	22	3	remove	remove	VERB
ajird-1496	22	4	duplicate	duplicate	ADJ
ajird-1496	22	5	entries	entry	NOUN
ajird-1496	22	6	:	:	PUNCT
ajird-1496	22	7	identifying	identify	VERB
ajird-1496	22	8	duplicates	duplicate	NOUN
ajird-1496	22	9	through	through	ADP
ajird-1496	22	10	identifiers	identifier	NOUN
ajird-1496	22	11	.	.	PUNCT
ajird-1496	23	1	consolidate	consolidate	VERB
ajird-1496	23	2	return	return	NOUN
ajird-1496	23	3	data	datum	NOUN
ajird-1496	23	4	.	.	PUNCT
ajird-1496	24	1	4	4	X
ajird-1496	24	2	.	.	X
ajird-1496	24	3	formatting	formatting	NOUN
ajird-1496	24	4	and	and	CCONJ
ajird-1496	24	5	standardization	standardization	NOUN
ajird-1496	24	6	:	:	PUNCT
ajird-1496	24	7	ensuring	ensure	VERB
ajird-1496	24	8	that	that	SCONJ
ajird-1496	24	9	data	datum	NOUN
ajird-1496	24	10	is	be	AUX
ajird-1496	24	11	in	in	ADP
ajird-1496	24	12	a	a	DET
ajird-1496	24	13	uniform	uniform	ADJ
ajird-1496	24	14	format	format	NOUN
ajird-1496	24	15	.	.	PUNCT
ajird-1496	25	1	making	make	VERB
ajird-1496	25	2	dates	date	NOUN
ajird-1496	25	3	,	,	PUNCT
ajird-1496	25	4	currencies	currency	NOUN
ajird-1496	25	5	,	,	PUNCT
ajird-1496	25	6	or	or	CCONJ
ajird-1496	25	7	units	unit	NOUN
ajird-1496	25	8	of	of	ADP
ajird-1496	25	9	measurement	measurement	NOUN
ajird-1496	25	10	look	look	VERB
ajird-1496	25	11	the	the	DET
ajird-1496	25	12	same	same	ADJ
ajird-1496	25	13	.	.	PUNCT
ajird-1496	26	1	for	for	ADP
ajird-1496	26	2	example	example	NOUN
ajird-1496	26	3	:	:	PUNCT
ajird-1496	26	4	if	if	SCONJ
ajird-1496	26	5	the	the	DET
ajird-1496	26	6	value	value	NOUN
ajird-1496	26	7	is	be	AUX
ajird-1496	26	8	missing	miss	VERB
ajird-1496	26	9	because	because	SCONJ
ajird-1496	26	10	it	it	PRON
ajird-1496	26	11	does	do	AUX
ajird-1496	26	12	n't	not	PART
ajird-1496	26	13	exist	exist	VERB
ajird-1496	26	14	at	at	ADV
ajird-1496	26	15	all	all	ADV
ajird-1496	26	16	,	,	PUNCT
ajird-1496	26	17	for	for	ADP
ajird-1496	26	18	example	example	NOUN
ajird-1496	26	19	:	:	PUNCT
ajird-1496	26	20	the	the	DET
ajird-1496	26	21	customer	customer	NOUN
ajird-1496	26	22	has	have	AUX
ajird-1496	26	23	never	never	ADV
ajird-1496	26	24	taken	take	VERB
ajird-1496	26	25	a	a	DET
ajird-1496	26	26	loan	loan	NOUN
ajird-1496	26	27	,	,	PUNCT
ajird-1496	26	28	so	so	ADV
ajird-1496	26	29	their	their	PRON
ajird-1496	26	30	credit	credit	NOUN
ajird-1496	26	31	score	score	NOUN
ajird-1496	26	32	is	be	AUX
ajird-1496	26	33	unavailable	unavailable	ADJ
ajird-1496	26	34	;	;	PUNCT
ajird-1496	26	35	the	the	DET
ajird-1496	26	36	student	student	NOUN
ajird-1496	26	37	has	have	AUX
ajird-1496	26	38	not	not	PART
ajird-1496	26	39	been	be	AUX
ajird-1496	26	40	admitted	admit	VERB
ajird-1496	26	41	yet	yet	ADV
ajird-1496	26	42	,	,	PUNCT
ajird-1496	26	43	so	so	ADV
ajird-1496	26	44	their	their	PRON
ajird-1496	26	45	grades	grade	NOUN
ajird-1496	26	46	are	be	AUX
ajird-1496	26	47	not	not	PART
ajird-1496	26	48	available	available	ADJ
ajird-1496	26	49	;	;	PUNCT
ajird-1496	26	50	the	the	DET
ajird-1496	26	51	company	company	NOUN
ajird-1496	26	52	has	have	AUX
ajird-1496	26	53	not	not	PART
ajird-1496	26	54	opened	open	VERB
ajird-1496	26	55	a	a	DET
ajird-1496	26	56	physical	physical	ADJ
ajird-1496	26	57	store	store	NOUN
ajird-1496	26	58	,	,	PUNCT
ajird-1496	26	59	so	so	ADV
ajird-1496	26	60	its	its	PRON
ajird-1496	26	61	offline	offline	ADJ
ajird-1496	26	62	sales	sale	NOUN
ajird-1496	26	63	volume	volume	NOUN
ajird-1496	26	64	is	be	AUX
ajird-1496	26	65	unavailable	unavailable	ADJ
ajird-1496	26	66	;	;	PUNCT
ajird-1496	26	67	american	american	ADJ
ajird-1496	26	68	journal	journal	PROPN
ajird-1496	26	69	of	of	ADP
ajird-1496	26	70	interdisciplinary	interdisciplinary	ADJ
ajird-1496	26	71	research	research	NOUN
ajird-1496	26	72	and	and	CCONJ
ajird-1496	26	73	development	development	NOUN
ajird-1496	26	74	issn	issn	PROPN
ajird-1496	26	75	online	online	NOUN
ajird-1496	26	76	:	:	PUNCT
ajird-1496	26	77	2771	2771	NUM
ajird-1496	26	78	-	-	SYM
ajird-1496	26	79	8948	8948	NUM
ajird-1496	26	80	website	website	NOUN
ajird-1496	26	81	:	:	PUNCT
ajird-1496	26	82	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1496	26	83	volume	volume	NOUN
ajird-1496	26	84	38	38	NUM
ajird-1496	26	85	,	,	PUNCT
ajird-1496	26	86	march	march	PROPN
ajird-1496	26	87	2025	2025	NUM
ajird-1496	26	88	53	53	NUM
ajird-1496	27	1	|	|	ADV
ajird-1496	27	2	p	p	NOUN
ajird-1496	27	3	a	a	DET
ajird-1496	27	4	g	g	NOUN
ajird-1496	27	5	e	e	PRON
ajird-1496	27	6	the	the	DET
ajird-1496	27	7	employee	employee	NOUN
ajird-1496	27	8	has	have	AUX
ajird-1496	27	9	just	just	ADV
ajird-1496	27	10	been	be	AUX
ajird-1496	27	11	hired	hire	VERB
ajird-1496	27	12	,	,	PUNCT
ajird-1496	27	13	so	so	CCONJ
ajird-1496	27	14	there	there	PRON
ajird-1496	27	15	is	be	VERB
ajird-1496	27	16	no	no	DET
ajird-1496	27	17	information	information	NOUN
ajird-1496	27	18	about	about	ADP
ajird-1496	27	19	their	their	PRON
ajird-1496	27	20	previous	previous	ADJ
ajird-1496	27	21	projects	project	NOUN
ajird-1496	27	22	;	;	PUNCT
ajird-1496	27	23	the	the	DET
ajird-1496	27	24	product	product	NOUN
ajird-1496	27	25	has	have	AUX
ajird-1496	27	26	not	not	PART
ajird-1496	27	27	been	be	AUX
ajird-1496	27	28	manufactured	manufacture	VERB
ajird-1496	27	29	yet	yet	ADV
ajird-1496	27	30	,	,	PUNCT
ajird-1496	27	31	so	so	ADV
ajird-1496	27	32	its	its	PRON
ajird-1496	27	33	market	market	NOUN
ajird-1496	27	34	price	price	NOUN
ajird-1496	27	35	is	be	AUX
ajird-1496	27	36	unavailable	unavailable	ADJ
ajird-1496	27	37	;	;	PUNCT
ajird-1496	27	38	if	if	SCONJ
ajird-1496	27	39	the	the	DET
ajird-1496	27	40	values	value	NOUN
ajird-1496	27	41	are	be	AUX
ajird-1496	27	42	completely	completely	ADV
ajird-1496	27	43	unavailable	unavailable	ADJ
ajird-1496	27	44	,	,	PUNCT
ajird-1496	27	45	attempting	attempt	VERB
ajird-1496	27	46	to	to	PART
ajird-1496	27	47	estimate	estimate	VERB
ajird-1496	27	48	them	they	PRON
ajird-1496	27	49	would	would	AUX
ajird-1496	27	50	not	not	PART
ajird-1496	27	51	be	be	AUX
ajird-1496	27	52	logically	logically	ADV
ajird-1496	27	53	correct	correct	ADJ
ajird-1496	27	54	.	.	PUNCT
ajird-1496	28	1	these	these	DET
ajird-1496	28	2	values	value	NOUN
ajird-1496	28	3	should	should	AUX
ajird-1496	28	4	be	be	AUX
ajird-1496	28	5	stored	store	VERB
ajird-1496	28	6	as	as	ADP
ajird-1496	28	7	nan	nan	PROPN
ajird-1496	28	8	.	.	PROPN
ajird-1496	29	1	on	on	ADP
ajird-1496	29	2	the	the	DET
ajird-1496	29	3	other	other	ADJ
ajird-1496	29	4	hand	hand	NOUN
ajird-1496	29	5	,	,	PUNCT
ajird-1496	29	6	if	if	SCONJ
ajird-1496	29	7	the	the	DET
ajird-1496	29	8	values	value	NOUN
ajird-1496	29	9	are	be	AUX
ajird-1496	29	10	missing	miss	VERB
ajird-1496	29	11	due	due	ADP
ajird-1496	29	12	to	to	ADP
ajird-1496	29	13	a	a	DET
ajird-1496	29	14	lack	lack	NOUN
ajird-1496	29	15	of	of	ADP
ajird-1496	29	16	entry	entry	NOUN
ajird-1496	29	17	,	,	PUNCT
ajird-1496	29	18	it	it	PRON
ajird-1496	29	19	may	may	AUX
ajird-1496	29	20	be	be	AUX
ajird-1496	29	21	possible	possible	ADJ
ajird-1496	29	22	to	to	PART
ajird-1496	29	23	infer	infer	VERB
ajird-1496	29	24	them	they	PRON
ajird-1496	29	25	based	base	VERB
ajird-1496	29	26	on	on	ADP
ajird-1496	29	27	other	other	ADJ
ajird-1496	29	28	values	value	NOUN
ajird-1496	29	29	in	in	ADP
ajird-1496	29	30	the	the	DET
ajird-1496	29	31	same	same	ADJ
ajird-1496	29	32	column	column	NOUN
ajird-1496	29	33	and	and	CCONJ
ajird-1496	29	34	row	row	NOUN
ajird-1496	29	35	.	.	PUNCT
ajird-1496	30	1	if	if	SCONJ
ajird-1496	30	2	missing	miss	VERB
ajird-1496	30	3	rows	row	NOUN
ajird-1496	30	4	need	need	VERB
ajird-1496	30	5	to	to	PART
ajird-1496	30	6	be	be	AUX
ajird-1496	30	7	dropped	drop	VERB
ajird-1496	30	8	,	,	PUNCT
ajird-1496	30	9	this	this	PRON
ajird-1496	30	10	can	can	AUX
ajird-1496	30	11	be	be	AUX
ajird-1496	30	12	done	do	VERB
ajird-1496	30	13	using	use	VERB
ajird-1496	30	14	the	the	DET
ajird-1496	30	15	dropna	dropna	NOUN
ajird-1496	30	16	(	(	PUNCT
ajird-1496	30	17	)	)	PUNCT
ajird-1496	30	18	function	function	NOUN
ajird-1496	30	19	in	in	ADP
ajird-1496	30	20	pandas	panda	NOUN
ajird-1496	30	21	:	:	PUNCT
ajird-1496	30	22	nfl_data.dropna	nfl_data.dropna	X
ajird-1496	30	23	(	(	PUNCT
ajird-1496	30	24	)	)	PUNCT
ajird-1496	30	25	similarly	similarly	ADV
ajird-1496	30	26	,	,	PUNCT
ajird-1496	30	27	the	the	DET
ajird-1496	30	28	fillna	fillna	ADJ
ajird-1496	30	29	(	(	PUNCT
ajird-1496	30	30	)	)	PUNCT
ajird-1496	30	31	function	function	NOUN
ajird-1496	30	32	can	can	AUX
ajird-1496	30	33	be	be	AUX
ajird-1496	30	34	used	use	VERB
ajird-1496	30	35	to	to	PART
ajird-1496	30	36	replace	replace	VERB
ajird-1496	30	37	nan	nan	PROPN
ajird-1496	30	38	values	value	NOUN
ajird-1496	30	39	with	with	ADP
ajird-1496	30	40	zero	zero	NUM
ajird-1496	30	41	.	.	PUNCT
ajird-1496	31	1	another	another	DET
ajird-1496	31	2	highly	highly	ADV
ajird-1496	31	3	effective	effective	ADJ
ajird-1496	31	4	method	method	NOUN
ajird-1496	31	5	is	be	AUX
ajird-1496	31	6	scaling	scale	VERB
ajird-1496	31	7	–	–	PUNCT
ajird-1496	31	8	a	a	DET
ajird-1496	31	9	preprocessing	preprocessing	NOUN
ajird-1496	31	10	technique	technique	NOUN
ajird-1496	31	11	used	use	VERB
ajird-1496	31	12	to	to	PART
ajird-1496	31	13	transform	transform	VERB
ajird-1496	31	14	data	datum	NOUN
ajird-1496	31	15	into	into	ADP
ajird-1496	31	16	a	a	DET
ajird-1496	31	17	specific	specific	ADJ
ajird-1496	31	18	range	range	NOUN
ajird-1496	31	19	(	(	PUNCT
ajird-1496	31	20	e.g.	e.g.	ADV
ajird-1496	31	21	,	,	PUNCT
ajird-1496	31	22	0	0	NUM
ajird-1496	31	23	-	-	SYM
ajird-1496	31	24	1	1	NUM
ajird-1496	31	25	or	or	CCONJ
ajird-1496	31	26	0	0	NUM
ajird-1496	31	27	-	-	SYM
ajird-1496	31	28	100	100	NUM
ajird-1496	31	29	)	)	PUNCT
ajird-1496	31	30	.	.	PUNCT
ajird-1496	32	1	the	the	DET
ajird-1496	32	2	goal	goal	NOUN
ajird-1496	32	3	of	of	ADP
ajird-1496	32	4	scaling	scaling	NOUN
ajird-1496	32	5	is	be	AUX
ajird-1496	32	6	to	to	PART
ajird-1496	32	7	ensure	ensure	VERB
ajird-1496	32	8	that	that	SCONJ
ajird-1496	32	9	all	all	DET
ajird-1496	32	10	features	feature	NOUN
ajird-1496	32	11	contribute	contribute	VERB
ajird-1496	32	12	equally	equally	ADV
ajird-1496	32	13	to	to	ADP
ajird-1496	32	14	the	the	DET
ajird-1496	32	15	model	model	NOUN
ajird-1496	32	16	's	's	PART
ajird-1496	32	17	performance	performance	NOUN
ajird-1496	32	18	,	,	PUNCT
ajird-1496	32	19	especially	especially	ADV
ajird-1496	32	20	for	for	ADP
ajird-1496	32	21	distance	distance	NOUN
ajird-1496	32	22	-	-	PUNCT
ajird-1496	32	23	based	base	VERB
ajird-1496	32	24	algorithms	algorithm	NOUN
ajird-1496	32	25	like	like	ADP
ajird-1496	32	26	k	k	NOUN
ajird-1496	32	27	-	-	PUNCT
ajird-1496	32	28	nearest	near	ADJ
ajird-1496	32	29	neighbors	neighbor	NOUN
ajird-1496	32	30	(	(	PUNCT
ajird-1496	32	31	knn	knn	PROPN
ajird-1496	32	32	)	)	PUNCT
ajird-1496	32	33	and	and	CCONJ
ajird-1496	32	34	support	support	VERB
ajird-1496	32	35	vector	vector	NOUN
ajird-1496	32	36	machines	machine	NOUN
ajird-1496	32	37	(	(	PUNCT
ajird-1496	32	38	svm	svm	PROPN
ajird-1496	32	39	)	)	PUNCT
ajird-1496	32	40	.	.	PUNCT
ajird-1496	33	1	without	without	ADP
ajird-1496	33	2	scaling	scaling	NOUN
ajird-1496	33	3	,	,	PUNCT
ajird-1496	33	4	features	feature	NOUN
ajird-1496	33	5	with	with	ADP
ajird-1496	33	6	larger	large	ADJ
ajird-1496	33	7	numerical	numerical	ADJ
ajird-1496	33	8	ranges	range	NOUN
ajird-1496	33	9	can	can	AUX
ajird-1496	33	10	dominate	dominate	VERB
ajird-1496	33	11	distance	distance	NOUN
ajird-1496	33	12	calculations	calculation	NOUN
ajird-1496	33	13	,	,	PUNCT
ajird-1496	33	14	leading	lead	VERB
ajird-1496	33	15	to	to	ADP
ajird-1496	33	16	incorrect	incorrect	ADJ
ajird-1496	33	17	results	result	NOUN
ajird-1496	33	18	.	.	PUNCT
ajird-1496	34	1	for	for	ADP
ajird-1496	34	2	example	example	NOUN
ajird-1496	34	3	,	,	PUNCT
ajird-1496	34	4	consider	consider	VERB
ajird-1496	34	5	product	product	NOUN
ajird-1496	34	6	prices	price	NOUN
ajird-1496	34	7	expressed	express	VERB
ajird-1496	34	8	in	in	ADP
ajird-1496	34	9	both	both	CCONJ
ajird-1496	34	10	japanese	japanese	ADJ
ajird-1496	34	11	yen	yen	NOUN
ajird-1496	34	12	and	and	CCONJ
ajird-1496	34	13	us	us	PROPN
ajird-1496	34	14	dollars	dollar	NOUN
ajird-1496	34	15	.	.	PUNCT
ajird-1496	35	1	since	since	SCONJ
ajird-1496	35	2	1	1	NUM
ajird-1496	35	3	us	us	PROPN
ajird-1496	35	4	dollar	dollar	NOUN
ajird-1496	35	5	is	be	AUX
ajird-1496	35	6	approximately	approximately	ADV
ajird-1496	35	7	100	100	NUM
ajird-1496	35	8	yen	yen	NOUN
ajird-1496	35	9	,	,	PUNCT
ajird-1496	35	10	failing	fail	VERB
ajird-1496	35	11	to	to	PART
ajird-1496	35	12	scale	scale	VERB
ajird-1496	35	13	the	the	DET
ajird-1496	35	14	prices	price	NOUN
ajird-1496	35	15	would	would	AUX
ajird-1496	35	16	cause	cause	VERB
ajird-1496	35	17	methods	method	NOUN
ajird-1496	35	18	like	like	ADP
ajird-1496	35	19	svm	svm	PROPN
ajird-1496	35	20	or	or	CCONJ
ajird-1496	35	21	knn	knn	VERB
ajird-1496	35	22	to	to	PART
ajird-1496	35	23	treat	treat	VERB
ajird-1496	35	24	a	a	DET
ajird-1496	35	25	1	1	NUM
ajird-1496	35	26	yen	yen	NOUN
ajird-1496	35	27	price	price	NOUN
ajird-1496	35	28	difference	difference	NOUN
ajird-1496	35	29	as	as	ADV
ajird-1496	35	30	significant	significant	ADJ
ajird-1496	35	31	as	as	ADP
ajird-1496	35	32	a	a	DET
ajird-1496	35	33	1	1	NUM
ajird-1496	35	34	us	us	PROPN
ajird-1496	35	35	dollar	dollar	NOUN
ajird-1496	35	36	difference	difference	NOUN
ajird-1496	35	37	,	,	PUNCT
ajird-1496	35	38	which	which	PRON
ajird-1496	35	39	contradicts	contradict	VERB
ajird-1496	35	40	our	our	PRON
ajird-1496	35	41	intuitive	intuitive	ADJ
ajird-1496	35	42	understanding	understanding	NOUN
ajird-1496	35	43	of	of	ADP
ajird-1496	35	44	the	the	DET
ajird-1496	35	45	real	real	ADJ
ajird-1496	35	46	world	world	NOUN
ajird-1496	35	47	.	.	PUNCT
ajird-1496	36	1	there	there	PRON
ajird-1496	36	2	are	be	VERB
ajird-1496	36	3	different	different	ADJ
ajird-1496	36	4	types	type	NOUN
ajird-1496	36	5	of	of	ADP
ajird-1496	36	6	scaling	scaling	NOUN
ajird-1496	36	7	:	:	PUNCT
ajird-1496	36	8	scaling	scale	VERB
ajird-1496	36	9	is	be	AUX
ajird-1496	36	10	a	a	DET
ajird-1496	36	11	preprocessing	preprocessing	NOUN
ajird-1496	36	12	technique	technique	NOUN
ajird-1496	36	13	used	use	VERB
ajird-1496	36	14	to	to	PART
ajird-1496	36	15	transform	transform	VERB
ajird-1496	36	16	data	datum	NOUN
ajird-1496	36	17	so	so	SCONJ
ajird-1496	36	18	that	that	SCONJ
ajird-1496	36	19	it	it	PRON
ajird-1496	36	20	fits	fit	VERB
ajird-1496	36	21	within	within	ADP
ajird-1496	36	22	a	a	DET
ajird-1496	36	23	specific	specific	ADJ
ajird-1496	36	24	range	range	NOUN
ajird-1496	36	25	(	(	PUNCT
ajird-1496	36	26	e.g.	e.g.	ADV
ajird-1496	36	27	,	,	PUNCT
ajird-1496	36	28	0	0	NUM
ajird-1496	36	29	-	-	SYM
ajird-1496	36	30	1	1	NUM
ajird-1496	36	31	or	or	CCONJ
ajird-1496	36	32	0	0	NUM
ajird-1496	36	33	-	-	SYM
ajird-1496	36	34	100	100	NUM
ajird-1496	36	35	)	)	PUNCT
ajird-1496	36	36	.	.	PUNCT
ajird-1496	37	1	the	the	DET
ajird-1496	37	2	goal	goal	NOUN
ajird-1496	37	3	of	of	ADP
ajird-1496	37	4	scaling	scaling	NOUN
ajird-1496	37	5	is	be	AUX
ajird-1496	37	6	to	to	PART
ajird-1496	37	7	ensure	ensure	VERB
ajird-1496	37	8	that	that	SCONJ
ajird-1496	37	9	all	all	DET
ajird-1496	37	10	features	feature	NOUN
ajird-1496	37	11	contribute	contribute	VERB
ajird-1496	37	12	equally	equally	ADV
ajird-1496	37	13	to	to	ADP
ajird-1496	37	14	a	a	DET
ajird-1496	37	15	model	model	NOUN
ajird-1496	37	16	's	's	PART
ajird-1496	37	17	performance	performance	NOUN
ajird-1496	37	18	,	,	PUNCT
ajird-1496	37	19	especially	especially	ADV
ajird-1496	37	20	for	for	ADP
ajird-1496	37	21	distance	distance	NOUN
ajird-1496	37	22	-	-	PUNCT
ajird-1496	37	23	based	base	VERB
ajird-1496	37	24	algorithms	algorithm	NOUN
ajird-1496	37	25	like	like	ADP
ajird-1496	37	26	k	k	NOUN
ajird-1496	37	27	-	-	PUNCT
ajird-1496	37	28	nearest	near	ADJ
ajird-1496	37	29	neighbors	neighbor	NOUN
ajird-1496	37	30	(	(	PUNCT
ajird-1496	37	31	knn	knn	PROPN
ajird-1496	37	32	)	)	PUNCT
ajird-1496	37	33	and	and	CCONJ
ajird-1496	37	34	support	support	VERB
ajird-1496	37	35	vector	vector	NOUN
ajird-1496	37	36	machines	machine	NOUN
ajird-1496	37	37	(	(	PUNCT
ajird-1496	37	38	svm	svm	PROPN
ajird-1496	37	39	)	)	PUNCT
ajird-1496	37	40	.	.	PUNCT
ajird-1496	38	1	without	without	ADP
ajird-1496	38	2	scaling	scaling	NOUN
ajird-1496	38	3	,	,	PUNCT
ajird-1496	38	4	features	feature	NOUN
ajird-1496	38	5	with	with	ADP
ajird-1496	38	6	larger	large	ADJ
ajird-1496	38	7	numerical	numerical	ADJ
ajird-1496	38	8	ranges	range	NOUN
ajird-1496	38	9	may	may	AUX
ajird-1496	38	10	dominate	dominate	VERB
ajird-1496	38	11	the	the	DET
ajird-1496	38	12	distance	distance	NOUN
ajird-1496	38	13	calculations	calculation	NOUN
ajird-1496	38	14	,	,	PUNCT
ajird-1496	38	15	leading	lead	VERB
ajird-1496	38	16	to	to	ADP
ajird-1496	38	17	biased	biased	ADJ
ajird-1496	38	18	results	result	NOUN
ajird-1496	38	19	.	.	PUNCT
ajird-1496	39	1	for	for	ADP
ajird-1496	39	2	example	example	NOUN
ajird-1496	39	3	,	,	PUNCT
ajird-1496	39	4	you	you	PRON
ajird-1496	39	5	might	might	AUX
ajird-1496	39	6	be	be	AUX
ajird-1496	39	7	looking	look	VERB
ajird-1496	39	8	at	at	ADP
ajird-1496	39	9	the	the	DET
ajird-1496	39	10	prices	price	NOUN
ajird-1496	39	11	of	of	ADP
ajird-1496	39	12	some	some	DET
ajird-1496	39	13	products	product	NOUN
ajird-1496	39	14	in	in	ADP
ajird-1496	39	15	both	both	DET
ajird-1496	39	16	yen	yen	NOUN
ajird-1496	39	17	and	and	CCONJ
ajird-1496	39	18	us	us	PROPN
ajird-1496	39	19	dollars	dollar	NOUN
ajird-1496	39	20	.	.	PUNCT
ajird-1496	40	1	one	one	NUM
ajird-1496	40	2	us	we	PRON
ajird-1496	40	3	dollar	dollar	NOUN
ajird-1496	40	4	is	be	AUX
ajird-1496	40	5	worth	worth	ADJ
ajird-1496	40	6	about	about	ADV
ajird-1496	40	7	100	100	NUM
ajird-1496	40	8	yen	yen	NOUN
ajird-1496	40	9	,	,	PUNCT
ajird-1496	40	10	but	but	CCONJ
ajird-1496	40	11	if	if	SCONJ
ajird-1496	40	12	you	you	PRON
ajird-1496	40	13	do	do	AUX
ajird-1496	40	14	n't	not	PART
ajird-1496	40	15	scale	scale	VERB
ajird-1496	40	16	your	your	PRON
ajird-1496	40	17	prices	price	NOUN
ajird-1496	40	18	,	,	PUNCT
ajird-1496	40	19	methods	method	NOUN
ajird-1496	40	20	like	like	ADP
ajird-1496	40	21	svm	svm	PROPN
ajird-1496	40	22	or	or	CCONJ
ajird-1496	40	23	knn	knn	PROPN
ajird-1496	40	24	will	will	AUX
ajird-1496	40	25	consider	consider	VERB
ajird-1496	40	26	a	a	DET
ajird-1496	40	27	difference	difference	NOUN
ajird-1496	40	28	in	in	ADP
ajird-1496	40	29	price	price	NOUN
ajird-1496	40	30	of	of	ADP
ajird-1496	40	31	1	1	NUM
ajird-1496	40	32	yen	yen	NOUN
ajird-1496	40	33	as	as	ADV
ajird-1496	40	34	important	important	ADJ
ajird-1496	40	35	as	as	ADP
ajird-1496	40	36	a	a	DET
ajird-1496	40	37	difference	difference	NOUN
ajird-1496	40	38	of	of	ADP
ajird-1496	40	39	1	1	NUM
ajird-1496	40	40	us	us	PROPN
ajird-1496	40	41	dollar	dollar	NOUN
ajird-1496	40	42	!	!	PUNCT
ajird-1496	41	1	this	this	PRON
ajird-1496	41	2	clearly	clearly	ADV
ajird-1496	41	3	does	do	AUX
ajird-1496	41	4	n't	not	PART
ajird-1496	41	5	fit	fit	VERB
ajird-1496	41	6	with	with	ADP
ajird-1496	41	7	our	our	PRON
ajird-1496	41	8	intuitions	intuition	NOUN
ajird-1496	41	9	of	of	ADP
ajird-1496	41	10	the	the	DET
ajird-1496	41	11	world	world	NOUN
ajird-1496	41	12	.	.	PUNCT
ajird-1496	42	1	types	type	NOUN
ajird-1496	42	2	of	of	ADP
ajird-1496	42	3	scaling	scaling	NOUN
ajird-1496	42	4	are	be	AUX
ajird-1496	42	5	there	there	ADV
ajird-1496	42	6	:	:	PUNCT
ajird-1496	42	7	1	1	X
ajird-1496	42	8	.	.	X
ajird-1496	42	9	min	min	ADJ
ajird-1496	42	10	-	-	PUNCT
ajird-1496	42	11	max	max	ADJ
ajird-1496	42	12	scaling	scaling	NOUN
ajird-1496	42	13	:	:	PUNCT
ajird-1496	42	14	2	2	X
ajird-1496	42	15	.	.	X
ajird-1496	42	16	standard	standard	ADJ
ajird-1496	42	17	scaling	scaling	NOUN
ajird-1496	42	18	(	(	PUNCT
ajird-1496	42	19	z	z	NOUN
ajird-1496	42	20	-	-	PUNCT
ajird-1496	42	21	score	score	NOUN
ajird-1496	42	22	normalization	normalization	NOUN
ajird-1496	42	23	):	):	PUNCT
ajird-1496	42	24	american	american	PROPN
ajird-1496	42	25	journal	journal	PROPN
ajird-1496	42	26	of	of	ADP
ajird-1496	42	27	interdisciplinary	interdisciplinary	ADJ
ajird-1496	42	28	research	research	NOUN
ajird-1496	42	29	and	and	CCONJ
ajird-1496	42	30	development	development	NOUN
ajird-1496	42	31	issn	issn	PROPN
ajird-1496	42	32	online	online	NOUN
ajird-1496	42	33	:	:	PUNCT
ajird-1496	42	34	2771	2771	NUM
ajird-1496	42	35	-	-	SYM
ajird-1496	42	36	8948	8948	NUM
ajird-1496	42	37	website	website	NOUN
ajird-1496	42	38	:	:	PUNCT
ajird-1496	42	39	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1496	42	40	volume	volume	NOUN
ajird-1496	42	41	38	38	NUM
ajird-1496	42	42	,	,	PUNCT
ajird-1496	42	43	march	march	PROPN
ajird-1496	42	44	2025	2025	NUM
ajird-1496	42	45	54	54	NUM
ajird-1496	42	46	|	|	ADV
ajird-1496	42	47	p	p	NOUN
ajird-1496	42	48	a	a	DET
ajird-1496	42	49	g	g	NOUN
ajird-1496	42	50	e	e	NOUN
ajird-1496	42	51	3	3	NUM
ajird-1496	42	52	.	.	PUNCT
ajird-1496	42	53	robust	robust	ADJ
ajird-1496	42	54	scaling	scaling	NOUN
ajird-1496	42	55	:	:	PUNCT
ajird-1496	42	56	additionally	additionally	ADV
ajird-1496	42	57	,	,	PUNCT
ajird-1496	42	58	normalization	normalization	NOUN
ajird-1496	42	59	is	be	AUX
ajird-1496	42	60	very	very	ADV
ajird-1496	42	61	useful	useful	ADJ
ajird-1496	42	62	for	for	ADP
ajird-1496	42	63	optimizing	optimize	VERB
ajird-1496	42	64	data	datum	NOUN
ajird-1496	42	65	structure	structure	NOUN
ajird-1496	42	66	,	,	PUNCT
ajird-1496	42	67	reducing	reduce	VERB
ajird-1496	42	68	data	data	NOUN
ajird-1496	42	69	redundancy	redundancy	NOUN
ajird-1496	42	70	,	,	PUNCT
ajird-1496	42	71	and	and	CCONJ
ajird-1496	42	72	minimizing	minimize	VERB
ajird-1496	42	73	anomalies	anomaly	NOUN
ajird-1496	42	74	.	.	PUNCT
ajird-1496	43	1	it	it	PRON
ajird-1496	43	2	involves	involve	VERB
ajird-1496	43	3	dividing	divide	VERB
ajird-1496	43	4	data	datum	NOUN
ajird-1496	43	5	into	into	ADP
ajird-1496	43	6	multiple	multiple	ADJ
ajird-1496	43	7	related	relate	VERB
ajird-1496	43	8	tables	table	NOUN
ajird-1496	43	9	and	and	CCONJ
ajird-1496	43	10	linking	link	VERB
ajird-1496	43	11	them	they	PRON
ajird-1496	43	12	through	through	ADP
ajird-1496	43	13	logical	logical	ADJ
ajird-1496	43	14	relationships	relationship	NOUN
ajird-1496	43	15	.	.	PUNCT
ajird-1496	44	1	a	a	DET
ajird-1496	44	2	well	well	ADV
ajird-1496	44	3	-	-	PUNCT
ajird-1496	44	4	normalized	normalize	VERB
ajird-1496	44	5	data	data	NOUN
ajird-1496	44	6	structure	structure	NOUN
ajird-1496	44	7	is	be	AUX
ajird-1496	44	8	easier	easy	ADJ
ajird-1496	44	9	to	to	PART
ajird-1496	44	10	understand	understand	VERB
ajird-1496	44	11	and	and	CCONJ
ajird-1496	44	12	use	use	VERB
ajird-1496	44	13	efficiently	efficiently	ADV
ajird-1496	44	14	,	,	PUNCT
ajird-1496	44	15	making	make	VERB
ajird-1496	44	16	analysis	analysis	NOUN
ajird-1496	44	17	more	more	ADV
ajird-1496	44	18	convenient	convenient	ADJ
ajird-1496	44	19	.	.	PUNCT
ajird-1496	45	1	it	it	PRON
ajird-1496	45	2	is	be	AUX
ajird-1496	45	3	also	also	ADV
ajird-1496	45	4	important	important	ADJ
ajird-1496	45	5	to	to	PART
ajird-1496	45	6	convert	convert	VERB
ajird-1496	45	7	date	date	NOUN
ajird-1496	45	8	columns	column	NOUN
ajird-1496	45	9	into	into	ADP
ajird-1496	45	10	the	the	DET
ajird-1496	45	11	datetime	datetime	ADJ
ajird-1496	45	12	format	format	NOUN
ajird-1496	45	13	.	.	PUNCT
ajird-1496	46	1	to	to	PART
ajird-1496	46	2	do	do	VERB
ajird-1496	46	3	this	this	PRON
ajird-1496	46	4	,	,	PUNCT
ajird-1496	46	5	the	the	DET
ajird-1496	46	6	first	first	ADJ
ajird-1496	46	7	step	step	NOUN
ajird-1496	46	8	is	be	AUX
ajird-1496	46	9	to	to	PART
ajird-1496	46	10	determine	determine	VERB
ajird-1496	46	11	the	the	DET
ajird-1496	46	12	format	format	NOUN
ajird-1496	46	13	of	of	ADP
ajird-1496	46	14	the	the	DET
ajird-1496	46	15	dates	date	NOUN
ajird-1496	46	16	.	.	PUNCT
ajird-1496	47	1	the	the	DET
ajird-1496	47	2	key	key	ADJ
ajird-1496	47	3	idea	idea	NOUN
ajird-1496	47	4	is	be	AUX
ajird-1496	47	5	to	to	PART
ajird-1496	47	6	identify	identify	VERB
ajird-1496	47	7	which	which	DET
ajird-1496	47	8	parts	part	NOUN
ajird-1496	47	9	of	of	ADP
ajird-1496	47	10	the	the	DET
ajird-1496	47	11	date	date	NOUN
ajird-1496	47	12	correspond	correspond	VERB
ajird-1496	47	13	to	to	ADP
ajird-1496	47	14	specific	specific	ADJ
ajird-1496	47	15	components	component	NOUN
ajird-1496	47	16	and	and	CCONJ
ajird-1496	47	17	the	the	DET
ajird-1496	47	18	delimiters	delimiter	NOUN
ajird-1496	47	19	used	use	VERB
ajird-1496	47	20	between	between	ADP
ajird-1496	47	21	them	they	PRON
ajird-1496	47	22	.	.	PUNCT
ajird-1496	48	1	while	while	SCONJ
ajird-1496	48	2	there	there	PRON
ajird-1496	48	3	are	be	VERB
ajird-1496	48	4	many	many	ADJ
ajird-1496	48	5	possible	possible	ADJ
ajird-1496	48	6	date	date	NOUN
ajird-1496	48	7	components	component	NOUN
ajird-1496	48	8	,	,	PUNCT
ajird-1496	48	9	the	the	DET
ajird-1496	48	10	most	most	ADV
ajird-1496	48	11	common	common	ADJ
ajird-1496	48	12	ones	one	NOUN
ajird-1496	48	13	include	include	VERB
ajird-1496	48	14	%	%	PROPN
ajird-1496	48	15	d	d	NOUN
ajird-1496	48	16	for	for	ADP
ajird-1496	48	17	the	the	DET
ajird-1496	48	18	day	day	NOUN
ajird-1496	48	19	,	,	PUNCT
ajird-1496	48	20	%	%	INTJ
ajird-1496	48	21	m	m	VERB
ajird-1496	48	22	for	for	ADP
ajird-1496	48	23	the	the	DET
ajird-1496	48	24	month	month	NOUN
ajird-1496	48	25	,	,	PUNCT
ajird-1496	48	26	%	%	INTJ
ajird-1496	48	27	y	y	PROPN
ajird-1496	48	28	for	for	ADP
ajird-1496	48	29	a	a	DET
ajird-1496	48	30	two	two	NUM
ajird-1496	48	31	-	-	PUNCT
ajird-1496	48	32	digit	digit	NOUN
ajird-1496	48	33	year	year	NOUN
ajird-1496	48	34	,	,	PUNCT
ajird-1496	48	35	and	and	CCONJ
ajird-1496	48	36	%	%	INTJ
ajird-1496	48	37	y	y	NOUN
ajird-1496	48	38	for	for	ADP
ajird-1496	48	39	a	a	DET
ajird-1496	48	40	four	four	NUM
ajird-1496	48	41	-	-	PUNCT
ajird-1496	48	42	digit	digit	NOUN
ajird-1496	48	43	year	year	NOUN
ajird-1496	48	44	.	.	PUNCT
ajird-1496	49	1	some	some	DET
ajird-1496	49	2	examples	example	NOUN
ajird-1496	49	3	:	:	PUNCT
ajird-1496	49	4	1/18/24	1/18/24	NUM
ajird-1496	49	5	has	have	AUX
ajird-1496	49	6	the	the	DET
ajird-1496	49	7	format	format	NOUN
ajird-1496	49	8	"	"	PUNCT
ajird-1496	49	9	%	%	NOUN
ajird-1496	49	10	m/%d/%y	m/%d/%y	NOUN
ajird-1496	49	11	"	"	PUNCT
ajird-1496	49	12	18	18	NUM
ajird-1496	49	13	-	-	SYM
ajird-1496	49	14	1	1	NUM
ajird-1496	49	15	-	-	PUNCT
ajird-1496	49	16	2024	2024	NUM
ajird-1496	49	17	has	have	VERB
ajird-1496	49	18	the	the	DET
ajird-1496	49	19	format	format	NOUN
ajird-1496	49	20	"	"	PUNCT
ajird-1496	49	21	%	%	NOUN
ajird-1496	49	22	d-%m-%y	d-%m-%y	PROPN
ajird-1496	49	23	"	"	PUNCT
ajird-1496	49	24	we	we	PRON
ajird-1496	49	25	can	can	AUX
ajird-1496	49	26	see	see	VERB
ajird-1496	49	27	that	that	SCONJ
ajird-1496	49	28	it	it	PRON
ajird-1496	49	29	's	be	AUX
ajird-1496	49	30	in	in	ADP
ajird-1496	49	31	the	the	DET
ajird-1496	49	32	format	format	NOUN
ajird-1496	49	33	"	"	PUNCT
ajird-1496	49	34	month	month	NOUN
ajird-1496	49	35	/	/	SYM
ajird-1496	49	36	day	day	NOUN
ajird-1496	49	37	/	/	SYM
ajird-1496	49	38	two	two	NUM
ajird-1496	49	39	-	-	PUNCT
ajird-1496	49	40	digit	digit	NOUN
ajird-1496	49	41	year	year	NOUN
ajird-1496	49	42	"	"	PUNCT
ajird-1496	49	43	.	.	PUNCT
ajird-1496	50	1	one	one	NUM
ajird-1496	50	2	of	of	ADP
ajird-1496	50	3	the	the	DET
ajird-1496	50	4	biggest	big	ADJ
ajird-1496	50	5	pitfalls	pitfall	NOUN
ajird-1496	50	6	in	in	ADP
ajird-1496	50	7	date	date	NOUN
ajird-1496	50	8	analysis	analysis	NOUN
ajird-1496	50	9	is	be	AUX
ajird-1496	50	10	confusing	confusing	ADJ
ajird-1496	50	11	months	month	NOUN
ajird-1496	50	12	and	and	CCONJ
ajird-1496	50	13	days	day	NOUN
ajird-1496	50	14	.	.	PUNCT
ajird-1496	51	1	to	to	PART
ajird-1496	51	2	prevent	prevent	VERB
ajird-1496	51	3	this	this	DET
ajird-1496	51	4	error	error	NOUN
ajird-1496	51	5	,	,	PUNCT
ajird-1496	51	6	a	a	DET
ajird-1496	51	7	histogram	histogram	NOUN
ajird-1496	51	8	of	of	ADP
ajird-1496	51	9	months	month	NOUN
ajird-1496	51	10	and	and	CCONJ
ajird-1496	51	11	days	day	NOUN
ajird-1496	51	12	can	can	AUX
ajird-1496	51	13	be	be	AUX
ajird-1496	51	14	created	create	VERB
ajird-1496	51	15	.	.	PUNCT
ajird-1496	52	1	we	we	PRON
ajird-1496	52	2	anticipate	anticipate	VERB
ajird-1496	52	3	the	the	DET
ajird-1496	52	4	values	value	NOUN
ajird-1496	52	5	will	will	AUX
ajird-1496	52	6	range	range	VERB
ajird-1496	52	7	from	from	ADP
ajird-1496	52	8	1	1	NUM
ajird-1496	52	9	to	to	ADP
ajird-1496	52	10	31	31	NUM
ajird-1496	52	11	,	,	PUNCT
ajird-1496	52	12	and	and	CCONJ
ajird-1496	52	13	,	,	PUNCT
ajird-1496	52	14	as	as	SCONJ
ajird-1496	52	15	there	there	PRON
ajird-1496	52	16	's	be	VERB
ajird-1496	52	17	no	no	DET
ajird-1496	52	18	reason	reason	NOUN
ajird-1496	52	19	to	to	PART
ajird-1496	52	20	believe	believe	VERB
ajird-1496	52	21	landslides	landslide	NOUN
ajird-1496	52	22	occur	occur	VERB
ajird-1496	52	23	more	more	ADV
ajird-1496	52	24	frequently	frequently	ADV
ajird-1496	52	25	on	on	ADP
ajird-1496	52	26	certain	certain	ADJ
ajird-1496	52	27	days	day	NOUN
ajird-1496	52	28	of	of	ADP
ajird-1496	52	29	the	the	DET
ajird-1496	52	30	month	month	NOUN
ajird-1496	52	31	than	than	ADP
ajird-1496	52	32	others	other	NOUN
ajird-1496	52	33	,	,	PUNCT
ajird-1496	52	34	the	the	DET
ajird-1496	52	35	distribution	distribution	NOUN
ajird-1496	52	36	should	should	AUX
ajird-1496	52	37	be	be	AUX
ajird-1496	52	38	fairly	fairly	ADV
ajird-1496	52	39	uniform	uniform	ADJ
ajird-1496	52	40	.	.	PUNCT
ajird-1496	53	1	(	(	PUNCT
ajird-1496	53	2	with	with	ADP
ajird-1496	53	3	a	a	DET
ajird-1496	53	4	slight	slight	ADJ
ajird-1496	53	5	decrease	decrease	NOUN
ajird-1496	53	6	at	at	ADP
ajird-1496	53	7	31	31	NUM
ajird-1496	53	8	since	since	SCONJ
ajird-1496	53	9	not	not	PART
ajird-1496	53	10	every	every	DET
ajird-1496	53	11	month	month	NOUN
ajird-1496	53	12	includes	include	VERB
ajird-1496	53	13	31	31	NUM
ajird-1496	53	14	days	day	NOUN
ajird-1496	53	15	):	):	PUNCT
ajird-1496	53	16	another	another	DET
ajird-1496	53	17	important	important	ADJ
ajird-1496	53	18	step	step	NOUN
ajird-1496	53	19	is	be	AUX
ajird-1496	53	20	character	character	NOUN
ajird-1496	53	21	encoding	encoding	NOUN
ajird-1496	53	22	.	.	PUNCT
ajird-1496	54	1	character	character	NOUN
ajird-1496	54	2	encoding	encoding	NOUN
ajird-1496	54	3	is	be	AUX
ajird-1496	54	4	the	the	DET
ajird-1496	54	5	process	process	NOUN
ajird-1496	54	6	of	of	ADP
ajird-1496	54	7	converting	convert	VERB
ajird-1496	54	8	characters	character	NOUN
ajird-1496	54	9	(	(	PUNCT
ajird-1496	54	10	letters	letter	NOUN
ajird-1496	54	11	,	,	PUNCT
ajird-1496	54	12	numbers	number	NOUN
ajird-1496	54	13	,	,	PUNCT
ajird-1496	54	14	symbols	symbol	NOUN
ajird-1496	54	15	,	,	PUNCT
ajird-1496	54	16	etc	etc	X
ajird-1496	54	17	.	.	X
ajird-1496	54	18	)	)	PUNCT
ajird-1496	54	19	into	into	ADP
ajird-1496	54	20	a	a	DET
ajird-1496	54	21	format	format	NOUN
ajird-1496	54	22	that	that	PRON
ajird-1496	54	23	can	can	AUX
ajird-1496	54	24	be	be	AUX
ajird-1496	54	25	stored	store	VERB
ajird-1496	54	26	and	and	CCONJ
ajird-1496	54	27	processed	process	VERB
ajird-1496	54	28	by	by	ADP
ajird-1496	54	29	computers	computer	NOUN
ajird-1496	54	30	.	.	PUNCT
ajird-1496	55	1	in	in	ADP
ajird-1496	55	2	databases	database	NOUN
ajird-1496	55	3	,	,	PUNCT
ajird-1496	55	4	it	it	PRON
ajird-1496	55	5	ensures	ensure	VERB
ajird-1496	55	6	that	that	SCONJ
ajird-1496	55	7	textual	textual	ADJ
ajird-1496	55	8	data	datum	NOUN
ajird-1496	55	9	is	be	AUX
ajird-1496	55	10	represented	represent	VERB
ajird-1496	55	11	american	american	ADJ
ajird-1496	55	12	journal	journal	PROPN
ajird-1496	55	13	of	of	ADP
ajird-1496	55	14	interdisciplinary	interdisciplinary	ADJ
ajird-1496	55	15	research	research	NOUN
ajird-1496	55	16	and	and	CCONJ
ajird-1496	55	17	development	development	NOUN
ajird-1496	55	18	issn	issn	PROPN
ajird-1496	55	19	online	online	NOUN
ajird-1496	55	20	:	:	PUNCT
ajird-1496	55	21	2771	2771	NUM
ajird-1496	55	22	-	-	SYM
ajird-1496	55	23	8948	8948	NUM
ajird-1496	55	24	website	website	NOUN
ajird-1496	55	25	:	:	PUNCT
ajird-1496	55	26	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1496	55	27	volume	volume	NOUN
ajird-1496	55	28	38	38	NUM
ajird-1496	55	29	,	,	PUNCT
ajird-1496	55	30	march	march	PROPN
ajird-1496	55	31	2025	2025	NUM
ajird-1496	55	32	55	55	NUM
ajird-1496	55	33	|	|	ADV
ajird-1496	55	34	p	p	NOUN
ajird-1496	55	35	a	a	DET
ajird-1496	55	36	g	g	NOUN
ajird-1496	55	37	e	e	NOUN
ajird-1496	55	38	consistently	consistently	ADV
ajird-1496	55	39	and	and	CCONJ
ajird-1496	55	40	correctly	correctly	ADV
ajird-1496	55	41	across	across	ADP
ajird-1496	55	42	different	different	ADJ
ajird-1496	55	43	systems	system	NOUN
ajird-1496	55	44	.	.	PUNCT
ajird-1496	56	1	character	character	NOUN
ajird-1496	56	2	encoding	encoding	NOUN
ajird-1496	56	3	is	be	AUX
ajird-1496	56	4	so	so	ADV
ajird-1496	56	5	important	important	ADJ
ajird-1496	56	6	because	because	SCONJ
ajird-1496	56	7	consistency	consistency	NOUN
ajird-1496	56	8	,	,	PUNCT
ajird-1496	56	9	multilingual	multilingual	ADJ
ajird-1496	56	10	support	support	NOUN
ajird-1496	56	11	,	,	PUNCT
ajird-1496	56	12	data	datum	NOUN
ajird-1496	56	13	integrity	integrity	NOUN
ajird-1496	56	14	and	and	CCONJ
ajird-1496	56	15	interoperability	interoperability	NOUN
ajird-1496	56	16	.	.	PUNCT
ajird-1496	57	1	character	character	NOUN
ajird-1496	57	2	encoding	encoding	NOUN
ajird-1496	57	3	maps	map	NOUN
ajird-1496	57	4	characters	character	NOUN
ajird-1496	57	5	to	to	PART
ajird-1496	57	6	unique	unique	VERB
ajird-1496	57	7	binary	binary	ADJ
ajird-1496	57	8	representations	representation	NOUN
ajird-1496	57	9	(	(	PUNCT
ajird-1496	57	10	bytes	byte	NOUN
ajird-1496	57	11	)	)	PUNCT
ajird-1496	57	12	.	.	PUNCT
ajird-1496	58	1	for	for	ADP
ajird-1496	58	2	example	example	NOUN
ajird-1496	58	3	,	,	PUNCT
ajird-1496	58	4	ascii	ascii	ADJ
ajird-1496	58	5	or	or	CCONJ
ajird-1496	58	6	utf-8	utf-8	ADV
ajird-1496	58	7	encoding	encode	VERB
ajird-1496	58	8	.	.	PUNCT
ajird-1496	59	1	if	if	SCONJ
ajird-1496	59	2	we	we	PRON
ajird-1496	59	3	try	try	VERB
ajird-1496	59	4	to	to	PART
ajird-1496	59	5	convert	convert	VERB
ajird-1496	59	6	a	a	DET
ajird-1496	59	7	string	string	NOUN
ajird-1496	59	8	to	to	PART
ajird-1496	59	9	bytes	byte	NOUN
ajird-1496	59	10	for	for	ADP
ajird-1496	59	11	ascii	ascii	NOUN
ajird-1496	59	12	using	use	VERB
ajird-1496	59	13	encode	encode	ADJ
ajird-1496	59	14	(	(	PUNCT
ajird-1496	59	15	)	)	PUNCT
ajird-1496	59	16	,	,	PUNCT
ajird-1496	59	17	we	we	PRON
ajird-1496	59	18	can	can	AUX
ajird-1496	59	19	ask	ask	VERB
ajird-1496	59	20	for	for	SCONJ
ajird-1496	59	21	the	the	DET
ajird-1496	59	22	bytes	byte	NOUN
ajird-1496	59	23	to	to	PART
ajird-1496	59	24	be	be	AUX
ajird-1496	59	25	what	what	PRON
ajird-1496	59	26	they	they	PRON
ajird-1496	59	27	would	would	AUX
ajird-1496	59	28	be	be	AUX
ajird-1496	59	29	if	if	SCONJ
ajird-1496	59	30	the	the	DET
ajird-1496	59	31	text	text	NOUN
ajird-1496	59	32	was	be	AUX
ajird-1496	59	33	in	in	ADP
ajird-1496	59	34	ascii	ascii	NOUN
ajird-1496	59	35	.	.	PUNCT
ajird-1496	60	1	additional	additional	ADJ
ajird-1496	60	2	significant	significant	ADJ
ajird-1496	60	3	aspect	aspect	NOUN
ajird-1496	60	4	is	be	AUX
ajird-1496	60	5	the	the	DET
ajird-1496	60	6	inconsistent	inconsistent	ADJ
ajird-1496	60	7	data	datum	NOUN
ajird-1496	60	8	entry	entry	NOUN
ajird-1496	60	9	process	process	NOUN
ajird-1496	60	10	.	.	PUNCT
ajird-1496	61	1	inconsistent	inconsistent	ADJ
ajird-1496	61	2	data	data	PROPN
ajird-1496	61	3	entry	entry	NOUN
ajird-1496	61	4	refers	refer	VERB
ajird-1496	61	5	to	to	ADP
ajird-1496	61	6	situations	situation	NOUN
ajird-1496	61	7	where	where	SCONJ
ajird-1496	61	8	data	datum	NOUN
ajird-1496	61	9	is	be	AUX
ajird-1496	61	10	entered	enter	VERB
ajird-1496	61	11	into	into	ADP
ajird-1496	61	12	a	a	DET
ajird-1496	61	13	system	system	NOUN
ajird-1496	61	14	in	in	ADP
ajird-1496	61	15	multiple	multiple	ADJ
ajird-1496	61	16	formats	format	NOUN
ajird-1496	61	17	or	or	CCONJ
ajird-1496	61	18	styles	style	NOUN
ajird-1496	61	19	,	,	PUNCT
ajird-1496	61	20	making	make	VERB
ajird-1496	61	21	it	it	PRON
ajird-1496	61	22	difficult	difficult	ADJ
ajird-1496	61	23	to	to	PART
ajird-1496	61	24	analyze	analyze	VERB
ajird-1496	61	25	,	,	PUNCT
ajird-1496	61	26	process	process	NOUN
ajird-1496	61	27	,	,	PUNCT
ajird-1496	61	28	or	or	CCONJ
ajird-1496	61	29	maintain	maintain	VERB
ajird-1496	61	30	.	.	PUNCT
ajird-1496	62	1	it	it	PRON
ajird-1496	62	2	often	often	ADV
ajird-1496	62	3	occurs	occur	VERB
ajird-1496	62	4	when	when	SCONJ
ajird-1496	62	5	there	there	PRON
ajird-1496	62	6	are	be	VERB
ajird-1496	62	7	no	no	DET
ajird-1496	62	8	strict	strict	ADJ
ajird-1496	62	9	guidelines	guideline	NOUN
ajird-1496	62	10	or	or	CCONJ
ajird-1496	62	11	validations	validation	NOUN
ajird-1496	62	12	for	for	ADP
ajird-1496	62	13	data	datum	NOUN
ajird-1496	62	14	input	input	NOUN
ajird-1496	62	15	,	,	PUNCT
ajird-1496	62	16	resulting	result	VERB
ajird-1496	62	17	in	in	ADP
ajird-1496	62	18	variations	variation	NOUN
ajird-1496	62	19	that	that	PRON
ajird-1496	62	20	lead	lead	VERB
ajird-1496	62	21	to	to	ADP
ajird-1496	62	22	ambiguity	ambiguity	NOUN
ajird-1496	62	23	or	or	CCONJ
ajird-1496	62	24	errors	error	NOUN
ajird-1496	62	25	.	.	PUNCT
ajird-1496	63	1	common	common	ADJ
ajird-1496	63	2	causes	cause	NOUN
ajird-1496	63	3	of	of	ADP
ajird-1496	63	4	inconsistent	inconsistent	ADJ
ajird-1496	63	5	data	datum	NOUN
ajird-1496	63	6	entry	entry	NOUN
ajird-1496	63	7	:	:	PUNCT
ajird-1496	63	8	1	1	X
ajird-1496	63	9	.	.	X
ajird-1496	63	10	lack	lack	NOUN
ajird-1496	63	11	of	of	ADP
ajird-1496	63	12	standardization	standardization	NOUN
ajird-1496	63	13	:	:	PUNCT
ajird-1496	63	14	no	no	DET
ajird-1496	63	15	predefined	predefine	VERB
ajird-1496	63	16	formats	format	NOUN
ajird-1496	63	17	for	for	ADP
ajird-1496	63	18	data	datum	NOUN
ajird-1496	63	19	input	input	NOUN
ajird-1496	63	20	(	(	PUNCT
ajird-1496	63	21	e.g.	e.g.	ADV
ajird-1496	63	22	,	,	PUNCT
ajird-1496	63	23	dates	date	NOUN
ajird-1496	63	24	,	,	PUNCT
ajird-1496	63	25	names	name	NOUN
ajird-1496	63	26	,	,	PUNCT
ajird-1496	63	27	or	or	CCONJ
ajird-1496	63	28	addresses	address	NOUN
ajird-1496	63	29	)	)	PUNCT
ajird-1496	63	30	.	.	PUNCT
ajird-1496	64	1	2	2	X
ajird-1496	64	2	.	.	X
ajird-1496	64	3	human	human	ADJ
ajird-1496	64	4	error	error	NOUN
ajird-1496	64	5	:	:	PUNCT
ajird-1496	64	6	typing	type	VERB
ajird-1496	64	7	mistakes	mistake	NOUN
ajird-1496	64	8	,	,	PUNCT
ajird-1496	64	9	spelling	spelling	NOUN
ajird-1496	64	10	variations	variation	NOUN
ajird-1496	64	11	,	,	PUNCT
ajird-1496	64	12	or	or	CCONJ
ajird-1496	64	13	failure	failure	NOUN
ajird-1496	64	14	to	to	PART
ajird-1496	64	15	follow	follow	VERB
ajird-1496	64	16	conventions	convention	NOUN
ajird-1496	64	17	.	.	PUNCT
ajird-1496	65	1	3	3	X
ajird-1496	65	2	.	.	X
ajird-1496	65	3	multiple	multiple	ADJ
ajird-1496	65	4	sources	source	NOUN
ajird-1496	65	5	of	of	ADP
ajird-1496	65	6	data	datum	NOUN
ajird-1496	65	7	:	:	PUNCT
ajird-1496	65	8	data	datum	NOUN
ajird-1496	65	9	from	from	ADP
ajird-1496	65	10	different	different	ADJ
ajird-1496	65	11	systems	system	NOUN
ajird-1496	65	12	or	or	CCONJ
ajird-1496	65	13	contributors	contributor	NOUN
ajird-1496	65	14	using	use	VERB
ajird-1496	65	15	varying	vary	VERB
ajird-1496	65	16	formats	format	NOUN
ajird-1496	65	17	.	.	PUNCT
ajird-1496	66	1	4	4	X
ajird-1496	66	2	.	.	NOUN
ajird-1496	66	3	case	case	NOUN
ajird-1496	66	4	sensitivity	sensitivity	NOUN
ajird-1496	66	5	issues	issue	NOUN
ajird-1496	66	6	:	:	PUNCT
ajird-1496	66	7	variations	variation	NOUN
ajird-1496	66	8	in	in	ADP
ajird-1496	66	9	capitalization	capitalization	NOUN
ajird-1496	66	10	(	(	PUNCT
ajird-1496	66	11	e.g.	e.g.	ADV
ajird-1496	66	12	,	,	PUNCT
ajird-1496	66	13	"	"	PUNCT
ajird-1496	66	14	john	john	PROPN
ajird-1496	66	15	doe	doe	PROPN
ajird-1496	66	16	"	"	PUNCT
ajird-1496	66	17	vs.	vs.	ADP
ajird-1496	66	18	"	"	PUNCT
ajird-1496	66	19	john	john	PROPN
ajird-1496	66	20	doe	doe	PROPN
ajird-1496	66	21	"	"	PUNCT
ajird-1496	66	22	)	)	PUNCT
ajird-1496	66	23	.	.	PUNCT
ajird-1496	67	1	5	5	X
ajird-1496	67	2	.	.	X
ajird-1496	67	3	different	different	ADJ
ajird-1496	67	4	measurement	measurement	NOUN
ajird-1496	67	5	units	unit	NOUN
ajird-1496	67	6	:	:	PUNCT
ajird-1496	67	7	mixing	mix	VERB
ajird-1496	67	8	units	unit	NOUN
ajird-1496	67	9	(	(	PUNCT
ajird-1496	67	10	e.g.	e.g.	ADV
ajird-1496	67	11	,	,	PUNCT
ajird-1496	67	12	"	"	PUNCT
ajird-1496	67	13	5	5	NUM
ajird-1496	67	14	kg	kg	NOUN
ajird-1496	67	15	"	"	PUNCT
ajird-1496	67	16	vs.	vs.	X
ajird-1496	67	17	"	"	PUNCT
ajird-1496	67	18	11	11	NUM
ajird-1496	67	19	pounds	pound	NOUN
ajird-1496	67	20	"	"	PUNCT
ajird-1496	67	21	)	)	PUNCT
ajird-1496	67	22	.	.	PUNCT
ajird-1496	68	1	6	6	X
ajird-1496	68	2	.	.	X
ajird-1496	68	3	ambiguous	ambiguous	ADJ
ajird-1496	68	4	formatting	formatting	NOUN
ajird-1496	68	5	:	:	PUNCT
ajird-1496	68	6	different	different	ADJ
ajird-1496	68	7	ways	way	NOUN
ajird-1496	68	8	to	to	PART
ajird-1496	68	9	represent	represent	VERB
ajird-1496	68	10	the	the	DET
ajird-1496	68	11	same	same	ADJ
ajird-1496	68	12	data	datum	NOUN
ajird-1496	68	13	(	(	PUNCT
ajird-1496	68	14	e.g.	e.g.	ADV
ajird-1496	68	15	,	,	PUNCT
ajird-1496	68	16	"	"	PUNCT
ajird-1496	68	17	10/12/2024	10/12/2024	NUM
ajird-1496	68	18	"	"	PUNCT
ajird-1496	68	19	vs.	vs.	X
ajird-1496	68	20	"	"	PUNCT
ajird-1496	68	21	december	december	PROPN
ajird-1496	68	22	10	10	NUM
ajird-1496	68	23	,	,	PUNCT
ajird-1496	68	24	2024	2024	NUM
ajird-1496	68	25	"	"	PUNCT
ajird-1496	68	26	)	)	PUNCT
ajird-1496	68	27	.	.	PUNCT
ajird-1496	69	1	we	we	PRON
ajird-1496	69	2	can	can	AUX
ajird-1496	69	3	use	use	VERB
ajird-1496	69	4	fuzzy	fuzzy	ADJ
ajird-1496	69	5	matching	matching	NOUN
ajird-1496	69	6	to	to	PART
ajird-1496	69	7	correct	correct	VERB
ajird-1496	69	8	inconsistent	inconsistent	ADJ
ajird-1496	69	9	data	datum	NOUN
ajird-1496	69	10	entry	entry	NOUN
ajird-1496	69	11	.	.	PUNCT
ajird-1496	70	1	problems	problem	NOUN
ajird-1496	70	2	caused	cause	VERB
ajird-1496	70	3	by	by	ADP
ajird-1496	70	4	inconsistent	inconsistent	ADJ
ajird-1496	70	5	data	datum	NOUN
ajird-1496	70	6	entry	entry	NOUN
ajird-1496	70	7	1	1	NUM
ajird-1496	70	8	.	.	PUNCT
ajird-1496	70	9	reduced	reduce	VERB
ajird-1496	70	10	data	datum	NOUN
ajird-1496	70	11	quality	quality	NOUN
ajird-1496	70	12	:	:	PUNCT
ajird-1496	70	13	inconsistencies	inconsistency	NOUN
ajird-1496	70	14	make	make	VERB
ajird-1496	70	15	the	the	DET
ajird-1496	70	16	data	datum	NOUN
ajird-1496	70	17	less	less	ADV
ajird-1496	70	18	reliable	reliable	ADJ
ajird-1496	70	19	for	for	ADP
ajird-1496	70	20	decisionmaking	decisionmake	VERB
ajird-1496	70	21	.	.	PUNCT
ajird-1496	71	1	2	2	X
ajird-1496	71	2	.	.	X
ajird-1496	71	3	difficulty	difficulty	NOUN
ajird-1496	71	4	in	in	ADP
ajird-1496	71	5	searching	search	VERB
ajird-1496	71	6	or	or	CCONJ
ajird-1496	71	7	sorting	sorting	NOUN
ajird-1496	71	8	:	:	PUNCT
ajird-1496	71	9	variations	variation	NOUN
ajird-1496	71	10	make	make	VERB
ajird-1496	71	11	it	it	PRON
ajird-1496	71	12	harder	hard	ADJ
ajird-1496	71	13	to	to	PART
ajird-1496	71	14	locate	locate	VERB
ajird-1496	71	15	or	or	CCONJ
ajird-1496	71	16	categorize	categorize	VERB
ajird-1496	71	17	data	datum	NOUN
ajird-1496	71	18	.	.	PUNCT
ajird-1496	72	1	3	3	X
ajird-1496	72	2	.	.	X
ajird-1496	72	3	data	datum	NOUN
ajird-1496	72	4	duplication	duplication	NOUN
ajird-1496	72	5	:	:	PUNCT
ajird-1496	72	6	inconsistent	inconsistent	ADJ
ajird-1496	72	7	entries	entry	NOUN
ajird-1496	72	8	can	can	AUX
ajird-1496	72	9	create	create	VERB
ajird-1496	72	10	duplicates	duplicate	NOUN
ajird-1496	72	11	(	(	PUNCT
ajird-1496	72	12	e.g.	e.g.	ADV
ajird-1496	72	13	,	,	PUNCT
ajird-1496	72	14	"	"	PUNCT
ajird-1496	72	15	jane	jane	NOUN
ajird-1496	72	16	doe	doe	NOUN
ajird-1496	72	17	"	"	PUNCT
ajird-1496	72	18	and	and	CCONJ
ajird-1496	72	19	"	"	PUNCT
ajird-1496	72	20	j.	j.	PROPN
ajird-1496	72	21	doe	doe	PROPN
ajird-1496	72	22	"	"	PUNCT
ajird-1496	72	23	)	)	PUNCT
ajird-1496	72	24	.	.	PUNCT
ajird-1496	73	1	4	4	X
ajird-1496	73	2	.	.	X
ajird-1496	73	3	errors	error	NOUN
ajird-1496	73	4	in	in	ADP
ajird-1496	73	5	analysis	analysis	NOUN
ajird-1496	73	6	:	:	PUNCT
ajird-1496	73	7	inconsistent	inconsistent	ADJ
ajird-1496	73	8	formats	format	NOUN
ajird-1496	73	9	can	can	AUX
ajird-1496	73	10	lead	lead	VERB
ajird-1496	73	11	to	to	ADP
ajird-1496	73	12	incorrect	incorrect	ADJ
ajird-1496	73	13	results	result	NOUN
ajird-1496	73	14	in	in	ADP
ajird-1496	73	15	calculations	calculation	NOUN
ajird-1496	73	16	or	or	CCONJ
ajird-1496	73	17	visualizations	visualization	NOUN
ajird-1496	73	18	.	.	PUNCT
ajird-1496	74	1	5	5	X
ajird-1496	74	2	.	.	NUM
ajird-1496	74	3	increased	increase	VERB
ajird-1496	74	4	processing	processing	NOUN
ajird-1496	74	5	time	time	NOUN
ajird-1496	74	6	:	:	PUNCT
ajird-1496	74	7	cleaning	clean	VERB
ajird-1496	74	8	and	and	CCONJ
ajird-1496	74	9	standardizing	standardize	VERB
ajird-1496	74	10	data	datum	NOUN
ajird-1496	74	11	consumes	consume	VERB
ajird-1496	74	12	additional	additional	ADJ
ajird-1496	74	13	resources	resource	NOUN
ajird-1496	74	14	.	.	PUNCT
ajird-1496	75	1	how	how	SCONJ
ajird-1496	75	2	to	to	PART
ajird-1496	75	3	prevent	prevent	VERB
ajird-1496	75	4	or	or	CCONJ
ajird-1496	75	5	address	address	VERB
ajird-1496	75	6	inconsistent	inconsistent	ADJ
ajird-1496	75	7	data	datum	NOUN
ajird-1496	75	8	entry	entry	NOUN
ajird-1496	75	9	standardization	standardization	NOUN
ajird-1496	75	10	:	:	PUNCT
ajird-1496	75	11	1	1	X
ajird-1496	75	12	.	.	AUX
ajird-1496	75	13	establish	establish	VERB
ajird-1496	75	14	clear	clear	ADJ
ajird-1496	75	15	data	datum	NOUN
ajird-1496	75	16	entry	entry	NOUN
ajird-1496	75	17	guidelines	guideline	NOUN
ajird-1496	75	18	for	for	ADP
ajird-1496	75	19	all	all	DET
ajird-1496	75	20	users	user	NOUN
ajird-1496	75	21	(	(	PUNCT
ajird-1496	75	22	e.g.	e.g.	ADV
ajird-1496	75	23	,	,	PUNCT
ajird-1496	75	24	date	date	NOUN
ajird-1496	75	25	format	format	NOUN
ajird-1496	75	26	:	:	PUNCT
ajird-1496	75	27	yyyy	yyyy	PROPN
ajird-1496	75	28	-	-	PUNCT
ajird-1496	75	29	mm	mm	PROPN
ajird-1496	75	30	-	-	PUNCT
ajird-1496	75	31	dd	dd	NOUN
ajird-1496	75	32	)	)	PUNCT
ajird-1496	75	33	.	.	PUNCT
ajird-1496	76	1	2	2	X
ajird-1496	76	2	.	.	X
ajird-1496	76	3	validation	validation	NOUN
ajird-1496	76	4	rules	rule	NOUN
ajird-1496	76	5	:	:	PUNCT
ajird-1496	76	6	implement	implement	VERB
ajird-1496	76	7	rules	rule	NOUN
ajird-1496	76	8	to	to	PART
ajird-1496	76	9	check	check	VERB
ajird-1496	76	10	for	for	ADP
ajird-1496	76	11	acceptable	acceptable	ADJ
ajird-1496	76	12	formats	format	NOUN
ajird-1496	76	13	during	during	ADP
ajird-1496	76	14	data	data	NOUN
ajird-1496	76	15	entry	entry	NOUN
ajird-1496	76	16	(	(	PUNCT
ajird-1496	76	17	e.g.	e.g.	ADV
ajird-1496	76	18	,	,	PUNCT
ajird-1496	76	19	dropdowns	dropdown	NOUN
ajird-1496	76	20	for	for	ADP
ajird-1496	76	21	country	country	NOUN
ajird-1496	76	22	names	name	NOUN
ajird-1496	76	23	)	)	PUNCT
ajird-1496	76	24	.	.	PUNCT
ajird-1496	77	1	3	3	X
ajird-1496	77	2	.	.	X
ajird-1496	77	3	training	training	NOUN
ajird-1496	77	4	:	:	PUNCT
ajird-1496	77	5	educate	educate	VERB
ajird-1496	77	6	users	user	NOUN
ajird-1496	77	7	about	about	ADP
ajird-1496	77	8	the	the	DET
ajird-1496	77	9	importance	importance	NOUN
ajird-1496	77	10	of	of	ADP
ajird-1496	77	11	consistent	consistent	ADJ
ajird-1496	77	12	data	datum	NOUN
ajird-1496	77	13	entry	entry	NOUN
ajird-1496	77	14	.	.	PUNCT
ajird-1496	78	1	4	4	X
ajird-1496	78	2	.	.	X
ajird-1496	78	3	data	datum	NOUN
ajird-1496	78	4	cleaning	cleaning	NOUN
ajird-1496	78	5	tools	tool	NOUN
ajird-1496	78	6	:	:	PUNCT
ajird-1496	78	7	use	use	VERB
ajird-1496	78	8	software	software	NOUN
ajird-1496	78	9	tools	tool	NOUN
ajird-1496	78	10	to	to	PART
ajird-1496	78	11	identify	identify	VERB
ajird-1496	78	12	and	and	CCONJ
ajird-1496	78	13	resolve	resolve	VERB
ajird-1496	78	14	inconsistencies	inconsistency	NOUN
ajird-1496	78	15	(	(	PUNCT
ajird-1496	78	16	e.g.	e.g.	ADV
ajird-1496	78	17	,	,	PUNCT
ajird-1496	78	18	removing	remove	VERB
ajird-1496	78	19	duplicates	duplicate	NOUN
ajird-1496	78	20	or	or	CCONJ
ajird-1496	78	21	correcting	correct	VERB
ajird-1496	78	22	formats	format	NOUN
ajird-1496	78	23	)	)	PUNCT
ajird-1496	78	24	.	.	PUNCT
ajird-1496	79	1	american	american	PROPN
ajird-1496	79	2	journal	journal	PROPN
ajird-1496	79	3	of	of	ADP
ajird-1496	79	4	interdisciplinary	interdisciplinary	ADJ
ajird-1496	79	5	research	research	NOUN
ajird-1496	79	6	and	and	CCONJ
ajird-1496	79	7	development	development	NOUN
ajird-1496	79	8	issn	issn	PROPN
ajird-1496	79	9	online	online	NOUN
ajird-1496	79	10	:	:	PUNCT
ajird-1496	79	11	2771	2771	NUM
ajird-1496	79	12	-	-	SYM
ajird-1496	79	13	8948	8948	NUM
ajird-1496	79	14	website	website	NOUN
ajird-1496	79	15	:	:	PUNCT
ajird-1496	79	16	www.ajird.journalspark.org	www.ajird.journalspark.org	ADJ
ajird-1496	79	17	volume	volume	NOUN
ajird-1496	79	18	38	38	NUM
ajird-1496	79	19	,	,	PUNCT
ajird-1496	79	20	march	march	PROPN
ajird-1496	79	21	2025	2025	NUM
ajird-1496	79	22	56	56	NUM
ajird-1496	80	1	|	|	ADV
ajird-1496	80	2	p	p	NOUN
ajird-1496	80	3	a	a	DET
ajird-1496	80	4	g	g	NOUN
ajird-1496	80	5	e	e	NOUN
ajird-1496	80	6	5	5	NUM
ajird-1496	80	7	.	.	PUNCT
ajird-1496	80	8	automation	automation	NOUN
ajird-1496	80	9	:	:	PUNCT
ajird-1496	80	10	automate	automate	NOUN
ajird-1496	80	11	data	datum	NOUN
ajird-1496	80	12	collection	collection	NOUN
ajird-1496	80	13	with	with	ADP
ajird-1496	80	14	structured	structured	ADJ
ajird-1496	80	15	forms	form	NOUN
ajird-1496	80	16	or	or	CCONJ
ajird-1496	80	17	apis	apis	NOUN
ajird-1496	80	18	to	to	PART
ajird-1496	80	19	minimize	minimize	VERB
ajird-1496	80	20	manual	manual	ADJ
ajird-1496	80	21	entry	entry	NOUN
ajird-1496	80	22	.	.	PUNCT
ajird-1496	81	1	additionally	additionally	ADV
ajird-1496	81	2	,	,	PUNCT
ajird-1496	81	3	we	we	PRON
ajird-1496	81	4	’re	’re	AUX
ajird-1496	81	5	going	go	VERB
ajird-1496	81	6	to	to	PART
ajird-1496	81	7	use	use	VERB
ajird-1496	81	8	the	the	DET
ajird-1496	81	9	fuzzywuzzy	fuzzywuzzy	ADJ
ajird-1496	81	10	package	package	NOUN
ajird-1496	81	11	to	to	PART
ajird-1496	81	12	help	help	AUX
ajird-1496	81	13	identify	identify	VERB
ajird-1496	81	14	which	which	DET
ajird-1496	81	15	strings	string	NOUN
ajird-1496	81	16	are	be	AUX
ajird-1496	81	17	closest	close	ADJ
ajird-1496	81	18	to	to	ADP
ajird-1496	81	19	each	each	DET
ajird-1496	81	20	other	other	ADJ
ajird-1496	81	21	.	.	PUNCT
ajird-1496	82	1	this	this	DET
ajird-1496	82	2	dataset	dataset	NOUN
ajird-1496	82	3	is	be	AUX
ajird-1496	82	4	small	small	ADJ
ajird-1496	82	5	enough	enough	ADV
ajird-1496	82	6	that	that	SCONJ
ajird-1496	82	7	we	we	PRON
ajird-1496	82	8	could	could	AUX
ajird-1496	82	9	probably	probably	ADV
ajird-1496	82	10	could	could	AUX
ajird-1496	82	11	correct	correct	VERB
ajird-1496	82	12	errors	error	NOUN
ajird-1496	82	13	by	by	ADP
ajird-1496	82	14	hand	hand	NOUN
ajird-1496	82	15	,	,	PUNCT
ajird-1496	82	16	but	but	CCONJ
ajird-1496	82	17	that	that	DET
ajird-1496	82	18	approach	approach	NOUN
ajird-1496	82	19	does	do	AUX
ajird-1496	82	20	n't	not	PART
ajird-1496	82	21	scale	scale	VERB
ajird-1496	82	22	well	well	ADV
ajird-1496	82	23	.	.	PUNCT
ajird-1496	83	1	(	(	PUNCT
ajird-1496	83	2	would	would	AUX
ajird-1496	83	3	you	you	PRON
ajird-1496	83	4	want	want	VERB
ajird-1496	83	5	to	to	PART
ajird-1496	83	6	correct	correct	VERB
ajird-1496	83	7	a	a	DET
ajird-1496	83	8	thousand	thousand	NUM
ajird-1496	83	9	errors	error	NOUN
ajird-1496	83	10	by	by	ADP
ajird-1496	83	11	hand	hand	NOUN
ajird-1496	83	12	?	?	PUNCT
ajird-1496	84	1	what	what	PRON
ajird-1496	84	2	about	about	ADV
ajird-1496	84	3	ten	ten	NUM
ajird-1496	84	4	thousand	thousand	NUM
ajird-1496	84	5	?	?	PUNCT
ajird-1496	85	1	automating	automate	VERB
ajird-1496	85	2	things	thing	NOUN
ajird-1496	85	3	as	as	ADV
ajird-1496	85	4	early	early	ADV
ajird-1496	85	5	as	as	ADP
ajird-1496	85	6	possible	possible	ADJ
ajird-1496	85	7	is	be	AUX
ajird-1496	85	8	generally	generally	ADV
ajird-1496	85	9	a	a	DET
ajird-1496	85	10	good	good	ADJ
ajird-1496	85	11	idea	idea	NOUN
ajird-1496	85	12	.	.	PUNCT
ajird-1496	86	1	plus	plus	CCONJ
ajird-1496	86	2	,	,	PUNCT
ajird-1496	86	3	it	it	PRON
ajird-1496	86	4	’s	’	VERB
ajird-1496	86	5	fun	fun	NOUN
ajird-1496	86	6	!	!	PUNCT
ajird-1496	86	7	)	)	PUNCT
ajird-1496	87	1	fuzzy	fuzzy	ADJ
ajird-1496	87	2	matching	matching	NOUN
ajird-1496	87	3	:	:	PUNCT
ajird-1496	87	4	the	the	DET
ajird-1496	87	5	process	process	NOUN
ajird-1496	87	6	of	of	ADP
ajird-1496	87	7	automatically	automatically	ADV
ajird-1496	87	8	finding	find	VERB
ajird-1496	87	9	text	text	NOUN
ajird-1496	87	10	strings	string	NOUN
ajird-1496	87	11	that	that	PRON
ajird-1496	87	12	are	be	AUX
ajird-1496	87	13	very	very	ADV
ajird-1496	87	14	similar	similar	ADJ
ajird-1496	87	15	to	to	ADP
ajird-1496	87	16	the	the	DET
ajird-1496	87	17	target	target	NOUN
ajird-1496	87	18	string	string	NOUN
ajird-1496	87	19	.	.	PUNCT
ajird-1496	88	1	in	in	ADP
ajird-1496	88	2	general	general	ADJ
ajird-1496	88	3	,	,	PUNCT
ajird-1496	88	4	a	a	DET
ajird-1496	88	5	string	string	NOUN
ajird-1496	88	6	is	be	AUX
ajird-1496	88	7	considered	consider	VERB
ajird-1496	88	8	"	"	PUNCT
ajird-1496	88	9	closer	close	ADJ
ajird-1496	88	10	"	"	PUNCT
ajird-1496	88	11	to	to	ADP
ajird-1496	88	12	another	another	DET
ajird-1496	88	13	one	one	NOUN
ajird-1496	88	14	the	the	DET
ajird-1496	88	15	fewer	few	ADJ
ajird-1496	88	16	characters	character	NOUN
ajird-1496	88	17	you	you	PRON
ajird-1496	88	18	'd	would	AUX
ajird-1496	88	19	need	need	VERB
ajird-1496	88	20	to	to	PART
ajird-1496	88	21	change	change	VERB
ajird-1496	88	22	if	if	SCONJ
ajird-1496	88	23	you	you	PRON
ajird-1496	88	24	were	be	AUX
ajird-1496	88	25	transforming	transform	VERB
ajird-1496	88	26	one	one	NUM
ajird-1496	88	27	string	string	NOUN
ajird-1496	88	28	into	into	ADP
ajird-1496	88	29	another	another	PRON
ajird-1496	88	30	.	.	PUNCT
ajird-1496	89	1	so	so	ADV
ajird-1496	89	2	"	"	PUNCT
ajird-1496	89	3	apple	apple	NOUN
ajird-1496	89	4	"	"	PUNCT
ajird-1496	89	5	and	and	CCONJ
ajird-1496	89	6	"	"	PUNCT
ajird-1496	89	7	snapple	snapple	NOUN
ajird-1496	89	8	"	"	PUNCT
ajird-1496	89	9	are	be	AUX
ajird-1496	89	10	two	two	NUM
ajird-1496	89	11	changes	change	NOUN
ajird-1496	89	12	away	away	ADV
ajird-1496	89	13	from	from	ADP
ajird-1496	89	14	each	each	DET
ajird-1496	89	15	other	other	ADJ
ajird-1496	89	16	(	(	PUNCT
ajird-1496	89	17	add	add	VERB
ajird-1496	89	18	"	"	PUNCT
ajird-1496	89	19	s	s	NOUN
ajird-1496	89	20	"	"	PUNCT
ajird-1496	89	21	and	and	CCONJ
ajird-1496	89	22	"	"	PUNCT
ajird-1496	89	23	n	n	CCONJ
ajird-1496	89	24	"	"	PUNCT
ajird-1496	89	25	)	)	PUNCT
ajird-1496	89	26	while	while	SCONJ
ajird-1496	89	27	"	"	PUNCT
ajird-1496	89	28	in	in	ADP
ajird-1496	89	29	"	"	PUNCT
ajird-1496	89	30	and	and	CCONJ
ajird-1496	89	31	"	"	PUNCT
ajird-1496	89	32	on	on	ADP
ajird-1496	89	33	"	"	PUNCT
ajird-1496	89	34	and	and	CCONJ
ajird-1496	89	35	one	one	NUM
ajird-1496	89	36	change	change	NOUN
ajird-1496	89	37	away	away	ADV
ajird-1496	89	38	(	(	PUNCT
ajird-1496	89	39	replace	replace	VERB
ajird-1496	89	40	"	"	PUNCT
ajird-1496	89	41	i	i	NOUN
ajird-1496	89	42	"	"	PUNCT
ajird-1496	89	43	with	with	ADP
ajird-1496	89	44	"	"	PUNCT
ajird-1496	89	45	o	o	NOUN
ajird-1496	89	46	"	"	PUNCT
ajird-1496	89	47	)	)	PUNCT
ajird-1496	89	48	.	.	PUNCT
ajird-1496	90	1	you	you	PRON
ajird-1496	90	2	wo	will	AUX
ajird-1496	90	3	n't	not	PART
ajird-1496	90	4	always	always	ADV
ajird-1496	90	5	be	be	AUX
ajird-1496	90	6	able	able	ADJ
ajird-1496	90	7	to	to	PART
ajird-1496	90	8	rely	rely	VERB
ajird-1496	90	9	on	on	ADP
ajird-1496	90	10	fuzzy	fuzzy	ADJ
ajird-1496	90	11	matching	match	VERB
ajird-1496	90	12	100	100	NUM
ajird-1496	90	13	%	%	NOUN
ajird-1496	90	14	,	,	PUNCT
ajird-1496	90	15	but	but	CCONJ
ajird-1496	90	16	it	it	PRON
ajird-1496	90	17	will	will	AUX
ajird-1496	90	18	usually	usually	ADV
ajird-1496	90	19	end	end	VERB
ajird-1496	90	20	up	up	ADP
ajird-1496	90	21	saving	save	VERB
ajird-1496	90	22	you	you	PRON
ajird-1496	90	23	at	at	ADP
ajird-1496	90	24	least	least	ADJ
ajird-1496	90	25	a	a	DET
ajird-1496	90	26	little	little	ADJ
ajird-1496	90	27	time	time	NOUN
ajird-1496	90	28	.	.	PUNCT
ajird-1496	91	1	references	reference	NOUN
ajird-1496	91	2	1	1	NUM
ajird-1496	91	3	.	.	PUNCT
ajird-1496	91	4	rahm	rahm	PROPN
ajird-1496	91	5	e.	e.	PROPN
ajird-1496	91	6	,	,	PUNCT
ajird-1496	91	7	do	do	VERB
ajird-1496	91	8	h.h.data	h.h.data	NOUN
ajird-1496	91	9	cleaning	cleaning	NOUN
ajird-1496	91	10	:	:	PUNCT
ajird-1496	91	11	problems	problem	NOUN
ajird-1496	91	12	and	and	CCONJ
ajird-1496	91	13	current	current	ADJ
ajird-1496	91	14	approaches	approach	NOUN
ajird-1496	91	15	.	.	PUNCT
ajird-1496	92	1	ieee	ieee	NOUN
ajird-1496	92	2	data	data	PROPN
ajird-1496	92	3	engineering	engineering	PROPN
ajird-1496	92	4	bulletin,23(4),3	bulletin,23(4),3	PROPN
ajird-1496	92	5	-	-	PUNCT
ajird-1496	92	6	13.2000	13.2000	NUM
ajird-1496	92	7	.	.	PUNCT
ajird-1496	93	1	2	2	X
ajird-1496	93	2	.	.	X
ajird-1496	93	3	han	han	PROPN
ajird-1496	93	4	j.	j.	PROPN
ajird-1496	93	5	,	,	PUNCT
ajird-1496	93	6	pei	pei	PROPN
ajird-1496	93	7	j.	j.	PROPN
ajird-1496	93	8	,	,	PUNCT
ajird-1496	93	9	kamber	kamber	PROPN
ajird-1496	93	10	m.	m.	PROPN
ajird-1496	93	11	data	data	PROPN
ajird-1496	93	12	mining	mining	NOUN
ajird-1496	93	13	:	:	PUNCT
ajird-1496	93	14	concepts	concept	NOUN
ajird-1496	93	15	and	and	CCONJ
ajird-1496	93	16	techniques	technique	NOUN
ajird-1496	93	17	.	.	PUNCT
ajird-1496	94	1	elsevier.2011	elsevier.2011	PROPN
ajird-1496	94	2	3	3	NUM
ajird-1496	94	3	.	.	PUNCT
ajird-1496	94	4	hamroqul	hamroqul	PROPN
ajird-1496	94	5	o’g’li	o’g’li	PROPN
ajird-1496	94	6	,	,	PUNCT
ajird-1496	94	7	arabov	arabov	VERB
ajird-1496	94	8	ubaydullo	ubaydullo	NOUN
ajird-1496	94	9	,	,	PUNCT
ajird-1496	94	10	and	and	CCONJ
ajird-1496	94	11	eshonqulov	eshonqulov	PROPN
ajird-1496	94	12	hamza	hamza	PROPN
ajird-1496	94	13	ilhomovich	ilhomovich	PROPN
ajird-1496	94	14	.	.	PUNCT
ajird-1496	95	1	"	"	PUNCT
ajird-1496	95	2	katta	katta	VERB
ajird-1496	95	3	ma’lumotlar	ma’lumotlar	PROPN
ajird-1496	95	4	(	(	PUNCT
ajird-1496	95	5	big	big	ADJ
ajird-1496	95	6	data	data	PROPN
ajird-1496	95	7	)	)	PUNCT
ajird-1496	95	8	ni	ni	PROPN
ajird-1496	95	9	tahlil	tahlil	PROPN
ajird-1496	95	10	qilish	qilish	PROPN
ajird-1496	95	11	usullari	usullari	NOUN
ajird-1496	95	12	.	.	PUNCT
ajird-1496	95	13	"	"	PUNCT
ajird-1496	96	1	pedagogik	pedagogik	NOUN
ajird-1496	96	2	mahorat	mahorat	NOUN
ajird-1496	96	3	5.1	5.1	NUM
ajird-1496	96	4	(	(	PUNCT
ajird-1496	96	5	2021	2021	NUM
ajird-1496	96	6	):	):	PUNCT
ajird-1496	96	7	197	197	NUM
ajird-1496	96	8	-	-	SYM
ajird-1496	96	9	201	201	NUM
ajird-1496	96	10	.	.	PUNCT
ajird-1496	97	1	4	4	NUM
ajird-1496	97	2	.	.	X
ajird-1496	97	3	bekmirzayeva	bekmirzayeva	PROPN
ajird-1496	97	4	m.	m.	PROPN
ajird-1496	97	5	s.	s.	PROPN
ajird-1496	97	6	videokuzatuv	videokuzatuv	PROPN
ajird-1496	98	1	tizimlari	tizimlari	DET
ajird-1496	98	2	ma’lumotlarini	ma’lumotlarini	NOUN
ajird-1496	98	3	sun’iy	sun’iy	AUX
ajird-1496	98	4	intellekt	intellekt	PROPN
ajird-1496	98	5	yordamida	yordamida	PROPN
ajird-1496	98	6	tahlil	tahlil	PROPN
ajird-1496	98	7	qilish	qilish	NOUN
ajird-1496	98	8	:	:	PUNCT
ajird-1496	98	9	videokuzatuv	videokuzatuv	PROPN
ajird-1496	99	1	tizimlari	tizimlari	DET
ajird-1496	99	2	ma’lumotlarini	ma’lumotlarini	NOUN
ajird-1496	99	3	sun’iy	sun’iy	AUX
ajird-1496	99	4	intellekt	intellekt	PROPN
ajird-1496	99	5	yordamida	yordamida	PROPN
ajird-1496	99	6	tahlil	tahlil	PROPN
ajird-1496	99	7	qilish	qilish	X
ajird-1496	99	8	//modern	//modern	PUNCT
ajird-1496	100	1	problems	problem	NOUN
ajird-1496	100	2	and	and	CCONJ
ajird-1496	100	3	prospects	prospect	NOUN
ajird-1496	100	4	of	of	ADP
ajird-1496	100	5	applied	applied	ADJ
ajird-1496	100	6	mathematics	mathematic	NOUN
ajird-1496	100	7	.	.	PUNCT
ajird-1496	101	1	–	–	PUNCT
ajird-1496	101	2	2024	2024	NUM
ajird-1496	101	3	.	.	PUNCT
ajird-1496	102	1	–	–	PUNCT
ajird-1496	102	2	т	т	X
ajird-1496	102	3	.	.	NOUN
ajird-1496	102	4	1	1	NUM
ajird-1496	102	5	.	.	X
ajird-1496	102	6	–	–	PUNCT
ajird-1496	102	7	№	№	NOUN
ajird-1496	102	8	.	.	PUNCT
ajird-1496	103	1	01	01	NUM
ajird-1496	103	2	.	.	NOUN
ajird-1496	103	3	5	5	NUM
ajird-1496	103	4	.	.	X
ajird-1496	103	5	beknazarova	beknazarova	PROPN
ajird-1496	103	6	,	,	PUNCT
ajird-1496	103	7	s.	s.	PROPN
ajird-1496	103	8	s.	s.	PROPN
ajird-1496	103	9	,	,	PUNCT
ajird-1496	103	10	and	and	CCONJ
ajird-1496	103	11	m.	m.	NOUN
ajird-1496	103	12	sh	sh	PROPN
ajird-1496	103	13	bekmirzayeva	bekmirzayeva	PROPN
ajird-1496	103	14	.	.	PUNCT
ajird-1496	104	1	"	"	PUNCT
ajird-1496	104	2	study	study	NOUN
ajird-1496	104	3	of	of	ADP
ajird-1496	104	4	the	the	DET
ajird-1496	104	5	degree	degree	NOUN
ajird-1496	104	6	of	of	ADP
ajird-1496	104	7	influence	influence	NOUN
ajird-1496	104	8	of	of	ADP
ajird-1496	104	9	fog	fog	NOUN
ajird-1496	104	10	on	on	ADP
ajird-1496	104	11	images	image	NOUN
ajird-1496	104	12	in	in	ADP
ajird-1496	104	13	visualization	visualization	NOUN
ajird-1496	104	14	systems	system	NOUN
ajird-1496	104	15	.	.	PUNCT
ajird-1496	104	16	"	"	PUNCT
ajird-1496	105	1	(	(	PUNCT
ajird-1496	105	2	2024	2024	NUM
ajird-1496	105	3	)	)	PUNCT
ajird-1496	105	4	.	.	PUNCT
ajird-1496	106	1	6	6	NUM
ajird-1496	106	2	.	.	X
ajird-1496	106	3	norqulova	norqulova	PROPN
ajird-1496	106	4	,	,	PUNCT
ajird-1496	106	5	ziyoda	ziyoda	NOUN
ajird-1496	106	6	.	.	PUNCT
ajird-1496	107	1	"	"	PUNCT
ajird-1496	107	2	data	datum	NOUN
ajird-1496	107	3	visualization	visualization	NOUN
ajird-1496	107	4	steps	step	NOUN
ajird-1496	107	5	to	to	PART
ajird-1496	107	6	sort	sort	VERB
ajird-1496	107	7	data	datum	NOUN
ajird-1496	107	8	by	by	ADP
ajird-1496	107	9	removing	remove	VERB
ajird-1496	107	10	missing	missing	ADJ
ajird-1496	107	11	values	value	NOUN
ajird-1496	107	12	and	and	CCONJ
ajird-1496	107	13	converting	convert	VERB
ajird-1496	107	14	data	datum	NOUN
ajird-1496	107	15	to	to	ADP
ajird-1496	107	16	numeric	numeric	ADJ
ajird-1496	107	17	type	type	NOUN
ajird-1496	107	18	.	.	PUNCT
ajird-1496	107	19	"	"	PUNCT
ajird-1496	108	1	dtai–2024	dtai–2024	PROPN
ajird-1496	108	2	1.dtai	1.dtai	NUM
ajird-1496	108	3	(	(	PUNCT
ajird-1496	108	4	2024	2024	NUM
ajird-1496	108	5	):	):	PUNCT
ajird-1496	108	6	37	37	NUM
ajird-1496	108	7	-	-	SYM
ajird-1496	108	8	39	39	NUM
ajird-1496	108	9	.	.	PUNCT
ajird-1496	109	1	7	7	X
ajird-1496	109	2	.	.	NUM
ajird-1496	109	3	norqulova	norqulova	PROPN
ajird-1496	109	4	,	,	PUNCT
ajird-1496	109	5	ziyoda	ziyoda	NOUN
ajird-1496	109	6	.	.	PUNCT
ajird-1496	110	1	"	"	PUNCT
ajird-1496	110	2	ma’lumotlarni	ma’lumotlarni	PROPN
ajird-1496	110	3	vizualizatsiya	vizualizatsiya	PROPN
ajird-1496	110	4	qilish	qilish	AUX
ajird-1496	110	5	uchun	uchun	PROPN
ajird-1496	110	6	asosiy	asosiy	PROPN
ajird-1496	110	7	texnologiyalar	texnologiyalar	PROPN
ajird-1496	110	8	hamda	hamda	PROPN
ajird-1496	110	9	ularning	ularne	VERB
ajird-1496	110	10	online	online	ADJ
ajird-1496	110	11	platformalarda	platformalarda	PROPN
ajird-1496	110	12	qo’llanilishi	qo’llanilishi	PROPN
ajird-1496	110	13	.	.	PUNCT
ajird-1496	111	1	vizual	vizual	ADJ
ajird-1496	111	2	data	data	PROPN
ajird-1496	111	3	mining	mining	NOUN
ajird-1496	111	4	.	.	PUNCT
ajird-1496	111	5	"	"	PUNCT
ajird-1496	112	1	digital	digital	ADJ
ajird-1496	112	2	transformation	transformation	NOUN
ajird-1496	112	3	and	and	CCONJ
ajird-1496	112	4	artificial	artificial	ADJ
ajird-1496	112	5	intelligence	intelligence	NOUN
ajird-1496	112	6	1.2	1.2	NUM
ajird-1496	112	7	(	(	PUNCT
ajird-1496	112	8	2023	2023	NUM
ajird-1496	112	9	):	):	PUNCT
ajird-1496	112	10	179	179	NUM
ajird-1496	112	11	-	-	SYM
ajird-1496	112	12	184	184	NUM
ajird-1496	112	13	.	.	PUNCT